3068 lines
2.4 MiB
3068 lines
2.4 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f6ea29f1",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Global Clustering \n",
|
||
"\n",
|
||
"**Sections:**\n",
|
||
"1. Imports & Data Loading\n",
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||
"2. Monthly Panel Construction\n",
|
||
"3. Feature Engineering (base + enriched)\n",
|
||
"4. Global Clustering (all active accounts)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e727f666",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 0. Imports & Data Loading"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "9314f229-0b5d-4a4c-846c-869847d32c73",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import os\n",
|
||
"import s3fs\n",
|
||
"os.environ[\"AWS_ACCESS_KEY_ID\"] = 'UMMV3Z72A70MCCSRV17O'\n",
|
||
"os.environ[\"AWS_SECRET_ACCESS_KEY\"] = 'wBFxaez78UPNW3BtchZOf4f238ZNXKnCexeGufaa'\n",
|
||
"os.environ[\"AWS_SESSION_TOKEN\"] = 'eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.rffoTJijRiGK2DCDhXj5y8R31DRH1LWkTwuH_1lvU9qN_xJSTmBIM4uGR_zp7XpMnq_ePwVhlkoWN15cNUgjMA'\n",
|
||
"os.environ[\"AWS_DEFAULT_REGION\"] = 'us-east-1'\n",
|
||
"fs = s3fs.S3FileSystem(\n",
|
||
" client_kwargs={'endpoint_url': 'https://'+'minio-simple.lab.groupe-genes.fr'},\n",
|
||
" key = os.environ[\"AWS_ACCESS_KEY_ID\"], \n",
|
||
" secret = os.environ[\"AWS_SECRET_ACCESS_KEY\"], \n",
|
||
" token = os.environ[\"AWS_SESSION_TOKEN\"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"id": "61e33897",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import warnings\n",
|
||
"warnings.filterwarnings(\"ignore\")\n",
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||
"\n",
|
||
"import numpy as np\n",
|
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"import pandas as pd\n",
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||
"import matplotlib.pyplot as plt\n",
|
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"import seaborn as sns\n",
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"\n",
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"from sklearn.preprocessing import RobustScaler\n",
|
||
"from sklearn.cluster import KMeans\n",
|
||
"from sklearn.metrics import silhouette_score, davies_bouldin_score, pairwise_distances\n",
|
||
"from sklearn.linear_model import LinearRegression\n",
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"\n",
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||
"sns.set_style(\"whitegrid\")\n",
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"pd.set_option(\"display.max_columns\", 100)\n",
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"\n",
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"EPS = 1e-9\n",
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"RANDOM_STATE = 42\n",
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"\n",
|
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"# Column names\n",
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"ID_COL = \"Registrar Account - ID\"\n",
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"ISIN_COL = \"Product - Isin\"\n",
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"FUND_COL = \"Product - Fund\"\n",
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"ASSET_COL = \"Product - Asset Type\"\n",
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"FLOW_DATE_COL = \"Centralisation Date\"\n",
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"AUM_DATE_COL = \"Centralisation Date\"\n",
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"FLOW_QTY_COL = \"Quantity - NetFlows\"\n",
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"FLOW_SUB_COL = \"Quantity - Subscription\"\n",
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"FLOW_RED_COL = \"Quantity - Redemption\"\n",
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"AUM_QTY_COL = \"Quantity - AUM\"\n",
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"AUM_VAL_COL = \"Value - AUM €\"\n",
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"REGION_COL = \"Registrar Account - Region\"\n",
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"COUNTRY_COL = \"RegistrarAccount - Country\"\n",
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"NAV_DATE_COL = \"Dat\"\n",
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"NAV_ISIN_COL = \"Isin\"\n",
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"NAV_PRICE_COL = \"Price (TF PartPrice)\"\n",
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||
"NAV_BENCH_COL = \"PriceBench\"\n",
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"RATE_DATE_COL = \"Date\"\n",
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"RATE_VAL_COL = \"Yld to Maturity\"\n",
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"\n",
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||
"#external data projet-bdc-data /carmignac /Data Modélisation /Nav\n",
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"PATH_NAV = \"s3://projet-bdc-data/carmignac/Data Modélisation/Nav/NAV_Bench_data.csv\" #C’est la table de valorisation / performance du produit.\n",
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"PATH_RATES = \"s3://projet-bdc-data/carmignac/Data Modélisation/market data/esterRates.csv\"\n",
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"\n",
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"# optional competitors\n",
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"PATH_COMP_FLOWS = \"s3://projet-bdc-data/carmignac/Data Modélisation/competitors/daily_estimated_flows.csv\"\n",
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"PATH_COMP_PERF = \"s3://projet-bdc-data/carmignac/Data Modélisation/competitors/weekly_perf_full.csv\"\n",
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"PATH_PEERS = \"s3://projet-bdc-carmignac-g3/peers/CAD_peers.csv\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
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||
"id": "eb3b2908",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
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"flows: (2574461, 26)\n",
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"aum: (4880297, 19)\n",
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"nav: (623914, 6)\n"
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]
|
||
}
|
||
],
|
||
"source": [
|
||
"df_flows = pd.read_csv(\"flows.csv\", low_memory=False)\n",
|
||
"df_aum = df_aum = pd.read_csv(\"s3://projet-bdc-carmignac-g3/paco/AUM_repaired.csv\", low_memory=False)\n",
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"df_nav = pd.read_csv(PATH_NAV, sep=\";\")\n",
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"df_rates = pd.read_csv(PATH_RATES, sep=\";\")\n",
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"\n",
|
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"# Date parsing\n",
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"for df, col in [\n",
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" (df_flows, FLOW_DATE_COL), (df_aum, AUM_DATE_COL),\n",
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" (df_nav, NAV_DATE_COL), (df_rates, RATE_DATE_COL)\n",
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"]:\n",
|
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" df[col] = pd.to_datetime(df[col], errors=\"coerce\")\n",
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"\n",
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"# Month column\n",
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"for df, col in [(df_flows, FLOW_DATE_COL), (df_aum, AUM_DATE_COL),\n",
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" (df_nav, NAV_DATE_COL), (df_rates, RATE_DATE_COL)]:\n",
|
||
" df[\"month\"] = df[col].dt.to_period(\"M\").dt.to_timestamp()\n",
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"\n",
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"# Numeric coercion\n",
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"for col in [FLOW_QTY_COL, FLOW_SUB_COL, FLOW_RED_COL]:\n",
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" df_flows[col] = pd.to_numeric(df_flows[col], errors=\"coerce\")\n",
|
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"for col in [AUM_QTY_COL, AUM_VAL_COL]:\n",
|
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" df_aum[col] = pd.to_numeric(df_aum[col], errors=\"coerce\")\n",
|
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"for col in [NAV_PRICE_COL, NAV_BENCH_COL]:\n",
|
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" df_nav[col] = pd.to_numeric(df_nav[col], errors=\"coerce\")\n",
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"df_rates[RATE_VAL_COL] = pd.to_numeric(df_rates[RATE_VAL_COL], errors=\"coerce\")\n",
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"\n",
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"# ISIN as string\n",
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"for df in [df_flows, df_aum]:\n",
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" df[ISIN_COL] = df[ISIN_COL].astype(str).str.strip()\n",
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"df_nav[NAV_ISIN_COL] = df_nav[NAV_ISIN_COL].astype(str).str.strip()\n",
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"\n",
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"print(\"flows:\", df_flows.shape)\n",
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"print(\"aum: \", df_aum.shape)\n",
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"print(\"nav: \", df_nav.shape)"
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||
]
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||
},
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||
{
|
||
"cell_type": "markdown",
|
||
"id": "5929db69",
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||
"metadata": {},
|
||
"source": [
|
||
"## 1. Monthly Panel Construction\n",
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"\n",
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"Build a full outer join of AUM and flows at (account, ISIN, month) granularity,\n",
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||
"then enrich with NAV performance and macro rates."
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
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||
"id": "d36d0a70",
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||
"metadata": {},
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||
"outputs": [
|
||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
|
||
"Panel shape: (4791501, 20)\n"
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||
]
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}
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||
],
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"source": [
|
||
"# --- Flows aggregated to monthly ---\n",
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"df_flows_m = (\n",
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" df_flows\n",
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" .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n",
|
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" .assign(\n",
|
||
" gross_flow_qty = lambda x: x[FLOW_QTY_COL].abs(),\n",
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" sub_qty = lambda x: x[FLOW_SUB_COL].fillna(0),\n",
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" red_qty = lambda x: x[FLOW_RED_COL].fillna(0)\n",
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" )\n",
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" .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n",
|
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" .agg(\n",
|
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" net_flow_qty = (FLOW_QTY_COL, \"sum\"),\n",
|
||
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" sub_qty = (\"sub_qty\", \"sum\"),\n",
|
||
" red_qty = (\"red_qty\", \"sum\"),\n",
|
||
" n_tx = (FLOW_QTY_COL, \"size\"),\n",
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" region = (REGION_COL, \"last\"),\n",
|
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" country = (COUNTRY_COL, \"last\")\n",
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" )\n",
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")\n",
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"\n",
|
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"# --- AUM aggregated to monthly ---\n",
|
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"df_aum_m = (\n",
|
||
" df_aum\n",
|
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" .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n",
|
||
" .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n",
|
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" .agg(\n",
|
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" aum_qty = (AUM_QTY_COL, \"sum\"),\n",
|
||
" aum_val = (AUM_VAL_COL, \"sum\"),\n",
|
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" fund = (FUND_COL, \"last\"),\n",
|
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" asset_type = (ASSET_COL, \"last\"),\n",
|
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" region = (REGION_COL, \"last\"),\n",
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" country = (COUNTRY_COL, \"last\")\n",
|
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" )\n",
|
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")\n",
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"\n",
|
||
"# --- Full outer join ---\n",
|
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"keys = pd.concat([\n",
|
||
" df_flows_m[[ID_COL, ISIN_COL, \"month\"]],\n",
|
||
" df_aum_m[[ID_COL, ISIN_COL, \"month\"]]\n",
|
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"]).drop_duplicates()\n",
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"\n",
|
||
"df_rel_m = (\n",
|
||
" keys\n",
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" .merge(df_aum_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\")\n",
|
||
" .merge(df_flows_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\", suffixes=(\"\", \"_flow\"))\n",
|
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")\n",
|
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"\n",
|
||
"for c in [\"aum_qty\",\"aum_val\",\"net_flow_qty\",\"gross_flow_qty\",\"sub_qty\",\"red_qty\",\"n_tx\"]:\n",
|
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" df_rel_m[c] = df_rel_m[c].fillna(0)\n",
|
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"\n",
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"df_rel_m[\"region\"] = df_rel_m[\"region\"].fillna(df_rel_m.get(\"region_flow\"))\n",
|
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"df_rel_m[\"country\"] = df_rel_m[\"country\"].fillna(df_rel_m.get(\"country_flow\"))\n",
|
||
"\n",
|
||
"# --- Active / holding flags ---\n",
|
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"df_rel_m[\"active_rel_month\"] = (df_rel_m[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"df_rel_m[\"holding_rel_month\"] = (df_rel_m[\"aum_qty\"] > 0).astype(int)\n",
|
||
"df_rel_m[\"flow_to_aum_rel\"] = df_rel_m[\"net_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
|
||
"df_rel_m[\"turnover_rel\"] = df_rel_m[\"gross_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
|
||
"\n",
|
||
"print(\"Panel shape:\", df_rel_m.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"id": "965d2564",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Enriched panel shape: (4791501, 24)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# --- NAV & benchmark returns ---\n",
|
||
"df_nav_m = (\n",
|
||
" df_nav\n",
|
||
" .dropna(subset=[NAV_ISIN_COL, \"month\", NAV_PRICE_COL])\n",
|
||
" .sort_values([NAV_ISIN_COL, \"month\"])\n",
|
||
" .groupby([NAV_ISIN_COL, \"month\"], as_index=False)\n",
|
||
" .tail(1).copy()\n",
|
||
")\n",
|
||
"df_nav_m[\"ret_fund_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_PRICE_COL].pct_change()\n",
|
||
"df_nav_m[\"ret_bench_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_BENCH_COL].pct_change()\n",
|
||
"df_nav_m[\"active_return_m\"] = df_nav_m[\"ret_fund_m\"] - df_nav_m[\"ret_bench_m\"]\n",
|
||
"df_nav_m = df_nav_m.rename(columns={NAV_ISIN_COL: ISIN_COL})[\n",
|
||
" [ISIN_COL, \"month\", \"ret_fund_m\", \"ret_bench_m\", \"active_return_m\"]\n",
|
||
"]\n",
|
||
"\n",
|
||
"# --- Interest rates ---\n",
|
||
"df_rates_m = (\n",
|
||
" df_rates\n",
|
||
" .dropna(subset=[\"month\", RATE_VAL_COL])\n",
|
||
" .sort_values(RATE_DATE_COL)\n",
|
||
" .groupby(\"month\", as_index=False).tail(1).copy()\n",
|
||
")\n",
|
||
"df_rates_m[\"delta_rate_m\"] = df_rates_m[RATE_VAL_COL].diff()\n",
|
||
"df_rates_m = df_rates_m[[\"month\", RATE_VAL_COL, \"delta_rate_m\"]]\n",
|
||
"\n",
|
||
"# --- Merge into panel ---\n",
|
||
"df_rel_m = df_rel_m.merge(df_nav_m, on=[ISIN_COL, \"month\"], how=\"left\")\n",
|
||
"df_rel_m = df_rel_m.merge(df_rates_m[[\"month\",\"delta_rate_m\"]], on=\"month\", how=\"left\")\n",
|
||
"\n",
|
||
"for c in [\"ret_fund_m\",\"ret_bench_m\",\"active_return_m\",\"delta_rate_m\"]:\n",
|
||
" df_rel_m[c] = df_rel_m[c].fillna(0)\n",
|
||
"\n",
|
||
"print(\"Enriched panel shape:\", df_rel_m.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1ef7bba8",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. Feature Engineering\n",
|
||
"\n",
|
||
"### 2a. Monthly account-level aggregation\n",
|
||
"### 2b. ISIN-level features (where / when investors put their money)\n",
|
||
"### 2c. Asset type & fund composition features\n",
|
||
"### 2d. Rolling metrics (1M / 3M / 6M)\n",
|
||
"### 2e. Behavioural features (entry/exit, momentum, rate sensitivity)\n",
|
||
"### 2f. Trend & beta features"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 168,
|
||
"id": "db5a297c-78ea-4048-98f8-624612fbb60d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"df_month shape: (931333, 21)\n",
|
||
"ISIN-level client features: (12584, 12)\n",
|
||
"Asset shares: (7475, 6)\n",
|
||
"Fund shares: (6562, 11)\n",
|
||
"Rolling features: (12584, 3)\n",
|
||
"df_client shape: (12584, 46)\n",
|
||
"After outlier removal: 7179 accounts\n",
|
||
"dfc shape: (7179, 60)\n",
|
||
"gross_flow_to_aum: min=0.0000, max=270698.4708, nan=336, inf=0\n",
|
||
"flow_direction_balance: min=-1.0000, max=1.0000, nan=1069, inf=0\n",
|
||
"sub_share_mean: min=-0.0985, max=77.5673, nan=1069, inf=0\n",
|
||
"redemption_bias: min=-154.1345, max=0.0828, nan=1069, inf=0\n",
|
||
"entry_rate_per_isin: min=0.0217, max=5.0000, nan=0, inf=0\n",
|
||
"aum_final_to_peak: min=-2.4841, max=1.0000, nan=0, inf=0\n",
|
||
"flow_roll3m_norm: min=-4935000000000.0000, max=1400000000000.0000, nan=0, inf=0\n",
|
||
"flow_roll6m_norm: min=-8699999999999.9990, max=322428000000.0000, nan=0, inf=0\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# 2a. Monthly account-level panel\n",
|
||
"# ============================================================\n",
|
||
"tmp = df_rel_m.copy()\n",
|
||
"tmp[\"isin_held_flag\"] = (tmp[\"aum_qty\"] > 0).astype(int)\n",
|
||
"tmp[\"isin_active_flag\"] = (tmp[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"\n",
|
||
"df_month = (\n",
|
||
" tmp.groupby([ID_COL, \"month\"], as_index=False)\n",
|
||
" .agg(\n",
|
||
" aum_qty = (\"aum_qty\", \"sum\"),\n",
|
||
" aum_val = (\"aum_val\", \"sum\"),\n",
|
||
" net_flow_qty = (\"net_flow_qty\", \"sum\"),\n",
|
||
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" sub_qty = (\"sub_qty\", \"sum\"),\n",
|
||
" red_qty = (\"red_qty\", \"sum\"),\n",
|
||
" n_tx = (\"n_tx\", \"sum\"),\n",
|
||
" n_isin_held = (\"isin_held_flag\", \"sum\"),\n",
|
||
" n_isin_active = (\"isin_active_flag\",\"sum\"),\n",
|
||
" delta_rate_m = (\"delta_rate_m\", \"first\"),\n",
|
||
" region = (\"region\", \"first\"),\n",
|
||
" country = (\"country\", \"first\"),\n",
|
||
" )\n",
|
||
" .sort_values([ID_COL, \"month\"])\n",
|
||
" .reset_index(drop=True)\n",
|
||
")\n",
|
||
"\n",
|
||
"df_month[\"active_month\"] = (df_month[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"\n",
|
||
"df_month[\"flow_to_aum_m\"] = np.where(\n",
|
||
" df_month[\"aum_qty\"].abs() > 0,\n",
|
||
" df_month[\"net_flow_qty\"] / df_month[\"aum_qty\"].abs(),\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month[\"turnover_m\"] = np.where(\n",
|
||
" df_month[\"aum_qty\"].abs() > 0,\n",
|
||
" df_month[\"gross_flow_qty\"] / df_month[\"aum_qty\"].abs(),\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month[\"sub_share_m\"] = np.where(\n",
|
||
" df_month[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month[\"sub_qty\"] / df_month[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month[\"red_share_m\"] = np.where(\n",
|
||
" df_month[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month[\"red_qty\"] / df_month[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month[\"aum_peak_to_date\"] = df_month.groupby(ID_COL)[\"aum_qty\"].cummax()\n",
|
||
"df_month[\"aum_drawdown\"] = np.where(\n",
|
||
" df_month[\"aum_peak_to_date\"] > 0,\n",
|
||
" 1 - df_month[\"aum_qty\"] / df_month[\"aum_peak_to_date\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"df_month shape:\", df_month.shape)\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# 2b. ISIN-level features\n",
|
||
"# ============================================================\n",
|
||
"tmp = df_rel_m.sort_values([ID_COL, ISIN_COL, \"month\"]).copy()\n",
|
||
"tmp[\"prev_aum\"] = tmp.groupby([ID_COL, ISIN_COL])[\"aum_qty\"].shift(1)\n",
|
||
"tmp[\"entry_event\"] = ((tmp[\"prev_aum\"].fillna(0) <= 0) & (tmp[\"aum_qty\"] > 0)).astype(int)\n",
|
||
"tmp[\"full_exit_event\"] = ((tmp[\"prev_aum\"] > 0) & (tmp[\"aum_qty\"] <= 0)).astype(int)\n",
|
||
"\n",
|
||
"# Lag de 1 mois pour la réaction à la performance (causalité correcte)\n",
|
||
"tmp[\"ret_fund_m_lag1\"] = tmp.groupby([ID_COL, ISIN_COL])[\"ret_fund_m\"].shift(1)\n",
|
||
"tmp[\"buy_on_perf\"] = ((tmp[\"net_flow_qty\"] > 0) & (tmp[\"ret_fund_m_lag1\"] > 0)).astype(int)\n",
|
||
"tmp[\"sell_on_perf\"] = ((tmp[\"net_flow_qty\"] < 0) & (tmp[\"ret_fund_m_lag1\"] < 0)).astype(int)\n",
|
||
"\n",
|
||
"df_rel_feat = (\n",
|
||
" tmp.groupby([ID_COL, ISIN_COL], as_index=False)\n",
|
||
" .agg(\n",
|
||
" rel_n_months = (\"month\", \"nunique\"),\n",
|
||
" rel_active_months = (\"active_rel_month\", \"sum\"),\n",
|
||
" rel_holding_months = (\"holding_rel_month\", \"sum\"),\n",
|
||
" rel_aum_mean = (\"aum_qty\", \"mean\"),\n",
|
||
" rel_turnover_mean = (\"turnover_rel\", \"mean\"),\n",
|
||
" rel_turnover_vol = (\"turnover_rel\", \"std\"),\n",
|
||
" rel_flow_to_aum_vol = (\"flow_to_aum_rel\", \"std\"),\n",
|
||
" rel_n_tx = (\"n_tx\", \"sum\"),\n",
|
||
" rel_full_exit_count = (\"full_exit_event\", \"sum\"),\n",
|
||
" rel_entry_count = (\"entry_event\", \"sum\"),\n",
|
||
" buy_on_perf_rate = (\"buy_on_perf\", \"mean\"),\n",
|
||
" sell_on_perf_rate = (\"sell_on_perf\", \"mean\"),\n",
|
||
" )\n",
|
||
")\n",
|
||
"\n",
|
||
"isin_aum = df_rel_feat.groupby(ID_COL)[\"rel_aum_mean\"].transform(\"sum\")\n",
|
||
"df_rel_feat[\"isin_weight\"] = np.where(\n",
|
||
" isin_aum > 0,\n",
|
||
" df_rel_feat[\"rel_aum_mean\"] / isin_aum,\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"hhi_isin = (\n",
|
||
" df_rel_feat.groupby(ID_COL)[\"isin_weight\"]\n",
|
||
" .apply(lambda w: np.sum(w**2))\n",
|
||
" .reset_index(name=\"hhi_isin\")\n",
|
||
")\n",
|
||
"\n",
|
||
"df_rel_client = (\n",
|
||
" df_rel_feat.groupby(ID_COL, as_index=False)\n",
|
||
" .agg(\n",
|
||
" n_isin_total = (ISIN_COL, \"nunique\"),\n",
|
||
" rel_turnover_mean_avg = (\"rel_turnover_mean\", \"mean\"),\n",
|
||
" rel_turnover_vol_avg = (\"rel_turnover_vol\", \"mean\"),\n",
|
||
" rel_flow_to_aum_vol_avg = (\"rel_flow_to_aum_vol\",\"mean\"),\n",
|
||
" full_exit_count = (\"rel_full_exit_count\",\"sum\"),\n",
|
||
" entry_count = (\"rel_entry_count\", \"sum\"),\n",
|
||
" avg_holding_months_per_isin = (\"rel_holding_months\", \"mean\"),\n",
|
||
" max_holding_months_per_isin = (\"rel_holding_months\", \"max\"),\n",
|
||
" buy_on_perf_rate_avg = (\"buy_on_perf_rate\", \"mean\"),\n",
|
||
" sell_on_perf_rate_avg = (\"sell_on_perf_rate\", \"mean\"),\n",
|
||
" )\n",
|
||
" .merge(hhi_isin, on=ID_COL, how=\"left\")\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"ISIN-level client features:\", df_rel_client.shape)\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# 2c. Asset type & fund composition features\n",
|
||
"# ============================================================\n",
|
||
"aum_by_asset = (\n",
|
||
" df_aum.dropna(subset=[ID_COL, ASSET_COL])\n",
|
||
" .groupby([ID_COL, ASSET_COL], as_index=False)[AUM_VAL_COL].sum()\n",
|
||
")\n",
|
||
"total_aum_acc = aum_by_asset.groupby(ID_COL)[AUM_VAL_COL].sum().rename(\"total_aum\")\n",
|
||
"aum_by_asset = aum_by_asset.merge(total_aum_acc, on=ID_COL)\n",
|
||
"aum_by_asset[\"share\"] = np.where(\n",
|
||
" aum_by_asset[\"total_aum\"] > 0,\n",
|
||
" aum_by_asset[AUM_VAL_COL] / aum_by_asset[\"total_aum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"asset_shares = (\n",
|
||
" aum_by_asset.pivot_table(index=ID_COL, columns=ASSET_COL, values=\"share\", aggfunc=\"mean\")\n",
|
||
" .fillna(0).reset_index()\n",
|
||
")\n",
|
||
"asset_shares.columns = [ID_COL] + [\n",
|
||
" f\"share_asset_{c.lower().replace(' ','_')}\" for c in asset_shares.columns[1:]\n",
|
||
"]\n",
|
||
"\n",
|
||
"aum_by_fund = (\n",
|
||
" df_aum.dropna(subset=[ID_COL, FUND_COL])\n",
|
||
" .groupby([ID_COL, FUND_COL], as_index=False)[AUM_VAL_COL].sum()\n",
|
||
")\n",
|
||
"aum_by_fund = aum_by_fund.merge(total_aum_acc, on=ID_COL)\n",
|
||
"aum_by_fund[\"share\"] = np.where(\n",
|
||
" aum_by_fund[\"total_aum\"] > 0,\n",
|
||
" aum_by_fund[AUM_VAL_COL] / aum_by_fund[\"total_aum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"top_funds = aum_by_fund.groupby(FUND_COL)[AUM_VAL_COL].sum().nlargest(10).index\n",
|
||
"fund_shares = (\n",
|
||
" aum_by_fund[aum_by_fund[FUND_COL].isin(top_funds)]\n",
|
||
" .pivot_table(index=ID_COL, columns=FUND_COL, values=\"share\", aggfunc=\"mean\")\n",
|
||
" .fillna(0).reset_index()\n",
|
||
")\n",
|
||
"fund_shares.columns = [ID_COL] + [\n",
|
||
" f\"share_fund_{c.lower().replace(' ','_')[:30]}\" for c in fund_shares.columns[1:]\n",
|
||
"]\n",
|
||
"\n",
|
||
"print(\"Asset shares:\", asset_shares.shape)\n",
|
||
"print(\"Fund shares: \", fund_shares.shape)\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# 2d. Rolling metrics — supprimées car trop sparse (80-90% zéros)\n",
|
||
"# On garde uniquement flow_roll3m et flow_roll6m comme signaux\n",
|
||
"# de tendance récente, normalisés par l'AUM\n",
|
||
"# ============================================================\n",
|
||
"df_month_s = df_month.sort_values([ID_COL, \"month\"]).copy()\n",
|
||
"\n",
|
||
"for w in [3, 6]:\n",
|
||
" df_month_s[f\"flow_roll{w}m_norm\"] = (\n",
|
||
" df_month_s.groupby(ID_COL)\n",
|
||
" .apply(lambda g: (\n",
|
||
" g[\"net_flow_qty\"].rolling(w, min_periods=1).sum() /\n",
|
||
" (g[\"aum_qty\"].abs().rolling(w, min_periods=1).mean() + EPS)\n",
|
||
" ))\n",
|
||
" .reset_index(level=0, drop=True)\n",
|
||
" )\n",
|
||
"\n",
|
||
"rolling_feats = (\n",
|
||
" df_month_s.groupby(ID_COL, as_index=False)\n",
|
||
" .last()[[ID_COL, \"flow_roll3m_norm\", \"flow_roll6m_norm\"]]\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"Rolling features:\", rolling_feats.shape)\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# 2e. Static client features\n",
|
||
"# ============================================================\n",
|
||
"df_client = (\n",
|
||
" df_month.groupby(ID_COL, as_index=False)\n",
|
||
" .agg(\n",
|
||
" n_months = (\"month\", \"nunique\"),\n",
|
||
" n_active_months = (\"active_month\", \"sum\"),\n",
|
||
" flow_freq = (\"active_month\", \"mean\"),\n",
|
||
" aum_qty_mean = (\"aum_qty\", \"mean\"),\n",
|
||
" aum_qty_median = (\"aum_qty\", \"median\"),\n",
|
||
" aum_qty_max = (\"aum_qty\", \"max\"),\n",
|
||
" aum_qty_last = (\"aum_qty\", \"last\"),\n",
|
||
" net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n",
|
||
" gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" sub_qty_sum = (\"sub_qty\", \"sum\"),\n",
|
||
" red_qty_sum = (\"red_qty\", \"sum\"),\n",
|
||
" n_tx_total = (\"n_tx\", \"sum\"),\n",
|
||
" avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n",
|
||
" max_n_isin_held = (\"n_isin_held\", \"max\"),\n",
|
||
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
|
||
" region = (\"region\", \"last\"),\n",
|
||
" country = (\"country\", \"last\"),\n",
|
||
" )\n",
|
||
")\n",
|
||
"\n",
|
||
"df_client = (\n",
|
||
" df_client\n",
|
||
" .merge(df_rel_client, on=ID_COL, how=\"left\")\n",
|
||
" .merge(asset_shares, on=ID_COL, how=\"left\")\n",
|
||
" .merge(fund_shares, on=ID_COL, how=\"left\")\n",
|
||
" .merge(rolling_feats, on=ID_COL, how=\"left\")\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"df_client shape:\", df_client.shape)\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# 2f. Engineered ratios + filtres\n",
|
||
"# ============================================================\n",
|
||
"dfc = df_client.copy()\n",
|
||
"\n",
|
||
"dfc[\"log_aum_qty_mean\"] = np.log1p(dfc[\"aum_qty_mean\"].clip(lower=0))\n",
|
||
"\n",
|
||
"dfc[\"gross_flow_to_aum\"] = np.where(\n",
|
||
" dfc[\"aum_qty_mean\"] > 1,\n",
|
||
" dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"flow_direction_balance\"] = np.where(\n",
|
||
" dfc[\"gross_flow_qty_sum\"] > 0,\n",
|
||
" dfc[\"net_flow_qty_sum\"] / dfc[\"gross_flow_qty_sum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"sub_share_mean\"] = np.where(\n",
|
||
" dfc[\"gross_flow_qty_sum\"] > 0,\n",
|
||
" dfc[\"sub_qty_sum\"] / dfc[\"gross_flow_qty_sum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"redemption_bias\"] = np.where(\n",
|
||
" dfc[\"gross_flow_qty_sum\"] > 0,\n",
|
||
" (dfc[\"red_qty_sum\"] - dfc[\"sub_qty_sum\"]) / dfc[\"gross_flow_qty_sum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"activity_intensity\"] = np.where(\n",
|
||
" dfc[\"n_months\"] > 0,\n",
|
||
" dfc[\"n_tx_total\"] / dfc[\"n_months\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"exit_rate_per_isin\"] = np.where(\n",
|
||
" dfc[\"n_isin_total\"] > 0,\n",
|
||
" dfc[\"full_exit_count\"] / dfc[\"n_isin_total\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"entry_rate_per_isin\"] = np.where(\n",
|
||
" dfc[\"n_isin_total\"] > 0,\n",
|
||
" dfc[\"entry_count\"] / dfc[\"n_isin_total\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"aum_final_to_peak\"] = np.where(\n",
|
||
" dfc[\"aum_qty_max\"] > 0,\n",
|
||
" dfc[\"aum_qty_last\"] / dfc[\"aum_qty_max\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"dfc[\"aum_drawdown_last\"] = dfc[\"aum_drawdown_last\"].clip(0, 1)\n",
|
||
"\n",
|
||
"# Log-transforms sur variables de taille brute (non utilisées en clustering)\n",
|
||
"for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n",
|
||
" dfc[f\"log_{col}\"] = np.log1p(dfc[col].clip(lower=0))\n",
|
||
"\n",
|
||
"# Filtres qualité\n",
|
||
"dfc = dfc[(dfc[\"n_months\"] >= 6) & (dfc[\"aum_qty_mean\"] > 0)].copy()\n",
|
||
"\n",
|
||
"# Retrait des outliers sur variables de taille\n",
|
||
"for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n",
|
||
" cap = dfc[col].quantile(0.99)\n",
|
||
" dfc = dfc[dfc[col] <= cap].copy()\n",
|
||
"\n",
|
||
"print(f\"After outlier removal: {len(dfc)} accounts\")\n",
|
||
"\n",
|
||
"# Regroupement géographique\n",
|
||
"top_countries = dfc[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n",
|
||
"top_regions = dfc[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n",
|
||
"dfc[\"country_grp\"] = np.where(dfc[\"country\"].isin(top_countries), dfc[\"country\"], \"Other\")\n",
|
||
"dfc[\"region_grp\"] = np.where(dfc[\"region\"].isin(top_regions), dfc[\"region\"], \"Other\")\n",
|
||
"\n",
|
||
"df_last_active = (\n",
|
||
" df_month[df_month[\"active_month\"] == 1]\n",
|
||
" .groupby(ID_COL)[\"month\"]\n",
|
||
" .max()\n",
|
||
" .reset_index(name=\"last_active_month\")\n",
|
||
")\n",
|
||
"reference_date = df_month[\"month\"].max()\n",
|
||
"df_last_active[\"months_since_last_tx\"] = (\n",
|
||
" (reference_date.to_period(\"M\") - df_last_active[\"last_active_month\"].dt.to_period(\"M\"))\n",
|
||
" .apply(lambda x: x.n)\n",
|
||
")\n",
|
||
"dfc = dfc.merge(df_last_active[[ID_COL, \"months_since_last_tx\"]], on=ID_COL, how=\"left\")\n",
|
||
"max_months = dfc[\"months_since_last_tx\"].max()\n",
|
||
"dfc[\"months_since_last_tx\"] = dfc[\"months_since_last_tx\"].fillna(max_months + 1)\n",
|
||
"\n",
|
||
"print(\"dfc shape:\", dfc.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d180b613",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 3. Global Clustering (all active accounts)\n",
|
||
"\n",
|
||
"Baseline clustering on all accounts with sufficient history."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "55ab41d3-20f6-4559-8e38-68420b4230b1",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Feature set final retenu**\n",
|
||
"\n",
|
||
"- flow_freq : proportion de mois avec au moins une transaction — mesure la fréquence globale d'activité du compte\n",
|
||
"- gross_flow_to_aum : volume brut de flux rapporté à l'AUM moyen — mesure l'intensité des transactions indépendamment de leur direction, après clip p90 et log-transform\n",
|
||
"- n_isin_total : nombre total d'ISINs distincts détenus sur toute la période — capte l'étendue du portefeuille exploré\n",
|
||
"- avg_holding_months_per_isin : durée moyenne de détention par ISIN — capte la fidélité aux produits\n",
|
||
"- exit_rate_per_isin : nombre moyen de sorties complètes par ISIN — mesure la propension à liquider ses positions\n",
|
||
"- flow_direction_balance : ratio flux nets sur flux bruts — distingue les acheteurs nets des vendeurs nets sur l'ensemble de la période\n",
|
||
"- log_aum_qty_mean : logarithme de l'AUM moyen — seule variable de taille retenue, incluse pour distinguer des comportements identiques sur des niveaux d'engagement très différents\n",
|
||
"- months_since_last_tx : nombre de mois écoulés depuis la dernière transaction — variable de récence, la plus discriminante du set (ratio inter/total de 0.89)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 197,
|
||
"id": "353c7d48-4644-4427-ac4b-02e3f3e31690",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"flow_freq — min=0.0000, max=1.0000, valeurs > 1 : 0\n",
|
||
"Accounts: 7179 | Features: 8\n",
|
||
"Points > 5 std after scaling: 0 (0.0%)\n",
|
||
"\n",
|
||
"Features with most extreme values (>5 std):\n",
|
||
"Series([], )\n",
|
||
"\n",
|
||
"K=4 | sil=0.2312 | db=1.5109\n",
|
||
"\n",
|
||
"=== Tailles des clusters ===\n",
|
||
" n_comptes pct\n",
|
||
"cluster_k4 \n",
|
||
"0 2708 37.7\n",
|
||
"1 1174 16.4\n",
|
||
"2 1476 20.6\n",
|
||
"3 1821 25.4\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Médianes comportement ===\n",
|
||
" gross_flow_to_aum flow_freq flow_direction_balance n_isin_total avg_holding_months_per_isin exit_rate_per_isin log_aum_qty_mean months_since_last_tx\n",
|
||
"cluster_k4 \n",
|
||
"0 7.884 0.071 0.000 1.0 11.333 1.000 5.280 69.0\n",
|
||
"1 5.348 0.617 -0.006 12.0 28.924 0.667 8.768 3.0\n",
|
||
"2 1.159 0.043 -1.000 3.0 60.000 0.400 5.167 27.0\n",
|
||
"3 1.477 0.012 -1.000 3.0 12.000 0.714 3.407 127.0\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Médianes allocation ===\n",
|
||
" share_asset_fixed_income share_asset_diversified share_asset_equity share_fund_carmignac_patrimoine share_fund_carmignac_investissement share_fund_carmignac_sécurité share_fund_carmignac_emergents\n",
|
||
"cluster_k4 \n",
|
||
"0 0.767 0.000 0.000 0.000 0.000 0.000 0.000\n",
|
||
"1 0.284 0.207 0.155 0.152 0.011 0.018 0.002\n",
|
||
"2 0.000 0.372 0.227 0.255 0.000 0.000 0.000\n",
|
||
"3 0.000 0.326 0.099 0.169 0.000 0.000 0.000\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# Feature selection & preprocessing \n",
|
||
"# ============================================================\n",
|
||
"base_features = [\n",
|
||
" \"flow_freq\",\n",
|
||
" \"gross_flow_to_aum\",\n",
|
||
" \"n_isin_total\",\n",
|
||
" \"avg_holding_months_per_isin\",\n",
|
||
" \"exit_rate_per_isin\",\n",
|
||
" \"flow_direction_balance\",\n",
|
||
" \"log_aum_qty_mean\",\n",
|
||
" \"months_since_last_tx\",\n",
|
||
"]\n",
|
||
"all_features = [c for c in base_features if c in dfc.columns]\n",
|
||
"\n",
|
||
"dfc_clean = dfc.copy()\n",
|
||
"\n",
|
||
"# --- Diagnostic préalable ---\n",
|
||
"vals_ff = dfc_clean[\"flow_freq\"].to_numpy(dtype=float)\n",
|
||
"print(f\"flow_freq — min={vals_ff.min():.4f}, max={vals_ff.max():.4f}, \"\n",
|
||
" f\"valeurs > 1 : {(vals_ff > 1).sum()}\")\n",
|
||
"\n",
|
||
"# --- Imputation des NaN par 0 ---\n",
|
||
"for col in [\"flow_direction_balance\", \"months_since_last_tx\"]:\n",
|
||
" if col in dfc_clean.columns:\n",
|
||
" dfc_clean[col] = dfc_clean[col].fillna(0)\n",
|
||
"\n",
|
||
"# --- Groupe 1 : clip MAD 3 sigma ---\n",
|
||
"for col in [\n",
|
||
" \"n_isin_total\",\n",
|
||
" \"exit_rate_per_isin\",\n",
|
||
" \"avg_holding_months_per_isin\",\n",
|
||
" \"months_since_last_tx\",\n",
|
||
"]:\n",
|
||
" if col not in dfc_clean.columns:\n",
|
||
" continue\n",
|
||
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
|
||
" med = np.nanmedian(vals)\n",
|
||
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
|
||
" if mad > 0:\n",
|
||
" dfc_clean[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n",
|
||
" else:\n",
|
||
" dfc_clean[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
|
||
"\n",
|
||
"# --- Groupe 2 : clip p90 puis log-transform ---\n",
|
||
"col = \"gross_flow_to_aum\"\n",
|
||
"if col in dfc_clean.columns:\n",
|
||
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
|
||
" vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n",
|
||
" dfc_clean[col] = np.log1p(vals)\n",
|
||
"\n",
|
||
"col = \"flow_freq\"\n",
|
||
"if col in dfc_clean.columns:\n",
|
||
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
|
||
" dfc_clean[col] = np.log1p(np.clip(vals, 0, None))\n",
|
||
"\n",
|
||
"# --- Groupe 3 : log_aum_qty_mean — clip MAD 3 sigma ---\n",
|
||
"col = \"log_aum_qty_mean\"\n",
|
||
"if col in dfc_clean.columns:\n",
|
||
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
|
||
" med = np.nanmedian(vals)\n",
|
||
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
|
||
" dfc_clean[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n",
|
||
"\n",
|
||
"# --- Groupe 4 : hhi_isin — clip p90 ---\n",
|
||
"col = \"hhi_isin\"\n",
|
||
"if col in dfc_clean.columns:\n",
|
||
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
|
||
" dfc_clean[col] = np.clip(vals, 0, np.nanpercentile(vals, 90))\n",
|
||
"\n",
|
||
"# --- Construction de X ---\n",
|
||
"X_num = dfc_clean[all_features].copy()\n",
|
||
"X_num = X_num.loc[:, ~X_num.columns.duplicated()]\n",
|
||
"X_num = X_num.fillna(X_num.median())\n",
|
||
"\n",
|
||
"X_cat = pd.get_dummies(\n",
|
||
" dfc_clean[[\"country_grp\", \"region_grp\"]].fillna(\"Unknown\"), drop_first=True\n",
|
||
")\n",
|
||
"X = X_num.reset_index(drop=True)\n",
|
||
"\n",
|
||
"scaler = RobustScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"# --- Diagnostic ---\n",
|
||
"X_df = pd.DataFrame(X_scaled, columns=X.columns)\n",
|
||
"extreme = (X_df.abs() > 5).any(axis=1).sum()\n",
|
||
"print(f\"Accounts: {X.shape[0]} | Features: {X.shape[1]}\")\n",
|
||
"print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df):.1%})\")\n",
|
||
"\n",
|
||
"extreme_by_feat = (X_df.abs() > 5).sum().sort_values(ascending=False)\n",
|
||
"print(\"\\nFeatures with most extreme values (>5 std):\")\n",
|
||
"print(extreme_by_feat[extreme_by_feat > 0].to_string())\n",
|
||
"\n",
|
||
"# --- Clustering K=4 ---\n",
|
||
"RESULTS = {}\n",
|
||
"for k in [4]:\n",
|
||
" km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n",
|
||
" dfc[f\"cluster_k{k}\"] = km.fit_predict(X_scaled)\n",
|
||
" RESULTS[k] = {\n",
|
||
" \"model\": km,\n",
|
||
" \"silhouette\": silhouette_score(X_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
||
" \"davies_bouldin\": davies_bouldin_score(X_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
||
" }\n",
|
||
" print(f\"\\nK={k} | sil={RESULTS[k]['silhouette']:.4f} | db={RESULTS[k]['davies_bouldin']:.4f}\")\n",
|
||
"\n",
|
||
"print(\"\\n=== Tailles des clusters ===\")\n",
|
||
"counts = dfc[\"cluster_k4\"].value_counts().sort_index()\n",
|
||
"props = counts / counts.sum() * 100\n",
|
||
"print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n",
|
||
"\n",
|
||
"# --- Heatmap comportement ---\n",
|
||
"profile_vars_behavior = [\n",
|
||
" \"gross_flow_to_aum\",\n",
|
||
" \"flow_freq\",\n",
|
||
" \"flow_direction_balance\",\n",
|
||
" \"n_isin_total\",\n",
|
||
" \"avg_holding_months_per_isin\",\n",
|
||
" \"exit_rate_per_isin\",\n",
|
||
" \"log_aum_qty_mean\",\n",
|
||
" \"months_since_last_tx\",\n",
|
||
"]\n",
|
||
"profile_vars_behavior = [c for c in profile_vars_behavior if c in dfc.columns]\n",
|
||
"\n",
|
||
"prof_behavior = plot_heatmap(\n",
|
||
" dfc, profile_vars_behavior, \"cluster_k4\",\n",
|
||
" title=\"Cluster signatures — Comportement (K=4, robust z-score)\",\n",
|
||
" figsize=(14, 4)\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"\\n=== Médianes comportement ===\")\n",
|
||
"print(prof_behavior.round(3).to_string())\n",
|
||
"\n",
|
||
"# --- Heatmap allocation (post-clustering, descriptive uniquement) ---\n",
|
||
"profile_vars_allocation = [\n",
|
||
" c for c in [\n",
|
||
" \"share_asset_fixed_income\",\n",
|
||
" \"share_asset_diversified\",\n",
|
||
" \"share_asset_equity\",\n",
|
||
" \"share_fund_carmignac_patrimoine\",\n",
|
||
" \"share_fund_carmignac_investissement\",\n",
|
||
" \"share_fund_carmignac_sécurité\",\n",
|
||
" \"share_fund_carmignac_emergents\",\n",
|
||
" ]\n",
|
||
" if c in dfc.columns\n",
|
||
"]\n",
|
||
"\n",
|
||
"prof_allocation = plot_heatmap(\n",
|
||
" dfc, profile_vars_allocation, \"cluster_k4\",\n",
|
||
" title=\"Cluster signatures — Allocation produits (K=4, descriptif post-clustering)\",\n",
|
||
" figsize=(12, 4)\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"\\n=== Médianes allocation ===\")\n",
|
||
"print(prof_allocation.round(3).to_string())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 199,
|
||
"id": "85747735-d0b4-4aa7-9fc2-adf030f92286",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" n_comptes pct\n",
|
||
"cluster_k4 \n",
|
||
"0 2708 37.7\n",
|
||
"1 1174 16.4\n",
|
||
"2 1476 20.6\n",
|
||
"3 1821 25.4\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"counts = dfc[\"cluster_k4\"].value_counts().sort_index()\n",
|
||
"props = counts / counts.sum() * 100\n",
|
||
"print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 204,
|
||
"id": "dc171be2-e066-4352-a0ea-32d7b7b046b0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" k inertia silhouette davies_bouldin\n",
|
||
" 2 20206.150896 0.422448 0.971224\n",
|
||
" 3 16684.870723 0.241253 1.542920\n",
|
||
" 4 14655.878131 0.231172 1.510868\n",
|
||
" 5 13189.616061 0.228827 1.408857\n",
|
||
" 6 11997.575028 0.223735 1.416454\n",
|
||
" 7 11089.241350 0.229848 1.419999\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x400 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"K=4 | sil=0.2312 | db=1.5109\n",
|
||
" n_comptes pct\n",
|
||
"cluster_k4 \n",
|
||
"0 2708 37.7\n",
|
||
"1 1174 16.4\n",
|
||
"2 1476 20.6\n",
|
||
"3 1821 25.4\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Médianes comportement K=4 ===\n",
|
||
" gross_flow_to_aum flow_freq flow_direction_balance n_isin_total avg_holding_months_per_isin exit_rate_per_isin log_aum_qty_mean months_since_last_tx\n",
|
||
"cluster_k4 \n",
|
||
"0 7.884 0.071 0.000 1.0 11.333 1.000 5.280 69.0\n",
|
||
"1 5.348 0.617 -0.006 12.0 28.924 0.667 8.768 3.0\n",
|
||
"2 1.159 0.043 -1.000 3.0 60.000 0.400 5.167 27.0\n",
|
||
"3 1.477 0.012 -1.000 3.0 12.000 0.714 3.407 127.0\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Médianes allocation K=4 ===\n",
|
||
" share_asset_fixed_income share_asset_diversified share_asset_equity share_fund_carmignac_patrimoine share_fund_carmignac_investissement share_fund_carmignac_sécurité share_fund_carmignac_emergents\n",
|
||
"cluster_k4 \n",
|
||
"0 0.767 0.000 0.000 0.000 0.000 0.000 0.000\n",
|
||
"1 0.284 0.207 0.155 0.152 0.011 0.018 0.002\n",
|
||
"2 0.000 0.372 0.227 0.255 0.000 0.000 0.000\n",
|
||
"3 0.000 0.326 0.099 0.169 0.000 0.000 0.000\n",
|
||
"\n",
|
||
"=== Distribution par pays (top 10) ===\n",
|
||
"country_grp Belgium FRANCE France Italy Latam Luxembourg Other Spain Switzerland United Kingdom Us Offshore\n",
|
||
"cluster_k4 \n",
|
||
"0 1.5 0.1 17.1 5.0 12.5 6.1 3.0 5.0 3.6 6.6 39.4\n",
|
||
"1 3.9 8.3 32.1 12.7 0.8 4.6 17.7 6.7 4.5 8.3 0.3\n",
|
||
"2 0.9 0.5 69.6 2.8 10.0 1.4 3.9 1.6 2.2 6.7 0.5\n",
|
||
"3 2.0 0.0 53.0 4.2 2.9 5.1 7.2 2.1 7.3 10.8 5.3\n",
|
||
"\n",
|
||
"=== Distribution par région ===\n",
|
||
"region_grp Belgium FRANCE France Germany Italy LATAM Luxembourg Other Spain Switzerland United Kingdom\n",
|
||
"cluster_k4 \n",
|
||
"0 1.5 0.1 17.2 0.6 5.0 52.0 6.1 1.9 5.2 3.6 6.7\n",
|
||
"1 3.9 8.4 32.5 1.2 12.7 1.2 4.6 15.5 7.2 4.5 8.3\n",
|
||
"2 0.9 0.5 69.8 0.9 2.8 10.6 1.4 2.5 1.7 2.2 6.8\n",
|
||
"3 2.0 0.0 53.0 4.3 4.2 8.2 5.1 2.6 2.3 7.3 10.9\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1800x400 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# K-selection diagnostics\n",
|
||
"# ============================================================\n",
|
||
"rows = []\n",
|
||
"for k in range(2, 8):\n",
|
||
" km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n",
|
||
" labels = km.fit_predict(X_scaled)\n",
|
||
" rows.append({\n",
|
||
" \"k\": k,\n",
|
||
" \"inertia\": km.inertia_,\n",
|
||
" \"silhouette\": silhouette_score(X_scaled, labels),\n",
|
||
" \"davies_bouldin\": davies_bouldin_score(X_scaled, labels),\n",
|
||
" })\n",
|
||
"df_kdiag = pd.DataFrame(rows)\n",
|
||
"print(df_kdiag.to_string(index=False))\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
|
||
"for ax, col, title in zip(axes,\n",
|
||
" [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n",
|
||
" [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n",
|
||
" ax.plot(df_kdiag[\"k\"], df_kdiag[col], marker=\"o\")\n",
|
||
" ax.set_title(title)\n",
|
||
" ax.set_xlabel(\"K\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# Clustering K=4\n",
|
||
"# ============================================================\n",
|
||
"RESULTS = {}\n",
|
||
"for k in [4]:\n",
|
||
" km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n",
|
||
" dfc[f\"cluster_k{k}\"] = km.fit_predict(X_scaled)\n",
|
||
" RESULTS[k] = {\n",
|
||
" \"model\": km,\n",
|
||
" \"silhouette\": silhouette_score(X_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
||
" \"davies_bouldin\": davies_bouldin_score(X_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
||
" }\n",
|
||
" print(f\"K={k} | sil={RESULTS[k]['silhouette']:.4f} | db={RESULTS[k]['davies_bouldin']:.4f}\")\n",
|
||
" counts = dfc[f\"cluster_k{k}\"].value_counts().sort_index()\n",
|
||
" props = counts / counts.sum() * 100\n",
|
||
" print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n",
|
||
" print()\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# Heatmap comportement\n",
|
||
"# ============================================================\n",
|
||
"prof_behavior = plot_heatmap(\n",
|
||
" dfc, profile_vars_behavior, \"cluster_k4\",\n",
|
||
" title=\"Cluster signatures — Comportement (K=4, robust z-score)\",\n",
|
||
" figsize=(14, 4)\n",
|
||
")\n",
|
||
"print(\"\\n=== Médianes comportement K=4 ===\")\n",
|
||
"print(prof_behavior.round(3).to_string())\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# Heatmap allocation (descriptif post-clustering)\n",
|
||
"# ============================================================\n",
|
||
"prof_allocation = plot_heatmap(\n",
|
||
" dfc, profile_vars_allocation, \"cluster_k4\",\n",
|
||
" title=\"Cluster signatures — Allocation produits (K=4, descriptif post-clustering)\",\n",
|
||
" figsize=(12, 4)\n",
|
||
")\n",
|
||
"print(\"\\n=== Médianes allocation K=4 ===\")\n",
|
||
"print(prof_allocation.round(3).to_string())\n",
|
||
"\n",
|
||
"# ============================================================\n",
|
||
"# Description géographique post-clustering\n",
|
||
"# ============================================================\n",
|
||
"print(\"\\n=== Distribution par pays (top 10) ===\")\n",
|
||
"geo_country = pd.crosstab(\n",
|
||
" dfc[\"cluster_k4\"],\n",
|
||
" dfc[\"country_grp\"].fillna(\"Unknown\"),\n",
|
||
" normalize=\"index\"\n",
|
||
").round(3) * 100\n",
|
||
"print(geo_country.to_string())\n",
|
||
"\n",
|
||
"print(\"\\n=== Distribution par région ===\")\n",
|
||
"geo_region = pd.crosstab(\n",
|
||
" dfc[\"cluster_k4\"],\n",
|
||
" dfc[\"region_grp\"].fillna(\"Unknown\"),\n",
|
||
" normalize=\"index\"\n",
|
||
").round(3) * 100\n",
|
||
"print(geo_region.to_string())\n",
|
||
"\n",
|
||
"# Visualisation heatmap géographique\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n",
|
||
"\n",
|
||
"sns.heatmap(\n",
|
||
" geo_country,\n",
|
||
" cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
|
||
" ax=axes[0],\n",
|
||
" cbar_kws={\"label\": \"%\"}\n",
|
||
")\n",
|
||
"axes[0].set_title(\"Distribution par pays (% par cluster)\")\n",
|
||
"axes[0].set_xlabel(\"Pays\")\n",
|
||
"axes[0].set_ylabel(\"Cluster\")\n",
|
||
"\n",
|
||
"sns.heatmap(\n",
|
||
" geo_region,\n",
|
||
" cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
|
||
" ax=axes[1],\n",
|
||
" cbar_kws={\"label\": \"%\"}\n",
|
||
")\n",
|
||
"axes[1].set_title(\"Distribution par région (% par cluster)\")\n",
|
||
"axes[1].set_xlabel(\"Région\")\n",
|
||
"axes[1].set_ylabel(\"Cluster\")\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 201,
