2857 lines
1.2 MiB
2857 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "c488134e-680f-44e4-8c43-40c246140519",
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"metadata": {},
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"source": [
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"# Analysis of segments and marketing personae associated"
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||
]
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},
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{
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"cell_type": "code",
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||
"execution_count": 5,
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||
"id": "9a8b8c3a-8e74-49f3-91d1-cccfc057fdcd",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"# importations\n",
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||
"import pandas as pd\n",
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||
"import numpy as np\n",
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||
"import os\n",
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||
"import io\n",
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||
"import s3fs\n",
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||
"import re\n",
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||
"import pickle\n",
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||
"import warnings\n",
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||
"import matplotlib.pyplot as plt"
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||
]
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||
},
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "d553c868-695f-4d57-96d6-d5c6629cefb2",
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"metadata": {},
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"outputs": [],
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||
"source": [
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||
"def load_model(type_of_activity, model):\n",
|
||
" #BUCKET = f\"projet-bdc2324-team1/Output_model/{type_of_activity}/{model}/\"\n",
|
||
" BUCKET = f\"projet-bdc2324-team1/2_Output/2_1_Modeling_results/standard/{type_of_activity}/{model}/\"\n",
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||
" filename = model + '.pkl'\n",
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||
" file_path = BUCKET + filename\n",
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||
" with fs.open(file_path, mode=\"rb\") as f:\n",
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||
" model_bytes = f.read()\n",
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||
"\n",
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||
" model = pickle.loads(model_bytes)\n",
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||
" return model\n",
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||
"\n",
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||
"\n",
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||
"def load_test_file(type_of_activity):\n",
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||
" #file_path_test = f\"projet-bdc2324-team1/Generalization/{type_of_activity}/Test_set.csv\"\n",
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||
" file_path_test = f\"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/{type_of_activity}/Test_set.csv\"\n",
|
||
" with fs.open(file_path_test, mode=\"rb\") as file_in:\n",
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||
" dataset_test = pd.read_csv(file_in, sep=\",\")\n",
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||
" return dataset_test"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 12,
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||
"id": "3af80fea-a937-4ea8-bece-cfeaa89d1055",
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"metadata": {},
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"outputs": [],
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"source": [
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"# exec(open('utils_segmentation.py').read())\n",
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||
"warnings.filterwarnings('ignore')\n",
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||
"\n",
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||
"# Create filesystem object\n",
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||
"S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
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||
"fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})\n",
|
||
"\n",
|
||
"# choose the type of companies for which you want to run the pipeline\n",
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||
"type_of_activity = \"sport\""
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||
]
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||
},
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{
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"cell_type": "code",
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||
"execution_count": 24,
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||
"id": "cc6af7fa-33b2-4d58-ada4-e2ee7262bab9",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"# load test set\n",
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||
"dataset_test = load_test_file(type_of_activity)\n",
|
||
"\n",
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||
"# Load Model \n",
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||
"model = load_model(type_of_activity, 'LogisticRegression_Benchmark')"
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||
]
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||
},
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{
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"cell_type": "code",
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"execution_count": 25,
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"id": "8238ee71-47ec-4621-9813-4b5d2fd03efd",
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" customer_id street_id structure_id mcp_contact_id fidelity \\\n",
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"[96096 rows x 87 columns]"
|
||
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|
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},
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||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test"
|
||
]
|
||
},
|
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{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "5d0d0c18-8930-4304-84df-d5885ab21b16",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# added : recup age\n",
|
||
"\n",
|
||
"def generate_test_set(type_of_comp):\n",
|
||
" file_path_list = fs.ls(f\"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/{type_of_comp}/Test_set\")\n",
|
||
" test_set = pd.DataFrame()\n",
|
||
" for file in file_path_list:\n",
|
||
" print(file)\n",
|
||
" with fs.open(file, mode=\"rb\") as file_in:\n",
|
||
" df = pd.read_csv(file_in, sep=\",\")\n",
|
||
" test_set = pd.concat([test_set, df], ignore_index = True)\n",
|
||
" return test_set\n",
|
||
"\n",
|
||
"def generate_train_set(type_of_comp):\n",
|
||
" file_path_list = fs.ls(f\"projet-bdc2324-team1/1_Temp/1_0_Modelling_Datasets/{type_of_comp}/Train_set\")\n",
|
||
" train_set = pd.DataFrame()\n",
|
||
" for file in file_path_list:\n",
|
||
" print(file)\n",
|
||
" with fs.open(file, mode=\"rb\") as file_in:\n",
|
||
" df = pd.read_csv(file_in, sep=\",\")\n",
|
||
" train_set = pd.concat([train_set, df], ignore_index = True)\n",
|
||
" return train_set\n",
|
||
"\n",
|
||
"def recup_var(df, activity, var) :\n",
|
||
" \n",
|
||
" df_test = generate_test_set(activity)\n",
|
||
" df_train = generate_train_set(activity)\n",
|
||
" df_all = pd.concat([df_train, df_test], ignore_index=True)\n",
|
||
"\n",
|
||
" df_used = df\n",
|
||
" \n",
|
||
" df_used = df_used.set_index(\"customer_id\")\n",
|
||
" df_used[var] = df_all.set_index(\"customer_id\")[var]\n",
|
||
" df_used = df_used.reset_index()\n",
|
||
"\n",
|
||
" return df_used"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "51843556-d785-4d11-abfa-d4e603b32fe7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['customer_id', 'street_id', 'structure_id', 'mcp_contact_id',\n",
|
||
" 'fidelity', 'tenant_id', 'is_partner', 'deleted_at', 'is_email_true',\n",
|
||
" 'opt_in', 'profession', 'last_buying_date', 'max_price', 'ticket_sum',\n",
|
||
" 'average_price', 'average_purchase_delay', 'average_price_basket',\n",
|
||
" 'average_ticket_basket', 'total_price', 'preferred_category',\n",
|
||
" 'preferred_supplier', 'preferred_formula', 'purchase_count',\n",
|
||
" 'first_buying_date', 'last_visiting_date', 'zipcode', 'country', 'age',\n",
|
||
" 'gender_label', 'gender_female', 'gender_male', 'gender_other',\n",
|
||
" 'categorie_age_0_10', 'categorie_age_10_20', 'categorie_age_20_30',\n",
|
||
" 'categorie_age_30_40', 'categorie_age_40_50', 'categorie_age_50_60',\n",
|
||
" 'categorie_age_60_70', 'categorie_age_70_80', 'categorie_age_plus_80',\n",
|
||
" 'categorie_age_inconnue', 'country_fr', 'is_profession_known',\n",
|
||
" 'is_zipcode_known', 'nb_campaigns', 'nb_campaigns_opened',\n",
|
||
" 'time_to_open', 'taux_ouverture_mail', 'nb_targets', 'target_jeune',\n",
|
||
" 'target_optin', 'target_optout', 'target_scolaire', 'target_entreprise',\n",
|
||
" 'target_famille', 'target_newsletter', 'target_abonne', 'nb_tickets',\n",
|
||
" 'nb_purchases', 'total_amount', 'nb_suppliers', 'achat_internet',\n",
|
||
" 'purchase_date_min', 'purchase_date_max', 'time_between_purchase',\n",
|
||
" 'nb_purchases_internet', 'prop_purchases_internet', 'purchases_10_2021',\n",
|
||
" 'purchases_10_2022', 'purchases_11_2021', 'purchases_12_2021',\n",
|
||
" 'purchases_1_2022', 'purchases_2_2022', 'purchases_3_2022',\n",
|
||
" 'purchases_4_2022', 'purchases_5_2021', 'purchases_5_2022',\n",
|
||
" 'purchases_6_2021', 'purchases_6_2022', 'purchases_7_2021',\n",
|
||
" 'purchases_7_2022', 'purchases_8_2021', 'purchases_8_2022',\n",
|
||
" 'purchases_9_2021', 'purchases_9_2022', 'y_has_purchased',\n",
|
||
" 'has_purchased'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test = recup_var(dataset_test, type_of_activity, \"age\")\n",
|
||
"dataset_test"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "e4287c1a-eab6-4897-91d6-d21804518dc4",
|
||
"metadata": {},
|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
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|
||
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|
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|
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|
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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" <td>0.0</td>\n",
|
||
" <td>0.039944</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96094</th>\n",
|
||
" <td>9_15037</td>\n",
|
||
" <td>12992</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2213448.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1490</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.049646</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96095</th>\n",
|
||
" <td>9_135370</td>\n",
|
||
" <td>76215</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2164740.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1490</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.007398</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>96096 rows × 91 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" customer_id street_id structure_id mcp_contact_id fidelity \\\n",
|
||
"0 5_4317407 969908 NaN 6156473.0 1 \n",
|
||
"1 5_477635 109121 NaN 6213652.0 2 \n",
|
||
"2 5_411639 92929 NaN 6160271.0 4 \n",
|
||
"3 5_326623 79862 NaN 6140109.0 1 \n",
|
||
"4 5_383915 85421 NaN 6149409.0 2 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"96091 9_91205 76215 NaN 47280.0 0 \n",
|
||
"96092 9_369887 815891 NaN 30764537.0 4 \n",
|
||
"96093 9_1007562 1 NaN NaN 0 \n",
|
||
"96094 9_15037 12992 NaN 2213448.0 0 \n",
|
||
"96095 9_135370 76215 NaN 2164740.0 0 \n",
|
||
"\n",
|
||
" tenant_id is_partner deleted_at is_email_true opt_in ... \\\n",
|
||
"0 1771 False NaN True 0 ... \n",
|
||
"1 1771 False NaN True 0 ... \n",
|
||
"2 1771 False NaN True 0 ... \n",
|
||
"3 1771 False NaN True 1 ... \n",
|
||
"4 1771 False NaN True 1 ... \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"96091 1490 False NaN True 1 ... \n",
|
||
"96092 1490 False NaN True 0 ... \n",
|
||
"96093 1490 False NaN True 0 ... \n",
|
||
"96094 1490 False NaN True 1 ... \n",
|
||
"96095 1490 False NaN True 1 ... \n",
|
||
"\n",
|
||
" purchases_7_2022 purchases_8_2021 purchases_8_2022 purchases_9_2021 \\\n",
|
||
"0 0.0 0.0 0.0 0.0 \n",
|
||
"1 0.0 0.0 0.0 0.0 \n",
|
||
"2 0.0 0.0 0.0 0.0 \n",
|
||
"3 0.0 0.0 0.0 1.0 \n",
|
||
"4 0.0 0.0 0.0 0.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 0.0 0.0 0.0 0.0 \n",
|
||
"96092 0.0 0.0 0.0 0.0 \n",
|
||
"96093 0.0 0.0 0.0 0.0 \n",
|
||
"96094 0.0 0.0 0.0 0.0 \n",
|
||
"96095 0.0 0.0 0.0 0.0 \n",
|
||
"\n",
|
||
" purchases_9_2022 y_has_purchased has_purchased has_purchased_estim \\\n",
|
||
"0 0.0 0.0 0.0 0.0 \n",
|
||
"1 0.0 0.0 0.0 0.0 \n",
|
||
"2 0.0 0.0 0.0 1.0 \n",
|
||
"3 0.0 0.0 0.0 0.0 \n",
|
||
"4 0.0 0.0 0.0 0.0 \n",
|
||
"... ... ... ... ... \n",
|
||
"96091 0.0 0.0 0.0 0.0 \n",
|
||
"96092 0.0 1.0 1.0 1.0 \n",
|
||
"96093 0.0 0.0 0.0 0.0 \n",
|
||
"96094 0.0 0.0 0.0 0.0 \n",
|
||
"96095 0.0 0.0 0.0 0.0 \n",
|
||
"\n",
|
||
" score segment \n",
|
||
"0 0.366661 2 \n",
|
||
"1 0.376898 2 \n",
|
||
"2 0.971493 4 \n",
|
||
"3 0.042499 1 \n",
|
||
"4 0.351686 2 \n",
|
||
"... ... ... \n",
|
||
"96091 0.004917 1 \n",
|
||
"96092 0.797374 4 \n",
|
||
"96093 0.039944 1 \n",
|
||
"96094 0.049646 1 \n",
|
||
"96095 0.007398 1 \n",
|
||
"\n",
|
||
"[96096 rows x 91 columns]"
|
||
]
|
||
},
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Processing\n",
|
||
"\"\"\"\n",
|
||
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'vente_internet_max', 'purchase_date_min', 'purchase_date_max', \n",
|
||
" 'time_between_purchase', 'nb_tickets_internet', 'is_email_true', 'opt_in', 'age', #'is_partner',\n",
|
||
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened', 'country_fr']]\n",
|
||
"\"\"\"\n",
|
||
"\"\"\"\n",
|
||
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'purchase_date_min', 'purchase_date_max', \n",
|
||
" 'time_between_purchase', 'is_email_true', 'opt_in', 'age', #'is_partner',\n",
|
||
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened', 'country_fr']]\n",
|
||
"\"\"\"\n",
|
||
"\n",
|
||
"y_test = dataset_test[['y_has_purchased']]\n",
|
||
"\n",
|
||
"\n",
|
||
"# X_test_segment = X_test\n",
|
||
"X_test_segment = dataset_test\n",
|
||
"\n",
|
||
"# X_test_segment.insert(X_test.shape[1], \"country_fr\", dataset_test[\"country_fr\"])\n",
|
||
"\n",
|
||
"# add y_has_purchased to X_test\n",
|
||
"X_test_segment[\"has_purchased\"] = y_test\n",
|
||
"\n",
|
||
"# Add prediction and probability to dataset_test\n",
|
||
"# y_pred = model.predict(X_test)\n",
|
||
"y_pred = model.predict(dataset_test)\n",
|
||
"\n",
|
||
"X_test_segment[\"has_purchased_estim\"] = y_pred\n",
|
||
"\n",
|
||
"#y_pred_prob = model.predict_proba(X_test)[:, 1]\n",
|
||
"y_pred_prob = model.predict_proba(dataset_test)[:, 1]\n",
|
||
"\n",
|
||
"X_test_segment['score'] = y_pred_prob\n",
|
||
"\n",
|
||
"X_test_segment[\"segment\"] = np.where(X_test_segment['score']<0.25, '1',\n",
|
||
" np.where(X_test_segment['score']<0.5, '2',\n",
|
||
" np.where(X_test_segment['score']<0.75, '3', '4')))\n",
|
||
"\n",
|
||
"X_test_segment"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "d0d3e25f-3f0d-40ca-adb6-6f87e24edc8f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['customer_id', 'street_id', 'structure_id', 'mcp_contact_id',\n",
|
||
" 'fidelity', 'tenant_id', 'is_partner', 'deleted_at', 'is_email_true',\n",
|
||
" 'opt_in', 'profession', 'last_buying_date', 'max_price', 'ticket_sum',\n",
|
||
" 'average_price', 'average_purchase_delay', 'average_price_basket',\n",
|
||
" 'average_ticket_basket', 'total_price', 'preferred_category',\n",
|
||
" 'preferred_supplier', 'preferred_formula', 'purchase_count',\n",
|
||
" 'first_buying_date', 'last_visiting_date', 'zipcode', 'country', 'age',\n",
|
||
" 'gender_label', 'gender_female', 'gender_male', 'gender_other',\n",
|
||
" 'categorie_age_0_10', 'categorie_age_10_20', 'categorie_age_20_30',\n",
|
||
" 'categorie_age_30_40', 'categorie_age_40_50', 'categorie_age_50_60',\n",
|
||
" 'categorie_age_60_70', 'categorie_age_70_80', 'categorie_age_plus_80',\n",
|
||
" 'categorie_age_inconnue', 'country_fr', 'is_profession_known',\n",
|
||
" 'is_zipcode_known', 'nb_campaigns', 'nb_campaigns_opened',\n",
|
||
" 'time_to_open', 'taux_ouverture_mail', 'nb_targets', 'target_jeune',\n",
|
||
" 'target_optin', 'target_optout', 'target_scolaire', 'target_entreprise',\n",
|
||
" 'target_famille', 'target_newsletter', 'target_abonne', 'nb_tickets',\n",
|
||
" 'nb_purchases', 'total_amount', 'nb_suppliers', 'achat_internet',\n",
|
||
" 'purchase_date_min', 'purchase_date_max', 'time_between_purchase',\n",
|
||
" 'nb_purchases_internet', 'prop_purchases_internet', 'purchases_10_2021',\n",
|
||
" 'purchases_10_2022', 'purchases_11_2021', 'purchases_12_2021',\n",
|
||
" 'purchases_1_2022', 'purchases_2_2022', 'purchases_3_2022',\n",
|
||
" 'purchases_4_2022', 'purchases_5_2021', 'purchases_5_2022',\n",
|
||
" 'purchases_6_2021', 'purchases_6_2022', 'purchases_7_2021',\n",
|
||
" 'purchases_7_2022', 'purchases_8_2021', 'purchases_8_2022',\n",
|
||
" 'purchases_9_2021', 'purchases_9_2022', 'y_has_purchased',\n",
|
||
" 'has_purchased', 'has_purchased_estim'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"dataset_test.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9058c3b2-8fa2-4322-a57b-395da4033eaf",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 1. Business KPIs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "3067d919-50c9-49e9-b0a6-b676a5dbae56",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
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" }\n",
|
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"\n",
|
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" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
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" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>nb_purchases_internet</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>segment</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>34667.0</td>\n",
|
||
" <td>14116.0</td>\n",
|
||
" <td>6.772701e+05</td>\n",
|
||
" <td>5836.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>36994.0</td>\n",
|
||
" <td>16853.0</td>\n",
|
||
" <td>1.215306e+06</td>\n",
|
||
" <td>10363.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>40121.0</td>\n",
|
||
" <td>17157.0</td>\n",
|
||
" <td>1.059581e+06</td>\n",
|
||
" <td>10628.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>413816.0</td>\n",
|
||
" <td>101811.0</td>\n",
|
||
" <td>1.751393e+07</td>\n",
|
||
" <td>34378.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" nb_tickets nb_purchases total_amount nb_purchases_internet\n",
|
||
"segment \n",
|
||
"1 34667.0 14116.0 6.772701e+05 5836.0\n",
|
||
"2 36994.0 16853.0 1.215306e+06 10363.0\n",
|
||
"3 40121.0 17157.0 1.059581e+06 10628.0\n",
|
||
"4 413816.0 101811.0 1.751393e+07 34378.0"
|
||
]
|
||
},
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# business figures\n",
|
||
"X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\",\n",
|
||
" \"nb_purchases_internet\"]].sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "5b1acd28-b346-45b1-8da2-b79ca7f4fa96",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_business_fig(df, segment, list_var) :\n",
|
||
" df_business_kpi = df.groupby(segment)[list_var].sum().reset_index()\n",
|
||
" df_business_kpi.insert(1, \"size\", df.groupby(segment).size().values)\n",
|
||
" all_var = [\"size\"] + list_var\n",
|
||
" df_business_kpi[all_var] = 100 * df_business_kpi[all_var] / df_business_kpi[all_var].sum()\n",
|
||
"\n",
|
||
" return df_business_kpi"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "bd63d787-3ef8-4f23-9069-e9b16b4a0de8",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
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|
||
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|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>size</th>\n",
|
||
" <th>nb_tickets</th>\n",
|
||
" <th>nb_purchases</th>\n",
|
||
" <th>total_amount</th>\n",
|
||
" <th>nb_campaigns</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>57.890027</td>\n",
|
||
" <td>6.595725</td>\n",
|
||
" <td>9.414621</td>\n",
|
||
" <td>3.309231</td>\n",
|
||
" <td>56.178807</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>17.360764</td>\n",
|
||
" <td>7.038459</td>\n",
|
||
" <td>11.240054</td>\n",
|
||
" <td>5.938147</td>\n",
|
||
" <td>13.839223</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>10.909923</td>\n",
|
||
" <td>7.633400</td>\n",
|
||
" <td>11.442806</td>\n",
|
||
" <td>5.177254</td>\n",
|
||
" <td>10.487089</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>13.839286</td>\n",
|
||
" <td>78.732415</td>\n",
|
||
" <td>67.902519</td>\n",
|
||
" <td>85.575368</td>\n",
|
||
" <td>19.494881</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
|
||
"0 1 57.890027 6.595725 9.414621 3.309231 56.178807\n",
|
||
"1 2 17.360764 7.038459 11.240054 5.938147 13.839223\n",
|
||
"2 3 10.909923 7.633400 11.442806 5.177254 10.487089\n",
|
||
"3 4 13.839286 78.732415 67.902519 85.575368 19.494881"
|
||
]
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"business_var = [\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]\n",
|
||
"X_test_business_fig = df_business_fig(X_test_segment, \"segment\",\n",
|
||
" business_var)\n",
|
||
"X_test_business_fig"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"id": "d2f618b6-c984-4790-bd8f-29c7d01c6707",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def hist_segment_business_KPIs(df, segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns) :\n",
|
||
" \n",
|
||
" plt.figure()\n",
|
||
"\n",
|
||
" df_plot = df[[segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns]]\n",
|
||
" \n",
|
||
" x = [\"number of\\ncustomers\", \"number of\\ntickets\", \"number of\\npurchases\", \"total\\namount\", \n",
|
||
" \"number of\\ncampaigns\"]\n",
|
||
"\n",
|
||
" # liste_var = [size, nb_tickets, nb_purchases, total_amount]\n",
|
||
" \n",
|
||
" bottom = np.zeros(5)\n",
|
||
" \n",
|
||
" # Définir une palette de couleurs\n",
|
||
" colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4))\n",
|
||
" \n",
|
||
" for i in range(4) :\n",
|
||
" # print(str(df_plot[segment][i]))\n",
|
||
" # segment = df_plot[segment][i]\n",
|
||
" height = list(df_plot.loc[i,size:].values)\n",
|
||
" \n",
|
||
" plt.bar(x=x, height=height, label = str(df_plot[segment][i]), bottom=bottom, color=colors[i])\n",
|
||
" \n",
|
||
" bottom+=height\n",
|
||
"\n",
|
||
" # Ajuster les marges\n",
|
||
" plt.subplots_adjust(left = 0.125, right = 0.8, bottom = 0.1, top = 0.9)\n",
|
||
" \n",
|
||
" plt.legend(title = \"segment\", loc = \"upper right\", bbox_to_anchor=(1.2, 1))\n",
|
||
" plt.ylabel(\"Fraction represented by the segment (%)\")\n",
|
||
" plt.title(f\"Relative weight of each segment regarding business KPIs\\nfor {type_of_activity} companies\", size=12)\n",
|
||
" # plt.title(\"test\")\n",
|
||
" # plt.show()\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "14b6ae5c-d704-4f5d-9f9b-5646e29ea470",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", *business_var)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "f358fba3-f778-4414-bf55-c830be647ddd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/segments_business_KPIs_sport.csv'"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"segments_business_KPIs_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"\n",
|
||
"FILE_PATH_OUT_S3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "3eee7b59-f658-402d-95b2-fa051188fd10",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def save_file_s3_mp(File_name, type_of_activity):\n",
|
||
" image_buffer = io.BytesIO()\n",
|
||
" plt.savefig(image_buffer, format='png')\n",
|
||
" image_buffer.seek(0)\n",
|
||
" PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{type_of_activity}/\"\n",
|
||
" FILE_PATH_OUT_S3 = PATH + File_name + type_of_activity + '.png'\n",
|
||
" with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
" plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 94,
|
||
"id": "1790cb81-3304-41f1-a371-d8c926d32906",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# save to Minio\n",
|
||
"\n",
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"segments_business_KPI_\" + activity\n",
|
||
"# file_name = \"segments_business_KPIs_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
|
||
"\n",
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png', dpi=110)\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 91,
|
||
"id": "cbf2cc62-1144-48c6-90d8-e12c8e510e02",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 93,
|
||
"id": "7a42523d-f80f-488b-ad8f-39dd793cddd6",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# with function\n",
|
||
"\n",
|
||
"# activity = \"sport\"\n",
|
||
"\n",
|
||
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
|
||
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
|
||
"\n",
|
||
"save_file_s3_mp(File_name = \"segments_business_KPIs_\", type_of_activity = type_of_activity)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "53d24165-6b98-4b66-9ad8-7514564689d8",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. Spider plot summarizing sociodemographic characteristics and purchasing behaviour"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "beb31e4b-a01b-4312-879a-fe5757ea061f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_segment_mp(df, segment, gender_female, gender_male, gender_other, country_fr, age) :\n",
|
||
" df_mp = df.groupby(segment)[[gender_female, gender_male, gender_other, country_fr, age]].mean().reset_index()\n",
|
||
" # df_mp.insert(3, \"share_known_gender\", df_mp[gender_female]+df_mp[gender_male])\n",
|
||
" df_mp.insert(4, \"share_of_women\", df_mp[gender_female]/(df_mp[gender_female]+df_mp[gender_male]))\n",
|
||
" return df_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"id": "267ebaee-eaef-4720-8ca9-e40c0cf125df",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>gender_female</th>\n",
|
||
" <th>gender_male</th>\n",
|
||
" <th>gender_other</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.234460</td>\n",
|
||
" <td>0.419216</td>\n",
|
||
" <td>0.346324</td>\n",
|
||
" <td>0.358679</td>\n",
|
||
" <td>0.511056</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.295031</td>\n",
|
||
" <td>0.539591</td>\n",
|
||
" <td>0.165378</td>\n",
|
||
" <td>0.353490</td>\n",
|
||
" <td>0.726962</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.232354</td>\n",
|
||
" <td>0.583174</td>\n",
|
||
" <td>0.184472</td>\n",
|
||
" <td>0.284912</td>\n",
|
||
" <td>0.633363</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.200692</td>\n",
|
||
" <td>0.674637</td>\n",
|
||
" <td>0.124671</td>\n",
|
||
" <td>0.229276</td>\n",
|
||
" <td>0.678772</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment gender_female gender_male gender_other share_of_women \\\n",
|
||
"0 1 0.234460 0.419216 0.346324 0.358679 \n",
|
||
"1 2 0.295031 0.539591 0.165378 0.353490 \n",
|
||
"2 3 0.232354 0.583174 0.184472 0.284912 \n",
|
||
"3 4 0.200692 0.674637 0.124671 0.229276 \n",
|
||
"\n",
|
||
" country_fr \n",
|
||
"0 0.511056 \n",
|
||
"1 0.726962 \n",
|
||
"2 0.633363 \n",
|
||
"3 0.678772 "
|
||
]
|
||
},
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# description of marketing personae\n",
|
||
"\n",
|
||
"X_test_segment_mp = X_test_segment.groupby(\"segment\")[['gender_female', 'gender_male', 'gender_other', 'country_fr']].mean().reset_index()\n",
|
||
"# X_test_segment_mp.insert(3, \"share_known_gender\", X_test_segment_mp[\"gender_female\"]+X_test_segment_mp[\"gender_male\"])\n",
|
||
"X_test_segment_mp.insert(4, \"share_of_women\", X_test_segment_mp[\"gender_female\"]/(X_test_segment_mp[\"gender_female\"]+X_test_segment_mp[\"gender_male\"]))\n",
|
||
"X_test_segment_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"id": "5f908232-b0fe-4707-a8c5-5cadb7d8653f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>gender_female</th>\n",
|
||
" <th>gender_male</th>\n",
|
||
" <th>gender_other</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.234460</td>\n",
|
||
" <td>0.419216</td>\n",
|
||
" <td>0.346324</td>\n",
|
||
" <td>0.358679</td>\n",
|
||
" <td>0.511056</td>\n",
|
||
" <td>40.652136</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.295031</td>\n",
|
||
" <td>0.539591</td>\n",
|
||
" <td>0.165378</td>\n",
|
||
" <td>0.353490</td>\n",
|
||
" <td>0.726962</td>\n",
|
||
" <td>36.204792</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.232354</td>\n",
|
||
" <td>0.583174</td>\n",
|
||
" <td>0.184472</td>\n",
|
||
" <td>0.284912</td>\n",
|
||
" <td>0.633363</td>\n",
|
||
" <td>37.533425</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.200692</td>\n",
|
||
" <td>0.674637</td>\n",
|
||
" <td>0.124671</td>\n",
|
||
" <td>0.229276</td>\n",
|
||
" <td>0.678772</td>\n",
|
||
" <td>39.665371</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment gender_female gender_male gender_other share_of_women \\\n",
|
||
"0 1 0.234460 0.419216 0.346324 0.358679 \n",
|
||
"1 2 0.295031 0.539591 0.165378 0.353490 \n",
|
||
"2 3 0.232354 0.583174 0.184472 0.284912 \n",
|
||
"3 4 0.200692 0.674637 0.124671 0.229276 \n",
|
||
"\n",
|
||
" country_fr age \n",
|
||
"0 0.511056 40.652136 \n",
|
||
"1 0.726962 36.204792 \n",
|
||
"2 0.633363 37.533425 \n",
|
||
"3 0.678772 39.665371 "
|
||
]
|
||
},
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_mp = df_segment_mp(X_test_segment, \"segment\", \"gender_female\", \n",
|
||
" \"gender_male\", \"gender_other\", \"country_fr\", \"age\")\n",
|
||
"X_test_segment_mp"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"id": "910876fe-e6df-4f8d-9978-5d6fdd893ac0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" text-align: right;\n",
|
||
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|
||
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|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>prop_purchases_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.090439</td>\n",
|
||
" <td>0.141985</td>\n",
|
||
" <td>0.587075</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.502232</td>\n",
|
||
" <td>0.271623</td>\n",
|
||
" <td>0.111611</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.681753</td>\n",
|
||
" <td>0.299255</td>\n",
|
||
" <td>0.122377</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.528249</td>\n",
|
||
" <td>0.349811</td>\n",
|
||
" <td>0.178660</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment prop_purchases_internet share_campaigns_opened opt_in\n",
|
||
"0 1 0.090439 0.141985 0.587075\n",
|
||
"1 2 0.502232 0.271623 0.111611\n",
|
||
"2 3 0.681753 0.299255 0.122377\n",
|
||
"3 4 0.528249 0.349811 0.178660"
|
||
]
|
||
},
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# purchasing behaviour\n",
|
||
"\n",
|
||
"# X_test_segment[\"share_tickets_internet\"] = X_test_segment[\"nb_tickets_internet\"]/X_test_segment[\"nb_tickets\"]\n",
|
||
"X_test_segment[\"share_campaigns_opened\"] = X_test_segment[\"nb_campaigns_opened\"]/X_test_segment[\"nb_campaigns\"]\n",
|
||
"X_test_segment_pb = X_test_segment.groupby(\"segment\")[[\"prop_purchases_internet\", \"share_campaigns_opened\", \"opt_in\"]].mean().reset_index()\n",
|
||
"X_test_segment_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "8d3ab073-040c-4480-bd44-33fc88626707",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def df_segment_pb (df, segment, nb_tickets_internet, nb_tickets, nb_campaigns_opened, nb_campaigns, opt_in,\n",
|
||
" time_to_open) :\n",
|
||
" df_used = df\n",
|
||
" df_used[\"share_tickets_internet\"] = df_used[nb_tickets_internet]/df_used[nb_tickets]\n",
|
||
" df_used[\"share_campaigns_opened\"] = df_used[nb_campaigns_opened]/df_used[nb_campaigns]\n",
|
||
" df_pb = df_used.groupby(segment)[[\"share_tickets_internet\", \"share_campaigns_opened\", \n",
|
||
" opt_in, time_to_open]].mean().reset_index()\n",
|
||
" df_pb[\"time_to_open_med\"] = df_used.groupby(segment)[[time_to_open]].apply(lambda x: x.dropna().median()).values\n",
|
||
" return df_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "33a11ddf-b410-4cf1-9e6b-645de6dad604",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Durée totale en heures : 49.65333333333333\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# add : variable time to open\n",
|
||
"\n",
|
||
"from datetime import timedelta\n",
|
||
"\n",
|
||
"def str_duration_to_hours(duration_str):\n",
|
||
" parts = duration_str.split()\n",
|
||
" days = int(parts[0]) if len(parts) > 1 else 0\n",
|
||
" time_parts = parts[-1].split(':')\n",
|
||
" hours = int(time_parts[0])\n",
|
||
" minutes = int(time_parts[1])\n",
|
||
" seconds = int(time_parts[2].split('.')[0])\n",
|
||
" total_hours = days * 24 + hours + minutes / 60 + seconds / 3600\n",
|
||
" return total_hours\n",
|
||
"\n",
|
||
"# Exemple d'utilisation :\n",
|
||
"duration_str = '2 days 01:39:12.750000'\n",
|
||
"\n",
|
||
"hours = str_duration_to_hours(duration_str)\n",
|
||
"print(\"Durée totale en heures :\", hours)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"id": "4760743c-1032-452a-85fa-63d1447a742c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"segment\n",
|
||
"1 6.418056\n",
|
||
"2 8.031389\n",
|
||
"3 13.037500\n",
|
||
"4 15.197500\n",
|
||
"Name: time_to_open, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# def of the variable time_to_open\n",
|
||
"\n",
|
||
"X_test_segment[\"time_to_open\"] = dataset_test[\"time_to_open\"].apply(lambda x : np.nan if pd.isna(x) else str_duration_to_hours(x))\n",
|
||
"X_test_segment.groupby(\"segment\")[\"time_to_open\"].median()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "0cb8f47a-bf0f-4285-b2ff-d90de394c787",
|
||
"metadata": {},
|
||
"outputs": [
|
||
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|
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|
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|
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>share_tickets_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>time_to_open</th>\n",
|
||
" <th>time_to_open_med</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>56.785498</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>56.349272</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>57.847390</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>57.567684</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open time_to_open_med \n",
|
||
"0 56.785498 6.418056 \n",
|
||
"1 56.349272 8.031389 \n",
|
||
"2 57.847390 13.037500 \n",
|
||
"3 57.567684 15.197500 "
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_pb = df_segment_pb(X_test_segment, \"segment\", \"nb_tickets_internet\", \"nb_tickets\", \n",
|
||
" \"nb_campaigns_opened\", \"nb_campaigns\", \"opt_in\", \"time_to_open\")\n",
|
||
"X_test_segment_pb"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"id": "ba2884e3-004a-4554-ab82-6d477dcc4869",
|
||
"metadata": {},
|
||
"outputs": [
|
||
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|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>prop_purchases_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.090439</td>\n",
|
||
" <td>0.141985</td>\n",
|
||
" <td>0.587075</td>\n",
|
||
" <td>0.358679</td>\n",
|
||
" <td>40.652136</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.502232</td>\n",
|
||
" <td>0.271623</td>\n",
|
||
" <td>0.111611</td>\n",
|
||
" <td>0.353490</td>\n",
|
||
" <td>36.204792</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.681753</td>\n",
|
||
" <td>0.299255</td>\n",
|
||
" <td>0.122377</td>\n",
|
||
" <td>0.284912</td>\n",
|
||
" <td>37.533425</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.528249</td>\n",
|
||
" <td>0.349811</td>\n",
|
||
" <td>0.178660</td>\n",
|
||
" <td>0.229276</td>\n",
|
||
" <td>39.665371</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment prop_purchases_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.090439 0.141985 0.587075 \n",
|
||
"1 2 0.502232 0.271623 0.111611 \n",
|
||
"2 3 0.681753 0.299255 0.122377 \n",
|
||
"3 4 0.528249 0.349811 0.178660 \n",
|
||
"\n",
|
||
" share_of_women age \n",
|
||
"0 0.358679 40.652136 \n",
|
||
"1 0.353490 36.204792 \n",
|
||
"2 0.284912 37.533425 \n",
|
||
"3 0.229276 39.665371 "
|
||
]
|
||
},
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#X_test_segment_caract = pd.concat([X_test_segment_pb.drop(\"time_to_open\", axis=1), X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr', 'age']]], axis=1)\n",
|
||
"X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[[ 'share_of_women', 'age']]], axis=1)\n",
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 216,
|
||
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"share_tickets_internet 0.654488\n",
|
||
"share_campaigns_opened 0.370733\n",
|
||
"opt_in 0.730064\n",
|
||
"time_to_open_med 15.197500\n",
|
||
"share_known_gender 0.903085\n",
|
||
"share_of_women 0.571869\n",
|
||
"country_fr 0.805862\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 216,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"id": "0809e2ae-3487-4b24-8f60-741c683cb9af",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# def d'une fonction associée - KEEP THIS !!!\n",
|
||
"\n",
|
||
"def radar_mp_plot(df, categories, index, var_not_perc) :\n",
|
||
" categories = categories\n",
|
||
"\n",
|
||
" # true values are used to print the true value in parenthesis\n",
|
||
" tvalues = list(df.loc[index,categories]) \n",
|
||
"\n",
|
||
" max_values = df[categories].max()\n",
|
||
"\n",
|
||
" # values are true values / max among the 4 segments, allows to \n",
|
||
" # put values in relation with the values for other segments\n",
|
||
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
|
||
" # , event if not equal to 1\n",
|
||
" \n",
|
||
" values = list(df.loc[index,categories]/max_values)\n",
|
||
" \n",
|
||
" # values normalized are used to adjust the value around the circle\n",
|
||
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
|
||
" # at 8/10th of the circle radius, not at the edge \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
"\n",
|
||
" # Nb of categories\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # Initialize graphic\n",
|
||
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
|
||
" # which is based on max(value)\n",
|
||
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
|
||
" \n",
|
||
" # fill the sector\n",
|
||
" ax.fill(angles, values_normalized, color='orange', alpha=0.4)\n",
|
||
" \n",
|
||
" # labels\n",
|
||
" ax.set_yticklabels([])\n",
|
||
" ax.set_xticks(angles)\n",
|
||
"\n",
|
||
" # define tick labels\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" for i in range(len(categories))]\n",
|
||
"\n",
|
||
" ax.set_xticklabels(ticks, color=\"black\")\n",
|
||
" \n",
|
||
" ax.spines['polar'].set_visible(False)\n",
|
||
" \n",
|
||
" plt.title(f'Characteristics of the segment {index+1}\\n')\n",
|
||
" \n",
|
||
" # plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 229,
|
||
"id": "2fe80072-90d1-4e17-b8a7-ddc3e3be1b12",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['60.66%', '37.07%', '12.71%', '15.2', '20.82%', '63.9%']"
|
||
]
|
||
},
|
||
"execution_count": 229,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"var_not_perc = [\"time_to_open_med\", \"age\"]\n",
|
||
"\n",
|
||
"tvalues = list(X_test_segment_caract.loc[3,categories]) \n",
|
||
"\n",
|
||
"values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"values_printed"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "cd3cb227-28b2-461e-a921-cff721c356e6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['share_tickets_internet',\n",
|
||
" 'share_campaigns_opened',\n",
|
||
" 'opt_in',\n",
|
||
" 'time_to_open_med',\n",
|
||
" 'share_of_women',\n",
|
||
" 'country_fr',\n",
|
||
" 'age']"
|
||
]
|
||
},
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"list(X_test_segment_caract.drop([\"segment\", \"share_known_gender\"], axis=1).columns)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"id": "9a550db7-ddd7-4d6f-bf98-cf0b2ea35d91",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>prop_purchases_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.090439</td>\n",
|
||
" <td>0.141985</td>\n",
|
||
" <td>0.587075</td>\n",
|
||
" <td>0.358679</td>\n",
|
||
" <td>40.652136</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.502232</td>\n",
|
||
" <td>0.271623</td>\n",
|
||
" <td>0.111611</td>\n",
|
||
" <td>0.353490</td>\n",
|
||
" <td>36.204792</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.681753</td>\n",
|
||
" <td>0.299255</td>\n",
|
||
" <td>0.122377</td>\n",
|
||
" <td>0.284912</td>\n",
|
||
" <td>37.533425</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.528249</td>\n",
|
||
" <td>0.349811</td>\n",
|
||
" <td>0.178660</td>\n",
|
||
" <td>0.229276</td>\n",
|
||
" <td>39.665371</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment prop_purchases_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.090439 0.141985 0.587075 \n",
|
||
"1 2 0.502232 0.271623 0.111611 \n",
|
||
"2 3 0.681753 0.299255 0.122377 \n",
|
||
"3 4 0.528249 0.349811 0.178660 \n",
|
||
"\n",
|
||
" share_of_women age \n",
|
||
"0 0.358679 40.652136 \n",
|
||
"1 0.353490 36.204792 \n",
|
||
"2 0.284912 37.533425 \n",
|
||
"3 0.229276 39.665371 "
|
||
]
|
||
},
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"id": "56cb026b-857f-42eb-baed-0ebdf5aee447",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"var_not_perc = [\"age\"]\n",
|
||
"\n",
|
||
"categories = list(X_test_segment_caract.drop([\"segment\"], axis=1).columns)\n",
|
||
"#for i in range(4) :\n",
|
||
"# radar_mp_plot(df=X_test_segment_caract, categories=categories, index=i)\n",
|
||
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3, var_not_perc=var_not_perc)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 739,
|
||
"id": "5b3c4bac-396e-4117-a7d9-f39a3d8f95b4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "SyntaxError",
|
||
"evalue": "invalid syntax (4005960846.py, line 6)",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;36m Cell \u001b[0;32mIn[739], line 6\u001b[0;36m\u001b[0m\n\u001b[0;31m file_name = \"spider_chart_\" + activity + \"_sgt_\" str(index)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# export to MinIo\n",
|
||
"\n",
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"\n",
|
||
"\n",
|
||
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png')\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 740,
|
||
"id": "276de9a5-d506-4c11-a7c2-a23ebbc59fe5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/spider_chart_sport_sgt_3.csv'"
|
||
]
|
||
},
|
||
"execution_count": 740,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"activity = \"sport\"\n",
|
||
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
|
||
"FILE_PATH_OUT_S3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"id": "80e47dbc-3efd-4857-8055-876b308cbcb5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# general function to have the 4 radars in one plot\n",
|
||
"\n",
|
||
"def radar_mp_plot_all(df, categories, var_not_perc) :\n",
|
||
" \n",
|
||
" nb_segments = df.shape[0]\n",
|
||
" categories = categories\n",
|
||
"\n",
|
||
" # Initialize graphic\n",
|
||
" fig, ax = plt.subplots(2,2, figsize=(20, 21), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" for index in range(nb_segments) :\n",
|
||
" row = index // 2 # Division entière pour obtenir le numéro de ligne\n",
|
||
" col = index % 2 \n",
|
||
" \n",
|
||
" # df = X_test_segment_caract\n",
|
||
" \n",
|
||
" # true values are used to print the true value in parenthesis\n",
|
||
" tvalues = list(df.loc[index,categories]) \n",
|
||
" \n",
|
||
" max_values = df[categories].max()\n",
|
||
" \n",
|
||
" # values are true values / max among the 4 segments, allows to \n",
|
||
" # put values in relation with the values for other segments\n",
|
||
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
|
||
" # , event if not equal to 1\n",
|
||
" \n",
|
||
" values = list(df.loc[index,categories]/max_values)\n",
|
||
" \n",
|
||
" # values normalized are used to adjust the value around the circle\n",
|
||
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
|
||
" # at 8/10th of the circle radius, not at the edge \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
" \n",
|
||
" # Nb of categories\n",
|
||
" num_categories = len(categories)\n",
|
||
"\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
|
||
" # which is based on max(value)\n",
|
||
" ax[row, col].plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" ax[row, col].plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
|
||
" \n",
|
||
" # fill the sector\n",
|
||
" ax[row, col].fill(angles, values_normalized, color='orange', alpha=0.4, label = index)\n",
|
||
" \n",
|
||
" # labels\n",
|
||
" ax[row, col].set_yticklabels([])\n",
|
||
" ax[row, col].set_xticks(angles)\n",
|
||
" \n",
|
||
" # define the ticks\n",
|
||
" values_printed = [str(round(tvalues[i],2)) if categories[i] in var_not_perc else f\"{round(100 * tvalues[i],2)}%\" for i in range(len(categories))]\n",
|
||
"\n",
|
||
" # ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
|
||
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({values_printed[i]})\" for i in range(len(categories))]\n",
|
||
" ax[row, col].set_xticklabels(ticks, color=\"black\", size = 20)\n",
|
||
" \n",
|
||
" ax[row, col].spines['polar'].set_visible(False)\n",
|
||
" \n",
|
||
" # plt.title(f'Characteristics of the segment {index+1}\\n')\n",
|
||
" ax[row, col].set_title(f'Segment {index+1}\\n', size = 24)\n",
|
||
" \n",
|
||
" fig.suptitle(f\"Characteristics of marketing personae of {type_of_activity} companies\", size=32)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
"\n",
|
||
" # plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "67d9a15b-bd93-4e63-a193-e9760d710906",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>segment</th>\n",
|
||
" <th>share_tickets_internet</th>\n",
|
||
" <th>share_campaigns_opened</th>\n",
|
||
" <th>opt_in</th>\n",
|
||
" <th>time_to_open_med</th>\n",
|
||
" <th>share_known_gender</th>\n",
|
||
" <th>share_of_women</th>\n",
|
||
" <th>country_fr</th>\n",
|
||
" <th>age</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.527270</td>\n",
|
||
" <td>0.136565</td>\n",
|
||
" <td>0.730064</td>\n",
|
||
" <td>6.418056</td>\n",
|
||
" <td>0.523129</td>\n",
|
||
" <td>0.571869</td>\n",
|
||
" <td>0.339959</td>\n",
|
||
" <td>41.298584</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.629648</td>\n",
|
||
" <td>0.194240</td>\n",
|
||
" <td>0.275860</td>\n",
|
||
" <td>8.031389</td>\n",
|
||
" <td>0.855391</td>\n",
|
||
" <td>0.182710</td>\n",
|
||
" <td>0.805862</td>\n",
|
||
" <td>39.293163</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.654488</td>\n",
|
||
" <td>0.292206</td>\n",
|
||
" <td>0.054260</td>\n",
|
||
" <td>13.037500</td>\n",
|
||
" <td>0.903085</td>\n",
|
||
" <td>0.323075</td>\n",
|
||
" <td>0.701258</td>\n",
|
||
" <td>35.176503</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0.606618</td>\n",
|
||
" <td>0.370733</td>\n",
|
||
" <td>0.127051</td>\n",
|
||
" <td>15.197500</td>\n",
|
||
" <td>0.864373</td>\n",
|
||
" <td>0.208231</td>\n",
|
||
" <td>0.638972</td>\n",
|
||
" <td>41.320841</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
|
||
"0 1 0.527270 0.136565 0.730064 \n",
|
||
"1 2 0.629648 0.194240 0.275860 \n",
|
||
"2 3 0.654488 0.292206 0.054260 \n",
|
||
"3 4 0.606618 0.370733 0.127051 \n",
|
||
"\n",
|
||
" time_to_open_med share_known_gender share_of_women country_fr age \n",
|
||
"0 6.418056 0.523129 0.571869 0.339959 41.298584 \n",
|
||
"1 8.031389 0.855391 0.182710 0.805862 39.293163 \n",
|
||
"2 13.037500 0.903085 0.323075 0.701258 35.176503 \n",
|
||
"3 15.197500 0.864373 0.208231 0.638972 41.320841 "
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_test_segment_caract"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"id": "edf76688-1b7e-469e-873f-4884d551be66",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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RERERERERERERjTgshhMRERERERERERERERER0YjDYjgREREREREREREREREREY04LIYTEREREREREREREREREdGIw2I4ERERERERERERERERERGNOCyGExERERERERERERERERHRiMNiOBERERERERERERERERERjTgshhMRERERERERERERERER0YjDYjgREREREREREREREREREY04LIYTEREREREREREREREREdGIw2I4ERERERERERERERERERGNOCyGExERERERERERERERERHRiMNiOBERERERERERERERERERjTgshhMRERERERERERERERER0YjDYjgREREREREREREREREREY04LIYTEREREREREREREREREdGIw2I4ERERERERERERERERERGNOCyGExERERERERERERERERHRiMNiOBERERERERERERERERERjTgshhMRERERERERERERERER0YjDYjgREREREREREREREREREY04LIYTEREREREREREREREREdGIw2I4ERERERERERERERERERGNOCyGExERERERERERERERERHRiMNiOBERERERERERERERERERjTgshhMRERERERERERERERER0YjDYjgREREREREREREREREREY04LIYTEREREREREREREREREdGIw2I4ERERERERERERERERERGNOCyGExFRlyQSCSQSCV5//XVzh0IEAFi1apXpfZmTk2PucGgUu/vuuyGRSBAQEGDuUIiIiIhohGAOTkMNc3AaKpiDE1FfsRhOREREREREREREREREREQjDovhREREREREREREREREREQ04rAYTkRERMPK3XffDSEEhBCcGouIiIiIiIhoADEHJyKi4Y7FcCIiIiIiIiIiIiIiIiIiGnFYDCciIiIiIiIiIiIiIiIiohGHxXAiolGiqKgIL774IiZNmgQHBwfIZDJ4enoiKioKixYtwqpVq1BXV9dtO0eOHMGiRYvg6+sLuVwOHx8fLF68GKmpqV0ed+7cOXzwwQe4+uqrERAQAKVSCaVSCZVKhVtvvRWbN2/u8vhVq1ZBIpFAIpEgJycHGo0GH3/8MeLi4uDq6gqJRILXX3+93XGHDx/G0qVLERoaCltbW9jY2GDs2LF49NFHkZGR0e319tSBAwdw//33IywsDPb29rC1tcXYsWNx3XXX4dtvv+3wuS0uLsayZctw0003ISQkBDY2Nqbn9Nprr8W6detgMBg6Pefu3btNz8nu3bshhMDXX3+NmTNnwsXFBfb29oiNjcV3333X5riWlhasWLECcXFxcHZ2hp2dHWbMmIEff/yx03Pl5OSYzrVq1SoAwH//+19ceumlcHd3h1KpxNixY/Hiiy+iurq6y+fq9OnTePPNN3HZZZeZ3ke2trYICQnBkiVLkJiY2OXxF74XOnPy5EksXrwYPj4+UCgU8Pf3x5133onk5GQA56d6k0gkHU7z1tH1btu2DVdffTU8PT0hl8sRGBiIhx9+GAUFBV3G21+fva7s378fixcvRkBAABQKBRwdHTFx4kS88sorKC8v7/S4C99DBoMBX375JaZPnw5nZ2fY2NggOjoab7/9Npqbm3sUy7Zt23DnnXciMDAQSqUS9vb2iI6OxvPPP4/i4uJOj3v99ddNsQCAWq3GP//5T0yaNAl2dnaws7NDbGwsPvvsM+h0um7j0Ol0+Prrr3HFFVfA29sbcrkcrq6uuOSSS/Dxxx9DrVZ320ZKSgqWLFkCPz8/KBQK+Pn54fbbb8eRI0d69FwQERER0ejFHJw5uBFzcObgRszBu8YcnIgGjCAiohFv7969wt7eXgDo8mfjxo3tjjVue+2118Snn34qrKysOjzW2tpa7Nmzp8Pznzt3rttzAxB33nmn0Gq1HbaxcuVK035HjhwREyZMaHf8a6+9Ztpfq9WKhx9+uMvzSaVS8e9///uintumpiaxaNGibq+tdWxCCKHT6YSFhUW3x82fP1/U19d3eO5du3aZ9tu6dau4+uqrO23niSeeEEIIUVVVJS655JJO93vrrbc6PFd2drZpn5UrV4p777230za8vLzEmTNnuo25q58XX3yx0+e89XshOzu7w31WrVolpFJpp6/7qlWrxJIlSwQAoVKpur3eF154odNY3dzcREpKSodxXMxnryf0er149NFHu2zbwcFBbN26tcPjW78eW7ZsEQsXLuy0nfDwcFFUVNRpLA0NDeL666/vMhZbW9tOr/W1114z7VdSUiKio6M7befqq68Wer2+01gyMzNFREREl7GEhISI9PT0TttYu3atkMlkHR5rZWUlvv766y7fQ0REREQ0ejEHZw7OHJw5eEeYgzMHJyLzYDGciGiEU6vVwtvbWwAQdnZ24vnnnxebNm0SR48eFYmJiWLdunXiySefFH5+fl0m4nFxcUIikYjo6Gjxn//8Rxw5ckTs3btXPPXUU6aE0t/fX2g0mnZtZGRkCJlMJq6++mrxr3/9S2zfvl0kJyeL7du3i2XLlonIyEjTeV599dUOr6N18jV+/HghkUjEXXfdJf744w9x9OhRsX79evHnn3+a9r/rrrtM+19++eXi+++/F4cPHxZHjhwRX375ZZtz/vbbb316bvV6vZg/f36bL/YfffSR2Ldvnzh69Kj4/fffxUsvvSSCg4PbJeJarVZYWFiIuXPnin/+859i8+bN4ujRo2L37t3iP//5j5g2bZqp3bvuuqvD87dOoqZOnSoAiDvuuMP0nKxdu1aEhYWZ9tm2bZu45pprhJWVlXj44YfF1q1bxdGjR8XXX39teo9YWlqK06dPtztX68Q0JiZGABCxsbFi7dq1IikpSfz555/i1ltvNe3j6+sramtr27Wzbds2YWNjI2655RaxYsUKsXv3bpGcnCw2b94sPvjgA6FSqUxt/Oc//+nwurtLxPft22d6TyqVSvHSSy+JvXv3ikOHDonPP/9c+Pr6CplMJiZOnNijRHz69OkCgIiPjxdr1qwRSUlJYvv27W3eY3Fxce3auNjPXk8899xzphgCAwPFihUrxOHDh8WuXbvEU089ZboZIZPJxPHjx9sd3/o9ZHxdFyxYINavXy+SkpLE+vXr27zHJ06c2OHNMp1OJ+bMmSMACIlEIhYtWiT++9//iqSkJJGQkCA++eQT4e/vb4olKSmpXRutE/Hp06cLmUwmnnjiCbFt2zZx9OhRsWbNGhEeHm7aZ8WKFR0+J0VFRcLDw8P0vD/zzDNi06ZNIjk5WezatUv89a9/FdbW1gKACAoKEjU1Ne3aSExMNN10lMvl4sUXXzS9h/71r38JT09PIZVKTTcLmIgTERERkRFzcObgzMGZgzMHZw5OREMLi+FERCPcjh07TF9cu/qyr9VqO0ycWvfEvOKKKzpMtN98803TPr/88ku77Q0NDV32ZjUYDOLuu+8WAISNjU2HX4xbJ18AxNdff91pez/99JNpvy+//LLDfZqbm8XcuXMFABEQENBpb/iufPzxx6bzXH/99UKtVne4n16vF4WFhW3+zWAwiIyMjC7bf/XVV02JTUe9Zy/s4f3xxx+326e4uNjUK9rNzU1IJBKxfv36dvudOHHClLwae7C31joxNb4XOnrO3njjDdM+zz77bLvt5eXlorq6utNr1mg0psRPpVIJnU7Xbp/uEnFjciSTycSBAwfabS8tLRVBQUGmNrpLxAGIpUuXCoPB0G6/+++/37RPcnJym20X+9nrzsmTJ02v2bhx4zp8Xjdt2mTaJzY2tt32C99DDzzwQIfnuu+++0z7fPbZZ+22v//++wI43+O/9Q2x1qqqqkw3wGbOnNlue+tEXCqVil27drXbp7Ky0pRkjx8/vsPzXHXVVQKA8PPzE1lZWR3uk5ycLGxsbAQA8corr7TbPnnyZFMcHY22KSgoEL6+vl2+h4iIiIhodGIOzhycOXhbzMH/P+bgzMGJyDxYDCciGuFWr15t+rLYly/7xmMVCoUoLS3tcJ+6ujrTVEZPPfVUn+KsrKwUlpaWAoD46aef2m1vnXzNnTu3y7aMX6Kvv/76LvdLSUkxtblt27ZexavX64WPj48AIHx8fDqdRu1i6HQ64erqKgCI999/v932C3uld8Y4jRQAcdttt3W6n3HqtokTJ7bb1joxlcvl7W4sGOn1ejFu3DgBQDg5OXV6c6Irx48fN52ro97LXSXiCQkJpm1dvRc3bNjQ40Tcy8ur0+s4e/asab9PPvmkzbaL/ex1p/UUhAkJCZ3u1/pmweHDh9tsa/0e8vDwEI2NjR22UV9fL9zc3AQAERER0WZbS0uL8PLy6tHn/88//zSd78IbUa0T8aeffrrTNl588UXTfhfetDt16pRp24YNG7qM5fnnnxcAhLe3d5t/P3TokKmNxx57rNPj161bx0SciIiIiNphDt455uBtMQf//5iDt8UcvD3m4ER0MSxAREQjmpeXl+nxypUr+9zO/Pnz4e7u3uE2Ozs7hISEAADOnTvXbVtarRYFBQVITU3F6dOncfr0aRQVFcHFxQUAcOLEiS6Pv+OOOzrdVlhYiKNHjwIAbrnlli7bCQ8Ph6urKwAgISGh27hbO378OAoLCwEAS5cuha2tba+Ov5DBYEBRURHS0tJMz0lqaip8fX0BdP+c3HbbbZ1uGz9+vOnxrbfe2ul+0dHRALp/DRcsWABvb+8Ot1lYWGDJkiUAgOrqaiQnJ3fZlkajQV5eHlJSUkzXLYQwbe/uui+0Y8cO02NjHB258sorTe+37tx0002Qy+UdbgsLCzO99hc+b/312evM9u3bAQARERGIi4vrdL+lS5e2O6Yjt9xyC6ytrTvcZmtra/o8paSkoLi42LTt8OHDpr9395m75JJLTI+7+sx19RmfPHmy6XF2dnabbRs2bAAAWFtb48orr+xRLEVFRcjPzzf9e+vn6J577un0+Ouvvx6Ojo5dnoOIiIiIRh/m4J1jDt4Wc/COMQdnDt4R5uBEdDFYDCciGuFmzpyJoKAgAMCTTz6J2NhYvPPOOzh48CBaWlp63M7YsWO73O7s7AwAqK+v73C7VqvF559/jri4ONja2sLPzw8RERGIiooy/ZSVlQEAKioqujxX68TyQklJSabHixYtgkQi6fLHeK6SkpIuz3mhY8eOmR63Ti56QwiB77//HnPmzIGtrS18fHwwduzYNs/J8ePHAXT/nISGhna6rXWy0JP9OnsNjWJiYrrcHhsba3p8+vTpdtsbGxvxzjvvIDo6GjY2NlCpVIiMjDRd88SJE037dnfdFzKeTy6XY9y4cZ3uZ2lpiQkTJvSoze7e+05OTgDaP2/99dnriEajQUZGBgBg6tSpXe47ceJESKVSAB2/HkZ9fV1bf+amTZvW5eet9Q2rrj5zXT3nxt81QPvn3BhLU1MTrKysuozlqquu6jCWU6dOAQBkMlmXv2ukUmmb9yoREREREcAcnDk4c/COMAdvjzn4eczBiWgwWJk7ACIiGlhSqRQbN27ETTfdhNTUVBw5cgRHjhwBACiVSsTHx2Px4sW49dZbYWlp2Wk7nfVWNbKwON+/Sq/Xt9tWVVWFBQsWmHqLd6e5ubnL7cbEpyPGZL63mpqaerV/6wSxde/jnlKr1bjhhhuwadOmHu3f3XPS1etjfG16up/BYOjyXJ2NTjDy8PAwPa6qqmqzLScnB3Pnzm3Xm7gz3V33haqrqwGcT9a6ej8DgJubW4/a7Ot7v78+ex0xXifQ9vnuiFQqhYuLC0pKStq9Hq319XUdiM9cT9/PFz7n/RFL6/eQlVXXX5W7e+6JiIiIaPRhDt4zzMGZg3eGOXj78zAHP485OBH1FYvhRESjQEREBE6dOoWNGzdi48aN2LNnD7KystDc3IzNmzdj8+bN+PDDD/Hnn392+2W8L/7yl7+YkvDrrrsO9957L8aPHw93d3coFApIJBIAgL+/P/Lz89tM0dWRrpKW1l/MV69e3WWv0ta6Su67Y4y/N9566y1TEh4fH49HH30UkyZNgqenJ5RKpSnZuOSSS7Bv375un5PB1N31dhXr4sWLkZ2dDYlEgnvuuQe33XYbwsPD4ebmZpoGzWAwmF7joXTdfTEYn72evP968jz29XVt/ZnbvXt3j6e+G4jfNcZYAgMD8dtvv/X4uMDAQNNj43X21/NKRERERKMPc/DuMQfvOebgPcccvHPMwYloNGMxnIholLC0tMR1112H6667DgBQXFyMTZs2YdmyZTh69CiOHj2KBx98EOvXr+/X89bV1WHdunUAgNtvvx2rV6/udN/WPW37qnUSIJFIupym62IY1zkDzq93FBYW1uNjhRD46quvAJyfxmvnzp1tetq21h/PSX8rLS3tcnvrnsGtp9M6e/Ys9u/fDwD461//irfeeqvD4y/mmo03VKqqqqDX67u8aVNeXt7n8/TGQHz2Wt846m56QZ1OZ+pF3vr1uFBfX9fWnzmZTDZgn7meMMZSWlqKsWPHdturvCPGa6usrOz2PdTXXvBERERENPIxB+9fzME7xxy8Lebgg4c5OBENF1wznIholPLy8sK9996LhIQETJo0CQDw+++/93pKrO5kZGRAq9UCAG677bZO90tLS0NDQ8NFn6/1+kFbt2696PY6Y3zOAGDv3r29OraqqsqUPN1yyy2dJuENDQ1IS0vre5ADxDjNWE+2t07Kzpw5Y3rc1Xuh9fpXvRUZGQng/HpexnWnOqLX601rwQ22/vjsyeVyhISEAAAOHTrU5b7Hjh0zfQa7SpL7+roO1meuJ4yxNDU14cCBA31qIyoqCgDQ0tKCEydOdLqfTqcz23uIiIiIiIYf5uAXhzl4z7YzB2+POfjAYQ5ORMMFi+FERKOcVCpFfHw8gPNfLGtqavq1fZ1OZ3rc1fpEK1as6JfzBQcHIyIiAgDwww8/IC8vr1/avVB0dDT8/PwAAF999VWvbiL09Dn5+uuvTQnUULJ161YUFxd3uM1gMOCbb74BcL7ndOsbFoPxXpg3b57p8bffftvpfn/88QcqKyv7fJ7+cLGfvUsvvRQAkJKSgsTExE73M46AaH1MR/773/92ejOgsbERP/74I4Dz0861XqNv5syZpp7cK1asQF1dXc8vop9de+21psfvvfden9po/RwZ38sdWb9+/ZAcNUJEREREQxtz8L5hDs4c/GIxB+9/zMGJaLhgMZyIaITbt28fMjMzO93e0tKCPXv2AABsbW3h5ubWr+cPDg42rfvTWWL0+++/49NPP+23c77yyisAALVajRtuuKHLqbg0Gg2WLVsGtVrdq3NYWFjgueeeAwAUFBTgrrvuQktLS4f7GgwGFBUVmf7u5uYGR0dHAOdvFnR03JEjR0zXMdRoNBo8+OCDbdapMnr33XdNvcHvvfde0xpkAEy9qIHOE5zly5fj119/7XNs06ZNM61R9/nnn+PgwYPt9ikvL8dTTz3V53P01EB/9h5++GHTiIYHHngAtbW17fbZunUrvv76awBAbGwsYmJiOm2vpKQEzzzzTIfbnn76adN0ZA8//HCbbQqFAs8++6ypjdtuuw2NjY2dnqe+vh6fffZZF1fWdzExMViwYAEA4M8//8Rrr73W5f45OTlYu3Ztm3+LjY013UBavny5aVrB1oqLi03XTERERETUGnNw5uD9jTl4zzAH7xhzcCIirhlORDTi7dixA3//+98xa9YsXHnllRg/fjzc3NzQ3NyM9PR0rFixAsnJyQCA+++/v0/r+3TFxcUFV1xxBf744w/8+eefWLhwIR588EH4+/ujrKwMP//8M1atWoWgoCDU1NT0yxpSixYtwpYtW/DNN9/g6NGjiIiIwIMPPoj4+Hi4ubmhsbERWVlZ2LdvH3755RdUVVXhrrvu6vV5Hn30UWzcuBHbtm3D+vXrERUVhUceeQRTpkyBtbU1SkpKkJiYiLVr1+L222/H66+/DuB8En/HHXfg888/x/HjxzFr1iw89dRTCA4ORm1tLf78808sW7YMtra28Pb2Rnp6+kU/J/1pypQp2LhxI2bMmIGnnnoKISEhKCsrwzfffIMffvgBAODr64v/+7//a3PcxIkTMW7cOJw+fRrLly9HTU0N7rjjDnh5eSE/Px/ff/89fvrpJ8yYMaPP02sB5xPw+Ph4tLS04NJLL8XTTz+NhQsXQi6XIykpCe+88w5KSkowYcIEHD9+3HSjqL8N9GcvKioKzzzzDP75z3/i1KlTmDRpEl544QVMnDgRTU1N2LhxI/71r39Br9dDJpPhiy++6LK9KVOmYPny5cjOzsZDDz0EPz8/5OfnY/ny5diyZQuA86/hQw891O7Y559/Hjt27MCOHTuwadMmRERE4KGHHsK0adPg6OiI+vp6pKWlYffu3fj111+hUCjw2GOP9ep6e2rlypWYMmUKiouL8cYbb2DLli249957ERUVBYVCgcrKSpw8eRKbN2/Gzp07cd1112HRokVt2li2bBlmzpwJrVaL+fPn46mnnsIVV1wBuVyOQ4cO4e2330ZFRQWio6O7nMaNiIiIiEYf5uDMwfsbc/CeYQ7OHJyIqFOCiIhGtNdee00A6PbnhhtuEM3Nze2ON25/7bXXujxPfHy8ACDi4+PbbcvLyxP+/v6dntvf31+cOXNGqFQqAUAsWbKkXRsrV6407Z+dnd3tdet0OvH8888LS0vLbq/dxsZGNDU1ddtmRxobG8VNN93U7TkufP5qamrEhAkTOt3f2dlZ7Nmzp8vnddeuXab9d+3a1WmMPX3uWr9XLpSdnW3atnLlSnH33Xd3GruXl5c4c+ZMh+c4duyYcHJy6vTYqKgoUVRU1OX7rifXs2rVKiGVSjs8h5WVlfjyyy/F4sWLBQAxduzYbq+3K529by/2s9cTer1ePPLII1227+DgILZs2dLh8a3fQ1u2bBELFizotJ2xY8eKwsLCTmNpamoSd911V4+uOTAwsN3xXb3/Oou5s/d9Tk6OiImJ6VEs99xzT4dtrFmzRshksi7fQ0uWLBEAhEql6jJmIiIiIho9mIMzB2cOzhycOThzcCIaWjhNOhHRCPf888/jzz//xFNPPYW4uDj4+/tDoVBAoVAgICAAt956K/744w/8/PPPUCgUAxKDn58fkpOT8dxzzyE0NBRyuRwODg6Ijo7Ga6+9huPHj5vWGOsvlpaW+Mc//oGUlBQ888wzmDhxIpycnGBpaQk7OztERkbijjvuwDfffIPi4mIolco+ncfa2hr//e9/sXPnTixevBiBgYFQKpWws7PD2LFjccMNN2DNmjWm6dyMHBwccODAAfz973839Za1tbVFeHg4nn32WZw4cQKXXHJJfzwVA2LlypVYs2YNZs+eDRcXF8jlcoSGhuL555/HmTNnOn09jT3BH3roIahUKkilUjg7OyM2Nhbvv/8+Dh8+3GYtrL5asmQJkpKScMcdd8Db2xsymQw+Pj645ZZbsH//ftx///2mdbUcHBwu+nwdGYzPnoWFBT7//HPs3bsXd9xxB/z9/SGXy2Fvb48JEybgpZdeQkZGhmnasq7IZDJs2rQJy5YtQ1xcHBwdHWFtbY2oqCi8+eabSE5Ohre3d6fHK5VKfPPNN0hKSsLDDz+MyMhIODg4wMrKCo6OjpgwYQLuu+8+/PTTT0hNTe3T9faUSqXCoUOHsH79etx2220IDAyEtbU1pFIp3NzcMH36dDzzzDPYs2ePaQq7Cy1atAjHjh3D4sWLO30PERERERFdiDk4c/CBwBy8e8zBmYMTEXVGIoQQ5g6CiIiIhracnBwEBgYCOJ+E33333eYNqB8EBwcjKysLd955J7777jtzh2MWu3fvxpw5cwAAu3btwuzZs80bEBERERERETEHH6GYgxMRmQdHhhMREdGoc+TIEWRlZQEA4uLizBwNERERERER0cjFHJyIiMyJxXAiIiIacTIzMzvdVllZiaVLlwIA5HI5br311sEKi4iIiIiIiGjEYQ5ORERDmZW5AyAiIiLqb/Pnz0dgYCCuv/56jB8/Hg4ODqiursaBAwewbNkyFBcXAwBeeeUVuLq6mjlaIiIiIiIiouGLOTgREQ1lLIYTERHRiCOEwK5du7Br165O93nkkUfw0ksvDWJURERERERERCMPc3AiIhrKWAwnIiKiEeebb77Bxo0bsWfPHhQXF6OiogJWVlbw9PTEzJkz8cADD2D69OnmDpOIiIiIiIho2GMOTkREQ5lECCHMHQQREREREREREREREREREVF/sjB3AERERERERERERERERERERP2NxXAiIiIiIiIiIiIiIiIiIhpxWAwnIiIiIiIiIiIiIiIiIqIRh8VwIiIiIiIiIiIiIiIiIiIacVgMJyIiGka0Wi3CwsIgkUiwbt06c4dDvVRQUAC5XA6ZTIb09HRzh0NERERERERdYA4+vDEHJyIigMVwIiKiYeXTTz9Feno6wsPDcfPNN7fZJoTA/v378eqrr2LevHnw8vKCTCaDvb09IiMj8cgjj+DEiRM9PtfJkyfxwAMPIDQ0FDY2NqZ2nn/+eeTl5fXbNanVaixbtgzz5s2Dm5sbZDIZfHx8cOWVV/boZkNqaio+++wzLFmyBJMmTYKvry8UCgVsbGwQFBSEW2+9FRs2bIAQost2ysvL8cgjj8DHxwdyuRxjxozBSy+9hMbGxm5juOWWWyCRSPDqq692uZ+vry/uueceaLVaPPPMM922S0RERERERObTVQ5eVlaGb775Bo899himT5+OwMBA2NnZQS6Xw8vLC5dddhmWL1/eo5yyI8XFxXB0dIREIoFEIsHs2bP74YouPgc3ys3NxYsvvojJkyfD0dERUqkUzs7OmD59Ov7+97+jvLy8y+OZgxMR0WCRiO7uDBMREdGQ0NDQgMDAQFRUVGDt2rW47bbb2mxXqVTdFqklEgmee+45vPvuu5BIJJ3u99prr+Hvf/97pwVke3t7rFq1Ctdff33vL6SVtLQ0XHvttUhLS+t0n4ULF+Knn36CjY1Nh9vvvPNOrF69uttzxcfH45dffoGzs3O7bRUVFYiLi0NWVla7bXFxcdi9ezfkcnmH7e7YsQOXXnopAgICkJKSAqVS2WUcubm5CAkJgVarxcGDBzFt2rRuYyciIiIiIqLB1V0O/tVXX2Hp0qXdtqNSqfDzzz9j8uTJvTr/TTfdhJ9//tn09/j4eOzevbtXbVyoP3JwAFizZg2WLl2KpqamTvdxcXHBjz/+iLlz57bbxhyciIgGE0eGExERDRPLly9HRUUF/Pz8cMstt7TbXlhYCAAIDg7GCy+8gN9++w1JSUnYt28f3njjDTg5OUEIgffeew8vv/xyp+d599138cYbb0AIAS8vL3z44YdITExEYmIiPvzwQ3h6eqKurg6LFi3CwYMH+3w95eXlmD9/vikJv/nmm/H7778jOTkZv//+u6nX/ebNm7Fo0aJO27GyssLUqVPx9NNPY+XKldi0aROSkpKwbds2fPrppxg3bhwAYM+ePbj66qthMBjatfHXv/4VWVlZsLOzw7Jly3Dw4EG8/fbbkEqlSExMxAcffNDhubVaLR577DEAwMcff9xtEg6cvxFy4403AgDefPPNbvcnIiIiIiKiwdddDi6RSBASEoKlS5di2bJl2LBhAw4fPoy9e/fiu+++w2WXXQbgfDF2/vz5KC4u7vG5N27ciJ9//hnu7u79dj39lYMnJCTgrrvuQlNTEywsLHDPPffg119/xeHDh/HTTz/h6quvBgBUVlbimmuuQU5OTrs2mIMTEdGgEkRERDTk6XQ64e/vLwCI559/vsN9pk2bJjZv3iwMBkOH2zMzM4Wbm5sAIKysrERWVla7fQoKCoRcLhcAhLe3tygsLOxwH29vbwFAREdHC71e36drevTRRwUAAUC89tprHe7z6quvmvb5+eefO9xHq9V2eR6dTiduuOEGUzu//fZbm+0ajUYolUoBQKxZs6bNtrffflsAEMHBwR22/c477wgA4vLLL+8yhgv99ttvAoCQSCQiLS2tV8cSERERERHRwOpJDt5dLiqEEB999JEpF3366ad7dO76+nrh5+cnAIhvv/3WdHx8fHxvLqGd/srBr7rqKtM+n3/+eYf7PP3006Z9Hn/88TbbmIMTEdFg4zTpREREw8DmzZtx+eWXAzi/lndUVFSf2vnss8/w+OOPAwA+/PBDPPXUU222f/DBB3j22WcBAF9++SXuv//+DttpPR3c77//jiuvvLJXcej1eri6uqKmpgYqlQpZWVmwtLTscL+goCDk5eVhypQpOHLkSK/OY3To0CHExcUBAJ599ln885//NG07deoUxo8fDysrKzQ3N8PKysq0LScnB4GBgQCA+vp62NramrYVFBRg7Nix0Ol0OH36NIKDg3scj1arhZeXFyorK/Hiiy/inXfe6dN1ERERERERUf/rrxxcp9PByckJDQ0NPc5pn3jiCXz66aeYM2cOdu7caVri7GKmSe/PHNzZ2RnV1dVwcXFBRUVFh+erra2Fo6MjAGDy5MlISkoybWMOTkREg43TpBMREQ0DP/74IwAgJCSkz0k4AMyZM8f0uKO1uVonusbEvyMLFy40Pf7pp596HUdGRgZqamoAAPPnz+8wCQcAS0tLzJ8/HwCQlJTU4fRqPdF6rTO1Wt1mW21tLQDA1dW1TRIOAJ6enu32M3ryySfR2NiI5557rldJOABIpVLT1HHr1q3r1bFEREREREQ0sPorB7eysjKtfX1hLtqRw4cP4/PPP4dMJsPy5cv7fN4L9WcO3tLSAgCmonVHHBwc4OrqCgDQaDRttjEHJyKiwcZiOBER0TCwa9cuADCNbu6r1kmohUX7rwFVVVWmxx4eHp2203rbnj17eh1HT89z4fa9e/f2+lwAsHbtWtPjsWPHttnm4OAAAKioqIBer2+zraSkxPTY3t7e9Hjbtm34+eefoVKp8NJLL/UpJuNrmZ2djby8vD61QURERERERP2vv3Lwbdu2obKyEkD7XPRCOp0ODzzwAAwGA1544QWEhYVd1Llb688cPDQ0FMD5XLYzdXV1plHjxv2NmIMTEdFgYzGciIhoiCsoKDD1xo6JibmotloXrjtKxFuPoL6wF3Zrrbfl5OSgqampV3H09DwXbk9JSenxOSoqKpCQkID77rvPNAWai4sL7rjjjjb7hYWFQaFQQKfTYf369W22/fDDDwCAoKAg2NnZATjfC/6xxx4DAHz88cdQKpU9jqm12NhY0+N9+/b1qQ0iIiIiIiLqXxebg9fX1yMlJQWvv/46brzxRtO/P/HEE10e9/777+PEiRMYM2ZMnwu+nenPHPzBBx8EAFRWVmLFihUdtvH3v/+93f5GzMGJiGiwWXW/CxEREZnTwYMHTY8nTpzY53aamprw8ccfAwBkMhmuvfbadvuEh4fj119/BXC+cH7DDTd02Fbr3uFCCBQUFLTr7d2V4OBgSKVSaLXabkd7t97eXe/t2bNndzpS3dnZGb/88otp3TIjmUyG2267DatWrcLSpUtRVVWF8ePHY+/evXjttdcAAEuWLDHt//777yM9PR0LFy7Edddd12U8XYmKijI9BwcPHmxXpCciIiIiIuotIQQMBgN0Oh10Oh30er3pcVc/BoPBdLwQwvS49b8Z165u/afxx/h3KyurNj+Wlpbt/u3C7cbjh4q+5OCvv/46/va3v3W4zdLSEh988AFmzZrV6fHnzp3DG2+8AQBYtmwZFApFLyLuXn/m4Pfffz/27duH1atX49FHH8XRo0dxzTXXwMvLC3l5efj+++9NRe4XXngBCxYsaHM8c3AiIhpsLIYTEdGQZEy2L0y+L3x8YRLe+vGFifpwVVBQYHrs7u7e53ZeeOEFUyL76KOPwsfHp90+1157rWkU9RtvvIErrriiXRKuVqtNSbpRfX19r2KxsbHBvHnzsHnzZpw8eRJr167FokWL2u23du1anDp1qs/nMXr88cfxyiuvdPr8vfvuu9i1axdyc3Pb9VqfNGkSnnvuOQDnbwS89dZbkMvl+PTTT/sUi5GVlRWcnZ1RWlra5jUmIiIiIiIyEkKgpaUFarW63Y9Go4FarW5X2DbmywC6LEQbi9HW1tawsLDoMJe+MK/uKFc3/mkwGEzFd41G0yamC4vyxuI7gHYFc7lcDrlcDoVC0e5HLpd3ut51f+mvHBwA5s2bh3/961+IiIjocr8HH3wQzc3NuPXWW9sVj/tDf+bglpaW+P7773HNNdfg3XffxVdffYWvvvqqzT5z5szBiy++2Om1MAcnIqLBxGI4ERH1GyEENBoNWlpauuxx3lXPdOO2C9eN6qu+9Ey/cD+ZTDYoCXdnysvLTY+dnJz61Mbq1avx2WefATg/+vutt97qcL+pU6fimmuuwW+//YYTJ04gPj4eb7/9NqZNmwYASEhIwEsvvYQTJ05AJpOhpaUFANDc3NzrmP72t79h+/bt0Ol0WLJkCbKysnDXXXfBy8sLxcXF+Pbbb/HGG2/06jwrV65EY2MjhBCoqalBUlISli9fjs8//xzZ2dn46quvOlwfzcPDA4mJiXj11VexceNGVFZWwsfHBzfffDP+7//+zzQN25NPPommpia88sorCA4OBnB+TbNXX30Vv//+OyorK6FSqbBkyRI899xzkMlkXcZrTMRbv8ZERERERDTyGfPnzgrcrf8uhIBUKm1XILa1tYVcLodUKu0wnx2Ko66NWo9ev/CndfG/rq7O9Dy0fi5aF8c7Kpgrlco+5/B9ycEfeeQR3HTTTQCAxsZGpKam4ttvv8WOHTuwaNEi/Pvf/8bUqVM7PPbbb7/F9u3bYW9vj48++qhPMfdEf+bgZ8+exZo1a9oUzltLSEjAt99+i6ioKHh5ebXbzhyciIgGk0S07ipIRETUAYPBYErIO0rML0zSe1pk7m5bZyO8W/9bVyPHL5wezlhk12q1PS7K63Q6aLXaNgl3Z8m28bGVVf/2NXvwwQfx73//GwCg1Wp73f7u3buxcOFCaDQaODk5Yf/+/V32Sq+pqcHll1+OxMTETveJiYnBuHHjsHLlSgDA8ePHER0d3au4gPNJ/9KlS02J9oUsLS3x8ccf4/HHHwcAXHfdde3WFOuOWq3GzTffjN9//x1+fn44ePAgfH19ex3r5s2bcfnll0OlUiE1NRVKpRKlpaWYOnUqcnNzoVQqoVKpkJGRAb1ej6uvvhobNmzo8ubTjBkzcPDgQYSGhiItLa3XMRERERER0dDW0tKChoYGNDQ0oLGxsc1jvV4PmUzWozzTXJ2zh5LWHQi660gghIC1tTVsbGxga2tr+rGxsYG1tXWXedrF5uCtvfXWW3jllVegUCiwYcOGdiOlKyoqEB4ejoqKCnz66aemtbFbM8YaHx+P3bt39zkWoH9y8H379uGaa65BTU0NVCoV3nzzTcyfP99UaP7tt9/wyiuvoLq6Gr6+vti6dSvCw8N7HStzcCIi6i8cGU5ENMoZk0ljUt7U1NQukdRoNABgStJbJ+X29vaDPmXZYDM+Rx0l25WVlW2eL4PBYJrWTalUmp4npVJpSsKNU9D1VOtpypubm2FnZ9fjY5OSknDNNddAo9HAxsYGf/75Z7fTszk6OmLPnj1YtmwZvvzyS6SkpJi2eXp6YunSpXj55ZfbrK/V1xHrd911F6Kjo/HWW29h8+bNpinYLCwsMGfOHLz11luwsbG5qPMoFAqsXLkSKpUK+fn5eP7557FmzZpetaHRaEw3Az7++GNTL/UXX3wRubm5mDlzJv744w/Y29sjNTUVc+bMwcaNG7F69WrceeednbZr7GVvbI+IiIiIiIYfnU6HxsbGNsVuY8G7paUFcrncVIh1dHSEr6+vKTccafnzQJJIJKZ7D10RQkCtVrfpgFBWVoZz586hqakJEokENjY2HRbKjTm8UW9z8Au9/PLL2LhxIw4dOoSlS5ciKyurTXH96aefRkVFBaZMmYJHHnmkz+fpqYvNwTUaDRYtWoSamhp4enoiMTERnp6epu2+vr545JFHEB8fjylTpqCgoAB33XUXjhw50qs4mYMTEVF/YjGciGiU0Gq17XqhGx/rdDpTsdba2hoKhQKOjo7tity9KeCOJK0TbgcHh073E0JAq9V22Du9srISubm5pim8ra2t2yTcxscKhaJdL2Y3NzfT46qqqh4n4mfOnMHChQtRX18PuVyOX3/9FXFxcT06ViaT4cknn8STTz6J2tpalJWVwdbWFp6enqb4Tp48CQCws7Pr00hro+joaPz444/Q6/UoLi6GWq2Gt7c3rK2tAaBN4bq7Qn5nXF1dMWPGDGzbtg0bNmyATqfrVe/+9957D5mZmVi4cCGuu+46AOdHePzwww8AgE8++QT29vYAzk9D/9xzz+HZZ5/FqlWrukzEq6qqALR9jYmIiIiIaGjS6/Woq6tDTU0N6urqTLl1c3MzrKys2uR27u7upr9LpVJzhz6qSCQSKJVKKJXKdrmWwWBAU1NTm/siBQUFaGhogFqthpWVFeLi4mBpaYn8/Hzk5OQgNDQUcrm8z/Fcc801OHToEPLy8nD48GFMnz4dAFBUVITvvvsOADB37lz8+OOPXbZTVlZmykEDAwM7nXa9OxeTg2/evBmFhYUAgMcff7xNIby1yMhI3Hnnnfjqq6+QlJSEEydO9Go2OebgRETUn1gMJyIaQfR6fbve6MbHGo0GMpnMlIzb2dnBy8vL1Bu6v6f2Ho0kEglkMhlkMpkpKbuQEALNzc1tXp+SkhLTqHxLS8s2N1BsbGzg7e0NW1tbNDQ0oLq6GiqVqttYsrKyMH/+fFRWVsLKygrr1q3DpZde2qfrcnBwaNcJoLS0FJmZmQDOT5nel44SpaWlUKvVpuuxtLTssKi+f/9+0+O+JvvA/092m5qaUF5e3uG6ZR3JycnBO++8A7lcjk8//dT072lpaVCr1VAqlZg0aVKbY2bMmAHg/PTxXamurm4TGxERERERDQ16vR61tbWora1FTU0NampqUF9fDysrKzg6OsLBwQG+vr6m/E0ulw/Z9bnp/7OwsDDl2xcyjvBfv3498vPz4e/vj7y8PJw7d840aMD42hsHEPRE63wvNzfXVAxvPVX5e++91207qampWLRoEQBgyZIlvcqPhRBISUnBmDFjTHH3JQdPTU01Pb4wD77Q5MmT8dVXXwE4v8Z4T4vhzMGJiKi/sfJBRDRMabXaNkl5TU0NGhsb2xVTXVxcTI9lMpm5wx71JBIJrK2tYW1tDXd39zbbOurMUFlZCVdXV3z//feora1FdnY2ZDKZKQHvaK2zgoICzJs3D8XFxbCwsMA333yDa6+9tl+vY+3ataY12m+55ZY+tZGTkwNHR8cu92lpacFPP/0EAPDx8THdNOgLY+91AB3e+OjMX/7yFzQ3N+Pll19GcHCw6d9ra2sBoMOOD8brMu7TkbKyMtTV1QEAoqKiehwPERERERH1L2Phu6amxvRnfX09pFKpqfAZFhbWaQ5GI4OVlRUcHBwQGhqKe+65B8D5YvD111/f5v5Lfn4+GhsbTQVy43ukswJ5X3PR/lRXV4fs7GyMHTu2y/26y8FbD6TQ6XRdtqXVajs8rjvMwYmIqL+xGE5ENAxotdo2Sbmx8N26Z7Kvry/s7e2hVCqZmA9TlpaWsLe3b5fYtbS0wMvLC66urnjggQcQEBCAtLS0dqMSHB0dodfrsWDBAuTm5gIAVqxYgdtvv71f46yrq8M//vEPAOcTzr60r9PpUFZWhvDw8C73++STT1BeXg4AeOihh/q8nl5hYSESEhIAACqVqsdTzf/555/47bffoFKp8PLLL7fZZhwtX15eDo1G02bavPz8fAAdJ+lGhw8fNj2eNWtWzy6EiIiIiIguSuvCtzHPNha+jblVWFgYHB0dmV+PUlOmTIFSqURzczOOHDmCW265Ba6urnB1dTXtYxygYHwvFRYWoqGhAXK53HSfxvh++vnnn03HjRs3zvQ4ICDA1Mm8K8b3YHx8PHbv3t2nayoqKoKHh0e3OXV3OXhgYKDp8b59+3DVVVd12taePXs6PK4rzMGJiGggsBhORDTEtLS0tOuR3tjYCKVSaSp4+vn5wcHBocdTctHwJpPJEBUVhT179uC3337DM888A6DtenU1NTU4e/Ysamtr8corr+DcuXNQqVS49NJL0djY2KvRC8XFxXB1de1wXbv6+nrceOONKCkpAQC8//77nRaWAwICTEX5CxP80tJSWFtbo6amptNkdePGjabkNyQkBM8++2y7fdLT01FQUIC5c+d2ej21tbVYtGiRaQq6xYsXd7pva2q1Gk888QQA4KOPPoJSqWyzPSwsDAqFAmq1Gj/88AOWLFli2mZcY23ChAmdtm9MxOVyOWJiYnoUExERERER9Y5er0d1dTUqKytRUVGBqqoqU6diR0dHeHl5wcHBgYVvMpHJZIiNjcWePXvaFFBbk0qlWL9+Pe69915TwVir1bbJ0QsLC1FfX48HH3wQp0+fhk6n6/FyXX3RVQ5eVFSEsWPHIi8vD/7+/h0e35McfN68ebC2tkZTUxOWL1+OO++8s8NR1ps2bcL69esBnB9h3lVubMQcnIiIBgqL4UREZiSEQF1dnSkhr6mpQVNTE5RKpakHsZ+fHxwdHdv0eKXR58orrzQl4vX19bCzs4OlpSWcnJzg5OQEjUaDuXPn4vDhw1CpVLj99tvh5+eHkydPoqWlBRYWFpDJZFAoFFAoFFAqlbCzs+uwd/bq1avx/vvvY8mSJYiPj4eXlxfq6uqQmJiIZcuWIS8vDwBwzz334L777uvT9RQVFcHb2xvjxo3DtGnTcPPNNyMyMhIymQw5OTn473//i3Xr1gEAnJycsG7dug47fxQVFWHevHmIjo7Gddddh8mTJ8PT0xNWVlYoKSnBgQMH8PXXX5uK9+PGjcOLL77Yoxj/8Y9/ICsrCwsXLsT111/fbrtMJsNtt92GVatW4bHHHkNzczPGjx+PDRs2YNWqVQCAu+66q9P2d+zYAQC49NJL+fkmIiIiIuoner0eNTU1qKioMOXaUqkUrq6u8PHxwfjx42Fra8vCN3Wpoxz8Qg888AD+9re/4aabbkJcXBxUKhWsra1RXV2NY8eOYdWqVcjKykJERAQmT56MG2+8EVu2bIGtra1ppLmLi8uAD3Sor69HU1MT3N3d4eLiclE5uKOjI1588UW8+uqrqK+vx/Tp0/H4449j/vz5cHJyQmlpKTZs2IAvv/wSBoMBAPDuu+/CwsKi2ziZgxMR0UCRiJ7MxUJERP2idfG7oqIClZWVMBgMcHFxgYuLi6kAzi/ldKHCwkKoVCro9Xp888037RK8nJycTqcds7KygkqlwpgxYxAaGopx48bBzc0NZWVlmDVrFlxdXeHs7GwaCf7+++/jueee6zQWKysrPPPMM3j77be7TGg765Wu1+uxadMmzJo1Cz4+PmhsbOy0jYiICHz//feYOHFih9t3796NOXPmdHp8a1deeSVWrlwJNze3bvfNzs5GREQEhBA4deoUQkJCOtyvtLQUU6dONV1na1dccQV+//33Dm+y5ebmIjAwEEIIrF27FrfddluProGIiIiIiNrqqvjt4uICV1dXFr+p17rLwQH0+D0VHh6O77//HpMmTUJLS4tploLKykrU1tZ2Wxzv6TTpneXgaWlpqKmpwdSpU2Fra3tRObix7aeffhqffPJJl9O8S6VSvP322x2OML8Qc3AiIhpIHBlORDSAuip+u7q6IjQ0FA4ODj3qIUujm4+PD6699lr88ssvWL16dZe9nS+k0+mQlZWFrKwsbN26FQDg6uqKm266CVOnTsXJkyfR3NwMR0dHuLi4YP78+Xjrrbewfft2ZGVloaysDHK5HL6+vliwYAHuu+8+REZG9vlajO3Z29vjq6++wtatW3H48GEUFxejoaEBbm5uGD9+PG666SYsXry4w+najWbMmIE9e/Zg586d2L9/P/Ly8lBaWoqmpibY29sjMDAQU6dOxe23344ZM2b0OMYnnngCarUaL7/8cqdJOAB4eHggISEBr776KjZu3IiqqiqoVCosXrwYL7zwQqc3R9asWQMhBDw8PHDDDTf0OC4iIiIiotGus+K3i4sLvL29OfKb+kVPcvCTJ09i586d2L17NzIyMlBaWoqamhpYW1vD29sbkyZNwvXXX49rr73WlNfKZDJ4eXmZpktvXRxPT09HXV1du+L4xSouLsaYMWMA4KJzcOB8cf6jjz7CnXfeia+++gr79+9Hbm4umpqaYGtri+DgYMTHx+PBBx9EaGhoj2JkDk5ERAOJI8OJiPpRd8VvV1dXFr+pzxITEzFt2jRYWloiMzMTAQEB/dZ2U1OTKQGvqKgwFceN71tnZ2dYWfVPH7qjR49CoVBcVEF9ODMYDAgPD0d6ejreeustvPTSS+YOiYiIiIhoSFOr1SgtLUVJSQnKy8thZWXVJs9m8ZsGwkDm4J1pXRyvqKhAXV0d7O3t4enpCU9PTzg6Ovbqvd7Y2IgdO3bg8ssv77bIPVIxByciIhbDiYguUkNDA0pLS03JSuvit3Hqcxa/qb9cccUV2LRpEx544AF88cUXA3aepqYmU4eOC4vjbm5ucHFx6dP72mAwYNOmTZg2bRqcnZ0HIPKhb+3atbj99tvh4uKC7OzsDteeIyIiIiIazYwdzUtKSlBSUoLa2lo4OjqaCoJ2dnYsftOgGKwcvDMtLS0oKytDSUkJSktLYWlpafocuLm5wdLSssvjMzIyUFFRgWnTpg1SxEMPc3AiImIxnIiol4QQqKqqMiXlTU1NcHFxMRUIWfymgXTq1ClMnDgRFhYWyMzMhL+//6Cc11gcr6ioQFlZGfR6PTw8PODp6Ql3d3fIZLIetVNaWooTJ05g/vz5o/LmlRACUVFROHPmDD799FM89thj5g6JiIiIiGhIMBgMqKioMOXaLS0tcHNzMxX+5HK5uUOkUchcOXhHDAYDKisrTZ8RjUZj+ox4eHi0W2scAPbs2YOAgACoVCozRGx+zMGJiAhgMZyIqEe0Wi3Ky8tNPXEBmAqBbm5uo3aqKTKP77//HpmZmbj00ksxc+bMQT+/EAI1NTWmBLy+vh4uLi6mm1Q2NjadHnvs2DFYWVkhKipqECMeOoqKivDvf/8bMpkML7zwQre9+ImIiIiIRrKWlhbT9OdlZWWwsrIy5RWurq78vkxDgrlz8I4IIVBfX2/Ky2tqatrNnqBWq7Ft2zZcdtllo7YzCXNwIiICWAwnIupUc3OzKamoqKiAtbW1KalwdnYelaNaiTrS1NRk+qxUVlZ2+lkxGAzYsmULYmNj4eLiYuaoiYiIiIjIHBoaGkz5Q1VVVZv1kB0cHJhrE/WBWq02dSwpLy+HXC5H9rkMSKUKLLn7bs5gSEREoxqL4URE/2Mc7WpMHurq6uDi4mIaAW5ra2vuEImGvK5mUbCwsMDx48dx2WWX8QYXEREREdEo0tTUhIKCAhQUFKCxsRGurq6mArhSqTR3eEQjil6vx75dm/DVf76FhaUU1153A4KCguDr6wtXV1fm40RENOpYmTsAIiJzMhgMKC8vR3FxMUpLS6HT6eDh4YHg4OBerYNMROdJpVJ4e3vD29sbQghUVVWhpKQEqampaGhogFKpRE5ODry9vUftNG1ERERERKNBS0sLCgsLUVBQgOrqari7uyM0NBQeHh5caoxoANXXVmPfpm8BiRX8FLmwaKmAlVUojh49ColEAl9fX/j6+sLe3p6FcSIiGhU4MpyIRh3jCPD8/HwUFRVBIpHA29sbnp6ecHFx4dRRRANACIFNmzbB29sb9fX1ppthvr6+8PT0hJUV++cREREREQ13er0eJSUlKCgoQFlZGRwcHODr6wsfHx92hiUaBAaDAas++StOnDiKqfFXoSbtN9RonfHkG6ugUFqjvLwcBQUFKC4uhrW1takwbm1tbe7QiYiIBgzvPBPRqNHQ0GCalk2j0cDb2xuTJ0/mFFFEg6CqqgoSiQTjx4+HhYWFaZrE9PR0HD9+HF5eXvDz84Orqys7pBARERERDSNCCFRUVKCgoABFRUWQy+Xw8/NDZGQklxsjGmR7t/yAvLQE+IfEYWqEK5pdJuOnPw4icdd6zL1qMTw8PODh4QGdTofi4mIUFBTg7NmzcHZ2hq+vL7y9vTlLIhERjTgcGU5EI5pGozFNy1ZbWwt3d3f4+fnBw8MDlpaW5g6PaNQ4deoUdDodJk6c2ObfhRCoq6tDfn4+CgsLIYSAj48PfH194ejoyI4qRERERERDkPF7vLHDOb/HE5lfXlYqVn78DFxsdPCJfRCXja2GwkqHZV+tQ71ww1NvfAOFUtnuOOO9s/z8fNTV1fHeGRERjTgshhPRiKPT6dpMy8berUTmJYTAtm3bEB0dDQ8Pjy73q6ioQH5+PoqLi00jSnx9fWFjYzOIERMRERERUUeMMzwVFBSgqakJXl5e8PX1hZubG2d4IjIjdXMzVrz7KBrLUnD5dYtQL/FBfFAVAODEqbNYv/kQ5lz/GOIXLuqynY5mVfT19eWsikRENKyxGE5EI4LBYGhTROO6R0RDR3V1NQ4ePIiFCxf2uFd567UGS0tL4ejoCD8/P3h7e3OtQSIiIiKiQWQwGFBaWoqcnByUl5fDzc0Nvr6+8PLygpUVV2AkMjchBH7+5n2cTvgFV82Lgc5lJlysWxDi1gTg/Gf403+vhdrSG0/+bSXkCkWP2qyurkZBQQEKCwthZWUFlUoFf39/KHpwPBER0VDCYjgRDWt1dXXIzc1FYWEhAMDX1xd+fn6wt7dnj1WiIeLMmTNQq9WYPHlyn47XaDQoKipCQUEBqqur4e7uDn9/f3h6enL0CRERERHRAGlubkZubi5yc3MhkUhMhTBlB9MsE5H5HE/cgV+/fQtj/e1xw3VXYEu6O+aMqYStXG/aJ/n4Gfy2/SjmXf8EZl12S6/aNxgMKCkpQU5ODiorK+Hp6YmAgACOFiciomGDxXAiGnb0ej2Ki4uRk5OD6upqeHt7w9/fn1/CiYYgIQR27NiByMhIeHl5XXR7jY2NKCgoQG5uLgwGA1QqFVQqFWeAICIiIiLqB0IIlJWVIScnB6WlpfDw8IBKpYKHhwfzbaIhqLKsGF/84zHI9aV4+N5bUNniiMxKa8wZU9VmP73egE+/WIMWuS+e/NuqPi8j2NDQgNzcXOTl5UEqlSIgIAD+/v5clpCIiIY0FsOJaNi48At3YGAg/Pz8+IWbaAirra3Fvn37cPnll/d4ivSeuPAmnbu7OwICAniTjoiIiIioDzQaDXJzc5GTk8NOp0TDhF6vx9cfPovizIO465bLEKjyxaE8BzgqdAhzb2y3f1Lyafy+MxkLbn4a0+fdcNHnvnCgSlBQEJycnC6qXSIiooHAYjgRDWkXTsXk5eWFgIAAuLi4sOBFNAykpqaioaEBMTExA3aOjqZvVKlUXMeMiIiIiKgbNTU1OHfuHAoLC+Hs7IzAwEAuR0Q0TGzfsAr7N32NmZODcemcadDpJdiU5ob4oErYK/Tt9tfp9PjXF2tgsA7AX17/D6RSab/EUVdXh5ycHOTl5cHOzg5BQUHw9vbu1w7xREREF4PFcCIaktRqtalXuoWFhWnaJblcbu7QiKgXdu7cibCwMPj4+Az4uQwGA0pLS5GTk4OKigp4eXmZeqaz8wwRERER0XkGgwFFRUU4d+4c6urq4Ofnh8DAQNjb25s7NCLqoXNpJ/DdZy/A20GPexffCEtLCxTWynG2zBbzQio7Pe5Q0gls2n0Sly96HlPjr+7XmLRaLfLz83Hu3DnodDqoVCoEBARAqVT263mIiIh6i8VwIhpSqqqqkJ2djaKiIri4uCAoKIjTHhMNU/X19di9ezcWLlzYbz3Oe6qhoQHZ2dnIy8uDjY0NAgMD4evry57pRERERDRqaTQaZGdnIycnB1ZWVggMDIS/v/+gf1cnoovT1NiA5e88Ak1VOh66+0Y4OzsAAJLyHWAj0yHco/0U6UZarR6frFgNid0Y/OX1r2FlZdXv8QkhUF5ejuzsbJSVlcHT0xNjxoyBs7Nzv5+LiIioJ1gMJyKz0+v1KCwsRHZ2NhoaGky90u3s7MwdGhFdhLS0NNTU1GDq1Klmi0Gn0yE/Px/Z2dnQaDTw9/dHYGAg1z4kIiIiolGjqakJmZmZyMvLg7OzM8aMGQN3d3d2OicahoQQWPfV2zh75HdctzAOE8aHAwD0BmBTmhtmBlTDUanrso2EQ8ewZd8ZXHnHi4iZdcWAxtvY2Ijs7Gzk5ubCwcEBISEh/P1DRESDjsVwIjIbrVaL7OxsnDt3DlKpFIGBgfDz82OvdKIRYvfu3RgzZgz8/PzMHQqEEKioqEB2djZKS0vh6emJkJAQODo6mjs0IiIiIqIBUV9fj4yMDBQWFvL7L9EIkbR/M35f/Q9EBbvghmvmm4rKxXVynC6xxaUhleiuztzSosPHK1ZD6hSGJ179clBmUDPeA8zKyoJSqURISAi8vb1ZFCciokHR//OgEBF1Q61WIysrCzk5OXBwcMDEiRPZK5RohGlsbERdXR08PT3NHQoAQCKRwM3NDW5ubmhqakJWVhb2798PFxcXhISEwMXFhb+DiIiIiGhEqK6uRkZGBkpLS+Hr64s5c+bA1tbW3GER0UUqLynA5p9XwFGpx5WXzW6TwxbVyeFtr+m2EA4AMpkVpsdEYvuBszhxaAcmTV8wgFGfJ5VKERoaiqCgIOTl5eHMmTNITU1FSEgIlzQjIqIBx5HhRDRoGhsbTVOzubm5ITQ0lOsFEY1QGRkZqKiowLRp08wdSqc0Gg3OnTuHc+fOwd7eHiEhIfDw8GBRnIiIiIiGHeNMSOnp6aiurkZAQADGjBkDpVJp7tCIqB/odDp8+c+nUJZzGPcuugJ+vl6mbYb/TZE+TVUNZ+uup0g30mha8PGKNVC4RuKxV1YMejHaYDCgoKAAGRkZ0Ol0GDNmDAICAgZkDXMiIiL+70JEA66urg4ZGRkoKiqCl5cXLrnkEjg4OJg7LCIaQMXFxVCpVOYOo0tyuRzh4eEIDg5GTk4Ojh8/DrlcbpquzcLCwtwhEhERERF1SQiBkpISpKeno7GxEUFBQYiJiYFMJjN3aETUj7ZvWInS3GOYExfVphAOAOWNMlhZCDh1s1Z4a3K5DHGTIrDrcDpOJe3BhKlz+zvkLllYWMDf3x9+fn4oLi5GRkYG0tPTERQUhKCgIP4OIyKifsWR4UQ0YKqqqpCRkYGysjL4+/sjODgYNjY25g6LiAZYc3Mztm3bhssuuwxyudzc4fSYXq9HXl4eMjMzAQDBwcHw9/fndG1ERERENOQYR1VmZmZCq9VyVCXRCJZx5ihWL3sJ/q4S3H3Hde06bh8vtIOlBRDlVd+rdtXqFny0fDVsPaPx6MvLzNohnLNbEBHRQOI3ZCLqV0IIlJeXIz09HTU1NQgMDER0dDQUCoW5QyOiQVJUVAQXF5dhVQgHAEtLSwQGBkKlUqGwsBAZGRlIS0sz3ViUSqXmDpGIiIiIRjm9Xo/c3FxkZmbCwsKC6+0SjXANdbX4dfWHUEjqccM1N7YrWBsEUFyvQKxfTa/bVihkiJscjj1HzuJM8n5ETbmkn6LuPYlEAjc3N7i5uaG6uhrp6enYvn07/Pz8EBwcDFtbW7PFRkREwx+L4UTUL4QQKCoqQkZGBpqbmxEUFITY2FhOa0Q0ChUXF8PHx8fcYfSZhYUF/Pz84Ovri5KSEmRkZCAjIwOBgYEICgoadkV+IiIiIhr+DAYDcnJykJ6eDrlcjsjISHh7e0MikZg7NCIaIEII/Lr6IzRWZOHmqy6Bo4Ndu30qG6WQSAScrbV9OkdczEQkJKVi79Z1GDd51pD4neLk5ISpU6eirq4OmZmZ2LVrF3x8fDB27FhYW1ubOzwiIhqGOE06EV0UIQTy8/ORnp4OvV6P4OBgqFQqTs1GNEqp1Wps3boVCxYsGDEzQgghUFlZifT0dFRVVUGlUiEkJGTEXB8RERERDV1CCBQWFiI1NRUWFhaIiIiAp6fnkChYEdHASti1AVt+/AgTx3rg2ivndbjPiaLzBfJo795Nkd7a9l0HsT85B7c8+DYiJkzvczsDpbGxEWfPnkVxcTECAgIQEhLCTupERNQrrFYRUZ8IIVBSUoLU1FTo9XqEhobCz8/PrOsLEZH5FRcXw8nJaUQViiUSCVxdXeHq6oqamhqkpaVh+/btGDNmDIKDgzl9OhERERH1O+MSZCkpKWhpaUFYWBj8/f1ZBCcaJYrzz2H7hq/hYgtcfmnH05cLARTXyzHJp+6izjUtdiIOJadhz+a1CI+eNuR+z9jY2GDy5Mmora1Famoqtm/fjuDgYIwZM4aDcYiIqEf4vwUR9VplZSVSUlLQ0NCAsLAwqFQqrk9GRADOF8O9vb3NHcaAcXR0xNSpU1FVVYWUlBTk5OQgNDQUAQEB/D1IRERERP2iqqoKqampqK2tRWhoKAIDA/ldk2gUaWlpwc/fvAfRXIobb7gGMnnHHbCrmqUwCAlcbVou6nw2NkpMiQ5BwonTSDt1BGPHx15UewPFwcEBcXFxqKioQEpKCrKzs035OAfnEBFRVzhNOhH1WF1dHVJSUlBRUWHqgckRkURk1NLSgs2bN+PSSy8dFet4CSFQVlaGlJQUaLVajB07Fn5+fkOuFz0RERERDQ/19fVITU1FWVkZZyEiGsU2rv0MR3evxfyZUZgxbVKn+50usYVWb4GJFzkyHADq65vwyRc/wH3MNCx99sMhn9caZ6xMSUmBwWBAeHg4fHx8hnzcRERkHhwZTkTdampqQmpqKoqKihAQEICJEydybR4iaqe4uBgODg6johAOnJ8+3cPDA+7u7igoKMDZs2eRmZmJ8PBwruNIRERERD3W3NyMtLQ05Ofnw9/fH5deeumIWnaIiHou9UQCju7fgEAfR0yPm9jpfkIARXUKRHtdfCEcAOzsrDF5/BgcOnUCmSnHEBLZeRF+KJBIJPDy8oKnpyfy8vKQkpKCzMxMREREwM3Njfk4ERG1wWI4EXVKo9EgPT0dOTk58Pb2xty5c2FjY2PusIhoiBrpU6R3RiKRwM/PD97e3sjJycHx48dha2uLiIgIuLi4mDs8IiIiIhqiWlpakJGRgezsbHh6emLOnDmwtbU1d1hEZCZ1NVX4bc0nsLZswvVXX9FlQbdGbQWt/uKnSG9txrQpSDq5Dns2r0FwxMRhUVCWSCRQqVTw9fVFdnY2kpKS4ODggPDwcDg7O5s7PCIiGiJYDCeidnQ6HbKyspCZmQkXFxdccsklcHBwMHdYRDSEabValJeXY9y4ceYOxWwsLS0xZswY+Pv7IysrCwkJCXB1dUVERATs7e3NHR4RERERDRE6nQ7nzp1DZmYmHB0dMXPmTDg6Opo7LCIyI4PBgF++fR/N1dm47bo5sLfrejBKUZ0CnnYaWPbjUtn2djaYGBmIpNRkZKefRFBYdP81PsAsLS0RHBwMlUqFzMxMHDx4EO7u7ggPD4ednZ25wyMiIjNjMZyITAwGA3JycpCeng5ra2tMnToVrq6u5g6LiIaBkpIS2NraciQLAKlUirFjxyIwMBDp6enYs2cPfHx8MHbs2FEzhTwRERERtSeEQEFBAVJSUqBQKBATEwM3Nzdzh0VEQ8CB7T8jJ/UAYqLHYGxoUJf7CgEU18kR4dHQ73HMnD4Fyad/xJ7Na4dVMdxIKpUiPDwcgYGBSEtLw+7du+Hv74/w8HDIZDJzh0dERGbCYjgRQQiBwsJCpKamwtLSEtHR0Vzvloh6ZbROkd4VuVyOqKgoBAUF4ezZs9ixYwcCAgIQFhbGJJyIiIholKmrq8PJkyfR2NiIyMhI+Pj4MOcmIgBAQU4Gdv3+DdzsLLBg7qxu96/TWEGttYS7rabfY3F0sMOEyAAkn01CTsYZBIRE9vs5BoNCoUB0dDTGjBmD06dPY8eOHYiIiIC/vz9/9xIRjUISIYQwdxBEZD7GhLyhoQHh4eH8UkhEvabT6bBp0ybEx8dzOvAu1NbWIiUlBTU1NUzCiYiIiEYJrVaLs2fPIjc3F4GBgQgNDYVUKjV3WEQ0RGjUaqz4x+OoLz6FpXddCw93l26POVtmg3qNFWL8agckpqqqOnz29U9QjZuHJY+/NSDnGExCCJSUlOD06dOQyWQYP348nJyczB0WERENIo4MJxqljAl5Tk4OgoKCMHXqVCbkRNQnpaWlsLa2ZiG8Gw4ODoiLi0NJSQlOnTqFnJwcJuFEREREI5RxSvQzZ87Azs4O8fHxXLeWiNr587/LUV10BpfPmdyjQjhwfr3wMLf+nyLdyNnZHlFjfXHi7CHkZ6fBLzBswM41GCQSCby8vODu7o6MjAwcOHAAfn5+nDqdiGgUsTB3AEQ0uIQQyM/Px44dO1BXV4f4+HhERkayEE5EfcYp0nvOmITPnTsX7u7uOHDgAE6cOIGWlhZzh0ZERERE/aSurg4HDhxASkoKoqKiMH36dBbCiaidU0l7cCLhD4SoXBE7eXyPjqnXWKKxxRLutgObQ86aFguJrh57Nq0Z0PMMJktLS4wdOxZz5sxBc3MzduzYgZycHHDiXCKikY8jw4lGkdraWpw6dQqNjY2IioqCt7c3p+glooui1+tRUlKCmTNnmjuUYcXKygrh4eHw8/PDqVOnsGPHDoSHh0OlUvH3MhEREdEwdeGU6HFxcbCy4q03ImqvurIMv6/7DLbSZlx35dU9zgOL6hRwt9VAajmwBVxXV0dEhvjg9JkEFOZmwkcVPKDnG0w2NjaYOnWqaer03NxcztpGRDTCcWQ40Sig1Wpx6tQp7N27F05OTpg7dy58fHxYcCGii1ZWVga5XA4HBwdzhzIs2draIi4uDhMmTEB6ejr27t2L6upqc4dFRERERL3Q2QxsLIQTUUcMBgN++faf0NTm4bor5sDGRtnjY4vr5PCy1wxgdP/fJTNiAW0t9m5ZOyjnG0ytZ23z8PDgrG1ERCMcv5UTjWAdrVHGNX2JqD8Zp0hn55q+Mybhbm5uXL+MiIiIaJipra3FyZMn0dTUxBnYiKhH9mxei/y0Q5g2KQzBY/x7fFxjiyXqNFbwtBucYri7mzMigr2RcmI/iguy4eUbOCjnHUzGqdONs7Zt374dERERnLWNiGiE4chwohGqtrYW+/fvb7NGGQvhRNSfDAYDiouL4eXlZe5QRgTj1OmzZ89Gc3Mztm/fzvXLiIiIiIao1jOwOTs7Y968eZyBjYi6lZuZgr2bvoenkxTzZk/r1bFFdXK42bRANsBTpLd2fnR4DfZuHnmjw1uzsbFBXFwcJk2ahIyMDM7aRkQ0wnBkONEIY1yjLCcnB0FBQYiLi4NUKjV3WEQ0ApWXl8PKyorravUzW1tbrl9GRERENIQVFRXh5MmTsLe3x+zZs2FnZ2fukIhoGGhuasQv3/0TVroa3HTtdbCysuzV8cV1cqic1AMUXcc8PVwQFuiJ1ON7UVa8GO5efoN6/sHm6enZZtY2f39/REREcNkLIqJhjiPDiUYI45ToxjXKZs+ejcjISBbCiWjAcIr0gdPR+mXHjx+HVqs1d2hEREREo1ZLSwuSkpJw/PhxREZGYtq0aSyEE1GPCCGw8YdPUVtyFgvnxsLVtXednZu1FqhplsLTbnCL4QAQPzMWaKnB3i1rBv3c5mCcOn327Nmoq6vDrl27UFFRYe6wiIjoIrAYTjQCqNVqHD58GKdPnzZNic6EnIgGEqdIHxzGJHzOnDloamrCzp07UVpaau6wiIiIiEad4uJi7Ny5E3q9HnPnzoWfnx87hRJRjx1P3I6UpK0ID/LApAkRvT6+qE4OFxst5FaDv4yWt5cbQlSuOHN0NypKiwb9/OZia2uLGTNmICgoCImJiTh58iR0Op25wyIioj5gMZxoGBNCID8/Hzt37oSlpSXmzp3LNcqIaFBUVlZCIpHAxcXF3KGMCjY2Npg2bRrGjh2LpKQkHDt2jKPEiYiIiAZBS0sLjh49imPHjiEyMhKxsbFQKBTmDouIhpGK0iL8+dMy2Mu1uOaKuX26b1dcp4CXGUaFG10yYyqEphr7tozstcMvJJFIMGbMGMyePRu1tbXYvXs3R4kTEQ1DLIYTDVPG0eBnzpzBhAkTMGXKFMhkMnOHRUSjhHFUODvfDB6JRAKVSoU5c+agubkZO3fuRFlZmbnDIiIiIhqxjKPBdTodR4MTUZ/o9Xr8/M170DUU4Yar5kKp7H1nGrXOAlVNUnjZawYgwp7x8/VAkJ8zTh7ZiaqK0Tdbma2tLWbOnInAwEAkJibi1KlTHCVORDSMsBhONMwY1wY3jgafM2cOvL29zR0WEY0iQggUFRVxinQzsba2xrRp0xAWFoYjR45wlDgRERFRP+NocCLqLzs3fovic0cxKzYSASqfPrVRXCeHk7UWSqmhn6PrnfgZsRCaylE3Otyo9Sjxmpoa7N69G5WVleYOi4iIeoDFcKJhxDga/NSpU6bR4HK53NxhEdEoU1VVBYPBAFdXV3OHMmpJJBIEBARwlDgRERFRPzOOBtdqtZgzZw5HgxNRn51LO4ED29fB102J+JmxfW6nuE4ObzvzjQo3Uvl7Q+XtiBOHdqCmavROFd56lHhCQgJHiRMRDQMshhMNA61Hg1tYWGDu3LkcDU5EZmOcIt3Cgl8jzO3CUeLHjx/nKHEiIiKiPmg9GjwiIgJTp06FUqk0d1hENEw1NtRj/XcfQC5qceM1l8HSsm/5c4tOgopGGbzszbdeeGvxM2NhUFdg/9YfzB2KWXGUOBHR8MK72ERDnFqtxpEjR0yjwWNiYjganIjMhlOkDz2tR4k3NjZi165dHCVORERE1AslJSVtRoP7+/tzNDgR9ZkQAr+t+Rj15Rm4cv40ODnZ9bmt4no5HBQ6WMvMO0W6UaDKB36e9jiWuBW11VXmDsfsjKPEAwICOEqciGgIYzGcaIgSQqCwsBC7du2CRCLhaHAiGhJqamqg1Wrh5uZm7lDoAtbW1pg+fTpCQkJw+PBhjhInIiIi6oZWq0VycjKOHj3K0eBE1G+S9m9C2rGdGB/mi/Hjxl5UW8V1iiEzKhw43xn7khkx0DeV48C2deYOZ0iQSCQIDg5GfHw8qqurOUqciGgIYjGcaAjSaDQ4cuQITp48ifHjx3M0OBENGUVFRfD09ISlpaW5Q6EOSCQSBAYGYu7cuRwlTkRERNSFqqoq7Nq1CxqNBnPnzuVocCLqF2XFedjyy7/hZG3AFQviL6otrV6C8kYZvO3Nv154a8FBfvB2t0VywhbU19aYO5whw87ODrNmzTKNEk9LS4MQwtxhERERWAwnGnJKS0uxc+dO02hwHx8fc4dERATg/IwVxvXCaWi7cJT4yZMnodfrzR0WERERkdkJIZCRkYGDBw8iKCgIcXFxHA1ORP1Cq9Xip5XvwdBUjBuungeFQnZR7ZXUy2Er08FWPrRyOYlEgvgZMdA1leLgjv+aO5whxThKfObMmcjPz8fBgwehVg+dkf1ERKMVi+FEQ4TBYMCZM2dw5MgRjBs3jqPBiWjIST68H3t274Kjg4O5Q6EeMI4SnzNnDqqqqrBv3z40NDSYOywiIiIis9FoNEhMTEROTg5mzJiB4OBgjgYnon6z7devUZZ3HLOnj4efr+dFt1dcJx9yo8KNQoNV8HS2RtKBTWhsqDd3OEOOo6Mj4uPjoVAosHv3bs7YRkRkZiyGEw0BTU1N2L9/P8rKyhAfHw8/Pz9zh0RE1EZ9bQ3WrFqOktxT+Pmb9zjKeBixsbHBrFmz4OLigj179qCgoMDcIRERERENuoqKCuzevRuWlpaYPXs2nJyczB0SEY0g6aeP4PDuX6DytMXMaZMvuj2dAShrkA+p9cJbO792+BRoG0qQsOMnc4czJEmlUkyaNAnh4eE4fPgwUlJSYDAYzB0WEdGoxGI4kZkVFRVh9+7dcHBwwCWXXAI7Oztzh0RE1M6W9V+golaDMF85sk7uxIbVn3Dtq2HE0tISUVFRmDRpEk6ePInjx49Dp9OZOywiIiKiASeEQFpaGhITExEaGoqYmBhIpVJzh0VEI0h9bQ1+/f4jKCQNuOGaBbCwuPhb7mX1ciiletgNsSnSWwsPC4K7kwKH9/6BpkbOQtYRiUQClUqFSy65BCUlJThw4ACam5vNHRYR0ajDYjiRmej1epw8eRLHjh1DdHQ0oqOjYWlpae6wiIjayThzFEcTd8LDJwCP33UpwlTOOJnwG7b9usrcoVEveXl5Yfbs2aivr8fevXtRV1dn7pCIiIiIBoxarcbBgweRn5+PWbNmITAwkNOiE/WREIIdojsghMCv33+IpqpzuOaymXCwt+2XdovqFPCyV2Mo/8qSSCS4ZPpktDQUI3HXenOHM6TZ29ubBkHt2rULJSUl5g6JiGhUkQh+iyEadA0NDUhKSoJEIsGUKVNgY2Nj7pCIiDrU0tKCZW89jLyiYlx19U2YG6GDVqvHdz9sQF65FgtufAzT511v7jCplwwGA86ePYtz584hKioK/v7+vDFMREREI0pZWRmSk5Ph5uaG8ePHczQ4jQo6nQ4ajQZqtRparRY6na7Nj16vb/dvF243TuNsLH53dOtYIpGY8gfjn1ZWVqYfS0vLNn/vaptCoYBCoYBUKh2WOcnBHeux9adPMCncE9dcMbdf2tQbgE1pbpgZUA1H5dCe0ctgMGDZV+tQL9zw1BvfQKFUmjukIa+goAAnTpyASqVCREREv8wkQEREXbMydwBEow2/8NBoZjAYOk24u0rGgba90Fv/2ToBb/3YwsKiywS8o4Tc0tJyWCbfA2nPn6tRU3IWwZGXI9jbCoAOUqklFt10BVau/hVbf1kBGztHRMfOMXeo1AsWFhaIiIiAq6srkpOTUVFRwZvERERENCKw0x+NRFqtFmq12lToNv5c+HedTgeJRAK5XA6ZTNZhEVoqlUKpVHaaF1tYWLTLs1t/hi7MzY0/F+b1F/5do9GgsbGxXc6v0Wig0+lgYWEBuVwOhUJh+vPCH7lcDrlcPmQ+08X557Bj40q42AIL583qt3bLGuSQWxrgoBjahXDgfG45a9pErN98CIf2/Ir4hYvMHdKQ5+vrC0dHRyQlJWHfvn0cKEVENAg4MpxokOh0Opw6dQrFxcWYNGkSPD09zR0SUb8QQqClpaVNAt5Zkm7sYQ6gR4Xq1gXqC4vdxsedFcl7U3g3HieRSCCVStsl2x0l4KNhWYOSwhz8+x+PwdnWAN/Y+3FFeCVklv//a0NdfQO+/m496nUOuP2hNxAcMcmM0VJfqdVqHD16FM3NzYiJiYGDg4O5QyIiIiLqk+bmZiQlJUGr1WLKlCmwt7c3d0hEPSKEMBWLGxoaTD+NjY1oamqCXq+HhYVFhznqhX+XyWRDpljcUzqdrtN7Ca3/TavVQiKRQKFQwMbGBra2trC1tTU9tra2HrRBJy0aDb547wnUFJ7A/XdeDS9Pt35rO7nAHnIrAyI9h8c63AaDAZ/+ey3Ult548m8rIVcozB3SsKDX63HmzBnk5+dj4sSJ8Pb2NndIREQjFovhRIOgrq4OSUlJkEqlmDJlCpScMoiGEYPBgKampjZJ+YVJqRACUqm008Kx8U+pVGoqcg+V5PzCwrmxsN9RAm78dwDtiuY2NjamBNzGxmbYj7A1GAz4z0fPoyh9H+ZffTug9MI0VU27/corqvCf1b9BJ/PAksffg29AyOAHSxdNCIH09HRkZGQgMjISAQEBQ+YzSkRERNQTJSUlSE5Ohre3N8aNGwcrK06GSEOPVqttk1u3fqzT6aBQKDos8A7nacT7k16vh1qtRnNzc7vnsbGxEUIIWFtbm57D1s+jQqHo1+fvtzWfInnPD1gwazymx03st3YNBmBzmhviVDVwttb2W7sDLfn4Gfy2/SjmXf8EZl12i7nDGVaKiopw/Phx+Pj4YNy4caNi8AUR0WBjMZxoAAkhkJeXh1OnTiEoKAhjx47ltOg0JAkhoFarO0zKGxsbAaBNr2ulUtmuB/po+bJu7LF/YcG89XOn1Wohl8vbJd/GGxnD4bk6vPcP/Ln2PUyfoIIi8Gr4O6oR4Nzc4b75BcX4dt0mSB0Cce9TH8DVg72Zh6uKigocPXoUTk5OmDhx4rDv1EFEREQjnxACqampyM7ORnR0NHx9fc0dEhGEEGhubkZNTQ1qampQW1uL2tpaaDQaSKXSdnmi8e/sxNF3Qoh2Hflbj663tLSEnZ0dHBwc4OjoCEdHR9jb2/fpPl3K8YP48ctXMcZTgTtvu7pfi+xlDTIcK7THgtAKDKe+D3q9AZ9+sQYtcl88+bdVkMlk5g5pWGlqakJSUhIMBgNiY2NhbW1t7pCIiEYUFsOJBohOp8OJEydQXl6OSZMmwd3d3dwhEQE4PyVybW0tampqUF9fb0oQ9Xo9lEplhwVcpVLJjhy90NLS0i75Nv6p1+vb9FQ3JuJ2dnZDppd/fW0NPntzKRT6Uty75HbsyfHEZWHlkFt1/pUhPSMbP/y6E/aekbjv6Q9h5+A4eAFTv9JoNEhOTkZDQwNiYmLg6Oho7pCIiIiIOqTVanH06FE0NDRg6tSpsLOzM3dINApdWPg2Fr+1Wm2b4quDgwNsbW2H5TTmw51er0djYyPq6upM90Nqamqg1+thb29vKo47ODjA3t6+yw7stdWVWP7Ow7BoLsTD994MO7v+LVoeL7KDpQSI8qrv13YHQ1Lyafy+MxkLbn4a0+fdYO5whh2DwWBaYjMmJgYuLi7mDomIaMRgMZxoADQ3N+PQoUOwtLRETEwMFFwrh8xErVabEnFjsqdWq2FjY2PqBd26+D0cRiwPZ8YR+MYieX19PWpqalBXVwcAcHBwaNNL3dbW1iydEH78+h2kHNqA26+fC0vncJTUKzAjoLrb446fTMWvmxPgERiDe558DwouCTFsCSGQkZGB9PR0TJw4ET4+PuYOiYiIiKiNhoYGHDp0CNbW1pg8eTJHIdKgaWpqalP4rqmpgU6ng52dXZuiqoODA3PsIUwIgcbGxjb3S2pra6HT6UwF8tYdGSwsLGAwGPDNpy8j98xO3H79XISGBPZrTAYBbElzQ4xfDVxths8U6UY6nR7/+mINDNYB+Mvr/+FMY32UnZ2NM2fOICoqCiqVytzhEBGNCCyGE/WzqqoqHD58GB4eHhg/fjwTHxo0xsJ36+K3Wq2Gra1tuySOCcnQYjAY0NDQ0Oa1q62tBYA2vdQHo0CeduoI1i7/KyIC7HDLDZdjf7YTvO3VCHLpeIr0C+1POIrt+05CFTkbix/9O6f5G+ZKSkpw9OhR01IfHMFCREREQ0FZWRmSkpLg7++PiIgIzmJFA6qpqQkVFRWoqKhAZWUlmpubYW9v3266bd7/Gf6MU61feG/FYDDAxcUF59JO4OT+nzBrogeuuiy+389f3ijF0XwHXBY2vKZIb+1Q0gls2n0Sly96HlPjrzZ3OMNWeXk5kpKS4Ovri8jISP4/R0R0kVgMJ+pHeXl5OHnyJCIiIhAYGMiiAQ0YIQQaGhpQWVlpSshbF75b90Rn4Xt4EkKgvr6+XS91AHB0dISrqytcXV3h5OTUbzddWjQafP72Q1BXnMVj998KqdIWW9NcMT+0Akqpocdxb962H4dOnEN47FW4+Z4XmLQNc3V1dTh8+DDs7OwwefJkdnAgIiIisxFC4Ny5c0hNTcX48ePh7+9v7pBoBOqo+N06B3N2duZ34lHEmJufOnEU33y9DFZKRyxYsAAe9gIu1i1wtdHCUamFRT/cAjxZbAchgGjv4TdFupFWq8cnK1ZDYjcGf3n9a35WLkJjYyMOHToEhUKBKVOmcAYUIqKLwGI4UT8wGAxISUlBXl4epkyZwvXBqd9dWPyuqKiAVquFs7MzXF1d4eLiAkdHRyYZI1zr90FlZSXKy8uh1Wrh5OTUL8XxLb98hYQtK3Hl3EmImRyFnCol8msUmBXU/RTpF8b584atOJ1ZjilzFuHKWx5i56BhrqWlBUeOHEFLSwtiY2NhY2Nj7pCIiIholNHr9Th58iRKS0sRGxsLZ2dnc4dEIwSL39QddXMzvvjH46gvOY2ld10Hhb07KhqlqGyUoaJJBoMAXKy1cLVugYtNCxyVul4Xx4UAtqS7YpJPHdxtWwbmQgbJwcRj2Lr/DK6840XEzLrC3OEMa1qtFsnJyaivr0dsbCzs7e3NHRIR0bDEYjjRRdJqtUhKSkJTUxOmTp0KW1tbc4dEI4Bx7SpjQt5R8bs/RwTT8NT6fdK6OO7s7AwXF5deFceL88/h3+89Bh9HHe5dfAMsLCxwMMcR7rYtCHZt6nVsOp0ea/77O84VNWP2NQ9g9uW39eUSaQgxGAw4ffo0CgsLERMTA1dXV3OHRERERKOERqPB4cOHodfrMXXqVCiVSnOHRMOYXq9HRUUFSkpKUFZWxuI3deuXbz/AyQM/44o5kxE7JarNNiGAOo1Vu+K4q7UWnnYaeNhpejTTWlWTFIl5jlgYVt4vo8zNqaVFh49XrIbUKQxPvPol711dJCEEzp49i3PnzmHy5Mnw9PQ0d0hERMMOi+FEF6G+vh6HDh2Cra0tJk+ezOmo6aJoNBqUlpairKysTfG7t0VNGr2660Th6ekJe3v7dqO0DQYDvvrgGZRkJuDBJdfCw90FLToJNqe54dKQCljLejZF+oU0mhasWv0rimsluGrRM5gyc2F/XCaZWU5ODk6fPo3IyEgEBgaaOxwiIiIa4Wpra3Ho0CE4OztjwoQJLFJSnxjzbWMBXCaTwdPTEx4eHnBxceH7ijp18sgu/LLyTYT62WDRTVd2O+uZsThe1iBDSb0c1U1SOCh08LTTwNNeA3u5rsP1wE+X2EKrt8BEn7oBupLBtT8hCdsPnMU1d72CSdMXmDucEaGwsBDHjh1DWFgYgoODOQMfEVEv8JseUR+VlpYiKSkJAQEBiIiI4BcQ6jXjlNclJSUoKSlBdXU1HBwc4OHhgYCAABa/qdckEglsbW1ha2uLgICANsXxsrIyZGRkQCaTwcPDA15eXnBxcYGlpSWO7PsDRVnJmDE5DB7uLgCA4no5HBS6PhfCAUAul+GOW67Cf75fjz/WfQIbOweER0/rr8slMwkICICdnR0OHz6Muro6REVFcV14IiIiGhDGG/+hoaEICQlh3k091lm+7enpibCwsA47CRNdqKqiFH+s+xy2Ug2uveKaHr1nJBLAQaGDg0KHENcmaHQSlDbIUVIvR0a2NWSW4nxh3E4DF+sWWFqcL6AX1Skw3mtkFMIBIGbSeBw4fBr7tv0XE+IuZc7YD3x8fGBjY4NDhw6hrq4OEyZM4H1DIqIe4shwol4SQiArKwtnz55FdHQ0/Pz8zB0SDSMGgwFVVVWmhLy5uRlubm6mHumc7o8Gkl6vR2VlJYqLi1FaWoqWlhZYW1tj889fwF1Whr88cAuk0vOJVGKuI5ytWxDq1vsp0i9UVVWLr1dvgMbCBYsffRuq4MiLbpPMr6mpCYcOHYJMJsOUKVMgl8vNHRIRERGNEEIIpKWlISsrC5MmTYKXl5e5Q6JhgPk29Se9Xo+VH7+AgrR9WHzzAowJvPj7f3oDUNF4fsR4Sb0cWoMEHrYtsJNrkVlhg8vHlsNyBNWM9+w7jF2HM3D9Pa8jOnaOucMZMdRqNQ4fPgwhBGJjY/m7jYioB1gMJ+oFvV6PEydOoLy8HLGxsXBycjJ3SDQMaLValJWVoaSkBKWlpbCwsICHhwc8PT3h5ubG6djILIQQqKurw9fL/4mTp84gbuZ8RAa7wdNOA1frFuzLdsbc4ErYyvX9cr7i4nKs/OF3WNj44p4n34eHt6pf2iXz0ul0SE5ORm1tLaZOnQp7e3tzh0RERETDHL9fUG8IIVBeXo6CggKUlJQw36Z+s/P377D39y8xfWIgFsyb0e/tCwHUqq1QWi9HdrUSGp0FXKy18HFQw8deDZnV8L9lr1a34KPlq2HrGY1HX17G0eH9yHiPuqysDLGxsXB2djZ3SEREQxqL4UQ9xF531BsajQaFhYUoLi5GZWUl7OzsTAm5k5MTp2OjIeHsyUP4YcVLGBfkiCuvvByl/+udXtYgg0QCBDo3wddBDQdFx2ua9da5nHys/mkbrF1Dcd/TH8LR2fXiGyWzE0IgPT0dmZmZHLlFREREF0WtViMhIQEymQwxMTGQyWTmDomGICEEamtrUVBQgIKCAgDnpw/28fFhvk39IifjNL7513PwtNPh/iU3wnIAh2sLAezIdEGwSyMMQoKCWgVq1VK422rg66CGp51mWI8W37U3EXuOnMON972BqCmXmDucEUUIgXPnziE1NRWTJk2Ct7e3uUMiIhqyWAwn6oHa2lokJibC1dWV67FQp3Q6HUpKSlBQUICysjI4OTnB29sbnp6esLGxMXd4RG1o1Gp8/taDaKnOwGP33wJbW2vTtsRcB1hZCFhIzq8drrAywNdRDV8HNWxkFzdS/HRKBn7+Yy9c/Cbi3qfeh7WN7cVeCg0RRUVFSE5O5pqeRERE1CcNDQ1ISEiAi4sLJkyYwBGE1E5jY6OpAN7c3Axvb2/4+vrC1dWV7xfqN81NjVj+ziNorkjDQ3ffABcXxwE9X53aCnvPOWPh2DJY/e9t3NhiiYIaBfJrFdDoLOBtf74w7mrT0i8d1QdTc7MGHy1fAwffSXjkr58xTxwAJSUlSEpKQmRkJAIDA80dDhHRkMS5goi6UVFRgUOHDiE4OBihoaH80kZtGAwGVFRUoKCgAEVFRVAqlfDz88P48eNhbW3dfQNEZrLrj29RV5aJq+ZNaVMI1xmAikY5LgmqhL1CD50BKK2Xo6BWibRyGzgptPB17Pu0beMiQtDY1IRNO49i9fLXsOTxtyHjWtMjgre3N2xsbJCQkACNRoNx48bx/0wiIiLqkerqaiQmJsLf3x8RERH8DkEmLS0tKCwsREFBAaqrq+Hu7o6wsDB4enpyCnTqd0II/Lb2X6grTce1l8UNeCEcAIrq5PCw05gK4QBgI9MjzL0RoW6NqFFboaBGgaMF9pBIAB8HNfwc1LDvpxncBppSKUfsxDDsTz6D1BMJiJgw3dwhjTienp6YPn06EhMTodFoEBYWxv9HiYguwJHhRF0wjnKLioqCSsX1bek845Rs+fn5KCwsBAD4+vrC19cXDg4O/MJJQ15RXha+/Odj8HUy4N7FN7R5zxbVypFaZou5wZXtEmuNToKiOgUKahSoVkvhYdsCX4fmPk3btmN3IvYdOYuQiZfhtqWvcMaNEaSxsREJCQlwdHTExIkT+doSERFRl8rKynDkyBGEhYUhODjY3OHQEKDX602zrpWWlsLR0RG+vr7w8fGBnB1paQAlH9yK3757F5FBjrjpussG5f7OzkwXhLo1wNdB0+V+BgGUN8hQUKtAcb0c1lIDfB2a4eughrXMMOBxXozGxmZ8vOIHOKum4KEX/sX7ZgOkrq4OCQkJ8PDwQHR0NJ9nIqJWWAwn6kR2djbOnDmDyZMnc/1TAtD5lGxubm78gknDhsFgwJfvP4XSrEQ8dPf1cHdzbrM9Kd8B1jIdIjwau2ynscUSBbXnC+NqnQW8/jdtm1sPp20TQuC3P3fhWGohomfcgOvufJKfoxFEo9EgMTERVlZWiI2NhVQqNXdIRERENAQVFBTg+PHjiI6Ohp+fn7nDITOrr69HTk4O8vPzIZPJ4OfnB19fXy47RoOiorQIX7z3KKxFJR665yYolYoBP2e9xhK7s1ywMKwcUsue36LXGYCSuvPTqJc3yuBm04IAp2Z42GlgMUTT6i3b9yPhRD5ue/hdjB0/1dzhjFjNzc04ePAg7OzsMHnyZHZOJyL6HxbDiS4ghEBaWhrOnTuHqVOnwsXFxdwhkRnp9XoUFRUhNzcXVVVVcHd3h5+fHzw8PDglGw1LCTt/xZYfP8SsKUGYN7vt9GR6A7ApzQ0zA6rhqNT1qD0hYJq2rbBOAQkAf8dmqJyau+2dbjAY8MPPfyI9rw4zFt6N+dfe3ceroqFIq9XiyJEjaGlpQVxcHBSKgb+ZRERERMNHVlYWUlNTERMTAw8PD3OHQ2ai1+tRXFyMnJwcVFdXw9vbGwEBAXB2dmZnWRo0Op0OX3/4DEqyEnH3rZdD5e89KOdNL7dGdbMMU/1r+txGs9YCeTVK5FYrIQSgcjqfjyulQ2u0eH19Ez754ge4j5mGpc9+yM/3AGppaUFiYiIsLCwwdepUdk4nIgKL4URtCCFw8uRJlJSUYNq0abC3tzd3SGQmDQ0NbXqkBwQEwNfXl1Oy0bBWW12Jz998ADaowCP33waptG0P4ZJ6GU4V2+PSkIo+rT1mnLYtp1qJ0gY53G1aEODcBA/bzkeLa7V6fLv2V+RX6HHZzY9j2pxr+3BlNFQZDAYkJyejpqYG06ZN46geIiIighACqampyM3NRVxcHJycnMwdEplBY2MjcnJykJeXB6lUioCAAPj5+THnJrPYuv4/OLhlJeJjQzHnksEbtbw7yxlBLk3wd1RfdFtCAKUNMuRWW6O0QQYP2xYEODXBvYt8fLBt2roHh04V447H3kdI5CRzhzOi6XQ6JCUlobm5GXFxcVAqleYOiYjIrFgMJ/ofvV6Po0ePor6+HtOmTYO1tbW5Q6JBZjAYUFJSguzsbFRVVcHLywsBAQFwcXFhj1Ua9oQQWPvvN5F+9A8svnk+xgS2n4YyudAecksDIj0bLvp8zVoL5Faf750ukQCq/40WV3TQO725WY3/fP8ryhukuOHuv2J8zOyLPj8NHUIInD59GoWFhYiLi4Ojo6O5QyIiIiIzMRgMOHHiBMrLyzFt2jTY2dmZOyQaREIIlJeXIzs7G2VlZfDw8EBgYCBcXV2Zc5PZZKUex3efvQA/F+CeO6+HhYXFoJy3scUCOzJdsTCsHLJeTJHeE00tFsj932hxKwuBQOdm+Ds292oq9oFQV9+IT75YB6+Qmbjv6X/ycz/ADAYDjh8/joqKCkyfPh22trbmDomIyGxYDCfC+alcDx06BIPBgLi4OMhkMnOHRINIrVYjNzcXOTk5sLCwQEBAAPz9/dkjnUaU1BMJWPfFKxgf7IQbrlnQbrvBAGxOc0OcqgbO1tp+O69BAKX1cuRUK1HRKIOXnQaBLk1wVmrb9E6vrWvA19+tR4PeAXc8/CbGhE/otxjI/IQQyMzMRHp6OmJjY+Hm5mbukIiIiGiQcZTa6KXVapGfn4/s7Gy0tLQgICAAAQEBfA+Q2TU21GP5Ow9DW5OFh+6+CU5Og9dBJ7PCGuWNMkxT1QzYOQwGoKhOgXNVStRprODnoEagcxPsFfoBO2d3ft+0C0mppbjrLx8hKCzabHGMFkIIpKSkIC8vj7OxENGoxmI4jXpqtRoJCQlQKpWYMmUK14EeJYQQqK6uRnZ2NoqKiuDq6orAwEB4eHiwZyqNOOrmZnz+1oPQ1WbisftvhY1N+5tOZQ0yHCu0x4LQvk2R3hMNGkvk/G+0uI1Mj0DnJvg6qGH5v473ZeVV+M/q32CQe2HJE/+Ajyp4YAIhs8nLy8PJkycxceJE+Pj4mDscIiIiGiRcv3R0am5uRmZmJnJzc2FnZ4egoCB4e3vD0tKy+4OJBpgQAmu+eAMZyZtx45UzEBUZOqjn33vOCf6OagQ4Nw/K+WqarXCuyhqFtQo4W7cgxLUJbjaDP4V6TW09/vXvH+EXMQf3/OXdwT35KJaVlYWzZ88iJiYG7u7u5g6HiGjQsRhOo1pDQwMSEhLg4uKCCRMmDNpUSGQ+BoMBRUVFyMrKQkNDA/z9/REYGMipgmhE+/O/K3B4+7e4Zn4MJk2I7HCf40V2sJAA473qBzwenQEoqFHiXJUSap0lVE7NGOPcBIXUgLz8Iny7bjNkjkG47+kP4OLuNeDx0OAqKSlBUlISIiIiEBQUZO5wiIiIaIA1Nzfj4MGDsLW1xZQpU1gIHQXq6+uRmZmJgoICeHh4IDg4GM7OzuYOi6iNQ3s2YtMPHyI61BXXXz1/UM/drLXAtnRXXBZWDrnV4N6a1+gkyKmyxrkqayileoS6NcLLTjOoRfHf/tyB5LOVuPupTxAQ0vE9Cup/BQUFOH78OKKjo+Hn137pPCKikYzFcBq1qqurkZiYCH9/f0RERHA08Ain1+uRl5eHzMxMAMCYMWPg5+fHEQk04hXkZODrD56Av4vA3Xdc3+HvOiHOT5Ee41cDV5v+myK9O0IAlU1SZFXaoKxBBn/HZgS7NqEgNxM//LoTjl5RuO/pD2Br7zBoMdHgqKqqQmJiIgIDAzF27Fj+H0xERDRC1dfX4+DBg/Dw8EB0dDT/zx/hampqkJGRgZKSEvj6+iI4OJjrwtOQVFqUiy//+QTsLGrw0L03Qy4f3OUSz1UqUVynwIzA6kE9b2s6A5BbrURmhQ2sLASCXRvh56DGYIwTqqqqw2df/wTVuHlY8vhbA39CMikrK8ORI0cwduxYjBkzxtzhEBENGg6DpR7JycmBRCKBRCLBqlWrzB3ORSsrK8PBgwcRGhqKyMhIJuQjmFarRUZGBrZt24acnByEh4dj3rx5CAoKYiGcRjy9Xo+NP/wLFtpqXLVwdqe/6yqbpJBAwKUf1wrvCYkEcLXRYqp/DeKDqqAzSLAz0wUNymjMiZ+F6qJT+H75/0HdPDjTxtHgcXZ2xsyZM5GXl4cTJ07AYDCYOyQiIqIhY6Tk37W1tdi/fz/8/f1ZCB/BhBCoqKjAwYMHsX//figUCsybNw8TJ05kIZyGJK1Wi59W/QOGplLceM28QS+EA+fX8fayVw/6eVuzsgDGuDRjfkgFgl0bkVFhg+2ZrsiqVEI3wOmZs7M9osb6IvvsIeRnpw3syagNd3d3TJ8+Henp6UhL43NPRKMHi+E06hQXF+Pw4cMYP348e8CNYBqNBqmpqdi2bRtKSkowYcIEzJ49G76+vpwOn0aNQ7s3oDTnBGbGRsDNtfNpCc8n4oM7LdqF7BU6TPatw9zgSlhZCNTazoRH2Hxkp5/ED1+9CZ1OZ77gaEDY29vjkksuQVVVFY4ePcqCOBER0QhSU1ODgwcPYsyYMQgPD2chfAQSQqC4uBj79u3D4cOH4eTkhPnz5yMqKgrW1tbmDo+oU1vXf4XyvJOYM2M8fH08B/38ap0Fqpqk8LLXDPq5O2JhAaic1JgXXIlxHvXIr1FiW7ob0spt0KIfuN/ds6bFQqKrx55NawbsHNQxJycnzJgxA+fOncPZs2fBiYOJaDRgRWgECwgIgEQiwd13323uUIaMoqIiHD16FJMnT+baKCNUU1MTTp48iW3btqGmpgaxsbGYOXMmPD09eQOGRpWaqgrs+vM7ONtZYNb0mE73EwIoqpMPmUTcRqZHtHc95odUYNbUcCh9ZmDvoRSsXPY29Hq9ucOjfqZUKjFjxgw0NDQgKSmJBXEiIhq2mH//f8ZCeHBwMEJDQ80dDvUzg8GA/Px87Nq1CydOnICXlxfmz5+P8PBwyOVyc4dH1KW0U4dxZM96BHjZY0bcJLPEUFInh5NSC6V0aOU+Egng7aBBfFAVJvvWoqJBhm3prjhTYgu1tv9LCK6ujogM8UHmmQQU5mb2e/vUNXt7e8yYMQM5OTksiBPRqGBl7gBoeAgICBj2/ykWFhbi2LFjmDJlCjw9B7/nJw2s+vp6ZGRkoLCwEJ6enpg5cyYcHR3NHRaRWQgh8MePn0NbX4SrblkAKyvLTvetbpbCICRwtWkZxAi7p5AaMM6zESGL/LHixxLsTjiNyoa3cOdd98LHx4edW0YQuVyOGTNm4ODBgzhy5AimTJkCS8vO37NEREQj3XDOv6urq5GQkICwsDDOxDbCCCFQUFCAs2fPAgBCQkLg5+fH7200bNTX1mDD6o+gtGjADdfcZLZZA4dSZ/SOSCSAu20L3G1bUNUkRUaFNbZluELl1IwwtwbIrfrv/6dLZsTidPp67N2yFose+L9+a5d6xlgQP3DgAAwGAyIiInivhYhGLBbDaVQoKCjA8ePHERMTAw8PD3OHQ/2orq4OZ8+eRWlpKXx9fTFnzhzY2tqaOywis0o5fhAZJ/cgOtwfQQFdz4JRVCeHp50GFkM035FLJXj01imwW/c7TmQewrofFIieMAlhYWHw9fVlojZCyGQyTJ8+HQkJCThy5AhiYmJ4Y5WIiGiYqaqqQkJCAsLDwxEUFGTucKifCCFQWlqK1NRUaLVajB07lsuP0bAjhMD67z5AU1U2br12NuztzHPfqEUnQUWjDBO868xy/t5yttZiqn8t6tRWSC2zwbYMVwS7NGGMSxOklhdfFHd3c0ZEsDdSTuxHcUE2vHwD+yFq6g07OzvMnDkTBw4cgBACkZGRvM9CRCMSv7nSiJeXl4fjx48jNjaWhfARpKmpCcnJydizZw8UCgUuvfRSTJw4kYVwGvXUzc3Y9NMKWFtpsGDuzC73PT9FugLe9upBiq5vrKwscfuNlyPcQ426c9uhaaxEamoqdu/ejZKSkmE7coraMhbENRoNDh8+zGnxiYiIhpHKykokJCT8P/buO7yxs8of+Fddcu+9995797RMKgkJIYHQF/a3EMqyCwsBAiywhJqwgYSyIX3Se5tkmnuv49673GVblqyu+/tjkJlie1wkX9k6n+eZBxNL9z0aj22995z3HMTFxVEi/BCRyWSorq5Ga2srgoKCcPToUQQFBVEinBw4Nedex3BXBdITQhAbzd7PqJlVEZzEetgJratF+vU4ifXIDlpBbvAy5pVCnB3wwNCiBAYzvIyi/CxAt4yK0y/s/WJkVxwcHFBQUACpVIrOzk66x0IIOZTo3auFaLVaPPbYYygtLYWnpyeEQiF8fHxw00034bnnnttyJubnP/95cDgchISEALjU3vvb3/42oqKiYGdnB09PT9x000344IMPNnx+SUkJOBwOxsbGAABPP/00OBzOFX9KSkp29HpGR0fXn/vUU09d8/mf/OQn658HALVajd/85jdIS0uDo6MjHB0dkZWVhT/+8Y/Q6/U7WnsvxsbGcPHiRWRnZ8PLy2vf1iWWo9Vq0dnZifPnz4NhGBw5cgRJSUmQSCRsh0aIVTj71t+hWBjCiZIs2Ntv/X2xouZDZ+DA08papG9ELBbivk/eCjeJBk1nn0KAtxOCgoLQ2tqK6upqyGQytkMkZiAQCJCXlwedTof6+npKiBNCCNkW2n+zu/9eXFxEXV0d4uPjERpKp/oOA7lcjvr6etTU1MDDwwPHjh1DeHg4de4hB5J0fAjn3n4SHo5c3HCsiN1YDkAx+lbc7XQoCFlCqv8KxpYkOD/ogYllMfaSO/Xxdkd0qA962iowNz1hvmDJjtjb2yM/Px/T09OUECeEHEqUDLeAsbExpKSk4Gtf+xrKysqwsLAAnU6H2dlZfPDBB/jMZz6D4uLibd24b2pqQlpaGh5++GEMDAxApVJhYWEBH3zwAW666SZ861vfsvwL2qHZ2Vnk5OTgu9/9LlpbW6FQKKBQKNDY2Iivf/3r+PjHP77lzQhzGRsbQ0dHB3JycuDp6Wnx9Yhl6fV69PX14cyZM1hdXUVhYSHS09Nhb2/PdmiEWI2JkT40Vb2DED8XJCfGXPfxUrkYPo4a8A7IuwEHBzvcd/fNsOPI8fpTD0EALY4dOwZ3d3fU1NSgvr4ecvnBaDdHNicQCJCbmwuDwYC6ujpKiBNCCNkS7b/Z3X/LZLL1RLipoIAcXJd3YJNIJDh27BhiYmIgEAjYDo2QXdFqNHjt6V+Do13Anbcdg1DI3sRQnYGDeaUQflY8L3w7OBzAx1GL0nAZYrwU6JlzQNmQG2ZWhbtOihcXZAHaZVR8eMq8wZIduTwh3tXVRQlxQsihckBufx8cCoUCR44cQU9PDwDg9ttvx9tvv42mpia88sorKC4uBgBUVVXhlltu2fIG79raGj7xiU9gZWUF3/ve91BRUYH6+nr87//+L3x9fQEAf/jDH/D73//+iuc9+eST6OjogJ+fHwDgYx/7GDo6Oq748+STT1ri5QMAPv7xj6Onpwff+MY3cObMGTQ3N+PUqVOIjY0FALzzzjv429/+ZrH1gUut0U2JcA8PD4uuRSzLaDRiZGQEZ8+exezsLLKzs5GbmwtnZ2e2QyPEqhgMBrzzwqPg6Zdxyw0l153xdKlFugi+B2wj7u7ugk/fdRO4mlmc+suPsbQwjdjYWBw7dgwSiQTl5eVoaWnB2toa26GSPRAIBMjJyYHRaKSW6YQQQjZF+292999LS0vrM8IpEX6waTSaDTuwicVitkMjZE8+eO0vWJzsxLHCVPj6sHtQZnZVBAehHg6iw7G34XCAQBc1jkYsIMhVhdYpZ1SPukK2tvPiGT9fT0QEeaCruQwLs1ILREu2y5QQn5qaQnd3NyXECSGHBnvlcIfUT3/6UwwPDwMAfvjDH+JnP/vZ+ufS09Nx55134jOf+Qyef/551NbW4q9//Sv+7d/+bcNrzc/PY3l5GWfPnkVR0T/b+GRlZeHOO+9EdnY2Jicn8aMf/Qj33XffehtwU1syU+Wui4sLEhISLPJ6N9LY2IiPPvroilZwaWlpuOGGGxAXF4fZ2Vk89thj+Nd//VeLrD8xMbHeGp0S4QcXwzCYmppCb28vOBwOkpKS4Ovre90EHyG2qvb8G5gbv4iS7Hh4eLhc9/GrGj7UOh68HA5WMhwA/Pw88cnbj+HU62fw3GM/wpe+/Xs4u7ojKSkJ4eHh6O3txfnz5xESEoKoqCgIhUK2Qya7YEqI19bWorGxEZmZmdSakxBCyBVo/83e/nt5eRm1tbWIiYmhGeEHmF6vx9DQEAYHB+Hm5obCwkIqPCeHRldLFVqr30ZEoCtyslLYDudAFqNvB48LhLurEOSixtCiHWrGXOBpr0WslwJO4u0n/osLsjF46j1UfvgC7vjsf1gwYnI9poR4VVUVOBwOYmNj6X4sIeTAo5PhZqTRaPB///d/AIC4uDj85Cc/ueYxHA4Hjz32GNzd3QEAf/zjH7e85r/+679esRE38fPzw+9+9zsAlyrYn3766T1Gbz5f//rXN5yJ5ubmhi984QsAgIsXL2JlZcXsa09OTqK9vR1ZWVnUGv0Am5ubQ3l5Obq6uhAZGYnS0lL4+fnRGy9CNrG0OIey95+DhxMPBbkZ23qOVC6Cl6MG/AP6TiA8LBC331gA+Wwvnnvsh1hTKgBc2rSlp6ejsLAQq6urOHPmDPr6+vZlXiYxP1PLdI1Gg6ampn0Zs0IIIeRgoP33JWzsv1dWVlBTU4OoqCiEh4eb7bpk/zAMA6lUivPnz2NmZoY6sJFDZ1m2gHde/F/Y81S4/ZZjrN9P0huBOYXoQM8Lvx4Bj0GMlxLHIhchERhRPuyOzhkH6Azb+7sPDPBGWKAbLjaeg2xh1sLRkutxcHBAfn4+xsfH0dfXx3Y4hBCyZwf0Frh1am5uxvLyMgDg85///Kanl5ycnHD33XcDALq7uzE9Pb3pNU2b143ccccdcHFxAQCcPXt2d0FbwKc//elNP5eenr7+8cjIiFnXlUqlaGtrQ1ZW1nqVPjlYlEol6urq0NTUBH9/fxw7dgzBwcHgculHFSGbYRgG7774R+iV07jlhiLw+ds7OSuVH/yNeGJ8FE6WZmB+rA2n/vJT6HS69c85OzsjNzcX2dnZmJmZwblz5zA1NUUtvg4ggUCAvLw8qFQqSogTQghZR/vvS/Z7/y2Xy1FTU4PIyEhERESY5ZpkfykUCtTV1aG9vR3R0dEoKiqirnrkUDEajXj9md9AvTyG228qgYODHdshYU4hgkRggOMhaZG+FTHfiCTfVRSHLWJZJcC5QXdMroi3NU+8OD8LjEaGyg9fsHyg5LocHR2Rl5eHkZERSogTQg48yjCZUWdn5/rH2dnZWz728s9f/rzLCYVCJCUlbXoNgUCA1NTULa/BhpiYmE0/5+bmtv7x6uqq2daUSqVoaWlBRkYGJcIPIIPBgN7eXly4cAFisRhHjx5FZGQktcMlZBs6mysx1FmF1PhghAT7b+s5qxoelFo+vB20Fo7O8nIyk5GfEY3Jvhq88veHrpkF6uHhgaKiIsTGxqKjowO1tbVm/f1D9ocpIb62tobm5mZKiBNCCKH99z/s5/5boVCguroaYWFhiIyM3PP1yP7S6/Xo7u5GWVkZ7O3tcfToUQQHB7N+YpYQc6v86GWM99YiOyUKkRHBbIcDAJCuiOHrpIYtfbs5iQ3ID1lCgo8CnTMOqB51hVy99X2+4CA/BPu5oL3+HJZlC/sUKdmKk5MT8vPzMTw8jMHBQbbDIYSQXaNkuBnJZLL1j729vbd8rI+Pz4bPu5ybmxv4/K3HupvW2ewabLCz27zi8vITvlcnLHZrdnYWLS0tSE9Pv+LvlRwMMzMzOH/+PGZnZ5Gfn4+UlBSIRCK2wyLkQFCtKXH69b/Ajq/B8dKCbT9vWi6Cl4MWAt7hOCV9rDQXyTH+6G89g3df+tM1p785HA6CgoJw9OhRODo6oqysDF1dXdQ6/YARCoXIzc2FQqFAa2srnfInhBAbR/vvS/Zr/61Wq1FbW4ugoCBER0fv6Vpkf13eEn1hYQEFBQVISkqCUChkOzRCzG58qAdl7z0Db1cBjh/JYzscAIDBCMwohPA7hPPCr4fDAQKc1TgasQgXiW5brdOLC7JgVC+g6qMX9zFSshUnJyfk5uair68PExMTbIdDCCG7QslwC7leZe12buBupzrX1m8Ey2QyNDY2IjU1Fb6+vmyHQ3bA1BK9paUFkZGRKCoqgqurK9thEXKgnH3r71AujuCGI9mwsxNv+3lS+aWq9MOCw+HgtpuOIDLIBa2Vr+P8u89t+DiBQIDExEQUFRVBJpNR6/QDSCQSIS8vD0tLS+js7KSvHSGEEAC0/7Y0nU6H2tpauLu7Iy4uju1wyA5c3RK9sLBwvd0/IYeNWqXC68/8FjydDHfednzbI8QsbV4phIjHwFlsu8XYAh6DBB8FisMWsWJqnb68cev00GB/BPo4obXuI6wsWU/xma1zcXFBZmYm2tvbMTtLM90JIQcPJcPN6PIWZDMzM1s+9vJfGpc/73KLi4vXrd6em5vb8hqH2erqKurq6hAXFwd//+21Bibsu7ol+rFjxxASEkKt2QjZofGhHjRXvYuwABckJWz/dI5Sy4Vcw4eP4+GqSufxuPjEx25AgIcQlR88jfrydzZ9rLOzMwoKChAXF4eOjg7U1NRQ6/QDRCQSITc3F1NTU9SmjRBCbBjtv/eHwWBAfX09JBIJUlJSaN92QFBLdGJrGIbBuy/9EcszPbihNBNentbzc9pUjE7ffpdap+eFLCHBZxWdsxu3TudwOCjKz4RhbR7VZ15iKVKyES8vL6SmpqKxsdGquuQQQsh2UDLcjBISEtY/rq+v3/KxDQ0NGz7vclqtFu3t7ZteQ6/Xo62tbdNrHOZNjkqlQm1tLUJDQxEWFsZ2OGSbNmqJTq3ZCNk5g8GAd176I/iGFdx8omRHP++n5WJ42GkhPCQt0i8nFAnwqU/cAg8HA06/+id0Nldu+lgOh4PAwEAcPXoUTk5OKC8vp9bpB4i9vT1yc3PR39+PsbExtsMhhBDCAtp/Wx7DMGhubobRaERGRsYVbdeJdaKW6MRWXWwsQ2fDacSEeiEjbeOf82wwMsDMqsgmW6Rv5lLrdA2ORizCdZPW6RFhgfDzckBL7YdYXVlmL1hyDX9/f8TFxaG+vp4OFRBCDhTayZhRenr6erupp59+etOq8tXVVbz88ssAgLi4uC3bez/99NObfu6NN97A0tISAODYsWPXfF4svtQyV6M5XG+4tFotamtr4enpiZiYGLbDIdtALdEJMa/qM69ifvwiinIT4e7usqPnSuWHeyNuZyfGfXffAgeeAm8882sM921+Uxv4Z+v0wsJCap1+wDg7OyMrKwsdHR3XPRFICCHk8KH9t2UxDIOLFy9idXUVOTk5152nTtinVqvR0NCA9vZ2xMTEUEt0YjNk8zN476U/wVGowW03HbGq4qQFpRA8DgNXiY7tUKyOgMcg3tQ6XS3A+UF3zCkuFe5wOBwU52dCvzaLmnOvsBwpuVpYWBiCg4NRW1sLlUrFdjiEELItlAw3I5FIhH/5l38BAHR1deGnP/3pNY9hGAb3338/FhYWAAD333//ltd8/PHHUVVVdc1/n5mZwX/+538CAOzs7PC5z33umseYNvlDQ0M7eyFWzNSizd7eHsnJyVb1Bpdci2EYDA4OUkt0QsxINj+Dig9PwdNZgPyc9B09V6XjYlklOFTzwjfi4uKI++6+GQLDIl78688wPTF83edc3Tq9vr6eNnUHgKenJ9LS0tDU1ERt2gghxMbQ/tuy+vr6MDMzg9zcXDpVbOUYhsHk5CTOnz8PHo+HI0eOICgoiPbdxCYYDAa89vRvoFNM4I5bSmFnJ2Y7pCtI5SL4OmmoRfoWnMQG5AUvIdpTicYJZ7RNOUJn4CAqIhg+bnZoqv4ASgWdQLY2sbGx8PT0RG1tLXQ6KvYghFg/Soab2YMPPrjetvtnP/sZPv7xj+Pdd99FS0sLXnvtNRw5cgTPPPMMACA3Nxdf+cpXNr2Wp6cn/Pz8cPz4cTzwwAOoqqpCY2Mj/vSnPyE9PR3j4+Pr63h5eV3z/Ly8PABAY2MjHnroIbS3t2NwcBCDg4OYmpoy90u3OKPRiKamJgCgFm0HwOrqKiorKzE6Oorc3FxqiU6IGVyag/Yn6JUzuOWGIvB4O/s5OC0Xwd1OBxH/8J969vZyx70fPwGjchLPPf4jyOavf3LY1Dr9yJEjEAqFOH/+PMbHx+mUuJXz8/NDfHw86urqIJfL2Q6HEELIPqL9t2WMjIxgeHgYubm5sLOzYzscsgW1Wo3GxkZ0dHQgJSUFGRkZEIlEbIdFyL4pe/95TA02Ij8jFmEhgWyHcwWGuTSmzO+QF6ObA4cDhLipUBq+iDUdDxeG3DGvFKEoPwM6xQxqz73KdojkKhwOB8nJybC3t0d9ff2mHXoIIcRaUDbRzBwdHXHu3Ln19t1vvPEGbr31VqSnp+Ouu+5CWVkZACA/Px/vvvsueDzepteys7PDq6++CgcHB/zyl79EYWEhsrKycP/990MqlQIAvvGNb+Db3/72hs//t3/7N7i5uQEAvv/97yMlJQWRkZGIjIzEpz/9aTO+astjGAbt7e1QKpXIzs7e8u+NsMt0Gry8vBxubm4oKSmBu7s722ERcih0NJVjuKsKaQkhCA7y2/HzpXLxoT8VfrngID/cdVsJ1hYH8exjP4JCvrKt5wmFQqSlpSE9PR3d3d10SvwACA0NRVhYGLVpI4QQG0P7b/OTSqXo6upCdnY2nJyc2A6HbMJ0GvzChQvgcrk4cuQI/Px2vj8g5CAb6b+Iqo9Owc9DhNKiHLbDucbimgAcMHC3o1Oz22UnNCI3eBlRHpdOiWsck+HuYoeGivewplSwHR65CpfLRXp6OhiGQVNTE4xGI9shEULIpigZbgEhISFob2/HH//4RxQXF8Pd3R0CgQDe3t44efIknn32WVRUVKxvlLeSkZGBlpYWfOMb30B4eDjEYjHc3d1x8uRJvP/++/jDH/6w6XP9/f3R0NCAL33pS4iIiFifYXYQ9fb2Yn5+nlq0WTmFQoGqqqr10+AJCQk0W44QM1lTKnD6tb/CXqjD8dL8HT9fo+dAtiaA7yGeF76RmKgw3HIsB0tTHXj+zw9Co95+MYCPjw+OHDkCgUCACxcu0ClxKxcdHQ1vb2/U1NRAq9WyHQ4hhJB9Qvtv81lYWEBLSwsyMjKooNmKXX4aPDk5mU6DE5u0plTgjWd/B4FhBXfeenzHXdP2g1Quhg+1SN+xK0+J8yEKuglLyzLUXXiD7dDIBvh8PrKzs6FUKnHx4kW6Z0IIsVochn5CWZ3Pf/7zePrppxEcHIzR0VG2w2Hd8PAwent7UVhYCEdHR7bDIRtgGAbDw8Po6elBcHAwYmNjKQlOiJm99fwf0FrxEu68KQ+J8VE7fv6oTIKJZTEKw5YsEJ31K69qxIXaLoQlHsWn/t+Pd/wzamZmBm1tbXBxcUFycjIkEomFIiV7wTAMGhsboVarkZeXR7+LCCGEXBftvy9ZWVlBVVUVEhISEBwczHY4ZAMMw0AqleLixYvw8PBAUlISJcGJTWIYBi8/8Uv0NLyD20/mICUplu2QrsEwwEf9Hkj1l8PLgQp1d4thgOFFEX7zZCUEWMP//ObPcKSuJVZJpVKhsrISgYGBiI21vu9JQgixvrI5Qi4zNTWF7u5u5OTkUCLcSplOg4+MjCA3NxeJiYmUfCDEzEYHutBa8z7CA9yQEBe5q2tI5SKbOxV+uaL8DGQkhmC48wLefO7hHVcrX31KfGJigiqerRCHw0F6ejq4XC61aSOEEEK2SalUora2FpGRkZQIt1IajQaNjY24ePEikpKSkJmZSYlwYrNaaj5CT/NZJET5ITkxhu1wNrSkEsDAcOBhT4nwveBwgHAPDT5/zBVK5Rr+8pfHMTc3x3ZYZAMSiQS5ubkYGRnB8PAw2+EQQsg1KBlOrNbc3BxaW1uRmZm5rZZ2ZH8xDIOhoSGUlZXBxcWFZoMTYiF6vR7vvvQo+IYV3HxDCTi76LGm1XOwoBTCz4bmhV+Nw+HgphNFiA3zRGf9uzj9+v/tOJktFAqRnp6O1NRUdHV1oaGhAeodtF0n+4PH4yE7OxsqlQptbW1UtEAIIYRsQaPRoLa2Fn5+foiM3F3RJbEsqVSK8+fPg8Ph4MiRI/D392c7JEJYMz8zidOv/RnOEh1uOVm6q/3xfpDKRfBx1IBrneEdOFnJ4UjyXsL8+EVUV1ejvb0der2e7bDIVRwdHZGTk4Pu7m5MTU2xHQ4hhFyBkuHEKi0vL6OxsRFJSUnw9vZmOxxyFaVSiaqqKgwPDyMnJ4dOgxNiQdVnX8HCZBeK85Lg5ra7dmAzqyI4ifWwE9r2KVkul4s7bzuBEB871J97AdVnX9/VdXx9fXHkyBHw+XycP38eExMTZo6U7JVAIEBOTg4WFhbQ09PDdjiEEEKIVTIYDKivr4ezszMSExOtNqlkqwwGA9rb29HW1kanwQnBpULx157+NfRKKe689SjEYiHbIW2IYS7NC7flYnRz43K5KMpNgUQ3Bnv+GlZXV1FeXg65XM52aOQqbm5uyMjIQGtrK2QyGdvhEELIOkqGE6ujUqlQV1eHqKgoBAUFsR0OucrU1BTKysrg5OSE0tJSeHh4sB0SIYfWwqwUFadfgJeLAHnZabu+Dm3E/4nP5+GeO2+GtzNw9s2/oLX27K6uc/kp8c7OTrS0tFBlupWRSCTIy8vD2NgYRkZG2A6HEEIIsSoMw6C9vR0MwyAtLY0S4VZmdXUVFRUVWFlZQUlJCZ0GJwTA2beexMxIC4pzEhAU6Md2OJtaUfOhM3DgSS3SzSo5MRbOdly01byHjIwM+Pv7o6KiAqOjo9QNzMr4+PggLi4ODQ0NUKlUbIdDCCEAKBlOrIxer0d9fT18fHwQERHBdjjkMgaDAW1tbWhvb0daWhqSk5PpNDghFsQwDN596Y8wrM3i1pPF4PF29ytbZ+BgXimEnw3PC7+aWCzEfXffBheRGu+88DD6Oxt3fS1fX1+UlJRgbW0N5eXlWFlZMWOkZK8cHByQlZWFrq4uLCwssB0OIYQQYjWGhoYwPz+PrKws8Hg8tsMhlxkfH0d5eTm8vLxQUFAAOzs7tkMihHUDXc2oO/8qAr0cUJSfyXY4W5LKxfB21GCXW3iyCR6Pi8KcFKwtjaOl+n3ExMQgOzsbvb29aG5uhk6nYztEcpnQ0FD4+Pigvr6eDg4QQqwC/Vq2Qk899RQYhsHo6CjboewrhmHQ1tYGHo+HpKQkqky3IqaqdLlcjpKSEvj6+rIdEiGHXnvDBYz21CIjMQyBAbv/nptViOAg1MNBZDBjdAefo6Md7rv7FoixjFf+/j+YGOnb9bUkEgny8/Ph7++PyspKqky3Mu7u7khMTERjYyOUSiXb4RBCCLEytrj/np2dRW9vL7KysiCRSNgOh/yDXq9HS0sLurq6kJmZifj4eHC5dNuOEIV8BW8+/zBEkOPO245b9ffFpRbpIipGt5CUpFg4STioOf8GdDodPD09UVJSAq1Wi/LyciwvL7MdIvkHDoeDpKQk8Hg8tLW10T0SQgjrrPfdA7E5AwMDkMlkyMrKsuo3trbGVJXu7e1NVemE7JM1pQIfvfE3OAi1OFaav6drSVdE8KWN+IY8PFzw6btuBFQzOPXnH2N+ZnLX1+JwOFdUpjc1NVFluhUJDg6Gv78/GhoaqCqdEEKITVtdXUVTUxOSk5Ph6urKdjjkH1ZWVlBeXo61tTWUlJTA29ub7ZAIsQoMw+DN5x+GcmEQt95QABcXR7ZD2tKqhg+1jgcvB9qDWwKfz0N+dhIUi6NoqTkNABCLxcjNzUVQUBCqqqowNDREiVcrweVykZWVBZlMhoGBAbbDIYTYOMo4EqswPT2N/v5+ZGdnQyQSsR0OwaWq9Obm5vWq9Li4OCpSIGSffPTG37AmG8XJo3kQi4W7vo7eCMwpRDQvfAv+fl745O1HoFkewXOP/RDyZdmerufp6YnS0lLo9XqUlZVhaWnJTJGSvUpISIBQKERLSwvdHCGEEGKTdDod6uvrERISgsDAQLbDIcB6V4LKykr4+/sjPz+fTusTcpn68ncweLEMKXFBSIiLZDuc65LKRfBy1IBPt88sJi05AQ4iBlVnXl0vdOZwOIiKikJubi4GBwfR0NAArZZmtlsDkUiE7Oxs9Pf3Y3p6mu1wCCE2jH41E9bJ5XK0tLQgLS0Nzs7ObIdD8M+qdLVaTVXphOyzkf4OtNV+gMgQD8THRuzpWnMKEcQCAxypRfqWIsKD8bGT+ViZ6cFzj/0IqrW9tdIWiUTIyclBSEgIqqurqTLdSnC5XGRmZkIul6Ovb/dt8QkhhJCDiGEYNDU1wcHBAXFxcWyHQ3CpOKGpqQm9vb3Izs5GTEwMjYsj5DIzU6M48+b/wc2ewY3Hi9gOZ1uoRbrlCQQ85GUmYnVhBK21H13xOXd3d5SWlgIAysrKIJPtrdidmIezszPS0tLQ0tICuVzOdjiEEBtFyXDCKq1Wi/r6eoSHh8PPz4/tcGwewzAYGRlBZWUlAgICkJeXR1XphOwjvV6Pd1/6IwTGVdx0vGTPN8NMG3G6p3Z9yYkxOFGUhrmxFrzwl//ec4tzDoeDyMhI5OXlYWhoiCrTrYRQKERWVhaGhoYwNTXFdjiEEELIvunq6sLa2hrS09Mp4WoFlpaWUFZWBp1Oh9LSUnh6erIdEiFWRafT4bWnfgVGNYs7bzsOkWj3HdP2i0LDg1LLhze1SLe4jLRE2AkNqDr7KgyGK4v/TXu+8PBw1NTUYGBggIrTrYCfnx/Cw8NRX19P90YIIayw6WS4TqdDdHQ0OBwOXnrpJbbDsTlGoxGNjY1wdnZGdHT0jp8/OTkJkUgEoVCI/v5+C0RoW0xV6X19fcjJyVn/3iCE7J/KD1/E4lQXSvKS4eq6t1loBiMwu0ot0nciLycVeWlRGO+twqtP/hpGo3HP13Rzc0NJSQmAS5Xpi4uLe74m2RsnJyekp6ejtbUVy8vLbIdDCCE2hfbg7BgfH8f4+Diys7MhEAh2fR3ag5vH+Pg4qqurERwcjNzcXBoVR8gGPnztr5gfv4gjBSnw9/NiO5xtkcpF8HLQQsCjxKulCYV85GXGY2V2EO315675PIfDQXh4OPLz8zE6OorGxsb1luqEPdHR0XB2dkZjY6NZ7rcQQshO2HQy/NFHH0V/fz9iY2PxiU984prPT0xM4LXXXsP3vvc9HDlyBE5OTuBwOOBwOPjJT36yrTXkcjlefPFFfPnLX0ZaWhpcXFwgFArh6emJkpIS/Pa3vzXbjdiWlhb8z//8D2688UYEBgZCJBLBwcEBUVFR+PznP4/KyspdX3ttbQ1hYWHrrz8kJGTLx8/Pz+OrX/0q/P39IRKJEB4ejgceeABK5T9bz3Z2dkKr1SItLe2KpOvdd98NDoeDBx98cMs1AgIC8IUvfAE6nQ7/8R//sevXRoDV1VWUl5dDr9ejtLQUHh4ebIdEiM2Zn5lE1ZmX4e0qQk5Wyt6vpxRCyGPgLKYN304cP5KHpGg/9LV8iHdffMwsFeSXV6bX1tZiZGTEDJGSvfDx8UFUVBQaGhqgVlPBCCGE7BdL78HLysrWH7/dP6aitd3SarV44okncPLkSfj6+q7vw6Ojo/HFL34RdXV1mz53dHR0x/FuthffbA8ulUpx8eJFZGRkwMHBYcPn0h58fzAMg87OTnR2diIrKwtRUVFUgE7IBnov1qGp8k2E+jsjPyeN7XC2TSoXw5eK0fdNZloSJAI9Ks+8smli1dXVFcXFxdDpdKisrMTa2to+R0kux+FwkJaWBq1Wi87OTrbDIYTYGA5jo31CFAoFQkNDsbCwgBdeeAH33HPPFZ8fGxvbMuH74x//+Lqb8Q8++AB33HEHNJqt2+N4e3vjhRdeWJ9pshvFxcWoqKi47uM+85nP4P/+7/8gFO6svdB//ud/4ne/+936/w8ODsbo6OiGj11YWEBOTg6Ghoau+VxOTg7KysowPT2Nnp4eFBcXw87Obv3z586dw7FjxxASEoLu7u7rtugeGxtDZGQkdDodampqkJubu6PXRYDZ2Vk0NTUhNDQUsbGxtBknhAUMw+Cp/30A493n8aVP3YwAf589X7NlyglCnhEJPgozRGhbDAYjXnjlXQxOKVF0y5dw5Ob7zHbtxcVFNDQ0wM/PD4mJieBybboukVUMw6C5uRkqlQr5+fn0tSCEEAvbjz14WVnZjvfVX/nKV/CXv/xlR88xmZiYwM0334yOjo4tH/fv//7v+N3vfnfNXmt0dBShoaE7WvPEiRP48MMPr/hvm+3B3d3d8Yc//AEZGRmbdmOjPfj+MHViW1tbQ3Z29qaFCYTYOvmyDI//8mvA2hj+7Yt3wcnxYHyvKLVcnBv0wMnoeQjpZPi+Ka9swIWGAdzxhZ8gOWvz3/9GoxGdnZ2YmppCZmYmHQJi2draGsrLyxEbG3vdA3eEEGIuNnvX7/HHH8fCwgICAwNx9913X/P5y2sEOBwOIiIiUFRUtKM1FhcXodFowOVyccMNN+Dhhx/G+fPn0dLSgrfffhuf/OQnAVxKRt5yyy1oa2vb9esxzb308/PDN7/5Tbz66qtoaGhAbW0tfv/738Pf3x8A8Oyzz+Lzn//8jq7d2tqKRx55BGKxGI6O12/b+/3vfx9DQ0NwdHTEY489hpqaGvzP//wPBAIB6urq8Pjjj69XQl+eCNfpdLj//vsBAI888si2ZlUHBwfjzjvvBAD8/Oc/39HrsnUMw2BwcBCNjY1ITk5GXFwcJcIJYUlr7VmM9dYiIzHcLIlwIwPMrF6aF052jsfj4u47boS/Ox8V7z+Fhor3zHZtd3d3FBcXY2lpCTU1NdctmCOWw+FwkJqaCoPBgPb2dpojRwghFrYfe/DMzEx0dHRc909xcfH6cz73uc/t6vXo9forEuFJSUl46qmnUFtbi48++ggPPvgg7O3tAQAPP/wwfvvb315zDX9//23F+6lPfWrLeDfag//yl7/EAw88gJqaGrz22msbvgbag+8PUyc2DoeDoqIiSoQTsgmj0Yg3nv09VEsj+NiNRQcmEQ4A03IxPOy0lAjfZ9mZKRBxtaj48KUt225zuVwkJSUhNjYWdXV1mx7wIvvDzs4OmZmZ6OzsxMLCAtvhEEJshE2eDDcYDAgLC8P4+Di++93v4le/+tU1j1lcXMSf//xnZGZmIjMzE66urldUmW+nKv2ll17ChQsX8MADDyAoKGjDxzz66KP4xje+AQA4cuQIzp27ds7Jdtxyyy347Gc/izvvvBM8Hu+azy8sLCA/P399rldFRQUKCwuve12DwYDs7Gw0Nzfjv//7v/HEE09gbGxs05PhWq0WLi4uUKlUOHXqFO699971z/3yl7/EI488gt///vfIz8+/pvLroYcewve//33ceOONeP/997f92t955x3cdttt4HA46O3tRVRU1Lafa6tMN/7n5+eRlZUFV1dXtkMixGYpFav448++DL5mEl/7l3sgFu+sc8dG5hRCtE454UTUAqjGZfeUShX+/twbkKnFuOsLP0R8WoHZrq3X69dnVmdlZcHZ2dls1yY7o1KpUF5ejqioKISFhbEdDiGEHEr7tQffjuXlZfj4+ECj0SAiIgIDAwO7us5rr72Gu+66CwCQm5uLysrKa/bizc3NyM3NhU6ng6urK+bm5sDn83e0jsFgQFBQEKRSKRwdHTEzM3NFUflGe3BT95OBgQF89rOfRUhIyIavk/bgljc3N4empiYEBwdTAToh11F15lWcff1RZMT545YbS9gOZ0cqhl0R5KJGiJuK7VBszoWKOpQ3DuPOL/03EjOuX0S3sLCAxsZG6tZmBUZHRzfsHEsIIZZgkz/tz5w5g/HxcQDAffdt3PrU3d0dP/jBD3DixIldJwo/+clP4s9//vOmiXAA+PrXv46MjAwAl1q6LS4u7mqtd999F3ffffeGiXAA8PDwuKLN+auvvrqt6/7hD39Ac3MzoqOj8V//9V/XfXxfXx9UKhX4fP41M+DuvvtufP/730d5efk17WgmJyfx85//HCKRCP/7v/+7rdhMTp48CXd3dzAMgyeffHJHz7VFarUa1dXVUCgUKC4upkQ4ISz78PW/QrU0hhuP5pklEQ4AUrkIvk4aSoTvkb29BPfdfSvsuQq8/syvMdJ/0WzX5vP5yMjIQFBQEKqqqjA9PW22a5OdkUgkyMrKQnd3N+bm5tgOhxBCDqX92oNvx0svvbTemeUzn/nMrq9TXV29/vH3v//9Dffi6enpuOWWWwAAS0tL6O3t3fE6Z8+ehVQqBQDcdddd19ws3mgPPjg4CJlMhoyMDOj1egwODkKhuHJ0Du3BLcvUia2hoQGJiYmIj4+nRDghW5gaG8T5d56CpxMPNxy7/uEda6LScbGsEtC8cJbkZKZAyNGg4qOXttXty8PDA8XFxZDJZKitraVubSwKCQmBv78/6uvrodfr2Q6HEHLI2WQy/OWXXwYAREZGIjExkeVogJKSEgCX2gGNjIxYfB0AG87zvtrY2BgefPBBAJda2m1nzvjKygqAS28sLq94ZxgG8/PzWF1dxd///vf1x5l861vfglKpxHe+8x1ERERs5+WsEwgEuPXWWwFcurFBNre0tITy8nLY29sjPz8fYrGY7ZAIsWlDvW24WH8aUaGeiI0JN8s1GeZSizY/2oibhaurI+67+ybwdfN48a//jZlJ8/2e5nA4iI6ORmpqKpqbm9HX10etulni5uaGpKQkNDU1QalUsh0OIYQcOta0B3/mmWcAXPo9vJdkuFarXf94q84i4eH/fI+3mxvupniBjVukX70HX1xcRF9fH7KyshAYGHjN40xoD245BoMBra2tGBwcRH5+/hVfB0LItTRqNV57+lfgaBdw523HIRBsfNDHWk3LRXC300HEp70cGyQSMbJSozE/0YWe9tptPcfOzg6FhYUQCASoqKiAXC63cJRkMwkJCeDz+ejs7GQ7FELIIWeTyfALFy4AAHJycliO5JLLN8SWbM1y+WZ9O+t89atfhVKpxH333bfemu56TG1eFxYWYDAY1v/7yMgIZDIZfvOb38BgMMDJyWn9c2fOnMFrr72G4OBgPPDAA9t9OVcwfS1HRkbWTxyQK01OTqK6uhrh4eFIS0vbtIsAIWR/6HQ6vPfyYxAYV3HTiWKznRRZXBOAAwbudjqzXI8APt4euPfjJ6BXTOK5x3+EpUXznh728/NDYWEhxsbG0NTURBXRLAkKCkJAQACampq2nDdHCCFk56xlDz40NISamhoAQGFhIUJDQ3d9rctbgw8PD2+5JnAp+R4ZGbmta5uK41ZXV/Hmm28CuDSre6MZ6pfvwVUqFZqamhAXFwcXFxfMzMysP4724PvD1IltdXWVOrERsk0fvPpnyKa6cLw4HT7e7myHs2NSuZhOhbMsNysVAmhQfvqFbReY8/l8ZGZmIjAwEJWVldStjSVcLhcZGRmQSqWYnJxkOxxCyCFmc8nwycnJ9VnXmZmZ7AbzD+Xl5QAu/RLeaUX2btYBgJiYmC0f++KLL+L999+Hq6sr7r77bgwPD2/rzUR0dDTEYjH0ej3eeOMNAJdmsnV3d2NgYACrq6sICwuDo6MjgEsJ+vvvvx8A8Mgjj0AikezqtWVlZa1/XFlZuatrHFYMw6C7uxvt7e3IzMxEREQEtWcjxApUnH4BMmk3SvNT4eLsaLbrSuVi+FCLdLMLCfbHnTcXQbkwgGf/9EMoFatmvb6zszOKi4uh0WhQVVWFtbU1s16fbE98fPz6701CCCHmYU178Oudst6Je++9dz3B/Ktf/eqKYnCT1tZWvPfeewCAe+6554qE9GYWFhbW3wu8+uqr6+8JPvvZz264j7t8D3769Gm4uLisJ/lffPFFAKA9+D5ZXl5e78RWUFCw679bQmxJR1MF2mreRWSwO7IzktgOZ8c0eg5kawL4OlGrbTbZ20uQkRyJ2bFO9HU0bPt5HA4HMTEx1K2NZRKJBGlpaWhvb79mrAshhJiLzSXDTVXgAJCamspiJJe89957uHjx0gzSG264YVub490wGo146KGH1v//3Xffveljl5aW8K1vfQsA8NBDDyE3NxcDAwNoaLj+mwmhUIh77rkHAPDlL38Zf/vb31BVVYWZmRl897vfBXDlTYff/va36O/vx8mTJ3H77bfv4pVdkpiYCIFAAODKr7Gt0+l0qK+vh1QqRVFREby9vdkOiRACYG56AtVnXoaPqwg5Wclmu+6lFuki+NFG3CLiYiNw05EsyCYv4vnHH4RGbd7qf5FIhLy8PLi6uqKiogIymcys1yfXx+PxkJGRgbGxMToZQAghZmJNe/DnnnsOwKWbrnfdddeeruXp6YmnnnoKEokE1dXVyMzMxDPPPIO6ujqcPXsWP/3pT1FcXAytVouUlBT8/ve/39Z1XVxc4OjoiLKyMvztb39b/++f/exnN3y8aQ9+6623QiaT4eLFi6ivr8evf/1r/PjHPwZAe/D9MDc3h+rqaoSFhVEnNkK2aVk2j3dfehQOAjU+dtPRA3lwY1ouhotEB4mAOkuxLS87DXxGhYoPX9xxQtvUrW10dBTt7e3UKYwFPj4+CA4ORlNT04YFhoQQslf86z/kcLm83YaXlxeLkQAymQxf+9rXAFy6+fqzn/3MYms9/PDD68nsO+64AxkZGZs+9jvf+Q5mZ2eRm5uLL3/5y+BwOCgtLUVraytUKtV113rooYdw4cIFjI2Noa+vD1KpFD/96U/BMAzS0tLwne98BwAwPj6OX/ziFxCJRHj00Uf39Pr4fD7c3NwwOztLLVX+QaPRoLa2FgKBAEVFRdua+U4IsTyGYfDui38Eo5nHrXfdatbxGEsqAQwMBx722us/mOxKZnoiFMo1lNfX4+Un/gef+n8/NuvNTi6Xi+TkZDg6OqKmpgbp6enw9fU12/XJ9Tk4OCA5ORmtra1wdnaGnZ0d2yERQsiBZi178MrKyvV25nfccYdZCtHvuOMONDU14fe//z3+/ve/X3Pa3NvbGz/96U/xla98Bfb29tu6Jp/PR0pKCnQ6Herq6gAAubm5W3aR++EPf4jm5mb86Ec/Qn9//xWfoz245U1OTqKtrQ3Jyck0H5wcSEajEQaDAXq9/oo/poTi1f/L4XDWE9ccDgdcLhd8Pv+KP1wud8vkttFoxGtP/waalXF84s5jcHA4mO+5pVSMbjUcHe2QnhSO+o52DHa3IjI+bUfPd3Z2RlFREWpra9HY2IiMjAwqbNpncXFxqKysRHd3NxITE9kOhxByyNhcMnx+fn79YzZnNxkMBnz605/G2NgYgEubV0tVyZeXl+N73/segEs3Hx5//PFNH1tRUYG///3v4PP5+POf/7z+xlUoFCIrK2u98lun08FoNG6YxPH29kZdXR3+9re/ITg4GP/xH/+B4OBgfOITn8CPfvSj9VZh3/rWt7C2toYf/vCH6xv7mZkZPPjgg3j33XexuLiI4OBgfO5zn8N3vvOd6yZzTRvxy7/GtkqpVKK2thYuLi5IS0uz6Cx6QsyNYZhrNuF6vR5Go/GKTfjlG3HT/5r+mDbgPB5v25vx/dJS8xHG++uRnRwBfz/z3hCWykXwcdSAy/7LPNRKCrOgUK6hueMC3nzOGR//7LfN/m8rLCwMYrEYzc3NSExMRHBwsFmvT7YWEBCAhYUFNDc3Iz8/n36PEkLIHljLHvzZZ59d/3izU9Y7pdPpcOrUKbzzzjsbnkKbnZ3FCy+8gKioKNx88807uvaZM2fWr5mdnY2VlZX1+eBXxzA8PIyIiAgUFxdDLpdjcXER/v7+tAffB0NDQ+jp6UFWVhbrBy4IAS4lmTUaDTQaDdRq9fof0//XarUb7rVNLt9DX73XNrl6X240Gq9JoJv25ZdfTyAQQCQSQSwWo62xAl2d7chNToZvYBj0RgP4B+wtt9bAwcKaECl+crZDIf+Qn5uBposvofz0KUTEpe54ny6RSFBQUID6+nrU1tYiOzt7/V44sTzT/PCysjJ4eHjQwQBCiFnZXDL88pajbG7Ev/rVr+L06dMAgJtvvhk/+tGPLLJOV1cX7rjjDuj1eohEIrz88subtsrWaDT4yle+AoZh8M1vfhNJSVfO6jG9kQUuJfOrq6uRnp6+4YkpOzs7pKamIjs7e8MbDadPn8Ybb7yB4OBgPPDAAwAu3SjIycnB2NgYJBIJwsLCMDAwgB/+8Ieor6/HW2+9teWbGNPXc3FxcXt/OYfUysoKamtr4e/vj4SEBKtI/hHbxTAMdDrdhptw08c6nQ56vX69Ev3ydkibJbM3+ndt2ohfnUw3uTxJbvojFAohFovX/5g25qaPzZ0AU8hXcOatJ+AkNuBIca5Zr32pRboYib60Ebc0DoeDm28ohlJ5Gh11b8PB0QUn7vii2X/e+vn5QSgUoqGhAWq1GlFRUfQzfR8lJCSgoqICvb29iIuLYzscQgg5sKxhD67RaPDKK68AuPT79dixY3u+plKpxE033YSKigrweDx897vfxRe+8AWEhYVBrVajvr4e//3f/42qqirceuutePjhh/HNb35z29c3Je9FIhHuvfdeVFZWIi4uDqGhoevvBxiGQVtbGxwcHJCamoq//vWvm16P9uDmxTAMuru7MT4+jvz8fFbvLxHbwjAM1Go1lEolFAoFFAoFlEolVCrV+h4bwPpe9/I9rqOjI4RC4TX74o0S4LuN7fLEuOmPaa9vujcwMjSAsgvn4OToB4fQ4zg3KADDcMDnGiHmGyEWGGEv0MNeZICD0AAHkR52AgN4VpYsn1kVwUmkh52QWmpbCydHe6TGh6KppwUj/RcRFr3zsXRCoRC5ubloampCVVUVcnJy1ovKiOXZ29sjJSWFOrURQszO5pLhYrF4/WOVSgVHR8d9j+H73//++ia1oKAAr7zyikXaroyMjODEiRNYWloCj8fDCy+8gOLi4k0f/4tf/AJ9fX0IDAzET37yky2vLRaL4eTkhLKyMiQnJ8Pf33/9c3q9Ho2NjQgPD4enp+c1z9VoNPj6178OAHjkkUfW31B873vfw9jYGAoKCvDee+/ByckJPT09KC0txTvvvIPnn38e991336YxmVq42/IblPn5eTQ0NCAyMhKRkZGUNCH7Qq/Xr2/ATZvxtbW19YS30WgEj8e7Juns4uICsVgMgUBwxeb78j97/TfMMAwMBsOGLd/0ev16Yl6lUmFpaWk9Zq32UptxkUgEkUgEOzs72Nvbw8HBAQ4ODrC3t4dYLN5xfKdf/wvUKxP42G3FEInMO7pgRc2H1sCBJ7VI3xdcLhd3fuwGPPviW6g9ewoOTi7IP3an2dfx8PBAfn4+amtrodFokJiYSD/b9wmfz0dGRgYqKirg4eFBp70IIWSXrGEP/tZbb2F5eRkA8OlPf9os++8f//jHqKioAAA88cQTV7RIFwqFOH78OEpLS3HixAlcuHAB3/72t1FaWnpN0flGGhoa0NvbCwC47bbbkJWVtd6xZH5+HikpKRCJRBgdHYVMJkNJScmW7w9oD25eRqMRbW1tWFhYQEFBASv/psnhp9frsbq6ekXC2/SxwWC4Yo/q4eEBiURyxZ6bjc5GHA4HPB4PPB4PIpFow8eoVSq8f+ohhNhN4Sv3fQyeHktgmEunrDV6HtR6LlQ6Lta0PCyrBJhcEUOp4cPAAHYCAxz+kSC3F+rhIDLASaSHmKV53dIVMfyc1KysTTZXkJeBls6XUX76hV0lw4FLe8GsrCy0tbWhsrISubm59LN+H/n7+2NhYQFNTU0oKCigTm2EELOwuWT45clZmUy277/IfvWrX+Ghhx4CcGl217vvvmuRjaNUKsWxY8cglUrB4XDw97//HXfcccd1YwOAY8eO4d13393wMUqlcv1/e3p6sLS0hPb2dtx4441ISEgAn89HR0cHRCIRoqOjN7zGr3/9awwODuLkyZO4/fbbAQBarRYvvvgiAOAPf/jD+vy22NhYfOc738F//ud/4qmnntpyI246cbBRAt4WSKVStLS0UDtdYhEMw2BtbW3DzbharQafz19PFDs4OMDb2/uKKnS22kpdfhp8s834Rkyt5UzJ8bW1NSgUCkilUigUCqhUKvB4vCuS46aPnZycNrzBOtjdis7GM4gJ9UJsdJg5XyYAQCoXw9tRY3XV8oeZQMDDvXfdhCefewNn3vgLHJzckJxVavZ1TLPLampq0NTUhLS0NJpdtk+cnJyQmJiIlpYWlJSUXJHQIYQQsj1s78EB4Jlnnln/2Bwt0hmGwZNPPgkAiIqKumZWuAmfz8fPfvYzFBQUwGg04sknn8TDDz+8q3g9PDxQWlqK1tZWlJWVITo6Gl1dXcjJybnu+1zag5uPXq9HU1MTVCoVCgsLba4QgFiGXq/HysoKVlZWsLy8jOXlZayurkIoFK7vM52dneHn57e+/zyI+wGGYfDOi/+LlZle3HosC54ebgAADgcQ8RmI+Ho4bfg8QK3nQqHhQaHlQ6nlYU4hwrCMB6WWBxHfCBexHi4SHZz/8b9ivhGWrCHWGTiYVwqR4LNquUXIrrg4OyIlPgQtvU0YHehCSGT8rq7D5XKRmpqKnp6e9RPi1AVk/5g6tfX09CA+fndfQ0IIuZxNJ8OXlpb2NWn42GOPrc/ujo2NxYcffrjhzK+9WlhYwPHjxzE8PAwAePTRR7e14TedhHzyySfXN/ZbrXHvvfcCAAoLC1FQUIDy8nIEBARgZmYGJSUlG1ZtjY6O4pe//CVEIhEeffTR9f/e19cHtVoNiUSCtLS0K56Tn58PAGhra9sypqWlJQC2tRE3GRkZQVdXFzIyMuDj48N2OOSAMyW+TZtw04Zcr9dfkfB2dXVd/1goFB6q06pcLhcSiWTTm1sGg+GKynyFQoGFhQWsrq5Cr9fDyckJzs7OcHFxgYuLCyQSCd57+U8QQoEbT9xo9ngZ5tK88DhvhdmvTbYmkYhx3z234oln38Bbz/0OdvZOiIxPN/s6dnZ2KCwsRF1dHerq6pCVlUWzy/ZJUFDQ+mm8vLy8Q/WzjhBC9gObe3AAmJubw4cffgjgUkF6QkLCnq85Ozu7nghOTU3d8rHp6f98X2A67b0VnU6Hl156CQDg5eWFkydPrn9OKBQiKysLQ0NDaG9vh7u7O9zc3La8Hu3BzUer1aKurg5cLhcFBQX0XozsisFgWN9rm/bbq6ur693TnJ2d4evru95J7TC992yvP4+uxg8RG+aNtJTtjyHicACJwAiJwAhP6K74nN7AwYqaj2U1HysqAaRyMVY1lxLkzmI9XMQ6uEguJcglZjxBPqsQrZ9OJ9anICcTbV2vouLDFxAS+fNdX4fD4SAuLg4ikQjV1dXIysqijmH7hMfjISMjA+Xl5fDw8Nh07CshhGyXzSXDExMT1z/u7+9HSkrKvqz77LPP4v777wcAhIWF4ezZs/Dw8DD7OisrK7jhhhvQ3d0NAHjooYfwta99zezrXI7L5SI/Px+dnZ3o7e1FcHDwpienvvnNb0KlUuEHP/gBIiIirogbwHo1+uVcXFyueMxG5ubmIJdfmpN7+df4sGMYBr29vRgZGUFeXt51b4QQspG1tTUsLS1dsRk3JXRdXFzg6+uL2NjYTU882yIejwcnJ6drfmZdXkiwsrKC6elp9PT0oKmpCUMDSziSdwyLOk8Y13RwlujBNdN9jVUND2odD14OGvNckOyIk6MDPnP3LXji+bfw8t9/js99/VcICIky+zoikQj5+flobGxEdXU1cnJy6KTyPuBwOEhKSkJ5eTn6+/s37XxDCCFkY2ztwU1OnToFvV4PwDynwoFLJ75NTNfejE73z8TN5c/bzHvvvYeFhQUAwKc+9akNn7OysgIXFxdoNBpUVVUhIyNj05matAc3D5VKhZqaGjg4OCAjI4P2RWTbDAYDZDIZFhcXsbCwgKWlJQgEgvXCaT8/v0OZ+L7a4tw03n/lMTiJdLj1xiNme618HgN3ex3c7XUALo1u0BsBuVqAZRUfy2oBpudEWNXwYS80wMNeCw87HdzttXtKjkvlIvg50f7bWrm5OSExJgDtPXWYGOlDYOje9nDh4eEQiURoaGhAcnIyAgMDzRQp2YqjoyOSk5PXO7VRNxZCyF7YXDI8IyMDEokEKpUKjY2NuPvuuy2+5uuvv44vfOELYBgGAQEBOHfuHPz8/My+ztraGm6++Wa0tLQAAH7wgx/gv/7rv7b9fIZhrvuYkJAQjI2NITg4GKOjo+v/3WAwYHFxEf7+/pibm0NDQ8P6HDOT999/H2+//TaCg4Pxgx/84Irrmk7Iz8/PQ6PRXPG8iYkJABtv0k0aGhrWPy4sLLzu6zgMjEYjLl68iNnZWRQUFGz590PI5dbW1rCwsICFhQUsLi5CpVKtJ779/f0RFxdHie9d4nA4sLe3h729Pfz9/QEAM1OjqH3vz4j35yE9KRozq0L0zjvAyADudjq422nhYa+Di0S36+S4VC6Gl6MGfGqRzhoPD1d8+q6TePrFD3Dqzz/GF//9d/DwNv/vej6fj+zsbLS2tqKqqgq5ubmwt7c3+zrkSgKBAJmZmaisrIS7u7tFChoJIeSwYmMPfjlTy3E+n49PfepTZrmmm5sbnJycIJfLUVtbC71ev2miu7y8fP3j0NDQbccLYMP26xMTE5ibm0NpaSn4fD66urpw4cIFpKSkrL//NKE9uHmYvs7e3t5ITk4+1AlLsnebJb89PT0REBCAlJQU2Nvb29S/I4PBgNee/jV0iknce/cNsLOzbEEvnwu42engZvfPBLnOwMHimgALSiEGF+3QPOX0z+S4/aV9+XaT43ojMLcqQowndWazZoW5WbjY+xrKPziF+7760z1fLyAgAEKhEI2NjdBoNFcUmBHLCQwMxPz8PJqbm5Gfn29TPzsJIeZlc7fNTW3FgCs3b5by0Ucf4d5774XBYICXlxfOnj2LkJCQHV8nJCQEHA5n0x/4Wq0Wd9xxB6qrqwFcqv7++c933wZmpzo7O8Hj8ZCWloaSkhJwOByUlZVhfn4eAKBWq/GNb3wDAPDwww9fU8kVHR0NsVgMo9G4PrfM5NSpUwCw5QkC09dSJBIhMzPTXC/LahkMBjQ2NkImk6GoqIgS4WRLa2trGB8fR2trK86cOYOzZ89idHQUYrEYycnJuOmmm1BSUoKUlBSEhITA1dWVEuFmwjAM3n3pT+DrZ/GZ2zKQ4LuGvJBl3Bg9j8LQJXg5aLCsEqBu3AXv93qidswFA/N2kK3xYbx+fdK6aapKtwoB/j74xG2lUC8N49nHfgD5sswi63C5XKSlpcHHxweVlZVYXl62yDrkSs7OzoiPj0dzczM0Gvp+I4SQ7drvPfjlurq60NraCgC48cYbd9TOe6s9OJfLxc033wwAkEql+MUvfrHhNZaWlq4oUL/lllu2XFMmk+G9994DcOm09dV74NXVVVy8eBHp6ekQi8Xg8/lITk5Gamoq2tvb0dbWtn5Snfbg5rG8vIyqqioEBQVRIpxsiGEYyOVy9Pf3o6qqCu+//z6am5uhVCoREBCA0tJS3HDDDUhPT0dISAgcHBxs7t/RhXefhXSoCQWZcQgNDmAlBgGPgY+jFgk+CpSEy3BTzDwSfFbB5zIYXLDDR/0eODvgjnapI2ZXhTBskRefU4ggFhjgSC3SrZqHhwviI/0x2FWLqbFBs1zTy8sLeXl5GBgYQE9Pz7YOlpG9S0pKgkajQV9fH9uhEEIOMJs7GQ4AN998M8rLy9HQ0IDV1VU4Ojpu+LjTp09jZmZm/f9fPt+rra0NTz311Pr/d3BwwF133XXF8+vq6nDHHXdAq9VCIBDg4Ycfhk6nQ2dn56axBQQErLck24l7770XH330EQDgyJEj+NKXvrTlOkKhEFFR5mnhOjU1hampqfU54UKhEJmZmRgdHUV9fT3CwsLw8ssvY2hoCCdPnsQdd9yxYTz33HMPnnrqKdx///1QqVRISkrCW2+9tf73vFVLu3PnzgEAjh07dkVF+2Gk1+tRX18Pg8GAgoICCIVCtkMiVkav12NhYQEzMzOYn5+HSqWCi4sLPDw8kJycDDc3t221aCR711T1ASYHGpCbGg1fn3/efOVwAGexHs5iPcLdVWAYQK7hY0EpwKJSiIFF+/WT494OGvg4amAn3Hg3rtDwoNDy4U0t0q1CVGQIbrshD2+ersFzjz2IL/77byC2QCsvDoeDhISE9dllubm5NCpjH4SEhGB+fh4tLS3IycmxuRuZhBCyW/u1B7/a008/vf7xRqes9+LBBx/EW2+9hbW1NfzkJz9Bc3MzPve5zyEsLAxqtRp1dXV45JFHMD4+DgA4evQoTpw4seU1X3zxRWi12g3jNRgMaGpqQlhY2DXzSk1tlltaWlBeXo6MjAw88sgjtAffo6WlJdTW1iIyMhKRkZFsh0OsiNFoxOLiImZmZjAzMwONRmPTJ7+3MtzXjuqzL8LfQ4ySwmy2w1lnSo77OF76mWs6OT6nEKF92glaPRee/9iL+zhqIOL/M+lpapFOX2LrV5Sfhc7+N1Dx4Snc+5UHzXJNV1dX5Ofno6amBgzDIDY2lr7fLYzP5yMzMxMVFRXw8PCgTm2EkF3hMDZYwjQ1NYXg4GAYDAY8/fTTm27wSkpKrmhptpWr24YDwE9+8hP89Kc7a8Py5JNP4vOf//w1/93UnhzYuJ35Tn/pbhTvdlzdJn1tbQ0XLlxAamrqhq3f5XI53nnnHXzxi18Eh8NBR0fHppvI2dlZZGdnr7/Oy91000149913N3ydY2NjCA0NBcMweOGFF3DPPffs+HUdFHq9HnV1dQCAnJwcSmiSdWq1GrOzs+sJcJFIBB8fH3h5ecHNzQ0CgYDtEG3O6soy/vjzL0NsmMHXvnQPhKLtfw1MyfF5hRCzChEWlQI4ivXrG3EXsX59490/bwfZmhA5wcuWeSFkV6pqW3C2sh3B8SW476v/bdHvwZGREXR3dyMnJwfu7u4WW4dcotPpUFZWhtDQUGqNRwgh27Rfe/DLGY1GBAUFYWpqCq6urpient5R0vZ6e3AAOHv2LO699971Gd+bOXLkCF599VW4urpu+bicnBzU19eDx+NhcnISPj4+65/r7u7G3NwcioqKwOVu3OTPaDSun069//77AYD24Lskk8lQW1uLmJgYhIeHsx0OsQJarRZzc3OYmZnB7OwseDwefHx84OPjA09PT+qutoE1pQKP//Kr0CwN4P997uNwc3NmO6RtYRhgVcPH9KoIM6sirKj4cJHo4OOogZeDBlUjbigIXYKLRM92qGQbXn79A3SPreFfv/9n+AZcf1zJdq2urqK6uhqBgYGIi4ujhPg+GB4extDQ0PqoGEII2Qmba5MOAP7+/vjYxz4GAHj++edZjubgYhgGbW1t8PPz23QGupOTE1544QVotVrcfvvtsLOz2/R63t7eqK2txb/8y7/A29sbAoEAERER+OlPf4rXX3990zcVp06dAsMw8Pb2xsc//nGzvDZrpNPpUFtbCw6HQ4lwAoZhsLKygr6+PpSXl+Ojjz7C+Pg4XF1dUVRUhGPHjiExMXH9e4nsv9Ov/wWalQncdLxgR4lw4J8nxyM81pAfsoSTMfOIdF+DUsNHzagrPuz3QJvUETOrQkytiOHnpLbQqyC7lZ+TipzUCIx1V+D1Z34Lo3F78+d2IzQ0FPHx8airq7vuzXiydwKBAGlpaejt7cXq6irb4RBCyIHAxh783LlzmJqaAgB88pOftMjp5WPHjqG3txe/+tWvUFJSAk9PTwgEAkgkEoSGhuLuu+/Gm2++ibNnz143ET4wMID6+noAwPHjx69IhC8tLWF4eBhpaWmbJsKBS+3bY2Ji8Morr0Cj0eDee+9FUFDQpo+nPfjGTInw2NhYSoTbOI1Gg5GREVRXV+P06dMYGBiAvb098vLycMMNNyAlJQU+Pj6UCN8AwzB46/lHsDo3gJuP5R6YRDhwaT/uJNYj2lOJ4jAZTkQtINhVjSWVAJUj7jAyHEwsi7Gs4sP2jpgdPEX5WYBuGRWnXzDrdR0dHVFQUIDJyUl0dXVRy/R9EBoaColEgq6uLrZDIYQcQDZ5Mhy41MI8NzcXPB4Pg4ODu5rjbetGR0fR19eHI0eObCvZJpVK0dbWBl9fXyQmJpolmWs0GhEbG4v+/n784he/wAMPPLDna1ojUyKcz+cjOzubNlo2ypQAn5ychFQqhVarhZeXF7y9veHj43No2xMeRP2dTTj1+PcQG+SAT955k1mvbTQCi2tCzKwKMS0XQ6XnwstBiyAXFXwcNeDZZJmbdWIYBq+/fQYdA3NIL/kkbvnkVy1aLT42NoaOjg5kZ2fvaCYq2Z3Ozk7IZDIUFhbSKQBCCNkG2oPvjsFgQHl5OQICAnY06kyr1aKtrQ0ymQzp6elme29w2Pfgi4uLqKurQ1xcHEJDzXeCkBwcer0eMzMzmJycxNzcHFxdXeHv7w8fH58tD3iQKzVWvo/3Tv0GiRHu+Phtxw/N++WmSScYjBwIuAykqyJI+EYEuKgR4KyC/SajzQj7XnjlPfRNafDVH/wNXr6BZr22UqlEdXU1fHx8kJiYeGj+rVsrpVKJCxcu0H0PQsiO2WwyHLjU9uuDDz7AV77yFfzlL39hO5wDxdQePTMz85p5ZVtRqVRobm6GRqNBRkYGnJ33Vhn6wgsv4FOf+hTc3d0xMjKy6ey5g0yn06GmpgZCoRBZWVmUCLdBSqUSk5OTmJychEqlWu/GQK3YrJNWq8Vjv/h/UC304Gv/8gk4OTpYbK2BeTtMr4rg7aDFxIoYGj0Xvk4aBDir4WmvpRlmVsBgMOL5l9/BsHQNJbd9BSU33mvR9cbHx3Hx4kVkZWXt6Pcz2Tm9Xo+ysjIEBwfTHFFCCNkm2oPvXHd3N+bn51FYWLjlqfCNMAyDsbExdHZ2IiwsDDExMTu+xtUO8x7clAiPj4+nYg0bwzAM5ufn1wvPJRIJAgICEBAQAHt7e7bDO3Dmpifw119/HQ4cGf7fF++GWCxkOySzMDLA6T5P5AQtw81OB70RmFkVYXJZgjmlEK4SHQKc1fB3UkPIt9nb7VZJOj2Pvz77DhLy7sBdn/8vs19/bW0N1dXV8Pb2poT4PqB26YSQ3bDpZHhHRwdSU1PB5XIxODi4Zfsw8k8Mw6Cmpgb29vZISUnZ1fP7+/sxMDCA2NhYhIWF7epNAsMwSExMRFdXFx599NH1mWiHiSkRLhKJkJmZSYlPG6LVajE1NYXJyUksLS3By8sLAQEB8PHxoTd6Vu6jN55Azem/46bSVGRlJFl0rYphVwS5qBHipgLDAMtqPiaXxZiSiwEAAc5qBDir4XzZjHGy/zQaLZ4+9Rakywxuufc/kVFw0qLrTUxMoL29nRLi+2BxcRG1tbUoLi4+VMkAQgixFNqD74xMJkNNTQ2Kiorg5OS06+vI5XI0NTWBz+cjPT1918m9w7wHN7VGp0S47bi889rk5CQArCfAnZ2dKZm1S3q9Hn/7zb9jfrQRX7j3RgQG+LIdktnMKYRonXLCiaiFa/bXGj0HUrn4Uvt0tQDeDloEOFP3Nmvy3ItvY2jWgAQFWuEAAQAASURBVK/98Al4eG887nMv1tbWUFVVBV9fXyQkJNDPEAsy5SYcHByQnJzMdjiEkAPCppPhAPDcc89hcHAQx44dQ0FBAdvhHAgjIyMYGBhAaWnpnmYRLy4uorm5GU5OTkhNTd1xi2epVIq//vWvEAqF+K//+q9Dlyg2tUYXCoWUCLcRBoNhvR3b7OwsXFxcEBgYCD8/P2qBfkDMTI3ir7/6GnydtPjSZ+/c88mbrah0XJzp98AN0fMQXVV1bmSABaUQE8tiTK+KIBEYEeisQoCzGnbUuo0VSqUKTzz7OpY0drj7Xx5EbHKuRdczJcSpdZjlUbt0QgjZGdqDb4/BYEBZWRkCAwN31B59q+t1dnZicnISycnJCAgI2PE1DusefGlpCTU1NdQa3UbodDpMTU1hdHQUCoUCfn5+CAgIgKenJ72XM4MPXv0r6s8+g9KcWBQXZLIdjlm1SR3B5QBJvqtbPk6p5WFyWYyJFTG0ei4CXVQIcVPBUWTYp0jJRiYmZ/HEqfeQXPAJ3PHZ/7DIGkqlElVVVQgICEBcXBz9TLEgapdOCNkpm0+Gk51ZW1vD+fPnzXbazFJzzA46vV6P2tpa8Hg8mhFuAxQKBUZHRzE+Pg6hUIjAwEBqx3YAGY1GPPH772B6oApf+ezt8PF2t+h6w4sSSOViFIQubfm4S63bxJhcFmNOKYSXvRbBrip4O2rApX3ZvlpakuOJ596AmuuB+776C4REJlh0PVPL9JycHHh4eFh0LVtmMBhw4cIFapdOCCHErLq6urCwsLCr9uhbmZ6eRmtrK3x9fZGYmGjzXaeWl5dRU1ODmJgYhIWFsR0OsaCVlRWMjo5iYmICDg4OCA0Nhb+/v81/D5hTf2cTTj3+AII9ufjcp263aHH4fmMY4MM+D2QErsDDXrft58jWBBhdurR3d5XoEOKmgq+jmk6Ls+SZF97EyBzw9R8/CTcPb4usoVAoUF1djcDAQMTGxlJC3IKGh4cxODi45wN7hBDbQMlwsm17bY++1XXNPcfsINPr9airqwOHw0FOTg4lwg8po9GI6elpjI6OQiaTwdfXFyEhIXB3d6c3ygdUQ8W7eP+F3yAvJRgnjlr+lFP1iCt8ndQIc1dt+zkqHRfjSxKMLkkAACGuKgS5qiAR0Gnx/TI9M4+nXngXsAvAF//9t/D2C7boeqbfrzk5OXB3t2yBhi0ztbGldumEEELMwVzt0TejUqnQ3NwMtVqNjIwMuLi4mH2Ng8CUCI+OjkZ4eDjb4RALMBqNkEqlGBkZwcrKCgICAhAcHAxXV1e2Qzt0FPIVPP7Lf4NhdRT/9sW74OzkwHZIZrWgFKBxwgUno+d3NYJMo+dgYvnSXlxv4CDYTYUQ2ovvu7FxKZ588TRSi+/Bxz79LYuts7q6iurqagQHByM2NtZi69g6apdOCNkJSoaTbTNXe/TNyOVyNDc3g8vlIiMjwyZPxRoMBtTV1QEAsrOzqUL5EFKr1RgbG8PIyAj4fD6Cg4MRFBREbdAPOPnyEv708y9DYpzDV//lHgiFlv3e1eg5+LDPE8ejFna1eTYyl+adjcrsMK8UwsdRgzC3NbjZ6Wi2+D4YGZvEc698BDuPKHzp27+Di5tlu6KMjo6iq6sLubm5cHNzs+hatsxSJ/gIIYTYFnO3R98MwzDo7+/HwMAAYmNjERYWZlNFuQqFApWVlYiIiKDOLoeQWq3G6OgoRkdHwefzERoaiqCgIDo5aCEMw+C5x3+CobYP8YlbihAfF8F2SGZ3cdoRRgZI8du6Rfr1MAwwrxRieJH24mx58rnXMSET4Bs/eRIubpbroLa6uoqqqipERkYiIuLwfU9YC2qXTgjZLrpTR7ZFqVSiq6sLKSkpFts8ODk5oaioCK6urigrK8Pk5KRF1rFWRqMRTU1NMBqNlAg/hGQyGZqamnDmzBnIZDKkpqbi6NGjiIyMpET4IfDBq49DI5/EzScKLZ4IB4BpuRguEt2uq8i5HMDHUYuc4GUciViERGBA/bgLyobdMLYkgYGK0y0qNDgAH7+pCIr5Pjz7px9iTamw6HohISGIjY1FXV0d5HK5RdeyZTExMdDr9RgaGmI7FEIIIQdYb28v+Hy+xW+cczgcREdHIzc3F0NDQ6ivr4dGo7HomtZCrVajtrYWQUFBlAg/ZBQKBdra2nDmzBksLS2t77vDw8MpEW5BdWVvY6ijHKnxwYcyEc4wwLRcBD+nvf+M5HAAL4dr9+IVI26YlotAR9Ysr7ggC0b1Aqo+etGi6zg6OiI3Nxd9fX2YmJiw6Fq2zN7eHvHx8WhtbYVOt70RBoQQ20TJcHJdDMOgra0NAQEBZpkTvhUej4ekpCSkpaXh4sWLaGlpgV6vt+ia1oBhGLS3t2NtbQ05OTmUCD8kGIbB7OwsqqqqUFtbC5FIhNLSUuTm5sLb29umTl4cZn0dDehpOY/4SD9ERli25bWJ1EwbcQCwFxqQ4KPAieh5hLqqMLQowZkBD/TP20FnoH+jlhIfF4GTpRlYnGjH84//GFoL33wOCwtDWFgYamtroVJtv7U+2T4ej4fU1FT09fVR0QEhhJBdkclkGBkZQWpq6r51GXF3d0dJSQl4PB4uXLiAubm5fVmXLTqdDrW1tXB3d0dcXBzb4RAzWVlZQVNTEy5cuACj0Yji4mLad++T6YlhnH3rCbg7ADceK2I7HItYUglgYDjwsNea9brre/GoBfg7qXFx2hEXhtwxviyGkZLiFhMa7I9AHye01n2ElSWZRddycXFBZmYm2tvbMTs7a9G1bFlISAjs7e3R3d3NdiiEECtGyXByXaOjo1AqlYiPj9+3NX19fVFaWgqVSoWysjIsLy/v29ps6Onpwfz8PHJycqha+RBgGAZTU1MoLy9HS0sLvLy8cOLECSQmJsLB4XDNzbJ1Wo0G77/6OEQcJU7u08Zfa+BgQSmEr5ParNflc4EQNxVKw2VI8ZNjViHCR/0e6J61h0ZPN5AsITsjGYVZcZgaqMXLf/8lDAaDRdeLjo6Gj48PampqoNWa90YOucTNzQ2hoaFobW2F0UgtFgghhGyfwWBAa2sroqOjLTInfCtCoRAZGRmIjY1FQ0MDurq6DuXvMYPBgPr6ekgkEqSkpFCS9BBYXFxEbW0tKisrIRQKcfToUaSlpe3795Ct0mq1eO3pXwPqOdx563EIRYfzfpZULoKPowZcC/3I4PMYRHis4VjkAsLc1tA/b4+zAx4YXqSubZbA4XBQlJcJw9o8qs+8ZPH1vLy8kJqaisbGRshklk2+2yoOh4OUlBRMTEwc+qI+QsjuUTKcbGk/2qNvRiKRIC8vD4GBgaiqqsLQ0BAO44j7oaEhjI2NITc3FxKJhO1wyB4YDAaMjY3h3Llz6OrqQlBQEI4fP46oqCgqcjikLrz3LFZm+nGsKAOOjnb7subMqghOYj3shZbZFXP+0UK9MHQJOUHLWFELcKbfExenHbGmpbcN5nakOBupcUEYbD+Ht0/9r0V/z3E4HCQlJcHR0RF1dXU20XmFDaZ26YODg2yHQggh5AAxtUcPDw9nZX0Oh4Pg4GAUFxdjbm4OlZWVUCqVrMRiCQzDoLm5GUajERkZGft28p6YH8MwmJmZQWVlJerq6uDs7Ixjx44hKSkJdnb7sycjl3z42l+xMNGBI/kp8PM7nLN6L7VIF8PPzMXoG+H9o0D9aMQi4r1XMbYswUf9ntS1zQIiwgPh5+WAltoPsbqybPH1/P39ERcXh/r6eqyu7m3uPNmYqV16W1sbtUsnhGyI3v2TTZnaowcGBlq8PfpmTHPM8vLyMDQ0hLq6ukM1x2xychI9PT3IycmBo6Mj2+GQXTIlPc6ePYvBwUFERUXh2LFjCAsLo5b3h5h0fAh1F15HgJc9MtIS9m3d/dqIA4C7vQ65wcsoDJVBq+fi3KAHWiadIFfz9mV9W8DhcHDrjSWIDnZDe81bOPvW0xZfLz09HVwuF01NTYfy1BfbTO3S+/v7qV06IYSQbTG1R09LS2M9Sevo6IiioiK4urqirKwMk5OTrMZjDgzD4OLFi1hdXaWxZAcYwzCYnp5GWVkZ2tra4O3tjRMnTiAuLg5isZjt8GxOT3stmqveRFiAC/JyUtkOx2JW1HxoDRx4mrlF+lY4HMDfWYOSMBnS/Fcwd1nXNkqKmweHw0Fxfib0a7OoOffKvqwZFhaG4OBgGl1mQaZ26V1dXWyHQgixQpQMJ5sytUe3hjlabm5uKC0tBZ/PPzRzzObm5tDW1obMzEy4urqyHQ7ZBb1ej/7+fnz00UeYmppCUlISjhw5gqCgINZvYhHLMhqNeOfFP4KjXcStN5buW4tFnYGDOYXQbPPCt8tZokdG4ApKwxfB5TIoH3ZHw4QzVjWUFDcHLpeLu24/iUBPEao/eha1F96y6Ho8Hg/Z2dlQqVRoa2s7lF1X2Ebt0gkhhGyX0WhEW1sboqKirKZAmsfjISkpCWlpaejo6EBLS8uB7ijT19eHmZkZ5ObmQigUsh0O2YWFhQVUVlaivb0dwcHB1IGNZStLi3j71B9gx1XhjluOH+qRA1K5CN6OGvBYuMXD4QDejloU/KNr29KaEGcGPDC4YEft080gKiIYPm52aKr+AErF/pzWjo2NhaenJ2pra2l0mQVwOBykpqZicnISi4uLbIdDCLEylK0hG1Kr1eju7malPfpmBALBoZljtry8jMbGRiQnJ8Pb25vtcMgOGY1GjI6O4ty5c5ienkZGRgaKiorg6+t7qDeB5J8aKt7F9HAL8jJi4e3lvm/rzipEsBfq4SCy7GzpzTiIDEjxW8WxyAWIeEaUDbmjbcoRKh29ndgrgYCHT33iZng6Mvjw1cdwsbHMwusJkJOTg8XFRXR3d1t0LVsVExMDnU6H0dFRtkMhhBBixUZGRsAwDCIiItgO5Rq+vr4oKSmBSqVCWVkZlpeX2Q5px0ZGRjA8PIzc3FxqoX0AraysoK6uDvX19fD29l7vwMbjUVEuW4xGI9549ndQLY3gYzcV7du4MDYwDCCVi/e9GH0j7vY65IUsId1/BRMrYpwd8MDYkhhGqmveNQ6Hg6L8DOgUM6g99+q+rZmcnAx7e3vU19fDYGDn3s5hZmdnh6ioKFy8ePHA5g0IIZZBd6/Jhrq6uuDl5cVae/TNHIY5ZgqFArW1tYiOjkZgYCDb4ZAdYBgGU1NTOH/+PAYHB5GYmIiioiJ4eXlREtyGrCwt4vw7z8DVHiguyN7XtaVykVVsxCUCI5L9VlEavgi9kYtzAx7omnGAVk/fB3shkYhx3ydvgZNwDW8++1sMdrdaeD0JcnNzMT4+jqGhIYuuZYtMp+p6enqgVu/PaANCCCEHi1qtRm9vL5KSkqy2s5REIkFeXh4CAwNRVVWFwcHBA9NVRiqVoqurC9nZ2XBycmI7HLIDSqUSzc3NqKiogL29PY4dO4bo6GhqcW8Fqs+8itHuamQmhyM6MpTtcCxqVcODWseDlwP7e3DgnyfFS8JkiPdWoH/eHheG3DEtF+GA/Fi2OrHRYfByFaOh4j2sKRX7siaXy0V6ejoA0OgyCwkPD4fBYKDCdELIFaxzt0VYtbCwgOnpaSQk7N8M3J0yzTFzc3NDWVkZJiYm2A5pW9RqNWpraxEUFGSVlf9kc/Pz86ioqEBHRwciIiJw5MgR+Pn5URLcBn3w6uPQrk7i5hOFEAj270SC3gjMrVpHMtzEQWRARuAKCkJlWFHzcXbAA/3zdtDTXm7XnJ0c8JlP3gyRUYaXn/g5psYGLbqeg4MDcnJy0Nvbe2B+lx4kXl5e8PT0pNP3hBBCNmQqQvf09GQ7lC1xOBxER0cjLy8Pw8PDqKurs/pCr4WFBbS0tCAjIwPu7vvXyYnsjUajwcWLF3H+/HlwOBwcPXoUiYmJEIlEbIdGAEyO9uPCe8/Ay5mLE0cK2Q7H4qRyMbwcNOBb2d1zDgcIcFHjaMQiQl3X0C51ROWIKxaU1tHZ8yDhcDgozE2HVjGNuvOv79u6fD4f2dnZUCqVuHjx4oEpMjsoqDCdELIRK/t1TthmNBrR0dGB6OhoSCQStsPZEo/HQ2JiItLT09HZ2YmWlhbodDq2w9qUTqdDbW0t3NzcrGIOO9me5eVl1NTUoKGhAb6+vjh27BhCQkKs9uQGsaye9lr0tl5AQpQ/IsKD9nXtOYUIYoEBjiLrm9foItEjL2QZmYErmJaLcW7AA6MyCbVs2yVPDzd86q4bwKxJ8fzjP8Li3LRF13N1dUVmZiba29sxNzdn0bVsUUJCAqRSKWQyGduhEEIIsSIHoQj9am5ubigtLQWfz0dZWZnVvm+Qy+Wor69HYmIifHx82A6HbIPBYEB/fz/OnDkDlUqF4uJipKWlUWt7K6JRq/HaU78GV7uAOz92Yl8Lw9kybSWd2TbD5QJh7ioci1yEt4MW9eMuqBtzgUJz+L825hQfGw53JyHqK96FWqXat3WFQiFyc3MxNzeH/v7+fVvXVlBhOiHkapTNIVcYGRmB0WhEeHg426Fsm4+Pz/ocs/LycqucY2Y0GtHY2AixWIzU1FQ6TXwAqNVqNDc3o6qqCs7Ozjh+/DiioqKoLZsN06jV+ODVP0PMVeHksf2vgjdtxK35x4engxZFYTIk+KxicNEOFwbdMacQsh3WgRQY4Iu7biuBemkYz/7pB1hdWbboel5eXkhJSUFjYyPkcrlF17I1NLOMEELI1Q5SEfrVBAIBMjIyEBsbi4aGBnR1dVnV7zetVouGhgaEhoYiODiY7XDINszOzuLChQuYmppCbm4utbW3Uu+/8jiWprtxoiQD3l6Hv9uCQsODQsuHt6P1JsNN+DwG0V5KHItcgERgQNmQO3pm7alj2zZxuVwU5aVCI59Cffmb+7q2RCJBTk4OBgcHIZVK93VtW2AqTF9cXGQ7FEKIFaBkOFlnmleWmJh44E69muaYBQUFWeUcs66uLqjVamRkZBy4v1tbYzQaMTQ0hHPnzsFoNOLo0aOIj4+HUEgJPVt3/t2nIZ8bxPHiTDg47O8JBYMRmFkVwc/J+ts7cTiAv7MGRyIWEeK2hsYJZzRMOGNNSz/7dio6MhS3nsjF8nQXnn/8QYtXqQcEBCAiIgL19fXQaKz/ps9BEh4eDr1eTzPLCCGEADiYReiX43A4CA4ORnFxMebm5lBZWQmFYn9mrW7FVITu6OiI2NhYtsMh17G2toaGhgY0NTUhLCwMxcXF1NLeSl1sLEN77XuICvFAZnoi2+HsC6lcBE97LQQ867m3eD0iPoNkv1Xkh8owpxTh/KAHzRPfpsT4KLg68lF34W1o9rmttpOTE9LS0tDS0oKVlZV9Xfuwo8J0Qsjl6M40WWeaV+bl5cV2KLvC4XAQFRWFvLw8jIyMWM0cs7GxMUxMTCA7OxsCAc3vsWYLCwsoKyvD6OgoMjMzkZmZeeBOahDLmBobREP5mwjycURayv6POZhXCiHkMXAWW1+L9M1wOUC4uwpHIxbB5zA4P+SO/nk7GGj/sSOpyXE4WpCMmeFGvPi3n0Gvt+y/gaioKLi4uKCxsZE2i2Z0+cwyKjQghBDbdpCL0K/m6OiIoqIiuLm5oby8HBMTE6zG09XVBY1Gg7S0NOrGZsUMBgP6+vpw/vx58Pl8HD16FGFhYQf+++GwWlqcw3sv/xEOAhU+dtNRm/neksrFB6IYfSOuEj2KQmWI9lSgTeqEunFqnX49XC4XhTkpUK1MoKH87X1f39fXF5GRkVSYbgHh4eEwGAxUmE4IoWQ4uWRxcfHAzSvbjJubG0pKSiAQCFifY7a4uIiOjg5kZmbC3t6etTjI1kwt0evq6hAYGIjS0tIDWxRCzM9oNOKdFx8FRyvDLSdLWNn8S+Vi+DqprbpF+mbEAiPSAuTIDVrG1IoYF4aodfpOFeSmIyslHKPdFXj9md9aNEnN4XCQmpoKnU6Hjo4Oi61ji0wzy7q6utgOhRBCCIsOehH61Xg8HhITE5Geno7Ozk40NzdDp9PtexxUhH4wmFqiT09PIy8vD2lpaRCLxWyHRTZhNBrx2tO/gWZlAnfcfAT29rZxWGBNy4VczYfPAWiRvhkOBwh2VeNoxALsqHX6tiQnxsLZjovasjeh1Wr3ff2oqCi4urpSYbqZUWE6IcSEkuEERqMRFy9ePJDzyjYjEAiQnp7O6hyztbU1NDY2Ii4uDp6envu6NtmejVqiR0ZGUkU6uULdhbcwM9KK/Mw4eHm67fv6RsbUIv1gv2l3t9ehOFyGMGqdvmMcDgcnjxUgPtwb3Q3v44NX/2rRUSB8Ph/Z2dmQSqUYGRmx2Dq2yDSzTCaTsR0KIYQQFhymIvSr+fj4oKSkBGq1GuXl5VhaWtq3takI3fqpVCrU19df0RLdzW3/91ZkZ8o/OIXJ/nrkpUcjPCyQ7XD2jVQuhoe9FkL+we8vLvxH6/SCUBnmlcL11unkWjzepdPha0vjaKp8d9/XNxWm6/V6XLx40arGfx50VJhOCAEoGU5w8OeVbebyOWbz8/P7OsdMr9ejoaEBPj4+CA0N3Zc1yc7IZLL1luhZWVnUEp1saFm2gAvvPws3Bw6K8rNYiWFBKQSPw8BVsv8nbMyNywHC3FU4GrkIPvdS6/SBeTsYaY93XVwuF3fcegyhfg5ovPAyKj982aLr2dnZISsrC11dXVhYWLDoWrbk8plldHODEEJsy2EsQr+aRCJBXl4egoKCUF1djcHBQYv/vjPNnY6Pj6cidCvEMAzGxsZw/vx5CAQCHDt2DGFhYTbTavsgGxvsRsXp5+HrJsSR4ly2w9lX0/KDX4x+NReJHoWhS4j2VKBV6oSmSSdo9fR9eLWUpFg4STioOf8GK11O+Hw+srKyMDMzQ229zYwK0wkhlAy3cYdpXtlmHB0dUVhYuG9zzBiGQWtrK/h8PpKSkmiTZ2UMBgO6urpQU1ODgIAAlJaW0k0TsiGGYfD+K49BtyrFLSeLIBCwM2NrWi6Cr5PmQLZI34yYb0Savxy5wcsYX5GgcsQNcjXNMLsePp+He+68CT4uHJx/5//QXP2hRddzd3dHYmIiGhsboVQqLbqWLQkPD4der6dT94QQYmMOaxH61TgcDqKiopCXl4eRkRHU1tZCrbbM3F1TEbqfnx8VoVshlUqFuro69Pb2IiMjA2lpaRCJ6ETqQaBaU+L1Z38Dvn4Zd952HHy+7ezVVDoullQC+B7QeeFbMbVOPxK+CIORi/ND7nRK/Cp8Pg/52UlQLI6ipeY0KzFcXpg+Pz/PSgyHERWmE0IOZ/aTbFt3d/ehmle2mf2cY9bf34+lpSVkZmYe2gKDg8p0GnxxcRHFxcWIioqirxHZVE97Lfrby5AUE4CwEHZawjGMqSr98G3EAcDdToeSsEV42GtRMUynxLdDJBLivk/eClexFu+++Ah6L9ZZdL3g4GD4+/ujvr6elcr4w8j0nqS3t5dmlhFCiI2whSL0q7m5uaGkpARCoRBlZWWYm5sz6/UvL0JPTEw067XJ3lx+GlwkEqG0tBTe3t5sh0W2iWEYvPPio1iZ6cWNR7Pg4eHKdkj7alougpudDqJD0CJ9M2KBEVmBy4j3VqB1ygnNdEr8CmnJCXAQMag68yr0ej0rMbi5uVFhugVQYTohts02dmFkQ4uLi5BKpYdyXtlmfHx8UFpaarE5ZlKpFAMDA8jOzqaKZyty+WnwoKAgFBQUwNHRke2wiBVTq1T44NU/Q8JT44ajhazFsbgmAAMO3O0ObxKSxwXivRXIC5FhfPnSKfFVje2cPNgNBwc7fOaTt8COI8erT/4S40M9Fl0vISEBYrEYLS0tVEFtJt7e3vDw8EB3dzfboRBCCNkHtlKEfjWBQID09HTExcWhoaEBnZ2dMBqNZrl2f38/lpeXqQjdylx+Gjw9PR1paWkQCoVsh0V2oLX2DLqbPkJcuA9Sk+PYDmffTcvFh7YY/XIcDhDookZpxCJ0BjolfjmBgIe8zESsLoygtfYj1uIIDg5GYGAgFaabERWmE2LbaMdgo2xhXtlmxGIx8vLyEBwcjOrqagwMDJjl5r5cLkdrayvS0tLg7OxshkiJOZhOgy8sLKCoqAiRkZF0s4Rc17l3nsLq/CCOF2fC3p69n5FSuRi+TupD1SJ9M252epSEL8LDTovyIXcMLNiB8q6bc3NzxqfvuglczSxO/eXHmJset9haXC4XGRkZWF1dRW9vr8XWsTUJCQmYmpqimWWEEHLI2WIR+uU4HA6CgoJQXFyMhYUFVFRUQKFQ7OmapiL0rKwsKkK3EhudBvfx8WE7LLJDC7NSfPDa43AS6XDrjaU2N/ZPo+dgcU0A30M2L3wrEoER2UHLiKNT4lfISEuEndCAqrOvwmAwsBZHfHw8FaabGRWmE2K7KCNko0ZHR21iXtlmOBwOIiMjkZeXh9HR0T3PMdNoNKivr0dERAT8/PzMGCnZrctPgwcGBqKwsBBOTk5sh0UOgMnRATRVvo1gXydWK+H/2SLddjbiPC4Q76NAXsgSxpckqBxxpVPiW/Dz88Qnbz8OnXwczz32I6wsLVpsLaFQiKysLAwPD2Nqaspi69gSOzs7REZG0swyQgg5xBiGQWdnJyIjI22uCP1qjo6OKCwshIeHB8rLyzE+vrtCPoVCQUXoVsZ0P6Snp4dOgx9ger0erz39K+gVUnz8liOQSMRsh7TvpuViuEh0kAjM08HioOBwgKCrTonPrtr297BQyEdeZjxWZgfRXn+OtTguL0zv7+9nLY7DxlSYvrKywnYohJB9RMlwG6TT6dDX14f4+HibPyF79Ryz2dnZHV+DYRi0tLTA2dkZUVFRFoiS7JRcLkd5efn6aXCaDU62y2Aw4J0X/xdc3RJuOVnCaiX8kkoAA8OBh72WtRjY4manQ0n4ItztdCgfcsfwooROiW8iPCwQd9xUAPlsL5790w+wptzbSautODk5IT09Ha2trVhdXbXYOrYkIiICWq0Wk5OTbIdCCCHEAqanp6FSqWy2CP1qPB4PCQkJyMjIQFdXF5qbm3fU+tVgMKCpqQnBwcFUhG4l5ufnceHCBfB4PBw5coROgx9g5995BtPDLSjMikdIsD/b4bBietW2itGvZjolHuulQOOkM7pmHWC04X14ZloSJAI9Ks+8YrYRH7shFAqRkZGBgYEBLC5argDeltjZ2SEkJAQ9PZYdOUcIsS6UHbJBQ0NDcHR0hLe3N9uhWIXL55g1Njais7NzRy1wBgcHoVAokJqaanMtpKwNwzAYHR1FRUUFfH196TQ42bG6C29idrQdBVnx8PRwYzWWabkIPo4acG30x4rplHhu8BIGFuzRMOEMrcFG/zKuIyEuCidLM7Aw3o5Tf/4JtFrLFVD4+PggNDQUTU1NrLaLOyx4PB5iYmLQ29vL6g0WQggh5mc0GtHT04Po6Gjw+Xy2w7Eq3t7eKC0thUajQVlZGZaWlrb1vK6uLnA4HMTF2d4cY2vDMAx6e3tRX1+PmJgYZGRk0GnwA2yotw01Z19CgKcExQVZbIfDCq2Bg3mlEL42MC98KxwOEOyqRnGYDHOrQlSNuGJNa5vpA5FIiJy0OCzN9KOjqZzVWFxcXBAXF4empiaadW0mkZGRWFxcxMLCAtuhEEL2iW3+NrNharUag4ODiIuLo8TtZUxzzEpKSrCwsIDKysptzTGTyWTo6+tDRkYGBALBPkRKNqPT6dDc3Ize3l5kZ2cjNjaWToOTHVlanEPZB8/B3ZGLwrwMVmNhmEvzwv1sfCMOAO72OpSGLwLgoGzIHbI1+lm7kZzMZBRkxmCyvwavPvkriyaqY2NjwePx0NnZabE1bElgYCB4PB5GR0fZDoUQQogZTUxMgGEYBAcHsx2KVRKLxcjNzUVISAiqq6sxMDCw5dgQqVSKiYkJZGRk0D6PZSqVCtXV1ZiamkJRURFCQkLo/tIBplSs4o1nfwcR5LjzthvA49nm99fMqghOIj3shVSgCgCOIgOKwmRwFutRNuSOabmI7ZBYkZ2ZAhFXi4oPX2K9eDk0NBSurq5obW2lMVtmIBKJEBERge7ubvr7JMRG2OY7HBvW398PT09PuLmxe+LRWjk4OKzPMSsrK8P4+PimvxC1Wi2ampoQExMDV1fXfY6UXG55eRnl5eXQarUoKSmBp6cn2yGRA4ZhGLz38mPQrU7jlpPF4PPZnVO9ouZDY+DA0wZbpG9EyGeQFbiMcPc11Iy6YmDBjtqmb+BoSQ5SYgPR3/oR3nnxjxbb0Jnmlk1NTUEqlVpkDVtiOuHW19e3o1axhBBCrJfBYEBvby8V6F4Hh8NBZGQk8vPzMTo6itraWqjV1xaDKpVKtLW1ITU1Ffb29ixESkxmZ2dRVlYGOzs7FBcXUye2A45hGLz1/CNQLAzi5uO5cHV1ZDsk1kxTMfo1eFwg2W8VyX5ytEw5oWPaEQYbqxUQi4XISY/ForQXXS1VrMbC4XCQmpqK1dVVDA0NsRrLYREeHo61tTXMzMywHQohZB/QrsyGKJVKjI2NITY2lu1QrJppjllmZia6urrQ0tJyzc1phmHQ1tYGJycnmv/GIoZhMDQ0hKqqKgQFBSE3NxdisZjtsMgB1NVShcGOCqTEBiHUCuajSeUi+DhoYaNF+RvicIBw9zXkh8owKpOgbtwFGj2dQLkch8PBrTeWIjLIFW1Vb+DcO89YbC07OzukpKSgtbUVSqXSYuvYCm9vbzg4ONBNDUIIOSSGh4chEolorvU2ubq6oqSkBCKRCBcuXMDs7Oz654xGI5qamuDv709/nywyGo3o6upCY2Mj4uPjkZaWRu3/D4HGyvfR33YeSdEBSEqIYTsc1ugMHMwphPC14XnhW/F31qAkXIbFNQEqR9yg0LB7eGC/5WSmQMjRoOKjl1g/QWwa9dnb27vtESNkc3w+H1FRUejp6WH9a0sIsTy6zW5Dent7ERAQQJW723T1HDOZTLb+uZGRESwtLdGccBZptVo0NDRgaGgIubm5iIqKoq8F2RW1SoXTr/8VdnwNThwtYDscMMw/qtKdqSp9I64SPUrCZeBzGZQNuWNBSW3TL8fjcfGJ208iwEOIqtPPoq7sbYut5efnh8DAQDQ1NbHeMu6gM50OHxwcpBlwhBBywOl0OgwMDNBosh0SCARIS0tDfHw8Ghsb0dnZCYPBgJ6eHhiNRiQkJLAdos1SqVSoqqrC3NwciouLERQUxHZIxAzmpsfx0Rt/haudETffUMx2OKyaVQhhL9TDUWS5UVMHnb3QgMJQGdzttCgfdsPUiu20TZdIxMhKjcb8RBd62mvZDgdubm6IiYlBU1MTdRYzg5CQEBgMBoyPj7MdCiHEwigZbiNWVlYwPT2NmBjbrfTcjcvnmNXU1GBgYADLy8vo7u5GRkYGRCLbefNnTZaWllBWVgYAKCkpgbu7O7sBkQPt7Ft/h2JhCCdKsmBnx35ngVUNDyodD14OlBDbjIDHICNgBVGeStSNuaJv3p7apl9GKOTjU5+4BR4OBpx+9U/obK602Frx8fFgGAbd3d0WW8NWuLu7w9PTE/39/WyHQgghZA8GBgbg7OwMLy8vtkM5cDgcDoKCglBSUoKFhQWcP38eIyMjyMzMBI9nWycRrcXi4iLKy8vh5OSEoqIiODrabhvtw0Sn0+HVJ38N49oM7rztKEQiIdshsepSi3Taf18Pjwsk+iqQ5i9Hm9QJ3bMONrMPz81KhQAalJ9+wSpOEIeHh8PR0ZHmh5sBl8tFbGws+vr6YDBQQQwhhxklw21Ed3c3QkJCIJFI2A7lwLl6jllVVRVCQ0MpAcuSiYkJVFdXIzQ0FFlZWRAKbXvTRvZmYqQPTVXvIMTPBcmJ1lEsNC0Xw8tBAz79ht4ShwOEuqlQGCrD2JIETZPO0NPh5HV2dmJ85p5b4chX4o1nfo2hnjaLrMPj8ZCRkYGxsTGas2UGsbGxGB0dpdbzhBByQKlUKgwPDyMuLo7tUA40BwcHZGZmQq1Ww2g0QiaT0c1+FoyNjaG2thbR0dFISUmhgoRD5MybT2BuvA0leUkI8PdhOxxW6Y3A7KqIkuE74OukQVGYDFK5CA0TLtAZDn8XFHt7CTKSIzE71om+jga2w1mfH760tITR0VG2wznw/P39IRQKMTIywnYohBALolvtNmBhYQEymQxRUVFsh3Kgubi4wNnZGXw+H2NjY1fMMSOWxzAMurq6cPHiRWRmZiIyMpLaDpI9MRgMeOeFR8HTL+OWG0qs5t+TVE4b8Z1wluhRHLYIjZ6LqhE3rGnprY2Js5MDPvPJWyAwLOKl//sZpOOWmUft4OCA5ORktLS0QKVSWWQNW+Hk5AR/f3/09vayHQohhJBd6Ovrg7e3N1xdXdkO5UAzGo1obW1FQEAAsrOz0d3djebmZmoHu0+MRiM6OjrQ3d2N7OxshIaGsh0SMaP+zkY0lL2OYB8HFOSmsx0O6+YUIogFBjiK9GyHcqA4igwoCpPBYAQqR9yg1B7+Ypm87DTwGRUqPnzRKgq0RCIR0tPT0dXVhZWVFbbDOdA4HA5iY2PR399P7zUIOcTojvEhZ0ogRkZG0gnaPRofH4dMJkNJSQkSExPR1NSEjo4OaqGyD3Q6Herr6zE9PY2ioiJ4e3uzHRI5BGrOvoa58Ysoyk6Ah4cL2+EAABQaHhRaPrwdKRm+EyI+g7zgJbhKdCgfdscizRFf5+Xphns/fgJG5RSef/xHkM1b5vR2QEAAfH19aX64GcTExEAqldINDUIIOWAUCgUmJiYQGxvLdigHXl9fH7RaLRITE+Ht7Y2SkhJotVqUlZVBJpOxHd6hptVqUVdXh/n5eRQVFcHT05PtkIgZra4s483nfg8xR4GP33YCXC7dFp7+RzG6ldTGHyhCHoOc4GV4OWhQPuyGecXhvu/s6GiH9KRwSIfbMdjdynY4AAAPDw9ERkaisbGRkrh75OXlBWdnZwwMDLAdCiHEQuhdzyE3PT0NlUqFsLAwtkM50ORyOTo6OpCWlgaxWIzAwEAUFxdjcXERlZWVWF1dZTvEQ0uhUKCiogIMw9CMMmI2soVZlJ8+BQ8nHvKtqBpeKhfB014LAY/9KuODhssFkv1WEeOlQO2YK8aW2J//bi2Cg/xw120lWJMN4dk//RAKuWWSrImJidDpdOjr67PI9W2FnZ0dQkJC0NPTw3YohBBCdqCnpweBgYFwcHBgO5QDbXFxEUNDQ8jIyACfzwcAiMVi5ObmIjQ0FDU1Nejv77eKU3mHjVwuR0VFBXg8HgoLC2Fvb892SMSMGIbBm8/9HmuyEdx2QwGcnehnlcEIzKyK4OukZjuUA4vLARJ8FIj3XkX9uAuGFyWHeo54fm4GeMwayk+fsprfQ1FRUZBIJOjs7GQ7lAPNdDp8eHgYajX9TCDkMKJk+CFmNBrR09OD6Ojo9U0k2Tmj0YiWlhaEhYXBy8tr/b87ODisV0qXl5djbGzMat4IHRZzc3OoqKiAt7c3srOzqbsBMQuGYfDeS3+CXjmNW08Wg8+3nnZe03Ix/GgjviehbipkBy+he9YRHdOOMNKPZQBATFQYbjmWgyVpJ57/84PQWGBzx+fzkZGRgaGhITq1tUdRUVFYXFzEwsIC26EQQgjZhqWlJczOziI6OprtUA40vV6P1tZWxMbGwsnJ6YrPcTgcREREID8/H+Pj46ipqaHxLGY0MzODyspK+Pv7IysrCwIBdVo6bGrPv4GhzgqkJYQgLjaC7XCswrxSCAGPgYuYWqTvVbCrGnkhS+hfsEf7tCMOa7MwJ0d7pMaHYnKoBSP9F9kOB8Cl349paWmQSqU00nOP3Nzc4OXlRQX+hBxSlAw/xCYmJsAwDIKDg9kO5UAzVZ3HxMRc8zkul4v4+HhkZWWhp6eH5piZCcMwGBoaQkNDAxISEpCQkEDtu4jZdDZXYqizCqnxIQgO8mM7nHVrWi5W1Hz4UIv0PfO016EoTIZ5pQB1Yy7Q6qnnHQCkp8ajNC8R00ONePFvP4deb/6bPk5OToiJiUFLSwuNEdkDkUiEiIgIdHd3U6EdIYQcAN3d3QgLC4NEImE7lAOtp6cHIpFoy852rq6uKC4uhlgsRllZGWZmLDMCxpYMDQ2hqakJKSkpiI2NBYf6RR860vEhnHv7Sbg7ACePFbEdjtUwFaPTP3nzcLPToThMhmWVADVjrtAaDudfbEFeBrgGJcpPv8B2KOskEgkSEhLQ1tZG96X3KDY2FuPj41AoFGyHQggxM8ouHVIGgwG9vb2IjY2lJOIerKysYHBwEKmpqVv+PXp5eaGkpAQ6nY7mmO0RwzDo6OjAwMAA8vLyEBQUxHZI5BBRrSlx+vW/wI6vwfHSfLbDuYJULoaHvRZCPiW+zMFeaEBh6BJ4XAYVI25Y09LvQgAoys9AZlIoRrrK8Mazv7dIojU8PBxCoZDafO9ReHg41tbW6CY/IYRYubm5OaysrCAyMpLtUA60hYUFjI2NITU19brJWIFAgPT0dCQkJKC5uRkdHR1UhLcLDMOgq6sL/f39yM/Ph7+/P9shEQvQajR47elfA5p53PWx4xAKqXMkABgZYHr10rxwYj4SgREFoTLwuQyqRlyh0h2+fbiLsyOS44Ix1teE0YEutsNZFxQUBCcnJ3R0dLAdyoHm6OiIwMBAup9ByCF0+H4jEQDA8PAwRCIR/Pys59TjQWNqjx4REQEXF5frPl4sFiMnJ4fmmO2BwWBAU1MT5ubmUFhYCDc3N7ZDIofMmTefgHJxGCePZsPOzrpmSk/LaSNubgIeg6zAFXg5aFE54ga5mm78cDgc3Hi8EHFhXuhqeA+nX/ub2X9XcTgcpKamYnR0FIuLi2a9ti3h8/mIiopCT08PvZ8ghBArxTAMent7ERkZSW2l9+Dy9ug7mbkeGBiI4uJiyGQyVFZWYnV11YJRHi5GoxGtra2QSqUoLCyEq6sr2yERCzn92l+wONmJowWp8PXxZDscq7GgFILHYeAqoVO05sbnAllBy3CV6FE54oZVjfWMpjOXwtwscA0KVHxoPafDORwOUlJSMD09TQXVexQdHY2ZmRnI5XK2QyGEmBElww8hvV6PwcFBam+1R/39/QAuze3cLppjtns6nQ51dXVYW1tDYWEh7O3t2Q6JHDJjg91oqX4PYQGuSIy3rnmOKh0XSyoBfCgZbnYcDpDos4oQNxWqRlyxqKQb1VwuFx+/7ThCfOxRf/5FVJ151exrODo6IiYmBq2trRZpx24rQkJCoNfrIZVK2Q6FEELIBhYWFqBQKBASEsJ2KAdad3c3xGLxlu3RN+Pg4IDCwkJ4enqivLwcY2NjVER2HXq9Hg0NDVhZWUFBQcGOChDIwdLVWo2W6rcRHuCK3OwUtsOxKtNyEXydNNQi3UK4HCDFT44AZzWqRtywtHa4CtPd3JyQGBOA4Z46TIxYz3xpU7v09vZ2aLVatsM5sCQSCYKCgjAwMMB2KIQQM6Jk+CE0Pj4OiUQCLy8vtkM5sEzt0dPS0nbVZt40x0wikdAcs21Qq9Worq4Gh8NBfn4+RCIR2yGRQ0av1+Pdl/4IvmEFN58osbpCoWm5CG52Ooj5RrZDOZQ4HCDaU4k4bwVqx10wLaefMXw+D/fceRN8nDk499bf0Fp71uxrhIeHQyQSUXuxPeByuYiIiKBuM4QQYqUGBgYQFhZGp8L3YGFhAePj49tqj74ZLpeL+Ph4ZGVloaenB83NzTQzdRNarRY1NTXQ6/UoKCigOfeH2MrSIt554Q+w56lwx63HrG4PzCaGMXVmU7MdyqHG4QBx3gpEeSpQPeaK2VUh2yGZVWFuFjj6VZR/cIrtUK5gapfe2dnJdigHWkREBKRSKZRKJduhEELMhJLhh4zRaMTg4CAiIyPpje4uXd4e3dnZedfXEQgESEtLozlm16FUKlFVVQVHR0fk5OSAzz9c1aLEOtScfQ3zEx0oyk2Eu7sL2+FcY3pVTBvxfRDipkK6vxzNU04YldGNP7FYiE/ffStcRGq888Lv0dfRYNbrm9qlj42NUbv0PQgODoZGo8Hc3BzboRBCCLnM8vIyZDLZrk4zk0t22x59M15eXigpKYFOp0NZWRlkMpkZojw81tbWUFlZCbFYjNzcXCriOMSMRiNef+a3UC+P42M3FsHBwY7tkKzK4poADDhwt6Oimf0Q7q5Cip8cjRMumFi2rnF1e+Hh4YL4SH8MdtViamyQ7XDWUbt087C3t4efnx8GB63na0sI2RtKhh8yk5OT4HK5NCt8D3bTHn0rl88xq6j4/+z9Z3Tc95kn+H7/lXMGUIWcEwESzCQIEqCyLMly22739HT33r27Z1/cF/funnNfzrhn7s7OzLZ7pmem27mD3S0HyYq2ZFuJAsAAJhAkQQIgiFRIFYDKOf/vCwi0KBKRVfX/V+H5nKPTYouo+roIour5hec5T3PMvsDn8+HChQswm827voVPyFbcK3ac/+gXKNGKcerEYa7jPCKeYuAOi2GhFul5YdHEcaLah3GnCpOrSuz1y7ZqtQJ/8ScvQ8b68eY//Scszt7L6uOrVCpql/6EhEIh6uvrqUUbIYTwzP3791FTUwOJpLhuuuXT+Pg45HJ5Vg8UyGQynDhxAnV1dRgaGqLuKp8LBAK4cOECTCYTjh49CqGw+Gb4kj+4+PGbmJ8YwvGuRjQ31XEdh3fsARksmhi1SM+jSm0cx6p9GLWrMe0qnsMZZ04dA5J+nP+IX7fD19ul37p1i9qlP4GmpiYsLCwgFqPLK4QUA9p5KiIsy2JqaopuhT8Bn8/3RO3RN7I+x6y0tJTmmH1udXUVly5dQkNDA/bt20ffsyQnWJbFB298D6mwA6+8cAZCIf/e9uwBGXTyJORiapGeLyZlEj11Xsx55LjjUO/5DXGjUYc/++MXIYg78Isf/TusOpay+vjULv3J1dXVwe/30w17QgjhiWAwCKfTicbGRq6jFKz19uhdXV1ZrwUZhkFjYyN6enqwsLCAoaEhRKPRrD5HIfF6vbh48SJqamqwf/9+qr2L3OLcJAZ+9y8o1Qnx7FOnuI7DOywL2AJSlNNh9LwrVSVwqtaLKZcS405VUdThpSUGtDeWY/L2JdiX5riO85Dq6mrodDrcuXOH6ygFS6PRoKSkBDMzM1xHIYRkAf92Bciu2e12pFIpVFVVcR2lIGUyGdy8efOJ26Nv5MtzzIaHh/fsHDOn04mrV6+is7OTDm+QnBq9PoC58Us43FGH6ip+dsywB6kQ54JGlsKZOg9WQhKMLGuQKYJC/ElUlJfiW68+g7jPite+92/g92Zv05XapT85sViMuro6uh1OCCE8MTU1hcrKSpq3vEvZbo++EZ1Oh97eXsjlcgwMDOzJdrEejwdDQ0NoaWlBa2sr1d5FLhaN4u2ffgeChBvffPU5iETUAeDLvFEx0hkGJgXdluWCTp7C6ToPFn2yotkQX7sd7sP5D3/JdZSHMAyDAwcOwOFw7Mn3v2xpbm6G1Wrds2v4hBQT2gwvEuu3whsbG6nV9C5NTk6CYZistUffSGlpKc6ePYtUKoX+/v49N8fMbrfj+vXrOHToEKqrq7mOQ4pYJBzCR+/8PZSSBJ452811nMdKpBmshiWw0LxwTigkGfTUeeGPiTGypN3zG+KNDdX42ounEHDew8++/28RjYSz9tgqlQptbW3ULv0J1NfXw+Vywe/3cx2FEEL2tEgkguXlZboV/gRy0R59I2KxGIcOHUJHRwdu3LiB0dFRpNPpnD8vH7jdbly+fBltbW1oaGjgOg7Jg9+9+X34HBN4/uxRlJYYuI7DS/aAFGZ1HLR0yh2VNI1TtV4s+WW46yj8DXFzmREtdWZM3DqPFfsi13EeIpfL0dnZSe3Sn4DBYIBWq8Xs7CzXUQghT4je+ovE6uoqwuEwampquI5SkPx+P2ZmZnDw4MG8HCaQSqU4ceIEGhoaMDQ0hMnJyT3RNt1ms+HGjRs4dOgQzbUnOffJe/+IiHcOLzzVDblcxnWcx3IEpdBIU1BKqEU6V2SiDE7VehCMC3GDNsSxv6MVz/cewurCLfziR/8+q6ef6+vrqV36E5DJZKiqqqLb4YQQwrGZmRmYzWao1WquoxQkr9ebs/bom6mqqkJfXx+8Xi/Onz+PYDCYt+fmgsvlwpUrV9De3p6XQweEe6PX+zF65XdoqS3BkUMdXMfhpQct0rV0GJ1rKmkaPXVe2IOyohhd1ttzDEj4eDc7HFh7/9NqtVSHP4Hm5mbMzs7SwX5CChxthheJqakp1NfXQyQScR2l4LAsi9HRUdTX1+ekPfpGGIZBQ0MDenp6sLi4WPRzzGw2G0ZGRnD48GHaCCc5Z526i5tDv0VDpREd7fy9tWMPSFFOt8I5JxWx6K71IpQQYnhRi8weP5tw8vhBdB9uxuK9Ibz1k79CJksvCMMw6OrqgtVqpdvNu9TU1AS73Y5QKMR1FEII2ZPi8Tjm5+fR1NTEdZSCtF57NzY25rQ9+kaUSiVOnz6N0tJSDA4OYn5+vigPpbvdbly5cgX79u1DXV0d13FIHnhcTvz2je9BLYnj1Zeepnb4G/DHRIinBShR0g1ZPlBK0uip9cAZlBb8hni5pQSN1SaM3RiAy2njOs5DGIZBZ2cnFhcX4fP5uI5TkEpKSiCXy7GwsMB1FELIE6DN8CLg9Xrh9XrptO8uLS4uIhqN5rw9+kZ0Oh36+voezDGz2+2c5Mil9Y3wI0eOwGKxcB2HFLlUKoX3X/8uROkAXn7hLG8XApJpBishKSw0L5wXpCIWp2q8iCSFGF6mG+LPnu3G/pZyTI58jPdf/27WForVajXq6+sxOjpalIvPuaZQKFBeXo7p6WmuoxBCyJ40OzsLo9EInU7HdZSCND8/j0QiwelhAoFAgH379uHYsWOYmJjA8PBwUc0B9Xg8uHLlCjo6OlBbW8t1HJIH6XQa7/zzXyMeWMQfvXwWCgU/u6LxgT0ghVmVgJBWw3lDIVnr1OYISgu+ZXpvz3GwcS8ufMSv2eHA2tiyhoYGqsN3iWEYNDU1YXp6OmuXBQgh+Udv/0Xg/v37qK2thUQi4TpKwUkmkxgbG0NHRwent+pFIhEOHTqEzs5OjIyMFNUcM7vd/mAj3Gw2cx2H7AEXP/kV3Mtj6Du1H3o9f9tXOkMSKCVpqKXF8Xe9GEhELLprvAhTy3QwDINXX3oajVVa3LzwLvp/9/OsPXZzczMikQiWlpay9ph7SVNT04ODfIQQQvInmUxibm6OboXvUiKRwMTEBDo6OiAUCrmOg9LSUpw9exapVAr9/f3weDxcR3piHo8Hly9fRnt7O22E7yEDv/s5lqau4dSRVtTXVnEdh7fWWqTLqDMbD61tiHthC8gw5izcDfGqyjLUVxkwev0cPC4n13Ee0dTUhFgsRrebd6m8vBwCgYDWMQgpYLQZXuACgQBWVlbQ0NDAdZSCNDExAa1Wy5vbypWVlQ/NMQsEAlxHeiIOh+PBjHDaCCf54HLacOGj11GqE+PksUNcx9mUnQpxXpJ83jI9GBfi5rKmYAvxbBAKBfjW115AhVGE87/9Ka6d/yArjysWi9HR0YGxsbGiuomVLxqNBqWlpZidneU6CiGE7ClWqxUqlQpGo5HrKAVpYmICer2eV3WhVCrFiRMn0NDQgKGhIUxOThbsjTmv14vLly+jra2NWqPvIdapu7j48S9hMUrxVO9JruPwWjAuRDQpRKmaOrPxkVKSxqlaL5b9Mkys5H+MRrb0njoGNu7h5e1wkUiEjo4OjI+PI5GgUQE7tX47fGpqqmA/KxCy19FmeIGbmppCVVUV5HI511EKjt/vx8LCAjo7O3nVRnl9jllZWRnOnz8Pq9VakG+yKysrGB4exqFDh2hGOMkLlmXxwRvfRTrixCsv9EHI495nqQzgDEpRTi3SeUkqYnGq1gt/TIybtr29IS6RivGv//hlGJUp/P7N72Js5GJWHre8vBxqtRr37t3LyuPtNU1NTZibm6NFDEIIyZN0Oo2ZmRk0NzfzqnYsFF6vF4uLi7yrvYG1xe2Ghgb09PRgcXERly5dKrjuK8FgEFeuXEFLSwuNz9tDopEw3vmXv4Y47cM3v/osr+tfPrAHZChVxSGil4m3VNK1DfEFrwzTLgXXcXalprocNeU63L76KXweF9dxHmGxWKDT6TAxMcF1lIJUVVWFVCpVlCNOCdkL6CNAAYtEIrDZbGhsbOQ6SsFhWRajo6Oor6+HWs2/NsoCgQDt7e04duwY7t27h+Hh4YJa8PZ6vbh+/ToOHDhAG+Ekb25dOQfrxGUc6axHVSV/bpw8zkpICpk4DbU0xXUUsgHp5y3T3WExxp2FezI9G5RKOf7iT16BShjCO//yHczdH33ix2QYBvv374fVai34LihcMBgM0Ov1mJub4zoKIYTsCQsLC5BIJCgrK+M6SsFZr70bGxuhVCq5jrMhnU6Hvr4+KJVK9Pf3F8xCdzQaxeXLl1FdXU1rQ3sIy7L4zS/+BwLO+3jx6RMwGnVcR+I9W4AOoxcClTSNEzU+TK4qseCTcR1nV3p7jiETc+Pix69zHeURDMOgs7MTi4uL8Pl8XMcpOAKBAI2NjXQ7nJACRZvhBWx6ehoWiwUq1d5epN+N9Vmbzc3NXEfZ1Pocs3Q6jYGBAbjdbq4jbSkUCj04lV5VRfOqSH6EQ0F8/N4/QiVJ4pmzp7iOsyX754U4zy7GkC+RiTM4WePDgk9esCfTs0WnU+PPv/USRMlVvP7j/xP2xSdv0a1Wq1FfX4/R0VEqJHehqakJs7OzSKXoUA0hhORSJpPB9PQ03QrfpYWFBSQSiYKYtS4SiXDw4EHs378fIyMjGB0dRTqd5jrWhpLJJK5cuQKTyYT29nau45A8Ghn6GBM3PsW+pnJ07W/lOg7vheJChBIilFGL9IKgk6dwtMqPUZsGzqCE6zg7VldTgSqzBjevfAy/18N1nEeoVCqqw59ATU0NIpEIVldXuY5CCNkh2gwvUPF4HAsLCwVRUPJNMpnE2NgYOjo6IBKJuI6zJalUiuPHj6OhoQGXL1/m9RyzWCxGp9IJJz5+9+8R9Vrx4tPdkMn4XSylM4AjKIWF5oUXBJU0jZM1XkyuKrFYoCfTs6Ws1Ig//fpzSIeW8PMf/iW87pUnfszm5maEw2EsLS1lIeHeUlJSAoVCgfn5ea6jEEJIUXM4HGBZljpe7UIikcD4+Dg6OjogFAq5jrNtlZWV6Ovrg8/nw/nz53nZxSadTuPq1auQy+Xo6uqigxp7iMu5jA/f+SG08iRefqGX/uy3wRaQokSZgFjIz7U08qhSVQIHK/y4vqSFJyLmOs6OMAyDM91HkY6s4tInb3Ad57Gam5sRi8WwsLDAdZSCIxKJUFdXh9nZJ78gQAjJL9oML1Dz8/PQ6/XQarVcRyk4ExMT0Gq1sFgsXEfZti/OMVtaWuLlHLNkMonLly/DaDTSqXSSV7OTt3H7yodoqjWhva2B6zhbWg1LIBay0MnoNmehWD+ZftumwUqI34ctcq22pgLfeLkXYdcUXvvev0E4FHyixxOLxejo6MDY2BiSyWSWUu4N658N5ubmeHtIjhBCisHc3Bzq6uogENDyyU5NTExAr9fDbOb3CKPHUSqV6OnpQVlZGc6fPw+r1cqb91uWZTE8PIxMJoMjR47Q9+Yekkql8NZP/wqpkA1ff/lpyOVPdliXZYFkmkEgJsRqSIJFnwxTLgUmV5SYWFFi3KnCmEOFuw4VRu1q3LapMWpX44597f835lRhwqnEvRUl7q8qYPXI4QhK4I2KEE0KkOHHXxnYAzI6jF6AKrRxtJeGcGVBh2C8cA5UAUBjQxXKS1UYufwRgn4f13EeIRKJ0NHRgfHx8YIay8kXNTU1WF1dRSgU4joKIWQH+H8tljwik8nAarWis7OT6ygFx+/3Y35+Hn19fQV5elan06G3txd37txBf38/Dh48yItN/XQ6jWvXrtGpdLJjLMsilUohGo0iHo8jFos9+Gf914lEAplMBizLPvhn/dfpdBq//eA3iEYM6DzzEj6dUoJhWDAMIGJYyMQZSEVpyESZtX/Ea/8u/fwfAQffqvaADOWaGLVILzClqgS6Kvy4vqhFd40XesXePczQ1tqAlyJRfPDpNfz8B3+J/8f/+z9DKtv9Qlx5eTmsVivu3btHn212qLy8HHfv3sXKygrNsSWEkBwIBALweDw4cuQI11EKjtfrxeLiIs6ePVuw9aFAIEB7eztKSkpw48YNrKysoKurCxIJd4cjWZbF7du3EQqFcPr06YLodkey59xvfgrH3E30Hu9ATfXm3SpSaQaRpBCxlGDtn6QAsZQQ8Qf/vvbrDMtAyLCQidOQfl43CwUsBFirqxkGEDAshAwLRgCwWNtEZ1kG6QzAggHLMsiwQDwlWHv8lBCJtAAA++Ax1+twmSgNmXj912nIP//3XP2YiCQE8MdEsFCL9IJUb4winhLg8rwep+s8kIszXEfaFoZh0HvqKH75Xj+Gzr2J57/+v3Ed6REWiwXz8/O4d+8e9u/fz3WcgiKXy2GxWGC1WtHR0cF1HELINtGn5gLkcDgAgBY9d4hlWYyOjqKhoQFqtZrrOLu2PsespKQEIyMjqKys5LTtHMuyuHHjBtLpNI4fP06n0skj4vE4/H4//H7/Yze9M5kMhEIhZDIZZDIZpFIpZDIZtFotysrKIJFIwDAMBAIBGIZ56N8HP34busw0Xu3rxPG2FDKsf60wB4NUhnlQ8EeSQnij4ge/3rAwF6ehkqShkyehkqSzXpBnWMAelOJEtS+7D0zyolIbRzwVwpUFPXrqPFBL+TtDMteOHOpAKBzBwJUreOMf/iP+7P/173f9PsQwDDo7OzE4OIiamhpoNJospy1eAoEAtbW1mJubo8+FhBCSA3Nzc6isrIRUKuU6SkFhWRZ37txBQ0MDlEol13GeWElJCc6ePYubN29iYGAAhw8fhtFo5CTL5OQknE4nzpw5w+mmPMm/6fGbuHzuTVSVKtDbc/Sh/5ZMM/DHRPBFxQ/+byghhEjA/qHe/fxguF6ehEz9h1/LRBmIBGz2a98MHmzEx1PChzbk/THxF/6bABIhC60sCZ08BZ08CZ0sCbk4Oxvk9oAMJmUCEhFPrqmTHWstDSOWEuLy/FodLimQdvfNjTUwGxQYvvR79Dz3r6BU8Wster0OHxgYQE1NDXWf3aG6ujpcuXIFra2tdDCNkAJBf1MLELVp252lpSVEIhGcPHmS6yhZUVlZCb1ejxs3bmBwcBBHjhzJ+wbC+gGDYDBIp9IJgLWNb5/P9+Cf9Q1wpVIJrVYLuVwOvV7/yMa3SCTa8Y2RVccSbl98F7UmAZ7raYdQuP0Wy5kMEE8LEE1+oTBPCRBLrrWH88c0YBgWWlkKus+Lcq0sCbX0yTbIXWEJhAwLvZzaQReqBmMU8c8L8UI6mZ4LvT1HEQyFceNuP977mRZf/5/+v7u++aXRaFBfX487d+6gu7u7YG+QcaGmpgZTU1MIhUJQqVRcxyGEkKKRTCaxuLiInp4erqMUHJvNhmg0iqamJq6jZI1UKsXx48cxOzuLy5cvo6mpCc3NzXn9zGK1WjE7O4uenh7I5fK8PS/hXjgUxHs//6+QIoBXvvJNuKNS+KNi+KJi+GIihBNCyESZzzeSU6jQxqCTpSDjsFYRCACFJAOFJANg465a6Qzgj4ngj63975lcVSIYE0EkZB+qxXXyFBTindfjtqAUVVpqkV7IGAY4UB7A9UUtri7o0F3jhbAAlsQZhsGZU0fwq/cv4PK5t/DMq/9PriM9QqVSoa6uDmNjY+ju7uY6TkExGAxQKpVYWlpCbW0t13EIIdtAO1cFhtq07U4mk8G9e/fQ1tZWVBu263PM7t27h/Pnz6OjowM1NTV5K8inp6fhcDhw+vRpOpW+B8ViMfj9/oc2v2OxGJRKJXQ6HYxGI+rr66HT6SAWi7P63CzL4v3Xv4tMbAUvf/1lCHdYCQkEgFyQ+Xwj89HCPMMCobgIvqgIvpgYcx45AjEN8GCDPAXt5yfWd7JBbg9IYdHEqUV6gWsrDSGeEuDqgg49dR6ICqAQzwWGYfDS872IRD7EnSvvQ6nW4fk/+l93/R7U3NyMTz75hFp+7xC1aCOEkNxYWFiAVquFTqfjOkpByWQymJiYQEtLS1HV3sDaZ5+GhgaYTCYMDw9jdXUVhw8fzsvGtMvlwt27d3HixAnqorOHsCwLv9+Pf/z+d3B/wY+jJ7+Jy85GyETpBxvfVbootPIUZKLCPKQrFAAGRQoGRQpAFMDaBnkgtlaL+6JiTLmUCHy+Qa6Vrf3vNiiSKFHFN63FokkBvBExjlb58/M/huSMgAGOVPpxcc6AUbsGXeWBglhXaWupR+nF67h2/rfofuaPoVDy7/ByU1MTPvnkE6yurqKkpITrOAWDYRjU1dVhZmYmr2vxhJDdK67KZA+gNm27Y7VaIRQKUVVVxXWUrONqjpnD4cDk5CR6enqgUChy+lyEHxKJBJxOJ5xOJ9xu9yMb3w0NDdBqtVnf+H6cm5c/wcLkFRw70IjKiuxvmgkYQCNLQSNLoRprp8jXNsiFDwryeY8co7G1hSidPIlSVRxmdXzDzXGWXdsMP0yFeMFjGOCAJYCheT1uLmtxpNJfEIV4LggEAnzj1efx2uu/xpVPfwG1Ro9Tz3xjV48lFovR3NyMiYkJlJaWUjG5A9SijRBCsotlWczNzaG1tZXrKAVnfn4eDMOgurqa6yg5o9Vq0dvbizt37qC/vx9dXV0oL998fvOTCIfDuH79Ojo7O2EymXL2PIQf0uk03G43HA4HHA4H7twZxcTEBLpaLPjqSSN08hVIi7zlt1AA6BUp6L+8QR4Xrd2Ij4lw16FCLKVFiTIBs3qtFv/yTXh7QAqDIlmwBwXIw4QC4Fi1D4OzBsx65GgwRrmOtCWGYXD65GG8/bshXPnsHTz1yv/EdaRHSCQSNDU1YXx8HGfOnKE6fAcqKysxNjYGt9tN78+EFABaLSsg1KZtd5LJJCYnJ9HV1VXUb+j5nGMWDAZx48YNHDx4kG5KFLlQKASHw/FgA1ytVsNsNqO2tjZvG9+PZAoG8PF7/wi1NIWnzuRv7MHaBnkaGlka1bq1DXKWBYJxITwRCZwhCe6vqiAVpR8U40ZlEoLPf+y4I2KwYGBUUIv0YiAQAEerfDg/a8T9VSVaSsNcR+KMSCTEn37zJfzk5+/ik3d/BKVaj67jT+3qsdZPVi8vL6OysjLLSYsXtWgjhJDsWllZQSqVyukGZzFKpVKYnJzE/v37i36sm0gkwsGDB1FaWoqbN29idXUVHR0dEAqFWX2eZDKJq1evoqKiAjU1NVl9bMIf8Xj8wcFzp9MJsVgMs9mMcrMJV353AZ2lPvxvf/Q0pNIE11E5IxQAenkKevlaZ7f1WtwRlGLRJ8OoXQ2tPPWgFtdIU7AHZbBoqEV6MZGLMzhW5cOQ1QC1NI1SFf//Tuxra8DAxWFcPf8Bup/5Y8h4OOaivr4es7OzsNvt9NlnB4RCIWpqajA7O0ub4YQUANoMLyDUpm13ZmZmoFKpYDabuY6Sc+tzzObm5nD58mU0Njaiubk5qwsRiUQCV69eRX19PSoqKrL2uIQfWJaFx+N5cAo9HA6jpKQEFosFBw8e5EUXgI/e/jFivgV89atnIJNx256febBBHkWtIYpUZm0uuCMoxY1lLdIZBmWqBMyaOFwhMSya2IPNcVL4pCIWx6p9uDCnh1qWQrkmznUkzshkUvz5t17BP7z2Dn7z8/8KhVKD5o6dj3QRCoVobW3FxMQEysvLi34hPVuoRRshhGSX1WpFTU0NvQ/t0Ozs7IPxHXtFRUUF9Ho9hoeHMTg4iCNHjmStjTnLshgZGYFUKqVRKEUoGAw+OHju8Xig0WhgNpvR1NQErVaLVCqFH//1/w5Enfjmn70EqZRG033RH2rxCJpLIoinGDiDUjiCUkytKiEWZhBLCVCjiyCTWTvMTIqDQZHC/vIAhhe1OFPvgUqa5jrSpgQCAc50H8S7H17F1cH30PvCn3Id6REikQitra0YHx+H2Wymzz87UFtbi3PnziEajeZlbAohZPfoJ1uBYFkWVquVbvvsUDwex/T0NNrb2/fMwjDDMKivr8fp06exvLyMoaEhRCKRrDx2JpPB8PAw1Go1tQwsIslkEjabDSMjI/jwww9x7do1xONxtLW14cUXX8TJkydRX1/Pi43wmXu3cOf6R2ipK0VbSz3XcR4hEgBmdQJd5UE83+xCd40XSkkKU6sKzPvk8EbEmHEpEE5k98YI4Y5WlsKhigBGljXwx/b2GUO1Wom/+NbLkMGHN3/yH7Fkvb+rx6mqqoJAIIDVas1uwCJXUVGBWCwGj8fDdRRCCClokUgETqeTau8dSiQSmJqa2lO19zqFQoGenh5YLBacP38ec3NzYNknb2N97949BINBHD16lDYmigDLsvB6vbh79y4+/fRTDAwMwO12o6KiAs8++yz6+vrQ2toKnU4HhmHw8bv/gNX52zh7aj8qyrM/GqzYSEUsqvUxHKv248XWFZRr4pAIMxhzqvH7yRJcX9RiySdDmjqmF4VqXQw1+iiuLuiQTPP/PadzXzP0ahGu9P8G8Rg/uxWsjzdZWFjgOElhUSqVKCkpodeNkAJAn6YLhNvtRiKRoFYlO3T//n2YTKactQvns/U5ZiqVCgMDA7DZbE/8mGNjY4jFYjh06NCeW+AoNplMBna7HVeuXMGHH36IiYkJSKVSHDt2DC+88AIOHTqE8vJyTtqgbySZTOKDN74HCRvCV57v5f33IMOszTlrKwvjQHkAIoZFtS4KZ0iCc9NGfDZtxP1VBWJJeisudOWaOJqMEVxd0CGe4vf3Za6ZTHr86288D0Qc+PkP/hIu5/KOH0MgEKC9vR33799HKpXKQcriJBKJUFVVRYcICCHkCc3Pz6OsrIxu9+zQ/fv3YTAYUFJSwnUUTggEArS1teH48eO4f/8+rl+/jkRi9+17l5eXMTs7i2PHjkEioRvBhSyZTGJ2dhYDAwMYGhpCIpHAvn378OKLL+LEiROoq6t75OfNvdEruD74LmrLtTh14hBHyQuXUACEEkI0mSJ4rtmFU7VeqKUpTLqU+GiyBKN29Z4/yFwM2stCUEjSuLGkRRbOH+WUQCDA6RNdiPoXcW3wN1zHeaz197F79+5RHb5DtbW1mJ+fz8pBOEJI7tAKfIGwWq2oqqrK+vypYhaJRGC1WtHe3s51FM6IRCJ0dXXhwIEDuHnzJm7fvo10enftg+bn57G4uIjjx4/zaoOU7Ew4HMb4+Dg+/vhj3LlzB3q9HmfPnsXTTz+Nffv2wWg08naT+fyHv4TXPoGzp7qg1ai4jrMj9oAMFk0cDaYoumt9eLFlFc0lYbjCEnw8ZcK1BS2cQQnvCziyseaSMPTyJK4v6pDZ47cNKivM+NarTyHum8Nr3/+3CPh2flPZbDZDoVBgZmYmBwmLV01NDWw22xMtvhNCyF6WyWQwPz9Pt8J3KBqNwmq1oq2tjesonCspKUFfXx9YlkV/fz9cLteOH8Pn8+HmzZs4fPhw1lquk/xiWRZutxs3btzAhx9+iKWlJdTX1+P555/HoUOHYLFYIBI9fjM24PPg1z//H5ALQvj6V5+hrgC7kEgzWA1LYNHEwDCATp5Ca2kYTzW4cbzGh1SGwYVZAwZnDZj3ypEqgJvF5FEMAxyp9COcEGLcyf81ogOdbdAqBLg88B5v67Xy8nLI5XLMzc1xHaWglJWVgWVZOJ1OrqMQQjZBn6gKQDweh91up4J8hyYmJlBRUUHFI9Zap549exZ+vx+Dg4MIBAI7+nq32407d+7g6NGjUCqVOUpJciWTyTxomf/ZZ58hFArh4MGDePbZZ9HS0gKViv9Fw4p9EZc++RUsBjmOHz3AdZwdYVnAFpDC8oV50mIhi0ptDN21Pjzd6IZKmsZNmwafTJkwuaJElG6LFxyGAQ5W+JHKMLjjUHMdh3NNjTV49YVT8NvH8bPv/yWikfCOvp5hGLS3t2N6ehrx+N6dxb5TGo0Ger2eWrQRQsguORwOCAQClJaWch2loNy7dw9msxk6nY7rKLyw3nGrqakJV65cwb1795DZ5mnJeDyOa9euobm5GWazOcdJSbalUinMzc3hs88+w9WrVyGRSNDb24szZ86gpqZmww3wdSzL4t3X/gZR7xy++sIZaNT8r9X5yBGUQiNNQSl5+O8dwwBGRRKHKgJ4vmUV1boo5jxyfHjfhNs2NYJxuoBUaMRCFserfZj3yrHkk3EdZ1NC4drt8Ih3AcMXPuA6zmOt1+FTU1O83bDnI4FAgJqaGurSRgjP0Wp7AVhYWIDBYCiIDSu+8Pv9sNlsNNf6C3Y7xywWi+H69etob2/fsy3vClU8Hsfk5CQ+/vhjjI+Pw2Qy4dlnn8WxY8dQVlbG2xvgX8ayLN5//e/Axlfxygt9BXcy3h8TIZ4WoFT1+A09pSSN9rIQnmt2odMchCcqxqdTJgwvauGJUBeGQiISAMeqfLAHpJj38rsQz4cDna149vRBrFhv4PW//w9IJpM7+vr1MSf37+9u9vheVVtbC6vVSi3aCCFkF+bn51FTU1Mwn5P5IBAIYGlpiWrvL2EYBvX19Th9+jSWl5dx6dIlRCKRTb+GZVmMjIxAp9OhqakpT0lJNkQiEdy9excfffQR5ufn0dTUhOeffx6dnZ07uqAxdO4dzI1fwJHOOrS11OcwcXGzf+kw+uOIhSzqDFH01ntwqtaLVIbBwIwRl+d11LWtwKikaRyq9OOWnf8HGrr2t0EjZzD02bs7ro/zpaSkBDqdDlNTU1xHKSg1NTVYWVnZ8r2eEMKdwtpR2INYloXVaqVb4Ts0MTGB2tpaKBQKrqPwyvr8lxMnTuD+/fu4du3apif91ovxkpIS1NXV5TEpeRJ+vx83b97Exx9/DJfLha6uLjzzzDNobm6GTFZ4G3Q3Ln2ExfvXcLyrCeXlhXcgwx6QwqxKQLjFO66AASyaOE7W+HC2wQ2pKI3L8zoMzhqw5JPt+dbbhUIhyeBQZQB3HGoEYvwuxPOh+8RBnDzUhPnxC3j7p3+97VtR69ra2mC1Wqmg3AGLxYJkMrmrtqyEELKXhcNhrK6uoqamhusoBWViYgLV1dV0eH8DWq0Wvb29UKvVGBgYgM1m2/D3zszMPOjiRQcy+I9lWbhcLly7dg3nzp1DNBrFiRMn0Nvbi+rq6h2PObQtzODcb34Ck1qA5585k6PUxS+ZZrASkqJcE9vW72cYQC9P4XBlAM82uaCXJ3FzWYPPpo2Y81AL9UJhVidQp49ieFGLNI/XTkQiIU4d34+Q24qRoQ+5jrOh9vZ2zM3NIRqNch2lYMjlcpSVlWF+fp7rKISQDdBmOM+trq4inU7DYrFwHaVguN1uuN1uNDc3cx2Ft0wmE/r6+gBg0zlmU1NTiEQi2L9/PxXjPLc+m+bixYu4cOECGIZBb28vTp06BbPZXLB/fqGAH5/+5p+gkaVx9swJruPsii0g23Yhvk4lTaPTsnZbvFIbxb1VJT6eMmFyVYkkFeO8V6pKoN4QwfCSDikeF+L5wDAMnnv6FDqbLbh340P89lc/2NGNZa1Wi/Lycty7dy+HKYuLUChEdXU1tWgjhJAdmp+fh9lsLsjDo1zxeDxYXV1FS0sL11F4TSQSoaurC11dXbh16xZu376NVCr10O/xeDy4d+8ejhw5ArGYukPxndvtxsWLF3Ht2jUolUo8/fTTOHr0KIxG465q70Q8jrd++ldgEi5889VnIRbTodrdWglJoJSkoZamd/y1MnEGraVhPNvsQlNJGPNeOT6ZMmHGreD1BitZ01YaglDA4i7Px5YdOtABlZTFxU/eeuS9gC90Oh3MZjMmJye5jlJQamtrMT8/v+NLAISQ/KDNcJ6zWq2orq4uuLbAXGFZFuPj42hsbIRUKuU6Dq9tNcfM7Xbj/v37VIwXAI/Hg4sXL2JkZASlpaV47rnn0NXVtaN2bHz14Ts/Qsy/iK88ewpSqYTrODsWiAkRTQpRqt7dzGOxkEWDMYqnG93oKg9gJSTBp1MmzLjlVIzzXGtpGGJhBnft/C7E84FhGHzt5WfQUKHBjcG3MPD7X+zo61tbW7G8vIxAIJCjhMWnpqYGDoeD5q0TQsg2sSyLhYUF6si2Q5OTk6ivr6cDBNtUXl6Ovr4+BAIBnD9//sFnm0QigeHhYbS2tkKv13OckmwmEAjg6tWruHz5MkpKSvDss89i3759T9yV8Pdv/RCe5TE823sY5jJTltLuTbs5jP5lQgFQrYuht96DQxV+LHhlODdtwoJPRu3TeUwgAI5U+rHsl8Hm5++asFgsRPfRTgRdc7h5+WOu42yotbUVi4uL1KVtB0pLSyEQCLCyssJ1FELIY9AOK48lEgk4nU5UV1dzHaVguN1uBAIB1NfTbKXt2GiOWTwex/DwMNrb26HT6biOSTawXogPDQ2hpKTkQSt0iaTwNo0fZ2psBHevf4LWulK0Nhfm32l7QIZSVRyiJ3y3ZZi1tl89tV4crPBj3ivHZ9MmLFIxzlsCZq0QtwVlWPLRArFQKMC3vv4Cyo0iDP72J7h+4Xfb/lqlUomqqiqaWbYDKpUKer0ey8vLXEchhJCCsLq6CmCtgxbZHp/PB7fbjYaGBq6jFBSFQoFTp07BYrHg/PnzmJ2dxa1bt6DRaOi15LFIJIKRkREMDg5CLpfj2WefRWtra1YuDty9cQE3h95HY7UBx4/sz0LavSuVAZzBreeFbxfDAGXqBPoaPGgrDWFyRYX+GQMcNFOctxSSDLoqArhp0yCc4G+HhSOHOqGQpHHx07eQTu+8i0E+qFQqWCwWTE9Pcx2lYDAMg4qKCiwtLXEdhRDyGLQZzmM2mw0ajYZmb+3A1NQU6uvr6SbzDn1xjll/fz8uX74MvV5Pc8J56suF+DPPPJO1QpwvEokEfvur70GCEF58rpfrOLtmC2SvEAf+sCl+tsGDltIQJlZUGKBinLfk4gwOVfhx265GKM7fQjxfpFIJ/uyPX4ZBnsTvfvV3GL81tO2vbWxshM1mQzgczmHC4lJZWUlFOCGEbNPS0hIqKiqoI9sOTE1Nobq6mjqy7YJAIEBbWxtOnDiBiYkJOJ1OdHR0FOxoq2IWj8dx584dnDt3DizL4qmnnsL+/fuz9n3v87jwwRt/B6Uwiq+99DR9DzyhlZAUMnEaGml2W08zDFCli+GpRhdq9FHcXNbiolUPd6R41mCKSbkmjipdDMNLWvC1W7VEIkL30X3wO6dx++o5ruNsqKmpCQsLC4jFnqzbwl5SVVUFh8OBZDLJdRRCyJdQpcdjS0tLqKys5DpGwVg/mU63wndnfY6ZxWKB3++HUCjk7enEvSqRSODu3bv47LPPHirEi7Et4eDvfg6fcxJPnz4EraYwDwSF4kKEEiKYd9kifTMMs9a27elGF6r1Mdxc1uKSVQ8PFeO8Y1YnUKOPYnhJS63tASiVcvzFn3wVSkEAb//0/4Z16u62vo5Ope9ceXk5/H4/QqEQ11EIIYTXUqkU7HY7qqqquI5SMEKhEBwOBxobG7mOUtBEIhFYloVOp8OlS5fgcrm4jkQ+l0qlMDk5iU8//RThcBhnzpzB4cOHoVQqs/YcmUwG7/zLXyPmm8fXvtIHlerJWq0TwB6QolwTR67OFAgFQIMximeaXChRJnB5XoerCzoEYnTwmW/2lQXBssD4Cn/Xk44e2g+5OIULn7zJ2xnTWq0WJpMJs7OzXEcpGBqNBkqlEna7nesohJAvoc1wnopEIvB4PKioqOA6SsGYmppCTU0NnUx/Al6vFzabDUePHkUkEsHg4CD8fj/Xsfa89UL8k08+QTAYxOnTp7NeiPOJ0zaPy5+9jXKTHEcPdXIdZ9fsASlKlAmIhbm7sr1WjEfwTJMLRmUCQ/M6XF3QUjHOM+2lITAMMOak+eEAoNer8effegmi5Cp++eP/HxzL1m19XVNTExYXF+lU+jZJJBKUlpbS7XBCCNmC0+mETCaDVqvlOkrBmJqaQkVFxRPPSd7LkskkhoeH0dTUhJ6eHjQ3N+PKlSuYmJjg7abIXpDJZDA7O4tPP/0UTqcTx48fx4kTJ3Ly8+HCx7/Cwr3LOHGwGU2NNVl//L0mnQEcQSksTzgvfDvEQhatpWE82+SCXJzG4KwRI0saRBK0zM4Xws/nh8975XAE+TlKUCqV4MShdngd93FneJDrOBtqamrC3Nwc3XTeAerSRgg/0bs0Ty0tLaGkpKQob3zmwvrJdJqxtXvrxXhLSwvKy8tx6tQpVFRU4MKFC5idnQVLPZjzLpPJYG5u7qFC/OTJk0W9UJfJZPD+L/8ObHwVr7zQV9CtKm1BWV4KcWCtGG8rDeOZJjfk4gwGZ424uaxBNFm4r18xEXxeiC/6ZLAH6MAWAJjLTPhXX38WqeAifvb9b8PrXtnya+hU+s5VVVVhaWmJ3sMJIWQT6x3ZqD3x9kSjUSwtLaGpqYnrKAVtbGwMcrkczc3NYBgGdXV1OHPmDOx2Oy5duoRIJMJ1xD3HZrPh3LlzmJubw4EDB3D69GmYTKacPNfCzAQGfvsvKNOL8czZ7pw8x17jCksgFrLQybLbIn0zUhGL/ZYgnmp0gwVwbtqEuw4Vkml6P+EDlTSN/ZYgbi1rEE/x88/k+NEuSAUJnP/oDd4ehDIajdBoNJibm+M6SsGorKyEy+Wig/yE8AytkvMQy7LUIn2H6GT6kxsfH4dCoXjQ6k4gEKC1tRUnTpzA1NQUrl27hkQiwXHKvcPj8aC/vx+zs7PYv39/TgtxPrlx6UMsTV/HiYMtsJhLuI6za5GEAP6oCJYctEjfjEyUeVCMZ1jg3JQJ91cVyNA+GOeUkrVC/LZNzdtCPN/qairx9a+cQdh1Hz/7/rcRDgW3/Bo6lb4zZWVliMfj8Pl8XEchhBBeisfjcDqdVHvvwMzMDMrKyqBWU8eb3VpZWcHy8jIOHjz40CEMjUaDM2fOQKPRYGBgAMvLyxym3Dvi8TiuX7+OW7duobm5GU899RQsFkvODsjEolG88y9/DWHSg2+++ixEIurqlQ22gAzlmljOWqRvRilJ43BlAGfqPfBFxRiYMWI1RCPM+KBSG4NBkcQdu4brKI8lk0lw4nAb3LZ7GBu5yHWcDTU3N2N2dpbGaW6TXC6H0Wik93FCeIY2w3koEAggEonAYrFwHaUg0Mn0J7eysoKlpaVHinEAMJlMOHv2LACgv7+f5pjlWDqdxtjYGIaGhlBdXY2zZ8+ivLx8T9xUCfp9+PQ3P4FWnsHZ08e5jvNE7AEZTMoEJCJudqHXi/HuWi8WfXJcmDNQ63QeqNTGoOdxIc6Ffe2NePHsMbgXb+MXP/x3SMQ3P0BCp9J3RigUory8HIuLi1xHIYQQXrLZbNDr9UU7fijb4vE4rFYr1d5PIJlM4ubNm9i3b99jD/OLRCIcOHAAXV1duH37Nm7duoVUKn83Xfcam82Gzz77DCzL4qmnnkJNTU1Oa2+WZfHBG9+FzzGBF546hhKTIWfPtZdkWMAelMKiye9h9C/TylI4VetFgzGMq4s63LapkaJb4pxiGGB/eRCrYQlsfn52aTtxtAsSJo7zH7/B245epaWlkEqlmJ+f5zpKwaisrKQ6nBCeoc1wHlpaWoLFYoFIJOI6SkGYnp6mk+lPIJlM4tatW2hvb9/wZr1EIsGxY8dojlmOeTweDAwMwOVy4cyZM2hqairoNuE79fu3f4i4fxEvPdsDibSwT1HbeFCIA4BBkURfgxsmRQLnZ42YolvinGIY4IAliJWwBDZql/7AsSOdOHO8HctTV/Crf/rPW542p1PpO1NZWYnl5WV63yaEkMegjmw7Mzc3B71eD71ez3WUgnX37l2o1WrU1Gw+I7q8vBx9fX0IBoMYHByE3+/PU8K9IR6PY3h4GLdu3UJnZyeOHj2alzGFt6/14+6136O1rgyHD+7L+fPtFa6wBAKGhUHOffcohgHqjVGcbfAgGBehf8YAV7iw1zcKnUyUQaclgNt2frZLl8tlOHawBauLY5i4fZnrOI/FMAyampowPT1NdeU2lZeXIxgMIhjcugMeISQ/9s4uS4GgFuk7E4/HMT8/TyfTn8DY2BiUSiVqa2s3/X1fnmN28eJFmmOWJV+8DV5VVYXTp09Do9lbN0fv3x3G+PCnaG+0oLmpjus4TySWFMAbEfNiMxwAhAJgnzmE7lov5n1yXJzTIxinW+JckYkz2G8OYpTapT/k7JnjOLSvBtO3z+HXP/8fm56Ip1PpO2MymSAQCLC6usp1FEII4ZVwOAyv14vy8nKuoxSEZDKJ2dlZNDc3cx2lYDmdTthsNnR1dW3r9rFCocCpU6dQUVGBCxcuYHZ2lre3BguJzWZDf38/0uk0nnrqKVRWVualE5tn1YHf/ep7UEsS+OpXntoT3d/yxR6QolwT56RF+kaUkjRO1XpRb4zgyoIOo3a6Jc6lCk0cRkUCozzt0nby2EGIEcfgh7/k7c/58vJyCAQCav29TWKxGGazGUtLS1xHIYR8jjbDecblciGTyaCkpHBn5ebT3NwcDAYDnUzfpY1mlW1mfY6ZVqtFf38/fQh6Ql6v96Hb4M3NzXvqNjgAJBIJ/PbN70PKhPHCs2e4jvPE7EEpDIokZCJ+nZY1KJI42+CGQZHE4IwRUy4FeFpjFb0Kapf+CIZh8PILvWipMWD08m/wyXs/3fT3Njc306n0bWIYBpWVlVSEE0LIlywtLaGsrAxSKXVr2Y75+XkolUqYTCauoxSk9Y5sG7VH34hAIEBraytOnDiBqakpXLt2DfEtxsqQx0skEg9ug+/btw/Hjh3Ly21wYO0A/Fs//Q6SoSV8/ZWnoFDk53n3AvZBi/QY11EewTBAgzGKvnoPAjG6Jc6l9XbprrAEyzxsl65UynHkQBOc83cxeeca13EeSyAQoLGxEVNTU7zdsOeb9TqcXi9C+GFv7bgUgKWlJVRUVOy5zbDdWD+ZTrfCd2e3xTjwhzlmBw8epDlmu7R+G/zSpUt79jb4uoHfvga/YxJPnz4Mjbrw5zXaAvwsxIG1W+Id67fEvXJcoFvinKB26Y8nEAjwza+9gOpSGYY++RmGzr274e9dP5VOG7zbU1lZCbvdTu/VhBDyOerItjPpdBozMzNobm6m26y7tN326BsxmUw4e/YsGIbBwMAAdXzZofXZ4Ou3wauqqvL6vdz/wWuwzVzHqSNtqKuhnzvZ5ImIwbIMjAruW6RvRCV9zC1xOtObdzJRBvstAYzytF169/FDELFRnP/odd5unlZVVSGRSMDhcHAdpSCUlZUhmUzC4/FwHYUQAtoM55V0Og2bzYaqqiquoxSE+fl5qFQqOpm+S2NjY1CpVLsuxoE/zDELhUI0x2wHvF4vBgcHsbq6umdvg6+zL87iSv87qCxV4sihDq7jPLF4ioE7LEE5T1qkb4RuiXNPJs5gvyWI2zZ+FuJcEYuF+NNvfgUlahYfv/NDjF7vf+zvYxiGTqXvgEajgUKhgN1u5zoKIYTwgt/vRywWQ1lZGddRCsLS0hJEIhHMZjPXUQrSTtujb0QikeDo0aNobm7G1atXMTExQV1ytpBIJHDjxg1OboOvm7s/ikufvo4Kkwxnz5zI63PvBbaADBZ1DAKel1RfvCXuj4nQP22kW+IcKP+8Xfptu4Z3ayBqtQKH9zfANnsb0+M3uY7zWEKh8EEdTrYmEAhQUVFBh/gJ4Ym9ufvCU06nE1KpFDqdjusovJfJZDAzM4PGxkY6mb4L6+3Rn7QYB9bmmHV3d9Mcs23IZDIYHx/HpUuXUFlZiTNnzuzZ2+DA2uvx/uvfBeIuvPzC2aI4EOAIyqCTJyEX839Rav2W+Mkv3BIP0S3xvKrQxHg9t4wrcrkMf/GvXoZWGsF7r/1XTI+PPPb3VVVVIZlMYmVlJc8JCw/DMKiqqqIinBBCPre4uAiLxQKRSMR1FN5jWRazs7NoaGig2nsXnqQj2+MwDIO6ujqcOXMGdrsdFy9eRCQSyULS4uN2u/HZZ58hlUpxchscACLhEN75l/8CcdqPb3z1OQiFhV/z8gnLrndm4/dh9C9SSdPoqfWi3hjFlQUdxpwq3m3KFrP1dulunnZpO3XyCIRsBIMf/oK3a6s1NTUIBALwer1cRykIlZWVWF5epsNrhPAAfQrjkcXFRVRWVlKBuQ0OhwMMw8BisXAdpeCkUqmsFuPAH+aYnTx5EtPT07h69SrNMfuSeDyOS5cuwel07vnb4OuuX/gtbLM3cPJwK8xlRq7jZIUtIOX9rfAvMyqS6GtwQy9PYnDWAEdQwnWkPWO9EF8NS+h1/xKNWoU//9ZLkLIe/Oof/y8sz08/8nuEQiFqa2sxOzvLQcLCU1FRgdXVVcRi/BzjQAgh+ZLJZLC8vEwt0rfJ7XYjGo3S67VLk5OTT9yR7XE0Gg16e3uh1WrR39+P5eXlrD5+obNarbh8+TJaWlo4uQ0OrB0k+c0v/hbBlSl85ZkTMBi0ec9Q7LxREdIZBiXKBNdRdmTtlngEvfUe2ANSXF3QIZmmteB8kYky6DAHcdeh5t3rrlErcXBfHZZmRjB3f5TrOI8lFotRVVWFubk5rqMUBIPBAJFIBKfTyXUUQva8vb0TwyOJRAIrKytUYG7T3Nwc6urq6ODALkxNTUEmk2W9GAcAo9GIvr4+CAQC9Pf30xyzz/n9fgwODkImk+3p2eBfFPB5cO43/wydnEVvz3Gu42RFMs1gNSzh7bzwzYgEQKclhAPlAQwvaTG1Sm3T80UmyqC9NIQ7djXSdFD4ISUmA/71N54HG7Hh5z/4Ntwrj7b4rq2thcvlQigU4iBhYVEoFDAYDLRYTgjZ81wuFwCgpKSE4ySFYW5uDtXV1XSLfhcCgQDm5ubQ2dmZk7ULoVCIAwcO4ODBg7h9+zZu3ryJVCqV9ecpJJlMBqOjo5iYmMCJEyc4XTe6cekj3Bv5BB3N5TjQ2cpJhmJnD8hgVsdRqPcM1NI0eus9YAGcnzVQp7Y8qtTGoJSkcX9VyXWUR/R0H4EgHcbgh7/kOsqG6urqsLy8TBehtoFhGFRWVlKXNkJ4oEA/LhQfm80GrVYLlUrFdRTeCwQC8Hg8OdnMLXahUAgzMzPYv39/zgrC9Tlmra2tuHr1KsbHx/d0KxibzYYLFy6gpqYGR44coUWkz/3+rR8iEVzCS8+dhkRSHK+JIyiFRpqCUlK43++V2jh6ar2Y9Sgwsqyhzdk8qdFHIRGxmHLxrxDnWlWlBX/81bOIeWfx2vf+DYJ+30P/XSaTwWKx0Kn0baIinBBC1uZfU0e27YlGo3A4HKirq+M6SsFhWRajo6Ooq6vL+WHo8vJynD17FuFwGIODg/D7/Tl9Pr5KJBK4fPky3G43zpw5A5PJxFmWVccSPnrnR9DJ03j5hbP08yYHCrFF+uOIhSxOVPtQpo7j/JwBKyHqGJYPDAPstwQx61EgEOPXIQSdVo0D7TWYnxyGdWqM6ziPpdFoYDAYMD8/z3WUglBZWQmHw7HnD6wRwjXaDOcJm82GiooKrmMUhLm5OVRWVkIioQ+IO8GyLO7cuYOqqqqcz6VnGAa1tbU4c+YMHA4HLl68iHA4nNPn5BuWZXHv3j3cvHkThw8fRktLCxXAn7s3ehUTI59hX1M5mhqL51BLMRTiAKCTp9Bb70E4IcRFqwHRJH1UyLW1QjyAaZcS4QS/CnE+aG6qwyvPdcNnH8fPvv9txKLRh/57fX09FhYWqLDchvLycvj9fkS/9BoSQshewbIsnE4njdvaJqvVipKSEiiVdGBvp5aXlxEKhdDS0pKX55PL5Th16hQqKytx4cIFzMzM8HbebC4EAgEMDg5CLBbj9OnTnH7PplIpvP3P30EqbMPXX3kKMhmtXeVCICZCPC1Aqarwa3CGATrMIXSYg7i2oMOMW06d2vJAI0uhVh/BHYead6/36ZPHIEiHcP4j/t4Or6+vx9zc3J6+ALVdGo0GcrmcOqgSwjFa4eaBZDIJl8sFs9nMdRTeSyQSWFxcpJPpu+BwOODz+dDW1pa35/ziHLOBgYE905o1lUrh+vXrWFxcxOnTp2mx7QvisRh+9+YPIBOE8cIzZ7iOkzXJNIOVkBTlBdgi/XFk4gxO1XqhlqYwOGuAN1Ict/f5TC9PoVIXxR27musovHTwQBue7tkP59wwXv/7//DQxrder4dSqcTi4iKHCQuDRCKBwWCAw+HgOgohhHDC4/EAWHvvIJtLp9OYn59HfX0911EKTjKZxN27d9HR0QGxWJy352UYBi0tLTh58iRmZmZw9erVPdHC1uFw4MKFC6iqqsLRo0c578b26a9/AsfcCHpPdKC6qpzTLMXMFpDCrEpAWEQr29W6GLprvZhyKXHLRp3a8qG1NIxgXARbQMp1lIcYDBp0tlZiduIKFucmuY7zWGazGQzDUG25TWazmV4rQjhWRB8ZCtfKygpUKhWdtt6GxcVFaLXanN9sLjapVAp37txBe3t73m/Ur88xO3To0J6YYxaJRHDhwgUkk0n09vbSfPAv6f/tawisTOGZM0ehViu4jpM1KyEJlJI01NI011GyRigADpYH0GSK4JLVgEWfjOtIRa+9NARPVAxHkG6PPE7PycM43tUI69gg3v7n//LgBDrDMKirq8Pc3NyeugG1W1SEE0L2MofDgbKyMggKdcBsHtntdohEIpqtvguTk5NQqVScdf8zGo3o6+uDQCBAf39/0d5EY1kW9+/fx/DwMLq6utDa2sp5N7apsRu48tlbqC5T4cypo5xmKXa2gAyWIjmM/kUGRRK99R74YyIMzesRS9H7VS6JhSz2lYVw16FGKs2vbo6nTx4Dkwpi8Pe/4DrKY613BaWRZduzXofTmgUh3KF3VB5YL8jJ5liWhdVqpVvhuzA1NQWZTIbq6mrOMlgslofmmPl8Ps6y5IrL5cLg4CCMRiNOnjxJrfy/xLYwg6sD76CqTIXDB/dxHSerbAFZ0dwK/yKGARqMERyr9uGOXY0xh4p37cOKiUTEor00hDt2Nd0CeAyGYfDCsz3oaDJj4vrv8Ls3f/SgkKysrEQsFntw449szGw2w+VyIZlMch2FEELyzuFwUEe2bbJaraitreV8c7HQBAIBzM3NYf/+/Zy+dhKJBEePHkVrayuuXr2K8fHxomplm0qlcOPGDVitVvT09PBi7GAo4Md7P/8byJggvv7Ks3ToJocCMSGiSSHKVAmuo+SEXJzB6ToP5OI0zs8a4ItSp7ZcqtTGoJSkMbnKr0tqJpMO+5oqMD12Gcvz01zHeayamhp4PB6EQiGuo/CewWAAy7Lwer1cRyFkz6JPZhzLZDI0s2yb3G43EokEvVY7FAqFMDMzw3kxDjw8x+zixYtFNcfMarXiypUraGtrw/79+6nw/ZJMJoP3X/87MAkPXn6hj/PvxWxKZwBnSFIU88I3UqpK4Ey9B46gFFcXdEjy7MR0ManRRyERsphy8asQ5wuGYfC1l59BfYUawwNv4vxHbwBY60JSVVUFq9XKbcACoFKpoFAoivaWGCGEbCQUCiESidBN520IBALwer2oqqriOkpBYVkWo6OjqKur40WHsPVbe2fOnIHT6cTFixcRDoe5jvXEotEoLl68iGg0ijNnzvCicyDLsnjv5/8NYdcMXn7uFHQ6Gn2US/aADKWqOETC4lhPehyhADhcEUCtPoKLVj2W/fxq411MGAbYbwlizqNAMC7kOs5Dzpw6BiT9OP8RP2+HS6VSWCwWqsO3QSAQoKysjLq0EcIh2q3hmMfjAcMwNLNsG6xWK6qrqyEU8uuDCZ+xLIs7d+6gqqqKFwUiUHxzzNYXPCYmJnDixAnU1tZyHYmXrg6+D/vsTXQfaUNZqZHrOFm1EpJCJspAIy3e9v8AoJKmcabeAxbA+VkDwgn6WZwLDAPsLw9g2qWk13gDIpEQf/L1F2HRC9D//j/ixqWPAAC1tbWw2WwF/Z6SL9QqnRCyFzmdTphMprzOcC5U8/PzKC8vh1RKmy87YbPZEAqF0NLSwnWUh2g0mgebxgMDA1haWuI60q4Fg0GcP38eWq0Wp06dgkzGj1FOVwffx/ToALraq9HR3sR1nKJnC0qL+jD6OoYBmksiOFLpxy2bBtOu4hk1xzcaWQo1+gju2NW86oZXWmJAe2M5Jm9fgn2Jn+3Ia2trsbi4iHS6eMYG5grV4YRwizbDOeZ0OlFWVlZUtyRzIR6Pw263o6amhusoBWV1dRVerxdtbW1cR3nE+hwzoVBYsHPMMpkMRkZGsLKygjNnzsBkMnEdiZf8Xjf6P/gX6JVAb89xruNknS2wVojvhR/jYiGLE9U+lKgSuDinR4hnp6aLhV6eQqU2inGniusovCWVSvBn33oZBnkCH7z+33Fv9ArUajX0ej0WFxe5jsd7ZrMZTqezaLqzEELIdtB4su1Jp9NYXFykQ747lMlkMD4+jra2Nl4euBAKhdi/fz8OHTqE0dFR3Lx5E6lUYR3m9fv9uHjxIqqrq9HV1cWbbmyOpTl88t4/wKgCvvJsL9dxil4oLkQoLoJZXfyb4evM6gRO1Xpx36XE/VXaEM+V1tIwfDExVsP8Gnm4djvch/Mf/pLrKI9lNBohkUhgs9m4jsJ7paWlCIVCRdGlhZBCxI9PjnuY3W6nmWXbsLCwAIPBAJWKNga2i2VZjI+Po7m5mbezqyUSCY4cOfJgjtnY2FjBzDHLZDK4ceMG/H4/enp6oFRSS+PHYVkWv3vz+0gEl/HSc6chFhfX5mk6AziC0qKcF74RhgE6zUFU6WK4aNUjECuuP1O+aCkNwxmUwkvz4TakUinw5996GQpBEG/95D9jfnoctbW1sFqttMm7BYPBAAA0Y50QsmckEgm43W6qvbdheXkZMpnswXsF2R6r1QqhUIjq6mquo2zKYrHg7NmzCIfDGBgYgM/n4zrStvh8Ply6dAn19fVoa2vjzYWSZDKJt376V2CjTnzjlWchkfLvIESxsQekKFEmIC7iFumPo5OncKrWixm3EhMrSl7dXi4WYiGLZlMY404Vr15fc5kRLXVmTNw6jxU7/w5+r4/kmJ+f5zoK74nFYphMJrodTghHaDOcQ8FgENFoFKWlpVxH4TWWZWG1Wulk+g4tLy8jkUigrq6O6yib+uIcs5WVFVy4cIH3J+TS6TSuX7+OcDjMq9ZsfHRv9Aombw2gs6USjQ38XhjaDVdYArGQhU5WWLcqnhTDAG2lIdTqo7hkNcBPG7ZZJxdnUG+M0O3wLRgMWvz5N1+EILGCX/7430PAJpFMJuFyubiOxmsMw9C8MkLInrKysgKNRgOFgm7UbWV+fh61tbW82WwsBKlUCvfv3+fVJu1m5HI5Tp06haqqKly8eBEzMzO8Pkjo8Xhw6dIlNDc3864F/Udv/xiuxTt4uucgystLuI6zJ9iCMlj20GH0L9LKUuip82DeK+fdhm2xqDNEEE8JYAvwa0xIb88xIOHj7ezwqqoqeL1eBINBrqPwHrVKJ4Q7tBnOofWZZSIRbSJsxu12I5VKwWKxcB2lYGQyGUxMTKClpaVgZqyvzzHT6/W8nmOWTqdx7do1xGIxdHd30xy9TcRjMfzuzR9CJoji+ad7uI6TE7aADOWa2J5okf5lDLPWRqzRGMaleT3dYM6BJlMY/pgYKyF+dvfgC4ulBP/qj55BMrCAX/7o30GrUWNhYYHrWLxHRTghZC+hFunbEw6H4fV6UVlZyXWUgjIzMwOlUllQnQcYhkFLSwu6u7sxMzODq1evIh7nX9tpt9uNy5cvo62tDY2NjVzHecjE7csYvvAe6iq06D5xkOs4e0IkIYA/KoJlD7VI/zK1NI2eWi+WAzLccfBrvnUxEAqA1tIQJlZUyPDotS23lKCx2oSxGwNwOfnXjlwikcBsNvN2LZdPzGYz3G43kskk11EI2XNoM5xDDoejoIolriwtLaG8vJw386AKwfz8PAQCAaqqqriOsiNfnGN2584djIyM8GqOWSqVwpUrV5BKpdDd3c3b9vN8ce79nyK4Oo1ne49CpSq+WzgZdq1FukWzdwtxAGgqiaClJIQhqx6eCLUFzCaxkEUTD9u08VF9bRX+6CunEVyZxMWPXsPc3Byv3j/4qKSkBJFIBKFQiOsohBCSU5lMBk6nk2rvbVhaWkJZWRnVOTsQj8cxPT2N9vb2grgV/mUGgwFnz56FUChEf38/VlZWuI70wPpGeEdHB+rr67mO85CAz4Pf/OJ/QCGM4I9eeaYg/+wLkT0og0mZgES0t4sjlTSNnloPnEEJbYjnQJUuBgbAvFfOdZSH9PYcBxv34sJH/JwdXllZiaWlJV53GuEDhUIBtVoNp9PJdRRC9hzaXeRIIpGAx+OhgnwL6XQaNput4DZ1uZRKpTA5OYn29vaCPUBgsVjQ19eHaDTKmzlm6zfCM5kMTp48CbGYNv02szw/jevnf41qsxqHutq5jpMT7rAEDMPCIKfTnA3GKNpKQ7g8r4OPbohnVT1P27TxUUd7E1586gjCjtu4fGmQbodvgeaVEUL2CrfbDZFIBJ1Ox3UUXmNZFktLS3QrfIfu378Po9EIo9HIdZRdE4vFOHLkCNra2nDt2jWMjY0hk8lwmsnr9eLKlSvo6OhATU0Np1m+LJPJ4N3X/gZRrxVffeE0NGoaa5QvtgAdRl+nkGRwqtYLR1BKh6ezTMAAbWUhTK4qkeL2R+FDqirLUF9lwOj1c/C4+LeRWlZWhmQyCY/Hw3UU3qMubYRwozB3yoqA0+mERqOBXM6vU2Z843Q6IRaLodfruY5SMGZmZqBQKAr+oIVcLkd3dzcv5phlMhkMDw8jlUrhxIkTNNpgC+l0Gu+//rcQJL145cW+oj0lbwtIYVHH92SL9MepN0bRUhLG0Lwe/hj9HcmWtTZtYd61aeOr40cO4PTRNiS8U3jtJz9EOp3mOhKvURFOCNkL1lukF+tn0mzx+XyIxWIFX0fmUyQSgdVqRXt74R/+ZRgGNTU16O3txcrKCi5cuIBwOMxJFp/Ph8uXL6O1tRW1tbWcZNjM0Ll3MDd+AUf316O1mV831otZLCmANyLe0y3Sv0whyaC7xotFvwz3VpVcxykqFnUcCnEaM25+va5nuo+CjXt4eTtcIBCgoqKCWqVvg9lshtPp5PzgGSF7DW2Gc4RapG/P+sl0WrjYnkJv0fZlX55jduXKlbzPMVvfCI9Go3QjfJuuDvwajrlbOHW0HSUmA9dxcoJlAXtQinJNjOsovNJoiqDRGMaQVY9gXMh1nKJRpYvysk0bXz3ddwKnO024NzWPd177W2rTtomysjJ4PB4kEgmuoxBCSE6wLEu19zYtLS3BYrFAKKTPcNt17949lJeXQ6PRcB0la9RqNc6cOQODwYCBgQEsLi7m9fkDgQAuX76MpqYmNDQ05PW5t2N5fhqfvf9TlGiEeO7p01zH2VPsQSkMiiRkYto8+iKVNI1TtV5YPQpM0oZ41jAM0F4WwrRLgUSKP+urtTUVqCnX4fbVT+HzuLiO84jKykosLy/TJu8WdDodhEIh3G4311EI2VNoM5wD6XQaKysrVJBvIZlMwul0Upu2HZiamoLRaITJZOI6SlatzzETiUR5nWPGsixu3ryJUChEG+Hb5PO40P+712BQC3C6+yjXcXLGExGDZRkYldQi/cuaSyKo1UdwyapHiDbEs4Kvbdr4imEYfPOVHjTVGHDx/Cc49/6/cB2JtxQKBTQaDc0rI4QUrWAwiHg8jpKSEq6j8Fomk8Hy8jLV3jsQCASwvLyMtrY2rqNknVAoRGdnJw4fPoy7d+9iZGQEyWTu655gMIihoSHU19ejqakp58+3U/FYDG//819BkHDhm68+C7GYap18WmuRTofRH0ctTaO71osZtwLTLgXXcYqGSZmEQZHEfRe/Dhn09hxDJubGxY9f5zrKIwwGA0QiEdWXW2AYhrq0EcIB2gznwPrMMq1Wy3UUXrPZbNBoNFCr1VxHKQixWAxzc3NFWYwD+Z9jxrIsbt++DZ/Ph+7ubkilNK93KyzL4re/+h6SQTtefv50US8OrLVIj0HAnwPCvNJaGkaVNoaheT2iSfqokQ0WdRxycQZzHlrc2A6BQIC/ePUYpGoLLn74Gq4M/IbrSLxFRTghpJg5HA6UlJTQbectuFxrt8vo0MD23b9/H9XV1VAoivezmdlsRl9fH6LRKAYHB+Hz+XL2XPF4HJcvX0ZVVRWam5tz9jxP4vdv/QCe5TE823cYZaWFOyO+EMVTDNxhCcppXviGtLIUumu8mFxVYskv4zpO0WgrDcHqUSDOo9vhdTUVqDJrcPPKx/B7+TWfm2EYVFZWUqv0bVivw6mTHSH5QyvUHHA6nTCbzUXRxjqX1lukk+2ZmZlBaWlpUR+yyOccs9nZWTgcDnR3d0Mmo0JiO8ZvDWFqdBD7W6tQX1vFdZycWWuRLoOFCvENrbcUMykTuLaoQ5puMz8xhgGaTWHMuBX0em5TjSGFYz3PQaMU4sM3v4c7w4NcR+KlsrIyrKysUCs7QkhRWllZQVlZGdcxeG9xcZHGk+1AKBSC3W7n5e3lbJPL5eju7kZ1dTUuXryI6enprC/cZzIZXL9+HXq9nrcj3+4MD+LW0G/RVGPEscP7uY6z5ziCUujkScipRfqmdPIUjlT6ccumhi8q4jpOUdDJUzAoEph18+fgE8MwONN9FOnIKi598gbXcR5RWVkJh8ORl44ihcxkMiEWiyESiXAdhZA9gzbDOeByuejE9Rai0SjcbjcqKiq4jlIQEokE5ubm9kQxDuR+jtnKygomJiZw7NgxyOU0o3c7YtEofv/WDyEXxvD80z1cx8kpX1SEZJpBiZJm7G6GYYADlgAYsLhl04AOuz45szoOiZDFoo9+Lm2HRMSiygicefbr0EgieO+1/4KZiVtcx+IdnU4HhmHg9/u5jkIIIVmVTqfh9XqLboRUtqVSKdjtdjqIvgPT09MoLy8v6lvhX8QwDJqbm9Hd3Y25uTlcuXIFsVh22lWzLIvR0VGkUikcPHiQlxvhPs8qPnjju1CJY/jaS8/wMmOxswXoMPp2lakTaCkJ4+qCDjHq0pYVzSVhzHkUSKb583e/saEK5aUqjFz+CEG/j+s4D1nv8mqz2biOwmsikQh6vf5Bdx5CSO7Ru2KexeNxBAIBGI3UUmkzS0tLKCkpoRu52zQ3Nwe9Xg+DwcB1lLzJ1RyzUCiE4eFh7N+/f0+9nk/q3G9+gpBrBs/1HYdSWdwbdbaADGZ1HAJ6B92SUAAcq/LDFZZgmkcnqQsVwwBNpjCmXApk6HDBtlRqY/ClTfizP34J4rQbb/zDf4BtYYbrWLzCMAyMRiMV4YSQouP1eiGRSKBU8mvWJ984HA4oFIqi7jCWTdFoFIuLi3vmIPoXGQwG9PX1QSwWY2BgACsrK0/8mFarFQ6HA8eOHYNIxL+brJlMBm//83cQ9y/ga1/pLfpal4+SaQar1CJ9RxqNkc+7tGmpq1gWGBVJqKQpWL38+fvPMAx6Tx1FKuLE0Lk3uY7zCGqVvj1UhxOSX7SUn2dutxtqtZrmD2+BWqRvXyqVwuzs7J4sxoFH55h5vd5dP1YymcTVq1dRXV2N6urqLKYsbotz9zF88TeosWjQtb+V6zg5xbJr88KpEN8+mTiD49U+TK4q4QxKuI5T8Cq0a7dwbAE6LLYdZnUc8ZQAEnUp/vU3nkMmvIyf/+DbcK/YuY7GKyaTCW63m+sYhBCSVS6XCyaTiW5xbmG99qbXaXtmZ2dRWloKjUbDdRROiMViHD58GG1tbbh27RrGxsZ2PWpldXUVY2NjOHr0KG9v2Q9++EssTl7FyUMtaGyo4TrOnuQISqGRpqCUpLmOUjAYBugqD4AFg9t26tL2pNYOpUd4N7KsubEGZoMCw5d+j3AoyHWch1RUVMDtdiMajXIdhddMJhNcLhfNDSckT2gzPM/WC3KyMb/fj3A4DIvFwnWUgjA/Pw+5XL6nW+9/cY7ZpUuXdjXHjGVZ3LhxAwqFAvv27ctR0uKTTqfx/i//FoKkD6+8cLboF9ECMRHiaQFKVbQZvhM6eQoHywMYXtIiGBdyHaegCRig0RTB1KqCFjW2QSgAyjVxLPnkqK4qxx+/ehYRzwx+9v1vIxSgtuDr1jfDaW44IaSYuFwu6si2hXg8jpWVFTqIvk17bTzZRhiGQU1NDXp7e7G6uooLFy4gFArt6DHC4TCuX7+Ozs5O3v49nZ8ex/nf/wxmvRhP953kOs6eZQtIqUX6Lqx1afNhJSTh1bzrQrU2sizDq5FlDMPgzKkjSIYcuHzuLa7jPEQul8NkMmF5eZnrKLym1+uRSCRobjgheUKb4XnmdrtpM3wLS0tLsFgsvGyRxTeZTAbT09Nobm4u+k3IrTzpHLPx8XGEQiEcOXJkz7+WO3H5s3exsjCKnmP7YDLpuY6Tc7aAFGZVAkJ699yxCm0c9YYIri7okODRrK1CVK2LIp4WwBmim/bbUamNYtkvRYYFWprq8MqzJ+C13cXPfvBtxLM077LQaTQamhtOCCkqNC98e2w2G/R6PW9v5fLNXhxPthm1Wo3Tp0/DYDBgcHAQi4uL2/q69Y5sVVVVqKnh523raCSCd177a4hSPnzz1ecgEtGBXi6k0gxWQlKUa+gz+27IxRkcr/JhYlWJFaodn8j67XC+jSxra6lHqV6Ga+d/i0h4Z4eSco1apW+N5oYTkl+0nJ9HNC98ayzLwmazoby8nOsoBWFxcREikYhu0X/BbuaYLS4uYn5+HsePH4dYLM5DyuLgda9g8MOfw6gW4HT3Ea7j5IUtKIOFCvFday0NQy1NYXhRy6sCstAIBUCDIYKpVSXdDt8GkzIJMIAnsvbz/VDXPjx1qhOO2et4/e//L6RSKY4Tco/mhhNCig3NC98eu91Otfc27fXxZBsRCoXo7OzE4cOHcffuXdy4cQPJZHLD38+yLEZGRiCTyXjbkY1lWXzwxt/B75jEC08d2xOHvvnKGZJAKUlDLaUW6bulV6RwwBLE8KIWIerS9kT4OLKMYRicPnkYiZAdVz57h+s4DzGbzQgEAnTreQtUhxOSP7QZnkc0L3xrwWAQ8Xh8T7f83i6WZTE1NYXGxka6yfwl63PM2tvbt5xj5vV6cfv2bRw5cgRqtTrPSQsXy7L47a++j2TQhpdf6N0TJ+UDMSEiCSHKVAmuoxQshgEOVQQQSwkx5lBxHaeg1RqiCMRFcEfoAM9WGAYoUyXgCP7h89fp7iM4dqABc2MDePe1v6H24PjDvDJCCCkGNC98a8lkEi6XC2azmesoBYHGk23ObDbj7NmziMViGBwchNfrfezvu3fvHoLBII4cOQKBgJ9LkreunMPY9Y/QVl+KQ13tXMfZ02wBOoyeDVW6GGr0UVxd0CFJXdp2ja8jy/a1NcCokeDq+Q8Q49GMbolEAqPRCIfDwXUUXqO54YTkDz8/eRYpmhe+NYfDgZKSEmqRvg12ux3pdBpVVVVcR+ElhmFQXV39YI7Z+fPnH5ljFo1Gce3aNbS2tqK0tJSjpIVpbOQipkfPo6u9BnU1FVzHyQt7QIZSVRwiIX1AfRJiIYvj1T4s+uWY9/LnRHWhEQtZ1BkimHLRjbftMKvjcASlDxYtGIbBC8/0oL2+FGNXf4sP3/77PV980txwQkgxodp7aysrK1CpVHR7fhsymQxmZmZoPNkWZDIZuru7UVNTg0uXLmFqauqhz1dLS0uYnZ3F8ePHIZHws2Wze8WO37/1A2ikSXz1K0/RnzeH0pm1m+HlNC88K9rLQlBK0hhe0vJqI7fQVOuiiKcEvGo7LxAIcKb7IOKBZVwdeJfrOA8pKyujzfAtGAwGmhtOSJ7QZngeUUG+NafTSSfTt2l2dhb19fW8PU3NF+tzzEwmEwYHB7GwsABgbY7gtWvXUFJSgoaGBo5TFpZoJILfv/0jKERxPPdUD9dx8sYWlFIhniVKSRpHq3y4Y9fQzeYnUG+IwhWWULu7bShRxRFNChFK/OG1EggE+PpXn0WtRYlrn72Bi5+8xWFC7mk0GggEApobTggpeOvzwmk82eYcDgfV3tu0vpBPr9fWGIZBU1MTuru7YbVacfnyZcRiMfh8Pty6dYvXHdnS6TTe/ufvIBlawtdffgpyOR3c5dJKSAqZKAONlEYaZQPDAIcr/YgkhRhzUpe23RIKgBpDFHMeBddRHtK5rxl6tQhXBt5HPMafbgpmsxlut3vT8Rl7nVAopLnhhOQJ7aLlSTweRzAYpIJ8E/F4HF6vF2VlZVxH4T2/3w+fz4eamhquoxQEoVCIjo4OHDlyBGNjY7hx4wZGR0fBMAwOHDhAp7136NNf/xPC7lk8d/YYFIq9sUAQTggRiotgVtNmeLaUKJNoLwvi+qIWiRT9HdwNmTiDck2Md4U4H4kEQIny4VbpACASCfGvvvEVmHUMzv367zEy9DFHCblHc8MJIcXC4/HQvPAtZDIZOoi+A3Nzc6itraWD6DtgMBjQ19cHiUSC/v5+XL16FU1NTbxe7/ns/ddgmxlGz9F21O6R7md8ZgtIYdHEQcs12SMWsjhe5YPVK8cqj242F5pafRSrYQnCCf4cShcIBDh9ogtR/yKun3+f6zgPqFQqKBQKrK6uch2F12hkGSH5QZ/k84TmhW/N4XBAq9VCJtsbm2tPYm5uDhUVFbxtLcZXZWVlOHv2LILBIBYWFtDY2AihkD8fXgvBwswEblx6H3UVOhzobOU6Tt7YAlKUKBMQU4v0rKozRKGXp3DHwc/bIYWgzhDFgk9Gs9+2Yb1V+pfJZBL82bdegU4aw/u//O+YvHONg3T8QEU4IaQYuN1umhe+BY/HA4ZhoNfruY7Ce4FAAB6Phw6i74JYLMbhw4eh0+kQi8WQSCSQTqe5jvVYs5O3cenT11FhkqHv9HGu4+x5mQzgCEpRTvPCs04lTWNfWQg3bRqqIXdJLs7ArI5jziPnOspDDnS2QasQYKj/XSQSCa7jPGA2m6lV+hbWD6Xv9dFthOQabYbnCbVI3xqdTN+eRCKBpaUl1NfXcx2lIAmFQiQSCZjNZoyMjDwyx4xsLJ1O4/03vgtRyo+Xn+/bUwuMtoAMFirEs45hgAOWAJwhKewBOiy2G3p5EkpJGkt+Oki2lTJ1HN6IGPHHdCJQqxX4iz95GQrGjzf/6T9hYWaCg4Tco7nhhJBiQLX31tZr7730eX631g+i08WG3fF6vXC73Th+/DjcbjcuXLiAUCjEdayHRMIhvPvaf4WE9eMbX30OQiEtlXJtNSyBWMhCJ6MW6blQq49CKUljnNql71q9IYIFrxwpHpVNQuHa7fCIdwHDFz7gOs4DZrMZTqeT1l43sT43PBwOcx2FkKJGn/DyhAryzaXTaaysrMBisXAdhfcWFxeh1Wqh1Wq5jlKQxsfHoVQqcezYMZw6deqhOWZkc0Ofvo3VhTs4fbwDRqOO6zh5E0kI4I+KYKEW6TkhE2fQaQ7itl1N7dJ3gWHWCvE5jwJUW25OLs5AK0/B+Zjb4QBgNOrwZ9/8CgRxJ37543+PFftCnhNyj+aGE0IKHc0L3x673U4H0bchmUxicXERdXV1XEcpSOl0Gjdv3kRLSwvMZjNOnz4Nk8mEwcFBLCws8GJjhGVZ/Prn/w3BlSm89MxJGAy0zsIHtoAMFnWMWqTnCMMAXeV+LPplWKF26btiUCQhl6SxzLND6V3726CRMxj67F3ezOk2GAwA1rrSkMdbnxvudru5jkJIUaPN8DygeeFbc7lckEgkUKupVe5mWJbF3NwcFeO7tLq6isXFRXR1dT1oC9jX1wepVIr+/n44nU6uI/KWx+XE4Ie/gEkjxKmTh7mOk1f2oAxGZQISEfeLNcWqUhuDXp6kdum7VKGNIZYSwBMRcx2F98yqx7dKX1deXoI/+doziPus+Nn3vw2/d28VozQ3nBBS6Ghe+NaCwSCi0ShKSkq4jsJ7S0tLUKlU1E5+l+7duweRSISGhgYAa4v9HR0dOHLkCMbGxjAyMsL5Zs3wxd9j8uZn6GypwP6OFk6zkDUZdr1FOh1GzyWlJIN9ZSHconbpu8IwazfsrR4F11EeIhIJcer4foTcVowMfch1HABrNWZZWRm1St8CjSwjJPdoMzwPaF741hwOB7Vp2waXy4VkMkk36HchmUzi5s2b2Ldv30OLY2KxGIcOHcK+fftw/fp13L17l7dzzLjCsiw+eP27SIXteOWFXohEe2vOui1AhXiurbVLD8IZksJG7dJ3TCgAqrRRWL38mlnGR2ZNHCthCdKbtLNrqK/C117sQcB5Dz/7/r9FNLK3WpVREU4IKWQ0L3xrTqcTJSUlEIlEXEfhNZZlYbVa6SD6Lnk8HszNzeHQoUMQCB5eeiwrK8PZs2cRj8cxMDAAr9fLScYV+wI+eufH0MnTeGmPjQHjM3dYAoZhYVDw41ZrMVtrl57CGLVL35VKbQzBhBC+KL/eTw8d6IBKyuLiJ28hleLHqAGaG741mhtOSO7RZngeUIv0zbEs+2AznGxufn4e1dXVEAr31mZkNqy3R6+trX3kvzEMg+rqavT19cHlcvFyjhmX7gwPYnbsEg511KKmupzrOHkVSwrgjYipRXoerLdLH7WpHzvTmWyu1hCFLSCj124LGmkKEiELV3jzdoD7O1rwfN9hrM7fwi9+9O85v7WUTzQ3nBBSyKj23prD4UBZWRnXMXjP6/UiEomgoqKC6ygFJ51OY2RkBC0tLRt2/5PJZDh58iRqa2tx6dIlTE1N5XUDIJVK4e2ffgeZiB3f+OrTkMmoVTRf2AJSWNRxapGeBwwDHCwPYJnape+KWMiiUhvj3aF0sViI7qOdCLrmcPPyx1zHAQCUlpYiEonQWusmaG44IblHm+F54PF4qEX6Jvx+P1KpFC1abCEWi8Fut6OmpobrKAVnZWXlofboG1GpVA/mmA0MDPBmjhmXIuEQPnznx1CK43j27Cmu4+SdPSiFQZGETEybQvlQqY1Br0jijl3DdZSCo5amoZcnsejjVyHONwwDmNWbt0pfd/JYF04dacHivSG8+U//957ZHF6fGx4IBLiOQgghO8KyLHw+H7W03kQikYDH46GD6NtgtVpRWVlJN+h3YWJiAhKJBI2NjZv+PoZh0NTUhFOnTmF+fh6XL19GLBbLS8ZP3vtHOOdvoffkflRVUuc9vmDZtRq8XJOf7wMCKCQZtFO79F2r1Uex5Jfx7rU7cqgTCkkaFz99ixfdL0UiEUwmE90O34RQKIRWq+WsWwohewFthudYOp1GIBCATqfjOgpvORwOlJaWPtI6izxsaWkJBoMBKhW1L9qJZDKJW7duPdIefSPrc8yOHj2K8fFx3LhxY0/dCPyyT3/9T4h45vD8Uycgl8u4jpN3toAUFirE82a9XfpKWELt0neh1hDFvFeOPX6GZ0vrm+HbeZ2eOXsSB1orcP/mJ3j/9e/uiQNSDMNAq9XC5/NxHYUQQnYkGAwCwIY3Uclai3SNRgO5nA7PbSaVSsFms9FB9F3weDywWq04ePDgttuO6/V69Pb2QiqVor+/H06nM6cZ798dxtX+t1FjVuF09+GcPhfZGU9EDJZlYFTu3TUYLlC79N3TyVNQSdK8W7+QSEToProPfuc0bl89x3UcANQqfTt0Oh38fj/XMQgpWrT7mGOBQAAikQgKhYLrKLzldDqpTds2LC4uoqqqiusYBWdsbGzD9uibKSsrQ19fHxKJBAYGBuDxeHITkMfmp8cxcum3qK80oHNfM9dx8i6eYuAOS2heeJ7JxBnsp3bpu2JWxxBNCeCP0Q2mzRgVCSQzDALxrV8nhmHw1a88haZqLW5eeBefffCzPCTkHhXhhJBC5PP5oNVqae7vJlZXV1FaWsp1DN5zOBxQKBTQarVcRykoqVRqy/boGxGLxTh8+DA6OjowPDyMu3fv5uQ2Y9Dvw3s/+xvImBC+/tXn6FIGz9gCUpjVcQjox3heUbv0J1OljWHJz7/LI0cP7YdcnMKFT97kRZez0tJSeDwe3swx5yM6lE5IbtGnvhzz+XzQ6XRUkG8gmUzC7/ejpKSE6yi8FggEEA6HYbFQ+66dWFlZwfLy8o5OpX/R+hyzuro6DA0N4f79+3viViCwtpDx/ut/C1Haj5ef79uTP8McQSl08iTk1CI97yqoXfquiARAuSbOy0KcT4QCwCBPwh0Wb+/3CwX441dfQIVRhAu//2dcHXw/xwm5p9PpqAgnhBQcv99PHdk2wbIszVTfpqWlJVRWVu7JGuhJ3Lt3b1vt0TdTVVWF3t5euFwuXLhw4UHHh2xgWRbv/exvEPHM4qvP90CroVuwfLLWIl1GLdI5opBksK8shJvL1C59pyq0MbjDEkST/NpmkUolOHGoHV7HfdwZHuQ6DhQKBWQy2Z68bLRd64fS98raMyH5xq+f0kXI7/fTaeJNeDweKBQKatO2haWlJZjNZojF21u4Jw+3R3+SzgwMw6CxsRGnTp3CwsIChoaG8jbHjEuXPn0LrqUx9Hbvh8GwN3+G2QIyWOhWOCeoXfruVX5+Kj1DtdOmTMoEXOHt33qQSMX4s2+9ApMqjQ/f+h7u3riQw3Tc02q1CAQCvLhBQAgh27V+M5w8XiQSQSwWg8Fg4DoKr8XjcaysrKCyspLrKAXF6/XuuD36RlQqFc6cOYOSkhIMDg5ifn4+KxsDV/p/jZm753GooxbtbbvfsCe54YuKkEwzKFEmuI6yZ9Xoo1BLUxinduk7IhNnYFImsMzDQ+nHj3ZBKkjg/EdvcF7bMQwDk8kEl8vFaQ4+U6vVyGQyCIVCXEchpCjRZniOrd8MJ4/ncrlgNBq5jsFrLMs+OJlOtm9mZgZyuTxrc97W55jJZDL09/cX9Zwb94od5z/8BUq1InQfP8R1HE4k0wxWqUU6p2TiDPaVBTHmUIH247ZvffFoJxu9e5FJmYQ7ItnRfHWFQoY//9bLUAlDePdfvoPZydu5C8gxpVIJgUCAQCDAdRRCCNkWlmXpZvgWXC4X9Ho9RCIap7KZ5eVlGAwGGnW3Q+Pj46ivr99xe/SNCAQC7Nu3D8eOHcPExARu3LiBZHL3c6Tti7P49Df/BKMKeOHp01nJSLLLFpCttUinlWrOMAzQaQliwSdHKC7kOk5BqdTFsMjDzXCZTILjh9rgtt3D2MhFruPAZDLB7XZzHYO3BAIBtFotjSwjJEeoCsqhdDqNQCBABfkmXC4X6uvruY7Ba263G+l0mma77UA8Hsf09DROnjyZ1dZ263PMFhcXcePGDVRXV6O9vR1CYfEUCSzL4oM3vod0xImXX30RQiF3lSjLAvG0APGkALHU+j9CZDJABsyDTSwGa0WbgGEhEWYgE2cgE2UgFaUhE2Wwm/8JjqAUGmkKSkn259SR7avWxTDjVsLqlaPeGOU6TkFgmM9vh/tkKFXRrYqN6ORJpFkgGBdBI9v+zDKdTo0//9ZL+Mkv3scbf/8f8D//79+Bpar4PscwDPOgRRt9jiWEFIL1VsrZ2ogrRtQifXuWlpZQXV3NdYyCsrKyAr/fj2PHjmX9sUtLS9HX14ebN29iYGAAhw8f3nF3g0Qigbf/+TtAbAXf+PorkEip494XZTJAKCFELCVELPXF+nvt18m0ABl2rT5nwXxef7NgAAgFLGSiDGTitdp7rQ5f+7VSnIZEtL2Tp2st0qXYV0a3IbmmlqZRpY3i3ooKR6poQ267LOo4Rm0aBGJCaGT8Wkc6cbQLV0YmcP7jN9Bx+DSnI0BMJhNu3bqFVCpFh/M2sD43nC7FEZJ99FMnhwKBAEQiEZ0o3sD6vHAqyDe3tLSE8vJyCOh47Lbdv38fJpMpZ10HqqqqoNfrcePGDVy4cAGHDx8umoW329f6MTd+CYc76lBdVZ6X52RZIBgXwhcTwx8VwxcTIZIQIp4SgAUDsWBtg/sPm9ssBAzAYK2wzoABmwEyrAD+mBixz4v3B18vzEAmSkMrS0ErS0EnT0IrS0Es3LgwtwWk1CKdBxgGaCsN4bZNjWpdDKJN/szIH1RqY7ho1WN/Zm2OOHmUgAGMiiRWw+IdbYYDQFmpEX/69efw2q8+xM9/+Jf4X/6P/wJDiTlHSbmzXoRnq8MKIYTk0vp4Mprx/Hgsy8LtdtMm7xZCoRD8fj/Ky/NTBxUDlmUxPj6OpqamnI11k8lkOHHiBGZmZjA0NITm5mY0NTVt++/7R2//GK7FO3ju9EGUl5fkJGOhSGeAQFz0oO72RcUIxkVggIc2tGXiNHTyJGSiDCTCzFr9/fkGOIC1zXEwSGUYxJJrtXc0KYQ3Kn6woR5PCyEXp6GTJaGTJ6GTp6CVJSF9zAZ5ICZCLCVAqYpqcD5oKQ3j3JQJvqgIOvnOaqW9SixkYVbHseSXo13Gr0MdCoUMx7pacHFkDBO3L6O9q5vDLH+YG06Xvh5Pp9NhcXGR6xiEFCXaDM8hKsg3R/PCt5ZOp2Gz2XDixAmuoxSMcDgMq9WK3t7enD6PSqXC6dOnMTExgcHBQXR2dqK6urqg/75HwiF8/O7fQyVJ4Jmzp3L2POstyF1hCfxREfyxtUUTrSwJrTyFGl0USmkasie42Q384WZ5LLlWmAdiIrgjYsy4FYilBFBK1gp8vTyJMlUCKuna6d1UmsFKSIp2OpXOC2Z1HFMSBWbcCrSUhrmOUxC0shTk4gwcQSkqtbSgtBGjIgF3WIKGXXQdqKkuxzde6cOvftOPn/3g2/hf/o//ApWmuObU6nQ6zMzMcB2DEEK2heaFb259Xrher+c6Cq8tLS2htLQUEgmNm9kum82GeDye845/DMOgsbERRqMRN27cwOrqKg4dOrTletL4rSHcuPge6it1OHm8K6cZ+Yhl12ZxO4JSOENSBOIiiAQstLIkdLIUmkxh6OQpKMRpZHspI5Fm4I+KHhx6X/DJEU6IIBenYVQkYFHHUaJKQCxkYQtIUaZK7Lr2J9klF2dQZ4hg3KlCd62P6zgFo1IXxahdg7bSUNb/Pj2pk8cO4urIJAY//CXaDmS3i+ZOrc8Np83wx9PpdLh79y5Yli3oNWZC+Ig2w3OI5oVvjtq0bc3pdEIsFtOixQ7cu3cPFRUV0Gg0OX+u9TlmJSUlGBkZwerqKg4cOJCzE/G59vG7f4+I14pvvtQDuVya1ceOJgVwBKVwBKVwhSVQSNIoVSZQa4hCKwtALc1+8c0weHCyXSdPPXTTO5YSPCjMnUEpxp1qKCRpmNVxCJkMFOI01FJ+tbbaqxgGaC8L4eqCDrWGyGNvEpCHMQxQpY1iySenzfBNmJRJTLuVYFns6udPW0s9Xno6gg8+vYaf//Av8T//f/4KUhn/5sTtlk6nQyAQQCaToe40hBDeo04Wm6N54VtjWRZLS0tob2/nOkrByGQymJiYQGtra95Gh+n1evT29uLOnTsYGBjAwYMHYTY/vkOP3+vG+7/8WygEUfzRyy/vmU2FVAZwhSVwBKRwhKTIZBiUquNoMEZgUCRzsvH9OBIhixJVEiWqP8x6T6YZ+KIirISluLeqwo1lIYyKBPxxEVpMdBidT5pMYXw6ZcJqSIISGr+1LaWqBNIZBu6IGCZlcusvyCOlUo4jB5pw+fZdTN65htb9xznLYjKZMD8/z9nz851arUYmk0E4HIZKpeI6DiFFhVa2cog2wzfncrly1sa6WCwtLaGysnLPFG1Pyu/3w2azobW1Na/Puz7HLJlMYmBgAB6PJ6/Pnw1z9+/g1uXfo7HKiH1tjVl5zHBCiHsrSgzMGPDJfRNsfhlKlAmcbXDj6UY3Oi1BVOli0MjyU4x/kUyUQZk6gZaSMLprfXihZRVtpSHEkwJMuVSIJoUYWdbAGZQ8mE1OuGNSJmFUJHF/Vcl1lIJRqY1hJSxBPEXvHxvRyZPIsGutInfryKEO9J3sgH3mOt74h/+IdLp4DtEolUoIBIIHc3gJIYSvWJaF3++n2nsTdBB9az6fD/F4HGVlZVxHKRjz8/NgGAZVVVV5fV6xWIxDhw6ho6MDN27cwJ07dx75DJbJZPDua/8VUe8cXv3KGajVxT2+kGUBZ1CCa4tafHivFHfsaggFLA5X+vFC6yqOVAZQpYtBKcl/7f1F4s83yPeVhfBUoxtnG9zQypNIpAS469BgYMaAGbccCaphOCcRsWg0hTHuVNGayDYJGKBcE8OSn58HpLuPH4KIjeL8R6+D5fAP1WQywev1IpWiFvyPIxAIoNFo4PP5uI5CSNGhzfAcSafTCAQC1KptA8lkEj6fjwryTaRSKTidTlRUVHAdpWBMTEygtrYWCkX+C931OWZ1dXUYGhrC/fv3Of1wuROpVAofvPE9iDNBvPT82Sc6fJHJAMt+KS5ZdTg3bYQ/JkKDMYIXWlZxqs6LRlPkQTtyPhELWZRr4jhQHgDAotMSgFSYwU2bBp9MmTC5okQ0SW+ZXGorC8HqVSCSoD+H7VBIMtDJknAE+VmI88H63HBX+Mm6efT2HMWRzlrM3u3Hu6/9TcH87N8KwzAP5oYTQgifhUJrtwnp9szjrc8Lp9p7c3a7HWazOW83nAtdKpXC5OQk2traOOsgU1VVhd7eXng8Hpw/f/6hA3yXPnkL1vFLONbViJamOk7y5UMsJcDkqhKfTJlw06aBSpLCmXo3nmlyo9MSQokyCQGP95VV0jREgrXRWC+0rqLeGIEtIMNH90twY0kDd0RMG7EcqjdGEEsJYAtkt3NgMavQxuAISHn5fatWK3B4fwNss7cxPX6TsxxfnBtOHk+n01EdTkgOUI+sHAkGgxAKhVAq6Rbb43g8HiiVSpoXvonV1VXI5XKo1WquoxQEl8sFt9uNgwcPcpZhfY6ZyWTC8PDwtueYce3Cx2/AvTyGZ07th16/u++3eIqB1aPAnFcOkYBFjS6KwxUByMSZLKfNrZWQFHJxBtW6GBhmbQPWGZRi3ivHfZcSFnUc9cYI9PIk72ZAFTutLIVyTQz3VlQ4VBngOk5BMKvjcASlqNHvfCb2XvEkc8PXMQyDrzx3BuHIR7h79QOoNHo8/0f/a1F0dVkvwqn1MCGEz3w+HzQaDY102EAkEkE8HqfRW1twOBxoaWnhOkbBmJmZgUKhgMVi4TSHSqXC6dOnMTExgcHBQXR2dkKQiaH/t/+MUq0Az57t4TRfrviiIsy6FVgOyGBSJtBpDqJMHef1xvdG7AEpGowRSIQsqnUxVOtiCMaFmPfKcWVeB6UkjQZjBBWaGOjHfH6JBEBLSRgTKypYNIX5/ZVvBkUSGTDwRsUwKPjVKh0ATp08guHRNzD44S/Q2H6Qs5qV5oZvTqfTYWlpiesYhBQd+hiRI+st0othITQXqE3b1hwOB8xmM30PbQPLshgfH0djYyOkUu5PrOp0OvT29kIul2NgYAAOh4PrSBtyOW24+PEbKNNLcPLYzg8SxJIC3Lap8fH9ErgjYnSVB/B0oxtNJZGC2wgHAFtACos6/mCjW8AAFk0cJ2p8eKrRDZk4jcvzOlyY02M1JOE27B7UWhrCckCGQIzO8m2HWR3HakiCVOH9VcwbkzIJV+TJxyEIBAJ846vPoaZMjiuf/gKXPn0nOwE5RifSCSGFgMaTbY7mhW8tHA4jFArRovw2JRIJTE9Po729nRfrFQKBAPv27cOxY8cwOjqK//7f/hps3ItvvPocxOLiuukfiAlxdUGLi3MGCAUs+hrcOFnjK9iNynBCiEBcBLM6/tD/Xy1No8McwvPNLlTrophcVeLctAmLPhkvb9wWs+rPD1YvePl9yYMvBAxQporDEeTnepFGrcTBfXVYmhnB3P1RznKsb4aTx1vv0FYsXecI4QvaDM8Rmlm2OdoM3xzLsnA6nTCbzVxHKQgOhwORSAQNDQ1cR3ngy3PMRkdHeTdLlmVZvP/63yETdeLl53shFG7/LSGZZjDhVOLTaSPiKQF6693orvXBrE4U7I3pTAZwBKUo18Ye+9+VkrWC/LlmF8zqOK4vajFk1cEXpYXFfFFKMqjVRzGxQm1Qt0MtTUMqSsMV5mchzgfZmBu+TiQS4k+/+TLKtMCn7/0It66cy0JCbmm1WgQCAWQydKKCEMJffr+fxpNtwuVywWg0ch2D1xwOB0wmE8TiJxudslfcv38fBoOBd2s6paWlUIuj8Hlc0Da9BLGqeNZTIgkBRpY1GJw1Qi7O4JlmFw6UB6Hm4QiynbAFpChVJiAWPn7DRyRkUW+M4ulGN1pKQ5hYUWFgxgBH8MkPs5LtETBAe2kI91aVdMh6m9Y7tPFVT/cRCNJhDH74S84ymEwm+Hw+mhu+AY1Gg0wmg3A4zHUUQooKbYbniM/no4J8A+vzwqkg35jX60Umk4HBYOA6Cu+xLIuJiQk0Nzfz8rZDVVUV+vr64PV6H5ljxrVbV85h/t4VHOmsR1Xl9hYK0hlg2qXAJ1MmeCISdNd4cazaD42ssItwAFgNSyAWstDJNv8wLhayaC6J4JkmF7SyFC7OGTC8qEUoXly3DviquSSE1bAY7iec87wXMMznhTjNeNtQtuaGr5PJJPjzb30VOmkMv/nF3+D+3etZeVyuqFQqCAQCXr13EULIF7EsSzfDt+B2u6n23sJ6VzaytUgkAqvVira2Nq6jPCKZTGL4wvtoN7nx4olKDFn1mFxVFvSmaSLF4K5Dhc+mTWBZ4KlGN/ZbgpCJimNX0haQwaJ5/GH0L2IYoFoXw9ONLlTrY7i5rMUlqx6eCNWE+WDRxCEXZzDrVnAdpSCUqhIIJUQIJ/i57aLTqnGgvQbzk8OwTo1xkmF9brjX6+Xk+flOIBBAo9FQlzZCsoyfP5ULXCaTQSAQoIJ8A36/HzKZjPdzlLnkcDhQVlZGc++2YWFhAel0GrW1tVxH2ZBSqcTp06dRWlqKwcFBzM/Pc97qJhwK4uP3/hEqSRJP953a8vezLLDkl621JvPLcLjCj+5aLwyK4jnFaQvIYFHHtn2zXSJisc8cwtNNLogEGfTPGHHbpkYyXaBX4wuEVMSi0RjB+IqqoBe28sWsicMRktJrtQm9PAlfNHsLaWq1An/+rZchgw9v/tN/wuLcZNYeO98YhnnQoo0QQvgoFAqBZVmo1Wquo/BSPB5HNBqleeGbSCaTcLvdtBm+TZOTkzCbzbxc7xoZ+hAhtxU9J/ajxRxHT50Hiz4Zhub1iCYLa22FZYE5jxyfTJkQjItwus6Dw5UBKCWFfwh9XTQpgD8qguVLLdI3IxQADca1g+kmZQJD8zpcX9QinqIaPJcYBmgvDWLKpUSC1ju2JBayMCoSvL4dfvrkMQjSIZz/iLvb4TSSa3M6nQ5+v5/rGIQUlcL6NFggQqEQGIaBUqnkOgov0cn9rVGL9O1hWRZTU1NoaWnh/cGBL84xm5iYwPDwMJLJJGd5Pnrnx4h6rXjx6W7IZJu3UI4lBbi2qMUduxptpSH01XtQVsDt0B8nw37eIl2z/UJ8nVycQVdFEH0NboQTQnw2bcQKzRPPqQZjBMG4CG66CbAloyKJdIahdv6b0MpS8MWy+71kMunwr7/xAhB14Bc//HdYdSxl9fHzSaPRIBAIcB2DEEIeKxgMQq1W874W4Irf74dSqaT235twOp1Qq9VQKOjG41ZisRiWlpbQ0tLCdZRHpFIpXDr3NlRSFocOdAAAdPIU+uo9kIvTGJgx8naG75dFEgIMzesw5VLiaJUfJ2t80MqL5xD6OltACqMyAYlo56d2xUIWraVhPNPkBgB8Nm3Csp+/G4/FoESVhEaWotnh28T3VukGgwadrZWYnbjC2eFt2gzfnFqtpg5thGQZVYw5EAqFoFKpwBTTTlEW0Tz1zYXDYQSDQZSWlnIdhfdWVlaQSqVQUVHBdZRtKy0txdmzZ5FKpdDf3w+Px5P3DLOTtzF69SM01ZrQ3rbxnPX12+CfzRghZICnGl2o0m3/5nQhcYclYBgWBsXuDyiopWmcrPGhpSSM64ta3FqmW+K5IhayqNFFqU3bNggYoIznhTjXdPIkQnFh1mfgVVaU4U++9hTiPit+9oNvI+DL/8/7bFCpVDSrjBDCW+FwGCqViusYvEXj27ZGLdK3z2q1wmQy8bITw60rnyCwMovuox0Qi/8wvkokZHGoIoBOcxA3lrQYtauR5mmH8fXb4P0zRiglaZxtcKNUleA6Vs7YArJdHUb/Ipkog6NVfuy3BDBq19At8RxrMEQw61EgQ13HtmRWx+GOSHi9JnT65DEwqSAGf/8LTp6fbj5vTqVSIRQKcR2DkKJCm+E5EAqF6Fb4Jqgg35zD4YDRaKTT+9swMzODuro6CIWFNatZKpXixIkTaGhowNDQECYnJ/PWNj2ZTOKDN74HcSaIl57v2/DQTiwlwPXPb4N3WQI4UuWHdBcntguFLSCFRR1/4o1+hgFqDVGcbXAjkhSif4ZuiedKnSECZ0iKCE/ncPGJWc3vFm1ck4kykIoy8Gf5djgANDbU4NUXuuG3j+Nn3/82opHC21SmIpwQwmdUe2+OurJtLpPJwOl0oqysjOsovJdOp2G1WlFfX891lEek02lc/OQtKMRpHDm0/7G/p1IXQ1+DB96oGOdnDQjG+bWG8OXb4F3lQYiFxVt/x5ICeCPiHbVI30yFNo6nGl1gQbfEc8n8+eEFqi23ppRkoJKkeL0eZDLpsK+pAtNjl7E8P53359fpdAiHw5x2zeQzlUqFSCSCTIanJ7gIKUC0gpwDdDp9Y8lkEqFQiAryTVCL9O0JBoNwu92oqanhOsquMAyDhoYG9PT0YHFxEUNDQ4hGozl/3gsfvQ6PbRxnT3VBp338iX5nUIL+aSOYz2+Dl2uzU6DyFcsC9qAU5ZpY1h5TIcngZI0Pzaa1W+KjdjXo82t2KSQZlKnjmPPQ7fCtlKriCMZFdHBgAwwD6GSpnLWSP9DZiufOHMKKdQS//NH/WXDFPhXhhBA+W+/KRh7P7/fTQfRNuN1uCIVCmqm+DcvLyxCJRLzsYDd67TP4nNM4eXQfJJKNP88pJWmcrlsb+TU4a4DVI0eezqRvyhGU7Jnb4OvsQSkMiiRk4ux9vpSKWByt9KPz81vit5apBs82AbN2KJ06tG0P31ulA8CZU8eApB/nP8r/7XCJRAK5XE6t0jcgl8vBMAwikQjXUQgpGrQqmgNUkG/M7/dDJpNBJpNxHYWX0uk03G43nUzfhtnZWVRUVBT895JOp0NfXx8UCgX6+/tht9tz9lwr9kVc+uRXMOulOHHswCP/nWWBKZcC15e06DAHcbTIb4Ov80TEYFkGRmV2N6i+eEvcExFjaF5PLduyrMEQwbxXnvX21sVGIlwbAbAS4nchziWtPAl/NHcdWbpPHMTJQ01YuHcRb/3kOwW1sbxehFOrdEIIH9FB9I0lEglEIhE6iL4Jl8uFkpISGnG3BZZlMTs7i/r6et69VplMBhc+eRNycRLHDj/+VvgXCRigvSyEY1V+3FtVYnhJiwRHbYxZFphaVWB4SYuu8kDR3wb/IltACksWD6OvYxigUhtHX4MbvpgYl6gGz7oaXRS+qBj+HB0kLialqgRWwxJeHLrZSGmJAe2N5Zi8fQn2pbm8Pz/NDd8YwzBQKpXUpY2QLKLN8ByggnxjNC98cx6PBxKJhFr9bSGRSGBxcZGXLdp2QyQS4eDBg9i/fz9GRkYwOjqKdDqd1edgWRYfvPFdZGIreOXFsxAIHv7xn84AI8sazLoVOFXrRZUu+4UpX9kCUpjVcQhyVCMrJBn01HkgFWUwOGuEP0ZFY7YYFEkoJGks+uRcR+E9kzIBd4TGb2xEJ0vBl4M26V/03NOnsL+lHJMjH+GD17+ft/EYT2q9CKfNcEII3ySTScTjcaqdNuDz+aBQKCCR8LdFK9dcLhdMJhPXMXjP4/EgHA6jurqa6yiPuHtjEB77JI4faoNUuv3v9VJVAmcb3EhnGAzMGPP+OXm9/p7zKtBT60VFkXdj+6JEioE7LHnieeGbkYvXanD5eg1OG7dZIxGxqNJFMUMd2raklyeRTAsQSvBrLMOXrd0O9+E8B7PDaW745mhkGSHZRZvhWUYF+eZoXvjm3G43TCYT705b883i4iK0Wm3RHayorKxEX18ffD4fzp8/j0AgkLXHHhn6GAuTV3H0QCMqyh9ubRdNCnDRakA4IURvvQd6eSprz8t3ay3SZVltkf44IgFwpNKPGn0UF+b0sAXohm42MAxQb4xg1qPg9WlrPjAqE3Dx/FQ6l3TyJIJxYU67DDAMg1dfehoNFRqMXHgbAxwsNuwWFeGEED4KhUKQSCS02bsBmhe+uVQqBa/XS5vh2zA3N4eamhqIRPzaUMxkMjj/0a8gFSRw/EjXjr9eKmJxvNqHBmMYl616TK4o8/JZOZoU4MKcAZGEEGfqPdDtofobWGuRrpWnIM9ii/THEQmAw5V+1OojuGDV0xzxLKozRLDslyFBt+43JRSsHeB3h/n9OcVcZkRLnRkTty9gxb6Y1+emm+GbU6lUdCidkCyizfAso4J8c1SQb45Opm+NZVlYrVbU1tZyHSUnlEolenp6UFZWhvPnz8NqtT7x7cFQMIBPfv1PUEtTeLr35EP/zRsVYXD2/8/eeYdHVaZ9+D7TJ2UySUggCUjvvUsVbDRFEde+trWvuuq6+1nRXQu6q2tbe3cVRBQEVKRJ70hHinRCGqmTSTL9fH+MMyZkzqRNMjPJe18X15XMKe8zLyfnnN/7tCTi9S5GdSgKac+uaKC4QoPTLZES2/h92SQJuqeUMTjDwo7TpiZbbGnuZJhs2J0qChuxxHVzIMnoxOFWURbhUenhwqDxoFd7sDRydrhareLqKyaRnqxh9fcfs3XtD406XqgQIlwgEEQioj1ZcES/8OAUFhZiMBiIiRHZjcFwOBxkZ2fTvn37cJtSjf27NpJ/ej/DBnTHaKyfo1OSoHNyBaM7FnKqxMD644lUOBtvqbT4N/2dYHAxskMRBk3L0t8AWZbGD0b3IUnQLaWcwRkWdmYJDR4qTAY3ZqOTUyXR3bawKWgV4w1Kj3TGjh4KjuIm7x2ekJBAWVkZTmdo2xY2F0SZdIEgtAhneIgRglwZl8uF1WoVglwBt9tNUVERycnJ4TYloiksLMRut5Oenh5uUxoNlUpFr169GD58OAcOHGDr1q04HPV31i755j1sJSeZfNHoKqXj8su0bDieSJfkcgamW1C3wCdClsXgLZHehN89zWRnTMciThQb2ZMTL8R4A1GroK3ZxokiUSo9GGqVt0xbNAjxcCBJkGB0UdwEJRR1ei3X/+ESkmNc/PDV6/yyc0Ojj9lQhAgXCASRiGhPFhwRiB6cgoICkpOTRVW2Gjh16hSJiYnEx8eH25QqyLLM6sWz0ansjBg+qMHnMxtdjOtUSKzOzcojyWQ3QiWvwnIt648n0jm5nAEtVH873RJnGrlEeiC8GryQY0VG9uXGCQ0eAtonVnCiSFRoq4nkWAf55dqIn6eMtFS6nNOKfT+vIj83q8nG1ev1GI1GkR2ugKjQJhCElhb46tW4CEGuTElJif8hJ6iO6BdeO44fP067du1Qq5t/dmNKSgrjx4/H4/GwatUqCgoK6nyOw/t3sGfrErp3SKVHt47+z/OsOjadNNOnTSldWpXTEteAvCXS9U0uxAFMBhejOxSSW6pjV5ZwiDeU9okVZJUYcLpb4IVcB0Tf8OCYDc5G7xvuIzbWyA1XXUqsyso3n7zA8V/3NMm49UWIcIFAEIlYrVahnRRwOByUl5cLZ3gQRFW2mvFVZYvErPADuzeRd2ofQ/p1JSYmNNmpGrXMwAwL/dIsbD9tYldWPO4QJW7nl2nZeMJMr9ZWurZQ/Q2QU6rHpHcRq3M3+dgmg5vRHYrIshhEUHoISDfZqHCqKBIV2oISLX3DAc4bPRzZXsTaJbObdNyEhATRN1yBuLg4bDYbLlfLaqchEDQWwhkeYoQgV0ZEpgfHJ8ZFZLoyDoeDrKysiBTjjYVer2f48OF07tyZjRs3cvDgwVqXTXc6nXz/1VvoZCuTJ5znv7byrDq2nEqgf1op7RObpjxZJGKxa7C5VKTGNb0zHCBG52F0xyLyy3XsyDIJMd4AEgwuTAYnmaJMW1Baib7hQTEbXZQ0QWa4j8TEeG64ajIa5xlmv/sPcjKPNdnYdUWIcIFAEImIqmzKFBcXYzQaRfs2BUS/8NoRqVXZZFlmzZI5aOQKRoYgK/xs2ibYGde5gBKbt6S5xdYwJ1ZBmdYfiN4xqSJEVkYnWRY9aWEIRvcRp3f7g9KFQ7xhaFTQNkFUaKuJaOkbDtCubWs6tUti99YVFObnNtm4om+4MjqdDq1WK1qWCQQhQjjDQ4wQ5MoIZ3hwCgoKhBivgczMTBISEjCZTOE2pUmRJInOnTszZswYMjMzWb9+PRUVNYvo1T98QVH2fsaPGkCCyXtfyi/TsuVUAgPSSmlnbrmOcPAK8dZxjrCWpzNqPYzuUERhuZbd2UKMNwRvmTajmMMgJIq+4UExG52U2jUhywCqDW1at+LaKy7GZc3k87dnUFSQ13SD1wEhwgUCQaQhy7LQ3kEoKSkR2jsIol947Thx4gRt27aNuKpsv+77mexjuxjcrzNxcY3zfxj7W+Bym3g7a44lcbywfjqjsPw3R3hra4sORAdwuSXyrPom6xeuRIzOw6gOReSU6kXJ9AbSIamC06JCW41ES99wgLEjhyLbC5s0O1w4w5WRJEm0LBMIQohwhocQIciDY7FYWpwTs7aIyPTaceLEiRaVFX42CQkJnHfeecTGxrJy5UqyspT7+ORmnWDDiq9JSzIyfGh/wCvEN58007dNKW1buCMcvP3Cwy3EAQxarxjPs+rZmyPEeH3JMNmxOtQU25ouszfaEH3Dg2PQeNCoZSz2pr2GOrTPYPqUsZTlH+Lzt56kzFrapOPXBiHCBQJBpGG323G73aIqmwJCewdH9AuvGafTGZFV2bxZ4V+ilisYNWJIo46lkqBX6zKGtyvmwJlYtp5KwOGq/TVjsWnYdMJMz1QrHVp4RjhArlVHjM5NvL7pS6SfTYzOw8j2RZwuMXDwjHiO1JcEg4t4g4vTokJbUKKlbzh4tWn7dDO7Ni+nuDC/ScY0mUyUlZXhdof/3hCJiJZlAkHoEM7wECIEuTKyLIt+6kEoKipCp9OJyPQgWK1WrFZrxJVoa2o0Gg0DBw6kf//+7Nixg127dlV7YZRlmUVf/hfZfoZLJ45DpVJR7lCx+aSZHqkiIh2g1K6m3KGmdZwj3KYA3gzxkR28Yvy4KDNWLzRqmbR4O1kWIcSD0eo3IS6ojiRBnM5FmaPpAyp69ezC5POHUXBqF1+8PQOHPXzlI5UQIlwgEEQSVqsVo9EYcRmrkYLQ3sER/cJr5syZMxiNRhISEsJtShWOHtxF5pEdDOzdEVN806y9pcQ5Gd+5AI8ssepoMgVlNb9L210Sm06a6ZRcTqdk4QiH34LR4yNnLSJO72ZE+yKOFMRwukQfbnOilgyTjexSMX/BiKa+4QDnjR6Gx1bAuqVfNsl4BoMBtVotqpApIHS4QBA6hDM8hAhBrozNZhOBAkEoLCwUkek1kJOTQ6tWrdBqhRMHICMjg/Hjx1NSUsLq1auxWCz+bT+vX0Lmr1sZPqAr6ekpuDyw5ZSZdJONzkKIA14hnhpnR6OOnNDcWJ2boeeUsC8nnjNWcZ3Xh7R4OzlCiAclKcZJUbnIDFciTu/Gag/Pe9zQwX0579zeZB3ezJwPnou4yHghwgUCQSQhKrIpIyrWBcfj8VBcXExSUlK4TYlocnJyaNOmTbjNqMaaJV+iclsZPbJxs8LPRq+RGX5OMV2Sy9h4IpEDebF4FKSkxwNbT5lJNDrpniKcOwBujzczPD0hsgI+TQY3g9uWsCPLRHGFqDBWH9rE28kv0+ESpdIVUau8LbmKKqJjnadj+wzatTGxY9NSSooKG308SZKE1gyCmBuBIHQIZ3gIEYJTGavVSkxMjAgUUED0U6+ZSBXj4SQmJobRo0eTlpbGmjVrOHbsGJbiIpYv/AiTwc34seciy7DjdAIalUzfNpFXejdcZFv0pJsiS4gDJMc46ZtmYWumWfR1rgcpcQ7KHeqwOTOjAbPBSblTXacSjy0Jb2Z4+K6fcWOGMbhPe47sWcmCL15DjqBaenFxcSJaXyAQRAxlZWUi0FoBh8OB0+kU86NAaWmpf+FdEBhZlsnNzY04/X38132cOLiN/r3aY06Ib/LxJQk6JVcwplMhp0sMbDieSIWz+rLqnpx4XB6JgRkliHwHL3lWPQaNB5PeFW5TqtEm3kH3lDI2nzRjC/D/KQhOnN5NjNZNnmjFFRSzwUVJlDjDJUli7MihuMvPsH7ZnCYZMzY2VmhNBXxzE0lrAwJBtCKe8iFElCJTRgQKBKekpCTiyo9FEg6Hg8LCwogT45GASqWiZ8+eDB8+nIMHD/LmGy9TVnSayReNQq/XcehMLMUVWoa2K0Yl7vgAlDnUWOwa2sRHnjMcoH2ijXYJFWw+acYpoqvrhFYt0yrWQa7IDldEp5GJ0bootkWHEG9q4nRurE3cM7wykiQxZcJ59OiQzO6NC1g6/6Ow2XI2vp7hQoQLBIJIQOhLZcrKytDr9aKilgK+QHRRlU2ZwkJvJmCkZc+vWTIbyV3KmBHDwmpHgsHFeZ0LiNO5WHkkmSzL79rjWKGRLIuBYe2K0Qj97SfLoict3h6xwQFdkstpFetgy6kE3J5wWxN9tBEV2mokweik2BY91Qe6dG5Hemoc2zcuobSkuNHHE9nPysTGxuJ0OnE4IqPNo0AQzYhXsxBSVlYmej4rICL3lbHb7VRUVIjM8CDk5uZiMpkwGkUvZSVSUlKI1zk4cmgf7qShtMroTpZFz68FMQw7pxi9RjgvfGRZ9KTEOtBGUIn0s+ndxopB42b76QSE36lutI4TQrwmzEaXKAOoQKzejdWhDuvfnUqlYvplEzgn1cjG5bPYsGJ++IyphE+EO53OcJsiEAgElJeXC+2tgAgUCI4IRK+ZnJwcWrduHVEBA6eOHeLo/s3069GOpCRTuM1Bo4IBGaX0T7Ow47SJXVnx5JZq2ZcTz7B2xcTohEfVh8cDOaV60k2R0y/8bCQJBqRbkJHYlW0SGryOtIm3k1uqF/MWBLPBSUmFNmrmSJIkzhs1FFd5LhtWzG308YQzXBmtVotOp6O8vDzcpggEUY9whocQm80mnHUKCEGuTHFxMbGxsSJyPwiiRHrNnDj8Cyu+fY++rQu5YXIfNh5P5OfMBAamW0gwRF4psnCSZTFEtBAHUEkwpG0JpXY1hwvEQm9daBNvp6Bci0Nk1SuSYHBSIjLDAxKrc+HyqLC7w/uKrNWqufbKyaTGe1g67x12bVkZVnsANBoNarUamy2y758CgaBlYLPZMBgM4TYjIhHaOziiRVnNRKL+XvPjLCSXJexZ4WeTkWBnfOcCiio0bD6ZSOfkMpJjReBgZc6U6dCqZczGyF6XUKtgWLti8kp1nC4Rz5e6kBTjveYLo6QMeDiI07sBKI2ilm7durSnTVIM29YvpszauG0XRZn04BgMBqHDBYIQIJzhIcRms6HXi2y0QAhBrowQ48HxeDzk5eVFnBiPJEqKCvjqo+fQuAq4dvokeqZ7MBldqCSZY4UxlDvErd5HhVNFSUXklkivjE4jMyjDwsG8uKgSTOEmRufBZHCRJ7LDFRGZ4cpoVGDUuimLgL85o9HADddcSoK+ggWfv8yv+34Oqz2SJGEwGLDbI//+KRAImjcejweHwyGc4QpYrVZRlU0Bj8eDxWIR+jsIVquV8vJyUlNTw22Kn6yTR/h17wZ6d8mgVStzuM2pRozOQ/xvfZMP58dyrNAYNdmfTUGWxUBavC1iS6RXxqj10C+9lN058aJ/eB2QJFGhrSZUEpiiLChdkiTGjhqC05rDxhVfN+pYcXFx2O12UYVMAaHDBYLQIJ7sIUKWZex2uxDkAfB4PJSXlwtnuAKiTFtw8vPz0Wg0Yo4UcDqdzPngWcryDzNt8lhSU5I4XmTE7lJxfpd84vQuVh2t2sesJZNl0ZMc64iasvFJMU46JpWz/XQCnugwOSJoLXqWBcVscFLu1OBwRcGKVBiI1bmwOsLvDAcwxcdxw1WT0cuFfPXRs2QePxRWe0REukAgiAR8i4EiED0wZWVlQnsr4CvBKuZHmZycHFq1aoVGEzmBk2uWzAZnCWNGDQ23KQHJKdWRW6pnVMciRnQo4tCZWLacShDv2oBH9pVIjx4nTrrJTmqsg13Z8SKooQ60MQkNXhPRGJTes3snUswGtqz5nvKyxitjrtPp0Ol0olS6Anq9XuhwgSAECGd4iHA6nXg8HuEMD0B5eTmSJIkS8gqIzPDg+Eq0RVK/skhBlmUWzX6DrMNbGDu8Nz17dKbMoWJfbhwD0i0YtTID0r19zHb+1sfM1cJbl2VbDFElxAF6pFpxuSWO5Ity6bWlTbydXKsOTwu/3pXQaWRitG6KoygqvSmJ07mx2iNnkSKlVRLXTZ8I5TnMeucp8nOzwmaLEOECgSAS8FVkU6nEcsbZyLIsnOFBKC4uJiEhQWjLIERaifTcrBMc2LmWnp3TaJ2aHG5zquFwSezMMtEnrRSj1kOrWCfjOhcAsPJIMvllLft9u6BMiyTJ/jLa0ULfNAtF5VoyRbn0WpMS66DcocYaARW2IhWzwRl1GlySJMaOHIzDms2mn+Y16lhxcXGiVLoCIihdIAgNQj2GCJvNhkajiajo2UjBV6ZNCM7q2O12KioqhDNcAVmWI06MRxKbVy9i98bv6NYhmfFjhyPLsDMrgbYJNlLjHP79MhLsjOtcgMWmYc3RZCy2lnmfsjlVFJZrSYuCEumVUatgYIaFg2fisNiEsKwNZoMLjUqmoFwXblMilgSjk5Ioi0pvKuJ07ojJDPfRrm0b/jB1PLaio3z+1hOUlhSFxQ4hwgUCQSQg+oUrY7PZcLvdxMSIIMpAiED04DgcDgoLCyNKf6/5cTY4ixk7KrJ6hfvYkxOP2eCiXcLv70d6jcywdiV0bVXGphOJHMiLbbFVvrwl0u1RUSK9MnqNTL/0UvaIcum1RquWaRXrIFdkhytiNroosWmiruJA756dSTbp2LzmO2wVFY02TmxsrMgMV0DocIEgNIgneogQ/cKVEf3ClSkpKSE2NhatNroiA5sKi8WCw+GgVatW4TYl4jh2aDdL571Lq3iZKy69GEmSOF5kpMyhpnfr6i+PMToPozoWkWayseZoUovsY5ZdqicxxolBG33pwr5y6TuyRLn02iBJolR6TURjVHpTEat3UeaIvECBbl07MHXCSIqz9/H5W0826kKEEqJXmUAgiASE9lbGarUSExODWh1ZQV2Rgi8zXBCY3NxcTCZTxFT1O5Nzml92rKZbx9aktYm8NQFfefT+6ZZqzl5Jgk7JFYzpVMhpi4H1xxMpd7SsJVhZ9mrwaKvM5iPdZCc1zs6u7PhwmxI1iL7hwYnTu5BlKeICr2tCpVIxduRA7JbTbF41v9HGiYuLE85wBYQzXCAIDS3rTawREdHpypSVlREbGxtuMyKSkpISTCZTuM2IWHJyckhNTRWLOWdRXJjP3I9monUXcs0VEzEYdDjcEvtz4+ifZkGrDuwtVUnQM7WMc9u3zD5mWZboFeLgLZfudEucKhbPmtrQJt5OTqmuxQV91JYEg6vFVomoiTidmzKHOiKvnQH9enLhmIHkHvuZ2e/9E5fL1aTjCxEuEAgiAaG9lRGB6MrIskxpaalwhgch0qqyrflxFrK9iLEjI69XuEeGvTnx9GptxRgk2DrB4OK8TgXE612sOpJMlqXlOAoLy7XIskRyrKPmnSOUvm1KyS/TccYqgohrQ5t4OwXlWhzulrPOVBdUEsTro1OH9+3djcR4DZtWLcLeSHpQOMOVEUHpAkFoEM7wECEEuTJCkCtTVlZGfLyIMlUi0sR4JOB0Ovny/X9SXniUKy4ZR6tWiQD8eiYWs9FJ6/iahWarWCfjW1gfM4dLoqBMR1p89Dpx1CromWrlQF4c7uhLbm9yUmId2F1qSkXPsoDE6V2UOdSi0kAAYnRuZBnKnZF57Yw6dyDnDuzCiV/W8M2n/8bjabobgugZLhAIIgG73S60twK+FmWC6tjtdlwul5gfBTweD3l5eRGjvwvO5LD355V0bpdM24zW4TanGieKjEjAOYk1V+rRqGBAeikD0i3sPG1iZ1Y8rhag57IsetrE21FFsV9Ur5Hp2qqMX/LiIzJQNtKI0XkwGVzkiexwReL1LqwRWIWsJlQqFWPOHUBFySm2rlnUKGP4eobL4o+tGnq9HrvdLuZGIGggwhkeIoQgV6aiokL0LFNALFYo43K5KC4uJiUlJdymRAyyLLPgi1fJOfoz40f2o3vXjgBUOFUcK4yhV4Dy6Erofutj1i3F28dsfzPvY5ZdqifB6CJGF92rDukmO3qNh6OF4p5aE2oVJMc6yC8TfcMDEaP1IElQHmUl2poClQQGrYeKCO0PKEkSEy4cTZ+uaezfupgf5r7TZKJYZIYLBIJIQASiK2Oz2YT2VsBqtWI0GtFoos8J0RSUlJQgSVLEZM6vXTIb2V7I2FGRlxXu8sDBM7H0bG2tk6M3PcHOuM4FlNo1rD6aTEkUZofWFm+JdAPppuh/b+yUXE6FU0V2C8rqbwgpsQ4Kypt/wkV9idW5KYvSgP3+fXuSEKNiw8r5OByhr/hgNBpxuVxNXv0sGjAYDMiyLLLDBYIGEpmrfFGIEOSBkWVZ9HQLgsiaV6akpASDwRAx/coigQ0r5rN38w/06JjC2FFD/J8fPBNL63g7ZmPdXhglCTomVTC2UyHZFgPrjzXfPmbZluYhxCUJerW28mt+LE5ReqxGzEbRF1sJSfpNiAtneEAMGjc2V+TeDyVJ4vJLLqBTRjzbVs1l9Y9fNsm4BoMBt9uN0+lskvEEAoEgEEJfKiPmRhnRvi04JSUlmM1mpLObX4eBooIz7N6ygg4ZibQ/Jz3c5lTjaEEMRq2HtPi6OyVidB5GdSgiw2Rj7dEkjhYYm2XGcbFNg9MtkRLFJdJ9aFTQI6WMX/LimnUCQahIEBo8KHF6d9T1DPehVnuzw8uLTrJt7XchP79Go0GlUong6wCo1Wq0Wq2YG4GggUTuKl+UIURnYFwuF263WwQKBMDpdGK324UzXIHi4mLMZnO4zYgYDv+yg+UL3ifFJDHt0gv9ixSldjWnio30TK1/Xx2TwcXYTgWYDN4+ZqdLmte9zOmWOFOmi+p+4ZVJiXWQYHDya75YzKsJs8FFcUXzzbhoKLG66CzR1hQYNB7sEVom3YdGo+bqKyaRlqhh1XcfsW3dj40+plarFQsUAoEg7IhAdGXE3CgjAtGDU1xcHDFZ4euWzsZjK4jIrHCHS+LX/Fh6tS6lvnEDKgl6pJZxbvsifs2PZcupBByu8AchhJIsi8FbIr2ZrDr7yuGfLBLJGjVhNnh7YovAgcDERbkGH9CvJyajxIaf5oc8QFqSJFGJLAiib7hA0HCayWtJ+BGiMzA2mw2VSoVWK6ICz6asrAydTodOJ0r4BiKSxHi4KczP5etPZqKXS7jmiono9b9fM/vz4jjHXEGc3t2gMTQq6J9eyoAMC7uymlcfs5xSPXF6F7G6hs1RpODLDj9aEBOxZZwjBbPRSald02yu5VATp3NjjdISbY2NQeuJ6MxwH3q9juuvmkKS0cH3c15j/66NjTqeb4FCiHCBQBAufCUihfaujq8qm5ibwAhneHAiJRi9pKiAnZuX066NiY7tM8JtTjV+zY8lKcZJSmzDnUCtYp2M71wAwMojyeSXNY91M1mGbIu+2QSjgzeAoWeqlYNnYoW2rIFYnRuVJFPajNsANIRYnRunWxW1ATAajZpRw/thLTjO9g2hD8YWWlMZvV4vAgUEggYS+at8UYAQ5Mr4xHgklNqKNES/8OBEihgPNw67nS/fewZ7yQmmXzKe5GSzf1upXU1uqZ5uKWUhGy/d1Pz6mGU1MyEOkGh0kRpn50iB6AkZDIPGg04tYxFl2gISp3dFbYm2xkaviQ5nOEBcXAw3XHUJMapSvvnkBU4c3teo4wkRLhAIwolvgVRUZauOy+XC4/GIdQkFhDNcGbfbjcViiQj9vX7ZV7jLzzB25NCIW0dyuiWOFRnp0YCqbGej08gMa1dCt5QyNp00sz83Nuozai12DTaXitS45qXB0012dBoPmcUiOzwYkgQJBhfFzWAtqTHQqmX0GndUZ4cP6t+HOL3MumVfh7y/t8gMV0bMjUDQcKJjlS/CEaXAlRFBAsoIMa6My+XCarW2+MxwWZb59otXyDuxnQtGD6Rrl/ZVth8tiCEjwYZRG9rQ5ObUx8zllsiz6ptFv/Cz6ZxczokiIy7RO1wRSfqtb7golR6QOJ2bsigW4Y1JpPcMP5ukpARu+MMk1I48Zr/3NLlZJxptrLNF+KpVq5AkCUmSWLVqVaON29J5+umn/fMsELRkbDYbOp0OtVoEc52NzWZDrVaj0Yhn+9nIsix6hgehtLQUjUZDTEx4A21LS4rZvnEJ6alxdOncLqy2BOJEkZEEg4tEY2idP5IEHZMqGNuxkOxSA+uPJVLuiJ730LPJsuhpHedAHb1fISCSBJ2SyjlaGBO16yNNhVeDi4B0JeJ00ds3HECrVTNyaF9K84+xY+PSkJ5bBF4rU1mHCw3eNAgN3vxoZq8m4UGITmVEL3VlysrKhDNcgZKSEvR6PUZjy464Xbfsa37Z+iO9u6Qx6tyBVbY53BKnio10TipvlLGr9zEzY4/CMk65Vh0xOjfxDSwjH4kkxTiJ1bk5VSICjoJhNjgpFpnhAYnVu6lwqkWpvwAYNB5sruhaoEhrk8I1V1yE03KKz996kuLCM40yjohIFwgE4UToS2V8cyMW7KpTXu7VTOF29kYqvhZl4b52NqyYi6s8j7EjB4fdlrORZThWGEOnRtLfACaDm7GdCjAZXKw8kszpkui812VbDM0yGB2gbYINu0vFmTLR7jAYZoNLaPAgxOlcUd+ubMigvsTo3Kxb/jVud+jW20SZdGWEDhcIGo5whocAITqVET3LlBGZ4cqIEulwaO82flr0Ia3Nai6bfH61+8vJIiNmo5OEEEeln42vj5mEzKojyZyJsj5m2RYD6fHN82VRkqBTsohMr4kEo4sSkRkeEL3ag0blEdnhATBoPdid0fea3LF9W66YPBbrmYP8780nKC8LXRlPH2KBovly/Phxf+T7J598Em5zIpZPPvnEP0/Hjx8PtzktDqEvlRFzo4wvK1ylir5ne1NQUlISdv1dZi1l2/rFtEky0r1rx7DaEohcqw6PDGmN3H5Lo4L+6aUMzLCwK9vEztPxURW4WmpXU+ZQ0zrOEW5TGgW1CjoklnOssGUnbtREgtGJxaaJ+pL/jUWsPvortOl0GkYO7U1J7mF2bV4RsvMKh68yQoc3T4QGrx2h0uBCCYQAu90uotMVEIJcGVGmTZlIEOPhJD83i28+fREDFq65YjI6fVUHtCx7S7R1SKxoEnt0Gpmhv/Ux23wiMWr6mLk9kGPVNbt+4ZXJMNmwO1UUlkdXkEJTYjY4KbVrcEfRIlJTIUkQq3NTFsUl2hoLg8aN06OKyuumd68uTBw/hIJTu/ji7adwhFgwi9J14eHpp59GlmVkEf0kaOEI7a2M0N7KWK1Wob2DEAnB6BtXfIPTmhORWeEAJ4piaJ9YgaqJTEs32RnXqQCrQ8PqI8mUREn/5SyLgdQ4Oxp1831faZ9YQa5VT0UUBs42FXE6NypJptQeHddtU9NcNPjQQf0wal2sXTYXjyc0wlk4w5XR6/XCGd7ECA3e/BBP7hDgcrnQaoUjIhCiZ3hgXC4XTqdTzI0CvjJtLRG7zcaX7/8Th+UkV069gMTE+Gr7FJZrsbtVpDVh6TF/H7NOBWSXGlgXBX3M8qx69GoPJkPjZs+HE7UK2pptnCgSkelKGLUetGqZElGmLSBGrQebWMiphk4tIyFHXal0H8OH9GfMsF6c/nUjcz9+IaSl67RaLS5X872vCgSCyMblcon2ZAoI7a2MCBRQxuPxYLFYwqq/K8rL2bL2O1LMBnr26Bw2O5SocKrIteo4x9w0weg+YnQeRnYoIiPBxtqjSRwtMEZ8RbBsi75ZB6OD9/8lJdbByWKhwZWQJEgwuCgWFdoCYtC4m4UG1+t1nDuoF0U5h9izbXVIzimc4cpoNBqhwwWCBhL9d94IQAhyZYToDIzdbkeSJHQ60WfobFwuF6WlpWGPTA8Hsiwz77OXyT+1i4vGDKJzx3YB9ztRbKRdgg11GO7gJoOb8zoVkBAFfcyyfhPiEZhYEFI6JFZw2mLA6W7mX7SeSBKYjU4hxBUwaNxR6/BtTCQJ9BoPNlf0viqff95wBvY6h193LmfhrNdDFs0sRLhAIAgnQnsrI/qpKyMCBZSxWCyoVKqwZs5vWjkPR2l2xGaFnyo2kBLrIEbX9CWDVBL0SC1jRPsiDhfEsuWUGbsr8uYIoMyhxmLX0Ca+eTvDAdqbKzhVbIj44IRw4tXgIiA9EEatB7tbFRUVF2ti+NAB6FUO1iyZE5LscL1ej8vlEnozAEKHCwQNJ3pX+CIIIciVEYI8ML4ggUgUeuHGYrGg1+tb5GLF6h+/5OCOpfTtlsGI4QMC7uORIadUT0ZC+CIl1Wf1Mdtx2hRxfcw8Hu88pTdh9ny4MBlcxOjcnCkTwTVKJBicIjNcgbo6fJ9+fRFS1zuRut4JQLGlnKdeW0jvSU8T1/9+koY8yLjrX+aLBZuDnqfDuMeQut7JzX//BICf957g5r9/Qsfxj6Hv9Wf/+Suz5+Bp7njif3S98Eli+t5L/ID76T3paR587iuOZ+YrjnU8M99v8yffbABg7uKfufCmV0gd/jDGPvfSY8IMHvn3PIpKyvzH1adv+M1//wSp6510GPcYAKdzinjo+a/odpHX5pRhf2XybW+wePXeOtmrxNnzWJlP523k8gfm8I9317F6yRx++OYDXn31Vc4991xatWqFJEk8/fTT1Y5bv349t912G927d8dkMhEXF0ePHj24/PLL+eyzz7DZbDWK8K+++ooLLriAlJQUjEYj3bt35+9//zuFhYVBj9u0aRNPPPEE48aNo02bNuh0OkwmE7169eLuu+/ml19+CXo8wKFDh7jvvvvo06cPcXFx6HQ60tPTGTBgALfeeitz5swJWl6uqKiIZ599lhEjRtCqVSv0ej3p6elcdtllzJs3r8bx58+fz+WXX07btm3R6/XEx8fTqVMnxowZw5NPPsmWLVtqPEcgnn76aX+PrEB06NABSZK4+eabAThw4AC33347HTp0QK/X07p1a6ZNm8amTZsCHi9JEh07/t6j9ZZbbvGP5/sX6HoBOHjwIPfffz+9e/cmISEBo9FIp06duOWWW9i+fbvid1q1apX/3KtWrcLj8fDRRx8xfvx4WrdujUql8n+fs/eF+l9nPpYtW8YNN9xAx44dMRqNmEwm+vfvz9///neys7MV7b3lllv8n3Xs2LHaPPnsEzQObrdbaG8FRCC6MmJulPG1KAvX2oStooLNqxeRbNLSu2fkZYVDZOjK5Fgn4zoVICGz8kgyZ6yRp22yLHpSYh1om3GJdB+p8XYqnGpK7SKoWIkEgytqyvs3NXq1B5Cw11KHR7IGNxh0DB/Uk4KsA+zbvs5/XKA+yHPnzuXCCy8kNTUVo9FIjx49eOSRRygqKvIfp9PpkCSpTtnhN998M5Ik0aFDBwBOnz7NQw89RLdu3YiJiSElJYXJkyezePFixXPUpW/z2bqrMmf3Nbbb7SHR4BaLBY1Gg8fjUQw6EBpcaHChwWtGPJVCgHCGB8YXySVEZ3VEkIAyvhLpLS1Q4MDuTaz67hPSErVMnXyB4vcvKtciAYlGZ9MaGIB0k51EYwE/Zyaw+kgyQ9qWkGCMjCjFM2U6tGoZc4TY09i0ibP/tkjT/KPw64PZ6OJgnrjnBsKg8VBUz4j9Y6fyuejmVzly8oz/szJg9ZZDrN5yiG+X72T2K7eh0QRfJHpn1mrue+ZLXEGiama+s5gnXlmA56zw+V8OZ/PL4WzenrWa9569gRunjajR7j89+hkffb2+ymcHj+by4ntL+OzbTSz/5AF6dU3/LWu+/nGj2/YcZ8rt/yWvoNT/WYXNyeLVe1m8ei9/uel8Xn3i6nqfvy7EG+BPdz1EboFVcZ+Kigr+9Kc/MXv27GrbDh48yMGDB1mwYAEzZ86kX79+Ac/hdru5/vrrmTVrVpXPDx06xL///W/mz5/P2rVradOmTbVjP/nkkyoCx4fT6WT//v3s37+f999/n9dff5177rkn4Phz587lhhtuwOFwVPk8Ozub7Oxsdu3axccff8yePXvo06dPteN/+OEHrr/+eoqLi6sdv3DhQhYuXMiUKVP48ssviYuLq/bdr732WubOnVvlc4fDgdVq5dixY6xbt47Fixezbdu2gPaHinnz5vHHP/6R8vJy/2d5eXl8++23LFq0iC+++IKrrw7NtffMM8/wz3/+s1qAxLFjxzh27BiffvopTz75JP/4xz+CnsdmszFhwgSWL19e45gNuc4AysrK+OMf/8j8+fOr2bB79252797N22+/zezZs7nkkktqtEfQtAjtrYxw+Coj9Lcy4W5RtmX1AmyW00y8eCgqVeTl69hcKoortAw7pyTcpqDTyAxtV8KJIiObT5nplFROj9SyJutjXhPZFj3tE5u2lHy40KggNc5BTqkek6G85gNaIGajkxKbCY9MxFyjkYJKBTq1NyjdqK1bZkkkavArJwxk0/b9rFk6hz6DxwRcz/zTn/7ERx99VOWzgwcP8uKLL/LZZ5+xfPlyevXqhSRJGAwG7HZ7Nb1VG7Zt28aUKVPIy8vzf1ZRUcHixYtZvHgxf/nLX3j11VfrfN76kJ+fz7Rp09i5c6fiPrXV4E899RSPP/44QDXdJTS40OA+hAavGaEiQ4DL5RLlrgMgSoErIxYqlPFFprckzuRkMu/Tl4hRWbl6+hVotcovrTmlelrHR07pb6PWw6gORRw6E8vaY0n0bF1Kp6SKsNuXbdGTFm8Lux1NRRuTnS0nzcgyLeY71wWzwUmpXYPbQ1jaC0QyBm39+5Vd/cD7HMvM565rx3LlxEEkxBvZfeA0L76/hEPHcvn6x+2kpczl9RnXKJ5j657jfL5wM+3SEnn4TxcxuHd73B4Pa7cd9u/z1hereOzlbwFISYrn/+6YwKhBnXF7PCzfsJ9/f7CMsnI7N//fp7RKjGPyuL6K4701azVbdx9nWL8OPHjLhXTtkEpeQSmfzt/InO+3kZ1XwoRbX2ffD09h0MTXu4R8eYWDP9z/HiWlFTxy50Qmn9cHvU7D5l3HmPnuj2TnlfDapz9xTnoSD916Ub3GqAvfrjlFboGVft3TuOOuvzBi7EWcPHnS7xjweDxcdtllLFu2DICuXbtyzz33MGTIEGJiYsjOzmbDhg189dVXeDweXC4XsixXW+iYMWMGGzZs4PLLL+fGG2+kffv25Obm8uabb/L9999z+PBhHnzwwYBi3+VykZiYyNSpUznvvPPo2rUrsbGxZGVlsX37dl5//XXy8/O599576dGjB+eff36V43Nzc7nllltwOBykpqZy7733+iPwbTYbR48eZc2aNYqR5cuWLWPq1Km43W46dOjA3XffzfDhwzGZTJw+fZo5c+bw+eef8/3333PTTTfxzTffVDn+7bff9ovw0aNHc9ttt9G5c2fi4uIoLCxk7969LF68uNYR0/Vl9+7dzJkzh7S0NP76178yZMgQZFlmyZIlvPDCC9hsNu644w7OP/98UlJS/Mft2bOHrKwsJkyYAMCzzz7LZZddVuXcqampVX6fMWMGzzzzDAAjR47k1ltvpXfv3mi1Wg4ePMh///tfNm7cyD//+U9atWrFfffdp2j3//3f/7F7926mTp3KzTff7L92LBZLtX0bcp253W4uvfRSVq5ciSRJXHPNNVxxxRV07NgRp9PJli1bePnllzl58iTTp09nw4YNDB48GIChQ4eyZ88eFixYwBNPPAHAkiVLSE9PrzJG5eh+QegRznBlRClwZYT+VqakpIROnTqFZWy73c7GVQswx6jo27t7WGyoidxSHWajE4MmMkqhSRJ0SKogKcbBtswE8st0DG5bQmwYSrhXpsLpDRoYfk5xWO1oStrE2zlZZKBbinCGByJO50YCrHY1JoM73OZEHN6+4WqoYwJHpGrwYQO6s277Pvbv2kivASOrjPfWW2+xdetWhg0bxoMPPkjXrl3Jy8vj008/Zc6cOWRnZzNhwgT27duHyWRCr9fXq294eXk5f/jDHygpKeGRRx5h8uTJ6PV6Nm/ezMyZM8nOzua1117jnHPO4aGHHqrz+evKn/70J/bs2cONN97I1VdfTZs2beqtwQH/++/ZDlChwYUGFxq89hpcqMgQ4HK5iImJCbcZEYfT6USr1ba4DN/aIMS4MuXl5SQlJYXbjCbDVlHBl+8/g8t6iuuumog5IT7o/jmlenq2Vs7sCweSBN1Ty2gV6+Dn0wmcseoZmFGCXhOe8mgeGbJLDQxrVxyW8cNB0m+VAgortCTHhL9qQKRh1HqQAbtLFZZef5GMt0x6/Ry+W3cfZ9Z//sS1lw7zfzakbwf+MGkwY679N7sOZPLmF6u4/eox9O2eEfAcvxzOpm/3DNbMehiz6fd3qVGDuwBwpqCUv73oFTzprc1smvt/tEtLqrLf1PP7M+a6lygrt3PHE59zbOXzikFFW3cfZ/J5fVjwzj1VouUnndeH3l3SmfHaQjJzinjmze+5+ZabcXnq9w5zprCU4lI1yz95gLHDuvk/H9a/I9MnDGL4lS+QmVPEk68u5IbLhpOabKrXOLVl769ZvDHjKhyWLAqOriVhwgQuv/xy//Y33njDL8KnTZvG7Nmzq2XQTZkyhWeeeYZTp06xc+dOPB4PanXVed6wYQPPPvusP2rdx8SJE5k4cSJLly7l66+/5vXXX68iAgEmTZrEddddV+2deuDAgUyZMoX777+fsWPHsnv3bp566qlqQvz777+nrMxb5n7FihXVos5HjBjB9ddfz2uvvVatf7ovStntdnPxxRczf/78KnYMHDiQSy65hLFjx3LHHXcwb948VqxYwQUXXODfx7dIMXz4cFauXFnNWXf++edz//33N7oQ37FjB4MHD2bFihVVMv3OPfdcunTpwg033IDFYuHzzz/nwQcf9G/3lbTzkZGRETBy38fWrVt57rnnAHjiiSf8gtzH4MGDueaaa7jpppv4/PPPefzxx/njH/+oGPC4e/dunnzySf75z3/W+B0bcp29+uqrrFy5Eq1Wy4IFC5g0aVKV7eeeey5//OMfGTNmDPv27eOBBx5g7dq1AMTGxtKnT58qWQXdunXzl2QUNA3CGR4YWZbF3Cjg8XhwOBxCfytQUVERtvWsbWu/o6L4FBdeMBh1hEas5pTqI7IHtsng5rxOhezNiWfVkWQGpFvISAifnVkWPcmxjrCtAYSD1nF2dmXFY3dJLep71xZJAqPWTYVTOMMDYdB6al0mvTKRqsH3fvckm7cfZPWPs+nZv2q1tq1btzJ58mQWLFhQ5T1l0qRJ9O7dmxkzZpCZmckzzzzDv//9b7Rabb16Y585c4bi4mKWL1/O2LFj/Z8PGzaM6dOnM3z4cDIzM3nyySe54YYbqjkZQ83u3bv58MMPufXWW/2fDRo0yP9zXTR4Tk4OkiShVqurzY3Q4EKD+xAavGYi820zyhB9ywLjcrmqLZIKvIiofWVaUqCAx+Phm0//TUHmbiaMH0KH9oFfVH2U2tWUO9WkxjqC7hcukmOdjOtcgEoV3j5mBWVaJEkmqQU5hSUJWsfbybGI8o+BkKSGOX2bMwaNB4dbhULbqaBcMr5vFRHuIz7OwHvP3gCAxyPzzuzVQc/z5lPXVhHhlfn4mw2UV3jveS8/cmUVEe5jYO9zePTOiQCczi3m2+U7FcfS6zS8/9wfA5aNe/yeSfTp5o0u/fDr9UgeFy53/QP67rxmTBVHuI/01mZefvRKwJtB/um8jfUeo7acP6I79/7xAm64ago6TyFzPniG0ye8kf8ej4d///vfgFd8ffbZZ4qlZFUqFW3btgWqR6SDV3w99thj1T6XJMkffe9yudi4sfp3zsjICLoYn5CQ4Bdp69ato6CgoMr2nJwcABITE4MKSIPBgNForPLZxx9/TG5uLgaDgf/973+Kdtx+++0MGzbMf0yg8UeOHBlUFzRFwN9HH30UsOTtdddd54+g9onL+vLiiy/i8XgYPHiwonhWqVS88cYb6PV6SktL+frrrxXP161bN5566qlajV3f68zpdPLyyy8DcO+991YT4T4SExP9fxPr1q3j8OHDAfcThAfh8A2M2+11NIi5qY6vR6Uok14dWZax2+1hmRun08mGn+ZjMkr079ujycevDW4PnLFGpjMcvBWv+qeXMijDwq5sEztOmwhS8bhRybYYWlzLLoPWQ4LRRU6puLcoYdB6GtR2qjnjXZ+o+9xEqgZftvEgQ/p3JffEXg7uqdqfWa/X8/777wd8R3n88cf92u3DDz/Ebrej0Wjq5QwHuPPOO6s4wn2kp6f7dUB5eTmffvppvc5fF84///wqjvDK1FWD+zRcoLkRGlxo8MoIDR4c8UQKAUKQB0bMizItyeFbV1pSoMDK77/g150rGNCzHcMGB+6/WpncUj0psQ406siNOtapZYa2LaFHShmbT5n5JTcOTxObm2UxkBZBpeSbijbxdiHEg2Cop9hs7ug1HkDG7q773NwyfaTitmH9O9K7q/eFf/mGA4r7tUtLZMzQrorbl2/YD4DZFMP0CYMU97vtqtG/H7N+v+J+F4/uRXprc8BtKpWKm37rOV5UUk52XmG9M8MBbpk+SnHbtIsG+hcfgs1PqLj+0uEApKYkcd30i/GUneaLt2dQkJfNzp07OX36NOAVmjX1ZlOpVEiSFHCB4rrrrlOsCOQrcwVw9OjRGm0uKyvj+PHj7Nu3j71797J371602t+DrHbt2lVl/7S0NACKiopYsGBBjeevjG//8847r8YMAd/iytkizzf+okWLyM/Pr9P4oaRv376KPd0lSWLgwIFA7f4PlHA6nSxevBiAK6+8MmgVKLPZTN++3tYFgRZgfFx99dW1DqKt73W2ZcsWsrOzAbjqqquCjlF5ES2Y3YKmR2jMwPjuyWJuquPrFx6J/ajDjd1uR5blsOjvn9f9QFnhCUYP719jb9twcaZMh17jJl4f2VmtaSY74zsXUOZQs/pIMsUVTXsfsDlVFJZrSYvQoIHGpE28nVyhwRUxaNz1yn5uCdR3fSKSNfjI4YPQyBWsWfJllSzgiy++uFpJYx8qlYqbbroJ8Oq47du3N8gZHqj/tY9p06b5M2Rr0yO5oVx//fWK2+qqwX1oNBp/AKQPocGFBj8bocGVEU+kECAEeWBExrwyPkEuqIrb7cbpdLYIZ/i+HetZ++P/yGil45KJ42vVTuBMmY7UuMgXmL4+ZmM7FpJbqmPdsUTKHE3zuJFlyC7Vt7iodICUWAdWh5qKevZ/bu4YNJ5698Zuzqh+y5qvz3UztF+HoNuH/bb91+N5OByBxWy/7m2DnmPvr1kADOzVTrH0OUDrViY6tE2uckwghvbtEHS8YZW+U1ZuQb2d4Tqthn4KZekAtFo1A3u1A4LbGyr69fjdlnPapfOHy8ZTUXSEz996ko3r1/u3BYqiPxtJkhQXKHr0UM7sqhyNXVpaGnCf/Px8HnvsMbp37058fDwdO3akT58+9O3bl759+zJlypQq+1Zm6tSp/sWNadOmcf755/PKK6/w888/V1swOBtfya0lS5YgSVLQfy+99BLwexS6D98izuHDh+nSpQu33nors2fPJjMzM+jYoSbY/wH8/v+g9H9QG3755RfKy739MR999NEa58w3v2fPWWWUFg8CUd/rrHJptREjRgS1ufKCVDC7BU2PqD4WGJfLhUqlEg7fAIhAdGXsdjtarbbJ/6ZcLhfrV8wjTi8zsH/vJh27LuSX6UiNc0RFkLVR62FUhyLaJthYdyyJIwVG5CYKSs8u1ZMY48SgbXntqFLj7Jwp0zXZXEcbojqbMt5AgbrPTSRr8Pj4GAb360zW0V0c/3Xv7zYPHRrc5mG/Z7rv3bs3YCnw2qDT6YJqCq1W63dK7t27V3G/UBHMlh07dvh/ro0G9xFIhwsNLjS40OC1RyilECCc4YER86JMS8p+rgs2mw1JktDpdOE2pVHJzTrBt5+/TKymnKunT6pVJLwsQ3GFFrMxekp/mwxuxnYqxGx0sepIMpkljR8AUlihRZYlkiO0lHxjolXLxOvdFFeEpzx9pGPQukVmuAIGjadeQjw1KT7o9tatvH2wZVmmyFIecJ/EhOA9KguLvf2nWteip3ab38bzHROI1OTa2QxQWmqttzM8yRxT473d952C2RsqEk2xVX7v3rUjl150LkVZe1j+w5f+z32R1TWhtEARrMRaZQdNIGH8888/06NHD2bOnMmhQ4eq9RQ7m4qKiiq/Jycns3DhQjIyMpBlmZUrV/LQQw8xZMgQkpKSmD59Ot9991218zidToqLi4OOFQifEPVx66238thjj6HRaCgpKeHjjz/muuuuo127dnTp0oWHH364QZHgtaWmvq++/4eaFieCkZeXV6/jzp6zyiQmJtb6PPW9zhrDbkHTIzRmYMS8KCMC0ZUJV6DAjo1LKM0/xqhhfYM6WsJNtOlvSYLuqWWM6FDEkYJYNp80Y3c1vic/29Iyg9EBTHoXblmizBG513E4EQHpyhi09QtIj3QNPmrEENRyOZtXL/rd5hqyflu3bv372IWF9c4MT0pKqvFdyDdWY/eQhuD6prJTubYaHAI7w4UGFxo8GEKDV0WopRAghGdgxLwERpZlHA5HlTIjAi++hYraZElHKxXlZXz53jO4rae5+ppJmOJrVwqnwqnC6ZZIMNSvVFC4UKugX1opKbEOdmSZOGO107dNaaOVes+2eHu6qZrvJRSUBIOTEpuGtBa6GBEMg8ZDhVMsUgRCq5Zx1qM3dk336pqEFIC6lhlstXks1CYjo6bzVD6Hx+3C5anf4k1tnmMyTZdColZXt2fQgN5YyypY9+aP/s9q+/xtSOm6QDgcDq666ioKCgrQarXcd999XHbZZXTr1o3ExES/E+Po0aN07twZCHx9jRkzhsOHD/PNN9/www8/sGbNGjIzM7FYLMybN4958+YxYcIE5s2b5xdzlcXaVVddxZNPPlnv7/Hcc89xxx138MUXX7BixQo2bdpEeXk5R44c4eWXX+b111/n9ddf56677qr3GJFA5Tn797//zcSJE2t1XGxsrOK2pshKrGz3qlWrSE5OrtVxNS3gCZoOj8eDLMtCYwZAaG9lnE6n0N4KhCNQwO12s275N8To3Awe2LdJx64LsgwlNg19o0x/AyTHOBnXuYBdWSZWHklmcIaFlLjGCRZ3uCTyy3QMSLc0yvkjHbXK6xAvsWmIi/By+uFA9AxXRquS6xV4Heka3BQfy8DeHVm++ffM67rarNFosNlstbKxMrXS4E1YxqG2+qYua+Ch1OFCg0cXQoOHBqGWQoAQnoER8xIY301AzE11mnvGvMfj4euPX6Qoax+XXDicc9oF7pkTiGKblni9C3WU6og0kx2zsYCfMxNYdTSJIW1LMBtDu7Agy95+4f3TWqYQBzAbnZyxisyXQBg0HopE1nxANCpPvYR4boGFdmlJitvzCrzlkSRJItEUPFJWiSRzLNl5JeTk1/x3nVtg8R+juE9+8LJUeQW/jxNn1NQ7M7ygqAy324M6yE3bNz9n21s5qtbjCS7Wy8obFvgyZuRgei/dzYqtpwDIzMyke/fuNR4XqFdZQ/jpp5/8Edtvvvkmt99+e8D9ioqKajyXwWDg+uuv9/doO3r0KN9//z3//e9/OXToEEuWLOHxxx/nlVde8e8fExNDeXk5xcXF9OnTp0HfpX379jz22GM89thjOJ1OtmzZwty5c3n33Xex2Wzcc889DB8+3F+iLxqpLGCdTmeD56ypqGy3TqeLGrsFvyP6YisjtLcyon2bMuHIDN+1eQUluYe5cFRvdLrI/X8pc6jxyBLxUegMB9CpZYa0LeFEkZHNpxLolFRBj1RryIPGs0v1JBhdxOhaXol0H2ajk+IKLRkJIiD9bOpbCrwl0Jw1+OiRQ/hp4/7f98nNDXqOypmjvuzu+mjNgoIC3G53UAefb6zKZZ3hbA0e/H5WVtbwym6tWrXy/5yVlVUrDQ6hdYYLDR5dCA0eGqLUrRI5yLIshKcCYl4CI5zhyjT3fm4rFn7GkT2rGNynA4MH1q03WkmFhoQQO4+bGl8fs3ZmXx+zmJD21iq2aXC6JVq1wBLpPswGF8U2cW8JhF6UaFNEU8+o9K27jwffvse7vWuH1Hovdvbp6g0a2vHLKZxOZUGcV2DhxOnCKscEs0l5+wn/z53amevtDHc4Xew6oNynyuVys3O/1wF9tr3xsb8HtCiVtgMoKLKSX2Stl30+JEnixisv8P/+0buv1ipaXqPR4HSGrmzovn37/D9fc801ivtV7jdVWzp16sR9993H1q1badvW2x/vq6++qrKPTxSvX78+pOW4tFoto0aN4tVXX2XWrFmAVzt8/fXXIRsjlNQ2K6F3797+ljZLly5tTJNCSuXFj4bY3ZwrGEU6vsU/0TO8OqKXujJiXUKZptbfHo+HtcvmYtS6GDqo9n0qw0GxTYPJ4IrqimOSBB2SKhjbsZDcUh1rjyWFvJx3tsVAuqnuGZzNCaHBlTFovJnhoqd6ddTNWIObE+Lp0SXjd5u2bg1uc6Xtffr0qbfD1+FwsGvXLsXtLpeLnTt3+sepTHz87+Xngzl/CwoKqvXNrg+DBg3y/7xmzZpaHxdKZ7jQ4JGB0OC1I1QaXKwKNxDh2FRGiM7AuFwuJEmqEnUm8NKcneF7tq1h/bJZtEs1MunisXW+iRfbtJgN0dOvTAlJgu4pZYzsUMSRgpiQ9jHLshhoE2+P2uz5UJBgcGF3qerVe6q54+0ZLhaJA+F1htf9mvl0/ibFbdv2HGfvoSwALhzZo962XTiyJwDFlnK+WbJdcb8P5673O3EvHNVTcb+l634hO68k4DaPx8On8zcC3j5qfbu0xl1PZzjAp/M2Km6bv2wnRSVewXf2/CQmxGL+LYp/WyXn/NnM/i74okJtGdi7HW3bmAFY9MNSlnz7WY3HhDozvLKgVxLCHo+H9957r95jmEwmhg4dClBtAWPq1KmAN8r/zTffrPcYwbjggt+DDkKxgNIYVH4Hs9uVs5tiYmL832fVqlVs2bKl0W0LBaNHj/ZngbzzzjtYLPWrJFPbeRKEHp++FAEJ1RHZz8qIdQllmlp/79m2mqKcQ5w7qBd6va7Jxq0PJRXNQ38DmAxuxnYqJNHoZNWRJDJaZLphAAEAAElEQVRLQvN/7nRLnCnTtdh+4T4SjE5KbFrh8A2AXuPBI0v1asnV3NGqZdyeugcKRIsGHzaov//npUuXkp2dHfAcHo+HTz/9FPD2Lx40aFCDHL6+cwVi/vz5fkf3hRdeWGVbYmIiZrMZCO78nT17dr3sOpv+/fvTrl07AD744AOs1toFuYfSGS40eGQgNHjtCJUGF6vlDUREpysjotMDIxZxlAlHz7KmIPvUURbOfoV4bTlXTZuERlO3vwtZhuIKbcjLioeTpBgn4zsXoFbJrDySTJ61YYshsuztF97ShbhGLROnd1MiItOrYdB4cLhV1FB1ukVS38zwhSt28dUP1YWitczGHU98DoBKJXHnNWPrbdst00cSY/TeH/76wtecyi6sts+u/ad4/p3FAGS0NnP5hQMUz2d3uLjzyc9xu6uXPnvh3R/Zc/A0ALdeOQqjQYNHlqihSpoib89ezbpth6t9nnOmhIdf8EYlxxh13HTFiGr7jB3aFYAFK3Zy5MSZatv3H85mxmsL62fYWahUKv5++wQASsscPPjXv7F59fcB9/V4PGRlZYW8Z3jXrl39PystYDz66KNs3668GLNkyRLFRRaAkpISv2Ds2LFjlW133XWXv1Tdk08+yeLFi4Pau379+moR/J9//nnQOakcBX32+JFCcnKyP9r8yJEjQfd9/PHH/e+y11xzTdD93W43s2bNIjNTuVpCU2AwGHj44YcByMnJ4Zprrgla5rC0tJT//ve/1T5PS0vz/1zTPAlCi3BqKiPmRhkxN8o0ZZsyj8fDmiVz0KscDB86oEnGbAjFtualv9Uq6JdWyqAMC7uz49l+2oSrgQ7KnFI9cXoXsbqW3SvbpHfh8kiUO8X659lo1TJqlegbHgiNyrswUVcdHi0a3GyO8/9st9u58847AwZTv/DCC+zZsweAW2+9Fb1e3yCt+fbbb7Nu3bpqn+fk5Ph1QExMDDfddFO1fcaO9c7ZggULAr7j79+/nxkzZtTLrrNRqVT87W9/A7ytym688UYcjsBVLn0aHLz+p1DpcKHBIwOhwavS2BpcKIIG4svyFU7f6gjRGRgxL8rYbLZqfVuinTJrKV9+8CyesmyuvnYy8fF179nj8kg43Cri9c1HjINXGA1pW8LJYiNbTiXQMamCnvXsY2axa7C5VKTGtWxnOEC83oXVroH4llsuPhB6jQeQsbtUGLUtt6ddIDQqGXs9qgkM6due6x76kNVbDnHlxMGY4gzsPpDJi+8v4eBRb1+wP18/jn492tbbtpTkeP79f9P589OzycotZsi053nkzomMHNgZt8fD8vX7+feHS7GW2ZEkifeevQGtVvmdbEjf9iz6aTejrv4XD95yAV07tCavwMKn8zbx5ffeTOu2bRJ58s9T0Ki814nLI6FT1S2KIiUpnhijjotufpUHb7mAyef1Ra/TsGX3MZ5/50eycosBeOaBqaQmm6odf8/157FwxS4qbE7G3fAyT99/CQN7nYO1zMbyDQd47dMVpCab0KjVnCkM3ge9Nvz5hnEs+mk3y9bv58CxM0y5/GruuON2pky9kpiYGHJycti0aROzZ8/muuuuY9q0aSF1hk+YMIHU1FTy8vJ4/PHHOXHiBFOnTqVVq1YcPnyY999/nxUrVjBq1CjWr18f8ByzZ8/m0ksv5aKLLuLiiy+mT58+JCUlUVpayt69e/nvf//L6dPeYIe77767yrEmk4nZs2czadIk7HY7l1xyCdOnT2f69Ol07twZgOzsbH7++Wfmz5/P7t27eeONN/wLJgB//OMfefjhh7niiisYOXIknTt3xmAwkJuby7Jly3j77bcBiIuL44YbbgjZ3IUSjUbD0KFDWb9+PR999BEDBw5kwIABaLVawNtbz/eeNmrUKGbMmME//vEPjh07xoABA/jTn/7ExRdfTFpaGna7nePHj7Nx40a+/vprsrKy2LNnj79MXrj4+9//zooVK1ixYgWLFy+mV69e3HXXXYwYMQKz2UxpaSkHDx5k1apVfPvttxgMBu69994q5xg4cCAGgwGbzcaTTz6JRqOhQ4cO/qpPGRkZGI3GcHy9Zo8ItlZGaExlxNwo05TB6L/sWE9B1gHGDumBwRDZWeHg7Rkep2te+hsgzWTHbCxge2YCq44mMaRtSb2d/tkWPenxQn+rVRCjdVPmULf4wIBAeEulqzEh5qYy6t/0pdsjoVXXXmtGowbveE4aixYtYtSoUTz44IN07dqVvLw8Pv30U7788ksA2rZty5NPPgnUP/s5JSWFmJgYLrroIh588EEmT56MXq9ny5YtPP/8836H8jPPPENqamq14++55x4WLlxIRUUF48aN4+mnn2bgwIFYrVaWL1/Oa6+9RmpqKhqNhjNnqges15U///nPLFq0iGXLljF//nz69u3LPffcw5AhQwJq8KeffjqkFdqEBo8MhAZvWg0uFEEDEeXIlBGiMzBiXpRpysj0psDj8fD1xy9Skv0LUy8eTtuMNvU6j82lQi3J/sjR5oQkQfvECpJiHGw7lUB+mVeQ11VEZlv0tI5ztOgS6T4MGg92EXldDZUEerU3Kl04w6tS335lX712Bxfc+ApvfbGat75YXW379AmD+M9jf2iwffdcP45iSzlPvrqQvIJSHnp+brV99DoN7z17A5PH9Q16rj9fP47VWw7xybyNXPPAB9W2p6UmsOSj+0mIN/5Wss47Nzrqdv+NMer4+o07mPSnN5j5zo/MfOfHavvcf+P5PHTrRQGPnzCmN/ffeD6vf/YTmTlF3PbY/6psb5eWyIK372by7dUjZuuDSqXi27fv4aa/f8zXP26noLiMmf96lZn/ejXg/qHODI+NjeWzzz7j8ssvx2az8dZbb/HWW29V2WfcuHH897//rdbfrTJOp5MffviBH374QXGfP//5z9x3333VPr/wwgtZsmQJ119/PTk5OcydO5e5c6tfaz5MpupBDLm5ubz99tt+0X02ZrOZOXPmhF2MBuPRRx/l0ksvpaCggOuuu67Ktqeeeoqnn37a//vTTz+N2WzmkUcewWq18tprr/Haa68FPK9Op4uIdzy1Ws2iRYu46667+Oyzzzh58iSPPfaY4v6BFsri4+O5//77+de//sX27duZMGFCle0rV65k3LhxoTZdgNBRwRBzo4yYm8DIstxk+luWZdYsmYNOZefcoQNrPiDMyLJXgxuaqWYwaj2M7FDEofxY1h1LomeqlU7J5dSleKHLLZFr1dMjtXalfZs7vt7YguqI9YnAqCRQSXXX4dGowft1TmTIsBHM/XpewN7UaWlpLFmyhISEBKD+WjMmJoavv/6aSZMmMXPmTGbOnFltn/vvv5+HHnoo4PETJkzg/vvv5/XXXyczM5PbbrutyvZ27dqxYMECJk+eXGfbAqFSqfj222+56aab+Prrrzl06BAPPPBA0GNCqcOFBo8chAavSmNqcKEIGojH4xG9nxUQojMwIqNBmebWM3zptx9xbN8ahvbvzKABvet9HptLhV7jrpM4jTbi9d4+Zr/kxrPqSBL900ppa7bV+vgsi4HuKUKIAxg0bkrt4t4bCL3Wg82phmZU8jAUaFRyvXpjd2zXip+/fYyXPlzG/KU7OZFVgFajpn+Pttxx9Riuv2x4yGx87O7JXDK+H//9fCU/bTxIVl4xKpWKc9KSuHh0Tx64+QI6tG1Vq3N9/OLNXDy6F+/NWcueQ6exltlpn5HM5Rf255E7J5KYEAt4g3XqW0IeYEjfDmxf8DgvfbCM71ft4XRuMbExOob27cD9N57PpPOUBSXAa09ezbkDOvLO7DXs3H8Kp8vNOelJTLtoIA//6SKSE+OCHl9XYow65r5xJys3HeTN/63gp40HKK1wodcbaNeuHb169eLKK69k6tSpnDhxwt8fLlRMmDCBbdu28cILL/DTTz9x5swZzGYzvXr14vrrr+dPf/oTJ0+eVDz+1VdfZerUqSxbtoxt27aRnZ3NmTNnUKvVtGvXjpEjR3LbbbcxatQoxXOcf/75HDlyhI8//pjvvvuOXbt2UVBQgEqlIiUlhZ49e3Leeecxffp0unfvXuXYAwcOsGzZMlasWMGhQ4fIzc2lpKSE+Ph4unfvzsSJE7n77rsDCrtIYsqUKaxYsYLXXnuNrVu3cubMGZxO5Z6pDzzwAH/4wx949913WbZsGYcPH6a4uBi9Xk9GRgZ9+/bloosuYvr06f4yeOHGaDTy6aefcv/99/Phhx+yZs0aMjMzKSsrIy4ujg4dOjB48GAmTZrEJZdcEvAcL7zwAl27duWzzz5j3759lJSUhCxLQ6CMLMtCeyvgcrn8GSSCqgj9HRin04nH42kS/X1g9ybyTu1j1MBuxMREvt53uCVkWUKvab73dUmC7illpMQ62JaZQF6ZjkEZJeg1tXu/y7XqiNG5MRma7xzVBYPGg60elbZaAiJQQJn6aM2o1ODuCqZd1J9pV1zJe++9x549e7BarbRv357LL7+cRx55hMTERP/uDSkFPmTIELZv385LL73E999/z+nTp4mNjWXo0KHcf//9TJo0Kejxr732Gueeey7vvPMOO3fuxOl0cs455zBt2jQefvhhkpOT62WXEjExMcydO5eVK1fy8ccfs27dOnJyctBoNGRkZFTR4OB1oIdShwsNHhkIDd50GlySQ72S1cIoKipi8+bNTJw4MdymRBw//fQTvXv3pnXr1uE2JaI4ceIEmZmZQR8ELRFZllm4cCEXX3xxsygtuWvLSuZ/+hztUzTceO3lqBuQspxZbOBYkZExHYtCaGHkklOqY8fpBFrH2+nbprTGklGldjWrjiQzqfsZNHUoL9VcOVFkILPEwKgOxeE2JeLYcNxMuslOh6SKcJsSUWSW6DlWEMOYTjXfY55+fRH/eOM7AORf321s00LC8cx8Oo5/HICPX7iJm6ePrPWxPx5sxbB2xSTF1E6M3/z3T/h0/kbaZyRzfNXz9bI3Ujhy9BSz5i0jNqU7f3roPyQk/i789+/fj91uZ8CAAeEzUCAQtDhOnz7NkSNHqpRHFHjZvn07sbGx1RYJBbB8+XL69+9PSkpKuE2JKEpLS1m9erXigmOokGWZd//1AAXHt/DAXdcQGxv5Wr/EpmHdsUSm9Gx4GdxowOmW2JlloqBcy6AMC6lxNbfb2nYqgVidi56tlft+tiT25sThkSX6pTW8fVFzY3d2PCpJpk8bkbxwNssOJTMww0KrWGWnF0S/Br/7DwNJTUnhzkffIa1tzX2bbTYbS5Ys4dJLL61VEOTNN9/Mp59+Svv27Tl+/HhDTY9oTpw4wenTpxk5svZrGgKB4HdEaFYDkWXZ37heUBUxN4ERGfOB8Xi8JciaQ7ZH1skjLJr9KiadnT9cPrFBjnD4rUSbpnmWaAtEm3gH4zoXUOFUs/poEsUVwf9esiwGUuPswhH+G96odJH9Egi1ijoWu24ZNCT7ubmjkgBa5tx07tSOyyeNxpJ7gM/feoLyMrGAJRAIwovQl8qIuVFG6O/ANFWVw0N7t5FzfDeD+3WOCkc4gL2F6W+tWmZI2xJ6plrZciqBfTlxeIJ8fbcHcqw60k2iX7gPUQpcGbUkI8vi+RSIlqLDu3ftBM5i1iyeVav9fe8zIn+zOpIkiXkRCBqAeFILGg1xcw6Mx+MRZdoC4Lteon0Rx1pq4cv3/wkVuVwzbSJxcTENPmdLc4bDb33M2hdxjrmCdceSOJwfg9ItJduiF0K8EgatKEOmhISMRzyaqqGWZNxigUKRlvw607d3NyaOH8KZEzuZ9c7T/lJdQoQLBIJwIBy+yoi5Ucbtdgv9HYCmuGa8vcK/RCNXMOrcIY06ViixOZtvv3AlJAnaJ9o4r1MheWU61h5PoswR+O8mz6pHr/ZgMojWUz70ohS4IpKE0OAKqOvZrizaSDDF0b1jG/bvWkte9qka9xfOcIFA0FiIJ3UDEaIzOGJuqiOumcA0B2e42+3mqw+fx5J7kEsnjCQ9PTSl+Hw9w1sakgTdUsoZ2aGIY4UxbDppriYwyxxqLHYNbeKFM9yHQePG5VHhalnrN7VCkhBR6QGI4ttuoyMht/hqAucO7c+oId3JPLSRuR+9gNvtFs5wgUAQFoSOCo6Ym8CI6yYwTTEvRw7s5PTRHQzs05H4+IYHiTcV3mD0lqe/AeL1bsZ2LCTJ6GDVkSROFVfv8e4LRhd/Vr9j0LhFz3AFhJ4SAIwdPRQcxaxZUrvscEFghA4XCBqGeFI3ECGslBFzExjx0ApMcyiT/uM373PywHrOHdiV/n17hOy8bo+qxr7ZzZmkGCfjOhegVcmsOpJEnlXn35Zl0ZMS62jR83M2GpV3LlpChHFdkSS5RWf5BkPMS2DEa4yXC8ePYEDPthzasZTv5rwp3mUEAoEgwhD3ZUFdaewy6b6scLWnnNEjhzbaOI2ByyP5NVVLRK2CvmlWBrctYW9OPNszTTjd3pdijweyS/WkmWxhtjKy0KhbRoZvfRAB6cpIEsgtpCVXRloqXc5pxb6fV5GfmxV0X5EZroxwhgsEDSN6vU4RgnD4CuqDuGaqE+2Z4ds3LGXrqq/pmB7PReePCum5PXJL7Vj7O1q1zOAAfcy8UelCiFdG9dvFIgRndSTA0+L/mqoj0XJEeH0QWtP7bL500ni6npPIjrXz2Lx2mRDhAoGgyRHaWxkxN8qIuQlMY8/L8V/3cfLQz/Tv1Z4EU1yjjdMYyLIkAiKBNvEOxnUuoMKlYvXRJIorNJwp06FVyyQaRYn0yqgQOlMJUSZdGYmWpTXPGz0c2V7E2iWzw22KQCBooWjCbYCg+SJEZ2DEvAQmmp3hmccP8f1X/8VscHDlZZeiVoc2zkiWvRmtLR1fH7OkGCc/ZyaQczgJq1PD4IwSf6S64HcxZXOpULfgjIZA2FwqVJIsrpezcLglKpzqWs3L43+eyuN/ngqAM0qqR2akpeA48J7/97rYXeZQY3Opan3NvD/zFt6feUudx4kO1Fx+6SQ+n7OATeuXs2f/Efr161fns2g0mqh81gsEAkEkIzSmMmJuAtPY87JmyWxUbitjRkxqtDEaCxlvaWcBGLUeRrYv5tf8GNYdS8KgcZJstOMSWdBVcHoknO7aa4aWhN0lUeaondZsaZQ51NicNV83zUWDt0lrQ7v0ZLZvXkHPIRPo3LV7wGNdLm+wjd1eu3aI77//Pu+//753HKezgZZHNg6HA6vVWqfvqVKpUKvVjWiVQBA9CGd4AxFZMQJBaIhWZ3hpSTFzPngWlT2Pq6+/lNhYY8jHkJFEjHEl4vVuBmWUsPpoEiCx/HBoerM3N1YfTQ63CRHLyeLo6VnYlPxwIDXcJkQk20+bw21CRKHp+AeKDi+jKCuHL7/8EpPJVKfjL7300qh71gsEgshAODUFgtDRmH9PJ48e4NiBzfTv0ZbExPhGGaMx8WaGi7U+H5IEXVuVU+FQcbw4hjKnjkyL0FOBEHpKGTE3gfklL55f8qLvPllfjjj6c7TgKE//81muvfbaoPuuWLGiiayKPn744Yda79u1a1d69erViNYIBNGDcIY3ECHGBYLQULknTLT8XblcLr766DlK8w4xfcoY0to0jlNWQhZx6ZXILDGwKyuedmYbJ4uMjO1USKwuSsJjmwBZhsUHUxnfOR+j1hNucyKKXdnxxGjddG1VHm5TIoqicg07shI4v0tBuE2JOFYfTaJ361JaxTbvCPPaYrc7+Gj9PFrFxNN/+ASuueaaOp8jWp7xAoEg8hB9EpURc6OMeO4EpjGvmTU/zkZylTJmxMWNcv7GRpLkFlW6uCbsLokdpxOw2DXeFmWyxIAMS7jNiigsNjWbTiZycbf8cJsScRwpiMFi1zAwXVwzZ7PphJl2ZhsZCS2j9Z/b7eHImo2oUxN5+J8fERMbG3A/l8vF0qVLufDCC9HpdE1sZWSTnZ3NsWPHGDlyZK2PUalEl2SBwIdwhjcQITqVEXMTGDEvgYk2Z7gsy/zw1TucOriRUUO607d310YbS5JE/2cAl1tid048uaV6BrctoU28A5tTTZ5VR7cU4dz04evHpVPLaNXiXlMZCdCoxLycjVrlvc+IeQmMuGa8yLLM198vpbBUZsz5l9Kl5wC0Wm24zRIIBAKBoEaE/q5OY61LnD5xmMP7NtKnawatWplDfv6mQEL0f/aRZ9Wx/bSJ5Bgn4zsXYHWo2XA8EZUkE+LucFGNWgUqoacCIkmgkYSeCoQkgboFac09e37BUubkosuvIsFsrnF/nU4n9OZZqFQqVCqVmBeBoJ6IVxdBoxENDs1wIcR4dXyRah5PdGSy/rx+CdvXzadzhpkLxo1o1LFUkux3cLZUiis0rDqaRIVDzbjOBbSJdwCQZrKRbTGE2brIwnd7EaX9quMteRhuKyIP0RdRGVlGXDO/sXLNZg4ez6f/yEvpP2SUeM8TCARNjggqVkbMjTJibgKjUqkaRXuvWTILnCWMHTUs5OduKoT+9gZY78uJY8upBHqmWhnStgStWsZscKFVy5wpE9malZFloaeUEHpKGZmWs27jcrlZvWEHMeZzGD7u8nCbIxAIWijCGd5AhLAKjpib6ojF48BUzgyPdE4c/oUfvvoviUYXV15+caOXnNGqZZzulnm7lmU4kh/DumNJnGOuYGSHoiqlv9Pi7ZTYNJQ7Wub8BMLhVgEtJ7q4LnidvoJAiEeTEtE5MU6nm+4Xz0Dqeidzvt/a4PPt++UwazbvI6PrcC655l7xLtPIZGZmotfr0el0HDp0KNzmCAQRg9Deyoj7sqCuNMbfU87p4xzctZ5eXdJITUkK6bmbkpasvwHKHGrWHksir0zHeZ0KaZ9o82sFSYJ0EZBeDYdbJfS3Al5nuJibQHiDKFoGO3b9Qkm5h1EXXIHeEPz+4Xs2Rdu7jdPppHv37kiSxJw5cxpljGipphqNCA3eMmi5b3chQghyZcTcBEbMS2CixRluKS7kq4+eR+3M55rpEzEaG18EGjQebK6Wd7u2uyQ2nTRzpDCGkR2K6JZSXs1hp9PItIp1CDFeCZtLhU4toxLvx9XwyN5MD0FVPKINgyLeaP1wW1F33vjfTxw6lkvPzmn8YdLgoPuezCrkqdcWMmTac6QM+yuG3n+m3ZhHGHPtv5nx6kJWbdzLt4vXEpfSjatvewKtVltFhP/yyy/cd9999O3bF5PJhE6nIyUlhfHjx/PKK69QWlra4O+Tl5fHd999x4wZM5g0aRKtWrVCkiQkSeLmm2+u07lOnDjBI488wuDBgzGbzWi1WpKSkhg5ciTPPPMMZ86cCXr8mTNnuOeee8jIyECv19O5c2cee+wxysrKahz7qquuQpIkZsyYEXS/tm3bcsstt+B0OvnrX/9ap+8nEAhaLpGuo8KF0N+BaYx5WfPjLHAWM3bU8JCet6lpqfob4FSxgVVHkkgyOhnbsZB4vbvaPukmO9ml+hafPV8Zm0uFQRsdVQ6bGg9Si3H41hW5hcyNy+Vm7aadxCZ1YOh5U2vcP1qf2W+88QaHDh2iZ8+e/OEPf6iy7fjx4379WtO/YPq2oqKCvLw8br/9dgYNGoTZbPbr73HjxvHSSy9RXFwcsu/kcDj48MMPmThxImlpaej1euLi4ujevTu33normzZtCnq8zWZjwYIF3HfffQwfPpykpCS//h4xYgRPP/002dnZNdohNLggVIie4QJBE6NWq3G5XOE2I+LwZVdH8kuPy+VizgfPUZb/K1ddeh6tU5ObZFy9xk2pvWWVITu7N1mwKOt0k51TJQY6txJ9wwFsTjUGTfVFC4Eok66E2yOhUUXuvTecRGO0vrXMxsx3fgRgxr1TglYveeOzn3j05W8pK7dX+Twzp4jMnCLWbTvMqg3pXDR2MFff9gQmszfLy+cMf/nll3nkkUeqvdfk5+ezatUqVq1axWuvvcbChQvp169fvb9T69at631sZWbNmsXtt99OeXnV50VRUREbN25k48aNvPbaa3z11Vecf/751Y7Pz89nxIgRHDlyxP/Z0aNHmTlzJitXrmTVqlXo9fqAY69YsYK5c+fSoUMHHn300RptffTRR/noo4/47rvv2LhxIyNGNG5LFoEgGhBOTWXE3Cgj9HdgVCpVSK+ZvOxT/LJjDd07tqZN66bRyY2FXuvG5mxZznCnW2JPdjy5Vj2D25b425IFItHoRC3J5JfpSI1T3q8lYXephAZXQBYB6Yq4PRLqFqDDf965F0sFTLh0Ojpd7dc2oykD2mq1MnPmTABmzJjRKBVEFy9ezKuvvsqoUaP44IMPqmzLz89n9erVrF69mpdeeonZs2czfvz4Bo136tQppkyZwp49e6p87nA4OHToEIcOHeLjjz/mwQcf5OWXX672/7V7925Gjx4dMDi+qKiITZs2sWnTJv7zn//wwQcfcNVVVwW0Q2hwQShpWW93jYAQnco0Vg+qaEej0eB2i5fks/FFwEXqQoUsy3w3501OH97MmGG96dWzS5ONbdR4sLnUTTZeOPF4AvcmC0Ybk52ici0VLWzBQgm7iEpXxC2EeEBcwhmuSDT2cXt71mryi6y0S0vkqsnKWeHPvvk99z8zh7JyO53ateKFh6ex8vOH2Db/MRa8cw8v/u0KOrcz43SrueTq+2nXsXuV448ePcrDDz+My+VCp9Px4IMP8v3337N582ZmzZrF6NGjAW8m9sSJEykpKQnJ92vXrh0XX3xxnY/buHEjN954I+Xl5ahUKm655Ra+/fZbtmzZwtdff82ll14KQEFBAVOnTuX48ePVzvHoo49y5MgR4uPjeeutt9iwYQPPP/88Wq2WTZs28fLLLwcc2+l0cu+99wLw6quvYjQaa7S3ffv2TJ8+HYBnn322zt9XIGiOCO2tjJgbZTQaTcRqzHCiUqlwu90hu27WLpkNjqKo7hXuw/Cb/m4pf1LFFRpWH02iwqVmXOeCoI5w8FZNSjPZybYEdj60RGwuNXqN0OCBcHskUbVOgZagw51ON2s37iK+VUeGjLmkVsf4fAnR5Ax/++23yc/Pp127dopOXR/PPvsse/bsUfz33HPPBTyuoKDA/9yeMGECr7zyCj/99BPbt29n4cKFXH311QDk5uZyySWXsHPnznp/H5fLVcUR3q9fPz755BM2btzI0qVLmTFjBrGxsQC88sorvPTSS9XOYbFY/I7wUaNGMXPmTJYtW8b27dtZsmQJd955J2q1mtLSUq677joWL14c0BahwQWhRGSGCxoNEYEdGI1Gg9PpDLcZEYckSej1eux2u/+BGklsWfMdO9cvoOs5SYwf27QCX6/1tIjI9DKHmm2ZCXhkOK9T4JJsgTBoPCTFOMm26OmUXNHIVkY+NpcKgxDiAbG51GJuAtASRHh9iba5cbs9/PfzVQBce8lQxYj0nzYe4MlXFwJw5cRBfP7Srej1Wv/2wX3ao3YVccPkvgwefy0DR1xY5XhZltm2bZv/93nz5jFlyhT/78OGDePaa69l+vTpzJs3j+zsbD788EMeeuihen2vGTNmMHToUIYOHUrr1q05fvw4HTt2rNM5nn/+eX8w4htvvME999zj3zZ06FCmT5/OX//6V/7zn/9QVlbGf/7zH15//XX/Pg6Hgy+++AKAd999l2uvvRbAHy3+2GOP8fHHH/PYY49VG/vll1/mwIEDTJo0icsuu6zWNl933XV8+eWXLF68mEOHDtGtW7c6fWeBQNByEA5fZcTcBEav1+PxeHA6nXXK1AtEfm4We39eRZdzUshITw2RheHDoPHgkSVcHqlZ94GWZThSEMOBvDi6pVjp2qp6WzIl0kw2fj6VQL+0UlF5C7A5VSTFiHW+QNhdKuJixdwEItq0Zn3Y+vNurHYVk6dfhVarrfkAvI5YlUrVKNnVjYHb7ea///0vANdee22NdmdkZNCnT586j6PVahk3bhwjR47kqaeeqrJt4MCBXHrppYwaNYr777+f8vJy/vrXv7JixYo6jwOwYMECvyN8xIgRrF27FrX69yStiy66iKlTpzJixAicTiczZ87kwQcfRKP53dWoUqm46qqreOqpp+jVq1e1MS6++GImTZrEtGnTcLvd3Hffffz6669VgiCEBheEmui4q0QwarVaZPkqIERnYERmuDJ6vR6bzRZuM6px/Ne9LPnmHZJjPUyfenGTv5AZNB7sLlWzjkz/vTeZQ7E3WTDSTDayS0XfcPA6w/WiRFtA7E6RNR8IVwspz1ZXZBncHlVULVAsW/8LJ7MKAbjhsnMD7uPxeLhrhldQdu/UupojHGDb9r1s3X2Mjr3HMuUPd1Y7h69XGcCgQYOqOMIrU1mkb9iwoe5f6Df+8Y9/cMkllzSoXPr69esBSE5OruIIr0zlPmJn23vw4EEqKirQaDTVesD5RPnhw4exWq1VtmVmZvLss8+i1+urONdrw8SJE0lOTkaWZT7++OM6HSsQNEd8mayC6gjtrYzQ34HRarWo1eqQ6O+1S79EthcydtTQEFgWfjQqGbUkN+u+4TaXik0nzRwrjGFkhyK6pdTeEQ6QHONERqKgvHbOreaO6BmujE2UkFfE5ZHQNOOAG4fDxbotuzGldmLQyIm1Ps7tdldxqkY6y5Yt4+TJkwDccMMNjTbO1VdfzXXXXRc0gey+++5jyJAhAKxatYqCgoJ6jeXTzuDNzK7sCPcxePBgLrnEm+1fVFTEgQMHqmwfOXIkc+bMCegI93HZZZdxxRVXAHDkyJFq2exCgwtCTfN9s2sifNnPoiRZdYToDIxYqFDGYDBEnDO8uDCfrz58Hq27kGumT8RgaPre3QaNGxkJezMU4063xPZME3tz4hnctoS+aVbU9fia6SY7BWVa7C4Rlu7tGS6E+Nm4PeD0CCEeCNEzPDAuj/d+Ek1z89UPPwPQtUMqfbtnBNxn6bpf+PW415H96J2TqjnCT5zM4ocVm0lM680fbn0kYACY0+mkosJbiaNTp06K9nTu3Nn/s91uV9yvKXA4vCU/g2WUJyQk0KpVK6C6vb4y761ataq2ONOmTZtq+/l44IEHKCsr429/+xtdutStxYpWq/WXb58zZ06djhUImiNCXyojNKYyYm6UCYX+Lio4w56tP9GxbRLntEsLkWXhRZLAoHVT4WyercryrDpWHUlCq5IZ17mgXhnNKum3gHSLCEgHXwUy8XwKhCghHxi3B2RZQqNqvnOzedtOyh1qxl58TZ2c2y6XK6qc4V999RUAXbt2pW/fvo06Vm3mZty4cYA3CP7YsWP1GsennaHx9X7l3uaV+4KD0OCC0NP8PCtNjO8PUYjy6gjRGRgxL8pEmjPc6XQy54NnKC88wrQp55HSKiksdqhVEKN1YbFHz8tgbSjy9yZT1ao3WTCMWg9mo5MckR2Oxa4h3iDuMWdjc6mRkNE148jr+uItz9Z8RXh98TnDoylrfuXmgwCcO0BZsM5dvB0AtVrFFRcP9H+eX2hlx75jfDZnMZq4tlx75wxiYuMCnkOj0fjLlx09elRxrMpiNtzlxXzjB1sQsFgs5OfnV9nfR0JCAgD5+fnV3vtzcnL8P5tMJv/Py5Yt45tvvqF9+/YBS7fVhnPPPddvty/jQCBoqQgdpYxoUaaMuG6UMRgMDQ5WW7tkNh5bQbPJCvcRr3dT2sz0t8cD+3Li2HIqgZ6pVga3LWlQGfh0k50si75ZV7CrDU63RIVTTbxe3GfORpa9ZdJFsH513FGoNeuC3e5gw9a9mFt3ZeCIi+p0bLQ5w1euXAn8rtsaE5fLFTBLuzKVn+v1rWxaWQvXRu9LkkTXrl3rNVYwe4UGF4Qa4QxvIL6bsxBX1RGiMzC+eRHVBKoTCjEeKmRZZuGs18k+so1xI/rSo5uyY6EpMBtdFFdEz8tgMGQZDufHsP5YEueYKxjZvhhjCEqK+cR4S8bu8gpxs3CGV8NbPt4jetoFwOUWmeGBcHsk1JKMKkqumczsIo5nesugDe3bXnG/TTu9YrZ313RiY3S8/ulPdLngCVKG/5VBl7/AjPe28NG32/ly7rc4nYEzhVwul7/82vbt21m8eHHA/Z555hnA66S57bbb6v3dQsGdd3rLvRcUFPDOO+8E3Mdnb+X9fXTv3h2DwYDL5WL+/PlVtn355ZeAN2o+Pj4e8EbT33vvvQC8+uqrGI3Getk9bNgw/89r166t1zkEguaC0JfKiLlRRsyNMg0NRi8pKmDXluWck2aiwznpIbQs/CQYnM1GfwNY7WrWHkviTJmO8zoV0j7R1mBd1CrGgdsjUdSM5qk+lNg0GDRu9Bqhp87G6ZbwyJJwhgfAG3gto44SrVlXNm3ZSYVLy3kTr63ReXs20eQMz8zM5Pjx4wAMHVq7oLA33niDjh07otfrSUhIoHfv3tx1111s3769xmNrU0J+9erVgPf9p65Z0T6uvfZav4P5xRdfDJgEumPHDr7//nsArrnmmioO6brgsxegR48eVbYJDS4INcIZ3kBUKhWSJInM8AAI0RkYUU1AmUjKDN/407fs2fQd3Tu04rzR4Y9yTzA4KbFFfz8um1PFxhNmjhUa69WbLBhpJhtnynQ43M1UTdSC4gotsTpXgyL8myt2p4hIV8LlUTXrXmX1Jdp6qW/Y8XsW9sBe5wTcx+PxcOCoN4L6nLRErvjzO/zl2TkcOXmmyn5Hjh7nL3/5CxdddBGlpaXVzuNyuZgyZQoXXnghANOmTePhhx9m8eLFbN26lTlz5jBu3Di+/vpr1Go1r7/+Oj179gzVV60Xt912G9dffz0Af/7zn7n99ttZtGgR27ZtY968eVxxxRW89NJLAPzf//0fF198cZXjdTod11xzDQC333477733Hps2beJf//qXvzf6TTfd5N//pZde4tChQ0ycOJHLL7+83nb37dsXrdb7/G9I33WBoDngK5Mugoqro9VqhfZWQKxLKKPX6xukv9ctnYO7/AxjRw31V4xpLpiNToqbgf4GOFVsYPXRJJJiHIzpWEi8PjRrUSoVtIm3t/hS6cUVWszGupeabwnYXGo0Ko/QmgFweVRoVHKzDNavqLCz8edfSErrTv/h59f5+GhyhlfWZwMHDgyy5+9s376d48eP43A4sFgs/PLLL7z77rsMHjyYu+66K2iSWE1z8/3337N7924AJkyYUG8HdUpKCp988glGo5H169czdOhQPvvsMzZt2sTy5cv5xz/+wXnnnYfD4WDAgAH85z//qdc4u3bt8jvUe/fuXa2/uNDgglATHXeWCEaSJCGuFNBoNP5+koLfqVxNIFoe7k1FQ8V4qDh6cBfLvn2PVvFwxdSLIkLYm40uThTVL6ItUsiz6tieaaJVrJOhnQtD7rCN1Xkw6V3klOo5xxz+6ygcFNu0IitcAZtLhUErgpAC4RI9wwMSbeXjM3OK/D+nJscH3KektAKPx/t/vWz9fuwOF23bJPKnaQOxlZfSe/gltOs5lkceeYTNmzezevVqbr/9dn/UtQ+Xy0VsbCyLFy/mk08+4YUXXuDll1/m5ZdfrrLfFVdcwd///neGDx8e4m9bd9RqNZ9//jlTp07lhRde4IMPPuCDDz6oss/48eN55JFHqjnCfbzwwgusXLmSEydOVMscHzRoEH/7298AOHnyJM899xx6vZ433nijQXZrNBqSkpLIzc0lMzOzQecSCKKdyjrKt0Al8KJWq0WwtQJiXUIZg8FAcXFxvY4tLSlmx6alZKTG0blju9AaFgGYDS6sdrW3glKUOvKcbond2fHkWfUMblvSoLZkSqSZ7OzNiaNXa2uzdOrVhmKbRmhwBXzV2QTVac4afOOWHdjcOiZPurZeZbqjab28sj5LTU0Nuq/ZbGbatGmMGzeOrl27YjAYyM7OZunSpXz44YdYrVbeffddSktL+eKLLwKeI9jcFBYW8uc//xnwvhdWrnpWH6ZNm8a2bdv4z3/+w0cffVTF6QzQunVr/vGPf3DHHXcQGxtb5/Pb7XZuu+02//vr888/H3A/ocEFoURkhocA4QwPjJiXwPiqCYi5qU4kZIYXFeQx96OZ6DzFXDt9Enq9Lqz2+DAbnJQ7NThc0acwK/cm69W64b3JgpFmspPdgkull1RoSBBR6QGxudQiM1yB5izEG4LLE12Ln2cKrf6fE00xAfcpK/99EdTucBEfa+CT569Gcltp330YV9/6f4wbN46VK1fSv39/AObMmcPWrVurnMcnwrdt28bs2bMV+4gtX76cTz/9FIvF0tCvFxIOHDjArFmz2LNnT8DtGzdu5LPPPiM7Ozvg9tatW7Np0yZuv/122rRpg1arpUOHDvztb39j1apV/jJsDzzwAOXl5fztb3/zl6bLycnhjjvuID09Hb1eT7du3XjuuedwOGpemE5KSgLgzJkzNewpEDRvfGU2hY6qjtDeyoh+6so0pE3Z+uVf4SrPbZZZ4QAGrQe9xkOJLTocMmdTVKFh9dEkbC4V4zsXNIojHCA1zo7drYraeQoFIjNcGZvoF65Ic9Xg5eU2Nm3fT6uMnvQZfF69zuF2u+tcWj1cVNZniYmJivulp6dz+vRpPvroI2688UZGjBjBwIEDmTx5Mq+++irbt2/nnHO81d1mzZrFwoULA55HyRnudru5/vrrOXHiBABPPPFErTPVlXA6ncyaNYtFixYFrMqUm5vL7NmzWbVqVb3Of++997Jt2zbAm909derUgPsJDS4IJcIZHgKE8AyMEJ3K6HS6Wt14WxoGgwGHw4HHE56XZYfdzpfv/RNb8TGmXzKe5GRzWOwIhE4jE6N1R12pNqtdzZpKvcnOCUFvsmCkm2zkWfU4W2ipdG9muBDigRBR6co43Cp0ajE3Z+MrXRctFBaX+X9OTAjsDDfoqz5DbrliOFu27cRg7sg1d8xAp/cGExmNRp577jn/foEyw9euXcu4ceP46aef6Nu3L/Pnz6egoACHw8GRI0d4/vnncTqdvP3224wcOZKcnJxQfdV6sXbtWkaMGMGCBQvIyMjgf//7Hzk5OTgcDk6dOsWbb76J0Wjkiy++YNiwYezfvz/gedq0acN7771HdnY2DoeDY8eO8a9//cvfp+zHH39k/vz5tG/fnsceewzwLhSce+65vP/++xQXF9OpUyeOHj3KE088wZVXXlljyWffwkpBQUEIZ0QgiD5UKhUqlUpozACINQllhPZWpr6V2cqspfy8YTFtkmLo1qV9I1gWGZgNLoqjzMkry/BrfgzrjyXR3lzByPbFGLSN956vVkGbOEeLDUh3uiXKHBoSRGZ4QGyiVZkiDrcKbTPU4Bs2b8fh0TNu0nX1ygqH6MoMLyws9P8czBmu0+mIiQms0QG6du1aJRtcKbNZaW7uuecefvzxRwCmTJnCk08+WaPtwSgrK+PCCy/kueeeo6CggL///e/s378fu91OSUkJS5cuZfTo0WzdupVLL72U1157rU7nnzlzpr9K2+DBg3nzzTeD7i80uCBUCGd4CBDCMzCib5kykZABHYnof1uEr290ekOQZZkFs14l9/gOzh/Vn25dOzS5DTVhNjopKo8eZ/jJ33qTtYoNbW+yYMTr3cTq3ORZIyOjvympcKqocKowG8V9NxBCiCsjAgUC43JHV7R+ZUd3hS1wUEx87FkLlc4SnOokrvrTYyQmVy3rdsEFF/iFdqDM8Mceewy73U7v3r3ZsGEDl19+OUlJSWi1Wjp16sSjjz7KokWLkCSJffv2cd9994XgW9YPu93OtddeS3FxMW3atGHTpk3ccMMNtG7dGq1WS9u2bbnnnntYu3YtBoOBzMxMbrzxxnqN4/uer776qj9K/ZFHHuHEiROMHj2anJwc9u/fz549e2jdujWLFi1SLIPnw1fe13c+gaAlI7R3YHzzIvqpV6ch2c/NHd+6RF2vmw3L5+K05jJ21JBmmRXuw2x0UlQRPfrb5lSx8YSZ44VGRnYopGtKeZOULk832chqoX3Diyu0GDTuRg04iGZsLrVoVaaAzalqdteN1VrO5u0HSW3Xh96DRtf7PNHkDDcYfr/3NbQly+jRo+nduzcA69atC5goFmhuHn30Ud577z3/OebOndvgzPqnnnqKNWvWAPDhhx/y4osv0qNHD3Q6HSaTiYsuuoiVK1cyfvx4ZFnmoYce8vcqr4l3333X77Du3r07ixcvrleZdR9CgwvqgnCGhwCRAR0YMS/KCEEeGJVKFba+4euXz2Pflh/p1bk1o0cMbvLxa0NqnJ3cKHDyOt0SP2ea2JcTz5C2JfRpY0XdhE+blirGc0v1JMU4G60EfbRjFz3DA+L2gNPd/IR4KIi20nUpSXH+nwtLygLuo9drSUmq1E9cZWDC9Lvo2K1ftX0NBgOtWrUCIC8vz/+5LMu4XC6Kirw9yh977DFF8XrBBRdwwQUXADBv3jz/MU3Njz/+yOnTpwG47777aNOmTcD9evfuzQ033ADAtm3b2LVrV53G+de//sXhw4eZOHEil19+OQAOh8OfWf/aa69hMpkA6Nmzp7+/2SeffBL0vL6Mg5SUlDrZIxA0RzQajeiNHQCNRoMsy2GrsBXJiEB0ZQwGA263u07rNuVlVrau/YHURAM9u3dqROvCT2qcgzyrHk8UvA7mlupYdSQJncbDuM6FJMU03VpcarydCqcaiy06yhqHklyrjtZxYm1PCbsok65Icywhv37TdpwYGD/l+gYFSkWTM7yyPqucJV5fevXqBYDNZguYkXz23Lz44ou88MILgLd/9nfffddg560sy3z88ccAdOvWrVqvcB8ajcbfl9zj8fiPCcbs2bO55557AGjfvj3Lly9vsMYVGlxQF4QzPASI6PTAiHlRRghyZcIxN7/u+5kVCz8gNUHi8ikXRGx0e5t4O8UVWmzOyL11+3qT2X/rTda6kXqTBSPNZCe3VI+reemKGskp1dNGCHFFRM/wwNhcKiRk9M2wRFtDiT5n+O9O7qKScsX9endN8//cc/BFDBt7ieK+PodTZcHtdruRJMkfKT1o0KCgdg0e7A0w83g8HDp0KOi+jUXlkue1tRe8PcZry/Hjx5k5cyZ6vb5KWbuDBw9is9kwGo3Vxh41ahQAO3fuDHpuXxCBEOICgdCYSvju02JuqqPX63E6nSKIIgBarRaVSlUn/b3pp3k4rNmMHTk4YnVzqEg0OlEhUxjB1dncHtibE8fWzAR6tbEyOMPS5MHRGpU3cD+7hQWky7JXg4djzSNaEBXIlPEGCjSf51JpaTlbdx6iTYd+9Oh3boPOFa3O8FAEftdUqcXlcvmzvt966y0eeeQRwOvkXbJkCQkJCQ22ITc31+8IrqnveF2088KFC7nxxhvxeDykpaWxYsUK2rZt2yBbhQYX1JXI9ahEEUKQB0ZE7SsTruznaKCp56YgL5tvPn0RvVzCNVdMQqePXKGr18iYjU5yrZHXj6tKb7LECkY0cm+yYJj0LgxaN3kROE+NhcsDZ8p0tDEJZ3ggPB5vTy4hxKtjd6nRazxNUkIx2nBHmTO8b/cM/8+Hjucq7te9fZL/53bdhysuZFssFvLz8wHIyPj93L53Xt+zuqZ3YKfz95Lt4VrUqDxuY9n7l7/8hYqKCh5++GG6dOni/7ykpATAH41eGbPZXGWfQOTl5WGxWADo27dvre0RCJorQnsHRqVSIUmSmJsA6PV6JEkS+jsAkiTVKRjdVlHB5jXf0SpBR68enRvZuvAjSdA63kFOaWTqSqtdzdpjSeSX6RjXqZBzzLawvdOnmexktbC+4VaHmgqnmhQRkK6It1WZWBcOhO03Hd5cWLthKy4phvGTb2hwoFQ0OcMr67NQBH7/8ssvgPfdJTk5udp2t9uNRqPhf//7H/feey8AnTp1Yvny5f6qbg2lMbTzihUruOqqq3C5XCQnJ7Ns2TI6d274e4TQ4IK6IpzhIUAI8sDodDqcTqco1RYAkRmuTGxsLFartUnGsttsfPn+M9hLTnDlpeeTlNTwCLrGpk28nZzSyCqVXrk32agOhXRt1TS9yZSQJK8Yz25BYvyMVY9R6yZOJ4RmIKwONWpJFpnhAWiO5dlChcOtQhtFGfND+rTHaPAGdG3dfTzgPllZZ9B4fn/GLliwQPF88+fP90emjxkzxv+5ryet79137dq1Qe3y9RqTJIkOHTrU+D0ag44dO/p/rsne1atXBzwuGD/88AMLFy6kffv2PP7441W2+aLzz5w5U61FzqlTp4DAIt3Hli1b/D9X/n8QCFoqQnsHRpIktFptlUVJgRdJkkQwehBiYmIoKwvcXuVsNq/+FrvlNGNGDESlahnLiV79raeObdUbFVmGk8UGVh9NolWsgzEdC4nTh1cHtom3Y3VosNpbTqn0HIuelFgHmpbxp1Bn3B6ocKqJEWsUAbE5VRibSauyEouVn/ccIaPzQLr1GdLg8zmdTrTayE1UqsyQIUP8Zcm3bt3aoHOtW7fO7wwfPXp0teesx+PB7XazbNkybrnlFmRZpm3btqxYsYL09PQGjV2ZpKQkvz7duHFj0Pfu2mjnDRs2cNlll2G32zGZTCxZssTfG70hCA0uqA/ikR0CRAZ0YPR6ryNK9MaujugZrkxCQkLQ6KxQIcsy8//3H86c3MmFowfSpfM5jT5mKGgTb+eMNXJKgOeW6lh5JBn9b73JEpuwN1kw0k02ckr1uCNknhqb3FIdbeLtIrtXgWKblgSDU8xPAGxO0S9ciWgLFNDpNAzr5xWgWwI4w63Wcr6c/yNt2nZi/LixAHz88cesW7eu2r7Z2dk88cQTv51Xxy233OLf5ovU90X8P/fcc/5+3Gfz3nvvsW3bNgDOPffcgNHtHTp0QJKkRi21esEFFxATEwPA22+/zZ49ewLut3jxYubPnw94s+EHDBhQ47ltNhv3338/AK+88kq1Hm3du3fHYDDg8Xj8fct8zJo1CyDoOD4hrtfrGTp0aI32CATNHeEMV0Y4fJUR+lsZs9lcK/1tt9nYtHIhifEa+vbu1gSWRQYpcd5+2FZHZDh5nW6J7adN7MuJZ0jbEvq0saKOgJVdrVomJdbRogLSc0r1tIkX9xUlLHYNGrVMjNCaAWlOJeTXrt+KWxWarHDw6iufTyHS0el0DBs2DKjqQD2bb7/9NmgJ9MOHD3P99df7f/f11a6Mz/d066234na7SU1NZfny5fUKOA+mwVUqFVOmTAEgKyuL5557LuA5ioqK+L//+z//75dcUr392s6dO5kyZQplZWXExsbyww8/VCmtXl+EBhfUl+ioORHhaDQaIawCoFKp0Ol0/h4Ngt8RmeHKmM1m9uzZgyzLjbowvmbJHA5sX0qfrumMPDd4D5RIIl7vRq9xc8aqJy2MJbHdHtifF8fxIiP90kpplxC+kmyBMBtcaNUy+WW6Zt/DS5Yhx6pnSNvGDyKJVoortCQYxcJ5ILwiXAT0BSIaFyimjOvD6i2H2LL7OKVWG/Fx3t6NLpebOfMWY3EYuOLmB7jq7gyGDx9OcXExEyZM4MEHH2TixIno9Xq2bNnCzJkz/Q7uZ555plqZdJ+D/KOPPuL06dMMHDiQBx54gDFjxhAfH8+pU6f48ssv/UJTrVbz/PPP1/t7rVu3jsOHD/t/95VvB+/CwSeffFJl/5tvvrnK72azmUceeYQZM2ZQWlrKyJEjue+++7joootITEwkNzeXBQsW8P777/srGr3wwgu1ynp78cUXOXLkCBMnTmTatGnVtut0Oq655ho++eQT7r33XioqKujXrx8LFizw233jjTcqnn/FihUAXHjhhVGzKCQQNCbCGa6McPgqI/S3MgkJCRw5cqTG/bauWURFySkuunBwi8kKB28/7JRYb6n0eH15WG0pKtewLTOBWJ2b8Z0LIi6gNc1k43hRDF1TwjtPTYHdJVFUoWVoO6HBlSiuEAHpSrg84PI0jxLyxSWlbN97lHY9zqNzzwENPp/H48Fut0eVH2HKlCmsXr2aLVu2UFpaSnx8fLV9pk2bRpcuXbjiiisYNmwYbdu2Ra/Xk5WVxdKlS/nggw/8VVquuuoqrrjiimrn8DloS0tL0Wq1vPLKKzidTvbu3atoW9u2bf1lwevCjBkzWLBgAeXl5Tz99NP8/PPP3HTTTXTq1AmbzcamTZt49dVXOXnyJOANPr/44ournOPIkSNMmDCB4uJiAJ599lkSEhKC2puamkpqamqN9gkNLqgvwhkeAoQgV0YI8sD45sXj8bQoIVkb4uPjkWUZq9Ua8AUiFBzcs4WV331CG7Oay6Zc0KhO91AjSZBusnO6xBA2Z7jVrmZbprfkzLhO4S/JFgjvPNnIshiavTP8TJm3bH5SjCiLqURJhYb2SRXhNiMisbnUxGgj7284ErA7VRiibG6uu3QYj778LTa7k/nLdnDjtBHIsswPS1dzKq+CkRNupt/Q8QAsWrSIK6+8ktzcXJ577rlqEd+SJPH444/z97//vcrnvj5lb731FmVlZcyZM4czZ85UK03mIzY2lvfee49x48bV+3t98MEHfPrppwG3rV+/nvXr11f57GxnOMATTzxBYWEhr732GlarlZkzZzJz5sxq+2m1Wp5//nluuOGGGu06duwYL7zwAnq9ntdff11xvxdeeIGVK1dy4sQJ7r777irbJk+erCjET5w4wcaNGwFqZY9A0BJQq9VCeysgHL7KiLlRxmw2Y7FYgq5NOBwONq76loQYFf379mxiC8NPmsnGscIYuiSHpx2YLMPhghgO5sXRPdUaNjtqIi3ezq4sE+UOFTG6yHLUh5rTJQbMRmfEBSREEiUVGswG8bwOhN2lRkJGp46g/gv1ZPW6zXjU8SHLCvf5EKLJAXndddfx6KOPYrPZmD9/vqK2O3z4MP/617+Cnuvuu+/mlVdeCbhtzZo1dOrUCY/Hg8fjqZJJrsTHH38cUBvXRI8ePViwYAHXXnst+fn5LFq0iEWLFgXc9/zzz2fu3LnVPl+7di15eXn+3x988MEax33qqad4+umng+4jNLigIQgvXAgQznBlRKm2wIgS8sqoVKpGLZWen5vFvM/+RYyqlGumT0arjYxyZ3WhfWIF2aV67K6mVcCyDCeLDKz6rTfZ2AjoTRaMNJOd7FI9nujXF0E5UWSkndmGKgIXRCIBWYYSmxazQQQLBMIeZaXAmwqPDHa3OurmJqNNIpdd0B+ALxZ6I8e3/ryH7XtP0KX/+Vx42c3+fUePHs2+fft46qmn6N+/PyaTCYPBQMeOHbnlllv4+eefeeaZZ6qN4SuTrtfr+fLLL/npp5+48cYb6datG7GxsWg0GpKSkhgxYgRPPvkkBw4c4LrrrmuS7x8MSZJ45ZVX2Lp1K3fddRd9+vQhPj4etVpNQkICgwcP5qGHHmLv3r08/PDDtTrn/fffj81m4+GHH6Zr166K+7Vu3ZqNGzdy22230bp1a7RaLV26dOEf//gH8+bNU1w4mjVrFrIs07p164DZAQJBS0Rob2WE9lZGzI0ysbGxqFQqSktLFff5ed33lBWeZPTwfqgjoSZ3E5NhsmN1qCm2NX0+kc2pYuMJMyeKjIzqWEjXVpHpCAfQaWRaxTrIthjCbUqjIsteDd4+UQRbB6PYpsVsFBo8EDantwJZpP4t15bCQgu7fjlBhx7D6Nitb0jOabfb0el0UZU4lpGRwWWXXQbAF198EXCfhQsX8uijj3L++efTuXNnEhIS/Lp5yJAhPPjgg+zZs4e33npLMRBArVZTUdF0950LL7yQAwcO8OKLLzJu3DhSUlLQarUYjUY6duzIVVddxbfffsvy5ctJTExsMruEBhc0BEkO1rBAUCuysrL49ddfOe+888JtSsSxfft2YmJi6NGjR7hNiTh+/PFHhg0bRlJSUrhNiTh27dqFWq2mT58+IT2vraKC9196gKLMXdzwh4vo1KFdSM/flKw7lkibeDtdWjVNCTKnW2JXdjz5Vh0DMyxRkW0ty7DkUCsGZVhIjYt8e+uD3SWx9FAK4zsXRHRgQjix2NSsOZrM5J55ImAgAD8dTqZX61LaRMHfdFNS4VSx9FArLu0VfdfNph1HGXHVi6jVKlZ+cg8r124hse0AbvvrfzDGxDb4/MePHyc7O5sRI0aEwFqBEh6Ph549e3Lo0CGee+45HnvssXCbJBBEBL/++islJSUMGTIk3KZEHEeOHCE/P5/hw4eH25SI48SJE2RmZjJq1KhwmxKRrF+/nrZt29K+fftq25xOJ689fStS2TH+ctf1aDTRF0weCnZmeavWDUhXDhoINbmlOrafTiA1zk6/tFK0UZBFeqzQSGaJgTEdi8JtSqNRVK5hw4lEJnQ/gyZ6/HVNitsD3x9I5YIuBcTqxDrF2WSWGDhaYGRsp+j+O5m/aCm7Dhdzy4Ov075Lr5CcMycnh/379zN+/PiQnK+p2LRpEyNGjECtVnP48OF69fGuiby8PHbv3s2FF14Y8nMLvAgN3vwRj+0QIKKMlRHlyJSJi4vDarWG24yIxGw2+3uKhApZlpn32UsUZO7m4nGDo9oRDtAhqYLjRUaaIpypsFzDqiNJOFwqxnUujApHOPxeUj7bEj3llerKiSIjSTFO4QgPQolNi8ngjDqHZlMgy1DmUBMnFiiqYXOp0Ks9UXndnDuwE5PO64Pb7eHhF+aijW/HtXfMCIkjHMBms0VV2bpoZc6cORw6dIjk5GTuu+++cJsjEEQMQnsrI7S3MrGxsf5enILqJCQkKOrvHRuXYC04wahh/VqsIxy81dkySww43Y3/cuj2wJ7sOLZlJtCnTSmD21qiwhEO3upsReVabM7mu9x8vCiGtgk24QgPQqldg0aSRTsuBcrs6qgPEsjPL2b3gVN06nluyBzhEL1a89xzz2XSpEm43e6ArbhCgd1ux2Bo3pU3wo3Q4M0f8egOAb7+zyLJvjqiZ7gyQpArYzabKSkpCenf1KrFszi0czn9e7Rj+JB+ITtvuEiPt+HySORZdY02hizDoTMxbDieRMekCka0L466nlhpJhvZpfomCRpoajwyHCuMoVNS01QHiFaKKzSYjaKcaiDKnSpkGWKiXIg3BjanGn2U3e8q8+xfpiJJsG1/HiMm3ESr1hkhO7fNZhMivJGRZdnfw/3pp58mPj4+zBYJBJGDcPgqI+ZGmbi4OCoqKnC7xTtPIJSC0V0uF+uWf0Os3sPggaEpgRutJBpdmPQuThY37jtQqV3N2mNJFJTrOK9TIe3M0fU3bdB4SIpxkl0afc6s2mB3SWSWGOgoNHhQiiu0JBidUV8GvLGwOtRRn9Cwat0mZI2J8VMC912uL9GsNV988UXUajUff/wxJ0+eDPn5ozVQIFoQGrxl0PQNb5oher0eWZZxOBzipnQWQpArExcXF/Ls5+ZCfHw8Ho+HsrIy4uLiGny+/bs2svr7z0hP1nHJxPGKfUGiCZUKOiZWcKQgplEytW1OFT+fNlHhVDOqYyGJUepMTI5xIssSheVakmObV7+qbIselSTTJl4EHAWj2KalvVn0cwtEmUNDjM4dldnPjY0tinupy7LMr7/+wuXje5CQ3geNMbT9u+x2OyaTKaTnFFQlOzubK6+8kuuuu46777473OYIBBGFCLZWpnKQfnPQO6FEr9ej0WgoKysTz7AAmM1mLBYLHo+nSp/WXZtXYMk7wkWjeqPVttyscB+dkss5kBdHp6SKkDv5ZBlOFhvYkxNPx8QKeqZaiaKWuVVIM9nIsujpmNT8NNjxohiSYxyYDNHtyGxsim0azIboXENqCqwOTVSv4+SdKWTfr6fpOmAS7Tp2C+m5ozn7uW/fvnzyySccPnyYkydPcs4554T0/NEcKBANCA3eMhDO8BCg0WjQaDQiQicAooydMnFxcWRmZobbjIhEpVJhMpkoLi5usDM8L/sk8z97iVi1lauvmN6sRHyHpHIO5aeEPPM1p1THjt96kw1rVxI1JdkCoZIgLd5GlsXQrJzhsgy/5sc2ykJMc0KWocQmMsOVsNpFiXQl7FHsDF+zfhv7j+Rx3R9vZfpND4fcIVJRUSFEeCOTnp7O008/HW4zBIKIxGAw4HK5cLlcaDRiOaMyIkhfGUmSiI2NxWq1Cmd4AGJjY1GpVJSWlpKQkACA2+1m7bK5GDUuhgyK/spqoSDdZGdfTjzZpXrSTaFzZDndEruyTOSXaRnWroTUuOhoS6aEb57sLgm9JnrXEs7G7fH2RB+Qbgm3KRFPcYWWrq1EJcxAyHL06/BVazcjaxIYP+WPIT+3zWaL6ozcG264odHObbPZMJvNjXb+lo7Q4C2DKI0zjDxEBnRgRAl5ZXxl0sXcBCYUfcMrysv48v1ncFkzueryi0gwNTzLPJLQa2Q6JZWzP+//2fvvIEnuMz/w/mZVZnlvukxX++7xGI/xFgRAAASXBMkFwd2lxPe4u7pQnC4UIelOr253L0K7d5Je6VXo7pXuFFqnlU4kgCXoSRgCGIcZjB+Md+1tVXd5n1Vp3j96ejAA2lTPVFVmVT2fCAYjBt1Vz9R0V+WTv8dU5++1sJvsUgPuJltOwMZjOt1co9Kn03rwggZdNJ5tWdmSFpAZWPR0GL6YbIml12YJRUEDPdt4Nyju3BvGsTPXEOjbia/97j+sSWdgI1frE0IaH8dx0Gg0lHsv4tEiffJFFosF2WxW6TBUiWGYL+wNv37xBJKR+9i7cwP0ek654FREwwBrvDncnrVAqlJuGc9zOD7kRllicKQ/3vAH4QBg5CQ4jGWEM811vTgcN8HASvA1wb9RLUnS/M5wO3WGL6okMhAkTcPuDA9HYrg1OI21Ww4i2NlX9cen7uelUR5OyJOjw/AqocPwxRkMBsiyTKPsFmE2myGKIv3cLGFhb/jjkiQJb/3Nv0Z88gZefGYXujqDVYxOPQY8OcTzHOZyT3aDYmE3WbxBd5Mtx2suQZAYJArN0T0kycDtWQvWenNg6VN8WckCB5uhTGPAl9DoFem1VCxrG64zfHYujh//8jjM7j689gd/Ao6r/o3rhWs66jgkhCiFYRiaPrYMui+xNDoMX96jxeiSJOHUe2/CoC1j186tisalNl3OAmQZmHjC3eGyDNybM+HMqBM9rjz2dCYb7tpzOQsF6c2iJDK4P2fGBl+WJrOtIM2z0DBywx721lqWZ2FgRbAN2nhy7ORZQOeoSVc4QIfhy6GJxIQ8ObqNXiW0u2xxWq0WHMfRa7MIrVYLk8lECfkSFirTH7dz/sNf/lcMXv0Q2zZ2Yef2TVWOTj10rIwBTw63ItbH6nyWZWAsYcCJYRe85hIO9sRh0TdX0qLRAAErj5l0c1xQjyeMAIBOZ/PtYKu2aq8QaDa5EgszdYYvqihoYOAa54ZkPl/ED3/0NgTWg1e//0ewO901eZ6FaT90g4IQoiTKvZdGh+FLW5jMRhZnt9sfFqPfvPwRYtN3sHv7OhgMOoUjUxcNA6xry+LOrAXiY14qFsoanBlzYDxpxP6eOPo9+aY7YA3aeMzldCiLzfEXux81w2EsN0Xnfq2lihwcRqHpfqarJVvSNuw9t6mZWdwdCWPDtsPwt3dX/fGp8HppsixToQAhVUCH4VVCSefSqHJ/aVSdvjSbzQZJkh7r9blx6RQ+eve/IeQ14CtfPlyTMbFq0uvOo1DWYCazugvGssjg0qQdt2ct2NWRwkZ/Fpom/VRollHpggTcmTNjQ1uWup0rkCxwcBiaZ1d8NYkSkC9rqDN8CcUG2hkuSRJ+9LN3kSiweOnV/wFd/Rtq9lzFYhEcx0Gr1dbsOQghZCWUey+NCgWWRrn38hYms4miiJPvvQGdhseep7cqHZYqtdt46FkJI3HTqr83nNHh+JAbRlbC4d44nE1auGvWibDpBYRXeY9CjQplDUZiJqz30ftHJRIFlnLwZWRLLCy6xvy9P3biLBi9C0deqk1XeKlUosLrJQiCAFEU6bUh5Ak16bFH/dGB79KoAntp9NosTaPRwOPxIBKJrOr7wlOj+NkP/i0sbB6vfuMFsGzz37BnNcBabw63I5XvLvvMbrK+5thNtpw2Cw9e1CBdbOxR6cMxE4ychICNbnKuhBcYJAocvE3+s/24ciUttAwa5sC3ngQJ4AUtTFxjFAq898FpDE+lsfPwN7HzwAs1fS7aU0YIUQPKvZdmNBqRz+eVDkOVLBYLSqUSSiW6NlyMxWKBTqfDmZO/wdzETezauhZGI33mL4ZhgA2+LO5FzRV3PosScH3GikuTdmzyZ7A9lAbXoGOSK9Uso9Lvzpnhs/JNW7hQTbIMzGb18JjpfXYpOV7bkCPkJyYjGByPYtOOo2gLdNTkOfL5PHQ6HRVeL6JYLEKj0dRkFRohrYQOw6uEqtOXRge+S7NYLMhkMkqHoVp+vx/hcLjir8/nsnj9P/0ppNwMvv3Kc7BZLTWMTl26nAXIAEbixmW/rtl3ky1FqwH8llJDJ+OFsgb3o2ZsaMvQyLEKRLJ62AwCjA006rqesiUWFj2Nr1tMrsSC1UjQN8B745Wrt3H2yn10rT+AF7/192r+fDSajRCiBpR7L426n5fGcRz0ej29PktgGAY+nw/vvv0LcOCxd9c2pUNSNa+5BLtBwL0584pfm+G1ODniQrzA4UhfHB2O1nj/CtqKmM3qG3pUerqoxUTSiPVt9L5RiTTPoiQydBi+jMyDPLzRHDv1MRi9C4df/L2aPUc2m4XF0jr3cVdjoSi92SefElJrdBheJTSObGmUkC9tYRTZ4+7FbnZ+vx/xeLyi6n1JkvCjv/5XSM7cwktf2o2OUKAOEaqHhgG2BNK4PWtBrrR4FeX8bjInxpNGHGjS3WTLCdiKmG7QveGyDFydtsFv5eG10MixSoQzegSs9Lm8lGSBhd3QeEl4PSxU66v9/XFyKoxf/uZj2APr8er3/1ldKuiLxSLtcCOEKI4Ow5dGuffybDbbw73Y5Ity6TmMTc5ix+Z+mM3LF1m3OoYBnvKnMRI3IZFffPqYLANjCQNODLvQZi7hYHe8ITtCH5dVL8KsEzGbbcy985IMXJmyo9edb9gdz/UWTuvRZilBS6cNixIkIMtrGy4PHx2bwvBEHJuf/hI8vmDNnocOw5dGeTgh1UEfT1WykJDToeYXUUK+NJvNBp7n6WbOEoxGI2w2W0Wj0n/z07/G8I0T2Lm5Bzu2baxDdOrjtZTRYS/iypTtC7uxH+4m40Qc7o3D0YIjvnyWEgplLdLFxhu5NJEyIFlk8ZSfJklUQpSA2awOfjoMX1KqyMFhpMKKxWRLWtVX66czWbz+4/egMQfwnT/4E5gt1ro8L3WGE0LUgArRl2Y2m8HzPMpl+oxfjMPhQDKZVDoMVZJlGdc//jWgYbFp226lw2kINoOINd4sLk/bIX5uoFBZZHBx0o7bsxbs6khhoz8LTQvegQ02cEH6YNQEUWawzkv3MysVzugpB19GushBp5UbajqjLMs4duocNAYPDr9Uu65wAMjlcnQYvgTKwwmpjha8FKsNvV4PSZIo6VyExWJBPp+HKFIl5eexLAur1UoJ+TIqGZV+7cJxfPzB6+j0mfDic4fqFJk6bfRlUShrH45LFyXg2qO7ydqbfzfZUlitjDYLj5kGS8YLZQ1uzFixJZCBjm3Nf7vViuV10Gll2Bqs4rpeZBlIFjjYDXTNsphsiYVFxV07giDijbfeRlYw4eu/+4/gD/XU7bkpCSeEqAF1hi9Np9OB4zhaU7YEOgxf2tDtTxAeu4rt6wPIyU6lw2kY/Z48WEbGnblPD3DieQ7HhtwQJAZH+2Jos7TuyOiAjUckq/tCsYDapYta3JuzYFswRV3OFSqUNUgVWfgsdBi+lGSBhcNYVv0EskeNjE1ibDqFrXueh8vjq+lzZbNZmM0rr55oRZSHE1Id9JFeJRzHQavVUlK+CIPBAK1Wi3w+r3QoqmS322lU2zL8fj9mZ2chSYtnT9PjQ/j5D/4dbLoiXn3lBWhbPFNhtTK2tqdwa9aCSJbDyWEXEi22m2w5ARuP6UzjjBZaGI/us/II2CiprNRMWg+fhW+oJLOeCmUNyiLTcOPZ6iXLa1V7GC7LMn7x9jFMRUs4+MJ3sXH7gbo+/8KuMkIIUZLBYEC5XKZi60UwDEOT2ZZht9uRyWToZ+dzZFnGiXd/CK2Ux3P7+hFuoHxJaRoG2NaewkjMhHiOxd05M86MOtHnymNPZxL6Fi9mtukFGFgJs9nG+ZmSZODyg/HoThPlS5WKZPRwmsot/zO/nGSRg6OBCtJlWcaxk+ehNXlx6IXfqflz0Zj0pVEeTkh1tPapUZVRhfriGIaB2WymhHwJVJ2+PLvdDpZlEY1Gv/DfctkM3vjLP4NcCOPbr3wZFotJgQjVx2Mqw2kQcHbMCa+l9XaTLcdv5ZHlWWT5xhiV/nA8eoDGo1dKloFIVk/FA8tIFjlY9QJ1OSwhV2JhVumY9LMXruLqnUms3f4snnm5tmPqFkMV6YQQNdDpdGAYhnLvJZjNZuoMX4LJZALLskin00qHoioj965j4v4lbN3QjYEAh1SBRbFMF4qVshlE9LhzODPmwnjCgAM9cfR58lSYi/nd6gEbj+l04xyG34+aIckM1tJ49FWhEekrSxVY2BtoZeHg0AQmwmls2/NlOFyemj5XsViEKIrUGb4E2hlOSHXQ1W0V0e6ypVF1+tLoMHx5DMMsOipdFEW8+Zf/O1Izt/Hyc3vRHmxTKEJ1WdhNlua1MLASWI3ckrvJlsJpZXjNJcw0QDKeLmpxfcaKrcE0dC062v5xpIssSiIDt6l1xxGupNGS8HoqCQxKokaVneFDwxN478QleDu34Bt/55+AqfMdVlmWKQknhKgCwzDQ6/WUey+Bcu+lMQxD+fciTr77OjRiFgf2PQ09K8NpLFN3+CrMpPUYi5ug1cjwmEtw0HX2ZwRtRYQz+oYYlR7Pc7g/Z8a2dhqPvhqCBMzldHQYvgxRAjI82zCd4bIs49hH5+rSFQ7M7ws3mUzQahujcaXeqCidkOqgj/YqMhgMKBQKSoehSlSdvjS73Q6e5+lnZxkLh+Gy/OmB4Hs/+UuM3f4Iu7cOYNuW9QpGpx4Lu8lEicEz/THs7UpgKGbCVIpuZDwqYCtiOqPui8iSwODcuAN97jz8VjrUXY1wRo82S4luXiyj0caz1VO2pIWeFcGprAAlFkvib3/+AfT2Lrz2B38CvQKJcKlUgizLlIQTQlSBcu+l0WH48mhN2WeNDd3G6N3z2LyuC06HFcD8NK1IA421VoooAddmrLg8ZcPmQAaHe2MIZwwYiRuVDk1VHAYBnFZGNKdTOpRlFcoanB+3Y4MvAycVNKzKXFYPIyeqsqBYLVJFDpxWhpFrgKoQAPcGxzA9l8XOA1+BzeGs+fPRvvClLRSlUx5OyJOjW8VVRAe+S6OEfGksy8JisVBCvgyPx4NSqfRwnN2Vj9/HuQ/fRHfAiue/tF/h6JQny/h0N5k7j90PdpPZDCJ2hFK4Mm1DssAqHaZqBKw8UgUW+ZI6PwIlGbgw6YDdIGCtlz5TVovGsy1PloFkgaOOlSXkSqzqbuLwfAmv//gd8Iwd3/re/xvutoAiceRyORgMBrAsfZ4QQpRHuffSFlaUPVpITD5FneGfdfKdH4IRMji47+mHf+az8pjN6iA0xpmNItJFLU4Ou5AocDjSF0fIUYRJJ2FXRxI3w1ZEc5zSIaoGw8x3h0+n1XuQI0jAuXEH/DYePS4qtFqthRycVgMsLVlg4TCWG+I1WtgVzpr9OPDct+vynLQvfGmlUgmCIMBkotWghDwpdZ4ENCg68F0avTbLo4R8eVqtFm1tbQiHw5gcvY9fvvF/wm7g8dtf/zK0Ld7+WShrcHrUiYnkg91k7s/uJvNbS1jjyeH8hANFobVfqwU6dn583YxKu8NvhK0oCQy2t6cbIlFSk0JZg1SRhc9Ch+FLKQoalEQGNuoMX1SW18KsosNwWZbx45//BnNp4Lmv/yH6N2xTLBa6QUEIURM6DF+axWKBIAgolWi60GIcDgfS6TREUT2f90qZHL2PoVsfY9OaDrjd9od/btWLMHIi5qg7/AtkGRiNG3FyxAWftYSDPfHPXDu6zWU8FcjgwoQDOZUWXyshYOMRzughqbBGR5aBT6bsYDUyNvszlIOvkiwDkQyNSF9JqsjB3iA5+O27wwjH83j6wFdgtTvq8py5XI46w5eQzWah1+vBcVRkRciToiuzKrJYLJSQL8FisYDneZTLjfHBX290GL4yv9+P4eFhvPEXfwqmOIvXvvECzObWHj82k9bj2JAbZp2II73xJTs9Bzx5uEwlXJiwQ6LqfgDzyfi0CveGj8aNmEoZsLszCVZlY5obQSSjh9NUhp6l124piQIHq14AS1eAi8qWWFj06umaP3byHO6ORrF578vY+8zXFY2FRtcRQtSEiq2XxrIsDAYDvT5LMJlMYFn24dSxVnby3R+AEdI4tP/pz/w5w8yPSqe94Z9VEhlcnLTjzpwZuzpS2ODLQrPIwWmXs4B2exHnxh0oi3SyCgAuYxkMIyOmwlHp96MmxAscnu5IQkM50qolChwkMHCZ6H7vcpJFtiGms0mShOMfXYDOEsCB5+vTFQ5Q4fVy6LUhpHroY76KzGYzHfguQafTgeM4KhZYgtvtRiwWo1F2y/B4PPj1r36FeGQIv/XCfgT8XqVDUsznd5Nta08ve3DKMMC2YBqixODKtA30YzY/Kj2R51Asq+djMJLR4UbYiqc7kjDpqGrhcczQiPQVxXIc3HSjYkm5klY1Y9Jv3hrEyXM30T6wG1/9zj8Ao3CbCiXhhBA1ocPw5dHrszSGYeByuRCPx5UORVEzkyO4d+0M1vcF4fV8cR+sz8ojktVR7vhALM/h+JAbosTgaF8MbZblJy9s8megZyVcnrKpshu63hhmPgdXW0H6dFqPe1Hzw1VzZPXCGT18Fn7RwhAyrywySBdZuIzqz8Nv3RnCbILHrkNfhdlirctzSpKEXC5HueYS6LUhpHrUcwrQBHQ6HXQ6HSWdS7BYLMhkMkqHoUp2+/xIMtobvrQPf/GfkU9OonftDmzetFbpcBSzsJssWWDnd5PZixV9n1YD7OlMIlHgcHXa2vI3NQycBJepjBmVdDvMZTlcmLRjW3sKHrP6EyQ1KpQ1mMvp0G6r7HeiVUXzOnjMNDZ1MbIMZHkWZp3yFfvhSBQ/ffsULN4BfPv3/0gVI9EoCSeEqInZbEapVKJC9CUs7A0ni3O73YhGo0qHoaiTb/8AKCdxaP+uRf/7QvHknAo7eetJloG7s2Z8POpEnztX8aGphgGeDqWQL2lxZYoK0oH5veEzGb1qXotIRofLk3bsDKVgNyh//d+IZBmYTBkQtFFB+nJieQ4WnQgDp+6mh/mu8IvQ24LY9+y36va8+XweDMPQTuwlUFE6IdVDh+FVRhXYS7Pb7XTYuwSGYSghX8al0+/i4om3sLlbj9C6g6pJnurp87vJDvQkVr3X1sBJ2N+dwFxOh+thOhAP2IqqqEyP5Ticm3BgcyCDdjslkY9rPGmE11yirvpllIT5inQ3FVwsKlvSAgAsemU7w3O5Al5/6x1Iei++/ft/DJvDpWg8wPzuchqTTghREypEX57NZqPcexkej6elJ7NFpsdx++oprO3xw+9zL/o1GgbodBQxmmjd1WSFsganR52YTBlwoCeOPndhVfukdayMvd1JJAscPqEJbXCby5BlBvG88kWes1kdLkzasb09Bb+VCoUf12xWB0menyRBlhbNNUZB+vWb9xBNlbDnyNdgMtfv8DWVSsFqtSo+CU2tqCidkOqhw/Aqo73hS6O92MvzeDx0GL6IieE7+PWb/x4OQxnf/+39kMC2XHV6SWRw4cFust3L7CarhPHBgXg4o8e1mdY+EA/aeMRyOvCCchfcczkOH487sMmXRaeDOpoflywD4wkjupwFpUNRtVheB4tehIGlgoHFJAscbIayoiP+RFHCmz95B8miDi9/+39ER486JqEUCgXIskyH4YQQVaFC9KU5HA6kUqmWPexdid1uhyzLLVswcOq9HwKlJA4fWLwrfEGXs4BIRo+i0Hq3DmfSehwbcsOsE3G4L/bYu34NrIR93QnE8nQgrmGAgFX5gvTZrA7nJ+zYEsggSMXoT2QsYUSno0Aj0lcQzengVvlhuChKOHHmMgz2duw5+o26PncymYTD4ajrczYKKkonpLpa74q2xmgc2dIoIV9eq1enLyadjOONv/wzaEpRvPbNF2ExG9DpKGCsharTY7n53WTSg91k3hV2k1XCpJNwoDuOuZyupRNyIyfBYSwjrNCo9NmsDufGHdjsz6DbRYe4T2Iup4Mog/aFryCa4+AxqTsJV1KywD72jc5qeef9kxgL57D7mVexbe+zisbyqGw2C5PJBI2GUgdCiHpQIfrS7HY7yuUyCgW6xlyMRqOB2+1GLBZTOpS6i0amcfPScQx0eRAMeJf9WrNOhMtUwkTSUKfolCdKwNVpKy5P2bA5kMa29jTYJ7z8WShIj+e5lt8hHrDxmE4bFLsHEc7MH4RvDWbQQcXoT6QoaBDJ6tHlpNdxOWWRQarIwmNS93S2azfuIJ4RsPeZV2Cs87jyVCr1cH0o+SwqSiekuuiOVpVRdfrSrFYrJEmiGxZLoL3hnyUIAt74i/8N2blBfP3Fgw/Ht3U5Cwhn9Ip289bDw91kY6vbTVYpk+7ThPz8hB2C2Nyv51IWkvF6G08aHibhnZQ8PrGxhBEdjiJVpK+A9oUvL1XkYDcod5Pi4uUbuHBtBD0bD+HL3/h9xeJYDI1mI4SoERWiL02r1cJqtdJktmW06pqyU+/+EDKfwKH9uyv6+i7nfDF6KxRQp4tanBh2IVVkcaQvhlAVu4aNnIT9PQmkiywuTNghtOigJq+5BEFikCiwdX/uiaQBFyft2N6eRshOOfiTmkgY4DaVVr2+r9U0wr5wUZRw4vRlGB0d2HPklbo+tyzL1Bm+DCpKJ6S66DepyhYOw6m794s0Gg1sNhsl5EtgGIZGpT8gyzJ+9eb/hanBczjw9Hps3ND/8L9Z9CJcxjImks3bHf7obrKDj7GbrFJGTsLBnjgEicGpESdypdb7SAjaeMzldCjXqRhAloEbYQtuhK3Y1ZGiJLwKeIFBOKNHl4M6n5ZD+8KXJ8tAsqhcZ/jY+DR+/cE5OAMb8dv/3T9VXbJLo9kIIWpEhejLs9vtVGi9jFaczBaPRnD94jH0drjQEfJV9D0BK4+yqEFMBXuea0WWgdG4ESdHXPBbeRzoScCsq/7BlYGdL0gXRA1OjbiQb8H8W6OZn+Y1U8eCdFkGboYtuD4zn4MHbTRN7EnJMjCWpDVllWiEfeFXrt5CMi9h/zPfgN5Q32aRfD4PQRBgs9nq+ryNgorSCamu1rvyqjGz2QxRFFEs0gHHYmhv+PJatTr98y6c+jWufPRT9Hc48czhL1asd7nyGG3S6vTpz+0ms9f4YEbHytjblYTbXMbJYTeiuea9ybEYs06ETS/UZVR6WWRwdtyBSFaPQz1xtFVh5D2Z7wp3mUqw6KkifTm0L3x52ZIWsszAqq//YXgqncWbP/0NWEsIr/3hH8NkVl+ym81mKQknhKgOFaIvj3Lv5bXi3vCP3nsdUjGKQ/uervh7tBqgw1HAaLy+Y3PrpSQwuDBhx505M3Z3JLHBl6vptCkdK2NvdwIuYxknht2ItVj+DcwXpE+n9XW5n1MWGZwbdyCc0eNQL+Xg1TLfUKChNWUVUPthuCCIOPnxFZhdXdh15Gt1f/5UKgWbzQatVlv3524EVJROSHXRYXiVabVaGI1GGgW+hIW94WRxrVid/nmj92/gnR/933CZJXzzt55btDsuaOUhSAwiWZ0CEdbGwm6yK1M2bKnSbrJKaRhgcyCD9W1ZnB1zYiTevF33iwk8SMZrKcPPj9xjABzqidPBbZVIMjASN6GXdq6viPaFLy9ZmB+RXu9R++WyiNd/9GvkRAte+Tv/GL5gV30DqBBVpBNC1GihEJ3n6Wb8YhYOw1s5t1zOwt7wVilGT8aj+OTs++gKOtDd1b6q7+1xFTCT0aNQbq5biLEch+PDbkgyg6N9MXgt9ZmgpGGALcEM1rVl8fGYE6Mtln+3WXjwogbpYm1HpWd5LU4OuyADONRLOXg1DcdM6HbmoW2ut4SqKz3YF+5W8b7wS5/cQLoA7P/SN6HT1f8eazKZpH3hy6CidEKqiz62aoDGtS3NbrdTQr4Mu90OhmFatoI/lYjhb//qfwcrRPHaN16A0bj4eB6NZj4hH441R3X6/G4yN1JFFkf7Ymiv4m6y1eh2FbC3K4E7sxZ8Mm1tmT1mQVsRs1l9zfamT6f1ODnsQsDKY3dnEpyW3v+qZTqth4aRqSK9AmqvSFdaqsjCbqhvV7gsy/jZrz7ATELAkZe/h/Vb9tb1+SslSRIdhhNCVGmhEJ1y78XZbDaUSiWaWreMVlpT9tF7b8x3he+vvCt8gVknos1SapqiaUkG7sya8fGYE/3uHHZ3JqFn65+j9bgK2NOVwO1ZC67NWCG2SP6t1QB+S6mmBemzWR1ODs+Pvd9DOXhVZXkt5nI6dFNB+opiOZ2q94WXyyJOfXwVFnc3nj70VUVioH3hy6M8nJDqosPwGqDD8KXZbLaHN1XJFzEMA6/Xi0gkonQodVcul/HGX/wZcrEhvPKVI2jzupb9+m5nHrG8Duli447SkWVgJG7EyWE3AtYiDvQkYKrBbrLVcJvLONwbQ4ZncWywNcamW/UizDqx6pMGSgKDS5M2fDJtw5ZgGhv92Zrsfm9lwzETet0Fel1XkC9pkOFZeGks4JKSBQ4OY30r9k+fvYwb96exfsfzOPzCa3V97tXI5XLQarUw1Hl/HCGEVIJy76WxLAur1dqyhdaV8Hq9iEajEMXm7hhNJxO4cvZdhHxW9HaHHusxel15jCVMDX9gWyhrcGbUiamUAQd744rnEh5zGYd6Y4jnOZwYdiFZqG23tFoEbEVMZ6p/bVkWGVydtuL8hB2bAhnKwWtgJG5CwFaEUaUHvGoym9WpOge/ePkasrwGB59/FRxX/3t/C6tK6DB8cVSUTkj10WF4DZjNZjrsXYJGo4HVaqVR6cvw+/0Ih8NKh1FXsizjFz/8/2F68DwO79mE9Wt7V/wePSsjZC9iuEF3ly3sJrs3Z8burgTW13g32WqYdBIOdCfQ6y7g7LgD12eav0s8YCtiOl29ZHwmrceHQ24IkgbP9MUQUqjbv5kl8izSPItOB1WkrySc0cNtKkNHHRGLkuX5znCHsX6d4ffuj+KDjz5BW9d2vPLdfwRGxXfpFvaUqTlGQkjrslgslHsvg/aGL89ms0Gn0zV9d/jp99+EWJjDoX07H/vz3GMuQc+KmEw1bnHcdFqPY0NuWHQCDvfF6j4VaClmnYRDvXG023h8NOLC7YgZUpPn3z5LCfmStqrNDXNZDseH3MjyLI72xdHpoKkY1VYWGYwnDeh15ZUORfVkeT4PV+sUu1JJwEfnr8Hm7cWO/S8qEkOhUEC5XIbNZlPk+dWOitIJqT46DK8Bqk5fHiXky/P5fEin0ygUWueA59yJX+Dax7/Emm43jhzcVfH39brzmEwaURIa6wZ9NMfh2JAbMhgc6YvBa1bf/iCGAfrceRzpjSNZZHF8yI1YE3eJB208IlndE3c6LHSDX5myYaMvi10dSdWOxGp0w3ETOh1FGnlXATUn4WqQLWkhyQys+vrcEI1GE3jrl8dgcPTgO3/vT6DT125EZDVQNTohRM3MZjPl3stwOBxUiL4MhmGavhg9m0nj0pl3EHCbMdDf9diPwzBA74NVZY229U6UgKvTVlyZsmFLII2t7RmwKrsbqmGAtW05HOyNI5LVN32XOKuV0WbhMVOFgnThQTf4uQkH+tw57OtOwKxr7mkPShlPGmDVC3CZ1FFIomapIgtBYuAxqbMz/PylT5DjtTj4/KtgWWXea5LJJKxWK7Taxp34WUtUlE5I9ans8q85LFSnS81eyvmY6DB8eTqdDi6Xq6kT8kcN372K9378H+GxyvjGV59f1Ye83SDAYSxjpEG6wxd2k50dc2LAk8OuDmV2k62GRS/iQHcCPc4CPh5z4pNpK4rl5vvosOkFGFgJs9nHO5SSZGAsYcCHQ26URQ2O9sfQ4SjSSLYayZc0mE5TRXolyiKDaF4HHx2GLylV4GAzCHWZzlEslvDDt95GWevCq9//Z3C622r/pE8ok8nAbDYrHQYhhCyKCtGXt5B7y412ellHC4fhzfoanXn/byHkIji0//G7wheEHAUUBC2iuequl6qldFGLE8NupIosjvbF0K7yiV12g4BDPXEEHukSF8TmTCqDNh7TmccvCpVlIJLR4diQC5kH3eBKj71vZpI8PyK91906jTtPIpzRo81SgkaFt894voTT527A4RvA9n1fViwO2he+vIXDcEJI9ajwLbnxmUwmaLVapNNppUNRpYXq9GZNNquh2avTFyRis/jRX/9LcGICr33jRRgMq0+q17VlMRgzqb47PF/S4PSoE1NpdewmWw2GAfo8eRzpi6EsavD+fQ9uRSwoN1FSzjBAwMZjOr26ZFyWPx23dz9qxlP+DHZ3Jml/Vo3dmbMgaCvCoqeK/5XMZXUw60R6rZaRLLJwGGo/oUOSJPzoZ+8iltPgy9/879GzZnPNn7MaUqkU7Ha70mEQQsiibDYbstksBIG61BZjs9nA8zyKRRoXvBS32w1BEJqygz6fy+LiR2+jzWnEujU9T/x4rAboc+Vxe9as+u5wWQZG4kacHHYjYC3iQE8CJl1j5GgaDbCuLYeDPXHM5XR4/74bwzFj041O91t5ZHkWudLqu0LjeQ6nR524NGVHnzuP/dQNXnMTyfku/qCNPk8qoebpbOcufIKCwOHQl7+taFc27QtfXjqdpjyckCqjw/AaYBiGup+XYbPZIEkSMpmM0qGolt/vRzQaRbmsvvHZ1VIqlfDGX/wZ8vFhfOPlI/B4HI/1OB5zGS5TGfei6q2Wm07rcXzIDatewOFe9ewmWy2LXsTTHSns744jUeDwm/seDEZNTzxaXC2CtiLCGX3Ff59ojsOpESeuzVjR68rjmf75ToNGKXJoVOmiFlMpA9a1URdYJWZUnISrRTzPwWms/eftB8c/xuBEAtsOfB27Dr1c8+erBlEUkU6n6SYFIUS1DAYD9Ho9FaIvgWVZ2Gw2JBIJpUNRLa1Wi7a2tqYsRv/4g7dQys7g0L7tVRuz2ufOI1/SIvwEHb21VhIYnJ+w496cGXu6Eljvy9VlAlC12Y0CDvYksCWYwWjChA8G3ZhMGlRfiFApTivDay6tqiA9w2txftyOM2MOuE0lPDcQbahGg0YlSsCdWQvWtWUb8nep3gplDdJFFj6L+vLwYrGEMxdvwRlYgy27v6RYHLIsI5FIUJ65jGQySYfhhFQZHYbXiN1ub8rK4mrQaDRwuVyIxWJKh6JaFosFJpMJc3NzSodSE7Is4+c/+D8QHr6Eo/s2Y+3Ak1Wpb2jLYiRuQr6krrc04cFusk+mbNgaTGNrUH27yR6H0yRgX1cCO0MpTKYMeP++ByNxI4QGPxR3GARwWnnZsX+yDMRyHD4ec+DcuAM+awnP9sfQ4ypQUlgnt2et6HYWYG6Qzg4lSTIwm6XD8OUIIoNkgYPHXNtdbtdu3MXpi3fRsWYvvvLq32+YvV+ZTAYsy8Jkaox1JISQ1kOF6Ctzu92IRqNKh6FqzTiZrZDP4/ypX8Fj12HDur6qPS6rlbHGm8PtWYsqD2WjOQ7HhtwAgCN9MXjMjd1gsDDB7GhfDGu9OdyateD4sAuRjE6Vr/9qBWxFTFewNzxf0uDKlA3Hh9zQsxKe7Y9hvS8HTtsEL0IDGI6boGcltNsor6xEOKOHy1SGToVrET8+fxlFkcORF39H0a7wdDoNSZLosHcJ5XIZ2WyWigUIqbImOJZRJ0rIl0cJ+cqaMSFfcOaDH+PGuV9jfa8Xh/bvfOLHsxsFBGxF3J2zVCG66kgXWZwcdiPNszjSF0NQ5bvJVothgDZLCYd749joz2A0YcR797y4GbaoriihUgwDBKyLJ+OiBIwnDTgx7MLZcQdsegHPDkSx1psDSwl43cRyHOZyHNZ4qSu8Eok8BwBw1aHruVHFCxyMnFTTsZnT03P4+TunYfOtxavf/1/AsmzNnqvaFqrRG+XwnhDSmux2O+Xey/B4PFSIvgKfz4d0Oo1CoXl24Z47/hPw6Skc3LsNmiovre12Fh7mR2ohycCdWTPOjjkx4MlhV0cKehUeRD0uhgE6nUV8qT+KDnsRl6fsODbkxmiDF6UHrDxSBXbRewiyDMTyHC5M2PHBoAeixOBoXwxbghkYaC1Z3ZRFBvejZmzwZakDv0JqHZGezxdx9tJtuIPr8dTOw4rGEo1G4Xa7q/751CzS6TQMBgMMBvV8zhLSDBrnblyDcTgcD6uc6I39izweD4aHhyHLMt1gXYLf78f58+eb7jUavHUF7//sL+C1Mfj6y89W7e+2vi2HDwfd6HPnYDMotytKloHRhBE3w1b0eXJY623MkWyVYhggZOfRbuMRy3MYjpnw/qAHbeYSupwF+Kx8Q/39gzYe5ycckGRAw8yPYRtLGDGRNILTSuhz59FhL9IBuAJkGbg1a0G/O99UN7ZqKZzRw2el0f3LieZ0cNewKzybzeP1n7wDGH349u//Max2R82eqxaSySRVoxNCVM/hcGBmZkbpMFTL7XYjnU6D53no9eodba0knU4Hl8uFcDiMnp4n362tNL5YxNnjv4DLxuGpjWuq/vgazXz+fWvWgpC9CK3Ct7zyJQ0uTdlREjU42Btv2LVkldBqgH5PHj2uPCZTBgzHTLg1a0Gno4AuZwFWfWPtzdaxMtzmEmYyBvS58wDmD1+nUgaMJozIlbTochbwTH+UJoMp5H7UDLuhDG+NJ2k1C0FkEM3p8JRffatBPz53Gbykx8sv/o7iZxXRaBQej0fRGNSM8nBCaoMOw2vEbDZDo9Egk8nQyI9FOJ1OiKKITCYDm82mdDiq5HK5AACxWKxpLhDic2H86D//C+jlFL7zzVeg1y89jnq1zDoRXc4Cbs9asLtTmRUFJYHBlWkbkgUOe7oSDT+SbTUYZn5/u8ecQqGswXjCiOthK67OWOG38vBbeXjNJcVvlKzEaSxDhoyr0zakeRbpIougrYinO5Jwm8p0qKigSFaHLM9iT2dS6VAagizP7wvf4KMu+uVEcxy6XbXpAhMEEW/8+G2kSwZ843v/EO1d/TV5nlpKJpMYGBhQOgxCCFmWw+FAJpOBIAgNNX2jXvR6PaxWK2KxGILBoNLhqNbCZLZmOAw/f+LnKKYn8eXndtbswKPdXsRgzISRuAn9nnxNnqMS0yk9Ppm2IWgvYpO/OdaSVUKrAbqcRXQ6iojlOYwljDg+5IbDWEbIXoTfysPYIN3TQRuPiaQBZp2AmbQBU2k9LDoR3c4C2u1FGoWuoEJZg+GYCft74nQvpEKzOR1MnAiLygpTcrkCzn1yF96O7di4/YCisciyjFgshjVrql+s1SxoXzghtUGZYo0wDPNwXBu9eX3Ro3vD6TB8cQzDIBgMYmpqqikOw0s8j9f//M/Ap8bwu994Fi5X9X8v1nhzeP++G/E8B5epvgfR0RyHS5N2OIxlHO2LqXI3UL0YOQlr23JY480hmuMQzuhxfcYKXtDCa5k/GPdZSzCw6kjOJQmI5nUIZ/QIZ/QQRA2iOQ5rvTn4rXxL/1uqhSwDtyIWrPFm6WZIhZJFFryggc+ivvFsavFwX7ip+gVUsizj1++dwMRsAfu+/D1sfvpo1Z+j1iRJQiaToYp0QojqGQwG6HQ6pNPphwXF5LM8Hg+i0Sgdhi8jEAjg1q1bDd9BXyqV8PHxn8Jh0mDzpnU1ex6GAda3ZXFpyo4uZ6Hu1+iCBNwIWzGdMmBrMN10a8kq9WlRehlPCRlMpAyYShlwfcYKm0F4WJhuNwiqO8wsChpEMjqE03okChyuTdsQsPE40J2Aw9i83f2N5O6cGT4rDyf9e1RsKmVA0FZUOowvOH32EkqSAUdf+l3Fu8JpX/jKkskk2tvblQ6DkKZDh+E1tLA3vKurS+lQVGkhIW+GyutaCYVCOHfuHJ566inFL1aehCzL+Mn/828xO3YZzx7Yhv6+2vxOGNj5Mda3Ihbs707UJdmT5PkEYShqxkZ/Bt3OguqSTKUwDOC1lOG1lLHJn0WG1yKc0WMsYcTVaRtsBgF2gwCHsQyHoQybQah557gsA/myFskCi2SRQ6rAIlHgwGpk+K08tgTSAGRcmbajw1Gkf0uVmEgZIEoadDubZ49jrU0mDQjaeNVPY1BSLM/ByIk12Rd+4dJ1XL4xhv5tX8azX/te1R+/HtLpNLRaLUwmk9KhEELIshiGeZh702H44jweD+7evat0GKpmNpvhdDoxPT3d0PcoLp76JfKJCTzzzDZoa3wh2GYpwa4XcD9qwgZfrqbP9ahUkcXFSTt0WglH+mI1uZZrRDpWRp+7gD53ASWBQSQ7X+w9FDOB1cgPDjXLcBgFWPVC3deZFcoapIoskgUOs1kdkgUODmMZfisPXtSg01FAr5vyPbXI8FpMJI042hdTOpSGURYZhDN6HOlT13S2TCaP81fuwd+zC+u37FU6HNoXvgJBEJDNZqlYgJAaoMPwGnI4HBgaGlI6DNXyeDwYGhpqup3Y1eRyucBxHCKRCAKBgNLhPLZT776J2xffxcb+APbv2VbT5+p35zEaN2E2q4PPWtudRvmSBpcm7ShLGhzqjcPWxLvJnhTDADaDCJshjzXePIqCBvEch2SRw0xaj9uzFggiA6tBgMMgwKwTYGAlGDgJBlaCnhWh08oVHU4LEsALWhTLGhSF+f8VylqkiixSBQ6CzMCmF+AwlBGw8djgy36mUl6SAVlmEM9zcLfQqHu1EiXgzqwF69uydLBbIUmer0jfEUorHYqqRfO6mqyzGBmbxDvHLsDdsRXf/Lv/pGGT/IXpRnSNRghpBAuH4WRxtDe8MqFQCBMTEw17GF4ul3Hmw5/AZgS2bl5f8+djGGC9L4Mzoy70ugow1HgstywDI3EjbkWs6PfMTyKr94Fuo9CxMjocRXQ4ig8noc1mdRhPGnE9zEKWGdgN5YfF6TaDACMrQc9KT1QQLsuAIDEoChpkefbh4ffC1CqLXoTDUEaXs4hdHamHPzNajYyZjJ4Ow1XkzqwFHY6C6sZ9q9l0Wg+rXoBVZa/ZRx9fgMAYceTF31VFbkf7wpeXSqWg1+thNBqVDoWQpkOH4TVkt9sfjv5o1BuhteRwOGhv+AoYhkEoFMLk5GTDHobfu3ERx3711/A5tPjaV75U8wsvTitjjTeHWxEL2iy122s0ldLj6rQN7fYiNrbQbrJqMbASgnb+4Tg7WZ6vFE8WOSQLLDI8i7ms9uFhtiBpwDAyDKwELSODYeSHNz5kGZDAQJYB/nNfq2clGFgRRk5Cu43HRl8WVv3yHegaBvBbeUyn9XQYrgKjCRM4jYSQXX2jxtRqLqt7MDKxtgVBjS5Wg33hiUQGf/uzD8BZO/DaH/wxjCZzVR+/nlKpFI1IJ4Q0DLvdjnA4rHQYqqXX62Gz2Whv+Ara29tx/fp15HI5mM2N9xl++cw7yMZG8eKRzWBZbV2e02US0GbhcXfOjC3BTM2epyQwuDJtQ7LAYU9XoiYFjc1Ko5nv4m+zzOcGsgxkS1okCxxSRRYTSSPSPIuyqAEgP8ihF/4nQsc+yL8BMIwM+UHuLcmAKH1agF4sa8ALWogyAw0jw6wTYTeU4bXwGPDkYDcIYJcYpx+08bgZtoIXGOhpTZniEgUWkYweXxqIKh1KQ5lMGdChsvsW6UwOl64NIdi3F2uf2qV0OLQvvALJZJLycEJqhA7Da8hisYBhGGQyGRptsYiFveHRaJQOw5cRCoVw/PhxlMtlcByndDirEo1M462/+VcwII3XvvFN6HT1ecvpduYxFDPNX4g6qnsh+pndZO1pBG2tuZus2hgGMOkkmHT8oq+pIAHFsha8oIEoLyTfzIPvnT8YZyBDz8qr6iJfStBWxNUZGzb5szQqXUFlkcG9OTO2tafo32EVJlMGhOw05n855RrsCy/xZbz+41+hIFvxne/9z/D6Q1V7bCUkk0n09fUpHQYhhFTE4XAgk8lAFEVotfU5BGw0breb9oavQKfTwefzYXJyEmvXrlU6nFURBAGnP3gLFr2M7Vs21fW51/uyOD7kRp87X5Mu0miOw6VJOxzGMo72xaCjw9InwjCAVS/CqhfR8cifi9J8cXlR0D483C4KGpRFDWSZeViAzjAAA0DDyNBqZDiM5U8PzzkRBlYCq1ldPm7kJNiNAsIZPbqc6jpMbDWyDNyKWNDjzsNY42kPzaRQ1iCW02FHu7qms506fR6CxoSjL31XFV3h6XQasizTOcky6DCckNqhw/AaenR3Gb3JL87j8SAWi6G3t1fpUFTLarXCarVienq6ofbP88UiXv/zf45Sehzf/e3n4XRa6/bcWg2wri2L27MWBGzFqnVt024y5bAawKIX6zaiy2suPTgsY+E00fh7pdyPmmHVC/BZqMO5UoLIYCZtwMGeuNKhqFq8yvvCZVnGT3/1PiJJGV965ftYs+npqjyuUiRJQjqdpiScENIwjEYjOI5DKpWiveFL8Hg8uHPnjtJhqF4oFMKdO3ewZs0aVRwcVOqTs79BenYYzx/YBI6rb0GIVS8iZC/i9qwFT3dUr9BQkoG7s2YMxU3Y6Mui21mgYs8a0moWCtSVuc8RtBUxnTbQYbjC5nI6pApcVX+XW8FkygCPuVTzdRGrkUxlcPnGCEIDB9C/obYrKytF+8JXlkqlqHCRkBqhd54as9vttLtsGR6PB9FoFLJMlb3L6ejowOTkpNJhVEyWZfz4v/wbRCeu4fnDO9Db3bHyN1VZh70IIyfidsTyxI8ly8BwzIhTwy6024rY352gg/Amp9EsjEo3KB1Ky0oWWAzHTHjKn6GbXqswk9HDpBNhM1ARx3KqvS/85OmLuDU0i027X8KB575VtcdVSjqdhkajacgRsYSQ1vRoITpZnNvtRiaTAc/TZKvl+P1+FIvFhvpZEkURH/3mRzBxInZu36xIDOvaspjN6hDJ6KryePmSBh+NODGTMeBQTxw9LjoIb3ZBG4+5nA5lkf6hlSJIwLUZK9a25aBbYqQ9WdxkyoBQlSdTPqmTp89D1JjxzMvq6AoHPj0MJ4sTBAGZTIaK0gmpEToMrzGHw4FUiqrplvLo3nCytPb2dsRiMRQK1d1tWisn3vkh7l75DTavbceep7coEgPDANuCaYwlTIjlHn+8PC8wOD/hwGDMjL1dCaxryz3cVU2aW9A2vzecanXqT5KAK1M29HtysBvpUHc15kek083ClcRyHNxV2ql+594wjp25hkDfTnztd/+ham40PImFfeHN8HchhLQOu91OufcyHt0bTpam1WoRCAQaqhj92vljSEYGsffpjXVbTfZ5Rk7CRl8Wn0zbnvgwcyqlx7EhN+wGAYd6Y7AZ6jMdjCjLrBNh08+PSifKuB2xQK+V0OvKKx1KQ0kXWeR4FgGreorN4vE0Prk5iq61T6NnjTJFUp+3sC/c4/EoHYpqpdNp6PV6GAzUmENILdBheI0tHIZLEnWRLmZhb/jc3JzSoaiawWCAx+NpiIT8zrWzOP7Lv0HAqcNXX3xG0RvpFr2I9b4srkzbIDzGr+BcjsPxITcYyDjSG4O7il2ERP3aLDx4UYN0kTaK1NvdOTMYBljjzSkdSkPhBQZzWR1CdnVVpKtN6eG+8Cc/DJ+di+PHvzwOs7sPr/3Bn4DjHr/4Sk1oxQ8hpBFRZ/jK3G435d4VCIVCmJqaaoj7OJIk4dRv3oSBLWPXDmUPPLqcBVj1Am6EH29FmiABn0xZcXXGhm3taWwJZqq28ow0hsCDgnRSf7Ech7GECdva01RYvUoTKQP8Vh6cirrpT54+D0lrVc2ucGC+4Jr2hS9vYV+4Wv7NCGk2dFlZYxaLBQzDIJvNKh2Kavn9foTDYaXDUL2Ojg5MTEyoeqT8XHgSP/6bfwOzNovXvvVi3XeVLabXlYeelXA7UnlCLsnA7YgZ58acWOPN4emOFHSsel93UhtaDeCzlCgZr7NkgcVQzIxt7WmawrBKE0kjXKYyrXFYwWxWD6teeOLXKZ8v4oc/ehsC68Gr3/9fYHc2z7i3hSScEEIaicPhQCaTgShSF+lSfD4fZmdnVZ1TqoHX6wWAhigcuHHpJOIzd7Fnx3ro9dUZUf64GAbYGkxjOq1f9bj0VJHFiSE3siUWR3pjCNrU02FJ6idoK2I2q4dAo9LrSpCAK9M2rGvLwqKnz9DVkGVgKmVAyKGeSZ7RaBJX74yhZ/1udA9sVDqchyKRCLxeL+0LXwYVpRNSW/TuU2MLu8sSiYTSoaiW3+9HLBZDuUxdt8sJBoMoFouIx+NKh7KoYqGA1//8TyFkJ/HbX3sWdtuT7+quhofj0pMGRCsYl/7pbjI9DvXGaDdZiwvaipjO0HiiehEl4PKUDQOeHOy083pVZBkYSxjR5VRPEq5W4bQe/iccYSdJEn70s3eRKLB46dX/AV396rnJ8KREUUQ6nabDcEJIwzEajeA4jkalL8Pj8YDneVpTtgKGYdDZ2YmxsTGlQ1mWJEk4+d6b0GtK2L1zq9LhAABMOgmb/JmKx6XLMjAcM+LUsAvt9iL2dSeosLOFWfUiTDoRkayyhR2t5nbECj0roc9N49FXK5LVQZaBNkt1VnBVw4nT5yGzNhz9yneVDuUzwuEw/H6/0mGoGhWlE1JbdBheB263G9FoVOkwVMtkMsFqtWJ2dlbpUFRNq9Wio6MDo6OjSofyBZIk4a2/+f8gNnENXz66A91d7UqH9BkWvYj1bVlcmVp+XPqju8kO98ZpNxmBz1JCvqRFhld+ykEruDdnhoYBBmg8+qrF8hxKogZBG41IX44kz9+weNLD8Pc+OI3hqTR2Hv4mdh54oUrRqUMikQDHcTCbzUqHQgghq8IwDFwul2qLh9VAq9XC6/XSZLYKdHV1IRwOo1BQb6Hh7asfIzp5C7u2roXRqJ5pVp2OImwGAddXGJfOCwzOTzgwGDNjb1cC69pyNBmKzBekp6kgvV6iOQ5jSQO2BWk8+uMYS5jQ5Syo5r1rdi6OG/cm0L9xHzp71ykdzkPFYhGpVAo+n0/pUFSrVCohk8nA5XIpHQohTYsOw+vA7XYjFovRKLJl+Hw+Ssgr0N3djenpaZRK6qk4BIBjv/pvuP/Jh9i6oVPxPWVL6XUVYOQk3FpkXLogAVembJ/ZTaald0cCgNXKaLPwlIzXQYLGoz+R0bgJHY4CvXetIJbjoNXIcBgff/LAJ9du4+yV++hafwAvfuvvVTE6dYjFYvB4PLSnjBDSkKgQfWW0pqwyZrMZXq8X4+PjSoeyKFmWcfLd18GhiD27tikdzmcsjEufSesRXmJc+lyWw7EhNxjIONIbg9tMkwLJvKCNRySrg0gDAmpu4V7Y+rYcjUd/DIWyBpGsTlXT2Y6fOgeZtauyK9zpdEKvV0/hltrEYjFYrVZ6jQipIbplWgculwvFYhH5PI2bWYrf70ckEoEk0dXucqxWK5xOp6oS8ptXTuPUO/8V7R4dXn7hiGpvni8k5OOfG5eeKszvJsuVtDjaR7vJyBcFbTztDa8xUQKuTNlpPPpj4gUGMxk9ulWUhKtVOKOH38I/dtfD5FQYv3jvY9gD6/Hq9/8ZtNrmmxoRjUbh8XiUDoMQQh6Lx+OhQvQV+P1+JJNJFIs0TWYl3d3dGBsbU+XP093r5xEZu4Gnt66B2WxUOpwvMHLz49KvTttQemRcuiQDtyJmnJtwYJ03h6c7UtCx6nt9iXJsegEGVsJslnLwWrsVscLASeh10f3qxzGWMMJnKcHIqeNedjgSw63BaazdcgDtXf1Kh/MZNCJ9ZdFoFG63W+kwCGlqdBheByzLwul0UoX6MpxOJzQaDY20q0B3dzdGR0dVkZBHpsfw0//n38DC5vDtb74IllX3ocCj49LLIoOhmBGnRlwI2YvY351QzQUsURe/lUeGZ5Erqfvnu5HdnTNDw8g0Hv0xjSWMcJlKVM2/All+cBj+mEVPmUwOb/zkPWjMAXznD/4EZsvyoz8bkSiKiMfjdBhOCGlYdrsdDMPQ3vBl6PV6OBwORCIRpUNRPZ/PB1mWVddJL8syTrzzOli5gH27tysdzpIWxqXfeDAuPVfS4KMRJ8IZPQ71xNHtKtBYZvIFDAMErFSQXmvRHIdxGo/+2CR5Pg/vcqqnkOD4qbMA58CRl9TVFS4IAubm5mhE+gqi0Si8Xq/SYRDS1OgwvE48Hg8dhi+DYRgalV6hYDAIQRAU37FeyOfw+n/6U0i5Gbz69edgs1oUjadSva4C9KyEY0NuDD3YTba2LUcX/2RJnFaG11yiZLxGEgUWwzEzttN49MciycBowoReF3WFryTDa8ELWnjMq181IggiXn/r18iUTfj67/4j+EM9NYhQebQvnBDS6BiGoVHpFaBR6ZXRaDTo7u7GyMiI0qF8xuCtK5gZuYodm/tgsZiUDmdJj45Lvxk24/iQG3aDgMO9cdgMVMRJlha0FRHO6EHDI2vj0/HoWSqofkwzaT00jAyfRR1rLKdn5nBnOIz1Ww8hoLJcdW5uDkajEVZr8xWTV0upVEI6nabOcEJqjA7D64TGta1sISGn12h5Cwn58PCwYjFIkoQf/fW/QmLmJl58Zhc6O4KKxbJa0ZwOuZIWxbIGT/nTtJuMVCRoK9Le8Bp4OB7dm4ONxqM/lnBmvkjDb6UVDysJZ/TwWniwq7z6lWUZv3j7GKaiJRx84fewcfuB2gSoAgsj0tW68oQQQipBhegr8/v9mJubgyjSIchKurq6EIvFkMlklA4FwEJX+A+glfPYv3en0uGsiNNKsOkFDMbM2BzIYEswAy3diSQrcBgFcFoZc7nFd86TJ3MrYoWRk6ig+gkMx03oUdF0i2OnzoLRu3BEZbvCgfkR6T6fj3LMZUSjUdoXTkgd0CVonTidTtobvgKv14tCoYBsNqt0KKrX3d2NaDSq2Gv1/s/+BkPXj2PHxm7s3L5JkRhWa343mQXnJuxY35ab3182Y0OhTG+DZGUBK49UgUW+RD8v1SLLwLUZG7QaGQMeGo/+uEZiJvQ486pJwtUsnNHDb1195f7ZC1dx9c4k1mx7Fs+8rL6bC9UUi8VoRDohpOG53W7EYjFI1FK4pIUbrnNzc0qHonoGgwHBYFA13eEj965jcugKtm3sgc2q7kkuyQKLE0PzXW4ecwnhjB7U+0AqMT8qnQrSayGS0WE8acBWGo/+2FIFFqkCh06nOooJJqciuD86i407jsAX7FQ6nM+QZRmRSIT2ha+A8nBC6oPu6tcJ7Q1fGcuy8Hq9NK6tAgaDAYFAQJGE/PrFEzjz/g/Q0WbEi88fqvvzP46F3WSRjO7hbrIeVwE+SwnnJxwQ6T4ZWYGOleE2lzCToWS8WobjRkSyOuzqSNJ49MeULrKIFzh0qSQJVzNeYJAscPBZVtdBPzQ8gfdOXIK3cwu++Xf/SVNXs9O+cEJIs6C94StjGIZGpa9CT08PJiYmUC4rP1XsxDs/gEbM4sA+9XaFyzIwFDPioxEXQvYiDvQksDOUQqLA4X5UvWPdiboEbfz8qHQqoKiaDK/FxUk7tgYyNB79CQzHTQg5CtBp1fHDeezkOTB6Nw6/8HtKh/IFiUQCoijS+O8VLExoI4TUFh2G1xGNa1sZJeSV6+vrw9jYGEql+u2nmZkYxs9/8O9g5Qp49ZUXwbLauj3345pMGXB8yA2HUcChR3aTMQywOZAGAxmfTNuoQp2sKGjjaW94lcxmdbgdsWJXRxJGjqpRHtf9qAkdjgJ0LL2BrSSc0cNhLMOwip+3eDyFv/35B9Dbu/DaH/wJ9IbmLoahfeGEkGaxsDc8FospHYqq0ZqyyrlcLlgsFoyPjysax+j9mxi7exFbNnTBYVfn7lVeYHBu3IGhmBl7uxNY25YDwwB6VsbujiTuRc2YoZyKVMBlKoNhZMRoVHpVlMT5380eVwEhR1HpcBpWUdBgKmVAj0pGzI+NT2NoIoqndj4Dr79d6XC+IBKJwOfzQaOhI6il0L5wQuqH3onqaOEwnJLNpfn9fiQSCfA87T5didPphNPprFt3eC6bwet/8aeQ8jP49ivPw2pVd0W3IDK4MmXDtRkrtrensTnwxd1kWg2wqyOFaE6HwZi6/z5EeQErj0SeQ5FG6z+R7INq9M3BNFwm2hP+uPIlDabTBvS7af1KJcIZPXyrGJHO8yX88K23wTN2fOt7/xTutkANo1MH2hdOCGkmVIi+MrfbDVEUkUwmlQ6lIQwMDGBwcFDR8fsn3/0hGDGDg3t3KRbDcuayOhwbckOrkXGkLwa36bOd9HajgO3taVyesiFdVH9hPVHW/Kh0KkivBkkGLk3aYdGJWN9GqymfxHDMBLe5BLtBHfcyjp06D43Bg8Mvqa8rHJjfF04j0pdH+8IJqR+6o19HTqcTPM/T3vBlGAwG2O126g6v0MDAAIaGhiAItb0IE0URP/rrf4XUzG28/NwehNrVfSGTLLA4PuxCrqTF0b4YAraliysMnITdnUncnTMjnKGKY7I0AyfBaSpjJkMXqI+rLDI4N+FAl6OATqpGfyKDMTMCVp7G21VAkIC5rB5+a2WFdrIs48c//w3m0jKe+/ofon/D9hpHqA40mo0Q0kxob/jKNBoNfD4f5d4VCgQCYFkWExMTijz/xMg9DN8+h6fWdsDlsikSw1IkGbgVseDchB3rvDnsDKWWHB8ctPHoc+dxbtyBkkAFeGR5QRuPGdo1/8RuRSzIl7XYEUrRnvAnUBYZjMSNWOPJKR0KAGBkbAqjU3Fs2f0s3F713afN5/PIZDLw+XxKh6JqtC+ckPqhw/A6or3hlWlvb8fU1JTSYTQEr9cLs9mMsbGxmj7Pb376Vxi5eRK7tvZh25YNNX2uJzG/m8yEj0Zc6HAUsb87UdEIZodRwLZgGpcm7cjwVKFOlha0Faky/THJD6rRTZyIDT6qRn8SRUGD8YQRA151JOFqF87oYdSJsOkrKxw7dvIc7o5GsXnvV7H3ma/XNjiVEEURiUSCknBCSNOgveGVCQQCmJqaoul1FWAYBgMDA7h//74ir9fJd34ARkjj0D51dYXnSlqcGnEhktHhUE8c3a7Ciodta7052A0CLkw6aB80WZbbXIIsM4jnOaVDaVjjCQPGk0bs7kiCU8mO60Y1EjfCZhDgNpdX/uIak2UZx06ehcbgxaEXflfpcBY1NTUFj8cDjqPf3+VQUToh9UOH4XVG49pW1t7ejmg0ikJBHftX1GwhIR8cHIQo1qY78JNzH+Lsh2+gy2/Cl790sCbPUQ2f7iYzYV93Amu9uVVVvLbbefS6qEKdLC9o4xHL6cDTz8iq3Zq1IFfSYidVoz+x4ZgJHhWNZlO7yaQRIXuxop+7m7cGcfLcTQT7d+Gr3/kHLTMynPaFE0KaDe0Nr4zf7wfP8zQqvUKhUAiSJGF6erquzzs9PoT7N85gQ38QHo+jrs+9nMmUAceHXHAayzjUG4fNUNk9CYYBtrenURIY3Airc/c5UQcNA/hpVPpji+c5XJux4elQiiaKPSFRms/D1dIVPjQygfGZNLbtfR5Ot1fpcBY1OTmJUCikdBiqRvvCCakvOgyvM9obvjKj0Qi3203d4RVaGNc2OTlZ9ceeGhvEL1//P2DT8Xj1lReh/fzSbZWYfWQ32dG+GFymx6vSXNeWg1Uv4OKknSrUyaKMnAS7UUCYRqWvykTSgLG4Ebs7qRr9SS2MZhtQSRKudrzAYDanQ8i+coFdOBLFT98+BYt3AK/9wR+3VAU77QsnhDQjKkRfmVarRSAQqEku2Yw0Gg36+vrq3h1+8t0fAuUUDu1XR1e4IDK4PGXD9RkrtrensTmQwWpvFbBaGbs7k5hKGTAaN9YmUNIUgrYiZjIGGpW+SoWyBucn7Njgy8BrKSkdTsMbSxih5yS0qeC1nO8KPw+tyYtDL/yO0uEsKp1OI5fLIRAIKB2KqtG+cELqS50nW02M9oZXJhQKUUJeoVqNa8umU3jjL/4UKETw2isvwGxWX4IqycDNsAXnJ+xY35bFzlDqiQ7aFirUi4IWN8OWKkZKmsn8qHSD0mE0jESBxdUZK3Z2UDV6NahpNFsjmEoZ4DSWYdYtvzIjlyvg9bfegaT34tu//8ewOVx1ilAdaDQbIaQZeTwe2htegY6ODkxNTdHrVKGuri4UCgXMzc3V5fki02O4c/UU1vX64WtTvnMsWWBxfNiFQkmLI30xBGz8Yz+WSSdhV0cSN8JWRHOtU4RIVsdrLqEsMkgWWKVDaRiCBJwbd8Bv5dHjoqmbT0qSgcGYGQOe1U2grJX7g2OYmstgx74XYXcq/7mwmImJCfj9/pYqMH8ctC+ckPqiw/A6o73hlQkGg8hkMkin00qH0hCqPa5NFEW8+Vf/AunIXXz1y/sQDKpv5M7CbrLZrA6He+PoclY2Ancl3IMK9YmUEWMJOvAkXxS08ZjL6VAWVZAFqVyhrMG5cQfWe3OqqKBudGobzdYIJlMGhOzFZb9GFCX87U/fRbKow8vf/gfo6Flbp+jUgfaFE0Kalc1mo73hFVh4/6d7FJVhWRa9vb24d+9eXZ7v5Ds/BEpJxbvCZRkYiprw0YgLHY4i9nUnYOSevIDCbS5jkz+DCxMO5Ep0i5J8kUazMCqd7s9UQpaBT6bs0GpkbPZnVHF42+imUgZoGBnBJyj+qRZZlnHs1HmwJh8Ofvk7SoezKFmWaUR6hagonZD6oitNBXi9XszOziodhqpxHAe/30/d4RXSaDTo7++vWnf4O2/9OcbvnMaebQPY8tS6KkRYXRPJ+d1krge7yaxV7jY160Q83ZHE9RkbVaiTLzDrRNj0NCp9JYLI4PyEA22WEnrdNA2lGtQ0mq0R5EpaJIsc2m3LH4a/8/5JjM5ksfuZV7Ft73N1ik49YrEYdDod7QsnhDSdhb3hdMi7PIZhEAqFMDExoXQoDaOnpwfJZBLxeLymzzMXnsKtKycw0OVFMKBcgTovMDg77sBQ3IR93Qms9Va3O7LbVUC7vYjz4w4IVHBMFhG08ZjJ6GlUegXuR02IFzjs6khCQ3f9n5gsA/ejZvS789Co4O3pzr0RzMTyePrgV2C1O5QOZ1ELU3na2tqUDkXVeJ6nfeGE1Bl9LCrA7/djdnaWxpCtYGFUOu1Xr0xnZyeKxSLC4fATPc7lM+/hwvEfoSdoxfNf2l+l6KqjLDK4PGnDjbAVO0IpPPUYu8kq5TWX8VQgjXPjDsTzdCBOPitg4zGdpsPwpYgScG7CAVYjYUsgTdXoVSBK80n4GpWMZmsEk0kDfBYeOnbp64hLV27iwtUR9Gw8hOdf+X4do1OPcDgMv99P+8IJIU3J5/MhEokoHYbqhUIhzMzMQBAEpUNpCDqdDj09PTXvDj/17g8h8wkcPrC7ps+znNmsDseG3GA1Mo72xeAy1WZVzyZ/BjpWwvkJO0S6VUY+p83CoyhokOZpVPpyxhIG3I+asbsjCf0yORCpXDijR0lk0OFQftz8fFf4BXAWP/Y/922lw1nS5OQk2tvboaFqjGVFIhE4HA7aF05IHdG7kgLsdjtYlqUK9RX4fD4IglDzautmwbIs1qxZg9u3bz92AcHEyF386s1/D4ehhN/++guqunBJFlicGHahIMzvJvNba98Z2eUsYn1bFmfHHLSfinxG0FbEbFZPnQuLECXg/IQDkgzs7kzWrGCl1YzETdCzkipGszUCWQYmVhiRPj4xjV9/cA7O4Eb89n/3T6HVausYoTrIsvzwMJwQQpqRz+dDPB4Hz9Pn53LsdjtMJtMTF1a3kv7+fkSjUcRisZo8fmwujOsXP0Rvhwuhdl9NnmM5kgTcDFtwfsKO9W1Z7AylwGlrd7imYYBdHSkIEoMLEw5Q7wh5lFYD+CwlTKfo0Ggpk0kDroet2N2ZhN1IhU3VIMvA7VkL1nhyqrivcev2EGYTBew6+DIsVpvS4SxKFEVMTU3RiPQKUB5OSP2p4K289TAMA7/fT4nmCjQaDdrb22lU+ip0d3dDFMXHGnGXSSXx5l/+GTT8HF775gswmdSxj0mWgcEHu8k6HQXs66rObrJK9boLWOPN4cyYE+kiHYiTeVa9CJNORCSrUzoUVZEk4OKkA2WRwZ7OJFi6yqiKssjgXtSMDb4sdYVXKFlkwQsa+K2LH36k0lm88ZPfQGtux2t/+McwmS11jlAd0uk0SqUS7SkjhDQto9EIm81G3eErWBiVTrl35fR6Pfr7+3Hr1q2aTLP76L3XIfNxHFZgV3iupMWpURdmczoc7o2jy1msyzUop5WxtyuJoqDBxUk7JGpsJY8I2oqYzqjjPpXaTKf1+GTahl0dKXjMtZne0IomkgaIEtDtVL4rXJIkHP/oAnSWIPY/96rS4SwpEolAr9fD6XQqHYqqiaKI2dlZOgwnpM7oNrVCFg7DaQT48kKhEKampmikfIU0Gg3WrVuHO3fuQBQr36MtCALe+Is/Q2b2Hr724gH4feq4KV4UNDg77sDIg91ka7x5RQ6C+j159LnzOD3qRIZvvc5BsrigtYjpNCXjCyQZuDRlR6GswZ6uZE07R1rN/agJdoMAr5l2hVdqMmlAwMYvWsFfLot4/UdvIyda8Mrf+cfwBbvqH6BKhMNhtLW1tWRXPCGkdQQCAToMr0AoFMLs7Cx10a9CX18fstls1X++kvEorp77AN3tTnR1Bqv62CuZSBpwfMgFl7GEQz1xWPWV31eoBk4rY19XArmSFpcn7bQjmjzks5SQL2npnsznhDM6XJ60Y2dHEm0WyherRZSAO3MWrG/LqWL3+o1b9zGXKmHPkd9SdSH35OQkQqEQreBaQTQahU6ng82mzg5/QpqVCt7OW5PH40GpVEI6nVY6FFVzuVzgOI5uXqxCKBQCx3EYHR2t6OtlWcav3/y/MXn/LPbvXIdNGwZqG2CFZrM6HB9ygdPIOFLD3WSVWuvNods5fyCepeSLAAjaeESyOtpph/mD8CtTNmR4LfZ2JaCjg/CqKZY1GI6ZsaEtQ13hFZJkYCptQMciI9JlWcbPfvUBZhJlHHn5e1i/Za8CEaoHjWYjhLQCv9+PSCSyqmLhVmQymeByuTA1NaV0KA2D4zisWbOm6t3hH733OqRiFIf2P121x1xJWWRwedKGG2ErdoRSeCqQVWwssI6Vsa87gRTP4sq0jQ7ECQCA1cpos/BUkP6I2awOFyft2B5K1WWVYCsZiZvAaSW0L7N2q14kScKJ05egt7Vj75e+pXQ4SyqVSohEIjQivQILeTgVDRBSX3QYrhCtVguv10uj0ldA49pWj2EYbNiwAffu3UO5vPIB8qXT7+DyRz9FX8iBLx1R/lDg87vJdtR4N9lqrGvLodNRxEejTqSLdCDe6mwGAQZWwmy2tfeWSTJwadKOVJHDvu4k9Kw6fl+bxd05M9qsPJwm2vtWqWhufn2BZ5FO+tNnr+DG/Wms3/E8Dr/wWr1DU5VCoYBUKgWfr/57SAkhpJ5sNht0Ol3Ndjs3E8q9V+9JVpUtJp1M4MrZ99Dht6Gnq70qj7mSRIHFiWEXCoIGR/piqjhU07My9nclEM9zdCBOHgraeMykWzv/XhDJ6HB+wo6tgQyCNproUU0P15S1qWNN2dXrdxFLl7H36NdgNJmUDmdJ09PTsNlssFjU27muBrIsU1E6IQqhw3AF0d7wyoRCIYTDYZRKyidkjaKtrQ1WqxWDg4PLft3Y4C38+s3/AKdRwLe+9jw0Cs/+yfJanBpxYa7Ou8kqxTDA+rYsup0FnB51IVWgHeKtjGGAgJXHdAsn46IEXJiwI1fSYn93HAaW2uSrKctrMZ40Yn1bVulQGspE0oCQ/YufH/fuj+KDj66grWs7XvnuP2r5KuxIJAKn0wm9vnXfwwghrYFhGPh8Psq9KxAMBpFKpZDN0rVHpbRa7WOtKlvK6fffhJifw6F9T9f8WkWWgcGoCadHXOh0FLCvKwkjp57reQMnYX93Aok8h0tTNtohTuC38kjzLHKl1m5OmEnrcWHSjm3BNEIO5TuXm81g1ASbXlDF2HlRnO8KNzo6sefoN5QOZ1kLI9LJ8lKpFARBgNvtVjoUQloOHYYryO/3I5VKoVikC5flWK1W2O32qlVat4KF7vChoaElf77SyTje/Kv/DawQw2vffAFGo7KjpiaSBpwYdsFlKuGgArvJKsUw8x3ife4cTo85kaAD8ZYWtBURzughqeeeUd2IEnB+woGioMW+7gR1hNfAnVkLOuwF1b4fqlFJYDCdNqDTUfjMn0ejCbz1y2MwOHrwnb/3J9DRATBVoxNCWkogEEA4HK7qKOtmpNPp4PP5MD4+rnQoDWW1q8qWkkmncOnMOwi2WdDf11Gd4JZQFDQ4O+7ASNyEfd0JrPHmVVWIvsDISTjQE0emyOLihL0l8y7yKU4rw2sutXRB+lRKj0uTdmxvT6PdTh3h1VYsazAUN2GDTx1d4Z9cu41kXsK+Z74Og9GodDhLymazSCQSaG+vz0STRhYOh9HW1gattrWLeghRAh2GK0iv18PhcNA+7Ap0d3djbGyMbl6sgsvlgtfrxb17977w3wRBwOt//qfIRQfx9RcPwtemXDVaWWRwSSW7yVZjjTePtd4czow6EctzSodDFOIwCuC0MuYejGVuFYIEnB13QJAY7KMd4TWRLLAIZ/RY25ZTOpSGMp40wmksw2b4tICgWCzhh2+9jbLWhVe//8/gdLcpGKE6CIKAubk5OgwnhLQMt9uNUqmEdDqtdCiq193djfHxcUh06lgxhmGwfv36ileVLeXM+38LIRfBoX07atoVPpvV4figC5xGxpG+GFymx4+5HvSsjP3dCeTLWpyfcECkH82WFrQVW3Zv+ETSgCvTNjzdkaTR6DVyd86MNnNJFe+LgiDi5MdXYHJ2YteRrysdzrLGxsbg9/thMLTm7+ZqUFE6IcppgCOn5kaj0ivT3t6OYrGIeDyudCgNZcOGDRgbG0Mmk3n4Z7Is45ev/3tMD57Hod0bsWF9v2LxLewmKwoaHFXJbrLV6HPnscGXxdkxB8KZ1joMJfPmR6W3VjLOCww+HnUCYLC3MwmODsKrTpaBm2Erelx5VY2qVDtZBkYTRnQ7P+0KlyQJP/rZu4jlNPjyN/979KzZrGCE6jE3Nwej0Uj73AghLUOr1aKtrY1y7wp4vV5otVrMzMwoHUpD8fl8Fa0qW0oum8HF07+Gz2XE2oGeKkc3T5KAm2ELzk/YscGXxY5QqmGu5XUPDsRLIoNz4w4IdIncsvxWHqkCi0K5tW5pjyUMuDpjxa6OFHwNdu+sUTxcU+ZTx6qQy5/cRCovY/+Xvqnq1VaiKGJ8fBzd3d1Kh6J6hUIB6XQaPp9P6VAIaUmtdeWgQn6/H3NzcxAEQelQVE2r1aKjo+OJx461GqvViu7ubly/fv1hV/35k7/EJ6d/jjXdbhw5uEuRuGQZuP+53WSGBj3w6XEVsDWYxsVJO+7PmUDDC1pP0MbPj0pvgX/7VIHFiWE3jJyEPZ0JsA1y86zRTKX1yJS0WOOlrvDViOY5lEUNArZP14N8cPxjDE4ksO3A17Hr0MsKRqcuC9Xorb43nRDSWqgQvTIMw6C7u5ty71ViGAYbN27E0NAQcrnVX8N9/MFbKGfDOLS3Nl3hWV6LkyMuzOV0ONwbR6ezqIoRwKvBaWXs7UpCBoOPRlzIl+iWZivSszLcLTQqXZaBmxELboSt2NOZVMUe62Yky8CNsBWdDnWsKSuXRZw6+wks7m7sOvxbSoezrJmZGXAcB4/Ho3QoqhcOh+FyuaDTUUMVIUqgK0eFWa1W6PV6RKNRpUNRve7ubkxPT4PnaRTQaqxbtw7pdBrT09MYuXcN7771H+G2SPjGV5+HRlP/t4BiWYOPxxwYjRuxrzuu2t1kq9Fu53GgO4HhuAmXp2w0tq3FuExlMIyMWK65x+VPp/Q4NepEtzOPHaFUQ6wzaERlkcHNsBWbfNmG6dRRi7G4CZ2OwsOfzes37+H0xbvoWLMXX3n179PB7wOyLCMSidBoNkJIy/H5fEilUigUCit/cYvr7OxEPB5HNquO7rhG4XQ6EQqFcOPGjVV9XyGfx/lTv4TXrseG9X1Vj2s8acCJYRfcphIO9sRVcdDzuOYPxBNwGss4Mexu+hyMLC5o4zHTAtPZyg8mIcyk9TjUG4fHrPzo7mYVzuiRKHBY36aOz71LV64jU2Rw4NlvgePU/T43OjqK7u5uyrcrQHk4IcqiW9kKYxiGKtQrZLVa4XK5MDExoXQoDYXjOGzcuBFnz57FG3/5L8CJcbz2zRdgMNS/Ci2S0eH4kAs6VsKRvjhcpuaZiOAwCjjcG0eupMVHI66WG9nVyuZHpfNNOypdloE7s2ZcmbZhR3u6KQpY1OzenBlmnYh2e3HlLyYP8QKDmYweXQ9GpE9Pz+Fnb38Em28tXv3+/wKWZRWOUD0SiQQkSYLL5VI6FEIIqSu9Xg+n04lIJKJ0KKqn1+sRCAQwNjamdCgNZ/369YjFYqu6x3P22I9Ryszg4L7tVT1MKIsMLk3acDNsxc5QCk8Fsk1R0KphgC3BDNa1ZfHxmBNjiebMw8jSAlYe8TyHYhPfd1mY5iADONzb2EUsaidK813h69uy0LHKF6SXSgJOnbsGq6cXOw9+RelwlpXJZJBIJNDR0aF0KKonCALm5uboMJwQBTXvVUMDWTgMl2m+8ooWxrXRa7U6Pp8PH3/0IcZnEnjlK4fh9dT3Bvj8haUFFybt2ODPYkd7uik7Hg2chP3dCVgNAk4MuxDP0+FLqwjaeMxk9E03Jl8QGVyYsGMiacDBnjgCNprMUUvpohbDcRM2B9JUcLBKowkT3KYSLHoR2Wwer//kHcDow7d//49htTuUDk9VwuEwfD6fItNhCCFEaVSIXrnu7m6Mj49DFOkAZjX0ej3Wr1+P69evV/TaFQsFnDvxC7hsHDZtGKhaHIkCixPDLvCCBkf7Yk25Y7jHVcDurgRuRay4PmNtibVVZJ6Bk+A0lTGTac5R6bNZHU6OuOCz8NjTmWzK+2dqcj9qho6VHhZWK+3CpWvI8Roc+vKrqi/qHh0dRTAYVPVOc7WYnZ2F0WiExWJROhRCWhbdBVMBt9sNURSRTCaVDkX1AoEABEHA7Oys0qE0DFmW8Ysf/p9gMzfRsXY/2ruql2BXIstrcWrEhWhOhyO9cXQ6Gm832WpoNcC2YBoDnjzOjLowkaQq9VbgNpcgywzieXWPr1qNfEmDUyNOlCUNDvfGYTPQjdBakmXgetiGHleeXutVkmRgNG5Ej6sAQRDxxo/fQbpkwG/9zj9Ee1e/0uGpDo1mI4S0Mr/fj7m5OQhC80yoqhW32w29Xo+pqSmlQ2k43d3d4DgOg4ODK37t+RM/RzE9hYN7tlWlUE2WgftRE06PuNDlLGBvVxIGrnn3eHnNZRzqjWMux+HsmAMloYlvNpDPCNr4ptsbLsvAUMyI8+MObPJnsMmfber7Z2qQK2kxGDWrpiCd50s4ff467L5+bNv7ZaXDWZYgCBgfH0dPT4/SoTSESCSCQCCgdBiEtDQ6DFcBjUYDn8+HmZkZpUNRPY1Gg56eHgwPDysdSsP4+MOf4vrZX2FrvwNfOdiH6zPWunSvyvKnu8k85vndZJYWGevEMECfO49dnUlcn7HiZtjSdB3D5LM0DOC3Nk8yHs1xODHshttcxt6uhCpGhTW7qbQeGV6Ltd6c0qE0nHBaD4YBfJYifv3eCUzM5rHv2e9g89NHlQ5NdXK5HDKZDNra2pQOhRBCFGGxWGA0GjE3N6d0KKrHMMzD3Jsms60OwzDYvHkz7t+/j1xu6Wu7UqmEs8d/BodJg82b1j7x8xbLGnw85sBo3Ij93XEMeFpjvZFZJ+JgTwJajYyTIy6ki1qlQyJ1ELAWEcvpmqYAQpSAT6ZtuB81Y193Ap0OWptVa7IMXJ+xosNRgNOojiK585euIV/W4tDz31Z9V/jExATMZjOcTqfSoaieLMsIh8NUlE6IwugwXCWCwSCmpqYoyaxAV1cXotEostms0qGo3tDtT/Cbn/4neG0MXvnqs1jvyyFdZDFT4wO7ssjg8tSnu8k2+ZtjN9lqtVlKONQbRzijx9lxB8picyRpZHFBWxEzGUPDFz6Mxo04O+bE+rYsNgcy0NCPbc2VRQY3w1Zs9GVpBN5jGI6b0OPK4+LlG7h8Ywx9m4/i2a99T+mwVGlychJtbW3guOaZYkEIIavBMAwCgQCmp6eVDqUhdHR0IJfLIZFIKB1Kw3G5XGhvb8eNGzeW/JoLJ3+BfHIcB/ZshfYJE+ZIRodjQ27oWQlH+uJwmtRxsFMvnFbGro4U2m1FnBpxIZzRKR0SqTGTToLdKDTFqHReYHBmzIlUkcXh3jhcprLSIbWEcEaPeIHD+jZ13F8uFks4c+EGnIG12LrnWaXDWZYsyxgZGUFvby+YVqi6ekKxWAwAqHCAEIW14PGUOvl8PpTLZUoyK2AwGBAIBDAyMqJ0KKqWiM3iR//5X0Ivp/DaN16AXq8Dp5WxwZ/F9bAVQo0mpSXyLI4PNfdustWw6EUc6o0DAE4Ou5DlqUq9WXnNJZRFBsmiuqt3lyLJwLUZK27PWrCnK4Fulzr2ZbWCe3NmmHUiQnaq/l+tVJFFssBBSg/inWPn4e7YjG9973+ifdiLkGUZk5OTCIVCSodCCCGKCoVCmJmZoVHpFWBZFp2dnZR7P6YNGzYgFostuqe+XC7jzIc/gc3IYOvm9Y/9HKIE3AhbcGHSjo3+DLa3p1u2uJJhgPW+HLYG07g4acf9OVPDFyqT5QVtRcykG3s1XbLA4sSwG0ZOxMGeOIxNvNZATebfO63Y0JZVzSS8sxeuoCBwOPzl16DVqvveYTQaBc/zaG9vVzqUhjA5OYn29na6T0GIwug3UCW0Wi2CwSAmJiaUDqUh9Pb2Ynx8nG5gLKHE83j9P/1zFJMj+ObLR+F2Ox7+tw57ESadiNsRS1Wf8+FuslEXul3Nv5tsNTitjD2dSfitPE4MuzCWMFJS3oQ0mgej0lONl4xneC1OjbgQy3E43BuDx0yV6PWSLLAYiZuwOZBpiTGW1TYSN8LKzOFnv/wNOGsHXvuDP4bRZFY6LFVKpVIoFAo0mo0Q0vJsNhtMJtOiB5Tki3p6ejA9PY1ikYr2Vkuv12P9+vW4fv36F+5dXDr9NnLxMRzYvQUs+3iHHtkH1/DRnA5HeuPodBTpehJAu53Hge4ERhImXJqy0YS2Jha08ZjN6Rry31iWgYmkAR+NOtHjzGNHe7olJyoq5V7UDB0rocupjiaAQoHHxxdvwR1ch8271L/ua3h4GF1dXao/tFcDURQxNTVFRemEqAB9zKpIKBTC9PQ0JIkOEFfidDphNpsxPj6udCiqI8syfvaDf4fI6GU8s38LBvq7PvPfGQbYFkxjLGFCLFedMakLu8nGEq21m2w1GAbY6M9iZyiFO7NmnB13oFCmt+BmE7TxmMnoG6bYYaGI5cSQGx7T/Fh/k44+g+pFkoArUzb0e3KwGai4a7V4gcHInBaXTv4EBdmKb/zd/wlePyWYS5mcnEQwGFT97jlCCKk1hmEQCoUwOTmpdCgNwWKxwOPxYHR0VOlQGlJ3dzf0ej3u3Lnz8M8EQcDp99+CRS9j25aNq35MWQbGEwYcH3bBYy7hYE8cFr1YzbAbnsMo4FBvHCVBg2NDbsxmaWx6MzLrRFj1AsINNiq9KGhwYcKOGw9WCw546R5aPaUKLIaiZmwJpFXzup85dwm8pMfhF76j+u7hfD6P2dlZdHd3Kx1KQ4hEItDr9TQinRAVUPe7a4txu93QarWYnZ1VOhTVYxgGAwMDGBwcpOKBzzn9/lu4ef5tbOjz48DeHYt+jUUvYn1bFlembU88Lv3R3WSHe1tvN9lq+awlPNMfg4GV8OGgG2OJxt8xTT7VZuFRFDRI8+o/bJrvBndiLGHEvu4ENvqzVIleZ3ejZoAB1nhySofSkIZiRty4fALpbB7PfPX7WPvULqVDUi0akU4IIZ8VCoUwOzsLnueVDqUh9PX1YWRkhCazPQaGYbBt2zaMjo4+3Bl65eP3kImOYP+up8Bxq+uqK4sMLk3ZcCtiwdOhFDbRNfySDKyEvV1JrPHkcGHCjk+mrQ3ZQUyWF7TymE43xmG4LAOTKT2ODbrBMMAz/VH4W3y1YL1JEnB52oY+Tw4Oozo+0/L5Is5duQtvxwZs2nFI6XBWNDQ0BL/fD5PJpHQoDWEhD6fd6oQojy6ZVYQq1FcnGAxCo9HQ6/WI+zcv4YOf/yXa7Bp8/StfWvaDttedh56VHntc+sJusouTdmzyZ7Aj1Lq7yVaL08rY1p5+0CVuoS7xJqLVAD5LSdXJ+KPd4C5TGUf7YnCZaCx6vSUfVKNvD6ah8sJvVSqLDH5xcgTp8G1s2v0SDjz3LaVDUrW5uTkAgNfrVTgSQghRB5PJBJfLhampKaVDaQherxdGo5Emsz0mq9WKdevW4cqVK+B5Hh+9/yOYdCJ2bHtqVY8Tz7M4PuRCSdDgSF8cPjpEWxHDAN2uAo72xZAraalLvAkFbEXMZvUQVF7owAsMLkzYcX3Ghi2BNJ7uSEGvkl3VreRe1AzIwFoVFaSfPnsJJUmPIy/+ruq7wnmex9jYGAYGBpQOpSGUSiVEIhEqSidEJdT9DtuCQqEQwuEwymU6mFjJQnf4/fv3IVNrLWKzM3jrb/4VDEjhtW+8BJ1++RHoD8elJ42rHpeeeWQ32eHeODoctD/ucSx0ieupS7ypBG1FzKTVuTf8893g1EmijEfHo9tVUo3eaD64PIs7Ny6jd2ATfut3/iFVWa+AqtEJIeSLqBC9cjSZ7cn19fVBp9PhZz9+HanIIPY9vRE6XWXTpGQZuDdnwplRF3pcBeztSsLA0b/Daph0EvZ1JTHgyeE8dYk3FZtBhEknIqLiIoeplB4fDnoedoMH7TSVRAmpAovBqBnb2tVTkJ7N5nH+yj34up7Chq37lA5nRcPDw3C5XHA4HEqH0hCmp6dhs9lgsTxeIxohpLpU8tZPFthsNpjNZszMzCgdSkMIhUIQBKHlXy++WMTrf/7PwafG8K2vfgkul62i75sfl56reFy6LANjCQNODLvgNZdwiHaTPTFOK2N7exo7qEu8afgsJeRKWmT41Y08rCVZBgapG1w17s6ZwTDAGq96qtEbyUwkjtd/fQOhNjN+5+/9r9Dp1HvjSw0EQcD09DRVoxNCyOcEg0GkUilks1mlQ2kINJntyTAMgy1btuD9D09BZlg8vX1zRd9XLGtwZsyB8aQR+3vi6PfQbuHHxTBAj6uAZ6hLvOkErUVMq7AgfaEb/NqMDZupG1xRkgRcflCQrpbx6ADw0ccXUYYBR178XdUXLpfLZYyMjGDNmjVKh9IwaFUZIepCJy4q1NHRQQlmhbRaLfr6+lq6O1yWZfzkv/5bzI1fxXMHt6Ovt2NV39/rWhiXbl3268oig0uTdtyOWLCrI4WN/qxqKimbgd9awlHqEm8KrFZGm4VXTTK+0A0+mjBiL3WDKy5ZYDEUe1CNru5cV5UKhSL+4+unAUj4/t//p7A73UqHpHqRSARGoxF2u13pUAghRFV0Oh3a2too964QTWZ7cqN3L8MgTMPWfQhabuVD2HBGh2NDbhhYCYd743Cq6ACnkX2+S/wqdYk3vKCNRySrg6iigQkL3eAy5rvB26kbXFH3omaAAdaoaDx6OpPDxauDCPRsxbrNu5UOZ0Wjo6OwWCxwuykHr0Q+n0c8Hkd7e7vSoRBCHqDb4SrU3t6OaDSKYpFGT1eiu7sbuVwO0WhU6VAUcfLdN3Dn8nt4ak0Qe3dvXfX3fzou3YDoEuPS43kOx4fcKEsMjvTH0Wah3WS1oHukS/z2rAXnxh3Il+htuhEFbTxmFN4bLkmf7QY/0heDm7rBFSU+qEYf8ORgN9DNzNWSJAlv/ORdDMcM+NY3X0H3wCalQ2oIExMTNCKdEEKWsFCIToe7leno6KDJbI9JkiScfPcN+I0JbNk4gNuRpUemihJwfcaCS5N2bPJnsCOUBqeln9FqWugSP9oXQ7bE4tiQG3PUJd6wbAYBeq2E2ayyOTiwSDd4iLrBlZZ8MB59e1A949EB4KMzFyFoTDj6kvq7wkVRxNDQENasWaP6WNVicnISXq8XBoM6GmUIIXQYrkpGoxFutxtTU1NKh9IQWJZFb28v7t27p3QodXf3+jkc+8Vfw+/Q4rde+tJjX5DMj0vP4sqUDcIjFdGf7iZzoseVx57OJAysikptm5T/kV3iHwx6cH3GAl6gi81G4rfySPMscqX6j0qXZWAiacAHg26MJ43Y2zXfDc7SJ77i7s6ZoWGAARqP/lje++A0ro2WsWbdBrz0W68qHU5D4Hkes7OzNJqNEEKW4PP5wPM8EomE0qE0BI1Gg/7+fuoOfwy3rpxGbPoO9uxYhz09RYwlTIgtUow+P9XJhXheh8O9cXQ4qEmilsw6Cfu6Ehjw5HBuwo7LkzYqSG9ADDNfkD6tYEG6JAMjceN8N7gMHO2Pod3O01oDhUkScOXBeHS7iqZrpNJZXLo+hFDfdgxs3KF0OCuamJiATqeDz+dTOpSGIMsyjUgnRIXoCk+lQqEQJiYmlA6jYfT29iKRSLTUTYxoZAo//pt/DZM2i9e+9RI47skO3XpdBZh0Iq7OWCHLQIF2kylKp5WxrT2NQ71x5Eos3r/vwd1Z82eKFYh6cVoZXnOprsm4LAORjA7Hh124PWvBWm8OR/ticJupG1wN5rIchuMmbG9P0Xj0x/DJtdv4+PJ9sK4N+M7vfBcaNZX0q9j09DScTifMZrPSoRBCiCpptVoEg0Ealb4KXV1dyOVymJubUzqUhiHLMk6++wZ0Gh57nt72sBj98pTt4XhuWQbGEgacGHbBay7hYE8cFr2ocOSt4dFd4jKADwc9uBGmgvRGE7QVEc7oIdW5f0OWgcmUAR8OujEcN2FrcH43ODWSqMPtOQsYlY1HB4CTH52HqDHj6Fd+T/Wd1pIk4f79+xgYGFB9rGqRTqeRz+cRCASUDoUQ8gi6k6hSwWAQmUwGmUxG6VAagk6nQ3d3N+7fv690KHVRLBTww//0z1HOTOC3v/YlOOzL7/uuBMMAO9rTmMvqcCNswfEhN4y0m0xxdoOAPV1J7OlMIpLV4f37bgzHjHVP8MjqBW3Fuo1Kj+c5nB514tKUHR32Ir7UH0Wns0gFLCpRFDS4NGXHJl8WNgPd1FytyakwfvHex9A412Pf/sPo6elROqSGsTAinRBCyNJCoRCmpqYg0QV2RRYms7VK7l0Nd66dxezETTy9ZQ1Mpvlxqb3uPMw6EZ9M21ASGFyatOP2rAW7OlLY6M+qapRvqzDpJOwIpXGwN44s/6Agfc4Mgd4aGoLDKIDTypjL1WfcvSwDs1kdTgy7cDNswYBnvhg9YKNucLWYzeowEjdiRyilqvfURDKDKzdH0LlmJ3rXblE6nBVNT08DAO2+XoXJyUkEAgGwLKt0KISQR6joo4A8iuM4+P1+qlBfhb6+PkQiEaTTaaVDqSlZlvHj//JvEJu8hueP7ERPV/VucnNaCU5TGcNxE/rcOWyn3WSq4TaXcbAngS3BDEYTJnww6MZk0gCaTqhefiuPZIFDoVy7j9oMr8X5cTvOjDngNpXw3EAU/Z48tPTprhqyDFyetMFjKqPLWVA6nIaTyeTwxk/eA2MKYPPer2LDxo3Qauu/fqAR5XI5JJNJumlBCCEr8Hg80Gg01Om8CguT2eLxuNKhqN58V/jr4FDE3l3bHv45wwA7QinM5XT4YNCDssTgSF8cbZaSgtES4NOC9N2dSUQyOrx/34ORuBES5d6qxjBAwFrEdLr2+3kTeRZnxpy4OGlHyF7EswNRdDmLNAFMRQplDS5N2rE5kIFVZVM2Tp4+B0lrxdGX1N8VLssy7t+/j/7+fprOViEakU6IetG7mIqFQiFMTk7SLq4KGY1GdHR0YHBwUOlQaurYr/8b7n3yPras68DunZur9rgZXouTIy4UBS26nAVMpgwQqQJaVRgGCNh4HO2LYa03h1uzFhwfdiGS0dGhuArpWRnuGo1KL5Q1uDJlw/EhN/SshGf7Y1jvy1Hxigrdj5qQL2uxJZimDoFVEgQRr7/1a2TKJhx++Q+h0+mpK3wVJicn4fP5oNPVpzuGEEIaFcMwD3NvUplWm8z2JO7fvISZkWvYsbkPFovp4Z/Pj0U3QhQZCBKD9W1ZGqusMp6FgvRABsNxEz4cdGMyRQXpaha08fOj0mv0b5ThtTg/YcfpURecRipGV6v5gnQ7fBYenY6i0uF8RiyWwtVb4+hetws9a55SOpwVRSIR8DyPzs5OpUNpGNFoFLIsw+v1Kh0KIeRz6ONaxXw+H8rlMlVbr0J/fz+mpqaQz+eVDqUmbn1yBid//V8QdOvw8gtHq1JB+OhusjZzCQe749gcyIDTyrgefvLx66T6GAbodM6Pwu6wF3Fpyo7To07E8zR+R22CNh4zVaxMLwkMboYt+OC+B6LE4GhfDFuCGRg4unGmRrE8h3tzFuwMpahQYZVkWcYv3j6GqWgJB1/4PbBGB3p6esBxnNKhNQSqRieEkNUJhUKYmZmBINB6qEr19fVhdna26SezPQlZlnHinR9CKxewb8+Oh39eKGtwZsyJ8aQRB3vjGPDkcGnSDkGkykm1ebQgfcCTw82wBSeGXZjNUkG6GrlMZTCMjFiuujlDoazBJ9PW+WJ0rYRnB6LYQMXoqnV3zoyioMHmgPpWj544fQ4Sa8EzL/8dpUNZ0UJXeF9fH01nW4XJyUm0t7dTJz0hKkS/lSqm0WgQCoUwNjamdCgNw2KxIBgM4s6dO0qHUnWzM+P46X/9/8LM5vHtb7wIjnvyC5GyuPhuMg0D7GhPYTptwGSqPjuPyeppNUC/J4/nBqJwm0o4M+bEx2MOSsxVJGDlEc9zKD7hqPR8SYObYQt+c9+DVJHFgZ44dnakYFHZuC/yqYXdj+t9GTiMdGN9tc5euIqrdyawZtuz2LL3JcRiMfT19SkdVsOIx+PgeR5+v1/pUAghpCHY7XaYzeaHezHJyhYms1F3+NKG717F1PAVbN/UA5vVDAAIZ3Q4PuSGkRNxuDcOh1HAWm8OBlbCNSpGVy0NA3Q558dhh+xFXJy048yYE/E8FWqqyfyodL5qo9J5gcHNyHwxuiBqqBi9AURzHAajZuzsSIFVWbHCXDSB63cn0LdhHzp71ykdzoqi0SjS6TS6u7uVDqVhCIKA6elpKkonRKXoMFzluru7MT09jVKJ9kZVat26dZiammqqCvVCPofX//xPIWQn8erXnoXdZnnix4znORwbcqP8oLv087vJTDoJ24JpXJ22IctTBaCacVoZ6305PDsQg9NYxqVJOz4ccmMkboRAOZqiDJwEp6mMmczqi0pkGYjlOJyfsOODQQ9yJS32dCaxrztJh6sqJ8vAlWk77IYyel20J3y1hoYn8N6JS/B0bMEr3/1HuH37Nvr7+6HXU3FWpUZHR9HR0UEV/IQQsgqdnZ1UiL5Ka9aswfT0NFKplNKhqM7DrnApjwP7noYoAddmrLg0accmfwbb29MPu0oZBtgeSiGS0WM8Wft9x+TxPVqQ7jSW8PGYAyeHnZhMGWinuEoEbTxmMvonahBIFVlcmbLhvXtepKkYvWHwAoOLk3Zs9GdgN6jvnsnxU2chs3Yc/cp3lQ5lRbIs49atWxgYGKDpbKswNTUFk8kEh8OhdCiEkEXQYbjK2Ww22O12TExMKB1KwzCbzejq6sLt27eVDqUqJEnCW3/zrxGfvIEXn9mFrs7gEz2eLM+PDDoz6kSfK489nUno2cWzhICNR6ejgIuTdtof3gAMrIR1bTk8v2YOA+4cxhJGvHfXi5thC/IlertXStDGr2pvuCgB48n51QXnxh0wcyK+1B/Frs4U3OZyDSMl1TIcNyFVZLGN9oSvWjyewo9+/gH09i585w//V6TSaWSzWeoKXwWe5zE9PU0V/IQQskodHR1IJpNNVVRdayaTCT09Pbh165bSoajO2OAtjN+7hC0buqDR23Fy2IVEgcORvjg6Ftlha+QkbG9P4dqMFRkqRlc9Titjgy+H59dE0W4v4s6sGb+558HdOTN4gRIAJbnNJcgys+qufVkGZtJ6nB5x4tSwCwwj43BvDHu7qBi9EcgycHnKDrepjG6n+grSI7Mx3Lw/jTWb9yPUPaB0OCuamZlBoVBAb2+v0qE0lNHRUXR3d1dlrSkhpProdKQBdHd3Y3R0FDLNPa7YmjVrMDc31xT71j/8xX/B4NUPsX1TF3Zu3/REj1Uoa3Bm1ImJpAEHeuLo8+RXPKjZ6MuCYYBrMzYavd0gtJr5neKHe+PY1ZlErqzF+4MefDzmwHRaTxXrdRawFhHL6VBa4aZIuqjF9RkL3r3nxf05M7qcBTy/dg4b/VmYdFSN0iiiOQ63I/N7wnVLFBqRxfF8CT98620UGTu+9b1/CpfXj1u3bmHNmjVUjb4KExMTcDqdsFpp1CohhKyGTqdDe3s7RkdHlQ6loQwMDCAejyMajSodiqqceOcHYMQsutcfxolhF9qsJRzsjsOsW7qz1GctocdZwMUJO034ahCcVkafu4Av9cewJZhGNMfhvXteXJmyIVFg6R6KAjQM4LdWXpDOCwwGoya8f9+NazNWeC08nl8zh63BDGwG6gRvFPejJmR5LbaqtCD9+KlzAOfAkRd/T+lQViRJEm7fvo21a9eCZVmlw2kYyWQSmUyGRqQTomJ0GN4AgsEgeJ5vioPdejEYDOjv78etW7cauojgxqVT+Oi9HyDkNeCl5w8/UWXZTFo/v5tMJ+LIg91kldBogF0dSUSyOgzHjY/9/KT+GAbwmMvY1ZHCcwNRuIxl3Ahb8d49D25FLMiVqOOgHkw6CXajsOiodEECxhMGnBp24sSwGyVRg10dSTzTH0OPqwCWPqUbSq6kwYUJBzb5M3CZqIt/NWRZxo9//hvMpWU89/U/RP+G7ZiYmIAoitThvAqyLD+sRieEELJ63d3dmJiYgCBQF2Cl9Hp9U+Te1TQxcg+Dty7A6N+J6ZIfuzpS2OjLQlPBtf16XxacVsaVKTsdpDYQhgH81hL2dydxuDcGDSPj9KgTx4ddGI4ZURZVeDrXxIK2ImYyhiV/h2QZmMvqcHHCjvfueRHO6LHBl8Vza6JY481TUXODiWR0uBc14+mO1MP1E2oyE47i9tAM1m09iGCn+ieeTUxMQJZldHV1KR1KQxkdHUUoFKJCfkJUjMp7GoBWq0VnZydGR0fhdruVDqdh9PX1YWRkBJFIBH6/X+lwVi08OYKf/eDfwsLm8e1vfAss+3gHl6IE3IxYMZE0YEsgg9AiI9lWYuQk7OpI4cyoE1a9+IX94kT9jJyEtW05rPHmMJfTYTRhxIeDbrhMJYTsPHwWHgaO2g9qJWgtYiZtQJezCFECYnkdZtJ6TKYMMHIiupwF7O5MUtLdwASRwflxB9rtRXTTnvBVO3byHO6ORrF5/zex95mvQxRF3LlzB+vXr6e916sQjUZRLpcRCASUDoUQQhqS0+mEyWTC1NQU3QRehYXcOxwO02cQgF//5L9iNGXD7zy7BUf7YkuuJVuMhgGe7kji5LAb9+bMWNuWq2GkpBZsBhFbghls9GUxldZjLGHErYgVQXsRXc4CXMayKjtXm4nHXEJZZJAssnA+0ghSLGswnjRgLGGEIGnQ6SjgaF+MdoE3sAyvxcVJO7YG06odZ3/s1FlA52yIXeELefimTZugqaSCiwAAyuUyJicnceDAAaVDIYQsgw7DG0RXVxeOHz+OTZs2Qa+vfPdsK+M4DmvWrMHt27fh8/kaal9HPpfF63/+p5ByM/j2ay/BajU91uOki1pcmrRDowGO9C0/km0lLlMZm4NpXJy041BPnJKFBsUwQJulhDZLCUVBg4mkAWMJA65OW2E3CvBbeQSsPKx6gRL0KvKYS7g9a8G5cTuiOR1YjQy/lcferiScdDOk4c3vJ7NBx0rY5M8oHU7DuXlrECfP3URwYB+++p1/AIZhMDo6Co7jaMTYKo2OjqKzs5MKCAgh5DExDPNwTRkdhleOZVmsXbsWt27dgs/na9kb6LIs4969e7g2GIVTl0Hi3i9R7jsKvWV1+byelbGrM4lTI05YDQKCNr5GEZNaYrUyupxFdDmLSBVZjCWMODfmgI6V4Lfy8Fl5uE1laCgXrDqtZmFUugE6bQHhjB7hjB6xPAePqYQNviwCVr6iaQ1EvUoig3PjDvS48gjZ1fk+OTkVwb2RWWzc83X4guq/rhgeHoZer0cwGFQ6lIYyOTkJi8UCh8OhdCiEkGXQYXiDsFqtcLlcGB8fx8DAgNLhNIzu7m4MDQ1hcnISHR0dSodTEUmS8Ld/9S+RnLmN33p+NzpCq+9ql2VgLGHEjYgFva4C1rVlq5JgdTqKyBRZnJtw4FBPXJXjh0jlDKyEAU8eA548eIF5mCDenzM/TND9Vh4eU4mSxMeQ5bUPX9N4ngPDAAyA/d0J2A1UbNBM7s6ZkeZZHOqJ082sVQpHYvjp26dg8Q7gtT/4Y3Ach3K5jHv37mHbtm0NVcimtGKxiHA4jKNHjyodCiGENLRQKISbN28imUzSTc1V6OrqwtDQECYmJlqykKBQKODSpUsoFov4oz/6I5x574e4fv4d/Ie/fBNfeW4/Nq7vX9V1jd0gYHt7GpenbDDr5vMH0rjsBgGbAxls9GUwm9UjktHh0qQdksSg7UHe7bOU6B5LFcgykChwECUGQzEThqImeMwlBKxFbAumYNLRRLxmIMnAxQk7rHoR61U8QeP4qXNg9E4ceUn9u8JLpRLu37+PnTt3Uh6+Cgurynp7e5UOhRCyAjoMbyDd3d24desW+vtXl0S1Mq1Wi3Xr1uH27dsIBoMN0Sn1m5/+FUZunsTTW3qwfevGVX9/SWRwddqGWJ7Dro5U1Ueab/BlkeZZXJq0Y3dnkg70moSe/bRqXZSAaE6HcEaPK1M2CBKDNkvpQYLO0yjvJUgykMhzCGf0mMnoUShr4TGX0G4vYkcohfGEEckiq9rRXeTxTKX0GIqZcLAnTr8bq5TLFfD6W29D0nnw7e//EWwOFwBgcHAQVqsVPp9P4Qgby9jYGNxuNywWi9KhEEJIQ1uYTDI6OoqtW7cqHU7D0Gg0WLduHW7evIlQKNQQuXe1zMzM4MqVKwgEAtizZw9YlsU3v/ePsWHbfvzyjX+PH/3yI9y6M4ivfPkIzGZjxY8btPHIFPM4N+7A4d7VjVsn6qTVAAEbj4CNhyxnkCiwiDwoSL88aYfbXHpQlF56osl+rUYQGcw+uIcRyeghA2iz8GAgY19PEm5TWekQSZXdDFtQFLQ42BNX7X3J8YkZDI5H8dS+b8LrV//Es8HBQdjtdrS1tSkdSkNJJBLI5/Nob29XOhRCyAroMLyBBAIB3Lhxo2F3YCulo6MDg4ODGB0dRV9fn9LhLOvahWP4+IPX0ekz4YVnD636+2N5Dpcm7bDphVXvJqsUwwA7QymcHHbh1qwFG33Zqj8HUZZWA/isJfisJWyWM0gVWYQz8wd+V6ZscJnK8JpLcBjLsBsFGNjWrKwWJSBdZJEscojnOUSyejCYH8e2wZdFm7kE9pHK/oCtiHtRNwSR+cyfk8aVLLC4Mm3DzlAKNgPdrFoNUZTwtz99F8miDl/77v+Ijt51AOa7m4eGhrBv3z4q/FsFSZIwOjqKLVu2KB0KIYQ0hZ6eHpw6dQobNmyATqdTOpyG0d7ejsHBQYyMjKC/v1/pcGpOFEXcvHkTExMT2LJlyxfWu6zfshedfZvwqzf/A25d/A3G/vJNvPzlg1i/tvLusTXeHNI8iwsTDuzrStDEribCMIDLJMBlErDel0O+pHk4WexmxAqLTnw4rY1Wa31Rofzp6xXN6WDkRASsPJ7uSML1YPz8hQk7ZrM6OgxvMmMJAyZSRhzuVffEymOnzoHRuxqiK7xQKGB4eBj79+9XOpSGMzIygo6ODrAsHbMRonb0W9pANBoNuru7MTIyQofhq8AwDDZs2IArV66gs7MTHMcpHdKipseH8PMf/DvYdDxefeVlaLWVZ7myDNybM+N+1Iz1vgx6XYWaJkqcVsbuziRODrtg0wvocBRr92REUQwDOIwCHEYB69pyDxPOWJ7DRMqAXImFgRXhMJbhMAiwP/h/A9dcB+SiBKSKHJIFdv7/iywyRRasVobDUIbTWMaezuX3f9sMIkyciEhWh3aV7rMileMFBucnHFjjycFvre4EjlbwzvunMDqTwe5nv4tte597+Of37t2D1+uFy+VSMLrGMzMzA41GQ930hBBSJXa7HQ6HA+Pj4y1xqFstC7n3xYsX0dXVpdrcuxrS6TQuXboErVaLI0eOwGw2L/p1ZosVv/3/+p9xc8t+/OrN/wtv/Ow4nlo7iJeePwSj0bDi8zDM/5+9+w6P+roSPv6dppnRqPeCekWAOgiQhMC4O05sx4njJN44bok32fS2u6nvJrvZEqfbTnGJHSdxA1fcMEJUCdQFCPWGeh9J02d+7x9CMhgkEEiaGel+nofHMvObmaOCZs49954DWZHjHGoLoK7Pm4yIicX+VAQX4enhID7QSHygEatdxsDk9Enn0k4/APw01uncXGPFV2vFU+VYNQVyq13GuEnJmFE1+98pi4IATyth3mbWh03grb5wc3KEj4mGQS+XbqMtLMywQUVdrw950aMu3T2hvaObtjMjZG67i8CQcGeHc0kNDQ2Ehobi7+/v7FDcislkoqenh+3btzs7FEEQLoMohruZmJgYGhsbmZycFG0wFyA0NBQvLy9aWlpITU11djgXmJqc4Pk//wcY+7nr0x/By8vzsu9rtMqpOOOLySanIG5k2Vowe6nt5EaNc6zLF43KTrBO7LRdDbQqB3EBRuICjMCFSemZcQ2TFgVqpQM/jW26SK614quxoXWTArnNAfqzhe8xk4pxo5IJsxKVQsL37AJESvAUfhor2gUuQET4mOjVa0Qx3M3Z7DJKO/wJ9LSQFGRwdjhup6LqJMdrWonbsJPrb79/9u+npqbo6OigqKjIidG5p7a2NuLi4sRpekEQhEUUFxfHqVOnSEhIEL9fFyA4OBhfX1+amppIS0tzdjiLTpIkOjo6OHHiBPHx8aSmpiK/xHFtmUzG+pxCYpPSef0fv6Guqpi2zhf46I2FJCfFXfI5lXLYFDVGSWsg3mob8YHGxfp0BBelUkhE+pqJ9DXjkPhgU7ZRRcOQ7ryN2b5nC+R+WhueKrvbF8itdhljJiXjxunPd8ykvGATfqSviQCt9ZJjqkK8LFR2K5gwKy5aLBfci8Ei53inL+vCJgj2ct01SEmS2HegFLkmiKKbPuPscC5pYmKCrq4uduzY4exQ3M7MqDJvb29nhyIIwmUQxXA3o9FoiIiIoK2tjQ0bNjg7HLchk8lYt24dR44cITo6Gk/Pyy82LzW73c4LT/wn432nue3GLURGXP5sll69mqoeH8K9zWyOHlv21sshXhbSwyc41ulHfuyomIW8CqkUEkE6K0HnbIaYKZCPn01cu2cK5AoHWpUDjcqBWmlHo3RM/1HZUZ/9WK10IF+i5F2SwOqQYbLKMdsUmGzy6T8f+v8piwIPhXQ20bYSFmK+osL3xUT4mDnY7ondMd2OXnA/Dgcc6/JFpXCQGaF3+8Wm5dbZ1cOe98vwj1jPJ+773nnzRE+cOMGaNWvw8fFxYoTuZ3x8nLGxMTZt2uTsUARBEFYUMabsysycDj98+DBxcXFotZc/I9vVWSwWqqurGRkZIS8vj+Dg4AXd38vHl089+H1qjxfw1kuP8bfdxWSmtXDjtdvQaOZvx+/p4SAveowjHX5olA4ixObaVUN+Tjt1mN4Ice7IrnGjkqYhHXqTEqVcmu3W5qe14uVhR61yoFa43ilyq12GySbHaFWct8F+yqJEq7LPbkSP8jNe8Xg2lUIixMtMj15DSrA4He7OzDYZRzr8ifA1E+vv2huCWtvP0NmnJ2f73fgHuv787fr6eqKjo8WhuwUSo8oEwf2IYrgbiouL4+jRo6Smpq7otmOLLSAggIiICE6cOOFSC8bv7PoTHfWHyMtMIjN97WXdx+6AE33enBnXkBGhZ40TE+FoPxNmm5zSTj8K41y7TZGwPC5WILfZZejNSkzWswVomwKDVcGIQYX57P9b7HJAmi2MzxTHPZQO5EjIZSCTSchkIOPsx4CEDEkChwSSJENi+mObQz792Oc8p0OSoZBJaFT22cfXKKcT7RDV9HN6q6cT7aVYLPDR2FArHAxMqgn3EQtY7kaSoKrHB4tdTn7sqNjQsEDj+kmef2UvCl0En3roB3jqPki2+/v7GR4eZufOnU6M0D21tbWxZs0aMdNWEARhkYkxZVfO39+f8PBwTp48SW5urrPDWRTDw8NUVFTg4+PDjh07UKvVV/Q4MpmMjE07iEvO4LW//4bq2hJaO57nozcWkZgQPe99Azyt5K4Zp7zLDw/l6Hn5lrC6KOTg72nD3/ODAwl2B+jNH2xKbxrSYbAosDrkyM7Ns5dwc7okgc0hw3iJDegmmxy7Q45cJp3Nx234am1E+xnx01pRX+LE90JE+JhpGfYUxXA3ZrPLKO30x1djY0PYhMtt7DiXJEkUHyhDoQ2m8IZPOzucSxoYGGBwcFDk4VdAjCoTBPcjiuFuyN/fHy8vL86cOUNc3KVbagkfSEtL4/3332dgYICQEOfvzqs6updjxS8RG+7N9TvzL+s+epOC8jO+KOUS2xOG0Xk4v/V0YqABs03O0Q4/CuJGr2jHrrCyKRUSAZ7zL9Y4HMwmxucmyhab/GzBW3ZBwRtkyJgukMvPKZTLZRIKuYS/1orG+/wEXymXnJY8yWTTyXiPXhTD3Y0kwYk+L0aNKgrjRlAtcycOd2e12vnHS28xZdNx133fJjQiZvY2u91OXV0da9euveKF5dXKYrFw5swZCgsLnR2KIAjCijQzpmxiYkK0wFygtLQ09u3bx+Dg4IJPULsSSZJobGykqamJtWvXEh8fvyht8338AvjMF39E1dH3eGfXH/nry3vJWR/L9TsLUKvn3uAW5m1hQ7iesk4/CmJH8RXd2YSzFHLw19rw/9DPhP1snm22KS57c7pCNpNjM5tvy2QgR0Li3Jx8emP6zMdmm3zeDeihqg/+X6N0oFIsfW4e5m2mqseHKYtCHN5wQw4Jjp/xRSl3kB057tKFcIDmli7O9E+wcedt+AUEOTuceTkcDurq6khNTUWj0Tg7HLcjRpUJgvsRxXA3JJPJiIuLo6mpidjYWPFLdwE0Gg1r166ltraWHTt2nNeedbmdaW/kjed/g6/GzCduuxXFJY4YShJ0jGo50e9FfICB1JCpJWsnvVAyGawLnZw+Id4x3TJdFIqEhZLLp9v/eXo4gJW7qBPuY+Johz8Ox/TnLLiH5mFPuvUaCuNGF/WkwmogSRKv7Xmf3lEL2z/6RdZmbDnv9ubmZpRKJbGxsc4J0I11dnbi5+eHr6+vs0MRBEFYkWbGlLW3t4sxZQuk1WpJSUmhrq6O7du3X3KutisyGo1UVFRgNpspLCxc9NdbmUxG9tbriU/N5rW//ZqKkwdpaX+Bj92ynbiYNXPeL8Z/ujvb0U4/CuNGXGKDvOC6FHLQeTgu+XPicIDZPn2K2y7JztuELp0tejuY6dJ2djP6hz72cIEN6B+mUkgE6yz06NUkBRmcHY6wAJIEVd0+mG3u0ZlNkiSKD5Wh1IVSeMPdzg7nklpaWpDL5eKg3RUQo8oEwT25+MuIMJfIyEisViv9/f3ODsXtxMbGolAoaGlpcVoMk/pxnv/zT5GZBvjUHTei080/R81ik3G8y5fTgzryosZIC3WdQvgMmQyyIvR4KBwc6/LFLvJxQbgof60NpVxicEq0NHYXnaMaGgd1bIkeE6cJrsDh0irqGntYm3MDRTd+6rzbDAYDTU1NpKeni819C+RwOGhpaSE+Pt7ZoQiCIKxocXFxdHZ2YrWKltQLNfMa1dra6uRIFq6np4fi4mJ0Oh1FRUVLuvHMLyCIe770/7jl099hShbEX55/hz3vlmCxzL1BOCnIQKSPmaMd/pht4j2UcPXkctCqHPh72gjSWQn2shDiZSHM20K4j5kIXzNrfM1E+pqJ8DET5m0h1Hv6miCdlUCdFW+1fVlOey9UhI+ZXr3oQOVuTvZ7MWJQsTl6zC0O3DQ0tdEzOEluwU34+Pk7O5x5GY1GGhoaSE9Pd8vNas7W2toqRpUJghsSv+3clEKhICEhgaamJiTJ9d8QuBK5XE56ejqNjY0YDMu/K9Rut/P8Ez9lYqCRj96YT3jY/C3jhqdU7G8NxCHJ2JEwTLCX6y7CyOWwKWocm0NOZbcv4kdTEC400ypdJOPuoW/Cg9o+bzZFj4k2lFegqbmD9w9VERKTzW2f/cYFBe+6ujoiIyMJCAhwUoTuq6urC6VSSXh4uLNDEQRBWNECAgLw8fGhvb3d2aG4nZncu6GhAaPR6OxwLovdbqempoaqqioyMjLIyspCqVz6pooymYyNhTfzz//2ODHrruFY3Rkef/J5Ort65rge1odN4KexUdrhj9XuYtVHQXAhYd4mxowqjFaxDO4umoc8OTOmYUvMGBqV65+2kSSJ4oPHUXmFUXC9658KP3HiBOHh4QQGBjo7FLdjNBo5c+YMCQkJzg5FEIQFEu8C3FhsbCx6vZ7h4WFnh+J2AgMDiYiI4OTJk8v+3G+9+DhdDUfZmpNC+vqUOa9zSHB6QMfRDn8SA6fIix5zi9a8SoXE5uhRxk1K6vq8RUFcEC4iwsdE74Tm7NxzwVWNGFSUn/ElO0JPsM51NyK5qqGhMV56fR8avzju/sIPUX9oDll/fz/Dw8OkpaU5KUL3JUkSTU1NJCUliRP1giAIyyA5OZmWlhbsdtEhZqGCgoIIDQ11Su69UHq9npKSEsbHx9m+fTuRkZHLHoN/YAj3fuU/ufGub6K3+/PUP97inb2HsFov/NmTySArchyVwsHxLl8crl8vEgSnUCslAs+2ShdcX+eYhoZBHZtjxvBSu8fr7qnTrfSPGNlY8BG8vH2cHc68BgYGGBgYYN26dc4OxS21tLQQGhqKt7e3s0MRBGGBRDHcjalUKuLj42lqanJ2KG4pLS1t9g3Acik/9DblB3YRH+nLtTu2zHmd0SrnSLs/3eMaCuNHiA80ulybqfmolRJbY0bpm1Bzst9LFMQF4UMCPK3IZBLDUypnhyLMYcSg5GiHH+tDJ4nwNTs7HLdjMln4+8t7sCr8+cR9/4p/YMh5t9vtdurq6khNTUWtFotSC9Xb24vD4WDNmrnniQqCIAiLJyQkBLVaTWdnp7NDcUvr1q2jv7+fwcFBZ4dyUZIk0dbWxoEDBwgPD6egoACdTue0eGQyGZu3f5SH//UxIlO2cbS6gz889QJnuvsuuFYhh41R41jsciq6fcVmW0GYw3R3Ns2lLxScqlevprbHh01R4/i5SWc2h8PB/kPH8fCKIP+6Tzo7nHk5HI7ZPFyjEf8eFspisdDe3k5SUpKzQxEE4QqIYribi4+PZ3h4mLGxMWeH4nY0Gg2pqanU1tYuyw7/zpZ63nrx9/hrbdz5sRvmnMnSo1dT3BKIl4eNooRhfDXu8ebvwzw9HGyNGaV7XMOpAVEQF4RzyWQQ7m2mRyTjLmnUqKS0w5+1IZPEBrhHS09X4nA4ePm1dxmeknPDxx8mPiXjgmuam5tRKpXExcU5IUL3JkkSjY2NJCQkiPlugiAIy0Qmk5GUlERzczMOcfx2wbRaLSkpKdTV1bnc189isXD8+HEaGxvJy8tj7dq1LvP6GhgSzn1f+2+uu/MrjFq8eeJvb7K3+Ag22/nrFyqFxJaYUSbMCiq7fUTuLQgXEe5tZsSgwiRapbusvgkPKs74kr1mnGAvi7PDuWwn61sYHDOTV3QrOi/XPi3c0tKCXC4XefgVam1tJSAgAH9/154JLwjCxYl3AG5OrVYTHR0tTodfobi4OBQKBS0tLUv6PPqxEV548mfILUN86uM34ul5YQHM7oCaHm+qun3ICNeTGTmB0s3/hXqp7eTHjtI1puH0gE4k5YJwjnAfM70TavHvwsWMGZUc7fAnJWSK+EBRCL8S7+8/SlPnCFkFt7Fp20cuuN1gMNDU1ER6erpo8X0FBgcHMRqNxMTEODsUQRCEVSUiIgKZTEZ3d7ezQ3FL8fHxwPRCsqsYGhqiuLgYSZLYvn07wcHBzg7pAnK5nPxrP84Xv/co4YlbOVTRyh+ffpGe3vNP2auVEltjxxg3qURBXBAuQqNy4O9ppXdCdKVyRf0THpR3+ZEdOU6Ej/t0Zps+FV6O2ieCrdfe6exw5mU0GmloaGDDhg0us+nLndhsNlpbW8WpcEFwY+I33wqQmJhIX18fk5OTzg7F7cjlctLT02lsbMRoXJqih81m4/k//4zJwWZuu6mQ0JDAC67RmxSUtAYyblKyI2GYyBXUknemIN4xpqVhUBTEBWFGkM6CQ5IxYhSt0l3FmFHJkQ5/koOmSAg0ODsct1R3spHD5Q2sSdrMLZ/854sWu0+cOEFERAQBAQFOiND9NTY2Eh8fj1KpdHYogiAIq4pcLicxMZGmpiYkkdQs2Ezu3dDQsGS59+VyOBycPn2a0tJSkpKS2LRpk8uPbQkOW8P93/g/rrntSwwbdfz5r69TfKAMu/2Dk/YapYP8mFHGjCqqekRBXBA+LMLbTK+YG+5yBiY9OH7Gl6zIcbcbUVZ7ooFhvYXN2z+G1tN54zUux4kTJwgPDycoKMjZobil9vZ2dDqd+PoJghsTxfAVwNPTk8jISHE6/AoFBgYSERFBXV3doj+2JEm8+cKjdDeXUbBxLevSEj90O7SNaDnQGki4t4mCuFE8PVyrbdxi8Fbb2RozSvuolnpxQlwQAJCfbZUuknHXMHq2EJ4UNEVikCiEX4menkFefesQPqEp3PXA9y9arJ2ZF7pu3TonROj+RkZGGBsbE23tBEEQnCQqKgqLxUJf34Wzm4VLCwoKIjQ0lJMnTzotBoPBwOHDh+nu7qawsJD4+Hi36VSjUCjYduNdPPid3xISv4mSY4386ekX6R8Ynr1Go3KwNXaUEYMoiAvCh4X7mBia8sBic49/86vBwKQHx7p8yQifcLuDQXa7g5IjlWh817Dlmo87O5x5DQwMMDAwIPLwK2S322lpaSE5Odlt3jMIgnAhUQxfIZKSkjhz5ozTd1i7q7S0NIaGhujp6VnUxz1+8E2qDr1CYpQ/1xTlnXebxSbjWJcvjYM68mJGWRs6hXwFv576aKZPiHeOaTnVL2aICwJAhI+JHr1G/HtwslGDkqPt/qQETZEkCuFXZHLSwD92vw3aUO564Ad4+/pdcI3VaqWmpoa0tDSXP33lqpqamoiLi8PDw8PZoQiCIKxKCoVCnA6/SuvWrZvdHLfcenp62L9/P97e3hQVFeHr67vsMSyGsMhYHvzWLym69QsMTGn44zOvcuDw8dl57FqVg/yzBXHRMl0QPuDp4cBXaxOt0l1E/8R0ITwzYoIoP5Ozw1mwmrp6RiftbL3mdjRarbPDmZPdbqeuro7U1FQ0mgvHdgqX1tXVhUqlIiwszNmhCIJwFUQxfIXw9vYmNDR0yWdfr1QajYb09HRqa2sxmxdnJ2J70wnefulxAnQOPv7R68+bxzI0paK4Zbpd+vaEYYJ11kV5TlfnrbZTEDvKmXENJ0VBXBAI0lmw2mWMmUS7Y2cZMag40uFPasgkCaIQfkVsNjvP73obvUXDrXd/jciYxIted/LkSXQ6HbGxscsb4Aqh1+sZGBggISHB2aEIgiCsajExMUxOTjI0NOTsUNySVqtl7dq1VFVVYbUuTx5ss9moqamhurqajIwMMjMz3X7ciEKhYMctn+WBb/2GgOhs9h2t58/PvMzg0AgwXRAviB1lzKSiotsHh8i9BQGACG8TvXpREHS2vgkPjnf5kRWhZ42v+xXCbTY7JUeq8PSLJm/7bc4OZ16nT59GqVSK7mJXSJIkmpubSUxMFKfCBcHNiWL4CpKUlER7ezsWi8XZobilyMhI/P39F6Vd+vjoMC8++Z8o7cN86o4b0Wqnd506JDg9oKP0bCveTVHjqJWrKyv1UtspiBulR6+hukck5cLqppBDmLeZHpGMO0X/hAdHOvxIC50kPlB0VrkSkiSx590DdA0Y2Hrt3WRs2nHR6wYGBuju7iYrK0skkFeoqamJ6OhosZtfEATByVQqFfHx8WJM2VWIi4tDp9Nx6tSpJX8uvV7PgQMH0Ov1bN++ncjIyCV/zuUUEZ3AF77zGwpueoDecSV/ePoVDh+txOFwoDl7QlxvUlJxxhfHypvIJggLFu5jZnDKA6td5CTO0qNXU97lR/aacbdrjT6jquYU4wYH+TvvQO3C+dnIyAhtbW1kZWWdd0hLuHw9PT04HA7WrFnj7FAEQbhK4rfgCuLv74+/vz+tra3ODsUtyWQyMjIyGBgYuKp26VarlX/86f8xNdzC7TcXERIcAIDBIudwuz/deg2F8SPEBxpZrfUAnYedwrgRRo0qjnf5YhdJubCKhftMzw0XnRKWV9eYhuNdfmRG6IkLEIXwK3W84gSVJ9pJ2LCdaz9270WvsVqtVFdXs27dOjw9PZc3wBViamqKnp4eEhMvfupeEARBWF7x8fGMjIwwNjbm7FDckkwmIzMzk66uriVrly5JEm1tbRw4cIDw8HDy8/NX7PsQpVLJtR+7l/u/+Wt8IzN47/AJnvrrboaHx9AopwviUxYFpZ1+ogAorHpeajteHjb6RKt0p2gf0VLZ7UPOmnEifNyzEG6z2TlYWo0uIJaNRR91djhzstvtVFVVkZycjI+Pj7PDcUuSJNHY2EhiYqLYTCAIK4D4V7zCJCcn09rais1mc3YobmmmXXpNTc0VtUuXJInX//5belvKKdq8nrUp8cD0rsf9LYF4q20UxQ/jqxHfH63KQUHcCBa7nCMd/lhEUi6sUiFeZkxWBXqze7dqdCfNQ57U9nqzKXqMNW66E90VtHd083bxMQLWbODOz393zuTw5MmTeHl5ERMTs8wRrhzNzc1ERESg0+mcHYogCIIAeHh4EBMTQ2Njo7NDcVs6nY5169YtSbt0i8XCsWPHaGxsZPPmzaxdu3ZVLGKviU3mi9/7HVuuv5czozIef3oXpcdr8FBMF8Ql4Ei7P2abyL2F1S3i7IZ0YflIEjQM6jjV78Xm6DHC3bQQDlBRfQK9EQquvRMPDw9nhzOnmfboYkP1lRsYGMBkMhEdHe3sUARBWAQrPxtYZYKCgtDpdLS3tzs7FLcVGRlJYGAgtbW1C75v6f7XqD36BimxQWwv3ITNAdU93lR3+5AZoSczYgKl+Fc3y0MhsTVmFA+Fg0Nt/hit4osjrD5KOYR6i2R8OUgSnOzzomlIR37sKCFeYqzIlRobm+CFV/ei8o7i7od+iNbz4kXamfbomZmZoj36FTKZTHR2dpKUlOTsUARBEIRzJCYm0t/fz8TEhLNDcVuxsbGL3i59aGiI4uJiAHbs2EFQUNCiPbY7UKlU3HDHA9z71UfwCtvA2/urefq53Uzq9WyOHsPTw87BtgAMFpF7C6tXuI+J/kk1NnEoY1lIEtT1edM2oqUgbpQg3eJugFpOVqudg0dr8A6KI7fwFmeHMyfRHn1xNDU1kZCQgFIpDq8IwkogfhuuMDKZjOTkZFpaWrDb7c4Oxy3JZDLS09MZGhpaULv01oYa3t31B4K8Je746HXozSpKWgOZMCvZnjBMhDh9eFEKOWyMGsdfa+NgWwATZoWzQxKEZRfhYxJzw5eYQ4LKbh969GoK40bw04oOHVfKYrby95f3YJS8ueNz3yE47OKzs6xWK1VVVaI9+lVqaWkhODhYtLYTBEFwMVqtljVr1ojZ4Vfh3HbpAwMDV/VYDoeD+vp6SktLSU5OZtOmTS59Ym+pxSSm8fC//p5N195Dx6DEY0+9RGVVHTmRY4R4WTjQFsC4SSzuC6uTj8aOp8pO/+Tq/R2xXOwOKD/jy8CkB9viRvBx806ZxytqmTTLKbz+k6hUKmeHc1Ez7dFTUlJEDnkVhoeHGR8fJy4uztmhCIKwSEQxfAUKCwtDpVLR1dXl7FDc1kLbpY8OD/DSUz/HwzHKXXfcRPekLwdbA4j0MZEfO4qnhxiKPR+5DDIj9ET5GjnUFsCIQSTlwuoS4mVhyqIQm0GWiM0BZZ1+6M1KCuNG8VKLzWJXSpIkXnnzffrH7Fxz6/2kbNg057UnTpzA29tbtEe/ChaLhfb2dpKTk50diiAIgnARiYmJdHd3YzAYnB2K25ppl15dXX3F7dINBgOHDx+mt7eXbdu2ERcXJzrSMN3O/+ZPfJF/+sr/oA1ey5v7Kvjr868R7dlLfICBQ23+DE25ZjFHEJZahI+JXrEhfUlZ7TJKO/0wWBUUxo24/dqoxWLj0LFafELiyd56o7PDmdNMe/SEhARnh+LWmpqaiI2NddlND4IgLJwohq9AMpmMlJQUTp8+LWaHX4WIiIjLapdusVh4/k8/xTjayq0376TVEEPTkI7NMaOkhkwhFzn4ZZHJYG3oFCnBkxzp8Kd/QuzQFVYPlUIixMssTocvAbNNxpF2fxwOGQWxo2hU7p2AO9uBw+Wcauln3aabKLjuzjmv6+/vp6enR7RHv0qNjY0EBAQQEBDg7FAEQRCEi/D29iYsLEycDr9KM+3ST548ueD7dnd3s3//fnx8fNi2bZs4BXcR8SkZ/PO/PkrO9k/T2mflsSdfZLL7OOtCJyjt9KNHjGsSVqFwHzN9kx7YRXq4JExWOYfb/ZHLID9mFLVScnZIV62svBqDRcG26z/lsm2zZ9qjZ2dni/boV2F0dJShoSGxoUAQVhjxW3GFioiIQKvV0tra6uxQ3JZMJiMjI4OhoSG6u7sveo0kSbz2t1/T11ZBVvYmuskGYEfCsFvPwHGm+EAjWRF6jp/xpWVYi+T+75cF4bKE+4i54YtNb1JwoDUArcrB5phRVArxC+VqnG5spfhILWHxOXzsM1+fs8httVqprq4W7dGvksFgoL29nbVr1zo7FEEQBGEeqampdHZ2Mjk56exQ3JZMJiMrK4vu7u7Lbpdus9morq6mpqaGzMxMMjIyXLY44QrUGg233v1lPvul/0YdkMxr7x3n8N4XSfbtobLbh7YRrbNDFIRl5auxoVY4GJgUOfhimzQrONjmj7faRl70GMoVkIebzRaOHD+BX2gSWVuuc3Y4F2W326msrCQlJQVvb29nh+PWTp06RVxcHBqNOLAiCCuJKIavUDKZjLS0NJqbm7FYLM4Ox22p1WrS09Opra29aLv0I+/voq5sDz6hqcjCriE5eIpNUeN4rIAdj84U6Wtma8woTUM6qnt8xE5dYVUI8zajNyuZsohW6YuhV6/mYFsAUX4mcteMoxDveK7KwOAIu97Yjy4wgU89+MN5Z3CK9uiLo6GhgbCwMPz8/JwdiiAIgjAPb29voqKiOH36tLNDcWuenp6kpaVdVrv08fFxSkpKmJiYYPv27URERCxTlO4vMS2Lf/63x8ks/ARN3UZ2vfAc3lNl1PfrqO31xiGWMoRVQiaDCLEhfdENTHpwoDWACF8z2ZH6FdMts/RYNUariqIb70ahcM01m/r6ejw8PEhMTHR2KG5tYGCA8fFxkpKSnB2KIAiLTCwNr2DBwcH4+fmJlm1XKTIykqCgIKqrq5HOOabcfKqSt3Y9iV4eTVrutRQljBIXYER0g10cAZ42iuJH0JuUHGn3x2QTv66Elc1DIRGss4g2hVdJkqBx0JOKbh+yIvSkhkyJ38tXyWg08Y+X38KmDOKT9/87fgFBc17b29sr2qMvAr1ez5kzZ8SpcEEQBDeRkpJCX18fY2Njzg7FrV2qXbokSbS2tnLw4EEiIyPJz88XXWiugEar5bbPfp27v/ifKH0TKN5XwmDd3zgzZONohz8Wm3gPJ6wO4T4meifUOMQBjKsmSdAy5MmxLl82hE+wLnRyxeThRqOZoxWnCIhIISPvGmeHc1EjIyO0t7eTlZUl8vCrIEkSp06dIikpad4DAIIguCdRXVrh0tLSaGtrw2g0OjsUt5aRkcH4+Phs2/mRwT6eePx/OTPpx+03buXa1Al8NGI++2LTqhwUxI3g6WGnpCWAMaNoeyesbGJn+tWxOaDijC/to54Uxo4S4XthRw9hYRwOBy++8g4jBiU3f/JLxCSum/Nag8FAVVUVmZmZYmH6KtXX1xMTE4NOp3N2KIIgCMJl0Gq1xMXFcerUKWeH4tbObZfe29t73m1ms5ljx47R1NTE5s2bSU1NFfNQr1LKhk388789xoatd9B2ZozafX+gq6OVktYA9CbXPPkoCIvJX2tDKZcYnBJFr6thd0BVjw9Nw57kx4wS5WdydkiL6uixKkz26VPhrvi6Y7VaqaioIDU1VbRHv0o9PT2YzWbi4+OdHYogCEvA9X6DC4vKz8+PsLAwGhoanB2KW/Pw8CA3N5f6+nqGhoZ44s+P0TloJzPayrqQcZTiX9KSUcghO1JPfICBQ+3+dI+LQqGwcoV5mxgzqjBaxS+VhTJa5RxqC8Bok1MUP4yvVmxQWgzv7TtCa7ee3KKPk1tw05zXORwOysvLiYyMJDIychkjXHlGRkYYHBwkOTnZ2aEIgiAIC5CUlMTY2BiDg4PODsWteXp6kpmZSVVVFQaDAYDBwUH279+PTCZjx44dBAXN3aVGWBhPnRcfv/fbfPKh/4dcF0192SucPPYW753WiU26woonWqVfPZNVzuF2fybMSoriR/D3XFl5uMFgorSynqDINDbkFjk7nAtIkkR1dTVeXl4kJCQ4Oxy35nA4qK+vJzU11WVb4QuCcHXEavsqkJqaSldXFxMTE84Oxa0FBAQQExPDkSNHiE1IY8uGCMZGRvjtEy/ztxffoK2j+7w26sLikckgKdhA7ppxqnt8qO/XIb7UwkqkVkoE6qyiVfoCjRhUlLQG4Kexkh8zilopfkEshuraeo5WNhKzNp+b7vzCvNfW19djt9tZv379MkW3Ms20ZUtISECj0Tg7HEEQBGEBZuZ0njp1SuSFV2lmc115eTmnTp2irKyM5ORkNm7cKNqWLpG0zK186ft/IG3TrYwNtFK972leKdXTOOgpcm9hRZtula7BIX7OF2zMqKSkNQCdh52C2BG0qpXXb/5IWSUWh5rtN33aJU+Ft7e3MzIyQnZ2tmiPfpU6OjqQyWRERUU5OxRBEJaI6/0WFxadl5cX0dHR1NfXOzsUtzUzm6y9vR2tVktsXDz//L1H+Pw3f8vajR+lqcfKX55/lz88+QLVtfXYbHZnh7wihXlbKIwboVuv4ViXLxa7eKMnrDzh3iZ69aIIdjkkCdpHtBxp9yc5aIqMiAlcMD91S2e6+3j93aP4hqXyyfv/fd6d0f39/bS1tZGbmyt2UF+lgYEBJiYmSExMdHYogiAIwhWIj4/HZDLR09Pj7FDcXnx8PHq9no6ODrZt20ZcXJxY6F9iOi9vPnn/v/Lx+36Ml7cfHRUv8tfXqzjcosG28mpcggBAoKcVGRLDBpWzQ3ErZ8bVHGr3Jz7QQHakHsUKzMMnJw2UVTYQErWeddkFzg7nAuPj45w8eZKcnBzUanGg4mrYbDYaGhpYu3atS256EARhcYh/3atESkoKAwMDjIyMODsUtzMzm6y5uZmtW7eybds2hoeH6ezsJCZhLXc9+O/8y4+eJu+6zzFi8eeVd4/zq8ee48ChYxgMK2tOjivw0djZFjeCJMnY3xLIiEhYhBUm3MfMiEGFySZeoudjtcuoOOPL6UEdedGjxAcaEeuji2NiwsDzu99F7hnOpx78ITqvueeOGY1GKisrSU9PF/PJrtLMqfDk5GRUKvHaJgiC4I6USiUpKSnU19fjcIjq4ZXq7u7mwIEDhIaGYrfbMRqNzg5p1ZDJZGzI3cY//9vjpG+6DsdINX9/eQ9/P2Bg0iw2PQorj0w2nYOLDemXx+GAE31e1PT4kLtmnKQgw4rNww+XVmJFw45bPuNym7FsNhvHjx8nKSlJjA5ZBK2trWi1WsLDw50diiAIS0istK8SGo2GhIQE6uvrRcu2BRgcHKS4uBiZTMb27dsJDAxErVaTk5PDiRMnGB8fByAgKJSbPvFFvvHTZ7n+E99A4ZfMvrImHnn0b7y+Zx+DQ6NO/kxWFg+lRF70GPEBBo60+9M8JFq3CSuHVuXA39Mq5pbNY6Ydm8UuY3vCCMFeVmeHtGLYbHb+8fKbTFg9+dhnvkF4VPyc10qSRGVlJaGhoURHRy9jlCvTmTNnsFqtxMbGOjsUQRAE4SrMvCZ2dnY6ORL3Y7PZqKqqoqamhqysLDZu3Eh6ejqVlZWiIL7MvH39uPuh73Pn5/+dNX4Ojh54h//+WxPN/a5VEBKExRDuY6ZHrxbrSpcwZZFzsD2AwUkPtsWPEOZtcXZIS2ZiwsDx6kbCYtNJTd/s7HAuUFtbi1arJTk52dmhuD2LxUJTUxNpaWkut+lBEITFJYrhq0hiYiLj4+MMDg46OxSX53A4ZmeTpaamXjCbLDg4mMTERMrLy7HZbLN/r9Fq2brzDr7ywz9x5wM/JTQxn4rTQ/z+yV089/xrtLR1ic0Ii0Qmg8QgA/mxI7SNeFLa6YfZJt60CCtDhLdZFMMvQpKgdVjLobYAov2MbIkZQ6MUp64WiyRJvPF2Md1DFgpv/Czrcwrnvb6hoQGTyUR6evoyRbhyORwOTp8+TWpqqmg1LwiC4ObkcjlpaWmcPn36vFxRmN/4+DglJSVMTU2xY8cOIiIigOnNBaGhoVRUVIjT9stMJpORmXcNX/r3x9m6eRPG/mr++8nDvFY2IdqmCytKkM6CQ5IxYhTdmebSo1ezvyUQP42VbfEjeKtX9njIQ0ePY5N5suPmz7pcgbSzs5P+/n4xJ3yRNDY2EhAQQHBwsLNDEQRhiYli+CqiUqlITk7m1KlToiA7j6mpKQ4dOkRfXx/btm0jNjb2om8uUlJS0Gg01NbWXnCbQqFgfU4hD3zz/7j/24+SlvcxmvscPPviXh5/8gWqak6JueKLxN/TxvaEYRRyif0tgQxNieRFcH/hPiaGpjywiA0esyx2Gce6fGka0rElZpTk4JXbjs1Zysprqa7vIjnrWnbc8tl5rx0cHKS5uZnc3FyUSuUyRbhytbe3o1AoiIqKcnYogiAIwiIIDw9Hq9XS2trq7FBcniRJtLS0cPDgQdasWUN+fj5arfa8a9LT0zGbzTQ2NjopytXNxy+Azzz8Y+7+/NdZ4z3J7j0H+e+/NTM4Liriwsogl0G42JB+UXYH1PZ6U9XtQ1aEFh4VhAAA90ZJREFUnoyIiRU5H/xc4/pJymtbiEzIInl9rrPDOc/ExAS1tbXk5ORc8FopLJzBYKC9vZ21a9c6OxRBEJbBCn/5Ej4sLi4Oi8VCd3e3s0NxSd3d3ezfvx9fX1+Kiorw8fGZ81qZTEZ2djb9/f1ztsCTyWRExSXzyfv/ja/8+C9sufE+xmwBvPpeOb987Dn2Hyxjakq0e7taKoXExjXjJAdPUdrhT8OATrS3Etyap4cDX42N3gmRjAOMGFTsbwlEkmTsSBgmUCfaoi+2ltYu3tlfTlBUBnf807eQy+d+i2g2m6moqGDdunX4+vouY5Qrk9VqpaGhQbRlEwRBWEFkMhlpaWk0NTVhsazcNrJXy2w2U1ZWRktLC1u2bCElJeWir4VKpZLc3Fyam5tFpzsnkclk5OTfwFd/+DjbNq+jp/0U//ZYGYfqRkXuLawI4T4mevQa8fN8jkmzgoNtAYwaVWxPGCbC1+zskJbFwcPHsctd71S43W7n+PHjxMfHExIS4uxwVoSGhgbCwsLw8/NzdiiCICwDUQxfZRQKBSkpKdTX14sWY+c4dzZZdnY2GRkZl9WmVKvVkp2dTW1tLRMTE/Ne6x8YzA13PMg3/uNZbvjkN1H5p7L/WAu/fOzvvLbnfQYGRxbr01mVZDKICzBSGDdC17iGIx1+GK3iV5zgvsJ9TPTqNc4Ow6kkCZoGPTnS7k9CgIG86DE8lGJ1YrGNjIzz0mvvo/aN4e6HfoRmnh3mM3PCAwMDxWzrRdLS0oKXlxehoaHODkUQBEFYRMHBwfj7+9PU1OTsUFzS4OAgxcXFyOVytm/fTmBg4LzX+/r6sn79eioqKjCbV0dBxhX5BQRx75d/yufue5ggzQSPv1DOb1+qx2ASne8E9xass2C1yxgzia5XAGfGNJS0BhCks1AYO4LOY3WsIY+NT1B5opWopFwS1mY6O5zznDhxApVKRWpqqrNDWRH0ej1nzpwRp8IFYRWRSaJf9qojSRLFxcXExsYSHx/v7HCcbmxsjIqKCtRq9RW3mTl58iT9/f0UFhaiUl1em26Hw8Hp2lKOFu+mq7kKrBMkRAWxJS+LhLgol9p96G6sdhl1fd706tWsD5sg2s8k2ikLbmfSrKC4JZAbUwZRKVbfS/WEWUFVtw8Wu5ycyHH8PcXMzaVgNlv48zO7GDKo+czDPyMxLXve6xsaGujs7GT79u2X/XonzM1kMrF37162bNlyySKAIAiC4H7GxsY4dOgQO3fuFO1Mz3I4HJw+fZrW1lbWr19PTEzMZee+kiRRXl6O1Wply5YtImd2spHBPl78yyOUVTeh1fnwhdtSSE8KcnZYgnDFKs74oFE5WBc66exQnGZmPa1vQk125Dhh3quru8mrb75PVcMw//TVR4hPSXd2OLO6u7upqalh+/bteHp6OjucFaGsrAytVkt6uut8nwVBWFqiGL5K9ff3U1FRwc6dO1GrV2cbXkmSaG1tpb6+nqSkJJKTk684mXY4HJSWlqJQKNi0adOCH+dMexOlxbs4VXUQh3mYYD8tm3M3kL4+FZXq0ifUhYvrm/CguscHX42NzAg9WtXq2MkqrBzFzQEkBhmI8jM5O5RlI0nQMuzJ6QEvYgMMrA2ZXPEzyZxFkiT+8dIeGjr1XH/nv7B15x3zXt/T00NlZSWFhYWiPfoiqaysxGazsWnTJmeHIgiCICyR8vJyFAoFWVlZzg7F6aampqioqMBut5OTkzPvWLK5WK1WSkpKiIyMFKe5XIDD4aB0/2u8+PxzDEwoKMoK43O3pKD2EOsYgvvp0as51e/FzsThVXmgYmDSg6puH7zVNrIiV98a2siInt898SLR63byuX/5mctsuNLr9Rw8eJDs7GzCw8OdHc6KMDw8zNGjR7n22mvRaFZ3R0ZBWE1EMXwVKysrw8PDY1Um5WazmaqqKvR6PTk5OYtyGstisXDgwIGrSsrHR4cp2/8KFUfewTzRi6eHg42ZyWzMzsDLS+z8uxIWu4wTvd70TohT4oL7aRjQMW5Ssil63NmhLItzT4NnReoJ9BSzwZdS8YEySspOk57/cW6/5+vzJvszCXhWVhYRERHLGOXKNTIywpEjR7jmmmvE7n5BEIQVzGAwsG/fPrZu3UpAQICzw3GaM2fOUFNTQ1RUFOvWrbussWRzmXlfkpmZSWRk5CJGKVypof4e/v7k/1Fxoh1vbx++eMda1sX7OzssQVgQmwPePh1CYfwIvprV05nMapdxos+bHr2a9WGTRPsZV+W62e7X36WmeYzPf/03xCSmOTscYHqtuaSkhKioKNEefZE4HI7ZTXXJycnODkcQhGUkiuGr2GpNygcHB6moqCAwMJCMjAw8PDwW7bEXKyk3m81UH32H0pLXGe1rQiGZ2JASzZa8LEJDRBvVKzFzStxPYyNDnBIX3ITepOBAayA3pg6gXMGnoz98Gjw1ZHJFf76u4OSpZl58o4SIpK18/mv/M2/Lc7PZzIEDB4iOjiYlJWUZo1y5HA4HBw4cICIiQiTggiAIq0BDQwO9vb0UFRW5zEmz5WKz2airq6O3t5esrKxFO9XW19dHeXk5BQUF+Pn5LcpjClfH4XBwaO/LvPzS8wxNKrkmN4LP3pgkTokLbuV4ly/eahupIVPODmVZnHsaPDNCj+cqmQ3+YUNDY/z+qZeJ23Ad//Tlnzo7HGD6d+rRo0dRqVRs3Lhx1b1/WCqtra20trayY8eOq9qYJwiC+xHF8FVuNSXlVzObbCEWMyl3OBw01JVRuv9VOhorwKonPiqQzblZJCVGr/jv2WKz2GXU9XrTP6FmffgEUb7ilLjg2iQJ9jUHsjZkkghfs7PDWRKTZ0+Dm+1ysiL0BOrEafCl1tc/zBN/fQ11QAIPffs3+PjNvSHO4XBw5MgR1Go1ubm54nVnkYgEXBAEYXWx2+0UFxeTkJBAXFycs8NZNmNjY5SXl6PRaMjJyVn0uemNjY20t7ezbds20ebUhQz0dvK3J35Bdf0ZfP18+eLta1kbK0bsCO7hzLiaxkEvrkkcdnYoS8pql3Gyz4tuvYZ1oZPE+K/O0+AzXnrlbU60TXD/t35PVJxrbFaura1leHiYwsJClEqls8NZEUwmE++//z4bN24kJCTE2eEIgrDMRDF8lVstSfnU1BTl5eU4HI4rnk22EE1NTbS2tlJUVLRoSXlPZwtH9+3iZOUBHOZhgnzVbM7dQMaGtWKu+AKdO0s8PXwCnYfd2SEJwpzq+3VMWZTkRq2sVukOBzQPe9I4pCPGz8jaUHEafDkYDCb++PRLTNh9ufer/0tU/Pyt1mpqahgZGREJ+CIym83s3btXJOCCIAirTH9/PxUVFezcuRO1Wu3scJaUJEm0trZSX19PUlISycnJS7KhTpIkKioqMBqNbN26VWwwcyF2u50D77zA7l0vMmzw4LpNUXz6hgQ8VOINv+DarHYZbzcEsz1hGG/1ylwrGpicXhPz8ljdp8FnDAyO8NjTu0nMvInPPPxjZ4cDQHt7O/X19RQVFYmRWouosrISm83Gpk2bnB2KIAhOIIrhwopPyhdzNtnlkiSJyspKDAbDoifl+rFRjpW8QvnhdzDpu9Eq7eRmJLMpNxNvb/EG6XJZbDLqB7zoGtOSGDRFUtAUCpGXCy5ozKjkULs/N6UMrpif0YFJD2p7vVHIJNIjJsRs8GVitzt49h+v0d5v4WP3fJesLdfNe31bWxunT58WCfgiEwm4IAjC6lVWVoaHhwdZWVnODmXJmM1mqqqq0Ov15OTkEBi4tGO+bDYbhw4dwtfXl8zMTNHFxsX0nWnjb0/8gtrGHvz9A3jgtjTWxXo5OyxBmFdZpy9+WhspwSurVbrJJudUvxe9erU4DX6OF3a9xamOKR767mNERCc4OxyGhoYoLS1l8+bNBAUFOTucFWNkZIQjR45wzTXXiPUNQVilRDFcAFZmUm6z2aitraWvr29RZ5NdLrvdzqFDh/Dx8VmSpNxisVBd+i6l+19jpLcJhWRkfcoaNm/MJjxMvFm6XKNGJbW9PlhsMjaETxDmbXF2SIJwHkmCvU2BrA+bJNzHvVulGyxyTvR7MzjpwdqQSWIDjMhF8r1s9rxbwrHaTvKuvYeb7nxo3mtnEvAtW7Ys+SL2aiIScEEQhNXNYDCwb98+tm7dSkDA3GNK3NXAwACVlZUEBgaSmZmJSqValuc1Go2UlJSQlJREQoLzCxnC+ex2O8VvPscbr+9myKBm28YEPnNdDLqVdxZDWCE6xzS0DnuyPWHE2aEsCocEbSNaTg94EexlYX3oxKo/DT6jr3+Yx//yCim5H+Huh37g7HAwGAyUlJSwdu1aYmNjnR3OiuFwODhw4AAREREkJ7tGG3xBEJafKIYLwMpLymdmk2m1WrKzsxd9NtnlWo6kXJIkGk+Uc7R4N+0N5WAdJzYygC2bskhOXJq56CuNJEHnmJZT/V74a61sEK3TBRdzss8Ls01O9hq9s0O5InYHtJxtiR7hYyYtdBKNUiTfy6mi6iSvv3eMuA07+ew//2TejiVTU1McOHCAtLQ0YmJiljHKlU2SJEpKSkQCLgiCsMo1NDTQ29tLUVHRisnVHA4H9fX1tLW1sWHDBqKjo5f9c5vZcLZp0yYxhsRFdXc08+LTv+BUSzdqnwg+e/M6Niaqka+Q7lfCymE52yp9Z+Kw268NDU+pqO31xi7JSA+fIMRLHAA5199ffJOGbhNf/Nc/EBYZ69RYbDYbBw8eJDAwkPT0dKfGstK0trbS2trKjh07xEgVQVjFRDFcmLUSkvLlmk22EMuZlPeeaaN03y7qKkpwmIYI9PEgL2c9melpeHiIWa+XIlqnC65qxKCitMOPG1MG3W6xaLYlulwiPVy0RHeGzq4e/vL82/iErefBb/8KT93crSmtVisHDx4kODiYDRs2LGOUK59IwAVBEAQ4e0q2uJiEhATi4uKcHc5Vm5qaory8HIfDQW5uLt7e3k6LpbOzkxMnTrBt2za8vEQrbldks9kofuNZ9r69i8EpNZkZGXzymkjCfGzODk0QznO0w49gnYXEIIOzQ7kiJpucU31e9EyoSQ6aIiHQINa3PqS7d4A/Pfs6aXkf45P3/5tTY5EkiePHj2O1WtmyZQtyd1v4cWFms5m9e/eSm5tLaGios8MRBMGJRDFcmGW329m3bx+JiYlumZSbzWYqKyuZmJggNzfXpU64d3V1UVdXt2xJ+cT4GMdKXqX8yNsYx7rRqmzkpCexKTcTH2/dkj+/u/ugdbqcdWEThHubxRwlwakkCd5tDCIrUu82O7mnLApO9nuJluhONq6f5I9/2YVVGcL93/wloRFzn/SWJIljx45ht9vZvHmzSMAXkUjABUEQhHP19fVRWVnJzp07Uavdt1d0V1cXtbW1REVFsW7dOpfY7HXixAn6+/vZtm3bsrVpFxauq62B3c/+gubWTmQ+8XxkRyYFqXK0KtE9SnAN7SNaOsc0bIsfdXYoC3JuS/QQLwvrwybEv6s5PPf8azT32Xn43/5ISHiUU2M5ffo0XV1dFBUV4eHh4dRYVprKykpsNhubNm1ydiiCIDiZKIYL53HXpNxZs8kW4uTJk/T29lJQUIBGo1mW57RardSU7aV0/6sMdTcgdxhYl7yGLZuyiQgPXpYY3NVM6/T6AR2eKjtpoZME6cSJVsF56nq9sTsgM3LC2aHMy2ST0zioo2NUyxpfE2tFS3SnsVrtPPnsLnrH5dz10I9Zm7FlzmslSTpv8Vgk4IurqqoKq9UqEnBBEARhVllZGWq1mszMTGeHsmBWq5W6ujr6+/vJysoiLCzM2SHNcjgclJWVIZPJyMvLc3qnOGFuVquV9197mkPv72LE4EHCuq18JD+ChCAjSrEnU3Ays03GOw3BXJc85DbF5IFJD072eeGQZGwQLdHn1XWmnyf+9ibrt97Onfd+16mx9PT0UFVVRWFhIT4+Pk6NZaWZ6dZ6zTXX4Onp6exwBEFwMlEMFy7gTkm5K8wmu1ySJM2eXM/Pz1/Wgr0kSTSdrKB0/yu01h8Dq56YCD82b8wkJSlWnP6bh80BLcM6moc8CfC0khY6ia9GtHATlt/QlIrjXX7ckDLokiesrXYZLcOeNA97EqyzsDZkEh+Ne89Xc2eSJLHrtfeoax5k+0e/wPabPj3v9U1NTbS0tFBYWIhOJzqILCaRgAuCIAgXMzU1RXFxMVu3bnWprmaXMjY2Rnl5OVqtluzsbLRarbNDuoDVauXAgQMEBgaSkZHhsmsEwrT2phO8+tyv6O5qQe6bRE5eAblxMmL8RWcpwbkOt/sT5m0iIdDo7FDmNWpUUt/vxZhRRVLwFAkBBrcbr7bcnvn7K7QNwJe+/2eCQiOcFsfQ0BClpaXk5ua61MaylUCSJEpKSggPDyclJcXZ4QiC4AJEMVy4gLsk5a40m+xyzexSdzgcbN682Slt5Pq6Oygt3kVdeTF24xD+3io256wjM30darXrnah3FWabjKYhHe0jnoT7mEgNmULnIQp9wvKRJHinIYicqHGCXahLgd0B7aOeNA7q8FbbSAudJEDMBXe6w0cree9QLWs3foRP3v+v8y4Cd3R0cOLECQoKCvD19V3GKFc+kYALgiAI82loaKC3t5eioiKXL9hKkkRLSwunT58mOTmZpKQkl47ZaDRy4MABYmJiSE1NdXY4wiVYzGbee+UJjh14FbPVTvS6a0lKSiQtdIoIHzG2THCO1mEtPXoNBXGu2Sp90qygfsCL/gk1cYEGkoKm8FCIZf5Lae/o5unn3yGj4BPc/k/fdFoc4+PjHD58mHXr1hETM/c4M+HKtLa20trayo4dO1xijIsgCM4niuHCRbl6Uj4zmyw6Opq0tDS3elGz2WwcPnwYT09PcnNznfb1nZzQc/zAaxw/tAfD6Bk0ShvZGxLJ25iJr8/SzzV3VwaLnNODXnSPa4jxN5IcPCVaQAvLpqbHG5kM0sOd3ypdkqBrXMPpAS9UcgdrQycJ9bKIhSoX0NTcwd927yU4Jpf