|
||
"id": "50ecf35e-de7e-44ae-afee-404186c4d42c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" flow_freq gross_flow_to_aum n_isin_total \\\n",
|
||
"flow_freq 1.000 0.043 0.484 \n",
|
||
"gross_flow_to_aum 0.043 1.000 0.087 \n",
|
||
"n_isin_total 0.484 0.087 1.000 \n",
|
||
"avg_holding_months_per_isin 0.074 -0.019 0.027 \n",
|
||
"exit_rate_per_isin -0.066 -0.029 -0.103 \n",
|
||
"flow_direction_balance 0.182 0.007 0.038 \n",
|
||
"log_aum_qty_mean 0.522 -0.047 0.381 \n",
|
||
"months_since_last_tx -0.513 -0.012 -0.229 \n",
|
||
"\n",
|
||
" avg_holding_months_per_isin exit_rate_per_isin \\\n",
|
||
"flow_freq 0.074 -0.066 \n",
|
||
"gross_flow_to_aum -0.019 -0.029 \n",
|
||
"n_isin_total 0.027 -0.103 \n",
|
||
"avg_holding_months_per_isin 1.000 -0.257 \n",
|
||
"exit_rate_per_isin -0.257 1.000 \n",
|
||
"flow_direction_balance -0.163 0.093 \n",
|
||
"log_aum_qty_mean 0.140 0.024 \n",
|
||
"months_since_last_tx -0.306 0.159 \n",
|
||
"\n",
|
||
" flow_direction_balance log_aum_qty_mean \\\n",
|
||
"flow_freq 0.182 0.522 \n",
|
||
"gross_flow_to_aum 0.007 -0.047 \n",
|
||
"n_isin_total 0.038 0.381 \n",
|
||
"avg_holding_months_per_isin -0.163 0.140 \n",
|
||
"exit_rate_per_isin 0.093 0.024 \n",
|
||
"flow_direction_balance 1.000 0.298 \n",
|
||
"log_aum_qty_mean 0.298 1.000 \n",
|
||
"months_since_last_tx -0.119 -0.389 \n",
|
||
"\n",
|
||
" months_since_last_tx \n",
|
||
"flow_freq -0.513 \n",
|
||
"gross_flow_to_aum -0.012 \n",
|
||
"n_isin_total -0.229 \n",
|
||
"avg_holding_months_per_isin -0.306 \n",
|
||
"exit_rate_per_isin 0.159 \n",
|
||
"flow_direction_balance -0.119 \n",
|
||
"log_aum_qty_mean -0.389 \n",
|
||
"months_since_last_tx 1.000 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Test : corrélations entre features\n",
|
||
"corr_matrix = dfc[base_features].corr().round(3)\n",
|
||
"print(corr_matrix)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 202,
|
||
"id": "273392b8-c60c-4b19-ab4e-760616d3c246",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"base_features: 8\n",
|
||
"share_asset: []\n",
|
||
"share_fund: []\n",
|
||
"X columns: 8\n",
|
||
"X_num columns: 8\n",
|
||
"X_cat columns: 20\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"base_features:\", len(base_features))\n",
|
||
"print(\"share_asset:\", [c for c in all_features if c.startswith(\"share_asset_\")])\n",
|
||
"print(\"share_fund:\", [c for c in all_features if c.startswith(\"share_fund_\")])\n",
|
||
"print(\"X columns:\", X.shape[1])\n",
|
||
"print(\"X_num columns:\", X_num.shape[1])\n",
|
||
"print(\"X_cat columns:\", X_cat.shape[1])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 203,
|
||
"id": "d42b5319-c66c-4a7f-aeac-d3044d07f499",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== share_fund_ disponibles ===\n",
|
||
"['share_fund_carmignac_court_terme', 'share_fund_carmignac_emergents', 'share_fund_carmignac_investissement', 'share_fund_carmignac_patrimoine', 'share_fund_carmignac_portfolio_credit', 'share_fund_carmignac_portfolio_flexible_b', 'share_fund_carmignac_portfolio_global_bon', 'share_fund_carmignac_portfolio_patrimoine', 'share_fund_carmignac_portfolio_sécurité', 'share_fund_carmignac_sécurité']\n",
|
||
"\n",
|
||
"=== share_asset_ disponibles ===\n",
|
||
"['share_asset_alternative', 'share_asset_diversified', 'share_asset_equity', 'share_asset_fixed_income', 'share_asset_private_assets']\n",
|
||
"share_fund_carmignac_court_terme: 0.000000\n",
|
||
"share_fund_carmignac_emergents: 0.000001\n",
|
||
"share_fund_carmignac_investissement: 0.000032\n",
|
||
"share_fund_carmignac_patrimoine: 0.011248\n",
|
||
"share_fund_carmignac_portfolio_credit: 0.000000\n",
|
||
"share_fund_carmignac_portfolio_flexible_b: 0.000000\n",
|
||
"share_fund_carmignac_portfolio_global_bon: 0.000000\n",
|
||
"share_fund_carmignac_portfolio_patrimoine: 0.000000\n",
|
||
"share_fund_carmignac_portfolio_sécurité: 0.000000\n",
|
||
"share_fund_carmignac_sécurité: 0.000080\n",
|
||
"share_asset_alternative: 0.000000\n",
|
||
"share_asset_diversified: 0.027594\n",
|
||
"share_asset_equity: 0.009158\n",
|
||
"share_asset_fixed_income: 0.130769\n",
|
||
"share_asset_private_assets: 0.000000\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Identifier les share_fund_ et share_asset_ les plus discriminantes\n",
|
||
"top_share_funds = [c for c in dfc.columns if c.startswith(\"share_fund_\")]\n",
|
||
"top_share_assets = [c for c in dfc.columns if c.startswith(\"share_asset_\")]\n",
|
||
"\n",
|
||
"# Regarder lesquelles varient le plus entre clusters\n",
|
||
"print(\"=== share_fund_ disponibles ===\")\n",
|
||
"print(top_share_funds)\n",
|
||
"print(\"\\n=== share_asset_ disponibles ===\")\n",
|
||
"print(top_share_assets)\n",
|
||
"\n",
|
||
"# Variance inter-cluster pour chaque share variable\n",
|
||
"for col in top_share_funds + top_share_assets:\n",
|
||
" var_inter = dfc.groupby(\"cluster_k4\")[col].median().var()\n",
|
||
" print(f\"{col}: {var_inter:.6f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "7de1a58e-37ec-4d13-9807-5b047ec6ff42",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import subprocess\n",
|
||
"subprocess.run([\"jupyter\", \"nbconvert\", \"--to\", \"html\", \"clustering_clean.ipynb\"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 206,
|
||
"id": "b56a53c8-c1eb-4117-a028-ba9b6c1c45af",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== Types d'assets disponibles ===\n",
|
||
"Product - Asset Type\n",
|
||
"Equity 2023860\n",
|
||
"Diversified 1377424\n",
|
||
"Fixed Income 948728\n",
|
||
"Alternative 214235\n",
|
||
"Private Assets 219\n",
|
||
"Name: count, dtype: int64\n",
|
||
"\n",
|
||
"df_month_asset shape: (1745996, 15)\n",
|
||
"df_client_asset shape: (13328, 20)\n",
|
||
"\n",
|
||
"Comptes par asset type:\n",
|
||
"Product - Asset Type\n",
|
||
"Diversified 4161\n",
|
||
"Fixed Income 3934\n",
|
||
"Equity 3901\n",
|
||
"Alternative 1319\n",
|
||
"Private Assets 13\n",
|
||
"Name: Registrar Account - ID, dtype: int64\n",
|
||
"\n",
|
||
"Asset types retenus (>= 50 comptes) : ['Alternative', 'Diversified', 'Equity', 'Fixed Income']\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"ASSET TYPE : Alternative\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin\n",
|
||
" 2 0.4568 0.9959\n",
|
||
" 3 0.3416 1.1374\n",
|
||
" 4 0.2564 1.3750\n",
|
||
" 5 0.2815 1.2393\n",
|
||
" 6 0.2640 1.3549\n",
|
||
"→ K retenu : 2 (silhouette=0.4568)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_alternative \n",
|
||
"0 311 23.6\n",
|
||
"1 1008 76.4\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Alternative:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
|
||
"cluster_alternative \n",
|
||
"0 0.085 1.037 1.000 0.104 5.777 12.0 0.914 0.086\n",
|
||
"1 0.069 4.729 0.512 -0.072 5.067 66.0 0.000 1.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"ASSET TYPE : Diversified\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin\n",
|
||
" 2 0.6029 0.6519\n",
|
||
" 3 0.5108 0.8195\n",
|
||
" 4 0.4847 0.9830\n",
|
||
" 5 0.4697 0.8759\n",
|
||
" 6 0.3327 1.1264\n",
|
||
"→ K retenu : 2 (silhouette=0.6029)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_diversified \n",
|
||
"0 3368 80.9\n",
|
||
"1 793 19.1\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Diversified:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
|
||
"cluster_diversified \n",
|
||
"0 0.044 3.045 0.625 -0.577 5.064 80.0 0.000 1.000\n",
|
||
"1 0.085 0.218 1.000 -0.682 5.156 12.0 0.907 0.093\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"ASSET TYPE : Equity\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin\n",
|
||
" 2 0.3701 1.3831\n",
|
||
" 3 0.4248 0.9505\n",
|
||
" 4 0.2858 1.3678\n",
|
||
" 5 0.2587 1.4438\n",
|
||
" 6 0.2779 1.3114\n",
|
||
"→ K retenu : 3 (silhouette=0.4248)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_equity \n",
|
||
"0 2384 61.1\n",
|
||
"1 769 19.7\n",
|
||
"2 748 19.2\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Equity:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
|
||
"cluster_equity \n",
|
||
"0 0.025 3.296 0.576 -0.835 3.976 90.0 0.000 1.000\n",
|
||
"1 0.071 0.064 1.056 -0.935 4.554 12.0 0.975 0.025\n",
|
||
"2 0.646 3.610 3.588 -0.099 8.474 0.0 0.154 0.846\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"ASSET TYPE : Fixed Income\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin\n",
|
||
" 2 0.6758 0.5130\n",
|
||
" 3 0.4226 0.8457\n",
|
||
" 4 0.4348 0.9977\n",
|
||
" 5 0.4601 0.9193\n",
|
||
" 6 0.4386 0.9478\n",
|
||
"→ K retenu : 2 (silhouette=0.6758)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_fixed_income \n",
|
||
"0 3142 79.9\n",
|
||
"1 792 20.1\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Fixed Income:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
|
||
"cluster_fixed_income \n",
|
||
"0 0.060 6.231 0.48 0.000 5.142 69.0 0.000 1.000\n",
|
||
"1 0.182 2.224 1.50 0.472 7.279 2.0 0.998 0.002\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"RÉSUMÉ — Clustering par asset type\n",
|
||
"============================================================\n",
|
||
" Alternative : K=2, sil=0.4568, n=1319\n",
|
||
" Diversified : K=2, sil=0.6029, n=4161\n",
|
||
" Equity : K=3, sil=0.4248, n=3901\n",
|
||
" Fixed Income : K=2, sil=0.6758, n=3934\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# CLUSTERING PAR TYPE D'ASSET\n",
|
||
"# ============================================================\n",
|
||
"\n",
|
||
"# ── 0. Vérification des types d'assets disponibles ────────────────────────\n",
|
||
"print(\"=== Types d'assets disponibles ===\")\n",
|
||
"print(df_aum[ASSET_COL].value_counts())\n",
|
||
"\n",
|
||
"# ── 1. Construction du panel par asset type ───────────────────────────────\n",
|
||
"# Pour chaque compte x asset type, on agrège les features comportementales\n",
|
||
"\n",
|
||
"# Merge AUM avec flows pour avoir les flux par asset type\n",
|
||
"df_rel_m_asset = df_rel_m.copy()\n",
|
||
"df_rel_m_asset = df_rel_m_asset.merge(\n",
|
||
" df_aum[[ID_COL, ISIN_COL, \"month\", ASSET_COL]].drop_duplicates(),\n",
|
||
" on=[ID_COL, ISIN_COL, \"month\"],\n",
|
||
" how=\"left\"\n",
|
||
")\n",
|
||
"\n",
|
||
"# Panel mensuel par compte x asset type\n",
|
||
"tmp_asset = df_rel_m_asset.copy()\n",
|
||
"tmp_asset[\"isin_held_flag\"] = (tmp_asset[\"aum_qty\"] > 0).astype(int)\n",
|
||
"tmp_asset[\"isin_active_flag\"] = (tmp_asset[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"\n",
|
||
"df_month_asset = (\n",
|
||
" tmp_asset.dropna(subset=[ASSET_COL])\n",
|
||
" .groupby([ID_COL, ASSET_COL, \"month\"], as_index=False)\n",
|
||
" .agg(\n",
|
||
" aum_qty = (\"aum_qty\", \"sum\"),\n",
|
||
" net_flow_qty = (\"net_flow_qty\", \"sum\"),\n",
|
||
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" sub_qty = (\"sub_qty\", \"sum\"),\n",
|
||
" red_qty = (\"red_qty\", \"sum\"),\n",
|
||
" n_tx = (\"n_tx\", \"sum\"),\n",
|
||
" n_isin_held = (\"isin_held_flag\", \"sum\"),\n",
|
||
" )\n",
|
||
" .sort_values([ID_COL, ASSET_COL, \"month\"])\n",
|
||
" .reset_index(drop=True)\n",
|
||
")\n",
|
||
"\n",
|
||
"df_month_asset[\"active_month\"] = (df_month_asset[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"df_month_asset[\"flow_direction\"] = np.where(\n",
|
||
" df_month_asset[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month_asset[\"net_flow_qty\"] / df_month_asset[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month_asset[\"sub_share\"] = np.where(\n",
|
||
" df_month_asset[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month_asset[\"sub_qty\"] / df_month_asset[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month_asset[\"aum_peak\"] = df_month_asset.groupby(\n",
|
||
" [ID_COL, ASSET_COL]\n",
|
||
")[\"aum_qty\"].cummax()\n",
|
||
"df_month_asset[\"aum_drawdown\"] = np.where(\n",
|
||
" df_month_asset[\"aum_peak\"] > 0,\n",
|
||
" 1 - df_month_asset[\"aum_qty\"] / df_month_asset[\"aum_peak\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"\n",
|
||
"print(\"\\ndf_month_asset shape:\", df_month_asset.shape)\n",
|
||
"\n",
|
||
"# ── 2. Feature engineering par compte x asset type ────────────────────────\n",
|
||
"# months_since_last_tx par asset\n",
|
||
"reference_date = df_month_asset[\"month\"].max()\n",
|
||
"\n",
|
||
"last_active_asset = (\n",
|
||
" df_month_asset[df_month_asset[\"active_month\"] == 1]\n",
|
||
" .groupby([ID_COL, ASSET_COL])[\"month\"]\n",
|
||
" .max()\n",
|
||
" .reset_index(name=\"last_active_month\")\n",
|
||
")\n",
|
||
"last_active_asset[\"months_since_last_tx_asset\"] = (\n",
|
||
" (reference_date.to_period(\"M\") - last_active_asset[\"last_active_month\"].dt.to_period(\"M\"))\n",
|
||
" .apply(lambda x: x.n)\n",
|
||
")\n",
|
||
"\n",
|
||
"df_client_asset = (\n",
|
||
" df_month_asset.groupby([ID_COL, ASSET_COL], as_index=False)\n",
|
||
" .agg(\n",
|
||
" n_months = (\"month\", \"nunique\"),\n",
|
||
" n_active_months = (\"active_month\", \"sum\"),\n",
|
||
" flow_freq = (\"active_month\", \"mean\"),\n",
|
||
" aum_qty_mean = (\"aum_qty\", \"mean\"),\n",
|
||
" aum_qty_max = (\"aum_qty\", \"max\"),\n",
|
||
" aum_qty_last = (\"aum_qty\", \"last\"),\n",
|
||
" gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n",
|
||
" n_tx_total = (\"n_tx\", \"sum\"),\n",
|
||
" avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n",
|
||
" flow_direction_mean = (\"flow_direction\", \"mean\"),\n",
|
||
" sub_share_mean = (\"sub_share\", \"mean\"),\n",
|
||
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
|
||
" )\n",
|
||
")\n",
|
||
"\n",
|
||
"# Merge months_since_last_tx\n",
|
||
"df_client_asset = df_client_asset.merge(\n",
|
||
" last_active_asset[[ID_COL, ASSET_COL, \"months_since_last_tx_asset\"]],\n",
|
||
" on=[ID_COL, ASSET_COL], how=\"left\"\n",
|
||
")\n",
|
||
"max_months = df_client_asset[\"months_since_last_tx_asset\"].max()\n",
|
||
"df_client_asset[\"months_since_last_tx_asset\"] = (\n",
|
||
" df_client_asset[\"months_since_last_tx_asset\"].fillna(max_months + 1)\n",
|
||
")\n",
|
||
"\n",
|
||
"# Ratios protégés\n",
|
||
"df_client_asset[\"gross_flow_to_aum\"] = np.where(\n",
|
||
" df_client_asset[\"aum_qty_mean\"] > 1,\n",
|
||
" df_client_asset[\"gross_flow_qty_sum\"] / df_client_asset[\"aum_qty_mean\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_asset[\"flow_direction_balance\"] = np.where(\n",
|
||
" df_client_asset[\"gross_flow_qty_sum\"] > 0,\n",
|
||
" df_client_asset[\"net_flow_qty_sum\"] / df_client_asset[\"gross_flow_qty_sum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_asset[\"aum_final_to_peak\"] = np.where(\n",
|
||
" df_client_asset[\"aum_qty_max\"] > 0,\n",
|
||
" np.clip(df_client_asset[\"aum_qty_last\"] / df_client_asset[\"aum_qty_max\"], 0, 1),\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_asset[\"log_aum_qty_mean\"] = np.log1p(\n",
|
||
" df_client_asset[\"aum_qty_mean\"].clip(lower=0)\n",
|
||
")\n",
|
||
"\n",
|
||
"# Filtre qualité\n",
|
||
"df_client_asset = df_client_asset[\n",
|
||
" (df_client_asset[\"n_months\"] >= 6) &\n",
|
||
" (df_client_asset[\"aum_qty_mean\"] > 0)\n",
|
||
"].copy()\n",
|
||
"\n",
|
||
"print(\"df_client_asset shape:\", df_client_asset.shape)\n",
|
||
"print(\"\\nComptes par asset type:\")\n",
|
||
"print(df_client_asset.groupby(ASSET_COL)[ID_COL].nunique().sort_values(ascending=False))\n",
|
||
"\n",
|
||
"# ── 3. Sélection des asset types avec suffisamment de comptes ─────────────\n",
|
||
"min_accounts = 50\n",
|
||
"asset_counts = df_client_asset.groupby(ASSET_COL)[ID_COL].nunique()\n",
|
||
"valid_assets = asset_counts[asset_counts >= min_accounts].index.tolist()\n",
|
||
"print(f\"\\nAsset types retenus (>= {min_accounts} comptes) : {valid_assets}\")\n",
|
||
"\n",
|
||
"# ── 4. Features pour le clustering par asset ──────────────────────────────\n",
|
||
"asset_features = [\n",
|
||
" \"flow_freq\",\n",
|
||
" \"gross_flow_to_aum\",\n",
|
||
" \"avg_n_isin_held\",\n",
|
||
" \"flow_direction_balance\",\n",
|
||
" \"log_aum_qty_mean\",\n",
|
||
" \"months_since_last_tx_asset\",\n",
|
||
" \"aum_final_to_peak\",\n",
|
||
" \"aum_drawdown_last\",\n",
|
||
"]\n",
|
||
"\n",
|
||
"# ── 5. Clustering par asset type ──────────────────────────────────────────\n",
|
||
"ASSET_RESULTS = {}\n",
|
||
"\n",
|
||
"for asset in valid_assets:\n",
|
||
" print(f\"\\n{'='*60}\")\n",
|
||
" print(f\"ASSET TYPE : {asset}\")\n",
|
||
" print(f\"{'='*60}\")\n",
|
||
"\n",
|
||
" df_a = df_client_asset[df_client_asset[ASSET_COL] == asset].copy()\n",
|
||
" feats = [c for c in asset_features if c in df_a.columns]\n",
|
||
"\n",
|
||
" # Preprocessing\n",
|
||
" d = df_a.copy()\n",
|
||
" d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n",
|
||
"\n",
|
||
" for col in [\"avg_n_isin_held\", \"months_since_last_tx_asset\",\n",
|
||
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" med = np.nanmedian(vals)\n",
|
||
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
|
||
" if mad > 0:\n",
|
||
" d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n",
|
||
" else:\n",
|
||
" d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
|
||
"\n",
|
||
" for col in [\"gross_flow_to_aum\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n",
|
||
"\n",
|
||
" for col in [\"flow_freq\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" d[col] = np.log1p(np.clip(vals, 0, None))\n",
|
||
"\n",
|
||
" X_a = d[feats].fillna(d[feats].median()).to_numpy()\n",
|
||
" X_a_scaled = RobustScaler().fit_transform(X_a)\n",
|
||
"\n",
|
||
" # K-selection\n",
|
||
" best_k = 2\n",
|
||
" best_sil = -1\n",
|
||
" rows_k = []\n",
|
||
" max_k = min(6, len(df_a) // 50) # K max raisonnable selon taille\n",
|
||
"\n",
|
||
" for k in range(2, max_k + 1):\n",
|
||
" km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n",
|
||
" labels = km.fit_predict(X_a_scaled)\n",
|
||
" sil = silhouette_score(X_a_scaled, labels)\n",
|
||
" db = davies_bouldin_score(X_a_scaled, labels)\n",
|
||
" rows_k.append({\"k\": k, \"silhouette\": round(sil, 4), \"davies_bouldin\": round(db, 4)})\n",
|
||
" if sil > best_sil:\n",
|
||
" best_sil = sil\n",
|
||
" best_k = k\n",
|
||
"\n",
|
||
" df_k = pd.DataFrame(rows_k)\n",
|
||
" print(df_k.to_string(index=False))\n",
|
||
" print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n",
|
||
"\n",
|
||
" # Clustering final\n",
|
||
" km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n",
|
||
" df_a[f\"cluster_{asset.lower().replace(' ','_')}\"] = km_final.fit_predict(X_a_scaled)\n",
|
||
" cluster_col = f\"cluster_{asset.lower().replace(' ','_')}\"\n",
|
||
"\n",
|
||
" # Tailles\n",
|
||
" counts = df_a[cluster_col].value_counts().sort_index()\n",
|
||
" props = counts / counts.sum() * 100\n",
|
||
" print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n",
|
||
"\n",
|
||
" # Heatmap comportement\n",
|
||
" profile_vars_asset = [c for c in asset_features if c in df_a.columns]\n",
|
||
" prof = plot_heatmap(\n",
|
||
" df_a, profile_vars_asset, cluster_col,\n",
|
||
" title=f\"Cluster signatures — {asset} (K={best_k}, robust z-score)\",\n",
|
||
" figsize=(14, 4)\n",
|
||
" )\n",
|
||
" print(f\"\\nMédianes — {asset}:\")\n",
|
||
" print(prof.round(3).to_string())\n",
|
||
"\n",
|
||
" ASSET_RESULTS[asset] = {\n",
|
||
" \"df\": df_a,\n",
|
||
" \"cluster_col\": cluster_col,\n",
|
||
" \"k\": best_k,\n",
|
||
" \"silhouette\": best_sil,\n",
|
||
" \"profile\": prof,\n",
|
||
" }\n",
|
||
"\n",
|
||
"# ── 6. Résumé global ──────────────────────────────────────────────────────\n",
|
||
"print(\"\\n\" + \"=\"*60)\n",
|
||
"print(\"RÉSUMÉ — Clustering par asset type\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"for asset, res in ASSET_RESULTS.items():\n",
|
||
" print(f\" {asset:20s} : K={res['k']}, sil={res['silhouette']:.4f}, \"\n",
|
||
" f\"n={len(res['df'])}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 207,
|
||
"id": "78b9b46c-577c-4e00-80ef-07e4aeb807be",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Colonnes disponibles : ['Registrar Account - ID', 'cluster_k4', 'cluster_alternative', 'cluster_diversified', 'cluster_equity', 'cluster_fixed_income']\n",
|
||
"Shape : (7179, 6)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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a7Xv8+HH16dNHL730klq0aKFly5bpjTfe0Jw5c1SzZk1Jt9dO37hxo5588kkFBQXpwoUL+uKLL9SmTRt98803CgwMtLk2k8mk0aNHq2nTpnrvvfc0ZcoUSbcbWIcPH9bChQvl7e39wONcv349xcZUtmzZ/sfefYfXeP9/HH+d7CESWYhEzIg9a48a1aE12uKrRpVWadFW11ep0lK0aKkaRbUoqhQ1itLh9zVaWpvYK2YSI4nIPr8/cNrTJJyQc46cPB/Xda7Lucfnft9JcF75jFsuLjf++Zs4caKmTp2qZs2aqVmzZtq3b5969eqltLQ0i+u9nbJly2rgwIGaNGmSOnfubFrmolatWqpdu7Y+//xzrV69Wt26dTOdk5qaqrVr16p169Zyd3fPse0dO3bIYDBkWYayatWqWrRokerWraukpCStWrVKXbt2lSQtXrxYly9f1vPPP39X9/P++++rcOHC6t+/v44fP64FCxbo7Nmzmjt3rmmplqVLl8rLy0vPPfecvLy8tHXrVk2aNEmJiYl6++23zdq7cuWKXnjhBbVp00Zt27ZVQEBAjteOiopS165d5eLios6dO6tEiRI6deqUfv75Z7322mt3dT//NHnyZE2fPl0dO3ZUtWrVlJiYqL1792rfvn1q1KiROnfurIsXL2rTpk366KOPspw/bNgwLV26VE8++aS6d++u6OhoffPNN9q/f78WLFggV1dX07HHjx/X66+/rs6dO6tTp04qXbp0jnXNnz9f77//vurUqaOePXvqzJkzevnll1W4cOE7BtjNmzfrhRdeUGhoqPr376/k5GTNmzdPXbp00ffff6/Q0FCz41999VWVKFFCr7/+unbu3Km5c+cqPj7e7H4XLFig8uXLq0WLFnJxcdEvv/yiESNGyGg0mn7Obqdy5crasGGDEhMTVahQoTseDwAAYC1kq3vLVj4+PmafcXN7valTp2rixIl69NFH9fTTT+vSpUuaN2+eunbtqmXLlqlw4cKSpO+++07Dhg0zdUqdPn1a/fr1k6+v7x07Nm9n5cqVunbtmjp37iyDwaCZM2dqwIABWr9+vem+LMkghw8fVteuXeXt7a3nn39eLi4u+vbbb9W9e3fNmzcvy8/XyJEjFRgYqAEDBmjXrl369ttv5ePjox07dqh48eJ67bXXtHHjRs2aNUsRERFq37696dzcZI5/Iz+SH8mPAJBLRgD5RkJCgjEiIsL40ksvZdl39epVY1xcnOl1/fp1075JkyYZIyIiTO8PHDhgjIiIMA4ZMsSsjTFjxhgjIiKMW7ZsMW1r3ry5MSIiwrh27VqzOho1amRs3769aVtKSooxIyPDrL3Tp08bq1SpYpw8ebLZtoiICOOSJUvueL8LFy40RkREGJcvX27cuXOnsWLFisZRo0bd8bxb18jptWPHDqPRaDTGxcUZK1eubOzTp48xMzPTdP6ECROMERERxrffftu07d9fw1uWLFlijIiIMJ4+fdq0rVu3bsZu3bqZ3u/evTvHe+7cubOxY8eOZtvWrVtnjIiIMG7duvW29/nGG28Y69atm2X7uXPnjG3atDHd7zPPPGNMTEw0xsfHG+vXr29ctWrVbdvNzq377NChgzE1NdW0fcaMGcaIiAjj+vXrTdv++bN3y7vvvmusXr26MSUlxbStW7duxoiICOOCBQssqqFr167GmjVrGs+cOWO2/Z/fu+y+HxEREcZJkyZlaa958+Zm3+O2bdsa+/Tpc9saRowYke3PwbZt24wRERHGH374wWz7xo0bs2y/9Xdq48aNt72W0Xjj71XdunWNTz31lDEtLc20/fvvvzdGRESY/Zxl93erXbt2xgYNGhgvX75s2nbgwAFjZGSk8a233jJtu/Xz3bdvX7PrDx8+3BgREWE8cOCAaVt2399evXoZW7Zsabbt338PblmxYoUxIiLCuGvXrjvePwAAgLWQre49W93KK//+XG3J9aKjo40VK1Y0Tp061ey8gwcPGitVqmTanpqaamzQoIGxXbt2Zlni22+/zfJ5OCfNmzc3+5x/657q1q1rvHLlimn7+vXrjREREcaff/7ZtM2SDPLSSy8ZK1eubDx16pRp24ULF4w1a9Y0du3a1bTtVlbp1auX2fmdO3c2VqhQwThs2DDTtvT0dGPTpk3N7i83mSM75McbyI83kB8B4M5YthHIRxITEyUp25GB3bt3V4MGDUyvW8sDZOe3336TJD333HNm23v16mW2/5bg4GA99NBDpveFChVS+/bttX//fsXExEi6sc79rWcBZGRk6PLly/Ly8lLp0qW1f//+3N6qJKlz585q3LixRo4cqbfeekthYWEaNGhQrs6fPXt2lle5cuUk3RhVlZaWpm7dupk94PrZZ5+9q3rvRrt27bRr1y6dOnXKtG3FihUqXry46tate9tzr1y5Yra8xi3FihXT0qVLtWzZMq1atUpz586Vt7e3Jk+erNKlS+uxxx7T9u3b1bFjRzVr1kwjR47McUmZf+vcubPZCLguXbrIxcXF7Gfmn2uvJyYm6tKlS6pTp46uX7+uY8eOmXzyJigAAMJ2SURBVLXn5uamJ5988o7XvXTpkrZt26annnpKISEhZvvy6uHkhQsX1uHDh3XixIlcn7tmzRr5+PioUaNGunTpkulVuXJleXl56ffffzc7PjQ0VE2aNLlju3v37tWVK1fUqVMn02xJSXriiSey/d7/08WLF3XgwAF16NBBfn5+pu2RkZFq2LBhlr/nkrKM/Ls1I3Ljxo2mbf/8/iYkJOjSpUuqW7euTp8+rYSEhDve060RxJcvX77jsQAAANZCtrr3bBUZGXnX1/vpp5+UmZmpRx991Ozzc2BgoMLDw02fn/fu3au4uDj95z//MXu2WocOHeTj43MXX4m/PfbYY2afqevUqSPpxsw/ybIMkpGRoU2bNqlVq1YKCwsz7Q8ODtbjjz+uP//80/SzdsvTTz9tlmGqVasmo9FoWu5fkpydnVWlShVTLVLuM8e/kR9vID9mj/wIAFmxbCOQj3h7e0tStmvSv//++7p27ZpiY2P15ptv3radM2fOyMnJSSVLljTbHhQUpMKFC+vMmTNm28PDw7N8wCxVqpSpraCgIGVmZmrOnDmaP3++oqOjzdYn/+cHr9z68MMP1apVK129elULFy7M1UNxw8PDs6zn/k9nz56V9Pe93OLv73/HD5Z55bHHHtOHH36oH374Qf3791dCQoJ++eUX9ezZ06IP9cZ/rYF/i6urqypWrGh6f/ToUc2fP18LFy7UlStX9OKLL6pPnz6qV6+eBg8erGnTpmngwIF3vF54eLjZe29vbwUFBZn9zBw+fFiffvqptm7dmiUo/vvDcdGiRS16wPit0BgREXHHY+/WwIED9dJLL+nhhx9WRESEGjdurHbt2t32lwK3nDx5UgkJCWrQoEG2+//5vAdJWZa7yMmtn9F//111cXFRiRIlLDo3uyU9ypYtq//9739KSkoy+4XRv7+/JUuWlJOTk9kz/f7880999tln2rlzp+lZCLckJCTc8ZcYOf3MAgAA2BLZKm+zVW6vd+LECRmNRrVu3Trbc2/94v/WZ9p/f051dXU166y6G/9e8vFWBoyPj5dkWQa5dOmSrl+/nuNn7szMTJ07d07ly5c3bf93Z86tz8//rsfHx8fs+Ve5zRzZIT/mHfIj+RGA46PzDMhHfHx8FBQUpMOHD2fZd2sd9X9+SLmTvBpxJUnTpk3TxIkT9dRTT+mVV16Rr6+vnJyc9OGHH97Th53ff//dNKrt0KFDqlmzZl6VnCs5fa3+/RDj3PL19VXz5s21YsUK9e/fX2vWrFFqaqratm17x3P9/PxMwe5ORo8erbZt26py5cpatmyZfH199eKLL0qSnn/+eYvDz53Ex8erW7duKlSokAYOHKiSJUvK3d1d+/bt07hx45SZmWl2fG4Ce1779/fugQce0E8//aQNGzZo06ZNWrx4sb7++muNGDFCHTt2vG1bmZmZCggI0Lhx47Ld7+/vb/benvedG//+uT916pR69uypMmXK6L///a+KFy8uV1dX/fbbb/rqq6+yfH+zc+tntkiRIlapGQAAwBJkK+tnq9tdLzMzUwaDQTNmzJCzs3OWcy15Dtu9yu66kvV/WX9rVqGl22/Jbeb4N/LjvSE/3hn5EYCjofMMyGcefPBBfffdd9q9e7eqVat2V22UKFFCmZmZOnnypMqWLWvaHhsbq/j4+Cwjkk6ePCmj0Wj2QejW0gS3jl27dq3q1aunDz/80Ozc+Pj4u/6Qc/HiRY0cOVKNGzeWq6urxo4dq8aNG99xxJSlbo34O3HihNmoxUuXLpmN8JP+XiogPj7e9Gfp79FZt3OnIN2uXTu99NJL2r17t1asWKFKlSqZjUzMSZkyZbRixYo7jtb65ZdftGPHDq1bt07Sja9rcHCwaX9wcLAuXLhwx+tJN34W6tevb3p/7do1xcTEqGnTppKkP/74Q1euXNHkyZP1wAMPmI7LzS8esnPr+3Po0KFcn+vr65slJKamppqWxfknPz8/PfXUU3rqqad07do1devWTZ999pkp/OT0vSxZsqS2bNmiWrVq5WmwufUzeurUKbOve3p6us6cOaMKFSrc8dzjx49n2Xfs2DEVKVIkyy8lTp48afZ34eTJk8rMzDSNdPz555+VmpqqqVOnmo2YvdMSMf8UHR0tJyen2z7kGgAAwBbIVnmXrXJ7vZIlS8poNCo0NPS2nwtvfeY8efKk2SydtLQ0RUdHWzTL525ZkkH8/f3l6emZ42duJyenLDPK7ta9Zg7yo2XIj+RHALiFZ54B+czzzz8vT09PvfPOO4qNjc2y35JRcs2aNZMkff3112bbZ8+ebbb/losXL+qnn34yvU9MTNSyZctUsWJFBQUFSboxau/f1/7xxx8t/lCdnXfffVeZmZkaNWqU3n//fbm4uGjIkCF5NhKwYcOGcnV11bx588za/PfXRfp72YNt27aZtiUlJWnZsmV3vI6np6ck5TjKr2nTpipSpIhmzpypbdu2WTTrTJJq1Kgho9GovXv35nhMamqqxowZo379+ikgIECSFBgYqJMnTyo9PV3SjSU5AgMDLbrmt99+q7S0NNP7BQsWKD093RR+bo2W/OfXMzU1VfPnz7eo/Zz4+/vrgQce0JIlS7J0WN7p5yEsLEzbt28327Zo0aIsIwf/vYa6t7e3SpYsabaef07fy0cffVQZGRmaMmVKluunp6dbPMLz36pUqSI/Pz8tWrTI9P2SbjwX798dvP8WHBysihUratmyZWbXP3TokDZt2pTl77mkLM/zmDdvniSZvr+3Ruf+82uekJCgJUuWWHxP+/btU7ly5e75GRUAAAD3imyVd9kqt9dr3bq1nJ2dNXny5Cw1GI1G02fzKlWqyN/fXwsXLjT7XL506dK7/oxtKUsyiLOzsxo1aqQNGzaYdfjExsZq5cqVql27tgoVKpQn9dxr5iA/Ksu1skN+JD8CwC3MPAPymVKlSmncuHF6/fXX9cgjj+iJJ55QZGSkjEajoqOjtXLlSjk5OalYsWI5thEZGakOHTro22+/VXx8vB544AHt2bNHS5cuVatWrcxGKN265pAhQ7Rnzx4FBARoyZIliouL0+jRo03HPPjgg/r88881ePBg1axZU4cOHdKKFSvueh36JUuW6Ndff9WYMWNM9zJ06FC9+eabmj9/fpYH02Zn//79Wr58eZbtJUuWVM2aNeXv769evXpp+vTpevHFF9WsWTPt379fGzduzDKis1GjRgoJCdGQIUN07NgxOTs7a8mSJSpSpMgdZ5+VLFlShQsX1sKFC+Xt7S0vLy9Vq1bN9LVxdXVVmzZtNG/ePDk7O6tNmzYWfY1q164tPz8/bdmyJce10ufMmSNJ6tGjh2lbs2bN9P777+v1119XzZo1NXXqVLOHU99OWlqaevbsqUcffVTHjx/X/PnzVbt2bbVs2VKSVLNmTfn6+uq///2vunfvLoPBoOXLl+dJKB86dKi6dOmiDh06qHPnzgoNDdWZM2f066+/Zvt9vqVjx4567733NGDAADVs2FBRUVH63//+l+V73KZNG9WtW1eVK1eWn5+f9uzZo7Vr15oeeixJlStXliTTKNpb36+6deuqc+fOmj59ug4cOKBGjRrJ1dVVJ06c0Jo1azRkyBA98sgjub5nNzc3DRgwQB988IGeffZZPfroozpz5oy+//77LOvYZ+ett97SCy+8oM6dO+vpp59WcnKy5s2bJx8fH/Xv3z/L8dHR0erbt6+aNGminTt36ocfftDjjz9uGtF767769u2r//znP7p27Zq+++47BQQEZDsS89/S0tK0bds2denSJddfCwAAgLxGtrI8W+X19UqWLKlXX31V48eP15kzZ9SqVSt5e3srOjpa69evV6dOndS7d2+5urrq1Vdf1bBhw/Tss8/qscceU3R0tL7//vt7fuaZJSzJIK+++qo2b96sZ555Rs8884ycnZ317bffKjU19Y7PzMuNe80c5Efy452QHwHAHJ1nQD7UqlUrrVixQl9++aU2bdqkJUuWyGAwKCQkRM2aNVOXLl3uuHzFyJEjFRoaqqVLl2r9+vUKDAzUiy++mO0HolKlSundd9/VRx99pOPHjys0NFSffPKJmjRpYjqmb9++un79ulasWKHVq1erUqVKmj59usaPH5/r+zt//rxGjx6t5s2bq0OHDqbtbdu21bp16zRu3Dg1bdr0jmFp5cqVWrlyZZbtHTp0MK23/+qrr8rNzU0LFy7U77//rmrVqunLL780red+i6urqyZPnqwRI0Zo4sSJCgoK0rPPPqvChQtr8ODBt63D1dVVY8aM0YQJEzR8+HClp6dr9OjRZvW3a9dO8+bNU4MGDcyWxLgdNzc3PfHEE1qzZo0GDRqUZX9sbKymTJmicePGmT1UOSAgQJMmTdLo0aO1efNmtWjRItvve3aGDRumFStWaNKkSUpLS1ObNm00dOhQ03IURYoU0bRp0zR27Fh9+umnKly4sNq2basGDRqod+/eFl0jJ5GRkVq0aJEmTpyoBQsWKCUlRSEhIXr00Udve16nTp0UHR2txYsX6//+7/9Uu3ZtzZ49Wz179jQ7rnv37vr555+1adMmpaamKiQkRK+++qpZ3a1bt1b37t21atUq/fDDDzIajabOzvfff19VqlTRwoUL9cknn8jZ2VklSpRQ27ZtVatWrbu+727dusloNGr27NkaO3asIiMjNXXqVI0cOVLu7u63Pbdhw4aaOXOmJk2apEmTJsnFxUUPPPCA3nzzzWz//nz66aeaOHGixo8fLxcXF3Xr1k1vvfWWaX+ZMmU0adIkffrppxo7dqwCAwPVpUsX+fv765133rnjvWzZskVXrlwx+3sNAABgT2Qry7KVNa7Xp08flSpVSl999ZU+//xzSVKxYsXUqFEjtWjRwnRu586dlZGRoVmzZumjjz5SRESEpk6dqokTJ+ZJzbdjSQYpX768vvnmG40fP17Tp0+X0WhUtWrV9PHHH5uen5dX7iVzkB/Jj+RHAMgdg9HaT0IFgHyoRYsWqlu3rsaMGWOT60VFRaldu3YaO3as2rdvb/F5p0+f1qOPPqoZM2bkOHowL3z//fcaPHiwFi9erKpVq1rtOrBMZmamGjRooIceekgjR460dzkWe+mll2QwGEy/HAEAAABgO+THgon8CAB3h2eeAcB9YNGiRfLy8lLr1q1zdV5YWJieeuopffHFF1aqDPaWkpKSZdmSZcuW6cqVK6pbt66dqsq9o0eP6tdff9Urr7xi71IAAACAAon86PjIjwCQd1i2EQDs6Oeff9aRI0e0aNEide3aVV5eXrluY8SIEVaoDPeLnTt3avTo0XrkkUfk5+en/fv3a/HixYqIiLirdfDtpWzZstq/f7+9ywAAAAAKNPKjYyM/AkDeofMMAOxo5MiRio2NVdOmTTVgwAB7l4P7UIkSJVSsWDHNnTtXV69ela+vr9q1a6c33njD7FkEAAAAAICCjfwIAHmHZ54BAAAAsLtt27Zp1qxZ2rt3r2JiYvT555+rVatWpv1Go1GTJk3Sd999p/j4eNWqVUvDhw9XqVKlTMdcuXJFH3zwgX755Rc5OTmpdevWGjJkiLy9ve1wRwAAAADg+Bw1y/HMMwAAAAB2l5SUpAoVKui9997Ldv+MGTM0d+5cDR8+XIsWLZKnp6d69+6tlJQU0zFvvPGGjhw5otmzZ2vatGnavn27hg0bZqtbAAAAAIACx1GzHDPPAAAAANxXKlSoYDZa0Wg0qkmTJnruuefUu3dvSVJCQoIaNmyoMWPGqE2bNjp69Kgee+wxLV68WFWrVpUkbdy4UX369NFvv/2mokWL2u1+AAAAAKAgcKQsx8wzAAAAAFaRmpqqxMREs1dqamqu24mOjlZMTIwaNmxo2ubj46Pq1atrx44dkqQdO3aocOHCprAlSQ0bNpSTk5N279597zcDAAAAAAUEWU5ysduVrajasPX2LgG4rSnda9u7BOC2qoX52rsEIEduLoz9wf3NI598wvas2d/q1/ioVwVNnjzZbFv//v01YMCAXLUTExMjSQoICDDbHhAQoNjYWElSbGys/P39zfa7uLjI19fXdD7yh293nLF3CUCBNWvzaXuXABRoi3o9YO8SgALNz9PZ3iVYhCxnG/kk2gMAAADIb1588UU999xzZtvc3NzsVA0AAAAAwBJkOTrPAAAAgILJYP1ZnG5ubnkSsIKCgiRJcXFxCg4ONm2Pi4tTZGSkJCkwMFCXLl0yOy89PV1Xr141nQ8AAAAA+R5ZziZY9wgAAADAfS00NFRBQUHasmWLaVtiYqJ27dqlmjVrSpJq1qyp+Ph47d2713TM1q1blZmZqWrVqtm8ZgAAAAAo6PJzlmPmGQAAAFAQGQz2rsDMtWvXdOrUKdP76OhoHThwQL6+vgoJCVGPHj00depUhYeHKzQ0VBMnTlRwcLBatWolSSpbtqyaNGmid999VyNGjFBaWpo++OADtWnTRkWLFrXXbQEAAABA3iLL2QSdZwAAAADsbu/everRo4fp/ejRoyVJHTp00JgxY/TCCy/o+vXrGjZsmOLj41W7dm3NnDlT7u7upnPGjRunDz74QM8++6ycnJzUunVrDR061Ob3AgAAAAAFhaNmOYPRaDTatQIrqDZsvb1LAG5rSvfa9i4BuK1qYb72LgHIkZsLq07j/uaRT4anedZ5zerXuL79E6tfA47n2x1n7F0CUGDN2nza3iUABdqiXg/YuwSgQPPzdLZ3CRYhy9kGv30CAAAAAAAAAAAAbson42IBAAAA5Kn7bJ18AAAAAIAFyHI2QecZAAAAUBAZWIQCAAAAAPIdspxN8FUGAAAAAAAAAAAAbmLmGQAAAFAQsdQHAAAAAOQ/ZDmbYOYZAAAAAAAAAAAAcBMzzwAAAICCiHXyAQAAACD/IcvZBF9lAAAAAAAAAAAA4CZmngEAAAAFEevkAwAAAED+Q5azCWaeAQAAAAAAAAAAADcx8wwAAAAoiFgnHwAAAADyH7KcTfBVBgAAAAAAAAAAAG5i5hkAAABQELFOPgAAAADkP2Q5m2DmGQAAAAAAAAAAAHATM88AAACAgoh18gEAAAAg/yHL2QRfZQAAAAAAAAAAAOAmZp4BAAAABRHr5AMAAABA/kOWswlmngEAAAAAAAAAAAA3MfMMAAAAKIhYJx8AAAAA8h+ynE3wVQYAAAAAAAAAAABuYuYZAAAAUBAxWhEAAAAA8h+ynE3wVQYAAAAAAAAAAABuYuYZAAAAUBA5GexdAQAAAAAgt8hyNmH3zrOYmBjt2rVLsbGxkqTAwEBVr15dQUFBdq4MAAAAAJATshwAAAAAR2W3zrOkpCQNGzZMq1evlsFgkK+vryTp6tWrMhqNatOmjd5//315enraq0QAAADAcbFOPu4SWQ4AAACwI7KcTdjtqzxq1Cjt2bNH06dP1+7du7V582Zt3rxZu3fv1hdffKHdu3dr1KhR9ioPAAAAAJANshwAAAAAR2e3zrN169Zp9OjRatKkiZydnU3bnZ2d1bhxY3344Ydau3atvcoDAAAAHJvBYP0XHBJZDgAAALAjspxN2K3zLDMzU66urjnud3V1VWZmpg0rAgAAAADcCVkOAAAAgKOzW+fZgw8+qGHDhmn//v1Z9u3fv1/Dhw9X8+bN7VAZAAAAUAAYnKz/gkMiywEAAAB2RJazCRd7XXjYsGF6/fXX9eSTT8rX11f+/v6SpEuXLik+Pl6NGzfWsGHD7FUeAAAAACAbZDkAAAAAjs5unWe+vr6aOXOmjh49qp07dyo2NlaSFBgYqBo1aqhs2bL2Kg0AAABwfKxjj7tElgMAAADsiCxnE3brPLulbNmyhCsAAADA1liKA/eILAcAAADYAVnOJuz2Vd67d6+6d++uxMTELPsSEhLUvXt3RUVF2aEyAAAAAEBOyHIAAAAAHJ3dOs9mz56t+vXrq1ChQln2+fj4qFGjRpo5c6YdKgMAAAAKAIPB+i84JLIcAAAAYEdkOZuwW+fZrl271LJlyxz3N2/eXDt27LBhRQAAAACAOyHLAQAAAHB0dnvm2YULF+Tt7Z3jfi8vL8XExNiwIgAAAKAAYZ183CWyHAAAAGBHZDmbsNtX2d/fX8ePH89x/7Fjx1SkSBEbVgQAAAAAuBOyHAAAAABHZ7fOs4YNG2ratGnZ7jMajZo2bZoaNmxo46oAAACAAoJ18nGXyHIAAACAHZHlbMJunWf9+vXToUOH1LFjR61evVpRUVGKiorS6tWr1bFjRx0+fFh9+/a1V3kAAAAAgGyQ5QAAAAA4Ors986xkyZKaPXu2Bg8erEGDBslwszfTaDSqXLly+vLLLxUeHm6v8gAAAADHxjr5uEtkOQAAAMCOyHI2YbfOM0mqWrWqVq5cqQMHDujEiRMyGo0qXbq0KlasaM+yAAAAAAC3QZYDAAAA4Mjs2nl2S8WKFQlZAAAAgC2xjj3yAFkOAAAAsDGynE0wvw8AAAAAAAAAAAC46b6YeQYAAADAxlgnHwAAAADyH7KcTfBVBgAAAAAAAAAAAG5i5hkAAABQEDFaEQAAAADyH7KcTdil8ywqKsriYyMjI61YCQAAAADAUmQ5AAAAAAWBXTrP2rdvL4PBIKPRmO3+W/sMBoMOHDhg4+oAAACAAsBgsHcFyIfIcgAAAICdkeVswi6dZxs2bLDHZQEAAAAA94AsBwAAAKAgsEvnWYkSJexxWQAAAAC3sE4+7gJZDgAAALAzspxN2KXzLDtHjhzR2bNnlZaWZra9ZcuWdqrI8fz4WiOVKOKZZfvC30/rw1UH5ebipDceLq9HqhaVm7OTNh+5pJEro3TpWupt2y0d6KXXWpdX7VJF5OJk0NGYRA1auFvnr6ZY61bgoFYt+lp/bflV56JPys3NXWUrVlXHni+rWGi46ZiP/ttPB/fuMDuv2SMd1KP/2zm2e/VynBZ/9bn27fhD168lKKJyTT3z4iAVLVHSaveCgmHxogVasmihzp09I0kqU7acer/4kho1bprt8UuXLNLqFT/o6JHDkqTISpX08oDXVLlqNZvVjIJp4fxv9PXsWYqNjVFEhUj99513VbVa9j93S75bpBU/LNORmz+nlSpV1oBXBuV4PACQ5RzTH+uWa9v6FboSc16SFBRaSg8+2V0RNeuZHWc0GjV3zGAd2fWHurz+vio+0DjHNr+fMlY7N64121au+gPqMXhs3t8AkM8FeLvq+QYl9UC4n9xdnHX2arLGbTiqwzHXJEmNyhTR45WLqnywtwp7uKrvt7t1LDbptm0+FBmkN1uWNduWmp6px6f/YbX7ABzV11/O0JRJn6jzM9016K3BOR63Yd0aTZ/ymc6dPaOwkuF6+ZVBatSkmQ0rBXC37N55dvr0ab388ss6dOiQ2dr5hpvrdrJOft55ZvofcnL6ez3UcsGFNKNnLa3bd1GS9NYjEWoSEag3vt2jhOR0vfN4BX3SpZqenbk9xzZDi3jq6+fraOlfZzXl52NKTElXuWBvpaZnWv1+4HgO7d2h5m2eUunylZSZkaElc6Zq/LuvaOTUBXL3+Lvjt+nD7dS+Wx/Tezd3jxzbNBqNmjzybTm7uGjA0I/k6eWtdcsWaNzQgVnaBXIrOLiY+r8ySGElw2U0GrVqxXK98Up/zft2icqWK5/l+D+3b1PrRx9Tteo15e7urq+/nKn+/Z7Xt0tWKLhoUTvcAQqCNT+u1riPRmvoeyNUtWp1fTP3a/V7sbeWr1yjgICALMdv3/a7Hn2sjarXqCV3dzd9OWum+vXppSXLV6koP6eOhXXycY/Ico6tcECQHuryvAKKhcpoNGrnxnVaMO5d9RszXcFhpU3HbVm9OFf/nJSrXlcd+r1leu/i4pqXZQMOoZC7sz55sop2nbmqISuidPV6ukr4eSgxJd10jIeLs/aeS9BvR+I0qEXZ27Rm7lpKunrN32V6n8MjLAHcxv69e7R08SKVi6hw2+N279yhdwe/qX4DXlXjpg9q7Y+r9NZrAzRnYfa/MwAsRpazCbvP7xs1apRCQ0O1efNmeXh4aNWqVZo3b56qVKmiuXPn2rs8h3I5KU1xiammV7MKgToVl6TtJy6rkLuzOtQK0bg1h/TH8cs6cC5B7y7dr5ol/VQttHCObQ5oVVb/dyhOn6w7oqjzCYq+fF2/HozVpWtpOZ4D5OS19z9V41aPq0R4GYWVKa/er72rSzHndeJIlNlxbu4e8i0SYHp5ennn2OaFs6d17OBedX/pLZWOqKRioeHq9tJbSktN0e+/rbP2LcHBNX2wuRo1aaaS4aUUXqq0Xhrwqry8vLR3965sjx85+mN17PyMKkRWVKnSZTR0+AcyZmZq2x9bbFw5CpK5X8/Wk093UvsOT6lsuXIa+t4IeXh4aNn3S7I9fvRH49W5S1dFVqyo0mXKavj7I5WZmak/tvJzCsAcWc6xRdZuqIia9RVQPFSBIWFq9Z/ecvPw1OnDf3eKnjtxRJtXfaf2fd+6TUvmXFxd5ePnb3p5FvKxRvlAvtapZohiElM0/udjOnjxms4npOjP01d1Lv7vFX42HIrVN9vPaEd0fK7aNurG74duva5c5/c3QG4kJV3TsHfe0jvDRqiwT86/M5Wkb+fPVf2GjdW9Z2+VLlNWfV8eqAoVK+m7hd/YqFoA98LunWc7duzQwIED5e/vLycnJxkMBtWpU0eDBg3SyJEj7V2ew3JxNqhNtWJatuOsJKlSSGG5ujhp67FLpmNOxCbp7JXrqhbml20bBoPUNCJQJ+OSNLVHTf36VlN90+cBNY8MssUtoABIupYoSfIuZP5hZOuva/XKMw/r3Zee0ZKvpiglOTnHNtLTbiw76urmZtrm5OQkF1dXHd6ffQcHcDcyMjK07sdVun49SVWr17DonOTkZKWnp6twYV/rFocCKy01VQf271P9Bg1N25ycnFS/fkPt3rXjNmf+LTn5+o2fU19+Th2Owcn6Lzg0slzBkZmZoT2bf1ZqSrLCIipJklJTkrX4s1Fq0+sV+fj5W9zWif07NbbPk5r4Wg+tmPmJkhKuWqtsIN9qULqIDl+8pqEPl9ei52prSqeqerRScJ607enqrLk9auqbHjU1/LEIhfuzGguQGx9/OFKNmjRT3foN73jsnt079UC9Bmbb6jdopD05DLgFLEaWswm7L9uYmZkpb+8bs0aKFCmiixcvqkyZMipRooSOHz9u5+ocV4vIIPl4uGj5zc6zwEJuSk3PVEJyutlxcYmpCizkll0T8vd2k7e7i3o3KaXPNhzVp+sOq1H5AH3yn2rq/dWf+vPEFWvfBhxYZmamFs74VOUqVVNoqb+XoKj34MMKCComv4BARR8/osVffa7zZ07q5SHZPyehWGgp+QcV05Kvp6pH/7fl7u6pdcsX6HLsRV29FGer24EDO3L4kHp176LU1BR5ennp408+U5my5Sw697NPxykwKNiiD93A3bh85bIyMjKyLM8YEBCg48ePWdTGp+PHKSg42KwDDgAkslxBcOHUMc14t7/S01Ll5uGpLq+PUHBoKUnSmjlTFBZRWRXrNLK4vfI1HlCluo1VJLi4Ll04q/ULZ2numP/qhQ8my8nJ2Up3AeQ/xQt76PEqHlqy65wW/HlGFYIL6aUmpZSekamfDsbedbvRl69r/M9HdSwuSd5uzupYI0SfPllZLyzYrdg7PO8egLRuzWodjNqv2d8ssuj4uNhY+f8ri/kHBCou9u7/HgOwHbt3npUvX14HDx5UWFiYqlevrpkzZ8rV1VWLFi1SWFiYvctzWB1ql9CmI3GKSbj7D0e3Hp/2S1SM5m05JUk6eD5RNcL81KlOKJ1nuCffTP1YZ04e1X8/+sJse7NH2pv+HFqqnHz9AzVuSH9dPBet4OKhWdpxcXHRy0PG6KuJozTwP63l5OSsSjUeUNXaDWQUi7vj3oWXKqVvFn2vxMREbfhprYa/O1jTZ825YwfaV7Nm6Kc1P2rarK/l7u5uo2qB3Jk14wut+XG1Zn01h59TR8Q6+bhHZDnHFxASpn5jZygl6Zr2/f6bvp8yVr3e+0SXzp/RsX071G/MF3du5B+qNmxh+nPRkmVUtGQZffpKNx3ft0tlq9bK6/KBfMtgkA5dvKbZW09Lko7GJqlUgKfaVCl6T51nBy4k6sCFRNP7/ecPaeYz1dWmcrC+/iP6nusGHNmF8+c04aPR+mzaTLIR7I8sZxN27zzr16+frl+/LkkaOHCgXnzxRXXt2lV+fn765JNP7FydYyru66H6Zfz12sLdpm2xialyc3GSj4eL2eyzgEJuik3MvoPtclKa0jIydTTmmtn2YzHXVDPczyq1o2D4Zuo47dq2SW+PmSb/wNsvTVGmQmVJ0sWz2XeeSVKpcpEa/tlcJV1LVEZ6mnx8i2jkoF4qVb5inteOgsfV1U1hJcMlSRUrVdb+fXu08Ju5emfYiBzPmfv1l/p69gx9Pv1Llb/DA4a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|
||
"text/plain": [
|
||
"<Figure size 1800x1200 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"============================================================\n",
|
||
"Global x Alternative\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"% par cluster global (chaque ligne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 91.1 1.1 7.8\n",
|
||
"Global C1 48.7 10.7 40.5\n",
|
||
"Global C2 86.5 6.2 7.3\n",
|
||
"Global C3 93.2 0.9 5.9\n",
|
||
"\n",
|
||
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 41.0 11.0 23.5\n",
|
||
"Global C1 9.5 47.9 52.7\n",
|
||
"Global C2 21.2 34.6 12.0\n",
|
||
"Global C3 28.2 6.5 11.8\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"Global x Diversified\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"% par cluster global (chaque ligne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 64.2 33.9 1.8\n",
|
||
"Global C1 21.1 61.7 17.2\n",
|
||
"Global C2 31.6 40.4 27.9\n",
|
||
"Global C3 40.9 54.0 5.1\n",
|
||
"\n",
|
||
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 54.4 28.5 6.6\n",
|
||
"Global C1 7.8 22.5 26.7\n",
|
||
"Global C2 14.6 18.5 54.4\n",
|
||
"Global C3 23.3 30.5 12.3\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"Global x Equity\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"% par cluster global (chaque ligne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1 Asset C2\n",
|
||
"Global C0 70.6 25.9 3.2 0.2\n",
|
||
"Global C1 18.7 23.1 9.7 48.6\n",
|
||
"Global C2 37.4 32.8 29.5 0.3\n",
|
||
"Global C3 44.2 49.1 6.8 0.0\n",
|
||
"\n",
|
||
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1 Asset C2\n",
|
||
"Global C0 54.8 29.9 11.6 0.9\n",
|
||
"Global C1 6.3 11.5 15.0 98.3\n",
|
||
"Global C2 15.8 20.6 57.2 0.9\n",
|
||
"Global C3 23.1 38.0 16.2 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"Global x Fixed Income\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"% par cluster global (chaque ligne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 34.5 61.5 4.0\n",
|
||
"Global C1 19.3 52.9 27.9\n",
|
||
"Global C2 65.4 21.2 13.3\n",
|
||
"Global C3 72.0 24.1 3.9\n",
|
||
"\n",
|
||
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
||
" Non exposé Asset C0 Asset C1\n",
|
||
"Global C0 27.2 54.8 15.5\n",
|
||
"Global C1 6.6 20.4 46.4\n",
|
||
"Global C2 28.1 10.3 28.0\n",
|
||
"Global C3 38.2 14.4 10.1\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"Adjusted Rand Index — cohérence global x asset\n",
|
||
"============================================================\n",
|
||
"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\n",
|
||
"\n",
|
||
" Alternative : ARI=0.0278 (n=1166 comptes communs)\n",
|
||
" Diversified : ARI=0.0347 (n=3980 comptes communs)\n",
|
||
" Equity : ARI=0.1587 (n=3691 comptes communs)\n",
|
||
" Fixed Income : ARI=0.1106 (n=3743 comptes communs)\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"Exposition multi-asset par cluster global\n",
|
||
"============================================================\n",
|
||
"\n",
|
||
"Nombre moyen d'asset types par cluster global :\n",
|
||
"cluster_k4\n",
|
||
"0 1.40\n",
|
||
"1 2.92\n",
|
||
"2 1.79\n",
|
||
"3 1.50\n",
|
||
"Name: n_asset_types, dtype: float64\n",
|
||
"\n",
|
||
"Distribution du nombre d'asset types par cluster global :\n",
|
||
" 0 asset(s) 1 asset(s) 2 asset(s) 3 asset(s) 4 asset(s)\n",
|
||
"Global C0 0.4 73.9 14.8 7.3 3.5\n",
|
||
"Global C1 0.8 17.5 13.6 25.0 43.1\n",
|
||
"Global C2 0.0 49.2 29.3 14.8 6.7\n",
|
||
"Global C3 0.0 64.7 23.3 9.6 2.4\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# CROISEMENT — clustering global x clustering par asset type\n",
|
||
"# ============================================================\n",
|
||
"\n",
|
||
"# ── 1. Merge des labels asset dans dfc ────────────────────────────────────\n",
|
||
"dfc_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n",
|
||
"\n",
|
||
"for asset, res in ASSET_RESULTS.items():\n",
|
||
" cluster_col = res[\"cluster_col\"]\n",
|
||
" df_a = res[\"df\"][[ID_COL, cluster_col]].copy()\n",
|
||
" dfc_cross = dfc_cross.merge(df_a, on=ID_COL, how=\"left\")\n",
|
||
"\n",
|
||
"print(\"Colonnes disponibles :\", dfc_cross.columns.tolist())\n",
|
||
"print(\"Shape :\", dfc_cross.shape)\n",
|
||
"\n",
|
||
"# ── 2. Tables de contingence global x asset ───────────────────────────────\n",
|
||
"fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n",
|
||
"axes = axes.flatten()\n",
|
||
"\n",
|
||
"for i, (asset, res) in enumerate(ASSET_RESULTS.items()):\n",
|
||
" cluster_col = res[\"cluster_col\"]\n",
|
||
"\n",
|
||
" if cluster_col not in dfc_cross.columns:\n",
|
||
" continue\n",
|
||
"\n",
|
||
" # Table de contingence normalisée par ligne (% par cluster global)\n",
|
||
" ct = pd.crosstab(\n",
|
||
" dfc_cross[\"cluster_k4\"],\n",
|
||
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
||
" normalize=\"index\"\n",
|
||
" ).round(3) * 100\n",
|
||
"\n",
|
||
" # Renommer les colonnes\n",
|
||
" col_names = {\n",
|
||
" c: f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
||
" for c in ct.columns\n",
|
||
" }\n",
|
||
" ct = ct.rename(columns=col_names)\n",
|
||
" ct.index = [f\"Global C{i}\" for i in ct.index]\n",
|
||
"\n",
|
||
" sns.heatmap(\n",
|
||
" ct,\n",
|
||
" cmap=\"Blues\",\n",
|
||
" annot=True,\n",
|
||
" fmt=\".1f\",\n",
|
||
" ax=axes[i],\n",
|
||
" cbar_kws={\"label\": \"%\"},\n",
|
||
" vmin=0,\n",
|
||
" vmax=100,\n",
|
||
" )\n",
|
||
" axes[i].set_title(f\"Global x {asset} (% par cluster global)\")\n",
|
||
" axes[i].set_xlabel(f\"Cluster {asset}\")\n",
|
||
" axes[i].set_ylabel(\"Cluster Global\")\n",
|
||
"\n",
|
||
"plt.suptitle(\"Croisement Clustering Global x Clustering par Asset Type\",\n",
|
||
" fontsize=14, y=1.02)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# ── 3. Tables de contingence détaillées ───────────────────────────────────\n",
|
||
"for asset, res in ASSET_RESULTS.items():\n",
|
||
" cluster_col = res[\"cluster_col\"]\n",
|
||
" if cluster_col not in dfc_cross.columns:\n",
|
||
" continue\n",
|
||
"\n",
|
||
" print(f\"\\n{'='*60}\")\n",
|
||
" print(f\"Global x {asset}\")\n",
|
||
" print(f\"{'='*60}\")\n",
|
||
"\n",
|
||
" # % par cluster global\n",
|
||
" ct_row = pd.crosstab(\n",
|
||
" dfc_cross[\"cluster_k4\"],\n",
|
||
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
||
" normalize=\"index\"\n",
|
||
" ).round(3) * 100\n",
|
||
" ct_row.index = [f\"Global C{i}\" for i in ct_row.index]\n",
|
||
" ct_row.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
||
" for c in ct_row.columns]\n",
|
||
" print(\"\\n% par cluster global (chaque ligne somme à 100%) :\")\n",
|
||
" print(ct_row.to_string())\n",
|
||
"\n",
|
||
" # % par cluster asset\n",
|
||
" ct_col = pd.crosstab(\n",
|
||
" dfc_cross[\"cluster_k4\"],\n",
|
||
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
||
" normalize=\"columns\"\n",
|
||
" ).round(3) * 100\n",
|
||
" ct_col.index = [f\"Global C{i}\" for i in ct_col.index]\n",
|
||
" ct_col.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
||
" for c in ct_col.columns]\n",
|
||
" print(\"\\n% par cluster asset (chaque colonne somme à 100%) :\")\n",
|
||
" print(ct_col.to_string())\n",
|
||
"\n",
|
||
"# ── 4. Indice de Rand Ajusté — mesure de cohérence ────────────────────────\n",
|
||
"from sklearn.metrics import adjusted_rand_score\n",
|
||
"\n",
|
||
"print(\"\\n\" + \"=\"*60)\n",
|
||
"print(\"Adjusted Rand Index — cohérence global x asset\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"print(\"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\\n\")\n",
|
||
"\n",
|
||
"for asset, res in ASSET_RESULTS.items():\n",
|
||
" cluster_col = res[\"cluster_col\"]\n",
|
||
" if cluster_col not in dfc_cross.columns:\n",
|
||
" continue\n",
|
||
"\n",
|
||
" # Garder seulement les comptes présents dans les deux clusterings\n",
|
||
" mask = dfc_cross[cluster_col].notna()\n",
|
||
" labels_global = dfc_cross.loc[mask, \"cluster_k4\"].values\n",
|
||
" labels_asset = dfc_cross.loc[mask, cluster_col].values\n",
|
||
"\n",
|
||
" ari = adjusted_rand_score(labels_global, labels_asset)\n",
|
||
" n_common = mask.sum()\n",
|
||
" print(f\" {asset:20s} : ARI={ari:.4f} (n={n_common} comptes communs)\")\n",
|
||
"\n",
|
||
"# ── 5. Profil des comptes présents dans plusieurs asset types ─────────────\n",
|
||
"print(\"\\n\" + \"=\"*60)\n",
|
||
"print(\"Exposition multi-asset par cluster global\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"\n",
|
||
"# Compter le nombre d'asset types par compte\n",
|
||
"asset_cols = [res[\"cluster_col\"] for res in ASSET_RESULTS.values()\n",
|
||
" if res[\"cluster_col\"] in dfc_cross.columns]\n",
|
||
"dfc_cross[\"n_asset_types\"] = dfc_cross[asset_cols].notna().sum(axis=1)\n",
|
||
"\n",
|
||
"print(\"\\nNombre moyen d'asset types par cluster global :\")\n",
|
||
"print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n",
|
||
"\n",
|
||
"print(\"\\nDistribution du nombre d'asset types par cluster global :\")\n",
|
||
"ct_multi = pd.crosstab(\n",
|
||
" dfc_cross[\"cluster_k4\"],\n",
|
||
" dfc_cross[\"n_asset_types\"],\n",
|
||
" normalize=\"index\"\n",
|
||
").round(3) * 100\n",
|
||
"ct_multi.index = [f\"Global C{i}\" for i in ct_multi.index]\n",
|
||
"ct_multi.columns = [f\"{c} asset(s)\" for c in ct_multi.columns]\n",
|
||
"print(ct_multi.to_string())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 208,
|
||
"id": "b78c0c1c-86ff-4b65-b592-57caf37c15a5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== Fonds disponibles (top 20 par AUM) ===\n",
|
||
"Product - Fund\n",
|
||
"Carmignac Patrimoine 1.838372e+12\n",
|
||
"Carmignac Sécurité 1.053010e+12\n",
|
||
"Carmignac Investissement 5.300035e+11\n",
|
||
"Carmignac Portfolio Sécurité 2.562135e+11\n",
|
||
"Carmignac Portfolio Flexible Bond 2.223185e+11\n",
|
||
"Carmignac Portfolio Patrimoine 2.035761e+11\n",
|
||
"Carmignac Emergents 1.218833e+11\n",
|
||
"Carmignac Portfolio Global Bond 1.119945e+11\n",
|
||
"Carmignac Portfolio Credit 8.413277e+10\n",
|
||
"Carmignac Court Terme 8.224046e+10\n",
|
||
"Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n",
|
||
"Carmignac Portfolio Grande Europe 6.404670e+10\n",
|
||
"Carmignac Portfolio Long-Short European Equities 6.162365e+10\n",
|
||
"Carmignac Portfolio Climate Transition 5.125412e+10\n",
|
||
"Carmignac Absolute Return Europe 4.100414e+10\n",
|
||
"Carmignac Credit 2027 3.937522e+10\n",
|
||
"Carmignac Portfolio Patrimoine Europe 3.880186e+10\n",
|
||
"Carmignac Portfolio Investissement 3.643094e+10\n",
|
||
"Carmignac Investissement Latitude 3.474053e+10\n",
|
||
"Carmignac Portfolio Emergents 2.942745e+10\n",
|
||
"\n",
|
||
"Fonds retenus (15) :\n",
|
||
" Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n",
|
||
" Carmignac Sécurité : 2827 clients, AUM=1053009711661\n",
|
||
" Carmignac Investissement : 4984 clients, AUM=530003536916\n",
|
||
" Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n",
|
||
" Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n",
|
||
" Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n",
|
||
" Carmignac Emergents : 4233 clients, AUM=121883253216\n",
|
||
" Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n",
|
||
" Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n",
|
||
" Carmignac Court Terme : 1333 clients, AUM=82240456223\n",
|
||
" Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n",
|
||
" Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n",
|
||
" Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n",
|
||
" Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n",
|
||
" Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n",
|
||
"\n",
|
||
"df_month_fund shape: (3873987, 19)\n",
|
||
"df_client_fund shape: (20740, 23)\n",
|
||
"\n",
|
||
"Comptes par fund :\n",
|
||
"Product - Fund\n",
|
||
"Carmignac Patrimoine 3155\n",
|
||
"Carmignac Investissement 2194\n",
|
||
"Carmignac Emergents 1781\n",
|
||
"Carmignac Portfolio Global Bond 1718\n",
|
||
"Carmignac Sécurité 1624\n",
|
||
"Carmignac Portfolio Grande Europe 1388\n",
|
||
"Carmignac Portfolio Climate Transition 1280\n",
|
||
"Carmignac Portfolio Sécurité 1163\n",
|
||
"Carmignac Portfolio Patrimoine 1145\n",
|
||
"Carmignac Portfolio Emerging Patrimoine 1137\n",
|
||
"Carmignac Portfolio Flexible Bond 1089\n",
|
||
"Carmignac Portfolio Credit 1018\n",
|
||
"Carmignac Absolute Return Europe 914\n",
|
||
"Carmignac Portfolio Long-Short European Equities 607\n",
|
||
"Carmignac Court Terme 527\n",
|
||
"Name: Registrar Account - ID, dtype: int64\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Patrimoine\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.5061 0.8297 656\n",
|
||
" 3 0.4952 0.8445 571\n",
|
||
" 4 0.3581 1.2279 337\n",
|
||
" 5 0.3858 1.1136 276\n",
|
||
" 6 0.3209 1.1835 271\n",
|
||
"→ K retenu : 2 (silhouette=0.5061)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_patrimoine \n",
|
||
"0 2499 79.2\n",
|
||
"1 656 20.8\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Patrimoine:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_patrimoine \n",
|
||
"0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n",
|
||
"1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Sécurité\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.5716 0.8488 309\n",
|
||
" 3 0.5540 0.8263 192\n",
|
||
" 4 0.4157 0.9818 96\n",
|
||
" 5 0.3493 1.1866 84\n",
|
||
" 6 0.2712 1.1710 81\n",
|
||
"→ K retenu : 2 (silhouette=0.5716)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_sécurité \n",
|
||
"0 309 19.0\n",
|
||