7v/EL1POM5ujr66O8vJzNmzcTFBS0jFGuDm1tbbS0tIgEXBAEQbgou93Ovn37SExMJC4uztnhzMlkMlFVVcXk5CQ5OTkuvWn+XHq9nkOHDrF27VqX/voKH2htqOHVv/2Ksd4G/EJiiUm/iQBfLWmhk6Lls7DsjFY57zUGcX3KkEut+5ischoGdXSOaYnyM5ISPOU2rdydTZIknn5uN10jSr78wycICAp1ShwGg4EDBw4QFxcnNk0vAbPZzN69e8nNzSU01DnfY0EQXI8ohgsXNZOUJyQkEB8f7+xwZrnybLKFMJvNHDx4kJCQEDZs2ODUDQdWq5XaY/soLXmNwa5TyB0G0hIj2ZKXTWREiNPicnV60/QO3MEpDxICDCQEGvBQil+nwtIamPSgstuHG5KHnFZ0liTonVBzekCHzSFnbcgka3xNogjuIoaGxvjTs7uRe8Xw0Ld/jf88yf1M++7s7GwiIpzXGm6lMplM7Nu3j5ycHJGAC4IgCHPq6+ujsrKSnTt3olarnR3OBQYGBqisrCQoKIiMjIxlHfe1GMT7HfdjNpl4Z9cfqTz8OippivUbr0MZmIG/53QXKj+tGFsmLJ+Drf5E+ZmIDXB+q3SrfbpjYeuwJ6HeZlJDJvFWi46FC9HafoZnXniP7O1389FPf8UpMbjSmvBKVVVVhcViIS8vz9mhCILgQkQxXJjT4OAgZWVl7NixwyXmh46OjlJRUeHSs8kWYmYXYHx8PMnJyc4OZ7rt3elqju7bRcupY2AdJyrMhy2bskhNjhNzxecwYlBxekDHiFFFjJ+RxCCD2JErLBmHBG83BLM5emzZW5E7HHBmXEPTkA6bQ0Zi0BSx/kYU4leDyzCZLPzpLy8xavbks1/6L+JTMua8VpyUWlqSJHHs2DGUSiU5OTnODkcQBEFwcWVlZahUKrKzs50dyiyHw0F9fT1tbW1s2LCB6Ohot12wF51w3FPTyQpe+/uvmRhsJj46hNSNH2HAFESot5nkoCl8RVFcWAbNQ54MTHqwNXbMaTFY7TLaRrQ0D+vw1dhIC5nA31P8/C+UJEk8+ewuevRq/uWHT+IXsPyvB67SLXQlm5nDfs011+Dp6enscARBcCGiGC7Mq6amhsnJSbZu3eq0F2h3m022EOPj4xw6dIj169e71HyYgd4uSot3UXu8GJthED+dgrycdWRnrkOt9nB2eC5p1KikaUhH/4SaNb4mkoKm8BI7dIUlUNXtg0rhYH3Y5LI8n80BHaNaWoZ1yGUSSUFTRPmaEPtjXIvD4eDvL+2hqWuSmz71dfKKbp3zWjFDc+l1dXVx8uRJrrnmGjw8xOumIAiCMD+j0TjbTcQVup9NTk5SUVGBJEnk5OTg7e3t7JCuWkdHBydOnKCgoABfX19nhyNcJqNhirdf/gM1pXvQyg3sKCpAHZJJ15gngToLyUFTBOqWd5OwsLoYLHL2NgVxY8rgsncDNNnktAx70j6ixVdjIzl4imCdGE12pZqaO3lu1/vkXvNZPvKpLy378zscDkpLS5Ekic2bN4sxWkvAZrNRXFxMfHw8CQkJzg5HEAQXI4rhwrysVivFxcUkJiY6pV26u84mW4iZHWs5OTmEh4c7O5zzTE1OnJ0r/hZTI52oFVayNySQtzELP1/3XxBZChNmBc1DOs6MawjzNpMUNCXauAmLqm/Cg9peH65LWtpW6Ra7jLYRT1qHPdGq7CQHTRHuYxaJt4vaW3yUQxVNZG37JB+9+1/m3DRmsVg4ePAggYGBZGRkrJjNZa7EaDRSXFxMVlaWy72uC4IgCK6ro6OD06dPs2PHDqdupOrq6qK2tpbo6GjS0tJW1GJ9Y2Mjra2tFBYWukT3O+Hyna4t5fV//I6poRbWJoRy3bU76TMF0DbiiY/GRlLQFKFeokgoLI2SlgBiAwzE+JuW5fmmLHKah6ZnggfrLCQFTxG4zJ3hVhpJkvjTX16if1LLV370NL7+y7u+LEkSlZWVTExMkJ+f73YjR9xFbW0t4+PjFBQUiLUOQRAuIIrhwiU5q126u88mW4ienh4qKyvZsmULgYGBzg7nAjabjbrjxRwtfpWBM6eQ2adYmxDBlk3ZRK0Rc1AvxmCR0zKso2NUS4CnheSzyYt4LyZcLbtjulX61thR/Jdgo4XJenb3+ajYfe4u6k428vKbB1mTUsi9X/05SqXyotfZbDaOHDmCRqNh48aNIjlcApIkzba6Fe3RBUEQhIWYeQ3x8PBwSrt0q9VKbW0tAwMDZGVlucQJ9cUmSRInTpygv7+fwsJCl5zRLszNMDXJnhcf5cSxd/FUGLnlunySU5JoH9HSMuKJWuEgKdhAhI8JuXibKyyixkFPRgwebI4ZW9Ln0ZsUNA3p6NFrCPcxkRRkwFcjDlcshoamdv7+SjF5193LTXd+YVmfW5IkTp48SV9fHwUFBWg0mmV9/tVi5rDZ9u3b8fLycnY4giC4IFEMFy5LTU3N7O61pV48X0mzyRaivb2dU6dOUVBQgI+Pj7PDuShJkmhtqKW0eDdNJ4+CZZw1oT5s3phBWmqCmCt+EWabjNZhT9pGPPH0sBMXYGCNr0nMWRauSsUZH7QqB2mhi9MqXZJg1KiibURLj15DiJeFpKCpZZ9LLixcT88gT/7tdbRByTz07d/g7et30escDgfHjh3DZrOxZcuWFXXKy5V0dnZy6tQp0R5dEARBuCLOapc+OjpKRUUFWq2W7OxstFrtsj33cpMkiYqKCiYnJ8XpPDd1suowbz7/Owwj7axPjuDm64tQazR0jmlpHtIBEklBBqL8jCLvFhbFpFlBcUsgN6YMolIs7jL6TC7eNOTJwKSaKD8jiYEGMXZvEUmSxB+efJEhszdf/dFTc+bMS6WpqYmWlhbRlWQJifbogiBcDlEMFy7LzItKQkLCkrZLn5ycpLy8HGDFzCZbiIaGBtra2igoKHD5XWyDfd2UFr9MzfFibFMD+OoU5GWnkZ25Ho1GFAA+zGaXcWZcQ+uIJyabnBg/I3EBBjw9HM4OTXBDPXo1p/q92Jk4fFUntu0O6NZraBv2ZNKiINrPRGyAAW+ReLuFyUkDf/zLyxgI4PNf+wWRMYkXvW6mJZter6egoEAs+i4R0R5dEARBWAzLubFKkiRaWlo4ffo0ycnJJCUlrYqN6DNzWwE2b94sNnW7ockJPW8+/zvqK/fipTLzkRsKSU2OxyFB97iGpiFPzDYF0f5G4vxF3i1cveLmAJKCDKzxW5xW6R/OxWP9jcQHGtCqxM/qYjt1uoUXXj/Ilhvu44Y7HljW5+7s7KSuro78/Hz8/PyW9blXk9raWvR6/bIc4hMEwX2JYrhw2Za6XfpKnk12uSRJ4tSpU5w5c4aCggK32DFomJqk/OAbHDv4JpPDHXgorGSti2fzpmz8/VbXZobLIUkwbFDROuxJ36SaEJ2F2ACDmG8mLIjNAW+fDqEwfuSK2qZNmhW0j2rpGtPioXAQF2Agys+06LvchaVjs9l55u+v0jlk4/bP/TsZm3Zc9LqZQvjY2Bj5+fmiJdsSEe3RBUEQhMWyXO3STSYTlZWVTE1NkZOTQ0DA8s5PdTar1cqRI0fQarXk5uaKgrgbkiSJuvIS3nrpMYyjHWSsjeLGawvRajVIEgwZVLSdzbtDvczEBxgJEuOfhCvUMKBj3KRkU/T4VT2O0SqnbURLx6inyMWXgSRJPPbEC4xaffnaT/6Czmv51ilnRmLm5eURHBy8bM+72oj26IIgXC5RDBcWZCnapa+G2WQLMTNLpqenh/z8fLcoiMN094ATFQco3f8KfR0nkNmnSI0PZ/PGLKKjwsTOvIswWuV0jGrpGNUik0GMn5Fof6PYCSxcluNdvnirbaSGTF3W9Q4H9E6oaR/VMmLwINzbTGyAQcyyd0OSJPH6W/upPNXN1hvu5frb75vzuurqaoaHh8VssiUm2qMLgiAIi2mm20h2dvaS5Mf9/f1UVVURFBRERkbGqu0aY7FYOHz4MF5eXuTk5IiCuJuaGB/j9X/8hsbqYrzVVj56YxFJiTGztxssctpHPekY1aJSOIj1NxLtZ8RDKZZDhcunNyk40BrIjakDKBf4q0KSYGDSg/ZRT/onPQj1MhMXYCRYbM5YcidONfHSm4cpuPkhrv3Yvcv2vL29vVRUVJCbm7vq17mXkmiPLgjCQixrMXymGPajH/2IH//4x8v1tKvOiRMn+PnPf05JSQn9/f1YrdMzX6uqqsjMzLyqx17sF5lzZ5Pl5OSIhfqzJEmirq6O/v5+8vPz8fT0dHZIl02SJNqbTnK0+GUa66bnikeEeLFlYwZpqYkoxNCuCzgk6D9bpByc9CBQZyHK10S4j1nsDhbmdGZcTeOgF9ckDs95jSTBiEHFmXEN3XoNKvnZxR9/I2qx+OO2jlfU8eb75SRkXMdnHv7xRRduJUmipqaGoaEh8vPzV/TsT2db6oKFIAjClRL59/JYqvx7KTZa2e126uvraW9vJz09naioqFW/adlsNnPkyBG8vb3Jzs4WBXE3JUkS1aXv8/auP2Ae7yR7fRw37CxArf7g347dAb0TGtpHtIwaVUT4mIj1NxIgNgcLl0GSYF9zIGtDJonwNV/WfYxWOZ1j0wcgHBLE+BuJ8TOKtv3LxOFw8Oifn0fvCORrP3kaT93ynBru6+ujvLycnJwcMT5riYn26IIgLITS2QEIi6uiooLCwkKMRuOSPL5SqSQrK4vS0lJCQ0OvuP2IJEk0NzfT0NBASkoKiYmJ4kXrHDKZjA0bNiBJEocPH6agoMBtChkymYy45PXEJa9nqL+Hsv2vUH1sLy/vOcp7+8vYlL2WnMwNaLVqZ4fqMuQyCPcxE+5jxmiV0312tnhNrw9h3mai/IyE6CyIdRnhXKFeFqq6FUyYFRfM+NabFJwZ13BmXIvNISPSx0Re9BgBWrHQ4+7aO7p5a99xAtZs4M7Pf3fOQnhtbS2Dg4Nu9frhjmY2HYSGhopCuCAIwiq0lPl3VFQUPT091NXVLcoIjsnJScrLywEoKirC21uMtAJQq9Vs3bqVw4cPU1VVRXZ2tlibcEMymYysLdcSn5rFa3/7NZUnDtLS/jwfu3k78bFRACjksMbXxBpfE3qTgo5RLWVdfqjkjum/9zNdkFcJwgyZDMJ9TPToNfMWw612Gb16NV3jGoanPAjSWVgfNkGYtxm5+NWyrOpONjI0bmHbrR9btkJ4f38/5eXlZGdni0L4EhscHKSzs5MdO3aI121BEC6LOBm+wlx//fW89957+Pj48POf/5zc3NzZRfDExMRFO3l9NTuvVvtssoU492Tf1q1b3eqE+LkMU1NUHHqDYwf3MDHUjkpuIWtdHHm5WQQG+jo7PJc1XdDUcmZcM1vQjPIz4S8KmsJZZZ1++GstJAcbZjdSnBnXMGFWEuZtZo2viVAvs9hIsUKMjU3wx2d2YfcI54Fv/YrgsDUXXDNTCO/v76egoMBtXzfchWiPLgiCKxP599Jb6vx7MbqPSJJEV1cXdXV1xMTEsHbtWhQKxVXFtRKZTCYOHz6Mv78/WVlZYmHdjUmSRMXhd3h395+wTJxhY3oC1+3Ix0N94TgAuwMGJtWcGdfQN6HGW20jytdEpK8JjRhfJnzImFHJoXZ/bkoZ5Nymhw4HDEx50DWmnf05WnP250iMwXMOu93B7//8DwyyUL7646fQLkNePDAwwLFjx8jKyiIyMnLJn281m+lcm5CQQHx8vLPDEQTBTYiT4SuI1WqlpKQEgIceeoiHH354yZ4rLS2N4uJiWltbF9Quvb+/n8rKSoKDg9m4ceOqnU12uWQyGRkZGdTW1nL48GG3a5k+w1Ono/CGu9h67Z2crDzA0eJXOXayjuO1L5EcG8qWTVnEREeIBYcP8dHYSdNMsjZkcrbVdWnn9M71CF8z4d5mURhf5QI9zbQM6xic8mB4arrFfnyAQbTYX4EsZit/f3kPRsmbT33uO3MWwmtqamZPhLvj64U7MRqNs6f1RCFcEARh9VmO/Fur1bJ+/Xqqq6uvaOOV1WqltraWgYEBcnNzCQ0NXfQYVwqNRkN+fj6HDh2iqqpKFMTdmEwmI7fgRhLWZvPqc7/i+MkjNLe9wG237CAmOuK8axXyD7q0We0yevRqzoxrOdnvRZDOwho/E+HeIrcSpvlqbKgVEoNTHoR6WRg1qugamx5JppRLrPE1URQ/jI9GdBhwttoTDYxM2Nhx223LUgjv7+/n+PHjZGZmikL4Mjh58iSenp7ExcU5OxRBENyIKIavIENDQ1gsFgCSk5OX9LkW2i5dzCa7cjKZjPT0dOrq6jh06BD5+fnodDpnh3VFFAoF6Rt3sCF3Ox3Npyjdv5uG2sM0PP8u4UE6Nm9MZ31aspgr/iEyGQTqrATqrKwPm2BgUk2vXk1ppx8yINTbTJi3mRCdBaVI0lc0SYIxk5L+CTV9E2r0JiUSEOVnJTtSL3adr1CSJPHKm+/TP2Zn521fIGXDpoteU11dzfDwsGiNvgxmvt7h4eGiPbogCMIqtVz595W2Sx8dHaW8vBydTseOHTsWrUvcSjZTED9y5AiVlZWiZbqb8w8M4XP/8jOOHXiDva89ydPPv0VeZjI7t29FpbqwO4JKIRHjbyLG34TRKufMuIaWYU9qe3xmc+5QLzMeSpFzr1YS4K+1cKrPizpJhtUhnx5JFjUmZs+7ELvdQcnhCrS+UWzefvuSP9+5hfA1ay7ctC4srsHBQbq6ukR7dEEQFkwUw1cQs/mDmTXLceI6KCiI6OhoqqqqKCgomPMF6NzZZNu3b7/iOeOr2cwMcZlMNlsQd+evo0wmIzZpHbFJ6xgZ6qd03y6qyvay+51j7C05xqasteRkbcDTUyzYfNi5O9cdEowaVPRNqKnv96LCqiBIZyHsbKIuCqMrg90Bg1Me9E2o6Z9QY3PICPGykBBoINTLTEW3Lx4KSXy/V7CDR8o51dLPus0fpeD6T1xwuyRJVFVVMTIyQn5+viiEL4POzk70ej07duxwdiiCIAiCkyxX/j3TLay4uJje3t5LziCVJInm5mYaGhpISUkhMTFRLBYvgFarnS2IV1RUkJ2djVzMHHJbMpmMvKJbSVybyyvP/ZLS2jKaWru47ZZriFoz94ZGrcpBUpCBpCADepOSHr2almFPqrp9CPC0zubcXmLG+IpntcsYnPSgd0LNwKQaSQKbQ0bumnFCvc2Isxyup6rmFGMGB9fecQfqJd4I1tvbO/taERERcek7CFfFarVSVVVFWlqa2x4UEwTBea7oJbunp4fvfe97ZGdn4+vri4eHB2FhYWzYsIG7776bp59+Gr1ef8nHOX78OHfffTdr1qxBrVYTGRnJPffcQ319/bz3a21t5Re/+AW33norsbGxaLVatFotMTEx3HXXXbz99tvz3v/pp59GJpMhk8lob2/HbDbzq1/9is2bNxMUFIRMJrvoTLVjx47x4IMPkpycjJeXFzqdjtTUVL70pS/R1NR0yc/3clgsFh599FF27NhBcHDw7Nf25ptv5q9//SsOx4XFjh//+MfIZLLzWoN8/vOfn/0c5/p8Lub48eOz93nnnXcues211147e83evXuxWCw0NDScd83XvvY1ZDIZQUFBFBcXExQURGFh4XkF3Ndff50777xz9vsfGBjIli1b+PnPf87k5OScMX74+2exWHjkkUfIzc3F19eXgIAAtm/fzptvvnne/SYmJvif//kfsrKy8PHxwc/Pj+uuu47333//sr42Z86c4V//9V/Jzs7G398fjUZDdHQ0d911F8XFxXPer729fTbep59+GoD33nuPW2+9lbCwMNRqNXFxcTz88MOcOXNmzseRyWSsX7+eyMhIDh8+zMTExGXF7eoCgkK5+ZMP843/eJbrPv41ZD5JvF/ayC8f+ztvvFXM0NCYs0N0WfKzJ8bXhU2yM2mY7QnDBOssdI9reK8xiP0tAZzq92Jg0gObXSyAuQtJAr1JSeuwlrJOX946HUJtrw9yGWRF6rkpZZCNUeNE+ZnwUEqEe5vp0audHbawRE43trLvcC1h8Tl87DNfv2Ax2+FwUFlZyejoqDgRvkwmJiaoq6sjMzNTtEcXBGFZiPxb5N+enp787//+L0eOHDmvCD9jJv8OCQnhyJEjtLe3k5+fT1JS0ux7B5F/X37+PXNCXK/XU1FRcdGfA8G9BIaE8/mv/pzr7/wa4zZfnvz7m7y37zA226WL2T4aG6khU2xPGOG65CEifU0MTnlQ3BLI+02BnOzzYnhKhSQOjK8YBouc1mEtR9r9eKshmNODXmhVDvKix7gxZRC10oFSIYlCuAuy2ewcOFqFLiCGTds/tqTP1dPTIwrhy+zUqVPodDrRHl0QhCsik6SFvV07ePAgH/nIRy6ZbL/++ut85CMfOf/JziZhP/rRjwgKCuLrX/86Npvtgvt6enry1ltvsW3btgtua2trIz4+/pJxfvazn+Wpp55Cqbzw8PvTTz/N5z//eWA6+XzwwQeprq4+75of/ehHswmszWbjK1/5Co899ticz6dSqfj973/Pgw8+eMnY5tLR0cFNN90072JEQUEBr776KgEBAbN/9+Mf/5if/OQn8z72uZ/PfOx2OwEBAej1er773e/y85///LzbLRYL/v7+GAwGAG655Raee+45Dh48OLuYAczOuc7Pz+fll18+bzaZyWTi05/+NLt3754zjoiICN58800yMzMvuO3c719NTQ0PPfQQZWVlF32cX/ziF3zjG9+gs7OTm2++mZMnT15wjUwm45lnnuGzn/3snPE88cQT/Mu//AtGo3HOa+6//34ef/zxC37m2tvbZ1+kn3rqKU6fPs1///d/X/QxgoODKSkpYe3atXM+jyRJ1NfX09HRwZYtW/Dz85vzWndkt9s5VXWYo8Wv0NNWC7YJkmND2Lwpi7iYSHGq4TJZbDL6J9UMTnkwNOWBySrHT2slSGclSGchwNOCUiRuLkGSYMKsZGhKxdCUB8MGD+wOGQGelrMn/S14q21ztlwz22S80xDMdclD4nT4CjMwOMKf//oqSu9YHvrOb/ALCD7vdrvdTnl5OVNTU2zdulW0P10GdrudAwcOEBISwrp165wdjiAIq4DIvy9utebfjzzyCFu2bCEvL++8vCgzM5Oamhry8/P59a9/TXp6+uxpdZF/X3n+bTabOXLkCDqdjtzcXHFCfIUY7DvDK3/9Jd3Nxwn2VXL7LTuJiAi+9B0/xGqXndfBCyDEyzybc3uq7KJttpuw2mWMGKbz8YEpDyZMSgJ1H3QA0Hmcv2mittcbhwSZESvjkMpKUlZew1v7a7n+E19n6847lux5uru7qaqqIicn55IdW4TF0dPTQ1VVFTt27MBzGebAC4Kw8iyoGG42m4mPj6enpwdvb28efvhhduzYQUhICFarlY6ODo4ePcrLL7/Mo48+OmcyvnnzZsrKykhPT+erX/0qGzZswGg0snv3bn7961/jcDiIjo6mqanpghM3zc3NrFu3jhtuuIHrrruOtLQ0AgICGBkZobGxkd///vezCdcPf/jDiyap5yZzM7OY77nnHu666y7CwsLo7OxErVZz0003AfC5z32OZ555BoCbbrqJz3zmMyQnJyOTyaiuruZXv/rV7HO+9tpr3HrrrZf7JZ01OTlJRkYGra2tANx2223cd999RERE0NbWxu9+9ztKSkoA2LJlCwcPHkShmJ5xNDAwwMDAAD09Pdxwww0A/PSnP+VjH/tgB1xISAghISGXFcvNN9/MW2+9RV5eHqWlpefddujQIQoLC2f/39fXl+HhYTo7O2loaGDHjh10d3eTlJSEw+HgkUce4etf//p5j3HXXXfxwgsvANNF829+85usXbuWkZER/vGPf/D0008jSRIBAQHU1tYSGRl53v3P/f7l5eVRUVHBQw89xO23346/vz/V1dX84Ac/oLe3F7lcTk1NDffeey+nTp3iq1/9KjfeeCM6nY7Dhw/zox/9iPHxcby9vWlubr7o1+jJJ5/k/vvvB2D9+vV84QtfICsrC09PT9ra2njiiSfYs2cPAN/4xjf4xS9+cd79z03Gt27dypEjRygqKuILX/gCycnJjI2N8cwzz8z+jG3evJmjR49e8vs00/pu48aNl/29dSeSJNHV1sDR91/mdO1hJPMooYGebDk7V1ypvHDGlzA3g0XO0JQHQ4YPiuP+WiuBOgtBOiv+WisqMW98WVyq+B2ks+KntSJfwMLJ4TZ/wn1MxAfOvWAouBej0cSf/vIyYxZv/ulffk5s0vrzbrdYLLML0Xl5eeKE8jKpqalhfHycgoICsSAuCMKSE/m3yL8/nH+Hh4fz9NNPEx8fT2JiIjA9uzw0NBSHw8H/+3//jx/84AfnPYbIv68u/7ZYLBw5cgQPDw82bty4LCPphKXncDg4/N5L7H/rr0jGfgo2raOoYBOKKzzqK0kwYlQxODmdb48aVXgoHGfzu+kcTxTHXce5xe8hgwfjRiWeHvbZ71eIlwWPedZHhqZUHO/y44aUwQXl7cLSslrt/Prx58Arjq/++Mkl+33d3t7OiRMnyM3NJSxs7nELwuKZmpqipKSEzMxMcQpfEIQrtqBi+L59+9i5cydw8Z3nM2w2GwaDAR8fn/Of7Jx3fTfffDO7d+++INn+2c9+xve//30Adu3axe23337e7VNTU+j1+jl3XUmSxH333cfTTz+NTqeju7sbX1/f8645N5mD6V3H991330Uf7+WXX+bOO+8E4E9/+hMPPPDABdeYTCZuueUW9u3bR2xsLE1NTRfdET+fb3/72/zf//0fAN///vf5j//4jws+r3vuuYfnnnsOgEcffZSHH374vGs+vAP63nvvXVAMM/7nf/6H7373uyiVSkZHR89rbf7Tn/6UH/zgB1x33XUcOnQIo9HI8ePHycnJ4fjx4+j1eoqLi/nP//xPAGpra9mwYcPs/d98883Zn5udO3eyZ8+eC34G/vSnP/HQQw8B8MlPfpLnn3/+vNvP/f7JZDJ27drFbbfddt41dXV1ZGVlYbfbCQ4ORq/XU1JSQl5e3nnX7dmzh1tuuQXgooX7rq4uUlNTMRgMfO5zn+PPf/7zRb+3//7v/85//ud/IpfLqa+vJzk5efa2c78vAA8++CB/+MMfLjjh/OCDD/LnP/8ZgMrKSrKysi54ng/r6uqipqaGzMxM1qxZc8nr3dXo8CBl+3dRefQ9LJN9eKlhY2Yqudkb0OlES+Ar8eHiuNEqx8vDjp/Wiq/GNvtfUSC/Og4JJs0Kxkwqxowqxo1Kxk3TCdnVFL8/rHVYS49eQ0Hc6CJFLjiTw+Hgr8+/TmuviVvu/iYbC28+73aj0cjRo0dnTynNLM4LS6u7u5uamhq2b98udqILgrAsRP4t8u+L5d+HDx9mZGSE/Px8lEolv/71r2cL4CL/Xpr822q1cuzYMWw2G5s3b0atFiOKVor+ng5e+esj9LZWEeqv4vaP7CQsNOiqH9fmgFGDiiGDB8NTHowYVajPKY4HelrReYji+HKx2GSMGucofntOHxJYSJc1SYJ3GoLIiRonWGddwsiFhThaVsU7B09y093fJq9o4RvlLkWSJBobG2lpaSEvL4/AwMBFfw7hQg6Hg4MHD+Ln50dGRoazwxEEwY0taMtjX1/f7McXa6E2Q6lUXpCIn0uj0fDUU09d9BTTV77yldm/P3jw4AW363S6eduPyGQyfvGLX6BQKJiammLv3r1zXgtwzTXXzJmIA/zXf/0XALfffvtFE/GZz+d3v/sdMJ147d+/f97n/DCz2TybhKWlpV20nZpMJuPRRx+dfaGdeb6lUFRUBEwvqhw6dOi822Z2x19//fVs2bIFgP3792M2mzGbzRgMhtnFj8DAQNavP/8k2+9//3tguq3dXD8DDz74INdeey0wvSDT29s7Z6yf/OQnL0jEATZs2EBBQQEAg4ODfP3rX78gEYfpRaGYmBjg4j9vv/71rzEYDERERFy0BduMn/zkJ0RGRuJwOGZ3mF9MeHg4v/3tby/a6vtb3/rW7McXi+VioqKi2LhxI9XV1bS0tFzWfdyRf2AwN378C3zjP57l+k98A4VfCsXHmvnlY3/n9T37GBwSBcCF8vRwEO1vIjtSz/XJQ9yQPMS6sAm8POwMG1RUnPFlz+kQ9jYFUt7lS/OQJ4NTKiw2ka3Pxe6YnvXdOaqhttebA63+7KkP4UBrIB2jWmRATICRbfHD3Lx2gK2xYyQHGwjwvLpCOEC4j5kRgwqTTZxUXQne23eE1m49udvuuKAQPjExwcGDB/H392fjxo2iEL5MpqamqK6uJjMzUxTCBUFYNiL/Fvn3xfLvI0eOkJKSQmlpKfv376ehoQEQ+ffFLFb+rVKp2Lx5M56enhw8eJCpqal5rxfcR2hEDA988xG2f+yLDE5p+eMzr1Jy6Dh2+9WNn1LKIdjLytqQKQriRrk5dYDsyHE8Pex0jWkpbglkz+lgDrf5c6LPizPjGibNCjF3fBFYbDIGJj1oHPTkeJcv7zUG8lZDCHV93ljtMuIDDFyXPMS1ScNkRkywxs+04HFjMtl0Dt6rF2OqXIXFYuPQsTp8guPJyb9p0R9fkiRqa2tpb2+noKBAFMKXUX19PQ6H44L3OIIgCAu1oFXzc5Pgp5566oqf9LrrrpuzZZi3tzdJSUkAsy3L5mO1Wjlz5gz19fWcOHGCEydO0NPTM/uiVFNTM+/9P/OZz8x5W3d3NxUVFcB00jeftWvXzs7LvpwW1+eqqKhgbGwMgHvvvXfOhW0fH5/ZOE6dOjVvkno1cnJyZnejn7uwYLVaOXLkCADbt29n+/btALzzzjsUFxfj6enJli1biI+PJyUlhW3btp2XdNpsttlk/rrrriMqKmrOGGZmv9lstnkXNz71qU/NeVt6evrsx3fdddclr7vYz9urr74KwK233jrvLFalUjm7ODHf9//OO++ccxd5SkrK7Nf9cn72Z4SGhrJ161YaGxs5deoUC2j24HY0Wi1bd97BV3/0Jz7x0M8ISyqg4vQQv39yF3/9x2u0tHWt6M9/KWlUDsK8LaSETJEXPc4NKUPckDLIhrAJvDU2hg0qqrp9eashhLdOB3Ow1Z/Kbh8aBz3p0avRm5Rc5XqBW5Ck6VP1A5MetA5rqev15miHH+81BvJGfQgH2vzpGNMiQyLubOH7lrUDFMaNsiF8gmg/Ez4a+6K3UtOqHPhrrfTpxSkVd1ddW8/RykZi1uZz0ye+eN5tIyMjHDp0iKioKDIzM0Wb7mXicDgoLy8nKipKtGQTBGFZifx7bqs5/y4uLmZsbAybzYafnx8nTpwAEPn3RSxm/q1QKMjNzSUkJISDBw8yPj5+yfsI7kGhULD9pk/z4Ld/Q1DMRopLT/PEsy8zMDiyaM/x4eL4LWsHKIgdZY2fEbtDRsuw52yB/NDZAnnXmIYJswLHKsizr4Qkgckqny18H+v05d3GIN5qCKGmx5txkwo/jZWMiAluShmYLn5HThB1BcXviwn3MdOjV4sNDC7iWEU1U2Y5hdd/csHdYi7FbrdTXl7O0NAQhYWF825AFBZXX18f7e3t4iCAIAiLYkGvDgUFBcTHx9Pa2srXvvY1nnvuOW6//XaKiorIzc297HmVqamp894eEBAATJ9+uhir1cof//hHnn32WaqqqrBYLHM+1tDQ0LzPdW7C9mHl5eWzH999993cfffd8z7WjHN38F+OmeQVuOju6XPl5eXx2GOPzd5vvl36V0qpVJKfn88777xzXiJ87Nix2fZ7WVlZTE5OAtM70//0pz8RGxvL2NgYzz77LN/85jcxm83nPW5raysGg2H285jPubef+/X5sHPboX2Yn5/fgq778M/b+Pg4zc3NAPzhD3/gD3/4w3whz5rv+3+pn31/f38mJyfn/NmfS0BAAAUFBRw9ehSz2UxGRsaKLpLI5XLWZeWzLiufrrZGSot3carqIM0v7SXEX8vm3A2kr08Vc8WvkkbpQONtIdT7g9+xVruMSYuCKbOSSYsCvVlJj17DlEWBzSFHq7Lj5WFD52FHo3SgVjrQqKY/nvl/V20FJ0lgc8gw2eSYrHJMNgVmmxyTTY7Bopj+vC1KJAk8Pex4edjRedgI8zbjFWjHS21D48TPbyYZjw0Qc8Pd1ZnuPt549yi+Yal88v5/Py/Z6+/v5/jx46SlpREfH+/EKFefmY1m69atc3YogiCsMiL/Fvn3ufm30Tj9Hm///v2YTCaKioo4fPgwERERVFdXzxbLZ4j8e/Hzb5lMxoYNG9BoNBw6dIi8vLzZTRmC+wuPiueh7/yKkrf+xqF3/8Ef/vIKO/Iz2JqXtejrK3IZ+Gpt+GptxPibgOkRWxNmJWNGJWNGFW0jWsZNPhfkn17qDz7Wqlw3v14sM2sQk2YlU2f/O52bT69B6Dxs+Gps+HtaiQsw4qu1zjvve7EE6Sw4pOn26wGeolW6M5nNFg6XncA3dC3ZW29Y1Mc+d0xGQUGBGJOxjIxGI1VVVaSnp583QkYQBOFKLagYrlKpeP3117nzzjupr6/n+PHjHD9+HACtVktRURH33HMPd91117y7dS7VXnLmTabdbr/gtpGREa6//vrZHeOXMpMwzsXf33/O2wYGBi7rOT5sJuG8XCMjH+w2DQ0NnffasLCwi95vsW3fvp133nmHiooKJicn8fLymk3MCwsLMRgMWK1W1Go1BoOBoaEhYmNjKSkp4bXXXmPDhg0UFRUhSdLs7vSl+Dzn+1k6N1m5nOs+/PO2FN//q/nZvxRvb28KCws5evTo7Bz3xd4N6Yqi4pKJivseYyMPULZ/N5VH3+O1vRW8f7CCjZkp5GZtwMtLtLRdLCqFhL/Whr/Wdt7fSxKYbfLZgvGURcGUVcHw2dbdZpsCi10OSNMF8nOK4yqFA6VcOv/P2b9TnPN3Cpk0m+jLAGQSMkACJEk2G4cE2BxybA7Z9B+77IOPHTJsDjn2sx/PFLtN1ukY7ZIMhUxCrbSjUX0QZ4CnlWh/IzoPOzqVHVfcaxLhY+JUvxcWmwwPpdie7m4mJgw8v/tdZJ5hfOrBH6Lz8p69rauri5qaGrKysoiMjHRilKtPb28vHR0dFBUViZ3ogiAsO5F/X57VkH/L5XL8/f3x8PDAYDCg0Wjw8fHBYrHwT//0T9TX18+2W79YvCL/Xlgs85HJZCQnJ6NWqyktLSU7O1t0jllBlEolO2/9J1LTt7L72f9j7+ETnG5s47ZbriUoyG9Jn1suA1/NdGF3pkAuSWC0ypm0zBSCFfRNqKfzbYsCuYzZzeha1Qc57HTOPf3/KrnksgVzu4PZ9YJzN6WbbPLpz9GswGxX4KFwTH+eajs+GisRvia8POx4ethQOik3l8sgzHt6Q7oohjtX2fFqjDYV190w//uhhTKZTJSWlqJWq8nPz18Va6yuwuFwUFFRQVhY2LydbQRBEBZiwb/F09LSqKur4/XXX+f111+npKSElpYWjEYjb7/9Nm+//TaPPPIIe/bsmbMV29X46le/OpuI33bbbdx3332kp6cTEhKCRqOZLbxGR0fT1XXplsnzvUiemxA999xz8+5iP9d8Cf6lXGyW1bmWqwX0h+eW3XjjjbMt1jIyMigpKSEuLo78/Hz27dvH/v37yc3Nnb3mL3/5C4WFhbS1tV30BNulPk9XcO73/2tf+xr333//Zd3vck9oLAWtVktBQQHHjh3j6NGj5OXlOTWe5eQXEMQNdzzI9pvvoeroO5SWvM7+Y80cLDtJemo0W/KyCQkOcHaYK5ZMNt1qXaNyEKS7eCJod3C2+Kw4m/BOJ7s2hxyjVf6hgvV0Eds+U7yWFvY7Q4aEUnFOIV0uoZRfWHT311rPWyjQKKevcYNfURfw9HDgo7HRN6Em+uziieAebDY7z+/aw4TVkzvv+ybhUR+8bjY3N9PQ0MCmTZuW5H2VMDeDwUBVVRUZGRliJ7ogCE4j8u9LW+n5d35+PkeOHMFoNLJ582YOHDhASUkJGzdupKSkhO7ubr7zne+QlpY25+OL/HvxxcTE4OHhQUVFBWazmbi4OKfEISyNyJhEvvDd31L8xjMc3fcSjz+9i52FWeRtXN4ufDLZdJ7n6XFhRw67AwzWD05MG61yxoyqczZ8T2/2lsuks5u87ahVDtQX2Xg+nTufny8rzubFMqSzm9HPbkrng03oEjKQwC59sCHdPseGdJtDhtUuO6/4bbXLkZ3dMD+7aV5lx1NlJ1hnmT4J72F32c3eET4mant9WBc66ZZrCCuByWThSPkp/MPXkZG3c9Eed3JykqNHjxIQEEBW1uJ3hxDm19DQgNlsZvPmzc4ORRCEFeSKtjQpFApuu+02brvtNmD61Mxbb73Fo48+SkVFBRUVFXzhC19g9+7dixkrer2e559/HoBPf/rTPPfcc3NeOzo6etXPNzP3DKaTx/Xr11/1Y17MTFs6mG7xNV9Lsf7+/oveb7Ft3LgRnU7H1NQU+/fvZ+fOnbPzykJDQ2cX5bdv3z5bDP/Wt741u3s9JyeH3Nzc2TcOfn5+F3ye8zn39qX8POdz7vffYDAs2fd/sXl4eLBlyxbKy8s5dOgQW7ZsQavVOjusZaPWaNi842NsKrqV07WllBa/SlVTBVWndpMQFcTmjVkkJkS5xYLQSqOQzyTyC5/P5ZCm/yDJmEmDZxJw2TlJuezsaXG5jFWZjEb4mOjRa0Qx3I1IksQbbxdzZtBM4S33sz6ncPbvT506RVdXF/n5+ee1HhWW3sxO9IiICNasWePscARBWOVE/r243C3/9vT0RKPRsGnTJo4ePcqBAwfOy79ramrYvn07tbW1ZGdnz+Y5Iv9eeuHh4WzZsoWysjLMZjMpKSkiz1xBVCoV199+P6npW3nluV/yzoFa6htbue2W6wgIcP7MYIUcvNV2vNUX72xw7hiw2U3pVjkW+3Rh2mz9oGPa+cXr6dsdC9iQLuOcTeizm9Iv3IyuVjsI0lnOOb3u2qPULiVYZ8FqlzFmUl7QPU9YHkePVWKyq7jppk8v2qnwsbExSktLiYqKIi0tTfxeX2aDg4O0tLSwbds2cRpfEIRFtSi/UcLDw7nvvvu455572Lx5M5WVlbzxxhsYjcZFLcI1NTVhtU6fOPzUpz4153UNDQ2z86yvRlZW1uzH77777mXPLFuoc5O8srIytm3bNue1x44du+j9FptSqWTr1q2899577N+/n/fff5+pqSl0Oh33338/Op0OYHYu2cGDBxkeHqampmb27wMDA0lOTqa8vJyioiLi4+Px9PTEYDBQVlY27/Mv1+c5n+DgYCIjI+nu7mbv3r3ntXx3dQqFgo0bN1JbW8uBAwfIy8tbdYUUuVxOWuZW0jK30t3RzNHilzlVeZCW3e8T7Kth88YNpK9fi0ol2t66A7ls+g+45o5wVxHhY6Zh0AurXYZqGeakCVevrLyW6voukrNvZsctnwWmT4VVV1czOjpKQUGBOJXsBKdPn8ZqtbrFQrwgCKuPyL+vjjvk36WlpUxNTeHp6cnHPvYxYmNjgYvn3w6HA5vNxuDgIJ2dncTExACI/HuZBAYGUlBQwNGjRzGbzaSnp7tF3MLli05Yyxe/9zvef+0pyop38dhTL3NdUS4bc9a79PdaJpsec6ZSzBTMF9bKe/b099m0cmY82bkjy849Me7CX4olo5BPt0rv1Wvw117966CwMAaDidKKegIjMtiQW3TpO1yGgYEBjh8/TkpKComJiYvymMLlM5lMVFRUsGHDBnx8nL/pSBCElWVRe3yoVKrz2nuNjY0t5sNjs32wy26+uVCPP/74ojxfYmLibKuxf/zjH3R2di7K435YTk7ObKHyL3/5y5zzqiYmJnjhhReA6XZ54eHhSxLPjJlEu6KigieffHL272YK4QB5eXlotVr0ej2//vWvcTimT3zO/BwkJSXh6elJTU0NCoVi9u/fe+89urq65nzuP//5z8B0UXcmDmf46Ec/CkBraysvvfSS0+K4EnK5nIyMDOLj4zl06BDd3d3ODslpImMSufPe7/LVnzxD/k0PMEEIr79fxS8f+yv7So4yObmwOYOC4Kq81Ha8PGz0T6idHYpwGVrbu3hnfzlBURnc8U/fQi6XYzQaOXToECaTiW3btolCuBMMDAzQ2tpKbm6u2IkuCIJLE/n3lXGH/Hvma1pYWDhbCIe58++CggKys7Opq6tDr9cD0wV2kX8vDx8fHwoLCxkaGuLYsWOzm0iElcPDw4Ob7vwC937tF+hC0thTXMkzf3+VsfEJZ4e2ZGRnN6Qr5NN/lPLp4vr0ye/pv5PLV29XthnhPtNzw5dpqoZwjqNllZgdarbf9OlFaWPe0dHBsWPHSE9PF4VwJ5AkicrKSoKCgoiOjnZ2OIIgrEALeqU4ePAgzc3Nc95usVhm51p5eXkRHBx8ddF9SGJi4uyuy2eeeeai17zxxhv89re/XbTn/P73vw9M70y64447GBwcnPNas9nMo48+ism0sPa0arWaBx54AICTJ0/yk5/85IJrJEniy1/+MkNDQwB8+ctfXtBzXIlzF1beeecdgAsS45mW3AC/+c1vAPDz8yMjIwOYbm+XnZ3N0NAQnZ2dfOlLXwLAarVy3333YbFcOPfoySef5N133wXg4x//+JIvOszn29/+Nmr1dFHpi1/8IuXl5fNev2fPHmpra5cjtMsik8lISkoiNzeX6upq6uvrl23unSvy9Q/gutvu5xs/fZab7v4OmqB1HChv45eP/4NXXn+Pvv5hZ4coCFdtJhkXXNvIyDgvvvI+at8Y7n7oR2i0WkZGRigpKcHPz4+tW7fOvv4Iy8dkMlFZWSl2oguC4BJE/r168+/XX38dgGuvvfa8a+bLv0NCQoiPj6e8vHx2I4PIv5ePp6cnhYWF2O12Dh48yNTUlLNDEpZAbNJ6Hv7X35O749O09dt49MmXqKg6uarXWVa7EC8zJquCCbPYRLucpqaMlFU3EBy1jnXZBVf1WA6Hg7q6Ok6ePEleXh5RUVGLFKWwEE1NTRgMBjIyMly664YgCO5rQcXw999/n5SUFLZv387//u//8s4771BZWcnhw4d56qmnKCwspLKyEoAHHnhg0U/TBAYGcvPNNwPTSc+NN97I7t27qaio4K233uKBBx7gtttuIz4+ftEWAu6++24+97nPAdM7tNPS0vj+97/Pe++9R3V1NYcPH+aZZ57hwQcfJCIigi996Uvn7aC/XD/84Q+Jj48H4D/+4z+44447eOONN6isrOTll1/mmmuumV2A2LJlCw899NCifH7z2bRpE56engCzu8svtkt85u/Gx8eB6d3r5+7I02g05OTkUFdXR0FBAZ/4xCcA2Lt3L3l5efz1r3+loqKCvXv38sADD8wuTAQEBPDII48s1ad3WeLi4mZ35Y+MjJCfn88DDzzAK6+8QmVlJceOHWPXrl1873vfIzExkVtuuWXJTjBcjbCwMAoLC+nu7hY71ZleRMorupUvf/9xPvXwf7Nm7Xaqm8d4/C+v8pe/vUJjU7tIZgW3FeFjYmBSjW3ho9mFZWI2W/j7y29hkvly573fIzAknM7OTo4cOUJycjIZGRmLsrNdWJiZOeHBwcFiJ7ogCC5B5N+rN/+emJg+bbrQ/Ds1NRWVSsWJEycAuOWWW0T+vYw8PDzYvHkzwcHBlJSUzLuZQ3Bfao2Gj3zqS9zz5f9BE5DM63uP89zzr6OfEG2yVyOlHEK8xYb05Xa4tAKLQ8OOmz9zVbmzxWKhtLSUwcFBioqKFn1joXB5hoeHaWxsJDc3F5VK5exwBEFYoRacLTscDkpKSmZ3oF/MHXfcwX/9139dVWBzeeyxxygoKKCzs5N33nln9sTyjOjoaF555ZXZpH0xPPHEE4SGhvKLX/yCoaEhfvazn/Gzn/3sotfqdDoUioXPIPb29ub999/npptu4vTp0+zevZvdu3dfcF1+fj6vvfbaFT3HQqlUKrZs2cL7778PgK+v73lz3GZ8OEG/WMIeHBxMUlISZWVl/PnPf8Zms7F7926qq6u55557Lrg+IiKCN998k8jIyEX5XK7Gvffei1ar5aGHHkKv1/PEE0/wxBNPXPRauVx+Xht5V+Lj48O2bds4fvw4Bw8eJC8vz2VjXS5yuZzU9DxS0/Po6WqldN8uTlSU0PbKfgJ91GzOXUfGhjQ8PMQOX8F9eKvtaFR2BibURPianR2O8CGSJLH79b0M6iWu+/gDxKdmcuLECTo7O8nLyxPJtxOdPHkSs9nMpk2bxE50QRBchsi/Rf79YfPl33K5nNzcXIqLiwkMDCQqKopnnnlG5N/LSC6Xz3aYKSsrY926dcTGxor3FitQwtpM/vnfHuedXX+k6sgbPPrES9x4TR4ZG1LF93uVifAx0zioIzVEdIRYDpOTBo5XNxEak8vajC1X/DgTExOUlZXh7e1NYWGhKMI6idlspry8nLS0tNkxNoIgCEthQVunvvOd77Bnzx6+/vWvs3nzZqKjo9FoNGg0GmJjY7nrrrt48803efnll9FoNEsScFRUFJWVlXz7298mOTkZtVqNr68vGRkZ/OhHP6K6unp2zthiUSgU/Pd//zenTp3im9/8JllZWfj7+6NQKPD29mbdunV85jOf4S9/+Qu9vb1otdorep7Y2Fhqamr43e9+R1FREYGBgahUKkJDQ7nxxht59tlnOXDgAAEBAYv6+c3n3MS6oKDgoosAeXl5szvY4YP2bh+WnJyMv78/tbW1vPTSS7z22mvccccdRERE4OHhgb+/P3l5efzXf/0XDQ0NZGZmLvanc8Xuuusu2tvb+fnPf8727dsJCQlBpVLh6elJfHw8t956K4888gjt7e3s2LHD2eHOaaatXnBwMAcOHJht+ydARFQ8d3zuW3zt/z1Dwc0PYZCH8WZxDb987K+8X3wE/YRIagT3IJNNnw7v0S/N67BwdfYfPMbptkHSt3yE3MKPUFpaysDAgNiF7mQdHR2cOXOGvLw8sQgiCILLEPm3yL+vJP/WarXk5ORQU1PD2NgYGo2GXbt2ifx7mcXExLBlyxYaGhqora2dne8urCwarZaPfearfPrh/0Lll8gr75Tyj5f2MDFhcHZowjIK9TIzZVEwYV76jVMCHDxyHCsadtz82SveeNLf38+BAweIjIxk06ZNIgd0EofDwfHjxwkICCAuLs7Z4QiCsMLJJNELWFhGNpuNQ4cO4e/vPztXXHCOjo4O6urqWLdunXjDcREWi4Wasvco3f86wz0NyB0G1qdEsWVTNuFhQc4OTxDmNWZUcqjdn5tSBlGIbtsu41R9My+8XkJE0lbuvP8HVFZW4uXlRU5Ojki+nWh4eJijR4+yefNmgoLE73dBEARhZWhubqalpYWioqIl2ywhXJrBYODYsWMolUo2btw4OxNdWHmMhineeulxakvfQqswcPO1+axPSxSnxFeJsk4//LUWkoPFRoilpJ+Y4jd/eJ6QhC08+K1HFvzvS5IkmpubZzeBrVmzZokiFS5FkqTZjXsFBQWLPu5HEAThw0QxXFh2BoOBAwcOkJKSIoqwTjY8PMyxY8eIiIhgw4YNYkbtRUiSROOJckr3v0Lb6eNg1RMb4cfmTZkkJ8aKr5ngkiQJ9jYFsSFcT5i3xdnhCEBf/zBP/PU11AEJ3Pa5H9DQ1ExcXBxr164VC2ROJN6TCIIgCCuVJElUVlYyNTVFfn7+srR6Fy7OZrNRVVXF6OgoeXl5+Pr6OjskYQnV1xzljed/x9RQK2mJYdxyw3Z0uivrYCG4j84xDa3DnmxPGHF2KCvam28Xc/xUP5/50v+RtC57Qfe12+1UV1czNDREXl6eaMntZK2trTQ2NlJUVHTFXX4EQRAWQhTDBaeYOYUl5qM6n9ipfvn6uts5+v7LnKgswW4cIsDHg80568lMF3PFBddzos8Li11OdqTe2aGsegaDiT8+/RJ6uy87bv8q45MmsQvdBYhuNYIgCMJKZ7fbOXToEN7e3mRlZYkNeE4kSRKNjY00NTWRnZ1NRESEs0MSltDU5AR7XnyUk8ffRac0cct1+aStTXR2WMISsthlvN0QzM7EIXQeYizCUhgbn+C3f3qR8KQC7v/G/y7oNc1oNHLs2DFkMhmbNm0SHVOcbHBwkLKyMrZu3bqs42gEQVjdRDFccJqOjg5OnjxJUVEROp3O2eGsajM71UdGRsjNzSUwMNDZIbm0Cf04x0tepfzw2xjGzqBR2shJT2JTbia+PuJnWXANIwYVpR1+3JgyiGhg4Dx2u4Nn//EaLX1WkvLuIjQ8ik2bNuHv7+/s0FY1SZIoLy/HbDazdetW0eVDEARBWLGMRiMHDhwgISGBxERRjHO23t5eKisrSUhIICUlRWxQWOFOVh7izRd+j2GkjQ0pa7jpum14eooi3Ep1pN2PEC8LiUGiVfpSeG3P+1SeHuKer/yChNTMy77f6OgoZWVlhISEkJGRITqlONnU1BQlJSWsW7eOmJgYZ4cjCMIqIorhglPV1dUxODhIYWGhmJfqZJIk0dbWxqlTp0hOTiYpKUkk5pdgtVqpKdtLacnrDJ2pR+4wsC55DZs3ZREZHuLs8IRVTpLg3cYgsiL1hHiJVunOsufdEkqq+vCJKWLntdeTlZUlOnC4gIaGBjo7O9m2bZv4fgiCIAgr3ujoKIcPH2bjxo2EhoY6O5xVT6/XU1ZWNntiX7wXWdkm9eO88fzvOF31Pl4qC7feWEhKkhjPsxK1j2jpHNOwLX7U2aGsOCMjen73xItEpe3g3q/812WtV567zpmamkpCQoJY53Qyq9XKwYMHCQ4OZsOGDc4ORxCEVUYUwwWncjgclJaWolAo2LRpk3hT4gLGxsYoLy/H09OT7Oxs0TroMkiSRPOpKo4W76K1/hhY9USH+7JlUxYpSWKuuOA8tb3eOCTIjJhwdiirUnnlSZ7ZcxqFXypffPifSU5OFq9zLqCnp4eqqioKCgrEzE5BEARh1ejq6qK2tpZt27bh7e3t7HBWPavVOjtHPCcnh6CgIGeHJCwhSZKoK9/PnhcfwzTWSWZaNDdeuw2NxsPZoQmLyGyT8U5DMNclD6FViVbpi+mV1/dS3TTCvV//NbFJ6y55vcViobq6mtHRUdEB00VIksSxY8ew2+1s3rxZrJUKgrDsRDFccDqLxcKBAweIjIxk7dq1zg5H4OyJ55oahoaGyM7OJiREnHK+XP09nZQWv0zt8f3YjUP4eyvJy15HVkYaarVIdIXlNTSl4njXdKt0UYNdXk3tffzvM5UotIH8+w9+zJo1Uc4OSWD6JNbBgwfJysoSszoFQRCEVefkyZP09vZSVFQkOrO5AEmSaG9v5+TJkyQlJYmNk6uAfmyE1//xW5pq9uOjsfHRG4tITIh2dljCIjrc5k+4j4n4QKOzQ1kxhobG+P1TLxO7/lo+9y8/u+T1IyMjlJeX4+PjI7pvuJBTp07R09PDtm3b8PAQ66OCICw/UQwXXMLExAQHDhwgMzOTyMhIZ4cjMJ2Yd3Z2UldXNzvPTOzau3yT/5+9+46vur4eP/5KcnOzbvbegwwSIJAQSAKoLBXFWWurrb+qbdXWqtVWW2uH3bvW0WFt62jdVRQcoLJHEkgIkEAge++d3Nx97+f3B+Z+iQQIkORmnOfjwYOQe+/ncy6XG+75nPM+78EBCndvonDvZnS9jbi5mFmcnsjSrEX4+cpKDDE5FAU+Kg8iK7qfIC+zo8OZNWpbjfzq+f2oXaw89uNfEhU7x9EhCcBoNLJ7925iYmJISUlxdDhCCCHEpFMUhf3796MoCtnZ2ZLfTRH9/f0UFhbi4eHB4sWLZTrbDKcoCofyP+GjDc9hHGhk8fx4rlizQprnZ4iabg9aBtxZES+j0sfL2xs/prSmn69+9xliEuae8X6KolBVVUV5eTmpqakkJCRIg9EU0dTUxJEjR2Q6jRDCoaQYLqaMtrY2ioqKWLFiBX5+fo4OR3xqYGCAoqIi1Go1ixcvxsPDw9EhTStms5nSwh3k79xIZ2MZzjY9qYnh5C7NJCpS9usTE+9wizfOTpAeLqPSJ5qiwLE2N/7+Wj4qYwt33/d95mUsd3RYgpPbsuTl5eHm5kZWVpZcFBFCCDFrmc1mdu/eTWhoKPPnz3d0OOJTZrOZkpISOjs7ZTrbLNHf283GV56k5tge/DxsXL9+JfGxUY4OS1wkvdmZTyqCuDKlEzeVXHK/WB2dPfz9xXeYs3Adt937szPez2g0UlxcjFarJSsrC39//0mMUpxNX18fe/fuZcmSJYSGynVQIYTjSDFcTCmVlZXU1NRw2WWXSTf0FGKxWCgtLaWtrY2MjAzCwsIcHdK0oygK1ScOU7DjXarKCsDUT3SYLzlZC0mdmyCrMsSE6dCqOdTswxXJXTIqfQIZzM4UNXnzyY79GDtLuPLGO1l19ZcdHZb41JEjR+jt7WXFihWoVCpHhyOEEEI4lFarZffu3cyfP5+YGBnRPFWcOp0tISGBuXPnSp44wymKQtHezXzy7r8xDTaxdFEiay9bhtpNtjGYznbX+BPjZyAuQEalX6z/vbOZY3VD3PW9vxEZmzjqfbq6ujh48CABAQEsWrRItgGZQgwGA7t27SIhIYGkpCRHhyOEmOWkGC6mFEVRKC4uZmhoiOXLl+Pi4uLokMQpGhsbKSkpITY2lrS0NEnML1BHaxMFOzZQUrQDy1AHfl4uZC+eR8bCebi7y2g0Mb5sCmwpDyYnpo8ATxmVPhE6tGqKm3xori6m7tgO5i1Zzxe//gNZfTxF1NbWcuLECS677DI8PT0dHY4QQggxJXR0dHDgwAGWLVtGQECAo8MRpxiezubq6kpWVpZMZ5sFers72PjKk9Qd34e/J9ywfhWxMRGODktcoKouTzq0apbF9Tk6lGmtrb2bZ196l+TFV/Olex4/7XZFUaioqKCyspJ58+YRFxcnOfgUYrVa2bdvH15eXmRmZsprI4RwuFldyTKbzaSkpODk5MQbb7zh6HAE4OTkxKJFiwAoLi7mbL0aTU1NuLm5oVarqaiomKQIZ7fo6Gguu+wyurq62L17NwMDA44OaVoKCY/iui89wEM//w+rbvgWZvdYPtpzjD///RW2fLKb3j4ZZy3Gj7MThHkbaRlwc3QoM47FBkfbNBxo9MVdf5zGY58QHreIG//fdyTRmyLa2to4duwYS5culUK4EEJMAZKDTx0hISGkpqZy4MAB9PqxrV6UHHxy+Pj42PdV3bFjB21tbY4OSUww/8AQbr//V6z74nfRKgG8+MZmPtq6F7PZ6ujQxAWI8DHQNaTGZJGc8GLs3FMArn6sWv+V024zGAzk5eXR2NjIJZdcQnx8vOTgU4iiKBw5cgRFUVi0aJG8NkKIKWFWF8OfeeYZKioqSE1N5eabbx5xm6Io7N27l5/85CesWbOG8PBw1Go1Pj4+zJs3j3vvvZcjR46M+VxlZWXcf//9LFiwAB8fH9RqNcHBwaxatYo///nPDA5OXPHre9/7Hk5OTvZfO3fuPOdjamtreeihh5g/fz7e3t54eXmRnJzMt771LY4dO3bOx3d2dnLvvfcSGRmJm5sbc+bM4bHHHmNoaOicj7311lu55pprqKmpobS09IwF8aioKO68807MZjPf/e53z3lcMT40Gg2XXHIJISEh7N69m/Lycmw2m6PDmpa8NN5cdtWXeOjnL3D97T/BLzqLgtIWnv7nm7y54UMaGlvP2hAixFhF+BhoGXBH/jmNnx6dKzurA+nRuTLft5aCXR/g4R/PrXf/BDfZ5mNK6OnpoaioiMzMTAIDAx0djhBCCCYnBx8YGOD111/nrrvuIjMzEz8/P3v+vXLlSv74xz/S19c3bs/JYDDwt7/9jTVr1hAcHIxarSYyMpL169ePqeB//Phx/vKXv3D77beTmZlJVFQU7u7ueHl5kZCQwBe/+EU2btx4zrzgQnLwhIQEwsLCePPNN9FoNPzkJz856zkkB588KpWKRYsWkZ6ezsGDBykpKcFisTg6LDGBnJycyFl5Hd949G9Ezb2U/MP1PPv8GzQ1SzPEdOOptuHjbqFtUBrSL1RLaycnatpIXXQp4VHxI29raWHHjh24u7uzcuVKfH19HRSlOJOKigo6OztZunSpTH0VQkwZs3ZMularJT4+nq6uLl577TVuueWWEbfHxsbS0NBw1mM4OTnxyCOP8Nvf/vasHU5/+tOfePTRR8+auMTGxrJp0ybS09PP74mcw5EjR8jKyhpx7h07drBy5cozPua5557j/vvvx2QyjXq7Wq3mySef5Jvf/Oaot3d1dZGTk0N1dfVpt+Xk5LBz507c3Eb/QLht2zbWrl1LXFwcBw8epLCwkLi4OFJSUka9f319PUlJSZjNZvLy8sjNzT3j8xLjr7e3l+LiYlQqFRkZGfj4+Dg6pGlNURRqK0rJ376BymMFYOojMsSb3KWLSE2Zg4vLrO5fEhfBajs5Kn15XC9+HnIR7WJYbXC8Q0NdjydzQ7REevXxr/+8Ra/Rk9u+9RsSUhY6OkTByULI3r17SU1NJT4+/twPEEIIMeEmIwffvHkzN954I0aj8azHCQ0N5bXXXmPVqlXn/0ROUV5ezvXXX095efkZ77Nu3TreeustvLy8Rr39tttu45VXXjnnuS677DI2bNgw6kjzi8nBt27dys6dOwkICODuu+9Go9GcNQ7JwSff0NAQhw4dQq/Xk5GRQVBQkKNDEhPMZrORv/0ddnzwH6y6NpZnpbLykmxUKikqTRcVnZ706NTkxPY5OpRp6ZU336Oq1cI3fvAPQiNiADAajZSWltLR0UF6ejqRkZGy4ngKqquro6ysjBUrVsh1YiHElDJrKyt///vf6erqIjo6mi984Qun3d7c3AxAYmIi3//+99m0aRNFRUXs2bOHn//85/j7+6MoCr///e/54Q9/eMbzvPnmmzz88MNYLBbUajUPPfQQH3zwAfv37+fVV19lxYoVwMmEct26dfT394/bc7TZbNx1111YLBZCQkLG9JjXX3+de+65B5PJhK+vLz//+c/Zu3cvhYWFPPfccyQmJmIymfjWt77FW2+9NeoxfvCDH1BdXY23tzd/+9vfyMvL49e//jWurq4UFBTwpz/9adTHmc1m7rvvPgCefPJJAgICyM3Npbq6mrq6ulEfExsby0033QTAL3/5yzE9RzF+/P39WblyJUFBQezevZuKigpZJX4RnJycSEhJ58vf/Cn3/fh5slbfRrtOw1sf5PHUs6+wL/8gBsPoTSpCnI2LM4R6G2kZkBXLF6NH58qOT1eDXzanm4QALRve+5hurTNXfO4bUgifInQ6Hfn5+SQkJEghXAghppDJyMG7u7sxGo04Oztz5ZVX8uc//5nt27dTXFzMpk2b+OIXvwhAe3s711xzDYcPH77g59PZ2cnll19uL4TffPPNvP/++xQXF/P+++/bV75v2bKFW2+99YzHUalUZGdn853vfIcXXniBzZs3U1RUxCeffMIzzzzD/PnzAdi1axfXXnvtqPnWxeTg999/P3/4wx+YM2cOx44dO2c+Jzn45PPy8mL58uUkJCRQUFAgq8RnAWdnZ5avvYl7vv9XIpJWsPdgDc+9+D9aWjodHZoYowgfI51DasxWKdaer6bmdirrOpi3eKW9ED68GtxqtbJ69WqioqKkED4FtbS0cPToUbKzs6UQLoSYcmblynCr1UpCQgINDQ1873vf43e/+91p91m2bBmPP/44V1xxxaj/uVZXV5Obm0tnZycqlYry8nISEhJOu9+CBQs4evQoAO+//z7r168/7T433XQTGzZsAE6uIv/Od75zsU8ROFlQfuihh5g7dy433ngjv/nNb4AzrwzX6XTEx8fT0dGBRqMhPz/fnngPGxgYYMWKFZSWlhIWFkZVVdWIDneTyYSfnx96vZ5XX311RNL/m9/8hscee4zExEQqKytPO/9vf/tbfvCDH3DVVVfx4Ycf2r/f3d1Nfn4+ixcvJjw8/LTHvffee1x33XU4OTlx4sQJkpOTz/vvSly8np4eDh06JKvEx5luSEvRnvc5sOdDtN31qF1MZMxLIDsrg4AA+TsWY9cy4EZZu4Y1id1Iznh+rDY40aGhtseTlBAtiYE6nJxg64589h6sJOPSL3DdrfdLMj4FmEwm9uzZQ1BQEOnp6fKaCCHEFDFZOfgbb7zBjh07eOyxx4iJiRk1lmeeeYYHHngAgNWrV7Nt27YLek733Xcff/3rXwF4/PHH+elPf3rafR5//HF+/vOfA/D222/zuc997rT7WCwWVCrVGc9jtVr5whe+YL9msGnTJq699lr77eOVg7/77rvs2bOHwMBAFi5ceNb/QyUHdxytVsvhw4dllfgsYrPZ2Pvx/9i1+WUUQweXZM/n0uVLZHLcNLCjKoCkIB1RfgZHhzKt/Pe1TdR0WLn3h//CNyCYkpISOjo6WLBggRTBp7Curi4KCgrOeP1eCCEcbVYWw7ds2cJVV10FQElJCQsWLLig4/zlL3/h/vvvB+CJJ57goYceGnH7wMCAfd+SzMxMDh48OOpxSkpKWLjw5Gqym2666Ywrrs9HY2MjaWlpaLVaduzYwc6dO/nZz34GnLkY/vbbb/P5z38egB/+8Idn7PLeunUrl19+OXDy7+Bb3/qW/bbS0lLS09NRqVTo9foRSX1dXZ19hdbg4OCI8WtNTU3MnTsXi8XC0aNHSUxMHHHO1tZWDh48SE5OzmnJntlsJjw8nO7ubh599FF70V9MPqvVyokTJ6itrSU5OZnExEScnSVBGw8Wi4VjxXvI3/EubfWlOFmHSIkPI3dpBjHR4ZIMiHOy2GDLiRAuTejBx11WkoxVj86VQ80+uLrYyIgcwNvNCkDpsQre/mAPUSmXcMe3f3vWi9hiclgsFvLy8nB3d2fJkiXyc1EIIaaQycrBx2rJkiUUFRXh7OxMR0cHgYGB5/V4q9VKUFAQfX19xMbGUl1dPeqemKc2AWRlZVFYWHhB8e7fv5+cnBwAHn74Yf7whz/YbxvPHFyv17N7925iYmJITU09YzySgzuWoijU1NRw/PhxYmJiSEtLk8+is0B7Sz3v/PdPtNUeIsxfzQ3XrCUs9Px+donJdaLDiwGDiqUx4zcFdKarb2jlhdc3k7788+Re8WWOHDmCv78/CxcuxN1dJt1NVf39/ezdu5f58+cTGxvr6HCEEGJUs7JK9eabbwKQlJR0wUk4MGJ/sdH25jp1z+3RVo0PmzNnjv3rc+1tNlb33nsvWq2W22+//az7g5/q1MR8+ELFaFauXGn/APLZwv3wmPegoKDTkrGwsLDT7jfswQcfZGhoiEceeeS0QjhAeHg48+fP58CBAwwMDIy4zdXV1d4Z/8Ybb5wxbjHxXFxcmDdvHsuWLaOxsZE9e/ac9nqJC6NSqVi4dBX3fO9J7njoGZIXr6e82cQLr3/Ecy++RcnRcqxWGVEvzkzlDCHeRloGRt8vUoxktcGxNg15df7E+OtZEd9rL4S3tHSycfNevENS+OLXfyQXH6cAm81mL2osXrxYCuFCCDHFTFYOPlbDObLNZqO2tva8H19ZWUlfXx8Al19++aiFcDiZHw03khcVFZ1x+69zOXUam8EwcoXheObgHh4e5ObmUltbe9a/F8nBHcvJyYk5c+awcuVK+vv72bFjB11dXY4OS0yw0IhY7nr4z1x23TfoGPLgn//dyO59hbJV3RQW4WOgQ+uGRV6iMduxZz+KOhjfyIUcOnSIefPmsXTpUimET2HD25QlJSVJIVwIMaXNymL4jh07AOyd1Rfq1ML1aKtfg4KCCAgIAKCmpuaMxzk1iR+P8WJvvvkm77//PgEBASM6xs+lp6fH/nVoaOgZ76dSqezPKy8vb8ReVcMr4bu6urBarSMe19bWZv/61BHan3zyCW+//TaxsbE89thjZzxvXFwcc+bMIS8vD51ON+K24deytraWhoaGMx5DTI6AgIARe4lXVlZKgjZOnJyciEuax613/4T7fvICS9b8P7oM3mzYXMCTf3+FvflF6PXj01QjZp4IHymGj0WPzpWd1YF06dRcmtBNUpAO509rq1qtjtff2QIeodxy10/w9vVzaKzi5Oqo4XGh2dnZZyxICCGEcJzJysEn6zhjzZ0/e/vu3bvP+1wAr732mv3ruXPnjrhtvHNwHx8fcnJyOHbsGC0tLWeMSXJwx9NoNKxYscK+l3hpaansJT7Dubi4sOrqL/P1h58iMCaL7fkn+Nd/3qazq+fcDxaTztvNirurlQ6t5OBjUVvfTGm9AfzT0Xj7sHr1aqKjo6XReQozGo3k5eURERFBUlKSo8MRQoizmnXF8KamJns39pIlSy7qWLt27bJ//dmEdNjdd98NQHFxMZs3bx71Pr/4xS+Akx9qv/71r19UTH19fXz7298G4He/+x3BwcFjfuyp3eaf7Ro/laIo9tW+JpOJqqoq+20pKSm4u7tjsVh45513Rjzu9ddfB06ukvf29rY//r777gNO7nHu4eFx1hiTk5OJiIggLy9vxAWMpUuX2r/es2fPWY8hJsepq8QbGhrYuXOndKuPs8DgMNZ/8V6+84uXWXvTg6BJYGteOU/87VU+2LKD7m4ZxSVGCtUYGTKp0BqlWDgao8WJw83e5NX5E+2n55L4Hnzc/++istVq4813tjBgcuPaWx8kMvb0SSZi8pWVldHd3U1ubi6urq6ODkcIIcRnTHYOfj7HUalUo04mO5ex5s6fvb2srGzM5+jq6iI/P5+vfe1r9jHkgYGBfPnLXx5xv4nIwQMCAsjKyqK4uJjOzs5R45McfGo4dZV4X1+f5N2zRETMHO7+3pOsuOprtParePbFd9mXXyyLEKYYJydpSB8roxle+LCOdmMon7/5C7IafBqwWCwUFBTg6+vLggULpGlBCDHlzbpieF5env3rjIyMCz6OTqfjySefBECtVnP99dePer8f/vCHrF27FoAbb7yRhx9+mM2bN1NYWMgbb7zBypUreeutt3BxceHpp58+675cY/G9732PtrY2li1bxte+9rXzeuyp5z71IsNnHTp0CK1Wa//zqV3garWaW265BYC77rqL5557joKCAn7/+9/z+OOPA3D77bfb7//HP/6RiooK1q1bxw033HDOGJ2cnFiwYAG+vr4UFBTYu54XLFhgvwB+6mssHC8gIIBVq1YRHR1NQUEBBw8ePG20n7g4Hp6erLjiZh782fN87qs/Izghh8KyDv7y/Fu89r/3qa1vRlEUR4cppgBXF4VgL5Mk45+hKFDb48G2qiCMVmdWJXaRHPx/q8FP3kfhw4920dCuI3fNrSxcuurMBxSTpqqqioaGBnJzc+ViiRBCTFGTnYOfywcffEBJSQkAV1555YgV02OVmJhozz/Ptdr71NvPtYJ65cqVODk54eTkRHBwMMuWLeP5559HURQCAgLYsGEDfn5+Ix4zUTl4WFgY6enpHDhwwD4S/lSSg08tw6vE4+PjKSgooLi4eNy24RNTk0qlYu31d/C17z6Ff9QiPtl3lBdefofu7j5HhyZOEeFjoH3QDdnVbnSKAvW9Hry8x0xLex83rMtmQfpCKaxOcTabjQMHDqBSqcjMzJTXSwgxLcy6YnhTU5P965CQkAs+zve//317Ivutb32LyMjIUe+n0WjYvHkz//znP4mKiuJPf/oTV199NUuXLuWWW25h165dfO5zn2Pfvn3ce++9FxwPwN69e/nXv/6FSqXi2WefPe//iK6++mp7MvvEE0+M2k1ss9n44Q9/OOJ7g4ODI/7829/+ltjYWPr6+rjnnnvIzc3l+9//PiaTiczMTB555BHg5IWAX/3qV7i5ufHMM8+MOU4nJycyMzNRqVQUFp7cH+nU0e2nvsZianB2diYpKYk1a9Zgs9nYtm0b1dXV0rU8zlxcXEhfspK7Hn6CO7/7F1KyrqWixcxLb3zMP55/kyOlJ2RfcUGEr4GWASkaDuvRubKrJoCqLk8yI/vJjunHS336+6So+CgHj9YxZ8FKLr/hTgdEKj6rsbGR8vJycnJy0Gg0jg5HCCHEGUx2Dn42PT09fOtb3wJOfnYentJ2vry8vFizZg0AJSUlI8aYn+q1116jtLTU/ufP5s5jdf/993P8+HEuvfTSUW+fqBw8JiaG5ORkCgoKGBoaGnGb5OBTz/Aq8dWrV2OxWNi6dSs1NTWSd89wUXHJ3PP9Z8i94g6aep34+wsbKCg8Ig3xU4SvuwW1i0LnkNrRoUw5fXoVe2r9OdHhSW/1VmICFS6/5v85OixxDoqicOjQIUwmE0uXLpVtyoQQ08asK4afOuLL39//go7xyiuv8Je//AU4uZr6V7/61VnvX1RUxGuvvXbGfcO3bt3KSy+9ZB89fiFMJhN33303iqLw0EMPsWDBgvM+RlRUFN/85jcBaG5uZvny5WzcuJGBgQEMBgMFBQVcffXVbNmyBbX6/z7E6fX6EccJDQ2loKCAu+66i7CwMFxdXYmLi+ORRx5h586d9jFsDz74IDqdjkceecQ+mq6trY27776biIgI3NzcSE5O5le/+hUmk2nEOVxcXFi6dClGo5FDhw7ZO+WBM45xE47n4eHBkiVLWLp0KXV1dTLCbYI4OTkROyeVW+76Efc//iLZl99Oj8mfdz46wJ//9jK79x5Ap5PV+bNVmLeRAaOKIdOs+wgwgtHixKFmH/Lq/An3NrI6sZswb9Oo962rb2bz9kICoubz+Tu/f1F7lIrx0dHRwZEjR1iyZMkFf54TQggxORyRg4/GarXy5S9/mfr6egB+9KMfXdRK9Z/97GeoVCrg5MrrX/7ylzQ0NGA2m2loaOCXv/wlt99++1lz58964YUXKC0tpaSkhN27d/PEE0+QlJTEX//6V772ta/R3t4+6uMmMgdPTEwkMjKS/Pz80yZ8SQ4+NXl6erJ06VKysrKoqalh9+7dI/a5FzOPq6srV37u69zx7SfwiVjAlp2HefGVd+jtvbAGHDF+nJwg3Eca0k9lsjhxpMWbvbUBBGtMRDsVo+1tI2v5Vfj6Bzo6PHEWiqJw7Ngxent7ycnJkW3KhBDTipMyy1oF77nnHp577jkAzGazPXkdq507d7Ju3TqMRiP+/v7s3buXtLS0M97/rbfe4rbbbsNoNJKens7PfvYzLr30Ury9vWlsbOSNN97gF7/4BXq9nnnz5rF161bCwsLO+3n99Kc/5Wc/+xkxMTGUlZWN2MPs1NsBduzYwcqVK0c9jslk4vOf/zzvvffeGc+VkJDA5z73Of74xz8C8O677573iLotW7Zw1VVXERsby/Hjx/Hw8KC9vZ3s7Gzq6+vx8PAgNjaWyspKrFYr1157LRs3bjxttbvBYGDPnj2Eh4dzzz33kJeXR3JyMuXl5ecVj5h8NpuN6upqysvLCQ8PJy0t7Zx7xosLZ9DrObjvQw7s+YD+jmpUipFF8+LIWZJJUJCfo8MTkyyvzo8QjYnEIJ2jQ5l0igJ1vR4cb9cQ6GViftjgqCvBh/X1DfLcSxuwuoXz9YefJDgsahKjFaPp6ekhLy+PRYsWERUlr4cQQkx1k52DjyWO9evXs3HjxotezfSf//yHu+6667Tm7WEuLi48+eST3H///QDccMMNp+3rfS4Gg4Gbb76Z999/n+joaPLy8i7o/7+LycEVReHgwYNotVqWL19uv/i9fPlyycGnOKvVSnV1NRUVFURERDBv3jzc3GTLpJnMZDKxdePzHNj5DmplgMsvyyIrc76MMXagHp0rBQ1+rEvpHLEV12yjKNDQ50FZuwY/DzMLwgbxUlt47sW36NR58e2fvoi3r5+jwxRnUVlZSXV1NZdccslptQchhJjqZt3SplP3kzxXV/ZnFRUVcd1112E0GvHy8uLDDz88axLe3t7OHXfcgdFoZN68eeTl5XHDDTcQEBCAq6srCQkJ/OAHP+C9997DycmJY8eO2ZPk83HixAl+85vfAPDMM89c1H9GarWajRs38sILL7B48eIRq9/8/Py4//77KS4uHjFu6Xy7+41Go/15Pvnkk/YC6KOPPkp9fT0rVqygra2N48ePU1paSmhoKO+99x6vvPLKacdyd3cnNzeXpqYmcnNzAaSgOk2cOjpdURS2b99OVVWVjHCbIO4eHixfexMP/OSffP7rvyQ0cTlFx7v4y/Nv88obm6ipa5IxarNIhI9xVu4bPjwSvbrbk8VRZx6JPsxkNPPa2x+ix5vP3f49KYRPAX19fRQUFJCWliaFcCGEmCYmMwc/kx/84Af2QviKFSv43//+Ny5jPb/yla9w4MABbr75Zry9ve3fd3Z2Zs2aNezbt29EI/qFrIx3d3fnhRdewNPTk8bGRr73ve+d9zEuNgcf3qpMrVZz4MABrFYr8H+vp+TgU5eLiwvJyckyOn0WUavVXH3zN7j923/AMziVD7Yf5L+vb6KvX1aJO4q/hxkXJ4WuWTwqfXgkenmnF4siBsiJ6UPjZuVERS2tXVqyVlwthfAprqGhgYqKCnJycqQQLoSYls6vJXsGCA4Otn/d09MzImE9m2PHjrFu3ToGBwdxc3Pj3XffJScn56yPef311+37aj322GNn/I9izZo1rFmzhq1bt7JhwwZ6e3vPK0n+85//jMlkIiEhAZ1Ox+uvv37afY4ePWr/evv27bS1tQFw7bXXnhaXk5MTd9xxB3fccQdarZb29nbUajURERH2CwYlJSX2+5/vxYjf//73VFVVsW7dOm644QbgZOfqcNxPPfUUPj4+wMkReI888ggPP/wwL774Irfddttpx9NoNCxfvpzOzk5uueUWGbs9zXh4eJCVlUVnZyclJSU0NDSwYMGCEe9VMX5cXFyYv/gS5mWuoKmukvztb3H88F4q3/yE0EBPcrIWsGBeCiqV7Pkzk4X7GChp9UZvdsbDdeZfCDNanChr96a5352k4CESA4dwOUc7oKIovPvBNtr7rKy+/m5SFiydnGDFGfX19dlXnyUkJDg6HCGEEGM0mTn4aH73u9/x29/+FoDMzEzef//9cS3eLly4kDfffBOr1UpraysGg4GIiAg8PT0BePXVV+33vZBCPkBQUBDLly/nk08+YePGjVgslvNaYT8eObizszNLliwhLy+PwsJCli5dah+9Lbnb1Dc8Or2jo4OSkhLq6+tJT08nMFBGEs9U8cnpfPMHf+Pjd/7Fwb2b+Pvzb3HlqqVkLEyTVeKT7OSo9JMN6SGa0SeJzFQmixPHOzQ09nkwJ2iIpKAhVJ/m4oqisGNPIa6acFZccYtjAxVn1dTURElJCdnZ2fj5+Tk6HCGEuCCzuhje29tLbGzsOR9TXV3N5ZdfTnd3NyqVijfeeIO1a9ee83HHjx+3f52ZmXnW+y5evJitW7dis9moqKggOzv7nMcfZjQaAaipqeHWW2895/1/8Ytf2L+ura09azeXRqNBo9GM+J7JZOLAgQPAyZHpQUFBY461rq6O3/zmN7i5ufHMM8/Yv19eXo7BYMDDw+O0v6vly5cDcPjw4TMe19vbm1//+tc8+uijNDY2jjkeMXUEBwezatUqampqOHDgAIGBgaSlpdkvyojx5eTkRHR8MtFfe4ze7k7279zAoYKtbPykiK27i1i6aC5ZmQvw8pJVHjORm0ohwNNM64AbCYHnt0JrOjFbnaju9qSq25NgLxOrE7vwPMtK8FPtySuirLqNeTnXc8mVX5jgSMW59Pf3k5eXR1JSkn2PUyGEENPDZObgn/W3v/2NRx99FDhZ5P3oo4/w9fU97+OMhYuLy6hTS/bu3Wv/+nzy/M8a/nvU6XR0dnYSHh4+pseNZw7u6urKsmXL2LdvH4WFhQwMDIyITUx9ISEhrFq1iurqavLz84mIiCAtLW3EBAcxc7i5u3PtrfeRunA5m157kk2fFHK8ooZrr1qFj7fm3AcQ4ybCx0Bhox8LwweZDb0Ip45E9/cwsyqxGy+1dcR9yo5X09GrZ/lVX0bjLdf+pqrm5mYOHz7M0qVL5f97IcS0NuvGpC9YsMD+dUVFxTnv39TUxJo1a2htbcXZ2ZmXXnppzPtjn9qpbbFYznpfs9k86uOmog8//JD+/n4AvvCF8ysQfPvb30av1/Pwww+PuJg9fLzRCp/DHWfD9xlNR0cHJ06c4Cc/+Qmpqaljem3F1OPs7ExiYiJr167Fy8uLXbt2cfDgQXS62bev8WTyDwxm3U338NDP/8OVX/gurv5z2XGgij///TU2fbiNjs5eR4coJkCEj4GWgZl50ctmg5puD7ZWBtGpVZMb00d2TP+YC+EnKmrYvq+EsPgsrv/Sg7JywsEGBgbIy8sjMTGRpKQkR4cjhBDiPE1mDn6q//73v9x3333AySburVu3nlcj93gwmUy89dZbAERGRrJs2bILPlZzc7P96882rJ/NeOfgwwXxgYEB7rrrLlxcXEa8xmLq++zo9G3btlFeXn7O61Zi+kpMy+Dex55l0SU3U9ls4G//fosjpSdkq7RJFOh58rpvt87VwZFMLEWB9kE1u2oCqPh0JHp2TN9phXCbzcbOfUWoNREsv1yaz6eqlpYWDh06RFZWFiEhIY4ORwghLsqsK4ZnZWXZR6IVFhae9b4dHR2sXbuW+vp6AJ599lm+9KUvjflc8fHx9q/37Nlz1vvu3r0bOLlaMy4ubsznAHjxxRdRFOWsvx5//HH7/Xfs2GH//vmey2Kx2I/l6urKXXfdNebHfvjhh2zatInY2Fh++MMfjrhtuDu/s7PTvtJ92PBK77OtEB5eqd7Q0EBgYCBVVVVUVlaOOTYxtbi5ubFgwQLWrFkDwLZt2ygtLT3t34YYX+4eHuSuvpEHfvIcX7jn14QnX0JxeTd/e2ED/31tE1U1DZIszyDhPkZ6dK4YLTOn0Kso0NjnzraqQOp6PVkUMcCK+F4CvcznfvCnOjp72PDBLjwDErjl7h+jdpt9e6tPJYODg+Tl5ZGQkEBycrKjwxFCCHEBJjMHH7ZhwwbuvPNOFEUhKiqKbdu2ERERcf7BX6SnnnqKzs5OAL7xjW9c8D7lzc3N5OfnAxAbGzvmUfMTlYOr1Wr7OPgHH3yQFStWnNfzEVPD8Oj0nJwc2tvbZT/xGc7dw4MbbnuIW7/xK1S+c3hncz5vvP0hWq0sPpgMJ0elz9yGdIAenYq8On8ONvsS5WtgdWIX4T7GUVfCHy2rpLPPSM7K6/D0kikFU1FrayvFxcUsXryYsLAwR4cjhBAXbdYVw9VqNUuXntz3c7iAOpq+vj6uvPJKysvLgZP7cp9P4Rdg/fr19tVkv/rVr0Z0cp/queeeo6ioCICcnJxR92yKi4vDyclpwlendXV1nXEVrslk4qtf/ap9v/Dvf//7Y96z02Aw8MADDwAn/y4/u0dbSkoK7u7u2Gy20/Y8H95jbdGiRWc8/vBr6ebmRm5uLsuWLaOyspLq6uoxxSemJk9PTxYvXsyll17K0NAQW7du5cSJEyMmKYjx5+zsTNqiZXztO3/g64/8nXk5N1LbCS+/vY2//esNig8fw2y2nvtAYkrzcLXh52GmdQYk48Pd5zurAzjeoSEleIhVc7rPmHifiV5v4PW3N2NxCeQLX/shfgEyAsyRBgcH2bdvH7GxsaSkpDg6HCGEEBdoMnNwgI8//phbb70Vq9VKSEgIW7duPe8mcBhbDt7Q0HDG29577z17ATopKYmHH374tPtUVFSwffv2s8bR39/Prbfeisl0cp/Z//f//t9Ywp/wHLywsJCf/OQnxMXF4ebmJk2z01hgYCCXXHIJCxcupK6ujm3bttHU1CSv6QyVsmAp9z72dxYsu4kTDUP89d9vcrRMFpNMhggfI60Dbsy0t9ag0YUDDb7k1fsT4Gni8qQuEoN0uJyh6mCz2di17yBuPpHkrvn85AYrxqStrY2DBw+SmZk55m1ZhBBiqpva87gnyPr169m1axcHDhxgcHDwtK5qo9HI+vXr7ftjffnLX2bt2rUcPXr0jMf08vIasRIcYO7cudx55508//zzNDc3k5GRwYMPPsgll1yCt7c3jY2NvP766/ZE08XFhV//+tfj+2TP086dO7nrrrvszzkmJgadTsehQ4d49tlnKSsrA+CKK67gxz/+8ZiP+7vf/Y7q6mrWrVvHjTfeeNrtarWaW265hRdffJH77rsPvV5Peno6Gzdu5MUXXwTgK1/5yhmPv23bNgDWrl2Lm5ubvSien5+Poiiyv+g05+vrS05ODt3d3Rw7doza2lpSUlKIi4vD2XnW9fRMqqi4JG7+6qP09XRxYNdGDuZ9xKatxWzdXcSSRSksyUxHo/F0dJjiAkX4GGkZcCMuYPruG96jc6WsXcOAUUVy0BDxAWdOus/GZrPx1rsf06NTsf7We4lLmj/+wYoxGy6Ex8TEMHfuXEeHI4QQ4iJNVg5eUFDAjTfeiMlkwtXVlT//+c+YzeazHicqKso+Fvx8zZ8/n9zcXG6++WbmzZuHWq2mrq6O//3vf7zxxhsA+Pv788Ybb4y6J3NLSwtr1qxh4cKF3HDDDfbVVyqVira2Nvbt28e///1v2tra7Ocb3gP9XCYjBx8YGGDXrl2kpqZSXFxMZmambC8zTTk5OREeHk5YWBgNDQ2UlZVRVVVFamoqISEh8rrOMJ5eGm6642FSFy3jgzf+wlsf7OV4eTVXX3EZXl4e5z6AuCBBXiasihO9elcCPKf/Ig+92ZkTHRqa+t2J8dOzNrEbd9dzT5Y4UlpO94CZlddfj4enXE+aajo6OigqKiIjI8MhU3WEEGKiOCmzsNWzubmZ2NhYrFYrL7300mkJXl1d3WlJ9blcdtll7Ny587TvG41Gbr/9dnsifCZeXl4899xzZxwBFxcXZx8VdyEv2U9/+lN+9rOfASfHpK9cuXLU+7311lvcfPPNZz3WHXfcwd///vdRk/nR1NbWkpaWhqIolJaWnnG/z/b2drKzs+3P81RXX30177///qgJWH19PfHx8SiKwmuvvcYtt9xiv62vr4+8vDySkpJkn9EZQlEU2traOH78OFarlblz5xIVFSXJ+SQxGo0cytvC/t3v09tWiYtiIH1uDDlLMwgNOX2qhZjahkzObKsMYl1KJ2rV9Po4MGh0oaxdQ+eQmjkBOhKDdLi6XPhz+GjrXvIP17D4slu55pZ75WeKAw3vER4bG8vcuXPltRBCiBlgsnLwU/PesXrhhRe44447Tvv+WHJwjUbD0NDQGY+dlpbGyy+/TEZGxqi379y5k1WrVo0pzvXr1/PCCy8QHHzuyTWTnYPfcMMN7N27l4CAADIyMuT/7hnAarVSW1tLRUUFvr6+pKamEhAQ4OiwxAQY0g7ywRt/oezgVrxUBq658hJSU8Y2BVKcv+JmH9QuNuaHaR0dygUzWZyo7PKitseTMG8jc0O0aNzGNj3QarXxzD9exegaybd/+jzuHtJ8MZW0t7dTWFjIokWLiIqKcnQ4QggxrmblksrIyEiuv/56AF555ZUJPZebmxuvv/4627dv5ytf+QrJycl4eXmhUqkICAggNzeXH//4x5w4ceKC9kIbb5dccgl/+MMfuOqqq4iPj8fT0xONRkNycjL33HMP+fn5vPDCC2MuhAM88MADGAwGHn744bMWpENDQ8nPz+frX/86oaGhuLq6kpiYyM9+9jM2bNhwxoT61VdfRVEUQkND+dznPjfiNj8/P5YvX05VVZV93J6Y3oY71letWkVKSgrHjx9n586dtLS0yBi3SeDm5kbOquu5/8f/4Ivf+A2Rcy/jUGUvf3/xXf7z2rtUVsm+4tOJl9qGj7uFtsHpsy/2oNGF4mYfdlYH4q6ysTaxm9TQoYsqhB8pPUF+cQUxKcu5+gvfkAu4DtTf38++ffuIi4sjNTVVXgshhJghJjMHn0z/+te/uPPOO5k3bx4BAQGo1WoiIyO56qqr+Pe//83hw4fPWAgHWL58Obt27eLxxx9nzZo1JCUl4ePjY79esHjxYu6991727t3L+++/P6ZCOEx+Du7u7s6KFSvo7e2luLhY9pyeAVxcXEhMTOTyyy8nICCAvLw8+2QHMbN4aby5+auP8vmv/RSbRzRvbNzJhk0fo9cbHB3ajBTx6b7h0/GyicUGFZ2ebK0Mot+gYkV8D1nR/WMuhAMcLjlOn87GstU3SCF8imlra6OwsJCMjAwphAshZqRZuTIcTo5Py83NxcXFhaqqqgvaQ0w4ns1mIzU1lYqKCn71q1/x2GOPjXq/gYEB9u3bR3x8vIxbnWGsVit1dXVUVVWhUqlITEwkOjpaxqdPoub6Kgp2bOBY8R5sxi6CfN3JyVrAwgWpuLq6ODo8cQ4VnZ706NTkxPY5OpSz6tOrqOjyon3QjUhfA8lBQ+eVdJ9JU3M7L772AV4hc7n7e8/gpfE+94PEhOjv7ycvL4+EhATZI1wIIWYgycFnhrPl4AaDgby8PHx8fMjMzJScbAYxGAyUl5fT0NBAVFSUfaGHmFm0A/289/rTlB/agbebiWuvvJTkpDhHhzWjWG2wpTyY5XG9+HlYHB3OmFht0NDnQUWnF+6uNtJCBgnWnP+Yd4vFyjPPvYbZLYpv//QF3NymT1P+TNfa2mrfI1xGowshZqpZWwyHk2O/Nm/ezN13380//vEPR4cjLsBrr73Gl770JQIDA6mtrT1t77lTydjVmc1ms9HY2EhlZSVWq5XExERiY2NRqVSODm3W6O/t4cCudzmY9zGGgWY8XW1kLUxmyeKFeHvLPlBTldbowo7qQNaldF7U6uqJoCjQpXOlstOLHp2aWH8dcwJ1eKrHZ7XR4KCO5156C4NzEF996AnCo2UcoKPItiZCCDE7SA4+/Z0rBzcajeTl5aHRaFi8eLEUxGcYrVZLeXk5LS0tRERE2KcZiJlDURRKCney+a2/Y+hrIGNeLFeuuQR3d7WjQ5sxipp88HS1kRY6tUelm61O1PV6UN3tiZuLjZTgIcJ9jFzo5dQDRaV8uPMwl3/+QZavvWl8gxUXrKWlheLiYhYvXkx4eLijwxFCiAkzq4vhpaWlZGRk4OzsTFVVFTExMY4OSZwHRVFYsGABx44d45lnnuG+++4752MGBwfZt28f0dHRpKWlSUF8BlIUhdbWVioqKtDr9SQkJBAfH49aLYnbZDGZTBwu+JiCnZvoaa3ERdEzPyWKnCWZhIcFOTo8MYrtVQEkB+uI8p0ao/AUBdoG3ajs8kRrVBEfoCMhUIfbOO5rbrFYefGVd2jqgc9/9cfMX3zJuB1bnJ/e3l7y8/NJTk4mMTHR0eEIIYSYQJKDT29jzcGNRiP5+fl4enqSlZUlBfEZaGhoiKqqKhoaGggODiY5OVn2FJ9hBvp62PTa01SV7MLH3cL1V61kTkK0o8OaEVoG3Chr17AmsfuCC8sTyWhxoqbbk9oeT7zdLCQFDxGqMV1UrGazlaf/8QqKVzzf/unzuLq6jl/A4oI1Nzdz6NAhsrKyCAsLc3Q4QggxoWZ1MRzg5ZdfpqqqirVr17JixQpHhyPOQ0tLC8899xxqtZrvf//7uLiMbRyzVqtl3759hIWFkZ6eLgXxGUpRFDo7O6msrKS3t5f4+HjmzJlzXvvdi4tjs9moOFpEwc53qSsvAnM/cZEB5C7NIDkxVt57U8iJDi8GjCqWRvc7NA6bAs397lR2eWGyOjEnUEecv37cV6wrisLGD7Zz+EQbK67+Kmuvu31cjy/GrqOjg8LCQubOncucOXMcHY4QQohJIDn49HU+ObjJZCIvLw8PDw+ysrLGnK+L6cVgMFBdXU1dXR2+vr4kJSUREhIiud4MoSgKh/I/4aMNz2EcaCRrQQKXr16Om5ssNrgYFhtsORHCpQnd+Lhf/NZf40Vncqaq24uGXg8CvUwkBQ0R6Gkel4J9wYHDbNldyrovPkzOqusv/oDiojU1NXH48GGWLFlCaGioo8MRQogJN+uL4WJ20ul05Ofn4+3tzeLFiyUxn+F6enqorKyko6OD6OhokpKSZH+zSdbaVEv+trc5Wrwbm6GLQB81OVnzWbggDbVaRtk72oBBxe6aANbN7UDlgIU7w3uQVXV5AQpJQTqi/fS4TFAsBYVH2LKzmOTMq7jlrh/JaiUHGe5CX7hwIdHRsspECCGEmGlMJhP5+fm4urqyZMkSWQk4g5nNZmpra6mursbDw4OkpCQiIiKkKD5D9PV0sfGVJ6kt24ufh43r168iPjbS0WFNawcafPFxtzA3ZMjRoTBodKGyy4vmfnfCvI0kBQ2N637mJpOFp/7xKs7ec3jg8X/J/wVTQF1dHUePHmXp0qWEhIQ4OhwhhJgUUgwXs5bJZKKgoABnZ2eys7Plw9gsMDAwQGVlJS0tLYSFhZGQkEBAQIAk6JNooK+Xwt2bKMrbgr6vCQ9XK4vTk1iatQgfb2lQcBRFgW1VgaSFaonwMU7aeQ1mZ+p6Pajr9cDNxUZSsI4IHwPOE/iWrKlr5L//+5jA6Ay+/t0/4+7hMXEnE2dUU1NDWVmZdKELIYQQM5zZbObAgQNYLBZycnJwc3NzdEhiAlksFhoaGqiqqsLZ2ZmkpCSio6Ol+XQGUBSFor2b+fjdf2IebCF7USJrVi6X5vYL1NTvTkWnJ6sTexwWQ69eRWWnF+1aN6J99SQG6dC4jf9K9X35xXyyr4yrv/R9ll66ftyPL8ZOURQqKiqorq4mOzubwMBAR4ckhBCTRorhYlazWCwUFRWh1+vJzc2VEdqzxNDQELW1tTQ0NODp6Ul8fDyRkZGoVJLETRaz2cyR/VvJ37GR7pZynG065qdEk7Mkg4jwYEeHNyuVtWvQmZ3JihqY0PMoCvTqXanp8aB1wJ0gLxMJATpCLnIPsrHo6ennn/95B8UzkrsefprAkPCJPaE4jaIoHD9+nPr6erKzs2VvSSGEEGIWsFqtHDp0iL6+PnJzc2VK1yxgs9loamqisrISi8VCQkICsbGxqNUyXnu66+lsY+OrT1F/Io8AjRM3XL2SmOgIR4c17ZitTmwpD2bVnO4JKUCfiaJAh1ZNdbcnPXpX4vz1zAnU4eFqm5DzGY1mnnr2VVwDUrj/x8/JdTcHUhSFkpIS2trayM3NxcfHx9EhCSHEpJJiuJj1bDYbhw8fpru7m9zcXDQajaNDEpPEYrHQ1NRETU0NBoOB2NhY4uPj8fT0dHRos4aiKFQeO0j+jneoPVEI5gFiI/zIXbqI5MQ4WUEwifr0KvbV+bMupXNCxpNbbSf3A6/p8WTI5EKMn574AP2kJf5Go4l//+dtOnXufPmbvyIxLXNSziv+j81m48iRI3R2dpKbm4u3t7ejQxJCCCHEJFEUhdLSUlpaWsjNzcXX19fRIYlJoCgKra2t1NTU0NfXR1RUFPHx8fL6T3OKorB/13ts3fg8Vl0ruZkprLo0F1dX2YLwfBTU+xHgaSI5WDfh5zJbnWjo9aC21wOLzYl4fz3xATrUqoktC+zJK2Jb3gmu/X8/ZPHyKyf0XOLMrFYrxcXFDAwMkJubK9c9hRCzkhTDheDkB/mysjIaGhrIycnB39/f0SGJSaQoCt3d3dTW1tLW1kZwcDBxcXGEhobKCPVJ1NZcR8GOdygt2oFV30WAj5rsxfPISJ8no9cmgaLA1sogFoQPEOZtGrfjao0u1PV60NDngZvKRkKAjihfA64uk/fxQ1EU3nh7Myfq+7n8pvtYvvamSTu3OMlisXDw4EGGhobIzc3FQ8bTCyGEELOOoihUVlZSWVlJdnY2QUFBjg5JTKL+/n5qa2tpamrCz8+P+Ph4wsPDpQF6Gutqb+Hdl5+gqfIAQT4u3LB+NVGRsgXSWDX0nmwWXzln4kalDxhU1PZ40Njnga+HmfgAHRHeRibjbWcwmHjqH6/iHjSP+370LC4u0izhCMPblVitVrKzs2W7EiHErCXFcCFOUV1dzYkTJ1iyZAkhISGODkc4gF6vp6Ghgbq6OgDi4uKIiYmRws0kGhzop3DXRorytqDrbcJdZSFzQSLZSxbh6yOTGybS0TYNJqszmZEXNyrdZoPWQTfqej3p0bkS7m0kLkBHoKd5wkehj2bH7v3s2n+C9OWf48b/9x1pcplkJpOJ/fv3A5CdnS3jMYUQQohZrr6+ntLSUjIzM4mIkPHKs43JZKKhoYHa2lpsNhuxsbHExsZKzj1N2Ww28re/w/b3X8Kmb2fFkjQuW7EUlUoKn+dispwclb42qQtP9fiNKbfaoHXQnboeD3r1rkT5GogP0OHnYRm3c4zFzj372Xmgihtu/wmLctZM6rnFSQaDgYKCAtzc3FiyZImMqRdCzGpSDBfiMxobGzly5AiLFi0iKirK0eEIB7HZbLS3t1NfX09HRwehoaHExsYSEhIineuTxGw2U3JgOwW7NtHZWIazTUdaYiS5OZlEhkuzykTo0blS0ODHupROnC+gXjxodKGxz4OGXndULgqx/npi/PS4TfDotbMpO17Fm+/tIiJpGXc++HtcXV0dFstspNfryc/Px8vLi6ysLFkNIIQQQggA2traKCoqYt68ecTHxzs6HOEAiqLYc+729nZCQ0OJi4sjJCREmlenoY7WBt59+c+0VB8kxE/FjdesITws2NFhTXl5dX6EaEwkBl38qHSt0YX6T6eyubrYiPs0H5/oUeij0euNPPnsq2jC0vnWD/8u19EcQKvVkp+fT0BAABkZGfIaCCFmPSmGCzGKjo4OCgsLmTt3LnPmzHF0OMLBdDod9fX1NDY2YrVaiYiIIDo6Gn9/f0nSJ4GiKFSfOEz+9g1Ulx0Acz/RYb7kLl3E3OR4+UA/jhQFPq4IIiNygBDN2EalG8zONPW709TvzqBRRZi3kVh/PcFeJoesAj9Ve0c3//rvRtwCErn7kafx8QtwbECzzODgIPn5+YSEhJCeni7vVSGEEEKM0N3dzf79+0lISCAlJUVyq1lsOOeur6/H2dmZ2NhYmdA2DVmtVvZ98ha7Nr+MYujg0pz5XLJsCS4ukgecSV2PBw197lya0HtBj7faoF3rRl2PB906NWHeRuL8dQR5OWYq27BtO/PYc7COz331p6QvWem4QGapvr4+8vPziYmJIS0tTf5/FUIIpBguxBn19vZSUFBAbGwsqamp8sFB2PcWb2pqoqWlBVdXV6KiooiKisLb29vR4c0K7S0NFOzYQGnRTiy6Tvy8XMjJmk/GwjTc3GT08ngoafXGpsCiiMEz3sdsdaJ10I2mPne6htQEepmI8jUQ4WOc1L3Az0anM/Dci28xaPXljm//geiEuY4OaVbp6elh//79xMXFMXfuXPk/VAghhBCjGhgYID8/n7CwMNLT0+Uzwyxns9loa2ujvr6ezs5OAgMDiYqKIiIiQiY8TSNtTbW8898naK8/THiAOzdcs5rQkEBHhzUlGS1OfFQezOXJXXi4jm1UuqJAt86Vpn53WgbccXW2fTqVzYD7GI8xkXQ6A0/+4zV8IzP55qPPSFP0JBte4JWSkkJiYqKjwxFCiClDiuFCnIVWqyUvL4/g4GAWLlwoH+CEndVqpb29naamJtrb2/H29iY6OprIyEjc3d0dHd6MN6QdpHD3Jgr3bmaopwE3F7N9X3E/X2lMuBhdQ64UNfpyZUrXiE5ymw06htQ09XnQOuiGxs1CtK+BSF/DmJP2yWK12vjv65uoazdx3W3fI3PZFY4OaVZpb2+nsLCQtLQ0EhISHB2OEEIIIaY4nU5Hfn4+3t7eLF68WLZVEcDJ7Xaam5tpampicHCQsLAwoqKiCA0NlWsz04DVamX3ltfY89FrOJm6WbksneU5mfLajWJvrT8RPgYSAvVnvd+AwYWmfg+a+t2x2pyI8DEQ7WfA38Oxq8A/65Pt+9h3qJ6b7/4V8zKWOzqcWaWpqYnDhw+zcOFCoqOjHR2OEEJMKVIMF+Ic9Ho9BQUFeHh4sHjxYulGFqcxm820tLTQ1NREd3c3QUFBREVFER4eLv9eJpjFYjm5r/jOTXQ0luFkGyItMYKcJZlER4U6OrxpSVFgS3kwS6L7CPQ006t3pbHvZMe5i7NClK+BKF89Pu5WR4d6Rh9+vIsDJQ0sXXMbV998j6PDmVXq6+spLS0lIyODyMhIR4cjhBBCiGnCZDJRUFCAs7Mz2dnZkkeJEQYGBmhqaqKpqQmLxUJkZCRRUVEEBATINIEprqWhmnde/hOdDSVEBnlwwzVrCA6S7atOVdPtQeuAO8vjTx+Vrjc703zKtmTh3kai/PSEeJmYin0FWq2Op/7xBgGxWXzj+0/L+3MSVVdXc/z4cZYsWUJoqFwPE0KIz5JiuBBjYDabKSwsxGAwkJ2djZeXl6NDElOUXq+3J+lDQ0OEhIQQFhZGaGgobm5ujg5vxlIUhZryI+Rvf4eqsgIw9RMV6kPukkWkzk2Q7vPzYFPgQIMverMLFpsTZqszEb4GonwNBHpOrY7z0RQfPsamj/cTv2ANt937c1lZNElsNhtlZWU0NDSwZMkSgoODHR2SEEIIIaYZi8VCUVERer2enJwc2S9anEZRFHp6emhqaqK5uRlXV1ciIyOJjo6WrcumMIvFws4PXmbf1jdwMfeyekUGOUtl+uIwvdmZTyqCuDKlEzeVgtnqRMuAG0397nQPqQn6dFuy8Cm0LdmZbPlkNwUlzXzxG78hdWGOo8OZFRRF4fjx49TX15OdnU1AgDSbCCHEaKQYLsQY2Ww2jh07RmNjo1zoF2PS399PW1sbra2tDAwM4O/vT1hYGGFhYWg0GumQnSCdbc0U7HibI4U7sAx14OvlQnZmGpmL5uPuLvuKj8ZsdaJDq6Zt0I32wZNNGzYFFkcNEKIx4jJNrlE0NLbw0htb8A5N4+7vPY2nl8bRIc0KJpOJoqIiaRgTQgghxEWz2WwcOXKE9vZ2srOz8ff3d3RIYoqyWq10dHTQ1NREW1sb3t7eREZGSr49hTXWlvPuy0/Q3XyMmFAN11+9msBAP0eHNSXsrPbH192CxeZM26Ab3m4WoqbotmRnMjio46nnXic4Ppe7H3lC3oOTwGKxUFxcTH9/Pzk5OdIUJIQQZyHFcCHO0/AI2Hnz5hEXFycf7sSY6PV62tvbaWtro7OzEw8PD3thPCAgQDqiJ8CQdpCive9TuOdDtN31qF3MZM6fQ/aSDPz9JEEYMp1MstsG3ejWqdGoLYR5GwnzNuLrbuGjimByYvoI8DQ7OtQx6R/Q8s+XNmBShfC17/6Z0IhYR4c0KwwODrJ//368vb3JzMyUkaZCCCGEuGiKolBTU8Px48dl31MxJsNbl7W2tkq+PcWZzWa2bXqR/TvfRmXpZ+1lmSxdnD4rr60NmVxoGzzZlN41pMbFSWFOoI5IX8OU3pbsTD78aBcHjrbypW/9nuT5WY4OZ8bT6XTs378ftVrNkiVLUKtl8YcQQpyNFMOFuADd3d0UFhYSHh7OggULJLES58VisdDZ2UlbWxttbW0oikJoaChhYWGEhIRIMWmcWSwWjhbtIn/nu7Q3HMPJOsTchHByl2YQHRU2a5JuRYFevas92dYaVQR6mewFcC/1yG7z4mYf1C425odpHRTx2JnNVl54eQMtfc584a7HSVu0zNEhzQrt7e0UFRURHx9PamrqrHkvCSGEEGJydHR0UFRURGxsLGlpafJZQ4zJqfl2e3s7NptN8u0pqL6qjHdffoLe1uPERfhy/dVr8Pef2U3r/5eTn2xK15pcCPI8mZP7uJvJqwtg3dxO1FN8FPpo+ge0PP3cm4QnreBr3/mD/LyeYF1dXRQWFhIZGcn8+fPlurQQQoyBFMOFuEA6nY4DBw6gUqlYsmSJ7ActLoiiKPT29toL41qtlsDAQIKCgggKCsLPz0/2PB4niqJQV3mU/B0bqCjNB1M/ESEacpcsJG1uIi7TZRb4GCnKyU7zbp2ariFXOofU2GxOhH5a/A7RmM6631jboJrSVh/WJnVN6X3CFUVhw6ZPKK3q5LJr72bV1V92dEgznqIoVFdXc+LECRYtWkRUVJSjQxJCCCHEDKXVatm/fz9eXl4sXrxYCpnivJwp3x5eNS7b+ziWyWjkk3f/TeHujaiVAa5YuYTFGfNmVCHVYoNOrdunW5KpseFEqGb0nHxndQAJgTpi/AwOjPjCvPfhdg6e6OT/PfAn5sxd5OhwZrS6ujqOHj3K/PnziYuLc3Q4QggxbUgxXIiLYLFYOHToEL29vWRnZ+Pr6+vokMQ0NzQ0REdHB93d3XR1dWE2mwkICJDi+Djram+hYMcGjhRux6xtx8fT2b6vuIfH9Gxs+Wzxu2tIjcnqjL+HmSAvE0FeJgI8zTiP8bqC1Qaby4NZEdeLn4dlYoO/CPvyi/lkbwlzs67hi1//wYy6cDIVWa1WDh8+TFdXF0uXLpV9PIUQQggx4cxmM0VFReh0OrKzs9FoNI4OSUxTQ0ND9sJ4d3c3Go2G0NBQgoODCQgIQKVSOTrEWamm/AgbX32S/rZy5kQFcN361fj6TM/3uaLAoFFF15ArHVo3OofUeLha7RPZzpaTV3R60qtXkx3TN6kxX6zevkGe+eebRKWu5M5v/1Zy8glis9k4evQozc3NLFmyhKCgIEeHJIQQ04oUw4W4SIqiUFFRQWVlJZmZmURERDg6JDFDKIqCVqulq6uLrq4uuru7pTg+znRDQxzc+z4H9nzIYFcdahcTi9LiyVmSSUCAj6PDO6tzFb8DvUwEeJi5mAXvRY2+eKqtpIVOzVHplVX1vPrOVoJjs/jad/6Em7u7o0Oa0fR6PQcOHMDJyYmlS5fiLn/fQgghhJgkiqJQVlZGfX09WVlZhISEODokMc2ZzWba29vp6Oigq6sLg8GAv7+/fVKbFMcnl9Fg4KMNz1G8733cGGTd6hwWpc+d8oXVk8VvF7qG1HQNqenWqbHanAjwNBGsOTkCXaO2jmna2qDRhZ3VgaxL6TzrFLepZuMHWzlU3sPtD/6Z+OQFjg5nRjKZTBQWFmIymcjOzsbT09PRIQkhxLQjxXAhxklLSwuHDh0iMTGR5OTkKf+BXUw/oxXHLRYL/v7+9sK4n5+fjOy/AFarlWPFu8nfsZHWulKcrFqS40LJXZpBbEzElHg/W20wYFTRr3elW3ey+G20OhPgYSbQy0SQpwl/TzOqcZz23jLgRlm7hjWJ3VNuVHpXVx//evldnLxiuOvhJwkIDnN0SDNab28vBw4cIDg4mIULF0oTjhBCCCEcoqGhgZKSElJTU0lISJgSn9PFzKDT6ey5thTHHafy2EE2vfYUg51VJMcFce261Xh7T53C34jit05N99D/Fb9PTmQz4+cx9olsn7W9KoDkYB1RvtNjVHp3dz9/ff5tYuat5o4Hfu3ocGakgYEB9u/fj6+vL5mZmfJzSAghLpAUw4UYR8MfUPz8/MjIyJAPKGJCnVoc7+7upq+vj6GhITw8PPD19bUXx6VAPnaKolBfVfbpvuJ5KMY+woO8yF2azrzU5EnbV9xqgwGDij6DK316V/oNKgaMKlROCr4eZgI8zRNS/P4siw22nAjh0oRufNytE3ei82QwmPjXf96mx+DBbd/6DQkpCx0d0ozW2NjIkSNHmDt3LnPmzJGLzkIIIYRwqJ6eHg4cOEBoaCjp6enSpCcmxJmK40FBQQQGBuLv7y972E8QvU7Hlref5UjBh3g46bhqbS4L5jlm0YlNAe2nY89PTmUb3+L3Z53o8GLAqGJpdP/4HHCCbdj0MSXVfdz5nWeInZPq6HBmnNbWVoqLi5kzZw4pKSmSiwshxEWQYrgQ48xoNFJYWIjZbJbRNWLSmc1m+vr66O/vp6+vz14gd3d3txfGhwvlMuL47Lo729i/4x0O7d+Keagdb3dYmplGVsaCcd1X3GqDfoOK/k8L330GFYMGFSoXBT93M74eFvzczfh5WPB0Hdt4tfF0oMEXH3cLc0OGJvfEZ2Cz2XjtrQ+pbNSy7osPkrPyOkeHNGMNjyOtq6sjKyuL0NBQR4ckhBBCCAH83/Ytzs7OLFmyRHIbMaEURbEXx7u7u+nq6kKv1+Pl5XVani0F8vFTXnqA915/Gm1nNalzQll/5Uo0mom7xmb7dL/vfv1wY7qKAYMrOCkEfLodWZCXGT93M84T1JQ+YFCxuyaAdXM7JrTxfTx0dvXytxc2kJB+Jf/vWz93dDgziqIoVFZWUlFRIVtyCiHEOJFiuBATwGazUVpaSktLC1lZWQQHBzs6JDGLmc1me3F8+HetVou7uzs+Pj5oNBo0Gg1eXl5oNBo8PDyk2/QUep2Og3s/4MDeDxnorMEVEwvT4shZkkFQkN+Yj2O2OqE1uaA1qhj69PdBowuDRhWuLgq+nxa8/TxOJtcerrYpMZq8qc+dyi5PViX2ODoUALbuyGfvwUoWXXIz13/pAfm3OkFMJhPFxcVotVqys7Px9vZ2dEhCCCGEECNYrVYOHz5MV1cX2dnZ+Pn5OTokMYsYjUZ7A/pwnn1qgXy4OO7r64tarXZ0uNOWbkjLh//7G0cPfIynSs/6tcuZl5Z40ccdLnz36VX2aWz9BlecnBT83C0j8vOx7vk9HhQFtlUFkhaqJcLHODknvUD/e2cLx+q0fP2RvxIVl+TocGYMi8XC4cOH6enpITs7G19fX0eHJIQQM4IUw4WYQHV1dRw9etQ+zsZ5olpHhThPwwXywcFBtFotQ0NDaLVadDodTk5OI4rjpxbL1Wr1rC0+Wq1Wyg7tI3/HO7TUloJlkOS4EHKzM4n7dF9xq42ThW6TCq3RhSGTyl4AN1mdUbvY0LhZ0KiteKktaNysU6rwPRqz1Ykt5cGsmtONxs2xo9JLj1Xw9gd7iEq5hDu+/VvZimKCdHd3U1RUhJ+fH5mZmbK6RQghhBBTlqIoVFVVUV5ezqJFi4iKinJ0SGIWMxqNI6a0DRfIPT097YXxU/NrGfE/dmWH83j/9WfQ9dYxPymCq6+4DE/Pc0+EUBQwWJzRGk/m5sPbkQ0YVDg7Kfi6nyx4D/8+mYXvMylr16AzO5MVNeDYQM6ivaObv7/4LsmLr+ZL9zzu6HBmDJ1Ox4EDB3BxcWHp0qWy5aEQQowjKYYLMcEGBgYoLCzEzc2NxYsX4+Hh4eiQhDgjm83G0NCQvTg+XCgfHBzEaDTi6uqKl5cXHh4euLu7j/jl5uaGu7v7jC2YWywWDAYDBoOBmsrjFOz5hPITRzGbTfj4BjAnZQGhkQmoXZ3RqK0nC96fFr41agteblbULtPzv9yCej8CPE0kB+scFkNLSyfPv/oeHkHJ3P3I03j7+jkslpnq1FFsaWlpxMfHz8j3shBCCCFmnra2NoqLi4mMjGT+/PlSZBRTxqkF8oGBAXuebbVa8fDwOG1Sm0ajwdPTUz6Hj2JIO8j7rz/D8eKteLmauPbKFcxNTgDAZHE62ZRucvm/xvRPf7cq4OlqReNmxdvNcnLl9xQpfI+mT69iX50/61I6cZmia2reePtDjjfoufv7fyMiZo6jw5kRWltbOXToEBEREaSnp8uCKiGEGGdSDBdiElgsFkpKSmhvbyczM1P2XRXTktlsthfK9Xo9BoMBo9FoLxAbDAYsFgtOTk4jiuOnFstdXV1RqVS4uLigUqlG/HJxcZmUhN9ms2GxWM74y2Qy2Z/Pqc/v1Oc2/HyMBj3lRwupLCsCYxf+nhaWZSSxZHH6mLrUp4uGXndqejxZOccxo9K1Wh3PvfQ2OgK488E/ERl78WPxxEgGg4Hi4mJ0Oh1ZWVkyZlQIIYQQ045Op6OoqAir1UpWVpZs8yKmLEVRMBgMpzWhD//u5OSEp6fniOL4cA7q4eGBm5vbrCqUKYqCyWTCaDSi1+s5cjCPjz94i8GBfqLjEpm3KAdnlQduqpNN6f83je3k156u1ilbVB6NosDWyiAWhA8Q5m1ydDinaW3r4h//2cjcJddyy10/cnQ4057VaqWsrIyGhgYWLlwoE06EEGKCSDFciEnU2NjIkSNHiI+PJzU1dVYlL2J2GF49/dki+fD3Ti06W61WLBYLNpvN/vjRCuXDRfLhQvlnv1YUheH/yk79/UxF71P/2/tsQV6lUuHq6nraqvfhCw9nWvVu0OspztvM/t3v099RjUoxntxXfGkGwUH+E/b3PVlMlpOj0tcmdeGptp37AePIarXx0qvv0tBl4cbbf8jCpasm9fyzQWdnJwcPHiQoKIiFCxfKWHQhhBBCTFs2m43jx49TW1vLwoULiY6OdnRIQpwXm82GTqcbUSgfbkYfzqsB1Gr1aVPaRstfVSrVlFxlriiK/ZrAma4fnPq1zWZDpVLZn5/VYuHA3o9oqTlEgKeZz12VQ1pyjKOf1rg52qbBZHUmM3LqjUp/9X/vU9Fs4puP/YPQiFhHhzOtDQ0NUVhYCEBWVhYajcbBEQkhxMwlxXAhJtng4CBFRUW4uLiQlZWFp6eno0MSwqHOtlLbarVitVrtBe/Rit5nKpQ7OzuPWuweLrZPxEp0m83G8SP55G9/h6bqw2AZJDEmmNzsDBLioqbkRYixyqvzI0RjIjFo8kalK4rC+5t3crCsmdwrbufKz31t0s49G9hsNsrLy6murmbBggXExMRM63+jQgghhBDD2tvbKS4uJjQ0lPT0dFQqlaNDEmJc2Gw2e6H4s0XkzxaQh/PmU3Pgs+XIw7+GF26Mlmufmot/9uvh4vZoTfCj/Ro23JA+WlH/1O9/9n2sKApH9m9n89vPYuxvJHN+LFesvgR3d/WEvw4TrUfnSkGDH+tSOnGeQilaU3M7/3rlA+bl3MDNX33U0eFMa83NzRw+fJiYmBjS0tJkew8hhJhgUgwXwgGsVitHjx6lubmZRYsWERER4eiQhBDjrLG2gvztb3P88F4UYw8hAR7kLklnwbwUVKrpl+TU9XjQ2OfOJQm9k3bOwoOlfLCtiDkLL+fL3/ypTNMYR3q9noMHD2I0GlmyZAk+Pj6ODkkIIYQQYlzJ5x0xmymKcsaG87M1o586vW20gvdnC+TDvzs5OY0oqp+p8D5aIf5ii4D9vd1sevUpqo/uwdfDwvVXryQhbnpPhVAU+LgiiIzIAUI0U2dU+suvb6K63co3H/snIeEyzvtCnHpNOCMjg/DwcEeHJIQQs4IUw4VwoOEuwOjoaObNmyddgELMQH09Xezf+Q7F+R9jHGzFyw2WLEphSWY6Xl4ejg5vzAwWZz4uD+Ly5C48XCd+VHpdfTP/eXMLfpHp3PXwk3h4ek34OWeL4ZVSYWFhLFiwQFZKCSGEEGLGstlsVFRUUFVVxfz584mNjZVJOELMQIqiUJz3MR9t+CemwUaWpM/h8lXLUbtN3y2gSlq9sSmwKGLQ0aEA0NDYyvOvbWbBspu46Y5HHB3OtCTTQoUQwnGkGC6Egw0NDVFUVISiKLI/jBAzmNFg4FD+RxTseo++9ipUioEFc2PIzc4kJDjA0eGNyd5afyJ8DCQE6if0PH19gzz30gasbuF8/eEnCQ6TjvPxMLyHZl1dHenp6bKHphBCCCFmjc7OTg4ePEhQUBALFy7E1XX6FsiEEGfW19PJxleepLZsH/6eCtdfvZK42EhHh3VBuoZcKWr05cqULqZCD89Lr75LXSfc9+N/Exgiq5nPV0NDAyUlJcTHx5OamiqT74QQYpJJMVyIKcBms1FWVkZ9fT0LFy4kKkoKP0LMVDabjRMlBeTveJfGqmIwDzInOojcpRnMSYie0itVaro9aB1wZ3n8xI1KN5ksPP/ft2nXunLL3T8nZcHSCTvXbKLT6SgqKsJqtZKVlYW3t7ejQxJCCCGEmFQGg4Hi4mJ0Oh1ZWVn4+fk5OiQhxARQFIXCPR/wycZ/Yx5sIScjiTUrl+PqOr2mMSoKbCkPZkl0H0FeZofGUlffzItvfMSiS7/IDbc95NBYphuLxUJJSQnt7e1kZmYSGhrq6JCEEGJWkmK4EFNIW1sbxcXFREREMH/+fBldK8QM11RXScGODZQd2oPN2E2wrzs5S9JJnz93SibqerMzn1QEcWVKJ26q8f/4oCgKb737Mcdqull9/Te5dN0Xx/0cs1FLSwuHDx8mMjKS+fPny5YcQgghhJi1FEWhsrKSiooKUlNTSUhImNLNqEKIC9fT2ca7r/yZhvICAjVO3LB+NdFRYY4O67wcbvHG2QnSwx03Kl1RFF585R0ae1Tc//jz+AeGOCyW6aa/v5+ioiLc3d3JzMzEw2P6bJUnhBAzjRTDhZhi9Ho9Bw8eRK/Xk5GRQVBQkKNDEkJMsP7eHg7seoeDeR9jGGjBU20ja2EySxcvRKOZWntI7a7xJ8bPQFzA+I9K372vkO15x5iXcz2fv+N7cmHyIplMJkpKSujo6GDRokVEREQ4OiQhhBBCiCmhu7ubgwcP4uvrS0ZGBmq12tEhCSEmgM1mY//OTWx77wWsujaWLZ7LqktzUKmmR4Nwh1bNoWYfrkh23Kj06tpG/vvWVjIvu5XrvvSAY4KYZhRFob6+nqNHj5KYmEhKSopc3xBCCAeTYrgQU5CiKNTW1lJWVkZMTAxpaWmySlyIWcBoNHK44GMKdm6it60SF8XAgpQYcpZmEBYa6OjwAKjq8qRDq2ZZXN+4Hre8spbX3tlOWEI2X33oD6jd3Mb1+LNNS0sLJSUl+Pv7s3DhQtzd3R0dkhBCCCHElGIymTh06BB9fX0sWrRIRtcKMYN1tTfzzn+foLmqkGBfFTesX01kxNRf4WyznRyVnhPbR4Dn5I9KVxSFf//nbVoH3bn/J8/jFyALds7FYDBw5MgRent7Wbx4McHBwY4OSQghBFIMF2JKGxoa4tChQ7JKXIhZxmazUXG0kPwd71BfcRDMA8RHBZK7ZBFJibEO7SgeMjmzrTKIdXM7UbuMz0eIzq4e/vXfjbh4x3H3957GL0CSxQtlMpkoLS2lvb2dBQsWEBUVJR3oQgghhBBnoCgKDQ0NHD161L5dmaurq6PDEkJMAJvNRt7Wt9nx4X9R9B2sWJrGpcuXTPlV4sVNPqhVNuaHaSf93JVVDbyyYRtL1vw/1n/x3kk//3SiKApNTU2UlpYSGhrKggULZOqIEEJMIVIMF2KKUxSFmpoajh8/TmxsLKmpqbJKXIhZpKWhmvztGzhWvBubsZsgXzdyshawcEGqw/YV31kdQEKgjhg/w0UfS6838M+X3qbP5M1X7v8tcUnzxyHC2am1tZUjR47IanAhhBBCiPOk1+s5dOgQg4ODskpciBmuo7WBd/77J1prDhHq78qN16whLHTqLj5pG1RT2urD2qTJHZWuKAr/fOktOoa8eODxF/Dx85+8k08zp64GX7hwIeHh4Y4OSQghxGdIMVyIaUKr1XLo0CGMRiOLFi2SVeJCzDIDfb0c2LWRg3kfoe9vwkNlPbmveNYivL0nd1/xik5PevVqsmP6Luo4NpuNV954n+pWHetvfZgll1w9PgHOMrIaXAghhBDi4skqcSFmD6vVyt5P3mTXh6+AsZPLchawYlkWLi7Ojg7tNFYbbC4PZkVcL34elkk774mKGl7fuIucK+5g3U33TNp5p5NTV4OHhISQnp4uq8GFEGKKkmK4ENOIrBIXQphMJo7s/4T8HZvoaa3ARdEzLzmK3KWZhIdNTpPMoNGFndWBrEvpxPUiRqV/tHUv+YdrWHzZrVxzy71SwL0AshpcCCGEEGJ86XQ6Dh8+zODgIBkZGYSETP19hYUQF6a1sYZ3X36C9vojhAe4c+O1awgJDnB0WKcpavTFU20hLXRoUs6nKArPPv8mPSYfvv3Tl9B4+0zKeaeTU1eDp6enExER4eiQhBBCnIUUw4WYhk5dJZ6RkUFgYKCjQxJCTDJFUag4WkT+jneoKy8Ccz9xEf7kZmeQnBg34YXl7VWBJAdrifI1XtDjj5Se4J3NecSkXsbtD/waF5epvU/bVHPqavD58+cTHR0tzQRCCCGEEONEURTq6+s5duwYkZGRzJs3T1aJCzFDWa1Wdm1+lb0fv4aTqYdVyxeyLDsDZ+eps0q8pd+Nsg4NaxK7J2VUetmJat58bw/L1n2NK2782sSfcBpRFIXm5mZKSkoICQlhwYIFuLm5OTosIYQQ5yDFcCGmKVklLoQY1tpUS8H2DRwt3oVV30WAj5qcxfNZlJ6GWj0xPxdOdHgxYFSxNLr/vB/b3NLBC6++j1fIXO56+Ck0Pr4TEOHM1dbWxuHDh/Hz82PhwoV4eHg4OiQhhBBCiBlJVokLMXs011fx7st/orOxlKhgT25Yv5agID9HhwWAxQZbToRwaUI3Pu7WCT2XzWbj7/9+k35LAN/+2Qt4abwn9HzTyfBq8J6eHhYuXCirwYUQYhqRYrgQ05ysEhdCDBsc6Kdw10YK921G39eMu8rC4vQkspcswsfba1zPNWBQsbsmgHVzO1CdR8P84KCO5156C4NzEF996AnCoxPGNa6ZTFaDCyGEEEJMPlklLsTsYbFY2PH+f8jb9j9czL2suSSD7CULp8Qq8QMNvvi4W5gbMrGj0kuPVfL2h3lcsv5u1lx3+4Sea7qQ1eBCCDH9STFciBlAURSqq6s5ceIEMTExzJ07F7Va7eiwhBAOYjabObJ/KwU7N9HVfAJnm86+r3hEePC4nENRYFtVIGmhWiJ8xjYq3WKx8uIr79DUA5//6o+Yv/jScYllphtOvI8ePSqrwYUQQgghHESn03Ho0CGGhoZYtGiRrBIXYgZrrDnBu6/8me6mo8SEeXPD+jUEBDh2ollTnzuVXZ6sSuyZsHPYbDb++s830BLEgz97EQ/P8W2qn44MBgMlJSV0d3fLanAhhJjGpBguxAyi1WopLS2lr6+PtLQ0YmJiZNWgELOYoihUlR0if8cGao4fAPMAMeG+5C7NICUp7qK728vaNejNziyOGhhTLBs/2M7hE62suPprrJUO8zEZGBigtLSUwcFB5s2bR1RUlPxcF0IIIYRwEEVRqKuro6ysjMjISNLS0qQRXYgZymw2s3Xj8+zfsQFX2wCXX7aYJYsXOCwfM1ud2FIezKo53WjcJmZU+uGS47z70QEuu+6brFp/24ScY7oYbkovLS0lKCiI9PR0WQ0uhBDTmBTDhZhhFEWhtbWVo0eP4u7uTnp6On5+fo4OSwjhYO0tDRTseJuSwp1Y9Z34e7uSnTmPjIVpuLld2AW8Xr2KvDp/1qV04nKOunpB4RG27CwmOfMqbrnrR1NizNxUZjabKS8vp7a2lvj4eFJSUmQcpxBCCCHEFDG8l3h/f780ogsxw9VVHmXjK0/S23qc+Ehfrr96DX5+jtlHu6DejwBPE8nBunE/ttVq4y//fA29cxgP/uxF3GfxNLJTm9IXLFhAZGSko0MSQghxkaQYLsQMZbFYqKyspLq6WkanCyHstIMDFO7eROHeD9H1NuHmYrbvK+7rozmvYykKfFIZRHr4AGHepjPer6aukZf/9wkB0Yv4+nf/PKuT6nMZ7j4/duwYXl5epKen4+Pj4+iwhBBCCCHEZ0gjuhCzh8lo5ON3/kXRno2oGeTKlUvJXJQ26U0w9b3u1PZ4snLO+I9KLz58jE1bD7L6hvu4dN0t43786UCa0oUQYuaSYrgQM5yMThdCjMZsNlNauIP8nRvpbCzD2aYjNTGC3KWZREWGjvk4R9s0mKzOZEaOPiq9p6eff/73HRSPSL7+3acICpX9tc7k1O7z+fPnExkZKT+vhRBCCCGmOIvFQkVFBTU1NdKILsQMV33iMJtee4r+tnISowO4bv1qfLzPr6n8YpgsJ0elr03qwlNtG7fjWq02nv7Hq5jUkTz40xdwc3cft2NPB9KULoQQM58Uw4WYBaRjXQhxJoqiUH3iMPnb36G6bD+Y+4kO8yEnaxGpcxPOOc68R+dKQYMf61I6cf5M3dZoNPHv/7xNp86dL33jlyTNWzyBz2T6ku5zIYQQQojpT6vVUlJSIqPThZjhDHo9H214jkN57+PuNMS61dksXDB30t7veXV+hGhMJAaN36j0woOlfLDjEGtvepAVl39+3I47HUhTuhBCzA5SDBdiFjl1dHp0dDSpqanSsS6EsOtobaJgxwZKCrdj0XXi5+VC9uJ5ZCych7v76D8rFAU+rggiI3KAEI3plO8rvPH2Zk7U93P5TfexfO1Nk/U0po3h7vOjR4+i0Wik+1wIIYQQYpqTRnQhZo/KYwfZ9NpTDHZWkRwXxLXrVuPt7Tnh563r8aCxz51LEnrH5XgWi5Wn//EqVo9Yvv3T52fNdUJpShdCiNlFiuFCzEIyOl0IcTZD2kGK9rzHgT2bGeqpx83FTMb8OWQvycDfz/u0+5e0eqMosDBi0P69Hbv3s2v/CRYsu5HPfeW78jPmMwYGBigpKUGr1Ur3uRBCCCHEDHPq6HRpRBdi5tLrhtj81rOU7N+Mh7OOq9cuY35a0oTmdgaLMx+XB3F5chcerhc/Kn1/0RE27yzhyi98l9zVN1x8gFOcNKULIcTsJMVwIWYpRVFoa2ujtLRUOtaFEKOyWCyUFu4kf8e7dDSV4WQdInVOOLlLFxMVGWJP8DuHXDnY6MuVKV04OUHZ8SrefG8XEUm53PngH6S7+hSndp8nJCSQnJwsfz9CCCGEEDOUNKILMTucKCngvdf/wlBXNalzQrlm3Sq8vDwm7Hx7a/2J8DGQEKi/qOOYzVaeevYVnLwTeODxf8/43FSa0oUQYvaSYrgQs9ypo9MjIiKYO3cunp4TP9ZJCDF9KIpCbUUp+ds3UHmsAEx9RIZ4k7t0Eakpc3Byduaj8mCWRPdhHWrjX//diFtAInc/8jQ+fgGODn9KsNls1NfXU15ejre3NwsWLJDucyGEEEKIWUBGpwsxO+iGtHzw5l85Vvgxni4GrrliOWmpiRNyrupuD9oG3Fkef3Gj0vMKDvHx3mNc/aXvsfTSa8YpuqlHRqILIYSQYrgQAoChoSFOnDhBa2srcXFxJCcnyxg3IcRpOtua2b/zHQ4f2IZlqANfLxeWZqShCs0FJxv5m19g0OrL7Q/8npg5qY4O1+GGR7CdOHECJycnUlNTCQ8Pl+5zIYQQQohZ5tRG9OjoaFJSUnB3d3d0WEKIcXaseC8fvPlXdD11zE+O4OorLsPTc3zf63qzM59UBHFlSiduqgu7tG8yWXjy2VdQ+SXxwE/+hUqlGtcYpwJFUWhsbKSsrExGogshxCwnxXAhxAj9/f2UlZXR09NDYmIic+bMmZEfiIUQF0c3pKVoz/sc2PMh2u46TDYVfU6xBLs0cv1t3yNz2RWODtGhFEWhs7OTsrIyjEYjc+fOJTo6GmdnZ0eHJoQQQgghHEir1XLs2DE6OzvtObesUBRiZtEO9PP+G3/hxKFtaFyNXLvuUlKS4sf1HLtr/InxMxAXcGGj0vfkFbEt7wTX3PYYWSvWjWtsjqYoCu3t7ZSVlWGxWEhLS5OR6EIIMctJMVwIMaquri7KysrQ6XSkpKQQGxsrRRwhxGksFgvHivewb/s77DvSznVXLueLdzzg6LAcqre3l7KyMvr7+0lOTiY+Ph4XFxdHhyWEEEIIIaaQ7u5uysrK0Gq1JCcnExcXJ58ZhZhBFEWhtGgnH/7v7xj6GliYGs1Vl1+Gu/v4TGGs6vKkc0hNbmzfeT/WaDTx5LOv4haYxv0//seM+tkjP1uFEEKMRorhQogzGt7b7Pjx4yiKwty5c6WTUggxKkVR2LFtKyFh4cyfP9/R4TjE4OAgx48fp6Ojg4SEBJKSkmSVjxBCCCGEOKPh1YvHjx/HbDbbpwlJzi3EzDHY38em156i8shOfNwtXLfuUhLnxF70cYdMzmyrCmJdSidql/O7vL9rzwF27K/k+tt/TEbu2ouOZSoYGBjg+PHjMnVDCCHEqKQYLoQ4J5vNRmNjIydOnMDNzY20tDSCg4MlQRdCjNDa2srRo0dZu3btrPr5oNfrKS8vp7GxkZiYGJKTk/Hw8HB0WEIIIYQQYppQFIWmpiaOHz+Oq6srqamphIaGzqrP1ELMZIqicLhgK1s2/ANjfyOZ8+O5cs0K3NwubpX4zuoAEgJ1xPgZxvwYvd7IU/94Dc+Q+dz3o2en/RRInU7HiRMnaG5uJjY2luTkZNzdx3ePdiGEENOfFMOFEGNmtVqpra2loqICX19f0tLS8Pf3d3RYQogpwmq1snnzZlasWIGfn5+jw5lwJpOJyspKamtrCQ0NJTU1FY1G4+iwhBBCCCHENGW1Wqmrq6OiogKNRsO8efMICAhwdFhCiHHS39vNplefovrobnw9rFx/9UoS4qIv+HjlnV706V3Jjukb82O27ypgd1E1N975UxYuXXXB53Y0o9Foz8cjIiKYO3cuXl5ejg5LCCHEFCXFcCHEeTObzVRWVlJTU0NoaChz587F29vb0WEJIaaAoqIiPD09SUtLc3QoE8ZqtVJTU0NlZSV+fn6kpqZKY5AQQgghhBg3ZrOZ6upqqqqqCA4OJjU1FR8fH0eHJYQYB4qicHDfFj5+51+YBptYsnAOl69cjtrt/Ed6Dxpd2FkdyLqUTlzHMCpdpzPw5D9ewyd8Efc+9tdpuSrcYrHYfz4GBASQlpaGr6+vo8MSQggxxUkxXAhxwfR6PRUVFTQ0NBAZGUlSUpIUxYWY5VpaWjh+/DirV6+ecWMdLRYL9fX1VFVV2beMCAkJcXRYQgghhBBihjIYDFRUVFBfX09kZCRz587F09PT0WEJIcZBb3cHG195krrjefh7KtywfhWxMRHnfZztVYEkB2uJ8jWe875bd+Sxt7iOz3/9F8xffMmFhO0wNpuN+vp6ysvL7Q34QUFBjg5LCCHENCHFcCHERdNqtVRWVtLU1ERoaChJSUmySlKIWcpisbBlyxYuvfTSGbN6xWQyUVtbS01NDZ6eniQlJREeHj7jiv1CCCGEEGJqGhoa4sSJE7S0tBAfH09iYqLsiSvEDKAoCgd2v8/WTc9j0baQvSiZNSuX4erqMuZjnOjwYtCoYkl0/1nvp9XqeOq5N/CPWsw3f/DMtMlnFUWhubmZEydO4OTkRFpaGmFhYdMmfiGEEFODFMOFEONGr9dTVVVFfX09AQEBJCUlERQUJB9QhZhlDhw4gK+vLykpKY4O5aLo9Xqqq6upq6vD39+fpKQkgoOD5WeaEEIIIYRwiP7+fo4fP05XVxfR0dEkJSXJSnEhZoDujlbefeUJGssPEOjtxI3XrCYqMmxMj+03qNhTE8C6uR2ozjL1/KOte8k/0sgX7vkVaYuWjVPkE8dqtdLY2EhVVRU2m42UlBSio6On5Wh3IYQQjifFcCHEuDMajfZVlF5eXiQnJ0vXphCzyHDCumrVKkeHckGGhoaorKyksbGRkJAQkpKSCAgIcHRYQgghhBBCACeL4pWVlbS2thIREUFSUtKMmcokxGxls9ko2PEu299/CauujWWL57Lq0hxUqrOvElcU2FYVSFqolgif0UelDw7qeOofrxMUn80933tySl+fM5vN9u3J1Go1SUlJREZGShFcCCHERZFiuBBiwsgHWCFmJ7PZzJYtW1i1ahUajcbR4YyZXFQUQgghhBDTiVarpaqqSpo4hZhBOtuaePflP9NcVUiwr4ob168hIiL4rI851q7BYHZmcdTAqLdv/ngX+0tbufXe35GyYMlEhH3RTCYTNTU11NTUoNFoSEpKkoU1Qgghxo0Uw4UQE+6zo40SExOJjY3FxWXseyAJIaaXgoICAgICSE5OdnQo59Td3U1lZaWMmxRCCCGEENOSXq+npqaG2tpa2d5HiBnAZrOx75O32Ln5ZRR9OyuWzuOyFUtxcRl9cUmvXkVenT/rUjr57F36B4Z4+rk3CEtczte/+8cp93NBtlwUQggxGaQYLoSYNDabjZaWFiorKzEajSQkJBAfH4+rq6ujQxNCjLP6+nrq6uq47LLLHB3KqBRFoaOjg4qKCgYGBoiPjychIQF3d3dHhyaEEEIIIcQFMZlM9i3LPDw8SE5OJjw8XIpKQkxT7S31vPvyE7TWHCLM35UbrllLWGjgafdTFPikMoj08AHCvE0jbnt/8w6Kjrdz231/IjEtY7JCPyetVktlZSVNTU2EhoaSlJSEv7+/o8MSQggxQ0kxXAgx6UYrQsXHx+Ph4eHo0IQQ48RkMrFlyxbWrl07pVZZn9qUYzAYmDNnjjTlCCGEEEKIGcVisdi3LFOpVCQmJhIdHS1blgkxDVmtVvZ8/Aa7N78Kxk4uy01nRe7i01aJH23TYLY6kxH5f6PS+/oHeeaf/yMi5RK++uDvp0RjTF9fH5WVlbS1tREVFUViYiLe3t6ODksIIcQMJ8VwIYRDDY8n7uzsJCwsjISEBAICAqbEB3QhxMXJy8sjJCSExMRER4eCwWCgrq6Ouro6VCoVCQkJsl2DEEIIIYSY0Ww2G42NjVRWVmKz2ZgzZw6xsbGoVCpHhyaEOE+tjTW8898n6Gg4QkSQOzesX0NIcID99m6dK/sb/FiX0onzp5fUNn6wjUPl3Xzl20+QkJLuoMhPLooZvv7X3d1NbGwsiYmJsihGCCHEpJFiuBBiShgaGqK2tpaGhgY8PDxISEggMjJSknQhprHa2lqampq45JJLHHJ+RVHo7e2lpqaG1tZWgoKCSEhIICQkRBpuhBBCCCHErKEoCq2trVRUVKDX64mNjSUuLm5KTXASQpybxWJh14evsPeTN3A297B6+SJysxfh7OyMosBHFUFkRg4QojHR0zPAX/79P6LTVnPHA792SA5stVppaWmhpqaGoaEh+/Zkbm5ukx6LEEKI2U2K4UKIKcVisdDU1ERtbe2IJN3Ly8vRoQkhzpPBYODjjz/m8ssvn9SOb6vVav85MjQ0RExMDPHx8Wg0mkmLQQghhBBCiKlGURS6urqora2lvb2d0NBQ4uPjCQoKkmZRIaaRproK3n35CbqajhIV7MkN69cSFORHSas3igILIwZ5571POFLVy50PPU1sYtqkxqfX6+2T2dRqNfHx8URHR8v2ZEIIIRxGiuFCiClpeIRSbW0tbW1tBAUFERcXR2hoqOxzJsQ0snfvXiIiIkhISJjwcw0ODlJfX09DQwPu7u72hFsmTAghhBBCCDGSTqejrq6O+vp63Nzc5LOzENOM2Wxmx/v/IX/7/3Ax97H2ssUkpC6muMmPxUFV/O2Ft4lfcDlfue+XkxLPZ6/jhYSEEB8fT3BwsDTbCCGEcDgphgshpjy9Xk9DQwN1dXUAxMbGEhsbK3sLCTENVFdX09bWxvLlyyfk+DabjdbWVurq6ujp6SE8PJy4uDgCAwMl4RZCCCGEEOIcrFYrzc3N9jHGMTExxMXF4e3t7ejQhBBj0FB9nHdfeYKe5jKiw73xTrkVbd3HNDR18LWH/0p0fPKEnt9sNtPc3CwTHoUQQkxpUgwXQkwbNpuNjo4O6urq6OjoIDQ0lLi4ONn/V4gpTK/X88knn3DllVeO675gQ0ND1NXV0djYiEqlIjY2lpiYGNl7TAghhBBCiAugKAq9vb3U1tbS0tJCQEAAsbGxhIeH4+Li4ujwhBBnYTKZ2LbpBfbv2ECXzg2bzcLynKV8+Zs/nbBz9vf323NyjUZDfHw8kZGRMl1CCCHElCTFcCHEtKTT6aivr6e+vh4XFxeioqKIioqS7nUhpqDdu3fbV5hcDLPZTGtrK01NTXR3d9sbYmTsmhBCCCGEEOPHaDTS2NhIXV0dZrPZ/lleVnoKMbXVVpTw8r+fpKJJx29+9Uui4hLH9fgWi4Xm5mbq6+sZGBggKiqK2NhY/P39x/U8QgghxHiTYrgQYlqz2Wy0t7fT2NhIe3s7Pj4+REVFERkZibu7u6PDE0IAlZWVdHV1kZube96PHZ4I0dTURFtbG15eXkRHRxMVFSXvcSGEEEIIISaQoih0dXVRV1dHW1sbgYGBxMXFERoaKqvFhZiiDAYD77zzDldeeSUBAQHjcsyBgQHq6+tpaGjA09OT2NhYoqOjcXV1HZfjCyGEEBNNiuFCiBnDbDbT0tJiXzUaHBxMVFQU4eHhMqZJCAcaGhpi27ZtrFu3DrVafc77D49obGxspKWlZcT0Bx8fn0mIWAghhBBCCHEqg8FAQ0MD9fX1mM1mIiIiiIqKIjAwUKY0CTHFFBcX4+bmxrx58y74GHq9nqamJpqamhgaGiI8PJz4+Hj8/f3lPS+EEGLakWK4EGJG+uyH9rCwMKKjowkODsbZ2dnR4Qkx6+zcuZOEhARiYmLOeJ/BwUH7+1YusAkhhBBCCDH1SOOqEFNfa2srR48eZe3ateeVS392kUlQUBDR0dGEhYXJKnAhhBDTmhTDhRAzXn9/v73AZrPZiIyMJCoqSrpZhZhE5eXl9PX1kZ2dPeL7BoOB5uZmmpqaGBgYIDQ0lKioKBm9KIQQQgghxBR36pZGra2teHt727ct8/DwcHR4QsxaVquVzZs3s2LFCvz8/M55346ODtl+UAghxIwmxXAhxKyhKArd3d32DnY3Nzd7B7tGo3F0eELMaIODg+zcuZN169bh5OREa2srTU1NdHZ2EhgYSFRUFBEREdJtLoQQQgghxDRkNpvtn/G7urrkM74QDlZUVISnpydpaWmn3TZ8faypqYmWlhZcXV3t18e8vb0dEK0QQggxsaQYLoSYlaxWK+3t7TQ1NdHe3o5GoyEsLIywsDD8/PxkxbgQ48xgMLBz507c3d3RarV4eXnZk21ZNSKEEEIIIcTMMTz9qbGxkcHBQcLCwuzTn2TbMiEmR3NzMydOnGD16tX2a1wDAwP2yYlWq5WIiAiio6NlcqIQQogZT4rhQohZz2Qy0dHRQVtbG+3t7bi4uNgL48HBwTKqWYgLoCgKAwMDtLW10dbWRn9/P25ubri6upKVlSX7CQohhBBCCDELDA4O2otvZrOZyMhIIiIiCAwMlMK4EBPIYrGwZcsWsrKyGBwcpLm5mcHBQcLDw4mKiiIkJETeg0IIIWYNKYYLIcQpbDYb3d3d9gKe0WgkODiYsLAwQkNDZb8kIc7CZrPR1dVlf/+YTCZCQkIIDQ0lLCwMg8HAnj17WLduHSqVytHhCiGEEEIIISaJoij09PTY9xe3Wq32PCEkJAS1Wu3oEIWYEYbfa21tbdTW1mKz2QgODiYyMpLw8HDZtkAIIcSsJMVwIYQ4A0VRGBwctBf2+vr68PPzs68a9/b2ljFSYtYzmUy0t7fT1tZGR0cHKpXK/h4JCgoaMVlBURS2bdtGWloaERERDoxaCCGEEEII4SiKotDX12efzjYwMEBgYKC9CV2j0Tg6RCGmFbPZTGdnp/09BRAaGopKpaKrq4vVq1c7OEIhhBDCsaQYLoQQY2QwGOxFv87OTtzc3OxFPxnxJmYTrVZrbxLp6enBx8fH/l7w9fU9a5PIsWPHMBgMLF68eBIjFkIIIYQQQkxVOp3OXsTr7OzEy8vLnl8EBARIE7oQo9Dr9fa8vKurC09Pz9PeN2azmS1btrBq1SppMhFCCDGrSTFcCCEugNVqtXfdtrW1YbVaCQwMJDAwkKCgIHx9faU4LmYMvV5PV1cXXV1ddHd3o9frCQoKsifaHh4eYz5Wb28veXl5rFu3bsSqcSGEEEIIIYQ40wrX4XHqst2SmK0URaG/v99+HWp4osLw++NMxe6CggICAgJITk6e5IiFEEKIqUOK4UIIcZEURWFgYGBEsVBRFCmOi2nrs8VvnU6Hr68vQUFBBAUFERgYeMEXoRRF4ZNPPiE9PZ2wsLBxjlwIIYQQQggxU9hsNnp7e+3FP51OZ2/KDQoKQqPRyKpxMaOZTCa6u7vp6Oigra0Ni8VCaGio/ZdarT7nMerr66mrq+Oyyy6bhIiFEEKIqUmK4UIIMc7OVhwfLiRKcVxMJcPF7+7ubrq6uk4rfgcEBODq6jpu5zt69Chms5mMjIxxO6YQQgghhBBiZhverqm9vZ2enh5cXV1HNOxKcVxMd8PF7+HcvL+/H41GQ3BwsL0J5HyvJZlMJrZs2cLatWvx9PScoMiFEEKIqU2K4UIIMcGGR1kNJzOjFcf9/PwkaReTZrKL35/V3d3N/v37WbdunTSFCCGEEEIIIc6b1Wqlt7fXntNIcVxMR2cqfp/679jd3f2iz5OXl0doaChz5swZh6iFEEKI6UeK4UIIMcnOVBwPCAjA19cXPz8//Pz88PDwkMRdXDSz2Ux/fz/9/f309fXR29vL0NAQfn5+41L8Pnr0KO+++y579uzh2LFjdHZ24urqSnh4OMuWLeOb3/wmOTk5Ix6jKAofffQRmZmZhISE0NXVxe9+9zs2btxIY2MjPj4+pKenc++993LjjTfy4osvcueddwJQW1tLXFzcqLFYLBZeeukl3n77bQ4fPkx3dzfe3t6kpaXxuc99jm984xvjciFBCCGEEEIIMbUMF8eHc+zPFseDgoLw8vKSHFs4lNlstl8LutDi94Xk4LW1tTQ1NXHJJZcASA4uhBBi1pFiuBBCONhwcbynp8desBwcHMTV1XVEcVwK5OJchgvffX199t+1Wi3u7u4j/h2N18rvnTt3smrVqnPe79FHH+U3v/nNiO8dOXLE/vXll19OZ2fnqI+9++67yc3NPWciXl1dzXXXXUdZWdkZ40hKSuKDDz4gKSnpnDELIYQQQgghpq9zFcdl5biYDEaj0f7v8LPF7+FpgedTLL7QHNxgMPDxxx9z+eWXU1FRITm4EEKIWUfl6ACEEGK2c3Jyshcph1mtVgYGBujr66Ovr4+KigoGBgZQqVT2+w4Xyj09PSWBn4XMZvOIondfXx9DQ0MjCt9RUVH4+vpOWCe2xWLBy8uL9evXs3r1aubOnYuPjw8dHR0cO3aMp59+mvr6en7729+SnJxsT6YBIiIi2LlzJw888IA9Cf/yl7/MbbfdRnBwMFVVVTz11FM899xzIwrno2ltbWX58uW0t7fj7e3N3Xffzdq1awkNDaW/v5+PP/6Yp556isrKStatW0dxcTG+vr4T8ncihBBCCCGEcDwXFxd74RtGFsebmpooLS215+KnNqFLgVxcKKPRaM/Nh/N0vV6Pl5cXQUFBJCYmnnfx+7MuNAd3d3cnICCAEydOcPXVV0sOLoQQYtaRleFCCDFNnFogH06shgvkw8m7j48PGo0GjUYzoXs+i8ljs9nQ6XRotVoGBwftr/3Q0BAeHh6nTQ9wc3ObtNi6urrsDRqjMZlMXHPNNXzyySfExsZSXV2Ni4uL/XndeOONbNq0CYA//vGPfPe73x3xeKvVyk033cTGjRvt3xutK/3aa6/l/fffJzo6mp07d5KQkHBaLIcOHeKSSy5haGiIH/3oR/ziF7+4iGcuhBBCCCGEmM5sNhuDg4Mj8uv+/n6cnJzsOdbw797e3lIgFyMYDIYRjel9fX0YDAa8vLxG/Nvx9fVFrVaP23kvJgevrq7m0Ucf5a233gIkBxdCCDG7SDFcCCGmseEC+anj1bVaLSaTCTc3N7y8vOzF8eGvvby87MmQmBoURcFgMKDVatFqtQwNDdm/1ul0ODk52V+/U4vfk1n4vlBHjhxh0aJFABQVFbF48WLg5MWD4OBgtFotmZmZFBUVjXqBqb29nbi4OAwGA3B6In706FEWLFgAwMaNG7nuuuvOGMv3v/99fv/73xMREUFzc/M4PUMhhBBCCCHETGCz2dBqtSNW9/b39wPg6+t72gpyZ2dnB0csJoPBYDhtKtuphe9Tp/dNhUUJZ8rBe3t7iY6OZmhoSHJwIYQQs46MSRdCiGnMxcUFf39//P39R3zfZDKNKKr29/fT3NyMVqvFarXi6ek5olA+XCSXkesTa/h1+WzBe2hoyP66DL8eISEhJCQkoNFops1e8Uajkfb2drRaLTabDThZ6B925MgReyJ+8OBBtFotAF/5ylfO+PxCQ0O58sorR3Smn2r4+56enqxfv/6s8V166aX8/ve/p6WlhcbGRqKjo8/vCQohhBBCCCFmLGdnZ3x8fPDx8SEmJgY4mc+cuoK8vr6ekpISALy9vUfk1MN5tUoll1unG0VR0Ol0I/L04elsBoMBjUaDn58fgYGBzJkzZ8oUvs8nBy8rK2NoaAiQHFwIIcTsI5/OhBBiBlKr1QQEBBAQEDDi+8MrkE9N8Do7O6mtrWVoaAgnJyc8PDxwd3e3/3JzcxvxZ3d3d1Qq1bQozk4Wq9WK0WjEYDDYf332z3q9HrPZjJubm/1CyfC+3hqNBk9Pz2m5Yn9oaIinn36a119/nWPHjmG1Ws94366uLvvXR48etX89nJyfSVZW1hkT8aKiIgB0Ot15XXRqa2uTRFwIIYQQQghxVk5OTvYC+TBFUf5/e3ceXFV5xnH8d0nCzUICZjMJSxYIGgNF1gABER2ojCOIgARZAqJQrFRbBqaO7bC0anWotWMVrAuCLKKQgmspQhPZYYYlbCkJSyKJSQhrICRkuf2DuWduSO7NvRdIyOX7mbnjm3Pe8573nH/wOc+7GIPOrbF1YWGhLl++rKqqKvn6+tZZoc0a8zGbvOlYLBZVVFTUSXhfuXJFV65ckcViqbWiXlRUlAIDAxUUFHRHJL6tiMEBAHAdyXAAuItYk91+fn4KDQ2tdc66N3VZWVmtRK51CTDrserqarVo0cJhwtxsNsvb29v4tWjRolklz2tqalRVVWX8KisrHSa6KysrJanOe/Dz89M999wjs9ksPz8/BQQE3FFB9M06deqUHnnkEZ08edKp+levXjXK58+fN8rh4eEOrwsLC7N7rri42Kl736isrMyt6wAAAADc3UwmkwIDAxUYGFjruMViqbMa2Llz55SXl2ckW21XAwsICFBAQIARP/r4+DSruPlOZDtQvaysrE7Su6qqyojNW7VqpdDQUMXExBgr5d3pgxWIwQEAcA/JcACApOtLwlmDcnssFouqqqrqTQpfunRJZ86c0dWrV3Xt2jVVVVUZy3OZTCZ5eXnVSpDb+9nWM5lMxscAe2XrPSwWi/GzPV5dXV0rsX3jr77z1uXFpOtL0fv4+NRKcgcEBCgkJKRW8ttsNt91Hy4mTpyokydPymQyacqUKUpJSVFCQoLCwsKM/cxramqMGe+2y7XdKtZR8LGxsfrqq6+cvi42NvaW9wUAAADA3ctkMslsNstsNiskJKTWOYvFoqtXr9ZKzhYWFurKlSv1Djqvb4U267GWLVvedbGn9TvEjQPTbzxmO1DdOvAgMDBQkZGRHrGMPTE4AADuab7/+gMAGp3JZJKPj498fHzqjIK/kcViqTXDuqGkdFVVlSoqKmrVqy+5feOxG5Pk1v9ay/Ul4a0z1xtK0Ht5ed11HxmclZWVpa1bt0qSXnnlFb322mv11rMdfW7Ldp/74uJide7c2e69zpw5Y/ec9SNTUVGR7r///mb9YQMAAACAZzKZTPL395e/v3+dWbmOBp2XlpbqzJkzxt9VVVUymUx1EubODDxvypXbrN8GqqurVVlZ2eA3goqKilrvwfa5bZ/dOrvb9pinDlQnBgcAwH38awUAuC2ss8G9vLyMEcrwHIcPHzbKKSkpdutZ9xO7UWJiYq06AwYMcLkNSerevbu+++47lZWVadu2bRo0aJCjbgMAAADAHcWVQef2ZkhbjztaBa2hldusSXJHq7PZG6RuLdfU1Di1+lpDCfugoKA6s+LvxhnxtojBAQBwH8lwAADgsqqqKqPsaO+vxYsX13u8V69eat26tS5evKjPPvtML730Ur0fNoqKirRhwwa77Y8YMcIYEf/WW28RiAMAAADwWN7e3g1ub1YfZ1Zuq6mpcbg6W0Mrs1l/jpLdrL7mPmJwAADc16KpOwAAAJqf+Ph4o7x06dJ66yxatEjr1q2r95yvr68mTZokSdq7d6/efvvtOnVqamo0ffp0lZeX2+1H7969NXToUEnSd999p7lz5zrs96lTp7Rq1SqHdQAAAADAk1iT1GazWQEBAQoKClJwcLDCw8MVFRWlDh06KCYmRrGxsYqLi1NcXJw6duyojh07qlOnToqPj1fnzp0VHx+vTp06qVOnTsb5uLg4xcbGKiYmRtHR0WrXrp0iIiIUGhqqNm3aqFWrVsZS7iTC3UcMDgCA+0wW6zA/AAAAJ1ksFv3iF7/QoUOHJEnjxo3T+PHjFRkZqZ9++knLly/XmjVrlJycrG3btkmS5s6dq3nz5hltnDt3TomJiSosLJQkjR8/XhMnTlRYWJhycnL097//Xdu3b1efPn20e/duSdcD6ejo6Fp9KSgoUK9evfTzzz9LkpKSkvTss8+qa9eu8vX11dmzZ5WZmal///vf2rx5s5588kmtWbPmdr8iAAAAAABuCWJwAADcRzIcAAC4Zf/+/XrkkUd0/vz5es937dpVGzZsUFRUlKS6gbgkHThwQEOGDNGZM2fqbWPy5MkaOHCgpk6dKkkqLCzUvffeW6debm6uxowZoz179jTY7ylTpuiTTz5psB4AAAAAAHcKYnAAANzDMukAAMAtDz74oPbv369f/epXio6Olo+Pj4KDg9WnTx8tXLhQu3fvVmRkpMM2unXrpiNHjmjWrFmKj4+X2WxWaGioBg8erJUrV2rJkiW6dOmSUb9169b1thMdHa1du3bpX//6l1JSUhQbGyt/f3/5+PgoLCxM/fv316xZs5SRkaGPP/74lr4HAAAAAABuN2JwAADcw8xwAABwR3vuuef08ccfq127dvrpp5+aujsAAAAAAHgsYnAAgKdhZjgAALhjXb16VevXr5ck9e3bt4l7AwAAAACA5yIGBwB4IpLhAACgyRw/flz2Fqmprq7WjBkzVFJSIklKTU1tzK4BAAAAAOBRiMEBAHcjlkkHAABNZvLkydq9e7dSUlKUlJSk8PBwXb16VZmZmfrwww+1d+9eSdKjjz6qjRs3ymQyNXGPAQAAAABonojBAQB3I++m7gAAALi7HT16VHPnzrV7Pjk5WatXryYIBwAAAADgJhGDAwDuNswMBwAATeZ///uf1q5dq40bNyo3N1dnzpxRZWWlQkJC1KtXL40dO1YpKSlq0YKdXQAAAAAAuBnE4ACAuxHJcAAAAAAAAAAAAACAx2GIFwAAAAAAAAAAAADA45AMBwAAAAAAAAAAAAB4HJLhAAAAAAAAAAAAAACPQzIcAAAAAAAAAAAAAOBxSIYDAODhKisrdd9998lkMmn16tVN3R2P8cUXX8hkMqlz5866du1aU3cHAAAAAHAHIAa/PYjBAQDuIhkOAICHe/fdd3Xs2DElJCRozJgxtc4VFxdr6dKlevHFF9W/f3/FxsYqMDBQZrNZkZGR+uUvf6lFixbpypUrdttPT0+XyWRy6ffwww+7/Ty34h5Hjx7VP/7xD6WmpqpHjx5q166dfH19FRAQoLi4OI0dO1br16+XxWKx28bo0aP1wAMPKDs7W++++67bzwMAAAAA8By3Owa3lZmZqWnTpqlz584KCAhQUFCQEhMTNWfOHOXl5d3yZyspKdFbb72l5ORkRUREyGw2KyoqSklJSZo9e7Z27NhR55pTp065/M0gJiamTjvE4AAAd5ksjr7yAgCAZu3y5cuKjY1VSUmJVq1apZSUlFrnP/roIz3//PMNthMdHa21a9eqZ8+edc6lp6dr8ODBLvVr2rRp+uCDD1y6xspkMjlVb9CgQUpPT6/33IQJE7RixQqn2khLS1NwcHC951euXKnx48crJCREJ0+eVGBgoFN9AwAAAAB4nsaIwa3mzp2rP/3pT3YHcQcFBenTTz/VyJEjXXsIO7788kvNmDFDZ8+etVtnxIgRWrduXa1jp06dUmxsrEv3Gjp0qDZs2FDnODE4AMAd3k3dAQAAcPssWrRIJSUlat++vZ5++uk6500mk+Lj4/Xwww+re/fuatu2rSIjI1VeXq7c3FwtX75cGzZsUG5uroYMGaLDhw8rMjKyVhu9e/fWwYMHG+zLiy++qIyMDElSamrqTT/bjBkz9MILL9g9HxAQYPect7e3kpKSlJycrK5duyoiIkJhYWE6f/68srKy9MEHH+jQoUPKyMjQE088oS1btqhFi7oL6owdO1Zz5sxRfn6+Fi9erNmzZ9/0cwEAAAAAmqfGiMEl6S9/+YsWLFggSYqMjNTs2bPVv39/SdL27dv11ltvqbCwUOPGjdPmzZuNc+5atmyZpkyZopqaGoWHh2vGjBkaMGCAgoODVVhYqOPHj+vrr7+Wj49PnWvbtm3r1DeDN954QytXrpRk/5sBMTgAwB3MDAcAwENVV1crLi5OeXl5mjNnjt588806daqqquTt7Xhs3DvvvKPf/va3kqTf/e53+utf/+pyXy5cuKCIiAhVVFSoU6dOys7OdrkNK+vM8Llz52revHlutdHQc1dXV+vpp59WWlqaJOmrr77SE088UW/dWbNm6e2331Z0dLSOHz8uLy8vt/oEAAAAAGi+GisGz8/PV8eOHVVRUaGoqCjt2bNHUVFRder06dNHBQUF6tatm/bu3VvvAG9nHD16VN27d1dFRYUGDhyor7/+Wq1bt6637rVr19SyZUuX71FdXa0OHTqooKBAgYGBKiwslL+/f711icEBAK5iz3AAADzUxo0bjT3CJkyYUG+dhoJw6fqM7latWkmSfvzxR7f6snr1alVUVEiSJk6c6FYbt1JDz+3l5aU5c+YYfzt67vHjx0uScnNz9cMPP9yaDgIAAAAAmpXGisE///xzI76eP39+nUS4dH029vz58yVJBw4c0Pfff+/cQ9Rj5syZqqioUGhoqNLS0uwmwiW5lQiXpB9++EEFBQWSru8Nbi8RLhGDAwBcRzIcAAAP9cUXX0iS4uPj1bVrV7fb8fb2ltlsliSVl5e71cayZcskXZ/VfSckw51hu8y6o+fu0aOHsf/Z6tWrb3u/AAAAAAB3nsaKwffs2WOUhw0bZredxx57zCivWbPGrb5kZWVp06ZNkq4n6UNDQ91qpyHWbwZSw9uqEYMDAFxFMhwAAA/13//+V5LUt2/fm2pn48aNOnv2rCTp/vvvd/n648ePa/v27ZKkgQMHGkHrnW7VqlVGuaHnTkpKkiSlp6ffzi4BAAAAAO5QjRWDnzt3zijfe++9dtuxPZeRkeFWX7788kujPGbMGKN8/vx5ZWdnG/28GaWlpVq3bp0kKTo6Wg899FCD1xCDAwBcQTIcAAAPdPr0aZ06dUqS1Lt3b5evLy0t1ZEjRzRv3jyNGjXKOP6b3/zG5bZcGeHtii+//FL33Xef/Pz8FBgYqPj4eKWmphofINxRUlKiHTt2aOrUqXrjjTckSSEhIcYybPb06dNHknTy5Enl5+e7fX8AAAAAQPPTmDG47SpmFy9etNum7blTp06prKzM5X7t3LlTktS6dWslJCRoxYoV6tatm4KDg9W5c2eFhoYqLi5O8+fP1+XLl11uX7o+a93at0mTJslkMjV4DTE4AMAVJMMBAPBA1pnYktS9e3enrpk3b55MJpNMJpOCgoKUmJio+fPnq7S0VF5eXnrnnXc0cOBAl/uyfPlySZKfn59Gjx7t8vX2HDlyRMeOHVN5ebkuX76snJwcLVu2TI888ohGjhzp8KOArYcffth47rCwMPXv31+ffPKJLBaLgoODlZaWpjZt2jhso2fPnkbZ9t0DAAAAADxfY8bgCQkJRtnRjG/b/cYtFotOnz7tVL9sHTlyRJIUExOjmTNnasKECcrMzKxV5+TJk5o3b5769etn7PvtCtsB9JMmTXLqGmJwAIArSIYDAOCBbIPc8PDwm2rr0UcfVWZmpl566SWXr92yZYtOnDghSRo5cqSCgoJuqi+S5O/vr5SUFH344YfasmWL9u3bp//85z969dVXFRISIklat26dRowYocrKSrfvM3PmTB09etSpJdps37E7HxgAAAAAAM1XY8bgI0aMMMoLFiyod1/x8vJyLViwoNax0tJSl/tiXZI9KytL7733ntq0aaPFixeruLhY5eXl2rNnj7Fv+aFDhzRmzBjV1NQ43X5eXp6R0O/fv786derk1HXE4AAAV5AMBwDAA505c8Yo33PPPU5d88ILL+jgwYM6ePCgdu7cqSVLlmjw4MHatGmTxo0bp127drncj88++8woOzvCuyH5+flatWqVnnvuOQ0YMEAPPvighgwZoj//+c86fPiwMQo/IyNDixYtarC9JUuW6ODBg8rMzNSPP/6ot99+W/Hx8Xrvvfc0depUFRUVNdhGcHCwUbZ99wAAAAAAz9eYMXhSUpKGDx8uSTpw4IAGDRqkTZs2qaysTGVlZdq0aZMGDRqkAwcOqGXLlsZ1V69edfm5rly5IkmqqKiQl5eXvv/+e02fPl1hYWEym83q1auXvvnmGyMhvn37dqWlpTnd/vLly2WxWCS59s2AGBwA4AqTxfqvDQAA8BjTp0/XP//5T0lSZWWlvL293W7rtdde0x/+8Af5+vpq/fr1Gjp0qFPXVVRUKCIiQhcuXFBUVJTy8vLk5eXldj+cdeLECSUkJOjatWvq1KmTsrOzXW6jvLxcY8aM0TfffKP27dtr+/btateund36lZWVxkeGadOm6YMPPnC7/wAAAACA5qWxY/ALFy5o2LBhxp7e9endu7e6dOmiJUuWSJL279+vbt26udSXVq1aGQnxlJQUrVq1qt56hw8fVpcuXSRJTz31lNauXetU+wkJCcrKypLZbFZhYWGDW5RZEYMDAFzBzHAAADyQr6+vUXZn9LetV199VUlJSSovL9fzzz+vqqoqp65bv369Lly4IEkaP358oyTCJSkuLk5DhgyRJOXk5Li1Z5mvr6+WLFkif39//fTTT5ozZ47D+rbv2M/Pz+X7AQAAAACar8aOwdu0aaOMjAz97W9/0wMPPFDrXEREhP74xz9qy5YtunTpknHc2RnrtgIDA42ydfZ3fRITE9W2bVtJ0p49e5xqe/fu3crKypIkDR8+3OlEuEQMDgBwDclwAAA8UFhYmFG27vF1M6xLsOXl5Wn37t1OXbNs2TKjfKuWSHeW7ceA/Px8t9oIDQ1VcnKypOuJfUeDAGzfse27BwAAAAB4vqaIwVu2bKmXX35Zhw8f1oULF3Ts2DEVFBSooKBACxYskNlsVmZmpqTrSW1Hq53Z0759e6Pc0PXWusXFxU61fTPfDIjBAQCuIBkOAIAHsg0Gz58/f0vby83NbbB+cXGxNmzYIEnq0aOHsVxaY7lVu8BYn7usrMzhPmS275hAHAAAAADuLk0dg7du3Vrx8fGKjIyUyWSSJBUVFSknJ0fS9SXTW7RwPRWQmJholKurqx3WtZ53Zon4yspKrV69WpIUHh6uxx57zKV+EYMDAFxBMhwAAA/UtWtXo3zs2LGbbs92dnWrVq0arL9y5UpjJnVjzwqXpCNHjhjlqKgot9tx9rlt37HtuwcAAAAAeL6mjsHrs2rVKmOg+NNPP+1WGw899JBRPn78uMO6J06ckCRjuXRHvv32W5WUlEiSnnnmGZf3WCcGBwC4gmQ4AAAeqFevXsa+Wc7u12VPTU2N1q5da/ztzCxv63Jn3t7eeuaZZ27q/q46ceKENm7cKOn6/uHOBOL1yc/P144dOyRJ0dHRtfZKu5H1Hfv5+alnz55u3Q8AAAAA0Dw1dQx+o0uXLunNN9+UdH1/cXfj8uHDh8vHx0eSlJaWZrdeRkaGzp49K0kaOHBgg+3aLpGemprqcr+IwQEAriAZDgCAB2rZsqX69OkjSQ73+P7www8dLnVWU1OjWbNm6dChQ5KkAQMGKDY21uG9Dx8+rH379kmShg0b5tKSZTExMTKZTMaybjf6+uuvHe7dXVRUpNGjR6uyslKS9Otf/7pOnWPHjmnz5s0O+3Hx4kWNGzdO165dkyRNnDjRYX3rO05KSlLLli0d1gUAAAAAeJbGjsF//vlnI+69UWlpqUaNGqXCwkJJ0sKFC+0O7m4oBg8JCdFzzz0nSdq4caM+//zzeu/38ssvG39Pnz7d7vNJ1/f7/vbbbyVdn9X94IMPOqxfH2JwAIArXFt/BAAANBuPP/64MjIytHv3bpWWltYb/E6bNk3z58/X6NGj1bdvX0VHR8vf31/nz5/Xvn379OmnnyozM1OSFBQUpPfff7/B+y5dutQouzPC25GZM2eqsrJSo0aNUr9+/RQTEyM/Pz+VlJQoPT1dixcvNkajDxgwoN5keEFBgR599FF169ZNTz75pHr27KmIiAh5e3ursLBQ27Zt08cff2x8OOjSpYt+//vf2+1TaWmpMSr98ccfv6XPCwAAAABoHho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|
||
"text/plain": [
|
||
"<Figure size 2000x2100 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories = list(X_test_segment_caract.drop([\"segment\"], axis=1).columns)\n",
|
||
"var_not_perc = [\"age\"]\n",
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories, var_not_perc=var_not_perc)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 97,
|
||
"id": "c48136d1-c980-4f74-a69f-ed4304c83188",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# export to MinIo\n",
|
||
"\n",
|
||
"# activity = \"sport\"\n",
|
||
"# PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
|
||
"\n",
|
||
"file_name = \"spider_chart_all_\" + activity\n",
|
||
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
|
||
"\n",
|
||
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)\n",
|
||
"\n",
|
||
"image_buffer = io.BytesIO()\n",
|
||
"plt.savefig(image_buffer, format='png', dpi=110)\n",
|
||
"image_buffer.seek(0)\n",
|
||
"\n",
|
||
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
|
||
" s3_file.write(image_buffer.read())\n",
|
||
"plt.close()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a2395680-69fe-4247-8deb-22f8ee15830b",
|
||
"metadata": {},
|
||
"source": [
|
||
"## --- end of the main part --- here are just some attempts --- ##"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 489,
|
||
"id": "7d9a2aca-d28d-43b3-9b72-5913b20c4f04",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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SaWlpePTRR/H9999j4cKFuOuuu5CWlgaLxYKmpiZ89dVX2LRp05ibDQ4MDKCgoAA33XQT0tPToVQqcfDgQXzzzTfDIpbZ2dn49NNP8eqrr2LOnDng8XieyOeZjPY9ALjf1xs2bMBDDz2E/Px8VFZW4uWXX4ZKpRr2uNEe+69//WtIpVIsWrQIERER0Gq12LhxI1QqFS666KIxvTYUCmWUsF1xTZl8hlZ7HTx4cMTvzGYziY2NJSkpKcThcBBCCDl69Cj52c9+RtRqNREKhUSj0ZDly5eTTZs2eZ533333kblz55KgoCAiFotJYmIi+cMf/kB6enqGbf/dd98lGRkZRCKRkMzMTPLRRx+dc7XXs88+O+y5Q6uV/vOf/4zqeD777DNSUFBAAgICiFgsJnFxceT6668nP/zwwwVfo+LiYjJ//nwiFouJRqMhf/rTn8jrr78+YqXPaPbT2dlJbr31VpKenk7kcjlRKBRk5syZ5IUXXvC8xudj7969ZOXKlUSlUhGxWEySkpKGreLq7+8nv/rVr4harSYymYwsXryY7NmzZ8TqunO9foQQYrVayb333kuioqKIRCIhubm55LPPPhvxtyHE/R556KGHSEpKChGJRCQkJIQsX76clJSUeB5z5MgRsmjRIiKTyQiAYTq6u7vJXXfdRRISEohQKCTBwcFkzpw55K9//SsxGAyEkHO/B07/3dBqL4vFQm6//XYyc+ZMEhAQQKRSKUlLSyMPP/wwMRqNnuf19fWR66+/ngQGBhKGYcjpX3c4y4qt0b4HrFYr+fOf/0xiYmKIVCol+fn55MiRIyNWe4322N99911SUFBAwsPDiUgkIpGRkeRnP/sZOXbs2IjXgkKheAeGEELYsV0UCoXCbTZv3oy1a9eisbFxWGNOCoXi29DVXhQKhUKhUKYV1PxQKBQKhUKZVtC0F4VCoVAolGkFjfxQKBQKhUKZVlDzQ6FQKBQKZVpBzQ+FQqFQKJRpBW1ySKGwCCEENpsNer0eer0eBoNh2L+n/99kMsHlco24AQCPxxtxk8lkUCqVUCgUUCqVw/5/+n0ikWjUYyUoFArFH6AFzxTKJGC1WqHVatHe3o6Ojo4Rt6H7+/r6PB2VeTzeOc2KUqmETCYDn88fYXIAjDBETqcTJpNphIE6/f9DxkkgECA4OBgRERGIjIxERETEsNvQfRqN5pwjNygUCsWXoOaHQhknPT09qK2tHXarq6tDW1sb+vr6wOPxoFarRxiK038OCQnxmBuJRDJlERhCCCwWi8cQ9fb2jjBmp//c1dUFl8uF4OBgREdHIyUlBampqUhLS0NqaipSU1MREhIyJdopFAplolDzQ6GcB5vNhurqatTU1IwwOn19fYiIiPCc/FNSUpCSkoLY2FhERERArVaDz+ezfQhewel0oqurCx0dHWhpaUFdXZ3H7NXW1qKjowPBwcGe12LolpaWhvT0dIhEIrYPgUKhUDxQ80OhnMJms6G8vByHDx9GaWkpDh8+jGPHjkEsFiM9PX3EiT0lJQVKpZJt2ZxgcHAQ9fX1IwxidXU1rFYrZs6ciTlz5nhuM2bMoIaIQqGwBjU/lGmJ1Wr1GJ2hW3l5OeRyOXJzc4edqBMTEz21NZSx4XK50NDQ4DGTQzez2Yzs7GzMmTPH83pnZ2fTmiIKhTIlUPNDmRaYTCbs3bsXu3btwq5du7B//34oFIqzGh268mlyIYTgxIkTw8xQaWkpDAYD8vLysGzZMixbtgwLFiyATCZjWy6FQvFDqPmh+CVnMzvh4eEoKChAQUEBlixZgqSkJGp0OAIhBA0NDdi9ezd27dqFnTt3orOz02OGCgoKsGDBAkilUralUsaA0+mE3W5nW8akIBQK/aambzpCzQ/FL7DZbCgqKhpmdtRqNQoKCjyRhISEBGp2fARCCBobGz1/z507d6Krq2tYZGjx4sW0boijEEKg1Wqh0+nYljKpBAYGQqPR0O8VH4SaHwC33nordDodPvvsM7aljBlCCNatW4dPPvkE/f39KCsrw+zZs9mWNSX09vbiq6++whdffIFvvvkGSqUSy5cv90QKqNnxH4ZSZUNmaMeOHdDr9bj88suxatUqXHHFFXSpPYfo6OiATqeDWq2GTCbzu88hIQQmkwldXV0IDAxEREQE25IoY4SaH/i2+fn6669xzTXXYNeuXUhMTERoaCgEAv9t3F1bW4tt27Zh27ZtKCkpwaxZs3D11Vfj6quvxuzZs/3uS5ZydgghKCsrwxdffIFt27bh6NGjWLRoEVatWoWrr74aqampbEuctjidTtTW1kKtVvu9Ie3t7UVXVxdSU1NpCszH8N+zJMsQQuB0OifdiDQ0NCAiIgILFy6c1P2whcPhQElJieck19zcjOXLl+Omm27C+++/j+joaLYlUliAYRjk5uYiNzcXDz/8MNra2vC///0P27Ztw1//+lckJCR4jNCCBQv8+oKAawzV+EyHYvWhY7Tb7dT8+BjTav3uJ598guzsbEilUoSEhODiiy+G0Wj0/P65557zdN298847hxXqbdmyBXPnzoVSqYRGo8FNN92Erq4uz+937doFhmHw7bffYu7cuRCLxdizZw8IIXjmmWeQmJgIqVSKWbNm4ZNPPhm15sLCQsybNw9isRgRERG47777POMQbr31Vqxfvx4tLS1gGAbx8fHn3dYXX3yBwMBAz1iDI0eOgGEY/OlPf/I8Zt26dbjxxhs9P//3v/9FVlYWxGIx4uPj8fe//33YNuPj4/H444/jl7/8JRQKBeLi4vD555+ju7sb11xzDRQKBbKzs3Ho0KFhzyspKcHSpUshlUoRExODu+66y/O3IIRAo9EgLy8PCoUCy5Ytw6uvvorly5ejp6cHX331FW6//XZqfCgeoqOjcfvtt+Orr75Cb28vNm7ciJ6eHlx33XWIiIjAHXfcgZKSEtBA99QxHaKw0+EY/RYyTWhvbycCgYA8//zzpLGxkRw7doy88sorRK/Xk1tuuYUEBASQ22+/nVRVVZEvvviCyGQy8vrrr3ue/9Zbb5GvvvqKNDQ0kL1795L58+eTlStXen6/c+dOAoDMnDmTfPfdd6S+vp709PSQBx54gKSnp5NvvvmGNDQ0kHfeeYeIxWKya9euC2pua2sjMpmM3HHHHaSqqops3bqVhIaGkocffpgQQohOpyOPPvooiY6OJh0dHaSrq+u829PpdITH45FDhw4RQgh58cUXSWhoKLnooos8j0lNTSWvvvoqIYSQQ4cOER6PRx599FFSU1ND3nnnHSKVSsk777zjeXxcXBwJDg4mmzZtIrW1teS3v/0tUSqV5PLLLycff/wxqampIatXryYZGRnE5XIRQgg5duwYUSgU5IUXXiC1tbWkuLiY5OTkkNWrV5MHH3yQJCQkEB6PR8RiMbn77rtJdXU12bhxI+HxeKSqquqCrxuFMoTD4SCFhYXkN7/5DQkKCiKJiYnkwQcfpO+jScRsNpPKykpiNpvZljLpTKdj9Temjfk5fPgwAUCamppG/O6WW24hcXFxxOFweO776U9/Sn7+85+fc3sHDhwgAIheryeE/Gh+PvvsM89jDAYDkUgkpKSkZNhzf/WrX5Ebb7zxgpofeOABkpaW5jENhBDyyiuvEIVCQZxOJyGEkBdeeIHExcVdcFtD5Obmkueee44QQsjq1avJE088QUQiERkcHCQdHR0EgOfEcNNNN5FLLrlk2PP/9Kc/kczMTM/PcXFx5Oabb/b8PLSNDRs2eO7bu3cvAUA6OjoIIYT84he/IL/5zW88j3/hhRdIWloaAUCuvfZa8tlnn5HY2Nhh23W5XEStVnuMGYUyViwWC9m6dSu5/vrriVgsJnPmzCEvvPCC531J8Q7nMwRWKyFG49TdrFb2jpXCbaZNInzWrFlYsWIFsrOzcdlll+HSSy/F9ddfj6CgIABAVlbWsJxtREQEysvLPT+XlZXhkUcewZEjR9DX1+dJHbW0tCAzM9PzuLlz53r+X1lZCYvFgksuuWSYFpvNhpycnAtqrqqqwoIFC4aFVhctWgSDwYC2tjbExsaO8VUAli1bhl27duGee+7Bnj178Pjjj+O///0vioqKoNPpEB4ejvT0dM/+r7nmmmHPX7RoEV588UU4nU7P6zVz5kzP78PDwwEA2dnZI+7r6uqCRqPBgQMHUF9fj7feegtOpxM8Hs9Tk/HEE08gIyMDv//974dtl2EYaDSaYalGCmUsiMVirF69GqtXr4ZOp8Onn36KLVu24M9//jMKCgqwZs0aXHvttXRkySRhswEHDgAGw9TtU6EA5s0DRtsRYffu3Xj22Wdx+PBhdHR0YOvWrVi9evWkaqSww7QxP3w+H99//z1KSkrw3Xff4R//+Af++te/Yv/+/QDcDatOh2EYj8ExGo249NJLcemll2LLli0ICwtDS0sLLrvsMthstmHPk8vlnv8PPf/LL79EVFTUsMeNpo0/IWRETpmcqlkYb6552bJleOutt3D06FHweDxkZmYiPz8fhYWF6O/vR35+/qj2fzqnv3ZDjz/bfZWVlXjllVdQV1eHoKAg/OpXv8JVV101bJno6YbufH8TCmUiBAYG4rbbbsNtt92GtrY2fPDBB/j73/+OO++8E2vWrMG6detGdYFCGT0Oh9v4iETAVEwxsVrd+3M4Rm9+jEYjZs2ahbVr1+K6666bXIEUVpk25gdwnzwXLVqERYsW4aGHHkJcXBy2bt16wedVV1ejp6cHTz31FGJiYgBgRAHv2cjMzIRYLEZLS8swUzFaMjMz8d///neYCSkpKYFSqRxhpkbL0qVLodfr8eKLLyI/Px8MwyA/Px8bN25Ef38/fv/73w/bf1FR0bDnl5SUjGlZp9FoxMcffwwAuO2223DzzTfj0ksvhc1mw9NPPz2uY6BQvEl0dDT+9Kc/4U9/+hMOHTqE1157DYsXL8aMGTOwbt06/PznPx92UUOZGGIxIJFMzb7OuDa9ICtXrsTKlSsnRwyFU0yb1V779+/Hk08+iUOHDqGlpQWffvopuru7kZGRccHnxsbGQiQS4R//+AdOnDiBbdu24bHHHrvg85RKJe6991784Q9/wLvvvouGhgaUlZXhlVdewbvvvnvB599xxx1obW3F+vXrUV1djc8//xwPP/ww7rnnnnEP2lSpVJg9eza2bNmCZcuWAXAbotLSUtTW1nruA4A//vGP2L59Ox577DHU1tbi3Xffxcsvv4x77733gvvp6OjAH/7wB0RFReHtt98GAHz33Xd4/fXX8fTTT2Pv3r248847ceTIEdTV1WHbtm1Yv379uI6JQvEWc+fOxRtvvIH29nbccsstePHFFxEVFYV77rkH9fX1bMujUCheYtqYn4CAAOzevRtXXHEFUlNT8eCDD+Lvf//7qFx+WFgYNm/ejP/85z/IzMzEU089heeee25U+33sscfw0EMPYePGjcjIyMBll12GL774AgkJCRd8blRUFL766iscOHAAs2bNwu23345f/epXePDBB0e173NRUFAAp9PpMTpBQUHIzMxEWFjYMDOYm5uLjz/+GB9++CFmzJiBhx56CI8++ihuvfXWs27X5XLh66+/BgDcdddd0Gq1+PLLLz33KRQKAO4aocLCQtTV1WHJkiXIycnBhg0baJdUCmdQqVS44447cPToUXz55Zfo6OhAVlYWrrzySnz99dc0/Uqh+Di0wzNlwlgsFmzevBnPP/889Ho91q1bh3Xr1lEzQ/Er2tvb8frrr+O1116DUqnEPffcg1tvvRWSqcrh+AgWiwWNjY1ISEgY9tqYTMDu3YBSOTVpL4sF0OuBpUuB8fRbZBjmggXP5zpWCveZNpEfivcZHBzEM888g4SEBPzzn//Eww8/jObmZjzyyCPU+FD8jsjISDzyyCNobm7GQw89hFdeeQUJCQl49tlnodfr2ZZHoVDGADU/LHL77bdDoVCc9Xb77bePeXstLS3n3J5CoUBLS4tXdHd3d+PBBx/0dHN+4403cPToUaxZs4ZO2ab4PSKRCDfffDOOHj2K119/HVu3bkVsbCw2bNiA7u5utuVRKJRRMK1We3GNRx999JzFwwEBAWPeXmRkJI4cOXLe30+ElpYW/P3vf8ebb76JJUuW4PPPP8eSJUtoi3fKtITH42HVqlW46qqrsHv3bmzcuBHx8fH4f//v/+GPf/zjuPpwUdjFYDAMK2xvbGzEkSNHEBwcTP+efgY1PyyiVquhVqu9tj2BQIDk5GSvbW+I6upqPP300/jggw9w9dVXY8+ePcjNzfX6figUX2SoXUR+fj5KS0vx1FNPITU1FTfeeCP+8pe/eJqGUtxYrdzdz6FDh1BQUOD5+Z577gEA3HLLLdi8ebOXlFG4ADU/lHNSX1+PDRs2YOvWrbj55ptx7NgxpKamsi2LQuEsQyska2pq8Mwzz2D27Nm49tpr8fjjjyMpKYlteawiELg7LhsMY++/M14UCvd+R8uyZcvo8NtpAjU/lBFotVo89thjePvtt7FmzRrU1dV5mjtSKJQLk5aWhrfeeguPPPII/va3v2HGjBm47bbbsGHDBmg0GrblsYJI5B414XBM3T4FgtF3d6ZML2jBM8XDwMAAHnzwQSQnJ6OjowOlpaV48803qfGhUMZJTEwM3nzzTZSWlqKjowPJycnYsGEDBgYG2JbGCiKRe9n5VN2o8aGcC2p+KLBYLHj++eeRlJSE4uJibN++HZ9++umoul9TKJQLk5GRgU8//RQ//PAD9uzZg6SkJLzwwguwWCxsS6NQpiXU/ExjnE4nNm/ejLS0NPzrX//Cli1bsGPHDuTl5bEtjULxS+bPn4+dO3fi3//+N959912kpaVh8+bNcDqdbEujUKYV1PxMU7755hvMmjULjz32GDZu3IjS0lJcfvnldNk6hTLJMAyDlStXorS0FBs3bsSjjz6KWbNm4ZtvvmFbGoUybaDmZ5rR1NSEa665BjfeeCPWrVuHqqoq3HTTTeMelEqhUMYHj8fDTTfdhOrqaqxbtw433ngjrr32WjQ1NbEtjULxe+gZb5pgsVjw+OOPIysrC06nE9988w3Wr19POzJTKCwjEomwfv161NbWIjg4GFlZWXj88cdpPRCFMolQ8zMN+PrrrzFjxgxs3boV27dvx+bNm9HT00O/XCkUDhEWFoa33noLP/zwAz799FNkZ2fj66+/ZlsWheKX0D4/fkxTUxPuvvtu7N69G0888QR+85vfgM/nA3B/0VZVVSEnJ4dllZQzIYTA6XTC4XB4bkM/DxXGEkJGNGNjGMZTs8Xn8yEQCDz/Dt34fD6t6+I4CxYswMGDB/H666/jpptuwrJly/DCCy8gPj6ebWkUit9AzY8fYrFY8Oyzz+Kpp57CjTfeiJqaGoSFhQ17TFZWFnbu3In4+HgEBQWxpHR6QAiBw+GAxWLx3KxW64ifTzc7Q/B4vGEG5nTzcrrZOd0MnWmenE4nXC6XZ5unmyGxWAyJROK5nfmzQCCgZokF+Hw+fvvb3+L666/H/fffj6ysLNx3333405/+BIlEwra8cWNz2uBwTV2XQwFPABGfpvYpI2EI7eXtV+zcuRO//vWvoVKp8Morr2D+/PnnfGxVVRV6enqwePFieoKbIIQQWCwWGI1GGAwGGAwGz//NZjOcTid4PN45jYZYLIZQKBxmTAQCgdcK0V0u1zBz5XA4YLfbh5mwMw2Zy+UCn8+HVCqFQqGAXC6HQqHw/F8ikdD3zRSxb98+3HnnnRgYGMAbb7wxbP4U17BYLGhsbERCQsIwo2Zz2nCg7QAMdsOUaVEIFZgXPW/UBmjjxo349NNPUV1dDalUioULF+Lpp59GWlraWR9/rmOlcB8a+fETDAYD/vKXv+Bf//oXnnzySdxxxx2eFNe5SElJQUtLC06ePIno6OgpUurbEEJgNpuh0+kwMDAwzOw4nU6PUVAoFAgNDUV8fDxkMhnrURQejweRSDTqAvfTo1Umk8lj5trb2z2Gjs/nDzNDKpUKgYGBkEql1BR5mfnz5+PAgQP45z//iauvvhq33HILnnrqKSgUCraljRqHywGD3QARTwSxQDzp+7M6rDDYDXC4HKM2P4WFhbjzzjtx0UUXweFw4K9//SsuvfRSVFZWQi6XT7JiylRCzY8fsGvXLtx2222IjY3FkSNHRj1AUSAQIDMzExUVFdBoNBCMZQLgNIAQApPJhIGBAeh0Oo/hsdvtUCqVUKlUUKlUiIyM9BiACxlOX4FhGAiFQgiFQiiVSoSHhw/7vdPp9Bg/o9EIvV4PrVYLvV4PoVDoMUKBgYFQqVSQyWTUEE0QPp+P9evX44orrsBtt92GmTNn4p133kF+fj7b0saEWCCGRDA1URLbGCeontlr6Z133oFarcbhw4exdOlSb0qjsAw92/kwBoMB999/PzZv3oyNGzfijjvuGHOaJDo6Go2Njaivr0d6evokKfUNHA4H+vr60NPTg/7+fgwMDMDhcCAgIAAqlQoRERHIyMhAQECA35ic8cLn8xEQEICAgIBh9zudTgwODnrMYm1tLQYHByEQCDxmKDQ0FMHBwdRsj5OkpCTs3LkTr7zyCq688kqsXbsWTz31FI1MTAJDM9iCg4NZVkLxNvTbx0cpLCzE2rVrERMTM6Zoz5kwDIMZM2agpKQEsbGxkMlkXlbKXYbMTm9vr8fwSCQShIaGIjIyEpmZmdTojBE+n4+goKBhRfSnG6L+/n4cOXIEFosFQUFBCA0NRUhICDVDY4TH43miQGvXrsXMmTPx9ttv+1wUiMsQQnDPPfdg8eLFmDFjBttyKF6Gftv4GEajEffddx/eeecdPPnkk/jd73434aLY4OBgREZGorKyEnPnzvWSUu7hcrk8RudMsxMbG4vc3FyanpkETjdECQkJnnRiT08Pent7R5ihIUNEu45fmKSkJOzatQsvv/wyrrzyStx2223YuHEjjQJ5gd/97nc4duwYioqK2JZCmQSo+fEhioqKcMsttyAqKgpHjhxBcnKy17adkZGB7du3o7e3FyEhIV7bLtvYbDZ0dnZCq9Wiq6sLAoEAYWFh1OywCMMwkMvlkMvliIuLG2GGSktL4XA4oFarodFoEB4eTjuRnwcej4e77rrLEwWaNWsW3n33XSxatIhtaT7L+vXrsW3bNuzevZsuBvFTqPnxAZxOJ5566ik8+eSTeOKJJ3DXXXd5/apYKpUiNTUV5eXlyM/P92lDYDAYoNVqodVq0dfXh4CAAGg0GqSkpEClUvn0sfkjZzNDAwMD0Gq1aGhoQFlZGYKDg6HRaKDRaHxqhdNUkpycjMLCQrz00ku49NJL8de//hX33XcfjaCNAUII1q9fj61bt2LXrl1ISEhgWxJlkqDmh+NotVr84he/QHNzM4qKiia1I3NSUhKam5vR0tKCuLi4SduPtyGEQKfTob29HR0dHTCbzQgLC0NUVBTmzJkDqVTKtkTKGGAYxlMcnZ6eDrPZ7DGzVVVVkEqliIiIQGRkJAIDA6mZPQ0ej4e7774b+fn5+NnPfoadO3fi3//+NzQaDdvSPFgdVs7u584778T777+Pzz//HEqlElqtFgCgUqno94ifQZsccpgffvgBa9aswcUXX4xNmzZBqVRO+j7b29tx7NgxrFixAkKhcNL3NxGMRiPa2trQ2toKq9WKiIgIaDQaqNVqWjzrpzgcDnR1dUGr1aKjowNisRgxMTGIjo6mdS5noNfrsW7dOuzYsQNbtmzBxRdfPCX79eUmh+cy0u+88w5uvfXWEffTJoe+CzU/HMThcOCRRx7Biy++iJdeeglr166dsqtbQghKSkoQGBiIrKysKdnnWLBarTh58iTa2towMDAAtVqN6OhoaDQauiprmuF0OqHVatHW1obOzk4EBgYiOjoaUVFREIsnv4meL0AIwdtvv43f//73+MMf/oCHH3540i8MzmcI/G28BTU/vgs1Pxyjra0NN954I/r7+/HRRx+xYkAGBgawe/duFBQUcKK+wul0oqOjA21tbejq6kJQUJDnJEcLYSmAu7B9yBT39/d7THFERAQ1xQAqKirws5/9DCEhIXj//fcntYh3OhmC6XSs/gathOMQ//vf/zB79mykp6fjwIEDrEVeVCoVYmNjUVFRwcr+h9Dr9SgvL8e3336LmpoaBAUFYcWKFViyZAkSEhKo8aF4EIlESEhIwJIlS7BixQoEBQWhpqYG3377LcrLy6HX69mWyCpZWVk4ePAgUlNTMXv2bHz55ZdsS6JQWIVGfjiA0+nE/fffj02bNmHTpk246aab2JYEq9WK7du3Y+7cuVCr1VO2X5fLhfb2djQ1NaG/vx+RkZGIj49HcHAwLWyljAlCCPr6+tDU1IT29nYEBQUhPj4ekZGR03oF1HvvvYff/va3+O1vf4snn3zS65Gx6RQNmU7H6m9Q88MyOp0ON954I5qbm/HZZ58hNTWVbUkeGhoa0NTUhIKCgkk/WVgsFjQ1NaGpqQkCgQDx8fGIiYmhtRsUr2C1WtHa2oqmpiY4HA7Ex8cjPj5+2p6wamtrcc011yA+Ph4ffPABAgMDvbbt6WQIptOx+hvT9/KHA9TU1CAvLw98Ph979+7llPEB4Olx0djYOGn76O/vx6FDh/D9999Dp9MhJycHK1asQHJyMjU+FK8hFouRnJyMFStWICcnB/39/fj+++9x6NAh9Pf3sy1vyklNTcW+ffvA4/Ewf/581NbWsi2JQplSqPlhiW+//Rbz58/Htddei88//xwqlYptSSPg8XjIzs5GTU0NrFbv9eYghKC7uxslJSUoLi6GWCxGQUEB5s+fj/DwcJreokwaDMMgPDwcCxYsQEFBAcRiMYqLi1FSUoLu7m5Mp0C4SqXCtm3bcM011yAvLw/ffvst25IolCmDpr2mGEIIXnjhBTz00EN47bXXsGbNGrYlXZB9+/ZBKpVi1qxZE9oOIQRarRa1tbUwGo1ITExEYmIiLVymsIrVakVjYyNOnDgBuVyO1NRUaDSaaWXCt2zZgttvvx2PPfYY7r777gkd+3RKBU2nY/U3aCe4KcRqteL222/Hd999h507d+Kiiy5iW9KomDFjBnbu3ImEhAQEBASM+fkulwttbW2or6+H3W5HUlIS4uPjaSNCCicQi8VIT0/3dDg/evQoqqqqkJKSgqioqGlRHH3zzTcjNTUVq1evRnl5OV599VWadqb4NTTyM0VotVr85Cc/gdPpxNatWxEZGcm2pDFx/PhxDAwMYOHChaO+KnQ6nWhpaUFdXR14PB6Sk5MRExND+65QOI3T6URrayvq6+vhcrmQkpKC2NjYafG+bW9vx+rVqyEQCPDpp5+OayzGdIqGTKdj9Teo+ZkCysrKcPXVV6OgoACvv/66T35I7HY7fvjhB8yaNeuCxo0QgtbWVlRXV0MgECAtLQ2RkZHTKo1A8X0IIWhvb0dNTQ2cTifS09MRHR3t9+9js9mM3/zmN9i1axe++OILzJ49e0zPP68hcNoAMnUdnsEIANrhmXIWaN5hktmxYweuvfZaPPDAA/jzn//ss1+cQqEQmZmZqKioQHh4+Fmvggkh6OzsRGVlJZxOJzIyMqbFyYLinzAMg6ioKERGRqKtrQ1VVVWor69HRkaGXxfmS6VS/Otf/8LTTz+N/Px8bN26FcuXL5/4hp02oPcA4Ji62V4QKICQeaM2QK+++ipeffVVNDU1AXA3h3zooYewcuXKSRRJYQNqfiaRjz/+GGvXrsWmTZvwi1/8gm05EyY2NhaNjY1oaGgYsSy/t7cXlZWVMBgMSE1NRXx8/LRIE1D8H4ZhEBMTg8jISDQ1NaGsrAwKhQJZWVkIDg5mW96kwDAM7rvvPkRGRuLqq6/G22+/jZ/97GcT2yhxuI0PTwTwp6CeyGl17484AIzO/ERHR+Opp55CcnIyAODdd9/FNddcg7KyMk7OOqSMH2p+Jol//OMfeOCBB/DJJ5/4zVUDwzDIzs7G3r17ERMTA6lUisHBQVRVVaG7uxvJycmYP38+56fBUyjjgc/nIykpCbGxsWhoaEBJSQnCwsKQkZExroUAvsAvf/lLhIaG4uc//zm6urrwu9/9buIb5YsB/hSliFy2MT181apVw35+4okn8Oqrr2Lfvn3U/PgZ1Px4GUIINmzYgE2bNuH777/H/Pnz2ZbkVUJCQhAeHo7jx49DIBCgra0N8fHxuOSSS+jqEMq0QCgUIj09HQkJCaipqUFhYSGio6ORmZnpl5+BK664At9//z2uvPJKdHZ24tFHH/XblN/pOJ1O/Oc//4HRaMSCBQvYlkPxMtT8eBGHw+FZyl5UVIT09HS2JXkdQggCAgJQXV2NkJAQLF++HHK5nG1ZFMqUIxaLMXPmTCQlJeH48ePYvn07MjIyEB8f73fmYP78+SgqKsJll10GrVaLV1991W9bVZSXl2PBggWwWCxQKBTYunUrMjMz2ZZF8TL+38BiijCZTLjuuuuwb98+lJSU+KXx6evrQ2FhIVpbWxEVFQWXywWZTMa2LAqFVeRyOfLy8jBnzhw0NDSgsLAQfX19bMvyOhkZGSgpKcHevXtx3XXXwWw2sy1pUkhLS8ORI0ewb98+/Pa3v8Utt9yCyspKtmVRvAxd6u4F+vv7PbniL774AkFBQSwr8i5WqxWVlZU4efIkUlJSkJycDEIItm/fjszMTMTExLAtkULhBE6nE/X19airq0NUVJRfpsKGvu8YhsG2bdtGfN+dc/m3wwR07QaEyqmp+XFaALseUC8FBOO/SLv44ouRlJSE1157bcTv6FJ334VGfiZIZ2cnli5dipCQEHz//fd+ZXwIIWhsbMT27dths9mwfPlypKWlgc/nQyAQICsrC5WVlXA4prBvB4XCYfh8PtLS0rB8+XLYbDZs374djY2NfjUzLCgoCN999x2CgoKQn5+Prq4utiVNKoQQr842pHAD/0zaThFarRbLly/H7Nmz8a9//cuvcuADAwMoKyuDw+HAnDlzEB4ePuIxUVFRaGxsRF1dHTIyMlhQSaFwE5lMhry8PHR2dqK8vBzNzc3Izc31m1VhMpkMn376KX75y1+ioKAA27dvH303aOcUGYlx7OeBBx7AypUrERMTA71ejw8//BC7du3CN998MwkCKWziP2frKaa9vR3Lly/HvHnz8M477/hNTxuXy4W6ujrU1dUhKSkJqamp5zw2hmEwY8YMFBcXIy4ujtb/UChnEB4ejtDQUNTW1mL37t1ISUlBSkqKX8wLEwgE+Ne//oW1a9di2bJl2LFjx/m7vzMCd9NBh2HMS9DHL1Lh3u8o6ezsxC9+8Qt0dHRApVJh5syZ+Oabb3DJJZdMokgKG9Can3HQ1taG5cuXY/HixXjjjTf8xvgMDg6itLQULpcLOTk5o07hDUWIfGVQK4XCBv39/SgrKwOPx/OrKJDT6cT/+3//D8XFxdi5cydCQkLoeAsK56HmZ4y0tbVh2bJlKCgowGuvveYXV3CnR3sSExM9dT2jxWKxYPv27cjLy0NoaOgkKqVQfBun04mamhqcOHHCr6JALpcL69atw86dO/HDDz/AbDZPC0NAzY/vQs3PGGhvb0d+fj6WLVvmN8ZnvNGeM6mrq/MYQ3/rcUKheJuhKBCfz0dOTo5fRIGGDFBdXR1efvllJCcn+70hoObHd/H9s/cU0dHRgYKCAixZssQvjA8hxFOHoFarkZ+fP6GVaomJiXA6nWhubvaiSgrFPxlaKRUWFobdu3ejtrbW51eE8Xg8vPbaa8jJyUFnZyfsdjvbkiiUc0IjP6Ogs7MTBQUFmDt3rl8UN1ssFhw+fBhmsxlz5szx2vL8jo4OHDlyBBdffDGd70WhjJL+/n4cPnwYUqkUc+bM8fkIgtFoRGlpKVQqFTIyMvz6u4BGfnwX3w5fTAH9/f24+OKLkZOT4xfGp6urC7t27YJEIplwtOdMNBoNVCoVampqvLZNCsXfGYoCSSQS7Nq1y+f75vD5fISEhEAqlaK2tpb2AaNwEmp+zoPZbMaqVauQmJiId99916eNj8vlQmVlJQ4cOICMjAzk5uZ6/YpsaOl7Y2Mj9Hq9V7dNofgzQqEQubm5yMjIwIEDB1BZWQmXy8W2rHHDMAyio6MhFotRX1/v08dC8U+o+TkHDocDN9xwAxiGwYcffujTDQzNZjOKi4uh1WqxdOlSxMXFTVpRckBAAOLi4lBRUTEp26dQ/BWGYRAXF4elS5dCq9WiuLjYp+dnMQyDhIQEAMCJEyd8vqaJ4l9Q83MWCCG4/fbb0dDQgG3btkEqlbItadxotVrs3LkTSqUSS5cunZJVJenp6ejr60NnZ+ek74tC8TcCAgKwdOlSKJVK7Ny5E1qtlm1J44bP5yM5ORlWqxXNzc3UAFE4AzU/Z2HDhg34/vvv8e233/rsrC6Xy4WKigocPnwYM2fOxOzZs6cseiUSiZCeno7jx4/TcDeFMg4EAgFmz56NmTNn4vDhw6ioqPBZ4yAQCJCSkoLBwUG0t7ezLYdCAUDHW4zg5ZdfxqZNm1BUVISoqCi25YwLu92OQ4cOwWQyIT8/HwqFYso1xMfHo6mpCY2NjUhKSpry/VMo/kB0dDQCAwOxf/9+DA4OYu7cuT65ekokEiElJQW1x49DaLdDrVZPzY4FAkA0eR2eKb4LNT+n8fHHH+P+++/HDz/8gPT0dLbljAu9Xo/9+/dDoVBg6dKlrH1R8ng8zJgxAwcPHvQUPlIolLEz9Fk+fPgwCgsLkZeXB6VSybasMSPl85HS34+T+/dDolZPTWNHhQKYN29cBmjjxo144IEH8Pvf/x4vvvii97VRWIWan1Ns374da9euxSeffIK8vDy25YyLzs5OHDp0CPHx8cjMzGS907JarUZoaCiqq6sxa9YsVrVQKL6MUChEXl4eKisrsWfPHsydO3fqoifewuGAzOWCJi4OJ7u7wVOpJjcqbbUCBgPgcIzZ/Bw8eBCvv/46Zs6cOUniKGxDa37gHsz5k5/8BK+++ipWrlzJtpwxQwhBfX09Dh48iJkzZyIrK4t14zNEVlYWWlpaMDAwwLYUCsWnYRgGWVlZyM7OxoEDB1BfX++TdUDK4GCEx8WhracHZgCQSCbnNs5os8FgwJo1a/DGG2/4bM0n5cJMe/Oj1WqxatUq3H///fjlL3/Jtpwx43Q6UVZWhoaGBixatAgxMTFsSxqGQqFAYmIiysvLffKLmkLhGjExMVi0aBHq6+tRVlYGp9PJtqQxExQYiJDQULS1tsLOsSaId955J6688kpcfPHFbEuhTCLT2vxYrVZce+21WL58Of7yl7+wLWfMWK1WFBcXQ6/XY+nSpZy9SklNTYXBYEBHRwfbUigUv2CoK7Rer0dxcTGsVivbksZM6Kku0G2trZxZFfrhhx+itLQUGzduZFsKZZKZtuZnqJePy+XC66+/zpk00WgxGo3Ys2cPpFIpFi9ezOleREKhEBkZGaioqPDJq1S2cblcsNvtsNlssFqtMJvNMJlMMBqNMBgMMBgMMBqNMJlMMJvNsFqtsNlssNvtnDmpULzP6Z/9PXv2wGQysS1pTDAMg8jISADuuYBsR4ZbW1vx+9//Hlu2bKFzuqYB07bg+cUXX8R3332HgwcP+twbfWBgAHv37kVkZCSys7N9wrjFxsaisbER9fX1SEtLY1sOJ3A6nbBYLLBYLLBarZ7/n3mfzWY76/MZhgGP575+cblc5zx5iEQiSCQSiMViSCSSYbfT7/Pl8S3TFT6fj7lz56K8vBy7d+/GggULoFKp2JY1ang8HqKjo9HY2Ii+vj6EhISwpuXw4cPo6urCnDlzPPc5nU7s3r0bL7/8MqxWK/2M+BHT0vx8++232LBhA3bu3Om58vAVenp6sH//fqSkpCAlJcUnjA/gPlFnZ2dj7969iI2N5XSkypvYbDbodDrodDro9fphxsZut4NhmBGmRCaTITg4eJhBEQgEYBjGY3jO9XcnhHiMECEEDodjhLGyWq0jtBBCIBQKh2lRKpUIDAxEYGAgRLRXCmcZ+mxJJBIUFRUhLy8PoaGhbMsaNUKhEDExMWhqboZILIaShb5kALBixQqUl5cPu2/t2rVIT0/HX/7yF2p8/IxpZ35qa2txww034LXXXsNFF13Etpwx0d7ejtLSUmRnZyMuLo5tOWMmJCQEGo0GlZWVw66u/IXTjY5Op8PAwABMJhNkMhlUKhVUKhVCQ0OHGR2RSORVA8swzLAvaaFQeEGjSQiBzWYbEXnS6XRobm4edgxDZogaIm7BMAxSU1MhFouxb98+5ObmcvfC7iz1SVKGQURgINobGhAfH++dvmBjrINSKpWYMWPGsPvkcjlCQkJG3E/xfaaV+dHpdLj66quxbt06rFmzhm05Y6KxsREVFRWYM2cOIiIi2JYzbrKysrB9+3b09fUhODiYbTnjxmq1YmBgYJjZMZvNkMlkCAwMRFBQEOLj433CJAxFn8Ri8VlTJkOmbuh4hwyRVCodZoZUKhVtZskycXFxEIlEOHz4MGw2G+Lj49mW9CMCgbvpoMEAnCWVG8jnwy4Uor22FjExMRB4I9KiULj3S6GcAUPYrjKbIpxOJ6666irw+Xx8/vnnPhPCJISgpqYGJ06cQF5eHqs5cW9RU1PjmTDvK2k7u92O7u5uaLVa9PT0wGw2Qy6Xe076Q/9y3eh4C5vNNsz8DQwMwGg0QiqVIjQ0FBqNBmFhYT45isEf6O3txf79+5GUlITU1NQp/ZxZLBY0NjYiISFhZD2lzeZuOngOCCFoaGgAACQlJU1c9ySPtzjvsVI4zbSxxA888ACam5uxb98+nzI+FRUVOHnyJBYvXjw17eCngKSkJDQ3N6O1tRWxsbFsyzknJpMJWq0WnZ2d6OnpgUwmg0ajQU5ODgIDA6f1iV0kEiEsLAxhYWGe++x2O3Q6Hbq6ulBVVYXDhw97jJBGo5k2dV5cICQkBIsXL8bevXtht9u50/hUJDqvGWEAxGdmorq6Gif7+xEdHT112ijTimlhfv73v//h1VdfxaFDh3zGQBBCUF5eDq1Wi8WLF0Mul7MtyWsIBAJkZWWhvLwcERERnDERhBDodDqP4RkcHPTUKWVnZ7MyINaXEAqFHkOUlZUFg8EArVaL9vZ2lJeXIyAgABqNBuHh4QgMDOTGydiPCQgIwOLFi1FcXAxCCGbMmOETr7lAIEBycjIqKyuhUCgQGBjItiSKH+L3aa+2tjbMmjUL//jHP3DTTTexLWdUEEJw7NgxdHV1YdGiRZDJZGxL8jqEEBQVFSEkJASZmZms6XA6nZ50VmdnJxwOB8LDw6HRaKBWq6dNGmuysdls6Ozs9NwEAoHHCIWFhflMNNYXMRqNKC4uRnh4OGbOnDnpBshbqaDe3l60trYiMzOTs59DmvbyXfza/DgcDhQUFCAtLQ1vvvkm23JGBSEER48eRXd3t98anyF0Oh2KiopQUFAwpZEtl8sFrVaL1tZWdHd3QywWe1IzISEhnt45lMnB5XKhp6cHnZ2d0Gq1sFqtCAsLQ0xMDDQaDX39JwGTyYTi4mKo1epJN0DeNARNTU2wWCxIS0vjZNSKmh/fxa/Nz4MPPoitW7fi4MGDPmEiTo/4cL1rs7c4cuQIbDYb5s2bN+n7MhgMaG5uRktLCwQCAWJjYxEREQGlUsnJL9bpACEEer0eHR0daGlpgcPhQGxsLOLi4mia0cuYzWYUFRVNugEaMgTx8fET/g5zOp2oqqpCUFAQoqKivKTQe5jNZjQ1NVHz44P4rfn54YcfsHr1auzfvx9ZWVlsy7kgQzU+nZ2dfh/xOR2LxYLt27dj3rx5w4pnvYXT6UR7ezuam5vR39+PiIgIxMXFITQ0lBoejkEIQU9PD5qamqDVahEUFIS4uDhERkbStJiXMJlMKCoqQkRExKTVADmdTtTW1kKtVntldarZbEZVVRWSk5M5V7PZ29uLrq4upKam0veoj+GX5ker1WL27Nl48skncdttt7Et54IMrepqb2/H4sWLp43xGaK+vh6tra3Iz8/3WsrDZDKhsbERzc3NEIvFiIuLQ0xMDO1D4yNYrVa0traiubkZVqsVcXFxSEhImHafjclgqAYoMjJy0laBdXR0QKfTQa1WQyaTTXgffX196OrqQlJSEicWSBBCYDKZ0NXVhcDAQJ/uvTZd8Tvz43Q6cdlll0Gj0eDf//63T1zd19TUoKmpye9WdY0Wl8uFHTt2ICkpCQkJCePeDiEEfX19OHHiBLRaLcLDw5GYmIiQkBCfeB9QRkIIQW9vL06cOIHOzk5oNBokJiYiODiY/k0ngNFoRFFREeLj4ydl1h4hBFqtFjqdzmvb7OnpgdPphFqt5szfPjAwEBqNhjN6KKPH78zPE088gXfffReHDx+GUqlkW84FaWxsRFVVlV/18RkPWq0WZWVlWLFixZhXdjidTpw8eRInTpyA0WhEXFwcEhMTaZTAzzAajZ5onlwuR2JiIqKiomi6YZwMDg6iqKgImZmZk9YJ2ul0wm63e2VbRqMRP/nJT/CTn/wE69at88o2J4JQKKTvPR/Gr8xPUVERLrvsMhQXF2P27Nlsy7kgQ7O6FixY4BedmycCIQT79u2DQqFAdnb2qJ7jcrnQ2tqK6upqCAQCJCYmutvi03b2fo3D4UBraytOnDgBh8OB9PR0xMTE0FVi46C3txd79+7l9iyw0ygrK8PixYvx3XffYdGiRWzLofgwfmN+jEYjZs6cifXr1+Puu+9mW84F6enpwb59+zB37lxoNBq25XACvV6PXbt2IT8//7xRMEIIOjo6UFVVBUIIMjIyEBkZSUPP0wxCCNrb21FVVQWGYZCRkYGIiAj6PhgjHR0dOHz4MObPn+8T0+BfeOEFvPLKKzh69Oi0LBOgeAe/MT933XUXjhw5gl27dnH+CnBgYABFRUWYMWOGT05nn0zKy8uh1+uxYMGCs57Eenp6UFlZCZPJhLS0NMTFxXH+702ZXFwuF5qbm1FTUwOZTIbMzEyfOIlziebmZhw/fhyLFy8+63BbLuFyuZCfn4/c3Fz83//9H9tyKD6KX5ifwsJCXHnllThy5AiSk5PZlnNejEYj9uzZg8TERKSmprIth3PYbDZs374dOTk5wyJiAwMDqKysRF9fH5KTk5GUlETTW5RhOBwONDQ0oL6+HsHBwcjMzOT8iZxL1NTUoLGxEUuWLOF8RKW+vh6zZ8/GV199haVLl7Ith+KD+Lz5GUp3/f73v8ddd93FtpzzYrVasWfPHqjVamRnZ9Pw/DlobGxEQ0MDli9fDrPZjOrqanR0dCA+Ph6pqamcbXVP4QZWqxV1dXVobGxEZGQk0tPTOX8y5wJDvca6urqwZMkSzreF+L//+z+89NJLOHbsGP37UsaMz5uf9evX49ixY9i5cyen0x9OpxPFxcWQSqWYO3cuNT7nweVyYefOnRCJRNDpdIiOjkZaWhpdvUUZEyaTyT0d/ORJxMXFITU1lXbhvQCEEBw6dAhmsxmLFi3i9Goml8uFZcuWYfbs2XjppZfYlkPxMXza/OzatQtXXXUVjh49iqSkJLblnBNCCMrKyqDX67F48WJOf6Gwjd1uR319Perr60EIwcKFC2n9BmVCDA4OoqqqCt3d3Z6UKRca5XEVp9OJoqIiKJVK5OTkcPpCbSj99eWXXyI/P59tORQfwmfNj8FgQHZ2Nu655x6sX7+ebTnnpb6+Hg0NDVi6dOm0mNc1Xrq6unDkyBFIpVJkZWWhvr4eIpHIJ9oWULhPX18fKioqYDabMXv2bKjVarYlcRaz2YzCwkKkpKRw+sISAF566SW8+OKLOHbsGJ0HRxk1Pmt+7rzzTlRUVGDHjh2cTnd1dnbi4MGDWLRoEYKCgtiWw0nsdjsqKirQ1taGrKwsxMfHg2EYGI1G7Ny5E4sXL0ZgYCDbMil+ACEETU1NqKioQHR0NLKysmgU6Bz09/ejuLgY8+bN47RRdLlcKCgoQHZ2Nl5++WW25VB8BJ80Pzt27MA111yDo0ePIjExkW0550Sv12P37t2YOXMmYmJi2JbDSYaiPXK5HDk5OSPqeiorK9Hb24vFixdzOvxO8S2MRiOOHDkCo9FIo0DnobW1FeXl5Vi6dCmnoyoNDQ2YNWsWvvjiCxQUFLAth+ID+Jz5sVgsmDFjBn7/+99zOt1lt9tRWFiIiIgIn5gqP9XY7XZUVlaitbV1WLTnbI/bvn07srOzERUVxYJSir9yehQoJiYGmZmZNAp0FioqKqDVarF06VJOvz7/+Mc/8H//9384fvw4LWynXBCfMz+PPfYYPvvsMxw4cICzhcNDoxoYhkFeXh6NWJxBd3c3ysrKIJfLMXv27AsuU21paUF1dTWWL19Oe/tQvM7pUaCcnByEhYWxLYlTEEKwf/9+EEIwf/58zn6fOZ1OzJs3D9deey0efPBBtuVQOI5PmZ+mpiZkZWVhx44dyMvLY1vOOfGVK6Wp5vRoT2ZmJhISEkb1RUoIwe7du6HRaCZlAjWFQghBY2MjKisrERMTg6ysLGq0T8Nut3s+g1yOZO/btw8rVqxARUXFpA1rpfgHPmV+Vq9ejdDQULz55ptsSzknHR0dKC0tRX5+Pqdz5FNNd3e3ZyVXTk7OmJuS9fX1oaSkBCtWrKAr5iiThtFoRFlZmWdFGI0C/YjBYEBhYSHmzJnD6XmEv/rVr9DX14etW7eyLYXCYXzG/Hz11Ve4+eabUVNTw9kvJLPZjJ07d2LmzJmIjo5mWw4ncDgcqKioGHO052wcPnwYhBDMnTvXyyoplB+hUaBz09bWhmPHjqGgoICzFyHd3d1IS0vDe++9h5UrV7Ith8JRuLtG/DQsFgvuuusuPPHEE5w1Pi6XC4cOHUJkZCQ1PqcwGo3YvXs39Ho9CgoKkJiYOKF6gczMTGi1WvT29npRJYUyHIZhkJiYiIKCAs+KTaPRyLYsThAdHY2IiAgcOnQILpeLbTlnJSwsDI8//jjuuusuWK1WtuVQOIpPmJ/nnnsOKpUKv/nNb9iWck6qq6tht9sxY8YMtqVwgu7ubhQWFiIsLAwLFy70yuwdqVSKlJQUlJeXw0cClhQfRi6XY+HChQgLC0NhYSG6u7vZlsQJsrOzYbfbUVNTw7aUc7Ju3ToolUo899xzbEuhcBTOp72Gipy3b9+O+fPnsy3nrHR1deHAgQNYunQpAgIC2JbDKqenDLKzsxEXF+fV7TudTmzfvh1paWle3zaFci6am5tRXl4+4dStvzA4OIjdu3dzugHi3r17cckll6CiooJ+V1BGwHnzc+211yI4OBhvvfUW21LOisViwa5du5CRkTHtP2AulwvHjh2DVqvFvHnzEBwcPCn7aW9vx7Fjx7BixQq6mo4yZfT29uLgwYPQaDSYOXMmpzvLTwXNzc2oqqrCsmXLONtX57bbboNOp8Onn37KthQKx+C0+fnmm29w0003cbbImRCCkpISSCQS5ObmTuurQavVioMHD8LhcCAvL29SiyEJISguLkZQUBCnl91S/A+TyYQDBw5AIBDgoosuglgsZlsSaxBCUFpaCovFgoULF3Ly+6+rqwtpaWn44IMPcPnll7Mth8IhOHvp4nQ6ce+99+Jvf/sbJ40PANTV1cFsNmPmzJmc/OBPFQMDAygsLIRYLMbixYsnfRUIwzDIzs5GY2MjDAbDpO6LQjkdmUyGxYsXQywWo7CwEAMDA2xLYg2GYTBz5kyYzWbU1dWxLeesqNVq/O1vf8O9994Lp9PJthwKh+Cs+fn3v/8Ns9mMdevWsS3lrAwODqK2thZz5syZ1qmX9vZ27NmzB3FxcZg7d+6ULQlWqVSIiYlBRUXFlOyPQhlCIBBg7ty5iIuLw549e9De3s62JNYQCoWYM2cOamtrMTg4yLacs3L77bfDZDJhy5YtbEuhcAhOmh+LxYKHHnoIjz32GEQiEdtyRuByuVBaWorExMRpO6mdEILq6mqUlZVhzpw5SEtLm/LoV3p6Onp6etDV1TWl+6VQGIZBWloa5syZg7KyMtTU1EzbFYhBQUFISEhAWVkZJ5e/i0QiPPbYY3jooYdgsVjYlkPhCJw0P//85z8REhKCG264gW0pZ6Wurg4ul2vajlpwOBw4ePAgWltbsWTJEkRERLCiQywWIz09HcePH+fkly7F/4mIiMCSJUvQ0tKCQ4cOweFwsC2JFdLT0+F0OlFfX8+2lLNy4403IigoCK+++irbUigcgXPmZ2BgAE888QQ2btzIydUUg4ODqKurQ05ODmcHq04mNpsNRUVFsNvtnFjan5CQ4JnOTaGwQUBAAJYuXQqr1Yri4mLYbDa2JU05fD4fOTk5nE1/8Xg8bNy4EU888cS0rtOi/Ajn3MWzzz6L7OxsXHbZZWxLGcF0T3cNfbnLZDIsWLCAEytdeDweZsyYgerq6ml50qFwA7FYjIULF0IqlaK4uHhadhYOCgpCYmIiSktLORmJvfzyy5GVlUUbH1IAcGypu1arRXJyMn744QdONjSsqanByZMnkZ+fP+2iPmazGSUlJVCpVMjNzeVcVG7fvn2QyWSYOXMm21Io05ihC6SBgQGPGZpOOJ1OFBYWIioqipNlAfv27cPFF1+MhoYGhIeHsy2HwiKcOoM99thjuPTSSzlpfAYGBlBXV4fc3NxpZ3xMJpOnr86cOXM4Z3wAICsrC83NzZwMuVOmDzweD3PmzEFQUBCKi4thNpvZljSlDKW/6urqOPlZnD9/Pi655BI89thjbEuhsAxnIj/19fXIzs5GaWkpMjIy2JYzDEIICgsLER4ezjltk43RaERJSQnUajXn+xkdP37cc8XNZZ0U/4cQgmPHjqGrq8trs+18icrKSnR1dSE/P59zn8Wqqirk5ubi+PHjSEpKYlsOhSU4cwm/YcMGrFmzhpPmoqmpCQ6HA6mpqWxLmVKMRiOKioo87fy59iV2JmlpaRgcHIRWq2VbCmWaM9QAUKPRoKioaNpNhU9LS4PD4eDkQoSMjAzcdNNN2LBhA9tSKCzCichPdXU1Zs+ejbq6OsTExLAtZxhWqxXbt2/HnDlzplWOeCjVpdFoMGPGDM4bnyGamppQX1+PgoKCaZeepHAPQgiOHz8OrVY7Jd3PuURnZycOHz6MFStWcGJxxOm0trYiJSUFR44cQXp6OttyKCzAicjP008/jZtvvplzxgdwh29DQkKmlfEZKm5Wq9U+ZXwAIC4uDnw+HydOnGBbCoUChmEwY8YMqNVqFBcXT6sme+Hh4QgJCUFlZSXbUkYQExODNWvW4JlnnmFbCoUlWDc/LS0t+OCDD/DnP/+ZbSkj6Ovrw8mTJ5Gdnc22lCnDarWipKQEwcHBPpHqOpOhuV+1tbXT6kRD4S5DKbDg4OBptww+OzsbJ0+eRF9fH9tSRvDnP/8Z77//PlpbW9mWQmEB1s3P3//+d1x99dWcq6cZKlhMSUmBTCZjW86UYLPZPMvZc3JyfM74DBEaGgq1Wo2qqiq2pVAoANwGKCcnByqVCiUlJdOmJ5VMJkNKSgqOHTvGufEfaWlpWLVqFf7+97+zLYXCAqyan+7ubrz55pu4//772ZRxVoaKnJOTk9mWMiU4HA6UlJRALpcjNzfXZ43PEFlZWTh58iT6+/vZlkKhAHAboNzcXMjlcuzdu3fajMJITk7mbPHz/fffjzfeeAM9PT1sS6FMMawWPG/YsAEHDx7EN998w5aEszLdipwJITh48CDsdjsWLFjAyT4+46Gqqgo9PT1YvHixT5g5p9MJi8UCq9UKi8Uy7DZ0n91uh8vlAiEEhBBPJ10ejweGYcAwDHg8HoRCISQSCcRiMSQSybDb0H20IJwdXC4XSkpKIBKJcNFFF/nEe3OiaLValJaWcrL4+bLLLkNeXh4effRRtqVQphDWzM/g4CBiY2Px+eefIz8/nw0J56SsrAw2mw15eXlsS5kSqqur0draiqVLl3Lui2kiOBwObN++HVlZWYiOjmZbjgdCCEwmE3Q6nec2ODgIm80GhmGGGZYzzYtQKBxmdIZOnENmaMgQ2e32s5qnof8TQiASiRAQEIDAwEDPTSaTTYuTMdtYrVbs3r0bsbGxnOyEPBns378fIpEIOTk5bEsZxq5du3DttdeiubmZ9VmFlKlDwNaON23ahMzMTCxdupQtCWdlcHAQbW1tWL58OdtSpoT29nY0NDRgyZIlfmV8AEAgECAzMxMVFRXQaDQQCKb+7U4IgdFoxMDAgMfoDAwMwOFweIxHVFQUMjMzIZVKIRaLJ918EEJgtVphNps9uoY68goEAqhUKo8ZUqlUkMvl1BB5GbFYjLy8POzZswdKpRKRkZFsS5p0ZsyYgR07diApKYlTJiM/Px/p6el47bXX8Kc//YltOZQpgpXIj8ViQUJCAl5//XWsWrVqqnd/Xvbv3w+pVDotZkQNDAxgz549mDNnDiIiItiWMykQQrBnzx6o1eop6+fhdDrR09MDrVYLrVYLm83mMTpDxiIgIIBz6UWXy4XBwUGPQRuKSIlEImg0Gmg0GoSGhtJ0mRfp6OjA4cOHsWTJEqhUKrblTDrHjh2D2WzmXFR927ZtWLduHRobGyGRSNiWQ5kCWDE/mzZtwj//+U8cOXKEUyeA3t5e7N27F5dcconfRUHOxGq1orCwEHFxcX4fdu/v70dxcTGWL18+aSv3LBYLOjs7odVq0d3dDbFYDI1Gg/DwcISGhnLqfT4WXC4Xenp6PMdmtVoRFhbmMUP+/jmZCmpqatDc3Iz8/Hy/fz0tFgt++OEHLFiwACEhIWzL8eByuTBr1iz87ne/w7p169iWQ5kCptz8uFwupKWl4ZFHHsGaNWumctfnhRCCoqIihIWF+X3Hz6GCS4lEgjlz5kyLlEZpaSlcLhfmzp3rtW0aDAa0t7dDq9VCp9MhMDDQYwqUSqXfva6EEOj1enR0dKCzs3PYMUdGRkKhULAt0SchhODQoUOwWq1YuHChzxrl0VJdXY3u7m7OLUTYsmULHn30UVRXV/v934DCgvn5+uuvcdttt6G5uRkikWgqd31etFotysrKcPHFF0MoFLItZ9IghODo0aPQ6XRYvHgxK3UwbOCtK06n04n29nY0Nzejv78farXaE+GZbuHy06NdXV1dCAoKQlxcHCIjI2lqbIw4HA4UFRUhMDAQs2bN4pQp8DZ2ux0//PADcnJyoNFo2JbjwWazITY2Fps3b8bll1/OthzKJDPl5ufKK6/ERRddhEceeWQqd3teCCHYuXMn4uLi/H7K74kTJ1BbW4v8/PxpNWcIAGpra9He3j6uSdN6vR6NjY1oa2uDRCJBXFwcYmJiOGXg2cRqtaKtrQ1NTU2wWq2Ijo5GQkIClEol29J8BpPJhN27dyMtLQ0JCQlsy5lUGhoa0NLSgmXLlnHK6D388MM4fPgw/ve//7EthTLJTKn5qa+vR1ZWFhobGzm1uqGlpQU1NTVYvny5X1+xdnd3Y//+/Vi4cCGCg4PZljPlOJ1O7NixA6mpqYiLi7vg4wkh6OrqwokTJ9DT04OoqCjEx8cjKCiIU1/YXIIQgr6+PjQ3N+PkyZMIDQ1FYmIi1Go1fc1GwVDdYV5eHsLCwtiWM2k4nU5s374dGRkZnJrp2N7ejoSEBFRWVvr9hfB0Z0rNzx/+8AdotVp88MEHU7XLC8LVD6G3MRqNKCwsRFZW1qhO/P5Ke3s7jh49et70psvlQktLC+rr6+FwOJCQkIC4uLhpl9aaKBaLBc3NzWhsbIRQKERSUhJiY2NpPcUFaG5uRkVFBfLz8yGXy9mWM2lw9aLzhhtuQGRkJJ5//nm2pVAmkSkzP0ajEVFRUfjyyy+xaNGiqdjlqGhsbERjYyMKCgr89srU4XBg9+7dCAsLm1ZDWs8GIQQlJSUIDAxEVlbWiN+1t7d7ZoKlpaUhKiqKnqwnyFCdVE1NDQAgIyMDkZGRfvt58wbl5eXo7u7G0qVL/bYub6jcICEhgVNpvqKiIlx11VVob2+fNnMdpyNT9q3+0UcfIS4uDgsXLpyqXV4Ql8uFuro6pKWl+fUXcUVFBUQi0YiT/XRkaOr7iRMnYDAYPPd3dXWhsLAQx48fR3JyMpYvX46YmBhqfLwAn89HTEwMli9fjuTkZBw/fhy7d+9Gd3c329I4S1ZWFkQiESorK9mWMmkwDIPU1FTU19d7xrRwgUWLFiE2NhYfffQR21Iok8iUfbO/9tprWLduHadMxsmTJ8Hj8ThVf+Rturu70draipycHHoiP0VAQABiY2Nx/Phx6HQ6lJSU4NChQ4iKisKKFSsQHx9PX6tJgMfjIT4+HitWrEBkZCQOHjyIkpIS6HQ6tqVxDh6Ph5ycHLS0tPi1SRyKAJ48eZJtKR4YhsG6devw2muvsS2FMolMSdqrrKwMS5YsQXt7O2famhNCPK3W4+Pj2ZYzKTgcDuzcuRNJSUlITExkWw6n6OvrQ1FRERiGQWJiIlJSUujKrSnGZrOhrq4OjY2NCA8PR0ZGBu0VdAYnTpxAQ0MDCgoK/Db91dTUhBMnTnCq9GBgYACRkZEoLi7G7Nmz2ZZDmQSm5PL2tddew0033cQZ4wO4+/o4HA6/LnKuqKiATCbjVD6dbVwuF6qqqlBcXIzAwEBIJBJkZGRQ48MCQ6nYFStWQCgUYufOnaiqquJUCoRtEhISIJVKUVFRwbaUSSMmJgY2mw1arZZtKR5UKhVuuukmGv3xYybd/Oj1erz33nucahlOCEFtbS2SkpI4tcrAmwylu2bPns2Zqym20el0KCwsRGdnJ5YuXYrFixeDx+OhsbGRbWnTGqlUitmzZ2Pp0qXo7OxEYWEhTYWdgmEY5OTkoLW11W/TX3w+H8nJyairqwML05bOybp167Bly5ZhtYEU/2HSzc/WrVuRmJiIOXPmTPauRk1PTw+MRqPfLvm22+0oKytDZmamXy+VHS1D0Z6ioiJERERg6dKlUKlU4PF4yM7ORk1NDaxWK9sypz0qlQpLly5FREQEioqKUF1dTaNAAORyOTIzM1FWVga73c62nEkhLi4OBoMBPT09bEvxMHfuXCQmJmLr1q1sS6FMApNuft577z3cfPPNk72bMVFXV4fExES/HWNRWVkJuVxO0134Mdqj1WqxZMkSpKenDytmVqvVCAkJQXV1NYsqKUPweDykp6djyZIl6OjoQGFhIQYGBtiWxToJCQmQy+V+u/pLKBQiMTERdXV1bEsZxpo1a/Dee++xLYMyCUyq+dFqtdixYwduvPHGydzNmOjv70dfX5/fFgB3dXXRdBfc0Z7q6mpPtCc/Px8qleqsj83KykJLSws9yXIIlUqF/Px8REREYM+ePdM+CsQwDGbPnu3X6a/ExET09fWhv7+fbSkebrzxRmzfvp1T9UgU7zCp5ufDDz/EkiVLEB0dPZm7GRMNDQ2Ii4vzywJXu92OI0eOICsra1qnuwwGAwoLC9HR0XHWaM+ZKBQKJCYm4vjx45yqOZjuDEWBFi9e7IkCTef6C39Pf4lEIsTFxaGhoYFtKR5iYmKwePFi2vPHD5lU87NlyxZOpbwsFgs6Ojr8Nh1UUVEBuVzut0v3R0NXVxd2794NtVp93mjPmaSmpkKv16Ojo2OSFVLGSmBgIPLz86FWq7F79250dXWxLYk1/D39lZCQgI6ODlgsFraleLj55puxZcsWtmVQvMykmZ/q6mocP34c11133WTtYsw0NTUhLCzML3uJdHV1oa2tbdqmuwghqK+vx4EDB5CdnY2srKwxNSoUCoXIyMhARUUFnE7nJCqljAcej4esrCxkZ2fjwIEDaGhomJZRutPTX/5oAhUKBUJDQ9HU1MS2FA/XXXcdysvLPeNZKP7BpJmf9957D6tWrRr1lfdk43K50NTU5JdRn+me7nI6nSgrK0N9fT0WLVo07t5NsbGxEAqFnAq7U4YTExODRYsWoa6uDmVlZdPSqMrlcmRlZeHIkSN+mf5KTExEU1MTZ2q8AgMDcdVVV9HCZz9jUswPIQTvvfce1qxZMxmbHxft7e0QCARQq9VsS/E69fX1kEql0zLdZbFYUFxcDL1ej/z8fAQFBY17W0Nzv2pra2E2m72okuJNgoKCkJ+fD71ej+LiYk6lSKaK+Ph4SKVSvzTqarUaAoGAUynooVVf0zHa6K9MivnZu3cvdDodVq5cORmbHxdNTU2Ij4/3u5SQxWJBQ0MDsrKy/O7YLkR/fz8KCwshl8uxePFiSKXSCW8zJCQEGo3GM9mdwk2kUikWL14MuVw+LZsiMgyDrKws1NfX+12PKoZhEB8fz6nU1xVXXIG+vj7s27ePbSkULzEp5mfLli346U9/CrFYPBmbHzN6vR79/f1+OcqitrYWYWFhCA4OZlvKlHLy5EkUFxcjMTERubm5Xu3UnZmZifb2dk4tuaWMhM/nIzc3F4mJiSgqKuLUcMypIDg4GGFhYX5ZixITE4O+vj7o9Xq2pQAAxGIxfvrTn9LCZz/C6+bH4XDg448/5lTKq6mpCZGRkZwxY97CaDSiubkZGRkZbEuZUpqbm1FWVoa5c+ciJSXF6xEvmUyG5ORklJeX0zA3x2EYBikpKZg7dy7KysrQ0tLCtqQpJSMjA83NzTAajWxL8SpisRiRkZFobm5mW4qHNWvW4OOPP56WdWb+iNfNz969e8Hj8bBo0SJvb3pcOJ1OtLa2+mU9THV1NaKiojg1MHayaWxsxPHjxzF//nxoNJpJ209ycjLMZjPa2tombR8U76HRaJCXl4fy8nJOpUsmm4CAAERFRfllh/L4+Hi0tLRwxmwsXrwYgPscR/F9vG5+tm3bhiuvvJIzA0M7OjogFov9Li00MDCA9vZ2pKensy1lymhoaEBlZSUWLFiA0NDQSd2XQCBAVlYWKisr4XA4JnVfFO8QFhaG+fPno6Kiwi8Lgc9Feno62tvb/a5DeXBwMMRiMWe6K/P5fFx55ZXYtm0b21IoXmBSzM/VV1/t7c2Om7a2NkRHR/tdMXBlZSUSEhIgk8nYljIlNDQ0oKamBgsXLpwyIxsVFQWZTMa5eUOUcxMSEoKFCxeipqZm2hggmUyGhIQEv2t8yDAMoqOj0drayrYUD1dffTU1P36CV81PTU0Nmpubcckll3hzs+PGarWiq6uLU+M1vEFPTw/6+vqQmprKtpQpobGxEdXV1ViwYMGElrKPlaGl7w0NDTCZTFO2X8rECAoKwoIFC1BdXT1tUmApKSno6+vj1FR0bxAdHY2uri7OrGi79NJL0djYiNraWralUCaIV83PF198geXLl3Omg/LJkycRFBTkV43/CCGorKxEcnKyX84nO5Pm5mZPqmsqjc8QgYGBiIiIwoEDFfCzmlK/JigoCPPnz8fx48enRRG0WCxGcnIyKisr/apIXy6XIygoCO3t7WxLAeDuQL18+XJ88cUXbEuhTBCvmx8uprz8iY6ODphMJiQlJbEtZdI5efIkysvLkZeXx2rNVkREBgYGulBU1IOWFoCWAPkGISEhyMvLw7Fjxzhz8pxMkpKSYDKZOFMj4y24mPqi5sf38Zr56e3tRXFxMa666ipvbXJCGI1GDAwMICoqim0pXsPlcqGqqgppaWkQCARsy5lUdDqdZzn7ZBc3X4iAAAn4/FRYLOUoLSU4fBjo7WVVEmWUhIWFYe7cuSgtLfX7RogCgQBpaWmorKzkzGgIbxAVFQWdTseZ5fyrVq1CUVEReumXgE/jNfPz1VdfYdasWZyJtLS1tUGtVvtVaqi1tRWEEMTFxbEtZVKxWCzYv38/0tLSJnU5+2iRSACJJBE8nhMqVTO6uoB9+4DKSoBOweA+Go0GaWlp2L9/v9+PwoiLiwMhhFORkokiEokQHh7OmbYT0dHRmDlzJr7++mu2pVAmgNfMD5dSXkMffq4YMW/gdDpRXV2NjIyMMU0r9zWcTicOHDiA0NBQJCcnsy0HACAQADIZH3x+FgyGKmg0diiVQHW12wS1tQEcaUVCOQfJyckIDQ3FgQMHONM3ZjLg8XhIT09HdXW1Xx1ndHQ02traOFPPRFNfvo9XzqI2mw3ffPMNVq1a5Y3NTRidTger1cqJqIG3OHnyJAQCASIjI9mWMmkQQnD06FEQQjB79mxOtScICAAcDg2EQhUGB2sglwOxsYDNBhw6BJSWAnQaBndhGAazZ88e9h7zV6KioiAQCPyqzkmj0cBisXAmdblq1Sp8/fXXsNlsbEuhjBOvmJ+ioiIolUrk5OR4Y3MTpr29HREREZxptDhRCCE4ceIEEhMTOWUIvM2JEyfQ1dWFefPmce5vJ5cDLheDQFUWjIYTgLECQmcXwoLN0GiA9nZ3FKimBvDzzIrPwufzMW/ePHR1deHEiRNsy5k0GIZBQkICGhoa/Mbk8fl8REREcMbQ5ebmQqFQoLi4mG0plHHiFfOza9cuLF++nDMn5o6ODr+K+vT19cFoNPrlYNYhurq6UFVVhby8PK9MZ/c2Eon7X5FAiEAxDzp9LeTmEijMe6By7EOiuhEB4h5UHbdi/363GfKjmlO/QSqVYt68eaiqqkJXVxfbciaN2NhYGI1G9PX1sS3Fa2g0Gs6sZGMYBsuXL8euXbvYlkIZJ14zP8uWLfPGpiaMXq+H2WyGWq1mW4rXOHHiBOLi4vx2hZfBYMChQ4cwa9YsVnr5jAaJBODzAWI3Qi1ywuTko98VAsKIIXD2Q2o9CjWvGOkheyDUH8Lx/c04XtqHgX4729IpZxAcHIxZs2bh0KFDMBgMbMuZFAQCAeLi4vwqwqVWq2EymTjzN1u2bBk1Pz7MhM2PyWTC/v37OWN+Ojs7ERoa6jdGYahvR2JiIttSJgWXy4WDBw8iLi6O05EtsRgQiQCXzQgBjyBUpkK3aRBORg6HQA27MAYOQQQYvgBhyk7EKEphai5CbdFutBw9ApuuFbDpAJf/FKH6MjExMYiNjcXBgwf9aln46SQkJECr1cLsJ0sSBQIBQkNDORP9WbZsGfbt2+c3r+90Y8LmZ+/evQgPD+fMyVmr1fpVyquxsRHh4eF+O8NrqE18RkYGy0rOj0RyyvxYdCCMECqJHAwAneW0q1CGDxdPCYdAA8hioQoPB1/IoK22DfX7D6GvpgikazfQXw6Y2gD7IED888TrC2RmZgKA344qkMvlUKvVfhX94VLqKykpCWq1mk5591EmbH6GUl5cqPex2Wzo6+vzG/PjdDrR3NzMGWPpbXQ6Herr65Gbm8v55fs8HiCTOgFbPwgjAcMwUMsD0WsahONc0RxGAKlShYDwCPRZY3G8LhQN9S6YehqB3oNA1x73TVcJmNoBuwHwkwJVX4DH4yEnJwf19fV+NxF9iKSkJDQ3N/vNsneNRoO+vj5OrLJiGIamvnwYr5kfLtDZ2YmAgABOFsyOh/b2dojFYoSEhLAtxeu4XC6UlZUhOTkZKpWKbTmjIkhphMtugovnfn/JRBJIhWL0mgbP+zw+HwgJAQIChWjtCsSxuii09cfCzgsCiB0w1AE9+4HuPUB3MTBYA5i1gMNEzdAkExgYiOTkZJSWlvpl+iskJARisRgdHR1sS/EKUqkUAQEB6OzsZFsKAFr348tMyPxwrd7H31Jezc3NiIuL40RUzdvU1NQAgE9NppeJjWCIDYQRe+4Lkwdi0GKCxXHhK1GxGNCEu6NItbVAZbUYfYYgEGk0II8BhAGA0wQMVAM9+9xRoZ59wGA9YOkCnHQN/WQw9B70x/QXwzCIi4tDc3Mz21K8BpdSX8uWLcP+/fthMpnYlkIZIxMyP3v37oVGo0FCQoK39Iwbl8uFrq4uvzE/BoMB/f39nC4CHi86nQ4NDQ0+ke46HQnPgDM/MiK+AIFSBboNulH3VFEqgTA1MKgHKiqA+gbAbGEAvgQQhwDyaEAWDQhk7rqggeNA916gczfQcwAwNAKWHsDJfujfH+DxeMjNzUV9fT1nmuh5k5iYGPT19XFmldRE0Wg06Orq4kSkLjExEWq1Gvv27WNbCmWMTOjMw6V6n97eXggEAp9JoVyI5uZmREREQCwWX/jBPoQvpruGEDO9YATiEVPdQ6RK2JwOGGyjX/Uh4AOhIYBCCbS1AuXlQEfHaRPjGcZtfiSh7qiQLBIQiAFbL9B/BOgpBrp2A72lgLEZsPYBLrqsfryoVCokJyejrKyMEydVbyIWi6HRaPwm+qNSqSAQCDgxWJTW/fguEzY/BQUF3tIyIXp6ehAWFsYJIzZRXC4XWlpa/HKAaU1NDRiG8al0FwDAaYWYrwcjlMJ+hsfg8XgIlavQbRyAa4w1OhIxEB7uLu2prgaqqoB+3VkeyPAAgQKQqAF5LCCNAHgCwNIB9JW6a4W6dgP9RwEjXVY/Hobek0MpWX8iLi4Ora2tfmHsGIZBaGgoenp62JYCACgoKKDmxwcZt/mxWq3Yv38/lixZ4k0946anp8dvCoO1Wq2np4U/YTAYUF9fj5ycHJ9KdwEAHEYIGTP4QskI8wMAAWIZ+Dwe+s36MW+aYdyzw0LDAJ0OOH4caGi4wJgMhg8IlYBU4zZDEjUABjC1Ar2H3GaoezegOw6YTtJl9aPg9PSXv6SIhggLCwOfz+dMrcxE4ZL5Wbp0Kfbv3w+r1cq2FMoYGHcnwPLycigUCiQlJXlTz7hwOBzo7+9Hbm4u21K8QmtrK2JjY/0iinU6VVVViImJ8bl0FwDAYQQDJ+QKAbrP8p07tPS9baAHAWI5hOOYTSbgA6GhgNkMNDcDfX1AVBSBRG6Hxe6ExeaE1Tb0rwtOQjx1RgzDgM8wEIvEkIhkEAsJJHwbZIIGKMUu8IVigC8HJOGASAUIlIBA7nZeFA8qlQrR0dGorq7G3Llz2ZbjNRiGQWxsLFpbW/1iOHJoaCiOHj0Kh8PBekPbpKQkyGQyHD9+HHPmzGFVC2X0jPtdc/jwYeTm5nLiBN3X1weJROIXjQCdTie6u7s53/RvrOh0OnR2dmLFihVsSxkf9gGA4UMmA5yOsz9EKhRDIZagxzSACGXwmHdBCIHN6YAVVjAKO7osNrTX28HjMZBJBJBL+ZCI+JCK+QhUiMDjMeCd+vi5COByEVjtTlhsLgwY3SbJZGHgcPIQIHMhUKaHSqpDiJxAKReDESrdZkgY4I4iCXz/8+MN0tPTsX37duh0OgQGBrItx2tERESgrq4OTqeTc4ODx4pMJoNEIkF/fz/CwsJY1cIwDHJzc3H48GFqfnyICZkfrvyhe3t7ERoaygkjNlG6u7shFouhVCrZluJVKisrkZCQ4Js9mIgLsPYCAhnEYuB8VT2hMhWa+jthllghFV64WJ0QArPdCoPNAqPNDIfLBalQBLFAhDClEgKIMKDjQ2RlEB4KREa4l8yPWjohMFmc0Bls0BnsaB+04XibFVKhA+GBOmgCehGiAHgCiTsiJA770QzxJaPfkR8hlUqRkJCAyspKLFy4kG05XkOpVEIkEqGnpwfh4eFsy5kQDMMgJCTEU+vJNnPmzMHhw4fZlkEZAxMyP3/5y1+8qWXc9PT0IDY2lm0ZXqGzsxMajcYvjNwQXV1d0Ol0vptGcJrdN6ESIjHAwF2gfLY/kZAvQLBMiS6jDrEq9Tn/jhaHDQMWI/RWExgwkIukCJMHQiYSg8cMr4eShgMmE9B4AujrBWJi3Omx0ZRNMQwDuVQAuVSAqFPnCIfThR6dFdo+Cw43meFyEUSFEsSH9kEl1gI4tdJMqHLXEgmV7jQZXzS2182HSUlJwQ8//IDu7m5OnFy9AcMwnh45vm5+AHfqq6WlhW0ZANzm59lnn2VbBmUMjKvq1Gazoby8nBORn6F6H38oDiaE+F2jRkIIKisrkZKSApHIR0+eDiPgtAI8MURCQCDAWYuehwiSKuF0uTBoHd74jBACvdWEFl0XWnXdIIQgKiAUicER0CiDoBBLRxifIWQy96owqxWorARqagD9OGtyBXweNCFSzE4JwmV5EcjLCoULfOypcmB3nRgnjYFwQQjYetzL6ruL3Q0Xe0sBYwtg6wdc58j9+QkikQjJycmorKwcdf8mX2DI/PjDMYWGhqK/vx+OM3tPsMCcOXNQXl7OibEblNExrsjP8ePHIZfLOTFzyp/qfXQ6HRwOh9+sWgPcIzqsVisnGmGOG4cRgDvUIzo13d1ud/97NngMgzC5Cl0GHZQiKRiGgd5qRq/JPT8qUKpAVEAo+GNc8cbjAUFB7n13drpXhkVFARERgFA4vkNjGAYhKjFCVGLMSHShpdOIymY9KgFkxKkQFSYFQ5zuztOWDsDUDPCEAF/mbsgoDjlVPK0AeL5dR3ImiYmJaGxsREdHh18UCQNuw+BwODAwMODz9UxDdT99fX1Qq9WsaklKSoJUKkVFRQVycnJY1UIZHeMyP1wqdu7p6fGbep/Ozk6Eh4f73jLwc+ByuVBVVYW0tDTWV2RMCGufJ+UjFABC0QWWoQNQiKTo5+mhNfTD7nTASVwIkQUgQCyb8HtVKHRHgQxGoK4O6D2VCgsJmdjiLaGAh6QoJRIjFWjpNKGyaQD1bXpkxKugDlKCEQa4H+iyuw2hsQXQn3C/NgIFIA4FREGn0mRyd28iH0YgECAtLQ2VlZXQaDR+8bnk8XhQq9XQarU+b36G6n56e3tZNz+nFz1T8+MbjOvTzKVi5/7+fgQFBbEtwyv4W8qrpaXFs8TWZ3E5ALsO4P9YqK2QA44LNFO2u5wgDGCwmSETSRAfpIFKIveqSVfIAY0GMBrdYzJqawFvtKdhGAZxGjlWzNUgWi3D4Zo+lBzvgdF8Kr3AEwKiQHfXaUUsIA4+NaC1Hug9bUDrQPWpAa1Gnx3QOvTe5UptiTfg0mysiRIcHIz+/n62ZQCgRc++hk+bH0KIX4RvAfeQ2MHBQdavYLwFIQT19fVITU317Stmh9E9UPQ08yOTAY5zNE8mhKDfbECzrhMSgQgBIhnsTjt4kxSZ5PHcER+VCmhvB8qPA21tgN0LZRB8HoPkaCUuuUgDhVSAnWWdONFuGFkvwhO5Iz6yaHfDRaHKXSA+WAP07D01oHUvMFjnHtDqGP0YELbh8XhIS0tDQ0ODX9TJAEB4eDgGBwdhNvvO3+FcBAYGQqcb/Vy9yYSaH99izLkIm82GY8eOccL8mEwmOBwOBAQEsC1lwnR2diIkJMR3i4LPoKurCw6HA1FRUWxLmRgOgzvNw/uxqOZcfyKb04HOU2muKGUIZCIJHC4nmvq1MNkskIkmb+m4WOyOAun17gjQUCosKGjifQyFAh5mJQchMlSKstp+dPSYMTs1CHLJOb4++JJTQ1rhjvg4LYBd7zY+gNtIik6tJBMMLavn7gy7yMhIVFRUoKuryy9WSYlEIgQHB0Or1fp2LR6AgIAAOBwOmM1m1us+58yZg2PHjsFut0M43iI8ypQx5kvy6upqiMViThQ7DwwMICAgwOcbdgH+l/I6ceIEEhISfDvqA7hP2me4B5EI4DGA87Toj8FmRouuEyK+APFB4R6jI+DxEcIXo7uvE4LWFgi6u8AbHAQzSatClEpAfWpi/PHjQH29e5m8NwgLlKAgNxwKmQC7Sjuh7RtF5IBhAIH0tAGtUe6fbf3uOWRDM8l6DwGGJk4OaOXz+YiPj8eJEyfYluI1/CX1xefzoVQqodPp2JaCpKQkiEQiVFVVsS2FMgrGHPmpqalBeno6J05qOp3ON0clnIHdbkdPTw+ys7PZluIV9Ho9enp6fL/wjxDA1jei2Z9I7C46djgAHo+g36xHr1kPjSIISvHIq89Qix2DTif0Oh3C+gcBHg8usQguiRQuhRIumQxEIoFLIgERiSccquGfmhhvtQKtre4xGbGxQFiYe5n+RBiKAoWqxDhU1Ye02AAkRytGX8vE8NzF0AK5+2fidKfBLJ3ugaw8vnsMhzjEXUskDDi1kozdgvn4+HjU1dVBr9f7RQNSjUaDqqoqv4hSDKW+2F6RN5Qira2txcyZM1nVQrkwY/5Gqa2t5cxEbp1Oh4iICLZlTJju7m7IZDIoFAq2pXiFxsZGREVFQSLx8Q7BTgtgN7gjFachErrNj81G0Gfrg9luQ4wqDBLB2fNhwv5+RNnMaI4Ig1IkhcDuAGO3g28yQaDTuTtIMwxcIjGIWAynUgmXXAEiFsMlloBIJKPraHgGp6fCqquBnh4gOgYIChzHa3EGUWEyyKUC7K/oxaDRjtkpQeDzx2HaGD4gVLhvgLvA3GkCzG2AsfG0ZfVhgDjoRzM0xSvJJBIJIiMj0dTU5BcXKQqFAjKZDN3d3aybhokSGBiIjo4OtmUAAFJTU1FbW8u2DMoo8FnzQwiBTqfzixlY/pTycjqdaGtrQ15eHttSJo7DCLjMAD9w2N18PiCSuNCm64FAAMQGqiE4R48bxmIBb3AACpEYYrsdzWInwmx6CIQiCMUyCHgqMGAAlwuMzQbGZoVIq3Xn1BiACIVwCcVwKRTum8RthlxiyajCOEMT42VyoL8P0A24R2RERgHSCXrTQIUI+TlqHKzqRcnxbszPCoVQMEFTwhMAvAC3yQFOW1bf6F5NxhtaVh/mXnEmPNVjaApaXcTHx2P//v3IzMz0i1T7UOrL182PSqVCdXU1CCGstzyh5sd3GJf5Wbly5WRoGRNms9lvip39IkV0ivb2dojFYgQHj32wJ+dwnlqizQw/0dnsLnQauwHCR7Qq5LwrufgGA3hWC1wBKsj629GjjoWltxZ8hxkCnhACRgSJQAYJTwqBQAiBSAQBo4CA4QOEuA2R3QZBbw+YTvfVLREIQUQiuGQyOJUBIFKpO2okkYCcoxpbwHenvSwWoKXFXRA9lAqbyHlcIuJj4YwwHKjqRUl5NxbMCINI6MWozNCyelGg+2en1R0ZMtQBLhcgkLjNj0TtXmUmVLojRZNwEgwODoZYLEZ7eztiYmK8vv2pRq1Wo6ysjG0ZE0alUsFut3Oi6Dk1NRXffvstqxooo8NnIz86nQ5KpdLnr8CsVivMZrNfLNcHgObmZsTHx7N+BeYVbLoRtSZ2hwt7j3dDLOJDYDm/8QEA3kA/wOPDARcsli4I9BIw6gzIuhrgInY4XDborEa4QAAC8Bk++HwhxIwEUr4cQr4IQokIApkCQp7IHSWy28Gz2cAfGICgpwcAQPh8EJHQXUcUEACXRHrWOiKJxN0gcWAQqDqVCouJcS+VHy98PoN5mSE4VNWLvce7sTA7bOIRoHPuTOy+iU719nJa3JGhgVNFpnyp2wCJ1YAo4FT3ae8M02UYBnFxcWhubvYL8xMYGAiz2QybzebTq0xPL3rmgvmhkR/fYEzmp6enB319fUhJSZksPaNmYGDAL4qdBwYGIJfLfb7oEHAXOvf39+Oiiy5iW8rEIS73iqTT+vs4nQT7KnogEvKRHB6C4xUXMHgOBwT9/XBJpLA4DbA6zZAP9mAwMgxOqQoiix5C3o9LvAkhcBIHnHDA5DBA79ANTdWAgBFCyBNCwpdBzJdBIBZBKJFAwFO5o0QOBxibbRR1RBK4xGIEKiVwyHno7T01JiN67BPjT4fPYzA3IwQHKnuwr6IHC2eEja8GaMw7HlpWH3JqWb35tGX1zBnL6pUTXlYfExODqqoqGAwGn6/REwqFkMvl0Ol0Pt9fTKVSYXBwkPUUXkpKCnp7e9Hb2+tXY4r8kTGZn9raWkRERHBitYPRaPQL8+MvK9YAoKOjA2q1GuLxnkG5hMPoTq8I3X8bQgiO1Lk7yc7LCIHJxEDAdzc7FJwj+Mg3GMAzm+EIDoHR3gECQEAIZANaGIMiIeyoBYMfm7MxDAMBI4QAQoh5P5ouQlxwEAccxA6drQ8u9AyPEkEMsUAGkVAMoUgEoVIFAU8Ings/1hF1dLjTRAxAhCK4hCK4FApIlUoYbWK0HJegr0uCmHjBqCfGjzheHoN5GaEoLu/Gkfp+5KYGTW0EkDk1jV5w6uqfuNx/Q1sfYO5w/54vd0eNJKE/miHe6C88xGIx1Go12tvbOREBnygqlcovzI9CocDg4CDbMhAQEACNRoPa2losWLCAbTmU8zBm88OVD7zBYGDd5XsDnU7nV+M54uLi2JbhHRxGwGnzhELq2/ToGbAiP0cNPp+BSAQIhIDddu6sCk8/CBAXHIwLescAxDx3hbHY0AeLIgQWZQik+p4LSmEYHoSMCEKIgNOMltPlgAN2mJ1G6B0DwCmfIWSEEPDcBkrMl0IkFUMol0PAE0EA/ilD9GMdkRiAiieEsVWE1qMyDMYFQJMohSJMAkjEgHj0KZGhFFhhWRfq2wxIiWHxQonhueuBBKciNMQJOEyARQuYWt21XAIZIDo1oFWodBuiCwxoDQ8PR2trK2e+CydCYGAgZ8ZDTASFQoH29na2ZQD4MfVFzQ+38UnzQwjxi7Az4DY/vt5lFXDXLul0OsybN49tKd7BfmpIFsNA22tGTYsei2eFQSJynxhFIveQU8e5xki4XBD09cIllsLsNMLmsCBAGOjeJAB5fzv0YfEQG3XgucY3i4LPE4APwTmiRA4M2nVw2Xrdj2X44PMEEDIiSARyiCUSCKUiCHgKCHlC8OxOKGw2SE0DMJb1oO04QXCYAEEaEYQBEiA4wD3XQyp2LxOTnLsfkUTER15WCIqOdkMpF0AT7J2amwnD8N0GR3jKkLkcbpPrWVYvcpshcdhpA1pHLqvXaDQ4duwYrFarz0c5VSoVmpqa2JYxYRQKBQwGA13xRRk1YzY/XFjCbLFY4HQ6IZfL2ZYyIWw2G8xms1+kvYamRPt8b58hbL0AXwyjxYHDNX3ISQ1CoOLHCAjDAHK5e9XU2eAZjeAZjXAplTA6OsAw7gjOEEKrEUKLAabAcCj6TnpN9rmiRC6XEw7YYXNZYLLq3bOQGAYCRuCJEkkEMggDRRAGK2CzidAyyEB30ga1wQRVjw4M43IbAbHIbX4ClYBS4TZDUonbGJ3KlwUqRMhJDcLh6j4syw0/9ygMNuEJ3PVAOPX5c9nckSHDCXeUiC8+1XDxVI8hgXtavUQigUqlQmdnp28P7YU78mMymXy+6Fkul8PpdMJqtbL+HZSSkoKDBw+yqoFyYcb0jVRXV4ebb755srSMGqPRCKlU6vMrvYZWJ/jyl84QWq3WL+YeAXCnu+x6EJ4ER6r7Ea2WISps5CoSuRzo7Dz7JnhGAxi7HVY+gcEyCAl/5PNl/R3QRaRCou+DwD65QyZ5PD5E4EPE+/HEcHqUyGAfwICtDwABj+FDwBNAIBeh3yLDyW4pwoLFiAoXI0DKB9/uBCxWoKXjVD8ixh0Kk4iAAAWgUgJSCaIkYvSESnCkth8Ls0NZvyK/IDyR+zg8y+otp8xQHTDocuc3Ty2r14QqoG0/6fPmRyQSQSaT+XzdD5/Ph1QqhcFgYN38pKam4r333mNVA+XCjMn8tLW1ceLD7k8pL39Y4u50OtHd3e0XDScBuPv7OM1o7JfDZHEgL+vsqzZEIpxWrjwcQV8viFDkTnk5rQgQjoxS8p02SPXdMAZFIqCrAVNtDc4dJXLBCRscLhscQiPMDhc6OxjU9wgQGixAeLAECrEcYokIQr4UYp4QQjsBY7MDHd1A66luuyIhMsVi7OSFo7G8FYlhUkB2Kkok8oHVjUMryRDsXknmsroH3Q5UQSMgqOtm4OzaC74kzB1BEipHjELxBYbGQ/iy+QF+TH2FhoayqiMmJgYnT3ovmkuZHEZtfqxWK/r6+jgxTsKfzI8/FDv39PRALBZzYhWgV3AYYTQ7UNlkQF5WCAT8sy99Eovd9TunMkgeGLMZ/EE9XDIpDHYteAz/nFEP6WA3LBHBsMlUEJsGJuFgxg6PxwMPEnh6FQqBIAmB0WJHd6cDA3oDlCodpDICHsO4exHxhJALZZAqpRDypBDxBBARHoQ2F3Ks3divC0N4azXkArjTZjIpEKR01xHJTtUQnaeOiHUYZti0+gCpCyKhFj09fQhXdgI4tdJMqAIkYafGcCgBPvejuiqVCgMD3HjvTQS5XA6j0ci2DERERKC3t9fnU4n+zqjNj1arBY/H48TVgdFoZN3de4OBgQHEx8ezLWPCDI3n4HxaY5QQ6wCOtPIQEy5DWOC5r+RFIoB/quj59DZNfKMBjNUCi1ICk1EPCf/cBb8McUE+0AFTYARE5kEw5FyxJHZhGAYKqQgysQgmE2DscZ/nA4Jc4DF2OFx29Jp64SDu5fQC8CHkCyEWSiAXSRHGSHFYFYmLBP2Q2AFGbwR63Gk2MLwfzU+gElDIz1pHxCUYHg+aEBm0eoJwjea0ZfU9gPmk+5j4ilPL6kN+NEMsD2g9G4GBgWhubmZbxoRRKBTo6bnw6snJRq1Wg2EYaLVaTmRKKGdn1J/EoR4uXKizMRgMPm8abDYbTCaTz6e9CCHQarV+M54DhKCrS4sBEzBvxvkL0UUid/bGbh9ufng6HcDjwewywuayQso/f5RSZNTBogiFWRkG2WCXFw5i8uDxAIUCsDuAvn7AYOIhJFgMZYAYglOvAQGBw+WA3eWAyWrAgEUHkG7oFHk4qu+FCkbIhDJIVVII+WKIIIDIQSC0WIFmPeB0GyhPHZFK6a4lOt0QTXQ8vRfQBEtQVtuHmSTQXcx++rJ6l8PdcNHSAZiaAUbgnmQvDgFEp0+rZ//71F+KnhUKBSdWrgkEAqjVanR0dFDzw2FG/Q3S3t7Oib46hBBOzHCZKP5S7Gw0GmGz2fwiEgcAxGFCZbMRqdGyC45oEAoBkdg9L8vzbrTbIdD1wymTQW/rhIARXjAixgCQ9bdjUJ0IsbEffKfdK8cymQgF7pEYZgvQ3gEoDUBwkLsInAEDIc/dkfr0JkjE1QWdKAEy61H0mfvhMLubNQoYPgR8ASR8MWRyOcQCMUSMACIHA5HDAV57F9DcfsoQCd0RIrkMCAxwmyGW6ohCVGLY7C6YLE7IpWd8lfIEAO8sy+qNLYD+hDsdJlAA4tBTA1oD3OZoiqfVA+6iZ6lU6vN1P1KpFGazmRPL3SMjIznTd4hydsYU+eFCvY/D4YDT6WS9on+i+Etn54GBAQQEBIDHwdTEeDjZ2gy7gyAhanR/G7kMMBh+/Hmoq7MhUAaTyQDxeVJepyO0mSAyD8AUqIGyt3U80llBKnGX8BiNgNkEBAYBQYFn9yFhpA99vDA4RFEIIjrP/Q6XE3aXDWaHGQO2QRC4fY6Q516GLxPJIFNIIWJEEBEGIpsdwl4doO12V5wL+G4RchkQqPixjmhI3CSdCPk8Bkq5EDqDbaT5OZOhZfWiM5fV17tTZnzxKTOkPlU8HTBpA1rPRmBgIAYGBnza/EgkEjidTjgcDtbHBUVERKCjo4NVDZTz43Pmx2KxgMfjQcCBsPdE0Ov1fmF+/GXFGuBe5VRV34y0SDLq9K5MNrzRIW9wACAumIkZTmKDkBcw6v3LdB3QRaTBLpZBaDWNVT5r8HiAUulO//X0AHo9EBoCKAOA08d78UAQ7upEJy8cgU6dZ3WbgMeHgDfcJLrgcqfOnA7oLDr0mHtP1RLxIOALIOSJIFfIIRFKIXYyEDodEA0MgN/d5zYTvDPqiJQK9/+9XEcUqBBBZ7CdtRXCeTnXsvrBGrhnl0h+HNAqDDgVGZq8ZpFDs7F8GaFQCB6PB4vFQs0P5YKMyfxERUVNppZRYbFYIJFIWA9rThSLxeIXqSKdTseJ94U36OjoAFxOxIaO3lgPa/DrdELQ1wenRIJBWxcEzNhSmnynA9LBbhgDI6HqrJ/ype8TRSh0p8IsJqC9HVDqgeAQQH7aOTuI9KMLagwwKgSSc68w4oEHEU8EEU8EnHYecxAXHE4bbE4rjEYDXJ7BrwII+QJIpBLIBHJIGD6EDgdERhuEukEwLgLwGLdIqRgIUAIB8gnXEQUqhDjZ44UeTZ6VZKeW1Tst7mX1lm64B7RKzhjQGjChAa1nIpFIOFEsPBEYhoFEIoHFYmF95Sk1P9xnTOaHC9O6h8yPr+MPx0EIwcDAALKystiW4hUaGuqRGC4AIxi9aREK3SkalwsQGI3gmUwwyvmwWE1nbWx4IaT6blgVwbDKgyAx+t7MJQaAVAaIXe50oMnsrgVSBQIigfv3Ia5e9PBCEegc+/JqAcODQCCBBKc1awSB3WWHw+nAoEWPPuhODX5lIOALIRKK3AXWfBFETjtEZjuEegMELS73BobqiBRyd3G17P+z99/xcd3XnTf+vmV6xQw6iE6wgEUkVSiKtChZbo/bxptdO14picvmSTZO1nbsdeIkfjaxN2tv1iXFu2v7SWLnZznOL07iHseJJZESRYmSSKqRYgfBgl6mz9y55fv8cQGIFAvaAHNnOO/XCy+JJHDnDGbm3s8953PO8b26xmMeH1E06Ob4+WRpfSaSNDNQ0QceZjrJ8lBM2AtakWfa6qMzbfUzYmgRC1pfi9frRdO00sRfRpzyPFpbWzly5Ei5w6hxExZleHZC2csJ48tLQTU8j1wuh2mahMMLL+04lWQySSqVYlenBOrCy5Eej1290HXwZDNIhk5GMjAxUJdwMZKEwD89RDbWhjuXRBbWoo/hBGQZwmEoFmF0DNIZiMft8lhMTDFCM3m8+Cgs+7EkpLkskf+aLJGObhWZyGUxhQVIqLKCS3bh8XgJKj7cQsddNHCPpnEPjdkZN5dqC5+A3y6b+X3X9RGFAi4MU1zf9FwqJNk2Q6szgzKFCUYeiuOQu2R3jCkznWSe2BULWheTwfRQKCz/tSg3TnkeLS0tNcOzw6lIz0+lLxM0TRNd1yte/CQSCUKhUFWYnc+fP09bUwyXPG77MRaIy2VXS3RdoExNYrhVMvokrkWWvK7EnU9R0OvJRxoJJEaWfBwn4HaDy22boS9fhkgYYjGLqD/BlByjzVq5C4SdJfIAnrnS2TVt+CKBELPDGl24FJedJcKF29BwT2ZxjY3jQrbLZrM+orowBAMoPi9hr0Iira2c+HktkgKuoP0FM231OXu+UHbAzgApfruTzBObKZOFbtpJ5vV60XUd0zQdMc5kqcyWvcpNrezlfBb0aRVCMDU1RTx+/TH/q0mhUKj4TEOhUECSpIpvc68Ws7NlWVy+fJmdm1uBxfkeVBV8PsiN51HSaTIuQcHMElCW/h6d3fqebFqLNzOFYhSXfCwnIGEbw00LkinI5iDQOMV0XRetDK2qt+lGbfimmDFYW7rdhi9sF7sqqbhcLjyKB7/iwWvquFMZ3JMTuFCQZZmov5nEyRRtoxJErjBW+72wGkJCVkGeMUUDWPpMW/0gZM7ObKsPzmyrj16xrf7V37zH40GSJAqFQkUvjPZ6vY4wbsfjcaampsodRo2bsCDxUywWMQyj7CYysIVDJbdjwqvZq0o3bVeL2XlychJZlol5c2AsPhsXCEDmdAZJ08h6LCxDIC9zeJ2qF/Bkp8lGWwhPVP70XQBFtjM/WhGmL+cQYcF4IUC9N0u5c4eKJKMobjzKawzWM4Iob+RIFl/19rhdLlRZxad4kUWKCTNM7sIgLkvGpah22WzWR3TlPCKvZ+XnEckuW+TMdZJpdmYoc2ZmW713bkErLnsnmaT48Xg8aJpW8eJnfHy83GEQCoXQdb3iB0dWMwsSP+l0GsAR4kfTtIove1WD3wcglUrR399f7jCWzcjICM2N9UjmNKiLf128XlCSCQwZUmYCd4m6cPzJERKtGyh6g7gLmfl/oELwzEzGTmTSjBphjESWWJ2tC5yGKquor/HOWFjopoFhGSS0FDnJIOWr56Q8gepy4ZFd+PHgzWfxpCZxX5RQJRXF43l1r1k0ZPuJZo3VKziPCMVjf7ln9giaBTszlDwBWHaJzBXC44JCahTCvhVtq19JnOL5mb1WptNpR1RMalzLgsWPLMuOuGA7YYDVcqmGTi/TNCkWi/h8lXmSnEUIwejoKJvXd4A59OoQukXgpogrNU0uCpqZJ6hGSxKbbJn4kqPkoq24Rk5VXOv7zZAkCOgpstEWpkeGyWYgFrNb5VWHW05kZDxXZIkCqEzIbvzuMJZVpGBqpK2ZNnwZey6R4sIvXPhzLjxpcA2BW1JRXW6k1/iI5trvve6V2Wt2xYJWu60+D3oan5ynMHkS3BfBHQZv06t+oRK21a8kLpcL48rBW2XC5/Mhy3JN/DiYBYmfTCZDKBRyRJnGMIyKH3BYDeJn1rdU6Vm4dDptz1yKuCFp2mbSReLVMriKeZKyjjBBLuGKAm96Ai0YoxCM48tMluy4TsBVSGMpHURiHoyMxsioPSAxHrf3h5X/bLMwVAxbRMgevLJ83TZ83TRImFkmMREyKMpMG75QCRZdeHMK7rHLuISCS3Wj+mayQqGg7SPyzZTMSu0jkma20at+PL5pCki2ka04DfkR7MmSAbuE5m14VQwto61+JVFV1RHiR5IkgsEgmUz1ZGyrjQVnfoLBmy9nXA2EEFUjfip9N9ls+dEJgng5TE5OEovFUM20vXxyCbiySSTZIFlM4XaVVtTO7v3KxDvw5BLIllnS45cTSQhcxSyGN4DX0HC7IZeDS5cgGrUHJHqceY29CglbAOm4cKO/5t+kmw9rFAZjVh5TFuCyp127UPEXkwTyLjzj2D4i1YXL67ezRKGgPY/oyr1mruWfE71umZxmXr2gVZj25OnCKGQv2m31agDccbu1fq6t3hnpulnx44T9XsFgcM4yUsN5LCrzU25M0z7xV4P4icVi5Q5jWVRD9grs+T6RSASKE0vzOZgmrukpin5BwShQ74mWPEZ3IYNazJGLNBGcrq7ZIUoxj+G2f+9Xboyfnrb3hcXi9rygeXbMlh0XOoak2rvGFsCrwxpfZa4N39RJWUWmlBxCARl7z5m7OE1Qc+ObVnAZM7vPPH5cfr89RjsafnUe0WwpbRF43QrT6dd0FkrKzBDF1yxozV96ta1eDYC7/ooZQ8GyLGgF5tr0TdMs+3UiFArVMj8OZsGZHyeIn9l0Zrnf1MulGgzP1SJ+EokEfT3tdjeMawnt6akMci5Hwa9j5kBaoZN+YHqYRHMf3swkql7+CbalQi3myYcbrvq7KzfGjwzbk6Jf3RjvTFRhZ36Ww1Vt+Fcw14YvFRk38xiyZWeJUHCLNN6kTCCh4hmcmVXk8uDyB5C9XohFZozVV6zxuEFGxOtWKBTnGao5u6CV2QWts231A3Y32ZVt9Z46OyukBlZtQevstcEp4qeW+XEuFVX2MgwDWZYrfqheNQiHahk2mUqliAZUyGmvWdS1QFIZiloB3Z1Fyayc+VsxNLyZSXJ1rYTGBhwrAhaLWsxjurwIJKTXpE2u3Bify9qlsLqYM0thi838LIb52vAzss600BAuW2O4hYInNY4voeAfUnFJKi7FjcsfwBUIXH+vmaLgcSsUiossq16vrd7IQuY0pCy7e1INzazhmN1W71sxMaQoCpIkYRhG2c9PtbKXs6mospdhGBU9fRTsgXrFYrHsH8zlUg2+pXQ6jaqq+N0G5Fj8CVkIGJ0kJxuYioZLiq5EmHP4kqMkWjeg+8K48+Uf5FYKZKOIJCxMlxdVv3ZB6JUb4yenIJO9/sb4cjPr+VnVx5xpw/ddb1ijapAzdUYpggBVyLjyk/gyEv4hF14UVMWNyxfAHQggh0J4gyGKOljJNLLftzQf0WxbPTMLWi3NXtCanMReuOazBZCnwe4oc4XtzrMS4hTTc63s5WwqquzlhFTmcqkW35KmaRXvW8rlcvj9fiRtCpQlDCLL5CCZJqEWURUJSZIRrFxpRhYW/sQI2WgLrnz6mkxJJSIBsqFjqq7rip9Z5jbG52Fo+Pob48uJS+jkpfIHc+MskYlh6WQtnWlLsw3BZHHr07jHwT+i4pK80HQnmSeexuf344pEXl30euVes4UiSTdoq0/ZBmokWwxd1UkWvu5n8X3vex+JRILvfe978z7saoqfffv2cf/99zM9PX3NtPta2WvxLOZ1Xi4LugLPXiTKTTV0eglhX7DK3YmwXKqldOf1euyTsbKEC1cqg5bPkPIWCHp9ZGV7u7uyglVZT3aKQihOIVSPL13+SbalQDZ1hDJ/1kTCXiXi8cyUwnIQrYO6OntjfDlRMdAlB9bjZlBlBVVWrmrDt5jJEpkGk6ZOUdjDAc+IcTxJA8+ERAAVj+zB5fai+gK4gyGUWBSCfnu65zw+oqu4oq0emNlWn4PipL2XTJLtBa3uGHjjS26rd0rmx+/3k8vlyh1GjRuwoFOGZVmOKDdV+tI9qB7xo+t6xQ+b1DQNr1sBKw+uhvl/4LVMTpMTGpqhEXUHmVDANJaWRFoos3u/0g1deLLTyFb5T/LLRTZ1LGXh6uXKUtjExExXWMz+u3KVwlRhYFJZ5yYZ+ao2fAuJEcAXqAMzT84ySFpFLJEFM4MnPY4nIfAOyvhlL6rLg9sbwBUM4orGkGbnEV3hI7opknyDtvphyA3aoyfUmQWtRtY2V1vmvG31iqLMZdhvhhBiRasJiqJgWfMYyGuUlMW8pgu6R7UsyzEm40oXDbMfBqf8PpeKk94TS6VQKOB1YZ9U5UWeAAsaYjJBQimiSi4UVUJVYQHn3GXj0rK48mly0eaVf7BVQDYNrAVkfl7LbCnMNGBoCIaHIFemzQYSAlHhNvTZMqoiKXhVLyF3kJg3Rr0vTjwYxxOJYESCTEfdnA8VOeNKcqpwgdOjJzjz8kEuH9zH5P59pPY9Tv7xpzCOvgznL8HoBKQy9gyDmwag8Pc/OcSWN34Y37r3Et/6EG949yfITpwGbRKKU3z+Dz9ES3MD8XgdH/pPv4JefLXz8eGHH+aOO+7gueee44Mf/CD/4T/8B8bGxub+fd++fUiSxE9/+lPuuOMOPB4PTzzxBEII/viP/5ienh58Ph+33XYbf//3f7+k32E+n+dtb3sbd999N8VikenpaSRJ4h//8R+5//778fv93HbbbTz11FNX/dw//MM/sGnTJjweD11dXXzhC1+Y+7c///M/Z8uWLXN//t73vockSfyv//W/5v7uzW9+M5/85CcB+IM/+AO2bdvGN7/5Tbq6uohEIvzCL/zCgktw6XSaBx98kEAgQEtLC1/60pe47777+MhHPjL3PcVikU984hO0tbURCATYuXMn+/btm/v3b3zjG0SjUX7605+yceNGgsEgb3nLW67adG+aJr/1W79FNBolHo/ziU98Yi45MMt8r82NXtOFUFHi57W/mEqkWjI/Thgitlw0TcOjmEubSZLKUEgnSSk6PpcPCbscsxriB8CfGEbzR+dm5FQytvhZ2t337Mb4UBBSaXtA4vgEGGWYBVnp4meW6z2P2WGNfpefiCdMvTdGfaCeYKQRORKhEPczFoFzvgynzBFOj5/i7IlnOH/wEcb2P8r0vn2k9z2OdugI4vR5GBqDRMrecjvD8MgE7/2V3+MDD76TV576Dvt+8DX+7TveiPA0gRrgsYMvcfb8ZR772z/krz//63zjr7/JN/789+0dZflhivkUn/n0p9myZQu//du/zcDAAO973/uueS6f+MQn+OxnP8srr7zC1q1b+f3f/32+/vWv83/+z//h2LFjfPSjH+Whhx5i//79i/q9JZNJ3vSmN1EsFnnkkUfw+/1zN7u/93u/x8c//nGef/551q1bx3vf+9650tzhw4d597vfzS/8wi/w0ksv8Qd/8Ad86lOf4hvf+AYA9913H8eOHWNiYgKA/fv3U19fPxefYRgcPHiQvXv3zsVy9uxZvve97/GjH/2IH/3oR+zfv5/Pfe5zC3oev/Vbv8WTTz7JD37wA/71X/+VJ554giNHjlz1Pe9///t58skn+du//VtefPFF/v2///e85S1v4fTp03Pfk8vl+PznP883v/lNHn/8cS5cuMDHP/7xuX//whe+wF/91V/xl3/5lxw4cICpqSm++93vXvU4C31tXvuaLoQFl72cIn4q/YJbDc8BquN5mKaJbOWX5veZTpLTsxRVnbBizzxxu8FcpSy3Yur40uNk61oJj56t7MuusFiuTVye2RhfLMLomD0bKB6HYGiBd3jLpFrM5yzyBtMe1ugBPHMG67lhjZZBwdSZEEUoZlGSJp5JCddp8CtePF4/qi+AKxjCHYszfHkMwzD5tw/sprO9BSSJLf1r5x6rLhrmy5//FIqisGErvO17T/HI48/yK+/ZA0Lwgbf1gBrkiWM5ejob+LMv/jF33XMvmUzmqlEtn/70p3njG98IQDab5Ytf/CKPPvoou3btAqCnp4cDBw7w1a9+9SpBcTNGR0d5z3veQ29vL9/+9rdxu93Isoyu2xO/P/7xj/O2t70NgD/8wz9k06ZNnDlzhg0bNvDFL36RBx54gE996lMArFu3juPHj/M//+f/5H3vex+bN28mHo+zf/9+fv7nf559+/bxsY99jC996UsAPPvssxQKBfbs2TMXj2VZfOMb35hrVPrFX/xFHnnkEf7oj/7ops8jnU7z13/91/zN3/wNDzzwAABf//rXaW1tnfues2fP8u1vf5tLly7N/f3HP/5x/vmf/5mvf/3r/Pf//t8B2xrxla98hd7eXgB+4zd+g09/+tNzx/mTP/kTPvnJT/LzP//zAHzlK1/hpz/96dy/L+a1ufI1XSgVJX6gOjImTvldLgfLsir/tbBMZKsIyiI7GQ0DMTZJQi7ikl81+KirbIHypcbIB2Nkoy34k6Or++AlxHD70X0hrBIMiFQ9EHFDNg8XhyGSg5amEgQ5D7rkwpRUzFWRWiuIJFHAg8LyUmeyrOCRPXhmrzDeV9vwc5ZByjQwjSxSLoE7Aep5CAqZPRu62PL6h3jj9k288Z7t/Ntf/nnqGuNYQtC/vgdLSFiGfYfR1NjIy6+cQXe3ghAcfeFFPvP5v+Q/fuh3+OZn/4RvPfxNAM6eOEz/bffMZVpuu+22OVHy4osvUigUrrlwFotFtm3bNvd9N2L2mG94wxu4/fbb+da3voUkSei6zg9+8IO5c+SV2YiWlhYAxsbG2LBhA6+88gr/5t/8m6uOu3v3bv7kT/5kzud67733sm/fPh544AGOHTvGr/3ar/H5z3+eV155hX379rFjx46rBF5XV9dVHdotLS1XlQBvxLlz59B1nbvuumvu7yKRCOvXr5/785EjRxBCsG7duqt+VtO0q5a4+v3+OeHz2hiSySTDw8NzogZso/odd9wxVx05fvz4DV+b7du3X/V3d9xxx7zP7bVUdutUjRrLQZi232exc0ZSGfKJKVKqgd/16gln1mMnxKoNtEVCQgs3oIWXYNh2GNPtm0t+zKmZr9XimFr657DanFd7yvbYH/vs6zlx4gTPP/88n/vOv/I7/+93+OM//mMujeXIZnX+6alX17ucH8kynijwT08NUSgU+L//74+xbds2AO69dy+trW384R/+IY8+cYTzlxO89NJLADz55JNzQuHUqVMAfPKTn7xm+7qqqvzTP/3TTeOdPeamTZt47LHH+OpXv0pXVxdgl30CgQDAVc0hs4JotiR2vSz6ay0e9913H1/72td44oknuO2224hGo9x7773s37+fffv2cd999131/a9tRpEkaUHm6xvZMq6MZ7YB6vDhw9c0IF0pwK4Xw2KsK7Px/vjHP6atre2qf3vtnLzZ3/NiWJD4kWXZEa2DUPm+n4W+CZ2OLMtV8FpYWIjFe36SaXKFDEZA2J0yM6iq3eBimCXZMzkv+XAjiqERHDpR0WUvLRCl6I8SGj+/5GMYBhQKYImZZegRex3Gak2DLuDhvNLNBvPE6jzgCnFM2USfeeqaBa0rgYVFrphDM4uEFT8NRS8h2cfbbmuCt/0yZvQ3WLvz50mOHGdNo59E0uStu14tvzzy4yCpKQ9v3dXKkRdeIZVK8fX/+StcSgq2dddjZEcA2LNnD9u2bZu7QL7pTW+am8nzute9jk996lO0trby0EMPLfo5zB7zm9/8Jp/97Gf5oz/6I/71X/+V/v5+3v3ud6PrOl/72tdueoz+/n4OHDhw1d8dPHiQdevWzYmL++67jw9/+MP8/d///ZzQ2bt3Lz/72c84ePAgH/7whxcd+/Xo7e3F5XLxzDPP0N7eDkAqleL06dNzZabt27djmiZjY2O87nWvW9LjRCIRWlpaePrpp7n33nsBO4t2+PBhduzYAdi/F4/Hw4ULFxZcflwMCxY/TrhgL1Y5OpFqeA5QHc9DESaWWGR7shBYoxNMk7MHyV15PMX+skxWPKdqKi7yoQYiY2dRRPk/m8tBQkISFvIin4cAtILtmVXkmWXnYfD5V38R6qz4VKjc10IASBIK1oo/j5yeI2fkCEheOvQQYRHgcCLFIwNneNPb7qNRWBz62ZOMT06zeUMPx145iyxJuK54YWVZQpLApQh6Wjy43Spf+esf8YZ3PMTz53J89ov/L2BnIFwu11z78+yfAWKxGB//+Mf5L//lvyDLMnv27CGVSnHw4EGCwSC//Mu/fNPnceUxv/jFLyKE4M1vfvNc59NCLA4f+9jHuPPOO/nMZz7De97zHp566im+/OUv87//9/+e+55Z38+3vvUtvv/97wO2IPrYxz4GcJXfZzmEQiF++Zd/mf/yX/4LsViMxsZG/ut//a/IsjyXDVq3bh0PPvggv/RLv8QXvvAFtm/fzsTEBI8++ihbtmzhrW9964Ie68Mf/jCf+9zn6OvrY+PGjXzxi18kkUhcFcvHP/5xPvrRj2JZ1qJfm/moOPFT6cw+h0o3DFe8+LFMPKqBZi5S/KSz5CbHybosAq/ZAq/Kdvt1cRX2juaiLXhyCdTijaciVwqWoiKbC88sW5a99NTQwe2Bhnp7G7zXW97Fp9VgeoaVfR4FQyOjZ/AJhc5CkKgnjLutCdpbCE8lePwHj/An3/o+qXSWzjXNfOHTH+H/esNu/v/f/ddrDyYsu2ydvUxDQzPf+MoX+d1Pf4HG7jt4+eWX+fznP8873/nOeWP6zGc+Q2NjI5/97Gc5d+4c0WiUHTt28Lu/+7uLfn5f+tKXME2T17/+9dx3333U1dXN+zM7duzg7/7u7/h//p//h8985jO0tLTw6U9/+qpONUmS2Lt3L9/73vfmsi1bt24lEonQ09NDOLyEpcw34Itf/CK/9mu/xtvf/nbC4TCf+MQnuHjx4lVDbb/+9a/z3/7bf+NjH/sYly9fJh6Ps2vXrgULH7BF3/DwMO973/uQZZkPfOADvOtd7yKZTM59Tylfm9ciiQVcwX7v936Pqakp/s//+T/LfsDlMDQ0dFX6rRLRNI1//ud/5u1vf3tFD2z8l3/5F26//fZr6uQVg57ilaP70Sw329bVL/znLo8wfuAJzocK1Puufe4jY5CYtgfurRS6J0C6oYvo0MmqGHKYibUhm8a8pm1dh1x+pr09YGd5AoHVKTHORxY/F5QONlZw2ctC4mV1C/3GMdRlGp5fi27ppIppVF3QWPQQ89bhbWmB9haor7Pb9RYcqGFPhTaL9gDEYBd4m+YmQe/fv5++vr6rOpTKwa/92q9RX1/Pf/tv/62scSyXbDZLW1sbX/jCF/jgBz9Y7nBKxoIzPwuZmLnSLHRyp5O5MvNTybhcrnk7IRyNkcWjmiSzi/yx0XESVgaven2Dncdt+05WCgFk61rxJceqQvgAWIoLtXj96YSWZZe1NA3cLnuzezhkl7actNjUkNRld0iVm9n5PqXM/BjCIqOloVikSXNR560j2NNhi554dJGiR7eHHVqGvQss2jkjeq6+jDllE4BpmhXZ2Xv06FFOnDjBXXfdRTKZnGtPf21HWqWzIPHjlB0lTtnZshyqRfx4vV4KhTKN0y0FegavKlEoLuKClS+QHx8l47YIzu4neg0rvXpOC8QQkow3PbGyD7SKWIoLybxaSBumvcTUNMHrg+YmCATBu4KrQ5aDgYpLVPDNAKUd0mhhkS1mKebzxPMycX+cUF8PUnsLxCKLFD3FGdFjgq8JAp3gabzhmotS7oD8tV/7NR5++OHr/ttDDz3EV77ylRv+rFN2Yl7JhQsX6O/vv+G/Hz9+HIDPf/7znDx5Erfbze23384TTzxBff0iMuQVwILeIU7ZTqsoSsWLn9k7EsMwKno3lsfjqWzxU5zE73ORKxgL91+lMmSTkxgBN+oNOsQUFWTJzliU+qbPkmRy0WaCU5eqxl8iAEt1oRg6AtsvVdBsA7Pfb6+v8PtBLf+N/E3RJRcqlX1umhU/8jLMzgJBTs+jZZOEsxJrgvWEN/aitrfZomcxPkdTA21G5HubbdHjbZi3O7OU4ufTn/70VVOJr2Q+n006nb5q1o4TaG1t5fnnn7/pv3d0dHD48OHVC6pMLOgdEgwGHSF+VFWt+LKXLMu43W40TcPnq9zVBBWd+TE10DOEgn4MM0muYBLwzf9R0CemSGlpfDNtstdjtt3dNEsvfvKRJtRiHlc+VdoDlxFLdSMkGS1VQC/aZcN43PZM+cpsYF4MBiquVWgPX0l0XCjCWPLvvGAUyKUTBLIGTcFGov29uLraoW6xoqdgZ3qQwNcKgQ7b27PAkRSlFD+NjY00NjYu6WfT6fRVc2+cgKqqrF27dv5vvAVYcOYnk8msdCzzoqoqlmU5auL0Uqho4TCD1+t1hCBeEkYWzDyKt5GwP0ciU5xf/OgG+aGLZD2CkHrjoYhXzfopYWLPVD0UgnEio6crRhDMh65DVvJBoYBbFTTGwR8EtwMMzItFx4VXVPZn2pCWJuCKVpFsagpvqkhrqJ66zevwdnVCNLw40WPkbdEjq+Brh0A7eOKLOoZpmgghVmxT+2LIZDKOy/zUeJWKKnvNvqENw8DtdmjxfwFUfMmIChdwRhaEAbJKNOQmkdFpm29AcipDJjGO6feg3OQOVMbe8ZUtsUUuW9eCJzuFqq9CH/0KIoRd1tI0Wyi6G32oSp72DmcZmBeLIVW+50fHhSoWXrozhEUuMYGSzNAQrqduy3aCPb0QCS1S9GRBm7ZFT7AT/B3grlvSmPRZW4QTDM9OLHvVeJWKKntd6ZepZPFT0cJhhop+DnoSJPu9FAm6GJ6Yf1ZOcWqSTD6FLzp/a7/HY28YLxVFbwjD7Sc6ebF0B11lTAvyeTAN+/fT1ATBAAz5fIRFEqXCLUyLFQ5ORJdcC8r8WFjkE1OIRJJwMEbdtl1EuvuQooucNWNkbNGjeCDYbWd6XNFl7YaZtUU4Rfw4rexV41UqquwlSVJVdHx5vV40rbLv4D0eD5qmVd6wRiHs1PrMJvd42MOxc0kM00JVbpDRsSyyly6SdQnCquf633MFpSx32a3tLfiSo8hWZfndBKAX7YGEsmTP5AlHIDBjYLaQyEoBWq2heY/lZATV4fkxUG9q2hYICslpjKkpfMEIdbftpK5nPUo0srgH0tNQnAbFD6E+8K8B9yKPcQNm/T5OOCfVyl7OZlGZHydc6KpF/Dghk7YcvF4vQgg0Tbtq8qfjMXNg5kG178hCfhWvW2YiodEcv4EBPZMjMzmC8HuQF7C1u5R2g0KoHkmANzNZuoOuMJZl79kq6vZurVhsxsDs46rfXloK4ULHQ2XfCBioIEkV3+11M99SMZlAm5rAFQjRuPUO4mv7cd3E+H8NQoCRBi0Bqh9CGyDQBq7STSaG0pqdl4MQgkwmU8v8OJgFZ34sy6JQKJS9Q0lV1coerkeFl4xmUBQFt9tNPp+vLPFjZO1uEo89s0KSJJpiPkamCjcUP4WpCbLZBL7WhXV9qIrdqr3cdndLVshHmgiOD1aEyVnXr1gu6oX6ensS842Wi6akMGGRqojndjNmu6TkCh8/cD3fkpFKUpicQA74qdu6nfrefnx1i5jqLoRdZi4mwRWCaD/42sC1MqJA13VHiJ98Po9lWbXMj4NZsPgBu4ZZbvEzW26pZKrB8Az2nItkMrmg/TWOwZgZ6XxFBrM57uXwiSnE2uh1M5vZy5fQZIvQAkpeAKprpuPLsM3PSyUXaUYtZHBr5S8534hZA3NRs2cchUIQXsByUYGd+emwLqxarCtFXvLhE5W/Y23OtyQEVjpLYXIM0+chuHkzDWs3EYotouVbCNATUEzZ2Z3oVvC3wA0mo5cKp2SiZzP7NfHjXBYkftxuN6qqkk6nlzzzoFRUQ9Zk1vPjhDLicohGo1dt4a0ItKm5HUCzxMMeLCGYShWJR14jcHIFMmOXIRBAWmCOYna7u7mMXcCGy4sWqCM6cmrpB1lBLMves2UaM8tFG+yt6p4FzubJ4UcgERCL3C/iQPKSDx+VLX5mfUtqJok2OUTBK+PbtJ7WtZuIxloWfp4SFhQTtq/HHYG62+xZPerq3DQXCgU8noXdpKwk6XQal8tV0Y051c6CxI8kScRiMSYnJ+nt7V3pmG5KtYgfIQTFYtERH9SlEo1GOX36dLnDWDiWYd+NKlefiGVZoq3Bz4XR7DXiJzc1Rj41jbtl4aJfwhYB6SXOIpzd3+XNTKAYxaUdZIUozhiYJex1E+HQ0paLTskxoiJR8SUvsMVPgzVe7jCWjhCYmSLUSeSyo3g2dtPa00883oZygxUS1x7DtE3MRhbcMYjtAF8zKKubhSkUCo7I/ExOThKLxcodRo2bsOBTVktLC8PDwysZy4Lwer1MT0+XO4xloSgKLpfLMXcpSyUajZJOpytn6OSc3+daz0JXc4AnXhhnc4+F64p6TXZkiKLQCbkWd0J1u5ee+Sn6wpguD6Hx80s7QImxLHsuj1a0l4vGohCaKW0t5VU3kUlIUdaaZ0od6qpjIVHAW5llLyGQUzn0VIKpQBAZg5bXv5H6+BpcygJbFi3DzvQYOfDEILbRXjaqlOe8VigUHCE6hoeHaWlpKXcYNW7CgsVPa2urI8RPtfhlZp9HJFKaFs9y4Pf7URSFVCpFdDGdH+XCyNpLEuVrT+yRoJtwwMWF0Sy9bXadXhR10pcH7dTGIlmq51JIErm6VvyJEWSxjLpZCdANe7norIG5uRmCwRsbmBfKlBTDRx4flf85LuBFxsKNszJ0N8WykNM5rEyaKZeF6GvG17gR37SHlsYFXrAtA4pT9qoYTxwi/TOip7xlHqd4foaHh2ltbS13GDVuwqIyP0ND5Z/HUQ1lL6iO5yFJEpFIhEQiUSHiJ33T/UC9bUGOn0/S0xpEkiSyE6Pkk1N4mpsW/VCzZSDB4vZT5UMNSKaBJ1ue7KYAtIKd5VFkW+xEIvMbmBdz/Ek5TrM1svyDOYBZs3NFlO8sCzmVQ2RzJDwGWnc90a5eWuq7mZqWSOcWMJbcMuxlo5Zhd0xGu8DbeN0binLglGz60NBQLfPjcCqy7FUoFCreLFwN4gfs0lcymSx3GAtDm7ypB6El7uP4+SQXRnN0NgfIToxgmgb+RZa84NWOL9Nc+EZyU1HJhxsIjw2s+sXUsmwvj6HPGJjrbU9PqZeLTkt2Z2BEVMh7Zh4qwuxsWiipLCKXJ+mHXE+YcEcPHfVdRD0RJEliSEvhdd/kjWoV7WYBy7DFTqBzRvSUv618FiGEYzw/tbKX81mU+Hn++edXMJSF4fV6sSwLwzBwlXKU7ioTCoUqr1PqOkSjUc6cqQDvhlkAPXPTrhNZltjYGeH4+SStcTepiwMofv+SHm6u42sR4icXbcGdT+Eqlngx2E3QdXvtBNhDCBsb7Nk8K7Fc1EJiVG6i2RqpjEzJAnC02XlG9JDXSPsh2RPG39ZOb30XMV/sKjNzMqtTF7rO+dTUZjasC7usFegETwMs1Ai9iui6jmVZjhE/O3bsKHcYNW5CxWV+VFVFURQKhUJFi59oNMrg4GC5w1g2kUiEVCrlfNOzkQUrD0r0pt/W1uDjzKU0J8+MwdQUnvr6JT2cKttrLooasAAbhO72U/RFiA6fXNLjLQbLsstammbHGInaXVs+/8ouF52U4iiYREVi5R5kFXGs2dm0UJIZJE0nG1CY7Angbm6hu76ben8DLuXa034iU6Sr5Qpvm1mYET2S3bUV6LTLXDcpG5ebQqGAoiiOGHJYy/w4n0UZnp3g+ZEkCZ/PRy6Xq+gBUtFolFwuR7FYrOhZEIFAALfbzcTERNlnQN0UI2MPXpNufscqSRIbuyI8e3yMdtNE9S59PonHBfkFJHEEkKtrxZcaQzFXbnq5YdoGZtMCr3dmuWgQvKvw9jORGZMb6bAuVE3WJysFUDGcY3Y2TZREFqlokA+7mWgLITfV01a3huZgM171+hmRom6S10yiQTcYeShO2p8TXxsEOmZEj/NftXw+j8/nc4QdYmhoqGZ4djiLyvyMjY1hmmbZN+YGg0EymQxNTYs3ojoFt9uN3+8nkUg4WzTMgyRJNDc3Mzo66uznUUws2J8Qj6h4jDTTjdsIk1jyQ7q9YC3gx4uBKJai4kuXvnwisGfzFAq2gdnvtw3Mfv/Cy3GlYERuxifyBIVzp1UvlpQUJiTS5RdzhmlneooGWtTHeLsPMx6lqa6VllALQffNV0kkMjp+j4y7OGR/Rvyd9oZ1d6wiRM8sTtmlZRgGY2NjtcyPw1mw+GlubsayLEe8qIFAgGy28ifDRiIRksmks0XDAmhububFF19k8+bNjrjrugZhzWyRXlgWJ5McJz56hMst95KxdIJLnELsUmG+dU9CkslGWggkhpBE6XZDzS4X1XV75lA8PrNctMQG5oWQkQJMS3X0mafLLxRKhMAWP23W5fIFYZgoiQwYJno0wGSni3ydj/pwM23hNiIzZuabHyNDYmqaqF+GYJed6XFFK0r0zOIU8TM2NoYQgubm5nKHUuMmLFj8eDweYrGYI2qZwWDQESW45VKR6yGuQ319PZqmkU6nCYdLu6W5JBhZe5P7AjdIp8eHceWSNFvDXJTbWWeeQmHxM3cUe9n3TRec5sMNKEYRd6403U9XLhf1++yuLX/AHk5YDkxkLsrtNFsjeJxSHioBBbyYKOXJZOkGSiKDZFrosRBT9R4yYZVoqJ7u0Bri/hjyfN4cPWPP6VF8JItBIg2NULd1deJfIbLZrCNKTcPDw8Tj8Yq2M9wKLMq9tmbNGi5cKP8iwtmyV6VTLeJHURQaGhocYYi/LkbW7lqR55//YVgGqcsXcLk8xMUUblFkRF7aHZyq2MMOTfP6/24qbvKhBgLTQ8vKiAhht6knk7aRORyB9jXQ3gHRaPmED8Cw3IJbFImLyfIFsQKkpDBBkVndTe66gTqeQJ1KYdaFmNzYwvneAKI5zvqWzWxq2ExDoP7mwkdPQWbQNjSH1kPDPSRygmi88rMUTsn8XLx4kba2tnKHUWMeFmWL7+vrc8Qup0AgQD6fd4T/aDlUi+kZ7NLX4OAg69evL3co16LPCOUFpPLT6Sn08XG84SgS0G5d5JSyjoCUJbrI2TSKamd8TNPuqnotuboWPLlpVH1p3UKmZbepzy4XbWyCYAC85Z/xBkBCipCQoqwzT1VNuWuWlBwmbq2SoNMN1Gl7S7gRj5BpCjLhM/F6A6wNttIUbMKj3uRFF8IWPcUEqEGIbrKXjbpCFItFcrlcZQwpvQmmaZLP5x0hfk6dOsW6devKHUaNeViU+Fm3bp0jxI/X60VRFLLZrDPLLAvE7Xbj8/lIJpM0NDSUO5xl0dzczAsvvOCYIWNXUZxa8K6h5Nhl5LyGHLf9QW50OqwLXJA7cJtF/IsYaKdItt8mf51ZlrongO4NEh1aXGu7APSZ5aKyZG/eCIVt0bOaBub5yOHjkryGDusCblaug60c6Kjk8REWS9xcu0Ckoo4ynQFJYDREyTdGGPPrKIrKmuAaWkMtBNw3Wb0iBOhJ+0sNQ3QL+FtBffVnEokEfr+/4m++stksiqI4Yrrz6dOna+KnAli0+Dl48OBKxbJgJEmaK31VsviBV0tflS5+PB4P0WiU0dFROjs7yx3Oq5hF0NMLMjvrpk5y5CJ+2Wu3Rs0QFmkarTEGlU7WmmdwYSz44b1eSL+mQju7td2XHEW2FnYsy7LXThT1meWidTPLRX1LWy66kuioDCqdNFpjhEW63OGUnJQUxk8OlRvUM5eJpOkoySwgMBoj5JtjTPoMLMmiKdBCS6iFqDd64wMIy87y6GlwRyB6G/haQL12YGcymazo/YKzzJa8nNBwcerUKfbs2VPuMGrMw6LFz6lTp1YqlkURDAarouOrWnw/YGd/RkZGHCZ+ZoYbuuYXl8ncFObYOGro2tR5gxinILwMKp30mOcW7PVwXecTpgVjCEnGm56/bPLa5aItMwbm5S4XXSksJAaVTgIiS4Nw6OTjZZKSwoSt0md9JK2IksgiZAmjMYrWUse0X1AwNWK+GG3hNmK+m5iZZ7sajSy4IlC3zc703GSlS8Xs5ZsHp/h9oFb2qhQWLX6Gh4dJp9NlHzAYCARIpyv/rjIajTrCRF4KWltbOXnyJJqmOSL9DMyYnfUFzfhJjF3GldOg6VqhJAFrrEucU3oYlDvptAYXJIBeO0zXkhRykWaCkxeRbvDzQkBBs6dDK6rdoh4Ol2656EphITEo28J3jXWp6nw+AAYKGSlIq1W6btM50aNI6M0xjNY4SR+kjQxhJUxXrIcGfz3qjd7DwgRtGsycPZsnth68zQsq9SaTSWfdrCwRp4ifVCrFyMhITfxUAIsSP/X19cRiMU6fPl32vSWRSISRkcrfDB2JRMhms+i6XtHrOsDOxtXV1XHp0iV6e3vLHY5NMXXjPvMr0AyN9MQwIeG6froGkBF0mwOcU3q4IHfQYV2YVwC5VNubM9vuno80ohbzuArXCnfLgtwVBuaGhpkJzGWYzbNYLCQuyB0YkrqozFilMS3V4SdXkrZ9qVBETmZAUSi2xDFbYmQCCsliCq/ko6+uj8Zg443NzJZh+9lMDdx1EOm3928pC/Pv6LpONputisxPMpl0xFyd06dPE4/Hicfj5Q6lxjwsegnKbOmr3OInGo2STqcrvuPL4/Hg8/mqwvcD0NnZyalTp+jp6Sl//V0Ie1T/Avw+qUISc3Qclz9404k+Chbd5gADSveCMkCKahuRTRMst4dCME5k5Ophf8UZA7OEXdKKhG0j8w00mOOYzfgYkkq3ObCkmUiVgACm5BiN1tiyjiPlNeRkFlwqems9RkucQtDFtJZANVU6Ih20hFrwu26wVNcy7Pe1WbRXT0S32KJHXtzNUyKRwOfzVbzZ2TRN0um0I0RcreRVOSxZ/JQbn8+HqqqkUinq6urKHc6yqK+vZ2xsrCrET2trKy+99BJTU1Plv/sx82Dkrmv0fC2TE0N4MkVEXXTe71Ux6THPMaB0c07podMcvKEJWlVtAaSbYNS14s1OoRqabWDWbOHjckEsOmNg9jvPwHwzZs3NAD3muaoVPgA5/BioRBY58mAWKa+hJDMItwu9vQGjOU4x5CVRSCC0PE2BJlpDrUS8NzAgW7q9bNQywNsI0U77vwtc2/JaxsbGqF/i4l4nkUwmcblc+HxL38NXKmrip3JYkvh55ZVXViKWRSFJ0pxZuNLFT3NzM6+88gqbNm0qdyjLRlEU1qxZw+DgYPnFj5G1h7l5Yjf9tryeJzs5TNRUEAt0EitY9JjnuCSv4Yyylk5z8Lpt8BIz7e5SCNPtwzt6gXT2VQNzUxMEQ841MN+MHL45c/Ma61LVlrpmmZTjREVi0c9TyhVQUlmE20WxvQmjJYYR8pHSUhRyGeJXmJmvmy21ijOixwRfEwS6wNMA8vIy3iMjI2zcuHFZx3ACsx1rZc80Y4ufajiP3wos+ibTKZkfqJ5OqYaGBnK5XFVMrQbo7u7m8uXLFArXGXCzmhhZwIJ5Rv0ntSTm+CQut2dRO41kBO3WReLWJOeUHhLS9e/Y3V4Jo6EVaXSEYs4kGHx1AnM8VpnCJyFFOKf0ELcmabcuVr3w0VFJSpFFDTaUsgXU4UlkTafY2Ux+ex/F9e0kPRaj2VHcipuNDRvob+wn7o9fe/E2C5AbgsK4Xdaqvxvid4GvednCJ5PJkMvlKn6vIDirY62W+akcFp35Wb9+PSdOnMCyLOQFGElXkmg06hghthxcLhf19fWMjo46omNhuYRCIerr68s/8bk4DfLN/QxCCCYTw/hSGiIQXfRDSECjGMdrFbggd5ARQVqs4avKP1oojiRZNMpTBDvKs1y0VJjIDMstJKQoHdaFqpzjcz2mpBhBkcGLNu/3ytk8ciqL5fNQ7G7BaI5hBX3k9BypzAg+l4++2DqaAo241eu8P80CaBMgKfYk5kAHeOLzivjFMDIyQn19PapaIcaym5BIJBwxWd6yLE6ePFkTPxXCoj9NGzZsQNM0zp07txLxLIpIJEIqlcK80fKkCmJ2Rk610NPTw8DAAJZVJg+IZc5scr/5tOmcniM7PoJfl7B8S2/PD4s068xTaHg4pawjI9lTdA0UEt4m2uVhGuvBX8HCJyMFOKWsQ8PDOvPULSN8LCQm5Tj1YuLG3yQEciaPOjwBukmxt43Ctj6Ka9vI+2RGs6MUjAIdkQ62Nm2lPbLmWuFj5CF7yR5Q6OuA+N0Q2wHehpIKH7DFjxO6o5aLk8zOZ8+epVgsVkUp8VZg0bLf7XazdetWDh8+zNq1a1cipgXj9/urxvTc1NTESy+9VBV7vgAaGxtRVZXLly/T3t6++gGYM5vc5/H7pLQU1nQSt+zGWGYm041Oj3WOSSnOebmLOjGNiUxQZIhKlVvSNJEZkZuZlupotkaIi8mKFXBLISlFUDCvv8F9RvTImRyWz4vW24bRFEMEvBiWSSI7gYVFc7CZ1mArYe91JtIbWdCm7Bb1YCf4O+zW9RXysBSLRaamprj99ttX5PirSSqVQlVVR5idDx8+zNatWyt+ZMmtwpLO9rfffjuHDx8udSyLRpIkIpFIVfh+/H4/4XCYsbHltdE6BUmSWLt2LadOnSpP9sfI2t0xNyl7CSEYT43iTxSWlfW5EgmoF5P0mafJ4SMh1eERGlYFygULiXGpnhPKBjQ89Jmnqb/FhI8ARuUm6q2Jq5+3EMjpHOrwJFgW2to15Hf0ofe0YvrdJAoJJvITRH1RtjRtYX18/bXCR89A9qL9Xg32Qv099lRmT2zFhA/A6Ogo4XDYEYJhucz6fZxgdj58+HBVCMpbhYoWPwB1dXVMT0+XO4ySUG2lr46ODoQQ5ZlgrWeYr8CUKWbITo4S1MDyl3YitZsikiSIiCRpOcRJZT1TUl1F2IIFMCXVcVJZz7RcR4d1gW5roCSD/SqNKcnOHMbElP0XQiCnsrboEQJtfTv5HevQu1uwfB7SWnrOzNxfv5H+hv5ru7j0NGQv2N6eUN+M6NkC7uiqPKdqKXkBTE1NOSbrXxM/lcWSxc+RI0cQovyn8vr6eiYmJhwRy3JpampidHS0fD6ZEiPLMhs3buTkyZMYxsKXgZaE4uS8fp9EIQmpDC4hl3yiYFKKUMTDGusSfeZpmq0RxuRGTirrGZfqMR04zcdEZlyq56SynjG5kWZrhD7zNCGRuaWyPbNYSIzKTTRbI0hCICdnRI8koW3osEVPZzPC5yGn5xjNjiIQrIutY2vTVpqCTSizXVlCQDEJmQv2cMLwRmi4B6Kb7OWjq/WcLIuxsbGqED9CCCYnJ8s/UmMmliNHjtTETwWxpDP+5s2byWaznDt3ruxrDGKxGIVCgVwuRyAQKGssyyUajaKqKpOTk1Ux8BDsoYenT59mYGCAvr6+1XlQU7PvrtUbix9LWExkxwgmCghPaT1WFhLDcgvN1shc11edSBA1EySlCBNyPSM0ExUJYtYUfnJlExcCe3jflBwjIUXxkafZGiEikrek4LmSCakel9CpS1xGyRawQn60jZ0YDVGE137PaKZGopDArbjpinbRHGzG57qinCQE6En7Sw3ZYsfXCq7ydHVOTEygqmpVbHLP5XIUCgVisZv7+laDs2fPks/nazN+KogliR+3282WLVs4fPhw2cWPqqrU1dUxMTFR8eJHkqS50le1iB9Jkujv7+e5556js7NzdczcxozZ+SZ31GktTW56gpa8wArdPEO0WMalBlQM6sTV5VgJiIokUTNJHi9TcozzShcSgpBIExYpQiK94jNzLCTSUoiUFCYthRBIREWCteYZfJR5NpNDMCyJMbWBnomXwa2g9XdhNETmhLJhGkwX7Ne3JdhCa6iVkOeKZc/CsgVPMWVvWI9stTesL2Da+EoyW/JygkdmuUxMTFBXV+eIdv3Dhw+zZcuWqmhWuVVY8rtm1vfz7ne/u5TxLIn6+nomJyerYjvxbNfX5s2bq+IEBXbnVzQa5fTp06tzZ2Rk7IuPdONBcMlCEimdxaULjBJmfoq4GJcb6DYHbpo58VGgzRqilSGyUoCUFGZYbuECHQREFh95fML+clNcchZGAEXc5CWf/YWPrBTAhU5YpOiwLhAQ2Vs+yzOHaaGksox41uD3ZXH3Rig0RBBu18w/m6S0FEWrSNxXz5pwG1HvFYZbYdkjFvSM7eGp2wa+FlDLby4WQjAyMsJtt91W7lBKwsTEhGPWc9T8PpXHssTPd77znVLGsmTi8TjPP/88QoiKFwwNDQ1omkY6nSYcvk5bbIXS39/PgQMH6OnpWfkuk2LypsLHsAzGc+ME04a9dbSEjMjNhEWKALkFfb8EBEWWoMjSwjAaHrJSgLzkY1xuoIAXGQsXOi6h40JHxUAVBjIW0kyWSCBhIWNIKgYqOi50yYWOCwsZLwV8Ik9EJGm1hvCg1QTPlcyIHqmgkY/WMR5qp70tgxGyL65CCNLFNFk9S523jrWhtcT98Ss8PTNzpYyc3aYe22FPYp7Hd7aapNNpisWiYwTDcpj1+3R0dJQ7FMAWP+95z3vKHUaNRbAs8fPJT37SEYKjmnw/iqLQ0NDA8PBwVYmfaDRKU1MTJ0+eZNu2bSv3QMKC4tRN77TTxQzZ9BRrMiamv3QXpyx+UlKY9ebJJf28BHjR8AqN2cqXhUQB75yQMSRb2OQlHwIJMfPZk4RAQqBi4ELHKwq2WBI6XgpVv35iyZgmSjKLpOmY0SD62jYuWy0EMfGG7N9tTs+R1JIEXUE21G+gwd+AS5mZ5WIZM6JnZqZUbCN4m+2ZPQ5jeHiYhoYGFKW0gr8czPp9nNDpNWt2/uM//uNyh1JjESxZ/GzZsoVMJsPZs2fLPuywmnw/AO3t7Rw7dox169aVXViWko0bN/LYY4/R3d29coZLI2f7fVyhG35LIj+Nms6jFgzMcGmMpwIYUlppsMZvuOF9KcgIe2GqyL/6QDWWj2miJLJIRR2zLoS+rh0jHqZgukkPuunszqKZGtP5BF7VQ3ddj21mnjXRW4bdUWgW7dUT0c32/i3ZmQPuZkdOVIsh10l+n7Nnz5LL5di8eXO5Q6mxCJbcb+vxeNi5cydPPPFEKeNZMrO+n2qgubkZwzCYmLjJOP0KJBgMsnbtWo4ePbpy7fxG1u72kq8/t0c3DSZyEwSzMxnLEu2nm5bqMFBpEOMlOV6NFcIwUSaTqGMJrICXwtYe8tvWYjTHEKrK6LCXSF2BpD5GupCmNdTC5sYtdEe7bOFj6ZAfsb9cUYjfCfW7wL/GscIHYHx8HNM0q6LFHZzl93n88cfZuXMnHk9pZ4XVWFmWdea/7777eOyxx0oVy7Kor69nfHy8Kub9yLJMR0cHg4OD5Q6l5Kxfvx4hxMotpDWzgLjhhNyUliSXTxFMFrF8pSlNzK5/aLGGa+Ulp2KYKBNJlIkkZshPYWuvLXqaYnO+r4lxF4ZlYvkvE/PH2Ny8hXXxdYQ8QbCKkB+G/Kid6am/C+I7wd8GcvmzD/MxODhIe3t72ZdRlwIhhKPEz2OPPcZ9991X7jBqLJJli599+/Y5QnDE43EMwyCZTJY7lJLQ2dnJ8PAwmjb/FulKQpZltm/fzpkzZ1bmtZrdkXQDpvLTKJkCrryGVSK/z5jciAeNiKiO915VoRso4wnUiSRmxI+2tZfCbWsxmurmRI8QgolUjulpNw3NWTY3bmJj/UbqvFEkqwi5ISiMg6cB6u+G2J12B5dcGd4ZTdMYGRmpim5YgGQyiWEYjhluuG/fvpr4qUCWJX527drFyMgIAwMDpYpnyciyTGNjY9WshwgGg9TV1XHx4sVyh1JyotEovb29HDlypLTlL0u3Z6so1zc7F40iU/lJwgUJLFGSTi8NNxNSPa3mUK17yknoBup4AnUqhVkXIn9bL4WtazEao6C8etrLFrMMZ0ZITcRobVTY0b6RhkADitAhdxm0Sbtrq/5uu8Tla6oY0TPLxYsXicViBIPlGaxYakZGRmhsbHREFuvcuXOMjY1x9913lzuUGotkWe8ev9/Pzp072bdvX4nCWR7Vthurs7OTwcFBR2TWSs369esBSlv+mh1ueAPxk9RS5Io5goliyaY6D8st1Inp2nBAp6AbqGPTqNNpjFiY/G1rKWztwWyIXiV6CobGSHYUXegE9LX4VC+3r23FJXTIXoJiAnzttp8ndgd4G0Eq/8V2sQghGBwcrJqsDzhrN9m+ffvYuXMnfn95h1fWWDzL/jTPlr6cQFNTE6lUinw+X+5QSkJrayuaplWNkftKVqT8NbfJ/frG06n8JO6cjpoplKTklZaCZKQgzVb1CO5KRSrqqGMJ1OkURkPEzvRs6casj1xlatdNnbHsGJlihjWhNroCG5mYULh9bQA5f9nOHAY7Z8pb28Bbv6Ib1leayclJNE2jpaWl3KGUhHw+TyqVoqmpqdyhANRKXhVMycSPE7ITbrebWCxWNdkfRVHo7Ozk3Llz5Q5lRYhGo6xdu7Z05S89fcO787xRYKowTagoIRV1hGd5nTkCGJJbabJGUTGXdawaS0fSdNTRaZREBqMxQn5bH4VN3Zjxq0WPYZlM5iaZKkxR769nc9NmeqK9nDiXY22jRcRTgGD3zLLR22xTcwWLnlnOnj1LZ2dnVcz2ATvrE4vFHLFGoub3qWyWLX527drF6OioYy7Q1Vb66u7uZnR0lFxuYRODK41169YB8MorryzvQEKANnHDibqpQpKCnieYLCJK4PWZlGyzZVxUX1auEpC0IuroNHIqi9FUR377jOiJha8SPUIIEoUk47kxAu4gmxo2s7FhI3WKwitnLoMQrOtbC/X3QN1WezpzFYgegGw2y9jYGD09PeUOpWQ4qeR19uxZxsbG2LVrV7lDqbEEli1+nOj7mZiYwDBKN2iunPj9fpqbmx0jLkuNLMvceeedDA4OLs/cbRbsstcN/D6T+UncRYGSyGIFllfyMlAYlZtqre1lQCoUUUemkNM59OYYhW1rKWzqwqwLXSNaMsUsI9kRVFlhY0M/mxs20eB2I2cvcnE0x4UphTvvvAs5tvmmS3ArlYGBAZqbm1d+ncwqMTv7zCniZ9++fdx9991V8/u91SiJg89Jvp9gMIjP52NsbKzcoZSMnp4eBgcHq0bQvZZgMMgdd9zBCy+8wPT09Pw/cD2MrC2AriN+cnqORCFBWJOQ8xrCt7xhZKNyE36RIyzSyzpOjYUj5TWUkSnkTJ5iWz35bX1o/Z3XFT0Fo8BIZgRDGKytW8vWxi20uL24CkNgGUxJPbxwweSOO3cSrHPGhbTUGIbB4OBgVWV9xsbG8Pv9julaq5W8KpuSiZ9HH33UEb4fgJaWlqoqfcViMQKBQFW2vc/S2NjIxo0bOXTo0NIM62Z2ZpP7tW/ppJaiYBTwZwy7JLKMskYBD1NSjBZreMnHqLFwpLyGOjKJnNPQ19ST37aW4oYOrGjwmtfxVTNzljXhdrY2bKbDH8Kjjdpl0ehW8qEdPHNshI0b+2lsbCzTs1p5Lly4QCAQIBaLlTuUkuGkkpcQgkcffbQmfiqYkoifPXv2kE6nOXr0aCkOt2xaW1sZHh7GNKvDiCpJEj09PZw7d84xAnMl6OnpobGxkWeeeWbxr52WAOVaE7MQgonsOF5LRZlMYvmXnvWZNTnHxSReqmv4pNOQcgXU4QnkvEaxvXFG9HReV/QYlslEbpLpwjSNgUa2NPbTF4wR0CcBCepug4bdmIFunjn8Mk1NTVWVEXktQggGBgbo7e2tmt2ApmkyPDxMa2truUMB4MiRI2SzWXbv3l3uUGoskZKIH7fbzVve8hZ++MMfluJwyyYajeLxeKoq+9PW1oZhGAwNDZU7lBVDkiRuu+02JEni+eefX7jQs0zQp65b8soUsyS1JKGihJItLEv8pKQweclHkzW65GPUuDlStoA6PIlcKFLsaLZFz/oOrMi1C4stYZEoJJnIjRP2hNjUsIH1oThRK22PO4jtgIbdEOpFKF6ef/55JEli69atVSMKrsfly5cxDMMxQqEUjIyM4PV6iUaj5Q4FgB/+8Ie85S1vcUTXWY2lUbKpXe94xzv4wQ9+UKrDLQtJkmhvb+fSpUvlDqVkKIrChg0beOWVV1ZuKagDUBSFu+66i4mJCc6cObOwHzJzNxxumNKSFM0ivqxhlz6W2PJrITEst9BsjaBQvb//ciFlC6hDE8hFnWJXM/ntfRTXt2OFrxU9ABktw2h2FJessqF+HZsiTdQLDVnxQ+x2ezhhsGuu++/MmTNMTExw1113VU3b9/WwLIsTJ06wYcOGqnqely5dYs2aNY4RrT/4wQ94xzveUe4waiyDkomft771rbzwwguOERxr1qxhbGyMYrFY7lBKRnt7O5IkVeXC0yvxer3s3LmTkydPLix7Z2TBLIJydVbHEhZj2XF8sgd1PLmsqc4TUj0yFjExteRj1LgWOZtHHZ5A0nWKPa226OlbgxW6/sTcvJ63zcyY9EV72BJppkW2UF1hiN9hi55A51XvhZGREU6ePMnOnTvxekuzz82pDA4Ozt38VQuapjE6OsqaNWvKHQpgC7EXX3yRt771reUOpcYyKJn4icfj7N69mx/96EelOuSyCAQCRCIRLl++XO5QSoYsy2zcuJGTJ09WbefXLNFolO3bt/Pcc88xMTFx82/WM3CdzVoZLUNGSxMqKsiZ/JJb3HVUxuRGWq3a/q6SIARyJo86PAm6SbG3jcK2Popr27CCN9jLZhYZzY6SM3J0hFrZFmmi3a3i8cbtnVv1d0Og/ZqltuPj4zz33HPs2LHDMSWTlcIwDE6ePEl/f78j9l6ViqGhIaLRKIHA9bOAq80Pf/hD9uzZU1Vm8luRkn5CnFT6Ajv745RMVKloaWnB7/dz9uzZcoey4rS1tbF161YOHTp08xUfxYlrsj4AyUISQxh4cjqSriPcS5vqPCI3ExJpgiK7pJ+vMYMQyOkc6sgkmCZa70ymp6f1hqJn1sycKCRo8sXZGm6k1xfA5297VfT426670mRycpJDhw6xdevWqvK/3IizZ8/OzQWrJi5duuSoTFat5FUdlFT8vPOd7+TRRx8lk8mU8rBLpq2tjenpabLZ6rloSZJEf38/Z86cqaqS3o3o6Ohg06ZNPP3009efAWQW7czPa/w+pmUylhvDq/pQJ5MI19KETw4fCSlaa21fDrOiZ3gShEDraye/vQ+9pxVxg2ycbWZOMJGbIOrysTVcz/pgHeFwN9TvhPhd4G8FWb3uz09PT/P000+zefNmOjo6VvLZOQJN0zhz5gz9/f2O8cWUgmw2y/T0tGPEayaT4dFHH+Wd73xnuUOpsUxKKn7WrVtHZ2cn//qv/1rKwy4Zj8dDY2Nj1WV/6uvricVipd2I7mC6urrYsGEDTz311LUCyJzd5H71RTRdTJMpZgiZLuTk0qY6C2BIaaVBjONGX8YzuEURAjmVtUUPoK2fET1dzYibLJZNa2lGs6N4JNgcqmNjuIG6uo3IDbts0eNrBvnGZt7p6WmeeuopNmzYQFdXV6mflSM5ffo0sViM+vr6codSUi5dukRjYyMez/IGk5aKf/mXf6G7u5u+vr5yh1JjmZS8MPzOd77TkaWvapuP09/fz8DAQNXu/Hotvb29rF+/noMHD15dAtMzIMxrMgCJQgJLCDzZInJeR3gXb3ZOSFGKuGmwxpcb/q2FZSEnZ0SPJKFt6LBFT2fzTadrz5qZsQps8IfYHG2lIX4bauMeu4PL23jDxbWzTE5OcvDgQdavX09vb2+pn5kjyeVyDAwM0N/fX+5QSooQwpElr1rWpzpYEfHz4x//2DEDBltaWtA0jamp6urSiUQitLa2cuLEiXKHsmr09vbS39/P008//aoJWk9dc0HUTYPx7DgBlx95Og2ytOipzhYSI3IzLdZwrbV9oVgWcjKDOjKFUCS0jZ3kd/ShdzTdVHxqpsZodhStmKDX42FLXQetjTtxN+21Z/V4G+YVPWCbm5966ik2bdp0ywgfgBMnTtDa2kokUl37yaamptA0zTEeJtM0+fGPf1wTP1VCycXPrl27EELw5JNPlvrQS0JRFNrb2zl//ny5Qyk5GzZs4PLly6RSqXKHsmp0d3ezZcsWnn76aUaGh6E4eY3fJ11MkdWz+HCjTqWWNNhwTG7EhU5UJEoUeRVjWciJGdGjqmj9XRS296G3N950vIBhmUxkJ8hkR2lXJTbXddDRdi++5vshtg088QWL1pGRkTlz861S6gJIpVJcvnyZDRs2lDuUknP+/Hk6OjocM6/owIEDALUt7lVCycWPqqr8+3//7/nWt75V6kMvma6uLoaGhtC06lpJEAgE6Ozs5JVXXil3KKtKR0eH3QZ/+DCnL6YR8tX+kem87QvyZDXkXAHrJv6S61HExbjUQKtZa22/KaaFMp1GHZ1CuFUKm7opbF+LvqbhpqJn1sw8nblIo1xgU7yHnvY3EGp7s72KwhNbsOgRQnD69Om5dvZbwdx8Ja+88gqdnZ2OaQMvFZqmMTQ0RGdnZ7lDmeNb3/oW7373ux0jxmosjxUZBvHQQw/xne98xzFiIxQKUVdXV5WLQdetW8f4+HjVlfXmo62tjT139nNu1ODI2TymaXu6ikaRydwkATWAnMrNTHVe3Nt8WG4hKhL4WcKC1VuBWdEzNo3ldVPY1E1+Wx9GW/1NxwkIIUhraSZTA4SMaTbWdbO2423Utb8VqW4ruKOLC8M0OXLkCOfOnWPPnj2O6QhaLSYnJxkfH2f9+vXlDqXkXLx4kVgsRigUKncogC3GvvOd7/DQQw+VO5QaJWJFxM+uXbuIRqP85Cc/WYnDL4muri7Onz9fdcZnr9dLb28vx44dq7rnNh/RgMTeDYJsweTAi2PkNZNUMUXWyOFXvagTCSzv4kpeWfykpRDNVvXshSsZpokylbJFj89DYXM3+W1rMVrrwX39lvNZcsUsk6kBPNoofdEu1nX/Gxo634kS2wKu8KJDyefzHDhwgGw2y969e6t+gOFrEUJw/Phx1q5d65hOqFIhhOD8+fOOKl/+0z/9E7FYjLvvvrvcodQoESsifiRJ4sEHH3RU6au1tRXDMBgbGyt3KCVn7dq15PP5qvQ13RRtGq/Hxe6tDYQCLvY/P8rlyQQyEmpWW/RUZwFcVtpotMZwUd0TtBeFaaJMplDHElh+L4UtPeRv68VoiYPr5qJHMwpMJc8h5S/REW6jr+ddtPT8O9yxreBa2l391NQU+/fvJxQKsXv37qpfWXE9zp8/Tz6fr0pj99jYGIZh0NLSUu5Q5vjWt77Fgw8+WFUzlG51bn7mWgYPPvgg27ZtI5lMOqILQZZlurq6GBgYoKmpqdzhlBSXy8W2bdt45plnaGxsrLr6/3WxDNAToPhQZIntfXWcvJjg5KBBXUM9cn4KSTfnvThfybRUh4VMvZhnncatgmGiJDNIRQOzLoS+oR0jHgF1fs+DYepkMhdRrQKN4U6aGu8iHF0P6vV3di2Uixcv8sILL7Bx40Z6enpuyYtRNpvl2LFj3HXXXbiWOLzTyZw7d46uri7HrOhIJBL86Ec/4o/+6I/KHUqNErJi764NGzawefNm/uEf/mGlHmLRdHV1MT4+7pgJ1KWksbGRNWvW8Pzzz98a5S9jZrihand6SZJELKbjjw+TnAgzlghgLmKdhYk819oucwv8/m6GbqBMJFEmkpghP4WtvXZ5qyk2r/AxTZ1MepBc8hQRX5ye7nextu8XCddvX5bwsSyLl19+mZdeeom77rqL3t7eW1L4CCF4/vnnaW9vp7GxsdzhlJxMJsPExISjSl7/8A//wJYtW6rSW3Urs6LS+qGHHuLhhx9eyYdYFF6vl5aWFgYGBsodyoqwadMmstnsrVH+MrJgFUF+tatoMj+F11eks2marPBzsn4HeRZWEhmVm/AIjbC4dcYGXINuoIwnUCdTmBE/2tZeCretxWiqm1f0CMskn7lIOnkCtztEZ/fPsX7D+4k33YnkWl62J5FIsH//fsbHx7n33nur8qK/UAYGBshms1U30HCWgYEBWlpaHFXKfPjhh2tG5ypkRcXPL/zCL/DEE084ar1Eb28vg4ODVbkXa7b8dezYsaraZ3ZdjDRXvn3zep5EYZqAO4CvkGH9yHOESXFGWcuI3IR1k6Z1DTeTUvzW3dquG6jjCdSpFGZdiPxtvRS2rsVojM7fKSdM9NwQycQxLNnDmq53snHDB2hu3omyTNFjWRYnTpzgwIEDtLS0sHfvXoLB4LKOWclks1mOHz/O9u3bq7LcpWkag4ODjvIxXbx4kQMHDvCe97yn3KHUKDErKn6am5t5/etfz7e//e2VfJhFUVdXRywW49y5c+UOZUVobGykvb29+stf2uRV+7ySWpK8kcerepGnU8iyRLMYY615hpQU5oyy9oZZoCG5lZiYwkdhtaJ3BFJRRx2bRp1OY8TD5G9bS2FrD2ZDdAGix8DKD5OcfoU8Cg3tb6W//4O0t+zG7V6+QJnN9gwPD/O6172ODRs2OMYDUg6EEBw9epT29nYaGhrKHc6KMDAwQCwWo66urtyhzPHtb3+bBx54wDFTpmuUjhU/mzz44IOOKn0B9PX1ce7cOXS9OpdV9vf3k81mq7a8h1mwd3qptpgRQjCRm8Atu5F0E3U6MzfY0EeBteYZwuL6WaC0FCQn+WmyRsvyVMqBLXoSKIk0RkPEzvRs7sasj8B8AsMykPKjpBOnmTYg2Pp6Nqx/H2vX3Iffs/zGhutle5zQMFFuZvf4VWu5S9d1zp0757iFobNdXjWqjxUXP+9617s4d+4chw8fXumHWjD19fUEAgEGBwfLHcqK4HK52L59O8ePH6/O8peRBSs/t9Yiq2dJFpIE3EGUdBY5W8C6YoGmjKDZGr0mCySwsz5N1igqzthFt5JImo46Oo2SyGA0Rslv66OwqRszPr/okSwduTBKLj3AqGniatzNho2/xKaONxLxx0sSXzKZnMv27Nmz55bP9sxS7eUugMHBQYLBoKO20j/33HOcO3eOd73rXeUOpcYKsOJnllAoxIMPPshXv/rVlX6oBSNJEuvWrePs2bOOWcBaahoaGmhvb+fo0aPVV/4ysiAskGwTbkpLoZkaXtWDnMzavVrXKdu8Ngt0Vu5FAHExec33VhOSVkQdnUZOZdGb68hv76OwqQszFl6A6CmiFsbIZy4wpBsYdbfT1/cf2Nr1ZuoDTSXpuMrn8xw9epTHH3+c5ubmW3Jo4Y24Fcpdpmly5swZ+vr6HNXB99WvfpWHHnrolvaZVTOrclv1q7/6q/zN3/wNyWRyNR5uQTQ3N+Nyuapy5cUsmzZtIp/PV1/5q5gAyZ7fYwmL8ew4XsULpoU6mUL4brxXajYL1GOeJS/50HEzIjdjUH37eqRCEXVkCjmdQ2+OUdi2Fq2/C7MuNO/uLMnSULUx9NwIF3WTdHgzPb3vZkfP/0VreA2KvPzfV7FY5NixYzzyyCOYpsn999/Pxo0ba9meKxgYGCCfz7Np06Zyh7JiXLx4Ebfb7ShfTTKZ5G/+5m/41V/91XKHUmOFWLEhh1eyfft2Nm3axLe+9S1+/dd/fTUecl4kSaKvr4+TJ0/S2dnpqDuOUqGqKtu2bePQoUM0NTVVx/BDYUFxem5mTLaYJaWlCXtCyJk8ciaPGZ3/Ti0h1xEUGZqsUUbkZk4q62mwxqkXExU/50fKa8jJLKgKxbZ6jJY4ViSwoGWhkllA0ZMULZMhS4HAWtriW+mIduJz+UoSn2EYnDt3jjNnzhCNRtmzZ08t03MdZstdd999N6q6KqfqVceyLM6cOcP69esddQ5++OGH2bJlC9u2bSt3KDVWiFW7xfrVX/1VvvKVrziqBNPW1oZlWQwNDZU7lBXjyvKXZVnlDmf5GDkwc3OdXolCEt0q4lbcKOkckjH/VOc8XqakGK3WEH7y9FgDdFgXSMoRTigbmJRiFSl/pLyGOjKJnNPQ19ST395HcUMHVjQ4r/CRzTyuwghCT3LJUrjs6aC+7Q3c0f0W1jdsKInwsSyL8+fP88gjjzA8PMydd97JPffcUxM+18GyLI4ePUpHR4ejfDClZmhoCCEEbW1t5Q5lDiEEX/3qV2tZnypHEqukRrLZLG1tbfz4xz9m9+7dq/GQC2JgYICBgQHuv/9+R915lBLDMHj88cdpaGhgy5Yt5Q5neeRHYeIp8K/BFBYvjr5IwSgQ9UTwvnAWJZnFjN94UaYAzsk9+MjTag1f829JKcKIbKffm6xRIiLp+EyQlCugpLIItwu9KYbREsMKLyzLJ5s5FD2FIamMWW4yaoSGunV013UT98VL8pkwTZPLly9z6tQpwO5GbGlpqdrPWyl46aWX5oY6VmvWRwjBY489Rnd3N93d3eUOZ44DBw7w9re/naGhIfz+5c2qquFcVu1TFQgEeP/738+Xv/xlR4mfjo4OTp8+zaVLl2hvby93OCuCqqrs3LmT/fv3Ew6H6ezsLHdIS8ec6V6TJNJamrSWps5bh5TTUFLZeReZpqQwBclLl3n+mn+TgKhIEjGTTEkxxuRGhmkhbk0SE1OOW3YqZWdEj8dFsaPJLm+FFnaylo0sipHGkjyMSGGmZB+xSDfbY700BZuQpeUnhQuFAufPn+f8+fO4XC7Wrl1LR0dHzdMzD4ODg1y8eJG9e/dWrfAB2+tjmiYdHR3lDuUqvvzlL/OBD3ygJnyqnFX9ZH3oQx9i06ZNDA0N0draupoPfUMURWHDhg288sortLa2oijVZ3wFW3zeeeedHDp0iGAwSDxemvbkVacwAYrdxp4sJDGxUBUVJZNC0oqI2I2zPhYSw3ILzdYICjcuAUpAXEwRM6fISEEmpHrG5EYiIkncmsRPrqyToOVsHjmVRXg9FLtbMJpjWMEFlKWEQDazKEYGS/ExoTYwJlSCgRZuq+ulNdSKS1leK7UQgqmpKc6fP8/Q0BD19fVs376dxsbGWqZnAUxOTvLSSy+xc+fO6vDo3QDTNDlx4gQbN2501Dl3aGiI7373uxw/frzcodRYYVZV/Kxdu5Y3vOENfO1rX+MP/uAPVvOhb0p7eztnzpzh/PnzjhqtXmoaGhro7+/n2Wef5d577628OxuzCHoaFB+GZTCeHcc/s9hUnkzDPHfJE1I9MhYxMbWgh5OAkMgQEhkKeJiU45xXulAxiFlT1InpVZ0PJGfyyOksls9DsacNo6luwaJHMTPIRhZL8THtbmHYlPB669kY7WZNeM2yPT2apnHx4kUGBwfRNI329nbuu+8+QqHQso57K5HL5Xj22WfZtGlT1ba1zzKbDVyzZk25Q7mKr371q7zxjW+s6utADZtV8/zM8pOf/IQPfOADDA4O4nbfuCV5tRkZGeHo0aO84Q1vqNpBYmDfmb/wwgskEgn27NlTWWn14jSMPwmeBqa1NC+OvkjMF8dlWPieOwmKjBW4/kVcR+Wksp5uc4AAuSWHYCGRlCJMyTFy+AmKDGGRIixSK1MWE2Kui83yedBb4xhNMcQ85T37Zy0UwxY9phok64ozbEmg+OmIdNAV7SLkWbo4KRQKjIyMMDo6ytjYGHV1dXR2dlZ1BnWlMAyDAwcOUFdXx9atW6s6S6brOj/72c/Yvn27o9rbi8UiHR0dfOMb3+Atb3lLucOpscKs+pXvzW9+M6FQiO985zuOGhve1NREMBjk7NmzbNiwodzhrBiSJLF161YOHjzI0aNHueOOOyrnRGtkwTJAVpnOTyMQqLKCnMogZwv29vEbMCI3ExLpZQkfsOcE1YkEdWYCDTdJKcK0XMdl2vCRJ2zZQshLYXmlsTnRk8Pye9HW2pke4V+o6EkjmzlMNUgm0MuwaQvAtkgbXdEu4kuYyiyEIJVKMTIywsjICMlkkrq6Opqamti0aVNtGNwSmR1kqKoqW7ZsqZzP4xI5e/YsoVCIpqamcodyFX/3d39HOBzmTW96U7lDqbEKrLr4kWWZ3/qt3+Jzn/sc733vex1jfpQkif7+fp566im6u7vxeDzz/1CFIssyd955J/v37+fUqVOsX7++3CEtjGIKJAnd1JnITeCfmfWjpLJ2K/cN3ks5fCSkKOvNkyUNx0ORRjFOozmOgUJKCpOSwozJjagYcxmhgMguvGNMCOR0zs70BH1ofe0YjdFFiJ4UspnHVMNkg+sYNxXShk5TsImeuh4aA42LMjObpsnk5OSc4CkWizQ2NtLd3U1TU1NVf05Wi1OnTjE9Pc3evXsdcz5cKQqFAmfOnOGee+5xlMizLIv/8T/+Bx/72Meq/jWoYbPqZS+wPwDd3d187Wtf4x3veMdqP/xNOXToED6fj61bt5Y7lBUnmUzyxBNPcPvtt9PS0lLucG6OEHbJy8wxacJLYy9R76tHERK+wyeRdNMe5PfaHwPOKr0ERYbmVVpeaiGRkYJzYshEwUsBn8jPfXkpXC2IhEBO5ZCzeayQ3y5vNdYhfAsQF8JE1VNIlobhilD0tjJpqUzrWWLeGD2xHlpDrajyze91TNMknU6TSCTmvtLp9Nz03ebmZurr62slrRIyNDTEkSNHeN3rXndLLHB98cUXyefz7Ny5s9yhXMUPfvADfvVXf5WBgQG83gXcaNSoeMpi+PB6vXz0ox/ls5/9LG9/+9sddQewceNG9u/fT29vb1V3WwBEIhF27Ngxd/INh2/cKVV2zLxd9lL9TGWGkJBQZAU5kUHJ5DHqru9dSUhRdFw0WmOrFqqMICzShEUawWWKuMlLPvKSb26OkIVsCyIrhz+fJJCZQvW6EesbMJvqEN4F+OGEcYXoqaMY6CGJjwktScDtYmvjVtZE1uBVrz6ZCyHQNI18Pk8ikSCZTJJIJEilUqiqSiQSIRqN0tfXRzQaxe/3O+ozWi2kUimOHj3Kjh07bgnhk81mGRwcZO/eveUO5SqEEHz2s5/lt37rt2rC5xaiLJkfsD/4nZ2dfO9733Pch+Ho0aMUi0XH3Z2sFCdOnODixYvce++9zi1jFMZh/CCaO87zoy+iSAoBdwDXpTE8rwxitFw7BddE5qSynhZrmDqRWP2Yb4AAipaKVlDICy9Zf4S8K4SJAggUVaCqAlURqKr16p9VC0XBFj1WBlkYmGoY3VtPTvIxraVRUGgONBP3xMGwu7AKhcJVX8ViESEEbrebSCQyJ3ZqQmf10DSNxx9/nI6OjsopOy+TQ4cO4Xa72b59e7lDuYp9+/bxrne9iwsXLtS6E28hytbqEw6H+Y3f+A0++9nPOk789Pf388gjjzA6Ouo4U95KsH79elKpFM899xy7du1yZs3byAKCVDFDTs/TGGiwW7jHEwjP9bMk43IDbopEHSR8sCzUZBZXXsMbCRJocxFttBDuHJYFpiFhmBKGIdv/b9j/XyhImAaYBoAbQRCBjBASAgNII8syiqIwJU+RdqXxer1zX+Fw+Ko/ezyeWvmqTFiWxbPPPks0GmXdunXlDmdVGBkZYXJykgceeKDcoVzDZz/7WX7zN3+zJnxuMcqW+QEYHx+nq6uLJ554gh07dpQrjOsyMDDA2bNnuf/++2+Ji8Rsq63f7+eOO+5wngCaeh7ylzmRTTCWGaMh0ICcyeM7cgor4L1GABVxcVJZT695Fj/58sR8JaaFksoiFTTMSBC9rQGzIYJwzz9WQbKKqHoSgcBwxSh6Wyi6IkwVkuT1/JyZuSHQUJLJzDVWDsuyeO6558jn8+zevbuyRk0sEdM0efTRR1m7dq2j1lgAHD58mHvvvZfBwcGq3qFW41rKeqZsaGjgP/7H/8jnPve5coZxXbq6ulBVlTNnzpQ7lFVBVVXuuecestksR44ccdQCWiwT9GnyQmK6ME3AbXux5EweSdOvm/kZlluIikT5hY9poUylUMemsbxuCpu6yW/rw2irn1f4SFYRVRtH0ZPo7ji58BZy4U1MCJWL6SG8qpfbW2/nzrY7S7aSosbKIYTgyJEjZLNZdu3adUsIH4AzZ87gcrno6uoqdyjX8LnPfY5f+ZVfqQmfW5CyZn4ALly4wLp163jxxRcdlwKempri4MGDvP71r6+8achLRNO0uWFr27dvd4b/Q0/B2BOM6jrHJk/THGhGkiQ8xwZQxxKYDdGrvj1DgPNKF+vNk+Xbx2WaKIksUtHArAuit9Vj1Efm3TgPIJkFFD0JkoruiVP0tGC6ImT1HJP5SYLuID11PawJr8GjOtSjVeMqZmf5TE9Ps2fPHud660pMLpfj0Ucf5Z577iEWi5U7nKs4efIkt912G6dPn67avY41bkzZxQ/A+9//fhRF4S/+4i/KHco13GrmZ4B8Ps+TTz5JQ0ODM6bN5ocR409xPJdhKj9NvT+OpBXxPXcSoapXTTsWwGmlj6iVoFGMr36shomSzMyInhD6mgaMeHjBokfVkwhJpehpRPc2YqoRCqbGRG4Ct+KmI9JBZ7SToLs2ULBSmJ2qPjExwZ49e26pjiKnmpwBPvjBDyKE4K/+6q/KHUqNMuAI8XPixAm2bdvmSAWuaRqPPPIIt99++y1hfp4ln89z4MABmpub2bx5c3kFUOo0ucnneD41gU/14VW9KOMJfM+fsac6X+FPmpRijMsNrDNPLXywYCmYET3oJmYshNFWjxGPgDq/X0w28yh6EiG7Kbob0b1NmGoIQ5iMZ8exsGgPt9MV7aLOd+Mp1jWchxCCl19+mZGREfbs2YPPt7wdapXE6Ogohw8f5oEHHnBcpuvixYv09fXxwgsv3DLddjWuxhHiB+C9730vgUDAkdmfW838PEs2m+XAgQO0traWVwBNPM3o1EmOpcdoCdrDGN1nLuMeHL1qpYWJzAllA2usS0REanVi0w2UZBbJMDHiIYzWmUzPQkSPkUUx0gjZg+ZtwnA3YrpCWMJiKj9F3sjTHGy2zcz+hvJn4GosilnhMzQ0xJ49e6p+btiVmKbJY489Rm9vr+NMzmBnffL5PH/zN39T7lBqlAnHiJ8zZ86wZcsWjhw5wsaNG8sdzlUIIdi/fz9NTU2Oi22lyWazHDx4kMbGxvKUwEwNMbqf45NnSJgGMV8MDBPfcyeRLAsr/OoFZUhuoYCXbmtgeXu1FoJuoCQySJaFEY9gtNbbokeZx3QsBLKZQzFSWLKPorcJ3dOIpQYRQpDUkiS1JHFfnN5YLy3BFhT51hHc1YIQghdffJGxsTHuueeeW0r4ABw/fpyxsTH27t3rONF+/Phxbr/9dl5++eXa9vZbGMeIH4APfehDDA8P84//+I/lDuUaUqkUjz/+OLt376au7tYqPeRyOQ4ePEgsFlt9E7Q2RebyTzmaGCbkjeBRPCjTaXxHT2HEXi0rFfBwWumjzzyNF23l4tEN1EQGhMCIhdHb6jFjCxM9iplBMTKYip+ip3lG9NhG+kwxw1R+ipA7RE9dD23htpqZuUKZNTdPTU2xe/fuW6rUBTA9Pc2TTz7Jvffe68ip8e9617toa2vjy1/+crlDqVFGHCV+RkZGWLt2LT/72c+4++67yx3ONZw8eZLLly+zd+/eW6r8BbYH6ODBg3MrMVZtDlD2IiMXfswruQzNwWYAXBdG8Zy6iNH86mbyAbkLN0XarKEVCUMq6iiJDEhgxCPorfWYsdANl6nOMSN6ZCOLpfgpelvQPQ1Yin1BLBgFJnITeFQPnZFOOiIdc638NSoPy7I4cuQIyWSS3bt331LmZrDLXfv376etrc2RXpqnnnqKN77xjZw9e/aW8nDWuBZHDQZpbm7mIx/5CL/zO7/jrDkzM/T19SHLMidPlnY7eCXg8/nYs2cP6XSa5557DsuyVuVxreI0k/nEq/uphEAZT1412yclhchJfppWYHGppOmoYwmURBqjIUJ+ay+Fzd2Y9ZGbCx9hoehJXNoIAsgH1pKJ3Ibm78BSfBiWwVB6iKn8FJ3RTu5eczcbGzbWhE8FMzvAMJ1O33JdXbOcPHkSWZbp6+srdyjXIITgd37nd/joRz9aEz41nJX5AXvTeG9vLw8//DBvectbyh3ONdzK5S+AYrHIwYMHUVWVO++8c2W7OIRF6tI/cXz4efzBNlyKy57qfPgUVtCH8LiwkDit9BG3JqkXkyV7aEm7ItPTWIfeGsesC8F8JT9hoRgpZDOPqYYoetvQ3XGEYv+eTMtkKj+FZmpzZuZ6f73jfBE1FoemaTz77LOYpsmuXbtwuxewmLbKcHq56yc/+Qm/+Iu/yLlz5xwZX43VxVGZH7A3jf/u7/4uv/M7v7Nq2YXFEA6H6evr4+jRo5imWe5wVh23282ePXtwu908/vjjpFIr2FVl5klnR9EkGZdiT0OW0zmkoo7w2H+elOzSV7xEwkfSiqij08ipLHpzjPz2Pgqbumxfz80EirBQ9QRubRQhucmHNpKN3EbR14pQPAghmM5Pcyl9iYA7wB2td3BH6x00BGpdXJVOMpnk8ccfx+PxsHv37ltS+JimyZEjR1i3bp0jhYVlWXzyk5/k937v9xwZX43Vx3HiB+DXf/3XmZqa4m//9m/LHcp1uZXLX8Bc1qejo4MnnniC4eHhFXkcs5hiOjuCx/3qyUqdTCJmBgYaKIzKTbRaQ8vu7pIKRdSRKeR0Dr05RmHbWrT+zvmzPcJELU7h0sYwZS/ZUD/ZyFaK3haEbF8EM8UMF1IXkCSJ7c3b2blmJ23htloXVxUwPDzMgQMH6Ojo4I477rhlVla8lhMnTqCqKmvXri13KNfl29/+NtPT0/yn//Sfyh1KDYfgyE+q1+vl05/+NJ/61Kf4d//u3znuTkqWZXbs2MHjjz9OS0vLLVn+kiSJ9evXEwqFOHz4MH19faxbt66kWYxkdoisniXgX2M/ZqGInMhi+e0S0ojcTFBkCInMkh9DymvIySyoCsW2eoyWOFYksIDyloGqJ5EsHcMVpRjsQ3fFQH71I1UwCoxnx/G5fPQ39NMR6cDvujXWpFQ7QghOnTrF6dOn2bFjB62treUOqWxMTU0xMDDAvffe67yFyNil+k996lN8+tOfviV9WDWuj/PeqTP84i/+Ij6fj69+9avlDuW6hMNh1q1bx+HDh9F1vdzhlI3W1lZe97rXMTg4yHPPPYdhlG6XVjI1gImCOpMhUVI55HwR4fOQx8u0VEeLtbSsk5TXUEcmkXMa+pp68tv7KG7sxIoGby58LAO1OIFLm8RUw+TCm8mGt6B7GueEj27qDKWHmM5P01XXxd1r7mZD/Yaa8KkSDMPgueeeY3BwkNe97nW3tPDRdd3R5S6Ar3zlKwQCAR566KFyh1LDQTjO8Hwl//zP/8x73/teTp06RUNDQ7nDuQYhBAcPHsTr9bJjx45b2rsxa/g0DIOdO3cue7aJrud46eX/jUDC77c7M9ynLuK+OI7eVMc5pQe/yNFijSzquFKugJLKItwu9KYYRkvsqkGJN/w5q2jv3UJguGIUvS0Y7jqQXi1dmZbJZH6SolmkJdRCd7S7ZmauMnK5HM8888zqGP4dzuyWek3T2LVrlyPf52NjY6xfv56//du/5c1vfnO5w6nhIBwtfsAeSBWLxfjLv/zLcodyXQqFAvv27WPjxo10dnaWO5yyYlkWL774IiMjI9x1113L2uI8njjNmZP/P8LBLmTVA7qB7/BJJAFT4RaG5FbWmydRWJgpXsrOiB6PC70ljtEcwwrNn4mRrKK9YR2B4a6n6G3GcNWB9GrSVAjBdGGaTDFDg7+BnlgPTYGmmqenypicnOTZZ5+lubmZrVu3OrLEs5oMDg7yyiuvcN999zm2nPSBD3yARCLhyMG5NcqLIz0/V/KlL32JTZs28Su/8iuOHHw4m/V55plnqKurc2zqdzWQZZnbbruNcDjMwYMH2bJly5IF4WTqArIwbOEDKJk8SrZAsT7KsNxCszWyIOEjZ/PIqSzC66HY3WKLnuD8WSnJ0mZEj4zuaUD3NGO4IleJHoC0lmaqMEXEE2FHyw5aQ61znWk1qofBwUFeeuklNm3aRFdXlyOzHKtJKpXipZde4q677nKs8Hnqqaf4u7/7O44dO1buUGo4EMeLn66uLj75yU/yoQ99iGeeecaRk5UbGxvp6enhueee4957771lOz7ANkL39PQQCoV49tlnSaVSbNq0aVF3yZqhMZW6QFB9tRwlp7IgBONqMyoGdWL6pseQM3nkdBbL56HY24bRWLcw0WMW7PKWpKJ7mih6mzHVyDU+oLyeZyI/gc/lY1PDJjoiHfhct9Yag1sBy7I4duwYFy9eZOfOnY4sv682s56n3t5eGhsbyx3OdTFNkw996EN88pOfvOUz8jWuT0XkbT/+8Y+TTCb52te+Vu5QbsiGDRtwuVy8/PLL5Q7FETQ0NLB3717Gx8c5ePAg2Wx2wT87lZtEL4zg8cxk0SwLdTyJ5gsyLjfQat6gtV0I5HQOdXgCDBOtt4389nUUe1rnFT6ymcdVGEExsmjeNrKRLeSD6zFd0auET9EsMpQeIqkl6anrYdeaXayvX18TPlXI7FLf8fFx9u7dWxM+M7z00ku4XC5Hrq+Y5atf/SrpdJqPf/zj5Q6lhkNxvOdnlp/85Cc8+OCDnDx50rEnoXw+z2OPPcbWrVtZs2ZNucNxBIZhcPz4cS5cuEB/fz/d3d3zlgxeuPw0ucs/JRZsxVJ8yOkcvsOnOF/fj5BlOqyLV/+AEHamJ5PH8nvQW+sxmuoQ/vnT8bKZQ9FTCNlDcaa8ZbpC13yfaZlM5CbQLZ3WUCvddd3EffFbvvxRjQghGBgY4Pjx43R0dNDf339LZ3Ov5NKlS7z44ovcf//9jl3YOj4+zrp16/j2t7/tyC0BNZxBxYgfgJ/7uZ+jvr6ev/iLvyh3KDdkZGSEw4cPs3fvXoLBYLnDcQzj4+M8//zz+Hw+tm/fTiBw/Q6rvJ7n6bM/oj53CtXfDpKMOjSBcXqS0407WG+exM3MaIGZTI+cyWMFfeht9RiNdQjf/B04spFFMdJYspeitxHd04SlXvt6CSGYyk+R0TM0+hvpjfXSFGxClioiaVpjkWSzWY4ePUo+n2fbtm2OvdEqB5lMhv3793P77bfT3Nxc7nBuyAc/+EGmpqb47ne/W+5QajiYihI/58+fZ9OmTTzyyCOOND/PcuzYMUZGRrj33ntxuWrm11kMw5jzT9woC3Q5dZmXBn7EWpFC97UA4HnxLGelXkJyliYxZoueVA45m8cK+V8VPd55hmEKgWxmUY00puKn6GlC9zRiqdcXYiktxXRhmqg3Sm9db83MXMVcme1pb29n06ZNtWzPFei6zuOPP05zczObNm0qdzg35Omnn+aBBx7g2LFjdHV1lTucGg6mosQPwGc+8xm+973vOdb8DPaJ9Omnn0aSJHbu3FkrjbyG8fFxjh49SiAQYNu2bVdlgQ4PHSY7+hQtioHhqUfKa+RfnmI40Ml64wRqOoucLdiiZ00DRkN0QaJHMTPIRhZL8VP0NqO7G7DU67e65/QcE7kJ/G4/PdEe1oTX1Dw9VUwt23NzhBAcOnQIIQR33323Y89npmly11138a53vYvf//3fL3c4NRxOxYmfQqHA5s2b+fCHP8xv/uZvljucG6LrOvv376elpcXRd0rlQtd1jh8/flUWKKtneXLwcZpzp/Gpbkw1hDSS4NxkI23ZAWKJIcxwAGNNA0ZDBOGZT/RYKEYa2chhqkGK3hZ0TwNCub4XqGgWGc+No0gKHZEOuqJdhDzX+n9qVAevzfb09/fXMrXXoVIy2X/+53/On/7pn/Lyyy87tv2+hnOoOPED8Nhjj/GOd7yDF154gd7e3nKHc0PS6TRPPPEEW7Zsob29vdzhOJIrs0CNvY28MvEMG60JTFcIIbuZOqFRKCj0aKcx1jRgNkQQ7nlOwLOix8xhqiGKnhZ0T/0NRY9hGUzkJjAsgzXhNXRFu4j74yvwbGs4hWw2y/PPP082m2X79u21bM8NuHjxIi+99BL33nuvoz2MZ8+e5bbbbuNHP/oR9913X7nDqVEBVKT4AfjQhz7Eyy+/zGOPPeboSatjY2M888wz7N69+5ZcgLoQdF3n2LFjXLh4AVc8z1r/RQxvE0VdZvCcn67AMK4mP7jn8WAIC9VIIZkFW/T42tDd8bnt6q/FEhbT+WmyepamYBM9dT00BhprZuYqRgjB+fPnOXbsWC3bMw/T09M8+eST3HXXXY6d5wP2LKb777+fLVu28OUvf7nc4dSoECpW/GQyGbZu3cpHP/pRR5e/AM6cOcPZs2e59957HdseWm5SWorHjz8OQwYepUC8yWJ6yo2sCJpbtJv/sDBR9RSSpWG4IhS9rRjuOEK+8UUtWUiS0BLEvDF6Yj20hlpR5ZrBtZqZnJzk+PHjc94eJ1/Qy00+n2f//v309fU5OrsO8Gd/9mf8yZ/8CS+++KKjs1M1nEXFih+Affv28fa3v93x5S8hBEePHiWdTrNnzx7HGrXLyfnEeY4OH2WdSJEYh8lkBCFgTXsef8C8/g8JY0b0FDFcUYreVnR3fG67+vXIFrNM5icJuAO2mTmyBq9a8wdUM6lUildeeYXx8XHWrl1Lb29vLdtzE0zT5MCBA4RCIbZv3+5YgzPYN5bbtm3jxz/+K1ok/QAALeNJREFUMXv37i13ODUqiIoWPwC/+Zu/yYsvvuj48pdpmjz55JP4fD7uuOMOR59QVhtLWDx96WnSuUm69YtYKJy72ICiCLSCQihsEK/XcLlm3qqWgWokkCwTw1VH0deK7qq7qejRDI3x/Dgu2UVnpJPOaCdBd+0usZrJ5XKcOHGCy5cv09nZyfr162/pLewLQQjBc889Rz6fZ/fu3Y6+UbMsi/vuu49t27bxZ3/2Z+UOp0aFUfHiJ5vNsnXrVj784Q/zn//zfy53ODdF0zSeeOIJGhsb2bJlS00AzTCdn+bgxYPUqwqxzCtMZJuYnvbR1ZNF1yUmJzxk0irRaIGG0BiqYmC4YhS9LRjuOpBufIKeNTObwqQt1EZ3XTcx39K3zddwPpqmcfr0aQYGBmhtbWXDhg03HKpZ41WEELz00kuMjY3xute9zvFC8U//9E/58z//c1544YXa61tj0VS8+AHYv38/b3vb23j++edZu3ZtucO5KdlslieeeIKenh7WrVtX7nAcwdmps7w4+iK9Hg/uxAlOD3XT3FIgGLTLXZJVRM/kGZuuI6f5CTe68LfUI99kCJ0lLKbyU+T1/JyZuSHQUDMzVzGGYXD27FnOnDlDLBajv7+fSCRS7rAqhpMnTzIwMMC9996L33/9GVhO4fTp02zfvp1/+qd/4t577y13ODUqkKoQPwD/+T//Z55//nn27dvn6PIXQDKZ5MCBA2zevPmW3zhsWiYHLhxAMzRaRZLpSzkKZpC2NXlkoaHoKQB0TwO6p4lswUfyUhpDMwi3hQnUB5DkqzNoiUKCpJYk7ovTU9dDS6ilZmauYizLYnBwkJMnT+L3++nv76e+vr7cYVUUg4ODvPzyy+zZs8fxgtGyLPbu3cuOHTv40z/903KHU6NCqRrxk81mue222/iN3/gNPvKRj5Q7nHmZmJjg6aef5vbbb6elpaXc4ZSNydwkT158kkZfA77JEwxerKOzYxq/NAWSiu6pp+hpxnRF5rarCyEoJAokLyURQhBpi+CL+cjpOSbzkwTdQXrq7MnMHtXZqfsaS0cIweXLlzlx4gSSJNHf309zc3OtnLxIhoeHOXz4MHfffXdFiMYvfelL/K//9b9q5a4ay6JqxA/Ak08+yZve9CYOHDjA9u3byx3OvAwNDXHkyBF27dpFPH5rDtU7OXGS4+PH6Qg0MH3iEl41T1N9iqKnEd3bhKmG50TPaxFCkJvIkbycxJIslJhCZ0cn3fHumpm5ijEMgwsXLjAwMIBhGGzYsIH29nbHZ3ydyOTkJE899RQ7duygtbW13OHMy5EjR3jd617Hv/zLv7B79+5yh1Ojgqkq8QPwR3/0R/z1X/81hw8fJhRy/mqC8+fPc/z4cfbs2UM4HC53OKuKYRkcGDyAYRn4czB1Pk1Hr4YVaMJUQzcUPVf+/Hh2HNMyiRtxtAmNQq5AZ2cn3d3dtbvCKiObzTIwMMDg4CCBQIDe3l5aW1sd3ZHkZFKpFAcOHKC/v78iloCm02l27NjB+9//fn73d3+33OHUqHCqTvyYpslb3vIWGhsbefjhhysiBX7y5EnOnz/Pnj17bqkL9nh2nIMXD9Lkb2Ly+CShJh+Bpvn9BnNmZsM2M/fW9dLgt9cTTE1Nce7cOUZGRmhsbKS3t5d4PF4R74Ma1yKEYHJykrNnzzI2NkZzczM9PT3EYrHaa7oMstksBw4coKuri/Xr15c7nHkRQvDggw8yMTHBP//zP9eyfDWWTdW5QBVF4Zvf/Cbbtm3j61//Oh/4wAfKHdK8rFu3Dl3XefLJJ9m9e/ctI4DGs+MAFMYLSLKEv/HmmS8hBEktOWdm3tS4iZZgC4r86p1/PB4nHo+Ty+UYGBjgmWeewePx0NnZSXt7u+Pbd2vYaJrGxYsXGRwcRNM0Ojs72bp1a21CegnIZrM8+eSTtLW1VUzH6V/91V/x6KOP8sILL9SET42SUHWZn1l+9rOf8XM/93McOnSoIraqz87YGB0dZffu3Y5vNV0uRbPIE4NPIHRB7nSO+No43vCNJy1nihkm85OE3WF66npoC7ctyMxsmibDw8MMDg4yNTVFc3MznZ2dNDQ01DIHDkMIwfj4OIODg4yMjBCLxejs7KSlpaVW2ioRuVyOAwcO0NLSwubNmyviM/Dyyy9z99138/3vf58HHnig3OHUqBKqVvwA/P7v/z7f/e53efbZZytCTAghePHFFxkbG2PPnj1VfZc7khnh0KVD+CZ9YEJ87fUN3wWjwERuAo/qoSPcQWe0k4B7aZmxTCbD4OAgFy5cQFVVOjo6aGlpIRQKVcRFoBoRQpBKpRgZGeHChQuYpkl7ezudnZ21PU0lJp/Pc+DAARobG9m6dWtFvOez2Sx33XUX//bf/ls+85nPlDucGlVEVYsfwzC4//77Wb9+PX/xF39R7nAWhBCCF154gfHx8arOAL0w8gLnR88jXZBo2tSE6r26AmtYBmPZMQDWhNfQXddN1BstyWNblsXIyAgXL15kfHwct9tNc3Mzzc3N1NfX19LqK4xlWUxMTDAyMsLIyAjFYpGGhgba29tpbm6u/f5XgFwux5NPPllRwgfggx/8IKdPn+bRRx9FvclQ0xo1FktVix+AS5cusW3bNv70T/+UBx98sNzhLIjZDNBsCazaPEAFo8Dj5x+nOFDEH/ETWfOqydm0TKbyU2imRnOwme66bhr8K1eiMk3zqguxYRg0NjbS3NxMU1MTbrd7RR73VqNYLDI6OsrIyAhjY2OoqnqV4KyVtVaOWY9PU1NTRQmfhx9+mI985CM8//zzrFmzptzh1Kgyql78APz4xz/mve99L88991zFGPxmPUAjIyNVJ4CG0kMceuUQ6oRK85ZmZEVGCEGikCBVTFHvr6e3rpfmYPNVZuaVRghBMpmcE0KpVIpYLDZ3ka6VYRZHJpOZ+11OTU0RDofnfpeRSKRiLsKVzKzwqSSPD9gdsHfeeSff/va3edvb3lbucGpUIbeE+AH47d/+bX74wx/y1FNPOX58+yxCCI4dO8bly5fZtWtX1cwBeu7ic1x+8TJ17XUE6gNzZuaIJzJnZnYr5c+45PP5uYv3xMQEfr+f5uZmGhsbiUajuFyucofoKHRdJ5FIMDY2xsjICLlcjvr6+jnBU80eNieSSqV46qmnaGtrY9OmTRUjfJLJJHfffTfvfOc7+R//43+UO5waVcotI35M0+Ttb387iqLw/e9/v2LS7EIITp06xdmzZ9m5c2fFT4LOFrPsO7wPkRFE10WZyE3gc/nojHbSEenA73Kmx0nXdcbHx+eEUD6fJxAIEIlEiEajc/+9VcpkxWKRRCJBMpkkkUiQSCTI5XL4fL45wdPQ0FATiGVicnKSQ4cO0dvby7p16ypG+JimyTvf+U6EEPzwhz+smPN0jcrjlhE/AIlEgrvvvpuf+7mf43Of+1y5w1kU58+f5+WXX674XWBnR8/y0qGXkDtkZJ/MmsgauqPdRLyVkY2bRdO0qy78yWSSXC6H3++/SgxVgyCaFTpXip3Z53rl84xEIrU5Sg5gdlfX5s2bK2Jy85X89m//Nt///vc5dOhQxWToa1Qmt5T4ATh16hQ7d+7ky1/+csUYoGeZ3QW2ZcuWitwGL4TgXw78C3kjT0tfCz11PdT76yvmrnQ+biQSfD7fnDjwer14vV48Hs/cf8v9/IUQaJpGoVCY+2+hUJh7Dvl8vipFXTUyODjISy+9VDG7uq7k4Ycf5jd/8zc5dOhQxXgza1Qut5z4AfjpT3/Kz//8z/PYY49x5513ljucRTExMcGhQ4fo6+ujr6+v7BfOxTA5OcnBpw6y5e4ttMfaV9XMXC6uLA+lUqmrBIau60iSNCeErhRFr/2zoijIsowkSVd9XYkQ4qovy7IwTfMaUTP753w+j6ZpaJqGEAKXy3XVY4bD4VuunFepzJbHz5w5w86dOytiO/uVPPPMM7z+9a/nH//xH3nTm95U7nBq3ALckuIH4Etf+hKf//znefbZZyvuDimZTPLUU0/R2trKli1bKkIACSHYv38/LS0tFbFLaDW4kTB57d8Vi8Xr/vyVAmhW8FwPt9t9Q3H1WoFVo/KY7QwdGhpi165dFVcuGhoa4o477uATn/gEH/nIR8odTo1bhFtW/Agh+MAHPsDx48fZv38/Xu+NVys4kWw2O9e5tmPHDsdfuAYHBzl16hSvf/3rHR+r07AsC8uy5rI5V2Z2Zj++kiRdlRma/X9ZlmtDA6sY0zQ5cuQIyWSSe+65p+KGoubzefbu3cvmzZv5y7/8y4q4katRHdyy4gds0+r999/P2rVr+eu//uuK++BpmsahQ4cQQnDXXXc5tpVY13UeeeQRtm7dWnFZtho1nEo+n+eZZ55BkiR27txZcWZzIQS/9Eu/xNmzZ3nssccqLv4a/197dx4VVf3/D/zJJovsIAzDIsiiUIKoKYrCAH1cMtw18qMimOJSueT5FJlWdgw5p9U0l1I0TatPSUl+1GKbisQkULZRNkcYYEB2hmVgZu7vj77MD8QFFLjMzOtxzj3Mfl8DzNznfd/3fb9Vm0bvEurr6+PcuXNISUlRyfEk9PX14e/vDxMTE/D5fNTX17Nd0n0VFBTA2NhYpc9SI2Q4qa+vB5/Ph4mJCfz9/VUyOMTGxiI1NRXnzp1TyfqJatP4yVI4HA7Onz8PHo8HLpeL1atXs11Sv+jo6MDX1xfFxcVIS0uDj48PHB0d2S5LSSKRoKSkBAEBASrXskbIcFRWVoYbN27A09MTY8aMUcnP1cmTJxETEwM+nw8Oh8N2OUQDaXz4AQBfX1/Ex8cjNDQU1tbWeO6559guqV+0tLTg5uYGExMTZGRkoKmpCV5eXsPiSzEvLw9OTk4q1wmTkOGGYRjk5+fjzp07mDJlCmxsbNgu6bFcuHABmzZtQkJCAiZMmMB2OURDafRhr+6Cg4MRFxeHF154Aenp6WyX81hsbW0REBCAyspKXL16FZ2dnazWU11djZqaGowbN47VOghRdZ2dnbh69SrEYjECAgJUNvikp6cjLCwMJ06cQHBwMNvlEA1G4aeb5cuXIyYmBvPmzYNAIGC7nMdiYmKCwMBAMAyD3377DRKJhJU6FAoFcnNzMW7cODqeT8gTkEgk+O2338AwDAICAlR2gl2BQIB58+YhNjYWy5YtY7scouEo/Nzj5ZdfxsaNGzF79myIRCK2y3ksenp68PPzA4fDAZ/PZ+V9CIVCMAwDFxeXIV83IepCJBIp+8X4+fmp7FxpIpEIs2fPxqZNm7Bp0ya2yyFEs091fxCGYbBu3Tqkp6fj999/h4WFBdslPTaxWIzMzExwuVw8/fTT0NUd/G5eHR0dSExMxKRJk2Brazvo6yNE3chkMuTk5KCyshITJ05U6U7BdXV1mDlzJqZPn46jR48Oi76IhFD4eQCZTIYlS5agtrYWv/7667AdQ6cv2trakJGRgc7OTkyePBmmpqaDur7s7Gy0trbCz89vUNdDiDpqampCRkYG9PT0MHnyZJX+7mltbcWsWbNgbW2N77//fkh2vgjpCwo/D9HW1oZZs2bB0tISP/zwg0p/cBUKBW7duoXi4mKMHz8eTk5Og7IH1tTUBD6fDx6PBxMTkwF/fULUFcMwKC0tRU5ODlxdXTF27FiVHp1bJpNh8eLFqK+vxy+//KLSIY6oHwo/j1BfX4+AgACMHz8ep06dUvmpGaqrq5GZmYlRo0bB29t7QPsQMAyDP//8E2ZmZnj66acH7HUJUXednZ3Izs7G3bt3MXHiRJU9m6uLTCbDqlWrkJeXBz6fr9JdB4h6Ut3diiFiYWGBxMREXL9+HREREZDL5WyX9ERsbGzA4/HQ3t4+4KNCi8ViNDU10cSlhPRD12jN7e3t4PF4Kh985HI5IiIikJ2djcTERAo+ZFiilp8+EovF4PF4mDZtGo4dO6bSzdHAP600hYWFKCgowJgxYzB27NgnatWSy+VISUmBm5sbnJ2dB65QQtSUXC7HzZs3cfv2bXh4eMDd3V3lOwMrFAqsXbsWV65cQWpqqkp31CbqjcJPP1RUVIDH4yEwMBBHjhxR+QAE/NNHJzMzEwqFAr6+vo+9l1ZYWAiRSAQej6fyX+CEDLb6+npkZWUpp6cZ7JMQhoJCoUBUVBT4fD5SU1NpEmMyrFH46aeuDXxQUJDaBCCFQoGioqLHbgVqb29HUlISpk6dCmtr60GslBDVJpfLcevWLZSUlMDDwwNubm5q8x2yfv16pKamgs/nw97enu2SCHkoCj+PQSQSITg4GP7+/vjyyy9VvhN0l8dtBcrKyoJMJsMzzzwzyBUSorq6Wnu0tbUxceJEtWjtAf4JdC+99BLS0tKQkpJCwYeoBAo/j6miogLBwcGYMmUK4uLi1CYAKRQKFBYWorCwsE+tQPX19UhLS0NwcDCMjIyGsFJCVEP31h53d3e4u7urRWsP8M9ZXREREcjIyEBycjLs7OzYLomQPqHw8wTEYjGCg4MxYcIEfPXVVyo9DtC9GhsblS0648ePv+9IzQzD4I8//oC1tTU8PT1ZqJKQ4a2qqgo5OTnQ1dVVq9Ye4P+fzp6dnY2kpCTq3ExUCoWfJ1RdXY2QkBCMGTMGZ8+eVavWD4ZhIBQKIRAIYGVlhfHjx/d4fyKRCHl5eQgJCVGr4EfIk2ptbUVOTg5qa2vh6ekJZ2dntToRoLW1FWFhYRAKhUhMTFT50/OJ5qHwMwDq6+sRGhoKAEhISFC7cS2kUiny8/NRXl4Od3d3uLm5gWEYJCUlwcvLC46OjmyXSMiwIJfLUVRUhMLCQtjb28PLywv6+vpslzWg6urqMH/+fGhpaeH8+fNq931HNAOFnwHS1taGsLAwFBcX49KlS3BwcGC7pAFXV1eH7OxsyGQymJubo7W1FTNnzlSrPVpCHpdYLEZubi50dXXh7e0NS0tLtksacF2zs7u7u+Ps2bM0ZQVRWerR624YMDQ0xA8//IBp06Zh+vTpEAgEbJc04CwtLREYGAhHR0eUl5dDW1sbra2tbJdFCKtaWlpw9epVZGZmwtXVFYGBgWoZfAQCAaZPnw5/f398//33FHyISqPwM4B0dXVx9OhRhIeHY8aMGUhPT2e7pAGnpaWFpqYmcLlcjBw5EsnJycjOzoZUKmW7NEKGVHt7O7Kzs5GcnIwRI0YgJCQELi4uatkSeuXKFcyYMQNr1qzBkSNHqI8fUXl02GuQHDhwANHR0fj222/x3HPPsV3OgKmpqUF6ejqeffZZGBgYoKmpCQKBAHfv3oWbmxtcXV0HdLJUQoabzs5OFBcXo6ioCKNGjYKnp6dancV1rwsXLiAsLAz79u3D5s2b2S6HkAFB4WcQfffdd4iIiMChQ4ewevVqtst5YgzDgM/ng8vlwsPDo8d9tbW1yM/Ph0QigYeHB5ydndVm7CNCgH86MwuFQhQUFMDExAReXl5qeXiru6+++gqbNm1CXFwcli1bxnY5hAwYarscRMuXL4e1tTUWLVqEiooKvP766yrdJF5aWorOzk64urr2us/KygozZsxAVVUVBAIBSkpKMG7cODg4OKj0eyaEYRiUlZXh5s2b0NPTg6+vL2xtbdX6/5phGMTGxiImJgYJCQkICgpiuyRCBhS1/AyBrKwszJ8/HzweD1988QUMDAzYLqnfOjs7kZiYCB8fn0dOWMgwDEQiEQQCAXR1deHh4QF7e3u13lgQ9aNQKFBRUYGCggLI5XKNCfNtbW1Yt24d+Hw+EhISMGHCBLZLImTAUfgZImKxGIsXL4ZcLkd8fLzKzXicm5uLxsZGTJ8+vc9f/nK5HKWlpSgqKoKWlhbc3Nzg6OhIh8PIsCaXy1FWVoaioiIwDAM3Nzc4OTlpxP9teXk5Fi1aBD09PZw7d+6+I7sTog4o/AwhqVSKDRs24PLly/jxxx8xZcoUtkvqE4lEgpSUFAQGBj5Wx06FQoHy8nIUFhaio6MDbm5uGD16NHWMJsNKZ2cn7ty5g6KiIowYMQLu7u6wt7dXm3m4HuWvv/7CwoULMWfOHBw6dEjtBmckpDsKP0OMYRh88skn2LVrFw4fPoyVK1eyXdIjpaenw9DQED4+Pk/0OgzDQCwWo7CwEBKJBGPGjMGYMWMwYsSIAaqUkP6TSqUoKSnB7du3YWxsDHd3d3A4HLU/vNXd6dOnERUVhb1792LLli0a9d6JZqLww5LLly8jLCwM69evx/vvvz9sm9Srqqrw999/IyQkZMD2BBmGQU1NDQoLC1FXV4fRo0fDxcUFxsbGA/L6hPSFRCLB7du3cefOHVhaWsLd3R3W1tYateGXy+WIjo7GF198gW+//RazZs1iuyRChgSFHxYVFBRg/vz5cHV1xZkzZ2BmZsZ2ST0oFAqkpKTA2dn5vmd4DYT6+noUFxejsrIS1tbWGDNmDGxsbDRqA0SGDsMwqK6uRklJCWpqamBnZwdXV1eNnJ+qsbERK1asQHFxMc6fP99r+ApC1BmFH5Y1NDTgxRdfhFAoxE8//TSsvoCKi4shFAoRFBQ06P0e2tvbIRQKIRQKoaurC2dnZzg6OlK/AzIgpFIpysrKIBQKIZPJ4OLigtGjR6vkmZcDoaCgAAsWLICLiwvOnj077Ha8CBlsFH6GAblcjjfffBOHDh3C4cOHsWLFCrZLglQqRVJSEiZPngwbG5shW69CoUBlZSWEQiHq6urA5XLh7OwMS0tLag0i/cIwDOrq6iAUClFRUQFLS0s4OzvDzs5OYzox38/XX3+NjRs3YuPGjcP6kDshg4nCzzBy4cIFhIeHY+HChdi/fz+MjIxYq+XGjRtob2/H1KlTWauhubkZd+7cQWlpKfT19eHg4AAHBweMHDmStZrI8NfS0gKRSASRSASpVAonJyeMHj0aJiYmbJfGqpaWFrz66qv46aefcPLkScybN4/tkghhDYWfYUYkEmHFihWora3Fd999h6eeemrIa2hsbMRvv/2GoKCgYdEJWS6XQywWo6ysDNXV1bCwsICDgwPs7e3pTDECAOjo6EB5eTlEIhHq6+thY2MDR0dHcDgcatkAkJeXh+XLl8PKygpnzpyBg4MD2yURwioKP8OQTCbDu+++i48//hiffvopIiMjh+yQD8Mw+PPPP2Fubs5K8HoUqVSKiooKlJWVoaGhAba2tnBwcKCNnAbqCsUikQhVVVXKUMzlcqmv2P9hGAbHjh3D1q1bsX37duzevZtmZCcEFH6GtcTERKxcuRIhISE4fPjwkDTbV1RUIDs7GyEhIcN+EMKuwxtlZWWQSqWws7MDh8OBjY0NfcGrKZlMhurqaojFYlRWVsLAwIAOhz5AU1MTNmzYgOTkZHz99dcICQlhuyRChg0KP8OcWCzGqlWrIBQK8d1338HX13fQ1iWXy5GcnAwPDw+MHj160NYz0BiGQUNDAyoqKiAWi9Ha2gpra2twOBxwOBwYGhqyXSJ5Am1tbRCLxRCLxaipqYGRkRE4HA64XC7Mzc2pI/x9ZGZm4oUXXoCLiwtOnTpF01QQcg8KPypAoVBg37592Lt3L/bu3YtXX311UM5WKSgoQEVFBQIDA1V6gyKRSJQby7q6OpiamiqDkJmZmUq/N03AMAwaGxuVf8OmpiZYWloq/4bDoR/acKVQKPDpp5/irbfewltvvYXXX39do89sI+RBKPyokLS0NISHh8POzg5xcXFwc3MbsNdua2tDUlISpk2bBisrqwF7XbZ1dHSgqqoKYrEY1dXV0NXVhbW1tXIxMjKiMMQyhmHQ2tqKmpoa5SKTyWBjYwMOhwNbW1vq2N4HRUVFiIiIQGVlJU6ePAl/f3+2SyJk2KLwo2JaWloQHR2N48ePY+/evXjllVcGZM8uMzMTCoUCkydPHoAqhyeFQoHa2lrlBra+vh4GBgawsrKiMDSE7g07tbW1aG9vh4WFhfLvYGVlRS0WfaRQKPDZZ59h586dWLt2Ld5//33q/0TII1D4UVF8Ph+RkZFwcHDA8ePHn2j6ibq6Ovz5558IDg5mdWyhoSaTyVBfX3/fMGRpaQlzc3OYmprSWWRPSC6Xo6mpCQ0NDairq7tv2LGwsKBO6o+hqKgIkZGRKC8vR1xcHAICAtguiRCVQOFHhbW0tOCNN95AXFwcYmJisHnz5n7vLTMMg99//x02NjYYN27cIFWqGmQymXLjXF9fj4aGBshkMpiYmMDc3Bzm5uYwMzODmZkZBaIHkMvlaGxsRGNjIxoaGtDQ0IDm5mbo6urC3NwcFhYWynBJYefxKRQKHDhwAG+++SYiIyMRExNDrT2E9AOFHzWQmpqKyMhIODk54dixY/1qBSorK0N+fj5CQkJoY3QPhmHQ1tam3Ig3NDSgsbERnZ2dMDExgZmZGYyNjZXLyJEjNSYUyeVytLS0QCKRKJfGxkY0NzdDT08PZmZmysBobm4OQ0NDOpw4QIqLixEZGQmRSITjx48jMDCQ7ZIIUTkUftSERCLBG2+8gRMnTiAmJgabNm165IZYJpMhKSkJTz31FI342kfdA1FTU1OPjb9cLoehoaEyCHWFIkNDQxgYGEBPT09lAgDDMOjs7ER7ezva2tqU77Er8LS1tUFHR6dH+DM1NaWgM4jkcjk+//xzREdHIyIiAvv27aPWHkIeE4UfNZOSkoJ169bBzMwMBw8ehJ+f3wMfKxAIUFNTgxkzZtDG6gkxDAOpVNorJHQFBblcDm1tbRgYGMDAwAD6+vrKy13X9fT0oKurC11dXejo6Ch/DgS5XA6ZTKb8KZPJ0NnZCalUivb2duXS/bpCoYCOjo4y0N0b6vT19en/Zoikp6dj8+bNaGxsxJdffgkej8d2SYSoNAo/aqi9vR0ffPABYmJiEBYWhn379mHUqFE9HtPS0oKUlBTMmDED5ubm7BSqIRiGgUwmu2/A6H69K5TIZDLlc7W0tJSBqHsY0tLS6hU8GIZB18e5e8iRyWTo/jHv/noPCmJdl3V1dSngsOju3bt444038M033yA6Oho7duyAgYEB22URovIo/KgxoVCIbdu2ITU1FXv37kVUVJRy4/nXX39BT09vUEeMJo+HYRjI5fJeAaar5abrMd1/dgWUrp9dLUf3BicdHR0KMypALpfjyJEj2LlzJ4KCgvDxxx+r1KjrhAx3FH40wMWLF/Hqq6/C1NQUBw8ehJubG65evYqQkBDaiyRkmLly5Qo2b96M5uZmfPbZZ5gzZw7bJRGidmgUMQ0wd+5c5OTkYPHixQgJCUF4eDisra0p+BAyjFRXVyMyMhL/+te/sGTJEuTm5lLwIWSQUPjREAYGBti5cyfy8/Ohp6eHOXPmYP/+/ejo6GC7NEI0WkdHB/bv34+xY8eioaEBeXl52LlzJ/T19dkujRC1RYe9NNSlS5ewY8cOtLa24r333sOLL75I0wkQMoQUCgXOnj2LXbt2wcjICB988AG19BAyRCj8aDC5XI7Tp09j9+7dsLCwQExMDObMmUMdYgkZRAzD4OLFi4iOjkZDQwP27NmDlStXaswAmYQMB7Srr8F0dHQQHh6OW7duITw8HKtWrUJQUBDS09PZLo0QtZSeng4ej4fVq1cjIiICBQUFCA8Pp+BDyBCj8ENgYGCAbdu2obi4GDNnzsSzzz6LRYsWQSAQsF0aIWpBIBBg0aJFePbZZxEYGIiSkhJs3bqV+vUQwhIKP0TJzMwM7733HoqKimBvb4+JEydi7dq1KCsrY7s0QlRSWVkZ1q5di4kTJ8Le3h7FxcXYs2cPTE1N2S6NEI1G4Yf0wuFwcODAAeTm5qKtrQ3u7u5Yu3YtCgoK2C6NEJVw69YtREZGwt3dHW1tbcjNzcWBAwdga2vLdmmEEFD4IQ/h6uqKM2fO4Pr162AYBt7e3li2bBkyMzPZLo2QYSkzMxPLli2Dj48PAOD69es4c+YMXF1dWa6MENIdhR/ySOPGjcPx48dRUFAAe3t7zJw5E7NnzwafzwedLEg0HcMwSE1NxezZszFz5kzY29ujsLAQx48fx7hx49gujxByHxR+SJ85OTnhk08+gVAoxJQpU7Bw4UL4+/sjISEBCoWC7fIIGVIKhQLnz5/H9OnTsWjRIkydOhV37tzBJ598AkdHR7bLI4Q8BIUf0m+jRo1STpx55coVhIeHw8fHB6dPn6YRo4na6+jowOnTp+Hj44MNGzZgyZIlKC0txZ49e2Btbc12eYSQPqBBDtWEUCiEi4sLsrKyMGHChEFdl0AggJeXF+Lj4+Hn5wdDQ0N88803+PDDD9HU1ISoqChERUWBy+UOah2EDKWKigocOXIER44cgampKV577TWEh4fTHHmEqCBq+dEwA9EyU1xcDABYsGABOBwOzMzMEBUVhZs3b+LEiRPIyMiAi4sLwsLCkJaWRv2CiMpiGAZ//PEHwsLC4OLigr///hsnTpzAzZs3ERUVRcGHEBVF4WeAKBQKxMbGws3NDfr6+nBycsLevXsBADk5OQgODoahoSGsrKywfv16SCQS5XN5PB62bt3a4/UWLlyINWvWKK87Ozvj/fffR2RkJExMTODk5ISjR48q73dxcQEA+Pr6QktLCzweDwCwZs0aLFy4EDExMeByufDw8MCePXswfvz4Xu9h0qRJ2L1790Pf5zvvvIPQ0FAAgLa2tnIqjDVr1mDx4sXIyspCVlYWrK2tweVyMW/ePPj4+ODzzz9HY2Nj336ZhLCssbERBw8ehI+PD55//nlwuVzk5eXh559/xpw5c2gePEJUHH2CB0h0dDRiY2Oxa9cu5Ofn48yZM7C1tUVrayvmzJkDCwsLXLt2Df/973+RmJiIl19+ud/r+PDDDzF58mRkZWVh06ZN2LhxI27evAkA+OuvvwAAiYmJqKysxLlz55TPS0pKgkAgwK+//oqff/4ZkZGRyM/Px7Vr15SPyc7ORlZWVo/AdT87duxAXFwcAKCyshKVlZX3Xc/ly5fx0UcfoaKiAtu2bcPJkyfB5XKxbt06ZGRk9Pu9EzIUMjIy8NJLL4HL5eLUqVPYtm0bKioq8NFHH8HNzY3t8gghA4UhT6ypqYnR19dnvvjii173HT16lLGwsGAkEonytgsXLjDa2tqMWCxmGIZhAgMDmS1btvR43oIFC5jw8HDl9dGjRzMrV65UXlcoFIyNjQ1z6NAhhmEY5vbt2wwAJisrq8frhIeHM7a2toxUKu1x+9y5c5mNGzcqr2/dupXh8Xh9er/x8fHMvf86D1pPd5mZmUxUVBRjbGzMeHt7M7GxsUxZWVmf1knIYCktLWViY2MZb29vxtjYmNmwYUOvzxEhRL1Qy88AEAgEkEqlCAkJue99Pj4+GDlypPI2f39/KBQK3Lp1q1/r8fb2Vl7W0tICh8NBdXX1I583fvx4jBgxosdt69atw9mzZ9He3o7Ozk58/fXXiIyM7Fc9fVlPd76+vjh8+DAqKyuxY8cOJCcnw8XFBUFBQTh27BgaGhqeaP2E9FVDQwOOHTuGoKAguLq6Ijk5GTt27EBlZSUOHTo06CcNEELYReFnABgaGj7wPoZhlP1i7tV1u7a2dq9OwZ2dnb0er6en1+v5fRlfp3vw6hIaGgp9fX3Ex8cjISEBUqkUS5YseeRr9Xc992NsbIxVq1bh0qVLKCsrw8KFC3H48GFwOBwsXboUP/74I6RS6RPVQsi9pFIp4uPjsXTpUnA4HBw+fBgLFy5EaWkpLl26hFWrVsHY2JjtMgkhQ4DCzwBwd3eHoaEhkpKSet3n5eWF69evo6WlRXlbWloatLW14eHhAeCfcXO6952Ry+XIzc3tVw1dLS5yubxPj9fV1UV4eDji4uIQFxeHsLAwGBkZ9WudA4HD4WDLli24du0abty4AS8vL2zfvh0cDgfr168Hn8/v83si5F5yuRx8Ph/r168Hh8PBjh074OXlhRs3buDatWvYsmULOBwO22USQoaYLtsFqAMDAwO8/vrr+M9//oMRI0bA398fd+/eRV5eHv7973/j7bffRnh4ON555x3cvXsXr7zyClatWqWc5DA4OBjbt2/HhQsX4Orqio8//rjfh4BsbGxgaGiIS5cuwcHBAQYGBjAzM3voc1566SV4enoC+CeQsW3s2LHYs2cP3n33XaSnp+P06dNYunQpAOD5559HaGgoZs2aRXvn5KEkEgl++eUXnD9/HhcuXAAALF++HP/73//g5+f3wJZYQojmoJafAbJr1y689tpr2L17Nzw9PfHCCy+guroaRkZGuHz5Murq6vDMM89g6dKlCAkJwYEDB5TPjYyMRHh4OFavXo3AwEBlP5j+0NXVxf79+3HkyBFwuVwsWLDgkc9xd3fH9OnTMXbsWEydOrXf73mwaGlpYdq0aTh48KDyzLVRo0bhzTffhJWVFebOnYtDhw5BJBKxXSoZJkQiEQ4dOoS5c+fCysoKO3fuhI2NDeLj4yEWi3Hw4EFMmzaNgg8hBACN8KzRGIbBuHHjEBUVhe3bt7NdTp8UFBQgISEB58+fR1paGry9vTF//nzMnz9fOcYRUX8MwyAzM1P5v5CdnY0ZM2YgNDQUoaGhykPKhBByPxR+NFR1dTVOnTqFt99+G2VlZbCwsGC7pH6rra3FxYsXkZCQgIsXL8LExARBQUHg8XgICgrCmDFjKAypCYZhUFxcjNTUVKSmpiIlJQXNzc2YO3cuQkNDlS0+hBDSFxR+NJSWlhasra3x6aefYsWKFT3ue1ifmosXL2LmzJmDXV6/dXR0IC0tTblxTE9Ph42NDXg8nnKhMKQ6GIZBSUmJ8u+ZmpqK6upq+Pn5Kf+e/v7+Dx1agRBCHoTCD+mlqKjogffZ29s/9NT+4aK1tRXp6ek9wpCtra2yVSggIACurq4UhoaJrpYdPp+v/JtVVVUpw05QUJByEl1CCHlSFH6IRrg3DF29ehVGRkaYOHEiJk2apFwoEA2+rqDz999/K5fMzEy0trZi6tSpypYdPz8/VoZfIISoPwo/RCNJpVLk5ub22ADn5OTA0NDwvoGIJrJ8PAqFAkVFRcjMzOwRdNra2uDt7Y1JkyYpf99PP/009PX12S6ZEKIBKPwQ8n86OjqUgahrY33jxg3o6+tj7Nix8PDw6LG4u7vD1NSU7bKHhaamJhQWFqKgoKDHcuvWLXR0dCiDTtfy1FNPUX8dQghrKPwQ8hCdnZ0QCAT33ajX1dWBw+H0CEMeHh5wdHSEnZ0dbGxsoKurHuOIymQyVFdXo7KyEmVlZcrfQ1fgEYvFsLKy6hUQPTw84Onp2WtqFkIIYROFH0IeU21tba9QVFBQgPLyctTW1kJbWxujRo0Cl8uFnZ2dcul+3crKCiYmJjAxMYGhoeGQ9TdiGAZtbW1obm5Gc3MzamtrUVlZicrKSlRUVCgvd12/e/cuFAoFrKysYG9vrww2XS1i7u7udKo5IURlUPghZBBIpVJUVVX1ChL3Boy6ujrlJLba2towNjaGsbGxMhB1v2xkZAQdHR1oa2v3WIB/+tZ0X+RyOVpbW5XhRiKR9LgskUiUk+Lq6enB0tKyVzC7N6xxOBw6VEUIUQsUfghhWUdHR6+Qcm9YaW5uRmtr631DDoD7hiIjI6NeAarrcvfbKNAQQjQNhR9CCCGEaBQ6f5cQQgghGoXCDyGEEEI0CoUfQgghhGgUCj+EEEII0SgUfgghhBCiUSj8EEIIIUSjUPghhBBCiEah8EMIIYQQjfL/AGJIY31aVgR4AAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4)) \n",
|
||
"colors = [\"blue\", \"green\", \"orange\", \"red\"]\n",
|
||
"\n",
|
||
"# Initialisez le graphique en étoile\n",
|
||
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
"\n",
|
||
"for i in range(4) :\n",
|
||
"\n",
|
||
" # Caractéristiques et valeurs associées (exemple)\n",
|
||
" categories = ['share_known_gender', 'share_of_women', 'country_fr']\n",
|
||
" values = list(X_test_segment_mp.loc[i,categories]) # Exemple de valeurs, ajustez selon vos données\n",
|
||
" \n",
|
||
" values_normalized = [ max(values) * elt for elt in values]\n",
|
||
" \n",
|
||
" # Nombre de caractéristiques\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" # Créer un angle pour chaque axe\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" \n",
|
||
" # Tracer uniquement le contour du polygone\n",
|
||
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
" # ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', alpha = 0.3, linewidth=1.5)\n",
|
||
" \n",
|
||
" # Remplir le secteur central avec une couleur\n",
|
||
" ax.fill(angles, values_normalized, color=colors[i], alpha=0.2, label = str(i+1))\n",
|
||
"\n",
|
||
"# Étiqueter les axes\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_xticks(angles)\n",
|
||
"ax.set_xticklabels(categories)\n",
|
||
"ax.legend()\n",
|
||
"\n",
|
||
"# Titre du graphique\n",
|
||
"plt.title('Résumé des caractéristiques')\n",
|
||
"\n",
|
||
"# Afficher le graphique\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 301,
|
||
"id": "96aa9ff5-c1ed-49eb-8fb7-2319ac0c40be",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# KEEP THIS CODE !!\n",
|
||
"\n",
|
||
"# Caractéristiques et valeurs associées (exemple)\n",
|
||
"categories = ['Force', 'Vitesse', 'Agilité', 'Précision', 'Endurance']\n",
|
||
"values = [8, 7, 6, 9, 7] # Exemple de valeurs, ajustez selon vos données\n",
|
||
"\n",
|
||
"# Plage de valeurs maximales pour chaque caractéristique\n",
|
||
"max_range = [20, 20, 20, 20, 20]\n",
|
||
"\n",
|
||
"values_normalized = [2 * max(values) * x / y for x, y in zip(values, max_range)]\n",
|
||
"\n",
|
||
"# Nombre de caractéristiques\n",
|
||
"num_categories = len(categories)\n",
|
||
"\n",
|
||
"# Créer un angle pour chaque axe\n",
|
||
"angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
"\n",
|
||
"# Initialisez le graphique en étoile\n",
|
||
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
"\n",
|
||
"# Tracer uniquement le contour du polygone\n",
|
||
"ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
|
||
"ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', linewidth=1.5)\n",
|
||
"\n",
|
||
"# Remplir le secteur central avec une couleur\n",
|
||
"ax.fill(angles, values_normalized, color='skyblue', alpha=0.4)\n",
|
||
"\n",
|
||
"# Étiqueter les axes\n",
|
||
"ax.set_yticklabels([])\n",
|
||
"ax.set_xticks(angles)\n",
|
||
"ax.set_xticklabels(categories)\n",
|
||
"\n",
|
||
"# Titre du graphique\n",
|
||
"plt.title('Résumé des caractéristiques')\n",
|
||
"\n",
|
||
"# Afficher le graphique\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 149,
|
||
"id": "adb7ccb3-7dea-4347-9298-37311a2f1fb1",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def radar_chart(values, categories, segment) :\n",
|
||
" # Caractéristiques et valeurs associées (exemple)\n",
|
||
" categories = categories\n",
|
||
" values = values # Exemple de valeurs, ajustez selon vos données\n",
|
||
" \n",
|
||
" # Nombre de caractéristiques\n",
|
||
" num_categories = len(categories)\n",
|
||
" \n",
|
||
" # Créer un angle pour chaque axe\n",
|
||
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
|
||
" \n",
|
||
" # Répéter le premier angle pour fermer la figure\n",
|
||
" values += values[:1]\n",
|
||
" angles += angles[:1]\n",
|
||
" \n",
|
||
" # Initialisez le graphique en étoile\n",
|
||
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
|
||
" \n",
|
||
" # Tracer les lignes radiales\n",
|
||
" ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
|
||
" \n",
|
||
" # Tracer les points sur les axes radiaux\n",
|
||
" ax.plot(angles, values, color='blue', linewidth=2, linestyle='solid')\n",
|
||
"\n",
|
||
" # Afficher les valeurs associées sous les noms de variables\n",
|
||
" \"\"\"\n",
|
||
" for i, angle in enumerate(angles[:-1]):\n",
|
||
" x = angle\n",
|
||
" y = values[i] + 0.2 # Ajustez la distance des valeurs par rapport au centre\n",
|
||
" plt.text(x, y, str(values[i]), color='black', ha='center', fontsize=10)\n",
|
||
" \"\"\"\n",
|
||
" \n",
|
||
" # Remplir le secteur central avec une couleur\n",
|
||
" # ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
|
||
"\n",
|
||
" \n",
|
||
" # Étiqueter les axes\n",
|
||
" ax.set_yticklabels([])\n",
|
||
" #ax.set_xticks(angles[:-1])\n",
|
||
" #ax.set_xticklabels(categories, # fontsize=12, ha='right', rotation=45\n",
|
||
" # )\n",
|
||
" # ax.set_xticklabels(categories, fontsize=10, color='black', ha='right')\n",
|
||
"\n",
|
||
" labels = [f\"{category} = {round(100 *value,2)}%\" for category, value in zip(categories, values[:-1])]\n",
|
||
" ax.set_xticks(angles[:-1])\n",
|
||
" ax.set_xticklabels(labels, fontsize=10, color='black', ha='right')\n",
|
||
" \n",
|
||
" # Titre du graphique\n",
|
||
" plt.title(f'Caracteristics of segment {segment}')\n",
|
||
" \n",
|
||
" # Afficher le graphique\n",
|
||
" plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"id": "8793fb51-812c-4500-b252-2e2d61d6ff48",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"categories= [\"share_known_gender\",\"share_of_women\",\"country_fr\"]\n",
|
||
"radar_chart(values=X_test_segment_mp.loc[0,categories].values.tolist(), categories= categories,\n",
|
||
" segment = \"1\")"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.11.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|