"1 1315 81.0\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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jx48YPnx4hjnNvjWHV+PGjbF9+3Y4ODggIiICGzZsgLOzM5o1a6Yw5PvPP/+ETCZD27ZtFX63TExMYGZmJv/dunfvHp4/f46BAwdmGKb6PfOJtWrV6ruSw6GhodDX10fjxo0V4q9Zsyb09PS+ubpyXFwcDAwMsnw9OjoaAFCpUqUs65QoUQKbN29W6lGtWrUs24mMjISnpydsbW3RpUuXTOsYGBhkGGJNRERE38YebkREJO9p8fHjxzzfl52dHVq3bg0fHx8EBATAzs4Ojo6O6NChQ4a5hb729OlTCIKAlStXYuXKlZnWiYmJgampqfx5uXLllIpr2LBhuHDhAnr06AEzMzM0btwYv/32G+rWrZvlNi9fvgQAVKhQQaHc0NAwyw/U6ZMvwH8Jqw8fPsjLHjx4gBUrVuDixYsKCRMA8sRIbjI1Nc3ws3/y5AkiIyPl8+l9LW0S/Hbt2mHXrl1wd3fH0qVL0ahRI/z6669o06ZNtkMm4+LicpxwTWNgYJDl70r63+XM5hLLLA4fHx+EhIRkmNg/s591Vr9PpUuXVniellguVapUpvGlP99fe/nyJcRicYZ9mZmZZblNVr9X79+/l+/z6tWrWL16NW7cuJFhfre0HpZPnz4FgEyHFyrD2toaPj4+SE5ORkREBI4fP46AgACMGzcO+/fvh4WFBR4/fgxBENCqVatM20hbQCItKalsb0VlKfs3IStPnjxBfHz8N6+N7GTXQ2/YsGE4c+YMPDw8oK+vjzZt2mSoo6ur+8054L4lKipKPmR45cqVWX4xIQgCF0wgIiJSARNuRESEokWLomTJknjw4IHKbWT1gSz9RP9p9VatWoUbN27g1KlTOHfuHGbMmIHNmzdjx44d2fZMSutB5eTkhKZNm2Za5+vkl7IrD5qbmyM0NBSnT5/GuXPncOzYMWzduhVjxozJdKiVqrJKQqV9AP/w4QP69++PokWLYuzYsahQoQJ0dXVx9+5deHt7K9WLLKtzkdW26Xs+pa9btWpV+fxwX0tLJBUqVAjBwcG4dOmS/GcXEhKCHTt2YNOmTVl+iHd1dcXly5e/eSyZyW6IXOXKlQEA//zzT4bhoJkZP348rl+/DmdnZ1SvXh16enqQyWQYOnRopkmRrH6fsjrO7JIYuelbv1dPnz7F4MGDUblyZbi5uaF06dLQ0dHBmTNnEBAQkOu9EyUSCaytrWFtbY2KFSti+vTpCA0NhYuLC2QyGUQiEdavX5/pzyc3Vn4FMv7tSZPZ73tOyGQyGBsbK6zomd63es8ZGhpmm3DV09PD+vXr0b9/f0yePBlFixZFkyZNFOpIpdIMi61kJbMEdXx8PIYNG4b4+HgEBwcrfEnxtQ8fPqB48eJK7YuIiIj+w4QbEREBAFq0aIEdO3bg+vXrCkPjlJW+p1b6nkVpvcC+ZmNjAxsbG0yYMAGHDh3C5MmTERISgh49emSZMCpfvjwAQEdH57t7d2RGT08P7dq1Q7t27ZCcnAxXV1esXbsWI0aMyDTRktar6OnTp/LYAODdu3dKrVaYmcuXL8t7XdWvX19e/vUcU0DWibW0n//XPbTSD1v9lgoVKiAiIgKNGjX6Zu8WsViMRo0aoVGjRpg+fTrWrl2L5cuX49KlS1mep2nTpmWbdMhOdkPkWrRoAX9/fxw8ePCbCbf3798jLCwMrq6ucHFxkZc/fvxYpbhyS5kyZSCTyfD8+XNUrFhRXv7kyROV2zx58iSSk5OxZs0ahd5wXw9/TEtYP3jwINsedTmRNvH+27dv5fsQBAHlypXLdthk2jX1zz//ZHu9GxgYZDpEN6u/PcrK6ve+QoUKCAsLQ506dVRK3lWuXBmHDh1SmLfxa8WLF8emTZvQp08fuLq6YtOmTQp/l1+9eqXyHG6fP3/GyJEj8fjxY2zevBkWFhZZbvvmzRukpKTA3NxcyaMjIiKiNJzDjYiIAABDhw6Fnp4e3N3d5XMIpff06VMEBgZmuX3aB/W///5bXpaYmIj9+/cr1Hv//n2G3j3Vq1cHACQnJwMAChcuDCDjsDtjY2PY2dlhx44d8g/v6Snb4yMzX89RJJFIYG5uDkEQshz62KhRI2hra2Pbtm0K5cHBwSrHkdZTKf3PKDk5GVu3bs1Qt3DhwpkOe8zsXEilUuzcuVPpONq2bYs3b95kus2nT5/kK75mtlLi1+czM7Vq1YK9vb1Kj+zmv7K1tUXTpk2xa9cuHD9+PMPrycnJWLx4MYCse59l93v+I6T1Zvr6nP/+++8qt5l2rOl/r+Lj47Fnz54M+y5SpAj8/f0zrLT7rV55Fy9ezLTOmTNnAPzX+7BVq1bQ0tKCj49PhvqCIMivxZo1a6JcuXLyxUGyiqV8+fJ4+PChwvUfERHx3SvlZvV3qG3btpBKpfKVetNLTU39ZiLZxsYGgiDgzp072dYzNTXFpk2bULhwYYwYMQL379+Xv6bqHG5SqRTjx4/HjRs3sHLlym9+uZIWoypfwhAREf3s2MONiIgAfEnSeHt7Y8KECWjXrh06deqEqlWrIjk5GdevX0doaGiGifXTa9y4McqUKYOZM2fi4cOH0NLSwp49e1C8eHGFnib79u3Dtm3b4OjoiAoVKuDjx4/YuXMnihYtimbNmgH4MuTLwsICR44cQcWKFWFoaIgqVaqgatWqmD17Nvr27YsOHTqgZ8+eKF++PKKjo3Hjxg28fv0aBw8eVOn4nZ2dYWJigjp16sDY2BgPHz7E77//jubNm2e5mqCJiQkGDhyITZs2YeTIkWjatCnu37+Ps2fPonjx4irNe2RrawsDAwO4ublhwIABEIlEOHDgQKaJjJo1ayIkJAQLFy6ElZUV9PT04ODggCpVqsDGxgbLli3D+/fvYWBggJCQEKSmpiodR6dOnXDkyBHMnj0bly5dQp06dSCVSvHw4UOEhoZiw4YNsLKygq+vL65cuYLmzZujbNmyiImJwdatW1GqVKls57/LS0uWLIGTkxNcXFzQokULNGrUCIULF8aTJ08QEhKCt2/fYtq0aShatCjq16+PDRs2ICUlBaampjh//nymvQl/pFq1aqF169YIDAxEXFwcateujb///lve806V36vGjRtDR0cHI0eORO/evfHx40fs2rULxsbGiIqKktcrWrQopk+fDnd3d3Tv3h2//fYbihUrhoiICHz69EmerMzMvHnzkJSUhF9//RWVK1dGSkoKrl27hiNHjqBs2bLyvx8VKlTA+PHjsXTpUrx48QKOjo4oUqQInj9/juPHj6Nnz55wdnaGWCzGnDlzMGrUKHTu3Bldu3ZFiRIl8PDhQ/z777/YuHEjAKB79+4ICAiAs7MzunfvjpiYGGzfvh0WFhbfNS9lzZo15cfVpEkTaGlpoX379rCzs0OvXr3g7++P8PBw+c/28ePHCA0NxcyZMzOddy1N3bp1YWhoiLCwsCzngUtTsWJFbNy4EQMGDICzszO2bduG8uXLqzyH26JFi3Dy5Em0aNECcXFxOHDggMLrX6/IeuHCBZQpUwY1atTI8b6IiIh+dky4ERGRXMuWLXHw4EFs3LgRJ06cwLZt2yCRSGBpaQk3Nzf07Nkzy211dHTg4+ODuXPnYuXKlShRogQGDRqEYsWKKcwDZmdnh9u3byMkJATR0dHQ19eHtbU1vL29FYZlzps3D15eXli4cCFSUlLg4uKCqlWrwsLCAnv27IGPjw/27duHuLg4GBkZoUaNGhgzZozKx96rVy8cOnQImzdvRmJiIkqVKoUBAwZg9OjR2W43efJkFCpUCLt27UJYWBhsbGywceNG9O3b95uLQGSmePHiWLt2LRYvXowVK1agWLFi6NixIxo1agRnZ2eFun379kV4eDj27t2LgIAAlC1bFg4ODgAAb29veHh4YN26dShWrBi6d++OBg0aYMiQIUrFIRaL4evri4CAABw4cAB//vknChcujHLlymHAgAHyoYAODg548eIF9uzZg3fv3qF48eKws7ODq6trlsPl8pqRkRG2b9+OrVu3IiQkBMuXL0dKSor85zNw4EB53aVLl8LLywtbt26FIAho3Lgx1q9fn+UcgT/K4sWLYWJigsOHD+PPP/+Evb09li9fjjZt2qj0e1W5cmWsWrUKK1askLfdp08fGBkZYcaMGQp1e/ToAWNjY6xbtw5+fn7Q1tZG5cqVMXjw4Gz3MXXqVISGhuLMmTPYsWMHUlJSUKZMGfTt2xejRo1SGGo+fPhwVKxYEQEBAfD19QXwZV7Axo0by3+HAaBp06YIDAyEr68vNm3aBEEQUL58eYW/Rebm5li8eDFWrVqFhQsXwsLCAkuWLMEff/yh8jyBwJeeeAMGDMDhw4dx8OBBCIKA9u3bAwA8PT1Rq1YtbN++HcuXL4eWlhbKli2Ljh07ok6dOtm2K5FI0KFDB4SGhmLixInfjKN69epYu3YtnJ2dMXjwYGzdujXbOdeyExERAQA4deoUTp06leH19Ak3mUyGo0ePonv37lw0gYiISAUiIbdn7SUiIvrJffjwAfXr18f48eMxatQodYdDGiI8PBydO3fG//73P3Ts2FHd4dB3ePbsGdq2bYv169d/s5ebuhw/fhyTJk3Cn3/+iZIlS6o7HCIiogKHc7gRERF9h0+fPmUoS5sDzM7O7keHQxoiq98rsVissJgGFUzly5dHt27dsG7dOnWHkqX169ejX79+TLYRERGpiD3ciIiIvsPevXuxb98+NGvWDHp6erh27Rr++OMPNGnSRD7HFFFO+fj44M6dO2jYsCG0tLRw9uxZnD17Fr169YKnp6e6wyMiIiKib+AcbkRERN/B0tISWlpa2LBhAz5+/AhjY2MMHDgQ48ePV3doVIDZ2tri/Pnz8PPzQ2JiIkqXLg1XV1eMHDlS3aERERERkRLYw42IiIiIiIiIiCgXcQ43IiIiIiIiIiKiXMSEGxERERERERERUS5iwo2IiIiIiIiIiCgXaeyiCSNFFdUdAuWBTTYO6g6B8oDTjZPqDoGI6KfFe6tm4r1VM/F61UwfLviqOwTKA4UKF1Z3CPmCsrmZtcLjPI1DHTQ24UZEREREREREROojEYvUHYLaMOFGRERERERERES5Tuvnzbcx4UZERERERERERLlPS/TzZtyYcCMiIiIiIiIiolzHIaXf4fPnz9DV1c2NWIiIiIiIiIiISEP8zENKxapsJJPJ4Ovri6ZNm8LW1hbPnj0DAKxYsQK7du3K1QCJiIiIiIiIiKjg0RKJlHrkVHBwMBwcHGBlZYUePXrg1q1b2db/8OED5s6diyZNmqBWrVpo3bo1zpw5o+phKUWphFtISAhevnwpf+7n54d9+/ZhypQp0NHRkZdXrVoVu3fvzv0oiYiIiIiIiIioQNERiZR65ERISAgWLlyIMWPGYN++fahWrRqcnZ0RExOTaf3k5GQMGTIEL168wMqVKxEaGgovLy+YmprmxiFmSamEm0QiQf/+/REREQEA2L9/P7y8vNCxY0eIxf81YWlpiYcPH+ZNpEREREREREREVGBoiZR75MTmzZvRs2dPdOvWDRYWFpg7dy4KFSqEPXv2ZFp/z549eP/+PXx9fVG3bl2UK1cOdnZ2qFatWi4cYdaUSrg5Ojpi2bJlmDJlCgDg7du3qFChQoZ6giAgNTU1dyMkIiIiIiIiIqICJ7eHlCYnJ+Pu3buwt7eXl4nFYtjb2+P69euZbnPy5EnY2NjA09MT9vb2+O2337B27VpIpdLvPr7sKD2Hm42NDYKCggAAFhYWuHLlSoY6oaGhqF69eu5FR0REREREREREBZKyPdySk5ORkJCg8EhOTs7Q3rt37yCVSmFsbKxQbmxsjOjo6ExjePbsGY4ePQqpVIp169Zh9OjR2Lx5M9asWZMnx5wmR6uUGhoaAgBGjx4NNzc3vHnzBoIg4NixY3j06BH2798Pf3//vIiTiIiIiIiIiIgKEIlYud5r/v7+8PHxUShzcXGBq6vrd8cgCAKMjY3h5eUFLS0t1KpVC2/evMHGjRvh4uLy3e1nJUcJtzSOjo5Yu3YtfH19UbhwYaxatQo1atTA2rVr0bhx49yOkYiIiIiIiIiIChhlh4s6jxiBIUOGKJRJJJIM9YoXLw4tLa0MCyTExMTAxMQk07ZLlCgBbW1taGlpycsqV66MqKgoJCcnZ7qf3KBSwg0A6tWrh82bN+dmLEREREREREREpCGUXRBBIpEolfiSSCSoWbMmwsLC4OjoCACQyWQICwtD//79M92mTp06+OOPPyCTyeQLfz5+/BglSpTIs2QbkIM53NJr2bIl3r17l6H8w4cPaNmy5XcHRUREREREREREBZtELFLqkRNDhgzBzp07sW/fPkRGRmLOnDlISkpC165dAQBTp07F0qVL5fX79OmDuLg4zJ8/H48ePcLp06fh7++Pfv365eqxfk2lHm4vXryATCbLUJ6cnIw3b958d1BERERERERERFSwKdvDLSfatWuH2NhYrFq1ClFRUahevTo2bNggH1L66tUreU82AChdujQ2btyIhQsXomPHjjA1NcXAgQMxbNiw3A8unRwl3E6cOCH//7lz56Cvry9/ntaFr2zZsrkXHRERERERERERFUjKzuGWU/37989yCGlQUFCGMltbW+zcuTNPYslKjhJuY8aMAQCIRCK4ubkpNqStjbJly2YoJyIiIiIiIiKin09Oh4tqkhwl3CIiIgAADg4O2L17N4yMjPIkKCIiIiIiIiIiKtjyYkhpQaHSHG4nT57MtQCioqJw8+ZNREdHAwBMTExQu3ZtlChRItf2QUREREREREREP1ZeDSktCJROuG3ZsgW9evWCrq4utmzZkm3dgQMHfrO9xMREeHh4ICQkBCKRCAYGBgCA9+/fQxAEtG/fHp6enihcuLCyIRIRERERERERUT6hpS3+diUNpXTCLSAgAB06dICuri4CAgKyrCcSiZRKuM2fPx+3b9+Gv78/7O3toaWlBQCQSqUICwuDl5cX5s+fj3nz5ikbIhERERERERER5RPin3hMqdIJt/TDSHNjSOmxY8fg7++POnXqKJRraWmhSZMmWLBgAUaOHMmEGxERERERERFRASTS+nl7uOX4yFNSUuDo6IjIyMjv2rFMJoOOjk6Wr+vo6EAmk33XPoiIiIiIiIiISD1EWiKlHpooxwk3HR0dfP78+bt3/Msvv8DDwwP37t3L8Nq9e/cwZ84ctGjR4rv3Q0REREREREREP56WjpZSD02k0iql/fr1w/r16zFv3jxoa6vUBDw8PDBp0iR07doVBgYGMDIyAgDExsbiw4cPaNKkCTw8PFRqm4iIiIiIiIiI1ItzuOXQ7du3ERYWhr/++guWlpYZVhL18fH5ZhsGBgbYsGEDIiMjcePGDURHRwMATExMYGNjA3Nzc1VCIyIiIiIiIiKifEBTh4sqQ6WEW7FixdC6detcCcDc3JzJNSIiIiIiIiIiDaMl0czhospQKeG2cOHC3I6DiIiIiIiIiIg0iEjMHm5ERERERERERES5RqyV47U6NYZKCTcHBweIRFlnKU+cOKFyQEREREREREREVPCJJUy45cigQYMUnqempuLevXv466+/4OzsrHQ7UqkU165dg6WlJYoVK6ZKKERERERERERElA+xh1sOfZ1wSxMcHIw7d+4o3Y6WlhacnJwQEhLChBsRERERERERkQb5mVcpzdVUY7NmzXD06NEcbVOlShU8f/48N8MgIiIiIiIiIiI109LRUuqhiXI14RYaGgpDQ8McbTN+/HgsXrwYp06dwtu3b5GQkKDwICIiIiIiIiKigkesJVLqoYlUGlLauXNnhUUTBEFAdHQ0YmNjMXv27By1NXz4cADAqFGjMrQpEokQHh6uSohERERERERERKRGeTWkNDg4GBs3bkRUVBSqVauGWbNmwdra+pvbHT58GBMnTkTLli3h5+eXJ7GlUSnh5ujoqPBcJBLByMgIdnZ2MDc3z1FbW7ZsUSUEIiIiIiIiIiLKx0R5sGhCSEgIFi5ciLlz56J27doIDAyEs7MzQkNDYWxsnOV2z58/x+LFi1GvXr1cjykzKiXcXFxcci0AOzu7XGuLiIiIiIiIiIjyBy2d3E+4bd68GT179kS3bt0AAHPnzsXp06exZ88e+SjKr0mlUkyePBmurq64evUqPnz4kOtxfU2lIz9z5gzOnTuXofzcuXM4c+ZMjtu7cuUKJk+ejN69e+PNmzcAgP379+PKlSuqhEdERERERERERGom1hIr9VBWcnIy7t69C3t7+//2IRbD3t4e169fz3I7X19fGBsbo0ePHt91PDmhUsLN29sbMpksQ7kgCFi6dGmO2jp69CicnZ1RqFAh3L17F8nJyQCAhIQE+Pv7qxIeERERERERERGpmUhLpNQjOTk5wyKaafmh9N69ewepVJph6KixsTGio6MzjeHKlSvYvXs3vLy88uQYs6JSwu3JkyeZztVWuXJlPH36NEdtrVmzBnPnzsW8efOgrf3fCNc6derg3r17qoRHRERERERERERqJtbRVurh7++PunXrKjxyoxNWQkICpk6dCi8vLxgZGeXCESlPpTnc9PX18ezZM5QrV06h/OnTpyhcuHCO2nr06FGmE9bp6+v/kDG1RERERERERESU+5QdLjpixAgMGTJEoUwikWSoV7x4cWhpaSEmJkahPCYmBiYmJhnqP3v2DC9evMCoUaPkZWkjNmvUqIHQ0FBUqFBBqRhzSqWEW8uWLbFgwQL4+vrKA3vy5AkWLVoEBweHHLVlYmKCp0+fZkjeXb16FeXLl1clPCIiIiIiIiIiUjNlVymVSCSZJtgyq1ezZk2EhYXB0dERwJcEWlhYGPr375+hfuXKlXHo0CGFshUrVuDjx4+YOXMmSpUqpVR8qlAp4TZlyhQMHToUbdu2hampKQDgzZs3qFu3LqZNm5ajtnr27In58+djwYIFEIlEePPmDa5fv47Fixdj9OjRqoRXoDUfPQCtpoxAsVIl8PxmOHa4zsbjv29mWb+wQTF0mj8Ztl3bQM/IALFPXmDXeE/cOXIaADD/0V8wrlguw3anfbdgu4tHXh0GZWH2qM5w6tIMhvp6uHDzX7gu2IJ/n77NdpsyJQyxYFwPtG5sBb1CEkQ+e4uhczbh2r3HAIDk65sy3c5t+U4s2xKa24dA6fB61Uw8r5qJ51Vz8d6qeXi9ai5er5pl+/btCAwMRHRMDKpWrQq3adNgZWWVZf1jx47B188PL1++RIUKFTB+3Dg0bdpU/rogCPBbswZ79+5FfHw8bGxsMHPGDJiZmf2Iw6E8ItZRKe2UrSFDhmDatGmoVasWrK2tERgYiKSkJHTt2hUAMHXqVJiammLSpEnQ1dVF1apVFbYvVqwYAGQoz20qDyndvn07zp8/j4iICBQqVAiWlpaoX79+jtsaPnw4ZDIZBg8ejKSkJPTv3x8SiQROTk4YMGCAKuEVWHV7/obuy9yxdaQ7Hl+6DofxTnA9ugVzLB0QHxWTob6Wjg7G/RmE+LcxWNd9FOJevIGRWVkkxv03FHdh/Y4Qa2nJn5epVRXjjwfj2q6QH3JM9J/Jg9tiTB9HOHtswOMX0Zgzugv+8J2E2t1m4nNyaqbbGOrr4XTADJz5OwIdXJYj+l08LCqYIu7DR3md8o7jFbZp3dga62YPxr4TV/PycH56vF41E8+rZuJ51Vy8t2oeXq+ai9erZgk9ehTeS5fCfeZMWFlZITg4GKNGj8aBAwdgnMk8WTdu3IDb9OkY6+qKZs2aIeTIEYyfMAHbt29HFQsLAMDmgABs27oVXl5eKFu2LHz9/DBq9Gjs27sXurq6P/oQKZeI0v39zS3t2rVDbGwsVq1ahaioKFSvXh0bNmyQDyl99eoVxGKVlizIVSJBEITvaeDz58+QSCQQiUTfFUhycjKePn2KxMREmJubo0iRIt/V3khRxe/aXh2mXdyPJ3/fxHbX2QAAkUiEhc/CcGp1II4uXpOhftMR/dBqynDMrtYSstTMb1Jf67HcA1a/OcCjyi+5GfoPs8kmZ0OW85Mnx5ZhRdBRLA86CgAoVrQwnh9fgaGzN2Ln0cuZbjN/bHc0qm0BB+dFSu9n9zIXFNUrhDYjvXMl7h/B6cZJdYeQY7xeNRPPq2biec0e763fxnvrj8PrNXu8Xr+tIF6vHy74qjuEHOvXvz9q1qyJGdOnA/gypK9V69bo06cPnJ2cMtSfMnUqkpKS4LN6tbys/4ABsLS0xCx3dwiCAMdff8XAAQMwaNAgAEB8fDwcWraEp6cn2rZp82MOLBcVyuH89prq8bRBStWruDgwjyP58VRK+clkMvj6+qJp06awtbXF8+fPAXwZB7tr164ctTV9+nQkJCRAIpHAwsIC1tbWKFKkCBITEzH9/y/en4GWjg4q1K2F8OPn5WWCICD8+HlUblQn021qd3TEw7Br6OPriSWv/8as20fRZvpoiLLI5Grp6KBB/864sGlnnhwDZa1S2RIoXcIQJy/9t/Luh4QkXL7zEA2sM674m+a35ja4eu8xti0ZhecnVuDyttlw6tIsy/oljYqhbRNrBOw/l6vxkyJer5qJ51Uz8bxqLt5bNQ+vV83F61WzpKSkIDw8HA0bNJCXicViNGzQALdu3cp0m1u3binUBwD7Ro3k9V+8eIHo6Gg0SFdHX18fVlZWuHUz6yHllP9p6Wgr9dBESiXcQkJC8PLlS/lzPz8/7Nu3D1OmTIGOjo68vGrVqti9e3eOAti/fz8+f/6cofzTp084cOBAjtoqyIqaFIeWtjY+vIlWKI9/E4VipUpkuo1J5Qqo070dxFpa8Gk3BCFeq+E4aRjaubtmWt+mcysUNiyGsICcnSP6fqYmX8aIv4lVXHn3bcwHlDI2yHK7SmVLYESPFvj36Rv8NnoZ/HedxvKpfTGgg32m9Qd0sEd84ifsO8ku9HmJ16tm4nnVTDyvmov3Vs3D61Vz8XrVLO/evYNUKoWxsbFCubGxMaKjozPdJjo6Otv6af9mqGNkhOiYjMPJqeAQaYmVemgipdKIEokE/fv3h5+fH6pVq4b9+/fDy8sLjRo1wuzZs+X1LC0t8fDhQ6V2nJCQAEEQIAgCPn78qDAmWyqV4uzZszDKZOw3/UckFiH+bTR+Hz4dgkyGp9fuwLCsKVpNGYHDnisz1Ld37oW7R07j/avsJyal79enbUP4ug+UP+80doVK7YjFIly99xizfPYCAG7cf4qaFmUxrPsvCDp0IUP9wZ2aYtuRi1nOg0Hqw+tVM/G8aiae1/yJ91bKDK/X/InXKxGlyarH8c9AqYSbo6MjTExMMGXKFBw6dAhv375FhQoVMtQTBAGpSs6dUK9ePYhEIohEIrRu3TrD6yKRCK6umX8zpYkSot9BmpqKYqYmCuX6piXw4XVUptu8fxUFaUoKBJlMXvY6PBIGpUtCS0cH0pQUeblRhbKo7tgY/l1H5s0BkIJDZ27g8p3/ks+6/99F1tSoGF5Hv5eXlzQuhpv3n2bZzqvoOIQ/fKlQFvHoJbq0rJuhbmPbKrCsVBr93NZ+b/j0DbxeNRPPq2biedUcvLdqPl6vmoPXq2YrXrw4tLS0EPNVz7OYmBj5pPVfMzExybZ+2r8xMTEoUeK/Hq0xsbGwzOOVJClvaWrvNWUofeQ2NjYICgoCAFhYWODKlSsZ6oSGhqJ69epKtbdlyxYEBARAEASsWrUKgYGB8sfWrVtx6tQpjBo1StnwCjxpSgqeXr2Dai3/6x4tEolQraU9HoZdy3SbyPNXUNKiosKCFaZVKyHu5RuFNxcAYD+kB+LfxuD24YI5gW5Bk5D4CZHP3sof9x6+xKuoOLRoUENeR79IIdjVqoxLtyKzbCfsxr+oalZKoaxKhVJ4+ipjt+ohnZvi6r3HuPXPs9w7EMoUr1fNxPOqmXheNQfvrZqP16vm4PWq2XR0dFC9enVcuvzfYhcymQyXLl+GtbV1pttYW1sr1AeAixcvyuuXLVsWJiYmCnUSEhJw+/ZtWNeunQdHQT+KlkRbqYcmylGq0dDQEAAwevRoeHl5Yd26dRAEAceOHYO7uzvWrl2LMWPGKNWWnZ0dGjRogBMnTsDR0RF2dnbyh62tLUxNTXN8MAXd8WUb0GRYHzQc2A2lqpmjz5r5kBTRw4XNXxaiGBy4FJ0XTJXXP7vmd+gZGaDnytkoWaUSarVrgTYzRuOM7xaFdkUiERoN6Y6wwD2QSaU/9JjoP6u3/onpQ3/Db81tUMuiLDZ7DcXLqDgcOPXfG8jQtZMxqtd/q0+t/P0YGlhVxjSn9jAvXxK92zTA0G7NsXaH4htF/SKF0O3X+ti07+wPO56fHa9XzcTzqpl4XjUX762ah9er5uL1qlkGDBiAvXv34uDBg3j48CHmzZ+PpKQkdO7UCQAw090dK1etktfv17cvLly4gMAtW/Do0SOsWbMGd+/dQ+/evQF8uUb79euH9evX4/Tp03jw4AHc3d1RokQJOLRooZZjpNwhEouVemgildKIjo6OWLt2LXx9fVG4cGGsWrUKNWrUwNq1a9G4ceMctRUZGYlXr16hXr16AIDg4GDs3LkTFhYW8PDwgIFB1pNoapqrO/+AfgkjdPCcgGKlSuD5jXCsbjMI8W+/TCBpVKEsBJkgr//u+Susaj0IPZbPwqxboYh78RonV27G0cWK3airOTaBsVk5rsakZt4BR1CksC783AfBUF8P5288QIcxyxTmmKhcviRMDPXlz6/ee4wek3wxz7UbZg7viMcvojDpf9uw7chFhbZ7tm4AEYAdoZd+1OH89Hi9aiaeV83E86q5eG/VPLxeNRevV83SpnVrvHv3Dn5r1iA6OhqWlpbw8/OTL3rw+tUriNP1PLWxscHCBQvg4+uL1atXo0KFClixfDmqWFjI6wwZPBhJSUnw9PJCfHw8bG1t4efnpzDfOxU8P/OQUpEgCMK3q+WdDh06YPLkyWjevDnu37+Pbt26wcnJCZcuXULlypWxcOFCldodKaqYu4FSvrDJxuHblajAcbrBoR1EROrCe6tm4r1VM/F61UwfLviqOwTKA4UKF1Z3CPlCjM8UpeoZu/wvjyP58VTq4fbq1SuIRCKUKvVlPP2tW7dw6NAhWFhYoFevXjlq6/nz5zA3NwcAHDt2DA4ODpg4cSLu3r2L4cOHqxIeERERERERERGpmVhLS90hqI1KffsmTZqEixe/dOONiorC4MGDcfv2bSxfvhw+Pj45aktHRwefPn0CAFy4cEE+JNXAwAAJCQmqhEdERERERERERGom0hIr9dBEKh3VgwcP5KuJHDlyBFWrVsX27dvh7e2Nffv25aitOnXqYOHChfD19cXt27fxyy+/AAAeP34s70FHREREREREREQFi1hHW6mHJlIp4ZaamgqJRALgS680B4cvcwlUrlwZUVFROWrLw8MD2traOHr0KGbPni1fnfTs2bNo2rSpKuEREREREREREZGa/cw93FRKI1pYWGD79u345ZdfcOHCBYwfPx4A8PbtWxgaGuaorTJlysDf3z9D+YwZM1QJjYiIiIiIiIiI8gFNTaYpQ6WE2+TJk+Hi4oKNGzeic+fOqFatGgDg5MmT8qGmynr58mW2r5cpU0aVEImIiIiIiIiISI3E2jrqDkFtVEq4NWjQABcvXkRCQgIMDAzk5T179kThdEvfXr16FVZWVvLhp5lxcHCASCTK8vXw8HBVQiQiIiIiIiIiInUS/7yrlKo8M52WlpZCsg0AypUrp/B82LBhOHDgAMqXL59lO/v371d4npKSgvDwcGzevBkTJkxQNTwiIiIiIiIiIlInMYeU5glBEL5ZJ204anpWVlYoWbIkNm7ciFatWuVFaERERERERERElIdEWuzhlu9UqlQJt2/fVncYRERERERERESkCu2spxjTdGpPuCUkJCg8FwQBb9++hY+PD8zMzNQUFRERERERERERfQ9RHg0pDQ4OxsaNGxEVFYVq1aph1qxZWS7iuXPnTuzfvx8PHjwAANSsWRMTJ07M8aKfOaX2hFu9evUyLJogCAJKly6NZcuWqSkqIiIiIiIiIiL6LnmwaEJISAgWLlyIuXPnonbt2ggMDISzszNCQ0NhbGycof6lS5fQvn171KlTBxKJBBs2bICTkxMOHz4MU1PTXI8vTZ4m3LJbfTTNli1bFJ6LxWIUL14cZmZm0NZWez6QiIiIiIiIiIhUINLWyfU2N2/ejJ49e6Jbt24AgLlz5+L06dPYs2cPhg8fnqH+0qVLFZ7PmzcPR48eRVhYGDp37pzr8aVR+6IJdnZ2eRkCERERERERERGpQy73cEtOTsbdu3cxYsSI/3YhFsPe3h7Xr19Xqo2kpCSkpqbCwMAgV2P7mkoJt2fPnkEqlaJixYoK5Y8fP4a2tjbKlSsHAFke7IkTJ5TeV8uWLVUJkYiIiIiIiIiI1EnJhFtycjKSk5MVyiQSCSQSxUUX3r17B6lUmmHoqLGxMR4+fKjUvry9vVGyZEnY29srVV9VKiXcpk+fjm7dumVIuN28eRO7d+9GUFBQttuPGTNGqf2IRCKEh4erEiIREREREREREamRSEe5IaX+/v7w8fFRKHNxcYGrq2uuxrNu3TqEhIRgy5Yt0NXVzdW2v6ZSwu3evXuYP39+hnIbGxt4eXl9c/uIiAhVdktERERERERERAWFkj3cRowYgSFDhiiUfd27DQCKFy8OLS0txMTEKJTHxMTAxMQk231s3LgR69atw+bNm1GtWjWl4voeKq3PKhKJ8PHjxwzl8fHxkEql3x0UEREREREREREVbCKxllIPiUSCokWLKjwyS7hJJBLUrFkTYWFh8jKZTIawsDDY2tpmGcf69evh5+eHDRs2wMrKKk+O9WsqJdzq168Pf39/heSaVCrFunXrULduXaXaCAsLQ7t27ZCQkJDhtfj4eLRv3x5///23KuEREREREREREZGaibR1lHrkxJAhQ7Bz507s27cPkZGRmDNnDpKSktC1a1cAwNSpUxVWJl23bh1WrlyJBQsWoGzZsoiKikJUVFSmHclyk0pDSidPnox+/fqhTZs2qFevHgDgypUrSEhIQGBgoFJtBAYGomfPnihatGiG1/T19dGrVy8EBASgfv36qoRIRERERERERETqlMurlAJAu3btEBsbi1WrViEqKgrVq1fHhg0b5ENKX716BbH4v/5l27dvR0pKCsaOHavQTl7MEZeeSgk3CwsLHDx4EMHBwYiIiEChQoXQqVMn9O/fH4aGhkq1cf/+fUyZMiXL1xs3boxNmzapEh4REREREREREambWKWBld/Uv39/9O/fP9PXvl7I8+TJk3kSw7eolHADAFNTU0ycOFHlHUdHR0NbO+vda2trIzY2VuX2iYiIiIiIiIhIfURaud/DraBQOeEGAElJSXj58iVSUlIUypVZ7cHU1BQPHjyAmZlZpq/fv38fJUqU+J7wiIiIiIiIiIhIXbQzLnzws1Ap4RYbG4vp06fj7Nmzmb4eHh7+zTaaN2+OlStXomnTptDV1VV47dOnT1i9ejVatGihSnhERERERERERKRmojwaUloQqJRwmz9/Pj58+ICdO3di4MCB8PHxQXR0NNasWQM3Nzel2hg1ahSOHTuG1q1bo1+/fqhUqRIA4OHDh9i6dSukUilGjhypSnhERERERERERKRuebBoQkGhUsLt0qVL8PPzg5WVFUQiEcqUKYPGjRujaNGi8Pf3xy+//PLNNkxMTLB9+3bMmTMHy5YtgyAIAACRSIQmTZrAw8NDvsIEEREREREREREVMOLvmsmsQFPpyBMTE2FkZAQAMDAwQGxsLCpVqoSqVavi3r17SrdTtmxZrF+/Hu/fv8eTJ08AAGZmZjAwMFAlLCIiIiIiIiIiyicEEYeU5kilSpXw6NEjlCtXDpaWltixYwfKlSuH7du3q7TQgYGBAaytrVUJhYiIiIiIiIiI8iMm3HJm4MCBiIqKAgC4uLhg6NChOHToEHR0dLBo0aJcDZCIiIiIiIiIiAogLc7hliOdOnWS/79WrVo4deoUHj58iNKlS8uHmhIRERERERER0c+LQ0q/U+HChVGzZs3caIqIiIiIiIiIiDQBE245I5VKsXfvXly8eBExMTGQyWQKr2/ZsiVXgiMiIiIiIiIiogKKq5TmzPz587Fv3z40b94cVapUgUgkyu24iIiIiIiIiIioAOOQ0hw6fPgwVqxYgebNm+d2PEREREREREREpAmYcMsZHR0dVKhQIbdjISIiIiIiIiIiTfETj4hUKdXo5OSELVu2QBCE3I6HiIiIiIiIiIg0gCDWVuqhiVQ6qqtXr+LSpUs4e/YsqlSpAm1txWZ8fHxyJTgiIiIiIiIiIiqgxBxSmiPFihXDr7/+mtuxEBERERERERGRpuAcbjmzcOHC3I6DiIiIiIiIiIg0iYYOF1XGz5tqJCIiIiIiIiKiPCOIxEo9cio4OBgODg6wsrJCjx49cOvWrWzrHzlyBG3atIGVlRU6dOiAM2fOqHpISlMp1di5c2eIMllpQiQSQSKRwMzMDF26dEHDhg2/O0AiIiIiIiIiIiqA8mBIaUhICBYuXIi5c+eidu3aCAwMhLOzM0JDQ2FsbJyh/rVr1zBp0iRMnDgRLVq0wKFDhzBmzBjs3bsXVatWzfX40qh05E2bNsWzZ89QuHBhNGjQAA0aNICenh6ePn0KKysrREVFYciQITh+/Hhux0tERERERERERAWBWEu5Rw5s3rwZPXv2RLdu3WBhYYG5c+eiUKFC2LNnT6b1t2zZgqZNm2Lo0KEwNzfH+PHjUaNGDfz++++5cYRZUqmH27t37zBkyBCMGTNGodzPzw8vX77Epk2bsGrVKvj5+cHR0TFXAiUiIiIiIiIiooJDleGi2UlOTsbdu3cxYsQIeZlYLIa9vT2uX7+e6TY3btzA4MGDFcqaNGmS553EVDryI0eO4LfffstQ3r59exw5ckT+/0ePHn1fdEREREREREREVDCJxEo9kpOTkZCQoPBITk7O0Ny7d+8glUozDB01NjZGdHR0piFER0fDxMRE6fq5RaUebrq6urh+/TrMzMwUyq9fvw5dXV0AgCAI8v+rwyYbB7Xtm/KO042T6g6B8gCvVyIi9eG9VTPx3qqZeL0SUUEjQ8b5/zOz3t8fPj4+CmUuLi5wdXXNi7B+CJUSbv3798fs2bNx584dWFlZAQBu376N3bt3y7v1/fXXX6hevXruRUpERERERERERAWGTBCUqjdixAgMGTJEoUwikWSoV7x4cWhpaSEmJkahPCYmJkMvtjQmJiYZerNlVz+3qJRwGz16NMqVK4fg4GAcPHgQAFCpUiV4eXmhQ4cOAIDevXujT58+uRcpEREREREREREVGMql274k1zJLsGVWr2bNmggLC5OvGSCTyRAWFob+/ftnuo2NjQ0uXryoMI/bhQsXYGNjo2R0qlEp4QYAHTt2RMeOHbN8vVChQqo2TUREREREREREBZxM2YxbDgwZMgTTpk1DrVq1YG1tjcDAQCQlJaFr164AgKlTp8LU1BSTJk0CAAwcOBADBgzApk2b0Lx5c4SEhODOnTvw9PTM/eDSUTnhRkRERERERERElBVpHmTc2rVrh9jYWKxatQpRUVGoXr06NmzYIB8i+urVK4jF/60RWqdOHXh7e2PFihVYtmwZKlasCF9fX1StWjXXY0tP6YSbnZ0dQkNDYWRkhPr160Mkynriu8uXL+dKcEREREREREREVDDlQQc3AF/WFshqCGlQUFCGsrZt26Jt27Z5FE3mlE64TZ8+HUWLFgUAzJgxI88CIiIiIiIiIiKigi8vhpQWFEon3Lp06ZLp/4mIiIiIiIiIiL4mVXKVUk30XXO4xcTEICYmBjKZTKG8WrVq3xUUEREREREREREVbD9xvk21hNudO3fg5uaGyMhICF/99EQiEcLDw3MlOCIiIiIiIiIiKpg4pDSHZsyYgYoVK2L+/PkwNjbOdgEFIiIiIiIiIiL6+XBIaQ49e/YMq1evhpmZWW7HQ0REREREREREGuAnzrdBrMpGjRo1QkRERG7HQkREREREREREGkImCEo9NJFKPdzmzZsHNzc3PHjwAFWqVIG2tmIzLVu2zJXgiIiIiIiIiIioYJJqZi5NKSol3G7cuIFr167h7NmzGV7joglERERERERERKShndeUonIPt44dO2L06NEwMTHJ7ZiIiIiIiIiIiKiAk+HnzbiplHB79+4dBg8ezGQbERERERERERFl6mfu4abSogmtWrXCpUuXcjsWIiIiIiIiIiLSEFKZcg9NpFIPt4oVK2Lp0qW4evUqqlatmmHRhIEDB+ZKcEREREREREREVDBxSGkO7dq1C3p6erh8+TIuX76s8JpIJMqVhFtiYiLu3r2L+vXrf3dbRERERERERET0Y/3MQ0pznHATBAFBQUEwNjZGoUKF8iImAMDTp08xcOBArnhKRERERERERFQApUh/3oxbjudwEwQBrVu3xuvXr/MiHiIiIiIiIiIi0gAyQVDqoYly3MNNLBbDzMwMcXFx37VjOzu7bF+XSqXf1T4REREREREREamPVEOTacpQaQ63SZMmYcmSJZgzZw6qVq2q0o6Tk5PRp0+fLLd/8eIFfH19VWqbiIiIiIiIiIjU62ceUqpSwm3atGlISkpCp06doKOjk2Eut68XUshMtWrVUKpUKXTp0iXT1yMiIphwIyIiIiIiIiIqoNQ9XDQuLg5eXl44deoUxGIxWrVqhZkzZ6JIkSJZ1l+9ejX++usvvHr1CkZGRnB0dMS4ceOgr6+fo32rlHCbMWOGKpsp+OWXXxAfH5/l6wYGBujcufN374eIiIiIiIiIiH48dQ8pnTx5MqKiorB582akpKRgxowZ8PDwwNKlSzOt//btW7x9+xbTpk2DhYUFXrx4gTlz5uDt27dYtWpVjvYtEgTNHFArsXVSdwiUB5xunFR3CJQHNtk4qDsEIqKfFu+tmon3Vs3E61UzrUgMV3cIlAcKFS6s7hDyhaP33ypVr7VlyVzfd2RkJNq1a4fdu3fDysoKAHD27FkMHz4cZ86cgampqVLtHDlyBFOmTMGNGzegra18v7Ucr1L6tc+fPyMhIUHhQUREREREREREPzd1rlJ6/fp1FCtWTJ5sAwB7e3uIxWLcunVL6XYSEhJQtGjRHCXbABWHlCYmJsLb2xtHjhzJdLXS8HBm6ImIiIiIiIiIfmbKrpmQnJyM5ORkhTKJRAKJRKLyvqOjo2FkZKRQpq2tDQMDA0RFRSnVRmxsLPz8/NCrV68c71+lhNv//vc/XLp0CXPmzMHUqVPh4eGBN2/eYMeOHZg0aZIqTRIRERERERERkQZRtveav78/fHx8FMpcXFzg6uqaoa63tzfWr1+fbXshISHKB5mFhIQEjBgxAubm5nBxccnx9iol3E6dOoXFixejQYMGmD59OurVqwczMzOUKVMGhw4dQseOHVVploiIiIiIiIiINESKVKZUvREjRmDIkCEKZVn1bnNyckKXLl2yba98+fIwMTFBbGysQnlqairev3+PEiVKZLt9QkIChg4diiJFisDX1xc6OjpKHIUilRJu79+/R/ny5QEARYsWxfv37wEAdevWxdy5c5VuRyqV4tq1a7C0tESxYsVUCYWIiIiIiIiIiPIhZYeU5mT4qJGRUYahopmxtbXFhw8fcOfOHdSqVQsAcPHiRchkMlhbW2e5XUJCApydnSGRSLBmzRro6uoqdxBfUWnRhHLlyuH58+cAgMqVK+PIkSMAvvR809fXV7odLS0tODk5yRN2RERERERERESkGdS5aIK5uTmaNm2KWbNm4datW7h69Sq8vLzQvn17+Qqlb968QZs2beSLKCQkJMDJyQmJiYmYP38+EhISEBUVhaioKEil0hztX6Uebt26dUNERATs7OwwfPhwjBw5Er///jtSU1Ph5uaWo7aqVKmC58+fy3vMERERERERERFRwZeibBe3POLt7Q0vLy8MGjQIYrEYrVq1gru7u/z1lJQUPHr0CElJSQCAu3fv4ubNmwCAX3/9VaGtEydOoFy5ckrvW6WE2+DBg+X/t7e3x5EjR3D37l1UqFAB1apVy1Fb48ePx+LFizFu3DjUrFkTenp6Cq8XLVpUlRCJiIiIiIiIiEiN8qr3mrIMDQ2xdOnSLF8vV64c7t+/L3/eoEEDheffQ6WE29fKli2LsmXLqrTt8OHDAQCjRo2CSCSSlwuCAJFIhPDw8NwIkYiIiIiIiIiIfiCpmhNu6qRSwm3evHmoUKECBg4cqFD++++/48mTJ5g5c6bSbW3ZskWVEIiIiIiIiIiIKB9T95BSdVIp4Xb06FGsWbMmQ7mtrS3WrVuXo4SbnZ2dKiEQEREREREREVE+pu4hpeqk0iqlcXFxma5GWrRoUbx79y7H7V25cgWTJ09G79698ebNGwDA/v37ceXKFVXCIyIiIiIiIiIiNZMKglIPTaRSws3MzAznzp3LUH727NkcrzZ69OhRODs7o1ChQrh79y6Sk5MBfFmK1d/fX5XwiIiIiIiIiIhIzZJTZUo9NJHKq5R6eXkhNjYWDRs2BACEhYVh8+bNmDFjRo7aWrNmDebOnYvOnTvj8OHD8vI6depkOmyViIiIiIiIiIjyP6lMM3uvKUOlhFv37t2RnJyMtWvXws/PD8CXlUrnzJmDzp0756itR48eoV69ehnK9fX18eHDB1XCIyIiIiIiIiIiNWPCTQV9+/ZF3759ERsbC11dXRQpUiRDnatXr8LKygoSiSTLdkxMTPD06VOUK1cuw7Y5HZ5KRERERERERET5AxNu38HIyCjL14YNG4YDBw5kmzjr2bMn5s+fjwULFkAkEuHNmze4fv06Fi9ejNGjR39veAXW7FGd4dSlGQz19XDh5r9wXbAF/z59m+02ZUoYYsG4Hmjd2Ap6hSSIfPYWQ+dswrV7jwEAydc3Zbqd2/KdWLYlNLcPgdJpPnoAWk0ZgWKlSuD5zXDscJ2Nx3/fzLJ+YYNi6DR/Mmy7toGekQFin7zArvGeuHPkNABg/qO/YFyxXIbtTvtuwXYXj7w6DMoEr1XNxPOqmXheNQ/vr5qL16tm4bWqmbZv347AwEBEx8SgatWqcJs2DVZWVlnWP3bsGHz9/PDy5UtUqFAB48eNQ9OmTeWvC4IAvzVrsHfvXsTHx8PGxgYzZ8yAmZnZjzgcyiOaOj+bMr474ZYdQYmVJoYPHw6ZTIbBgwcjKSkJ/fv3h0QigZOTEwYMGJCX4eVbkwe3xZg+jnD22IDHL6IxZ3QX/OE7CbW7zcTn5NRMtzHU18PpgBk483cEOrgsR/S7eFhUMEXch4/yOuUdxyts07qxNdbNHox9J67m5eH89Or2/A3dl7lj60h3PL50HQ7jneB6dAvmWDogPiomQ30tHR2M+zMI8W9jsK77KMS9eAMjs7JIjPtviPXC+h0h1tKSPy9TqyrGHw/GtV0hP+SY6Ateq5qJ51Uz8bxqHt5fNRevV83Ca1UzhR49Cu+lS+E+cyasrKwQHByMUaNH48CBAzDOpFPOjRs34DZ9Osa6uqJZs2YIOXIE4ydMwPbt21HFwgIAsDkgANu2boWXlxfKli0LXz8/jBo9Gvv27oWuru6PPkTKJezhpkYikQijRo2Cs7Mznj59isTERJibm2c6RPVn4dr3VyxcfwiHTt8AAAyZtQHPj69ApxZ1sPPo5Uy3mTKkHZ6/jsWwOf99c/f4ZbRCnTcxinPidfzFBqf/jsCjF1G5ewCkwHHiUJxfvx1hAbsAAFtHzoRVewfYO/XE0cUZFwaxd+qJIkaGWGLfDbLUL28qY548V6iTEB2r8Ly12yi8/fcx/jlzMY+OgjLDa1Uz8bxqJp5XzcP7q+bi9apZeK1qpqCgIHTt2lU+h7u7uzvOnjuH/fv3w9nJKUP94K1bYW9vj8GDBwMAXMaMwcWLF7F9+3bMcneHIAgIDg7GsGHD0KJFCwDAPC8vOLRsiZOnTqFtmzY/6tAol/3MCTexugOYPn06EhISIJFIYGFhAWtraxQpUgSJiYmYPn26usP74SqVLYHSJQxx8tI9edmHhCRcvvMQDazNs9zut+Y2uHrvMbYtGYXnJ1bg8rbZcOrSLMv6JY2KoW0TawTsP5er8ZMiLR0dVKhbC+HHz8vLBEFA+PHzqNyoTqbb1O7oiIdh19DH1xNLXv+NWbePos300RCJM79ctXR00KB/Z1zYtDNPjoEyx2tVM/G8aiaeV83D+6vm4vWqWXitaqaUlBSEh4ejYYMG8jKxWIyGDRrg1q1bmW5z69YthfoAYN+okbz+ixcvEB0djQbp6ujr68PKygq3bmY9/Jjyv8+pMqUemkjtCbf9+/fj8+fPGco/ffqEAwcOqCEi9TI1KQYAeBOr+A3c25gPKGVskOV2lcqWwIgeLfDv0zf4bfQy+O86jeVT+2JAB/tM6w/oYI/4xE/Yd5Jd6PNSUZPi0NLWxoc3it+wxr+JQrFSJTLdxqRyBdTp3g5iLS34tBuCEK/VcJw0DO3cXTOtb9O5FQobFkNYwO5cj5+yxmtVM/G8aiaeV83D+6vm4vWqWXitaqZ3795BKpXC2NhYodzY2BjR0dGZbhMdHZ1t/bR/M9QxMkJ0TMahx1RwSGWCUg9NlKdDSkUiUZavJSQkQBAECIKAjx8/KozJlkqlOHv2bLYLMmiKPm0bwtd9oPx5p7ErVGpHLBbh6r3HmOWzFwBw4/5T1LQoi2Hdf0HQoQsZ6g/u1BTbjlzMch4MUh+RWIT4t9H4ffh0CDIZnl67A8Oypmg1ZQQOe67MUN/euRfuHjmN96+yn0iYvg+vVc3E86qZeF4pM7y/5k+8XulrvFaJNIumJtOUkeOEmyAIePXqFYyNjb85cWF2iybUq1cPIpEIIpEIrVu3zvC6SCSCq2vm32JokkNnbuDynYfy57o6X06JqVExvI5+Ly8vaVwMN+8/zbKdV9FxCH/4UqEs4tFLdGlZN0PdxrZVYFmpNPq5rf3e8OkbEqLfQZqaimKmJgrl+qYl8OF15vOFvH8VBWlKCgTZf91qX4dHwqB0SWjp6ECakiIvN6pQFtUdG8O/68i8OQCS47WqmXheNRPPq+bj/VVz8HrVbLxWNVPx4sWhpaWFmK96nsXExMDExCTTbUxMTLKtn/ZvTEwMSpT4r/djTGwsLKtWzc3w6QdLlmrmcFFl5HhIqSAIaNWqFV69evXNutevX0f58uUzfW3Lli0ICAiAIAhYtWoVAgMD5Y+tW7fi1KlTGDVqVE7DK3ASEj8h8tlb+ePew5d4FRWHFg1qyOvoFykEu1qVcelWZJbthN34F1XNSimUValQCk9fZex+O6RzU1y99xi3/nmWewdCmZKmpODp1Tuo1vK/4QwikQjVWtrjYdi1TLeJPH8FJS0qKvQQNa1aCXEv3yi8wQAA+yE9EP82BrcPn8ybAyA5XquaiedVM/G8aj7eXzUHr1fNxmtVM+no6KB69eq4dPm/RUxkMhkuXb4Ma2vrTLextrZWqA8AFy9elNcvW7YsTExMFOokJCTg9u3bsK5dOw+Ogn6Un3lIaY4TbmKxGGZmZoiLi/uuHdvZ2aFBgwY4ceIEHB0dYWdnJ3/Y2trC1NT0u9ovyFZv/RPTh/6G35rboJZFWWz2GoqXUXE4cOq/m1Lo2skY1ctB/nzl78fQwKoypjm1h3n5kujdpgGGdmuOtTsUbz76RQqh26/1sWnf2R92PD+748s2oMmwPmg4sBtKVTNHnzXzISmihwubv6zUNDhwKTovmCqvf3bN79AzMkDPlbNRskol1GrXAm1mjMYZ3y0K7YpEIjQa0h1hgXsgk0p/6DHRF7xWNRPPq2biedU8vL9qLl6vmoXXqmYaMGAA9u7di4MHD+Lhw4eYN38+kpKS0LlTJwDATHd3rFy1Sl6/X9++uHDhAgK3bMGjR4+wZs0a3L13D7179wbw5Xz269cP69evx+nTp/HgwQO4u7ujRIkScPj/VUupYPqZE24qzeE2adIkLFmyBHPmzEHV7+zeGRkZiVevXqFevXoAgODgYOzcuRMWFhbw8PCAgUHWk6NqKu+AIyhSWBd+7oNgqK+H8zceoMOYZQpzTFQuXxImhvry51fvPUaPSb6Y59oNM4d3xOMXUZj0v23YdkRxaeyerRtABGBH6KUfdTg/vas7/4B+CSN08JyAYqVK4PmNcKxuMwjxb79MDGpUoSyEdH9g3j1/hVWtB6HH8lmYdSsUcS9e4+TKzTi6WHHYQzXHJjA2K8cVmdSI16pm4nnVTDyvmof3V83F61Wz8FrVTG1at8a7d+/gt2YNoqOjYWlpCT8/P/miB69fvYI4XS9FGxsbLFywAD6+vli9ejUqVKiAFcuXo4qFhbzOkMGDkZSUBE8vL8THx8PW1hZ+fn7fnMqK8rfk1J83IS4SsptoLQv169dHUlISpFIpdHR0UKhQIYXXL3/VVTQ7HTp0wOTJk9G8eXPcv38f3bp1g5OTEy5duoTKlStj4cKFOQ0PACCxdVJpO8rfnG6wu7gm2mTj8O1KRESUJ3hv1Uy8t2omXq+aaUViuLpDoDxQqHBhdYeQL/QKUC4/tGOwXZ7sPy4uDl5eXjh16hTEYjFatWqFmTNnokiRIt/cVhAEDBs2DOfOnYOvry8cHR1ztG+VerjNmDFDlc0y9fz5c5ibmwMAjh07BgcHB0ycOBF3797F8OHDc20/RERERERERET046Sqebjo5MmTERUVhc2bNyMlJQUzZsyAh4cHli5d+s1tAwMDFeaTzCmVEm5dunRReYdf09HRwadPnwAAFy5cQOfOnQEABgYGSEhIyLX9EBERERERERHRj6PO+dkiIyNx7tw57N69G1ZWVgAAd3d3DB8+HFOnTs127YDw8HBs2rQJe/bsQZMmTVTaf44XTUjz9OlTLF++HBMnTpQv73vmzBk8ePAgR+3UqVMHCxcuhK+vL27fvo1ffvkFAPD48WOUKlUq+42JiIiIiIiIiChfSk6VKfXIC9evX0exYsXkyTYAsLe3h1gsxq1bt7LcLikpCZMmTYKHhwdKlCih8v5VSrhdvnwZHTp0wK1bt3Ds2DEkJiYCAO7fv4/Vq1fnqC0PDw9oa2vj6NGjmD17tjzDePbsWTRt2lSV8IiIiIiIiIiISM2UXaU0OTkZCQkJCo/k5OTv2nd0dDSMjIwUyrS1tWFgYICoqKgst1u4cCFsbW1zPGfb11QaUrp06VKMHz8eQ4YMga2trby8YcOG+P3333PUVpkyZeDv75+hPDfniSMiIiIiIiIioh9L2SGl/v7+8PHxUShzcXGBq6trhrre3t5Yv359tu2FhIQoH2Q6J06cwMWLF7Fv3z6Vtk9PpYTbP//8A29v7wzlRkZGePfuXY7aevnyZbavlylTJkftERERERERERGR+kmVHC46YvQIDBkyRKFMIpFkWtfJyembawuUL18eJiYmiI2NVShPTU3F+/fvsxwqevHiRTx9+hT169dXKHd1dUW9evUQFBT0rUORUynhpq+vj6ioKJQvX16hPDw8PNtJ5zLj4OCQ7aoP4eFcIpmIiIiIiIiIqKARBOV6uEkkkiwTbF8zMjLKMFQ0M7a2tvjw4QPu3LmDWrVqAfiSUJPJZLC2ts50m+HDh6NHjx4KZR06dMD06dPRokULpeJLo1LCrX379vD29sbKlSshEokgk8lw9epVLF68WL7KqLL279+v8DwlJQXh4eHYvHkzJkyYoEp4RERERERERESkZoIaVyk1NzdH06ZNMWvWLMydOxcpKSnw8vJC+/bt5Z3F3rx5g0GDBmHJkiWwtrZGiRIlMu39VqZMmQydzr5FpYTbhAkT4OnpiV9++QVSqRTt27eHVCrFb7/9hlGjRuWorWrVqmUos7KyQsmSJbFx40a0atVKlRCJiIiIiIiIiEiNpKnqS7gBX+Z78/LywqBBgyAWi9GqVSu4u7vLX09JScGjR4+QlJSU6/tWKeEmkUgwb948jBkzBv/88w8+fvyIGjVqoGLFirkWWKVKlXD79u1ca4+IiIiIiIiIiH4cZYeU5hVDQ0MsXbo0y9fLlSuH+/fvZ9vGt17PikoJNx8fHzg7O6N06dIoXbq0vPzTp0/YsGEDXFxclG4rISFB4bkgCHj79i18fHxgZmamSnhERERERERERKRmMjUOKVU3lRJuvr6+6NOnDwoXLqxQnpSUBF9f3xwl3OrVq5dh0QRBEFC6dGksW7ZMlfCIiIiIiIiIiEjNZEquUqqJVEq4CYKQ6cqiERERMDAwyFFbW7ZsUXguFotRvHhxmJmZQVtbpfCIiIiIiIiIiEjNZGoeUqpOOcpo1a9fHyKRCCKRCK1bt1ZIukmlUiQmJqJ37945CsDOzi5H9YmIiIiIiIiIKP9T5yql6pajhNuMGTMgCAJmzJgBV1dX6Ovry1/T0dFB2bJlYWtr+812Tpw4ofQ+W7ZsmZMQiYiIiIiIiIgoH2DCTUldunQB8GUVhzp16qg85HPMmDFK1ROJRAgPD1dpH0REREREREREpD5SKedwy5EiRYogMjISlpaWAIDjx49j7969sLCwgIuLCyQSSbbbR0REqLJbIiIiIiIiIiIqIISfN98GsSobeXh44PHjxwCAZ8+eYcKECShcuDBCQ0Pxv//9LzfjIyIiIiIiIiKiAkgmE5R6aCKVEm6PHz9G9erVAQBHjhyBnZ0dli5dioULF+LYsWNKtREWFoZ27dohISEhw2vx8fFo3749/v77b1XCIyIiIiIiIiIiNZOlypR6aCKVEm6CIEAm+/IDCQsLQ7NmzQAApUuXxrt375RqIzAwED179kTRokUzvKavr49evXohICBAlfCIiIiIiIiIiEjNZIKg1EMTqZRwq1WrFtasWYP9+/fj77//xi+//AIAeP78OUxMTJRq4/79+2jatGmWrzdu3Bh3795VJTwiIiIiIiIiIlIzQSYo9dBEKi2aMGPGDEyZMgXHjx/HyJEjYWZmBgA4evQobG1tlWojOjo621VOtbW1ERsbq0p4RERERERERESkZlINHS6qDJUSbtWqVcOhQ4cylE+dOhVisXKd5kxNTfHgwQN5su5r9+/fR4kSJVQJj4iIiIiIiIiI1EzQ0OGiylBpSGlWdHV1oaOjo1Td5s2bY+XKlfj8+XOG1z59+oTVq1ejRYsWuRkeERERERERERH9IBxSmkPVqlWDSCTK8vXw8PBvtjFq1CgcO3YMrVu3Rr9+/VCpUiUAwMOHD7F161ZIpVKMHDlSlfCIiIiIiIiIiEjNpKmp6g5BbVRKuPn4+Cg8T01NRXh4OPbt2wdXV1el2jAxMcH27dsxZ84cLFu2TN7NUCQSoUmTJvDw8FB6AQYiIiIiIiIiIspfBJlU3SGojUoJN0dHxwxlbdq0gYWFBUJCQtCjRw+l2ilbtizWr1+P9+/f48mTJwAAMzMzGBgYqBIWERERERERERHlE0y45RIbGxt4eHjkeDsDAwNYW1vnZihERERERERERKRGgvTnTbjl2qIJnz59wpYtW1CyZMncapKIiIiIiIiIiAooWWqyUo+8EhcXh0mTJqFOnTqoV68eZsyYgY8fP35zu+vXr2PgwIGwsbFBnTp10K9fP3z69ClH+1aph1v9+vUVFk0QBAEfP35EoUKF8L///U+VJomIiIiIiIiISIOoe0jp5MmTERUVhc2bNyMlJQUzZsyAh4cHli5dmuU2169fx9ChQzFixAjMmjULWlpaiIiIgFicsz5rKiXcpk+frpBwE4lEMDIyQu3atTn/GhERERERERERqTXhFhkZiXPnzmH37t2wsrICALi7u2P48OGYOnUqTE1NM91u4cKFGDBgAIYPHy4vq1y5co73r1LCrWvXrqpsRkREREREREREPwlpHg4X/Zbr16+jWLFi8mQbANjb20MsFuPWrVv49ddfM2wTExODmzdvokOHDujduzeePn2KypUrY/z48ahXr16O9q90wi0iIkLpRqtVq5ajIIiIiIiIiIiISLMo28MtOTkZycmKyTmJRAKJRKLyvqOjo2FkZKRQpq2tDQMDA0RFRWW6zbNnzwAAPj4+mDp1KqpXr479+/dj8ODB+OOPP1CxYkWl9690wq1z584QiUQQBCHbeiKRCOHh4UoHQEREREREREREmkfZhJu/vz98fHwUylxcXODq6pqhrre3N9avX59teyEhIcoHmY5MJgMA9OrVC926dQMA1KhRA2FhYdizZw8mTZqkdFtKJ9xOnDiRwzCJiIiIiIiIiOhnJUtRbkjpiBETMWTIEIWyrHq3OTk5oUuXLtm2V758eZiYmCA2NlahPDU1Fe/fv0eJEiUy3S6t3NzcXKHc3NwcL1++zHafX1M64Va2bFn5//39/WFsbIzu3bsr1Nm9ezdiY2MVJpYjIiIiIiIiIqKfj7I93HIyfNTIyCjDUNHM2Nra4sOHD7hz5w5q1aoFALh48SJkMhmsra0z3aZcuXIoWbIkHj16pFD++PFjNGvWTKn40uRsTdP/t2PHjkxXaKhSpQq2b9+uSpNERERERERERKRBBJlUqUdeMDc3R9OmTTFr1izcunULV69ehZeXF9q3by9fofTNmzdo06YNbt26BeDLNGnOzs4ICgpCaGgonjx5ghUrVuDhw4cZOp19i0qrlEZFRWXa/c7IyCjLieeIiIiIiIiIiOjnIUtNUev+vb294eXlhUGDBkEsFqNVq1Zwd3eXv56SkoJHjx4hKSlJXjZ48GAkJydj4cKFeP/+PapVq4ZNmzahQoUKOdq3Sgm30qVL49q1ayhfvrxC+dWrV1GyZElVmiQiIiIiIiIiIg2SV73XlGVoaIilS5dm+Xq5cuVw//79DOXDhw//7unSVEq49ejRAwsWLEBqaioaNmwIAAgLC8P//vc/ODk5fVdARERERERERERU8MnUnHBTJ5USbkOHDkVcXBzmzp2LlJQv3QN1dXUxdOhQjBgxIlcDJCIiIiIiIiKigkeQMuGWIyKRCFOmTMHo0aMRGRmJQoUKoWLFikqvKEFERERERERERJpNlpqs7hDURqWEW5oiRYpkuZQqERERERERERH9vNQ9h5s6fVfCjYiIiIiIiIiIKDM/c8JNJAiCoO4giIiIiIiIiIiINIVY3QEQERERERERERFpEibciIiIiIiIiIiIchETbkRERERERERERLmICTciIiIiIiIiIqJcxIQbERERERERERFRLmLCjYiIiIiIiIiIKBcx4UZERERERERERJSLmHAjIiIiIiIiIiLKRUy4ERERERERERER5SIm3IiIiIiIiIiIiHIRE25ERCpavHgxRo4cCUEQ1B0KERGRRuG9VTPxvBLRz4QJt3wm/U1IJpOpMRLKTV+/ueCbjYIvOTkZxsbGePv2LWbMmMFzqkF4LokKjsmTJ2PPnj3qDoNyUdrfYJFIBAB49uwZ/y5rCJlMJj+vqampao6GiCjvMeGWjwiCIL8JBQQE4MSJE0hOTlZzVPS90r+5ePnyJRISEuTPqeCSSCTo378/evTogUePHsHNzU3dIVEu+Pp6ff78OaKiouSv80NfwcVzp3liY2Oho6ODhQsXIiQkRN3hUC5Iey+c9qXzpk2bMG/ePDVHRbnh/PnzePv2LQBg6dKl8Pb2VnNERER5T1vdAdAXMpkMYvGX/OeHDx+wdetWiMViSCQS2NvbQ0dHR80RkqrSzuvy5ctx6tQpvH//HgMHDoSDgwMqVaqk5uhIFWnXa6FChVCuXDnUrFkTu3btQuHChTF79mwmVAsoQRDk1+vKlSsRFhaGp0+fwsrKCrVr18bo0aN5bguo9PdYQPFDffpyKliMjIwwduxYFC1aFB4eHgCAdu3aqTkqUtWyZctgaGiIwYMHy6/LpKQkVKlSBSKRSOGLaSpYEhMTMXfuXBQuXBg1a9bE0aNHsX37dnWHRbmA91Gi7DHhlk+k/aFatGgRHj16hNKlS+P+/fuYOXMm5s+fz6RbAXfkyBEcPHgQU6dOxfXr17F37148evQIAwYMgKWlpbrDoxxKu14XLlyIv//+G1WrVoWZmRmOHTuGz58/Y8GCBfxQUAClnTMfHx9s3boVy5YtQ8mSJbF27VqsWrUKv/76K6pUqaLmKEkVadfsli1bcO/ePRQtWhSdOnWClZUVPywUUKmpqdDW1kbp0qXh6OiI2NhYTJs2Dbq6umjZsqW6w6McSkxMxN27d5GYmAg9PT1069YNOjo6iIqKQpEiRQCA99UCTE9PDyEhIbCzs8OTJ0+watUq3k81QPr754kTJ/D48WMUKVIEVatWRZ06ddQcHVH+wHeY+ci+ffuwe/dujBs3DkuXLsXhw4dRo0YNuLm54fz58xxeWoB8Pf+eSCRC37590bZtW8yYMQPDhg3DvXv3EBgYiPv376spSsopqVQq//9ff/2FAwcOwN3dHYsWLcKePXswePBg3LlzBzNnzlRjlPQ9YmNjcfXqVSxcuBCNGzfGq1evcOrUKXh5eaFKlSr8O1zApP9bvGLFCvj5+SEpKQl37tyBk5MTLly4ALFYzDlTCyBt7S/fGS9fvhyrVq3Chw8foKOjg8mTJ3N4aQEjCAL09PSwbNkylClTBvv378fu3bsBAJ8/f852ri8OFc/f0v9tjYmJgY6ODoyMjLB69Wo8f/5c/hrPY8GUlmxbsmQJvLy8cPHiRZw7dw6jRo3C4cOH1RwdUf7AhFs+EhUVherVq6Nq1aowNjaGsbEx1q1bh+rVq8PT0xMXLlzgh70CIP2wtF27dsHb2xtHjhyRfzgAgM6dO2PgwIGIiIhAUFAQ7t69q65wSQkzZ87E3bt3oaWlJU+6xcTEQFdXFxYWFgC+zOnWp08fNG/eHCEhIfDy8uIbyALg63MkFovx/PlzlClTBqdPn8a4ceMwZcoU9OjRA8nJydi1axdu376tpmgpp9L+Fr98+RIikQj+/v5YuXIlvL290bp1awwdOpRJtwLs4MGD2LJlCyZOnIgVK1YgICAA7dq1g7u7O0JDQ9UdHikpbXi3gYEBPDw8ULZsWezbtw979uyBtrY2jI2N8e+//yIyMhKPHj3CkydPcOnSJaSkpLDXWz6WvvfTtWvXYGBggEuXLuHgwYNISkrCuHHj5Em3tPOYkpKitnhJNSEhITh06BBWrFiB9evXo3nz5oiPj+eiGET/jwm3fCDtA19SUhJevHgBbW1tiEQifP78GQAwaNAgvHz5EvPmzcOFCxd4M8rH0k+4vnz5cixYsAA3b97EmTNnsGPHDty6dUtet3Pnzhg0aBD++usv/PXXX+oKmb7hxYsXePz4MUaPHo379+9DS0sLAFC2bFno6ekpJEv19fXRs2dPFC1aFPv27YOvr6+6wiYlpL9eExISIAgCJBIJKlSogODgYEydOhVTp05Fnz59AHz5Xfjrr7/kkz5TwXDs2DE4ODggNDQU+vr6AIBy5cph7Nix6NatG4YPH46wsDCIxWImyQuYJ0+ewMbGBnXr1kWRIkVgbW2NYcOGoUmTJnBzc8OZM2fUHSJ9Q9o1l3b9GRgYYNasWShTpgx27tyJw4cPY9myZZg8eTIGDBiAnj17on///li/fr3CF5mUv6RPti1btgzz5s3DsWPHEB8fj6JFi2Ljxo349OkTJkyYgCdPniA5ORmTJk3C2rVr1Rw5fUvaNZv2JdXDhw9hb28PGxsbHDt2DIsWLcLs2bPRqVMnfPz4EZGRkeoMl0jtmHBTg8yGGwJAr169kJqailmzZgEAdHV1AQCFCxfG4MGDYWFhgWnTpjHplo+lvbn4559/kJiYiMDAQAQFBcHb2xulSpWCn5+fQtKtU6dO8PT0xNChQ9UVMn1D2bJl4eHhASsrKwwdOlQ+BLh8+fKQSCTYunWrwpuJlJQU2NjYYN68eRg9erS6wqZvSP9hYO3atVi4cCEePnwIPT09ODo6YteuXWjWrBl69eoFAIiPj8fChQvx8eNH/PLLL2qMnHKqbNmy+O233/Ds2TPExcUB+PKBoWTJknB1dUXXrl0xZMgQ3L59m71lChgTExM8fvwYr1+/lpdVrFgRrVq1wqdPnzBixAicP39ejRFSdtJ/6fH582d5D3JDQ0PMnj0bFSpUQKVKlTB48GAEBgbi2LFj2L17Nw4cOAB/f3/5QgqU/6TdX1etWoXdu3dj8uTJcHR0lH/pYWpqis2bNyMxMRF9+vRBjx49cPfuXYwcOVKdYdM3pF+45OPHjwC+jPAwMjLC8ePHMW3aNEyZMgW9evWCIAg4c+YMjhw5goSEBHWGTaRWIoF3qh8q/Ye8/fv3Izw8HGKxGNWrV0fHjh2xa9cubNq0CTVq1MCkSZMQHx8Pb29vVKxYETNnzsTYsWNx7NgxbNiwAU2aNFHz0VBm/vzzT3h6eqJ48eJYv349TE1N5eVbt26Frq4uxowZAysrK4XtpFKpvPcU5Q/p31hERERg9erVuHnzJtavX4/q1avj3r17GDZsGGrVqgV7e3tYWlrC398f+vr6WLlyJUQiEc9rPuft7Y39+/dj/PjxaNq0qfx69fX1hZ+fHxwcHCCTyfD+/Xu8f/8ee/fuhY6ODifaz6eyOi8RERFYsWIFrl+/joCAAFSvXl1+fb9+/RoHDx6Ek5MTe8zkU1md16tXr8LT0xO//vorevToIb9+r1y5gm3btqFhw4bo0qULz2s+lP6cbtq0CTdu3MDz58/RrVs3NGrUCJUrV8a7d+/g6emJV69eoVu3bhnOJe+v+dujR4/g6uqKadOmoWnTpoiNjcXr169x4cIFlC9fHq1btwYArF+/HoUKFUKfPn2gra0tXxCF8peTJ0+iVKlSqFGjBpYsWYKoqCj873//w4EDBzB37lykpKRgxowZ8lEBCQkJGDduHKpWrYpp06apOXoi9WHCTU2WLFmCP/74A02bNoWenh6CgoLg5uaGXr164cSJE/Dx8UFUVBT09fVhZGSE4OBgFC5cGAAwZcoUjB49GpUqVVLzURDw35vGtA9vp0+fxq5du3D+/Hls3rwZtra28rrHjx/H9u3bER8fjwULFsDc3FyNkVN20s7n10m3lStX4vbt21i3bh1q1KiBiIgI+Pr64p9//gHwpcdFQEAAkzIFwJUrVzBlyhT873//Q7169QAoJllDQkJw8+ZNfPz4ERYWFujfvz8/DORj6a+3O3fuyMtr1aoF4Mv16+Pjgxs3bsiT5unPNwCe23wo/Tnas2cP3r59C21tbQwbNgwA4Ofnh0OHDqFZs2b49ddfUbJkScyfPx9GRkbyFaN5XvOvpUuXYteuXRg5ciSioqIQFhYGMzMzjBw5EpaWlnj37h3mzZuHO3fuYMqUKXB0dFR3yKSkN2/eYOTIkejduzfMzc2xZ88e3LlzByKRCA8fPsTs2bPRo0cPhW2YRM2fkpOT5aM8mjZtipMnT2Lbtm2wtLQEACxevBibN2/G8uXLUalSJYjFYixevBixsbHYtWsXtLW1M9xviX4WTLipwblz5zB79mx4e3ujTp06OHr0KCZMmAAPDw/07t1bXu/SpUsoXLgwatasCS0tLXz69AmFChVSY+SUnTNnzqB58+YAgMuXL8Pf3x9v376Fl5cXbGxs5PX++OMP3Lp1C25ubkzG5FPpP7jHxMQgPj4eFStWBAA8e/YM8+fPx507d+Dv74+aNWsiISEBqamp+PDhA8qVKwexWMwPeAXAn3/+iRUrVmDHjh3Q09NTSJxn9aafHwbyp/Rv5FesWIHQ0FAkJydDW1sbnTp1wpgxYwB8Sbr5+fnhxo0b8PHxgbW1tTrDpm9If16XL1+OoKAgWFtb4+bNm6hRowaWLl2KUqVKYdOmTTh9+jQuX76MihUrQiKRYM+ePdDR0eGHvHzsyJEjWL58OZYtW4ZatWrh4sWLcHJygrm5OczMzDB+/HhYWFggJiYGwcHBGDNmDP/+5lOZfcH47t07zJ49Gy9fvsTdu3fRv39/NGnSBHXr1sX48eNRr149DiEtYOzt7ZGQkIBFixahXbt2Cu913d3dce7cOXz48AEWFhYoVKgQNm3aBB0dHb53op8aE24/wNc3oT179iAkJAQbN27EsWPHMG3aNHnvtvj4eNy/f1/e2yIN/1Dlbw8ePECHDh3QtWtXLFiwAAAQFhaG4OBgvHjxAnPmzEHt2rUzbMceUPlP+g9nq1atwvnz5/HgwQM0bNgQ9evXx+DBg/Hw4UMsX75cPry0WrVqCm3wvBYMISEhmD59Oo4cOYIyZcoo9FY9f/48SpUqJV+FlgoGX19fBAcHY+XKlahcuTLWrl2LoKAgDB06FJMnTwbwJek2f/58FClShBN0FxBRUVFwd3fHuHHjUKVKFURHR2PQoEHQ19fH6tWrUaZMGXz48AEPHz4EAFhZWUFLS4tffORz586dw7Vr1zBu3DicOHEC06dPx+TJkyEWi7FgwQI0adIEw4cPl/dSBfh+OD9K/54nMjISWlpaKFSoEEqVKoXo6Gi8ePECIpFI4QuOXr16oU2bNhgyZIi6wqYckMlk+Pjxo3xhsKioKKxevTrD9DgRERH48OEDDA0NYWFhwS+gicBFE36ItJvQvn37EBERAQMDAxQpUgT79+/HtGnTMHXqVPnE3FeuXMHBgwcRFRWl0AbfXORvFSpUwOLFixEaGipf9KJRo0bo27cvypUrB09PT1y5ciXDdkzK5D9pyTY/Pz9s27YNI0aMwOHDhxEfH4/ff/8dDx8+hLm5OcaOHYvatWujc+fOePr0qUIbPK/5S/qFatJ/x1SjRg2Ym5tj7dq1ePHihfy8JScnw9/fHydPnvzhsZLqHjx4gGvXrmHJkiWoX78+bt++jf3796Njx47YvHkzli1bBgCoVq0a5s2bBz8/PzVHTMrYvHkznJ2dkZqaClNTU+jo6KB06dLYunUr4uPjMX78eDx9+hTFihWDjY0NbGxsoKWlBalUyg95+Uhm3+83aNAA/fv3x/v377F+/XoMHToUPXv2ROfOnVGqVCncuXMHx44dU9ie74fzF0EQ5PfO1atXw8XFBcOHD0fXrl1x+vRpmJiYoHbt2rC2tkZiYiKePHmCoUOH4vPnzxgwYICao6fspH/vJBaLoa+vj0OHDmHXrl2oXLkyXFxcFKZvAIBSpUrBzs4OVatWhVgshkwm499h+unxU2EeSk5Olv9/48aNWLp0KcRiMQwNDXHv3j35t7Vpk0smJSVh69atEAQBJiYm6gqbVKCrq4s2bdpg7ty5OHjwoDzpZm9vj759+0JPTw979uxRc5SkDEEQEB0djXPnzsHT0xMODg548uQJbt++jZEjR8Lc3BwymQxVq1aFi4sLhg0bhrJly6o7bMpC+g8DO3fuxNKlS+Hr6ysfJtyxY0dERERgwYIFOHPmDP7880+MHj0a8fHxcHJyUnP0lBOlS5dGs2bNYGtri7///hseHh6YOHEiFi5ciDZt2mDdunWYM2cOAMDMzEz+YYDyl6/PSd26dZGQkIA7d+4gPj5eXsfExEQ+J6qTkxNevXqlsB0TM/lH+tVIo6Ki8OjRIwiCAB0dHRgbGyM6OhqvXr1C9erVAQCvX79G9erVMXbsWIwfPx4AOCw4H0p/XlevXo3t27fDzc0NQUFBsLGxwYQJE7Bv3z4AX+7F+/btg6enJz5//iyf1yttZVrKX9L3Wrx9+zauXbuGf//9V5488/Pzg4WFBVxdXXH9+nXEx8dj3LhxWLVqFYD/EuT8ApoIYMo5D4wbNw7Tp09HqVKlAAAPHz7E69ev4eHhgapVqwIAnJyc4Onpiffv3+PMmTMoXLgw1q5di5iYGKxZsybDZO2U/2zatAnv3r3DpEmTAHxJurVq1QqCIGDGjBnQ1dWFu7s7GjVqhKJFi6JmzZpqjpiUIRKJIJFIkJycjLp16+LEiROYPHkypk2bhh49euDz5884fPgwbGxsUK1aNflwUg5zyX++Hh68adMmNG7cGGfOnMHZs2cxe/ZsDB48GMWLF8eRI0cwevRoWFpawsTEROHDAM9r/pPZsO2iRYuiV69eKFSoEI4ePYrGjRujS5cu0NLSQpkyZWBvb4/Hjx8rbMsPA/lP2jkJDw9HmTJlYG1tDT8/Pzg7O2PRokVYvHgxDAwMIAgCjIyMsGXLFixYsAAlS5ZUc+SUmfRfeqxcuRJ//fUXIiMjYWdnB2trawwdOhQSiQSmpqY4efIkZDIZgoODIRaL0alTJ4hEIk7TkM9cvHgRDRs2lJ+Te/fu4fLly1i8eDGaNGmCEydO4MqVK6hTpw7c3d0hEonQuXNntG3bFqampmjRogWHfOdj6a/Z5cuX49ChQ9DR0cGLFy8wceJEdOrUCcbGxvDz84OLiwsGDhyIihUrIjU1FQcPHgTABDmRAoFylYuLi9CuXTvh8+fPgiAIwsWLFwVLS0vBzs5OOHHihELd9evXCz179hSsrKyEXr16CcOHDxeSk5MFQRCE1NTUHx47Ke/Tp0/C6tWrhdq1awt+fn4ZXnNzcxMsLS2FyZMnK7wmlUp/ZJikBJlMlqHs/fv3QqtWrYQJEyYI9evXF4KDg+Wv/fvvv8LgwYOFkydP/sgw6Ts8e/ZMGDVqlHDz5k1BEAThw4cPwm+//SZ0795duHXrlrze48ePhdjYWPnvREpKilripeyl/zt68uRJISgoSNi2bZsQGRkpCMKXv8H9+vUTJk6cKAiCICQlJQljxowR/vjjj0zboPznr7/+EiwtLYWtW7cKHz58EARBEO7cuSM0bNhQGDVqlBAXFycIQsbzyPdO+Zefn5/QsGFD4dSpU0JUVJQwaNAgwcHBQbh//74gCF/eE3fp0kVo3ry50K9fP/n74czu0aQ+/v7+Qtu2bYW9e/fKyx4/fiwEBgYKMplMCAsLExo3biwEBQUJgiAIQ4YMEerWrSv8/vvvCu3wb3D+5+vrKzRu3Fi4ePGiIAiC4OXlJdSsWVNYunSpEBMTI6+3Z88eYe/evfL3THzvRKSIXyvkolevXuGff/6Bm5sbJBIJjh8/DkdHR4wcORJr167FrVu3YGdnh6JFiwIAhg4diq5duyIuLg76+vowMTHh8vX5lPBVb0NdXV307t0bRYoUga+vL2QymXwVPF1dXZiZmaFZs2Z49+4de1PkY8nJyZBIJACAly9fwtDQECKRCMWKFcPYsWMxa9YsNG3aFH379oVMJsOnT5+wZMkSAECzZs3UGTopafPmzdi9ezdMTExQunRpAIC+vj62bNmCgQMHYt68eZg6dSpsbW1hZmYm347zjuRfaX9HlyxZgqNHj6J06dIoVqwYPD09sWXLFtSrVw+dO3eGh4cHEhMT8ebNG0ilUrRu3RqA4rf3pH5f318BoHHjxujTpw98fX2hpaWFtm3bombNmtiwYQOGDRuGmTNnYt68eTA0NFTYjr1R8x9BEPDu3Tv89ddfmD17Nn755ReEhYXh5s2bmDFjhnzkx9ChQ9GpUyd8/PgRFSpU4GTr+VSHDh1w+/Zt7N27F4IgoGvXrjAzM0PHjh0hEomwd+9etGzZUj5djqmpKUqWLInDhw+jb9++8mudf4Pzn/SfVx4/foybN29izpw5aNCgAY4fP46DBw+iffv2WLduHQCgb9++KFWqFLp27Spvg3NnEmXEKyIXpSVaQkNDERISgmvXrqFOnToYP348kpKSsGHDBlSsWBFt27aFrq4uAMDIyAhGRkbyNvghL/9JfwOKiYmBSCSCkZERTExM0LFjR8hkMqxduxYikQijR49GQkIC7t+/j9atW6Nbt24Z2iD1+/333+Ho6Cgf9r1y5Ur8+eefkMlkaNGiBXr37o327dsjMjISfn5+cHV1hVgsRmxsLOLi4rB37175pNz8gJe/tWzZEhs3bsSzZ8/w/PlzlChRAoIgoHjx4ggKCsLgwYMxY8YMrFy5UmG1WV6v+dvBgwdx8OBB+Pn5wdraGvv27cPJkyfl83i1bt0aYrEYZ8+eRd26dTF16lQOEc6H3rx5A1NTU/nz9PfK2bNnQ0tLC8uWLYMgCGjfvr086da1a1dUrFhRvvIs5V9p0zR8/vwZ9erVk0/TMHXqVPk0DYcOHULt2rVRpUoVlChRAgDfD+dHMpkMpUuXhru7Ozw9PeVJt27dusHQ0BAJCQl48OABHBwc5ENG4+PjsWDBAtSuXZvT5eRj6b+IioyMhLm5Odq2bYsmTZrg2rVr8PLygqurKwYMGABdXV0EBAQgMTERrq6uMDAwkLfD+ytRRryT5SIjIyP06dMHc+fORXR0NJYtWyZPpk2fPh2pqanw8PAAAIWkW3r8kJe/pH/z7+/vj2PHjiE5ORlFixbF6tWrYWJigm7dukFbWxv/+9//cODAAYhEIujo6OB///sfAPamyG9Onz6NoKAg3Lt3D25ubrhy5Qp27NgBd3d3XLt2Dbdu3cK///6LWbNmyVci3b9/P/T19VGzZk04OTlBW1ub37znQ18ntgVBQIUKFbBr1y507doVK1euxJw5c1CxYkUAgKGhITZt2oRFixahSpUqaoqaVPHkyRO0bdsW1tbWOHbsGDw9PeHp6YkOHTogISEBnz9/RteuXdG5c2f57wSv2fzlt99+Q/ny5bFmzRoAX+ZFLVeuHFq0aAEdHR0AgLu7OwRBwKJFiyASidC6dWvUqFEDR44cQYUKFdQZPmUhq4RKYmIi5syZg8uXL2Pq1KnyHlAvX77E4cOHUbx4cYW/w3zflP+kLTRjamoKDw8PeHp6Yt++fRCLxejSpQuKFi2KBg0aYP369Xj//j2uX7+O1NRUWFlZcS6+fCz9eZk/fz62b9+Oixcv4tdff0WhQoUQGhqKevXqoVevXgAAAwMD1K5dG3fv3kWxYsXUGTpRgSAShEzW6aYcS3uDsXXrVsyfPx9VqlRBzZo1MWTIEFhYWMjrzZs3D3v27MHUqVPRrVs3+XA2yt+WL1+OPXv2YOLEiahcuTKmTp2KIkWKYN68eahZsyakUikePHiAP//8E8WKFUO/fv3YmyIfCwoKQkhICMzNzWFoaAhzc3N06dIFABASEoIdO3ZAIpFgxowZqFSpUoYP6jyv+U/6N4xPnz7Fp0+fUKlSJWhra0MkEuHZs2fo3r07atasiVmzZqFSpUoZPhjyvBYcS5cuxcePH2Fvb48pU6YofIDfu3cvnj17hmHDhkFPTw9A1kkAUo+NGzdi3759+OOPP+RlLi4uuHDhApYvXw57e3t50g34stDUkydPMHDgQHTv3h1FihQBwGs2v0n/dzg6Ohr6+vqQSqXQ09PDsWPH4O7ujnr16sHPzw9SqRSfP3/GhAkT8PnzZ2zcuJHnsoBIO89v3ryRLwDXuXNndO/eHVKpFMuXL8c///wDY2NjeHp6QkdHh9dqAfDo0SNs2LABnTt3Rv369SEIAmQyGUaNGgUDAwMsWrQIYrEYY8aMwdChQ1GnTh0AvL8SfQsTbrksOjoaMpkMly9fxu+//w4zMzMMHz4c5ubm8jpTp07Fq1evEBQUpMZISVmXL1/GokWL4ObmBjs7O5w5cwaTJk2CoaEhUlJSsGbNGtSoUSPDduxNkf+k/zAQEBCAEydOIDIyEtOmTUOnTp3k9UJCQrBr1y5IJBJMnjxZ/q0731TkT+nP68qVKxESEoKPHz+iSJEiGD9+PBo0aAAjIyM8e/YMPXv2RM2aNeHm5qbwZQjlT1n1iNizZw/Wr1+PN2/eYNKkSejfvz8AID4+HhMnTkT16tUxceLEHx0uKWnbtm1Yt24dDh06hPXr10MqlWLy5MkYO3YsLl26hEWLFqFx48byLyU9PDxw7tw5WFpayldyp/xF+GpV6DNnziAxMRGWlpYYNGgQbG1tsWbNGqxcuRK//PILtLW18f79e/k0DUzKFCxfJ93i4uLQo0cPdO7cGcCXHo1pX3jw/XD+d/jwYaxYsQL6+vpYv349ihcvLr/37tixA7Nnz0bz5s3x8uVLCIKA/fv3Q1tbm++LiZTAfr25SCqVwsTEBCVLlsRvv/2Gbt264cmTJ1i3bh0iIyPl9ZYsWYLAwEAAX96gUP6mo6ODjh07ws7ODn/99X/t3WdYFcf78PEvXRAbKvZoLMGKRo2Kxq6xxd7F3it2xN4QUUAUsFAERFGKKPbeW1TUxG7sLQoqoAhI3eeFz9kcLIn5/xI5JvfnTeI5u+eavYbZnbl35p7jTJkyhYkTJxIWFoaBgQEzZszgl19+ee886VzoHs1yCID+/fvTsmVLzMzM2LRpEzExMepxrVu3plu3bjx9+pSIiAj1c+lU6B7tgIyXlxfh4eFMnjyZw4cPY2lpydKlS9m1axexsbGUKFGCsLAwjh8/TlhYWDaXXPwZ7bo9ePAgBw8e5PTp0wB07tyZ8uXLqzk1Hz58yK1btxg/fjwvXrzAzs4OkGesLlIUhUqVKlGuXDk6d+5MUFAQPXr0AN4GamrVqoWDgwPHjx8nLi4OeDt4X7VqlRpsk3rVLZmZmerzMSwsjHXr1tGzZ09at25NZmYm/fr14+zZs4wYMYKAgABy5cqFpaUlDRs2ZPPmzRgZGZGeni7Bti/Iu8tL8+XLR0REBMHBwQBZZhdLf1j3ZWRkUKhQIe7fv09qair6+vqkpaUB0L17dxYsWECBAgWoV6+eGmzLyMiQfrEQn0BmuP0DtAcJ4eHhbNq0iVKlStG/f3+srKw+eJzQbc+ePSNfvnwMHz6c8uXLM2nSJJKSkhg2bBgXLlygQYMGrFixIruLKT6RdtsLDg5m69atlC5dmgkTJqgJmwFOnTpF7dq1pZ3qoFOnTmFjY6P++/r168yZM4cRI0bQsGFDTpw4gZ2dHeXKlePu3bvY2dnRqlUrLCwsiImJIX/+/DK4+0K4urqyfv16ChYsyPPnzxkwYACjR48GYMiQITx9+pS7d+9SqVIljIyMCAgIkNkyX4Dhw4dz7NgxrK2t8fDwyHLvHT9+POfOnaNo0aKkpqaSnJzM9u3bMTAwkL6TDrtw4QLh4eF89913apqGmJgYvLy82L17N0FBQZQvX16W8/+LaM90mzhxIuXKlWPWrFkSiPkCHTx4kKVLl2JqaoqHhweFChXKMjtR+94rsxaF+HTSUv4Bmrc++vr6dO3aFX19fXx8fChRokSWgJt0GHWfplNYsGBBYmNjefjwobr9tYGBAZaWlmzZsoWvv/46m0sq/grtNmpra0tGRgY7d+5kyZIlTJw4kQIFCgCoAR0ZDOiW8PBwFi9ejIODg7oTcK5cuejRowf16tVTk3Lb29vTvXt3evXqRVBQEElJSXTr1g1LS0tAOoy6SnPfVRSF6OhoLly4QHBwMCYmJpw+fRpHR0eSk5OZPHkyvr6+3Lhxg6dPn1K4cGHKlSuHvr6+1K0OS09PJykpCWNjYyZMmMDJkyeZOnUqM2fOpGTJksDbvKnBwcHExMSQlpbGhAkTZGdoHXfq1Clmz57Nq1evqFevnvq5paUlQ4YM4ebNm5w8eZLy5cuTkZGRZTma1Knu+rMlg9oz3Tw8PMibN6/sRvqF0dRVkyZNyMjIICgoiClTprBo0SIKFSpEWloaRkZGWcat8nwV4tNJa/mL3n2z+rHOn/aAvnPnzlhYWNCgQYPPWVTxN9DuLFhYWJA/f35WrlzJy5cv2bFjB8nJyXz99dfo6+vLQOALo91G+/bti56eHrt372b27NksWLCAvHnzqsdKveqWqlWr0r59e1avXo2iKHTp0oVixYphamqKoaEhoaGhtGjRgi5dugBQpEgRHj9+zPXr17PsqCUdRt2j/Yx99eoVcXFxlClThtKlS2NiYkLx4sUxMjJi9uzZ6OvrM3HiRKysrN6bPS51q7sMDQ3JnTs3Hh4eABQuXJjw8HAcHR2ZMWOGGnSztbXNcp4EUXWbjY0NP/74I+vWrWPbtm3Url1bfXlVokQJjIyMuHv3LvD7vVcCMrrn3XHOp9SR5iWHhYUFIPludVFkZCQNGzYkX758732nHSBt3rw5mZmZBAcHM3XqVBwdHSlatGg2lFiIfw+ZYvUXaR5CW7duBVCXN3zsWM13jRs3xsDAQF0PL74smnp0dnYmX758bNq0iZw5cxISEqLWswRlvjzabbRPnz7Ur1+fAgUKyDbnOu6bb76hV69e2NjY4OfnR3h4OPA2KJ6amkpcXBw5cuTI0uFfvnw5Li4ukv9Jx2mese7u7gwYMAB7e3suXLjAy5cvATA2NqZdu3bMnTuXNWvW4Ojo+NHfELotIyMDgDZt2tCtWzfS0tJYsGAB9+/fB3ivbyXBNt2lqUs7Ozv69u3L48ePCQgI4NWrVwCkpKSQnJyc5UWW0D2Koqj3z5CQEGbPns2qVau4fv26+v3HztO0z7Nnz8pYR8d069aNrVu3kidPno8eo903atGiBX369OHZs2f4+/t/rmIK8a8lOdz+D+Li4mjVqhUdO3ZkypQpf3is9luelJQUTExMPkcRxT8sLi5OnTYvb911z4ferv7RG1ftN7qa4yRPkO67ffs269ev58SJEwwePFid0WZvb8/Zs2f5/vvvuXnzJgkJCWzdulXyP+mwd3OfLl++nF69epGQkEBgYCDdu3fH3t5e3bUyNTWVsLAwdu/ezdq1a2U2xRdK+768c+dONm7cSEJCAp6enhQuXDibSyf+Cu027O7uzo4dOzAzM6Nq1arEx8dz+/ZttmzZgpGRUTaXVHzIu/UXGhpKlSpVePHiBWlpaUybNg0bG5v3+lLa/96wYQNz585l06ZNVKxYMVuuQ2R1+vRp5syZQ0BAAIULF+bZs2dZ8mW+S7s+z5w5Q40aNWRCgRD/Ixl1fIJ337LmzJmTUaNGcfPmTS5cuPDR87RvWsHBwYwaNYrU1NR/tKzi031sZuLHPoff3+7ly5dPgm06Snu3tOTkZLXNaYJoH6JZDqE5LiMjQ4IyOuZDdVemTBk1b5ufn5+68+jixYupW7cuCQkJlChRgsjISAm26ThNvZw+fVpNvj106FAmTpzIkiVLCAkJwdXVVW3PxsbG9OjRQw22ybvDL5N23bVu3Zoff/yRqlWrqnkWxZdDe8b4+PHj6dSpE0+ePOHhw4fY2Niwc+dOdTdSoXs09+A7d+6QmJiIr68vvr6+zJkzhwoVKjB9+nROnTqVpc1qj3NCQkJwd3dn6dKlEmzTIQYGBty9e5cHDx4wZ84cRo8e/YdjUe36rVWrlgTbhPgbyAy3v2DTpk3UrFmTr776iqdPnzJmzBisra2ZOXPme8e++xBydXVl/vz5tGrV6nMXW3yA9sD77t27ZGZmkjNnTvWN+sfysWnXqyaJqNBN3t7eHDlyhFy5clG/fn169+4NfLhutet1165dFCxYkJo1a372MosP026v586dIzExEVNTU7777jsAfv31V0JDQzlx4gQDBgyge/fuQNacTxIc122KovDbb7/RtGlTAKZMmcKAAQPU7/fv38/48eOxtbVl/PjxWWaLS74g3fNX6+RDx0uA/Mv07kyps2fPUrt2bQYPHkzOnDmlveqw3bt3s3DhQvLly4ePj48a+L527Rr+/v6cP38eR0dHbGxssvSlQkJCcHFxwcnJiRYtWmTnJYgPcHd3JzAwECMjI0JCQihbtuwfHq/dRu/du0fBggXJmTPn5yiqEP9K0pP5RKdOnWLatGkMHDiQjRs3oqenx9y5c9mwYQN79+7Ncuy7wTYXFxcWLFggwTYdoZ2jwt3dHTs7O7p27crIkSPVfECa3dDePU9TrwEBAdja2sqbWh2iPQMqICAAf39/atWqRe7cuVm2bBmLFi0C3s+7qF2voaGhjB8/Xmai6hDt9rpkyRKmT5/OjBkzcHNzY+LEicDbnG7dunXj+++/JygoiDVr1gC/53zSzi8jdJOenh7FihUjJCQEU1NTfvrpJ3777Tf1+2bNmrF06VICAwMJCQl571yhWzR14uPjg6+v7ycd/+7z9I9mmwvd9e5Mt5o1a3Ls2DE8PT2Ji4uT9qpD3p1zkSdPHqysrLh//z4vXrxQP69QoQKDBg3iu+++Y9iwYVy+fFkNtgUHB+Pu7i7BNh2jPYYxNzcnJSWFlJQUYmNj//A87T7x2rVrmTBhgpqLUQjxfyMjkI94982qjY0NtWvX5sqVK1y8eJFDhw7x/fffM27cONauXYuVlZW6s5b24F3e+Oge7YGAZvYhvH2Ls3z5cuLi4nBzc8PAwEB98LwbRF21ahXTp0+XQbyO0G6vv/zyCzly5MDFxYUGDRrw+vVratWqxdy5c4G3M2c0u8rq6+u/NxPVw8ODunXrZtu1iKy022tERASenp5UqVIFLy8vvL29efXqFb6+vlhZWdGtWzdevnzJxYsXs7RZGeB9GTIzM6lWrRq+vr70798fT09Pxo0bR6FChQBo2rQp69ato1q1atlbUPFJUlJSOHnyJLVr1/7TY7WD4nv37qVhw4aS81ZH/NFMw499p6+vr64CmDBhAikpKVy+fFmWfusYzbNxy5YtZGZm0rFjR/T09EhJSWHq1Kk4OTmpy0PLly+Pra0tJUqUoEKFCgBcv36dBQsW4OrqKuMcHaMJiAYGBmJpacmmTZuIjIxk8ODBeHp60rBhw/fOeXes4+HhwZw5cyhSpMhnLbsQ/zqK+EPXrl1ToqOjFUVRlIsXLyrjxo1TAgIClF27dikNGjRQWrRooTRo0EAJCgpSMjIy1PM2b96sWFlZKXv27Mmuoos/kJSUpIwYMULx8/NTP0tJSVEOHz6s2NjYKL6+vurnmZmZ6v9v2LBBqV69urJ79+7PWl7xYQ4ODsqbN2/Uf0dFRSlWVlZKzZo1lZ9++kn9PCkpSQkLC1MqV66sLF68+L3fkXrVbffu3VMGDhyoHD58WFEURTly5IhSrVo1Zc6cOUqjRo2UYcOGqcc+ePBAvRdrt13xZdDU3enTp5VKlSopU6dOVZ4+ffrecWlpaZ+7aOJPaPeBNJycnJQhQ4YoaWlpSnp6+gfP026nISEhipWVlXLy5Ml/rJzi02nXaUhIiOLg4KDMnDlTCQoK+sPztOv0yJEjyuPHj5XY2Nh/rJzi/y41NVUZNmyY0qtXL/WzY8eOKcOGDVM6deqkXL169YPnadrznTt3Pks5xad5dyxaoUIF5cqVK0pmZqaSnJyszJo1S6lSpYran/rQeZo+sYxhhfh7yJLSj1AUhaioKLp168ayZcs4evQoVapUoWDBgiQkJNCyZUvCw8OpUaMGz5494/Tp0+pbvtTUVFJTU1m1ahU//PBDNl+J+BB9fX3u3bvHw4cP1c+MjY2xsbGhUaNGXL16FXh/uaHMWNQdDx48ICEhIcvb9aJFizJu3DjS09OJiopSPzc1NaVt27bMnj2b1atXExwcrH63Zs0aWQ6h40qWLEnbtm2pWLEi58+fZ8aMGTg4ODB79mwaNWrE4cOH6dy5MwAlSpRQlzTJzLYvj6buatWqhb+/P9u3b2fevHnvLYOR2cW6R3Mv1iwHTk9Px9zcnKSkJAwNDT+YF1W7nWpScHh6emJjY/NZyy4+TFOnLi4uLF26FD09PV68eIGbmxtjx45V0y/8UZqGoUOH8uDBA/Lly/f5L0C8R7uuUlNTMTIywsnJiVu3bqkrPr7//nv69OmDpaUls2fP5uLFi+/9jqY9f/3115+n4OKTaNrsoUOHSE9Px9HRkYoVK6Knp0eOHDmYNm0aHTt2ZOzYsRw9evS987Tz8ckYVoi/STYH/HTKh2ZDbN26VZk+fbpiY2OjrF69Wtm/f79Sr1495eDBg4qiKEpiYqISFRX13pvb1NTUz1Jm8ecuX76sPHjwQFEURZk7d66yb98+RVEUZcmSJUq/fv2UX375Jcvx7u7uSu/evbPUocxY1G1hYWFKYmKioiiKEh0drXh6eirW1tZKQEBAluMSExOVgwcPqrNj4uPjlfr16yvbtm373EUWH/GxWTAa7u7uir29vTqzcfXq1cqoUaOU6dOn/+m5Int9aAbUnx177NgxxdbW9i+dKz4v7bo5c+aMUqVKFaVx48ZKgwYNlD59+iiVKlVSli1bppw9e1a5ffu2kpKS8t5vyCxj3fXLL78o9evXV2eNZ2RkKOfOnVPq1q2rTJo0Kcux764IqFGjhvSbdJS/v7/i6empXL9+XVEURYmIiFA6duyYZebTyZMnle7duyvTpk3LrmKK/4MHDx4oFSpUUKysrBR/f39FUbK2zTdv3ihz585VrKyslAsXLqif79ixQ6lSpYq0WSH+ZrJL6f+nnYfi+fPnJCcnU6JECQBev37N4cOHmTdvHi1atFDzUCxbtkzN2wYf39lSZA9FUXj06BFdunShU6dOJCQksHnzZiIiIihfvjxRUVHMnTsXa2trOnbsSM2aNUlISGD06NF89dVXzJ8/H3j7t7F//36MjY1p1KhR9l6UALK+QY+NjaVt27ZYWFgQFhaGqakpMTExhIeH4+/vz5gxY+jfv/97v5GamoqxsTGvX7/G3Nz8M1+BeFdKSkqWnE2HDh0iJiaG4sWL89VXX6n343HjxvHw4UMiIiJIS0tjwoQJ1KhRQ61juQ/rvuvXr1O+fPk/3YXy3bqUutU90dHRao69U6dOUaJECczMzEhMTOSXX34hLi6OBQsWULhwYYyMjIiOjiZ//vx06NCBsWPHAhAUFMTy5cvVPpbIXu+2yyNHjjBr1iy2bdtG7ty51efv0aNHmTx5MkuXLsXGxibLebJrpW6LjY2lV69eREdHU7x4cUaMGEGVKlVwcXGhRIkSjBw5Ut2V8tKlS1SqVEl2DNZhyjs7/6alpXHq1CnmzZtHyZIl8fX1VWePa+rxzZs3BAcH069fP3XG+J07d3j69KnkMRbibyYBN7LeqDw8PNi/fz+xsbFYWFgwaNAgGjZsSN68eXn48CF+fn5cvXqVS5cusWDBAnUZk9Bde/bsYcaMGbx58wZPT08aNWqk1vmRI0fw9PQkMTERIyMjjIyMSE1NZdOmTRgZGanH/dnAUHw+2nWhCdJcv36dyZMnY2hoyPr169Wg28aNGwkMDKRfv36MGjUqm0suPsbOzo5KlSrRt29fTE1NcXFxYf369RQvXpynT59Svnx5OnfuTIcOHThy5AiOjo6YmZlhaGjImzdv2LJlC4aGhu91OoXuiYqKonfv3mzdupVvvvnmD4+V+65ui4qKws3NDXt7e3bv3k14eDi7du1SA3DwNiA3bNgwZs2aRaVKlbh06RLx8fE0atQIQ0ND7t27x4ABA5g0aRJt2rTJxqsRAHFxcerSz4sXL2Jtbc2dO3fo2rUrzs7ONG/eXD320aNH9OzZk5kzZ2ZZerZmzRpWrFghAVQd8u6zMTU1lZCQEI4dO0bDhg1ZsWIFvXr14uHDhxw8eBBvb2+qV6+e5Tfkfqyb3g2iZWZmYmZmBsDRo0eZOHEiDRo0wM3N7b3jNdLT09HX15f6FeIf8p9PgqL9EFq1ahXBwcFMnz6dAgUKEBERgZ+fH9HR0XTr1o0SJUpgb2/P7du32blzJ+3bt8/m0os/onmo5M2bFzMzM4yMjDhz5gwlS5ZUc040bNiQokWL8vDhQ86dO0fx4sXp2rUrhoaGpKenq2995CGkG7Q7CmvXriUzM5OWLVtSvnx5XF1dmThxIj179mT9+vVYWlrSpUsXEhMTOXfunARjdFixYsXw8PDAzMyMChUqcPLkSfz8/KhevTqXLl0iNDSUoKAgcuXKRaNGjZg2bRonTpzA1NSUsWPHYmhoKLOfvhBWVlbUrVuXw4cP880333x0EKcoivr5xo0bMTExoW3btp+7uOIPZGZmki9fPiZOnEhiYiJbtmyhUKFCWeq0UKFCmJqacvLkSapXr07NmjWznF+4cGGCg4MpWrRodl2G+P9OnDjBpk2bmDBhAgEBAURGRrJ3714sLCz4/vvviYiIwNzcXM2vlzt3bvLmzavmBFMUhZiYGNasWcPMmTMl2KZDNH2fTZs2UaRIEWxsbOjQoQObNm0iPT2drVu34ufnh6GhIQkJCUyePJmwsDDy58+v/ob0g3WP9r3Wx8eHixcvcv36dVq2bEn9+vXVQNukSZOYOHEibm5u6Ovrv9cflpyoQvyz/rMz3B4+fKguUcrIyCAxMZEhQ4bQrl07bG1t1eMWL17M/v37cXJyytJR1NAOygjdlZGRwd69e1m4cCEtWrTA1taWUqVK/eHxMnjXXYsXL2bz5s3Y29tTr149LC0tAfj1118ZO3YspqamrFu3DjMzM+Li4sibNy96enoSdNMx2vWxYsUKVqxYQY8ePXj58iWLFy9Wv7tx4waenp4YGRnh7u7+3u/IfVg3fSyY5uzszNGjR9m5cyfw/uwL7X+HhISwaNEiXFxcaNas2ecpuPhkrq6u+Pn5UblyZaZMmcJ3330HvK1DTdB0woQJ6OnpqTMshG7asWMHvr6+ZGRkEBMTQ0hIiPpy8qeffsLb25s3b97QoEEDvv76a0JDQ4mLiyMiIiJLf0mzQkTolidPnrBo0SL27NnDqFGj6NWrFy9fvsTOzo6pU6dSs2ZNbt68yYIFC8jIyGDDhg0SZPtCLFmyhNDQUKZPn05qaiobNmwgLS2NwMBA8ubNy4kTJ5g0aRJVqlTBz88vu4srxH/Of/JOOnXqVBYsWMCVK1eAtzvt6OnpkZSUlGWnUQB7e3vy5cuXZVdDbTLI022aN68GBga0atWKCRMmsGfPHkJDQ7lz5w4AgwYN4tixY1nOk2Cb7goPD2fr1q0EBATQsWNHLC0tSU1NJS4ujm+++QYvLy9SU1Np2bIlKSkp5MuXT4JtOkqzXBtg5MiRjBo1inXr1nH+/Hmio6PV46ysrGjevDl79+7l0aNH7/2O3Id1k+Z5eu/ePV6/fq1+rtnd0NvbG+APg22urq44OztLsE3HaNpttWrVWLJkCUWLFsXT01Pd9U5PT0+t/1KlSpGWlga8rV+hm9q0aUOFChW4efMm3377bZbv6tSpw5gxY6hWrRpr164lICAAExMTwsPDMTAwICMjQz1Wgm26QXs3UoAiRYrg7u7OokWL2Lp1K1OmTGH37t106dKF48ePk5SURKVKlVi/fr0abHv3N4TuuXXrFkeOHGH58uW0a9eOYsWKcevWLfr164eFhQX6+vrUr1+fBQsWoCiK1KkQ2eA/N0rp0aMHjx49olChQgQFBdG7d2+qVKlCrly5sLCwYOfOnfTs2RNjY2M1qXqFChWyDBbEl0PT4dcM4jp06AC8zdV37do1Xr9+zYsXL6hTp042llJ8TM+ePRk+fDgNGzZUP3v06BG1a9emfPny3L9/nzNnzhAUFESePHlo1qwZ/fv3Z/HixQQEBGQJxEiwTTdpJ/IdMWIEpqamODs7ExkZSY8ePcibNy/wdtD+1VdfkZ6enr0FFn/J7t27cXJyonTp0gwfPpxvvvkGCwsLmjdvzpUrV0hLS8PIyEg9XtNOQ0NDJem6DtM8WzWB0AIFChAYGIifnx96enrUr18fgP3791O3bl3JoanjNLP6K1euTPny5dmxYwcrV66kX79+VKpUCUVRqF69OtWrV2fUqFEoioK5uTl6enoyw1gHac8uvnDhArGxsRQsWJDSpUvTrl07SpcuzaFDh9i2bRtPnjxRlw1rkuW/m2Bf6K6MjAySk5OxtrZm7969TJkyBQcHBzp37kxycjIHDhygbt26NGvWTL1fS90K8Xn9p56Qnp6eJCcnc/z4cY4dO8aqVasICQkhMzOTqlWr4uDgwMCBA9V17ppZTtevX6dy5crZXHrxv9Ce4dShQwfy5MnDL7/8QkpKChMnTnwvZ5vIfm/evKF169Zqvhh420lITU3lzp07LFy4kHPnzlG0aFFq166Nvr4+ERERtG7dmgoVKuDi4gLI8uAvgXbnvn///iQlJbF06VISEhJo3LgxefPmxcPDA3Nzc7766qvsLq74A7dv36ZEiRIYGxsTHBxM48aNcXBw4KeffsLOzo6aNWvStGlTfvjhB2xtbTl58mSWgDrAunXrcHNzY9GiRVmSsQvdo3mu1qpVCz09PdasWcPy5cu5e/cux44d4+7du+zbt082H9JxmmekJqVKgQIF8Pf3Z82aNQwYMIAKFSoAb/O81atXTz1PURTpN+kgTTtbvHgxe/bsITk5mdy5c5MjRw68vb2pXLkypUqVok2bNixevJjDhw+zfv36LLtTSlvVPZr7rWamsOa+ampqSnh4OEuXLmXSpEn07NkTgGvXrnHgwAFKly6dZeap1K0Qn9d/Koebs7MzP/30E5GRkfj6+rJ371709PQoVaoU/fv3p2LFiuzfv59Zs2aRL18+ihYtyqtXr0hISGDr1q3SqdBRf2Wp4MeOlWCbblu5ciUFChSga9euvHjxAldXVx49esQPP/xAnTp1KFeuHAcPHsTHx4eVK1equ6yJL4v2gHzVqlUsXboUAwMD2rRpQ2JiIkuXLsXIyEgG7jrq0qVLTJ8+na5du3L//n3WrVvHgQMHKFasGACnTp3iwoULBAYGUr16dU6cOEHDhg1ZtGgRZmZm6Onp8ezZMxwdHWnRogWtW7fO5isSn0L7uXrhwgU2btzIxYsXKVSoECtXrsyy47fIfn9UF9r31p07dxIQEEDx4sVp0aIFERER3L9/nz179khdfgFCQkJwd3dnxYoVFC1alLt377Jq1Sru3btHREQEBQsWVI/duXMnLVq0kJeTOky7bb77InnMmDHs27eP8ePHM2zYMODtS2s7Ozv09fVZsWKF9JmEyEb/iYCbpnMRFRXFrFmzMDAw4OnTpxw4cICTJ0/i6+tL6dKlGTx4MFZWVkRHRxMQEACAmZkZI0eOlBlQXwB/f39q165NpUqV/nRWk+ZvIjMzEz09Pek86rC0tDQWLVrEunXrcHZ2pkOHDqSlpZGamkrOnDmBtzkXx4wZo3YspD6/XNqdynXr1uHo6IiXlxdNmzaV5Us6LjMzE0dHR/bu3UtiYiKBgYFUrVr1vWWjcXFxhIeHc+bMGaKioti6das6c1FRFOLj4yVoriM+NbitHcRJSkoiJSWFPHnyoK+vL21Wh2j3fT5Wr9p1uXfvXkJCQvjtt98oWLAg/v7+EkDVQWfPns2yYQmAo6MjGRkZzJkzRz3u3r17TJs2DUtLS1xdXdHT08vSV5a2qpu021tgYCCnT58mZ86clC5dmpEjRxIfH8/48eO5efMmffv2JTU1laioKJ4/f87mzZvlRaUQ2ew/EXDTNmjQIE6cOMH333+v7tSybds2AgICKFOmDP369fvg8lFZlqb7Bg0aRGxsLKGhoRgbG3+0Q6j9eXR0NIUKFfrcRRV/UWJiIr6+vnh7e+Ps7Ez79u0BeP36Nbt27WLfvn08efKETZs2ScfiX0C7/jZu3EiHDh0wNDSUQZ6O0t6RctOmTTg7O1OwYEG6d+9Op06dMDc3V5+hmv9q6nLAgAHkz58fFxcX9TeEbnj8+LE6OzEwMJCaNWt+UnoN7fYr92Ld4erqyps3b5g2bdqf5ujSvtfGxMSQkpJCsWLFJICqg7Zv386kSZNYvHgx7dq1Uz+fMmUKd+/eJSwsLMvxPj4+7Nixg+DgYMzNzT93ccVfpN0WV65cia+vLx07diQ+Pp6jR49SrVo1li5diqGhIQsWLOD27dvkyJGDr7/+GgcHB5kwIoQO+E/1guLj4zEyMmLMmDE8efKECRMmANC2bVsGDBjA3bt3CQ4O5vz58++dK8E23fKhXXbGjx+Pubk5GzZsUGeuvUv7wRUUFESrVq2IjY39x8sr/jc5c+ZkyJAhDBkyBAcHB7Zv365+d/XqVQoWLKi+xUtPT5cBno752K5YH3vfo707WpcuXTA0NCQtLU2CbTpIc0/V19fnxYsXNGnShI0bN1K7dm22bNlCSEgISUlJ6jNU819N3X///fe8fv06y66WIvtdvXqVpk2bcvToURYsWMDKlSvJlSvXn56nHTRNS0uTOtURycnJJCQkcOnSJTw8PNRg28fuzdp5oiwtLSlRooR6vAzcdUujRo0YPnw4U6dOJTIyUv28bt26pKWlsWPHDlJTU9XPv/76a+DtkkOh+zT9np9//pnHjx/j6enJzJkzcXNzIzAwkJs3b2Jvb4+JiQnz5s3Dx8cHPz8/ZsyYIcE2IXTEf6onlDdvXpYvX87IkSMZMGAA165dY+LEicDboFv//v05ffo0p06dyuaSij+j6cR7e3uzceNGXr16RcWKFalSpQr79+8nPj4eyDrQ1w62hYSEsHz5cubPny9b2H8hcubMybBhwxgyZAj29vZs3boVc3NzpkyZgqOjI4aGhmRkZEjHQsdoz6KIiori5MmTxMTEAL8n/P0Q7eCa5mWJ0C3aLzYOHjzIyJEjuXfvHl999RUODg5UqlSJXbt2ERoaSkpKCgALFy4kOjpa/Zt48uQJ9+7dIzExMduuQ7yvYsWKDBs2jLFjxxIREUFQUBAlS5b8w3O0n7GhoaGEhobKrsI6QFEUTE1NmTRpErVq1eLkyZMsW7bsk4Ju734nAVTdotktdvTo0YwePRoHBwf27t0LQOPGjbG0tCQkJIRNmzbx8uVLnj17RkhICEWKFCF//vzZXHrxqfbv38/s2bM5efIklpaWwNu6r1SpEi4uLkRFRbFv3z4ANR+q5hjpEwuR/f5zT04DAwP09PRo3bo1gwcP5urVq2rQ7ccff2T+/PkMHz48m0spPsXdu3fx9PRU3+js2rWLCRMm8Pz5c5YtWwa87RxqljtpB9tcXFyYN28ebdq0yc5LEH/Ru0G3Y8eOkSNHDvVtvMxE1T2aAdqiRYuYMGECI0aMYOzYsQQHB390wKfdXoODgxk4cCAJCQmfvezi47QDqceOHWPPnj3cvn0bT09Pzp8/j7GxMTNnzqRSpUrs2LGDqVOnMmjQICIjI9WBXnR0NPHx8bi6uqr5GEX20p51WqRIEZKTk0lNTeW333770/O0g21z5szB0tJSBns6QBM4y5UrF0OHDqVWrVqcOnXqT4Nu2rMVw8LCOHjw4OcuuvgD77Y5TXDbzs6OLVu2kDt3bhYuXIiFhQXBwcE0aNCAwYMH8+LFCzw9Pf/whZfQLQULFqRkyZLExMRw8uRJ4PeXkiVLlsTc3JxXr15l+fzd/xdCZJ//XA43bUlJSezevRt/f38KFSrE6tWr1e8kZ5vu+VC+kWXLluHn58eYMWM4c+YM+fPn5/vvv2fRokXMmzePJk2aZDk+JCQENzc3dRc88WV6/fo127dvV5cbCt2jPRg4ffo0ixYtYvr06Zibm+Pv78/9+/dp2rQpgwYNypJP6N3guKurK/Pnz6dVq1bZeTniI5ydnTlw4ADNmjXjxYsXnDx5EisrK4YPH853331HWloavr6+3L17l8zMTJydnbMkXX/z5g05cuTI7ssQZH3Gvnz5kjx58hAdHU1wcDABAQEsXryYVq1avZdLUfs8zQstZ2dnmjdvni3XIX73obyXr169wtvbm7Nnz2JjY8PYsWPfy+mmfV5YWBizZs3C09NT6lQHubu7ExERweTJk4mPj+f8+fPs2bMHJycnOnXqRFJSEtHR0Vy8eJF8+fJRr149DAwMZKnhF+bWrVt4eHjw4MED+vfvT4cOHQBISUmhffv29O3bl169emVvIYUQH/SfDrjB26Db5s2bOX/+PC4uLjJd/gtw5MgRjI2NsbGxAWDcuHEUKVKEfv36MW3aNOLj47l//z61atViwYIF6pLRAwcOMGrUKDw8PPjhhx+y8xLE//ehIOpfTYwvnUbdtn//fo4cOUK+fPnUvJmvXr3Czc2NGzduZAm6adelZuDu5OQkwXEddfHiRUaPHo2bm5u6Q97u3btZv349hoaG2NnZUa1aNRRFITMzU32JJW1W92jfi1euXMndu3fp2bMn3377LfA2sBocHIybm5v6/Fy0aBHt2rWjQoUKwNtZNosXL5Y2qyO06/TVq1fkyJEDRVEwMTEhPj4eHx8foqKisgTdMjIy0NfXf29FgARQdVNcXBwDBw6kV69edO3aFYAXL17g5+dHQEAAbm5uH1zJIZMKvkzXrl3Dx8eHCxcu0KxZMwoXLsz58+e5ffs2O3bskOeqEDrqPx9dMjMzo0uXLri6uv5hLguR/RRF4fHjxyxatAgvLy/c3NwAaNKkCQkJCSiKgr+/Pz179uSbb74hISGBfPnyqecXLVqUtWvXSrBNR2gPBm7cuMEvv/wC/PkUeO02GhsbKx0MHfb69WvWrFnD1q1buX37tvp57ty5mThxIuXLl+fgwYNqEm/tYJurq6sM3HWcgYEBb968yTJwa9myJd26dePs2bMsW7aMqKgo9PT01J1JJaeMbtLci11cXFizZg1NmzZVdygFcHBwoEePHowbN45FixbRq1cvjhw5Qrly5QAICAjA1dWVhQsXSpvVAdrPVx8fH8aPH0/nzp1ZunQp169fJ2/evAwdOpSaNWvy008/4enpqQbFtZcpal56SLBNN7w7RyIlJYWHDx9m6Tflz5+ffv36UbFiRezt7dm0adN7vyPBti9ThQoVGDZsGNbW1mzcuJFjx47RqFEjdu/ereYxFkLonv98wA3AxMREzQElM9x0i3ZwRU9Pj2LFiuHh4UH79u3ZtGkTAwcORFEUbty4QWhoKABdu3bF09OToKCgLDkqKlSooM7CENlP09YWL17MoEGDGDRoEO3bt+f06dNZdtTSpt1Gw8PDcXR05OXLl5+tzOKPaQYDmv+am5vj6upK48aNuXXrFhs3blSPzZ07NxMmTKBIkSLExsaqA4adO3cyZ84cCbZ9AXLkyIGFhQUPHz4Efq/3H3/8kTJlypCQkIC3tzfnzp0D3t7DJaeM7jp48CA7duwgMDCQFi1aULBgQeLi4vj5558BmD59OmPGjOHGjRsULVqULVu2qMHTy5cvM2PGDHmhpSM0z0l3d3dWr15Nq1at6Ny5MxcuXGDOnDlcvnxZDbp99913bNu2jfDwcPX8wMBACaDqIM39c8+ePSQlJVG4cGE14KKdZ7Fw4cKULVuWr776io0bN350R3Dx5SlfvjyjRo2iSZMmGBsbZ9kkQcawQuim//ySUqG7tN/QXr9+nYSEBEqUKIGlpSX6+vrExcUxadIkzMzM+O2337hy5QpeXl40a9bsg78hdIN2nRw6dIjFixfj4OCApaUlTk5OxMTEMGXKFL7//nuMjY3V895NELxgwQKWLFmSpb5F9tGu12fPnmFqakpGRgZ58uTht99+w9HRkYSEBDp37qzmHgFITEzE1NQUfX19UlNTOXToEObm5tSrVy+brkT8FTNmzGD//v14eXlRo0YN9PT0ePHiBXPnzqV69eocP34cAwMDBg4cSO3atbO7uOIP7Nq1Cx8fH9avX8+TJ0/YtWsXERERZGZmUqxYMYKDg4G3M1fNzc0BSE1NzXKfFrpj//79LFmyBGdnZ6ytrTl+/DgjRoygdOnSGBgYMH/+fCpVqkRcXBy7du2ie/fuGBgYkJyczLhx4/jxxx9p27Ztdl+GeMedO3eYOHEiHTt2pG/fvmzdupX169djbW3N4MGDsbS0JCkpiYkTJ9K9e3caNmwoLzr+hS5fvszq1at5/vw5HTp0oHPnztldJCHER0jATegk7eCKq6sr27dvJyMjg8TERNq0aUOnTp349ttvURSFTZs2ERUVxebNm+nduzczZszI5tKLT7F161aePn2Kvr4+gwcPVj8fPHgwDx8+zBJ00843oskps3DhQplNoSO026uXlxdHjx7l1atX5MmTBzs7O+rVq8eTJ0+YP3/+B4NuQJbd8iRIrvu068nOzo7Tp0/TqVMnChYsyOHDh8nMzGTdunUcP34cLy8vLC0tWbx4sWyQoCO026zm//ft24eHhwcFCxbk1q1b1K1bl0qVKlGiRAlmzJiBi4uLmjv13d8Quufnn39m586dTJs2jUOHDuHg4MCECRMoXLgwU6dOpXjx4kyZMoUaNWqo52ietRJI1R3v5lt78+YNTk5OPHjwgFWrVpEjRw58fX05cOAAcXFxVKlShVu3bgEQERGBgYGBPFd11Mfq5c9y7GnOu3HjhppeZ8mSJeqLECGEbpGAm9A52g+g4OBgvLy8WLJkCWXLluXYsWNs3ryZfPnyMXToUCpXrgxAWloau3btonXr1pIf6AuQmZlJ48aNiY6Oplu3bsybNy/L90OGDOHRo0fY2dnRtGlTteO/YcMG3NzcWLBggSxz0UFeXl6sXbuW6dOn8/LlS65cucK2bdtwcnKiffv2PH78mIULF3Lv3j3s7e1p0KBBdhdZ/A+0Ay4eHh5cunSJFy9eULRoUdzc3DAxMQHg+PHjlC5dmqJFi2ZnccX/p/2MTUtLIzMzU62rTZs2cffuXSpUqECtWrUoUKAAjx49YsyYMcydOxdra+vsLLr4iI8N3OPi4jA1NWXo0KHUqVOHkSNHkpmZSY8ePXj27Bl16tRh4cKFEjz9Ahw6dIgiRYpQvnx5Xr16RevWrWnWrBlz5swB3u4G/vPPP/Prr79SoEABJk2ahJGRkWyQoKPe3Qn48ePHmJqa0r17d/Lly/fRzYU0w3Y9PT0ePHjA48ePKV26NIUKFfqs5RdCfDoJuAmdcezYMerXrw+83cXOwMCACRMmYGFhwcyZM9Xj9u/fj4eHB23atGHYsGHvdTRlBzzdpulkpKen06dPH54+fcqSJUuoWrVqlnrs3LkzX331Fe7u7gBs27aN6dOn4+LiIsE2HfDuDIj4+HiGDRtGt27d1KUNGRkZeHp64uPjQ1hYGJUrV+bRo0eEhoYybtw4GQT8C2jff1NTU0lPT8fU1BQ9PT2ZJaODtOtrzZo1nDp1iqSkJL799lvGjx8P/H6PzsjI4PXr10yZMkXdAEXarO7RrtOHDx+Snp7O119/rX7/6NEjevbsyfTp02nZsiXPnj3DycmJVq1a0axZM5n59AU4cuQIw4YNI3/+/EyePJkOHTpw5MgRXFxcGD58OD/++KN6rPbfg/SHdZN2Hbm4uBAREUHZsmWJjY0lIyODoKAgChUq9F79aQfp1q5di4uLC5GRkZQuXTpbrkMI8WnkKSt0wrp163B0dFQ3PtB+wCQmJgKou+80a9aM+vXrExoaSmpq6nudRelc6DZNsM3Q0JCgoCDMzc2ZNWsWly9fzpLYNyIiQp0qn56eztOnT/Hy8pJgmw7o168fPj4+WT578+YNt27dwtTUFPh9gwvNTng7duwgLS2N4sWLM3HiRAwMDGRHLR31ofdwH3s3p6+vr35nZGSkJnBWFEWCbTpGe9MZNzc3/Pz8KF++PK1atcLb25u5c+fy6tUr9PT0SElJITg4mAkTJhATE0NAQIC0WR2lqVNXV1cGDhxIly5dsLOz48aNGyiKQu7cuSlbtiybN29m586dODg4EBcXpwbbtDenErrh3TqpV68ezZo1o1ChQnh6erJw4UJu3LhB7dq1uXTpEs+fP1fvw9p9YukP6yZNHcXGxpKQkEBgYCBBQUG4ublhaWlJ586diY6OxtDQkPT0dCBrsC0kJAQvLy+cnZ0l2CbEF0ACbiLbBQUFUaJECWrUqEFkZKQadNPT06NMmTLs27eP27dvZ3mzXqpUKYoWLSo7L32hNJ0IIyMjdcv66dOnvxd009fXV4NzgwYNkiWIOmL8+PEMHToUQO0MFi5cmFq1arFjx44su46amZlhZmZGQkICRkZGWX5HZsvonszMTLXuYmNjSUlJAVBnPH2IJsCmOS8jI0OWp+kQzU7OmjrZt28fe/fuxcPDg3HjxlGiRAkMDQ0JDw9n1qxZJCQkYGJiQq5cufj2228JCwvDyMhInXkudIN2e9y+fTu7du1i/PjxLFq0iMuXL+Po6MjFixfJnTs3Xbt25c2bNyxZsgRFUfD19ZWcmTpMUyf37t0D3vaZGjduTN26dZk6dSp58uTh/PnzbNq0iZ07d3Lx4kW5535hNm3aRKtWrbh16xb58uVDX1+fChUqMGfOHL7++mu6dOlCTEwMhoaGpKWlZQm2ubi4MG/ePFq3bp3NVyGE+BTylBXZasCAAQQHB9OwYUOGDBlCqVKl2LhxI+vXrwdg9OjRVKlShSFDhnDx4kWeP39OUlISO3bswMLCQs07I7487wbd9PX1GTZsGHfu3HnvOJDtznVFZmYm1apVw9jYGB8fHyZNmkRSUhIAjRo14vnz5wQGBvL69Wt1WWFiYiL58+fP5pKLT6FpZ56envTt25chQ4awdOlSgI/OcNIOtm3evJm9e/fKrBkdsWjRItzc3IiOjgbeBshTU1OxtbXl22+/5ciRI4wfP57Zs2fj5+fHvn37cHV1JSkpiY4dOzJ69GgMDQ3JyMiQ2TI6Ijk5Gfj9hcWRI0f47bffGDp0qJrXKzQ0lOfPn7No0SKuXr1K69at8fHxYe3atfj5+akBVHmu6q6zZ8/SsmVLFi9ezLVr12jbti1Xr17l0qVLjBw5kunTp9OgQQOePXumvqgWX46CBQvyzTffcPPmTfVlpKIolClThjlz5lCmTBkaNGhAXFyc+n1ISAhLlizByclJVnsI8QWRHG4i21y/fp1Jkybh6enJ119/za+//krRokVZsGABd+/epV27dvTq1YuXL18yefJkzp8/T968eTEzM1N3JzUyMpJkvzror9SJZgZbWloa06dPZ+HChTKL4guQmZnJsWPHGDVqFB07dmT+/PnA240TDh06xJs3b7C2tub27dskJiayZcsWGbB/ISIjI1myZAnDhg3j5s2bnDp1iooVK6r5FLWTcGu39dDQUGbPns2KFSto0qRJtpVf/M7FxYVTp05Rt25d+vTpQ6FChXj9+jXx8fGYm5szePBgfvjhB4YOHcrjx4+xtbXl6dOnDB06lAkTJmR38cU77OzsaNOmDS1atCAzM5P4+Hjq1q0LwMiRI7Gzs1OPffbsGf369cPCwoKxY8dSs2ZNta3KzDbd86F+065du1izZg1GRka0aNGCJk2a0KNHD6ZPn64GXPbt20eTJk2k36TDPtTe0tLS+Pnnn5k7dy76+vps2LCBnDlzqt/fuHGDsLAwpk2bhoGBAVFRUfTu3Ztly5ZJsE2IL4wE3ES2iY+Pp02bNjRt2pTcuXPj5+fHpUuXePjwIb6+vty5c4dOnTrRvXt3APbs2aO+2W3bti0GBgaSEFYHaXcaX716Re7cuf/0nHfrMS0t7b3lhyJ7nTlzBkNDQ6pXr46zszNfffUVvXr14uTJk4wcOZJWrVqxcOFC4O2ulKdOnSImJobChQszduxYdZaMDAp0z7uDgc2bN6Onp0eHDh1ISkri8OHDuLi4YG1tzbJly4DfN7Z5d5nLwoUL+eGHH7LlOsTvtO/DK1euZO/evWrQrXDhwgDcvn2bkSNHqnX7/PlzPDw86NatGxUqVJC2qmNev35NSEgIffv2xdjYmJSUFExMTLh37x59+vShWLFiODk5Zcnp9Pz5c9q0aUObNm2YNWtWNpZe/BHte7CmXjWf/frrr5w6dQpvb2+srKwwNTXF1NSUyZMnq20ZZIMEXaVdt+fPn+fNmzfkyJGD6tWrA3Du3DkWLFgAvN0IQTvo9q6rV69SsWLFf77QQoi/lQTcRLbQPIDOnDnDgAEDMDExYdu2bRQrVgx4m7fC29ubO3fu0L59e3r16vXeb8jgXfdodyyCg4O5desW/fv3p2TJkn94nsxS1G3R0dHY29tjaGhI3rx52b17NxEREZQvXx6AEydOMGrUKFq1aoWjo+MHZz/JYEA3addRZGQkycnJ7Ny5kxYtWtC7d2/g7YYYBw8exNXVlapVq6oz3TQ0wTZZ5qJbtO/HK1asYN++fdStW5e+fftSqFAhnj59SosWLejevTtNmjTB19eX1NRUgoKCsmxuI7JfixYtqFatGosWLQLeDswzMzNp164d+fLl4/bt23Tv3p2aNWsybdo0vvrqK7Vtx8fHkytXLukv6Sjtdrp27VrOnTtHcnIytWvXplu3bpibm5OWlkZ8fDwzZ87k0qVLvHjxAm9vbxo2bJjNpRefavHixWzbtg0TExMeP35My5Yt6d27NzVq1CAqKoqFCxeip6dHYGAg5ubmWc6V8Y4QXzaZTy6yhaZzcfPmTQwMDEhLS2P16tXq96VKlWLYsGGULl2a7du3ExAQ8N5vyMNHt2h3Gm/dusXZs2fZsWMHISEhPH78+KPnaQ/4169fr77pE7qjUKFCjBgxgjt37rB7924WLFhA+fLlyczMJDMzk3r16rF8+XJ2797NnDlz1J2FtYOoMnDXPdptb8mSJcyZM4fQ0FBu3brF3r171Q1McuTIQZMmTbC3t2f//v1qTjeAgIAA3N3dWbhwoQTbdIz2DpQjR46kefPmnDx5kqCgIJ48eULhwoVxcnIiPDycuXPnkpiYiL+/v7oJhrRZ3eDj44OxsbEabIO3KTnWrFnDvn37iIuLo0yZMoSGhhIVFYWTkxMPHz5U23bevHllh1kdpr3L7PLly6lQoQIlSpRg+/btzJ49W91wqGDBgqxatQp7e3t69uxJvXr1srnk4lOFhoYSGRmJp6cnISEhrFu3jgcPHuDn58e1a9eoWbMm9vb2xMbGfrAPLOMdIb5sEnAT2apMmTJERkbi7u7Opk2bsix50ATd8uXLx927d2VHUh2n6TQuXLgQOzs7cuXKRZUqVQgICGDNmjU8fPjwvXPe3ebczc2NGjVqfNZyi4/TTnyfN29eChcuTOXKldm9ezdRUVHo6+ujr69PRkaGGnQLDw8nODg4G0stPpWm7cXExPDrr78SEhKCv78/rq6u3LlzhxEjRqjH5siRg4YNG+Lj48OYMWOAt7MW9+7dy/Tp02UZqY76WNBt3bp1xMTE0KZNG/bs2cPy5ctZv369mkxfZhzrDhMTE5KTk0lNTWXp0qV4eHiwYMEC6tWrh5+fH3v27MkSdLtw4QKTJ09WN8rQkEG77tq6dSv79+/H19eXYcOGYWNjw82bN7l48SJTpkzh9evX6rHt27dn9uzZ6sZTQvdduXIFGxsbqlWrRv78+alRowZz587l1q1bREREAFCjRg28vLxwdHTM5tIKIf5usqRU6IQ3b96wf/9+ZsyYQbt27Zg3b5763dOnT7G0tERfX1+WHuq448ePM2HCBPz9/alcuTIAGzZsYMmSJbRv357+/ftTvHhxIOsU+ZCQEFxdXVmwYIHMktER2jMWz549S+HChSlYsCAXLlzAz88PPT09hg8fTs2aNbOcd/nyZcqXLy+zY74Qa9asITg4mCJFiuDq6krBggXJzMwkKiqKCRMmUKVKFVauXPneeampqRgbG8tSly/Eh5aXfv/99/To0UNN5fDucSL7KYrChQsXWL58OY8fPyY6Oppt27apz9Hp06dz9uxZBg4cSMuWLcmbNy83btxg8eLF+Pr6Sl3qKO12lpmZycGDB4mKisLBwYEDBw4wbdo0Ro8ejb6+Pu7u7jRs2JDZs2d/Uk5coTs0Y5aJEyeSlpaGh4cHGRkZ6gzi8PBwXF1d2bFjBwUKFFDPk+eqEP8u8iQWOiFHjhw0b94cR0dHtm3bxuzZs9XvChcurL6ll2CbbtGeAQVvZ7yYm5uTL18+9buePXtiZ2fHunXr2LBhgzrTTdOZCA0NxcXFRYJtOkRRFHUw4Obmhr29PVFRUejp6WFjY0OfPn1QFAVfX1/Onj0LvJ09s3nzZipXrixv3nXYu222Tp066Ovrc/nyZV6+fAm8nRX13Xff4e7uzpUrV+jRo8d7v2NsbAzIrJkvxbsz3Vq0aMGWLVs4fPjwe8cJ3aGnp0f16tUxMDDgwYMHVK5cmVy5cqnfL1iwgO+++46AgAD27t1LbGwsVlZWrF69OkudC92iaWerVq0iIiKCZs2aMXDgQOLj41m5ciWDBg2iT58+tGrVinz58nHs2LEPvvgQuk0zZmnYsCF79+7l1KlTGBgYqM9NExMTSpQogZmZWZbz5LkqxL+L9KyEzjAxMeGHH37A0dGR0NBQfH19s3wvAwHdo6mTJ0+eqJ/FxcWRkJCAvr4+b968AaBNmzbkz5+frVu3EhkZSUpKCvA22DZv3jzJ/6RjNJ1EPz8/IiIiWLJkCc2aNcPExASARo0a0adPH/T09JgyZQodO3bk2rVr/Pjjj+pvyAw33aRps5cuXSIuLg4rKyuWL19Orly5cHR0JDY2Fnj7N1CzZk0WLlxI3rx5ZeD+L6AdgBk+fDgTJkz4YDBV6I709HTi4uIwMDBg7NixGBgYMGXKlCzP3AULFlCrVi0WLVrE+fPnAdQUHNJv0i3aefS2bdvG2rVrqVChAgCWlpY8fvyYmJgYNT/bq1evqFSpEo6OjkyePDlbyiz+d61ataJbt26MHDmSAwcOEBsbS3x8PFu3bqVAgQKYmppmdxGFEP8gWVIq/lH/lyWgKSkpREVFUbt2bRm0fwG2bdvG4sWLOXbsGPB2IHfjxg02btxI/vz5gbe7XK5atQpLS0u8vLxYv349VatWZenSpVSqVInmzZtn5yWID0hJSWHkyJHUrVuXQYMGqZ9r71x4+fJlrl27RnR0NMOHD1dntkm71W2nT5+mX79+TJ06lQ4dOpAnTx5u3brFwIEDKVeuHC4uLlhYWABZ7+Gy3FD3fKxO/ujZ++5yJVm+9OWIjIwkIiICc3NzZs2aRZEiRdTvfHx8GDRokNSlDnrz5g05cuRQ/3348GGuXr2Kubk5ffv2Vdvg/fv3GTNmDNWrV6dz584sW7YMU1NTPDw80NPTk7b6BXvy5AmBgYEEBwdTqFAhjIyMyJEjB+Hh4RgZGcnzVYh/MQm4iX+M9sPj9evX721z/Smkc6H7YmNj6d69O71796Zfv37cunWLuXPncvv2bezt7TEyMmLTpk0ArF69mubNm9O2bVvs7OxISkp6byq90A2xsbG0bt0aBwcHOnTokKU9p6SkEB8fT6FChbKcI+31y7F48WI2b97MyJEjadu2LXnz5uXWrVsMGjSIcuXK4ezsnCWnjNA92m3y2LFjJCcnk5iYSMeOHf/wPO1gXHx8PHnz5v2niyr+R9r3Vk3QLVeuXMycOTNL0O3dY0X2mzt3LiVLlqRLly6Ym5sTGxtL3bp1ARg4cCD29vbqsampqQQGBrJlyxYSEhIoVqwYQUFBEpD5F7lw4QLR0dEYGhrSuHFjDAwM5EWlEP9ycucW/wjtjsGqVauYPn06MTExn3SeRkpKinQadcy78fmMjAzMzMyoU6cO586dA97uPLto0SKaNWuGh4cHHh4epKenq/lHcubMqQ4QJNimGz703sXCwoJKlSqxb98+Xr16pe5GCm933Fq/fj2vXr3Kco60V92jXbfa91d7e3s6d+6Mp6cn27Zt4+XLl5QtWxZ/f39OnjyJj49PdhRX/AWaZ6yLiwtz5szB39+fFStW0LFjRy5duvTBc7SDbYGBgfTv3z/LDohCNxkYGKjtt0OHDnTp0oXExEQmTJjAixcv3jtW6I7nz5+zYcMGdu7cycuXL7GwsGDPnj1YWlpy6tQpfv31V/VYY2Nj+vfvj7+/P6tWrSI4OFjdOViCbbpH+/mampr6Sed8++23tGzZkmbNmmFgYEBGRoYE24T4l5O7t/hHaDoGixcvJjg4mLp165KWlvaH52gnag8ODsbX1/eTH2Di89AM1J4+fQq87djnyJGDrl27sn//frZt24aenh5FixZl3rx5bNiwgfDwcNasWYOxsTHu7u68evWKOnXqZOdlCC3am5E8ffqU27dvq4G0li1b8vDhQwICAtQAeHJyMj4+Ply5ciVL8m6hmzR16+/vz86dO7PcUydNmkTXrl1xcXFh27ZtxMXFUaZMGfbu3cuUKVOyq8jiLwgJCWHz5s14eXkREhLC+PHjuXbtWpYgmmZQqB1sCwkJUZOz/19mn4vPT7NTO0D79u1p1aoVFSpUIF++fNlcMvEhmgCpp6cntWrVwt/fn127dhEXF0fJkiUJDAzk0aNHLFmyhAcPHqjnGRsbU6hQISpWrKi+6JKAjG7S3E99fHzYsmUL8P7GRO/StGHNC0wJpArx7yd3cPGPOXToEFu3bmXFihVYW1sDkJSUxIsXL8ifP3+W2U3aA4HQ0FAWLlyIi4uLuhOe0B3h4eGEhoby3XffMWrUKIyMjLC2tsbW1pbt27djY2ODhYUF+vr6WFpaoqenx/Xr19mwYQN79uzB39+fEiVKZPdlCLIGuZcuXcrJkye5efMmtWvXpnLlyowePZrHjx9z9OhRdu/eTZkyZfjtt99IS0tj06ZN6Onp/Z/yNIrPLyoqihMnTmBiYkLDhg3Ve+vkyZO5ffs2fn5+JCUl0atXL4oXLw7I0rQvwYMHD+jZsycVKlRg586dzJo1i9mzZ2NjY0NycjKmpqbv5X4KCQnBxcUFJycn2axGB/yVe6j2PVd7wwtZbqjbxowZw8SJEwkODkZPT4+WLVtSunRpQkJC6N69O05OTkyfPv2DfSO5B+u+3377jYiICFq3bk3OnDk/epx2W3/48CGlSpWS/pMQ/wHydBZ/m3eXpUVHR1OyZEmsra25du0aq1atomPHjnTp0oVly5aps2jefeu+ePFilixZQqtWrT77NYj3vfu2ztramhYtWrB//3569uyJh4cHT58+pUmTJty7d4/o6Gh1NzxNvebJk4datWoRGhpKxYoVs+MyxAdo6mflypWEhIQwbtw4du/ejbGxMf7+/ty9e5exY8cyadIkmjdvTv78+WnZsiWbN29Wl7lIZ1H3fGiJ8IoVK2jZsiUODg4cOnQoy0y3okWLYmxsTFRUVJbBggz0dMuHZk5cu3aN9PR0zp07x/Tp05k4cSI9e/YkMzMTb29v1q9fD/xel2FhYRJs0yHaz8l32+3HUizr6emRnp7+3u8I3aIJgDo6OmJvb4+BgQEJCQm4urqye/du4uPjKVOmDKGhoVy4cIHJkycTHR2dzaUWf4X2jFNzc3MuXLgAfLg9ao911q1bR6tWrbLsNiyE+BdThPgbZGRkqP+fkJCgKIqi/PTTT4qVlZUyduxYpWHDhsqkSZOUsLAwZcOGDUrlypWVGzduZPmNkJAQpXr16sru3bs/a9nFx2nX6/Hjx5U9e/YoJ0+eVBRFUVJTUxUvLy+lf//+So0aNZQ1a9YoNWvWVPr27aukp6e/91uZmZmfrdzij2nqIjMzU4mLi1P69u2r7Nq1S1GUt/VcrVo1JSwsLMux7/pQHYvsp91mExMTlbi4uCzfT5gwQalevbqya9cu5fnz5+pnV69ezfJ3IXSLdr1evnxZefLkiaIoirJt2zalffv2SqVKldQ2qyhvn8NDhgxR3N3d1c8iIyMVKysrZe/evZ+t3OLjtNvZunXrlEmTJine3t7KL7/88sFjPvTZ/v37s/xtCN2yY8cOpWbNmsq1a9fUvvH48eOV+vXrKyEhIUp8fLyiKIpy/fp1ZeDAgVKXOk677b3bB+rbt68yaNCgPz1vw4YNSq1atZQdO3b8M4UUQugcWVIq/mfaSxl8fX25du0aU6dOpXbt2nh6erJz507GjRuHjY0NhQoVIi4ujo0bN2aZYREQEICnpyfOzs788MMP2XUpQouitdzQzc2NLVu2YGFhwZ07d2jRogWTJ09m1KhRpKamEhISwuHDh0lOTiYtLe2DS1tkJpRu0G6viYmJGBsbk5iYSJkyZThw4ACTJk3C3t6erl27kpqaypYtWyhbtizffvttlt+R2U+6593Nas6cOcP169fp2rUr9evXp2bNmri5ueHg4ICjoyOFCxcmPT2dlJQUvvnmG/T09GRpmg7SvhcvWbKEM2fO0K1bN9q1a0f58uUpVKgQenp6ai6ve/fu4eTkRGxsLKNHj1Z/p3Tp0nh7e9OwYcNsuQ6RleaZ6O3tjb+/P/Xq1SMsLIzTp0/TtWtXWrZs+d6yfeWd9BuzZ88mKCiIWrVqZdt1iI+Li4ujWLFiFC9eXE2jsmTJEkaPHo27uzt6eno0bdoUKysrVq9eDcjyYF2maXsbN27k5s2bDB48mAIFCqCnp8ekSZOYNGkShw4donHjxuo5yjureGSGsRD/PRJwE/8z7Q0Stm3bxpgxY0hOTgagefPmNG7cGENDQ9LS0khOTsbe3h4TE5MsSwtjYmKYM2eOBNt0iKaD4Ovry+bNm9VcfOvWrcPR0ZHk5GQmT55MyZIl6du3L82aNePRo0fUqFFDBu46TFMn8+fPJyMjg6FDhwJvEzufPn2ayZMn07NnT+BtXpI9e/aQN2/e7Cqu+As0devu7k54eDh2dnZ06tSJZcuW8euvv5KYmEjDhg1xdnYmNDSUZ8+ekZqaip2dnbpbmgRSdY/mXrx8+XLCwsJwd3enUqVKGBoaUrZsWYYPH463tzdz585lzpw5FChQAFNTUzZs2IChoaFar1WqVMnmKxHwfkDlyZMneHh4ULt2bS5evMjq1atZu3YtmZmZtG7dWn2e6unpZRm4u7q64uHhIcE2HZaZmcnLly8xMTFBX19fzas4atQounfvzrJly7CwsKBZs2ZqYEb6TbpHu81mZmZy9epVrl69SuvWrenRowe1atXCxsYGS0tLLl68SOPGjdX61LTZDRs24O7uLsE2If6D9BTlI0kihPgL9u3bx7x581i+fLm6QUJKSgrPnz+naNGiZGZmsmnTJiIjI0lOTiY0NFTNASW7L+mu6Oho3N3dadCgAa1bt2bv3r3MmDEDW1tb1q1bh42NDXZ2dpQtWzbLeTJw1z3ab1nv3bvHsGHDWLBgATVr1uTIkSOMGTOG+vXrs3z5chRFITExkQkTJvDmzRsCAgKkPr8QR44cYeHChTg7O1OtWjV++eUXevbsSYkSJShWrBiDBg2iXr16750n92LdpSgK0dHRjB49moEDB9K6dWv1O81AMCYmhufPn3Pjxg1KlCjBt99+i4GBgdSrjtEeuEdFRWFmZsbKlSuxs7OjXLlyAFy+fBlfX19evHhB7969admyZZbfkFkyX46EhATatm2LtbU1Hh4e6ue//PIL4eHhWFpaMmrUKHm+fiH27NlDpUqV1I2F1q1bx4ULFzh48CC2trbcvXuXU6dOER4eTpkyZdTzjh8/zuDBg1m2bJm0WSH+g6QXJv4Wjx49olSpUlhbW3P9+nWOHTtGREQE0dHR9O/fn379+pE7d26qV6/O2LFjMTQ0lIHAFyBv3rw0bdqU2rVrc+nSJZydnRk9ejR9+/Yld+7cLFq0iJcvX+Ls7EyRIkXU86TzqDtevXpF7ty5syxf+u2336hbty7Vq1dHURQaNGjA5MmTWbBgAUOHDiUzM5OUlBRevnxJRESEzH76ghQoUIAePXpQrVo1jhw5wuTJk3FycqJMmTL07duXoKAgkpKSaN68eZbz5F6suzSzJKKjo8mRI0eW7/T19UlJSQGgYsWKWWaOZ2RkSL3qEO2lwc7OzkRERACQnJxMnTp11IBb5cqVGTJkCP7+/nh4eJAnTx5sbGwAWLt2LV5eXhJs+wIoikKuXLmYO3cu06ZNY8iQIYwZMwZFUfDy8qJw4cLY2dkB8pJS1ymKwvPnzxk/fjyNGjVi/PjxlCtXjt69e9OpUydsbW3x9/cnPj6epKQkDh48SJkyZdR6LVasGCEhIVSrVi27L0UIkQ2kJyb+MuUDW9iXKVOGxYsXM27cOC5fvkzVqlXp168fenp6zJkzh/bt29OiRQu1gygDgS+DiYkJjRo1wsjIiFOnTlGuXDk6duwIgJGREe3atSM2NpZChQplc0nFh4wcOZICBQowb948ANLS0oiNjSU0NJQaNWpkWbrSp08fKlSowO7duwEoUaIEtra2Ehz/wpQuXZoiRYqQmJhIQEAAAwcOpEOHDgB8/fXXXL58mfLly78XcBO640PP2PT0dNLT03n8+LH6b02bvH79OufOnaNr167kypVLPUcG8LpDu04fPHjAiRMn8PPzIz4+nt27dxMYGEiOHDno3Lkz8Dbo1rdvX44cOaIuGb1z5w7e3t7MmjVLgm1fAE1929jYsGzZMhwdHRk5ciSGhoZYWlqyYsUK9Vhpq7pHu83q6elRsGBBQkJCGDVqFF5eXowcORIrKyvMzMyoXr065cuX5/Xr1yxZsoQNGzbQr18/jI2NgbfPXiHEf5eMoMRfor0cIj4+nhw5cqCnp0eDBg1wdnZm165djBgxAhsbG4oWLcrTp0+xtrYmIyMjy+9I5+LLoRnU3b17l4SEBPT09EhJSeH48eO0a9dOXd4kOdt0z9SpU9Vg6Js3b8iRIwejRo0ib968eHh4EB4eTteuXVEUBUVRqFmzppqDT0OC418WU1NTTE1NiY2N5dmzZ+TPnx94u7TJysqKESNG0LRp02wupfgY7fvoixcvyJs3L5mZmRQrVoxevXrh7OxMiRIlaNSoEQCpqal4eHhQsGBBzM3Ns7Hk4o9o7qn+/v5cuXKFOnXqULVqVQA1ob6vry+AGnSrVq2aOiMmMzOTIkWKEBISoi5nE18GY2NjatasSWRkJNevX0dPT49y5cqhr68vL7N0mKbNJiUlYWZmhqIoWFtbs2LFCoYPH87y5cuzpFQxNTXFzMyM2bNn06FDB/bs2UPbtm2z8xKEEDpC7vLik2kvh1i5ciUnT57k2bNnWFlZ0adPH9q3b0/r1q0xMjIiIyOD5ORkZs2ahYmJibzd+YJpOh3du3end+/e9OzZk9TUVIyNjbNsciHBNt1x+vRprK2tKVGiBACBgYFs374dHx8fLCws6Nu3r9o+c+TIoXYKNYE37YCbBMe/TKmpqeTMmZNz586RmprKoUOHeP36Nc2aNUNPT0+WMOkozX10+fLlHDhwAGNjYxo3bkyvXr0YPHgwz549Y/jw4XTp0gWA+/fvEx8fz6pVq97b0VJkv3d3hY6JieHgwYPUrFlTPaZMmTL06tULeBuQe/PmDba2tll+R19fH1NTUwm26Yi/2s40fwfly5dXP5OXWbrP29ubmzdvMmXKFAoWLIiiKFSpUgVvb2/69u2Lnp6eOtNN8/dgamqKsbExaWlp2Vx6IYSukBGy+GSah8myZcsIDAykffv2/Pjjj+jr6zNgwAAOHTqEkZERSUlJbNu2jSFDhvD8+XP8/f3R19cnMzMzm69A/C+qVatGaGgoTZo0oUuXLmzevFldbih0R3h4OP369WPPnj1qbicbGxt+++037O3tiY2NJWfOnAwfPpzBgwczZcoUtm/fruaJksDpv0PhwoUZOnQod+/eJSwsjMzMTNauXasGZSTYplu096/atGkTQUFBdO/enaJFi3Lo0CHmzZtHeno68+bNY+HChTx//pxXr15RsWJFNm/erG5CJME23aK5n75584acOXPSr18/Bg4cyLFjx1i/fr16XJkyZbC1taVixYqcP38e2c9Md2l2jAXeq6eP1Zu+vv4nHyuyz7vjlDJlyrB9+3a8vLx49uyZumNw5cqVmTBhAgcOHMDd3Z2HDx+q5xw7doybN2+qM1iFEEJ2KRV/SvtNXkxMDMOHD2fIkCG0atUKgOfPn+Pj46MOEr766iv27dvH7du3GTdunOSA+heTetVNjo6ObNy4kTlz5vDDDz9gZmbG7du3GTBgAGXLlsXNzY18+fKRlJSEt7c33t7erF69+oO7VwrdoZkloXlsfyy4on3Pjo2NxcDAQN04Q9qsbjt16hQnT56kYsWK6jN2w4YNbNmyhWLFijFjxgzy5cunLhHXkBmLuissLAxvb2/Cw8OxsLAgJiaG4OBggoKCmDJlCj169FCPffz4MUWKFFHbuQRQdYt2nQQHB/Pzzz9Trlw56tSpg7W19XvHfOi8AwcO0LhxY3m5pWO076H379/H2NiYIkWKcPHiRXr06EHnzp0ZM2YMlpaWwNt2ffz4cVJTU1mxYoVan48fP0ZRFJmNKoRQyd1e/CHtN3kvXrzA2NiYW7duZenYFyhQgH79+vHNN99w5swZzM3NadmyJZMmTcLQ0FCmzf+LSb3qltTUVABmzJhBly5dmD9/Pvv37ycxMZEyZcrg7+/PrVu3mDhxInFxcZiZmTFkyBBmz55N7dq1s7n04s9oz5bRLAv9EM0sNni703CePHnUz6TN6g57e3suX76s/vvMmTM4OTmxadMmcubMqX7erVs32rdvz2+//YajoyOxsbFZgm0yY1G31axZEyMjI4YOHUpsbCyWlpb06tWLvn374uLiQlhYmHpssWLF1BUBEmzTPdq7fXt4eJCRkUFYWBjLli1TNxzSvv9C1mBbaGgoo0aNIioq6vMXXnzQ+vXruXr1qnoPdXFxYfjw4XTo0IFevXoRFxfHpk2biIiIwMvLi59//pnExEQOHz5My5YtWbVqFfr6+urzuFixYhJsE0JkIQE38Yc0Azw3NzecnZ3JzMykdu3anDp1ivj4ePW4YsWKYWBgwL1794C3OQw0ZCAgxD9PURR1R6ywsDCsrKxITEzE2dmZffv2kZycTNmyZQkICOD27dtMmjSJFy9eYG5uTs+ePWV5sA7TXuayd+9emjdvTlxcHAYGBn8adNPcw1++fCkDeB1y48YNChQogJWVlfpZpUqVaN68OQYGBmzevJk3b94Ab5+h3bt3p0OHDly+fJng4OAsvyX1qjveXZKmKAqlS5fGx8eHlJQUBg8erO7srQm6zZo1i/3792c5T2Y/6ZZ36/XJkyd4eHiwZMkSlixZgrm5OWvXrmXnzp0A6tJD7WBbSEgILi4ueHh4qDvPiuz18OFDvL292bBhAw8ePGDfvn1s2bKFiRMn4uDgQNWqVRk+fDg3b94kMjKSY8eOMXbsWNq2bcujR4/U3b7lpYcQ4o/IE118kPbbuVOnTnH48GH69u2LhYUFNWrUICoqim3btvH69WsAkpOTSU9Pp3DhwtlVZCH+0zSdeg8PD1xdXTE1NWXWrFl89913zJ49mz179pCcnKzOdDt16hSrVq3K8hsy+0n3aCdd37NnD1euXOH58+cMGzZMXS76oaCb9kBv/fr1eHp6qvdrkf2srKyYPHkyRkZGhIaGcvToUXLmzMnQoUPp1q0bDx8+ZOnSpWoeRn19fbp27crkyZMZOXJkNpdefIymrWoHXhRF4auvvsLLy4vU1FSGDBmiBt26devG3Llz1V1nhe7RvgdHRUVx9epVXrx4gYWFBQDW1tYMGTKEAgUKsH79enWmm76+/nvBtgULFmTZbEpkrxIlSrBq1SquXLnC2rVrOX78OIMHD6ZZs2Z07NiRUaNGMXXqVKZPn05iYiLr1q1jxowZ2NnZSe5MIcQnkxxu4g9FRkZy+fJlFEVh5syZ6ueOjo6cPn2aPHny8M0333Dt2jUSEhKIjIyUQbsQ2SQuLo4+ffpga2tLz5491c9nzZrF1q1bmTt3Lk2bNsXc3JxHjx5RpEgReSv7hVi0aBEHDhygffv23L17l/Pnz2NmZkZQUBAWFhZZ8s+8u4TJ0dERFxcXWrZsmZ2XIP4/7QH806dPmT59Ok+fPmXmzJnUqVOH5ORkfHx8OHHiBNWrV2f8+PGYmJhk+Q3J2aa7nj59SrNmzahduzarV68Gfm+T165do2/fvlStWhVnZ2cKFCignif5FXWP9r3U2dmZiIgI4O1L5qlTp2bZTfby5cv4+/tz/fp1Zs6ciY2NDQBr167Fy8uLefPm0aJFi89/EeJPXblyhVmzZvHw4UP69++f5aXGy5cvcXBwoGjRolnGQSD3YSHEp5EZbiKLd+Ov+/fvZ926dVy7dk3NDwVvc0QNHTqU8uXL8/TpU6ytrdVg28eWOAkh/jmKoqAoCklJSeTOnRv4PafbvHnzsLKyYtmyZezYsYOUlBSKFy/+h0sShe64cuUKO3bsYM6cOYwaNQpXV1fmzZun7nqoPdPt3SVMixcvxs3NTYJtOkI72KaZFT5q1CisrKxwcnLi1KlTmJqaMmTIEL7//nt+/vln5s2bl+X5C5KqQZe8u9ywcOHCBAYGcuvWLQYPHgz8PgO5SJEilCpViuPHj+Pq6prlPAm26Rbte+mDBw84ceIEfn5+uLq60rZtWwIDA9UAHEDlypXp27cvLVq0UJeM3rlzB29vb2bNmiXBNh1WqVIlnJycMDc3Z//+/Vy9elX9Lk+ePFhYWPDgwYP3zpP7sBDiU0jATai0Oxfbtm0jMjISLy8vevXqxZ07d9i0aRNJSUnq8W3btmXGjBl4enoydepUNQeUPICE+Pz09PSwsLCgbNmyrF27lszMTIyNjUlPTycjI4PixYuTmprKjh07ssyWkfaq+xITE3n16hWFChVSP6tTpw6DBw/m4cOHWZaXagb/ISEhuLq64uTkJEuYdIR2sM3Pzw8vLy/i4+OpXr06tra2lC5dmoULF3Lq1Cl1QxNra2v09fUxMjLK5tKLD9Gu05MnT7Jv3z6OHDlCzZo1cXNz4+bNm2rQDd7mty1XrhyRkZEsWLAgu4otPoGmP+zv78+yZcuoU6cOVatWpWHDhgwePJgGDRrg6+ubJehWrVo1xo4dq96LixQpQkhICG3atMmuyxCfyMrKihUrVpCRkcGaNWu4du0aAK9fv+b27duSMkcI8X8mr9MEkLXTePPmTfz9/cnMzCR37tzMmjWLpKQkAgMDyZEjBy1btiRHjhzqOdoDdnlDK0T20LTHwYMH4+TkxLhx4/Dw8MDQ0JDMzEzS09MJCAigbNmyQNYAu9Ad2vWiqdOvv/6ar776iqNHj1KqVCkMDAwwNDTExsaG0qVL8+zZM4YNG8bq1avJnTs3GzZsUINtMqtCd2iesYsXL2br1q2MGDFCzdFWo0YNANasWYOzszNTp06lTp06TJw4EWNjYzUJuyTT1x3am5K4ubmxZcsWLCwsuHPnDm3btmXw4MG4ublhb29Phw4daNKkCWfOnCE9PZ1vvvlG3dlQXnroFu12lpiYSExMDAcPHqRmzZrqMWXKlKFXr17A24Dcmzdvsiwvhbft3dTUVHas/IKUL1+ehQsXMnnyZIYMGULlypUxNjYmJSWFWbNmAdJ3EkL8ddJzE8DvA4FFixbh6emJiYkJT58+xcnJib179+Ls7Iy1tTU+Pj7s3buX5ORk6fgLoUM07bFatWoMGDCAu3fv0rRpUyZOnEjnzp25ceMGpUuXVgfu0mHUPe/Wi2bX2Dx58lClShX27NnDvn371O/T0tIoXrw4dnZ2ZGRksH37dgBevHjBwoULJdimgyIjI4mMjMTPzw9bW1sKFSpEcnIyr1+/pkaNGowcOZKvv/6aSZMmcfnyZUxMTN7bcVboBk1b9fX1ZfPmzXh5eREZGYm9vT0REREsW7YMS0tLgoKCKFSoEOfPnydv3rysXbsWfX19MjMzJdimgzTt7M2bN+qy/YEDB3Ls2DHWr1+vHlemTBlsbW2pWLEi58+ffy8li/gyVaxYEXd3d8zMzHj8+DFNmjRh48aNskGCEOL/TDZNEKpNmzaxcOFCAgMD1eVnDg4OxMfHM2LECJo1a4aDgwMHDx7Ezc2N+vXrZ3eRhRBaNG9e09LS+O233wgJCSExMRETExOmTJmi5liUQZ7u0Z5VERgYyIULF3j48CHNmzenU6dO5M6dm/Hjx/Ps2TO++eYbqlevzpYtWzAyMsLb25vOnTvz3XffqW/hhW7y8fHhxo0buLm5cfv2bY4fP86GDRvImTMnzZs3Z/jw4Zw+fZqffvqJ0aNHS1vVcdHR0bi7u9OgQQNat27N3r17mTFjBra2tqxduxYbGxtmzJhBoUKFSEtLU5cGywYJui0sLAxvb2/Cw8OxsLAgJiaG4OBggoKCmDJlCj169FCPffz4MUWKFEFfX19mP/2LXLx4kY0bNzJ37lyZYSyE+J9IwE2o3N3dOXv2LOvWrQPevuWLjo5mzJgxPH/+nGnTptGsWTNWrFjBkCFDJKeMEJ/Ru529/0vgTAZ5us/NzY2wsDA6d+6szlqztrbGzs6OUqVKERgYyMmTJ3n9+jVFihTB3d0dExMThgwZQu3atRk0aBCADPp0VEBAAIsWLWLw4MEcOHCAcuXKUblyZZ48ecLJkydZv349+fPnV4+XALluS0lJ4ejRo9SuXZv79+8zduxY+vfvT9++fdW6/u6773BxcVFzQElQRvfduXOHkSNHYm5ujo+PDxYWFkRHR7N+/XrWrVvHlClT6NatW5ZzJCDz76Npq1K3Qoj/hYy8hPpA0eQpSEtLw8TEhLS0NAoVKsSECRMYPnw4AQEBGBoaqttly0BAiM9H09nbunUr7dq1U5Myf6wTqHmXouksguRY1DXr16+nevXqlC9fHoDr16+za9cuPDw8qF27NgBt2rTBycmJ5cuX4+bmxrBhwxgxYgSvX7/G3NwcePuy5PLly8yYMUMG8jpuwIABvHz5kkuXLtG7d2/q1atHqVKluHnzJr/88guvXr3KEnCTZ6xuMzExoVGjRhgZGXHq1CnKlStHx44dATAyMqJdu3bExsZiaWmpniNtVLe8+xxVFIXSpUvj4+PDqFGjGDx4MH5+fhQqVIhevXqhr6/PrFmzsLCwoFmzZup5EpD595Hl/EKIv4PcQYTa+WvWrBnXrl3D19cXQJ3BlpaWRoMGDTA0NGTNmjWkpqYCMhAQ4nOLi4vDycmJRYsWAX/ewde07bS0NOkw6piHDx/i7e3N+vXruXXrFvC2Pt+8eUOOHDmAty81rK2tmTZtGocPH+bYsWNqPZqbm3Pr1i1Gjx7Ntm3bWL16NSVLlsy26xF/ThMEHzduHCtWrMDW1pZSpUqRmprKokWLyJcvn9ThF0jzIuPu3bskJCSgp6dHSkoKx48fp1GjRvj5+ak524Tu0dxTd+7cCfweZPnqq6/w8vIiNTWVIUOGEBsbS6FChejWrRtz586lUaNG2Vhq8blIgFwI8b+SEZhQWVlZ4ejoyKpVq1i8eDGXL1/m4cOHrFu3jooVKzJr1ixOnTpFVFRUdhdViP+EdwdoOXPmZNSoUdy8eZMLFy589DztJUvBwcGMGjVKDZQL3VCiRAlWrlzJlStXCAwM5Pbt2+TJk4fk5GTu378PvK3/zMxMrK2t+eabb7h3716W3yhbtiydOnVizZo1VKxYMRuuQvwVmoE8vJ0Z9ebNG9atW8fw4cN5/vw5q1atksDMF0hzr+3evTsXL16kZ8+etGvXjsePH/PDDz+ox8lLD9319OlT7O3tsyzJVxSFkiVL4uLiwoMHD7C3t+f58+cUKVKE7t27Y2hoqG5sI4QQQnyMPP1FFp06dcLNzY3IyEhGjRqFra0tMTExDBgwgBw5clCyZEksLCyyu5hC/CdoBmibNm3iwYMHGBsb07x5c16+fKnuSPku7WBbSEgI7u7udO7cGWNj489WbvFpKlasyPz587ly5Qr+/v5kZmYydOhQZsyYwdmzZzEyMkJfX5+kpCRSU1PJkyePeq4mcNOkSRNKlCiRXZcgtHxKStx3d6HNzMykePHiWXbBk8DMl6latWqEhobSpEkTunTpwubNmyUoo6PeDWoXLlyYwMBAbt26xeDBg4Hf22qRIkUoVaoUx48fx9XVNct5kqZBCCHEn5FNE8QHRUdH8+TJE9LT06levTr6+vq4ubmxf/9+goKCKFiwYHYXUYj/hFOnTjFgwACKFy/O8OHDqV+/Pi9evKBLly4sXbo0ywyKd4NtLi4uODk50aJFi+wqvvgEV69eZfr06VSuXJkWLVpw5MgR1q5dy+DBgzEzM+PcuXPExMSoA3ihe7TzQP2V/Kbax0pe1H8f2ahG92i31ZMnT5KYmIixsTENGzYkKiqKiRMnUq5cOfz8/IC3G2PMnTuXvn37Uq5cOWmjQggh/hIJuIk/dfPmTXx9fTly5AiBgYFUqFAhu4skxL/WhzZC6NevH1euXKF169a8ePGC77//noSEBI4dO4ajo+N7eZ9CQ0NZvHixBNu+IFevXmXmzJlUqlSJDh06cO/ePTZs2ECOHDkoXLgwTk5OGBkZSVBGB2m3WT8/P2JiYhg3bhxmZmaffF5qaqrMQhXiH6b9UsrNzY0tW7ZgYWHBnTt3aNu2LYMHD+bFixfY29uTO3dumjRpwpkzZ0hPT2f9+vXo6+vLPVgIIcRfIgE38YfS09P59ddf2bZtG506daJcuXLZXSQh/hOuX7+OhYUFlpaWXLp0CX9/f6pWrUrhwoVZuHAhpqamJCcnM3jwYGxtbdWBe2RkJA4ODnh4eGSZ/SZ035UrV9Sgm52dHQULFswyQJTZMrpt8eLFbN++nYEDB9KyZUsKFy780WO16zU8PBx4m9JBBvJC/PN8fX1Zs2YNK1aswNramnXr1uHo6EjLli2ZMGEC+vr6zJ8/n5SUFMzNzXF3d8fIyOgPdwYXQgghPkSeGuIPGRoaUrFiRSZMmCDBNiE+A0VRiIqKolu3bixbtoyjR49SpUoVChYsSEJCAi1btiQ8PJwaNWrw7NkzTp8+nWWWTGpqKqtWrZJg2xeoUqVKODo6cuXKFebPn8/9+/fVoIyiKBJs02Hbt28nMjKSlStX0r9/fwoXLkxqaioJCQmkpaVlOVY72BYaGsrMmTPJly+fBNuE+Ayio6O5ffs206ZNw9ramr179+Lh4cGIESM4fvw4Li4uGBkZ4e3tja+vL15eXpJfUQghxP+ZzHATQohspj0A19i2bRunT5/m4MGDDB48mJIlSzJ79mzmz59P48aNSUpK4tq1a1SrVi3LQD0tLQ0jI6PPfQnib3Tx4kU2bNjAggULZID3hVi1ahXXrl1j2bJl3Lhxg1OnThEaGkpmZibdu3fH1tYWExOTD+ZZdHZ2pnnz5tl8BUL8N6SkpHD06FFq167N/fv3GTt2LP3796dv374EBASwaNEivvvuO1xcXNRZqh96RgshhBCfQgJuQgiRjbSXqDx//pzk5GR118nXr19z+PBh5s2bR4sWLbh8+TKKorBs2bIsedskp8y/j2aAJ0uYdM+HBt9hYWHMmjWLAQMGcOjQIaysrPj22295/PgxO3fuZPPmzVhaWqrHS55FIbKP5sWUj48P586dw9XVlVy5crFu3TouXrxIbGwsPj4+cu8VQgjxP5P1KUIIkU0URVE79B4eHuzfv5/Y2FgsLCwYNGgQDRs25Mcff6Rq1ar4+flhaGjIpUuXiIqKyhJwk2Dbv4+enl6Wvw+hG7Q3N4iJiSFXrlwYGRnRrVs3YmNjOXHiBH379qVevXqULFmSBw8ecOHCBZKSktTfCAgIYOXKlSxcuFCWfguRDTTL8+/evUtCQgJ6enqkpKRw/Phx2rVrR+vWrYEPb2IkhBBC/BUyw00IIbKB9iyZVatWERAQwPTp0ylQoAARERH8+uuvtG3blm7dupE3b14SExO5ffs2O3fuZNKkSZLPS4jPKCgoCFtbWzW47eXlxa5duzAzM6NatWpMmDABU1NTkpKSMDMzQ1EU0tLSGDlyJJmZmfj5+akD9+HDh9OqVSvat2+fnZckxH/ezz//TO/evfn666/VYPrmzZvl+SqEEOJvIwE3IYT4jB4+fKguGc3IyCAxMZEhQ4bQrl07bG1t1eMWL17M/v37cXJyombNmu/9juxYKcTncezYMaZPn46NjQ2LFi1iz549zJ49G3t7e65cucLly5cxNTVlxYoVmJmZ8fr1a3bt2sW2bdtISEggLCxMTboubVYI3XLlyhX27t2Lubk5AwYMwNDQUNqqEEKIv40E3IQQ4jOZOnUqcXFxjBkzhkqVKgGQkJBAr1696NWrFz179syyZK179+4ULVoUd3f37Cy2EP9pSUlJbNmyhfDwcMqWLUu5cuUoXLgwbdu2JTMzkwMHDuDt7Y25uTkrVqzAyMiI0NBQbt++zfTp02UAL8QXRNqqEEKIv5MkJhBCiM+gR48eHDt2jGfPnhEUFMSlS5cAyJUrFxYWFuzcuRMAY2NjUlNTAahQoYLkZxMiG6Wnp2NmZka7du3o3r07t2/fxsfHBxMTEwD09fVp1KgRw4cPJzExkTFjxpCWlkbv3r2ZPXs2hoaGZGRkyABeiC+EtFUhhBB/Jwm4CSHEP8zT05Pk5GSOHz/OuHHjePToESEhIfzyyy8AODg4cOvWLSZOnAj8vgnC9evXyZs3b3YVW4j/tNevX6uD7+vXr9O9e3e6du2Kubk5YWFhZGZmAmBkZESjRo0YNmwYd+/eZcmSJVl+R4LmQgghhBD/TfIaRwgh/mGJiYnqBgnXr18nNTWVmzdvEhwcjJGRERUrVmT+/PnMmjWLNm3aULRoUV69ekVCQgIODg7ZXHoh/nv27t1LZGQkS5YsYcmSJWzatInDhw/Tvn179PT0CA4OxsHBAWdnZ/T19TE0NKRRo0bkzZuXb7/9NruLL4QQQgghdIDkcBNCiH+IZifSqKgoZs2ahYGBAU+fPuXAgQOcPHkSX19fSpcuzeDBg7GysiI6OpqAgAAAzMzMGDlypOR/EiIbXL9+nQ4dOlCmTBmio6NZt24d5cuXByA5OZnIyEjCwsL45ptvcHZ2VgPqGhkZGTKzTQghhBDiP04CbkII8RkMGjSIEydO8P333+Pn5wfAtm3bCAgIoEyZMvTr14/KlSu/d54M3IX4vDQBbgcHByIjI6lbty5ubm7ky5dPPUYTdNu4cSMFCxZk5cqV7wXdhBBCCCHEf5vkcBNCiH9YfHw8RkZGjBkzhidPnjBhwgQA2rZty4ABA7h79y7BwcGcP3/+vXMl2CbE56F5/6hpc9WrV2fJkiVcuHCB2bNn8/jxY/U4U1NTOnToQLt27cidOzfy7lIIIYQQQrxLZrgJIcRnkJGRgb6+PhEREaxevZqKFSvi5uYGwPbt21myZAmdO3dm1KhR2VxSIf57MjMz0dd/+w7yxYsX5M+fX/3u0qVL9OnThwYNGjB16lSKFCkCwOHDh2nUqJG6dFz7N4QQQgghhJCAmxBCfEZJSUns2rULPz+/LEG3EydOUKdOHZnRJkQ2WrFiBceOHSMjI4OuXbvSsGFDLC0tuXz5Mn369KFu3bp07NiRjRs3cvfuXXbv3o2enp4adBNCCCGEEEJDAm5CCPGZJSUlsXv3bvz9/SlUqBCrV69Wv5OcbUJ8PtqBstDQUJYsWYKdnR3Hjh0jJiaG6tWrM2jQIIoUKcLVq1cZP348OXPmxMTEhKCgIIyMjCTYJoQQQgghPkgCbkIIkQ2SkpLYvHkz58+fx8XFRZaiCZGNLl68yNatW6lTpw7NmjUDwMfHh/3791OlShUGDx5MkSJFePHiBQkJCXz11Vfo6+vLDsJCCCGEEOKjJOAmhBDZJCUlBWNjY8n/JEQ2OnbsGI6OjiQlJbFw4UK+//579TsfHx8OHDhAlSpVGDhwIEWLFlW/kzYrhBBCCCH+iPQUhRAim5iYmKj5n2TgLkT2qF+/Pk2aNCE1NZW9e/eSkJCgfjd06FCaN2/O4cOH2bNnT5bzpM0KIYQQQog/IjPchBBCCPGf8Eez0hYuXMjp06dp2bIlvXv3xtzcXP1u69attGnTRvIrCiGEEEKITyYBNyGEEEL862kH2yIjI7lx4wYmJiaUL1+eli1bAuDo6Mj58+f54Ycf3gu6gWxqIoQQQgghPp0E3IQQQgjxn7Fo0SK2bNmCtbU1iYmJnD17lv79++Pg4AC8Dbr98ssv1K5dm5EjR2JmZpbNJRZCCCGEEF8i2VpLCCGEEP8Jp06dYuvWrXh5eVG9enVSUlI4cOAADg4O5MiRg3HjxjFjxgymTp1KbGwspqam2V1kIYQQQgjxhZKAmxBCCCH+E2JjY8mbNy+VK1cG3m5c0rp1a16/fo2rqyvNmjWjcuXKLFy4kMzMTHVTEz09vWwuuRBCCCGE+NLIFltCCCGE+NfJzMx877N8+fLx6NEjrl+/DoAmq4a1tTVGRkYkJSWpx+rr66tBNyGEEEIIIf4qCbgJIYQQ4l9Fe4OEo0ePsnPnTm7dukWFChWoVasWQUFBXLt2TQ2mWVhYkDdvXtLS0rL8zsd2NBVCCCGEEOLPyKYJQgghhPhXcnNzY926dVhaWvL48WPmzZtHSkoKu3btwsjIiLZt22Jpacnq1auJj48nLCxMdiEVQgghhBB/Cwm4CSGEEOJfQZNvTVEUHj9+jL29PZMnT+brr79m48aNuLu7M23aNExNTTl37hxbt26lbNmy5M2bFx8fH4yMjMjIyJCgmxBCCCGE+J9JwE0IIYQQXzztZaTx8fHEx8cTERHBuHHj1ABaYGAgixcvxt7enm7duqk52/Lnz4+enh7p6ekYGsp+UkIIIYQQ4n8nvUohhBBCfPE0wTZ3d3dOnDjBvXv3KFq0KB07dqR06dIA9O/fHwAXFxdevHjByJEjMTU1Bd4G7CTYJoQQQggh/i6SDVgIIYQQXyzt3Uh37NhBREQE7du3p1OnTjx48IDw8HAeP36sHtO/f3/GjBnD2bNnyZEjh/q5bJAghBBCCCH+TrKkVAghhBBfvDNnzrBr1y6qVq1Khw4dAAgODsbHx4e2bdvSs2dPihUrph6vne9Ns1upEEIIIYQQfxdZOyGEEEKIL9qzZ8+YPn06z58/p1SpUurntra2APj4+GBgYECXLl0oUaIEgATbhBBCCCHEP0rWTwghhBDii1awYEE8PT2xtLTkyJEj3LhxQ/3O1taWYcOG4evry/Hjx7OcJ8E2IYQQQgjxT5ElpUIIIYT4V7h+/TpTp06lcuXK9O3bl3Llyqnf7d27l6ZNm6o7lgohhBBCCPFPkoCbEEIIIf41rl69yowZM6hUqRL9+vWjbNmyWb7PyMiQoJsQQgghhPjHScBNCCGEEP8qV69eZdasWRQtWpTJkyereduEEEIIIYT4XCSHmxBCCCH+VSpWrMisWbPImTNnlp1JhRBCCCGE+FxkhpsQQggh/pU0u5BmZmairy/vGIUQQgghxOcjATchhBBC/Gtpgm5CCCGEEEJ8TvK6VwghhBD/WhJsE0IIIYQQ2UECbkIIIYQQQgghhBBC/I0k4CaEEEIIIYQQQgghxN9IAm5CCCGEEEIIIYQQQvyNJOAmhBBCCCGEEEIIIcTfSAJuQgghhBBCCCGEEEL8jSTgJoQQQgghhBBCCCHE30gCbkIIIYQQQgghhBBC/I0k4CaEEEIIIYQQQgghxN9IAm5CCCGEEEIIIYQQQvyN/h+8d15i0ZrauwAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Sécurité:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_sécurité \n",
|
||
"0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n",
|
||
"1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Investissement\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.4310 1.0214 381\n",
|
||
" 3 0.4221 0.9168 363\n",
|
||
" 4 0.2891 1.2951 314\n",
|
||
" 5 0.3039 1.2235 216\n",
|
||
" 6 0.2898 1.2247 209\n",
|
||
"→ K retenu : 2 (silhouette=0.4310)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_investissement \n",
|
||
"0 381 17.4\n",
|
||
"1 1813 82.6\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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RTn6eMZRMV1cXAHD8+HFIJJI8jy23cvtazvxcJycnIyYmBrVr1wYA3L17N8v2Oc1HZWZmBhsbG+n9jDrq16+PsmXLZimPiIjIMaazZ88CQK5eV1/HZWdnh48fP0qfD0D2XOPj4xETEwN7e3tEREQgPj4ewJeeXJ8+fYKrq6vMiAIAPzS3VUYPvwx16tSRGfJcv359lChRAkFBQdKy2NhYXLhwQdq7DVDe61JXVxdJSUlZhod+vc2jR48QHh6e7eOKvH917dpV5nm3srKCIAjS4bDAl7kla9WqJfOaCg4Oho6ODho2bCjzPNWsWRNaWlpZhoKamZnBzs5Oet/AwACVK1f+5uv0ez5+/Ag9Pb0cH3///j0AoHLlyjluU7JkSQQEBMh1q1atWo71PHnyBDNnzoSNjQ06deqU7TZ6enpZhpITEREVRrkaUmpvbw/gy4emMmXKfHMIBhER5V7GYjSfPn3K92PZ29ujVatW8PHxwfr162Fvb48WLVqgffv2Webc+dqLFy8gCAKWLl2KpUuXZrtNdHQ0jI2NpffLly8vV1wDBw7EhQsX0K1bN5iYmKBhw4b4888/pUPNsvP69WsAQMWKFWXK9fX1c/yimTn5AvwvMRAXFycte/ToEZYsWYKLFy/KJEwASBMjecnY2DjLc//8+XM8efJEOp/e16KjowF8mYh8586dmDJlChYuXIgGDRrgjz/+QOvWrb/5//rjx4+5Trhm0NPTy/G1kvm1nPHcfsvHjx/h4+ODoKAg6TllyO65zun1VKZMGZn7GYnl0qVLZxtf5vb+2uvXryEWi7Mcy8TEJMd9cnpdxcbGSo957do1LF++HDdu3Mgyv1t8fDx0dHTw4sULAMh22J2iihQpkmXqDz09PZm5xNTV1dGyZUv8999/SElJgaamJo4cOYLU1FSZhFt+vy5z0rNnTxw6dAgDBw6EsbExGjZsiDZt2uC3336TbjNixAgMHToUrVq1grm5ORo1aoSOHTtKE0GKvH993a4Zr6vsXm+Zn8/nz58jPj7+u89Thq/rA7K2kSKEr+aVy2zgwIE4ffo0PD09oaOjg9atW2fZpkiRIt+dA+57oqKipEOjly5dmuMPMIIgcMEEIiJSCQotxVWuXDnExcXh1q1biI6OzvJPPPO8FUREJD9tbW2UKlUKjx49UriOnL6oZJ7oP2O7ZcuW4caNGzh58iTOnj2LSZMmISAgANu3b/9mz6SMniouLi5o3Lhxttt8nfz6updOTkxNTREcHIxTp07h7NmzOHLkCLZs2YJhw4ZhxIgRctUhj5y+7Gf8T4uLi4OzszO0tbUxYsQIVKxYEUWKFMHdu3exYMECuXrr5NQWOe2buedT5m3Nzc2zncge+F8iqWjRoti8eTMuXbokfe6CgoKwfft2rFu3Lscvt25ubrh8+fJ3zyU7GzduRL169bJ9LGNuqYcPH8r02MnJqFGjEBoaiv79+6N69erQ0tKCRCLBgAEDsk0W5PR6yuk8v/XlPi9973X14sUL9O3bF1WqVIGHhwfKlCkDDQ0NnD59GuvXr8/X3onyruzbrl07bN++HWfOnEGLFi0QHByMKlWqyPRcyu/XZU4MDQ2xd+9enDt3DmfOnMGZM2ewe/duODo6Shd0qFu3Lo4ePYrjx4/j/Pnz2LVrFzZs2IAZM2agW7duCr1/5dSu30saSiQSGBoayqzGmdnXCdD8WH1ZX1//m4llLS0trF69Gs7OznB3d4e2tjYaNWoks016enqWRWVykl0iPj4+HgMHDkR8fDw2b94sk8z8WlxcHEqUKCHXsYiIiAoyhRJuJ06cgLu7OxITE6GtrS3zhUIkEjHhRkT0A5o2bYrt27cjNDRUZmicvDL31MrcsyijF9jXrK2tYW1tjdGjR+PAgQNwd3dHUFAQunXrlmPCqEKFCgAADQ2NH+71kB0tLS20bdsWbdu2RUpKCtzc3LBy5UoMGjQo20RLRu+TFy9eSGMDgA8fPijcM+Ty5cvSXld169aVln+94iiQc2It4/n/uodW5mGr31OxYkXcv38fDRo0+G6vD7FYjAYNGqBBgwaYOHEiVq5cicWLF+PSpUs5ttOECRO++WX8W741dKxp06bw9/fH/v37v5twi42NRUhICNzc3DB8+HBpeU5DAn+WsmXLQiKR4OXLl6hUqZK0/Pnz5wrXeeLECaSkpGDFihUyvaa+HlqYkfB59OjRN3vU5Ye6deuiZMmSCAoKgq2tLS5evIjBgwdniS+vXpe57c2kqamJZs2aoVmzZpBIJJg+fTq2b9+OoUOHSp8rfX19dOnSBV26dMGnT5/g7OyM5cuXo1u3bvn+/pVZxYoVERISAltb22wT6orI7fNVpUoVHDhwQNp7MjslSpTAunXr0KNHD7i5uWHdunUy/3/evHmD5s2by3W8rxPxycnJGDx4MMLDwxEQEAAzM7Mc942MjERqauo3F4EgIiIqLBQaEzpv3jx06dIFoaGhuHr1Kq5cuSK9KforORERfTFgwABoaWlhypQp0rl1Mnvx4gU2bNiQ4/4ZX9SvXLkiLUtMTMTevXtltouNjc3Su6d69eoAgJSUFABAsWLFAGQddmdoaAh7e3ts374d7969yxKDvD0hsvP13D2ampowNTWFIAg5Dn1s0KAB1NXVsXXrVpnyzZs3KxxHRs+VzM9RSkoKtmzZkmXbYsWKZTvsMbu2SE9Px44dO+SOo02bNoiMjMx2n8+fP0tXfM1uBcGv2zM7tWrVgoODg0K3b80LZWNjg8aNG2Pnzp04duxYlsdTUlKkPZJy6tXzrdf5z5DRy+frNv/3338VrjPjXDO/ruLj4xEYGJjl2MWLF4e/v3+WlXbzulfe18RiMVq3bo2TJ09i//79SEtLkxlOCuTt6zKn95nsfP3+IBaLpSsnZ9T39TbFixdHxYoVpY/n5/vX19q0aYP09HTpqq2ZpaWlKZTszni+5B3Wbm1tDUEQcOfOnW9uZ2xsjHXr1qFYsWIYNGgQHjx4IH1M0Tnc0tPTMWrUKNy4cQNLly797o9IGTEq8mMTERFRQaNQD7fIyEj07t1b+g+fiIjyTsWKFbFgwQKMHj0abdu2RceOHWFubo6UlBSEhoYiODg4y8T6mTVs2BBly5bF5MmT8fTpU6ipqSEwMBAlSpSQ6eW2Z88ebN26FS1atEDFihXx6dMn7NixA9ra2tL5kIoWLQozMzMcOnQIlSpVgr6+PqpWrQpzc3NMmzYNPXv2RPv27eHk5IQKFSrg/fv3uHHjBt6+fYv9+/crdP79+/eHkZERbG1tYWhoiKdPn+Lff/9FkyZNpHNgfc3IyAi9e/fGunXrMHjwYDRu3BgPHjzAmTNnUKJECYXmA7KxsYGenh48PDzQq1cviEQi7Nu3L9tkR82aNREUFARvb29YWlpCS0sLzZo1Q9WqVWFtbY1FixYhNjYWenp6CAoKQlpamtxxdOzYEYcOHcK0adNw6dIl2NraIj09HU+fPkVwcDDWrFkDS0tL+Pr64urVq2jSpAnKlSuH6OhobNmyBaVLl/7m/Hf5af78+XBxccHw4cPRtGlTNGjQAMWKFcPz588RFBSEd+/eYcKECdDW1kbdunWxZs0apKamwtjYGOfPn8+2N+HPVKtWLbRq1QobNmzAx48fUbt2bVy5ckXa806R11XDhg2hoaGBwYMH46+//sKnT5+wc+dOGBoaIioqSrqdtrY2Jk6ciClTpqBr1674888/oauri/v37+Pz58/SZGV+adOmDTZt2oRly5bB3Nw8S4+jvHxdVqxYEbq6uti2bRuKFy8OLS0tWFlZyfRWzTBlyhTExsaifv36MDY2xuvXr/Hvv/+ievXq0hjbtWsHe3t71KxZE/r6+rh9+zYOHz4ss9hFfr1/fc3e3h7du3eHv78/wsLCpO0fHh6O4OBgTJ48Ods5076levXqUFNTw+rVqxEfHw9NTU3Ur18fhoaG2W5fp04d6OvrIyQkJMe55DJUqlQJa9euRa9evdC/f39s3boVFSpUUHgOt7lz5+LEiRNo2rQpPn78iH379sk83rFjR5n7Fy5cQNmyZVGjRo1cH4uIiKigUSjh1qhRI9y+fTvbD0JERPTjmjdvjv3792Pt2rU4fvw4tm7dCk1NTVhYWMDDwwNOTk457quhoQEfHx/MmDEDS5cuRcmSJdGnTx/o6urKzLdkb2+P27dvIygoCO/fv4eOjg6srKywYMECmff3WbNmwcvLC97e3khNTcXw4cNhbm4OMzMzBAYGwsfHB3v27MHHjx9hYGCAGjVqYNiwYQqfe/fu3XHgwAEEBAQgMTERpUuXRq9evTB06NBv7ufu7o6iRYti586dCAkJgbW1NdauXYuePXt+dxGI7JQoUQIrV67EvHnzsGTJEujq6qJDhw5o0KAB+vfvL7Ntz549ERYWht27d2P9+vUoV64cmjVrBgBYsGABPD09sWrVKujq6qJr166oV68e+vXrJ1ccYrEYvr6+WL9+Pfbt24ejR4+iWLFiKF++PHr16iVdWbBZs2Z49eoVAgMD8eHDB5QoUQL29vZwc3PLcRhZfjMwMMC2bduwZcsWBAUFYfHixUhNTZU+P71795Zuu3DhQnh5eWHLli0QBAENGzbE6tWrc5xj62eZN28ejIyMcPDgQRw9ehQODg5YvHgxWrdurdDrqkqVKli2bBmWLFkirbtHjx4wMDDApEmTZLbt1q0bDA0NsWrVKvj5+UFdXR1VqlRB37598+jscmZra4syZcrgzZs3WXq3AXn7utTQ0MDcuXOxaNEiTJ8+HWlpafD29s72c2aHDh2wY8cObNmyBXFxcShZsiTatGkDNzc3aa/UXr164cSJEzh//jxSUlJQtmxZjBo1Sua6za/3r+zMnDkTtWrVwrZt27B48WKoqamhXLly6NChA2xtbXNdX8mSJTFjxgz4+/tj8uTJSE9Px8aNG3NMuGlqaqJ9+/YIDg7GmDFjvlt/9erVsXLlSvTv3x99+/bFli1bvjnn2rfcv38fAHDy5EmcPHkyy+OZE24SiQSHDx/OsiIsERFRYSUSFBiXsHPnTvj5+aFz584wNzeHurps3k7eOR6IiIjyU1xcHOrWrYtRo0ZhyJAhyg6HVERYWBgcHR3xzz//oEOHDsoOh+i7IiIi0KZNG6xevfq7vdyU5dixYxg7diyOHj2KUqVKKTscIiKiH6ZQD7epU6cCAHx9fbM8JhKJEBYW9mNRERER5dLnz5+zTEqeMQeYvb29MkIiFZDT60osFssspkFUkFWoUAFdunTBqlWrCmzCbfXq1fj777+ZbCMiIpWhUA83IiKigmb37t3Ys2cPfvvtN2hpaeH69ev477//0KhRI6xdu1bZ4VEh5ePjgzt37qB+/fpQU1PDmTNncObMGXTv3h0zZ85UdnhEREREVEAp1MMts+TkZBQpUiQvYiEiIlKYhYUF1NTUsGbNGnz69AmGhobo3bs3Ro0apezQqBCzsbHB+fPn4efnh8TERJQpUwZubm4YPHiwskMjIiIiogJMoR5u6enpWLlyJbZt24bo6GgcPnwYFSpUwJIlS1CuXDl069YtP2IlIiIiIiIiIiIq8MSK7LRixQrs2bMH48aNg4aGhrTc3Nwcu3btyrPgiIiIiIiIiIiIChuFEm779u2Dl5cXOnToIF2CHfgynOfp06d5FhwREREREREREVFho1DCLTIyEhUrVsxSLggC0tLSfjgoIiIiIiIiIiKiwkqhRRPMzMxw9epVlCtXTqY8ODgY1atXz5PAfsRgUSVlh0BERERUKKyzbqbsECgfuNw4oewQKB/welVNvF5V00ohXNkhFAjy5mdU8flSKOE2dOhQeHh4IDIyEoIg4MiRI3j27Bn27t0Lf3//vI6RiIiIiIiIiIgKGTWRsiNQHoWGlLZo0QIrV65ESEgIihUrhmXLluHJkydYuXIlGjZsmNcxEhERERERERFRIaMmEsl1U0UK9XADADs7OwQEBORlLEREREREREREpCI0xaqZTJOHwgm3DJ8+fYIgCDJl2traP1otEREREREREREVYr/ykFKFEm4RERHw8vLC5cuXkZycLC0XBAEikQhhYWF5FiARERERERERERU+qjpcVB4KJdzGjRsHAJgzZw4MDQ0h+oWfQCIiIiIiIiIiyopDSnPpwYMHCAwMRJUqVfI6HiIiIiIiIiIiUgEKrdQph82bN2Pt2rWIiopCtWrVMHXqVFhZWeW4fVxcHBYvXoyjR4/i48ePKFeuHCZNmoQmTZrkU4QKJtxq1aqFt2/fMuFGRERERERERETZyo8hpUFBQfD29saMGTNQu3ZtbNiwAf3790dwcDAMDQ2zbJ+SkoJ+/frB0NAQS5cuhbGxMV6/fg1dXd08jy0zhRJus2fPxrRp0xAZGYmqVatCXV22mmrVquVJcEREREREREREVDjlx6IJAQEBcHJyQpcuXQAAM2bMwKlTpxAYGAhXV9cs2wcGBiI2Nhbbtm2DhoYGAKB8+fJ5H9hXFEq4xcTE4MWLF5g4caK0TCQScdEEIiIiIiIiIiICIP8cbikpKUhJSZHdV1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhotnWfOHEC1tbWmDlzJo4fPw4DAwP8+eefGDhwINTU1HJ5RvJTKOE2adIk1KhRA4sWLeKiCURERERERERElIW8Q0r9/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOn2dYdERGBixcvon379li1ahVevHiBGTNmIC0tDcOHD8/F2eSOQgm3169fY8WKFTAxMcnreIiIiIiIiIiISAXIO6TUddAg9OvXT6bs695tihIEAYaGhvDy8oKamhpq1aqFyMhIrF27tuAl3OrXr4/79+8z4UZERERERERERNmSd0hpdsNHs1OiRAmoqakhOjpapjw6OhpGRkbZ7lOyZEmoq6vLDB+tUqUKoqKikJKSkmeJva8plHBr2rQpvL298fDhQ5ibm2dZNKF58+Z5EhwRERERERERERVOeb1ogqamJmrWrImQkBC0aNECACCRSBASEgJnZ+ds97G1tcV///0HiUQCsVgMAAgPD0fJkiXzLdkGKJhwmzZtGgDA19c3y2NcNIGIiIiIiIiIiOSdwy03+vXrhwkTJqBWrVqwsrLChg0bkJSUhM6dOwMAxo8fD2NjY4wdOxYA0KNHD/z777+YPXs2nJ2d8fz5c/j7+6NXr155HltmCiXc7t+/n9dxEBERERERERGRCpF3SGlutG3bFjExMVi2bBmioqJQvXp1rFmzRjqk9M2bN9KebABQpkwZrF27Ft7e3ujQoQOMjY3Ru3dvDBw4MM9jy0yhhFtmycnJKFKkSF7EQkREREREREREKiKvh5RmcHZ2znEI6aZNm7KU2djYYMeOHfkTTA7E398kq/T0dPj6+qJx48awsbFBREQEAGDJkiXYuXNnngZIRERERERERESFj5pIJNdNFSmUcFuxYgX27NmDcePGQUNDQ1pubm6OXbt25VlwRERERERERERUOGmKRXLdVJFCQ0r37dsHLy8vNGjQQLqAAgBYWFjg6dOnuaorKioKN2/exPv37wEARkZGqF27NkqWLKlIaEREREREREREVACIVbT3mjwUSrhFRkaiYsWKWcoFQUBaWppcdSQmJsLT0xNBQUEQiUTQ09MDAMTGxkIQBLRr1w4zZ85EsWLFFAmRiIiIiIiIiIiUSJRfk7gVAgoNKTUzM8PVq1ezlAcHB6N69epy1TF79mzcvn0b/v7+uHXrFi5cuIALFy7g1q1bWLVqFW7duoXZs2crEh4RERERERERESmZWE0k100VKdTDbejQofDw8EBkZCQEQcCRI0fw7Nkz7N27F/7+/nLVceTIEfj7+8PW1lamXE1NDY0aNcKcOXMwePBgzJo1S5EQiYiIiIiIiIhIicSaasoOQWkU6uHWokULrFy5EiEhIShWrBiWLVuGJ0+eYOXKlWjYsKFcdUgkEpkFF76moaEBiUSiSHhERERERERERKRk7OGmADs7OwQEBCh84N9//x2enp6YPXs2atSoIfPYvXv3MH36dDRt2lTh+omIiIiIiIiISHlEYoX6eakEhRJub968gUgkQunSpQEAt27dwoEDB2BmZobu3bvLVYenpyfGjh2Lzp07Q09PDwYGBgCAmJgYxMXFoVGjRvD09FQkPCIiIiIiIiIiUjI1TSbccmXs2LFwcnKCo6MjoqKi0LdvX5ibm+PAgQOIiorC8OHDv1uHnp4e1qxZgydPnuDGjRt4//49AMDIyAjW1tYwNTVVJDQiIiIiIiIiIioARGpMuOXKo0ePYGVlBQA4dOgQzM3NsW3bNpw7dw7Tpk2TK+GWwdTUlMk1IiIiIiIiIiIVo6rzs8lDoYRbWloaNDU1AQAXLlxAs2bNAABVqlRBVFRU3kVHRERERERERESFkpoGVynNFTMzM2zbtg1Xr17FhQsX8NtvvwEA3r17B319/byMj4iIiIiIiIiICiGRmkiumypSKOHm7u6O7du3o1evXmjXrh2qVasGADhx4oR0qCkREREREREREf26fuWEm0JDSuvVq4eLFy8iISEBenp60nInJycUK1ZM7nrS09Nx/fp1WFhYQFdXV5FQiIiIiIiIiIioABL/wosmKHTmnz9/RkpKijTZ9urVK6xfvx7Pnj2DoaGh3PWoqanBxcUFsbGxioRBREREREREREQFlJqGWK6bKlLorIYOHYq9e/cCAOLi4uDk5ISAgAAMGzYMW7ZsyVVdVatWxcuXLxUJg4iIiIiIiIiICiiRmliumypS6Kzu3r0LOzs7AMDhw4dhaGiIkydPYt68edi0aVOu6ho1ahTmzZuHkydP4t27d0hISJC5ERERERERERFR4SNWE8l1U0UKzeH2+fNnFC9eHABw7tw5tGzZEmKxGNbW1nj9+nWu6nJ1dQUADBkyBCLR/55kQRAgEokQFhamSIhERERERERERKREYk21fKl38+bNWLt2LaKiolCtWjVMnTpVrkU8Dx48iDFjxqB58+bw8/PLl9gyKJRwq1ixIo4dO4Y//vgD586dQ9++fQEA0dHR0NbWzlVdGzduVCQEIiIiIiIiIiIqwPKj91pQUBC8vb0xY8YM1K5dGxs2bED//v0RHBz8zXUFXr58iXnz5klHbOY3hRJuw4YNg7u7O7y9vdGgQQPY2NgAAM6fP4/q1avnqi57e3tFQiAiIiIiIiIiogJMJM77hFtAQACcnJzQpUsXAMCMGTNw6tQpBAYGSkdRfi09PR3u7u5wc3PDtWvXEBcXl+dxfU2hhFvr1q1Rp04dade9DA0aNECLFi1yXd/Vq1exbds2vHz5EkuXLoWxsTH27t2L8uXL/7TMIxERERERERER5R01OYeUpqSkICUlRaZMU1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhojvX7+vrC0NAQ3bp1w7Vr13JxBopTeCmIkiVLokaNGhCL/1eFlZUVTE1Nc1XP4cOH0b9/fxQtWhR3796VPsEJCQnw9/dXNDwiIiIiIiIiIlIieVcp9ff3R506dWRu2eWEPnz4gPT09CxDRw0NDfH+/ftsY7h69Sp27doFLy+vfDnHnMjdw2348OGYO3cutLW1MXz48G9u6+PjI3cAK1aswIwZM+Do6IiDBw9Ky21tbbFixQq56yEiIiIiIiIiooJDJJavn9egQYPQr18/mbKve7cpIiEhAePHj4eXlxcMDAx+uL7ckDvhpqOjI/1bW1tbZkXRH/Hs2bNsh43q6Oj8lDG1RERERERERESU99Q05Us7ZTd8NDslSpSAmpoaoqOjZcqjo6NhZGSUZfuIiAi8evUKQ4YMkZZJJBIAQI0aNRAcHIyKFSvKFWNuyZ1w8/b2lv49d+7cPAvAyMgIL168QPny5WXKr127hgoVKuTZcQqLJkN7oeW4QdAtXRIvb4Zhu9s0hF+5meP2xfR00XG2O2w6t4aWgR5inr/CzlEzcefQKQDA7GfnYFipfJb9TvluxLbhnvl1GvQVtqtqYruqJraramK7qq5pQxzh0uk36Oto4cLNx3CbsxGPX7z75j5lS+pjzshuaNXQElpFNfEk4h0GTF+H6/fCAQApoeuy3c9j8Q4s2hic16dAmfBaVW28XlULr1eSh0hN4ZnMsqWpqYmaNWsiJCREuoaARCJBSEgInJ2ds2xfpUoVHDhwQKZsyZIl+PTpEyZPnozSpUvnaXyZKbRoQu/eveHj4wNdXV2Z8oSEBAwdOhQbN26Uuy4nJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKrTpOf6LroinYMngKwi+FotkoF7gd3ojpFs0QHxWdZXs1DQ2MPLoJ8e+isarrEHx8FQkDk3JI/Pi/noHedTtArPa/SQrL1jLHqGObcX1n0E85J2K7qiq2q2piu6omtqvqcu/bBsN6tEB/zzUIf/Ue04d2wn++Y1G7y2Qkp6Rlu4++jhZOrZ+E01fuo/3wxXj/IR5mFY3xMe6TdJsKLUbJ7NOqoRVWTeuLPcd/ziTLvypeq6qN16tq4fVK8pJ3SGlu9OvXDxMmTECtWrVgZWWFDRs2ICkpCZ07dwYAjB8/HsbGxhg7diyKFCkCc3Nzmf0zcllfl+c1hRJuly9fRmpqapby5OTkXK/24OrqColEgr59+yIpKQnOzs7Q1NSEi4sLevXqpUh4hVaLMQNwfvU2hKzfCQDYMngyLNs1g4OLEw7PyzqfnYOLE4ob6GO+QxdI0r78k4p+/lJmm4T3MTL3W3kMwbvH4Xh4+mI+nQV9je2qmtiuqontqprYrqrLrecf8F59AAdO3QAA9Ju6Bi+PLUHHprbYcfhytvuM69cWL9/GYOD0//WKCX8tO8lyZLTstCYdfrfGqSv38exVVN6eAMngtaraeL2qFl6vJC+RmnyrlOZG27ZtERMTg2XLliEqKgrVq1fHmjVrpENK37x5I7PAp7LkKuF2//596d+PHz9GVNT/3sQkEgnOnj0LY2PjXAUgEokwZMgQ9O/fHy9evEBiYiJMTU1RvHjxXNVT2KlpaKBinVoI9vaTlgmCgLBj51GlgW22+9Tu0AJPQ66jh+9M1O74B+KjYnBlyz4cnrcSwv+PSf76GPWcHXFs0Zp8Ow+SxXZVTWxX1cR2VU1sV9VVuVxJlCmpjxOX7knL4hKScPnOU9SzMs3xC/yfTaxx5MIdbJ0/BI3rWOD1uw9YueMk1u05k+32pQx00aaRFfp7rs2X86AveK2qNl6vqoXXK+WGmoZC/by+y9nZOdshpACwadOmb+6bl9OkfUuuztzR0REikQgikQh9+vTJ8njRokUxZcqUXAUwceJETJ48Gdra2jAzM5OWJyYmwsvLS2buOFWmbVQCaurqiIuU/cUmPjIKpauZZruPUZWKsGjmgMub98KnbT+UNKuEHn5eUNPQwMGZS7Nsb+3YEsX0dRGyfle+nANlxXZVTWxX1cR2VU1sV9VlbPRlOEhkjGzvlnfRcShtqJfjfpXLlcSgbk2x9N/DmLf2IOrUrIzF43siNS0Nmw5cyLJ9r/YOiE/8jD0nODwtP/FaVW28XlULr1fKjbyew60wyVXC7fjx4xAEAS1atMDOnTtlllTV0NCAoaEh1HLZXXDv3r1wd3eHtra2TPnnz5+xb9++XybhpgiRWIT4d+/xr+tECBIJXly/A/1yxmg5blC2b1oO/bvj7qFTiH3z7YlJSbnYrqqJ7aqa2K6qie1aMPVoUx++U3pL73ccsUShesRiEa7dC8dUn90AgBsPXqCmWTkM7Pp7tl/g+3ZsjK2HLuY4xxQpD6/VgovXK32N1+uviwk3OZUrVw6A7NBSRSUkJEAQBAiCgE+fPqFIkSLSx9LT03HmzBmZhJ6qS3j/AelpadA1ll3GVse4JOLeZj//QOybKKSnpsp0wX0b9gR6ZUpBTUMD6Znm2TOoWA7VWzSEf+fB+XMClC22q2piu6omtqtqYruqjgOnb+DynafS+0X+f4iKsYEu3r6PlZaXMtTFzQcvcqznzfuPCHv6Wqbs/rPX6NS8TpZtG9pUhUXlMvjbY+WPhk/fwWtVtfB6VW28Xik3xPk0pLQwUCjVuGfPHpw6dUp6f/78+bCzs8Nff/2FV69eyVWHnZ0d7O3tIRKJ0KpVK9StW1d6q1+/PiZNmoS///5bkfAKpfTUVLy4dgfVmjtIy0QiEao1d8DTkOvZ7vPk/FWUMqsEkUgkLTM2r4yPryNl3rAAwKFfN8S/i8btgyfy5wQoW2xX1cR2VU1sV9XEdlUdCYmf8STinfR27+lrvIn6iKb1aki30SleFPa1quDSrSc51hNy4zHMTUrLlFWtWBov3mRdVa+fY2NcuxeOWw8j8u5EKFu8VlULr1fVxuuVckOkJpbrpooUOquVK1dKe6SFhoZi8+bNGDduHPT19eUeArpx40asX78egiBg2bJl2LBhg/S2ZcsWnDx5EkOGDFEkvELr2KI1aDSwB+r37oLS1UzRY8VsaBbXwoWALyu/9N2wEI5zxku3P7PiX2gZ6MFp6TSUqloZtdo2RetJQ3Had6NMvSKRCA36dUXIhkBI0tN/6jkR21VVsV1VE9tVNbFdVdfyLUcxccCf+LOJNWqZlUOA1wC8jvqIfSf/94UveKU7hnRvJr2/9N8jqGdZBRNc2sG0Qin81boeBnRpgpXbZb/Y6RQvii5/1M1xcnbKe7xWVRuvV9XC65XkJVYTy3VTRQr17Xv79i1MTEwAAMeOHUOrVq3QvXt32NraolevXnLVYW9vD+DLvHBly5aVyXT/qq7t+A86JQ3QfuZo6JYuiZc3wrC8dR/Ev/syGaVBxXIQJIJ0+w8v32BZqz7otngqpt4KxsdXb3FiaQAOz5PtRl2tRSMYmpTHhXU7fur50BdsV9XEdlVNbFfVxHZVXQvWH0LxYkXgN6UP9HW0cP7GI7Qftkhm/qYqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9dBFmbqdWtWDCMD24Es/63R+ebxWVRuvV9XC65Xk9SsPKRUJgiB8fzNZDRo0wNq1a1GjRg04Ojqib9++cHR0xIsXL9CxY0eEhobKXdeZM2egpaUFOzs7AMDmzZuxY8cOmJmZwdPTE3p6Oa9ak5PBokq53oeIiIjoV7TOutn3N6JCx+UGh2KpIl6vqonXq2paKYQrO4QC4f2ysXJtZzRiYT5H8vMp1G/PwcEBU6ZMweTJkxEeHo4mTZoAAB49eiRdWEFe//zzDz59+gQAePDgAby9vdGkSRO8fPkSc+fOVSQ8IiIiIiIiIiJSMpFYLNdNFSl0VtOmTYO1tTViYmKwbNkylChRAgBw9+5dtGvXLld1vXz5EqampgCAI0eOoFmzZhgzZgw8PT1x5gzH4BMRERERERERFUZiNTW5bqpIocG0urq68PT0zFI+YsSIXNeloaGBz58/AwAuXLgAR0dHAICenh4SEhIUCY+IiIiIiIiIiJRMrPnrzuGmcL+9q1evwt3dHX/99RciIyMBAHv37sXVq1dzVY+trS28vb3h6+uL27dv4/fffwcAhIeHo3Tp0t/emYiIiIiIiIiICiQOKc2lw4cPo3///ihatCju3r2LlJQUAEBCQgL8/f1zVZenpyfU1dVx+PBhTJs2DcbGxgC+LKbQuHFjRcIjIiIiIiIiIiIlE6mJ5bqpIoX69q1YsQIzZsyAo6MjDh48KC23tbXFihUrclVX2bJls03STZo0SZHQiIiIiIiIiIioABBr/LpDShU682fPnsHOzi5LuY6ODuLi4nJV1+vXr7/5eNmyZXNVHxERERERERERKZ9IrJoLIshDoYSbkZERXrx4gfLly8uUX7t2DRUqVMhVXc2aNYNIJMrx8bCwMEVCJCIiIiIiIiIiZWLCLXecnJwwe/ZszJkzByKRCJGRkQgNDcW8efMwdOjQXNW1d+9emfupqakICwtDQEAARo8erUh4RERERERERESkZCINDWWHoDQKJdxcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1yVVe1atWylFlaWqJUqVJYu3YtWrZsqUiIRERERERERESkTOzhljsikQhDhgxB//798eLFCyQmJsLU1BTFixfPs8AqV66M27dv51l9RERERERERET0EzHhljv79u1Dy5YtUaxYMZiZmf1QAAkJCTL3BUHAu3fv4OPjAxMTkx+qm4iIiIiIiIiIlEOknj9DSjdv3oy1a9ciKioK1apVw9SpU2FlZZXttjt27MDevXvx6NEjAEDNmjUxZsyYHLfPKwol3Ly9vTF9+nQ0a9YMHTp0QKNGjaCmpljW0s7OLsuiCYIgoEyZMli0aJFCdRIRERERERERkZLlQw+3oKAgeHt7Y8aMGahduzY2bNiA/v37Izg4GIaGhlm2v3TpEtq1awdbW1toampizZo1cHFxwcGDB2FsbJzn8WVQKOF27tw5nD17Fv/99x9GjRqFokWLonXr1mjfvj1sbW1zVdfGjRtl7ovFYpQoUQImJiZQV1coPCIiIiIiIiIiUjKRWJzndQYEBMDJyQldunQBAMyYMQOnTp1CYGAgXF1ds2y/cOFCmfuzZs3C4cOHERISAkdHxzyPL4NCGS11dXU0bdoUTZs2RVJSEo4ePYr//vsPvXv3RunSpXHs2DG567K3t1ckBCIiIiIiIiIiKsjk7OGWkpKClJQUmTJNTU1oampm2e7u3bsYNGjQ/w4hFsPBwQGhoaFyHSspKQlpaWnQ09OTa3tF/XAXsmLFiqFRo0aIi4vD69ev8eTJk+/uc/z4cbnrb968+Y+ER0RERERERERESiDS0Pz+RgD8/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOnch1rwYIFKFWqFBwcHOTaXlEKJ9wyerYdOHAAISEhKFOmDNq1a4elS5d+d99hw4bJdQyRSISwsDBFQyQiIiIiIiIiImWRc0jpoEGD0K9fP5myr3u35YVVq1YhKCgIGzduRJEiRfK8/swUSriNHj0ap06dQtGiRdGmTRsMHToUNjY2cu9///59RQ5LRERERERERESFhZxDSrMbPpqdEiVKQE1NDdHR0TLl0dHRMDIy+ua+a9euxapVqxAQEIBq1arJFdePUCjhJhaLsWTJkh9anZSIiIiIiIiIiFSXSF0jT+vT1NREzZo1ERISghYtWgAAJBIJQkJC4OzsnON+q1evxsqVK7F27VpYWlrmaUw5UWi5iIULF6JJkyY/lGwLCQlB27ZtkZCQkOWx+Ph4tGvXDleuXFG4fiIiIiIiIiIiUh6RWE2uW27069cPO3bswJ49e/DkyRNMnz4dSUlJ6Ny5MwBg/PjxMiuTrlq1CkuXLsWcOXNQrlw5REVFISoqCp8+fcrTc/2awnO4hYSEICQkBNHR0ZBIJDKPeXt7f3f/DRs2wMnJCdra2lke09HRQffu3bF+/XrUrVtX0RCJiIiIiIiIiEhZcplMk0fbtm0RExODZcuWISoqCtWrV8eaNWukQ0rfvHkDcaa547Zt24bU1FSMGDFCpp7sFmXISwol3Hx8fODr64tatWqhZMmSEIlEua7jwYMHGDduXI6PN2zYEOvWrVMkPCIiIiIiIiIiUjKRRt4OKc3g7Oyc4xDSTZs2ydw/ceJEvsTwPQol3LZt2wZvb284OjoqfOD3799DXT3nw6urqyMmJkbh+omIiIiIiIiISInyoYdbYaHQHG6pqamwtbX9oQMbGxvj0aNHOT7+4MEDlCxZ8oeOQURERERERERESiJWk++mghRKuHXt2hUHDhz4oQM3adIES5cuRXJycpbHPn/+jOXLl6Np06Y/dAwiIiIiIiIiIlIOkVgs100VKTSkNDk5GTt27EBISAgsLCyyDA2dOHHid+sYMmQIjhw5glatWuHvv/9G5cqVAQBPnz7Fli1bkJ6ejsGDBysSHhERERERERERKZta/szhVhgolHB78OABqlWrBgB4+PChzGPyLqBgZGSEbdu2Yfr06Vi0aBEEQZDu36hRI3h6ekpXmCAiIiIiIiIiokJGpJq91+ShUMLt6xUfFFWuXDmsXr0asbGxeP78OQDAxMQEenp6eVI/EREREREREREph8CEm3Lp6enByspK2WEQEREREREREVFeUdEFEeQhd8Jt+PDhmDt3LrS1tTF8+PBvbuvj4/PDgRERERERERERUSGmogsiyEPuhJuOjk62fxMREREREREREX2NQ0rl4O3tne3f33Lt2jVYWlpCU1Mz95EREREREREREVHhJS4QM5kpRb6mGgcOHIjIyMj8PAQRERERERERERVEIrF8NxWUr6lGQRDys3oiIiIiIiIiIiqgOKSUiIiIiIiIiIgoL3GVUiIiIiIiIiIiojzEHm5ERERERERERER5h0NK84lIJMrP6omIiIiIiIiIqKASM+GWL7hoAhERERERERHRL0r86w6sVOjMIyIikJ6ejkqVKsmUh4eHQ11dHeXLlwcAhIaG/nCARERERERERERUCP3CQ0oVOvOJEydmm0y7efMmJk6c+MNBERERERERERFR4SaIxHLdcmvz5s1o1qwZLC0t0a1bN9y6deub2x86dAitW7eGpaUl2rdvj9OnTyt6SnJTKOF279492NraZim3trZGWFjYDwdFRERERERERESFnFhNvlsuBAUFwdvbG8OGDcOePXtQrVo19O/fH9HR0dluf/36dYwdOxZdu3bF3r170bx5cwwbNgwPHz7MizPMkUIJN5FIhE+fPmUpj4+PR3p6+g8HRUREREREREREhZxILN8tFwICAuDk5IQuXbrAzMwMM2bMQNGiRREYGJjt9hs3bkTjxo0xYMAAmJqaYtSoUahRowb+/fffvDjDHCmUcKtbty78/f1lkmvp6elYtWoV6tSpk2fBERERERERERFR4STvkNKUlBQkJCTI3FJSUrLUl5KSgrt378LBwUFaJhaL4eDgkOM6Ajdu3ECDBg1kyho1aoQbN27k6bl+TaFFE9zd3fH333+jdevWsLOzAwBcvXoVCQkJ2LBhQ54GqIh11s2UHQIRERFRoeBy44SyQ6B8wM/DqonXq2ri9aqaVio7gAJCkHO4qL+/P3x8fGTKhg8fDjc3N5myDx8+ID09HYaGhjLlhoaGePr0abZ1v3//HkZGRlm2f//+vVyxKUqhhJuZmRn279+PzZs34/79+yhatCg6duwIZ2dn6Ovr53GIRERERERERERU2AiCfNsNGjQI/fr1kynT1NTMh4h+HoUSbgBgbGyMMWPG5GUsRERERERERESkIiRyZtw0NTXlSrCVKFECampqWRZIiI6OztKLLYORkVGW3mzf2j6vKDSHW4akpCQ8efIE9+/fl7kREREREREREdGvTZDzJi9NTU3UrFkTISEh0jKJRIKQkBDY2Nhku4+1tTUuXrwoU3bhwgVYW1vn4si5p1APt5iYGEycOBFnzpzJ9vGwsLAfCoqIiIiIiIiIiAq3dElu0mny6devHyZMmIBatWrBysoKGzZsQFJSEjp37gwAGD9+PIyNjTF27FgAQO/evdGrVy+sW7cOTZo0QVBQEO7cuYOZM2fmeWyZKZRwmz17NuLi4rBjxw707t0bPj4+eP/+PVasWAEPD4+8jpGIiIiIiIiIiAqZfMi3oW3btoiJicGyZcsQFRWF6tWrY82aNdIhom/evIFY/L8Bnba2tliwYAGWLFmCRYsWoVKlSvD19YW5uXneB5eJQgm3S5cuwc/PD5aWlhCJRChbtiwaNmwIbW1t+Pv74/fff8/jMImIiIiIiIiIqDDJh3wbAMDZ2RnOzs7ZPrZp06YsZW3atEGbNm3yKZrsKTSHW2JiIgwMDAAAenp6iImJAQCYm5vj3r17eRcdEREREREREREVSukSQa6bKlIo4Va5cmU8e/YMAGBhYYHt27cjMjIS27ZtQ8mSJfM0QCIiIiIiIiIiKnwkct5UkUJDSnv37o2oqCgAwPDhwzFgwAAcOHAAGhoamDt3bp4GSEREREREREREhY+gmp3X5KJQwq1jx47Sv2vVqoWTJ0/i6dOnKFOmjHSoKRERERERERER/bpUdbioPBRKuH2tWLFiqFmzZl5URUREREREREREKkBVh4vKQ6GEW3p6Onbv3o2LFy8iOjoaEonsU7hx48Y8CY6IiIiIiIiIiAonDinNpdmzZ2PPnj1o0qQJqlatCpFIlNdxERERERERERFRIZb+C2fcFEq4HTx4EEuWLEGTJk3yOh4iIiIiIiIiIlIBv/AUbool3DQ0NFCxYsW8joWIiIiIiIiIiFTEL9zBDWJFdnJxccHGjRsh/MrPHBERERERERER5UgCQa6bKlKoh9u1a9dw6dIlnDlzBlWrVoW6umw1Pj4+eRIcEREREREREREVTum/8DKlCiXcdHV18ccff+R1LEREREREREREpCJ+5YGRCiXcvL298zoOIiIiIiIiIiJSIao6XFQeCs3h9jMkJibiypUryg6DiIiIiIiIiIgUkC4R5LqpIoV6uDk6OkIkEmUpF4lE0NTUhImJCTp16oT69esrHNiLFy/Qu3dvhIWFKVwHEREREREREREpx688h5tCPdwaN26MiIgIFCtWDPXq1UO9evWgpaWFFy9ewNLSElFRUejXrx+OHTuW1/ESEREREREREVEhIBEEuW6qSKEebh8+fEC/fv0wbNgwmXI/Pz+8fv0a69atw7Jly+Dn54cWLVpkW4e9vf03j5Genq5IaEREREREREREVACkSn7dLm4KJdwOHTqE3bt3Zylv164dOnfujFmzZqFdu3YICAjIsY6UlBT06NED5ubm2T7+6tUr+Pr6KhIeEREREREREREp2a88pFShhFuRIkUQGhoKExMTmfLQ0FAUKVIEACAIgvTv7FSrVg2lS5dGp06dsn38/v37TLgRERERERERERVSyh4u+vHjR3h5eeHkyZMQi8Vo2bIlJk+ejOLFi+e4/fLly3Hu3Dm8efMGBgYGaNGiBUaOHAkdHZ1cHVuhhJuzszOmTZuGO3fuwNLSEgBw+/Zt7Nq1C4MGDQIAnDt3DtWrV8+xjt9//x3x8fE5Pq6npwdHR0dFwiMiIiIiIiIiIiVLV3LCzd3dHVFRUQgICEBqaiomTZoET09PLFy4MNvt3717h3fv3mHChAkwMzPDq1evMH36dLx79w7Lli3L1bFFgqDY2e/fvx+bN2/Gs2fPAACVK1eGs7Mz2rdvDwD4/PkzRCLRN3u55RdNG5effkwiIiKiwsjlxgllh0D5YJ11M2WHQPmA16tq4vWqmlJC1yk7hALh8IN3cm3XyqJUnh/7yZMnaNu2LXbt2iXtLHbmzBm4urri9OnTMDY2lqueQ4cOYdy4cbhx4wbU1eXvt6ZQDzcA6NChAzp06JDj40WLFlW0aiIiIiIiIiIiKuSUOaQ0NDQUurq60mQbADg4OEAsFuPWrVv4448/5KonISEB2trauUq2AT+QcCMiIiIiIiIiIspJupz5tpSUFKSkpMiUaWpqQlNTU+Fjv3//HgYGBjJl6urq0NPTQ1RUlFx1xMTEwM/PD927d8/18eVOuNnb2yM4OBgGBgaoW7cuRCJRjttevnw514EQEREREREREZHqSJVzmVJ/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzIHCQkJGDRoEExNTTF8+PBc7y93wm3ixInQ1tYGAEyaNCnXByIiIiIiIiIiol+HvENKBw0ahH79+smU5dS7zcXFBZ06dfpmfRUqVICRkRFiYmJkytPS0hAbG4uSJUt+c/+EhAQMGDAAxYsXh6+vLzQ0NOQ4C1lyJ9wyn8z3Tkxe6enpuH79OiwsLKCrq5sndRIRERERERERkfLJO6Q0N8NHDQwMsgwVzY6NjQ3i4uJw584d1KpVCwBw8eJFSCQSWFlZ5bhfQkIC+vfvD01NTaxYsULhxUDFCu31/6Kjo/Hw4UPcv39f5iYvNTU1uLi4IDY29kfCICIiIiIiIiKiAiYtXSLXLT+YmpqicePGmDp1Km7duoVr167By8sL7dq1k65QGhkZidatW+PWrVsAviTbXFxckJiYiNmzZyMhIQFRUVGIiopCenp6ro6v0KIJd+7cgYeHB548eQLhq+6BIpEIYWFhctdVtWpVvHz5EhUqVFAkFCIiIiIiIiIiKoDk7eGWXxYsWAAvLy/06dMHYrEYLVu2xJQpU6SPp6am4tmzZ0hKSgIA3L17Fzdv3gSALKuYHj9+HOXLl5f72Aol3CZNmoRKlSph9uzZMDQ0/OYCCt8zatQozJs3DyNHjkTNmjWhpaUl83jGvHFERERERERERFR4yDuHW37R19fHwoULc3y8fPnyePDggfR+vXr1ZO7/CIUSbhEREVi+fDlMTEx+OABXV1cAwJAhQ2QSd4Ig5Lq3HBERERERERERFQzyrlKqihRKuDVo0AD379/Pk4Tbxo0bf7gOIiIiIiIiIiIqWJQ9pFSZFEq4zZo1Cx4eHnj06BGqVq0KdXXZapo3by53Xfb29oqEQEREREREREREBZiyh5Qqk0IJtxs3buD69es4c+ZMlscUGQZ69epVbNu2DS9fvsTSpUthbGyMvXv3onz58rCzs1MkRCIiIiIiIiIiUqJ0JtxyZ9asWejQoQOGDh0KIyOjHwrg8OHDGD9+PNq3b4+7d+8iJSUFwJelWP39/ZlwIyIiIiIiIiIqhFLSft053MSK7PThwwf07dv3h5NtALBixQrMmDEDs2bNkhmaamtri3v37v1w/URERERERERE9POlSwS5bqpIoYRby5YtcenSpTwJ4NmzZ9n2YtPR0UFcXFyeHIOIiIiIiIiIiH6uXznhptCQ0kqVKmHhwoW4du0azM3Nsyya0Lt3b7nrMjIywosXL1C+fHmZ8mvXrqFChQqKhEdEREREREREREr2Kw8pVSjhtnPnTmhpaeHy5cu4fPmyzGMikShXCTcnJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKvWlDHOHS6Tfo62jhws3HcJuzEY9fvPvmPmVL6mPOyG5o1dASWkU18STiHQZMX4fr98IBACmh67Ldz2PxDizaGJzXp0DZYLuqJraramK7qia2q2ppMrQXWo4bBN3SJfHyZhi2u01D+JWbOW5fTE8XHWe7w6Zza2gZ6CHm+SvsHDUTdw6dAgDMfnYOhpXKZ9nvlO9GbBvumV+nQTng9apaeL2qNl6v9C2q2ntNHrlOuAmCgE2bNsHQ0BBFixb94QBcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1+uP7Cxr1vGwzr0QL9Pdcg/NV7TB/aCf/5jkXtLpORnJKW7T76Olo4tX4STl+5j/bDF+P9h3iYVTTGx7hP0m0qtBgls0+rhlZYNa0v9hy/lp+nQ/+P7aqa2K6qie2qmtiuqqWO05/oumgKtgyegvBLoWg2ygVuhzdiukUzxEdFZ9leTUMDI49uQvy7aKzqOgQfX0XCwKQcEj/+b/oS77odIFZTk94vW8sco45txvWdQT/lnOh/eL2qFl6vqo3XK30PE265IAgCWrVqhf/++w+VKlX64QBEIhGGDBmC/v3748WLF0hMTISpqSmKFy/+w3UXRm49/4D36gM4cOoGAKDf1DV4eWwJOja1xY7Dl7PdZ1y/tnj5NgYDp//vV4Dw1+9ltomMlp0Pr8Pv1jh15T6evYrK2xOgbLFdVRPbVTWxXVUT21W1tBgzAOdXb0PI+p0AgC2DJ8OyXTM4uDjh8LwVWbZ3cHFCcQN9zHfoAknaly+A0c9fymyT8D5G5n4rjyF49zgcD09fzKezoJzwelUtvF5VG69X+p5feUhprhdNEIvFMDExwcePH/MkgIkTJyIhIQGampowMzODlZUVihcvjsTEREycODFPjlFYVC5XEmVK6uPEpf+tzhqXkITLd56inpVpjvv92cQa1+6FY+v8IXh5fAkub50Gl06/5bh9KQNdtGlkhfV7z+Zp/JQ9tqtqYruqJraramK7qhY1DQ1UrFMLYcfOS8sEQUDYsfOo0sA2231qd2iBpyHX0cN3Jua/vYKptw+j9cShEImz/yispqGBes6OuLBuR76cA+WM16tq4fWq2ni9kjzSJIJcN1Wk0CqlY8eOxfz58/Hw4cMfDmDv3r1ITk7OUv7582fs27fvh+svTIyNdAEAkTGy2fx30XEobaiX436Vy5XEoG5N8fhFJP4cugj+O09h8fie6NXeIdvte7V3QHziZ+w5we64PwPbVTWxXVUT21U1sV1Vi7ZRCaipqyMuUrY3RHxkFHRLl8x2H6MqFWHbtS3EamrwadsPQV7L0WLsQLSd4pbt9taOLVFMXxch63flefz0bbxeVQuvV9XG65XkwVVKc2nChAlISkpCx44doaGhkWUut68XUshOQkICBEGAIAj49OkTihQpIn0sPT0dZ86cgYGBgSLhFRo92tSH75T/LTDRccQSheoRi0W4di8cU312AwBuPHiBmmblMLDr79h04EKW7ft2bIythy7mOKaefgzbVTWxXVUT21U1sV3payKxCPHv3uNf14kQJBK8uH4H+uWM0XLcIBycuTTL9g79u+PuoVOIffPtSb/px/F6pa/xei24eL2SIlQ1mSYPhRJukyZN+uED29nZQSQSQSQSoVWrVlkeF4lEcHPL/lcMVXHg9A1cvvNUer+IxpfmMDbQxdv3sdLyUoa6uPngRY71vHn/EWFPX8uU3X/2Gp2a18mybUObqrCoXAZ/e6z80fApB2xX1cR2VU1sV9XEdlVtCe8/ID0tDbrGRjLlOsYlEfc2+7l9Yt9EIT01FYLkf/PIvA17Ar0ypaCmoYH01FRpuUHFcqjeoiH8Ow/OnxMgGbxeVRuvV9XC65UUkZL+687hplDCrVOnTj984I0bN0IQBPTp0wfLly+Hnt7/upxqaGigbNmyMDY2/uHjFGQJiZ+RkPhZpuxN1Ec0rVcDNx9GAAB0iheFfa0qWLXzZI71hNx4DHOT0jJlVSuWxos3WVf96efYGNfuhePW/9dPeY/tqprYrqqJ7aqa2K6qLT01FS+u3UG15g64ue8IgC8/1FZr7oBTPhuz3efJ+auw79kRIpEIgvDll3Zj88r4+DpS5ss7ADj064b4d9G4ffBE/p4IAeD1qup4vaoWXq+kiF+5h5tCc7hllpycjISEBJmbPOzt7VGvXj0cP34cLVq0gL29vfRmY2Oj8sm2nCzfchQTB/yJP5tYo5ZZOQR4DcDrqI/Yd/K6dJvgle4Y0r2Z9P7Sf4+gnmUVTHBpB9MKpfBX63oY0KUJVm6X/cejU7wouvxRF+v2nPlp50NfsF1VE9tVNbFdVRPbVbUcW7QGjQb2QP3eXVC6mil6rJgNzeJauBDwZRXEvhsWwnHOeOn2Z1b8Cy0DPTgtnYZSVSujVtumaD1pKE77yn7hF4lEaNCvK0I2BEKSnv5Tz4n+h9erauH1qtp4vdL3cA63XEpMTMSCBQtw6NChbFcrDQsLk7uuJ0+e4M2bN7CzswMAbN68GTt27ICZmRk8PT1ler79ChasP4TixYrAb0of6Oto4fyNR2g/bJHMePUqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9ZDssthOrepBBGB78KWfdTr0/9iuqontqprYrqqJ7aparu34DzolDdB+5mjoli6JlzfCsLx1H8S/+zIxu0HFchAyfXj/8PINlrXqg26Lp2LqrWB8fPUWJ5YG4PA82SFK1Vo0gqFJea52qGS8XlULr1fVxuuVvicl7ddNiIuEjH66uTBjxgxcunQJI0eOxPjx4+Hp6YnIyEhs374dY8eORYcOHeSuq3379nB3d0eTJk3w4MEDdOnSBS4uLrh06RKqVKkCb2/v3IYHTRuXXO9DRERE9CtyucGhWKponXWz729EhQ6vV9XE61U1pYSuU3YIBUL39d9fVBMAtve1z5fjf/z4EV5eXjh58iTEYjFatmyJyZMno3jx4t/dVxAEDBw4EGfPnoWvry9atGiRq2MrNKT05MmTmDZtGlq1agU1NTXY2dlh6NChGD16NA4cOJCrul6+fAlTU1MAwJEjR9CsWTOMGTMGnp6eOHOGXUeJiIiIiIiIiAqjNIkg1y2/uLu74/HjxwgICMDKlStx9epVeHp6yrXvhg0bIBKJFD62Qgm32NhYVKhQAQCgra2N2NgvK5LUqVMHV69ezVVdGhoa+Pz5y8SLFy5cQMOGDQEAenp6cs8HR0REREREREREBUtKmkSuW3548uQJzp49i1mzZqF27dqws7PDlClTcPDgQURGRn5z37CwMKxbtw5z5sxR+PgKJdzKly+Ply9fAgCqVKmCQ4cOAfjS801HR+dbu2Zha2sLb29v+Pr64vbt2/j9998BAOHh4ShduvS3dyYiIiIiIiIiogJJmYsmhIaGQldXF5aWltIyBwcHiMVi3Lp1K8f9kpKSMHbsWHh6eqJkyZIKH1+hhFuXLl1w//59AICrqys2b94MS0tLeHt7o3///rmqy9PTE+rq6jh8+DCmTZsmXZ30zJkzaNy4sSLhERERERERERGRksmbcEtJSUFCQoLMLSUl5YeO/f79exgYGMiUqaurQ09PD1FRUTnu5+3tDRsbm1zP2fY1hVYp7du3r/RvBwcHHDp0CHfv3kXFihVRrVq1XNVVtmxZ+Pv7ZymfNGmSIqEREREREREREVEBkCbncFF/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzKT48eP4+LFi9izZ49C+2emUMLta+XKlUO5cuUU2vf169fffLxs2bIK1UtERERERERERMojkXO46KChg9CvXz+ZMk1NzWy3dXFxQadOnb5ZX4UKFWBkZISYmBiZ8rS0NMTGxuY4VPTixYt48eIF6tatK1Pu5uYGOzs7bNq06XunIqVQwm3WrFmoWLEievfuLVP+77//4vnz55g8ebLcdTVr1uybqz6EhYUpEiIRERERERERESmRIMiXcNPU1MwxwfY1AwODLENFs2NjY4O4uDjcuXMHtWrVAvAloSaRSGBlZZXtPq6urujWrZtMWfv27TFx4kQ0bdpUrvgyKJRwO3z4MFasWJGl3MbGBqtWrcpVwm3v3r0y91NTUxEWFoaAgACMHj1akfCIiIiIiIiIiEjJhHxaEEEepqamaNy4MaZOnYoZM2YgNTUVXl5eaNeunXT9gMjISPTp0wfz58+HlZUVSpYsmW3vt7Jly6JChQq5Or5CCbePHz9muxqptrY2Pnz4kKu6spvzzdLSEqVKlcLatWvRsmVLRUIkIiIiIiIiIiIlSk9TXsIN+DLfm5eXF/r06QOxWIyWLVtiypQp0sdTU1Px7NkzJCUl5fmxFUq4mZiY4OzZszAxMZEpP3PmTK4zfjmpXLkybt++nSd1ERERERERERHRzyXvkNL8oq+vj4ULF+b4ePny5fHgwYNv1vG9x3Oi8CqlXl5eiImJQf369QEAISEhCAgIyPXqogkJCTL3BUHAu3fv4OPjkyWhR0REREREREREhYO8iyaoIoUSbl27dkVKSgpWrlwJPz8/AF9WKp0+fTocHR1zVZednV2WRRMEQUCZMmWwaNEiRcIjIiIiIiIiIiIlk6RJlB2C0iiUcAOAnj17omfPnoiJiUGRIkVQvHjxLNtcu3YNlpaW31xpYuPGjTL3xWIxSpQoARMTE6irKxweEREREREREREpkUTJQ0qV6YczWt9ainXgwIHYt2/fN+d1s7e3/9EQiIiIiIiIiIiogFHmKqXKlq9dyHKaHO/48eNy19G8efO8CoeIiIiIiIiIiH6SdA4p/bmGDRsm13YikQhhYWH5HA0REREREREREeU1Za9SqkxKSbjdv39fGYclIiIiIiIiIqKfRPh1O7gpJ+FGRERERERERESqTfILz+Emzs/KRSJRjo+FhISgbdu2SEhIyPJYfHw82rVrhytXruRneERERERERERElE8kaRK5bqoo1wk3QRDw+vVrJCcny7VtTjZs2AAnJydoa2tneUxHRwfdu3fH+vXrcxseEREREREREREVABJBkOumihRKuLVs2RJv3rz57rahoaGoUKFCto89ePAAjRs3znHfhg0b4u7du7kNj4iIiIiIiIiICgBBIsh1U0W5nsNNLBbDxMQEHz9+/KEDv3//HurqOR9eXV0dMTExP3QMIiIiIiIiIiJSjnQVHS4qD4XmcBs7dizmz5+Phw8fKnxgY2NjPHr0KMfHHzx4gJIlSypcPxERERERERERKY8gCHLdVJFCq5ROmDABSUlJ6NixIzQ0NFC0aFGZxy9fvvzdOpo0aYKlS5eicePGKFKkiMxjnz9/xvLly9G0aVNFwiMiIiIiIiIiIiVT1eGi8lAo4TZp0qQfPvCQIUNw5MgRtGrVCn///TcqV64MAHj69Cm2bNmC9PR0DB48+IePQ0REREREREREP196WpqyQ1AahRJunTp1+uEDGxkZYdu2bZg+fToWLVok7UIoEonQqFEjeHp6wsjI6IePQ0REREREREREP58gSVd2CEqjUMINAF68eIHAwEBERERg8uTJMDQ0xOnTp1G2bFlUrVpVrjrKlSuH1atXIzY2Fs+fPwcAmJiYQE9PT9GwiIiIiIiIiIioAPiVE24KLZpw+fJltG/fHrdu3cKRI0eQmJgI4MtCB8uXL891fXp6erCysoKVlRWTbUREREREREREKkCSmiLXTRUplHBbuHAhRo0ahYCAAGhoaEjL69evjxs3buRVbEREREREREREVEgJknS5bvnl48ePGDt2LGxtbWFnZ4dJkybh06dP390vNDQUvXv3hrW1NWxtbfH333/j8+fPuTq2Qgm3hw8fokWLFlnKDQwM8OHDB0WqJCIiIiIiIiIiFaLshJu7uzseP36MgIAArFy5ElevXoWnp+c39wkNDcWAAQPQqFEj7Ny5E7t27cLff/8NsTh3KTSF5nDT0dFBVFQUKlSoIFMeFhYGY2NjRaokIiIiIiIiIiIVosw53J48eYKzZ89i165dsLS0BABMmTIFrq6uGD9+fI75K29vb/Tq1Quurq7SsipVquT6+Ar1cGvXrh0WLFiAqKgoiEQiSCQSXLt2DfPmzYOjo6MiVRIRERERERERkQpJT0uR65YfQkNDoaurK022AYCDgwPEYjFu3bqV7T7R0dG4efMmDA0N8ddff8HBwQHOzs64evVqro+vUMJt9OjRqFKlCn7//XckJiaiXbt2cHZ2ho2NDYYMGaJIlUREREREREREpELkHVKakpKChIQEmVtKyo8l4t6/fw8DAwOZMnV1dejp6SEqKirbfSIiIgAAPj4+6NatG9asWYMaNWqgb9++CA8Pz9XxFRpSqqmpiVmzZmHYsGF4+PAhPn36hBo1aqBSpUqKVEdERERERERERCpG3iGl/v7+8PHxkSkbPnw43Nzcsmy7YMECrF69+pv1BQUFyR9kJhKJBADQvXt3dOnSBQBQo0YNhISEIDAwEGPHjpW7LoUSbj4+Pujfvz/KlCmDMmXKSMs/f/6MNWvWYPjw4YpUS0REREREREREKkKSKl8vtUGDxqBfv34yZZqamtlu6+Ligk6dOn2zvgoVKsDIyAgxMTEy5WlpaYiNjUXJkiWz3S+j3NTUVKbc1NQUr1+//uYxv6ZQws3X1xc9evRAsWLFZMqTkpLg6+vLhBsRERERERER0S9O3h5umpqaOSbYvmZgYJBlqGh2bGxsEBcXhzt37qBWrVoAgIsXL0IikcDKyirbfcqXL49SpUrh2bNnMuXh4eH47bff5Iovg0JzuAmCAJFIlKX8/v370NPTU6RKIiIiIiIiIiJSIfLO4ZYfTE1N0bhxY0ydOhW3bt3CtWvX4OXlhXbt2klXKI2MjETr1q2liyiIRCL0798fmzZtQnBwMJ4/f44lS5bg6dOn6Nq1a66On6sebnXr1oVIJIJIJEKrVq1kkm7p6elITEzEX3/9lasAiIiIiIiIiIhI9UjSUpV6/AULFsDLywt9+vSBWCxGy5YtMWXKFOnjqampePbsGZKSkqRlffv2RUpKCry9vREbG4tq1aph3bp1qFixYq6OnauE26RJkyAIAiZNmgQ3Nzfo6OhIH9PQ0EC5cuVgY2OTqwCIiIiIiIiIiEj15FfvNXnp6+tj4cKFOT5evnx5PHjwIEu5q6srXF1df+jYuUq4ZUxKV758edja2kJdXaEp4IiIiIiIiIiISMVJlJxwUyaF5nArXrw4njx5Ir1/7NgxDB06FIsWLUJKinwrUBARERERERERkeoS0tPluqkihRJunp6eCA8PBwBERERg9OjRKFasGIKDg/HPP//kZXxERERERERERFQISdJS5LqpIoUSbuHh4ahevToA4NChQ7C3t8fChQvh7e2NI0eO5GmARERERERERERU+ChzlVJlU2gSNkEQIJFIAAAhISH4/fffAQBlypTBhw8f8iw4IiIiIiIiIiIqnFQ1mSYPhRJutWrVwooVK9CgQQNcuXIF06dPBwC8fPkSRkZGeRmfQlJC1yk7BCIiIiIipVmp7ACISG68XkmV/cr5GYWGlE6aNAn37t2Dl5cXBg8eDBMTEwDA4cOHYWNjk6cBEhERERERERERFSYiQRCEvKosOTkZYrEYGhoaeVUlERERERERERFRoZKnCTciIiIiIiIiIqJfnUJzuFWrVg0ikSjHx8PCwhQOiIiIiIiIiIiIqDBTKOHm4+Mjcz8tLQ1hYWHYs2cP3Nzc8iQwIiIiIiIiIiKiwihPh5QeOHAAQUFBWLFiRV5VSUREREREREREVKgotEppTqytrXHx4sW8rJKIiIiIiIiIiKhQybOE2+fPn7Fx40aUKlUqr6okIiIiIiIiIiIqdBSaw61u3boyiyYIgoBPnz6haNGi+Oeff/IsOCIiIiIiIiIiosJGoTncdu/eLZNwE4lEMDAwQO3ataGnp5enARIRERERERERERUmebpoAhHRr2TevHl49uwZVqxYIfMjBBEREf0YQRD4v1UFsV2J6Fci95DS+/fvy11ptWrVFAqGZP8JSSQSiMV5uq4FKcnXHy74YaPwS0lJgaGhIS5duoRJkyZhzpw5bFMVwGuTqHBxd3dHgwYN0KVLF2WHQnkk43044704IiIC5cuX53uzCsj83SYtLQ3q6grNbkREVGjI/S7n6OgIkUiE73WIE4lECAsL++HAfkWZv+itX78e5cqVQ5MmTaCpqankyOhHZP5w8fr1a+jq6kJbW1vJUdGP0tTUhLOzM4oXL459+/bBw8MD8+bNU3ZY9AO+vlYlEgmKFCmCkiVLAmAyrrBj+6memJgYaGhowNvbG8WKFUPbtm2VHRL9oIzrNOP9eN26dbh06RJWrlyp7NDoB50/fx6mpqYoXbo0Fi5ciNTUVHh4eCg7LCKifCV3wu348eP5GccvL/MXvbi4OGzZsgVisRiamppwcHCAhoaGkiMkRWW06+LFi3Hy5EnExsaid+/eaNasGSpXrqzk6EgRGddr0aJFUb58edSsWRM7d+5EsWLFMG3aNH6pL4QEQZBeq0uXLkVISAhevHgBS0tL1K5dG0OHDmW7FmJf9xj/+ks9FU4GBgYYMWIEtLW14enpCQBMuhViixYtgr6+Pvr27Su9LpOSklC1alXpj/58Hy6cEhMTMWPGDBQrVgw1a9bE4cOHsW3bNmWHRXmA/0eJvk3uhFu5cuWkf/v7+8PQ0BBdu3aV2WbXrl2IiYmBq6tr3kX4i8h4o5o7dy6ePXuGMmXK4MGDB5g8eTJmz57NpFshd+jQIezfvx/jx49HaGgodu/ejWfPnqFXr16wsLBQdniUSxnXq7e3N65cuQJzc3OYmJjgyJEjSE5O5vDSQiijvXx8fLBlyxYsWrQIpUqVwsqVK7Fs2TL88ccfqFq1qpKjJEVlXLMbN27EvXv3oK2tjY4dO8LS0pJfFgqpjOFoZcqUQYsWLRATE4MJEyagSJEiaN68ubLDo1xKTEzE3bt3kZiYCC0tLXTp0gUaGhqIiopC8eLFAYD/VwsxLS0tBAUFwd7eHs+fP8eyZcv4P1UFZP7/efz4cYSHh6N48eIwNzeHra2tkqMjKhgU+oS5fft2VKlSJUt51apV+WvFD9izZw927dqFkSNHYuHChTh48CBq1KgBDw8PnD9/HikpKcoOkeQkkUhk7otEIvTs2RNt2rTBpEmTMHDgQNy7dw8bNmzAgwcPlBQl5VZ6err073PnzmHfvn2YMmUK5s6di8DAQPTt2xd37tzB5MmTlRglKSomJgbXrl2Dt7c3GjZsiDdv3uDkyZPw8vJC1apV+R5cCGV+L16yZAn8/PyQlJSEO3fuwMXFBRcuXIBYLM7ynk0FX8bcT4sXL8ayZcsQFxcHDQ0NuLu7IygoSMnRUW4IggAtLS0sWrQIZcuWxd69e7Fr1y4AQHJyMtLS0r65LxVcmd9bo6OjoaGhAQMDAyxfvhwvX76UPsZ2LJwykm3z58+Hl5cXLl68iLNnz2LIkCE4ePCgkqMjKhgUSrhFRUVJ57TJzMDAAFFRUT8c1K8qKioK1atXh7m5OQwNDWFoaIhVq1ahevXqmDlzJi5cuMAvfIVA5qFpO3fuxIIFC3Do0CGZiWEdHR3Ru3dv3L9/H5s2bcLdu3eVFS7JYfLkybh79y7U1NSkSbfo6GgUKVIEZmZmAL7M6dajRw80adIEQUFB8PLy4gfIAu7r9hGLxXj58iXKli2LU6dOYeTIkRg3bhy6deuGlJQU7Ny5E7dv31ZStKSIzHPyiUQi+Pv7Y+nSpViwYAFatWqFAQMGMOlWiO3fvx8bN27EmDFjsGTJEqxfvx5t27bFlClTEBwcrOzwSE4Zw7v19PTg6emJcuXKYc+ePQgMDIS6ujoMDQ3x+PFjPHnyBM+ePcPz589x6dIlpKamstdbAZa599P169ehp6eHS5cuYf/+/UhKSsLIkSOlSbeMdkxNTVVavKSYoKAgHDhwAEuWLMHq1avRpEkTxMfHfzNRTvQrUSjhVqZMGVy/fj1L+bVr11CqVKkfDupXk/GlLykpCa9evYK6ujpEIhGSk5MBAH369MHr168xa9YsXLhwgf+MCjCJRCL90LB48WLMmTMHN2/exOnTp7F9+3bcunVLuq2joyP69OmDc+fO4dy5c8oKmb7j1atXCA8Px9ChQ/HgwQOoqakB+DLMXktLSyZZqqOjAycnJ2hra2PPnj3w9fVVVtj0HZmv1YSEBAiCAE1NTVSsWBGbN2/G+PHjMX78ePTo0QPAl9fBuXPn8O7dO2WGTQo4cuQImjVrhuDgYOjo6AAAypcvjxEjRqBLly5wdXVFSEgIxGIxk+SFzPPnz2FtbY06deqgePHisLKywsCBA9GoUSN4eHjg9OnTyg6RviPjmsu4/vT09DB16lSULVsWO3bswMGDB7Fo0SK4u7ujV69ecHJygrOzM1avXs0VLguwzMm2RYsWYdasWThy5Aji4+Ohra2NtWvX4vPnzxg9ejSeP3+OlJQUjB07lotjFAIZ12zGj1RPnz6Fg4MDrK2tceTIEcydOxfTpk1Dx44d8enTJzx58kSZ4RIpnUIJt27dumHOnDkIDAzEq1ev8OrVK+zatQve3t5wcnLK6xhVTnbDDQGge/fuSEtLw9SpUwEARYoUAQAUK1YMffv2hZmZGSZMmMCkWwGW8eHi4cOHSExMxIYNG7Bp0yYsWLAApUuXhp+fn0zSrWPHjpg5cyYGDBigrJDpO8qVKwdPT09YWlpiwIAB0iHAFSpUgKamJrZs2SLzYSI1NRXW1taYNWsWhg4dqqyw6RsyfxFYuXIlvL298fTpU2hpaaFFixbYuXMnfvvtN3Tv3h0AEB8fD29vb3z69Am///67EiMnRZQrVw5//vknIiIi8PHjRwBfvjCUKlUKbm5u6Ny5M/r164fbt2+zt0whY2RkhPDwcLx9+1ZaVqlSJbRs2RKfP3/GoEGDcP78eSVGSN+S+YeP5ORkaQ9yfX19TJs2DRUrVkTlypXRt29fbNiwAUeOHMGuXbuwb98++Pv7SxdSoIIn43/ssmXLsGvXLri7u6NFixbSHz2MjY0REBCAxMRE9OjRA926dcPdu3cxePBgZYZN35F54ZJPnz4B+DLCw8DAAMeOHcOECRMwbtw4dO/eHYIg4PTp0zh06BASEhKUGTaRUokEBf5TCYKABQsWYNOmTdLET5EiRTBgwAAMHz48z4NUJZm/6O3duxdhYWEQi8WoXr06OnTogJ07d2LdunWoUaMGxo4di/j4eCxYsACVKlXC5MmTMWLECBw5cgRr1qxBo0aNlHw2lJ2jR49i5syZKFGiBFavXg1jY2Np+ZYtW1CkSBEMGzYMlpaWMvulp6dLe09RwZD5g8X9+/exfPly3Lx5E6tXr0b16tVx7949DBw4ELVq1YKDgwMsLCzg7+8PHR0dLF26FCKRiO1agC1YsAB79+7FqFGj0LhxY+m16uvrCz8/PzRr1gwSiQSxsbGIjY3F7t27oaGhwUn2C7Cc2ub+/ftYsmQJQkNDsX79elSvXl16fb99+xb79++Hi4sLe8wUUDm167Vr1zBz5kz88ccf6Natm/Qavnr1KrZu3Yr69eujU6dObNcCKHObrlu3Djdu3MDLly/RpUsXNGjQAFWqVMGHDx8wc+ZMvHnzBl26dMnSlvz/WrA9e/YMbm5umDBhAho3boyYmBi8ffsWFy5cQIUKFdCqVSsAwOrVq1G0aFH06NED6urq0gVRqGA5ceIESpcujRo1amD+/PmIiorCP//8g3379mHGjBlITU3FpEmTpCMDEhISMHLkSJibm2PChAlKjp5IeRRKuGXI6CZatGhRVKpUCZqamnkZm0qbP38+/vvvPzRu3BhaWlrYtGkTPDw80L17dxw/fhw+Pj6IioqCjo4ODAwMsHnzZhQrVgwAMG7cOAwdOhSVK1dW8lkQ8L8PjRlf3k6dOoWdO3fi/PnzCAgIgI2NjXTbY8eOYdu2bYiPj8ecOXNgamqqxMjpWzLa8+uk29KlS3H79m2sWrUKNWrUwP379+Hr64uHDx8C+NLjYv369UzMFHBXr17FuHHj8M8//8DOzg6AbII1KCgIN2/exKdPn2BmZgZnZ2d+ESjgMl9vd+7ckZbXqlULwJfr18fHBzdu3JAmzTO3OQC2bwGUuY0CAwPx7t07qKurY+DAgQAAPz8/HDhwAL/99hv++OMPlCpVCrNnz4aBgYF0xWi2a8G1cOFC7Ny5E4MHD0ZUVBRCQkJgYmKCwYMHw8LCAh8+fMCsWbNw584djBs3Di1atFB2yCSnyMhIDB48GH/99RdMTU0RGBiIO3fuQCQS4enTp5g2bRq6desmsw+TqAVTSkqKdJRH48aNceLECWzduhUWFhYAgHnz5iEgIACLFy9G5cqVIRaLMW/ePMTExGDnzp1QV1fP8v+W6FfxQwk3UszZs2cxbdo0LFiwALa2tjh8+DBGjx4NT09P/PXXX9LtLl26hGLFiqFmzZpQU1PD58+fUbRoUSVGTt9y+vRpNGnSBABw+fJl+Pv74927d/Dy8oK1tbV0u//++w+3bt2Ch4cHkzEFVOYv7tHR0YiPj0elSpUAABEREZg9ezbu3LkDf39/1KxZEwkJCUhLS0NcXBzKly8PsVjML3gF3NGjR7FkyRJs374dWlpaMknznD7w84tAwZX5g/ySJUsQHByMlJQUqKuro2PHjhg2bBiAL0k3Pz8/3LhxAz4+PrCyslJm2PQdmdt18eLF2LRpE6ysrHDz5k3UqFEDCxcuROnSpbFu3TqcOnUKly9flv4AHBgYCA0NDX7JK8AOHTqExYsXY9GiRahVqxYuXrwIFxcXmJqawsTEBKNGjYKZmRmio6OxefNmDBs2jO/BBVR2PzB++PAB06ZNw+vXr3H37l04OzujUaNGqFOnDkaNGgU7OzsOIS1kHBwckJCQgLlz56Jt27Yyn3WnTJmCs2fPIi4uDmZmZihatCjWrVsHDQ0Nfn6iXxoTbj/B1/+EAgMDERQUhLVr1+LIkSOYMGGCtHdbfHw8Hjx4IO1xkYFvVAXbo0eP0L59e3Tu3Blz5swBAISEhGDz5s149eoVpk+fjtq1a2fZjz2gCp7MX86WLVuG8+fP49GjR6hfvz7q1q2Lvn374unTp1i8eLF0eGm1atVk6mC7FnxBQUGYOHEiDh06hLJly8r0VD1//jxKly4tXYGWCg9fX19s3rwZS5cuRZUqVbBy5Ups2rQJAwYMgLu7O4AvSbfZs2ejePHinKC7kIiKisKUKVMwcuRIVK1aFe/fv0efPn2go6OD5cuXo2zZsoiLi8PTp08BAJaWllBTU+MPHwXc2bNncf36dYwcORLHjx/HxIkT4e7uDrFYjDlz5qBRo0ZwdXWV9lIF+Hm4IMr8mefJkydQU1ND0aJFUbp0abx//x6vXr2CSCSS+YGje/fuaN26Nfr166essCkXJBIJPn36JF0YLCoqCsuXL88yPc79+/cRFxcHfX19mJmZ8QdoIii4aALlTsY/oT179uD+/fvQ09ND8eLFsXfvXkyYMAHjx4+XTs599epV7N+/H1FRUTJ18MNFwVaxYkXMmzcPwcHB0kUvGjRogJ49e6J8+fKYOXMmrl69mmU/JmUKnoxkm5+fH7Zu3YpBgwbh4MGDiI+Px7///ounT5/C1NQUI0aMQO3ateHo6IgXL17I1MF2LTgyL1KT+felGjVqwNTUFCtXrsSrV6+kbZaSkgJ/f3+cOHHip8dKP+bRo0e4fv065s+fj7p16+L27dvYu3cvOnTogICAACxatAgAUK1aNcyaNQt+fn5KjpjkERAQgP79+yMtLQ3GxsbQ0NBAmTJlsGXLFsTHx2PUqFF48eIFdHV1YW1tDWtra6ipqSE9PZ1f8gqQ7H7fr1evHpydnREbG4vVq1djwIABcHJygqOjI0qXLo07d+7gyJEjMvvz83DBIgiC9P/n8uXLMXz4cLi6uqJz5844deoUjIyMULt2bVhZWSExMRHPnz/HgAEDkJycjF69eik5evqWzJ+fxGIxdHR0cODAAezcuRNVqlTB8OHDZaZvAIDSpUvD3t4e5ubmEIvFkEgkfB+mXx6/FeajlJQU6d9r167FwoULIRaLoa+vj3v37kl/rc2YXDIpKQlbtmyBIAgwMjJSVtikgCJFiqB169aYMWMG9u/fL026OTg4oGfPntDS0kJgYKCSoyR5CIKA9+/f4+zZs5g5cyaaNWuG58+f4/bt2xg8eDBMTU0hkUhgbm6O4cOHY+DAgShXrpyyw6ZsZP4isGPHDixcuBC+vr7SIcIdOnTA/fv3MWfOHJw+fRpHjx7F0KFDER8fDxcXFyVHT7lVpkwZ/Pbbb7CxscGVK1fg6emJMWPGwNvbG61bt8aqVaswffp0AICJiYn0ywAVLF+3SZ06dZCQkIA7d+4gPj5euo2RkZF0TlQXFxe8efNGZj8mZgqOzKuRRkVF4dmzZxAEARoaGjA0NMT79+/x5s0bVK9eHQDw9u1bVK9eHSNGjMCoUaMAgMOCC6DM7bp8+XJs27YNHh4e2LRpE6ytrTF69Gjs2bMHwJf/x3v27MHMmTORnJwsndcrY2VaKlgy91q8ffs2rl+/jsePH0uTZ35+fjAzM4ObmxtCQ0MRHx+PkSNHYtmyZQD+lyDnD9BEAFPO+WDkyJGYOHEiSpcuDQB4+vQp3r59C09PT5ibmwMAXFxcMHPmTMTGxuL06dMoVqwYVq5ciejoaKxYsSLLZO1U8Kxbtw4fPnzA2LFjAXxJurVs2RKCIGDSpEkoUqQIpkyZggYNGkBbWxs1a9ZUcsQkD5FIBE1NTaSkpKBOnTo4fvw43N3dMWHCBHTr1g3Jyck4ePAgrK2tUa1aNelwUg5zKVi+Hhq8bt06NGzYEKdPn8aZM2cwbdo09O3bFyVKlMChQ4cwdOhQWFhYwMjISOaLANu0YMpu2La2tja6d++OokWL4vDhw2jYsCE6deoENTU1lC1bFg4ODggPD5fZl18GCp6MNgkLC0PZsmVhZWUFPz8/9O/fH3PnzsW8efOgp6cHQRBgYGCAjRs3Ys6cOShVqpSSI6fsZP7hY+nSpTh37hyePHkCe3t7WFlZYcCAAdDU1ISxsTFOnDgBiUSCzZs3QywWo2PHjhCJRJymoYC5ePEi6tevL22Te/fu4fLly5g3bx4aNWqE48eP4+rVq7C1tcWUKVMgEong6OiINm3awNjYGE2bNuWQ7wIs8zW7ePFiHDhwABoaGnj16hXGjBmDjh07wtDQEH5+fhg+fDh69+6NSpUqIS0tDfv37wfABDmRDIHy1PDhw4W2bdsKycnJgiAIwsWLFwULCwvB3t5eOH78uMy2q1evFpycnARLS0uhe/fugqurq5CSkiIIgiCkpaX99NhJfp8/fxaWL18u1K5dW/Dz88vymIeHh2BhYSG4u7vLPJaenv4zwyQ5SCSSLGWxsbFCy5YthdGjRwt169YVNm/eLH3s8ePHQt++fYUTJ078zDBJQREREcKQIUOEmzdvCoIgCHFxccKff/4pdO3aVbh165Z0u/DwcCEmJkb6ekhNTVVKvPR9md9HT5w4IWzatEnYunWr8OTJE0EQvrwH//3338KYMWMEQRCEpKQkYdiwYcJ///2XbR1U8Jw7d06wsLAQtmzZIsTFxQmCIAh37twR6tevLwwZMkT4+PGjIAhZ25GfnQouPz8/oX79+sLJkyeFqKgooU+fPkKzZs2EBw8eCILw5TNxp06dhCZNmgh///239PNwdv+jSXn8/f2FNm3aCLt375aWhYeHCxs2bBAkEokQEhIiNGzYUNi0aZMgCILQr18/oU6dOsK///4rUw/fgws+X19foWHDhsLFixcFQRAELy8voWbNmsLChQuF6Oho6XaBgYHC7t27pZ+b+PmJSBZ/VshDb968wcOHD+Hh4QFNTU0cO3YMLVq0wODBg7Fy5UrcunUL9vb20NbWBgAMGDAAnTt3xsePH6GjowMjIyMuX19ACV/1NixSpAj++usvFC9eHL6+vpBIJNJV8IoUKQITExP89ttv+PDhA3tTFGApKSnQ1NQEALx+/Rr6+voQiUTQ1dXFiBEjMHXqVDRu3Bg9e/aERCLB58+fMX/+fADAb7/9pszQSQ4BAQHYtWsXjIyMUKZMGQCAjo4ONm7ciN69e2PWrFkYP348bGxsYGJiIt2Pc44UbBnvo/Pnz8fhw4dRpkwZ6OrqYubMmdi4cSPs7Ozg6OgIT09PJCYmIjIyEunp6WjVqhUA2V/vSfm+/v8KAA0bNkSPHj3g6+sLNTU1tGnTBjVr1sSaNWswcOBATJ48GbNmzYK+vr7MfuyRWvAIgoAPHz7g3LlzmDZtGn7//XeEhITg5s2bmDRpknTkx4ABA9CxY0d8+vQJFStW5GTrBVT79u1x+/Zt7N69G4IgoHPnzjAxMUGHDh0gEomwe/duNG/eXDpdjrGxMUqVKoWDBw+iZ8+e0mud78EFT+bvK+Hh4bh58yamT5+OevXq4dixY9i/fz/atWuHVatWAQB69uyJ0qVLo3PnztI6OHcmUVa8IvJQRqIlODgYQUFBuH79OmxtbTFq1CgkJSVhzZo1qFSpEtq0aYMiRYoAAAwMDGBgYCCtg1/0Cp7M/4Cio6MhEolgYGAAIyMjdOjQARKJBCtXroRIJMLQoUORkJCABw8eoFWrVujSpUuWOkj5/v33X7Ro0UI67Hvp0qU4evQoJBIJmjZtir/++gvt2rXDkydP4OfnBzc3N4jFYsTExODjx4/YvXu3dFJufsEruJo3b461a9ciIiICL1++RMmSJSEIAkqUKIFNmzahb9++mDRpEpYuXSqz0iyv1YJv//792L9/P/z8/GBlZYU9e/bgxIkT0nm8WrVqBbFYjDNnzqBOnToYP348hwkXQJGRkTA2Npbez/y/ctq0aVBTU8OiRYsgCALatWsnTbp17twZlSpVkq48SwVXxjQNycnJsLOzk07TMH78eOk0DQcOHEDt2rVRtWpVlCxZEgA/DxdEEokEZcqUwZQpUzBz5kxp0q1Lly7Q19dHQkICHj16hGbNmkmHjMbHx2POnDmoXbs2p8spwDL/EPXkyROYmpqiTZs2aNSoEa5fvw4vLy+4ubmhV69eKFKkCNavX4/ExES4ublBT09PWg//vxJlxf9kecjAwAA9evTAjBkz8P79eyxatEiaTJs4cSLS0tLg6ekJADJJt8z4Ra9gyfzh39/fH0eOHEFKSgq0tbWxfPlyGBkZoUuXLlBXV8c///yDffv2QSQSQUNDA//88w8A9qYoaE6dOoVNmzbh3r178PDwwNWrV7F9+3ZMmTIF169fx61bt/D48WNMnTpVuhLp3r17oaOjg5o1a8LFxQXq6ur85b2A+TqpLQgCKlasiJ07d6Jz585YunQppk+fjkqVKgEA9PX1sW7dOsydOxdVq1ZVUtSkqOfPn6NNmzawsrLCkSNHMHPmTMycORPt27dHQkICkpOT0blzZzg6OkpfF7xmC5Y///wTFSpUwIoVKwB8mRe1fPnyaNq0KTQ0NAAAU6ZMgSAImDt3LkQiEVq1aoUaNWrg0KFDqFixojLDpxzklFBJTEzE9OnTcfnyZYwfP17aA+r169c4ePAgSpQoIfNezM9NBU/GQjPGxsbw9PTEzJkzsWfPHojFYnTq1Ana2tqoV68eVq9ejdjYWISGhiItLQ2Wlpaci68Ay9wus2fPxrZt23Dx4kX88ccfKFq0KIKDg2FnZ4fu3bsDAPT09FC7dm3cvXsXurq6ygydqFAQCUI263RTrmV8wNiyZQtmz56NqlWrombNmujXrx/MzMyk282aNQuBgYEYP348unTpIh3ORgXb4sWLERgYiDFjxqBKlSoYP348ihcvjlmzZqFmzZpIT0/Ho0ePcPToUejq6uLvv/9mb4oCbNOmTQgKCoKpqSn09fVhamqKTp06AQCCgoKwfft2aGpqYtKkSahcuXKWL+ps14Il84fFFy9e4PPnz6hcuTLU1dUhEokQERGBrl27ombNmpg6dSoqV66c5Ush27RwWbhwIT59+gQHBweMGzdO5gv87t27ERERgYEDB0JLSwtAzkkAUo61a9diz549+O+//6Rlw4cPx4ULF7B48WI4ODhIk27Al4Wmnj9/jt69e6Nr164oXrw4AF63BU3m9+L3799DR0cH6enp0NLSwpEjRzBlyhTY2dnBz88P6enpSE5OxujRo5GcnIy1a9eyLQuJjHaOjIyULgDn6OiIrl27Ij09HYsXL8bDhw9haGiImTNnQkNDg9dqIfDs2TOsWbMGjo6OqFu3LgRBgEQiwZAhQ6Cnp4e5c+dCLBZj2LBhGDBgAGxtbQHw/yvR9zDhlsfev38PiUSCy5cv499//4WJiQlcXV1hamoq3Wb8+PF48+YNNm3apMRISV6XL1/G3Llz4eHhAXt7e5w+fRpjx46Fvr4+UlNTsWLFCtSoUSPLfuxNUfBk/jKwfv16HD9+HE+ePMGECRPQsWNH6XZBQUHYuXMnNDU14e7uLv3VnR8qCp7Mbbp06VIEBQXh06dPKF68OEaNGoV69erBwMAAERERcHJyQs2aNeHh4SHzQwgVXDn1iAgMDMTq1asRGRmJsWPHwtnZGQAQHx+PMWPGoHr16hgzZszPDpfktHXrVqxatQoHDhzA6tWrkZ6eDnd3d4wYMQKXLl3C3Llz0bBhQ+mPkp6enjh79iwsLCykK7lTwSJ8tTL06dOnkZiYCAsLC/Tp0wc2NjZYsWIFli5dit9//x3q6uqIjY2VTtPApEzh8nXS7ePHj+jWrRscHR0BfOnRmPGDBz8PF3wHDx7EkiVLoKOjg9WrV6NEiRLS/73bt2/HtGnT0KRJE7x+/RqCIGDv3r1QV1fn52IiObBfbx5KT0+HkZERSpUqhT///BNdunTB8+fPsWrVKjx58kS63fz587FhwwYAXz6gUMGmoaGBDh06wN7eHufOncOECRMwduxY7NixA2pqapgyZQpu3ryZZT9+uCh4MoZDAEDfvn3RunVraGlpYffu3Xj37p10u7Zt28LJyQlv375FYGCgtJwfKgqWzMkYHx8f7Ny5E+PGjcOpU6dQqlQpLFmyBIcOHUJMTAwqVKiAHTt24Ny5c9ixY4eSIyd5ZG7fEydO4MSJE7h06RIAoEuXLqhWrZp0Ts2IiAg8fvwYo0ePRnR0NEaMGAGA/2MLIkH4v/buM6yK4334+JcuiA0VrNFYghWNGhWNXWOLvYu99y5ib4goTQELRUAUBRHF3nuLiprYjb1FsQCKgNR9XviczcGSmP8vkUNyf94knrN7rtlrmN2Ze2fuUahYsSJly5alU6dOBAcH0717d+BdoKZmzZo4ODhw/PhxYmNjgXeD95UrV6rBNqlX3ZKRkaE+Hzds2MDatWvp0aMHrVq1IiMjg759+3L27FmGDx9OYGAguXLlwtLSkgYNGrB582aMjIxIS0uTYFs28v7y0nz58hEREUFISAhAptnF0h/Wfenp6VhZWXH//n1SUlLQ19cnNTUVgG7durFgwQIKFChA3bp11WBbenq69IuF+Awyw+0foD1ICA8PZ9OmTZQsWZJ+/fphbW390eOEbnv+/Dn58uVj2LBhlCtXjkmTJpGYmMjQoUO5cOEC9evXZ/ny5VldTPGZtNteSEgIW7dupVSpUkyYMEFN2Axw6tQpatWqJe1Ux5w6dQpbW1v139evX2fOnDkMHz6cBg0acOLECcaMGUPZsmW5e/cuY8aMoWXLllhYWPDs2TPy588vA7tsxNXVlXXr1lGwYEFevHhB//79GTVqFACDBw/m6dOn3L17l4oVK2JkZERgYKDMlskGhg0bxrFjx7CxscHT0zPTvXf8+PGcO3eOIkWKkJKSQlJSEtu3b8fAwED6TjrswoULhIeH891336lpGp49e4a3tze7d+8mODiYcuXKyZL+fxHtmW4TJ06kbNmyzJo1SwIx2dDBgwdZsmQJpqameHp6YmVllWl2ova9V2YtCvH5pKX8AzRvffT19enSpQv6+vr4+vpSvHjxTAE36TDqPk2nsGDBgsTExPDw4UN1+2sDAwMsLS3ZsmULX3/9dRaXVPwV2m3Uzs6O9PR0du7cibu7OxMnTqRAgQIAalBHBgO6Izw8nMWLF+Pg4KDuApwrVy66d+9O3bp11YTc9vb2dOvWjZ49exIcHExiYiJdu3bF0tISkM6iLtPcdxVFITo6mgsXLhASEoKJiQmnT5/G0dGRpKQkJk+ejJ+fHzdu3ODp06cUKlSIsmXLoq+vL/Wrw9LS0khMTMTY2JgJEyZw8uRJpk6dysyZMylRogTwLm9qSEgIz549IzU1lQkTJsjO0Dru1KlTzJ49m9evX1O3bl31c0tLSwYPHszNmzc5efIk5cqVIz09PdNyNKlT3fVnSwa1Z7p5enqSN29e2Y00m9HUVePGjUlPTyc4OJgpU6awaNEirKysSE1NxcjIKNO4VZ6vQnw+aS1/0ftvVj/V+dMe0Hfq1AkLCwvq16//JYsq/gbanQULCwvy58/PihUrePXqFTt27CApKYmvv/4afX19GQhkM9pttE+fPujp6bF7925mz57NggULyJs3r3qs1KvuqFKlCu3atWPVqlUoikLnzp0pWrQopqamGBoaEhYWRvPmzencuTMAhQsX5vHjx1y/fj3TblrSWdRN2s/Y169fExsbS+nSpSlVqhQmJiYUK1YMIyMjZs+ejb6+PhMnTsTa2vqD2eNSv7rL0NCQ3Llz4+npCUChQoUIDw/H0dGRGTNmqEE3Ozu7TOdJEFW32dra8uOPP7J27Vq2bdtGrVq11JdXxYsXx8jIiLt37wK/338lIKN73h/nfE4daV5yWFhYAJLvVhdFRkbSoEED8uXL98F32gHSZs2akZGRQUhICFOnTsXR0ZEiRYpkQYmF+PeQKVZ/keYhtHXrVgB1ecOnjtV816hRIwwMDNT18CJ70dSjs7Mz+fLlY9OmTeTMmZPQ0FC1niUok/1ot9HevXtTr149ChQoINuc67BvvvmGnj17Ymtri7+/P+Hh4cC7gHhKSgqxsbHkyJEjU2d/2bJluLi4SO6nbEDzjPXw8KB///7Y29tz4cIFXr16BYCxsTFt27Zl7ty5rF69GkdHx0/+htBt6enpALRu3ZquXbuSmprKggULuH//PsAHfSsJtukuTV2OGTOGPn368PjxYwIDA3n9+jUAycnJJCUlZXqRJXSPoijq/TM0NJTZs2ezcuVKrl+/rn7/qfM07fPs2bMy1tExXbt2ZevWreTJk+eTx2j3j5o3b07v3r15/vw5AQEBX6qYQvxrSQ63/4PY2FhatmxJhw4dmDJlyh8eq/2WJzk5GRMTky9RRPEPi42NVafNy1t33fOxt6t/9MZV+42u5jjJE6Tbbt++zbp16zhx4gSDBg1SZ7TZ29tz9uxZvv/+e27evEl8fDxbt26V3E867v3cp8uWLaNnz57Ex8cTFBREt27dsLe3V3etTElJYcOGDezevZs1a9bIbIpsSvu+vHPnTjZu3Eh8fDxeXl4UKlQoi0sn/grtNuzh4cGOHTswMzOjSpUqxMXFcfv2bbZs2YKRkVEWl1R8zPv1FxYWRuXKlXn58iWpqalMmzYNW1vbD/pS2v9ev349c+fOZdOmTVSoUCFLrkNkdvr0aebMmUNgYCCFChXi+fPnmfJlvk+7Ps+cOUP16tVlQoEQ/yMZeXyG99+y5syZk5EjR3Lz5k0uXLjwyfO0b1ohISGMHDmSlJSUf7Ss4vN9ambipz6H39/u5cuXT4JtOkp7t7SkpCS1zWmCaB+jWQ6hOS49PV0CMzrkY/VWunRpNW+bv7+/uvPo4sWLqVOnDvHx8RQvXpzIyEgJtmUDmro5ffq0mnx7yJAhTJw4EXd3d0JDQ3F1dVXbs7GxMd27d1eDbfLuMHvSrrtWrVrx448/UqVKFTXXosg+tGeMjx8/no4dO/LkyRMePnyIra0tO3fuVHcjFbpHcw++c+cOCQkJ+Pn54efnx5w5cyhfvjzTp0/n1KlTmdqs9jgnNDQUDw8PlixZIsE2HWJgYMDdu3d58OABc+bMYdSoUX84FtWu35o1a0qwTYi/gcxw+ws2bdpEjRo1+Oqrr3j69CmjR4/GxsaGmTNnfnDs+w8hV1dX5s+fT8uWLb90scVHaA++7969S0ZGBjlz5lTfqH8qH5t2vWqSiArd5OPjw5EjR8iVKxf16tWjV69ewMfrVrted+3aRcGCBalRo8YXL7P4kHZbPXfuHAkJCZiamvLdd98B8OuvvxIWFsaJEyfo378/3bp1AzLne5LAuO5TFIXffvuNJk2aADBlyhT69++vfr9//37Gjx+PnZ0d48ePzzRbXPIF6Z6/WicfO16C5NnT+zOlzp49S61atRg0aBA5c+aU9qrDdu/ezcKFC8mXLx++vr5q4PvatWsEBARw/vx5HB0dsbW1zdSXCg0NxcXFBScnJ5o3b56VlyA+wsPDg6CgIIyMjAgNDaVMmTJ/eLx2G7137x4FCxYkZ86cX6KoQvwrSU/mM506dYpp06YxYMAANm7ciJ6eHnPnzmX9+vXs3bs307HvB9tcXFxYsGCBBNt0hHaOCg8PD8aMGUOXLl0YMWKEmg9Isxva++dp6jUwMBA7Ozt5U6tDtGdBBQYGEhAQQM2aNcmdOzdLly5l0aJFwId5F7XrNSwsjPHjx8tMVB2h3Vbd3d2ZPn06M2bMwM3NjYkTJwLvcrp17dqV77//nuDgYFavXg38nu9JO7eM0F16enoULVqU0NBQTE1N+emnn/jtt9/U75s2bcqSJUsICgoiNDT0g3OFbtHUia+vL35+fp91/PvP0z+abS501/sz3WrUqMGxY8fw8vIiNjZW2qsOeX/ORZ48ebC2tub+/fu8fPlS/bx8+fIMHDiQ7777jqFDh3L58mU12BYSEoKHh4cE23SM9hjG3Nyc5ORkkpOTiYmJ+cPztPvEa9asYcKECWouRiHE/42MQj7h/Tertra21KpViytXrnDx4kUOHTrE999/z7hx41izZg3W1tbqzlrag3d546N7tAcCmtmH8O4tzrJly4iNjcXNzQ0DAwP1wfN+EHXlypVMnz5dBvI6Qru9/vLLL+TIkQMXFxfq16/PmzdvqFmzJnPnzgXezZzR7Cqrr6//wUxUT09P6tSpk2XXIn6n3VYjIiLw8vKicuXKeHt74+Pjw+vXr/Hz88Pa2pquXbvy6tUrLl68mKm9yuAu+8jIyKBq1ar4+fnRr18/vLy8GDduHFZWVgA0adKEtWvXUrVq1awtqPgsycnJnDx5klq1av3psdqB8b1799KgQQPJeasj/mim4ae+09fXV1cBTJgwgeTkZC5fvixLv3WM5vm4ZcsWMjIy6NChA3p6eiQnJzN16lScnJzU5aHlypXDzs6O4sWLU758eQCuX7/OggULcHV1lXGOjtEERIOCgrC0tGTTpk1ERkYyaNAgvLy8aNCgwQfnvD/W8fT0ZM6cORQuXPiLll2Ifx1F/KFr164p0dHRiqIoysWLF5Vx48YpgYGByq5du5T69esrzZs3V+rXr68EBwcr6enp6nmbN29WrK2tlT179mRV0cUfSExMVIYPH674+/urnyUnJyuHDx9WbG1tFT8/P/XzjIwM9f/Xr1+vVKtWTdm9e/cXLa/4OAcHB+Xt27fqv6OiohRra2ulRo0ayk8//aR+npiYqGzYsEGpVKmSsnjx4g9+R+pVd927d08ZMGCAcvjwYUVRFOXIkSNK1apVlTlz5igNGzZUhg4dqh774MED9T6s3W5F9qGpv9OnTysVK1ZUpk6dqjx9+vSD41JTU7900cSf0O4DaTg5OSmDBw9WUlNTlbS0tI+ep91WQ0NDFWtra+XkyZP/WDnF59Ou09DQUMXBwUGZOXOmEhwc/IfnadfpkSNHlMePHysxMTH/WDnF/11KSooydOhQpWfPnupnx44dU4YOHap07NhRuXr16kfP07TnO3fufJFyis/z/li0fPnyypUrV5SMjAwlKSlJmTVrllK5cmW1T/Wx8zR9YhnDCvH3kCWln6AoClFRUXTt2pWlS5dy9OhRKleuTMGCBYmPj6dFixaEh4dTvXp1nj9/zunTp9W3fCkpKaSkpLBy5Up++OGHLL4S8TH6+vrcu3ePhw8fqp8ZGxtja2tLw4YNuXr1KvDhckOZsag7Hjx4QHx8fKa360WKFGHcuHGkpaURFRWlfm5qakqbNm2YPXs2q1atIiQkRP1u9erVshxCh5UoUYI2bdpQoUIFzp8/z4wZM3BwcGD27Nk0bNiQw4cP06lTJwCKFy+uLmeSmW3Zk6b+atasSUBAANu3b2fevHkfLIOR2cW6R3Mv1iwHTktLw9zcnMTERAwNDT+aF1W7rWpScHh5eWFra/tFyy4+TlOnLi4uLFmyBD09PV6+fImbmxtjx45V0y/8UZqGIUOG8ODBA/Lly/flL0B8QLuuUlJSMDIywsnJiVu3bqkrPr7//nt69+6NpaUls2fP5uLFix/8jqY9f/3111+m4OKzaNrsoUOHSEtLw9HRkQoVKqCnp0eOHDmYNm0aHTp0YOzYsRw9evSD87Tz8ckYVoi/SRYH/HTKx2ZEbN26VZk+fbpia2urrFq1Stm/f79St25d5eDBg4qiKEpCQoISFRX1wZvblJSUL1Jm8ecuX76sPHjwQFEURZk7d66yb98+RVEUxd3dXenbt6/yyy+/ZDrew8ND6dWrV6Y6lBmLum3Dhg1KQkKCoiiKEh0drXh5eSk2NjZKYGBgpuMSEhKUgwcPqrNj4uLilHr16inbtm370kUWH/GpGTAaHh4eir29vTqrcdWqVcrIkSOV6dOn/+m5Iut9bAbUnx177Ngxxc7O7i+dK74s7bo5c+aMUrlyZaVRo0ZK/fr1ld69eysVK1ZUli5dqpw9e1a5ffu2kpyc/MFvyCxj3fXLL78o9erVU2eNp6enK+fOnVPq1KmjTJo0KdOx768IqF69uvSbdFRAQIDi5eWlXL9+XVEURYmIiFA6dOiQaebTyZMnlW7duinTpk3LqmKK/4MHDx4o5cuXV6ytrZWAgABFUTK3zbdv3ypz585VrK2tlQsXLqif79ixQ6lcubK0WSH+ZrJL6f+nnYfixYsXJCUlUbx4cQDevHnD4cOHmTdvHs2bN1fzUCxdulTN2waf3tlSZA1FUXj06BGdO3emY8eOxMfHs3nzZiIiIihXrhxRUVHMnTsXGxsbOnToQI0aNYiPj2fUqFF89dVXzJ8/H3j3t7F//36MjY1p2LBh1l6UADK/QY+JiaFNmzZYWFiwYcMGTE1NefbsGeHh4QQEBDB69Gj69ev3wW+kpKRgbGzMmzdvMDc3/8JXILQlJydnytd06NAhnj17RrFixfjqq6/Ue/G4ceN4+PAhERERpKamMmHCBKpXr67Wr9yDs4fr169Trly5P92F8v36lPrVPdHR0WqOvVOnTlG8eHHMzMxISEjgl19+ITY2lgULFlCoUCGMjIyIjo4mf/78tG/fnrFjxwIQHBzMsmXL1D6WyFrvt8sjR44wa9Ystm3bRu7cudXn79GjR5k8eTJLlizB1tY203mya6Vui4mJoWfPnkRHR1OsWDGGDx9O5cqVcXFxoXjx4owYMULdlfLSpUtUrFhRdgzWYcp7O/+mpqZy6tQp5s2bR4kSJfDz81Nnj2vq8e3bt4SEhNC3b191xvidO3d4+vSp5DEW4m8mATcy36g8PT3Zv38/MTExWFhYMHDgQBo0aEDevHl5+PAh/v7+XL16lUuXLrFgwQJ1KZPQXXv27GHGjBm8ffsWLy8vGjZsqNb5kSNH8PLyIiEhASMjI4yMjEhJSWHTpk0YGRmpx/3ZwFB8Odp1oQnUXL9+ncmTJ2NoaMi6devUoNvGjRsJCgqib9++jBw5MotLLj5mzJgxVKxYkT59+mBqaoqLiwvr1q2jWLFiPH36lHLlytGpUyfat2/PkSNHcHR0xMzMDENDQ96+fcuWLVswNDT8oMMpdFNUVBS9evVi69atfPPNN394rNx3dVtUVBRubm7Y29uze/duwsPD2bVrlxqAg3cBuaFDhzJr1iwqVqzIpUuXiIuLo2HDhhgaGnLv3j369+/PpEmTaN26dRZejQCIjY1Vl35evHgRGxsb7ty5Q5cuXXB2dqZZs2bqsY8ePaJHjx7MnDkz09Kz1atXs3z5cgmg6pD3n48pKSmEhoZy7NgxGjRowPLly+nZsycPHz7k4MGD+Pj4UK1atUy/Ifdj3fR+EC0jIwMzMzMAjh49ysSJE6lfvz5ubm4fHK+RlpaGvr6+1K8Q/5D/fBIU7YfQypUrCQkJYfr06RQoUICIiAj8/f2Jjo6ma9euFC9eHHt7e27fvs3OnTtp165dFpde/BHNQyVv3ryYmZlhZGTEmTNnKFGihJpzokGDBhQpUoSHDx9y7tw5ihUrRpcuXTA0NCQtLU196yMPId2g3VFYs2YNGRkZtGjRgnLlyuHq6srEiRPp0aMH69atw9LSks6dO5OQkMC5c+ckIKOjihYtiqenJ2ZmZpQvX56TJ0/i7+9PtWrVuHTpEmFhYQQHB5MrVy4aNmzItGnTOHHiBKampowdOxZDQ0OZ+ZSNWFtbU6dOHQ4fPsw333zzyUGcoijq5xs3bsTExIQ2bdp86eKKP5CRkUG+fPmYOHEiCQkJbNmyBSsrq0x1amVlhampKSdPnqRatWrUqFEj0/mFChUiJCSEIkWKZNVliP/vxIkTbNq0iQkTJhAYGEhkZCR79+7FwsKC77//noiICMzNzdX8erlz5yZv3rxqTjBFUXj27BmrV69m5syZEmzTIZq+z6ZNmyhcuDC2tra0b9+eTZs2kZaWxtatW/H398fQ0JD4+HgmT57Mhg0byJ8/v/ob0g/WPdr3Wl9fXy5evMj169dp0aIF9erVUwNtkyZNYuLEibi5uaGvr/9Bf1hyogrxz/rPznB7+PChukwpPT2dhIQEBg8eTNu2bbGzs1OPW7x4Mfv378fJySlTR1FDOygjdFd6ejp79+5l4cKFNG/eHDs7O0qWLPmHx8sAXnctXryYzZs3Y29vT926dbG0tATg119/ZezYsZiamrJ27VrMzMyIjY0lb9686OnpSdBNh2jXxfLly1m+fDndu3fn1atXLF68WP3uxo0beHl5YWRkhIeHxwe/I/dg3fWpYJqzszNHjx5l586dwIezL7T/HRoayqJFi3BxcaFp06ZfpuDis7m6uuLv70+lSpWYMmUK3333HfCuDjVB0wkTJqCnp6fOsBC6aceOHfj5+ZGens6zZ88IDQ1VX07+9NNP+Pj48PbtW+rXr8/XX39NWFgYsbGxREREZOovaVaICN3y5MkTFi1axJ49exg5ciQ9e/bk1atXjBkzhqlTp1KjRg1u3rzJggULSE9PZ/369RJkyybc3d0JCwtj+vTppKSksH79elJTUwkKCiJv3rycOHGCSZMmUblyZfz9/bO6uEL85/wn76RTp05lwYIFXLlyBXi3046enh6JiYmZdhoFsLe3J1++fJl2NdQmAz3dpnnzamBgQMuWLZkwYQJ79uwhLCyMO3fuADBw4ECOHTuW6TwJtumu8PBwtm7dSmBgIB06dMDS0pKUlBRiY2P55ptv8Pb2JiUlhRYtWpCcnEy+fPkk2KaDNEu1AUaMGMHIkSNZu3Yt58+fJzo6Wj3O2tqaZs2asXfvXh49evTB78g9WHdpnqf37t3jzZs36uea3Q19fHwA/jDY5urqirOzswTbdIym7VatWhV3d3eKFCmCl5eXuuudnp6eWv8lS5YkNTUVeFe/Qje1bt2a8uXLc/PmTb799ttM39WuXZvRo0dTtWpV1qxZQ2BgICYmJoSHh2NgYEB6erp6rATbdIP2bqQAhQsXxsPDg0WLFrF161amTJnC7t276dy5M8ePHycxMZGKFSuybt06Ndj2/m8I3XPr1i2OHDnCsmXLaNu2LUWLFuXWrVv07dsXCwsL9PX1qVevHgsWLEBRFKlTIbLAf26k0r17dx49eoSVlRXBwcH06tWLypUrkytXLiwsLNi5cyc9evTA2NhYTapevnz5TIMFkX1oOvyaQVz79u2Bd7n6rl27xps3b3j58iW1a9fOwlKKT+nRowfDhg2jQYMG6mePHj2iVq1alCtXjvv373PmzBmCg4PJkycPTZs2pV+/fixevJjAwMBMwRgJtuke7SS+w4cPx9TUFGdnZyIjI+nevTt58+YF3g3Yv/rqK9LS0rK2wOIv2717N05OTpQqVYphw4bxzTffYGFhQbNmzbhy5QqpqakYGRmpx2vaaVhYmCRd12GaZ6smEFqgQAGCgoLw9/dHT0+PevXqAbB//37q1KkjOTR1nGZWf6VKlShXrhw7duxgxYoV9O3bl4oVK6IoCtWqVaNatWqMHDkSRVEwNzdHT09PZhnrIO3ZxRcuXCAmJoaCBQtSqlQp2rZtS6lSpTh06BDbtm3jyZMn6rJhTbL89xPsC92Vnp5OUlISNjY27N27lylTpuDg4ECnTp1ISkriwIED1KlTh6ZNm6r3a6lbIb6s/9QT0svLi6SkJI4fP86xY8dYuXIloaGhZGRkUKVKFRwcHBgwYIC6zl0zy+n69etUqlQpi0sv/hfaM5zat29Pnjx5+OWXX0hOTmbixIkf5GwTWe/t27e0atVKzRcD7zoJKSkp3Llzh4ULF3Lu3DmKFClCrVq10NfXJyIiglatWlG+fHlcXFwAWR6s67Q79v369SMxMZElS5YQHx9Po0aNyJs3L56enpibm/PVV19ldXHFn7h9+zbFixfH2NiYkJAQGjVqhIODAz/99BNjxoyhRo0aNGnShB9++AE7OztOnjyZKaAOsHbtWtzc3Fi0aFGmZOxC92ieqzVr1kRPT4/Vq1ezbNky7t69y7Fjx7h79y779u2TzYd0nOYZqUmpUqBAAQICAli9ejX9+/enfPnywLs8b3Xr1lXPUxRF+k06SNPOFi9ezJ49e0hKSiJ37tzkyJEDHx8fKlWqRMmSJWndujWLFy/m8OHDrFu3LtPulNJWdY/mfquZKay5r5qamhIeHs6SJUuYNGkSPXr0AODatWscOHCAUqVKZZp5KnUrxJf1n8rh5uzszE8//URkZCR+fn7s3bsXPT09SpYsSb9+/ahQoQL79+9n1qxZ5MuXjyJFivD69Wvi4+PZunWrdCp01F9ZKvipYyXYpttWrFhBgQIF6NKlCy9fvsTV1ZVHjx7xww8/ULt2bcqWLcvBgwfx9fVlxYoV6i5rIvvQHoyvXLmSJUuWYGBgQOvWrUlISGDJkiUYGRnJoF2HXbp0ienTp9OlSxfu37/P2rVrOXDgAEWLFgXg1KlTXLhwgaCgIKpVq8aJEydo0KABixYtwszMDD09PZ4/f46joyPNmzenVatWWXxF4nNoP1cvXLjAxo0buXjxIlZWVqxYsSLTjt8i6/1RXWjfX3fu3ElgYCDFihWjefPmREREcP/+ffbs2SN1mQ2Ehobi4eHB8uXLKVKkCHfv3mXlypXcu3ePiIgIChYsqB67c+dOmjdvLi8ndZh223z/RfLo0aPZt28f48ePZ+jQocC7l9ZjxoxBX1+f5cuXS79JiCz0nwi4aToXUVFRzJo1CwMDA54+fcqBAwc4efIkfn5+lCpVikGDBmFtbU10dDSBgYEAmJmZMWLECJkBlQ0EBARQq1YtKlas+KezmjR/ExkZGejp6UnnUYelpqayaNEi1q5di7OzM+3btyc1NZWUlBRy5swJvMu5OHr0aLVjIfWZPWl3KNeuXYujoyPe3t40adJEli5lAxkZGTg6OrJ3714SEhIICgqiSpUqHywbjY2NJTw8nDNnzhAVFcXWrVvV2YuKohAXFydBcx3xuQFu7SBOYmIiycnJ5MmTB319fWm3OkS77/OpetWuy7179xIaGspvv/1GwYIFCQgIkACqDjp79mymDUsAHB0dSU9PZ86cOepx9+7dY9q0aVhaWuLq6oqenl6mvrK0Vd2k3d6CgoI4ffo0OXPmpFSpUowYMYK4uDjGjx/PzZs36dOnDykpKURFRfHixQs2b94sLyuFyGL/iYCbtoEDB3LixAm+//57daeWbdu2ERgYSOnSpenbt+9Hl4/KsjTdN3DgQGJiYggLC8PY2PiTHULtz6Ojo7GysvrSRRV/UUJCAn5+fvj4+ODs7Ey7du0AePPmDbt27WLfvn08efKETZs2Sccim9Ouu40bN9K+fXsMDQ1lgKfDtHek3LRpE87OzhQsWJBu3brRsWNHzM3N1Weo5r+a+uzfvz/58+fHxcVF/Q2hGx4/fqzOTgwKCqJGjRqflV5Duw3LvVh3uLq68vbtW6ZNm/anObq077fPnj0jOTmZokWLSgBVB23fvp1JkyaxePFi2rZtq34+ZcoU7t69y4YNGzId7+vry44dOwgJCcHc3PxLF1f8RdptccWKFfj5+dGhQwfi4uI4evQoVatWZcmSJRgaGrJgwQJu375Njhw5+Prrr3FwcJAJI0LogP9ULyguLg4jIyNGjx7NkydPmDBhAgBt2rShf//+3L17l5CQEM6fP//BuRJs0y0f22Vn/PjxmJubs379enXm2vu0H1zBwcG0bNmSmJiYf7y84n+TM2dOBg8ezODBg3FwcGD79u3qd1evXqVgwYLqW7y0tDQZ4OmQT+2I9al3Pdo7o3Xu3BlDQ0NSU1Ml2KajNPdUfX19Xr58SePGjdm4cSO1atViy5YthIaGkpiYqD5DNf/V1P/333/PmzdvMu1qKbLe1atXadKkCUePHmXBggWsWLGCXLly/el52kHT1NRUqVMdkZSURHx8PJcuXcLT01MNtn3q/qydJ8rS0pLixYurx8vAXbc0bNiQYcOGMXXqVCIjI9XP69SpQ2pqKjt27CAlJUX9/OuvvwbeLTkUuk/T9/n55595/PgxXl5ezJw5Ezc3N4KCgrh58yb29vaYmJgwb948fH198ff3Z8aMGRJsE0JH/Kd6Qnnz5mXZsmWMGDGC/v37c+3aNSZOnAi8C7r169eP06dPc+rUqSwuqfgzmk68j48PGzdu5PXr11SoUIHKlSuzf/9+4uLigMyDfe1gW2hoKMuWLWP+/PmyhX02kTNnToYOHcrgwYOxt7dn69atmJubM2XKFBwdHTE0NCQ9PV06FjpEewZFVFQUJ0+e5NmzZ8DvyX4/Rju4pnlRInSP9ouNgwcPMmLECO7du8dXX32Fg4MDFStWZNeuXYSFhZGcnAzAwoULiY6OVv8unjx5wr1790hISMiy6xAfqlChAkOHDmXs2LFEREQQHBxMiRIl/vAc7WdsWFgYYWFhsrOwDlAUBVNTUyZNmkTNmjU5efIkS5cu/ayg2/vfSQBVt2h2ix01ahSjRo3CwcGBvXv3AtCoUSMsLS0JDQ1l06ZNvHr1iufPnxMaGkrhwoXJnz9/FpdefK79+/cze/ZsTp48iaWlJfCu7itWrIiLiwtRUVHs27cPQM2HqjlG+sRCZL3/3JPTwMAAPT09WrVqxaBBg7h69aoadPvxxx+ZP38+w4YNy+JSis9x9+5dvLy81Dc6u3btYsKECbx48YKlS5cC7zqHmuVO2sE2FxcX5s2bR+vWrbPyEsRf9H7Q7dixY+TIkUN9Gy8zUXWLZnC2aNEiJkyYwPDhwxk7diwhISGfHOxpt9WQkBAGDBhAfHz8Fy+7+GPawdRjx46xZ88ebt++jZeXF+fPn8fY2JiZM2dSsWJFduzYwdSpUxk4cCCRkZHqQC86Opq4uDhcXV3VfIwia2nPPC1cuDBJSUmkpKTw22+//el52sG2OXPmYGlpKYM9HaAJnOXKlYshQ4ZQs2ZNTp069adBN+3Zihs2bODgwYNfuujiD7zf5jTB7TFjxrBlyxZy587NwoULsbCwICQkhPr16zNo0CBevnyJl5fXH770ErqlYMGClChRgmfPnnHy5Eng9xeTJUqUwNzcnNevX2f6/P3/F0Jknf9cDjdtiYmJ7N69m4CAAKysrFi1apX6neRs0z0fyzeydOlS/P39GT16NGfOnCF//vx8//33LFq0iHnz5tG4ceNMx4eGhuLm5qbugieypzdv3rB9+3Z1yaHQLdoDgdOnT7No0SKmT5+Oubk5AQEB3L9/nyZNmjBw4MBMuYTeD4y7uroyf/58WrZsmZWXI/6As7MzBw4coGnTprx8+ZKTJ09ibW3NsGHD+O6770hNTcXPz4+7d++SkZGBs7NzpqTrb9++JUeOHFl9GYLMz9hXr16RJ08eoqOjCQkJITAwkMWLF9OyZcsP8ilqn6d5oeXs7EyzZs2y5DrE7z6W+/L169f4+Phw9uxZbG1tGTt27Ac53bTP27BhA7NmzcLLy0vqVAd5eHgQERHB5MmTiYuL4/z58+zZswcnJyc6duxIYmIi0dHRXLx4kXz58lG3bl0MDAxkqWE2c+vWLTw9PXnw4AH9+vWjffv2ACQnJ9OuXTv69OlDz549s7aQQoiP+k8H3OBd0G3z5s2cP38eFxcXmS6fDRw5cgRjY2NsbW0BGDduHIULF6Zv375MmzaNuLg47t+/T82aNVmwYIG6ZPTAgQOMHDkST09Pfvjhh6y8BPH/fSyI+leT40unUXft37+fI0eOkC9fPjVn5uvXr3Fzc+PGjRuZgm7a9agZtDs5OUlgXIddvHiRUaNG4ebmpu6Qt3v3btatW4ehoSFjxoyhatWqKIpCRkaG+hJL2qzu0b4Xr1ixgrt379KjRw++/fZb4F1gNSQkBDc3N/X5uWjRItq2bUv58uWBd7NsFi9eLO1WR2jX6evXr8mRIweKomBiYkJcXBy+vr5ERUVlCrqlp6ejr6//wYoACaDqptjYWAYMGEDPnj3p0qULAC9fvsTf35/AwEDc3Nw+upJDJhVkT9euXcPX15cLFy7QtGlTChUqxPnz57l9+zY7duyQ56oQOuo/H10yMzOjc+fOuLq6/mEuC5H1FEXh8ePHLFq0CG9vb9zc3ABo3Lgx8fHxKIpCQEAAPXr04JtvviE+Pp58+fKp5xcpUoQ1a9ZIsE1HaA8Gbty4wS+//AL8+RR47TYaExMjHQwd9ebNG1avXs3WrVu5ffu2+nnu3LmZOHEi5cqV4+DBg2oCb+1gm6urqwzaswEDAwPevn2baeDWokULunbtytmzZ1m6dClRUVHo6empO5NKThndpLkXu7i4sHr1apo0aaLuUArg4OBA9+7dGTduHIsWLaJnz54cOXKEsmXLAhAYGIirqysLFy6UdqsDtJ+vvr6+jB8/nk6dOrFkyRKuX79O3rx5GTJkCDVq1OCnn37Cy8tLDYprL1PUvPiQYJtueH+ORHJyMg8fPszUb8qfPz99+/alQoUK2Nvbs2nTpg9+R4Jt2VP58uUZOnQoNjY2bNy4kWPHjtGwYUN2796t5jEWQuie/3zADcDExETNASUz3HSLdnBFT0+PokWL4unpSbt27di0aRMDBgxAURRu3LhBWFgYAF26dMHLy4vg4OBMOSrKly+vzsIQWU/T1hYvXszAgQMZOHAg7dq14/Tp05l21NKm3UbDw8NxdHTk1atXX6zM4tM0AwHNf83NzXF1daVRo0bcunWLjRs3qsfmzp2bCRMmULhwYWJiYtTBws6dO5kzZ44E27KJHDlyYGFhwcOHD4Hf6/7HH3+kdOnSxMfH4+Pjw7lz54B393DJKaO7Dh48yI4dOwgKCqJ58+YULFiQ2NhYfv75ZwCmT5/O6NGjuXHjBkWKFGHLli1q8PTy5cvMmDFDXmjpCM1z0sPDg1WrVtGyZUs6derEhQsXmDNnDpcvX1aDbt999x3btm0jPDxcPT8oKEgCqDpIc//cs2cPiYmJFCpUSA24aOdZLFSoEGXKlOGrr75i48aNn9wVXGQ/5cqVY+TIkTRu3BhjY+NMmyTIGFYI3fSfX1IqdJf2G9rr168THx9P8eLFsbS0RF9fn9jYWCZNmoSZmRm//fYbV65cwdvbm6ZNm370N4Ru0K6TQ4cOsXjxYhwcHLC0tMTJyYlnz54xZcoUvv/+e4yNjdXz3k8QvGDBAtzd3TPVt8ga2nX6/PlzTE1NSU9PJ0+ePPz22284OjoSHx9Pp06d1LwjAAkJCZiamqKvr09KSgqHDh3C3NycunXrZtGViL9qxowZ7N+/H29vb6pXr46enh4vX75k7ty5VKtWjePHj2NgYMCAAQOoVatWVhdX/IFdu3bh6+vLunXrePLkCbt27SIiIoKMjAyKFi1KSEgI8G72qrm5OQApKSmZ7tNCd+zfvx93d3ecnZ2xsbHh+PHjDB8+nFKlSmFgYMD8+fOpWLEisbGx7Nq1i27dumFgYEBSUhLjxo3jxx9/pE2bNll9GeI9d+7cYeLEiXTo0IE+ffqwdetW1q1bh42NDYMGDcLS0pLExEQmTpxIt27daNCggbzo+Be6fPkyq1at4sWLF7Rv355OnTpldZGEEJ8gATehk7SDK66urmzfvp309HQSEhJo3bo1HTt25Ntvv0VRFDZt2kRUVBSbN2+mV69ezJgxI4tLLz7H1q1befr0Kfr6+gwaNEj9fNCgQTx8+DBT0E0734gmp8zChQtlNoUO0G6r3t7eHD16lNevX5MnTx7GjBlD3bp1efLkCfPnz/9o0A3ItFOeBMizB+26GjNmDKdPn6Zjx44ULFiQw4cPk5GRwdq1azl+/Dje3t5YWlqyePFi2SBBR2i3W83/79u3D09PTwoWLMitW7eoU6cOFStWpHjx4syYMQMXFxc1d+r7vyF0z88//8zOnTuZNm0ahw4dwsHBgQkTJlCoUCGmTp1KsWLFmDJlCtWrV1fP0TxrJZCqO97Pt/b27VucnJx48OABK1euJEeOHPj5+XHgwAFiY2OpXLkyt27dAiAiIgIDAwN5tuqoT9XLn+XY05x348YNNb2Ou7u7+iJECKFbJOAmdI72AygkJARvb2/c3d0pU6YMx44dY/PmzeTLl48hQ4ZQqVIlAFJTU9m1axetWrWS/EDZQEZGBo0aNSI6OpquXbsyb968TN8PHjyYR48eMWbMGJo0aaJ2/NevX4+bmxsLFiyQZS46xtvbmzVr1jB9+nRevXrFlStX2LZtG05OTrRr147Hjx+zcOFC7t27h729PfXr18/qIov/kXbAxdPTk0uXLvHy5UuKFCmCm5sbJiYmABw/fpxSpUpRpEiRrCyu+P+0n7GpqalkZGSodbVp0ybu3r1L+fLlqVmzJgUKFODRo0eMHj2auXPnYmNjk5VFF5/wqYF7bGwspqamDBkyhNq1azNixAgyMjLo3r07z58/p3bt2ixcuFCCp9nAoUOHKFy4MOXKleP169e0atWKpk2bMmfOHODdjuA///wzv/76KwUKFGDSpEkYGRnJBgk66v2dgB8/foypqSndunUjX758n9xcSDNs19PT48GDBzx+/JhSpUphZWX1RcsvhPh8EnATOuPYsWPUq1cPeLeLnYGBARMmTMDCwoKZM2eqx+3fvx9PT09at27N0KFDP+hoyg54uk3TyUhLS6N37948ffoUd3d3qlSpkqkeO3XqxFdffYWHhwcA27ZtY/r06bi4uEiwLYu9P/shLi6OoUOH0rVrV3VZQ3p6Ol5eXvj6+rJhwwYqVarEo0ePCAsLY9y4cTIA+JfQvv+mpKSQlpaGqakpenp6MktGB2nX1+rVqzl16hSJiYl8++23jB8/Hvj9Hp2ens6bN2+YMmWKugmKtFvdo12nDx8+JC0tja+//lr9/tGjR/To0YPp06fTokULnj9/jpOTEy1btqRp06Yy8ykbOHLkCEOHDiV//vxMnjyZ9u3bc+TIEVxcXBg2bBg//vijeqz234P0h3WTdh25uLgQERFBmTJliImJIT09neDgYKysrD6oP+0g3Zo1a3BxcSEyMpJSpUplyXUIIT6PPGWFTli7di2Ojo7qxgfaD5iEhAQAdfedpk2bUq9ePcLCwkhJSfmgsyidC92mCbYZGhoSHByMubk5s2bN4vLly5kS+0ZERKhT5dPS0nj69Cne3t4SbMtiffv2xdfXN9Nnb9++5datW5iamgK/b26h2QVvx44dpKamUqxYMSZOnIiBgYHspqXDPvYe7lPv5vT19dXvjIyM1ATOiqJIsE3HaG864+bmhr+/P+XKlaNly5b4+Pgwd+5cXr9+jZ6eHsnJyYSEhDBhwgSePXtGYGCgtFsdpalTV1dXBgwYQOfOnRkzZgw3btxAURRy585NmTJl2Lx5Mzt37sTBwYHY2Fg12Ka9OZXQDe/XSd26dWnatClWVlZ4eXmxcOFCbty4Qa1atbh06RIvXrxQ78PafWLpD+smTR3FxMQQHx9PUFAQwcHBuLm5YWlpSadOnYiOjsbQ0JC0tDQgc7AtNDQUb29vnJ2dJdgmRDYgATeR5YKDgylevDjVq1cnMjJSDbrp6elRunRp9u3bx+3btzO9WS9ZsiRFihSRnZeyKU0nwsjISN2yfvr06R8E3fT19dXg3MCBA2UZog4YP348Q4YMAVA7goUKFaJmzZrs2LEj066jZmZmmJmZER8fj5GRUabfkZkyuikjI0Otv5iYGJKTkwHUGU8fowmwac5LT0+X5Wk6RLOTs6ZO9u3bx969e/H09GTcuHEUL14cQ0NDwsPDmTVrFvHx8ZiYmJArVy6+/fZbNmzYgJGRkTrzXOgG7fa4fft2du3axfjx41m0aBGXL1/G0dGRixcvkjt3brp06cLbt29xd3dHURT8/Pwkb6YO09TJvXv3gHd9pkaNGlGnTh2mTp1Knjx5OH/+PJs2bWLnzp1cvHhR7rnZzKZNm2jZsiW3bt0iX7586OvrU758eebMmcPXX39N586defbsGYaGhqSmpmYKtrm4uDBv3jxatWqVxVchhPgc8pQVWap///6EhITQoEEDBg8eTMmSJdm4cSPr1q0DYNSoUVSuXJnBgwdz8eJFXrx4QWJiIjt27MDCwkLNOyOyn/eDbvr6+gwdOpQ7d+58cBzIdue6ICMjg6pVq2JsbIyvry+TJk0iMTERgIYNG/LixQuCgoJ48+aNuqQwISGB/PnzZ3HJxefStDMvLy/69OnD4MGDWbJkCcAnZzhpB9s2b97M3r17ZdaMjli0aBFubm5ER0cD74LkKSkp2NnZ8e2333LkyBHGjx/P7Nmz8ff3Z9++fbi6upKYmEiHDh0YNWoUhoaGpKeny2wZHZGUlAT8/tLiyJEj/PbbbwwZMkTN6xUWFsaLFy9YtGgRV69epVWrVvj6+rJmzRr8/f3VAKo8V3XX2bNnadGiBYsXL+batWu0adOGq1evcunSJUaMGMH06dOpX78+z58/V19Ui+yjYMGCfPPNN9y8eVN9IakoCqVLl2bOnDmULl2a+vXrExsbq34fGhqKu7s7Tk5OstpDiGxEcriJLHP9+nUmTZqEl5cXX3/9Nb/++itFihRhwYIF3L17l7Zt29KzZ09evXrF5MmTOX/+PHnz5sXMzEzdndTIyEiS/eqgv1InmhlsqampTJ8+nYULF8osCh2XkZHBsWPHGDlyJB06dGD+/PnAu40TDh06xNu3b7GxseH27dskJCSwZcsWGaxnI5GRkbi7uzN06FBu3rzJqVOnqFChgppPUTsJt3ZbDwsLY/bs2SxfvpzGjRtnWfnF71xcXDh16hR16tShd+/eWFlZ8ebNG+Li4jA3N2fQoEH88MMPDBkyhMePH2NnZ8fTp08ZMmQIEyZMyOrii/eMGTOG1q1b07x5czIyMoiLi6NOnToAjBgxgjFjxqjHPn/+nL59+2JhYcHYsWOpUaOG2lZlZpvu+Vi/adeuXaxevRojIyOaN29O48aN6d69O9OnT1cDLvv27aNx48bSb9JhH2tvqamp/Pzzz8ydOxd9fX3Wr19Pzpw51e9v3LjBhg0bmDZtGgYGBkRFRdGrVy+WLl0qwTYhshkJuIksExcXR+vWrWnSpAm5c+fG39+fS5cu8fDhQ/z8/Lhz5w4dO3akW7duAOzZs0d9s9umTRsMDAwkIawO0u40vn79mty5c//pOe/XY2pq6gdLEEXWOXPmDIaGhlSrVg1nZ2e++uorevbsycmTJxkxYgQtW7Zk4cKFwLsdKU+dOsWzZ88oVKgQY8eOVWfIyIBAN70/GNi8eTN6enq0b9+exMREDh8+jIuLCzY2NixduhT4fWOb95e5LFy4kB9++CFLrkP8Tvs+vGLFCvbu3asG3QoVKgTA7du3GTFihFq3L168wNPTk65du1K+fHlprzrmzZs3hIaG0qdPH4yNjUlOTsbExIR79+7Ru3dvihYtipOTU6acTi9evKB169a0bt2aWbNmZWHpxR/Rvgdr6lXz2a+//sqpU6fw8fHB2toaU1NTTE1NmTx5stqWQTZI0FXadXv+/Hnevn1Ljhw5qFatGgDnzp1jwYIFwLuNELSDbu+7evUqFSpU+OcLLYT4W0nATWQJzQPozJkz9O/fHxMTE7Zt20bRokWBd3krfHx8uHPnDu3ataNnz54f/IYM4HWPdsciJCSEW7du0a9fP0qUKPGH58ksRd0VHR2Nvb09hoaG5M2bl927dxMREUG5cuUAOHHiBCNHjqRly5Y4Ojp+dOaTDAR0l3Y9RUZGkpSUxM6dO2nevDm9evUC3m2KcfDgQVxdXalSpYo6001DE2yTZS66Rft+vHz5cvbt20edOnXo06cPVlZWPH36lObNm9OtWzcaN26Mn58fKSkpBAcHZ9rcRmS95s2bU7VqVRYtWgS8G5hnZGTQtm1b8uXLx+3bt+nWrRs1atRg2rRpfPXVV2rbjouLI1euXNJf0lHa7XTNmjWcO3eOpKQkatWqRdeuXTE3Nyc1NZW4uDhmzpzJpUuXePnyJT4+PjRo0CCLSy8+1+LFi9m2bRsmJiY8fvyYFi1a0KtXL6pXr05UVBQLFy5ET0+PoKAgzM3NM50r4x0hsjeZTy6yhKZzcfPmTQwMDEhNTWXVqlXq9yVLlmTo0KGUKlWK7du3ExgY+MFvyMNHt2h3Gm/dusXZs2fZsWMHoaGhPH78+JPnaQ/4161bp77pE7rBysqK4cOHc+fOHXbv3s2CBQsoV64cGRkZZGRkULduXZYtW8bu3buZM2eOuquwdgBVBu26Sbvtubu7M2fOHMLCwrh16xZ79+5VNzDJkSMHjRs3xt7env3796s53QACAwPx8PBg4cKFEmzTMdo7UI4YMYJmzZpx8uRJgoODefLkCYUKFcLJyYnw8HDmzp1LQkICAQEB6iYY0m51g6+vL8bGxmqwDd6l5Fi9ejX79u0jNjaW0qVLExYWRlRUFE5OTjx8+FBt23nz5pUdZnWY9i6zy5Yto3z58hQvXpzt27cze/ZsddOhggULsnLlSuzt7enRowd169bN4pKLzxUWFkZkZCReXl6Ehoaydu1aHjx4gL+/P9euXaNGjRrY29sTExPz0T6wjHeEyN4k4CayVOnSpYmMjMTDw4NNmzZlWvKgCbrly5ePu3fvyo6kOk7TaVy4cCFjxowhV65cVK5cmcDAQFavXs3Dhw8/OOf9bc7d3NyoXr36Fy23+DjtpPd58+alUKFCVKpUid27dxMVFYW+vj76+vqkp6erQbfw8HBCQkKysNTir9C0vWfPnvHrr78SGhpKQEAArq6u3Llzh+HDh6vH5siRgwYNGuDr68vo0aOBdzMX9+7dy/Tp02UZqY76VNBt7dq1PHv2jNatW7Nnzx6WLVvGunXr1GT6MuNYd5iYmJCUlERKSgpLlizB09OTBQsWULduXfz9/dmzZ0+moNuFCxeYPHmyulGGhgzaddfWrVvZv38/fn5+DB06FFtbW27evMnFixeZMmUKb968UY9t164ds2fPVjeeErrvypUr2NraUrVqVfLnz0/16tWZO3cut27dIiIiAoDq1avj7e2No6NjFpdWCPF3kyWlQie8ffuW/fv3M2PGDNq2bcu8efPU754+fYqlpSX6+vqy9FDHHT9+nAkTJhAQEEClSpUAWL9+Pe7u7rRr145+/fpRrFgxIPMU+dDQUFxdXVmwYIHMktEB2rMVz549S6FChShYsCAXLlzA398fPT09hg0bRo0aNTKdd/nyZcqVKyczY7KR1atXExISQuHChXF1daVgwYJkZGQQFRXFhAkTqFy5MitWrPjgvJSUFIyNjWWpSzbxseWl33//Pd27d1dTObx/nMh6iqJw4cIFli1bxuPHj4mOjmbbtm3qc3T69OmcPXuWAQMG0KJFC/LmzcuNGzdYvHgxfn5+Upc6SrudZWRkcPDgQaKionBwcODAgQNMmzaNUaNGoa+vj4eHBw0aNGD27NmflRNX6A7NmGXixImkpqbi6elJenq6OoM4PDwcV1dXduzYQYECBdTz5LkqxL+LPImFTsiRIwfNmjXD0dGRbdu2MXv2bPW7QoUKqW/pJdimW7RnQcG7GS/m5ubky5dP/a5Hjx6MGTOGtWvXsn79enWmm6YzERYWhouLiwTbdISiKOpAwM3NDXt7e6KiotDT08PW1pbevXujKAp+fn6cPXsWeDdzZvPmzVSqVEneuuu499ts7dq10dfX5/Lly7x69Qp4Nyvqu+++w8PDgytXrtC9e/cPfsfY2BiQWTPZxfsz3Zo3b86WLVs4fPjwB8cJ3aGnp0e1atUwMDDgwYMHVKpUiVy5cqnfL1iwgO+++47AwED27t1LTEwM1tbWrFq1KlOdC92iaWcrV64kIiKCpk2bMmDAAOLi4lixYgUDBw6kd+/etGzZknz58nHs2LGPvvgQuk0zZmnQoAF79+7l1KlTGBgYqM9NExMTihcvjpmZWabz5LkqxL+L9KyEzjAxMeGHH37A0dGRsLAw/Pz8Mn0vAwHdo6mTJ0+eqJ/FxsYSHx+Pvr4+b9++BaB169bkz5+frVu3EhkZSXJyMvAu2DZv3jzJ/6RDNB1Ef39/IiIicHd3p2nTppiYmADQsGFDevfujZ6eHlOmTKFDhw5cu3aNH3/8Uf0NmeGmuzRt9tKlS8TGxmJtbc2yZcvIlSsXjo6OxMTEAO/+DmrUqMHChQvJmzevDNz/BbQDMMOGDWPChAkfDaYK3ZGWlkZsbCwGBgaMHTsWAwMDpkyZkumZu2DBAmrWrMmiRYs4f/48gJqCQ/pNukU7j962bdtYs2YN5cuXB8DS0pLHjx/z7NkzNT/b69evqVixIo6OjkyePDlLyiz+dy1btqRr166MGDGCAwcOEBMTQ1xcHFu3bqVAgQKYmppmdRGFEP8gWVIq/lH/lyWgycnJREVFUatWLRm4ZwPbtm1j8eLFHDt2DHg3kLtx4wYbN24kf/78wLudLleuXImlpSXe3t6sW7eOKlWqsGTJEipWrEizZs2y8hLEe5KTkxkxYgR16tRh4MCB6ufauxZevnyZa9euER0dzbBhw9SZbdJmdd/p06fp27cvU6dOpX379uTJk4dbt24xYMAAypYti4uLCxYWFkDme7gsN9Q9n6qTP3r2vr9cSZYvZR+RkZFERERgbm7OrFmzKFy4sPqdr68vAwcOlLrUQW/fviVHjhzqvw8fPszVq1cxNzenT58+ahu8f/8+o0ePplq1anTq1ImlS5diamqKp6cnenp60lazsSdPnhAUFERISAhWVlYYGRmRI0cOwsPDMTIykuerEP9iEnAT/xjth8ebN28+2Ob6c0jnQvfFxMTQrVs3evXqRd++fbl16xZz587l9u3b2NvbY2RkxKZNmwBYtWoVzZo1o02bNowZM4bExMQPptKLrBcTE0OrVq1wcHCgffv2mdpycnIycXFxWFlZZTpH2mr2snjxYjZv3syIESNo06YNefPm5datWwwcOJCyZcvi7OycKaeM0D3a7fLYsWMkJSWRkJBAhw4d/vA87WBcXFwcefPm/aeLKv5H2vdXTdAtV65czJw5M1PQ7f1jRdabO3cuJUqUoHPnzpibmxMTE0OdOnUAGDBgAPb29uqxKSkpBAUFsWXLFuLj4ylatCjBwcESkPkXuXDhAtHR0RgaGtKoUSMMDAzkZaUQ/3Jy5xb/CO2OwcqVK5k+fTrPnj37rPM0kpOTpdOoY96Pz6enp2NmZkbt2rU5d+4c8G7n2UWLFtG0aVM8PT3x9PQkLS1NzT+SM2dOdYAgwbas97F3LhYWFlSsWJF9+/bx+vVrdTdSeLfb1rp163j9+nWmc6St6ibt+tW+v9rb29OpUye8vLzYtm0br169okyZMgQEBHDy5El8fX2zorjiL9A8Y11cXJgzZw4BAQEsX76cDh06cOnSpY+eox1sCwoKol+/fpl2QBS6ycDAQG2/7du3p3PnziQkJDBhwgRevnz5wbFCd7x48YL169ezc+dOXr16hYWFBXv27MHS0pJTp07x66+/qscaGxvTr18/AgICWLlyJSEhIerOwRJs0z3az9eUlJTPOufbb7+lRYsWNG3aFAMDA9LT0yXYJsS/nNy9xT9C0zFYvHgxISEh1KlTh9TU1D88RztZe0hICH5+fp/9ABNfhmag9vTpU+Bdxz5Hjhx06dKF/fv3s23bNvT09ChSpAjz5s1j/fr1hIeHs3r1aoyNjfHw8OD169fUrl07Ky9D/H/aG5E8ffqU27dvq4G0Fi1a8PDhQwIDA9Xgd1JSEr6+vly5ciVT4m6huzT1GxAQwM6dOzPdUydNmkSXLl1wcXFh27ZtxMbGUrp0afbu3cuUKVOyqsjiLwgNDWXz5s14e3sTGhrK+PHjuXbtWqYgmmZQqB1sCw0NVZOz/19mn4svT7NTO0C7du1o2bIl5cuXJ1++fFlcMvExmgCpl5cXNWvWJCAggF27dhEbG0uJEiUICgri0aNHuLu78+DBA/U8Y2NjrKysqFChgvqySwIyuklzP/X19WXLli3AhxsTvU/ThjUvMSWQKsS/n9zBxT/m0KFDbN26leXLl2NjYwNAYmIiL1++JH/+/JlmN2kPBMLCwli4cCEuLi7qTnhCd4SHhxMWFsZ3333HyJEjMTIywsbGBjs7O7Zv346trS0WFhbo6+tjaWmJnp4e169fZ/369ezZs4eAgACKFy+e1Zfxn6cd4F6yZAknT57k5s2b1KpVi0qVKjFq1CgeP37M0aNH2b17N6VLl+a3334jNTWVTZs2oaen93/K0SiyRlRUFCdOnMDExIQGDRqo99bJkydz+/Zt/P39SUxMpGfPnhQrVgyQpWnZwYMHD+jRowfly5dn586dzJo1i9mzZ2Nra0tSUhKmpqYf5H4KDQ3FxcUFJycn2axGB/yV+6j2fVd7wwtZbqjbRo8ezcSJEwkJCUFPT48WLVpQqlQpQkND6datG05OTkyfPv2jfSO5B+u+3377jYiICFq1akXOnDk/eZx2W3/48CElS5aUPpQQ/wHydBZ/m/eXpkVHR1OiRAlsbGy4du0aK1eupEOHDnTu3JmlS5eqM2nef+u+ePFi3N3dadmy5Re/BvGh99/W2djY0Lx5c/bv30+PHj3w9PTk6dOnNG7cmHv37hEdHa3uhqep1zx58lCzZk3CwsKoUKFCVlyGeI+mblasWEFoaCjjxo1j9+7dGBsbExAQwN27dxk7diyTJk2iWbNm5M+fnxYtWrB582Z1iYt0FHXTx5YJL1++nBYtWuDg4MChQ4cyzXQrUqQIxsbGREVFZRosyEBPt3xs5sS1a9dIS0vj3LlzTJ8+nYkTJ9KjRw8yMjLw8fFh3bp1wO91uWHDBgm26RDt5+T77fZTKZb19PRIS0v74HeEbtEEQB0dHbG3t8fAwID4+HhcXV3ZvXs3cXFxlC5dmrCwMC5cuMDkyZOJjo7O4lKLv0J7xqm5uTkXLlwAPt4etcc6a9eupWXLlpl2GxZC/IspQvwN0tPT1f+Pj49XFEVRfvrpJ8Xa2loZO3as0qBBA2XSpEnKhg0blPXr1yuVKlVSbty4kek3QkNDlWrVqim7d+/+omUXn6Zdr8ePH1f27NmjnDx5UlEURUlJSVG8vb2Vfv36KdWrV1dWr16t1KhRQ+nTp4+Slpb2wW9lZGR8sXKLT9PUQ0ZGhhIbG6v06dNH2bVrl6Io7+q4atWqyoYNGzId+76P1a/QDdptNiEhQYmNjc30/YQJE5Rq1aopu3btUl68eKF+dvXq1Ux/G0K3aNfr5cuXlSdPniiKoijbtm1T2rVrp1SsWFFtt4ry7jk8ePBgxcPDQ/0sMjJSsba2Vvbu3fvFyi0+TbudrV27Vpk0aZLi4+Oj/PLLLx895mOf7d+/P9PfhtAtO3bsUGrUqKFcu3ZN7RuPHz9eqVevnhIaGqrExcUpiqIo169fVwYMGCB1qeO02977/aA+ffooAwcO/NPz1q9fr9SsWVPZsWPHP1NIIYTOkSWl4n+mvZTBz8+Pa9euMXXqVGrVqoWXlxc7d+5k3Lhx2NraYmVlRWxsLBs3bsw0wyIwMBAvLy+cnZ354YcfsupShBZFa8mhm5sbW7ZswcLCgjt37tC8eXMmT57MyJEjSUlJITQ0lMOHD5OUlERqaupHl7bIbKisp91WExISMDY2JiEhgdKlS3PgwAEmTZqEvb09Xbp0ISUlhS1btlCmTBm+/fbbTL8jM5900/ub1Zw5c4br16/TpUsX6tWrR40aNXBzc8PBwQFHR0cKFSpEWloaycnJfPPNN+jp6cnSNB2kfS92d3fnzJkzdO3albZt21KuXDmsrKzQ09NTc3ndu3cPJycnYmJiGDVqlPo7pUqVwsfHhwYNGmTJdYjMNM9EHx8fAgICqFu3Lhs2bOD06dN06dKFFi1afLB0X3kv/cbs2bMJDg6mZs2aWXYd4tNiY2MpWrQoxYoVU9OouLu7M2rUKDw8PNDT06NJkyZYW1uzatUqQJYH6zJN29u4cSM3b95k0KBBFChQAD09PSZNmsSkSZM4dOgQjRo1Us9R3lvFIzOMhfjvkYCb+J9pb5Cwbds2Ro8eTVJSEgDNmjWjUaNGGBoakpqaSlJSEvb29piYmGRaWvjs2TPmzJkjwTYdoukg+Pn5sXnzZjUX39q1a3F0dCQpKYnJkydTokQJ+vTpQ9OmTXn06BHVq1eXgbuO0tTH/PnzSU9PZ8iQIcC7pM6nT59m8uTJ9OjRA3iXk2TPnj3kzZs3q4or/iJN/Xp4eBAeHs6YMWPo2LEjS5cu5ddffyUhIYEGDRrg7OxMWFgYz58/JyUlhTFjxqi7pUkwVfdo7sXLli1jw4YNeHh4ULFiRQwNDSlTpgzDhg3Dx8eHuXPnMmfOHAoUKICpqSnr16/H0NBQrdfKlStn8ZUI+DCg8uTJEzw9PalVqxYXL15k1apVrFmzhoyMDFq1aqU+T/X09DIN3F1dXfH09JRgmw7LyMjg1atXmJiYoK+vr+ZVHDlyJN26dWPp0qVYWFjQtGlTNTAj/Sbdo91mMzIyuHr1KlevXqVVq1Z0796dmjVrYmtri6WlJRcvXqRRo0ZqfWra7Pr16/Hw8JBgmxD/QXqK8okkEUL8Bfv27WPevHksW7ZM3SAhOTmZFy9eUKRIETIyMti0aRORkZEkJSURFham5oGS3Zd0V3R0NB4eHtSvX59WrVqxd+9eZsyYgZ2dHWvXrsXW1pYxY8ZQpkyZTOfJwF23aL9hvXfvHkOHDmXBggXUqFGDI0eOMHr0aOrVq8eyZctQFIWEhAQmTJjA27dvCQwMlLrMRo4cOcLChQtxdnamatWq/PLLL/To0YPixYtTtGhRBg4cSN26dT84T+7FuktRFKKjoxk1ahQDBgygVatW6neageCzZ8948eIFN27coHjx4nz77bcYGBhIveoY7YF7VFQUZmZmrFixgjFjxlC2bFkALl++jJ+fHy9fvqRXr160aNEi02/ILJnsIz4+njZt2mBjY4Onp6f6+S+//EJ4eDiWlpaMHDlSnrHZxJ49e6hYsaK6sdDatWu5cOECBw8exM7Ojrt373Lq1CnCw8MpXbq0et7x48cZNGgQS5culTYrxH+Q9MLE3+LRo0eULFkSGxsbrl+/zrFjx4iIiCA6Opp+/frRt29fcufOTbVq1Rg7diyGhoYyEMgG8ubNS5MmTahVqxaXLl3C2dmZUaNG0adPH3Lnzs2iRYt49eoVzs7OFC5cWD1POo+64fXr1+TOnTvT0qXffvuNOnXqUK1aNRRFoX79+kyePJkFCxYwZMgQMjIySE5O5tWrV0RERMjMp2ymQIECdO/enapVq3LkyBEmT56Mk5MTpUuXpk+fPgQHB5OYmEizZs0ynSf3Yt2lmSURHR1Njhw5Mn2nr69PcnIyABUqVMg0czw9PV3qVYdoLw12dnYmIiICgKSkJGrXrq0G3CpVqsTgwYMJCAjA09OTPHnyYGtrC8CaNWvw9vaWYFs2oCgKuXLlYu7cuUybNo3BgwczevRoFEXB29ubQoUKMWbMGEBeUuo6RVF48eIF48ePp2HDhowfP56yZcvSq1cvOnbsiJ2dHQEBAcTFxZGYmMjBgwcpXbq0Wq9FixYlNDSUqlWrZvWlCCGygPTExF+mfGQL+9KlS7N48WLGjRvH5cuXqVKlCn379kVPT485c+bQrl07mjdvrnYQZSCQPZiYmNCwYUOMjIw4deoUZcuWpUOHDgAYGRnRtm1bYmJisLKyyuKSiveNGDGCAgUKMG/ePABSU1OJiYkhLCyM6tWrZ1q20rt3b8qXL8/u3bsBKF68OHZ2dhIYz4ZKlSpF4cKFSUhIIDAwkAEDBtC+fXsAvv76ay5fvky5cuU+CLgJ3fGxZ2xaWhppaWk8fvxY/bemXV6/fp1z587RpUsXcuXKpZ4jA3jdoV2nDx484MSJE/j7+xMXF8fu3bsJCgoiR44cdOrUCXgXdOvTpw9HjhxRl4zeuXMHHx8fZs2aJcG2bEBT37a2tixduhRHR0dGjBiBoaEhlpaWLF++XD1W2qru0W6zenp6FCxYkNDQUEaOHIm3tzcjRozA2toaMzMzqlWrRrly5Xjz5g3u7u6sX7+evn37YmxsDLx79goh/rtkFCX+Eu3lEHFxceTIkQM9PT3q16+Ps7Mzu3btYvjw4dja2lKkSBGePn2KjY0N6enpmX5HOhfZh2ZQd/fuXeLj49HT0yM5OZnjx4/Ttm1bdXmT5GzTLVOnTlUDoW/fviVHjhyMHDmSvHnz4unpSXh4OF26dEFRFBRFoUaNGmr+PQ0JjGc/pqammJqaEhMTw/Pnz8mfPz/wbmmTtbU1w4cPp0mTJllcSvEp2vfRly9fkjdvXjIyMihatCg9e/bE2dmZ4sWL07BhQwBSUlLw9PSkYMGCmJubZ2HJxR/R3FcDAgK4cuUKtWvXpkqVKgBqQn0/Pz8ANehWtWpVdUZMRkYGhQsXJjQ0VF3OJrIHY2NjatSoQWRkJNevX0dPT4+yZcuir68vL7R0mKbNJiYmYmZmhqIo2NjYsHz5coYNG8ayZcsypVQxNTXFzMyM2bNn0759e/bs2UObNm2y8hKEEDpC7vLis2kvh1ixYgUnT57k+fPnWFtb07t3b9q1a0erVq0wMjIiPT2dpKQkZs2ahYmJibzdycY0nY5u3brRq1cvevToQUpKCsbGxpk2uZBgm244ffo0NjY2FC9eHICgoCC2b9+Or68vFhYW9OnTR22bOXLkUDuEmsCbdsBNAuPZV0pKCjlz5uTcuXOkpKRw6NAh3rx5Q9OmTdHT05MlTDpKcx9dtmwZBw4cwNjYmEaNGtGzZ08GDRrE8+fPGTZsGJ07dwbg/v37xMXFsXLlyg92tBRZ7/2doZ89e8bBgwepUaOGekzp0qXp2bMn8C4g9/btW+zs7DL9jr6+PqamphJs0xF/tZ1p/g7KlSunfiYvtHSfj48PN2/eZMqUKRQsWBBFUahcuTI+Pj706dMHPT09daab5u/B1NQUY2NjUlNTs7j0QghdISNk8dk0D5OlS5cSFBREu3bt+PHHH9HX16d///4cOnQIIyMjEhMT2bZtG4MHD+bFixcEBASgr69PRkZGFl+B+F9UrVqVsLAwGjduTOfOndm8ebO65FDohvDwcPr27cuePXvUvE62trb89ttv2NvbExMTQ86cORk2bBiDBg1iypQpbN++Xc0RJUHTf49ChQoxZMgQ7t69y4YNG8jIyGDNmjVqUEaCbbpFe/+qTZs2ERwcTLdu3ShSpAiHDh1i3rx5pKWlMW/ePBYuXMiLFy94/fo1FSpUYPPmzeomRBJs0y2ae+rbt2/JmTMnffv2ZcCAARw7dox169apx5UuXRo7OzsqVKjA+fPnkf3MdJdmx1jgg3r6VL3p6+t/9rEi67w/TildujTbt2/H29ub58+fqzsGV6pUiQkTJnDgwAE8PDx4+PChes6xY8e4efOmOoNVCCFkl1Lxp7Tf5D179oxhw4YxePBgWrZsCcCLFy/w9fVVBwlfffUV+/bt4/bt24wbN07yQP2LSb3qHkdHRzZu3MicOXP44YcfMDMz4/bt2/Tv358yZcrg5uZGvnz5SExMxMfHBx8fH1atWvXRnSuFbtHMktA8tj8VXNG+Z8fExGBgYKBuniFtVredOnWKkydPUqFCBfUZu379erZs2ULRokWZMWMG+fLlU5eJa8iMRd21YcMGfHx8CA8Px8LCgmfPnhESEkJwcDBTpkyhe/fu6rGPHz+mcOHCajuXAKpu0a6TkJAQfv75Z8qWLUvt2rWxsbH54JiPnXfgwAEaNWokL7h0jPY99P79+xgbG1O4cGEuXrxI9+7d6dSpE6NHj8bS0hJ4166PHz9OSkoKy5cvV+vz8ePHKIois1GFECq524s/pP0m7+XLlxgbG3Pr1q1MHfsCBQrQt29fvvnmG86cOYO5uTktWrRg0qRJGBoayrT5fzGpV92RkpICwIwZM+jcuTPz589n//79JCQkULp0aQICArh16xYTJ04kNjYWMzMzBg8ezOzZs6lVq1YWl158Du3ZMpploR+jmcUG73YazpMnj/qZtFndYW9vz+XLl9V/nzlzBicnJzZt2kTOnDnVz7t27Uq7du347bffcHR0JCYmJlOwTWYs6rYaNWpgZGTEkCFDiImJwdLSkp49e9KnTx9cXFzYsGGDemzRokXVFQESbNM92jt+e3p6kp6ezoYNG1i6dKm66ZD2/RcyB9vCwsIYOXIkUVFRX77w4qPWrVvH1atX1Xuoi4sLw4YNo3379vTs2ZPY2Fg2bdpEREQE3t7e/PzzzyQkJHD48GFatGjBypUr0dfXV5/HRYsWlWCbECITCbiJP6QZ4Lm5ueHs7ExGRga1atXi1KlTxMXFqccVLVoUAwMD7t27B7zLYaAhAwEh/lmKoqi7YW3YsAFra2sSEhJwdnZm3759JCUlUaZMGQIDA7l9+zaTJk3i5cuXmJub06NHD1karOO0l7ns3buXZs2aERsbi4GBwZ8G3TT38FevXskAXofcuHGDAgUKYG1trX5WsWJFmjVrhoGBAZs3b+bt27fAu2dot27daN++PZcvXyYkJCTTb0m96o73l6QpikKpUqXw9fUlOTmZQYMGqTt7a4Jus2bNYv/+/ZnOk9lPuuX9en3y5Amenp64u7vj7u6Oubk5a9asYefOnQDq0kPtYFtoaCguLi54enqqO8+KrPXw4UN8fHxYv349Dx48YN++fWzZsoWJEyfi4OBAlSpVGDZsGDdv3iQyMpJjx44xduxY2rRpw6NHj9TdvuWlhxDij8gTXXyU9tu5U6dOcfjwYfr06YOFhQXVq1cnKiqKbdu28ebNGwCSkpJIS0ujUKFCWVVkIf6zNB16T09PXF1dMTU1ZdasWXz33XfMnj2bPXv2kJSUpM50O3XqFCtXrsz0GzLzSTdpJ13fs2cPV65c4cWLFwwdOlRdLvqxoJv2QG/dunV4eXmp92uR9aytrZk8eTJGRkaEhYVx9OhRcubMyZAhQ+jatSsPHz5kyZIlai5GfX19unTpwuTJkxkxYkQWl158iqatagdeFEXhq6++wtvbm5SUFAYPHqwG3bp27crcuXPVXWeF7tG+B0dFRXH16lVevnyJhYUFADY2NgwePJgCBQqwbt06daabvr7+B8G2BQsWZNpsSmSt4sWLs3LlSq5cucKaNWs4fvw4gwYNomnTpnTo0IGRI0cydepUpk+fTkJCAmvXrmXGjBmMGTNGcmcKIT6b5HATfygyMpLLly+jKAozZ85UP3d0dOT06dPkyZOHb775hmvXrhEfH09kZKQM3IXIArGxsfTu3Rs7Ozt69Oihfj5r1iy2bt3K3LlzadKkCebm5jx69IjChQvLG9lsZNGiRRw4cIB27dpx9+5dzp8/j5mZGcHBwVhYWGTKP/P+EiZHR0dcXFxo0aJFVl6C+P+0B/BPnz5l+vTpPH36lJkzZ1K7dm2SkpLw9fXlxIkTVKtWjfHjx2NiYpLpNyRnm+56+vQpTZs2pVatWqxatQr4vU1eu3aNPn36UKVKFZydnSlQoIB6nuRX1D3a91JnZ2ciIiKAdy+Zp06dmmk32cuXLxMQEMD169eZOXMmtra2AKxZswZvb2/mzZtH8+bNv/xFiD915coVZs2axcOHD+nXr1+mlxqvXr3CwcGBIkWKZBoHgdyHhRCfR2a4iUzej7/u37+ftWvXcu3aNTVHFLzLEzVkyBDKlSvH06dPsbGxUYNtn1riJIT4ZyiKgqIoJCYmkjt3buD3nG7z5s3D2tqapUuXsmPHDpKTkylWrNgfLkcUuuXKlSvs2LGDOXPmMHLkSFxdXZk3b56666H2TLf3lzAtXrwYNzc3CbbpCO1gm2ZW+MiRI7G2tsbJyYlTp05hamrK4MGD+f777/n555+ZN29epucvSKoGXfL+csNChQoRFBTErVu3GDRoEPD7LOTChQtTsmRJjh8/jqura6bzJNimW7TvpQ8ePODEiRP4+/vj6upKmzZtCAoKUgNwAJUqVaJPnz40b95cXTJ6584dfHx8mDVrlgTbdFjFihVxcnLC3Nyc/fv3c/XqVfW7PHnyYGFhwYMHDz44T+7DQojPIQE3odLuXGzbto3IyEi8vb3p2bMnd+7cYdOmTSQmJqrHt2nThhkzZuDl5cXUqVPVPFDyABLiy9LT08PCwoIyZcqwZs0aMjIyMDY2Ji0tjfT0dIoVK0ZKSgo7duzINFNG2mr2kJCQwOvXr7GyslI/q127NoMGDeLhw4eZlpdqBv+hoaG4urri5OQkS5h0hHawzd/fH29vb+Li4qhWrRp2dnaUKlWKhQsXcurUKXVTExsbG/T19TEyMsri0ouP0a7TkydPsm/fPo4cOUKNGjVwc3Pj5s2batAN3uW3LVu2LJGRkSxYsCCrii0+g6Y/HBAQwNKlS6lduzZVqlShQYMGDBo0iPr16+Pn55cp6Fa1alXGjh2r3osLFy5MaGgorVu3zqrLEJ/J2tqa5cuXk56ezurVq7l27RoAb9684fbt25IyRwjxfyav0wSQudN48+ZNAgICyMjIIHfu3MyaNYvExESCgoLIkSMHLVq0IEeOHOo52oN2eUMrxJenaYuDBg3CycmJcePG4enpiaGhIRkZGaSlpREYGEiZMmWAzMF1oVu060ZTr19//TVfffUVR48epWTJkhgYGGBoaIitrS2lSpXi+fPnDB06lFWrVpE7d27Wr1+vBttkVoXu0DxjFy9ezNatWxk+fLiao6169eoArF69GmdnZ6ZOnUrt2rWZOHEixsbGahJ2SaavO7Q3JXFzc2PLli1YWFhw584d2rRpw6BBg3Bzc8Pe3p727dvTuHFjzpw5Q1paGt988426s6G8+NAt2u0sISGBZ8+ecfDgQWrUqKEeU7p0aXr27Am8C8i9ffs20/JSeNfeTU1NZcfKbKRcuXIsXLiQyZMnM3jwYCpVqoSxsTHJycnMmjULkP6TEOKvk56bAH4fCCxatAgvLy9MTEx4+vQpTk5O7N27F2dnZ2xsbPD19WXv3r0kJSVJx18IHaFpi1WrVqV///7cvXuXJk2aMHHiRDp16sSNGzcoVaqUOmiXzqJuer9uNDvH5smTh8qVK7Nnzx727dunfp+amkqxYsUYM2YM6enpbN++HYCXL1+ycOFCCbbpoMjISCIjI/H398fOzg4rKyuSkpJ48+YN1atXZ8SIEXz99ddMmjSJy5cvY2Ji8sGOs0I3aNqqn58fmzdvxtvbm8jISOzt7YmIiGDp0qVYWloSHByMlZUV58+fJ2/evKxZswZ9fX0yMjIk2KaDNO3s7du36rL9AQMGcOzYMdatW6ceV7p0aezs7KhQoQLnz5//ICWLyJ4qVKiAh4cHZmZmPH78mMaNG7Nx40bZIEEI8X8mmyYI1aZNm1i4cCFBQUHqEjQHBwfi4uIYPnw4TZs2xcHBgYMHD+Lm5ka9evWyushCiP9P89Y1NTWV3377jdDQUBISEjAxMWHKlClqfkUZ4Okm7VkVQUFBXLhwgYcPH9KsWTM6duxI7ty5GT9+PM+fP+ebb76hWrVqbNmyBSMjI3x8fOjUqRPfffed+hZe6CZfX19u3LiBm5sbt2/f5vjx46xfv56cOXPSrFkzhg0bxunTp/npp58YNWqUtFcdFx0djYeHB/Xr16dVq1bs3buXGTNmYGdnx5o1a7C1tWXGjBlYWVmRmpqqLg2WDRJ024YNG/Dx8SE8PBwLCwuePXtGSEgIwcHBTJkyhe7du6vHPn78mMKFC6Ovry+zn/5FLl68yMaNG5k7d67MMBZC/E8k4CZUHh4enD17lrVr1wLv3vJFR0czevRoXrx4wbRp02jatCnLly9n8ODBklNGiC/k/Y7e/yVwJgO87MHNzY0NGzbQqVMnddaajY0NY8aMoWTJkgQFBXHy5EnevHlD4cKF8fDwwMTEhMGDB1OrVi0GDhwIIIM+HRUYGMiiRYsYNGgQBw4coGzZslSqVIknT55w8uRJ1q1bR/78+dXjJUiu25KTkzl69Ci1atXi/v37jB07ln79+tGnTx+1rr/77jtcXFzUHFASlNF9d+7cYcSIEZibm+Pr64uFhQXR0dGsW7eOtWvXMmXKFLp27ZrpHAnI/Pto2qrUrRDifyGjL6E+UDR5ClJTUzExMSE1NRUrKysmTJjAsGHDCAwMxNDQUN0uWwYCQnwZmo7e1q1badu2rZqQ+VMdQM17FE1HESS/oi5at24d1apVo1y5cgBcv36dXbt24enpSa1atQBo3bo1Tk5OLFu2DDc3N4YOHcrw4cN58+YN5ubmwLuXJZcvX2bGjBkykNdx/fv359WrV1y6dIlevXpRt25dSpYsyc2bN/nll194/fp1poCbPGN1m4mJCQ0bNsTIyIhTp05RtmxZOnToAICRkRFt27YlJiYGS0tL9Rxpo7rl/WepoiiUKlUKX19fRo4cyaBBg/D398fKyoqePXuir6/PrFmzsLCwoGnTpup5EpD595Hl/EKIv4PcQYTa+WvatCnXrl3Dz88PQJ3BlpqaSv369TE0NGT16tWkpKQAMhAQ4kuKjY3FycmJRYsWAX/eude069TUVOks6qCHDx/i4+PDunXruHXrFvCuTt++fUuOHDmAdy81bGxsmDZtGocPH+bYsWNqXZqbm3Pr1i1GjRrFtm3bWLVqFSVKlMiy6xF/ThMIHzduHMuXL8fOzo6SJUuSkpLCokWLyJcvn9RhNqR5mXH37l3i4+PR09MjOTmZ48eP07BhQ/z9/dWcbUL3aO6pO3fuBH4Psnz11Vd4e3uTkpLC4MGDiYmJwcrKiq5duzJ37lwaNmyYhaUWX4oEyIUQ/ysZhQmVtbU1jo6OrFy5ksWLF3P58mUePnzI2rVrqVChArNmzeLUqVNERUVldVGF+Nd7f3CWM2dORo4cyc2bN7lw4cInz9NerhQSEsLIkSPVILnQHcWLF2fFihVcuXKFoKAgbt++TZ48eUhKSuL+/fvAu7+BjIwMbGxs+Oabb7h3716m3yhTpgwdO3Zk9erVVKhQIQuuQvwVmoE8vJsZ9fbtW9auXcuwYcN48eIFK1eulMBMNqS533br1o2LFy/So0cP2rZty+PHj/nhhx/U4+TFh+56+vQp9vb2mZbkK4pCiRIlcHFx4cGDB9jb2/PixQsKFy5Mt27dMDQ0VDe2EUIIIT5Fnv4ik44dO+Lm5kZkZCQjR47Ezs6OZ8+e0b9/f3LkyEGJEiWwsLDI6mIK8a+nGZxt2rSJBw8eYGxsTLNmzXj16pW6G+X7tINtoaGheHh40KlTJ4yNjb9YucXnq1ChAvPnz+fKlSsEBASQkZHBkCFDmDFjBmfPnsXIyAh9fX0SExNJSUkhT5486rmawE3jxo0pXrx4Vl2C0PI5KXHf34U2IyODYsWKZdoFTwIz2VPVqlUJCwujcePGdO7cmc2bN0tQRke9H9QuVKgQQUFB3Lp1i0GDBgG/t9XChQtTsmRJjh8/jqura6bzJFWDEEKIPyObJoiPio6O5smTJ6SlpVGtWjX09fVxc3Nj//79BAcHU7BgwawuohD/eqdOnaJ///4UK1aMYcOGUa9ePV6+fEnnzp1ZsmRJptkT7wfbXFxccHJyonnz5llVfPGZrl69yvTp06lUqRLNmzfnyJEjrFmzhkGDBmFmZsa5c+d49uyZOoAXukc7D9RfyW+qfazkRf33kc1qdI92Wz158iQJCQkYGxvToEEDoqKimDhxImXLlsXf3x94tzHG3Llz6dOnD2XLlpU2KoQQ4i+RgJv4Uzdv3sTPz48jR44QFBRE+fLls7pIQvwrfWwjhL59+3LlyhVatWrFy5cv+f7774mPj+fYsWM4Ojp+kPMpLCyMxYsXS7Atm7l69SozZ86kYsWKtG/fnnv37rF+/Xpy5MhBoUKFcHJywsjISIIyOki73fr7+/Ps2TPGjRuHmZnZZ5+XkpIiM1GF+Idpv5hyc3Njy5YtWFhYcOfOHdq0acOgQYN4+fIl9vb25M6dm8aNG3PmzBnS0tJYt24d+vr6cg8WQgjxl0jATfyhtLQ0fv31V7Zt20bHjh0pW7ZsVhdJiH+969evY2FhgaWlJZcuXSIgIIAqVapQqFAhFi5ciKmpKUlJSQwaNAg7Ozt10B4ZGYmDgwOenp6ZZr+J7OHKlStq0G3MmDEULFgw0wBRZsvotsWLF7N9+3YGDBhAixYtKFSo0CeP1a7X8PBw4F1KBxnIC/HP8/PzY/Xq1SxfvhwbGxvWrl2Lo6MjLVq0YMKECejr6zN//nySk5MxNzfHw8MDIyOjP9wdXAghhPgYeWqIP2RoaEiFChWYMGGCBNuE+IcpikJUVBRdu3Zl6dKlHD16lMqVK1OwYEHi4+Np0aIF4eHhVK9enefPn3P69OlMM2RSUlJYuXKlBNuyqYoVK+Lo6MiVK1eYP38+9+/fV4MyiqJIsE2Hbd++ncjISFasWEG/fv0oVKgQKSkpxMfHk5qamulY7WBbWFgYM2fOJF++fBJsE+ILiI6O5vbt20ybNg0bGxv27t2Lp6cnw4cP5/jx47i4uGBkZISPjw9+fn54e3tLfkUhhBD/ZzLDTQghspD24Ftj27ZtnD59moMHDzJo0CBKlCjB7NmzmT9/Po0aNSIxMZFr165RtWrVTIP01NRUjIyMvvQliL/ZxYsXWb9+PQsWLJABXjaxcuVKrl27xtKlS7lx4wanTp0iLCyMjIwMunXrhp2dHSYmJh/Ntejs7EyzZs2y+AqE+G9ITk7m6NGj1KpVi/v37zN27Fj69etHnz59CAwMZNGiRXz33Xe4uLios1Q/9pwWQgghPocE3IQQIotoL0958eIFSUlJ6o6Tb9684fDhw8ybN4/mzZtz+fJlFEVh6dKlmfK2ST6ZfyfNAE+WMOmejw2+N2zYwKxZs+jfvz+HDh3C2tqab7/9lsePH7Nz5042b96MpaWlerzkWhQi62heTvn6+nLu3DlcXV3JlSsXa9eu5eLFi8TExODr6yv3XiGEEP8zWZ8ihBBZQFEUtTPv6enJ/v37iYmJwcLCgoEDB9KgQQN+/PFHqlSpgr+/P4aGhly6dImoqKhMATcJtv076enpZfobEbpBe3ODZ8+ekStXLoyMjOjatSsxMTGcOHGCPn36ULduXUqUKMGDBw+4cOECiYmJ6m8EBgayYsUKFi5cKMu/hcgCmuX5d+/eJT4+Hj09PZKTkzl+/Dht27alVatWwMc3MhJCCCH+CpnhJoQQX5j2DJmVK1cSGBjI9OnTKVCgABEREfz666+0adOGrl27kjdvXhISErh9+zY7d+5k0qRJkstLiC8sODgYOzs7NcDt7e3Nrl27MDMzo2rVqkyYMAFTU1MSExMxMzNDURRSU1MZMWIEGRkZ+Pv7qwP3YcOG0bJlS9q1a5eVlyTEf97PP/9Mr169+Prrr9Vg+ubNm+UZK4QQ4m8jATchhPhCHj58qC4ZTU9PJyEhgcGDB9O2bVvs7OzU4xYvXsz+/ftxcnKiRo0aH/yO7FYpxJdz7Ngxpk+fjq2tLYsWLWLPnj3Mnj0be3t7rly5wuXLlzE1NWX58uWYmZnx5s0bdu3axbZt24iPj2fDhg1q0nVpt0LolitXrrB3717Mzc3p378/hoaG0laFEEL8bSTgJoQQX8DUqVOJjY1l9OjRVKxYEYD4+Hh69uxJz5496dGjR6blat26daNIkSJ4eHhkZbGF+M9LTExky5YthIeHU6ZMGcqWLUuhQoVo06YNGRkZHDhwAB8fH8zNzVm+fDlGRkaEhYVx+/Ztpk+fLgN4IbIRaatCCCH+TpKYQAgh/mHdu3fn2LFjPH/+nODgYC5dugRArly5sLCwYOfOnQAYGxuTkpICQPny5SU/mxBZLC0tDTMzM9q2bUu3bt24ffs2vr6+mJiYAKCvr0/Dhg0ZNmwYCQkJjB49mtTUVHr16sXs2bMxNDQkPT1dBvBCZBPSVoUQQvydJOAmhBD/IC8vL5KSkjh+/Djjxo3j0aNHhIaG8ssvvwDg4ODArVu3mDhxIvD7JgjXr18nb968WVVsIf7z3rx5ow6+r1+/Trdu3ejSpQvm5uZs2LCBjIwMAIyMjGjYsCFDhw7l7t27uLu7Z/odCZwLIYQQQvw3yWscIYT4ByUkJKgbJFy/fp2UlBRu3rxJSEgIRkZGVKhQgfnz5zNr1ixat25NkSJFeP36NfHx8Tg4OGRx6YX4b9q7dy+RkZG4u7vj7u7Opk2bOHz4MO3atUNPT4+QkBAcHBxwdnZGX18fQ0NDGjZsSN68efn222+zuvhCCCGEEEIHSA43IYT4B2h2Io2KimLWrFkYGBjw9OlTDhw4wMmTJ/Hz86NUqVIMGjQIa2troqOjCQwMBMDMzIwRI0ZI7ichssj169dp3749pUuXJjo6mrVr11KuXDkAkpKSiIyMZMOGDXzzzTc4OzurQXWN9PR0mdkmhBBCCPEfJwE3IYT4hw0cOJATJ07w/fff4+/vD8C2bdsIDAykdOnS9O3bl0qVKn1wngzahfjyNEFuBwcHIiMjqVOnDm5ubuTLl089RhN027hxIwULFmTFihUfBN2EEEIIIcR/m+RwE0KIf1BcXBxGRkaMHj2aJ0+eMGHCBADatGlD//79uXv3LiEhIZw/f/6DcyXYJsSXo3n/qGl31apVw93dnQsXLjB79mweP36sHmdqakr79u1p27YtuXPnRt5dCiGEEEKI98kMNyGE+Ielp6ejr69PREQEq1atokKFCri5uQGwfft23N3d6dSpEyNHjszikgrx35SRkYG+/rt3kC9fviR//vzqd5cuXaJ3797Ur1+fqVOnUrhwYQAOHz5Mw4YN1eXj2r8hhBBCCCGEBNyEEOILSUxMZNeuXfj7+2cKup04cYLatWvLjDYhstjy5cs5duwY6enpdOnShQYNGmBpacnly5fp3bs3derUoUOHDmzcuJG7d++ye/du9PT01KCbEEIIIYQQGhJwE0KILygxMZHdu3cTEBCAlZUVq1atUr+TnG1CfFnagbKwsDDc3d0ZM2YMx44d49mzZ1SrVo2BAwdSuHBhrl69yvjx48mZMycmJiYEBwdjZGQkwTYhhBBCCPFREnATQogvLDExkc2bN3P+/HlcXFxkGZoQWezixYts3bqV2rVr07RpUwB8fX3Zv38/lStXZtCgQRQuXJiXL18SHx/PV199hb6+vuwiLIQQQgghPkkCbkIIkQWSk5MxNjaW3E9CZLFjx47h6OhIYmIiCxcu5Pvvv1e/8/X15cCBA1SuXJkBAwZQpEgR9Ttpt0IIIYQQ4o9IT1EIIbKAiYmJmvtJBu1CZJ169erRuHFjUlJS2Lt3L/Hx8ep3Q4YMoVmzZhw+fJg9e/ZkOk/arRBCCCGE+CMyw00IIYQQ/wl/NCtt4cKFnD59mhYtWtCrVy/Mzc3V77Zu3Urr1q0lx6IQQgghhPhsEnATQgghxL+edrAtMjKSGzduYGJiQrly5WjRogUAjo6OnD9/nh9++OGDoBvIxiZCCCGEEOLzScBNCCGEEP8ZixYtYsuWLdjY2JCQkMDZs2fp168fDg4OwLug2y+//EKtWrUYMWIEZmZmWVxiIYQQQgiRHcnWWkIIIYT4Tzh16hRbt27F29ubatWqkZyczIEDB3BwcCBHjhyMGzeOGTNmMHXqVGJiYjA1Nc3qIgshhBBCiGxKAm5CCCGE+E+IiYkhb968VKpUCXi3eUmrVq148+YNrq6uNG3alEqVKrFw4UIyMjLUjU309PSyuORCCCGEECK7kS22hBBCCPGvk5GR8cFn+fLl49GjR1y/fh0ATVYNGxsbjIyMSExMVI/V19dXg25CCCGEEEL8VRJwE0IIIcS/ivYGCUePHmXnzp3cunWL8uXLU7NmTYKDg7l27ZoaTLOwsCBv3rykpqZm+p1P7WgqhBBCCCHEn5FNE4QQQgjxr+Tm5sbatWuxtLTk8ePHzJs3j+TkZHbt2oWRkRFt2rTB0tKSVatWERcXx4YNG2QXUiGEEEII8beQgJsQQggh/hU0+dYUReHx48fY29szefJkvv76azZu3IiHhwfTpk3D1NSUc+fOsXXrVsqUKUPevHnx9fXFyMiI9PR0CboJIYQQQoj/mQTchBBCCJHtaS8jjYuLIy4ujoiICMaNG6cG0IKCgli8eDH29vZ07dpVzdmWP39+9PT0SEtLw9BQ9pMSQgghhBD/O+lVCiGEECLb0wTbPDw8OHHiBPfu3aNIkSJ06NCBUqVKAdCvXz8AXFxcePnyJSNGjMDU1BR4F7CTYJsQQgghhPi7SDZgIYQQQmRb2ruR7tixg4iICNq1a0fHjh158OAB4eHhPH78WD2mX79+jB49mrNnz5IjRw71c9kgQQghhBBC/J1kSakQQgghsr0zZ86wa9cuqlSpQvv27QEICQnB19eXNm3a0KNHD4oWLaoer53vTbNbqRBCCCGEEH8XWTshhBBCiGzt+fPnTJ8+nRcvXlCyZEn1czs7OwB8fX0xMDCgc+fOFC9eHECCbUIIIYQQ4h8l6yeEEEIIka0VLFgQLy8vLC0tOXLkCDdu3FC/s7OzY+jQofj5+XH8+PFM50mwTQghhBBC/FNkSakQQggh/hWuX7/O1KlTqVSpEn369KFs2bLqd3v37qVJkybqjqVCCCGEEEL8kyTgJoQQQoh/jatXrzJjxgwqVqxI3759KVOmTKbv09PTJegmhBBCCCH+cRJwE0IIIcS/ytWrV5k1axZFihRh8uTJat42IYQQQgghvhTJ4SaEEEKIf5UKFSowa9YscubMmWlnUiGEEEIIIb4UmeEmhBBCiH8lzS6kGRkZ6OvLO0YhhBBCCPHlSMBNCCGEEP9amqCbEEIIIYQQX5K87hVCCCHEv5YE24QQQgghRFaQgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/o/8HhyYQ30E2tNgAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Investissement:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_investissement \n",
|
||
"0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n",
|
||
"1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Sécurité\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.7984 0.3113 180\n",
|
||
" 3 0.6484 0.4722 180\n",
|
||
" 4 0.6613 0.5310 61\n",
|
||
" 5 0.7217 0.4865 61\n",
|
||
" 6 0.7004 0.6374 44\n",
|
||
"→ K retenu : 2 (silhouette=0.7984)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_sécurité \n",
|
||
"0 983 84.5\n",
|
||
"1 180 15.5\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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5Pxs0aBDc3d2xa9cuTJ8+HZqamrC3t0dQUBCSkpLkTi7lJTY2FgsXLsTAgQOlZYcOHcKlS5ewbds2NGnSRFpeq1YtzJ8/Hzdv3kSjRo1w8eJFpKenY+PGjTITmCtLVu+T2rVry1V/8ODBcHJykimzsbHBL7/8ghs3bsgcOwDUqVMHK1euzNHOs2fPsHv3bumPfObm5hg1ahR+/fVXHDt2TJpoMTAwgLu7O65du5bn/IQPHjzAsWPHMHz4cMydOxfA52Hdrq6uePToUa7b1K1bF0uXLpXef//+Pf744w+ZhNv27dtlnleOjo4YNWoUAgMDpQm35ORkLF68GNbW1ti2bZvMBPF5JV2+lJKSgoSEBIhEIty8eRO+vr4oXbo02rZti0ePHiE4OBj9+vXD4sWLpcdmaGiIgIAAXL58WdojDvicyNy0aRNatWols48FCxagatWqOZ77IpEI69evR5MmTdC5c2dp+fLly2FgYIA9e/ZIE3/t27dHr1694O3tjWXLlsl1bACwZ88ehIeH4/fff5fOGzxw4EAMHToUa9asQZ8+ffJMupQvXx49e/bEwYMH0aZNG9ja2qJRo0Zo06YNzMzMZOoGBgbi5cuXCA4Oli40MHDgQJQvXx6bN2+Gk5MTKlWqhMuXL+PAgQMYOnQo3NzcpNs7OTnJfc5yk9dzPbsePXrkeS5Wr16NzMxMHDlyRJqkGjRoEH755Rf4+Phg4MCBeQ4PzsjIQGRkZL7vSePGjZO+lzRo0CDXOps2bZJrMQMTExNpsj4vmzZtgq6uLlq3bp3jsapVq0IsFiMiIiLXxB8REVFxUaCEm6enJ4DPb5ROTk6FMpcKEdGPJiUlBYDiPaQKIiupdPbsWdSpUwcaGhpyb/v+/XtcvnwZU6ZMkcacpWXLlvD29kZMTAwqVKggLe/fv79c867p6+vjzZs3uHv3rtxfmEJDQ5GRkSEdbpXF0dExz4RbVo+PLE2aNMGWLVvw6tUr1KlTBwBkvoSmpKRAJBKhSZMm2LNnDyIiIqT1CoumpmaOOZaOHz8OMzMz1KxZU2bIa1Yy5MqVK2jUqBH09fUBAKdOnUKfPn3y7bX1PRT0uZz9b/3p0yd8+PBB+uX9wYMHORJu2ZOS2Zmbm8v0qM9qo3nz5jKrZGaVv3z5Ms+E24ULFwAg1+dVbkMCc4urSZMm+Ouvv2R63GQ/1uTkZKSnp8PW1hb//POPNOF78eJFfPjwAWPHjpVJtgHIdeqO3HzZc8nExAQrVqxAhQoVcPDgQQDAyJEjZeo4OTkhICAA586dk0m4ValSJUeyraDevn2LsLAwjB49WppsAz4nlOzs7HDu3LkCtXf+/HmUK1dOZj46DQ0NDB06FL/88guuXbuGtm3b5rm9p6cnrK2tsX//fvz111/466+/sGzZMjRv3hzLly+Xvn4dP34cjRs3hr6+vsw1aGdnhw0bNuDatWvo3r07Tp48CYFAIB31kZ285yw3eT3X5SGRSHDy5En89NNPOeama9myJY4ePYoHDx6gcePGuW6fmJgIiUQifX3JTVxcHAwMDFCuXLk86/Ts2TPPfWT35XP9S+vXr8elS5cwf/78XGPKKvtyKDoREVFxo9Cswbl9yCAiIvlkfSH/8OFDke/L1tYWnTp1go+PD7Zs2QJbW1u0b98e3bp1++rk5JGRkZBIJFi7di3Wrl2ba534+HiZhJu8Q8XGjBmDS5cuoV+/fjA1NYW9vT1+/vnnfL+svX79GgByzDFUpkyZPIcnZU++AP99UUtKSpKWPXnyBGvWrMHly5dzJBaTk5PlOp6CqFChQo6//YsXLxAeHi6dT+9L8fHxAIAuXbpg3759cHNzw8qVK9GiRQt06NABnTt3zjf59v79e6SnpysUr4GBQZ7PlezP5fy+rGePw8fHByEhIdJjypLb3zqv51OlSpVk7mcllitWrJhrfNnP95dev34NoVCYY1+mpqZ5bpPX8yoxMVG6zxs3bsDb2xu3b9/OMcwuK+GWNfyzVq1aee7ra9zd3VGjRg2oqanB2NgYNWrUkD4XXr16BaFQmOOaKVeuHPT19fHq1SuZ8oIM9cxL1nVao0aNHI+ZmZnhn3/+KdACGK9evYKpqWmO53dWD7Ws/eVFKBRiyJAhGDJkCN69e4ebN29i9+7dOH/+PKZPny6dV+/Fixd4/PhxntdgVhIrMjIS5cuXl0kmFoZv+dsnJCQgKSkJe/bswZ49e/Ks8zX59dD7/fffMWvWLDg5OWHnzp055r8DPvc8q1q1qvyB5yIkJARr1qxB3759cyTB5YmTiIioOJE74darVy9s2bIFBgYG6NmzZ76/4skzkS0R0Y9KV1cX5cuXx5MnTxRuI6/X4OwT/WfV8/Lywu3bt3HmzBlcuHABc+fORWBgIPbs2ZNvz6SsicKdnJzy7PXy5Rf5r/VcyGJmZobjx4/j7NmzuHDhAk6ePImdO3di0qRJmDJlilxtyCOvJFTWF7akpCQ4OjpCV1cXU6ZMQbVq1VCqVCk8ePAAK1asyDFZem7yOhd5bZvbsC6xWIzatWtL54f7UlYiqXTp0tixYweuXLki/duFhIRgz549CAgIyLN34eTJk3H16tWvHktugoKC8uwdVrNmTQDAv//+m6N3Wm6mTZuGW7duYdSoUahbty60tbUhFosxevToXL9E5/V8yus48yov7C/oX3teRUZGYsSIEahZsyZcXFxQqVIlaGho4Ny5c9iyZYtczyt5WVtbf3XeMHl7XuW3IqkqKFu2LNq1a4d27dph6NChuHr1Kl69egUTExOIxWLY29tj9OjRuW6bNcxUHvK+Pmcn72tnbrKeT927d0evXr1yrZPbIjtZDAwMIBAI8k1MN23aFGvWrMHkyZMxatQobNu2LcfqtB8+fMh37s4sampquQ6Jv3jxImbPno3//e9/WLhwYZ7bZ8WZ2/xuRERExYncCbd27dpJf+FW9nLpREQlXdu2bbFnzx7cunVLocVmsvfUyt6zKK/eHjY2NrCxscH06dNx5MgRzJw5EyEhIejXr1+eXw6zeipoaGjAzs6uwDF+jba2Nrp06YIuXbpAJBJh8uTJWL9+PcaNG5frl8+sXkWRkZEyvSjevXuHxMREhWK4evWqtNdV06ZNpeVfrjgK5P0lOuvv/2UPrS97D+WnWrVqePToEVq0aPHV5IhQKESLFi3QokULuLq6Yv369Vi9ejWuXLmS53maM2dOvl+m85PfkNq2bdvC398fhw8f/mrCLTExEaGhoZg8ebJMT/nnz58rFFdhqVy5MsRiMaKiomSSKi9evFC4zdOnT0MkEmHdunUyveGyr1gL/JewfvLkSb496hSVlUh68eKFzJxlcXFxSEpKgomJSaHvM+t4nz17luOxiIgIlC1btkBTkpiYmODx48cQi8Uyic6IiAiZ/RWUpaUlrl69itjYWOnqnKmpqV99ratWrRr++ecfvH//Ps9eblk9br+85r7WG09RhoaG0NHRgVgsVui1Wl1dHdWqVcv1dS87BwcHLFmyBC4uLhg3bhwCAgJkkrQBAQEKz+F2584dODs7w9LSEmvWrIG6et5fUaKioiAUCnPtRUlERFScyJ1wy/pwnJmZiWbNmsHCwkKu4SNERJTT6NGjceTIEbi5uWHr1q3S1f2yREZG4syZM3muwJf1Rf3atWvSia5TU1OlczZlSUxMhL6+vkwSp27dugA+T3gOQLpy35dfDo2MjGBra4s9e/bA0dER5cuXl3k8ISFB4Yn73717J9M7QVNTE2ZmZjh//jzS09NzTbi1aNEC6urq2LVrF+zt7aXlO3bsUCgG4L+eStl7QIlEIukws+y0tLRyHfaY/Vxk/W0zMzOxd+9eueP46aefcO7cOezduxcDBgyQeezjx48Qi8XQ1tbO9Uv+l+czN5aWlnLHUhANGzZEq1atsG/fPrRu3TrHD3IikQirV6/GnDlz8ux9tnXr1iKJTV4tW7bE6tWrsXPnTumiCcDnRQ8UlXWs2Z9XycnJ2L9/f4596+jowN/fH61atcqxaMK3zAkGAG3atMGqVaukq/NmCQwMlD4uD21tbbkTtuXLl0fdunVx8OBBjBs3TvpZ8d9//8XFixelCx/Iq3Xr1vjnn38QEhIincctIyMD27Ztg7a2tkyi/EuxsbFITEyEubm5TLlIJEJoaKjMcNuffvoJ3t7euHDhQo4evUlJSdDW1oa6ujo6duyIHTt2wMfHR2bRBOC/c6arq4uyZcvi+vXrMnPs5fa6UlC5nQs1NTV06tQJR44cwbhx43IsYiLPa7WNjY1cvWB79uyJpKQkLFmyBJMnT4afn590blBF53ALDw/H2LFjYWJiAn9//6/2tHzw4AHMzc1z9LAjIiIqbgo8h5uamhqcnJwQEhLChBsRkYKqVauGFStWYPr06ejSpQt69OiB2rVrQyQS4datWzh+/HiOifWzs7e3R+XKlTFv3jxERERATU0N+/fvR9myZWV6UQQHB2PXrl1o3749qlWrhg8fPmDv3r0yq7+VLl0a5ubmOHbsGKpXr44yZcqgVq1aqF27NubPn4/BgwejW7du6N+/P6pWrYq4uDjcvn0bb968weHDhxU6/lGjRsHY2BiNGjWCkZERIiIisH37drRp0ybPFQeNjY0xbNgwBAQEYPz48WjVqhUeP36M8+fPo2zZsgolJxo2bAgDAwO4uLhg6NChEAgEOHToUK5DEOvXr4+QkBB4enrCysoK2tracHBwQK1atWBjY4NVq1YhMTERBgYGCAkJQUZGhtxx9OjRA8eOHcP8+fOlCyRkZmYiIiICx48fx6ZNm2BlZQVfX19cv34dbdq0gYmJCeLj47Fz505UrFhRri+6RWH58uVwcnKCs7Mz2rZtixYtWkBLSwsvXrxASEgI3r59izlz5kBXVxdNmzbFpk2bkJ6ejgoVKuDixYtf7VVT1CwtLdGpUyds3boV79+/R4MGDXDt2jVpzztFnlf29vbQ0NDA+PHjMXDgQHz48AH79u2DkZERYmNjpfV0dXXh6uoKNzc39O3bFz///DP09fXx6NEjfPz4sUCreeamTp066NWrF/bs2YOkpCQ0bdoU9+7dQ3BwMNq3by+zYEJ+6tevj9DQUAQGBqJ8+fKoUqVKnitVAsDs2bMxZswYDBgwAH379sXHjx+xfft26OnpFXge4AEDBmDPnj1wcXHBgwcPYGJighMnTuDmzZuYO3dunq8XAPDmzRv069cPzZs3R4sWLWBsbIz4+HgcPXoUjx49wvDhw6WJqFGjRuH06dMYP348evXqhfr16yMtLQ3//vsvTpw4gVOnTsHQ0BDNmzdHjx49sG3bNrx48QKtWrWCWCzGjRs30KxZMzg6OgIA+vXrhw0bNmDevHmwtLTE9evXc+31V1B5nYsZM2bgypUr6N+/P/r16wdzc3MkJibiwYMHCA0N/WoyrV27djh06BCePXv21Z5jw4YNQ2JiInx8fDBnzhysWLECQqFQoTncUlJSMGrUKCQlJWHUqFE4e/aszOPVqlWT6QWenp6Oa9euYdCgQQXaDxERkTIotGhCrVq1EBUV9c0ToxIR/cjatWuHw4cPY/PmzTh16hR27doFTU1NWFhYwMXFBf37989zWw0NDfj4+GDhwoVYu3YtypUrh+HDh0NfX19mHjBbW1vcu3cPISEhiIuLg56eHqytrbFixQqZ1/DFixfDw8MDnp6eSE9Ph7OzM2rXrg1zc3Ps378fPj4+CA4Oxvv372FoaIh69eph0qRJCh/7gAEDcOTIEQQGBiI1NRUVK1bE0KFDMXHixHy3mzlzJkqXLo19+/YhNDQUNjY22Lx5MwYPHvzVRSByU7ZsWaxfvx7Lli3DmjVroK+vj+7du6NFixYYNWqUTN3BgwcjLCwMBw4cwJYtW2BiYgIHBwcAwIoVK+Du7o4NGzZAX18fffv2RbNmzXKsDpkXoVAIX19fbNmyBYcOHcJff/0FLS0tVKlSBUOHDpV+AXZwcMCrV6+wf/9+aS9BW1tbTJ48WWm9PQwNDbF7927s3LkTISEhWL16NdLT06V/n2HDhknrrly5Eh4eHti5cyckEgns7e2xcePGb14Z81stW7YMxsbGOHr0KP766y/Y2dlh9erV6Ny5s0LPq5o1a8LLywtr1qyRtj1o0CAYGhrK9KIDPidmjIyMsGHDBvj5+UFdXR01a9bMsfqoohYvXowqVaogODgYf//9N4yNjTFu3LgCJb5cXFzg7u6ONWvW4OPHj+jVq1e+CTc7Ozts2rQJXl5e8PLygrq6Opo2bYpZs2YV+LNj6dKlsW3bNqxYsQLBwcFISUlBjRo14Onpme+PEsDnhRvmzp2Lc+fOYefOnYiPj4empiZq166NxYsXo2/fvtK6Wlpa2LZtG/z9/XH8+HEcPHgQurq6qF69eo7ry9PTExYWFvjjjz+wfPly6OnpwdLSUiYxNGnSJCQkJODEiRM4duwYWrdujU2bNuW5KIO88joXxsbG2LdvH3x9ffHXX39h165dKFOmDMzNzTFz5syvttu2bVuULVsWx44d++rrMPB5XsjExETpXG75zbmWn/fv3yM6OhrA59eHL/Xq1Uvm7xoaGor379/nOVcdERFRcSKQKDCT8Pnz57Fq1SpMnToV9evXzzEXR36/NhIRERWmrJ4706ZNw4QJE5QdDqmIsLAw9OzZE7///nuBh0ESlUS+vr44cOAATp48mecQcGWbOHEiBAIBfH19lR0KERHRVynUw23s2LEAgAkTJsgMtciauyIsLKxwoiMiIsrm48ePOeb3yZoDzNbWVhkhkQrI63klFArznSOMSJWMGDEC27dvx9GjR4tlkjk8PBxnz57NMVcpERFRcaVQwi0oKKiw4yAiIvqqkJAQBAcHo3Xr1tDW1sbNmzfx559/omXLlkqbw4xKvk2bNuH+/fto3rw51NTUcP78eZw/fx4DBgxApUqVlB0e0Xeho6OD0NBQZYeRJzMzMzx8+FDZYRAREclNoSGlREREyvDgwQP8/vvvCAsLw4cPH2BkZISOHTti2rRp0NHRUXZ4VEJdvHgRPj4+CA8PR2pqKipVqoQePXpg/PjxUFdX6LdJIiIiIvrBKZRwu3btWr6Pc/gFERERERERERH9qBRKuNWpUydnQ9nmcuMcbkRERERERERE9KNSaJzElz3c0tPTERYWhrVr12L69OmFEhgREREREREREVFJVKhzuF29ehW//fYbDhw4UFhNEhERERERERERlSiFOhOwkZERnj17VphNKkyzoZOyQ6Ai4HT7tLJDoCIQYOOg7BCIiH5YfG9VTXxvVU28XlXTmlROyaSKSmtpKTuEYmG8oLpc9dZLnhdpHMqgUMLt0aNHOcrevn2LjRs35jq/GxERERERERER/Vg0hYKvV1JRCiXcevbsCYFAgC9Ho9rY2GDJkiWFEhgREREREREREZVcaj9uvk2xhNupU6dk7guFQhgaGqJUqVKFEhQREREREREREZVsaoIfN+OmUMLNxMSksOMgIiIiIiIiIiIV8iMPKRUqstHixYsRFBSUo3z79u0cUkpERERERERERFATyHdTRQol3E6cOIFGjRrlKG/YsCFOnDjxzUEREREREREREVHJpiYQyHUrqB07dsDBwQFWVlbo168f7t69m2/9pKQkLFy4EC1btoSlpSU6deqEc+fOKXpYclFoSOn79++hp6eXo1xXVxfv3r375qCIiIiIiIiIiKhk0yiCOdxCQkLg6emJhQsXokGDBti6dStGjRqF48ePw8jIKEd9kUiEkSNHwsjICGvXrkWFChXw+vVr6OvrF3ps2SmUcDM1NcWFCxdgamoqU37+/HlUrVq1UAIjIiIiIiIiIqKSqyiGiwYGBqJ///7o06cPAGDhwoU4e/Ys9u/fj7Fjx+aov3//fiQmJmL37t3Q0NAAAFSpUqXwA/uCQgm3ESNGwMPDAwkJCWjevDkAIDQ0FIGBgZg7d26hBkhERERERERERCVPYa9SKhKJ8ODBA4wbN05aJhQKYWdnh1u3buW6zenTp2FjY4NFixbh1KlTMDQ0xM8//4wxY8ZATU2tUOPLTqGEW9++fSESibB+/Xr4+fkB+Lxy6YIFC9CzZ8/CjI+IiIiIiIiIiEogeXu4iUQiiEQimTJNTU1oamrKlL179w6ZmZk5ho4aGRkhIiIi17ZfvnyJy5cvo1u3btiwYQMiIyOxcOFCZGRkwNnZWf6DKSCFEm4AMHjwYAwePBgJCQkoVaoUdHR0CjMuIiIiIiIiIiIqwTSF8mXc/P394ePjI1Pm7OyMyZMnf3MMEokERkZG8PDwgJqaGiwtLRETE4PNmzcXz4RbRkYGrl69isjISPz8888AgJiYGOjq6jL5RkRERERERET0g5N3SOmoceMwcuRImbIve7cBQNmyZaGmpob4+HiZ8vj4eBgbG+fadrly5aCuri4zfLRmzZqIjY2FSCTKdT+FQa6EW1paGrS0tKT3X716hdGjRyM6OhoikQj29vbQ1dXFxo0bIRKJsGjRoiIJloiIiIiIiIiISgZ5h5TmNnw0r3r169dHaGgo2rdvDwAQi8UIDQ2Fo6Njrts0atQIf/75J8RiMYRCIQDg+fPnKFeuXJEl2wBAKE+lLVu2YM+ePdL7S5YsgaWlJa5evYpSpUpJyzt06IDLly8XfpRERERERERERFSiaAoFct0KYuTIkdi7dy+Cg4MRHh6OBQsWIC0tDb179wYAzJ49GytXrpTWHzRoEN6/f48lS5bg2bNnOHv2LPz9/TFkyJBCPdYvydXDrXv37pg6dSrevHmDqVOn4saNG9i1a1eOTKCJiQliYmKKJFAiIiIiIiIiIio55O3hVhBdunRBQkICvLy8EBsbi7p162LTpk3SIaXR0dHSnmwAUKlSJWzevBmenp7o3r07KlSogGHDhmHMmDGFH1w2ciXcTExMsHPnTnh6egL43F1PLBbnqPfmzRvO30ZERERERERERHLP4VZQjo6OeQ4h3bZtW46yhg0bYu/evUUSS17kGlIKfB4nO3/+fACAvb09tm7dKvP4hw8f4O3tjTZt2hRuhEREREREREREVOIUxZDSkkKhVUpdXFwwatQodOnSBSKRCDNnzsTz589RtmxZrFq1qrBjJCIiIiIiIiKiEqYohpSWFAol3CpWrIhDhw4hJCQEjx49QmpqKvr27Ytu3bqhdOnSBWorNjYWd+7cQVxcHADA2NgYDRo0QLly5RQJjYiIiIiIiIiIioGiGlJaEiiUcAMAdXV1dO/eHd27d1do+9TUVLi7uyMkJAQCgQAGBgYAgMTEREgkEnTt2hWLFi2ClpaWoiESEREREREREZGSqKnLPZOZylHoyIODg3H27Fnp/eXLl6NJkyYYOHAgXr16JVcbS5Yswb179+Dv74+7d+/i0qVLuHTpEu7evYsNGzbg7t27WLJkiSLhERERERERERGRkgnVBHLdVJFCCbf169ejVKlSAIBbt25hx44dmDVrFsqUKSNdyfRrTp48CU9PT7Rq1QpqamrScjU1NbRs2RJLly7FiRMnFAmPiIiIiIiIiIiUTKAmlOumihQaUvrmzRuYmpoCAP7++2906tQJAwYMQKNGjTB06FC52hCLxdDQ0MjzcQ0NDYjFYkXCIyIiIiIiIiIiJROoaO81eSiURtTW1sb79+8BABcvXoSdnR0AoFSpUvj06ZNcbfzvf/+Du7s7Hj58mOOxhw8fYsGCBWjbtq0i4RERERERERERkZKpaajJdVNFCvVws7Ozg5ubG+rWrYvnz5+jTZs2AIAnT57AxMRErjbc3d0xY8YM9O7dGwYGBjA0NAQAJCQkICkpCS1btoS7u7si4RERERERERERkZKp6vxs8lAo4TZ//nysWbMG0dHR8PLyQtmyZQEADx48QNeuXeVqw8DAAJs2bUJ4eDhu376NuLg4AICxsTFsbGxgZmamSGhERERERERERFQM/MhDShVKuOnr6+fa+2zKlCky9xcsWIApU6ZIe6/lxszMjMk1IiIiIiIiIiIVo6apmsNF5VGkS0EcPnwYHz58KMpdEBERERERERFRMSQQCuS6qSKFerjJSyKRFGXzRERERERERERUTAnVirSfV7FWpAk3IiIiIiIiIiL6MQk1f9yEm1KPPDMzE9euXUNSUpIywyAiIiIiIiIiokImVBPKdVNFSj0qNTU1ODk5ITExUZlhEBERERERERFRIROoCeS6qSKlDymtVasWoqKiULVqVWWHQkREREREREREhURNg6uUFonu3btDR0cn3zrTpk3DsmXLcObMGbx9+xYpKSkyNyIiIiIiIiIiKnmEagK5bqpI4R5uSUlJ+OOPPxAeHg7gc0+1Pn36QE9PT1pn4cKFX21n7NixAIAJEyZAIPjvjyyRSCAQCBAWFqZoiEREREREREREpCRFNVx0x44d2Lx5M2JjY1GnTh38+uuvsLa2/up2R48exS+//IJ27drBz8+vSGLLolDC7d69exg9ejRKlSolPaDAwECsW7cOAQEBqF+/vtxtBQUFKRICEREREREREREVY4IiWBAhJCQEnp6eWLhwIRo0aICtW7di1KhROH78OIyMjPLcLioqCsuWLUOTJk0KPabcKJRw8/T0hIODAzw8PKCu/rmJjIwMuLm5YenSpdixY4fcbdna2ioSAhERERERERERFWNqGoWfcAsMDET//v3Rp08fAJ9HV549exb79++XjqL8UmZmJmbOnInJkyfjxo0bSEpKKvS4vqTQkd+/fx+jR4+WJtsAQF1dHaNHj8b9+/cL3N7169cxc+ZMDBw4EDExMQCAgwcP4vr164qER0RERERERERESiZUE8p1k5dIJMKDBw9gZ2f33z6EQtjZ2eHWrVt5bufr6wsjIyP069fvm46nIBRKuOnq6iI6OjpHeXR09FcXSfjSiRMnMGrUKJQuXRoPHjyASCQCAKSkpMDf31+R8IiIiIiIiIiISMkEagK5biKRKMcimln5oezevXuHzMzMHENHjYyMEBcXl2sM169fxx9//AEPD48iOca8KJRw69KlC+bNm4eQkBBER0cjOjoaR48ehZubG7p27VqgttatW4eFCxdi8eLFMj3mGjVqhIcPHyoSHhERERERERERKZlQQ12um7+/Pxo3bixzK4xOWCkpKZg9ezY8PDxgaGhYCEckP4XmcJs9e7b038zMzM8Nqatj0KBBmDlzZoHaevbsWa4T1unp6X2XMbVERERERERERFT45B0uOm7cOIwcOVKmTFNTM0e9smXLQk1NDfHx8TLl8fHxMDY2zlH/5cuXePXqFSZMmCAtE4vFAIB69erh+PHjqFatmlwxFpRCCTdNTU24ublhxowZiIyMBABUq1YNWlpaBW7L2NgYkZGRqFKlikz5jRs3ULVqVUXCIyIiIiIiIiIiJZN3lVJNTc1cE2y51atfvz5CQ0PRvn17AJ8TaKGhoXB0dMxRv2bNmjhy5IhM2Zo1a/DhwwfMmzcPFStWlCs+RSiUcMuipaUFCwuLbwqgf//+WLJkCZYuXQqBQICYmBjcunULy5Ytw8SJE7+p7ZJs/oSecOrVGmX0tHHpzlNMXhqEp5Fv892mcrkyWDq1HzrZW0G7tCbCX77F6AUBuPnwOQBAdCsg1+1cVu/FqqDjhX0IlE2biUPRcdY46Fcsh6g7YdgzeT6eX7uTZ30tA330WDITDXt3hrahARJevMK+aYtw/9hZAMCSZ//AqHqVHNud9Q3Cbmf3ojoMygWvVdXE86qaeF5VD99fVRevV9XCa1U17d69G1u3bkVcfDxq164NlzlzYGVllWf9kydPwtfPD69fv0a1atUwbepUtGrVSvq4RCKB37p1OHDgAJKTk2FjY4N5c+fC1NT0exwOFRGhxjelnXI1cuRIzJkzB5aWlrC2tsbWrVuRlpaG3r17A/g8GrNChQqYMWMGSpUqhdq1a8tsr6+vDwA5ygub3Efu7OyM3377Dbq6unB2ds63ro+Pj9wBjB07FmKxGCNGjEBaWhocHR2hqakJJycnDB06VO52VMnMET9h0qD2GOW+Cc9fxWHBxF7403cGGvSZh0+ijFy3KaOnjbNb5uLctUfo5rwace+SYV6tAt4nfZDWqdp+msw2neytsWH+CASfulGUh/PDa9z/Z/Rd5Yad493w/MotOExzwuQTQVhg4YDk2Pgc9dU0NDD1r21IfhuPDX0n4P2rGBiamiD1/X9DrD2bdodQTU16v7JlbUz7ewdu7gv5LsdEn/FaVU08r6qJ51X18P1VdfF6VS28VlXT8RMnsGLlSrjNmwcrKyvs2LEDEyZOxKFDh2CUyzxZt2/fhourK6ZMnozWrVsj5NgxTJs+Hbt370Ytc3MAQOCWLdi1cyc8PDxgYmICXz8/TJg4EcEHDqBUqVLf+xCpkAiyXauFpUuXLkhISICXlxdiY2NRt25dbNq0STqkNDo6GkKhQksWFCq5E256enq5/v9bCQQCTJgwAaNGjUJkZCRSU1NhZmZW4NVOVcnkwR3gufEIjpy9DQAY+esmRP29Bj3aNsLeE1dz3WbWyC6IepOAMQv+++Xu+WvZFTpi4mXnxOv+PxucvfYIz17FFu4BkIz2v4zGxY27EbplHwBg5/h5sOrqADun/jixbF2O+nZO/aFjWAbL7fpAnPH5Q2X8iyiZOilxCTL3O7lMwNunz/HvuctFdBSUG16rqonnVTXxvKoevr+qLl6vqoXXqmratm0bevfujZ49ewIA3NzccP7CBRw8eBCjnJxy1N+xcyfs7OwwYsQIAIDzpEm4fPkydu/ejV/d3CCRSLBjxw6MGTMGbdu2BQAs9vCAQ7t2OH3mDH7q3Pl7HRoVMnmHlBaUo6NjrkNIgc/Pz/z89ttvRRFSDnIfuaenJ3R1daX/z+9WEK6urkhJSYGmpibMzc1hbW0NHR0dpKamwtXVtWBHowJqmJRDpXJlcPrKfyu0JqWk4er9CDSzNstzu5/b2ODGw+fYtXwCok6twdVd8+HUq3We9csb6uOnltbYcvBCocZPstQ0NFCtsSXC/r4oLZNIJAj7+yJqtmiU6zYNurdHROhNDPJdhOVvruHXeyfQ2XUiBHlk6NU0NNDMsScuBewtkmOg3PFaVU08r6qJ51X18P1VdfF6VS28VlVTeno6wsLC0LxZM2mZUChE82bNcPfu3Vy3uXv3rkx9ALBr0UJa/9WrV4iLi0OzbHX09PRgZWWFu3fyHn5MxZ+ahrpcN1Wk9D52Bw8exKdPn3KUf/z4EYcOHVJCRMpVwfjzWOKYBNlf4N7GJ6GikUGe29UwKYdx/driaWQMfp64Cv77zmL17MEY2s0u1/pDu9khOfUjgk+zC31R0jUuCzV1dSTFyP7CmhwTC/2K5XLdxrhmNTTq2wVCNTX4dBmJEA9vtJ8xBl3cJuda36ZnR2iV0Ufolj8KPX7KG69V1cTzqpp4XlUP319VF69X1cJrVTW9e/cOmZmZMDIykik3MjJCXFxcrtvExcXlWz/r3xx1DA0RF59z6DGVHAI1oVw3VSR3GrFnz54QCARy1Q0ODv5qnZSUFEgkEkgkEnz48EFmTHZmZibOnz8Pw1zGfquaQT81h6/bMOn9HlPWKNSOUCjAjYfP8avPAQDA7ceRqG9ugjF9/4dtRy7lqD+iRyvsOnY5z3kwSHkEQgGS38Zh+1hXSMRiRN68jzImFdBx1jgcXbQ2R327UQPw4NhZJEbnP5EwfRteq6qJ51U18bxSbvj+WjzxeqUv8VolUi159U79EcidcMtabrWwNGnSBAKBAAKBAJ06dcrxuEAgwOTJuf+KoUqOnLuNq/cjpPdL/X9XygqG+ngTlygtL2+kjzuPI/NsJzruPcIiXsuUPXr2Gr3aNc5R175hLVjUqIQhLuu/NXz6ipS4d8jMyIB+BWOZcr0K5ZD0Jvf5QhKjY5GZng6JWCwtexMWDoNK5aGmoYHM9HRpuWE1E9Rtbw//3uOL5gBIiteqauJ5VU08r6qP76+qg9erauO1qprKli0LNTU1xH/R8yw+Pl46af2XjI2N862f9W98fDzKlfuv92N8QgIsinglSSpaqtp7TR4FWqW0MAUFBUEikWD48OHw9vaGgcF/XcQ1NDRQuXJlVKhQoVD3WRylpH5ESupHmbLo2Pdo26we7vz7EgCgp1MatpY1sWHfmTzbCb39FLVNK8qU1apWEZHRObvfjuzZCjcePsfd/2+fik5mejoib9xHnXZ2uHPoJIDPyeQ67exw1ico123CL16H7eAeEAgEkEgkAIAKtWvg/esYmQ8YAGA3sh+S38bj3tHTRXsgxGtVRfG8qiaeV9XH91fVwetVtfFaVU0aGhqoW7curly9CgcHBwCAWCzGlatXMXDgwFy3sba2xpWrV2Umub98+TKsra0BACYmJjA2NsaVq1dRp04dAJ9Hxd27dw/9+vUr4iOioqSmqZrzs8njm1KN9+/fx6FDh3Do0CE8fPjw6xtkY2tri2bNmuHUqVNo3749bG1tpbeGDRv+EMm2vHjv/Auuo3/Gz21sYGlugkCP0Xgd+x6HztyU1jm+fiYmDHCQ3l+7/SSaWdXEHKeuMKtaHgM7N8PoPm2wfo/sm4+eTmn06dAUAcHnv9vx/Oj+XrUJLccMQvNhfVCxjhkGrVsCTR1tXAr8vFLTiK0r0XPpbGn98+u2Q9vQAP3Xzkf5WjVg2aUtOs+diHO+sh9KBAIBWozsi9Ct+yHOzPyux0Sf8VpVTTyvqonnVfXw/VV18XpVLbxWVdPQoUNx4MABHD58GBEREVi8ZAnS0tLQs0cPAMA8Nzes9fKS1h8yeDAuXbqErUFBePbsGdatW4cHDx9KE3QCgQBDhgzBxo0bcfbsWTx58gRubm4oV64cHP5/1VIqmQRCoVw3VaRQqjE+Ph7Tp0/H1atXoa//eWLTpKQkNGvWDKtXry7Q3Gvh4eGIjo5GkyZNAAA7duzA3r17YW5uDnd3d5mebz+KFVuOQUerFPzchqOMnjYu3n6CbpNWycwxUbNqeRiX0ZPev/HwOfrN8MXiyX0wb2x3PH8Vixm/78KuY7JLY/fv1AwCAHuOX/leh/PDu7H3T+iVM0S3RdOhX7Ecom6HwbvzcCS//TwxqGE1E0jEEmn9d1HR8Oo0HP1W/4pf7x7H+1dvcHptIE4skx32UKd9SxiZVuGKTErEa1U18byqJp5X1cP3V9XF61W18FpVTZ07dcK7d+/gt24d4uLiYGFhAT8/P+miB2+ioyHMNge8jY0NPJcuhY+vL7y9vVGtWjWsWb0atczNpXVGjhiBtLQ0LPLwQHJyMho2bAg/Pz+Z+d6p5PmRh5QKJFn9dAtg2rRpePnyJZYvXw4zs8/Lcz99+hRz5syBqakpVq1aJXdb3bp1w8yZM9GmTRs8fvwYffr0gZOTE65cuYKaNWvC09OzoOEBADQbOim0HRVvTrfZXVwVBdg4fL0SEREVCb63qia+t6omXq+qaU1qmLJDoCJQWktL2SEUC/E+s+SqZ+T8exFH8v0p1MPtwoULCAwMlCbbAMDc3Bzz58+Hk1PBEl1RUVHSdk6ePAkHBwf88ssvePDgAcaOHatIeEREREREREREpGRCNTVlh6A0CvXtE4vF0NDQyFGurq4OcbbVZOShoaGBjx8/T5R66dIl2NvbAwAMDAyQkpKiSHhERERERERERKRkAjWhXDdVpNBRNW/eHEuWLEFMTIy0LCYmBp6enmjRokWB2mrUqBE8PT3h6+uLe/fu4X//+x8A4Pnz56hYsWL+GxMRERERERERUbEk1FCX66aKFEq4ubu7IyUlBe3atUP79u3Rvn17tGvXDikpKfj1118L3Ja6ujpOnDiB+fPnS1cnPX/+PFq1aqVIeEREREREREREpGQ/cg83hdKIlSpVQnBwMC5duoSIiAgAgJmZGezs7ArcVuXKleHv75+jfO7cuYqERkRERERERERExYCqJtPkIXfCzdbWFsePH4ehoSFcXV0xb9482NvbS+dcU9Tr16/zfbxy5crf1D4REREREREREX1/QvWc8///KOROuKWnp+PDhw8wNDTEwYMHMWuWfEu7fo2DgwMEAkGej4eFcYlkIiIiIiIiIqISR/jjrlIqd8LNxsYGEydOhKWlJSQSCRYvXoxSpUrlWtfT01PuAA4ePChzPz09HWFhYQgMDMT06dPlboeIiIiIiIiIiIoRIYeUftXvv/+OLVu2IDIyEgCQnJyMT58+fXMAderUyVFmZWWF8uXLY/PmzejYseM374OIiIiIiIiIiL4vgRp7uH2VsbExZs6cCeDzMNDly5ejbNmyRRZYjRo1cO/evSJrn4iIiIiIiIiIipC6prIjUBqF+vZNmTIFOjo6OcpFIlGOIaJfk5KSInNLTk5GeHg41qxZA1NTU0XCIyIiIiIiIiIiJRMIhXLdCmrHjh1wcHCAlZUV+vXrh7t37+ZZd+/evRg8eDCaNm2Kpk2bYsSIEfnWLyxy93DLztXVFa1atYKRkZFM+YcPH+Dq6oqePXvK3VaTJk1yLJogkUhQqVIlrFq1SpHwiIiIiIiIiIhI2Ypg0YSQkBB4enpi4cKFaNCgAbZu3YpRo0bh+PHjOfJUAHDlyhV07doVjRo1gqamJjZt2gQnJyccPXoUFSpUKPT4siiUcJNIJLmuLBoTEwM9Pb0CtRUUFCRzXygUomzZsjA1NYW6ukLhERERERERERGRkgnUNQq9zcDAQPTv3x99+vQBACxcuBBnz57F/v37MXbs2Bz1V65cKXN/8eLFOHHiBEJDQwvUYaygCpTR6tmzJwQCAQQCAYYPHy6TEMvMzERUVBRatWpVoABsbW0LVJ+IiIiIiIiIiEqAQu7hJhKJ8ODBA4wbN+6/XQiFsLOzw61bt+RqIy0tDRkZGTAwMCjU2L5UoIRb+/btAQBhYWFo2bKlzDxuGhoaMDExkWtV0VOnTsm9z3bt2hUkRCIiIiIiIiIiKg7kTLiJRCKIRCKZMk1NTWhqyi668O7dO2RmZuYYOmpkZISIiAi59rVixQqUL18ednZ2ctVXVIESbs7OzsjMzISJiQns7e1Rvnx5hXY6adIkueoJBAKEhYUptA8iIiIiIiIiIlIegYZ8Q0r9/f3h4+MjU+bs7IzJkycXajwbNmxASEgIgoKCUKpUqUJt+0sFniRNTU0N7u7uCAkJUXinjx49UnhbIiIiIiIiIiIqAeTs4TZu3DiMHDlSpuzL3m0AULZsWaipqSE+Pl6mPD4+HsbGxvnuY/PmzdiwYQMCAwNRp04dueL6FgVfexVArVq1EBUVVdixEBERERERERGRihAI1eS6aWpqQldXV+aWW8JNU1MT9evXR2hoqLRMLBYjNDQUDRs2zDOOjRs3ws/PD5s2bYKVlVWRHOuXFEq4TZs2DcuWLcOZM2fw9u1bpKSkyNzkERoaii5duuRaPzk5GV27dsW1a9cUCY+IiIiIiIiIiJRMoK4h160gRo4cib179yI4OBjh4eFYsGAB0tLS0Lt3bwDA7NmzZVYm3bBhA9auXYulS5fCxMQEsbGxiI2NxYcPHwr1WL9U4CGlAKTLrE6YMAECgUBaLpFI5J53bevWrejfvz90dXVzPKanp4cBAwZgy5YtaNq0qSIhEhERERERERGRMhXyKqUA0KVLFyQkJMDLywuxsbGoW7cuNm3aJB1SGh0dDaHwv/5lu3fvRnp6OqZMmSLTTlHMEZedQgm3oKCgb97x48ePMWvWrDwft7e3R0BAwDfvh4iIiIiIiIiIlECo0MDKr3J0dISjo2Ouj23btk3m/unTp4skhq9RKOFma2v7zTuOi4uDunreu1dXV0dCQsI374eIiIiIiIiIiL4/gVrh93ArKRRKuAFAUlIS/vjjD4SHhwP4vJBCnz59oKenJ9f2FSpUwJMnT2Bqaprr448fP0a5cuUUDY+IiIiIiIiIiJRJPefCBz8Khfr23bt3Dx06dMCWLVuQmJiIxMREBAYGon379njw4IFcbbRp0wZr167Fp0+fcjz28eNHeHt7o23btoqER0RERERERERESiYQCuW6qSKFerh5enrCwcEBHh4e0mGhGRkZcHNzw9KlS7Fjx46vtjFhwgScPHkSnTp1wpAhQ1CjRg0AQEREBHbu3InMzEyMHz9ekfCIiIiIiIiIiEjZimDRhJJCoYTb/fv3ZZJtwOc510aPHo0+ffrI1YaxsTF2796NBQsWYNWqVZBIJAAAgUCAli1bwt3dXbrCBBERERERERERlTBChWcyK/EUOnJdXV1ER0fDzMxMpjw6Oho6Ojpyt2NiYoKNGzciMTERL168AACYmprCwMBAkbCIiIiIiIiIiKiYkAhUc7ioPBRKuHXp0gXz5s3DnDlz0LBhQwDAzZs3sXz5cnTt2rXA7RkYGMDa2lqRUIiIiIiIiIiIqDhiwq1gZs+eLf03MzPzc0Pq6hg0aBBmzpxZeNEREREREREREVHJpMY53ApEU1MTbm5umDFjBiIjIwEA1apVg5aWVqEGR0REREREREREJROHlCpIS0sL+vr60v8TEREREREREREB4JDSgsrIyICPjw+2bduG1NRUAIC2tjYcHR3h7OwMDQ2NQg2SiIiIiIiIiIhKGK5SWjAeHh7466+/MGvWLNjY2AAAbt++DR8fH7x//x4LFy4szBiJiIiIiIiIiKiE4ZDSAvrzzz+xatUqtGnTRlpWp04dVKpUCb/88gsTbkREREREREREPzom3ApGU1MTVapUyVFepUoVDiclIiIiIiIiIiJAIFB2BEqjUKpxyJAh8PPzg0gkkpaJRCKsW7cOjo6OhRYcERERERERERGVTBKhulw3VaTQUYWFhSE0NBStW7dGnTp1AACPHj1Ceno6WrRoAWdnZ2ldHx+fwomUiIiIiIiIiIhKDiGHlBaIvr4+OnXqJFNWqVKlQgmIiIiIiIiIiIhUAOdwKxhPT0+56t24cQMikQiampqK7IaIiIiIiIiIiEoqFR0uKo8iTTWOGTMGMTExRbkLIiIiIiIiIiIqhiQCoVy3gtqxYwccHBxgZWWFfv364e7du/nWP3bsGDp37gwrKyt069YN586dU/SQ5FakCTeJRFKUzRMRERERERERUXElEMp3K4CQkBB4enpi0qRJCA4ORp06dTBq1CjEx8fnWv/mzZuYMWMG+vbti4MHD6Jdu3aYNGkS/v3338I4wjz9uINpiYiIiIiIiIio6AjV5LsVQGBgIPr3748+ffrA3NwcCxcuROnSpbF///5c6wcFBaFVq1YYPXo0zMzMMG3aNNSrVw/bt28vjCPMExNuRERERERERERU6Ap7SKlIJMKDBw9gZ2cnLRMKhbCzs8OtW7dy3eb27dto0aKFTFnLli1x+/ZthY5JXj/u7HVERERERERERFR05EymiUQiiEQimTJNTc0ci3C+e/cOmZmZMDIykik3MjJCRERErm3HxcXB2Ng4R/24uDi5YlNUkSbcBAJBUTafL6fbp5W2byo6ATYOyg6BigCvVyIi5eF7q2rie6tq4vWqmtYoOwCiIiSGfHmhjf7+8PHxkSlzdnbG5MmTiyKs76JIE25cNIGIiIiIiIiI6MckljMvNG7cOIwcOVKm7MvebQBQtmxZqKmp5VggIT4+PkcvtizGxsY5erPlV7+wKDSH28uXL/H8+fMc5c+fP0dUVJT0/q1bt1C1alWFgyMiIiIiIiIiopJJIudNU1MTurq6MrfcEm6ampqoX78+QkNDpWVisRihoaFo2LBhrjHY2Njg8uXLMmWXLl2CjY1NIRxh3hRKuLm6uuY6Gd2dO3fg6ur6zUEREREREREREVHJJpbIdyuIkSNHYu/evQgODkZ4eDgWLFiAtLQ09O7dGwAwe/ZsrFy5Ulp/2LBhuHDhAgICAhAeHg5vb2/cv38fjo6OhXmoOSg0pPThw4dYsmRJjnIbGxt4eHh8c1BERERERERERFSyZRY0myaHLl26ICEhAV5eXoiNjUXdunWxadMm6RDR6OhoCIX/9S9r1KgRVqxYgTVr1mDVqlWoXr06fH19Ubt27UKPLTuFEm4CgQAfPnzIUZ6cnIzMzMxvDoqIiIiIiIiIiEq2oprZ39HRMc8eatu2bctR9tNPP+Gnn34qomhyp9CQ0qZNm8Lf318muZaZmYkNGzagcePGhRYcERERERERERGVTEUxpLSkUKiH28yZMzFkyBB07twZTZo0AQBcv34dKSkp2Lp1a6EGSEREREREREREJU+mnKuUqiKFeriZm5vj8OHD+OmnnxAfH48PHz6gR48eOHbsWJGPgSUiIiIiIiIiouJPIpHvpooU6uEGABUqVMAvv/xSmLEQEREREREREZGKUNXhovJQOOEGAGlpaXj9+jXS09NlyuvUqfNNQRERERERERERUcn2Iw8pVSjhlpCQAFdXV5w/fz7Xx8PCwr4pKCIiIiIiIiIiKtl+4HybYnO4LVmyBElJSdi7dy9Kly6NTZs24bfffoOpqSnWrVtX2DESEREREREREVEJI5ZI5LqpIoV6uF25cgV+fn6wsrKCQCBA5cqVYW9vD11dXfj7++N///tfIYdJREREREREREQlSaZq5tLkolAPt9TUVBgaGgIADAwMkJCQAACoXbs2Hj58WHjRERERERERERFRifQjr1KqUMKtRo0aePbsGQDAwsICe/bsQUxMDHbv3o1y5coVaoBERERERERERFTyiCGR66aKFBpSOmzYMMTGxgIAnJ2dMXr0aBw5cgQaGhr47bffCjVAIiIiIiIiIiIqeVS195o8FEq49ejRQ/p/S0tLnDlzBhEREahUqZJ0qCkREREREREREf24MsXKjkB5FEq4fUlLSwv169cvjKaIiIiIiIiIiEgFqOpwUXkolHDLzMzEgQMHcPnyZcTHx0Mslk1ZBgUFfXNgqampePDgAZo2bfrNbRERERERERER0ffFIaUFtGTJEgQHB6NNmzaoVasWBAJBYceFyMhIDBs2DGFhYYXeNhERERERERERFa30zB8346ZQwu3o0aNYs2YN2rRpU9jxEBERERERERGRChD/wF3cFEq4aWhooFq1at+0Y1tb23wfz8zM/Kb2iYiIiIiIiIhIeTKZcCsYJycnBAUFwd3dXeHhpCKRCIMGDULt2rVzffzVq1fw9fVVqG0iIiIiIiIiIlIuDiktoBs3buDKlSs4f/48atWqBXV12WZ8fHy+2kadOnVQsWJF9OrVK9fHHz16xIQbEREREREREVEJpewhpe/fv4eHhwfOnDkDoVCIjh07Yt68edDR0cmzvre3N/755x9ER0fD0NAQ7du3x9SpU6Gnp1egfSuUcNPX10eHDh0U2VTqf//7H5KTk/N83MDAAD179vymfRARERERERERkXIoe0jpzJkzERsbi8DAQKSnp2Pu3Llwd3fHypUrc63/9u1bvH37FnPmzIG5uTlevXqFBQsW4O3bt/Dy8irQvgUSiWoOqB0vqK7sEKgIBNg4KDsEKgJOt08rOwQioh8W31tVE99bVROvV9WUdIkju1RRaS0tZYdQLJx4/Fauep0syhf6vsPDw9GlSxf88ccfsLKyAgCcP38eY8eOxblz51ChQgW52jl27BhmzZqF27dv5xjhmR+hQlETERERERERERHlQyyRyHUrCrdu3YK+vr402QYAdnZ2EAqFuHv3rtztpKSkQFdXt0DJNkDBIaU9e/bMdbEEgUAATU1NmJqaolevXmjevLkizRMRERERERERUQkn75oJIpEIIpFIpkxTUxOampoK7zsuLg6GhoYyZerq6jAwMEBsbKxcbSQkJMDPzw8DBgwo8P4V6uHWqlUrvHz5ElpaWmjWrBmaNWsGbW1tREZGwsrKCrGxsRg5ciT+/vtvRZonIiIiIiIiIqISTt4ebv7+/mjcuLHMzd/fP9c2V6xYAQsLi3xv4eHh3xx7SkoKxo0bBzMzMzg7Oxd4e4V6uL179w4jR47EpEmTZMr9/Pzw+vVrBAQEwMvLC35+fmjfvr0iuyAiIiIiIiIiohIsPVMsV71x48Zh5MiRMmV59W5zcnJCr1698m2vatWqMDY2RkJCgkx5RkYGEhMTUa5cuXy3T0lJwejRo6GjowNfX19oaGjIcRSyFEq4HTt2DAcOHMhR3rVrV/Tu3RuLFy9G165dERgYmG87mZmZuHnzJiwsLKCvr69IKEREREREREREVAzJO6S0IMNHDQ0NcwwVzU3Dhg2RlJSE+/fvw9LSEgBw+fJliMViWFtb57ldSkoKRo0aBU1NTaxbtw6lSpWS7yC+oNCQ0lKlSuHWrVs5ym/duiUNRCKRfDUoNTU1ODk5ITExUZEwiIiIiIiIiIiomFLmoglmZmZo1aoVfv31V9y9exc3btyAh4cHunbtKl2hNCYmBp07d5YuopCSkgInJyekpqZiyZIlSElJQWxsLGJjY5GZmVmg/SvUw83R0RHz58/H/fv3pas93Lt3D3/88QfGjRsHAPjnn39Qt27dr7ZVq1YtREVFoWrVqoqEQkRERERERERExVC6vF3cisiKFSvg4eGB4cOHQygUomPHjnBzc5M+np6ejmfPniEtLQ0A8ODBA9y5cwcA0KFDB5m2Tp06hSpVqsi9b4FEolgq8fDhw9ixYweePXsGAKhRowYcHR3RrVs3AMDHjx8hEAi+2svt/PnzWLVqFaZOnYr69etDW1tb5nFdXV1FwsN4QXWFtqPiLcDGQdkhUBFwun1a2SEQEf2w+N6qmvjeqpp4vaqmpEu+yg6BikBpLS1lh1AsbL3xUq56wxurXicshXq4AUD37t3RvXv3PB8vXbq0XO2MHTsWADBhwgQIBAJpuUQigUAgQFhYmKIhEhERERERERGRkmQW0XDRkkDhhFthCQoKUnYIRERERERERERUyJQ9pFSZ5E642dra4vjx4zA0NETTpk1leqN96erVq3IHYGtrK3ddIiIiIiIiIiIqGYpqQYSSQO6Em6urq3Q+tblz5xZqENevX8fu3bsRFRWFtWvXokKFCjh48CCqVKmCJk2aFOq+iIiIiIiIiIio6HFIqRx69eqV6/+/1YkTJzB79mx069YNDx48gEgkAvB5KVZ/f38m3IiIiIiIiIiISiBRhljZISjNN83hFh8fj/j4eIjFsn/AOnXqyN3GunXrsHDhQvTs2RNHjx6Vljdq1Ajr1q37lvCIiIiIiIiIiEhJMsXs4VYg9+/fh4uLC8LDwyH5ontgQVcWffbsWa692PT09JCUlKRIeEREREREREREpGRMuBXQ3LlzUb16dSxZsgRGRkb5LqDwNcbGxoiMjESVKlVkym/cuIGqVasq3C4RERERERERESkPE24F9PLlS3h7e8PU1PSbA+jfvz+WLFmCpUuXQiAQICYmBrdu3cKyZcswceLEb26/pGkzcSg6zhoH/YrlEHUnDHsmz8fza3fyrK9loI8eS2aiYe/O0DY0QMKLV9g3bRHuHzsLAFjy7B8YVa+SY7uzvkHY7exeVIdBeZg/oSecerVGGT1tXLrzFJOXBuFp5Nt8t6lcrgyWTu2HTvZW0C6tifCXbzF6QQBuPnwOABDdCsh1O5fVe7Eq6HhhHwJlw+tVNfG8qiaeV9XF91bVw+tVdfF6VS27d+/G1q1bERcfj9q1a8NlzhxYWVnlWf/kyZPw9fPD69evUa1aNUybOhWtWrWSPi6RSOC3bh0OHDiA5ORk2NjYYN7cuYWSdyDl4RxuBdSiRQs8evSoUJ74Y8eOhVgsxogRI5CWlgZHR0doamrCyckJQ4cO/eb2S5LG/X9G31Vu2DneDc+v3ILDNCdMPhGEBRYOSI6Nz1FfTUMDU//ahuS38djQdwLev4qBoakJUt//NxTXs2l3CNXUpPcrW9bGtL934Oa+kO9yTPSfmSN+wqRB7THKfROev4rDgom98KfvDDToMw+fRBm5blNGTxtnt8zFuWuP0M15NeLeJcO8WgW8T/ogrVO1/TSZbTrZW2PD/BEIPnWjKA/nh8frVTXxvKomnlfVxfdW1cPrVXXxelUtx0+cwIqVK+E2bx6srKywY8cOTJg4EYcOHYKRoWGO+rdv34aLqyumTJ6M1q1bI+TYMUybPh27d+9GLXNzAEDgli3YtXMnPDw8YGJiAl8/P0yYOBHBBw6gVKlS3/sQqZD8yD3cBJIvJ2GTQ0JCAlxcXGBtbY1atWpBXV02b9euXbsCByISiRAZGYnU1FSYmZlBR0enwG1kN15Q/Zu2V4Y5lw/ixbU72D15PoDP8+F5vgzFGe+tOLEs5wISrcYNQcdZYzG/TjuIM3J/k/pSv9XusPrZAe61/leYoX83ATYOyg5BYS9OrsKabSewetsJAIC+rhai/l6D0fM3Y++Jq7lus2RKX7RoYA6HUb/JvZ8/VjlDV7s0Oo9fUShxfw9Ot08rO4QC4/WqmnheVRPPa/743vp1fG/9fni95o/X69eVxOs16ZKvskMosCGOjqhfvz7muroCAMRiMTp26oRBgwZhlJNTjvqzZs9GWloafLy9pWWOQ4fCwsICv7q5QSKRoH2HDhg2dCiGDx8OAEhOToZDu3ZYtGgRfurc+fscWCEqraWl7BCKBdejD+Wq59m1XhFH8v0JFdno9u3buHnzJnx8fDB16lRMmjRJenN2di5QW66urkhJSYGmpibMzc1hbW0NHR0dpKamwvX/L94fgZqGBqo1tkTY3xelZRKJBGF/X0TNFo1y3aZB9/aICL2JQb6LsPzNNfx67wQ6u06EQJj7aVXT0EAzx564FLC3SI6B8lbDpBwqlSuD01f+e7FJSknD1fsRaGZtlud2P7exwY2Hz7Fr+QREnVqDq7vmw6lX6zzrlzfUx08trbHl4IVCjZ9k8XpVTTyvqonnVXXxvVX18HpVXbxeVUt6ejrCwsLQvFkzaZlQKETzZs1w9+7dXLe5e/euTH0AsGvRQlr/1atXiIuLQ7NsdfT09GBlZYW7d/IeUk7F36cMsVw3VaRQwm3x4sXo3r07/vnnHzx69EjmVpAVSgHg4MGD+PTpU47yjx8/4tChQ4qEVyLpGpeFmro6kmLiZMqTY2KhX7FcrtsY16yGRn27QKimBp8uIxHi4Y32M8agi9vkXOvb9OwIrTL6CN3yR6HHT/mrYKwPAIhJkF159218EioaGeS5XQ2TchjXry2eRsbg54mr4L/vLFbPHoyh3exyrT+0mx2SUz8i+DS70BclXq+qiedVNfG8qi6+t6oeXq+qi9erann37h0yMzNhZGQkU25kZIS4uLhct4mLi8u3fta/OeoYGiIuPudwcio5MsUSuW6qSKE53N69e4cRI0bA2NhY4R2npKRAIpFAIpHgw4cPMmOyMzMzcf78eRjmMvab/iMQCpD8Ng7bx7pCIhYj8uZ9lDGpgI6zxuHoorU56tuNGoAHx84iMTr/iUnp2w36qTl83YZJ7/eYskahdoRCAW48fI5ffQ4AAG4/jkR9cxOM6fs/bDtyKUf9ET1aYdexy3nOg0HKw+tVNfG8qiae1+KJ762UG16vxROvVyLKoqrJNHkolHDr2LEjrly5gmrVqim84yZNmkAgEEAgEKBTp045HhcIBJg8OfdfplRRStw7ZGZkQL+CbBJTr0I5JL2JzXWbxOhYZKanQyL+r/vlm7BwGFQqDzUNDWSmp0vLDauZoG57e/j3Hl80B0Ayjpy7jav3I6T3S2l8vtQqGOrjTVyitLy8kT7uPI7Ms53ouPcIi3gtU/bo2Wv0atc4R137hrVgUaMShris/9bw6St4vaomnlfVxPOqOvjeqvp4vaoOXq+qrWzZslBTU0P8Fz3P4uPj8+yUY2xsnG/9rH/j4+NRrtx/PVrjExJgUbt2YYZP35koUzWHi8pDoSGl1atXx8qVK+Hi4oKAgAAEBQXJ3OQRFBSELVu2QCKRwMvLC1u3bpXedu7ciTNnzmDChAmKhFciZaanI/LGfdRp91/3aIFAgDrt7BARejPXbcIvXkd58+oQCATSsgq1a+D96xiZDxcAYDeyH5LfxuPe0ZI5gW5Jk5L6EeEv30pvDyNeIzr2Pdo2+28iSD2d0rC1rIkrd8PzbCf09lPUNq0oU1arWkVERufsVj2yZyvcePgcd/99WXgHQrni9aqaeF5VE8+r6uB7q+rj9ao6eL2qNg0NDdStWxdXrv632IVYLMaVq1dhbW2d6zbW1tYy9QHg8uXL0vomJiYwNjaWqZOSkoJ79+7BukGDIjgK+l5+5CGlCiXc9u3bB21tbVy9ehXbt2/Hli1bpLetW7fK1YatrS2aNWuGU6dOoX379rC1tZXeGjZsiAoVKigSWon296pNaDlmEJoP64OKdcwwaN0SaOpo41LgPgDAiK0r0XPpbGn98+u2Q9vQAP3Xzkf5WjVg2aUtOs+diHO+sklPgUCAFiP7InTrfogzM7/rMdF/vHf+BdfRP+PnNjawNDdBoMdovI59j0Nn/vsAeXz9TEwY8N/qU2u3n0Qzq5qY49QVZlXLY2DnZhjdpw3W75H9oKinUxp9OjRFQPD573Y8Pzper6qJ51U18byqLr63qh5er6qL16tqGTp0KA4cOIDDhw8jIiICi5csQVpaGnr26AEAmOfmhrVeXtL6QwYPxqVLl7A1KAjPnj3DunXr8ODhQwwcOBDA52t0yJAh2LhxI86ePYsnT57Azc0N5cqVg0Pbtko5RiocP3LCrcBDSiUSCbZt2wYjIyOULl36mwMIDw9HdHQ0mjRpAgDYsWMH9u7dC3Nzc7i7u8PAIO9JNFXNjb1/Qq+cIbotmg79iuUQdTsM3p2HI/nt5wkkDauZQJLtifguKhpenYaj3+pf8evd43j/6g1Orw3EiWWy3ajrtG8JI9MqXI1JyVZsOQYdrVLwcxuOMnrauHj7CbpNWiUzx0TNquVhXEZPev/Gw+foN8MXiyf3wbyx3fH8VSxm/L4Lu45dlmm7f6dmEADYc/zK9zqcHx6vV9XE86qaeF5VF99bVQ+vV9XF61W1dO7UCe/evYPfunWIi4uDhYUF/Pz8pIsevImOhjBbz1MbGxt4Ll0KH19feHt7o1q1alizejVqmZtL64wcMQJpaWlY5OGB5ORkNGzYEH5+fjLzvVPJI8r4cX/kEEgkkgKlEsViMaytrfHnn3+ievXq3xxAt27dMHPmTLRp0waPHz9Gnz594OTkhCtXrqBmzZrw9PRUqN3xgm+PjYqfABuHr1eiEsfpNod2EBEpC99bVRPfW1UTr1fVlHTJV9khUBEoraWl7BCKhQFbrn69EoA9I2yLZP/v37+Hh4cHzpw5A6FQiI4dO2LevHnQ0dH56rYSiQRjxozBhQsX4Ovri/bt2xdo3wUeUioUCmFqaor3798XdNNcRUVFwczMDABw8uRJODg44JdffoG7uzvOn2eXYCIiIiIiIiKikihDLJHrVlRmzpyJp0+fIjAwEOvXr8f169fh7u4u17Zbt26VmSO0oBSaw23GjBlYvnw5/v33X4V3nEVDQwMfP34EAFy6dAn29vYAAAMDA6SkpHxz+0RERERERERE9P0pcw638PBwXLhwAYsXL0aDBg3QpEkTuLm54ejRo4iJicl327CwMAQEBGDp0qUK77/Ac7gBwJw5c5CWloYePXpAQ0Mjx1xuV6/K12UQABo1agRPT080atQI9+7dw5o1awAAz58/R8WKFfPfmIiIiIiIiIiIiiVRhlhp+7516xb09fVhZWUlLbOzs4NQKMTdu3fRoUOHXLdLS0vDjBkz4O7ujnLlyim8f4USbnPnzlV4h19yd3fHwoULceLECcyfP1+6Oun58+fRqlWrQtsPERERERERERF9P/L2XhOJRBCJRDJlmpqa0NTUVHjfcXFxMDQ0lClTV1eHgYEBYmNj89zO09MTDRs2LPCcbV9SKOHWq1evb9ppdpUrV4a/v3+O8sJM6hERERERERER0fclb8LN398fPj4+MmXOzs6YPHlyjrorVqzAxo0b820vJCRE/iCzOXXqFC5fvozg4GCFts9OoYRbdp8+fUJ6erpMma6urtzbv379Ot/HK1eurFBcRERERERERESkPJlyDikdN3EcRo4cKVOWV+82Jyenr3YEq1q1KoyNjZGQkCBTnpGRgcTExDyHil6+fBmRkZFo2rSpTPnkyZPRpEkTbNu27WuHIqVQwi01NRUrVqzAsWPHcl2tNCwsTO62HBwc8l31oSBtERERERERERFR8SCRyNfDrSDDRw0NDXMMFc1Nw4YNkZSUhPv378PS0hLA54SaWCyGtbV1rtuMHTsW/fr1kynr1q0bXF1d0bZtW7niy6JQwu3333/HlStXsGDBAsyePRvu7u6IiYnBnj17MGPGjAK1dfDgQZn76enpCAsLQ2BgIKZPn65IeEREREREREREpGSSIlqBVB5mZmZo1aoVfv31VyxcuBDp6enw8PBA165dpesHxMTEYPjw4Vi+fDmsra1Rrly5XHu/Va5cGVWrVi3Q/hVKuJ05cwbLli1Ds2bN4OrqiiZNmsDU1BSVK1fGkSNH0L17d7nbqlOnTo4yKysrlC9fHps3b0bHjh0VCZGIiIiIiIiIiJQoM0N5CTfg83xvHh4eGD58OIRCITp27Ag3Nzfp4+np6Xj27BnS0tIKfd8KJdwSExOlmT1dXV0kJiYCABo3boyFCxcWSmA1atTAvXv3CqUtIiIiIiIiIiL6vuQdUlpUypQpg5UrV+b5eJUqVfD48eN82/ja43lRKOFWpUoVREVFoXLlyqhZsyaOHTsGa2trnDlzBnp6egVqKyUlRea+RCLB27dv4ePjA1NTU0XCIyIiIiIiIiIiJRMrcUipsimUcOvTpw8ePXoEW1tbjB07FuPHj8f27duRkZEBFxeXArXVpEmTHIsmSCQSVKpUCatWrVIkPCIiIiIiIiIiUjKxnKuUqiKFEm4jRoyQ/t/Ozg7Hjh3DgwcPUK1atVznZMtPUFCQzH2hUIiyZcvC1NQU6uoKhUdEREREREREREomVvKQUmUqlIyWiYkJTExMFNrW1ta2MEIgIiIiIiIiIqJiRJmrlCqbQgm3xYsXo1q1ahg2bJhM+fbt2/HixQvMmzcv3+1PnTol977atWunSIhERERERERERKRETLgV0IkTJ7Bu3boc5Q0bNsSGDRu+mnCbNGmSXPsRCAQICwtTJEQiIiIiIiIiIlKizEzO4VYg79+/z3U1Ul1dXbx79+6r2z969EiR3RIRERERERERUQkh+XHzbRAqspGpqSkuXLiQo/z8+fOoWrXqNwdFREREREREREQlm1gskeumihRKuI0YMQK///47vLy8cPXqVVy9ehVr167FypUrZVYwzU9oaCi6dOmClJSUHI8lJyeja9euuHbtmiLhERERERERERGRkokzxHLdVJFCQ0r79u0LkUiE9evXw8/PD8DnlUoXLFiAnj17ytXG1q1b0b9/f+jq6uZ4TE9PDwMGDMCWLVvQtGlTRUIkIiIiIiIiIiIlEktUs/eaPBRKuAHA4MGDMXjwYCQkJKBUqVLQ0dHJUefGjRuwsrKCpqZmjsceP36MWbNm5dm+vb09AgICFA2PiIiIiIiIiIiU6EdepVShIaXZGRoa5ppsA4AxY8YgJiYm18fi4uKgrp53vk9dXR0JCQnfGh4RERERERERESlBZoZYrpsq+uaEW34k+XQdrFChAp48eZLn448fP0a5cuWKIiwiIiIiIiIiIipiEolErpsqKtKEW37atGmDtWvX4tOnTzke+/jxI7y9vdG2bVslREZERERERERERN9KIpbIdVNFCs/h9q0mTJiAkydPolOnThgyZAhq1KgBAIiIiMDOnTuRmZmJ8ePHKys8IiIiIiIiIiL6BpkZGcoOQWmUlnAzNjbG7t27sWDBAqxatUrahVAgEKBly5Zwd3eHsbGxssIjIiIiIiIiIqJvIBFnKjsEpSnShJtAIMj3cRMTE2zcuBGJiYl48eIFAMDU1BQGBgZFGRYRERERERERERUxJtwKQCKRIDo6GkZGRihVqtRX68rDwMAA1tbWBQ2FiIiIiIiIiIiKKUnmj5twK/CiCRKJBB07dkR0dPRX6966dQtVq1ZVKDAiIiIiIiIiIiq5xBkiuW5F5f3795gxYwYaNWqEJk2aYO7cufjw4cNXt7t16xaGDRsGGxsbNGrUCEOGDMHHjx8LtO8CJ9yEQiFMTU3x/v37gm5KREREREREREQ/CIk4U65bUZk5cyaePn2KwMBArF+/HtevX4e7u3u+29y6dQujR49Gy5YtsW/fPvzxxx8YMmQIhMKCpdAKnHADgBkzZmD58uX4999/FdmciIiIiIiIiIhUnDITbuHh4bhw4QIWL16MBg0aoEmTJnBzc8PRo0cRExOT53aenp4YOnQoxo4di1q1aqFmzZro0qULNDU1C7R/hRZNmDNnDtLS0tCjRw9oaGigdOnSMo9fvXpVkWaJiIiIiIiIiEhFZBbhcNGvuXXrFvT19WFlZSUts7Ozg1AoxN27d9GhQ4cc28THx+POnTvo1q0bBg4ciMjISNSsWRPTpk1DkyZNCrR/hRJuc+fOVWQzIiIiIiIiIiL6Qcjbe00kEkEkkk3OaWpqFrhXWXZxcXEwNDSUKVNXV4eBgQFiY2Nz3ebly5cAAB8fH8yePRt169bFwYMHMWLECPz555+oXr263PtXKOHWq1cvRTYjIiIiIiIiIqIfhLwJN39/f/j4+MiUOTs7Y/LkyTnqrlixAhs3bsy3vZCQEPmDzEYsFgMABgwYgD59+gAA6tWrh9DQUOzfvx8zZsyQuy2FEm4AEBkZif379+Ply5eYN28ejIyMcO7cOVSuXBm1atVStFkiIiIiIiIiIlIB4nT5hpSOG/cLRo4cKVOWV+82Jyenr3YEq1q1KoyNjZGQkCBTnpGRgcTERJQrVy7X7bLKzczMZMrNzMzw+vXrfPf5JYUSblevXsWYMWPQqFEjXLt2DdOnT4eRkREeP36M/fv3w8vLS5FmiYiIiIiIiIhIRcjbw60gw0cNDQ1zDBXNTcOGDZGUlIT79+/D0tISAHD58mWIxWJYW1vnuk2VKlVQvnx5PHv2TKb8+fPnaN26tVzxZVFoldKVK1di2rRpCAwMhIaGhrS8efPmuH37tiJNEhERERERERGRClHmKqVmZmZo1aoVfv31V9y9exc3btyAh4cHunbtigoVKgAAYmJi0LlzZ9y9excAIBAIMGrUKGzbtg3Hjx/HixcvsGbNGkRERKBv374F2r9CPdz+/fdfrFixIke5oaEh3r17p0iTRERERERERESkQsQZ6Urd/4oVK+Dh4YHhw4dDKBSiY8eOcHNzkz6enp6OZ8+eIS0tTVo2YsQIiEQieHp6IjExEXXq1EFAQACqVatWoH0rlHDT09NDbGwsqlatKlMeFhYmzRISEREREREREdGPq6h6r8mrTJkyWLlyZZ6PV6lSBY8fP85RPnbsWIwdO/ab9q3QkNKuXbtixYoViI2NhUAggFgsxo0bN7Bs2TL07NnzmwIiIiIiIiIiIqKSTyzOlOumihRKuE2fPh01a9bE//73P6SmpqJr165wdHREw4YNMWHChMKOkYiIiIiIiIiIShhJZqZcN1Wk0JBSTU1NLF68GJMmTcK///6LDx8+oF69eqhevXohh0dERERERERERCWROEOk7BCURqEebj4+PkhLS0OlSpXQpk0bdOnSBdWrV8fHjx/h4+NT2DESEREREREREVEJo8xVSpVNoYSbr68vUlNTc5SnpaXB19f3m4MiIiIiIiIiIqKS7UdOuCk0pFQikUAgEOQof/ToEQwMDL45qMKwXvJc2SFQEViv7ACIiIhUDN9biUoOXq9EVNKIbgUoOwSlKVDCrWnTphAIBBAIBOjUqZNM0i0zMxOpqakYOHBgoQdJRERERERERERUUggkEolE3srBwcGQSCSYO3cu5s6dCz09PeljGhoaMDExQcOGDYskUCIiIiIiIiIiopKgQAm3LFevXkWjRo2grq7QiFQiIiIiIiIiIiKVpdCiCTo6OggPD5fe//vvvzFx4kSsWrUKItGPu+QrERERERERERGRQgk3d3d3PH/+HADw8uVLTJ8+HVpaWjh+/Dh+//33woyPiIiIiIiIiIioRFEo4fb8+XPUrVsXAHDs2DHY2tpi5cqV8PT0xMmTJws1QCIiIiIiIiIiopJEoYSbRCKBWCwGAISGhqJ169YAgEqVKuHdu3eFFx0REREREREREVEJo1DCzdLSEuvWrcPBgwdx7do1/O9//wMAREVFwdjYuDDjIyIiIiIiIiIiKlEUSrjNnTsXDx8+hIeHB8aPHw9TU1MAwIkTJ9CwYcNCDZCIiIiIiIiIiKgkEUgkEklhNfbp0ycIhUJoaGgUVpNEREREREREREQlikI93PJSqlQpJtuI6IexbNkyjB8/HoX4uwUREREBfG9VUTyvRPQjUSjhVqdOHdStWzfPGyku+5tQ1sIUVPJ9+eGCHzZKPpFIBCMjI7x9+xZz587lOVUhPJdEJcfMmTOxf/9+ZYdBhSjrNVggEAAAXr58yddlFSEWi6XnNSMjQ8nREBEVPXVFNvLx8ZG5n5GRgbCwMAQHB2Py5MmFEtiPSCKRSN+EtmzZAhMTE7Rp0waamppKjoy+hVgshlD4Obf9+vVr6OvrQ1dXV8lR0bfS1NSEo6MjdHR0cOjQIbi4uGDZsmXKDou+0ZfXq1gsRqlSpVCuXDkAsq/TVLLw3KmehIQEaGhowNPTE1paWujSpYuyQ6JvlHWdZr0WBwQE4MqVK1i/fr2yQ6NvdPHiRZiZmaFixYpYuXIl0tPT4eLiouywiIiKlEIJt/bt2+co69y5M8zNzRESEoJ+/fp9c2A/muxf8pKSkrBz504IhUJoamrCzs6OQ3VLsKzzunr1apw5cwaJiYkYNmwYHBwcUKNGDSVHR4rIul5Lly6NKlWqoH79+ti3bx+0tLQwf/58fqkvoSQSifR6Xbt2LUJDQxEZGQkrKys0aNAAEydO5LktobK/xwI5v9RTyWRoaIgpU6ZAV1cX7u7uAMCkWwm2atUqlClTBiNGjJBel2lpaahVqxYEAgGT5iVYamoqFi5cCC0tLdSvXx8nTpzA7t27lR0WFQK+jxLlT6GEW15sbGykH3ioYLJeqH777Tc8e/YMlSpVwuPHjzFv3jwsWbKESbcS7tixYzh8+DBmz56NW7du4cCBA3j27BmGDh0KCwsLZYdHBZR1vXp6euLatWuoXbs2TE1NcfLkSXz69AlLly7ll4ISKOuc+fj4YOfOnVi1ahXKly+P9evXw8vLCx06dECtWrWUHCUpIuuaDQoKwsOHD6Grq4sePXrAysqKXxZKqIyMDKirq6NSpUpo3749EhISMGfOHJQqVQrt2rVTdnhUQKmpqXjw4AFSU1Ohra2NPn36QENDA7GxsdDR0QEAvq+WYNra2ggJCYGtrS1evHgBLy8vvp+qgOzvn6dOncLz58+ho6OD2rVro1GjRkqOjqh4KLRPmB8/fkRQUBDKly9fWE3+cIKDg/HHH39g6tSpWLlyJY4ePYp69erBxcUFFy9ehEgkUnaIJKcv598TCAQYPHgwfvrpJ8ydOxdjxozBw4cPsXXrVjx+/FhJUVJBZWZmSv//zz//4NChQ3Bzc8Nvv/2G/fv3Y8SIEbh//z7mzZunxCjpWyQkJODGjRvw9PSEvb09oqOjcebMGXh4eKBWrVp8HS5hsr8Wr1mzBn5+fkhLS8P9+/fh5OSES5cuQSgUcs7UEkhd/fNvxqtXr4aXlxeSkpKgoaGBmTNnIiQkRMnRUUFIJBJoa2tj1apVqFy5Mg4ePIg//vgDAPDp06d85/ri3G7FW/bX1vj4eGhoaMDQ0BDe3t6IioqSPsbzWDJlJduWL18ODw8PXL58GRcuXMCECRNw9OhRJUdHVDwo1MOtadOmMr8ySSQSfPjwAaVLl8bvv/9eaMH9aGJjY1G3bl3Url0bampqEAgE2LBhA5ycnLBo0SK4u7vDzs6Oc7oVc9mHpe3btw8vXrzAy5cvYWNjI63Ts2dPAJ97W2zbtg2DBg1C/fr1lRAtyWPevHkYPHgw6tevj8zMTKipqSE+Ph6lSpWCubk5gM9zug0aNAhJSUnYvn07tLS04Obmxl/ki7kvhygJhUJERUWhcuXKOHv2LKZPn47Zs2ejX79+EIlE2LdvH6ytrWFlZaXEqEle2efjEwgE8Pf3R4MGDRAVFYX169dj9OjR2LRpE+zs7NjTrQQ6fPgwgoKCsGnTJtSpUwfh4eHYs2cP3NzcIBQK0blzZ2WHSHLIGt5tYGAAd3d3LFq0CMHBwdDU1IS6ujqMjIzw9OlTCAQCCIVCCIVCvHnzBo0aNeLoj2Is+2vqzZs3Ua9ePVy5cgUpKSkYOHAgpk6dirVr16JKlSrS9+H09HSe0xImJCQER44cgbe3N2xsbLB3716cOXOGi2IQ/T+FEm6urq4yX1AEAgEMDQ3RoEEDGBgYFFpwP4qsL3xpaWl49eqV9FfbT58+oVSpUhg+fDjGjRuHxYsXw83NDfb29nwzKqayf7hYvXo1goKCYGlpiXv37uHx48do3LgxrK2tAXxOugkEAqxevRpVq1Zlwq2YevXqFZ4/f46JEydiw4YN0iHAJiYm0NbWxoMHD9CiRQsAgJ6eHvr374+DBw8iODgYZcuWhbOzszLDp3xkv15TUlKgo6MDTU1NVKtWDTt27MCJEycwe/ZsDBo0CMDn58I///yDihUrKjNsKqCTJ09iypQpqFGjBrp16wYAqFKlCqZMmQKBQICxY8di48aNaNGiBeeIKmFevHgBGxsbNG7cGABgbW0NfX19JCcnw8XFBVpaWmjTpo2So6T8ZF1zQqEQEokEBgYG+PXXX7FgwQLs3bsXT548QWpqKkJCQvD27Vukp6ejdOnSsLCwwMaNG5UdPuUh+/vrqlWr8M8//2DEiBFo27Yt9PT0sHnzZjg5OWH69OlYsWIFKlWqBFdXV1SvXp0L8BVzX86BGhERATs7O9jY2ODkyZP47bffMH/+fPTo0QMfPnzAmzdvYGZmpuywiZRGIGEf3u8ur1/R37x5g/79+6NNmzbw8PCQll+9ehWnT5/G8+fPcevWLSxfvpxzuhVz//77L/bt24du3brB2toaf//9N7Zv347SpUtj4sSJ0qQbAJw/fx729vZQU1NTYsSUn8ePH8Pb2xt37tzBpk2bYGFhgZiYGIwdOxbVqlXDtGnTpB8mwsPDsXr1anTp0gWdO3dmj5liKvvr8Pr16/Hy5Us4OTnBzMwMu3btwsKFC/Hzzz9j+fLlEAqFSE5OxowZM/Dx40cEBgbyei1BHjx4gMDAQBw/fhxBQUFo1KiR9AvD27dv4ePjg71792Lfvn3suVjC7Nq1Cxs2bMCuXbtkEuF//vknZs6cCQDYvHkz7O3tlRUi5SP76/CnT5+gpqYm/dH53bt3WLp0KSIiItC0aVNMmDBB2rtcT08PBgYGUFNTY5K8mPPy8sLu3buxYsUK2NjYQFtbW/rY27dvMXLkSLx79w7lypXDp0+fcOTIEX6/KcayX2/JycnQ09PDhg0b8O7dOzRu3BizZs2S/lApkUhw7NgxREREYMSIEdDV1VVy9ETKIXfC7dGjR3I3WqdOHYUDUnXZP1wcPHgQYWFhEAqFqFu3Lrp37459+/YhICAA9erVw4wZM5CcnIwVK1agevXqmDdvHqZMmYKTJ09i06ZNaNmypZKPhnLz119/YdGiRShbtiw2btyIChUqSMt37tyJUqVKYdKkSTm+2GUNVaTiI/sHi0ePHkmTbhs3bkTdunXx8OFDjBkzBpaWlrCzs4OFhQX8/f2hp6eHtWvXQiAQ8LwWcytWrMDBgwcxbdo0tGrVSnq9+vr6ws/PDw4ODhCLxUhMTERiYiIOHDgADQ0NDj8spvI6L48ePcKaNWtw69YtbNmyBXXr1pVe32/evMHhw4fh5OQk/bJPxUte5/XGjRtYtGgROnTogH79+kmv3+vXr2PXrl1o3rw5evXqxfNaDGU/pwEBAbh9+zaioqLQp08ftGjRAjVr1sS7d++waNEiREdHo0+fPjnOJd9fi7dnz55h8uTJmDNnDlq1aoWEhAS8efMGly5dQtWqVdGpUycAwMaNG1G6dGkMGjQI6urq0gVRqHg5ffo0KlasiHr16mH58uWIjY3F77//jkOHDmHhwoVIT0/H3LlzpaMCUlJSMHXqVNSuXRtz5sxRcvREyiN3wq1OnTrSJbnzbVAgQFhYWKEEp8qWL1+OP//8E61atYK2tja2bdsGFxcXDBgwAKdOnYKPjw9iY2Ohp6cHQ0ND7NixA1paWgCAWbNmYeLEiahRo4aSj4KA/z40Zn15O3v2LPbt24eLFy8iMDAQDRs2lNb9+++/sXv3biQnJ2Pp0qXsYl2MZZ3PL5Nua9euxb1797BhwwbUq1cPjx49gq+vL/79918AgLGxMbZs2cKkTAlw/fp1zJo1C7///juaNGkCQDbJGhISgjt37uDDhw8wNzeHo6MjvwwUY9mvt/v370vLLS0tAXy+fn18fHD79m1p0vzL3jE8t8VP9nO0f/9+vH37Furq6hgzZgwAwM/PD0eOHEHr1q3RoUMHlC9fHkuWLIGhoaF0xWie1+Jr5cqV2LdvH8aPH4/Y2FiEhobC1NQU48ePh4WFBd69e4fFixfj/v37mDVrFtq3b6/skElOMTExGD9+PAYOHAgzMzPs378f9+/fh0AgQEREBObPn49+/frJbMMkavEkEokwevRoPH78GK1atcLp06exa9cu6TQry5YtQ2BgIFavXo0aNWpAKBRi2bJlSEhIwL59+6Curs7eqPTDkjvh9urVK7kbNTExUTigH8GFCxcwf/58rFixAo0aNcKJEycwffp0uLu7Y+DAgdJ6V65cgZaWFurXrw81NTV8/PgRpUuXVmLklJ9z585J54q5evUq/P398fbtW3h4eMgsmPDnn3/i7t27cHFxYTKmmMr+xT0+Ph7JycmoXr06AODly5dYsmQJ7t+/D39/f9SvXx8pKSnIyMhAUlISqlSpAqFQyC94JcBff/2FNWvWYM+ePdDW1pZJnOf1oZ9fBoqn7B/k16xZg+PHj0MkEkFdXR09evTApEmTAHxOuvn5+eH27dvw8fGRGd5PxU/287p69Wps27YN1tbWuHPnDurVq4eVK1eiYsWKCAgIwNmzZ3H16lVUr14dmpqa2L9/PzQ0NPglrxg7duwYVq9ejVWrVsHS0hKXL1+WDu03NTXFtGnTYG5ujvj4eOzYsQOTJk3i628xldsPjO/evcP8+fPx+vVrPHjwAI6OjmjZsiUaN26MadOmoUmTJhg/frySIiZF2NnZISUlBb/99hu6dOki81nXzc0NFy5cQFJSEszNzVG6dGkEBARAQ0ODn53oh6bQHG7+/v4wMjJC3759Zcr/+OMPJCQkYOzYsYUWoCr48k1o//79CAkJwebNm3Hy5EnMmTNH2rstOTkZjx8/lva2yMIXquLtyZMn6NatG3r37o2lS5cCAEJDQ7Fjxw68evUKCxYsQIMGDXJsxx5QxU/2L2deXl64ePEinjx5gubNm6Np06YYMWIEIiIisHr1aunw0i+H0fO8lgwhISFwdXXFsWPHULlyZZneqhcvXkTFihWlq9BSyeDr64sdO3Zg7dq1qFmzJtavX49t27Zh9OjR0jm9Hj16hCVLlkBHRwfr169XcsQkj9jYWLi5uWHq1KmoVasW4uLiMHz4cOjp6cHb2xuVK1dGUlISIiIiAABWVlZQU1PjDx/F3IULF3Dz5k1MnToVp06dgqurK2bOnAmhUIilS5eiZcuWGDt2rLSXKsDPw8VR9s884eHhUFNTQ+nSpVGxYkXExcXh1atXEAgEMj9wDBgwAJ07d8bIkSOVFTYVgFgsxocPH9C/f3/o6uoiNjYW3t7eOabHefToEZKSklCmTBmYm5vzB2giAAp9I9yzZw9q1qyZo7xWrVrYvXv3NwelarLehIKDg/Ho0SMYGBhAR0cHBw8exJw5czB79mwMGDAAwOchTocPH0ZsbKxMG/xwUbxVq1YNy5Ytw/Hjx/Hrr78CAFq0aIHBgwejSpUqWLRoEa5fv55jOyZlip+sZJufnx927dqFcePG4ejRo0hOTsb27dsREREBMzMzTJkyBQ0aNEDPnj0RGRkp0wbPa/EiFoul/8/+G1O9evVgZmaG9evX49WrV9LzJhKJ4O/vj9OnT3/3WElxT548wc2bN7F8+XI0bdoU9+7dw8GDB9G9e3cEBgZi1apVAD5PkbF48WL4+fkpOWKSR2BgIEaNGoWMjAxUqFABGhoaqFSpEnbu3Ink5GRMmzYNkZGR0NfXh42NDWxsbKCmpobMzEx+yStGcvt9v1mzZnB0dERiYiI2btyI0aNHo3///ujZsycqVqyI+/fv4+TJkzLb8/Nw8SKRSKTvnd7e3nB2dsbYsWPRu3dvnD17FsbGxmjQoAGsra2RmpqKFy9eYPTo0fj06ROGDh2q5OgpP9k/OwmFQujp6eHIkSPYt28fatasCWdnZ5npGwCgYsWKsLW1Re3atSEUCiEWi/k6TD88hb4VxsbGoly5cjnKDQ0NcySKfmQikUj6/82bN2PlypUQCoUoU6YMHj58KP21NmtyybS0NOzcuRMSiQTGxsbKCpsUUKpUKXTu3BkLFy7E4cOHpUk3Ozs7DB48GNra2ti/f7+SoyR5SCQSxMXF4cKFC1i0aBEcHBzw4sUL3Lt3D+PHj4eZmRnEYjFq164NZ2dnjBkzhsPoi7HsXwb27t2LlStXwtfXVzpMuHv37nj06BGWLl2Kc+fO4a+//sLEiRORnJwMJycnJUdPBVGpUiW0bt0aDRs2xLVr1+Du7o5ffvkFnp6e6Ny5MzZs2IAFCxYAAExNTaVfBqh4+fKcNG7cGCkpKbh//z6Sk5OldYyNjaVzojo5OSE6OlpmOyZmig+xWCz9MSs2NhbPnj2DRCKBhoYGjIyMEBcXh+joaNStWxcA8ObNG9StWxdTpkzBtGnTAIDDgouh7OfV29sbu3fvhouLC7Zt2wYbGxtMnz4dwcHBAD6/FwcHB2PRokX49OmTdF6vzMxMZR4C5SF7r8V79+7h5s2bePr0qTR55ufnB3Nzc0yePBm3bt1CcnIypk6dCi8vLwD/Jcj5AzQRoFDKuVKlSrh58yaqVq0qU37jxg2UL1++UAIryaZOnQpXV1fpEvURERF48+YN3N3dUbt2bQCAk5MTFi1ahMTERJw7dw5aWlpYv3494uPjsW7duhyTtVPxExAQgHfv3mHGjBkAPifdOnbsCIlEgrlz56JUqVJwc3NDixYtoKuri/r16ys5YpKHQCCApqYmRCIRGjdujFOnTmHmzJmYM2cO+vXrh0+fPuHo0aOwsbFBnTp1pMNJOcyl+PlyeHBAQADs7e1x7tw5nD9/HvPnz8eIESNQtmxZHDt2DBMnToSFhQWMjY1lvgzwvBY/uQ3b1tXVxYABA1C6dGmcOHEC9vb26NWrF9TU1FC5cmXY2dnh+fPnMtvyy0Dxk3VOwsLCULlyZVhbW8PPzw+jRo3Cb7/9hmXLlsHAwAASiQSGhoYICgrC0qVL+fmzmMr+o8fatWvxzz//IDw8HLa2trC2tsbo0aOhqamJChUq4PTp0xCLxdixYweEQiF69OgBgUDAaRqKmcuXL6N58+bSc/Lw4UNcvXoVy5YtQ8uWLXHq1Clcv34djRo1gpubGwQCAXr27ImffvoJFSpUQNu2bTnkuxjLfs2uXr0aR44cgYaGBl69eoVffvkFPXr0gJGREfz8/ODs7Ixhw4ahevXqyMjIwOHDhwEwQU4kQ6KADRs2SGxtbSV//PGHJCoqShIVFSXZt2+fxNbWVrJ+/XpFmlQZzs7Oki5dukg+ffokkUgkksuXL0ssLCwktra2klOnTsnU3bhxo6R///4SKysryYABAyRjx46ViEQiiUQikWRkZHz32El+Hz9+lHh7e0saNGgg8fPzy/GYi4uLxMLCQjJz5kyZxzIzM79nmCQHsVicoywxMVHSsWNHyfTp0yVNmzaV7NixQ/rY06dPJSNGjJCcPn36e4ZJ3+Dly5eSCRMmSO7cuSORSCSSpKQkyc8//yzp27ev5O7du9J6z58/lyQkJEifE+np6UqJl/KX/XX09OnTkm3btkl27dolCQ8Pl0gkn1+DhwwZIvnll18kEolEkpaWJpk0aZLkzz//zLUNKn7++ecfiYWFhWTnzp2SpKQkiUQikdy/f1/SvHlzyYQJEyTv37+XSCQ5zyM/OxVffn5+kubNm0vOnDkjiY2NlQwfPlzi4OAgefz4sUQi+fyZuFevXpI2bdpIhgwZIv08nNt7NCmPv7+/5KeffpIcOHBAWvb8+XPJ1q1bJWKxWBIaGiqxt7eXbNu2TSKRSCQjR46UNG7cWLJ9+3aZdvgaXPz5+vpK7O3tJZcvX5ZIJBKJx/+1d99xUVzr48c/SxVERVSwd4OKolFjTezGFnsvsWKJvSL2ElSkiIKNIiCKgghi70Zji0r0xm7sLYoFUASk7fz+8LdzF0tivjeRNXne/9y4O7OvM/dwZs555pznfP+94uDgoHh5eSnPnj1Tj4uKilKio6PVPpP0nYTI7v/0WsHJyYnExETmzp1LRkYG8Hp2j5OTE8OGDftLA4KfkocPH/Lrr7/i4uKCmZkZ+/fvp3nz5gwfPpxVq1Zx7tw5ateujZWVFfD6/8fOnTuTmJhInjx5KFiwoGxfb6CUN2Ybmpub07NnT3Lnzs3y5cvRarXqLnjm5uaUKlWKhg0bkpCQILMpDFh6ejpmZmYA/Pbbb1hbW6PRaMibNy9jxoxh5syZfPXVV/Tu3RutVsurV69wd3cHoGHDhjlZdPGBgoOD2bRpEwULFqRIkSIA5MmTh9DQUPr164erqyvOzs58/vnnlCpVSj1P8o4YLt191N3dnT179lCkSBHy5s3LvHnzCA0NpVatWnTs2JFZs2aRkpJCXFwcWVlZtGzZEsj+9l7kvDefrwANGjSgV69eLF++HGNjY1q3bo2DgwOBgYEMGTKE6dOn4+rqirW1dbbzZDaq4VEUhYSEBI4ePcrs2bNp3LgxJ06c4JdffmHatGnqyg8nJyc6dOhAcnIyJUuWlGTrBqpdu3acP3+e6OhoFEWhc+fOlCpVivbt26PRaIiOjqZZs2Zquhw7OztsbW3ZsWMHvXv3Vtu63IMNj/545fbt2/zyyy/MmTOHOnXqsH//frZu3Urbtm3x9/cHoHfv3hQuXJjOnTurvyG5M4V42/+pRWg0GiZPnsyIESO4ceMGuXLlUrdh/zfTBVp2797Nzp07OXPmDDVq1GDcuHGkpqYSGBhI6dKlad26Nebm5sDrvHc2Njbqb8ggz/DoP4CePXuGRqPBxsaGggUL0r59e7RaLatWrUKj0TBixAhevnzJ1atXadmyJV26dHnrN0TOW7duHc2bN1eXfS9dupR9+/ah1Wpp0qQJPXv2pG3btty4cYMVK1YwevRojIyMiI+PJzExkejoaDUptwzwDFuzZs1YvXo19+7d4/79+xQqVAhFUcifPz9r165lwIABTJs2jaVLl2bbbVbaq2HbunUrW7duZcWKFTg6OrJ582YOHjyo5vFq2bIlRkZG/Pjjj9SsWRNnZ2dZImyA4uLisLOzU/+t/6ycPXs2xsbGLF68GEVRaNu2rRp069y5M6VLl1Z3nhWGS5emIS0tjVq1aqlpGpydndU0Ddu2baNatWpUqFBBzREt/WHDo9VqKVKkCDNmzGDevHlq0K1Lly5YW1vz8uVLrl27RtOmTdUlo0lJSSxYsIBq1apJuhwDpv8i6saNG5QrV47WrVvz5ZdfcubMGb7//ntGjx7Nt99+i7m5OSEhIaSkpDB69Gjy5cun/o48X4V42//0JMudO3e2LZ7/7WxsbOjVqxdz587l6dOnLF68WA2mTZ06lczMTGbNmgWQLeimTwZ5hkW/8+/n58fevXtJT0/HysoKX19fChYsSJcuXTAxMcHDw4MtW7ag0WgwNTXFw8MDkNkUhubQoUOsXbuWS5cu4eLiQmxsLBEREcyYMYMzZ85w7tw5rl+/zsyZM9WdSGNiYsiTJw8ODg4MGjQIExMTefNugN4MbCuKQsmSJYmMjKRz584sXbqUOXPmULp0aQCsra0JCgrCzc2NChUq5FCpxf/FnTt3aN26NY6Ojuzdu5d58+Yxb9482rVrx8uXL0lLS6Nz58507NhR/ZuQNmtYvvnmG0qUKMHKlSuB13lRixcvTpMmTTA1NQVgxowZKIqCm5sbGo2Gli1bUrlyZXbt2kXJkiVzsvjiPd4XUElJSWHOnDmcOnUKZ2dndQbUb7/9xo4dO8ifP3+2+7D0mwyPbqMZOzs7Zs2axbx589i8eTNGRkZ06tQJKysr6tSpQ0BAAM+fP+fs2bNkZmZStWpVycVnwPTrZf78+YSHh/PTTz/RokULcuXKxe7du6lVqxY9evQAIF++fFSrVo2LFy+SN2/enCy6EJ8EjaK8Y59u8afpOhjr169n/vz5VKhQAQcHBwYOHEj58uXV41xdXYmKisLZ2ZkuXbr862cFfiq8vb2JiopiwoQJlC1bFmdnZ3Lnzo2rqysODg5kZWVx7do19u3bR968eenTp4/MpjBga9euZefOnZQrVw5ra2vKlStHp06dANi5cycRERGYmZkxbdo0ypQp89ZAXerV8Oh3GO/evcurV68oU6YMJiYmaDQa7t27R9euXXFwcGDmzJmUKVPmrYGh1Ounw8vLi+TkZOrXr8/kyZOzDeCjo6O5d+8eQ4YMwdLSEnh/EEDkjNWrV7N582a2b9+ufjZq1CiOHz+Ot7c39evXV4Nu8HqjqTt37tCvXz+6du1K7ty5AWmzhkb/Pvz06VPy5MlDVlYWlpaW7N27lxkzZlCrVi1WrFhBVlYWaWlpjB8/nrS0NFavXi11+YnQ1XNcXJy6AVzHjh3p2rUrWVlZeHt78+uvv1KgQAHmzZuHqamptNVPwK1btwgMDKRjx4588cUXKIqCVqvlu+++I1++fLi5uWFkZMTIkSNxcnKiRo0agDxfhfgjEnD7iz19+hStVsupU6dYt24dpUqVYujQoZQrV049xtnZmYcPH7J27docLKn4UKdOncLNzQ0XFxdq167N4cOHmThxItbW1mRkZLBy5UoqV6781nkym8Lw6A8GQkJCOHDgADdu3GDKlCl06NBBPW7nzp1ERkZiZmbGpEmT1Lfu0qkwTPr1unTpUnbu3ElycjK5c+dm3Lhx1KlTBxsbG+7du0f37t1xcHDAxcUl28sQYZjeNyMiKiqKgIAA4uLimDhxIn379gUgKSmJCRMmUKlSJSZMmPCxiys+0IYNG/D392fbtm0EBASQlZXFpEmTGDNmDCdPnsTNzY0GDRqoLyVnzZrFkSNHsLe3V3dyF4ZFeWNX6MOHD5OSkoK9vT39+/fn888/Z+XKlSxdupTGjRtjYmLC8+fP1TQNEpT5tLwZdEtMTKRbt2507NgReD2jUffCQ/rDhm/Hjh0sWbKEPHnyEBAQQP78+dVnb0REBLNnz6ZRo0b89ttvKIpCTEwMJiYm0i8W4gPIvN6/UFZWFgULFsTW1pZvvvmGLl26cOfOHfz9/blx44Z6nLu7O2vWrAFed1CEYTM1NaV9+/bUrl2bo0ePMmXKFCZOnMjGjRsxNjZmxowZ/PLLL2+dJ50Lw6NbDgEwYMAAWrVqhaWlJdHR0Tx+/Fg9rk2bNnTv3p1Hjx4RFRWlfi6dCsOjH5BZtmwZkZGRTJ48mUOHDmFra8uSJUvYtWsX8fHxlChRgo0bN3L06FE2btyYwyUXf0S/bg8ePMjBgwc5efIkAF26dKFixYpqTs179+5x/fp1xo8fz7NnzxgzZgwgz1hDpCgKDg4OVKhQgS5duhAaGkrPnj2B14Ga2rVr4+LiwtGjR0lISABeD95XrVqlBtukXg2LVqtVn48bN25k3bp19OrVizZt2qDVaunfvz+nT5/mu+++Izg4mDx58mBra0ujRo3YvHkzpqamZGZmSrDtE/Lm8tL8+fMTFRVFWFgYQLbZxdIfNnxZWVnY2dlx584d0tPTMTIyUjdG7NGjB/Pnz6dgwYI0aNBADbZlZWVJv1iIDyAz3P4G+oOEyMhIoqOjKV26NAMGDMDe3v6dxwnD9uTJE/Lnz8/w4cOpWLEikyZNIiUlhWHDhnH27FkaNmzIihUrcrqY4gPpt72wsDC2bt1K2bJlmTBhgpqwGeDEiRPUqVNH2qkBOnHiBPXq1VP/feXKFebMmcN3331Ho0aNOHbsGGPGjKFChQrcunWLMWPG0Lp1a2xsbHj8+DEFChSQwd0nwtPTk/Xr11OoUCGePn3KwIEDGTVqFABDhgzh0aNH3Lp1CwcHB0xNTQkODpbZMp+A4cOHc+TIERwdHfHx8cl27x0/fjw///wzRYsWJT09ndTUVLZv346xsbH0nQzY2bNniYyM5IsvvlDTNDx+/Jhly5axe/duQkNDqVixoizn/wfRn+k2ceJEKlSowKxZsyQQ8wk6ePAgS5YswcLCAh8fH+zs7LLNTtS/98qsRSE+nLSUv4HurY+RkRHdunXDyMgIf39/SpQokS3gJh1Gw6frFBYqVIj4+Hju3bunbn9tbGyMra0tW7ZsoUyZMjlcUvFn6LfRPn36kJWVxc6dO1m8eDETJ06kYMGCAGpARwYDhiUyMhJ3d3dcXFzUnYDz5MlDz549adCggZqU29nZmR49etC7d29CQ0NJSUmhe/fu2NraAtJhNFS6+66iKMTFxXH27FnCwsIwNzfn5MmTuLq6kpqayuTJkwkICODq1as8evSIwoULU6FCBYyMjKRuDVhmZiYpKSmYmZkxYcIEjh8/ztSpU5k5cyalSpUCXudNDQsL4/Hjx2RkZDBhwgTZGdrAnThxgtmzZ/PixQsaNGigfm5ra8uQIUO4du0ax48fp2LFimRlZWVbjiZ1arj+aMmg/kw3Hx8frK2tZTfST4yurpo2bUpWVhahoaFMmTKFRYsWYWdnR0ZGBqamptnGrfJ8FeLDSWv5k958s/q+zp/+gL5Lly7Y2NjQsGHDj1lU8RfQ7yzY2NhQoEABVq5cyfPnz9mxYwepqamUKVMGIyMjGQh8YvTbaL9+/dBoNOzevZvZs2czf/58rK2t1WOlXg1LtWrV6NChA6tXr0ZRFLp27UqxYsWwsLDAxMSEiIgIWrZsSdeuXQEoUqQIDx484MqVK9l21JIOo+HRf8a+ePGChIQEypUrR9myZTE3N6d48eKYmpoye/ZsjIyMmDhxIvb29m/NHpe6NVwmJibkzZsXHx8fAAoXLkxkZCSurq7MmDFDDbr16dMn23kSRDVs9erV45tvvmHdunVs27aNOnXqqC+vSpQogampKbdu3QL+e++VgIzheXOc8yF1pHvJYWNjA0i+W0MUExNDo0aNyJ8//1vf6QdIW7RogVarJSwsjKlTp+Lq6krRokVzoMRC/HPIFKs/SfcQ2rp1K4C6vOF9x+q+a9KkCcbGxup6ePFp0dWjm5sb+fPnJzo6mty5cxMeHq7WswRlPj36bfTbb7/lq6++omDBgrLNuYH77LPP6N27N/Xq1SMwMJDIyEjgdVA8PT2dhIQEcuXKla3Dv3z5cjw8PCT/k4HTPWO9vb0ZOHAgzs7OnD17lufPnwNgZmZG+/btmTt3LmvWrMHV1fW9vyEMW1ZWFgBt27ale/fuZGRkMH/+fO7cuQPwVt9Kgm2GS1eXY8aMoV+/fjx48IDg4GBevHgBQFpaGqmpqdleZAnDoyiKev8MDw9n9uzZrFq1iitXrqjfv+88Xfs8ffq0jHUMTPfu3dm6dSv58uV77zH6faOWLVvy7bff8uTJE4KCgj5WMYX4x5Icbv8HCQkJtG7dmk6dOjFlypTfPVb/LU9aWhrm5uYfo4jib5aQkKBOm5e37obnXW9Xf++Nq/4bXd1xkifI8N24cYP169dz7NgxnJyc1Bltzs7OnD59mi+//JJr166RlJTE1q1bJf+TAXsz9+ny5cvp3bs3SUlJhISE0KNHD5ydndVdK9PT09m4cSO7d+9m7dq1MpviE6V/X965cyebNm0iKSkJX19fChcunMOlE3+Gfhv29vZmx44dWFpaUq1aNRITE7lx4wZbtmzB1NQ0h0sq3uXN+ouIiKBq1ao8e/aMjIwMpk2bRr169d7qS+n/e8OGDcydO5fo6GgqV66cI9chsjt58iRz5swhODiYwoUL8+TJk2z5Mt+kX5+nTp2iZs2aMqFAiP+RjDo+wJtvWXPnzs3IkSO5du0aZ8+efe95+jetsLAwRo4cSXp6+t9aVvHh3jcz8X2fw3/f7uXPn1+CbQZKf7e01NRUtc3pgmjvolsOoTsuKytLgjIG5l11V65cOTVvW2BgoLrzqLu7O/Xr1ycpKYkSJUoQExMjwTYDp6uXkydPqsm3hw4dysSJE1m8eDHh4eF4enqq7dnMzIyePXuqwTZ5d/hp0q+7Nm3a8M0331CtWjU1z6L4dOjPGB8/fjydO3fm4cOH3Lt3j3r16rFz5051N1JheHT34Js3b5KcnExAQAABAQHMmTOHSpUqMX36dE6cOJGtzeqPc8LDw/H29mbJkiUSbDMgxsbG3Lp1i7t37zJnzhxGjRr1u2NR/fqtXbu2BNuE+AvIDLc/ITo6mlq1alGyZEkePXrE6NGjcXR0ZObMmW8d++ZDyNPTk++//57WrVt/7GKLd9AfeN+6dQutVkvu3LnVN+rvy8emX6+6JKLCMPn5+XH48GHy5MnDV199Rd++fYF3161+ve7atYtChQpRq1atj15m8W767fXnn38mOTkZCwsLvvjiCwB+/fVXIiIiOHbsGAMHDqRHjx5A9pxPEhw3bIqi8Ntvv9GsWTMApkyZwsCBA9Xv9+/fz/jx4+nTpw/jx4/PNltc8gUZnj9bJ+86XgLkn6Y3Z0qdPn2aOnXq4OTkRO7cuaW9GrDdu3ezcOFC8ufPj7+/vxr4vnz5MkFBQZw5cwZXV1fq1auXrS8VHh6Oh4cHCxYsoGXLljl5CeIdvL29CQkJwdTUlPDwcMqXL/+7x+u30du3b1OoUCFy5879MYoqxD+S9GQ+0IkTJ5g2bRqDBg1i06ZNaDQa5s6dy4YNG9i7d2+2Y98Mtnl4eDB//nwJthkI/RwV3t7ejBkzhm7dujFixAg1H5BuN7Q3z9PVa3BwMH369JE3tQZEfwZUcHAwQUFB1K5dm7x587J06VIWLVoEvJ13Ub9eIyIiGD9+vMxENSD67XXx4sVMnz6dGTNm4OXlxcSJE4HXOd26d+/Ol19+SWhoKGvWrAH+m/NJP7+MMEwajYZixYoRHh6OhYUFP/30E7/99pv6ffPmzVmyZAkhISGEh4e/da4wLLo68ff3JyAg4IOOf/N5+nuzzYXhenOmW61atThy5Ai+vr4kJCRIezUgb865yJcvH/b29ty5c4dnz56pn1eqVInBgwfzxRdfMGzYMC5cuKAG28LCwvD29pZgm4HRH8NYWVmRlpZGWloa8fHxv3uefp947dq1TJgwQc3FKIT4v5ERyHu8+Wa1Xr161KlTh4sXL3Lu3Dl++OEHvvzyS8aNG8fatWuxt7dXd9bSH7zLGx/Doz8Q0M0+hNdvcZYvX05CQgJeXl4YGxurD543g6irVq1i+vTpMog3EPrt9ZdffiFXrlx4eHjQsGFDXr58Se3atZk7dy7weuaMbldZIyOjt2ai+vj4UL9+/Ry7FpGdfnuNiorC19eXqlWrsmzZMvz8/Hjx4gUBAQHY29vTvXt3nj9/zrlz57K1WRngfRq0Wi3Vq1cnICCAAQMG4Ovry7hx47CzswOgWbNmrFu3jurVq+dsQcUHSUtL4/jx49SpU+cPj9UPiu/du5dGjRpJzlsD8XszDd/3nZGRkboKYMKECaSlpXHhwgVZ+m1gdM/GLVu2oNVq6dSpExqNhrS0NKZOncqCBQvU5aEVK1akT58+lChRgkqVKgFw5coV5s+fj6enp4xzDIwuIBoSEoKtrS3R0dHExMTg5OSEr68vjRo1euucN8c6Pj4+zJkzhyJFinzUsgvxj6OI33X58mUlLi5OURRFOXfunDJu3DglODhY2bVrl9KwYUOlZcuWSsOGDZXQ0FAlKytLPW/z5s2Kvb29smfPnpwquvgdKSkpynfffacEBgaqn6WlpSmHDh1S6tWrpwQEBKifa7Va9b83bNig1KhRQ9m9e/dHLa94NxcXF+XVq1fqv2NjYxV7e3ulVq1ayk8//aR+npKSomzcuFGpUqWK4u7u/tbvSL0attu3byuDBg1SDh06pCiKohw+fFipXr26MmfOHKVx48bKsGHD1GPv3r2r3ov12674NOjq7uTJk4qDg4MydepU5dGjR28dl5GR8bGLJv6Afh9IZ8GCBcqQIUOUjIwMJTMz853n6bfT8PBwxd7eXjl+/PjfVk7x4fTrNDw8XHFxcVFmzpyphIaG/u55+nV6+PBh5cGDB0p8fPzfVk7xf5eenq4MGzZM6d27t/rZkSNHlGHDhimdO3dWLl269M7zdO355s2bH6Wc4sO8ORatVKmScvHiRUWr1SqpqanKrFmzlKpVq6r9qXedp+sTyxhWiL+GLCl9D0VRiI2NpXv37ixdupQff/yRqlWrUqhQIZKSkmjVqhWRkZHUrFmTJ0+ecPLkSfUtX3p6Ounp6axatYqvv/46h69EvIuRkRG3b9/m3r176mdmZmbUq1ePxo0bc+nSJeDt5YYyY9Fw3L17l6SkpGxv14sWLcq4cePIzMwkNjZW/dzCwoJ27doxe/ZsVq9eTVhYmPrdmjVrZDmEgStVqhTt2rWjcuXKnDlzhhkzZuDi4sLs2bNp3Lgxhw4dokuXLgCUKFFCXdIkM9s+Pbq6q127NkFBQWzfvp158+a9tQxGZhcbHt29WLccODMzEysrK1JSUjAxMXlnXlT9dqpLweHr60u9evU+atnFu+nq1MPDgyVLlqDRaHj27BleXl6MHTtWTb/we2kahg4dyt27d8mfP//HvwDxFv26Sk9Px9TUlAULFnD9+nV1xceXX37Jt99+i62tLbNnz+bcuXNv/Y6uPZcpU+bjFFx8EF2b/eGHH8jMzMTV1ZXKlSuj0WjIlSsX06ZNo1OnTowdO5Yff/zxrfP08/HJGFaIv0gOB/wMyrtmQ2zdulWZPn26Uq9ePWX16tXK/v37lQYNGigHDx5UFEVRkpOTldjY2Lfe3Kanp3+UMos/duHCBeXu3buKoijK3LlzlX379imKoiiLFy9W+vfvr/zyyy/Zjvf29lb69u2brQ5lxqJh27hxo5KcnKwoiqLExcUpvr6+iqOjoxIcHJztuOTkZOXgwYPq7JjExETlq6++UrZt2/axiyze432zYHS8vb0VZ2dndWbj6tWrlZEjRyrTp0//w3NFznrXDKg/OvbIkSNKnz59/tS54uPSr5tTp04pVatWVZo0aaI0bNhQ+fbbbxUHBwdl6dKlyunTp5UbN24oaWlpb/2GzDI2XL/88ovy1VdfqbPGs7KylJ9//lmpX7++MmnSpGzHvrkioGbNmtJvMlBBQUGKr6+vcuXKFUVRFCUqKkrp1KlTtplPx48fV3r06KFMmzYtp4op/g/u3r2rVKpUSbG3t1eCgoIURcneNl+9eqXMnTtXsbe3V86ePat+vmPHDqVq1arSZoX4i8kupf+ffh6Kp0+fkpqaSokSJQB4+fIlhw4dYt68ebRs2VLNQ7F06VI1bxu8f2dLkTMUReH+/ft07dqVzp07k5SUxObNm4mKiqJixYrExsYyd+5cHB0d6dSpE7Vq1SIpKYlRo0ZRsmRJvv/+e+D138b+/fsxMzOjcePGOXtRAsj+Bj0+Pp527dphY2PDxo0bsbCw4PHjx0RGRhIUFMTo0aMZMGDAW7+Rnp6OmZkZL1++xMrK6iNfgXhTWlpatpxNP/zwA48fP6Z48eKULFlSvR+PGzeOe/fuERUVRUZGBhMmTKBmzZpqHct92PBduXKFihUr/uEulG/WpdSt4YmLi1Nz7J04cYISJUpgaWlJcnIyv/zyCwkJCcyfP5/ChQtjampKXFwcBQoUoGPHjowdOxaA0NBQli9frvaxRM56s10ePnyYWbNmsW3bNvLmzas+f3/88UcmT57MkiVLqFevXrbzZNdKwxYfH0/v3r2Ji4ujePHifPfdd1StWhUPDw9KlCjBiBEj1F0pz58/j4ODg+wYbMCUN3b+zcjI4MSJE8ybN49SpUoREBCgzh7X1eOrV68ICwujf//+6ozxmzdv8ujRI8ljLMRfTAJuZL9R+fj4sH//fuLj47GxsWHw4ME0atQIa2tr7t27R2BgIJcuXeL8+fPMnz9fXcYkDNeePXuYMWMGr169wtfXl8aNG6t1fvjwYXx9fUlOTsbU1BRTU1PS09OJjo7G1NRUPe6PBobi49GvC12Q5sqVK0yePBkTExPWr1+vBt02bdpESEgI/fv3Z+TIkTlccvE+Y8aMwcHBgX79+mFhYYGHhwfr16+nePHiPHr0iIoVK9KlSxc6duzI4cOHcXV1xdLSEhMTE169esWWLVswMTF5q9MpDE9sbCx9+/Zl69atfPbZZ797rNx3DVtsbCxeXl44Ozuze/duIiMj2bVrlxqAg9cBuWHDhjFr1iwcHBw4f/48iYmJNG7cGBMTE27fvs3AgQOZNGkSbdu2zcGrEQAJCQnq0s9z587h6OjIzZs36datG25ubrRo0UI99v79+/Tq1YuZM2dmW3q2Zs0aVqxYIQFUA/LmszE9PZ3w8HCOHDlCo0aNWLFiBb179+bevXscPHgQPz8/atSoke035H5smN4Momm1WiwtLQH48ccfmThxIg0bNsTLy+ut43UyMzMxMjKS+hXib/KvT4Ki/xBatWoVYWFhTJ8+nYIFCxIVFUVgYCBxcXF0796dEiVK4OzszI0bN9i5cycdOnTI4dKL36N7qFhbW2NpaYmpqSmnTp2iVKlSas6JRo0aUbRoUe7du8fPP/9M8eLF6datGyYmJmRmZqpvfeQhZBj0Owpr165Fq9XSqlUrKlasiKenJxMnTqRXr16sX78eW1tbunbtSnJyMj///LMEYwxYsWLF8PHxwdLSkkqVKnH8+HECAwOpUaMG58+fJyIigtDQUPLkyUPjxo2ZNm0ax44dw8LCgrFjx2JiYiKznz4R9vb21K9fn0OHDvHZZ5+9dxCnKIr6+aZNmzA3N6ddu3Yfu7jid2i1WvLnz8/EiRNJTk5my5Yt2NnZZatTOzs7LCwsOH78ODVq1KBWrVrZzi9cuDBhYWEULVo0py5D/H/Hjh0jOjqaCRMmEBwcTExMDHv37sXGxoYvv/ySqKgorKys1Px6efPmxdraWs0JpigKjx8/Zs2aNcycOVOCbQZE1/eJjo6mSJEi1KtXj44dOxIdHU1mZiZbt24lMDAQExMTkpKSmDx5Mhs3bqRAgQLqb0g/2PDo32v9/f05d+4cV65coVWrVnz11VdqoG3SpElMnDgRLy8vjIyM3uoPS05UIf5e/9oZbvfu3VOXKGVlZZGcnMyQIUNo3749ffr0UY9zd3dn//79LFiwIFtHUUc/KCMMV1ZWFnv37mXhwoW0bNmSPn36ULp06d89Xgbvhsvd3Z3Nmzfj7OxMgwYNsLW1BeDXX39l7NixWFhYsG7dOiwtLUlISMDa2hqNRiNBNwOjXx8rVqxgxYoV9OzZk+fPn+Pu7q5+d/XqVXx9fTE1NcXb2/ut35H7sGF6XzDNzc2NH3/8kZ07dwJvz77Q/3d4eDiLFi3Cw8OD5s2bf5yCiw/m6elJYGAgVapUYcqUKXzxxRfA6zrUBU0nTJiARqNRZ1gIw7Rjxw4CAgLIysri8ePHhIeHqy8nf/rpJ/z8/Hj16hUNGzakTJkyREREkJCQQFRUVLb+km6FiDAsDx8+ZNGiRezZs4eRI0fSu3dvnj9/zpgxY5g6dSq1atXi2rVrzJ8/n6ysLDZs2CBBtk/E4sWLiYiIYPr06aSnp7NhwwYyMjIICQnB2tqaY8eOMWnSJKpWrUpgYGBOF1eIf51/5Z106tSpzJ8/n4sXLwKvd9rRaDSkpKRk22kUwNnZmfz582fb1VCfDPIMm+7Nq7GxMa1bt2bChAns2bOHiIgIbt68CcDgwYM5cuRItvMk2Ga4IiMj2bp1K8HBwXTq1AlbW1vS09NJSEjgs88+Y9myZaSnp9OqVSvS0tLInz+/BNsMlG65NsCIESMYOXIk69at48yZM8TFxanH2dvb06JFC/bu3cv9+/ff+h25Dxsm3fP09u3bvHz5Uv1ct7uhn58fwO8G2zw9PXFzc5Ngm4HRtdvq1auzePFiihYtiq+vr7rrnUajUeu/dOnSZGRkAK/rVximtm3bUqlSJa5du8bnn3+e7bu6desyevRoqlevztq1awkODsbc3JzIyEiMjY3JyspSj5Vgm2HQ340UoEiRInh7e7No0SK2bt3KlClT2L17N127duXo0aOkpKTg4ODA+vXr1WDbm78hDM/169c5fPgwy5cvp3379hQrVozr16/Tv39/bGxsMDIy4quvvmL+/PkoiiJ1KkQO+NeNUnr27Mn9+/exs7MjNDSUvn37UrVqVfLkyYONjQ07d+6kV69emJmZqUnVK1WqlG2wID4dug6/bhDXsWNH4HWuvsuXL/Py5UuePXtG3bp1c7CU4n169erF8OHDadSokfrZ/fv3qVOnDhUrVuTOnTucOnWK0NBQ8uXLR/PmzRkwYADu7u4EBwdnC8RIsM0w6Sfy/e6777CwsMDNzY2YmBh69uyJtbU18HrQXrJkSTIzM3O2wOJP2b17NwsWLKBs2bIMHz6czz77DBsbG1q0aMHFixfJyMjA1NRUPV7XTiMiIiTpugHTPVt1gdCCBQsSEhJCYGAgGo2Gr776CoD9+/dTv359yaFp4HSz+qtUqULFihXZsWMHK1eupH///jg4OKAoCjVq1KBGjRqMHDkSRVGwsrJCo9HIDGMDpD+7+OzZs8THx1OoUCHKli1L+/btKVu2LD/88APbtm3j4cOH6rJhXbL8NxPsC8OVlZVFamoqjo6O7N27lylTpuDi4kKXLl1ITU3lwIED1K9fn+bNm6v3a6lbIT6uf9UT0tfXl9TUVI4ePcqRI0dYtWoV4eHhaLVaqlWrhouLC4MGDVLXuetmOV25coUqVarkcOnF/0J/hlPHjh3Jly8fv/zyC2lpaUycOPGtnG0i57169Yo2bdqo+WLgdSchPT2dmzdvsnDhQn7++WeKFi1KnTp1MDIyIioqijZt2lCpUiU8PDwAWR78KdDv3A8YMICUlBSWLFlCUlISTZo0wdraGh8fH6ysrChZsmROF1f8jhs3blCiRAnMzMwICwujSZMmuLi48NNPPzFmzBhq1apFs2bN+Prrr+nTpw/Hjx/PFlAHWLduHV5eXixatChbMnZheHTP1dq1a6PRaFizZg3Lly/n1q1bHDlyhFu3brFv3z7ZfMjA6Z6RupQqBQsWJCgoiDVr1jBw4EAqVaoEvM7z1qBBA/U8RVGk32SAdO3M3d2dPXv2kJqaSt68ecmVKxd+fn5UqVKF0qVL07ZtW9zd3Tl06BDr16/PtjultFXDo7vf6mYK6+6rFhYWREZGsmTJEiZNmkSvXr0AuHz5MgcOHKBs2bLZZp5K3Qrxcf2rcri5ubnx008/ERMTQ0BAAHv37kWj0VC6dGkGDBhA5cqV2b9/P7NmzSJ//vwULVqUFy9ekJSUxNatW6VTYaD+zFLB9x0rwTbDtnLlSgoWLEi3bt149uwZnp6e3L9/n6+//pq6detSoUIFDh48iL+/PytXrlR3WROfFv0B+apVq1iyZAnGxsa0bduW5ORklixZgqmpqQzcDdT58+eZPn063bp1486dO6xbt44DBw5QrFgxAE6cOMHZs2cJCQmhRo0aHDt2jEaNGrFo0SIsLS3RaDQ8efIEV1dXWrZsSZs2bXL4isSH0H+unj17lk2bNnHu3Dns7OxYuXJlth2/Rc77vbrQv7fu3LmT4OBgihcvTsuWLYmKiuLOnTvs2bNH6vITEB4ejre3NytWrKBo0aLcunWLVatWcfv2baKioihUqJB67M6dO2nZsqW8nDRg+m3zzRfJo0ePZt++fYwfP55hw4YBr19ajxkzBiMjI1asWCF9JiFy0L8i4KbrXMTGxjJr1iyMjY159OgRBw4c4Pjx4wQEBFC2bFmcnJywt7cnLi6O4OBgACwtLRkxYoTMgPoEBAUFUadOHRwcHP5wVpPub0Kr1aLRaKTzaMAyMjJYtGgR69atw83NjY4dO5KRkUF6ejq5c+cGXudcHD16tNqxkPr8dOl3KtetW4erqyvLli2jWbNmsnzJwGm1WlxdXdm7dy/JycmEhIRQrVq1t5aNJiQkEBkZyalTp4iNjWXr1q3qzEVFUUhMTJSguYH40OC2fhAnJSWFtLQ08uXLh5GRkbRZA6Lf93lfverX5d69ewkPD+e3336jUKFCBAUFSQDVAJ0+fTrbhiUArq6uZGVlMWfOHPW427dvM23aNGxtbfH09ESj0WTrK0tbNUz67S0kJISTJ0+SO3duypYty4gRI0hMTGT8+PFcu3aNfv36kZ6eTmxsLE+fPmXz5s3yolKIHPavCLjpGzx4MMeOHePLL79Ud2rZtm0bwcHBlCtXjv79+79z+agsSzN8gwcPJj4+noiICMzMzN7bIdT/PC4uDjs7u49dVPEnJScnExAQgJ+fH25ubnTo0AGAly9fsmvXLvbt28fDhw+Jjo6WjsU/gH79bdq0iY4dO2JiYiKDPAOlvyNldHQ0bm5uFCpUiB49etC5c2esrKzUZ6juf3V1OXDgQAoUKICHh4f6G8IwPHjwQJ2dGBISQq1atT4ovYZ++5V7seHw9PTk1atXTJs27Q9zdOnfax8/fkxaWhrFihWTAKoB2r59O5MmTcLd3Z327durn0+ZMoVbt26xcePGbMf7+/uzY8cOwsLCsLKy+tjFFX+SfltcuXIlAQEBdOrUicTERH788UeqV6/OkiVLMDExYf78+dy4cYNcuXJRpkwZXFxcZMKIEAbgX9ULSkxMxNTUlNGjR/Pw4UMmTJgAQLt27Rg4cCC3bt0iLCyMM2fOvHWuBNsMy7t22Rk/fjxWVlZs2LBBnbn2Jv0HV2hoKK1btyY+Pv5vL6/43+TOnZshQ4YwZMgQXFxc2L59u/rdpUuXKFSokPoWLzMzUwZ4BuZ9u2K9732P/u5oXbt2xcTEhIyMDAm2GSDdPdXIyIhnz57RtGlTNm3aRJ06ddiyZQvh4eGkpKSoz1Dd/+rq/ssvv+Tly5fZdrUUOe/SpUs0a9aMH3/8kfnz57Ny5Ury5Mnzh+fpB00zMjKkTg1EamoqSUlJnD9/Hh8fHzXY9r57s36eKFtbW0qUKKEeLwN3w9K4cWOGDx/O1KlTiYmJUT+vX78+GRkZ7Nixg/T0dPXzMmXKAK+XHArDp+v3/Oc//+HBgwf4+voyc+ZMvLy8CAkJ4dq1azg7O2Nubs68efPw9/cnMDCQGTNmSLBNCAPxr+oJWVtbs3z5ckaMGMHAgQO5fPkyEydOBF4H3QYMGMDJkyc5ceJEDpdU/BFdJ97Pz49Nmzbx4sULKleuTNWqVdm/fz+JiYlA9oG+frAtPDyc5cuX8/3338sW9p+I3LlzM2zYMIYMGYKzszNbt27FysqKKVOm4OrqiomJCVlZWdKxMDD6syhiY2M5fvw4jx8/Bv6b8Pdd9INrupclwrDov9g4ePAgI0aM4Pbt25QsWRIXFxccHBzYtWsXERERpKWlAbBw4ULi4uLUv4mHDx9y+/ZtkpOTc+w6xNsqV67MsGHDGDt2LFFRUYSGhlKqVKnfPUf/GRsREUFERITsKmwAFEXBwsKCSZMmUbt2bY4fP87SpUs/KOj25ncSQDUsut1iR40axahRo3BxcWHv3r0ANGnSBFtbW8LDw4mOjub58+c8efKE8PBwihQpQoECBXK49OJD7d+/n9mzZ3P8+HFsbW2B13Xv4OCAh4cHsbGx7Nu3D0DNh6o7RvrEQuS8f92T09jYGI1GQ5s2bXBycuLSpUtq0O2bb77h+++/Z/jw4TlcSvEhbt26ha+vr/pGZ9euXUyYMIGnT5+ydOlS4HXnULfcST/Y5uHhwbx582jbtm1OXoL4k94Muh05coRcuXKpb+NlJqrh0Q3QFi1axIQJE/juu+8YO3YsYWFh7x3w6bfXsLAwBg0aRFJS0kcvu3g//UDqkSNH2LNnDzdu3MDX15czZ85gZmbGzJkzcXBwYMeOHUydOpXBgwcTExOjDvTi4uJITEzE09NTzccocpb+rNMiRYqQmppKeno6v/322x+epx9smzNnDra2tjLYMwC6wFmePHkYOnQotWvX5sSJE38YdNOfrbhx40YOHjz4sYsufsebbU4X3B4zZgxbtmwhb968LFy4EBsbG8LCwmjYsCFOTk48e/YMX1/f333hJQxLoUKFKFWqFI8fP+b48ePAf19KlipVCisrK168eJHt8zf/WwiRc/51Odz0paSksHv3boKCgrCzs2P16tXqd5KzzfC8K9/I0qVLCQwMZPTo0Zw6dYoCBQrw5ZdfsmjRIubNm0fTpk2zHR8eHo6Xl5e6C574NL18+ZLt27eryw2F4dEfDJw8eZJFixYxffp0rKysCAoK4s6dOzRr1ozBgwdnyyf0ZnDc09OT77//ntatW+fk5Yj3cHNz48CBAzRv3pxnz55x/Phx7O3tGT58OF988QUZGRkEBARw69YttFotbm5u2ZKuv3r1ily5cuX0ZQiyP2OfP39Ovnz5iIuLIywsjODgYNzd3WnduvVbuRT1z9O90HJzc6NFixY5ch3iv96V9/LFixf4+flx+vRp6tWrx9ixY9/K6aZ/3saNG5k1axa+vr5SpwbI29ubqKgoJk+eTGJiImfOnGHPnj0sWLCAzp07k5KSQlxcHOfOnSN//vw0aNAAY2NjWWr4ibl+/To+Pj7cvXuXAQMG0LFjRwDS0tLo0KED/fr1o3fv3jlbSCHEO/2rA27wOui2efNmzpw5g4eHh0yX/wQcPnwYMzMz6tWrB8C4ceMoUqQI/fv3Z9q0aSQmJnLnzh1q167N/Pnz1SWjBw4cYOTIkfj4+PD111/n5CWI/+9dQdQ/mxhfOo2Gbf/+/Rw+fJj8+fOreTNfvHiBl5cXV69ezRZ0069L3cB9wYIFEhw3UOfOnWPUqFF4eXmpO+Tt3r2b9evXY2JiwpgxY6hevTqKoqDVatWXWNJmDY/+vXjlypXcunWLXr168fnnnwOvA6thYWF4eXmpz89FixbRvn17KlWqBLyeZePu7i5t1kDo1+mLFy/IlSsXiqJgbm5OYmIi/v7+xMbGZgu6ZWVlYWRk9NaKAAmgGqaEhAQGDRpE79696datGwDPnj0jMDCQ4OBgvLy83rmSQyYVfJouX76Mv78/Z8+epXnz5hQuXJgzZ85w48YNduzYIc9VIQzUvz66ZGlpSdeuXfH09PzdXBYi5ymKwoMHD1i0aBHLli3Dy8sLgKZNm5KUlISiKAQFBdGrVy8+++wzkpKSyJ8/v3p+0aJFWbt2rQTbDIT+YODq1av88ssvwB9Pgddvo/Hx8dLBMGAvX75kzZo1bN26lRs3bqif582bl4kTJ1KxYkUOHjyoJvHWD7Z5enrKwN3AGRsb8+rVq2wDt1atWtG9e3dOnz7N0qVLiY2NRaPRqDuTSk4Zw6S7F3t4eLBmzRqaNWum7lAK4OLiQs+ePRk3bhyLFi2id+/eHD58mAoVKgAQHByMp6cnCxculDZrAPSfr/7+/owfP54uXbqwZMkSrly5grW1NUOHDqVWrVr89NNP+Pr6qkFx/WWKupceEmwzDG/OkUhLS+PevXvZ+k0FChSgf//+VK5cGWdnZ6Kjo9/6HQm2fZoqVarEsGHDcHR0ZNOmTRw5coTGjRuze/duNY+xEMLw/OsDbgDm5uZqDiiZ4WZY9IMrGo2GYsWK4ePjQ4cOHYiOjmbQoEEoisLVq1eJiIgAoFu3bvj6+hIaGpotR0WlSpXUWRgi5+namru7O4MHD2bw4MF06NCBkydPZttRS59+G42MjMTV1ZXnz59/tDKL36cbDOj+18rKCk9PT5o0acL169fZtGmTemzevHmZMGECRYoUIT4+Xh0w7Ny5kzlz5kiw7ROQK1cubGxsuHfvHvDfev/mm28oV64cSUlJ+Pn58fPPPwOv7+GSU8ZwHTx4kB07dhASEkLLli0pVKgQCQkJ/Oc//wFg+vTpjB49mqtXr1K0aFG2bNmiBk8vXLjAjBkz5IWWgdA9J729vVm9ejWtW7emS5cunD17ljlz5nDhwgU16PbFF1+wbds2IiMj1fNDQkIkgGqAdPfPPXv2kJKSQuHChdWAi36excKFC1O+fHlKlizJpk2b3rsjuPj0VKxYkZEjR9K0aVPMzMyybZIgY1ghDNO/fkmpMFz6b2ivXLlCUlISJUqUwNbWFiMjIxISEpg0aRKWlpb89ttvXLx4kWXLltG8efN3/oYwDPp18sMPP+Du7o6Liwu2trYsWLCAx48fM2XKFL788kvMzMzU895MEDx//nwWL16crb5FztGv1ydPnmBhYUFWVhb58uXjt99+w9XVlaSkJLp06aLmHgFITk7GwsICIyMj0tPT+eGHH7CysqJBgwY5dCXiz5gxYwb79+9n2bJl1KxZE41Gw7Nnz5g7dy41atTg6NGjGBsbM2jQIOrUqZPTxRW/Y9euXfj7+7N+/XoePnzIrl27iIqKQqvVUqxYMcLCwoDXM1etrKwASE9Pz3afFoZj//79LF68GDc3NxwdHTl69CjfffcdZcuWxdjYmO+//x4HBwcSEhLYtWsXPXr0wNjYmNTUVMaNG8c333xDu3btcvoyxBtu3rzJxIkT6dSpE/369WPr1q2sX78eR0dHnJycsLW1JSUlhYkTJ9KjRw8aNWokLzr+gS5cuMDq1at5+vQpHTt2pEuXLjldJCHEe0jATRgk/eCKp6cn27dvJysri+TkZNq2bUvnzp35/PPPURSF6OhoYmNj2bx5M3379mXGjBk5XHrxIbZu3cqjR48wMjLCyclJ/dzJyYl79+5lC7rp5xvR5ZRZuHChzKYwEPrtddmyZfz444+8ePGCfPnyMWbMGBo0aMDDhw/5/vvv3xl0A7LtlidBcsOnX09jxozh5MmTdO7cmUKFCnHo0CG0Wi3r1q3j6NGjLFu2DFtbW9zd3WWDBAOh32Z1/71v3z58fHwoVKgQ169fp379+jg4OFCiRAlmzJiBh4eHmjv1zd8Qhuc///kPO3fuZNq0afzwww+4uLgwYcIEChcuzNSpUylevDhTpkyhZs2a6jm6Z60EUg3Hm/nWXr16xYIFC7h79y6rVq0iV65cBAQEcODAARISEqhatSrXr18HICoqCmNjY3muGqj31csf5djTnXf16lU1vc7ixYvVFyFCCMMiATdhcPQfQGFhYSxbtozFixdTvnx5jhw5wubNm8mfPz9Dhw6lSpUqAGRkZLBr1y7atGkj+YE+AVqtliZNmhAXF0f37t2ZN29etu+HDBnC/fv3GTNmDM2aNVM7/hs2bMDLy4v58+fLMhcDtGzZMtauXcv06dN5/vw5Fy9eZNu2bSxYsIAOHTrw4MEDFi5cyO3bt3F2dqZhw4Y5XWTxP9APuPj4+HD+/HmePXtG0aJF8fLywtzcHICjR49StmxZihYtmpPFFf+f/jM2IyMDrVar1lV0dDS3bt2iUqVK1K5dm4IFC3L//n1Gjx7N3LlzcXR0zMmii/d438A9ISEBCwsLhg4dSt26dRkxYgRarZaePXvy5MkT6taty8KFCyV4+gn44YcfKFKkCBUrVuTFixe0adOG5s2bM2fOHOD1buD/+c9/+PXXXylYsCCTJk3C1NRUNkgwUG/uBPzgwQMsLCzo0aMH+fPnf+/mQrphu0aj4e7duzx48ICyZctiZ2f3UcsvhPhwEnATBuPIkSN89dVXwOtd7IyNjZkwYQI2NjbMnDlTPW7//v34+PjQtm1bhg0b9lZHU3bAM2y6TkZmZibffvstjx49YvHixVSrVi1bPXbp0oWSJUvi7e0NwLZt25g+fToeHh4SbDMAb86ASExMZNiwYXTv3l1d2pCVlYWvry/+/v5s3LiRKlWqcP/+fSIiIhg3bpwMAv4B9O+/6enpZGZmYmFhgUajkVkyBki/vtasWcOJEydISUnh888/Z/z48cB/79FZWVm8fPmSKVOmqBugSJs1PPp1eu/ePTIzMylTpoz6/f379+nVqxfTp0+nVatWPHnyhAULFtC6dWuaN28uM58+AYcPH2bYsGEUKFCAyZMn07FjRw4fPoyHhwfDhw/nm2++UY/V/3uQ/rBh0q8jDw8PoqKiKF++PPHx8WRlZREaGoqdnd1b9acfpFu7di0eHh7ExMRQtmzZHLkOIcSHkaesMAjr1q3D1dVV3fhA/wGTnJwMoO6+07x5c7766isiIiJIT09/q7MonQvDpgu2mZiYEBoaipWVFbNmzeLChQvZEvtGRUWpU+UzMzN59OgRy5Ytk2CbAejfvz/+/v7ZPnv16hXXr1/HwsIC+O8GF7qd8Hbs2EFGRgbFixdn4sSJGBsby45aBupd7+He927OyMhI/c7U1FRN4KwoigTbDIz+pjNeXl4EBgZSsWJFWrdujZ+fH3PnzuXFixdoNBrS0tIICwtjwoQJPH78mODgYGmzBkpXp56engwaNIiuXbsyZswYrl69iqIo5M2bl/Lly7N582Z27tyJi4sLCQkJarBNf3MqYRjerJMGDRrQvHlz7Ozs8PX1ZeHChVy9epU6depw/vx5nj59qt6H9fvE0h82TLo6io+PJykpiZCQEEJDQ/Hy8sLW1pYuXboQFxeHiYkJmZmZQPZgW3h4OMuWLcPNzU2CbUJ8AiTgJnJcaGgoJUqUoGbNmsTExKhBN41GQ7ly5di3bx83btzI9ma9dOnSFC1aVHZe+kTpOhGmpqbqlvXTp09/K+hmZGSkBucGDx4sSxANxPjx4xk6dCiA2hksXLgwtWvXZseOHdl2HbW0tMTS0pKkpCRMTU2z/Y7MljE8Wq1Wrbv4+HjS0tIA1BlP76ILsOnOy8rKkuVpBkS3k7OuTvbt28fevXvx8fFh3LhxlChRAhMTEyIjI5k1axZJSUmYm5uTJ08ePv/8czZu3Iipqak681wYBv32uH37dnbt2sX48eNZtGgRFy5cwNXVlXPnzpE3b166devGq1evWLx4MYqiEBAQIDkzDZiuTm7fvg287jM1adKE+vXrM3XqVPLly8eZM2eIjo5m586dnDt3Tu65n5jo6Ghat27N9evXyZ8/P0ZGRlSqVIk5c+ZQpkwZunbtyuPHjzExMSEjIyNbsM3Dw4N58+bRpk2bHL4KIcSHkKesyFEDBw4kLCyMRo0aMWTIEEqXLs2mTZtYv349AKNGjaJq1aoMGTKEc+fO8fTpU1JSUtixYwc2NjZq3hnx6Xkz6GZkZMSwYcO4efPmW8eBbHduKLRaLdWrV8fMzAx/f38mTZpESkoKAI0bN+bp06eEhITw8uVLdVlhcnIyBQoUyOGSiw+ha2e+vr7069ePIUOGsGTJEoD3znDSD7Zt3ryZvXv3yqwZA7Fo0SK8vLyIi4sDXgfI09PT6dOnD59//jmHDx9m/PjxzJ49m8DAQPbt24enpycpKSl06tSJUaNGYWJiQlZWlsyWMRCpqanAf19YHD58mN9++42hQ4eqeb0iIiJ4+vQpixYt4tKlS7Rp0wZ/f3/Wrl1LYGCgGkCV56rhOn36NK1atcLd3Z3Lly/Trl07Ll26xPnz5xkxYgTTp0+nYcOGPHnyRH1RLT4dhQoV4rPPPuPatWvqy0hFUShXrhxz5syhXLlyNGzYkISEBPX78PBwFi9ezIIFC2S1hxCfEMnhJnLMlStXmDRpEr6+vpQpU4Zff/2VokWLMn/+fG7dukX79u3p3bs3z58/Z/LkyZw5cwZra2ssLS3V3UlNTU0l2a8B+jN1opvBlpGRwfTp01m4cKHMovgEaLVajhw5wsiRI+nUqRPff/898HrjhB9++IFXr17h6OjIjRs3SE5OZsuWLTJg/0TExMSwePFihg0bxrVr1zhx4gSVK1dW8ynqJ+HWb+sRERHMnj2bFStW0LRp0xwrv/gvDw8PTpw4Qf369fn222+xs7Pj5cuXJCYmYmVlhZOTE19//TVDhw7lwYMH9OnTh0ePHjF06FAmTJiQ08UXbxgzZgxt27alZcuWaLVaEhMTqV+/PgAjRoxgzJgx6rFPnjyhf//+2NjYMHbsWGrVqqW2VZnZZnje1W/atWsXa9aswdTUlJYtW9K0aVN69uzJ9OnT1YDLvn37aNq0qfSbDNi72ltGRgb/+c9/mDt3LkZGRmzYsIHcuXOr31+9epWNGzcybdo0jI2NiY2NpW/fvixdulSCbUJ8YiTgJnJMYmIibdu2pVmzZuTNm5fAwEDOnz/PvXv3CAgI4ObNm3Tu3JkePXoAsGfPHvXNbrt27TA2NpaEsAZIv9P44sUL8ubN+4fnvFmPGRkZby0/FDnr1KlTmJiYUKNGDdzc3ChZsiS9e/fm+PHjjBgxgtatW7Nw4ULg9a6UJ06c4PHjxxQuXJixY8eqs2RkUGB43hwMbN68GY1GQ8eOHUlJSeHQoUN4eHjg6OjI0qVLgf9ubPPmMpeFCxfy9ddf58h1iP/Svw+vXLmSvXv3qkG3woULA3Djxg1GjBih1u3Tp0/x8fGhe/fuVKpUSdqqgXn58iXh4eH069cPMzMz0tLSMDc35/bt23z77bcUK1aMBQsWZMvp9PTpU9q2bUvbtm2ZNWtWDpZe/B79e7CuXnWf/frrr5w4cQI/Pz/s7e2xsLDAwsKCyZMnq20ZZIMEQ6Vft2fOnOHVq1fkypWLGjVqAPDzzz8zf/584PVGCPpBtzddunSJypUr//2FFkL8pSTgJnKE7gF06tQpBg4ciLm5Odu2baNYsWLA67wVfn5+3Lx5kw4dOtC7d++3fkMG74ZHv2MRFhbG9evXGTBgAKVKlfrd82SWomGLi4vD2dkZExMTrK2t2b17N1FRUVSsWBGAY8eOMXLkSFq3bo2rq+s7Zz/JYMAw6ddRTEwMqamp7Ny5k5YtW9K3b1/g9YYYBw8exNPTk2rVqqkz3XR0wTZZ5mJY9O/HK1asYN++fdSvX59+/fphZ2fHo0ePaNmyJT169KBp06YEBASQnp5OaGhots1tRM5r2bIl1atXZ9GiRcDrgblWq6V9+/bkz5+fGzdu0KNHD2rVqsW0adMoWbKk2rYTExPJkyeP9JcMlH47Xbt2LT///DOpqanUqVOH7t27Y2VlRUZGBomJicycOZPz58/z7Nkz/Pz8aNSoUQ6XXnwod3d3tm3bhrm5OQ8ePKBVq1b07duXmjVrEhsby8KFC9FoNISEhGBlZZXtXBnvCPFpk/nkIkfoOhfXrl3D2NiYjIwMVq9erX5funRphg0bRtmyZdm+fTvBwcFv/YY8fAyLfqfx+vXrnD59mh07dhAeHs6DBw/ee57+gH/9+vXqmz5hOOzs7Pjuu++4efMmu3fvZv78+VSsWBGtVotWq6VBgwYsX76c3bt3M2fOHHVnYf0gqgzcDY9+21u8eDFz5swhIiKC69evs3fvXnUDk1y5ctG0aVOcnZ3Zv3+/mtMNIDg4GG9vbxYuXCjBNgOjvwPliBEjaNGiBcePHyc0NJSHDx9SuHBhFixYQGRkJHPnziU5OZmgoCB1Ewxps4bB398fMzMzNdgGr1NyrFmzhn379pGQkEC5cuWIiIggNjaWBQsWcO/ePbVtW1tbyw6zBkx/l9nly5dTqVIlSpQowfbt25k9e7a64VChQoVYtWoVzs7O9OrViwYNGuRwycWHioiIICYmBl9fX8LDw1m3bh13794lMDCQy5cvU6tWLZydnYmPj39nH1jGO0J82iTgJnJUuXLliImJwdvbm+jo6GxLHnRBt/z583Pr1i3ZkdTA6TqNCxcuZMyYMeTJk4eqVasSHBzMmjVruHfv3lvnvLnNuZeXFzVr1vyo5Rbvp5/43tramsKFC1OlShV2795NbGwsRkZGGBkZkZWVpQbdIiMjCQsLy8FSiw+la3uPHz/m119/JTw8nKCgIDw9Pbl58ybfffedemyuXLlo1KgR/v7+jB49Gng9a3Hv3r1Mnz5dlpEaqPcF3datW8fjx49p27Yte/bsYfny5axfv15Npi8zjg2Hubk5qamppKens2TJEnx8fJg/fz4NGjQgMDCQPXv2ZAu6nT17lsmTJ6sbZejIoN1wbd26lf379xMQEMCwYcOoV68e165d49y5c0yZMoWXL1+qx3bo0IHZs2erG08Jw3fx4kXq1atH9erVKVCgADVr1mTu3Llcv36dqKgoAGrWrMmyZctwdXXN4dIKIf5qsqRUGIRXr16xf/9+ZsyYQfv27Zk3b5763aNHj7C1tcXIyEiWHhq4o0ePMmHCBIKCgqhSpQoAGzZsYPHixXTo0IEBAwZQvHhxIPsU+fDwcDw9PZk/f77MkjEQ+jMWT58+TeHChSlUqBBnz54lMDAQjUbD8OHDqVWrVrbzLly4QMWKFWV2zCdizZo1hIWFUaRIETw9PSlUqBBarZbY2FgmTJhA1apVWbly5VvnpaenY2ZmJktdPhHvWl765Zdf0rNnTzWVw5vHiZynKApnz55l+fLlPHjwgLi4OLZt26Y+R6dPn87p06cZNGgQrVq1wtramqtXr+Lu7k5AQIDUpYHSb2darZaDBw8SGxuLi4sLBw4cYNq0aYwaNQojIyO8vb1p1KgRs2fP/qCcuMJw6MYsEydOJCMjAx8fH7KystQZxJGRkXh6erJjxw4KFiyonifPVSH+WeRJLAxCrly5aNGiBa6urmzbto3Zs2er3xUuXFh9Sy/BNsOiPwMKXs94sbKyIn/+/Op3vXr1YsyYMaxbt44NGzaoM910nYmIiAg8PDwk2GZAFEVRBwNeXl44OzsTGxuLRqOhXr16fPvttyiKQkBAAKdPnwZez57ZvHkzVapUkTfvBuzNNlu3bl2MjIy4cOECz58/B17Pivriiy/w9vbm4sWL9OzZ863fMTMzA2TWzKfizZluLVu2ZMuWLRw6dOit44Th0Gg01KhRA2NjY+7evUuVKlXIkyeP+v38+fP54osvCA4OZu/evcTHx2Nvb8/q1auz1bkwLLp2tmrVKqKiomjevDmDBg0iMTGRlStXMnjwYL799ltat25N/vz5OXLkyDtffAjDphuzNGrUiL1793LixAmMjY3V56a5uTklSpTA0tIy23nyXBXin0V6VsJgmJub8/XXX+Pq6kpERAQBAQHZvpeBgOHR1cnDhw/VzxISEkhKSsLIyIhXr14B0LZtWwoUKMDWrVuJiYkhLS0NeB1smzdvnuR/MjC6TmJgYCBRUVEsXryY5s2bY25uDkDjxo359ttv0Wg0TJkyhU6dOnH58mW++eYb9Tdkhpth0rXZ8+fPk5CQgL29PcuXLydPnjy4uroSHx8PvP4bqFWrFgsXLsTa2loG7v8A+gGY4cOHM2HChHcGU4XhyMzMJCEhAWNjY8aOHYuxsTFTpkzJ9sydP38+tWvXZtGiRZw5cwZATcEh/SbDop9Hb9u2baxdu5ZKlSoBYGtry4MHD3j8+LGan+3Fixc4ODjg6urK5MmTc6TM4n/XunVrunfvzogRIzhw4ADx8fEkJiaydetWChYsiIWFRU4XUQjxN5IlpeJv9X9ZApqWlkZsbCx16tSRQfsnYNu2bbi7u3PkyBHg9UDu6tWrbNq0iQIFCgCvd7lctWoVtra2LFu2jPXr11OtWjWWLFmCg4MDLVq0yMlLEO+QlpbGiBEjqF+/PoMHD1Y/19+58MKFC1y+fJm4uDiGDx+uzmyTdmvYTp48Sf/+/Zk6dSodO3YkX758XL9+nUGDBlGhQgU8PDywsbEBst/DZbmh4Xlfnfzes/fN5UqyfOnTERMTQ1RUFFZWVsyaNYsiRYqo3/n7+zN48GCpSwP06tUrcuXKpf770KFDXLp0CSsrK/r166e2wTt37jB69Ghq1KhBly5dWLp0KRYWFvj4+KDRaKStfsIePnxISEgIYWFh2NnZYWpqSq5cuYiMjMTU1FSer0L8g0nATfxt9B8eL1++fGub6w8hnQvDFx8fT48ePejbty/9+/fn+vXrzJ07lxs3buDs7IypqSnR0dEArF69mhYtWtCuXTvGjBlDSkrKW1PphWGIj4+nTZs2uLi40LFjx2ztOS0tjcTEROzs7LKdI+310+Hu7s7mzZsZMWIE7dq1w9ramuvXrzN48GAqVKiAm5tbtpwywvDot8kjR46QmppKcnIynTp1+t3z9INxiYmJWFtb/91FFf8j/XurLuiWJ08eZs6cmS3o9uaxIufNnTuXUqVK0bVrV6ysrIiPj6d+/foADBo0CGdnZ/XY9PR0QkJC2LJlC0lJSRQrVozQ0FAJyPyDnD17lri4OExMTGjSpAnGxsbyolKIfzi5c4u/hX7HYNWqVUyfPp3Hjx9/0Hk6aWlp0mk0MG/G57OysrC0tKRu3br8/PPPwOudZxctWkTz5s3x8fHBx8eHzMxMNf9I7ty51QGCBNsMw7veu9jY2ODg4MC+fft48eKFuhspvN5xa/369bx48SLbOdJeDY9+3erfX52dnenSpQu+vr5s27aN58+fU758eYKCgjh+/Dj+/v45UVzxJ+iesR4eHsyZM4egoCBWrFhBp06dOH/+/DvP0Q+2hYSEMGDAgGw7IArDZGxsrLbfjh070rVrV5KTk5kwYQLPnj1761hhOJ4+fcqGDRvYuXMnz58/x8bGhj179mBra8uJEyf49ddf1WPNzMwYMGAAQUFBrFq1irCwMHXnYAm2GR7952t6evoHnfP555/TqlUrmjdvjrGxMVlZWRJsE+IfTu7e4m+h6xi4u7sTFhZG/fr1ycjI+N1z9BO1h4WFERAQ8MEPMPFx6AZqjx49Al537HPlykW3bt3Yv38/27ZtQ6PRULRoUebNm8eGDRuIjIxkzZo1mJmZ4e3tzYsXL6hbt25OXobQo78ZyaNHj7hx44YaSGvVqhX37t0jODhYDYCnpqbi7+/PxYsXsyXvFoZJV7dBQUHs3Lkz2z110qRJdOvWDQ8PD7Zt20ZCQgLlypVj7969TJkyJaeKLP6E8PBwNm/ezLJlywgPD2f8+PFcvnw5WxBNNyjUD7aFh4erydn/L7PPxcen26kdoEOHDrRu3ZpKlSqRP3/+HC6ZeBddgNTX15fatWsTFBTErl27SEhIoFSpUoSEhHD//n0WL17M3bt31fPMzMyws7OjcuXK6osuCcgYJt391N/fny1btgBvb0z0Jl0b1r3AlECqEP98cgcXf5sffviBrVu3smLFChwdHQFISUnh2bNnFChQINvsJv2BQEREBAsXLsTDw0PdCU8YjsjISCIiIvjiiy8YOXIkpqamODo60qdPH7Zv3069evWwsbHByMgIW1tbNBoNV65cYcOGDezZs4egoCBKlCiR05chyB7kXrJkCcePH+fatWvUqVOHKlWqMGrUKB48eMCPP/7I7t27KVeuHL/99hsZGRlER0ej0Wj+T3kaxccXGxvLsWPHMDc3p1GjRuq9dfLkydy4cYPAwEBSUlLo3bs3xYsXB2Rp2qfg7t279OrVi0qVKrFz505mzZrF7NmzqVevHqmpqVhYWLyV+yk8PBwPDw8WLFggm9UYgD9zD9W/5+pveCHLDQ3b6NGjmThxImFhYWg0Glq1akXZsmUJDw+nR48eLFiwgOnTp7+zbyT3YMP322+/ERUVRZs2bcidO/d7j9Nv6/fu3aN06dLSfxLiX0CezuIv8+aytLi4OEqVKoWjoyOXL19m1apVdOrUia5du7J06VJ1Fs2bb93d3d1ZvHgxrVu3/ujXIN725ts6R0dHWrZsyf79++nVqxc+Pj48evSIpk2bcvv2beLi4tTd8HT1mi9fPmrXrk1ERASVK1fOicsQ76Crn5UrVxIeHs64cePYvXs3ZmZmBAUFcevWLcaOHcukSZNo0aIFBQoUoFWrVmzevFld5iKdRcPzriXCK1asoFWrVri4uPDDDz9km+lWtGhRzMzMiI2NzTZYkIGeYXnXzInLly+TmZnJzz//zPTp05k4cSK9evVCq9Xi5+fH+vXrgf/W5caNGyXYZkD0n5Nvttv3pVjWaDRkZma+9TvCsOgCoK6urjg7O2NsbExSUhKenp7s3r2bxMREypUrR0REBGfPnmXy5MnExcXlcKnFn6E/49TKyoqzZ88C726P+mOddevW0bp162y7DQsh/sEUIf4CWVlZ6n8nJSUpiqIoP/30k2Jvb6+MHTtWadSokTJp0iRl48aNyoYNG5QqVaooV69ezfYb4eHhSo0aNZTdu3d/1LKL99Ov16NHjyp79uxRjh8/riiKoqSnpyvLli1TBgwYoNSsWVNZs2aNUqtWLaVfv35KZmbmW7+l1Wo/WrnF79PVhVarVRISEpR+/fopu3btUhTldT1Xr15d2bhxY7Zj3/SuOhY5T7/NJicnKwkJCdm+nzBhglKjRg1l165dytOnT9XPLl26lO3vQhgW/Xq9cOGC8vDhQ0VRFGXbtm1Khw4dFAcHB7XNKsrr5/CQIUMUb29v9bOYmBjF3t5e2bt370crt3g//Xa2bt06ZdKkSYqfn5/yyy+/vPOYd322f//+bH8bwrDs2LFDqVWrlnL58mW1bzx+/Hjlq6++UsLDw5XExERFURTlypUryqBBg6QuDZx+23uzD9SvXz9l8ODBf3jehg0blNq1ays7duz4ewophDA4sqRU/M/0lzIEBARw+fJlpk6dSp06dfD19WXnzp2MGzeOevXqYWdnR0JCAps2bco2wyI4OBhfX1/c3Nz4+uuvc+pShB5Fb7mhl5cXW7ZswcbGhps3b9KyZUsmT57MyJEjSU9PJzw8nEOHDpGamkpGRsY7l7bITCjDoN9ek5OTMTMzIzk5mXLlynHgwAEmTZqEs7Mz3bp1Iz09nS1btlC+fHk+//zzbL8js58Mz5ub1Zw6dYorV67QrVs3vvrqK2rVqoWXlxcuLi64urpSuHBhMjMzSUtL47PPPkOj0cjSNAOkfy9evHgxp06donv37rRv356KFStiZ2eHRqNRc3ndvn2bBQsWEB8fz6hRo9TfKVu2LH5+fjRq1ChHrkNkp3sm+vn5ERQURIMGDdi4cSMnT56kW7dutGrV6q1l+8ob6Tdmz55NaGgotWvXzrHrEO+XkJBAsWLFKF68uJpGZfHixYwaNQpvb280Gg3NmjXD3t6e1atXA7I82JDp2t6mTZu4du0aTk5OFCxYEI1Gw6RJk5g0aRI//PADTZo0Uc9R3ljFIzOMhfj3kYCb+J/pb5Cwbds2Ro8eTWpqKgAtWrSgSZMmmJiYkJGRQWpqKs7Ozpibm2dbWvj48WPmzJkjwTYDousgBAQEsHnzZjUX37p163B1dSU1NZXJkydTqlQp+vXrR/Pmzbl//z41a9aUgbsB09XJ999/T1ZWFkOHDgVeJ3Y+efIkkydPplevXsDrvCR79uzB2to6p4or/gRd3Xp7exMZGcmYMWPo3LkzS5cu5ddffyU5OZlGjRrh5uZGREQET548IT09nTFjxqi7pUkg1fDo7sXLly9n48aNeHt74+DggImJCeXLl2f48OH4+fkxd+5c5syZQ8GCBbGwsGDDhg2YmJio9Vq1atUcvhIBbwdUHj58iI+PD3Xq1OHcuXOsXr2atWvXotVqadOmjfo81Wg02Qbunp6e+Pj4SLDNgGm1Wp4/f465uTlGRkZqXsWRI0fSo0cPli5dio2NDc2bN1cDM9JvMjz6bVar1XLp0iUuXbpEmzZt6NmzJ7Vr16ZevXrY2tpy7tw5mjRpotanrs1u2LABb29vCbYJ8S+kUZT3JIkQ4k/Yt28f8+bNY/ny5eoGCWlpaTx9+pSiRYui1WqJjo4mJiaG1NRUIiIi1BxQsvuS4YqLi8Pb25uGDRvSpk0b9u7dy4wZM+jTpw/r1q2jXr16jBkzhvLly2c7Twbuhkf/Levt27cZNmwY8+fPp1atWhw+fJjRo0fz1VdfsXz5chRFITk5mQkTJvDq1SuCg4OlPj8Rhw8fZuHChbi5uVG9enV++eUXevXqRYkSJShWrBiDBw+mQYMGb50n92LDpSgKcXFxjBo1ikGDBtGmTRv1O91A8PHjxzx9+pSrV69SokQJPv/8c4yNjaVeDYz+wD02NhZLS0tWrlzJmDFjqFChAgAXLlwgICCAZ8+e0bdvX1q1apXtN2SWzKcjKSmJdu3a4ejoiI+Pj/r5L7/8QmRkJLa2towcOVKer5+IPXv24ODgoG4stG7dOs6ePcvBgwfp06cPt27d4sSJE0RGRlKuXDn1vKNHj+Lk5MTSpUulzQrxLyS9MPGXuH//PqVLl8bR0ZErV65w5MgRoqKiiIuLY8CAAfTv35+8efNSo0YNxo4di4mJiQwEPgHW1tY0a9aMOnXqcP78edzc3Bg1ahT9+vUjb968LFq0iOfPn+Pm5kaRIkXU86TzaDhevHhB3rx5sy1f+u2336hfvz41atRAURQaNmzI5MmTmT9/PkOHDkWr1ZKWlsbz58+JioqS2U+fkIIFC9KzZ0+qV6/O4cOHmTx5MgsWLKBcuXL069eP0NBQUlJSaNGiRbbz5F5suHSzJOLi4siVK1e274yMjEhLSwOgcuXK2WaOZ2VlSb0aEP2lwW5ubkRFRQGQmppK3bp11YBblSpVGDJkCEFBQfj4+JAvXz7q1asHwNq1a1m2bJkE2z4BiqKQJ08e5s6dy7Rp0xgyZAijR49GURSWLVtG4cKFGTNmDCAvKQ2doig8ffqU8ePH07hxY8aPH0+FChXo27cvnTt3pk+fPgQFBZGYmEhKSgoHDx6kXLlyar0WK1aM8PBwqlevntOXIoTIAdITE3+a8o4t7MuVK4e7uzvjxo3jwoULVKtWjf79+6PRaJgzZw4dOnSgZcuWagdRBgKfBnNzcxo3boypqSknTpygQoUKdOrUCQBTU1Pat29PfHw8dnZ2OVxS8S4jRoygYMGCzJs3D4CMjAzi4+OJiIigZs2a2ZaufPvtt1SqVIndu3cDUKJECfr06SPB8U9M2bJlKVKkCMnJyQQHBzNo0CA6duwIQJkyZbhw4QIVK1Z8K+AmDMe7nrGZmZlkZmby4MED9d+6NnnlyhV+/vlnunXrRp48edRzZABvOPTr9O7duxw7dozAwEASExPZvXs3ISEh5MqViy5dugCvg279+vXj8OHD6pLRmzdv4ufnx6xZsyTY9gnQ1Xe9evVYunQprq6ujBgxAhMTE2xtbVmxYoV6rLRVw6PfZjUaDYUKFSI8PJyRI0eybNkyRowYgb29PZaWltSoUYOKFSvy8uVLFi9ezIYNG+jfvz9mZmbA62evEOLfS0ZQ4k/RXw6RmJhIrly50Gg0NGzYEDc3N3bt2sV3331HvXr1KFq0KI8ePcLR0ZGsrKxsvyOdi0+HblB369YtkpKS0Gg0pKWlcfToUdq3b68ub5KcbYZn6tSpajD01atX5MqVi5EjR2JtbY2Pjw+RkZF069YNRVFQFIVatWqpOfh0JDj+abGwsMDCwoL4+HiePHlCgQIFgNdLm+zt7fnuu+9o1qxZDpdSvI/+ffTZs2dYW1uj1WopVqwYvXv3xs3NjRIlStC4cWMA0tPT8fHxoVChQlhZWeVgycXv0d1Tg4KCuHjxInXr1qVatWoAakL9gIAAADXoVr16dXVGjFarpUiRIoSHh6vL2cSnwczMjFq1ahETE8OVK1fQaDRUqFABIyMjeZllwHRtNiUlBUtLSxRFwdHRkRUrVjB8+HCWL1+eLaWKhYUFlpaWzJ49m44dO7Jnzx7atWuXk5cghDAQcpcXH0x/OcTKlSs5fvw4T548wd7enm+//ZYOHTrQpk0bTE1NycrKIjU1lVmzZmFubi5vdz5huk5Hjx496Nu3L7169SI9PR0zM7Nsm1xIsM1wnDx5EkdHR0qUKAFASEgI27dvx9/fHxsbG/r166e2z1y5cqmdQl3gTT/gJsHxT1N6ejq5c+fm559/Jj09nR9++IGXL1/SvHlzNBqNLGEyULr76PLlyzlw4ABmZmY0adKE3r174+TkxJMnTxg+fDhdu3YF4M6dOyQmJrJq1aq3drQUOe/NXaEfP37MwYMHqVWrlnpMuXLl6N27N/A6IPfq1Sv69OmT7XeMjIywsLCQYJuB+LPtTPd3ULFiRfUzeZll+Pz8/Lh27RpTpkyhUKFCKIpC1apV8fPzo1+/fmg0GnWmm+7vwcLCAjMzMzIyMnK49EIIQyEjZPHBdA+TpUuXEhISQocOHfjmm28wMjJi4MCB/PDDD5iampKSksK2bdsYMmQIT58+JSgoCCMjI7RabQ5fgfhfVK9enYiICJo2bUrXrl3ZvHmzutxQGI7IyEj69+/Pnj171NxO9erV47fffsPZ2Zn4+Hhy587N8OHDcXJyYsqUKWzfvl3NEyWB03+GwoULM3ToUG7dusXGjRvRarWsXbtWDcpIsM2w6O9fFR0dTWhoKD169KBo0aL88MMPzJs3j8zMTObNm8fChQt5+vQpL168oHLlymzevFndhEiCbYZFdz999eoVuXPnpn///gwaNIgjR46wfv169bhy5crRp08fKleuzJkzZ5D9zAyXbsdY4K16el+9GRkZffCxIue8OU4pV64c27dvZ9myZTx58kTdMbhKlSpMmDCBAwcO4O3tzb1799Rzjhw5wrVr19QZrEIIIbuUij+k/ybv8ePHDB8+nCFDhtC6dWsAnj59ir+/vzpIKFmyJPv27ePGjRuMGzdOckD9g0m9GiZXV1c2bdrEnDlz+Prrr7G0tOTGjRsMHDiQ8uXL4+XlRf78+UlJScHPzw8/Pz9Wr179zt0rheHQzZLQPbbfF1zRv2fHx8djbGysbpwhbdawnThxguPHj1O5cmX1Gbthwwa2bNlCsWLFmDFjBvnz51eXiOvIjEXDtXHjRvz8/IiMjMTGxobHjx8TFhZGaGgoU6ZMoWfPnuqxDx48oEiRImo7lwCqYdGvk7CwMP7zn/9QoUIF6tati6Oj41vHvOu8AwcO0KRJE3m5ZWD076F37tzBzMyMIkWKcO7cOXr27EmXLl0YPXo0tra2wOt2ffToUdLT01mxYoVanw8ePEBRFJmNKoRQyd1e/C79N3nPnj3DzMyM69evZ+vYFyxYkP79+/PZZ59x6tQprKysaNWqFZMmTcLExESmzf+DSb0alvT0dABmzJhB165d+f7779m/fz/JycmUK1eOoKAgrl+/zsSJE0lISMDS0pIhQ4Ywe/Zs6tSpk8OlF39Ef7aMblnou+hmscHrnYbz5cunfiZt1nA4Oztz4cIF9d+nTp1iwYIFREdHkzt3bvXz7t2706FDB3777TdcXV2Jj4/PFmyTGYuGrVatWpiamjJ06FDi4+OxtbWld+/e9OvXDw8PDzZu3KgeW6xYMXVFgATbDI/+bt8+Pj5kZWWxceNGli5dqm44pH//hezBtoiICEaOHElsbOzHL7x4p/Xr13Pp0iX1Hurh4cHw4cPp2LEjvXv3JiEhgejoaKKioli2bBn/+c9/SE5O5tChQ7Rq1YpVq1ZhZGSkPo+LFSsmwTYhRDYScBO/SzfA8/Lyws3NDa1WS506dThx4gSJiYnqccWKFcPY2Jjbt28Dr3MY6MhAQIi/n6Io6o5YGzduxN7enuTkZNzc3Ni3bx+pqamUL1+e4OBgbty4waRJk3j27BlWVlb06tVLlgcbMP1lLnv37qVFixYkJCRgbGz8h0E33T38+fPnMoA3IFevXqVgwYLY29urnzk4ONCiRQuMjY3ZvHkzr169Al4/Q3v06EHHjh25cOECYWFh2X5L6tVwvLkkTVEUypYti7+/P2lpaTg5Oak7e+uCbrNmzWL//v3ZzpPZT4blzXp9+PAhPj4+LF68mMWLF2NlZcXatWvZuXMngLr0UD/YFh4ejoeHBz4+PurOsyJn3bt3Dz8/PzZs2MDdu3fZt28fW7ZsYeLEibi4uFCtWjWGDx/OtWvXiImJ4ciRI4wdO5Z27dpx//59dbdveekhhPg98kQX76T/du7EiRMcOnSIfv36YWNjQ82aNYmNjWXbtm28fPkSgNTUVDIzMylcuHBOFVmIfzVdp97HxwdPT08sLCyYNWsWX3zxBbNnz2bPnj2kpqaqM91OnDjBqlWrsv2GzH4yPPpJ1/fs2cPFixd5+vQpw4YNU5eLvivopj/QW79+Pb6+vur9WuQ8e3t7Jk+ejKmpKREREfz444/kzp2boUOH0r17d+7du8eSJUvUPIxGRkZ069aNyZMnM2LEiBwuvXgfXVvVD7woikLJkiVZtmwZ6enpDBkyRA26de/enblz56q7zgrDo38Pjo2N5dKlSzx79gwbGxsAHB0dGTJkCAULFmT9+vXqTDcjI6O3gm3z58/PttmUyFklSpRg1apVXLx4kbVr13L06FGcnJxo3rw5nTp1YuTIkUydOpXp06eTnJzMunXrmDFjBmPGjJHcmUKIDyY53MTviomJ4cKFCyiKwsyZM9XPXV1dOXnyJPny5eOzzz7j8uXLJCUlERMTI4N2IXJIQkIC3377LX369KFXr17q57NmzWLr1q3MnTuXZs2aYWVlxf379ylSpIi8lf1ELFq0iAMHDtChQwdu3brFmTNnsLS0JDQ0FBsbm2z5Z95cwuTq6oqHhwetWrXKyUsQ/5/+AP7Ro0dMnz6dR48eMXPmTOrWrUtqair+/v4cO3aMGjVqMH78eMzNzbP9huRsM1yPHj2iefPm1KlTh9WrVwP/bZOXL1+mX79+VKtWDTc3NwoWLKieJ/kVDY/+vdTNzY2oqCjg9UvmqVOnZttN9sKFCwQFBXHlyhVmzpxJvXr1AFi7di3Lli1j3rx5tGzZ8uNfhPhDFy9eZNasWdy7d48BAwZke6nx/PlzXFxcKFq0aLZxEMh9WAjxYWSGm8jmzfjr/v37WbduHZcvX1bzQ8HrHFFDhw6lYsWKPHr0CEdHRzXY9r4lTkKIv4+iKCiKQkpKCnnz5gX+m9Nt3rx52Nvbs3TpUnbs2EFaWhrFixf/3SWJwnBcvHiRHTt2MGfOHEaOHImnpyfz5s1Tdz3Un+n25hImd3d3vLy8JNhmIPSDbbpZ4SNHjsTe3p4FCxZw4sQJLCwsGDJkCF9++SX/+c9/mDdvXrbnL0iqBkPy5nLDwoULExISwvXr13FycgL+OwO5SJEilC5dmqNHj+Lp6ZntPAm2GRb9e+ndu3c5duwYgYGBeHp60q5dO0JCQtQAHECVKlXo168fLVu2VJeM3rx5Ez8/P2bNmiXBNgPm4ODAggULsLKyYv/+/Vy6dEn9Ll++fNjY2HD37t23zpP7sBDiQ0jATaj0Oxfbtm0jJiaGZcuW0bt3b27evEl0dDQpKSnq8e3atWPGjBn4+voydepUNQeUPICE+Pg0Gg02NjaUL1+etWvXotVqMTMzIzMzk6ysLIoXL056ejo7duzINltG2qvhS05O5sWLF9jZ2amf1a1bFycnJ+7du5dtealu8B8eHo6npycLFiyQJUwGQj/YFhgYyLJly0hMTKRGjRr06dOHsmXLsnDhQk6cOKFuaOLo6IiRkRGmpqY5XHrxLvp1evz4cfbt28fhw4epVasWXl5eXLt2TQ26wev8thUqVCAmJob58+fnVLHFB9D1h4OCgli6dCl169alWrVqNGrUCCcnJxo2bEhAQEC2oFv16tUZO3asei8uUqQI4eHhtG3bNqcuQ3wge3t7VqxYQVZWFmvWrOHy5csAvHz5khs3bkjKHCHE/5m8ThNA9k7jtWvXCAoKQqvVkjdvXmbNmkVKSgohISHkypWLVq1akStXLvUc/QG7vKEVImfo2qOTkxMLFixg3Lhx+Pj4YGJiglarJTMzk+DgYMqXLw9kD7ALw6FfL7o6LVOmDCVLluTHH3+kdOnSGBsbY2JiQr169ShbtixPnjxh2LBhrF69mrx587JhwwY12CazKgyH7hnr7u7O1q1b+e6779QcbTVr1gRgzZo1uLm5MXXqVOrWrcvEiRMxMzNTk7BLMn3Dob8piZeXF1u2bMHGxoabN2/Srl07nJyc8PLywtnZmY4dO9K0aVNOnTpFZmYmn332mbqzobz0MCz67Sw5OZnHjx9z8OBBatWqpR5Trlw5evfuDbwOyL169Srb8lJ43d4tLCxkx8pPSMWKFVm4cCGTJ09myJAhVKlSBTMzM9LS0pg1axYgfSchxJ8nPTcB/HcgsGjRInx9fTE3N+fRo0csWLCAvXv34ubmhqOjI/7+/uzdu5fU1FTp+AthQHTtsXr16gwcOJBbt27RrFkzJk6cSJcuXbh69Sply5ZVB+7SYTQ8b9aLbtfYfPnyUbVqVfbs2cO+ffvU7zMyMihevDhjxowhKyuL7du3A/Ds2TMWLlwowTYDFBMTQ0xMDIGBgfTp0wc7OztSU1N5+fIlNWvWZMSIEZQpU4ZJkyZx4cIFzM3N39pxVhgGXVsNCAhg8+bNLFu2jJiYGJydnYmKimLp0qXY2toSGhqKnZ0dZ86cwdramrVr12JkZIRWq5VgmwHStbNXr16py/YHDRrEkSNHWL9+vXpcuXLl6NOnD5UrV+bMmTNvpWQRn6bKlSvj7e2NpaUlDx48oGnTpmzatEk2SBBC/J/JpglCFR0dzcKFCwkJCVGXn7m4uJCYmMh3331H8+bNcXFx4eDBg3h5efHVV1/ldJGFEHp0b14zMjL47bffCA8PJzk5GXNzc6ZMmaLmWJRBnuHRn1UREhLC2bNnuXfvHi1atKBz587kzZuX8ePH8+TJEz777DNq1KjBli1bMDU1xc/Pjy5duvDFF1+ob+GFYfL39+fq1at4eXlx48YNjh49yoYNG8idOzctWrRg+PDhnDx5kp9++olRo0ZJWzVwcXFxeHt707BhQ9q0acPevXuZMWMGffr0Ye3atdSrV48ZM2ZgZ2dHRkaGujRYNkgwbBs3bsTPz4/IyEhsbGx4/PgxYWFhhIaGMmXKFHr27Kke++DBA4oUKYKRkZHMfvoHOXfuHJs2bWLu3Lkyw1gI8T+RgJtQeXt7c/r0adatWwe8fssXFxfH6NGjefr0KdOmTaN58+asWLGCIUOGSE4ZIT6iNzt7/5fAmQzyDJ+XlxcbN26kS5cu6qw1R0dHxowZQ+nSpQkJCeH48eO8fPmSIkWK4O3tjbm5OUOGDKFOnToMHjwYQAZ9Bio4OJhFixbh5OTEgQMHqFChAlWqVOHhw4ccP36c9evXU6BAAfV4CZAbtrS0NH788Ufq1KnDnTt3GDt2LAMGDKBfv35qXX/xxRd4eHioOaAkKGP4bt68yYgRI7CyssLf3x8bGxvi4uJYv34969atY8qUKXTv3j3bORKQ+efRtVWpWyHE/0JGXkJ9oOjyFGRkZGBubk5GRgZ2dnZMmDCB4cOHExwcjImJibpdtgwEhPh4dJ29rVu30r59ezUp8/s6gbp3KbrOIkiORUOzfv16atSoQcWKFQG4cuUKu3btwsfHhzp16gDQtm1bFixYwPLly/Hy8mLYsGF89913vHz5EisrK+D1y5ILFy4wY8YMGcgbuIEDB/L8+XPOnz9P3759adCgAaVLl+batWv88ssvvHjxIlvATZ6xhs3c3JzGjRtjamrKiRMnqFChAp06dQLA1NSU9u3bEx8fj62trXqOtFHD8uZzVFEUypYti7+/PyNHjsTJyYnAwEDs7Ozo3bs3RkZGzJo1CxsbG5o3b66eJwGZfx5Zzi+E+CvIHUSonb/mzZtz+fJlAgICANQZbBkZGTRs2BATExPWrFlDeno6IAMBIT62hIQEFixYwKJFi4A/7uDr2nZGRoZ0GA3MvXv38PPzY/369Vy/fh14XZ+vXr0iV65cwOuXGo6OjkybNo1Dhw5x5MgRtR6trKy4fv06o0aNYtu2baxevZpSpUrl2PWIP6YLgo8bN44VK1bQp08fSpcuTXp6OosWLSJ//vxSh58g3YuMW7dukZSUhEajIS0tjaNHj9K4cWMCAwPVnG3C8OjuqTt37gT+G2QpWbIky5YtIz09nSFDhhAfH4+dnR3du3dn7ty5NG7cOAdLLT4WCZALIf5XMgITKnt7e1xdXVm1ahXu7u5cuHCBe/fusW7dOipXrsysWbM4ceIEsbGxOV1UIf4V3hyg5c6dm5EjR3Lt2jXOnj373vP0lyyFhYUxcuRINVAuDEOJEiVYuXIlFy9eJCQkhBs3bpAvXz5SU1O5c+cO8Lr+tVotjo6OfPbZZ9y+fTvbb5QvX57OnTuzZs0aKleunANXIf4M3UAeXs+MevXqFevWrWP48OE8ffqUVatWSWDmE6S71/bo0YNz587Rq1cv2rdvz4MHD/j666/V4+Slh+F69OgRzs7O2ZbkK4pCqVKl8PDw4O7duzg7O/P06VOKFClCjx49MDExUTe2EUIIId5Hnv4im86dO+Pl5UVMTAwjR46kT58+PH78mIEDB5IrVy5KlSqFjY1NThdTiH8F3QAtOjqau3fvYmZmRosWLXj+/Lm6I+Wb9INt4eHheHt706VLF8zMzD5aucWHqVy5Mt9//z0XL14kKCgIrVbL0KFDmTFjBqdPn8bU1BQjIyNSUlJIT08nX7586rm6wE3Tpk0pUaJETl2C0PMhKXHf3IVWq9VSvHjxbLvgSWDm01S9enUiIiJo2rQpXbt2ZfPmzRKUMVBvBrULFy5MSEgI169fx8nJCfhvWy1SpAilS5fm6NGjeHp6ZjtP0jQIIYT4I7JpgninuLg4Hj58SGZmJjVq1MDIyAgvLy/2799PaGgohQoVyukiCvGvcOLECQYOHEjx4sUZPnw4X331Fc+ePaNr164sWbIk2wyKN4NtHh4eLFiwgJYtW+ZU8cUHuHTpEtOnT6dKlSq0bNmSw4cPs3btWpycnLC0tOTnn3/m8ePH6gBeGB79PFB/Jr+p/rGSF/WfRzaqMTz6bfX48eMkJydjZmZGo0aNiI2NZeLEiVSoUIHAwEDg9cYYc+fOpV+/flSoUEHaqBBCiD9FAm7iD127do2AgAAOHz5MSEgIlSpVyukiCfGP9a6NEPr378/Fixdp06YNz54948svvyQpKYkjR47g6ur6Vt6niIgI3N3dJdj2Cbl06RIzZ87EwcGBjh07cvv2bTZs2ECuXLkoXLgwCxYswNTUVIIyBki/zQYGBvL48WPGjRuHpaXlB5+Xnp4us1CF+Jvpv5Ty8vJiy5Yt2NjYcPPmTdq1a4eTkxPPnj3D2dmZvHnz0rRpU06dOkVmZibr16/HyMhI7sFCCCH+FAm4id+VmZnJr7/+yrZt2+jcuTMVKlTI6SIJ8a9w5coVbGxssLW15fz58wQFBVGtWjUKFy7MwoULsbCwIDU1FScnJ/r06aMO3GNiYnBxccHHxyfb7Ddh+C5evKgG3caMGUOhQoWyDRBltoxhc3d3Z/v27QwaNIhWrVpRuHDh9x6rX6+RkZHA65QOMpAX4u8XEBDAmjVrWLFiBY6Ojqxbtw5XV1datWrFhAkTMDIy4vvvvyctLQ0rKyu8vb0xNTX93Z3BhRBCiHeRp4b4XSYmJlSuXJkJEyZIsE2Ij0BRFGJjY+nevTtLly7lxx9/pGrVqhQqVIikpCRatWpFZGQkNWvW5MmTJ5w8eTLbLJn09HRWrVolwbZPkIODA66urly8eJHvv/+eO3fuqEEZRVEk2GbAtm/fTkxMDCtXrmTAgAEULlyY9PR0kpKSyMjIyHasfrAtIiKCmTNnkj9/fgm2CfERxMXFcePGDaZNm4ajoyN79+7Fx8eH7777jqNHj+Lh4YGpqSl+fn4EBASwbNkyya8ohBDi/0xmuAkhRA7TH4DrbNu2jZMnT3Lw4EGcnJwoVaoUs2fP5vvvv6dJkyakpKRw+fJlqlevnm2gnpGRgamp6ce+BPEXOnfuHBs2bGD+/PkywPtErFq1isuXL7N06VKuXr3KiRMniIiIQKvV0qNHD/r06YO5ufk78yy6ubnRokWLHL4CIf4d0tLS+PHHH6lTpw537txh7NixDBgwgH79+hEcHMyiRYv44osv8PDwUGepvusZLYQQQnwICbgJIUQO0l+i8vTpU1JTU9VdJ1++fMmhQ4eYN28eLVu25MKFCyiKwtKlS7PlbZOcMv88ugGeLGEyPO8afG/cuJFZs2YxcOBAfvjhB+zt7fn888958OABO3fuZPPmzdja2qrHS55FIXKO7sWUv78/P//8M56enuTJk4d169Zx7tw54uPj8ff3l3uvEEKI/5msTxFCiByiKIraoffx8WH//v3Ex8djY2PD4MGDadSoEd988w3VqlUjMDAQExMTzp8/T2xsbLaAmwTb/nk0Gk22vw9hGPQ3N3j8+DF58uTB1NSU7t27Ex8fz7Fjx+jXrx8NGjSgVKlS3L17l7Nnz5KSkqL+RnBwMCtXrmThwoWy9FuIHKBbnn/r1i2SkpLQaDSkpaVx9OhR2rdvT5s2bYB3b2IkhBBC/Bkyw00IIXKA/iyZVatWERwczPTp0ylYsCBRUVH8+uuvtGvXju7du2NtbU1ycjI3btxg586dTJo0SfJ5CfERhYaG0qdPHzW4vWzZMnbt2oWlpSXVq1dnwoQJWFhYkJKSgqWlJYqikJGRwYgRI9BqtQQGBqoD9+HDh9O6dWs6dOiQk5ckxL/ef/7zH/r27UuZMmXUYPrmzZvl+SqEEOIvIwE3IYT4iO7du6cuGc3KyiI5OZkhQ4bQvn17+vTpox7n7u7O/v37WbBgAbVq1Xrrd2THSiE+jiNHjjB9+nTq1avHokWL2LNnD7Nnz8bZ2ZmLFy9y4cIFLCwsWLFiBZaWlrx8+ZJdu3axbds2kpKS2Lhxo5p0XdqsEIbl4sWL7N27FysrKwYOHIiJiYm0VSGEEH8ZCbgJIcRHMnXqVBISEhg9ejQODg4AJCUl0bt3b3r37k2vXr2yLVnr0aMHRYsWxdvbOyeLLcS/WkpKClu2bCEyMpLy5ctToUIFChcuTLt27dBqtRw4cAA/Pz+srKxYsWIFpqamREREcOPGDaZPny4DeCE+IdJWhRBC/JUkMYEQQnwEPXv25MiRIzx58oTQ0FDOnz8PQJ48ebCxsWHnzp0AmJmZkZ6eDkClSpUkP5sQOSgzMxNLS0vat29Pjx49uHHjBv7+/pibmwNgZGRE48aNGT58OMnJyYwePZqMjAz69u3L7NmzMTExISsrSwbwQnwipK0KIYT4K0nATQgh/ma+vr6kpqZy9OhRxo0bx/379wkPD+eXX34BwMXFhevXrzNx4kTgv5sgXLlyBWtr65wqthD/ai9fvlQH31euXKFHjx5069YNKysrNm7ciFarBcDU1JTGjRszbNgwbt26xeLFi7P9jgTNhRBCCCH+neQ1jhBC/M2Sk5PVDRKuXLlCeno6165dIywsDFNTUypXrsz333/PrFmzaNu2LUWLFuXFixckJSXh4uKSw6UX4t9n7969xMTEsHjxYhYvXkx0dDSHDh2iQ4cOaDQawsLCcHFxwc3NDSMjI0xMTGjcuDHW1tZ8/vnnOV18IYQQQghhACSHmxBC/E10O5HGxsYya9YsjI2NefToEQcOHOD48eMEBARQtmxZnJycsLe3Jy4ujuDgYAAsLS0ZMWKE5H8SIgdcuXKFjh07Uq5cOeLi4li3bh0VK1YEIDU1lZiYGDZu3Mhnn32Gm5ubGlDXycrKkpltQgghhBD/chJwE0KIj2Dw4MEcO3aML7/8ksDAQAC2bdtGcHAw5cqVo3///lSpUuWt82TgLsTHpQtwu7i4EBMTQ/369fHy8iJ//vzqMbqg26ZNmyhUqBArV658K+gmhBBCCCH+3SSHmxBC/M0SExMxNTVl9OjRPHz4kAkTJgDQrl07Bg4cyK1btwgLC+PMmTNvnSvBNiE+Dt37R12bq1GjBosXL+bs2bPMnj2bBw8eqMdZWFjQsWNH2rdvT968eZF3l0IIIYQQ4k0yw00IIT6CrKwsjIyMiIqKYvXq1VSuXBkvLy8Atm/fzuLFi+nSpQsjR47M4ZIK8e+j1WoxMnr9DvLZs2cUKFBA/e78+fN8++23NGzYkKlTp1KkSBEADh06ROPGjdWl4/q/IYQQQgghhATchBDiI0pJSWHXrl0EBgZmC7odO3aMunXryow2IXLQihUrOHLkCFlZWXTr1o1GjRpha2vLhQsX+Pbbb6lfvz6dOnVi06ZN3Lp1i927d6PRaNSgmxBCCCGEEDoScBNCiI8sJSWF3bt3ExQUhJ2dHatXr1a/k5xtQnw8+oGyiIgIFi9ezJgxYzhy5AiPHz+mRo0aDB48mCJFinDp0iXGjx9P7ty5MTc3JzQ0FFNTUwm2CSGEEEKId5KAmxBC5ICUlDU/9HkAAAXHSURBVBQ2b97MmTNn8PDwkKVoQuSgc+fOsXXrVurWrUvz5s0B8Pf3Z//+/VStWhUnJyeKFCnCs2fPSEpKomTJkhgZGckOwkIIIYQQ4r0k4CaEEDkkLS0NMzMzyf8kRA46cuQIrq6upKSksHDhQr788kv1O39/fw4cOEDVqlUZNGgQRYsWVb+TNiuEEEIIIX6P9BSFECKHmJubq/mfZOAuRM746quvaNq0Kenp6ezdu5ekpCT1u6FDh9KiRQsOHTrEnj17sp0nbVYIIYQQQvwemeEmhBBCiH+F35uVtnDhQk6ePEmrVq3o27cvVlZW6ndbt26lbdu2kl9RCCGEEEJ8MAm4CSGEEOIfTz/YFhMTw9WrVzE3N6dixYq0atUKAFdXV86cOcPXX3/9VtANZFMTIYQQQgjx4STgJoQQQoh/jUWLFrFlyxYcHR1JTk7m9OnTDBgwABcXF+B10O2XX36hTp06jBgxAktLyxwusRBCCCGE+BTJ1lpCCCGE+Fc4ceIEW7duZdmyZdSoUYO0tDQOHDiAi4sLuXLlYty4ccyYMYOpU6cSHx+PhYVFThdZCCGEEEJ8oiTgJoQQQoh/hfj4eKytralSpQrweuOSNm3a8PLlSzw9PWnevDlVqlRh4cKFaLVadVMTjUaTwyUXQgghhBCfGtliSwghhBD/OFqt9q3P8ufPz/3797ly5QoAuqwajo6OmJqakpKSoh5rZGSkBt2EEEIIIYT4syTgJoQQQoh/FP0NEn788Ud27tzJ9evXqVSpErVr1yY0NJTLly+rwTQbGxusra3JyMjI9jvv29FUCCGEEEKIPyKbJgghhBDiH8nLy4t169Zha2vLgwcPmDdvHmlpaezatQtTU1PatWuHra0tq1evJjExkY0bN8oupEIIIYQQ4i8hATchhBBC/CPo8q0pisKDBw9wdnZm8uTJlClThk2bNuHt7c20adOwsLDg559/ZuvWrZQvXx5ra2v8/f0xNTUlKytLgm5CCCGEEOJ/JgE3IYQQQnzy9JeRJiYmkpiYSFRUFOPGjVMDaCEhIbi7u+Ps7Ez37t3VnG0FChRAo9GQmZmJiYnsJyWEEEIIIf530qsUQgghxCdPF2zz9vbm2LFj3L59m6JFi9KpUyfKli0LwIABAwDw8PDg2bNnjBgxAgsLC+B1wE6CbUIIIYQQ4q8i2YCFEEII8cnS3410x44dREVF0aFDBzp37szdu3eJjIzkwYMH6jEDBgxg9OjRnD59mly5cqmfywYJQgghhBDiryRLSoUQQgjxyTt16hS7du2iWrVqdOzYEYCwsDD8/f1p164dvXr1olixYurx+vnedLuVCiGEEEII8VeRtRNCCCGE+KQ9efKE6dOn8/TpU0qXLq1+3qdPHwD8/f0xNjama9eulChRAkCCbUIIIYQQ4m8l6yeEEEII8UkrVKgQvr6+2NracvjwYa5evap+16dPH4YNG0ZAQABHjx7Ndp4E24QQQgghxN9FlpQKIYQQ4h/hypUrTJ06lSpVqtCvXz8qVKigfrd3716aNWum7lgqhBBCCCHE30kCbkIIIYT4x7h06RIzZszAwcGB/v37U758+WzfZ2VlSdBNCCGEEEL87STgJoQQQoh/lEuXLjFr1iyKFi3K5MmT1bxtQgghhBBCfCySw00IIYQQ/yiVK1dm1qxZ5M6dO9vOpEIIIYQQQnwsMsNNCCGEEP9Iul1ItVotRkbyjlEIIYQQQnw8EnATQgghxD+WLugmhBBCCCHExySve4UQQgjxjyXBNiGEEEIIkRMk4CaEEEIIIYQQQgghxF9IAm5CCCGEEEIIIYQQQvyFJOAmhBBCCCGEEEIIIcRfSAJuQgghhBBCCCGEEEL8hSTgJoQQQgghhBBCCCHEX0gCbkIIIYQQQgghhBBC/IUk4CaEEEIIIYQQQgghxF9IAm5CCCGEEEIIIYQQQvyFJOAmhBBCCCGEEEIIIcRf6P8BuDhw52R5hbYAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Sécurité:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_sécurité \n",
|
||
"0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n",
|
||
"1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Flexible Bond\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.6092 0.7548 121\n",
|
||
" 3 0.3969 1.1736 75\n",
|
||
" 4 0.4146 0.9109 34\n",
|
||
" 5 0.3019 1.1830 33\n",
|
||
" 6 0.2697 1.1367 31\n",
|
||
"→ K retenu : 2 (silhouette=0.6092)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_flexible_b \n",
|
||
"0 968 88.9\n",
|
||
"1 121 11.1\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Flexible Bond:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_flexible_b \n",
|
||
"0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n",
|
||
"1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Patrimoine\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.5967 0.5513 251\n",
|
||
" 3 0.6520 0.5031 170\n",
|
||
" 4 0.6269 0.5990 99\n",
|
||
" 5 0.6057 0.7167 74\n",
|
||
" 6 0.5876 0.7718 66\n",
|
||
"→ K retenu : 3 (silhouette=0.6520)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_patrimoine \n",
|
||
"0 238 20.8\n",
|
||
"1 737 64.4\n",
|
||
"2 170 14.8\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Patrimoine:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_patrimoine \n",
|
||
"0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n",
|
||
"1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n",
|
||
"2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Emergents\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.4352 1.1739 509\n",
|
||
" 3 0.4730 0.8737 290\n",
|
||
" 4 0.4057 1.0207 140\n",
|
||
" 5 0.2767 1.3023 136\n",
|
||
" 6 0.2953 1.2352 136\n",
|
||
"→ K retenu : 3 (silhouette=0.4730)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_emergents \n",
|
||
"0 347 19.5\n",
|
||
"1 1144 64.2\n",
|
||
"2 290 16.3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Emergents:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_emergents \n",
|
||
"0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n",
|
||
"1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n",
|
||
"2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Global Bond\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.7574 0.3756 294\n",
|
||
" 3 0.8455 0.2185 202\n",
|
||
" 4 0.8210 0.3162 97\n",
|
||
" 5 0.8302 0.3349 94\n",
|
||
" 6 0.8284 0.3586 60\n",
|
||
"→ K retenu : 3 (silhouette=0.8455)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_global_bon \n",
|
||
"0 1246 72.5\n",
|
||
"1 270 15.7\n",
|
||
"2 202 11.8\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Global Bond:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_global_bon \n",
|
||
"0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n",
|
||
"1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n",
|
||
"2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Credit\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.7006 0.5926 107\n",
|
||
" 3 0.5971 0.6643 36\n",
|
||
" 4 0.4844 0.7914 17\n",
|
||
" 5 0.2672 1.1071 17\n",
|
||
" 6 0.2958 1.0764 17\n",
|
||
"→ K retenu : 2 (silhouette=0.7006)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_credit \n",
|
||
"0 107 10.5\n",
|
||
"1 911 89.5\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Credit:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_credit \n",
|
||
"0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n",
|
||
"1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Court Terme\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.4719 0.9125 113\n",
|
||
" 3 0.4108 0.8594 109\n",
|
||
" 4 0.3615 1.1596 108\n",
|
||
" 5 0.3464 1.2502 57\n",
|
||
" 6 0.3987 1.0217 35\n",
|
||
"→ K retenu : 2 (silhouette=0.4719)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_court_terme \n",
|
||
"0 414 78.6\n",
|
||
"1 113 21.4\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Court Terme:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_court_terme \n",
|
||
"0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n",
|
||
"1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Emerging Patrimoine\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.5594 1.0477 252\n",
|
||
" 3 0.6004 0.7581 133\n",
|
||
" 4 0.4796 0.9787 67\n",
|
||
" 5 0.4237 1.1134 30\n",
|
||
" 6 0.4481 1.0397 35\n",
|
||
"→ K retenu : 3 (silhouette=0.6004)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_emerging_p \n",
|
||
"0 852 74.9\n",
|
||
"1 152 13.4\n",
|
||
"2 133 11.7\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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nSx9v2LBBEIvF2codP35cEIvFwps3bwRBEISLFy8KYrFYePjwYa51R0RECGKxWNiwYUO2bUOHDhW6d+8upKSkSNdJJBKhf//+QseOHbMd97vvvhPS09O/eD5ubm5Ct27d8izz+bl8+PBBqFOnjjB+/HiZchs3bhTEYrHM85O177BhwwSJRCJdv3z5cqF27dpCbGysdF1SUlK2Y//www9C/fr1Zc57zJgxQtu2bb8YZ5Zbt24JYrFYuHXrlnTdoEGDBLFYLBw+fFimrI+Pj1CrVi3hzp07MusPHz4siMVi4e7du4IgCMLu3bsFsVgsREREZItDFSZMmCCIxWIhJiZGrvI5PddnzpwRxGKxzLlnvb6///77bOXbtm0riMVi4d69e9J1165dE8RiseDg4CC8fftWut7LyyvbNfj83nn06JEgFouFZcuWyRxnzpw52e6LrH3d3d1lyk6YMEFwcnL64rmOGDFCaNeunfRxbGys0LBhQ+Gbb74RkpOTZcp++rrNSdbr7saNG0JERIQQEhIi/Pbbb4KTk5Pg4OAgvH//XggMDBTEYrEwb948mX1XrFghiMVi4ebNm9J1Wc/r1atXsx2rQYMGMvdXlqzX+NmzZ2XW9+rVS3B2dhaioqKk6wIDA4VatWoJs2bNynYOn947gwYNEgYNGiR9vGfPHkEsFgsnT56UrktNTRX69+8vNGjQQIiLi8vzecq653JafvjhB2m5rGv76br09HShdevWgp2dneDp6SldHxMTIzg4OMg8J/Lew4IgCGKxWKhVq5bw9OlTmbJLliwR7OzshMePH0vXRUVFCU5OTl98nrKuRZcuXWTet/bu3SuIxWIhKChIEARBSElJEZycnIS+ffsKaWlp0nInTpwQxGKxTJ25adu2rTBixAghIiJCiIiIEAIDA4Vp06YJYrFYWLJkiSAI8t/rO3bsyPH9M6/nKWtbTvemotcvP68zRd8XgoODhdq1awtbt26VKRcUFCTUqVMn2/rPrV27VhCLxUJ8fHyOz0fWPfz999/n+Tmc2/3w+XL8+PFs+3p6esqUGTp0qPDu3bscj9OxY0dh1KhReZ4TERGplkItzxITE/HLL7/g1q1biIiIyDb98+ddlIiIFJU1CUlRjAOSNRbRlStXUKtWLWhqasq9b3R0NG7duoXJkydLY87SsmVLbNy4EaGhoTAzM5Ou79evn1zjlOnr6+P9+/d4+PAhHBwc5Irn5s2bSE9Pl3bfyzJo0CCZLjSf6tevn0xrJkdHR+zZswdv376VzgL26S/m8fHxSE1NhaOjI44cOYLnz58rfbYwLS0t9OnTR2bduXPnYGtri+rVq8u0Csjqgufn54dGjRpJWyVcunQJffv2LdTuOPLI72v50+c6JSUFCQkJqF+/PgAgICAAjo6OMuW//fbbHOupUaMGGjZsKH2cVUezZs1kZnvMWv/mzZtcJ8PI6gaW0+vqxIkTOe7zeVyOjo64ePEi4uPjpbN2f3qucXFxSEtLg5OTE/766y/ExcVBT08P169fR0JCAsaMGZNtDKPPW+Hl5vMJLCwtLbF69WqYmZnBx8cHAKQDu2cZMWIEdu3ahT///FP6GgMAKysrtGrVSq7j5iYsLAyBgYEYNWqUtBUSkDlmUvPmzfHnn3/mq76rV6/C1NRUZvw2TU1NDB48GN9//z3u3LmDtm3b5lmHpaUlli5dmm39p+9dWb7++mvp/9XV1VGvXj28f/9eZr2+vj6qVasm7akAyH8PZ2nSpEm2SaquXbuGBg0ayPR0qFixInr06JFtvKnc9OnTR6a1UNY99ebNG4jFYjx69AjR0dGYPn26zNh/PXr0gIeHh1zHAIC//vpL2uUfyHyuevXqhRkzZgDI/72em5yep7woev2U8Tr70vvCxYsXIZFI0KVLF5nXiImJCWxsbODn54dx48blWn90dDQ0NDRyfb8NDw8HkHkf5/U5vHv37jzPI0tOz3u3bt1Qr149REZG4vLly4iIiEBycnKO+xsYGGTrkk9ERMWLQsmz+fPn4/bt2+jVqxdMTU3l/qOViCi/sr5cJyQkFPqxnJyc0KlTJ2zatAl79uyBk5MT2rdvjx49enyxK9Dr168hCALWr1+P9evX51gmIiJC5guovN2xRo8ejRs3buCbb76BjY0NWrRoge7du6Nx48a57vPu3TsAH7uMZalYsSIMDAxy3OfTRAoAafIpNjZWuu7p06dYt24dbt26lS1JGBcXJ9f55IeZmVm25/7Vq1d49uyZzJfRT0VERAAAunbtil9//RXz58/Hzz//DGdnZ3To0AGdO3fOM5EWHR2t8GzRBgYGub5WPn0tyzNTXnR0NDZt2gRfX1/pOWXJ6bnO7fVkbm4u8zgrSfx5l7Os+D693p979+4d1NTUsh3LxsYm131ye13FxMRIj3n37l1s3LgRDx48yDbuUVbyLKuLZc2aNXM91pcsWLAA1apVg7q6OkxMTFCtWjXpa+Ht27dQU1PLds+YmppCX19fOj5Vlvx0p8xN1n1arVq1bNtsbW3x119/5Wvyh7dv38LGxibb69vW1lbmeHnR0dH54jhRWT6/tnp6eihXrpxMV8Ks9dHR0dLH8t7DWXJ6rt++fYsGDRpkW//59cvLl97zcnsf1dDQ+GKXyE/Vr18fU6dOhUgkgra2NmxtbWXeA/J7r+cmv69JRa+fMl5nX3pfePnyJQRBQMeOHXPcv6ATmbi6uiIsLAzbtm2DoaFhrjNDy3sv5MTS0lL6OunevTt++OEHDB8+HOfOncvWdVMQBH6fIiIq5hT65Ll69So8PT3z/OJGRKQMurq6qFSpEp4+fapwHbn9QfrpIPdZ5TZs2IAHDx7g8uXLuHbtGubOnYvdu3fjyJEjebYYymqBO2LEiFxbo3z+BUzeWchsbW1x7tw5XLlyBdeuXcOFCxdw6NAhTJgwAZMnT5arDnnkllAS/j9+VmxsLAYNGgRdXV1MnjwZ1tbWKFeuHAICArB69epsrZBzktu1yG3fnGYvlEgkEIvF0vHUPpeVFNLW1sbBgwfh5+cnfe58fX1x5MgR7Nq1K9fWBpMmTcLt27e/eC452bdvX66ttqpXrw4A+Pfff+VqSTJ16lTcv38fI0eORO3ataGjowOJRIJRo0bJjGmWJbfXU27nmdv6nOouiC+9rl6/fo1hw4ahevXqmDNnDszNzaGpqYk///wTe/bsket1JS8HBwfpbJu5kfcLbF4za5YVOV1beV5X8t7DWQrruf7Sa1NZDA0N80zC5Pdez01+nydFr58yfOm5l0gkEIlE2L59e44xfSmhXLFiRaSnp8u0cP2UhoYG1q9fj1GjRmHFihXQ09ND3759s5X78OGDPKcDPT29Lz7/nTp1wtGjR3Hnzp1sfyfExsbm+SMEERGpnkLJM319fZnuBUREhalt27Y4cuQI7t+/L9P9TF6ftib49Nf+3H4db9CgARo0aIBp06bh9OnTmDFjBnx9ffHNN9/k+sW6SpUqADK7rhTkl+rc6OjooGvXrujatStSU1MxadIkbNu2DWPHjs0xaZL1q/7r16+lsQFAVFQUYmJiFIrh9u3b0hYSWQNHA8g2cyaQewIi6/n/vDXF56168mJtbY0nT57A2dn5i4kONTU1ODs7w9nZGe7u7ti2bRvWrl0LPz+/XK/T7Nmz82x9lZe8uq22bdsWnp6eOHXq1BeTZzExMbh58yYmTZqEiRMnSte/fPlSobiUxcLCAhKJBMHBwahatap0fU4zFMrrjz/+QGpqKrZu3SrTGuXTmVeBj8nnp0+fFsqXTEtLS0gkErx69UraggbI7N4VGxubr5ZG8so63xcvXmTb9vz5cxgaGsrd6gzIPIegoCBIJBKZ5MTz589ljqdq+bmHc2NpaZnj6y6rhaIyfPo++mmX3fT0dOlswgWVn3u9uLRMKorXmbW1NQRBgJWVVY4tM78k68eK4ODgXN+Xy5Urh61bt2LIkCH44YcfoK+vn23A/pYtW8p1PA8Pj2xDDHwuq8vm559/6enpCAkJkc5KTURExZNCA8BMmTIF69evz3FKaSIiZRs1ahR0dHQwf/586Tgln3r9+jX27t2b6/5ZX7rv3LkjXZeYmCgd4yhLTExMtl/Xs8bTSU1NBQCUL18eQPaubcbGxnBycsKRI0cQFhaWLQZ5Z+zKyefjoGhpacHW1haCIOTavdDZ2RkaGho4fPiwzPqDBw8qHEfWl6RPn6PU1FQcOnQoW9ny5cvn2N0op2uRkZGBo0ePyh1Hly5dEBoamuM+WbObAZDpZpTl8+uZk3r16qF58+YKLbl1iQWAhg0bolWrVvj111/x+++/Z9uempqKlStXAsi99Uder/OikPVF8vNrfuDAAYXrzDrXT19XcXFxOH78eLZjV6hQAZ6entlmjFVGq5g2bdoAyP4cZ415lLX9S3R0dOROvlaqVAm1a9eGj4+PzD7//vsvrl+/Lvcxs7Ru3RofPnyAr6+vdF16ejr2798PHR0dmaS3Ksl7D+elZcuWePDgAQIDA6XroqOjcfr0aaXFWa9ePVSsWBFHjx5Fenq6dP3p06cV/hHic/m517M+fwqji3x+FMXrrGPHjlBXV8emTZuy3d+CIHxxfLCsH9oePXqUZzldXV3s2LED1tbW+P7773Hz5k2Z7bt375Zr+TTJltvn/bFjxyASiVC3bl2Z9f/99x9SUlIU+nGQiIiKjkItz3bv3o3Xr1+jefPmsLKyyjbugLe3t1KCIyICMhMuq1evxrRp09C1a1f06tULYrEYqampuH//Ps6dO5fnL74tWrSAhYUF5s2bh+fPn0NdXR3Hjx+HoaGhTOszb29vHD58GO3bt4e1tTUSEhJw9OhR6OrqonXr1gAyu8XUqFEDZ8+eRdWqVVGxYkXUrFkTYrEYP/74IwYMGIAePXqgX79+qFKlCsLDw/HgwQO8f/8ep06dUuj8R44cCRMTEzRq1AjGxsZ4/vw5Dhw4gDZt2uTYHQXIHFR5yJAh2LVrF8aNG4dWrVohKCgIV69ehaGhoUItGBo2bAgDAwPMmTMHgwcPhkgkwsmTJ3NMXNStWxe+vr7w8PCAvb09dHR04OLigpo1a6JBgwZYs2YNYmJiYGBgAF9fX5kvpl/Sq1cvnD17Fj/++KN0YPGMjAw8f/4c586dw44dO2Bvb4/Nmzfj77//Rps2bWBpaYmIiAgcOnQIlStXVtmwA6tWrcKIESMwceJEtG3bFs7OzihfvjxevXoFX19fhIWFYfbs2dDV1UWTJk2wY8cOpKWlwczMDNevX8+xlV9RqlevHjp16oS9e/ciOjoa9evXx507d6StZBR5XbVo0QKampoYN24cvv32WyQkJODXX3+FsbGxTJcpXV1duLu7Y/78+fj666/RvXt36Ovr48mTJ0hOTpYmHhVVq1Yt9O7dG0eOHEFsbCyaNGkCf39/eHt7o3379jItj/JSt25d3Lx5E7t370alSpVgZWUlHfw9J7NmzcLo0aPRv39/fP3110hOTsaBAwegp6cn0xJJHv3798eRI0cwZ84cBAQEwNLSEufPn8e9e/cwd+7cXN8vPhUXF4eTJ0/muK1Xr175iic38t7DeRk1ahROnTqF4cOHY9CgQdDR0cGvv/4Kc3NzREdHK6WVlpaWFiZNmoQlS5Zg6NCh6NKlC96+fYsTJ07ka2y1vOTnXs9KuqxduxZdu3aFpqYm2rZtm6/WicqgjNfZl1hbW2Pq1Kn4+eef8fbtW7Rv3x4VKlRAcHAwfv/9d/Tr1w8jR47Mdf8qVapALBbj5s2bMhMg5MTIyAi7d+/Gd999h/Hjx2Pv3r3SyXkUaUm+detW3Lt3D61atYKFhQWio6Nx4cIF+Pv7Y/Dgwdlazt64cQPly5cvlFbrRESkPAolz9q3b6/sOIiI8tSuXTucOnUKO3fuxKVLl3D48GFoaWnBzs4Oc+bMQb9+/XLdV1NTE5s2bcKiRYuwfv16mJqaYujQodDX15cZc8fJyQn+/v7w9fVFeHg49PT04ODggNWrV8t0fVy6dCmWLFkCDw8PpKWlYeLEiRCLxahRowaOHz+OTZs2wdvbG9HR0TAyMkKdOnUwYcIEhc+9f//+OH36NHbv3o3ExERUrlwZgwcPxvjx4/Pcb8aMGdDW1savv/6KmzdvokGDBti5cycGDBjwxQkQcmJoaIht27Zh5cqVWLduHfT19dGzZ084Oztn+xIzYMAABAYG4sSJE9izZw8sLS2lXVJWr16NBQsW4JdffoG+vj6+/vprNG3aNNssh7lRU1PD5s2bsWfPHpw8eRIXL15E+fLlYWVlhcGDB0u7+Li4uODt27c4fvw4oqKiYGhoCCcnJ0yaNEk6aH5RMzIygpeXFw4dOgRfX1+sXbsWaWlp0udnyJAh0rI///wzlixZgkOHDkEQBLRo0QLbt28v8AyPBbVy5UqYmJjgt99+w8WLF9G8eXOsXbsWnTt3Vuh1Vb16dWzYsAHr1q2T1v3dd9/ByMgIc+fOlSn7zTffwNjYGL/88gu2bNkCDQ0NVK9ePdfBvvNr6dKlsLKygre3N37//XeYmJhg7Nix+UpizZkzBwsWLMC6deuQnJyM3r1755k8a968OXbs2IENGzZgw4YN0NDQQJMmTTBz5kyZ9x15aGtrY//+/Vi9ejW8vb0RHx+PatWqydWlLMv79+8xa9asHLcpK3km7z2cF3Nzc+zbtw9Lly6Fp6cnjIyMMHDgQJQvXx5Lly6Ve0zJLxk0aBAEQcDu3buxcuVK1KpVC1u3blXqMeS91x0cHDBlyhR4eXnh2rVrkEgkuHTpUpEnz5TxOpPHmDFjULVqVezZswebN28GkDkeXosWLeTq4ti3b1+sX78eycnJXxyPzNzcHDt37sTAgQMxevRoHDhwQOHJSb766iu8efNG+tmT9beKh4cHevfuna38uXPn0KFDB6UkHYmIqPCIBGWPAEpERMVWVouaqVOnws3NTdXhUCkRGBgIV1dX/PTTT+jZs6eqw6EybNmyZdIxMnPrEllQEolEOnvv0qVLC+UYVHBxcXFo3749ZsyYgW+++UbV4eQoMDAQvXv3hre3t3RYASIiKp4UGvOMiIiKv6zBiT+VNY6Ok5NTUYdDpURurys1NbViM6YWlQ2fvxajoqJw6tQpNG7cWGmJs5SUlGxd0318fBAdHc330WJOT08PI0eOxM6dO5U6a68y/fLLL+jUqRMTZ0REJYDcLc+cnJxw7tw5GBkZoUmTJnmOJXH79m2lBUhERIo5ceIEvL290bp1a+jo6ODevXs4c+YMWrZsiZ07d6o6PCqhNm3ahEePHqFZs2ZQV1fH1atXcfXqVfTv3x+LFy9WdXhUhvTq1QtOTk6wtbVFeHg4jh8/jrCwMOzZs0dpiVw/Pz94eHigc+fOqFixIh4/foxjx47B1tYWx48fV6irMhEREZU8co955u7uLu2L//kYJEREVPzY2dlBXV0dO3bsQEJCAoyNjTFkyBBMnTpV1aFRCdawYUNcv34dW7ZsQWJiIszNzTFp0iSMGzdO1aFRGdOmTRucP38eR48ehUgkQp06dbBs2TKltoC0tLRE5cqVsX//fukkJ7169cKMGTOYOCMiIipDOOYZERERERERERGVCIcOHcLhw4fx9u1bAEDNmjUxfvx4tGnTptCOqVDyLD4+PtdtWlpa/CWOiIiIiIiIiIiU7o8//oC6ujpsbGwgCAJ8fHywc+dOeHt7Kzxb8pcolDyrVatWnmOeVa5cGb1798bEiROhpsY5CYiIiIiIiIiIqHA4OTlh5syZhTbDstxjnn1qxYoVWLt2LXr37g0HBwcAwMOHD+Hj4wM3NzdERkZi165d0NLS4hgoRERERERERESUq9TUVKSmpsqsk6dnY0ZGBs6dO4fExEQ0bNiw0OJTKHnm7e2N2bNno2vXrtJ1Li4uEIvFOHLkCPbu3Qtzc3Ns27ZNJcmz5KSkIj8mESnG/0OyqkOgQtCi13RVh0CF4PrJn1UdAhUCu0trVR0CFYKgdtNUHQIVgkbx/6g6BCoEadWaqjoEKgTa5curOoRiYZyoqlzl6m6Yjk2bNsmsmzhxIiZNmpRj+aCgIHz77bdISUmBjo4ONm/ejBo1ahQ03FwplDy7f/8+Fi1alG19nTp18ODBAwBA48aNERISUqDgiIiIiIiIiIioZFLPfcQvGWPHjsXw4cNl1uXV6qxatWrw8fFBXFwczp8/j9mzZ+PAgQOFlkBTaEAyc3NzHDt2LNv6Y8eOoXLlygCA6Oho6OvrFyw6IiIiIiIiIiIqkdRFIrkWLS0t6Orqyix5Jc+0tLRgY2ODevXqYfr06ahVqxb27dtXaOehUMuzWbNmYcqUKbh69Srs7e0BAI8ePcLz58+xYcMGAIC/v79Mt87cfPjwAf/88w/Cw8MBACYmJqhfvz5MTU0VCY2IiIiIiIiIiIoBLTU5m54VkEQiyTZmmjIplDxr164dzp07hyNHjuDFixcAgNatW2Pz5s2wsrICAAwYMCDPOhITE7FgwQL4+vpCJBLBwMAAABATEwNBENCtWzcsXrwY5dlPmIiIiIiIiIioxJG322Z+/Pzzz2jdujXMzc2RkJCAM2fO4Pbt29i5c6fyD/Z/+U6epaWlYdSoUVi0aBGmT1d8QOhly5bB398fnp6eaN68OdTV1QFkzpRw8+ZNLFmyBMuWLcPSpUsVPgYREREREREREamGukj52bOIiAjMnj0bYWFh0NPTg52dHXbu3IkWLVoo/VhZ8p0809TURFBQUIEPfOHCBXh6eqJRo0Yy69XV1dGyZUssX74c48aNY/KMiIiIiIiIiKgEKoxum8uXL1d6nV+i0IQBPXv2zHHCgPyQSCTQ1NTMdbumpiYkEkmBjkFERERERERERKqhJudS3Ck05llGRgYOHz6MGzduoF69etnGJXN3d/9iHV999RUWLFiAZcuWoU6dOjLbHj9+jIULF6Jt27aKhEdERERERERERCpWGN02VUGh5Nm///4rTXhlTRiQRSTnE7NgwQJMnz4dffr0gYGBAYyMjAAAkZGRiI2NRcuWLbFgwQJFwiMiIiIiIiIiIhUrjAkDVEGh5Nn+/fsLfGADAwPs2LEDz549w4MHDxAeHg4AMDExQYMGDWBra1vgYxARERERERERkWoUxphnqqBQ8izLq1ev8Pr1azRp0gTa2toQBEHulmdZbG1tmSgjIiIiIiIiIiplynS3zaioKEydOhV+fn4QiUS4cOECqlSpgrlz58LAwABz5sxRdpxERERERERERFSClJZumwpNauDh4QENDQ1cuXIF2tra0vVdu3bFtWvXlBYcERERERERERGVTFpqIrmW4k6hlmfXr1/Hzp07UblyZZn1VatWxbt375QSGBERERERERERlVxluuVZYmKiTIuzLNHR0dDS0pK7noyMDNy5cwexsbGKhEFERERERERERMWUukgk11LcKZQ8c3R0hI+Pj8w6iUSCHTt2oGnTpnLXo66ujhEjRiAmJkaRMIiIiIiIiIiIqJgq0902Z86ciWHDhuHRo0dIS0vDTz/9hP/++w8xMTE4fPhwvuqqWbMmgoODUaVKFUVCISIiIiIiIiKiYqhMd9sUi8U4f/48GjdujHbt2iEpKQkdOnSAt7c3rK2t81XX1KlTsXLlSly+fBlhYWGIj4+XWYiIiIiIiIiIqOQpLd02FWp5BgB6enpwc3MrcABjxowBALi5uUH0yRMmCAJEIhECAwMLfAwiIiIiIiIiIipaJaFLpjwUTp6lpKQgKCgIERERkEgkMtvatWsndz379u1TNAQiIiIiIiIiIiqm1EpAqzJ5KJQ8u3r1KmbPno2oqKhs2/LbWszJyUmREIiIiIiIiIiIqBgTlZJBzxRKni1duhSdO3fGhAkTYGJiUuAg/v77b3h5eSE4OBjr16+HmZkZfHx8YGVlBUdHxwLXT0RERERERERERUutlCTPFJowIDw8HMOHD1dK4uz8+fMYOXIktLW1ERAQgNTUVABAfHw8PD09C1w/EREREREREREVPTUtdbmW4k6h5FmnTp3g5+enlAC2bt2KRYsWYenSpdDQ+NgQrlGjRnj8+LFSjkFEREREREREREVLTV0k11LcKdRtc8GCBZgyZQru3r0LsVgsk/QCgCFDhshd14sXL3Lsmqmnp4fY2FhFwiMiIiIiIiIiIhUTqSnUZqvYUSh5dubMGVy/fh1aWlq4ffu2zDaRSJSv5JmJiQlev34NKysrmfV3795FlSpVFAmPiIiIiIiIiIhUTF2rDCfP1q1bh0mTJmHMmDFQK2AWsV+/fli2bBmWL18OkUiE0NBQ3L9/HytXrsT48eMLVHdJ5OXlhb179yI8IgJisRhzZs+Gvb19ruUvXLiAzVu24N27d7C2tsbUKVPQqlUr6XZBELBl61acOHECcXFxaNCgAebNnQsbG5uiOB36P17X0kkQBBzfux2Xz55EYnw8xHXtMXzyLFS2ss5zv8jwMHjt2IyHt28iJSUFZhZWGDNjPqrb1QYADOrQLMf9vh09Ed37DVL6eZCsH8b2Qr9OTrCqbITUtHTcC3yFBZtO4M6j53nuN66fC74f2hmVjQ3w8N83mLryIP4OeCHdXk5LA6u+/xb9OjmhnJYGLt58hEnLDyAskq2siwLv19Ll3usw7PcLwpPQSITHJ+OnPi3wldgq1/J/BAXj+P3/8G9oNNIyMlDdxACjW9aFc3VzmXJhcYnYeOUhbj4LQXJ6BqwMdbGgqxPqmBsV9inRJ3i/lj6HfC9jl89FhEfHwK6qFeaN+hYO4mq5lo9NSMT6Az646HcfMXGJsDA1wpyR/dCmcebfz+3HzMW7DxHZ9vuucxv8MHZAoZ0HyeJ3HJKHSL10JM9EgiAI+d3JyckJx44dg7V13h9g8hAEAdu2bcMvv/yCpKQkAICWlhZGjBiBqVOnKlRn8v/rKWnOnT+P+fPnY/68ebC3t8fBgwdx4eJFnDx5EsZG2f9oe/DgAUaMHInJkyahdevW8D17Frt374aXlxdq1qgBANi1ezd27dyJJUuWwNLSEpu3bMHTp0/hfeIEypUrV9SnWCbxuubN/0OyqkNQ2GmvfTjttQ9jZy2AaWVzHNvzC968eIaVOw9DSyvn65AQF4t5bkNQu35jtO/RB3oGhgh9+waVLCxhZpH5xS86UvaPwX9u38SONcvw895jqGRuWejnpQwtek1XdQgK+7ZzU4RFxeFF8AeUL6eJyYM6om97R9Tu5Y7wqLgc9/mmYxPsWjIKE5btx51HzzFpQAf07eCIeq5z8eH/+2ycOxhdWjpg1I87EROfhPVzBkIiEfDVcI+iPL0CuX7yZ1WHoDDer7mzu7RW1SHk2/VnIXj4Nhy1zAwxy/v6F5NnP/9+D6a65dHYphL0ymnhtP8LHPALwp4h7WFX2RAAEJucikG7zqOxTSV83bAGKuqUw5uoeFhV1IWVoW5RnZrSBLWbpuoQFMb7NXeN4v9RdQj5dvavO5izfg9+HDcADuJq2H/6Es7fuIffNi2CcUX9bOVT09IxaO4qGBnoYUzfLjAzroh3YZHQq1Aetapl9kyKjIlDhkQi3efp63cYtXAd9iz5Hk717Irs3JQlrVpTVYeQb/yO82Xa5curOoRi4WrT5nKVa+13o5AjKRiFUoCurq7w9fVVSgAikQhubm7w8/PDmTNncPToUdy8eVPhxFlJtn//fvTp0weurq6wtbXF/Pnzoa2tDR8fnxzLHzx0CM2bN8ewYcNQvXp1TJwwAbVr14aXlxeAzMTkwYMHMXr0aLRt2xZisRhLlyzBhw8f8Mfly0V4ZmUbr2vpJAgCznkfQa+Bw9G4eWtYV6+JcbN/RHREOO5ev5rrfqeP7IeRqRnGzvwBtrXqopK5Bewdm0r/sAeAikbGMsu9m1dRu37jEvOHfUnndc4Pf/g9xou3H/D4+TvM/NkLBno6sK+Z+xfzKYM6YeeJq9h36i8EPn+HCcv2ITE5FcNcM39N1dctj+GurTBrjReu3HmC+4GvMPrHXWjeoCac7KsX1amVWbxfS58WtuZwa22Ptna535efmt6+EYY0q4265sawNtLDhDYOqGKki6v/vZOW2XsrEGb6OvixW1PUtTCGZUVdNKtWuUQmzkoy3q+lz55Tv+ObDi3Rp10L1KhigR/HDYR2OS2cuJTzF+UTl64jJi4BG+eMR6PaNWBZyQRN6omliTMAMDLQg6mhgXT58++HqFLZFE3qiovqtMo8fschealrqsu15Ienpyf69u2Lhg0bwtnZGePHj8fz53n3EikohZJnEokEO3bswKBBg7BkyRJ4eHjILPnh7u6O+Ph4aGlpoUaNGnBwcECFChWQmJgId3d3RcIrkdLS0hAYGIhmTT/+6qCmpoZmTZvi4cOHOe7z8OFDmfIA0NzZWVr+7du3CA8PR9NPyujp6cHe3h4P/yl5v1qVRLyupdeH9+8QExmBeg2bSNfpVNCFba26ePrYP9f97t28huri2tiweC7Gf9MF88YNwWVfn1zLx0RF4IHfdXzVpYcywyc5aWqoY1SfNoiOS8TDf9/kWqZRbRv84fdxhmhBEPCH32M0c7AFADSqbQMtTQ1cuvWxTNDL93gVEi4tQ4WH9yt9TiIISExNh0F5Lem6a0/foXZlI8zxvo6OG3wwcNd5eD94psIoyyber6VLalo6Hj97jWb1a0vXqampwdmhFh4E5fxF9/Kdh6hvVx1LfzmEVsNmoOfkRfA85ouMDEmO5VPT0nH6Tz/0adccIlHxn7GvNOB3HMoPkbpIriU/bt++jYEDB+Lo0aPYvXs30tPTMXLkSCQmJhbSWSg45llQUBBq1858A/z3339ltuX3DcvHxwczZsyArq7sr3rJyck4efJkvpNxJVVUVBQyMjJgbGwss97Y2BgvXr7McZ/w8PAcy4eHh0u3Z62TKWNkhPCI7GMEkPLxupZeWV0/9A1lm6XrGxohJir36/Ah5B0unT6Bzn2/Q88BQ/E8KBD7Nq+FuoYmWnfslq38tQu+0NapAMeWXyk1fspb11b1cWDFWOhoayEkPAZdxq1GRHR8jmVNDPWgoaGO0M/GLguLiIVd1czxlCobGyAlNQ0x8UnZylQ2NiickyAp3q/0uQN+T5CUmo72tT62ZHkbHY/j9//DACc7DHeug4D3kfj59/vQVFdDd/vcx2Yi5eL9WrpEx8UjQyKBiYGezHrjivp4/vZ9jvsEh36An38Eurduim0/TMLrkDAs9jyM9IwMTOifPdl56fYDxCUkobeLfF3DqOD4HYfyI7+JMXns3LlT5vGKFSvg7OyMgIAANGnSJJe9Ckah5Nn+/fsLfOD4+HgIggBBEJCQkCDThzkjIwNXr16FUQ59pYmIVOH6pXPYtW6l9PGMpYqN/SQRJKguro3+I90AAFVr2CH45TP8ccY7xz/u/zx/Bs1dOuY6xgsVzHddmmHz/I8zRPeYuBbX7z/FlTuBaPLtQhhX1MXIPm1waJUbWg5eKh2/jIo33q+Ul3MBr7D9egBW920Jowra0vUSAahtbogJbRwAAHaVDfH8QwxO3H/G5Fkh4v1Kn5NIBBgZ6GGR2yCoq6uhrq0NQiOisevkhRyTZyd+v45WjeqiklHFog+WiL5ITc4JA1JTU5GamiqzTktLC1paWrns8VFcXObf6AYGhfejtELJsyyvXr3C69ev0aRJE2hra0MQBLlbnjk6OkIkEkEkEqFTp07ZtotEIkyaNKkg4ZUohoaGUFdXR8RnWfWIiAiYmJjkuI+JiUme5bP+jYiIgKmp6ccykZGwE3M8gKLA61p6NHJuBdtadaWP09PSAACxUZEwNP54LWOjImFtWzPXeioamcDCuqrMOgvrqrhz7Uq2sk/8HyDkzStMnLe0QLFT7k7/+QC3P5lF821YFAAgMTkVz96E4dmbMNz2f46Akx4Y3rsVVu3KPt5neFQc0tMzYGYkO+hxJWN9hEbEAADeR8SgnJYmDHTLy7Q+q2Ssj/f/L0PKw/uVcnPh8WssPXsHK1ybo2nVyjLbTHS1Ud1Y9j6uaqyPP4KCizLEMof3a+lWUU8X6mpqCI+R/fEpIjoWJhVz/pJramgADQ11qH/yhbu6lTnCo2KRmpYOLc2PX2HfhkXg5sNArJ81rnBOgHLE7ziUH+qa8iXPPD09sWnTJpl1EydO/GJeSCKRYPny5WjUqBHEhfhaUWjMs6ioKAwdOhSdOnXCmDFj8OHDBwDA3LlzsWLFCrnq2LdvH/bs2QNBELBhwwbs3btXuhw6dAiXL1+Gm5ubIuGVSJqamqhduzb8bt+WrpNIJPC7fRsODg457uPg4CBTHgBu3bolLW9paQkTExOZMvHx8fD394dD/fqFcBb0OV7X0qO8TgVUtqwiXSxtqsHAyBgB9+9IyyQmJODZkwDUrJP7FN3iug4ICX4ts+598BuYmFXOVvbPs6dQrWYt2OTxZYEKJj4xWZoke/YmDMkpaTmWUxOJUE5TM8dtaekZuBf4Cm2bfhzPRSQSoa1Tbdx6mDle0r3AV0hNS4dL0zrSMmKbyrAxN5GWIeXh/Uo5Of/4FRb73sayns5oWcMi2/b6ViZ4FSn7Bf91ZBwqG+gUVYhlEu/X0k1LUwN1bK1x62GgdJ1EIsEt/ydoYJfzhDkNa9vidcgHSD6ZTfPVu1CYGhrIJM4AwPuPGzAy0EMbx9xfG6R8/I5D+SFSV5NrGTt2LO7evSuzjB079ov1L1q0CE+fPsXatYU7e7hCyTMPDw9oaGjgypUr0Nb+2Ny9a9euuHbtmlx1ODk5oWnTprh06RLat28PJycn6dKwYUOYmZkpElqJNnjwYJw4cQKnTp3C8+fPsXTZMiQlJcG1Vy8AwLz587F+wwZp+YEDBuDGjRvYu28fXrx4ga1btyLg8WN8++23ADK/vA0cOBDbt2/HlStX8PTpU8yfPx+mpqZwadtWJedYFvG6lk4ikQide/eHz6E9uHvjKt68+A+eqxahorEJGrdoLS23fOZEXPD5Vfq4c99v8SzwEU4e2oP3b9/gxh/ncdnXB+179pWpPzEhAbev/YGvuvQssnMiQEdbC0sm9oGTfXVYmxujYW0b/PLjcFhWMsTxix+/yJ3bNgNu/V2kj9cfOI+RvdtgcI/mqFXNHJvmDkaF8uWw9+RfAIDY+CTs9rmGVdP7o41jLTSsbYPti0bg5j//4bZ/4c4MRLxfS6PE1DQEhUYhKDSztei76AQEhUbhfUwCAGDTlYf48fQtaflzAa/w4xk/THGpj7oWRgiPT0J4fBLikz92D/muiRj+7yKw+8ZjvImKw7mAV/D+5xm+aVSjaE+ujOP9WvoM69kexy7+BZ8/buLZmxAs8jyEpORU9G6XOUbZnPW7sWa/t7T8t53bICY+Act3HsHLt6H4829//HL8LL7r8pVMvRKJBN5/3IDrV87QUM/fTH1UcPyOQ/JSUxfJtWhpaUFXV1dm+VKXzcWLF+PKlSvYu3cvKlfO/mOJMinUbfP69evYuXNntuCqVq2Kd+/e5bJXzp49e4aQkBA4OjoCAA4ePIijR4+iRo0aWLBgQaH2WS1uOnfqhKioKGzZuhXh4eGws7PDli1bpIMmvg8Jgdon3WIbNGgAj+XLsWnzZmzcuBHW1tZYt3Ytatb4+Efe8GHDkJSUhMVLliAuLg4NGzbEli1bZMaYo8LF61p6de8/GCnJydi1bgUS4+MhrueAWR7rZMZPCQsJRlxstPSxrV0dTF24Ekd2boXPgV0wrWyOQW5T0aJdZ5m6b125CEEQ4OzSsahOhwBkSCSwq2qOQT1awKSiLiJiEnA34AXajvDA4+cfP9+qV6kEk4ofBz/+9cIdmBjqYYGbKyobG+CfoDfoPmEtwj6ZRGDG6sOQSAQcWT0e5bQ0cfHGI0zyKPgYoiQf3q+lS2BIFMYdvix9vPaPBwCAbvWqYmH3pgiPT8L72I8zbnk/eIYMiYBVF+5h1YV70vVZ5QGgrrkxfurTEpv/fIgd1wNgUbECvm/XEF3qVi2Sc6KPeL+WLl1aNkFkbDw2ep1CeFQsalWzgueCyTCpmNlNOuRDpMzfwuYmRti+YDJW7P4VrtMWw8yoIgZ1d8Go3rLX8ubDJwj5EIk+7VoU6flQJn7HIXmpaSk/uS0IApYsWYKLFy9i//79qFKlypd3KiCRIAhCfndq2LAhvL29UbVqVTRs2BCnTp1ClSpV4O/vj1GjRsHPz0/uunr06IEZM2agTZs2CAoKQt++fTFixAj4+fmhevXqCs22mZyU9OVCRFQs+H9IVnUIVAha9Jqu6hCoEFw/qdhA3lS82V0q3G4OpBpB7aapOgQqBI3i/1F1CFQI0qo1VXUIVAi0y5dXdQjFgv93XeUqZ384+9jCuVm4cCHOnDmDLVu2oFq1j5P66OnpyfSOVCaFWp45OjrCx8cHU6dOla6TSCTYsWMHmjbN340fHBwMW1tbAMCFCxfg4uKC77//HgEBARgzZowi4RERERERERERkYqJ1OSbVDI/Dh8+DCCz+/CnPDw80KdPH6UfD1AweTZz5kwMGzYMjx49QlpaGn766Sf8999/iImJkZ6EvDQ1NZGcnNny5MaNG3B1dQWQOcVofHy8IuEREREREREREZGKqRdCt82goCCl1/klCiXPxGIxzp8/jwMHDqBChQpITExEhw4dMHDgQFSqVClfdTVq1AgeHh5o1KgR/P39sW7dOgDAy5cvC33ANyIiIiIiIiIiKhwidYXmqSx2FEqeAZl9Sd3c3PIss3DhQkyePBlGRka5llmwYAEWLVqE8+fP48cff5TOsnn16lW0atVK0fCIiIiIiIiIiEiFRGplPHkmj1OnTmHkyJF5Js8sLCzg6emZbf3cuXMLMzQiIiIiIiIiIipE6lqFmnYqMoV6FvJM5Pnu3bs8t1tYWCgrHCIiIiIiIiIiKiJlvtumsri4uEAkyn32hcDAwCKMhoiIiIiIiIiIlIHdNpXEx8dH5nFaWhoCAwOxe/duTJs2TTVBERERERERERFRgYjUlT/bpiqoPHlWq1atbOvs7e1RqVIl7Ny5Ex07dlRBVEREREREREREVBDqmipPOylFsT2LatWqwd/fX9VhEBERERERERGRAjjmmRx69uyJChUq5FkmPj5e5rEgCAgLC8OmTZtgY2NTmOEREREREREREVEhKfPJs9jYWBw7dgzPnj0DANSsWRN9+/aFnp6etMyiRYu+WI+jo2O2CQMEQYC5uTnWrFmjaHhERERERERERKRCamW526a/vz9GjRqFcuXKwcHBAQCwe/dubN26Fbt27ULdunXlrmvfvn0yj9XU1GBoaAgbGxtoaJSOJ5mIiIiIiIiIqKwp0y3PPDw84OLigiVLlkgTXOnp6Zg/fz6WL1+OgwcPyl2Xk5OTIiEQEREREREREVExplaWk2ePHj2SSZwBgIaGBkaNGoW+fft+cf9Lly7Jfax27dopEiIREREREREREalQme62qauri5CQENja2sqsDwkJ+eIEAQAwYcIEuY4jEokQGBioSIhERERERERERKRCZbrbZteuXTFv3jzMnj0bDRs2BADcu3cPq1atQrdu3b64/5MnTxQ5LBERERERERERlRAitTKcPJs1a5b034yMjMyKNDTw3XffYcaMGcqLjoiIiIiIiIiISiQ1dXVVh6AUCqUAtbS0MH/+fNy5cwc+Pj7w8fHB7du3MXfuXGhpaclVx82bN9G1a1fEx8dn2xYXF4du3brhzp07ioRHREREREREREQqpqalIddS3BUowvLly8POzk6hfffu3Yt+/fpBV1c32zY9PT30798fe/bsQZMmTQoSIhERERERERERqUCZ67Y5ceJErFixArq6upg4cWKeZTdt2vTF+oKCgjBz5sxct7do0QK7du2SNzwiIiIiIiIiIipGytyEAXp6ejn+X1Hh4eHQ0Mj98BoaGoiMjCzwcYiIiIiIiIiIqOipaRb/LpnykPssPDw8cvy/oszMzPD06VPY2NjkuD0oKAimpqYFPg4RERERERERERU9kVoZnjBAGdq0aYP169cjJSUl27bk5GRs3LgRbdu2VUFkRERERERERERUYGrq8i35cOfOHYwbNw4tW7aEnZ0dfv/990IK/iO5W565urpCJBLJVdbb2/uLZdzc3HDhwgV06tQJAwcORLVq1QAAz58/x6FDh5CRkYFx48bJGx4RERERERERERUjIk1NpdeZmJgIOzs79O3b94tj8iuL3Mmz9u3bK/XAJiYm8PLywsKFC7FmzRoIggAAEIlEaNmyJRYsWAATExOlHpOIiIiIiIiIiIpIIXTbbNOmDdq0aaP0evOSr9k2lc3S0hLbt29HTEwMXr16BQCwsbGBgYGB0o9FRERERERERERFqJSMeVagaQ8ePXqEZ8+eAQBq1qyJOnXqKFSPgYEBHBwcChIKEREREREREREVIyIN+bptpqamIjU1VWadlpYWtLS0CiOsfFMoeRYREYFp06bh9u3b0NfXBwDExsaiadOmWLt2LYyMjJQaZH75f0hW6fGpcCw+90TVIVAh+HVwA1WHQIUg9sZmVYdARPL61l3VEVAhiG/+lapDoELQoMMCVYdAheDOIlVHQFSI5Gx55unpiU2bNsmsmzhxIiZNmlQYUeWbQsmzJUuWICEhAb/99htsbW0BAP/99x9mz56NpUuXYs2aNUoNkoiIiIiIiIiIShaRmppc5caOHYvhw4fLrCsurc4ABZNn165dw+7du6WJMwCoUaMGfvzxR4wYMUJpwRERERERERERUQklZ8uz4tRFMycKJc8kEgk0c5huVENDAxKJpMBBAZlTjwYEBKBJkyZKqY+IiIiIiIiIiIqOSFP5CbGEhAS8fv1a+jg4OBiBgYEwMDCAhYWF0o8HAPK1n/tMs2bNsGzZMoSGhkrXhYaGwsPDA87OzkoJ7PXr1xgyZIhS6iIiIiIiIiIioiKmpibfkg+PHj2Cq6srXF1dAQAeHh5wdXXFhg0bCuEEMinU8mzBggVwc3NDu3btULlyZQDA+/fvUbNmTfz0009KDZCIiIiIiIiIiEogObtt5kfTpk0RFBSk9HrzolDyzNzcHN7e3rhx4waeP38OALC1tUXz5s3lrsPJySnP7RkZGYqERkRERERERERExYBII/uQXyWR3MkzJycnnDt3DkZGRnB3d8e8efPQokULtGjRQqEDp6am4rvvvoNYLM5x+9u3b7F582aF6iYiIiIiIiIiItUSFULLM1WQO3mWlpaGhIQEGBkZwcfHBzNnzizQgWvVqoXKlSujd+/eOW5/8uQJk2dERERERERERCVVWUueNWjQAOPHj0e9evUgCAKWLl2KcuXK5VjWw8Pji/V99dVXiIuLy3W7gYGBdPA3IiIiIiIiIiIqWUSaZazb5k8//YQ9e/ZIpwONi4tDSkqKwgceN25cntvNzc3lSsIREREREREREVExVNZanpmYmGDGjBkAABcXF6xatQqGhoaFFhgREREREREREZVgpSR5pqbITpMnT0aFChWyrU9NTYWPj09BYyIiIiIiIiIiohJOpKYm11LcKRShu7t7juOVJSQkwN3dvcBBERERERERERFRCaeuKd9SzMndbfNTgiBAJBJlWx8aGgo9Pb0CB0VERERERERERCWcqPi3KpNHvpJnrq6uEIlEEIlEGDp0KDQ0Pu6ekZGB4OBgtGrVSu76MjIycO/ePdjZ2UFfXz8/oRARERERERERUTEmlMXkWfv27QEAgYGBaNmypcy4Z5qamrC0tETHjh3lrk9dXR0jRoyAr68vk2dERERERERERKVJKZkwIF/Js4kTJyIjIwOWlpZo0aIFKlWqVOAAatasieDgYFSpUqXAdRERERERERERUTFRAiYDkEe+z0JdXR0LFixASkqKUgKYOnUqVq5cicuXLyMsLAzx8fEyCxERERERERERlTyCSE2upbhTaMIAZbYWGzNmDADAzc1NZhKCrEkJAgMDC3wMIiIiIiIiIiIqYmoKpZ2KHYXOIqu12JQpU1C3bl3o6OjIbNfV1ZW7rn379ikSAhERERERERERFWcloFWZPBRKnimztZiTk5MiIRARERERERERUTFWErpkykOh5JmyW4v9/fff8PLyQnBwMNavXw8zMzP4+PjAysoKjo6OSj0WEREREREREREVgbI422YWZbYWO3/+PGbNmoUePXogICAAqampAID4+Hh4enoyeUZEREREREREVBKV5ZZnABAbG4tjx47h2bNnADInEejbty/09PTyVc/WrVuxaNEiuLq64rfffpOub9SoEbZu3apoeEREREREREREpEKlpdumQmfh7++PDh06YM+ePYiJiUFMTAx2796N9u3bIyAgIF91vXjxIsfWZXp6eoiNjVUkPCIiIiIiIiIiUjU1NfmWYk6hlmceHh5wcXHBkiVLoKGRWUV6ejrmz5+P5cuX4+DBg3LXZWJigtevX8PKykpm/d27d1GlShVFwivRBEHA8b3bcfnsSSTGx0Nc1x7DJ89CZSvrPPeLDA+D147NeHj7JlJSUmBmYYUxM+ajul1tAMCgDs1y3O/b0RPRvd8gpZ8HyXKuaoQudcxga1IB+tqamHz8H7yISMxzn+Xd68DewiDb+juvo7D43BOoi0QY1KQKHK0NUVmvHBJSM/DP2xjsvf0KkYlphXUq9AkvLy/s3bsX4REREIvFmDN7Nuzt7XMtf+HCBWzesgXv3r2DtbU1pk6ZglatWkm3C4KALVu34sSJE4iLi0ODBg0wb+5c2NjYFMXp0P/xupZOvK6lE69r6WE9YihMXb6CTlUbSFJSEPOPP56t34SkV69z3UenejVUGz8WerXtUN7CAk9/WovgQ14yZdR1dFBt/FiYurSBpqEh4oP+xdNVaxD3WP4JzqjgNNREmNTJDq1qmcLSWAfxyem49TQc684+wYfYlFz3a1zNCMPaVEcdKwNU0tfGlL1/44+AUJkyxrpamNa1FpzFptDT1sTdFxHwOBmA1+F5/61NBcf3YJKLmsIdHosVhdJ7jx49wqhRo6SJMwDQ0NDAqFGj8OjRo3zV1a9fPyxbtgz//PMPRCIRQkNDcerUKaxcuRLfffedIuGVaGeO7McFn6MYMWU2Fm3cgXLa5bHSfSpSU3P/UEmIi8XiqWOgrq6BmcvXYuWOwxg4djIqfNKFdtOR32SW0dPnQyQSwalV26I4rTJPW1MNj9/HYa9f7n8Afm75xX8xeP/f0mXCrw+QIRFw/XkEAKCchhpsTSrgyL1gTD3xEB4Xg2BZURvzO9UqrNOgT5w7fx6rf/4ZY8eOhdfhw7ATi+E2fjwiIiNzLP/gwQPMcXdHb1dXHPHyQtu2bTF12jQ8/e8/aZnde/bg8KFDmD9vHg7s34/y5cvDbfx4pKTkfv+TcvG6lk68rqUTr2vpUrFRQ7w9cgx3h4zEA7fJUNPQQIOtG6CmrZ3rPura2kgOfovnG7Yg5UN4jmXsFsyFUTMnPJ6/EHf6DUTkTT802LYJWqamhXUqlANtLXXUttSH56X/0H/9X5i27y6qmlbAxmF5j29dXksd/4bEYpl37t8x1w91hJWRDibv+Rv91l9DSFQSto9uivKapWOQ8uKK78EkN5GafEsxp1CEurq6CAkJybY+JCQEFSpUyFddY8aMQffu3TFs2DAkJiZi0KBBmD9/Pvr374/BgwcrEl6JJQgCznkfQa+Bw9G4eWtYV6+JcbN/RHREOO5ev5rrfqeP7IeRqRnGzvwBtrXqopK5Bewdm8LM4mNrvopGxjLLvZtXUbt+Y1QytyyKUyvzLj8Nh9e9YDx4GyP3PvEp6YhOSpMuDSwNkJKegb/+nzxLTMvAAt9A/PU8Am9jkhEUFg/P6y9Q01QXphW0CutU6P/279+PPn36wNXVFba2tpg/fz60tbXh4+OTY/mDhw6hefPmGDZsGKpXr46JEyagdu3a8PLK/IVcEAQcPHgQo0ePRtu2bSEWi7F0yRJ8+PABf1y+XIRnVrbxupZOvK6lE69r6fJw4lS8P/0bEp+/QMK/TxH442Jom5tDr07uPwrGPQ7Es3UbEXb+IiRpqdm2q5UrB9N2bfFs3SbE3HuApDfBeOm5A0lvgmH5TZ/CPB36THxyOsbsuI3zD0Pw8kMCHr6OxnKfANS1qojKFXNPkP4V9AEbz/+brbVZFhuTCqhvY4gl3o8QEByDlx8SsMT7EcppqqNLQ4vCOh0C34NJfoJITa4lvw4ePAgXFxfY29vjm2++wcOHDwsh+o8USp517doV8+bNg6+vL0JCQhASEoLffvsN8+fPR7du3fJVl0gkgpubG/z8/HDmzBkcPXoUN2/exNSpUxUJrUT78P4dYiIjUK9hE+k6nQq6sK1VF08f++e6372b11BdXBsbFs/F+G+6YN64Ibjs65Nr+ZioCDzwu46vuvRQZvhUyDrUMsPVZxFISZfkWkZHSwMSQUB8akYRRlb2pKWlITAwEM2aNpWuU1NTQ7OmTXN903748KFMeQBo7uwsLf/27VuEh4ej6Sdl9PT0YG9vj4f//FMIZ0Gf43UtnXhdSyde19JPQ1cXAJAeo/gYyCJ1dahpaEDyWQ+OjJQUGDSsX6D4qOD0tDUgkQiIS0pXuA4tjcyvsylpH/8+FgQgLV2CRlUNCxwj5YzvwZQvauryLfng6+sLDw8PTJgwAd7e3qhVqxZGjhyJiIiIQjoJBZNns2bNQocOHTBr1iy4uLjAxcUFc+bMQadOnTBz5sx81eXu7o74+HhoaWmhRo0acHBwQIUKFZCYmAh3d3dFwiuxoiMzL7S+oZHMen1DI8RE5f4i+BDyDpdOn4CZZRXM8liHdj36YN/mtbh64bccy1+74AttnQpwbPmV0mKnwlXTVBdVjXRw4UlYrmU01UUY5mSNq/+FIymNybPCFBUVhYyMDBgbG8usNzY2Rnh4zt1GwsPD8yyf9W+2MkZGCC/EDwH6iNe1dOJ1LZ14XUs5kQg1ZkxD9P1/kPDsucLVZCQmIuafh7AZPQJapiaAmhrMunaGgUM9lDMxUWLAlF9aGmqY1rU2zv7zDgkpiifPXoTF411UIqZ2sYN+eQ1oqIsw4qvqqFyxPEz0cm/RRgXD92DKl0Lotrl7927069cPffv2RY0aNbBo0SJoa2vj+PHjhXQSCk4YoKWlhfnz52P69Ol4/TpzDCdra2uUL18+33X5+PhgxowZ0P3/r0tZkpOTcfLkSXh4eCgSYolw/dI57Fq3Uvp4xtKfFapHIkhQXVwb/Ue6AQCq1rBD8Mtn+OOMN1p3zN4S8M/zZ9DcpSO0tMopFjjlqU0NE0xoVV36eOHZQDx+H1egOjvWqoQXEQl4+iE+x+3qIhFmtxdDJAK2/PWiQMciIiIiUiWx+0xUqFEd94ePLXBdj+cvRO2F89Hiwm+QpKcj/kkQQs9dgF5tjhFbmLo1tMCCPh8HjnfbeRv3XkYByJw8YPWgRoAIWHIif+Nlfy5dImDavrtY9I0Dri/qhPQMCW79F45rT8IgKlDNRKQs8nbJTE1NRWqqbBd8LS0taGlpZSsXEBCAsWM/fkaoqamhefPmuH//fsEDzkWBpj0oX7489PX1pf/Pj/j4eAiCAEEQkJCQgHLlPiZyMjIycPXqVRgZGeVRQ8nXyLkVbGvVlT5OT8ucITE2KhKGxh9/DYuNioS1bc1c66loZAIL66oy6yysq+LOtSvZyj7xf4CQN68wcd7SAsVOubv9KhL/hn1MckUkZB+DIz/Kaaihla0xDv79JsftWYmzSrrlMO/MY7Y6KwKGhoZQV1fP1iw4IiICJrn8km1iYpJn+ax/IyIiYPrJIMYRkZGwE4uVGT7lgte1dOJ1LZ14XUuvmrNnwLhVS9wfORYpYbm3uJdXcvBb3B/lBjVtbWjoVkBqeATqrFiK5LfvlBAt5eby41A8fB0tfRwWkwzgY+LMomJ5jPzlVoFanWV5/DYW36z7C7raGtBUV0NUQioOTmyOx8HyjzVM+cP3YMoPQc4umZ6enti0aZPMuokTJ2LSpEky6/Jq+fj8ueKtlb9EoW6b6enpWLduHRo3biztttm4cWOsXbsWaf9PAH2Jo6MjnJycIBKJ0KlTJzRp0kS6NGvWDHPnzsXAgQMVCa/EKK9TAZUtq0gXS5tqMDAyRsD9O9IyiQkJePYkADXr5D7lr7iuA0KCZWdxfB/8BiZmlbOV/fPsKVSrWQs2eSTjqGCS0iQIiU2WLqkZuY9RJo+W1Y2hqaaGK0+zN4HOSpxZGGhj/m+PEaeEP0DoyzQ1NVG7dm343b4tXSeRSOB3+zYcHBxy3MfBwUGmPADcunVLWt7S0hImJiYyZeLj4+Hv7w+H+hyXpSjwupZOvK6lE69r6VRz9gyYurTBg7ETkPwu++RkBSFJTkZqeAQ09PRg1LwZPlzJfTIuKrjElAy8iUiULinpEmnizNqkAkZv90NMonzfG+UVn5yOqIRUWJvooK5VxVwnGaCC43sw5YcgyLeMHTsWd+/elVk+bV2magq1PFuyZAkuXryImTNnokGDBgAyp57dtGkToqOjsWjRoi/WsW/fPgiCgKFDh2Ljxo0wMDCQbtPU1ISFhQXMzMwUCa/EEolE6Ny7P3wO7YGZZRVUMrfAsT2/oKKxCRq3aC0tt3zmRDi2aIOOrt8AADr3/RaLp4zGyUN70LRNOzwPeozLvj4YMXWOTP2JCQm4fe0PDBgzuUjPiwDdchow1dWCkU5mk1NLg8yWmlGJmTNpAsC0r2ogIiEV++7IJkI72FXCrVeR2RJj6iIR5nQQw9akAhafewI1kQgVy2sCyJypM10iFPZplWmDBw/GDz/8gLp16qBevXo4cPAgkpKS4NqrFwBg3vz5qFSpEqZMzrzfBg4YgJGjRmHvvn1o3aoVzp07h4DHj/HDggUAMu//gQMHYvv27bCxtoalpSU2b94MU1NTuLRtq7LzLGt4XUsnXtfSide1dBG7z0SlLp3waNpMZCQkQMs4swdKenwCJCmZA/7XXvIjUsI+4PnGLQAAkYYGKlSvBgBQ09REuUqm0BXXREZSEpLeBAMAjJybAiIREl++QvkqVWA7bRISX7zC+1OnVXCWZZeGmghrBjdCbUsDTNh9B2oiEYx1M3sexSSlIj0j8+/W7aOb4o+A9zh84xUAoLyWOqyNK0jrsTTSgZ25PmKSUvE+OrM1W0f7yohMSMX76CTUrKyP2T3r4I+A97iZww/PpDx8DyZ5SQT5vpfm1EUzJ4q0fFQGhZJnZ86cwZo1a9CmTRvpulq1asHc3Bzff/+9XMkzJycnAMClS5dgYWEBkYi90gGge//BSElOxq51K5AYHw9xPQfM8lgnMz5ZWEgw4mKjpY9t7epg6sKVOLJzK3wO7IJpZXMMcpuKFu06y9R968pFCIIAZ5eORXU69H9NbQwx9asa0sez22c2PT509w0O3838485UVwvCZ28slgbaqGuujx9+e5ytTuMKWmhWNfMPy41fy/4a4346AI9CFJ+dir6sc6dOiIqKwpatWxEeHg47Ozts2bJF2nz4fUgI1D55X2vQoAE8li/Hps2bsXHjRlhbW2Pd2rWoWePj62L4sGFISkrC4iVLEBcXh4YNG2LLli0y3dqpcPG6lk68rqUTr2vpYtnvawBAwx3bZNYHLliM96czJ8EqV9kMguRji/5ypqZocuSA9LH10EGwHjoIUX/fxYPR4wEA6rq6sJ00HuXMKiEtJhYfLl3G881bIaRzmIuiVMlAG23rZvaKOT6ttcy24dtu4u/nkQCAKsY6qFjh45fnulYG2D3OWfp4Vo86AICTf7/B/KOZszSa6GtjZo86MNYthw9xyTh99y22XXpaqOdDfA8m+Sm7SYeWlhbq1q2Lmzdvon379gAyWz7evHkTgwYNUvLRPhIJn39bl4OzszMOHDgAW1tbmfXPnj3DwIEDcevWLbnrunr1KnR0dODo6AgAOHjwII4ePYoaNWpgwYIFMi3S5HXndVS+96Hib/G5J6oOgQrBr4MbqDoEIiKiUudm869UHQIVgskdFqg6BCoEdxa5qDoEKgTaCkyoWBpFxyfKVa6iro7cdfr6+mL27NlYvHgxHBwcsHfvXpw9exZnz54ttNZnCo15NnDgQGzZskVmJoTU1FRs3bo135m+n376CQkJCQCAoKAgeHh4oE2bNggODsaKFSsUCY+IiIiIiIiIiFRMIsi35EfXrl0xe/ZsbNiwAb169UJgYCB27NhR/LptBgYG4ubNm2jdujVq1cqc5vnJkydIS0uDs7MzJk6cKC37+WwJnwsODpa2YLtw4QJcXFzw/fffIyAgAGPGjFEkPCIiIiIiIiIiUrHCGol70KBBhdpN83MKJc/09fXRqVMnmXXm5uYKBaCpqYnk5MzBHm/cuAFXV1cAgIGBAeLj4xWqk4iIiIiIiIiIVCujlExkp1DyzMPDQ65yd+/eRWpqap4zJjRq1AgeHh5o1KgR/P39sW7dOgDAy5cvUblyZUXCIyIiIiIiIiIiFZN8uUiJoNCYZ/IaPXo0QkND8yyzYMECaGho4Pz58/jxxx9hZmYGIHMigVatWhVmeEREREREREREVEgEQb6luFOo5Zm85JnI08LCAp6entnWz507tzBCIiIiIiIiIiKiIlCmu20q07t37/LcbmFhUUSREBERERERERGRspSWbpsqT565uLhAJBLluj0wMLAIoyEiIiIiIiIiImUoCV0y5aHy5JmPj4/M47S0NAQGBmL37t2YNm2aaoIiIiIiIiIiIqICySgl2bNCTZ7l1aIsS61atbKts7e3R6VKlbBz50507NixMEIjIiIiIiIiIqJCVEqGPFP9hAG5qVatGvz9/ZUYDRERERERERERFZVS0vBMseTZmzdvkJGRgapVq8qsf/nyJTQ0NGBlZQUAuH///hfrio+Pl3ksCALCwsKwadMm2NjYKBIeERERERERERGpmASlI3umUPLM3d0dffv2zZY8++eff3Ds2DHs379f7rocHR2zde8UBAHm5uZYs2aNIuEREREREREREZGKZZSS6TYVSp49fvwYy5Yty7a+QYMGWLJkSb7q2rdvn8xjNTU1GBoawsbGBhoaKp/PgIiIiIiIiIiIFFCmu22KRCIkJCRkWx8XF4eMjIx81eXk5KRICEREREREREREVIyV6W6bTZo0gaenJ9asWQN1dXUAQEZGBn755Rc0btz4i/tfunRJ7mO1a9dOkRCJiIiIiIiIiEiFMkrJdJsKJc9mzJiBgQMHonPnznB0dAQA/P3334iPj8fevXu/uP+ECRPkOo5IJEJgYKAiIRIRERERERERkQqV6THPatSogVOnTuHgwYN48uQJtLW10atXLwwaNAgVK1b84v5PnjxR5LBERERERERERFRCSErJoGcKj8hvZmaG77//XpmxEBERERERERFRKZEmKR1Nz9QKsnNSUhKePXuGJ0+eyCzyuHnzJrp27Yr4+Phs2+Li4tCtWzfcuXOnIOEREREREREREZGKZEjkW4o7hVqeRUZGwt3dHVevXs1xuzzjlO3duxf9+vWDrq5utm16enro378/9uzZgyZNmigSIhERERERERERqVBp6bapUMuzZcuWITY2FkePHoW2tjZ27NiBFStWwMbGBlu3bpWrjqCgILRq1SrX7S1atEBAQIAi4RERERERERERkYplCIJcS3GnUMszPz8/bNmyBfb29hCJRLCwsECLFi2gq6sLT09PfPXVV1+sIzw8HBoauR9eQ0MDkZGRioRHREREREREREQqlpZR/BNj8lCo5VliYiKMjIwAAAYGBtIkl1gsxuPHj+Wqw8zMDE+fPs11e1BQEExNTRUJj4iIiIiIiIiIVEwiCHItxZ1CybNq1arhxYsXAAA7OzscOXIEoaGh8PLykjvh1aZNG6xfvx4pKSnZtiUnJ2Pjxo1o27atIuEREREREREREZGKZQjyLYVl69at+Pbbb1G/fn04OjoqXI9C3TaHDBmCDx8+AAAmTpyIUaNG4fTp09DU1MSKFSvkqsPNzQ0XLlxAp06dMHDgQFSrVg0A8Pz5cxw6dAgZGRkYN26cIuEREREREREREZGKpal4Ks20tDR07twZDRo0wLFjxxSuR6HkWa9evaT/r1evHi5fvoznz5/D3Nxc2p3zS0xMTODl5YWFCxdizZo1EP7fTE8kEqFly5ZYsGABTExMFAmPiIiIiIiIiIhUTNVdMidPngwAOHHiRIHqUSh59rny5cujbt26+d7P0tIS27dvR0xMDF69egUAsLGxgYGBgTLCIiIiIiIiIiIiFZG3S2ZqaipSU1Nl1mlpaUFLS6sQoso/hZJnGRkZOHHiBG7duoWIiAhIJLLN8Pbt25ev+gwMDODg4KBIKDnaadNQaXVR8eETsEfVIVAheP3DGFWHQIXAesRIVYdAhWBC3WGqDoEKwchX91UdAhUC5xtXVB0CFYI7qg6AiCif0uXstunp6YlNmzbJrJs4cSImTZpUGGHlm0LJs2XLlsHb2xtt2rRBzZo1IRKJlB0XERERERERERGVYPK2PBs7diyGDx8usy63VmerV6/G9u3b86zP19cXtra28h1cDgolz3777TesW7cObdq0UVogRERERERERERUesg75ll+umiOGDECvXv3zrNMlSpV5KpLXgolzzQ1NWFtba3UQIiIiIiIiIiIqPQojNk2jYyM5J6sUlnUFNlpxIgR2Ldvn3SGTEWkpaVh1apV6NChA77++utsU4aGh4ejdu3aCtdPRERERERERESqkyHItxSWd+/eITAwEO/evUNGRgYCAwMRGBiIhISEfNWjUMuzu3fvws/PD1evXkXNmjWhoSFbzeeDvOVk27ZtOHnyJEaMGIHY2FisWLECDx8+xOLFi6VlCpKcIyIiIiIiIiIi1ZG322Zh2bBhA7y9vaWPXV1dAWROdNm0aVO561Eoeaavr48OHToosqvU6dOnsXTpUrRt2xYA0KdPH4wePRru7u5Yvnw5AHAiAiIiIiIiIiKiEipDxcmzFStWYMWKFQWuR6HkmYeHR4EPHBoaipo1a0of29jYYP/+/RgyZAhmzpyJmTNnFvgYRERERERERESkGqnpyh/zTBUUGvNMGUxMTPDmzRuZdWZmZti3bx/8/f3h7u6uosiIiIiIiIiIiKigMiSCXEtxp1DLM1dX1xy7VIpEImhpacHGxga9e/dGs2bNcq2jWbNmOH36NJydnWXWZyXQBg8erEhoRERERERERERUDJSExJg8FGp51qpVK7x58wbly5dH06ZN0bRpU+jo6OD169ewt7fHhw8fMHz4cPz++++51jF+/Hh06dIlx21mZmbYv3+/dOwzIiIiIiIiIiIqWVLTJXItxZ1CLc+ioqIwfPhwTJgwQWb9li1b8O7dO+zatQsbNmzAli1b0L59+xzrsLS0hKWlZa7HMDMzQ+/evRUJj4iIiIiIiIiIVKxMtzw7e/Ysunfvnm19t27dcPbsWen/X7x4UbDoiIiIiIiIiIioRCrTY56VK1cO9+/fh42Njcz6+/fvo1y5cgAAQRCk/yciIiIiIiIiorKlJHTJlIdCybNBgwbhxx9/xKNHj2Bvbw8A8Pf3x7FjxzB27FgAwF9//YXatWsrL1IiIiIiIiIiIiox0ktAqzJ5KJQ8Gz9+PKysrHDw4EGcOnUKAFCtWjUsWbIEPXr0AAB8++23+O677/KsJyMjA/fu3YOdnR309fUVCYWIiIiIiIiIiIqhktAlUx4KJc8AoGfPnujZs2eu27W1tb9Yh7q6OkaMGAFfX18mz4iIiIiIiIiISpEynzxTlpo1ayI4OBhVqlRRdShERERERERERKQkqRllbMwzJycnnDt3DkZGRmjSpAlEIlGuZW/fvi13AFOnTsXKlSsxZcoU1K1bFzo6OjLbdXV15a6LiIiIiIiIiIiKhzLX8szd3V2ayJo7d67SAhgzZgwAwM3NTSYhJwgCRCIRAgMDlXYsIiIiIiIiIiIqGmUueda7d+8c/19Q+/btU1pdRERERERERERUPKSmZ6g6BKUo0JhnERERiIiIgEQi24e1Vq1actfh5ORUkBCIiIiIiIiIiKgYKnMtzz716NEjzJkzB8+ePYMgyD4RinS1/Pvvv+Hl5YXg4GCsX78eZmZm8PHxgZWVFRwdHRUJkYiIiIiIiIiIVCi9LCfP5s6di6pVq2LZsmUwNjbOc/KALzl//jxmzZqFHj16ICAgAKmpqQCA+Ph4eHp6MnlGRERERERERFQCpaaXsdk2P/XmzRts3LgRNjY2BQ5g69atWLRoEVxdXfHbb79J1zdq1Ahbt24tcP1ERERERERERFT0Sku3TTVFdnJ2dsaTJ0+UEsCLFy9ybF2mp6eH2NhYpRyDiIiIiIiIiIiKVoZEkGsp7hRqebZ06VLMmTMHT58+Rc2aNaGhIVtNu3bt5K7LxMQEr1+/hpWVlcz6u3fvokqVKoqER0REREREREREKpZelrttPnjwAPfu3cPVq1ezbcvvhAH9+vXDsmXLsHz5cohEIoSGhuL+/ftYuXIlxo8fr0h4JVLrcYPQ2m0gjKtmJhFDAp7it8UbEHDuSq77NPq6K3oumQ7jqlYIe/oC3rNX4NFZ2fI9Fk1Dy9HfoXxFfTy7/jcOu81H2H8vC+9EKEeHfC9jl89FhEfHwK6qFeaN+hYO4mq5lo9NSMT6Az646HcfMXGJsDA1wpyR/dCmsT0AoP2YuXj3ISLbft91boMfxg4otPOgTNrV7WDwVTdoWVaFhoEhQnevQ2LA3bx3UteAYQdX6DZuAXU9A6THRiP6og/i72R/H63QoBkqDZqAhEd3EbZnXeGcBOWK92vpws/X0k0QBBzfux2Xz55EYnw8xHXtMXzyLFS2ss5zv8jwMHjt2IyHt28iJSUFZhZWGDNjPqrb1QYADOrQLMf9vh09Ed37DVL6edBHXl5e2Lt3L8IjIiAWizFn9mzY29vnWv7ChQvYvGUL3r17B2tra0ydMgWtWrWSbhcEAVu2bsWJEycQFxeHBg0aYN7cuUoZfobkx+taOvG6kjwkJaBVmTxEwufTZcrBxcUFX331FcaPHw8TE5MCBSAIArZt24ZffvkFSUlJAAAtLS2MGDECU6dOVajOcaKqBYpJFey7t4OQkYGwpy8BkQjOQ/uiw8wxWNawG0IeP81WvrpzI0y/ehQ+7qvgf+YSmgzohU6zx2F5o+54F/AvAKDjrHHo7D4ee4dOR/iLN+i5ZDos7O2wqE4HpKekFPEZFtzmgD2qDkEhZ/+6gznr9+DHcQPgIK6G/acv4fyNe/ht0yIYV9TPVj41LR2D5q6CkYEexvTtAjPjingXFgm9CuVRq1pma8zImDhkSD5m8J++fodRC9dhz5Lv4VTPrsjOTRle79qp6hDyrXwtB2hXFSMl+AXMhk2VK3lWadhUqOsZIOrcMaSHh0JdvyIgEiHlpez9rWFoAvMJPyA9MgwZiQklNnlmPWKkqkNQCO/XvE2oO0zVIeQbP1+/bOSr+6oOQWGnvfbhtNc+jJ21AKaVzXFszy948+IZVu48DC2tcjnukxAXi3luQ1C7fmO079EHegaGCH37BpUsLGFmkZlkjY6UTXj/c/smdqxZhp/3HkMlc8tCPy9lsDfVVnUI+Xbu/HnMnz8f8+fNg729PQ4ePIgLFy/i5MmTMDYyylb+wYMHGDFyJCZPmoTWrVvD9+xZ7N69G15eXqhZowYAYNfu3di1cyeWLFkCS0tLbN6yBU+fPoX3iRMoVy7n1wgpF69r6cTr+mXa5curOoRi4au1f8pV7sq0Nko/dnBwMLZs2YJbt24hPDwclSpVQs+ePTFu3DhoaWnlqy6FxjyLiorCsGHDCpw4AzJbqrm5ucHPzw9nzpzB0aNHcfPmTYUTZyWV/5lLeHT2CsL+e4mwpy9wcv5qpMQnolqzhjmWd5kyAgHn/sTF1b/g/ZNnOL1gDV7fC8BXE4dKy7SbOgJnl27EP6cu4q3/E+we8j0qWpihgWvHojotArDn1O/4pkNL9GnXAjWqWODHcQOhXU4LJy7dyLH8iUvXEROXgI1zxqNR7RqwrGSCJvXE0i/iAGBkoAdTQwPp8uffD1Glsima1BUX1WmVaUlPHiLq3DEkPvpCa7P/K29nD23bWgjdsRrJTwOQHhWOlFf/ZUucQSSC6QA3RF04gbSID4UQOX0J79fSh5+vpZcgCDjnfQS9Bg5H4+atYV29JsbN/hHREeG4ez17q94sp4/sh5GpGcbO/AG2teqikrkF7B2bShNnAFDRyFhmuXfzKmrXb1xiEmcl1f79+9GnTx+4urrC1tYW8+fPh7a2Nnx8fHIsf/DQITRv3hzDhg1D9erVMXHCBNSuXRteXl4AMl8jBw8exOjRo9G2bVuIxWIsXbIEHz58wB+XLxfhmZVtvK6lE68ryUuQCHItheH58+cQBAGLFy/Gb7/9Bnd3d3h5eWHt2rX5rkuh5FnHjh3h5+enyK7ZuLu7Iz4+HlpaWqhRowYcHBxQoUIFJCYmwt3dXSnHKGlEampw7N8DWhXK48XNezmWqe7cEE9+vy6z7vH5q6ju3AgAYFKtCgzMKyHwkzLJsXF44fdAWoYKX2paOh4/e41m9WtL16mpqcHZoRYeBD3PcZ/Ldx6ivl11LP3lEFoNm4GekxfB85gvMjJy7iuempaO03/6oU+75hCJRIVyHlQwOnUbIfXNCxi07YYqP6yH1exVMOr+HUQamjLlKnbojYz4WMTflu/XGVIu3q+lHz9fS5cP798hJjIC9Ro2ka7TqaAL21p18fSxf6773bt5DdXFtbFh8VyM/6YL5o0bgsu+PrmWj4mKwAO/6/iqSw9lhk+fSUtLQ2BgIJo1bSpdp6amhmZNm+Lhw4c57vPw4UOZ8gDQ3NlZWv7t27cIDw9H00/K6Onpwd7eHg//+acQzoI+x+taOvG6Un5kpAtyLYWhdevW8PDwQMuWLVGlShW0a9cOI0aMwIULF/Jdl0JjnlWtWhU///wz7t69C7FYnG3CgCFDhshdl4+PD2bMmAFdXV2Z9cnJyTh58iQ8PDwUCbFEsqhnh1k3T0BTuxxS4hPh2XssQgL/y7GsfmVTxIaGy6yLC/0A/com0u0AEBv6IYcypoUQPeUkOi4eGRIJTAz0ZNYbV9TH87fvc9wnOPQD/Pwj0L11U2z7YRJeh4RhsedhpGdkYEL/7H+4X7r9AHEJSejt0rxQzoEKTsOoEspVE0NIT0PonvVQr6AH4z5DoVZBF+FHtgMAylUVQ8+pDd6umafiaMsu3q+lFz9fS6esrpX6hrLdg/QNjRATlX2cwSwfQt7h0ukT6Nz3O/QcMBTPgwKxb/NaqGtoonXHbtnKX7vgC22dCnBs+ZVS4ydZUVFRyMjIgLGxscx6Y2NjvHj5Msd9wsPDcywfHh4u3Z61TqaMkRHCI3J/jZDy8LqWTryulB8KjBRWqOLi4mBgYJDv/RRKnv3666/Q0dHB7du3cfv2bZltIpFIruRZfHw8BEGAIAhISEiQ6cOckZGBq1evwiiHvtKlWWjQcyxr0BXlDfTQ6OuuGLr3Z6xp0z/XP/CpdJJIBBgZ6GGR2yCoq6uhrq0NQiOisevkhRy/jJ/4/TpaNaqLSkYViz5YkktWC6OwQ1shJGeO7Rh56hAqDZmEiON7AHV1mA4Yh/BjOyFJjFdhpJRfvF9LBn6+lg7XL53DrnUrpY9nLP1ZoXokggTVxbXRf6QbAKBqDTsEv3yGP85455g8+/P8GTR36ZjrGGpERESUO3knDEhNTUVqaqrMOi0trXyPTZaXV69e4cCBA5g9e3a+98138kwQBOzfvx/GxsbQ1lZ8IFJHR0eIRCKIRCJ06tQp23aRSIRJkyYpXH9JlJGWhg/PXgEAXt97BJsmDmg7ZQQOjZubrWzs+w/QN5Mdc07PzBSx78Ol2wFA38xU+v+sMsEPHhfWKdBnKurpQl1NDeExcTLrI6JjYVIx52y3qaEBNDTUoa7+sVd1dStzhEfFIjUtHVqaH2/bt2ERuPkwEOtnjSucEyClSI+LhkZMlDRxBgBpYe8gUlODekUjqGmVg6aRKcyGf/9xp/8n3Kqu3IPgVbOQHhFW1GGXObxfSy9+vpYOjZxbwbZWXenj9LQ0AEBsVCQMjT9es9ioSFjb1sy1nopGJrCwriqzzsK6Ku5cu5Kt7BP/Bwh58woT5y0tUOz0ZYaGhlBXV0fEZy1MIiIich1n2cTEJM/yWf9GRETA1PRjy9CIyEjYiTnuZFHgdS2deF0pPyTpOQ9n8jlPT09s2rRJZt3EiRNzzAutXr0a27dvz7M+X19f2NraSh+HhoZi1KhR6Ny5M/r16ydXTJ/K95hngiCgU6dOeP8+5y4s8tq3bx/27NkDQRCwYcMG7N27V7ocOnQIly9fhpubW4GOUdKJ1NSgWS7nLOvzm/dRq51st5/aHVri+f/HcAl/8QYxIWEyZbT1dFGtaQNpGSp8WpoaqGNrjVsPA6XrJBIJbvk/QQO76jnu07C2LV6HfIDkk9n5Xr0LhamhgcwXcQDw/uMGjAz00MYx9ymhSfVSXjyFun5FiD5ptaBpWhmCRIKM6EikhYUgeLU73q6dL10SH99H8rNAvF07H+nRbKpeFHi/lh38fC2ZyutUQGXLKtLF0qYaDIyMEXD/jrRMYkICnj0JQM06ud9n4roOCAl+LbPuffAbmJhVzlb2z7OnUK1mLdjkkYwj5dDU1ETt2rXh90mvFolEAr/bt+Hg4JDjPg4ODjLlAeDWrVvS8paWljAxMZEpEx8fD39/fzjUr18IZ0Gf43UtnXhdKT8kgiDXMnbsWNy9e1dmGTt2bI51jhgxAr6+vnkuVap8nMArNDQUQ4YMQcOGDbFkyRKFziPfLc/U1NRgY2OD6OhohQ6YxcnJCQBw6dIlWFhYlPmBk12Xz8Kjs1cQ9fodyulVgNOAXhB/1QwbO2V2gR2292dEvw2Fz9xVAIA/1u/C9D+PoP33o+D/22U0+bYHbBztcXDMx0kWLq3bhS7zJyHs6UuEv3iDnkumI/pdKB745H9wPFLcsJ7t4b5hD+rZVoV9zarYd+YSkpJT0fv/X7zmrN+NSkYV8f3g3gCAbzu3wSHfK1i+8wgGdXXBq5Aw/HL8LAZ2c5GpVyKRwPuPG3D9yhka6upFfl5lmUirHDRNzKSPNYxMoWVhjYzEBGRER8CwSz+oGxgi3MsTABB//wYqdugF0/5jEHXhONQr6MGo+7eIv/0nhPTMlhNp74NljiFJSsxxPRUu3q+lDz9fSy+RSITOvfvD59AemFlWQSVzCxzb8wsqGpugcYvW0nLLZ06EY4s26Oj6DQCgc99vsXjKaJw8tAdN27TD86DHuOzrgxFT58jUn5iQgNvX/sCAMZOL9LzKssGDB+OHH35A3Tp1UK9ePRw4eBBJSUlw7dULADBv/nxUqlQJUyZnXpOBAwZg5KhR2LtvH1q3aoVz584h4PFj/LBgAYDM18jAgQOxfft22Fhbw9LSEps3b4apqSlc2rZV2XmWNbyupROvK8lL3pk089NF08jISO5hvrISZ3Xr1oWHhwfU1BSaN1OxMc+mT5+OVatWYeHChRAXsAnls2fPEBISAkdHRwDAwYMHcfToUdSoUQMLFixQaCC3kkivkjGG71sDfXNTJMXE4e3DJ9jYaQgCf/8LAGBkbSnzont+8x52DpiCnkuno9fymQh7+hLbXMfgXcC/0jIXVm1DuQrlMfAXD+hU1Md/f93Bxs5DkZ6SUuTnV5Z1adkEkbHx2Oh1CuFRsahVzQqeCybDpKI+ACDkQyTUPkkem5sYYfuCyVix+1e4TlsMM6OKGNTdBaN6d5ap9+bDJwj5EIk+7VoU6fkQUK5KNZi7fRzY37jXQABA3J1rCD/yC9T1K0LD8ONgp0JqCt57roRx7yGwmLIYksR4JPzjh6izx4o8dsob79fSh5+vpVv3/oORkpyMXetWIDE+HuJ6DpjlsU5mfLKwkGDExUZLH9va1cHUhStxZOdW+BzYBdPK5hjkNhUt2snet7euXIQgCHB26VhUp1Pmde7UCVFRUdiydSvCw8NhZ2eHLVu2SAcQfx8SIvMe3KBBA3gsX45Nmzdj48aNsLa2xrq1a1GzRg1pmeHDhiEpKQmLlyxBXFwcGjZsiC1btsiMt0yFi9e1dOJ1JXllyNltszCEhoZi8ODBsLCwwOzZsxEZGSnd9mn3YHmIBAWmPmjSpAmSkpKQkZEBTU3NbGOffT6JQF569OiBGTNmoE2bNggKCkLfvn0xYsQI+Pn5oXr16grNtjlOVDXf+1Dxtzlgj6pDoELwetdOVYdAhcB6xEhVh0CFYELdYaoOgQrByFf3VR0CFQJ7U8XHJiYiooLTLl9e1SEUCw3m+spV7sHyrko/9okTJ+Du7p7jtqCgoHzVpVDLs7lzsw+wq6jg4GDpIG4XLlyAi4sLvv/+ewQEBGDMmDFKOw4RERERERERERUdQXUNz9CnTx/06dNHKXUplDzr3bu3Ug4OZA42mJycDAC4ceMGXF1dAQAGBgaIj49X2nGIiIiIiIiIiKjoSOQc86y4Uyh59qmUlBSk/X+q8Cy6urpy79+oUSN4eHigUaNG8Pf3x7p16wAAL1++ROXK2Wc9IiIiIiIiIiKi4k+iwjHPlEmh5FliYiJWr16Ns2fP5jjrZmBgoNx1LViwAIsWLcL58+fx448/wswscwa7q1evolWrVoqER0REREREREREKibJ/zD7xZJCybOffvoJfn5+WLhwIWbNmoUFCxYgNDQUR44cwfTp0/NVl4WFBTw9PbOtV+a4akREREREREREVLSEstxt8/Lly1i5ciWaNm0Kd3d3ODo6wsbGBhYWFjh9+jR69uwpd13v3r3Lc7uFhYUiIRIRERERERERkQpllOVumzExMahSpQqAzPHNYmJiAACNGzfGokWL8lWXi4sLRCJRrtvz0wWUiIiIiIiIiIiKB6Esd9u0srJCcHAwLCwsUL16dZw9exYODg64fPky9PT08lWXj4+PzOO0tDQEBgZi9+7dmDZtmiLhERERERERERGRipXpbpt9+/bFkydP4OTkhDFjxmDcuHE4cOAA0tPTMWfOnHzVVatWrWzr7O3tUalSJezcuRMdO3ZUJEQiIiIiIiIiIlKhjPR0VYegFAolz4YNGyb9f/PmzXH27FkEBATA2to6x2SYIqpVqwZ/f3+l1EVEREREREREREVLkGSoOgSlUCh59jlLS0tYWloqtG98fLzMY0EQEBYWhk2bNsHGxkYZ4RERERERERERUREr08mzpUuXwtraGkOGDJFZf+DAAbx69Qrz5s2Tuy5HR8dsEwYIggBzc3OsWbNGkfCIiIiIiIiIiEjFJGmpqg5BKRRKnp0/fx5bt27Ntr5hw4b45Zdf8pU827dvn8xjNTU1GBoawsbGBhoaSmkYR0RERERERERERaxMtzyLjo7OcVZNXV1dREVF5asuJycnRUIgIiIiIiIiIqJirEwnz2xsbHDt2rVsY5JdvXoVVapU+eL+ly5dkvtY7dq1y3d8RERERERERESkWmU6eTZs2DAsWbIEkZGRaNasGQDg5s2b2L17N+bOnfvF/SdMmCDXcUQiEQIDAxUJkYiIiIiIiIiIVCgjvQyPefb1118jNTUV27Ztw5YtWwBkzri5cOFCuLq6fnH/J0+eKHJYIiIiIiIiIiIqIcp0yzMAGDBgAAYMGIDIyEiUK1cOFSpUyFbm7t27sLe3h5aWVoGCJCIiIiIiIiKikqW0JM/UClqBkZFRjokzABg9ejRCQ0Nz3Hbz5k107doV8fHx2bbFxcWhW7duuHPnTkHDIyIiIiIiIiIiFZCkpcq1FHcFTp7lRRCEXLft3bsX/fr1g66ubrZtenp66N+/P/bs2VOI0RERERERERERUWERJBlyLcVdoSbP8hIUFIRWrVrlur1FixYICAgowoiIiIiIiIiIiEhZSkvyTOExzwoqPDwcGhq5H15DQwORkZFFGBERERERERERESmLJD1N1SEohcpanpmZmeHp06e5bg8KCoKpqWkRRkRERERERERERMpSWlqeFWryTCQS5bqtTZs2WL9+PVJSUrJtS05OxsaNG9G2bdvCDI+IiIiIiIiIiAqJRJIh11JYxo0bh6+++gr29vZo2bIlZs6cmevElnnJd7dNQRAQEhICY2NjlCtX7otlc+Pm5oYLFy6gU6dOGDhwIKpVqwYAeP78OQ4dOoSMjAyMGzcuv+EREREREREREVExIGSotlVZs2bNMG7cOJiamiI0NBSrVq3ClClT4OXlla96FEqedezYEWfOnEHVqlXzLHv//v1ct5mYmMDLywsLFy7EmjVrpIk2kUiEli1bYsGCBTAxMclveEREREREREREVAxI0lNVevxhw4ZJ/29paYnRo0djwoQJSEtLg6amptz15Dt5pqamBhsbG0RHR+d312wsLS2xfft2xMTE4NWrVwAAGxsbGBgYFLhuIiIiIiIiIiJSneI0nll0dDROnz6Nhg0b5itxBig45tn06dOxatUq/Pvvv4rsno2BgQEcHBzg4ODAxBkRERERERERUSkg74QBqampiI+Pl1lSU5XTau2nn35CgwYN0LRpU4SEhGDLli35rkMk5DUwWS6aNGmCpKQkZGRkQFNTE9ra2jLbb9++ne9AiIiIiIiIiIio7Nm4cSM2bdoks27ixImYNGlStrKrV6/G9u3b86zP19cXtra2AIDIyEjExMTg3bt32LRpE/T09ODp6ZnnJJefUyh55u3tnef23r1757dKIiIiIiIiIiIqg1JTU7O1NNPS0oKWlla2spGRkYiKisqzvipVquS47/v379GmTRt4eXmhYcOGcseX7zHPACbHiIiIiIiIiIhIOXJLlOXEyMgIRkZGCh1HIpEAQL67hCqUPAOA169f4/jx43jz5g3mzZsHY2Nj/Pnnn7CwsEDNmjUVrZaIiIiIiIiIiKhA/vnnH/j7+6Nx48bQ19fH69evsX79elhbW+er1Rmg4IQBt2/fRo8ePfDw4UNcuHABiYmJAICgoCBs3LhRkSqJiIiIiIiIiIiUQltbGxcuXMCwYcPQuXNnzJs3D3Z2djhw4IDcrdyyKDTmWf/+/dG5c2cMHz4cDRs2xKlTp1ClShU8fPgQEydOxNWrV/NbJRERERERERERUbGjUMuzf//9F+3bt8+23sjI6IuDthEREREREREREZUUCiXP9PT08OHDh2zrAwMDYWZmVuCgiIiIiIiIiIiIigOFkmfdunXD6tWr8eHDB4hEIkgkEty9excrV66Eq6urkkMkIiIiIiIiIiJSDYXGPEtNTcXixYvh7e2NjIwMaGhoICMjA927d8eKFSugrq5eGLESEREREREREREVKYWSZ1lCQkLw77//IiEhAXXq1EHVqlWVGBoREREREREREZFqKdRtc9OmTUhKSoK5uTnatGmDrl27omrVqkhOTsamTZuUHSMRUbG0cuVKjBs3DgX4DYKIiIhywM/W0onXlYhKKoWSZ5s3b0ZiYmK29UlJSdi8eXOBgyrLPv1AkUgkKoyElOnzPxT4h0PJl5qaCmNjY4SFhWHu3Lm8pqUEryNRyTJjxgwcP35c1WGQEmW9D4tEIgDAmzdv+N5cSkgkEul1TU9PV3E0RET5o1DyTBAE6Rvfp548eQIDA4MCB1VWffq87tmzB5cuXUJqaqqKo6KC+vQPhXfv3iE+Pj7H+4dKFi0tLQwaNAjffPMNXrx4gTlz5qg6JCqgz+/V4OBgmZml+eWtZOP1K30iIyOhqakJDw8P+Pr6qjocUoKsv4WzfkDetWsXli5dquKoSBmuX7+OsLAwAMDPP/+M1atXqzgiIqL80chP4SZNmkAkEkEkEqFTp04yCYCMjAwkJibi22+/VXqQZYFEIoGaWmYuMzY2FocOHYKamhq0tLTQvHlzaGpqqjhCUlTWdV27di0uX76MmJgYDBkyBC4uLqhWrZqKoyNFZN2v2trasLKyQt26dfHrr7+ifPny+PHHH5kcLYEEQZDeq+vXr8fNmzfx+vVr2Nvbo379+hg/fjyvawn26WcsIPsF/dP1VLIYGRlh8uTJ0NXVxYIFCwAAXbt2VXFUpKg1a9agYsWKGDZsmPS+TEpKQs2aNSESiXL98Z6Kv8TERCxatAjly5dH3bp1cf78eXh5eak6LFICfo5SWZKv5FlW16S5c+di0qRJ0NPTk27T1NSEpaUlGjZsqPQgy4KsN50VK1bgxYsXMDc3R1BQEObNm4dly5YxgVbCnT17FqdOncKsWbNw//59nDhxAi9evMDgwYNhZ2en6vAon7LuVw8PD9y5cwdisRg2Nja4cOECUlJSsHz5cv6BX8JkXa9Nmzbh0KFDWLNmDSpVqoRt27Zhw4YN6NChA2rWrKniKElRWffsvn378PjxY+jq6qJXr16wt7fnH/4lVHp6OjQ0NGBubo727dsjMjISs2fPRrly5dCuXTtVh0f5lJiYiICAACQmJkJHRwd9+/aFpqYmPnz4gAoVKgAAP1dLMB0dHfj6+sLJyQmvXr3Chg0b+JlaCnz6+Xnp0iW8fPkSFSpUgFgsRqNGjVQcHZHyKTTb5u3bt9GoUSNoaOQr90Zf4O3tjWXLlmHfvn2oVKkSRCIR3N3d4e/vDw8PDzRv3hxaWlqqDpPk8PmXsXPnzuHNmzcYPXo0AMDHxwf79u1DrVq1MHToUCbQSoiMjAyoq6sDAP766y/MmDEDW7ZsQaNGjZCamoo9e/bg9OnTsLe3x/Lly1UcLeVXZGQkpk+fjsGDB8PFxQVXr17F1KlT4e7ujm+++Qapqal8Dy5hPn0vXrduHby8vNC0aVOEhobi2bNnWL9+PZo3b84EWgm2du1a/P3339DR0cHdu3chCAKWLVvGFmglSFaLspiYmP+xd99RVR39wse/hyqKDRXsDRUVRWMviS0aW+y9N+yKiojYsCGCgCggCiggioIIYlcssUWjosausYsNC6BIL/v9g/fs52BJTG4im2Q+a931xH32PmvOHWbPzG8aS5Ys4enTp/To0YNBgwYxZ84cihQpwpw5c373WUGZNN+tsbGxdO/enUKFClGiRAnc3d0pX748IPIxv1uxYgX79u2jevXq6OnpER0djb29PV27ds3rpAnC3+ovtRQLFSrEvXv35H8fPnyYSZMmsXLlSrFH1//Bq1evqFWrFjVq1KBEiRKUKFECX19fatWqxZIlSzh9+rT4/28+oLn8KywsDFdXV/bv358r2NyzZ0+GDx/OrVu32LRpE9evX8+r5ApfYN68eVy/fh1tbW2ysrIAePPmDfr6+lSrVg3I2QNt0KBBtG7dmn379rF06VKxx5LCfZg/WlpaPHnyhLJly3Ls2DGmTZvGrFmz5MBZWFgYV69ezaPUCn+F+l387NkzVCoVPj4+rF69GldXVzp27IilpSWnT59GS0tLHNKTD+3atYugoCCsra1ZtWoVgYGBdOnShfnz53PgwIG8Tp7whdRLqIsWLYq9vT3lypVjx44dhIeHo6OjQ4kSJbh79y737t3jwYMHPHr0iLNnz5KRkSECLgqmGTi7ePEiRYsW5ezZs+zatYuUlBSmTZvGkydPgP/NKszIyMiz9Ap/zb59+9i9ezerVq3Cz8+P1q1bk5iYKA6EEP6V/lLwzN7enocPHwI5J+DMmDEDAwMDDhw4gIuLy9+Zvv8EdQcuJSWFp0+foqOjg0qlIi0tDYARI0bw7NkzHBwcOH36tKhYFExzw3F3d3ccHR25fPkyx48fJzQ0lCtXrsj39uzZkxEjRnDq1ClOnTqVV0kW/sDTp095+PAhkyZN4vbt2/LMs3LlylGwYMFcgc/ChQvTv39/DA0N2bFjhzh9WME0y+r79++RJAk9PT0qVqxIcHAwtra22NraMmjQICDn7+DUqVPyZsdC/hEVFUW7du04cOCAvN1E+fLlsbKyok+fPowbN44zZ86gpaUlAt75zKNHj6hfvz4NGzakUKFCWFhYMHbsWL799lvs7Ow4fvx4XidR+APqMqcuf0WLFmXBggWULVuWbdu2sXfvXlauXImNjQ3Dhg2jf//+DB06FD8/P7ECRsE0A2crV67EwcGBqKgoEhMTMTQ0ZMOGDaSmpjJjxgwePXpEeno6M2fOZN26dXmccuGPqMusesDp/v37tGjRgvr16xMVFYWTkxMLFy6kR48eJCUl5ZpwIwj53V8Knj18+JBatWoBOXs5NWnSBDc3N5YvX05UVNTfmsB/ow9Ht9UduAEDBpCZmcmCBQsA0NfXB8DAwICRI0dSrVo1Zs+eLQJoCqZuKPz2228kJyezceNGNm3ahKurK6VLl8bb2ztXAK1Hjx4sWbIES0vLvEqy8AfKlSuHvb09devWxdLSktu3bwNQoUIF9PT02LJlS66GQUZGBvXr18fBwYFJkyblVbKF36HZqF+3bh3Lly/n/v37FCxYkPbt2xMWFkarVq0YMGAAAImJiSxfvpykpCTatGmThykX/opy5crx448/EhMTQ0JCApDT+Dc2Nmbq1Kn07t2bUaNGcfXqVTGLJZ8pWbIkDx8+5MWLF/K1ypUr88MPP5Camsr48eP5+eef8zCFwu/RHMRIS0uTZ3YXK1aMhQsXUrFiRapUqcLIkSPZuHEjUVFRbN++nZ07d+Lj4yMfIiAoj7qO9fDwYPv27djY2NC+fXt5AMPExISAgACSk5MZNGgQ/fr14/r160yYMCEvky38Ac3ltUlJSUDOygsjIyMOHz7M7NmzmTVrFgMGDECSJI4fP87+/ft5//59XiZbEP42fyl4JkmSHAA6c+YMrVq1AqBMmTLEx8f/fan7F9LstEVGRrJ8+XKcnZ3ZtWsXpUuXZurUqURHRzNz5kyePXvG7du38fPzIysri3Xr1tG0aVPGjx/P2bNn8/iXCJ9z6NAhxowZw9mzZzExMQGgffv2DBkyhLS0NLy9vXMt/WrVqlWu5YCCcqgb5WZmZkyZMgULCwvGjBnDzZs3MTExYfny5Vy8eJEVK1awceNGfvnlFxwcHNDS0qJz585oaWmJfFUg9TvY1dWVzZs3880332BoaAjAoEGDmDp1Kvv372fatGlMnjyZiRMn8vz5czZs2IC2trZY3qdgn8obc3NzLC0t+fbbb5k4cSI3b96UO93GxsZMmjQJa2treVBQUJ7PlbkaNWpQpEgRtm/fTmxsrHy9dOnSdO3alaVLl9K0adOvlUzhT9BsD/v7+zNr1iz69+9PcHAw9+/fp3jx4sydO5eKFSvy66+/EhUVRYECBahUqRJGRkZyu0kEvJXrwYMHREVF4ezsTIsWLUhNTeXGjRusX7+egwcPYmxszN69exk1ahR9+/Zlz5496OrqiuV+CnX06FFu3rwJ5OxxtmTJEiAnEBoaGsqMGTNyzdhPSkoiPDycpKQkuY0lCPndXzowYPjw4ZQpU4bmzZszf/589u7dS6VKlTh37hx2dnYcPXr0n0jrv8qKFSvYs2cP3333HQULFmTTpk3Y2dkxYMAAjhw5gpeXF69evaJw4cIYGRkRHByMgYEBALNmzWLSpElUqVIlj3+FAP9rAKpHY44dO0ZYWBg///wzAQEBuU6gPXz4MCEhISQmJuLo6IipqWkeplz4Per81Bxlu3XrFqtXr+bq1av4+vpSu3Ztbt26xZo1a/jtt9+AnJkQgYGB6Orqik3IFSw6OppZs2bh4uJCo0aNgNwjqvv27ePy5cskJSVRrVo1hg4dio6OjnzCn6A8muXt2rVr8vU6deoAOeXXy8uLX3/9FT8/P2rVqvXRJtUif5VHM4/Cw8N5+fIlOjo68gE83t7e7N69m1atWtGhQweMjY1ZtmwZRkZG8snHIl+Vy83NjbCwMCZMmMCrV684c+YMlSpVYsKECZiZmREfH4+DgwPXrl1j1qxZtG/fPq+TLHyh2NhYJkyYwMCBAzE1NSU8PJxr166hUqm4f/8+CxcupF+/frme0TyYSVCO9PR0efXFd999x9GjR9m6dat84JmzszMBAQG4u7tTpUoVtLS0cHZ2Ji4ujrCwMHR0dMShEMK/wl8Knt26dYtZs2bx7NkzRo0axZQpUwBYunQpCQkJuLm5/e0J/Tc5efIkCxcuxNXVlQYNGnDw4EFmzJiBvb09AwcOlO87e/YsBgYGmJubo62tTWpqKgUKFMjDlAu/5/jx47Ru3RrIOZHWx8eHly9fsnTpUurXry/ft2fPHq5cuYKdnZ0IrCiUZif8zZs3JCYmUrlyZSBnn8dly5Zx7do1fHx8MDc35/3792RmZvLu3TvKly+PlpaW6Kwp3KFDh1i1ahWhoaEULFgwVwD8c4130ahXLs1G+apVqzhw4ADp6eno6OjQo0cPJk+eDOS0X7y9vfn111/x8vLCwsIiL5Mt/AHNfHV3d2fTpk1YWFhw+fJlateujZubG6VLl8bf359jx45x7tw5KleujJ6eHuHh4ejq6ooOm4Lt378fd3d3Vq5cSZ06dfjll18YPXo0pqamVKpUienTp1OtWjXevHlDcHAwkydPFu9ghfrUYGF8fDwLFy7k2bNnXL9+naFDh/Ltt9/SsGFDpk+fTqNGjcQyzXymRYsWvH//HicnJ7p06ZKrrTt//nxOnjzJu3fvqFatGgUKFMDf3x9dXV3RfhL+Nf5S8Oxz0tLS0NLSQldX9+/6yn+FDyuU8PBw9u3bx4YNG4iKimL27NnyrLPExERu374tz4RQEy8dZbtz5w7dunWjd+/eODo6AjlLmoODg3n69CmLFi2iXr16Hz0nZiYpj2ZHy8PDg59//pk7d+7QrFkzGjduzMiRI7l//z7u7u5cvnwZPz8/atasmes7RL4q3759+5gzZw779++nbNmyuWaQ/vzzz5QuXVo+SVXIP9asWUNwcDCrV6+matWqrFu3jk2bNmFpaYmNjQ2QE0BbtmwZhQoVEptT5xOvXr1i/vz5TJs2jerVq/P69WtGjBhB4cKF8fT0pGzZsrx794779+8DULduXbS1tcUghsKdPHmSixcvMm3aNI4cOcKcOXOwsbFBS0sLR0dHvv32W8aNGyfPHgXRHlYizTbPvXv30NbWpkCBApQuXZrXr1/z9OlTVCpVrsGKAQMG0KlTJ0aNGpVXyRb+hOzsbJKSkuRDsV69eoWnpyd169bNdd+tW7d49+4dxYoVo1q1amIwWfjX+Vt7d/r6+iJw9gnqCmXHjh3cunWLokWLUqhQISIjI5k9eza2trbyxtTR0dHs2rWLV69e5foO0VBQtooVK+Ls7MyBAwfkAx+aN2/O4MGDKV++PEuWLCE6Ovqj50SARXnUgTNvb2+2bt3K+PHj2bt3L4mJiWzevJn79+9jamqKlZUV9erVo2fPnjx+/DjXd4h8VQ7NvZI0x4pq166Nqakp69at4+nTp3Kepaen4+PjI7YfyIfu3Lkj70HYuHFjrl69SmRkJN27dycgIICVK1cCULNmTRwcHPD29s7jFAtfIiAggDFjxpCZmYmJiQm6urqUKVOGLVu2kJiYyPTp03n8+DFFihShfv361K9fX94PS3TYlONTY/VNmzZl6NChvH37Fj8/PywtLenfvz89e/akdOnSXLt2TT6ITP28aA8riyRJcv3p6enJlClTGDduHL179+bYsWOULFmSevXqYWFhQXJyMo8ePcLS0pK0tDSGDRuWx6kXfo9m+0lLS4vChQuze/duwsLCqFq1KlOmTMm1RQLk7DfZpEkTatSogZaWFtnZ2eI9LPyr/KUeXs2aNalVq9Zn/0/IkZ6eLv/3hg0bcHNzQ0tLi2LFinHjxg15FFW9sWJKSgpbtmxBkiRKliyZV8kW/gJ9fX06derE4sWL2bVrlxxAa9GiBYMHD6ZgwYKEh4fncSqFLyFJEq9fv+bkyZMsWbKEdu3a8ejRI65evcqECRMwNTUlOzubGjVqMGXKFMaOHUu5cuXyOtnCJ2g26rdt24abmxtr1qyRl+F2796dW7du4ejoyPHjxzl06BCTJk0iMTGR0aNH53HqhT+rTJkytGrVim+++Ybz589jb2+PtbU1y5cvp1OnTvj6+rJo0SIAKlWqJDfsBWX5ME8aNmzI+/fvuXbtGomJifI9JUuWlPcQHT16NM+fP8/1nAiyKIfmqZqvXr3iwYMHSJKErq4uJUqU4PXr1zx//lzuQ7x48YJatWphZWXF9OnTAcTSWwXSzFdPT09CQkKws7Nj06ZN1K9fnxkzZrBjxw4gpz7esWMHS5YsIS0tTd4HSxyqpEyaswmvXr3KxYsXuXv3rhwI8/b2plq1akydOpVLly6RmJjItGnT8PDwAP4X7BaDycK/zV8KBXt5eeX6d2ZmJjdv3mTHjh1MnTr1b0lYfjZt2jTmzJlD6dKlAbh//z4vXrzA3t6eGjVqADB69GiWLFnC27dvOX78OAYGBqxbt443b96wdu3ajzYqF5TH39+f+Ph4Zs6cCeQE0H744QckSWLu3Lno6+szf/58mjdvjqGhIebm5nmcYuFLqFQq9PT0SE9Pp2HDhhw5cgQbGxtmz55Nv379SEtLY+/evdSvX5+aNWvKSzbFUhJl+XD5rb+/Py1btuT48eOcOHGChQsXMnLkSIoXL87+/fuZNGkSZmZmlCxZMlejXuSpMn1qabShoSEDBgygQIECHDx4kJYtW9KrVy+0tbUpW7YsLVq04OHDh7meFQ175VHnyc2bNylbtiwWFhZ4e3szZswYnJyccHZ2pmjRokiShJGREUFBQTg6OmJsbJzHKRc+RXMQY/Xq1Zw6dYp79+7RpEkTLCwssLS0RE9PDxMTE44ePUp2djbBwcFoaWnRo0cPVCqV2ApBYX755ReaNWsm58mNGzc4d+4czs7OfPvttxw5coTo6GgaNGjA/PnzUalU9OzZk86dO2NiYkLbtm3FsmoF0yyz7u7u7N69G11dXZ4+fYq1tTU9evSgRIkSeHt7M2XKFIYPH07lypXJzMxk165dgAh2C/9i0t9o165d0oQJE/7Or8x3pkyZInXp0kVKS0uTJEmSfvnlF8nMzExq0qSJdOTIkVz3+vn5Sf3795fq1q0rDRgwQBo3bpyUnp4uSZIkZWZmfvW0C18uNTVV8vT0lOrVqyd5e3t/9JmdnZ1kZmYm2djY5PosKyvrayZT+ALZ2dkfXXv79q30ww8/SDNmzJAaN24sBQcHy5/dvXtXGjlypHT06NGvmUzhL4qJiZEmTpwoXb58WZIkSXr37p30448/Sn379pWuXLki3/fw4UMpLi5O/nvIyMjIk/QKf0zzPXr06FFp06ZN0tatW6V79+5JkpTzDh4yZIhkbW0tSZIkpaSkSJMnT5b27Nnzye8QlOfUqVOSmZmZtGXLFundu3eSJEnStWvXpGbNmkkTJ06UEhISJEn6OB9F20m5vL29pWbNmkk//fST9OrVK2nEiBFSu3btpNu3b0uSlNMm7tWrl9S6dWtpyJAhcnv4U3W0kHd8fHykzp07SxEREfK1hw8fShs3bpSys7OlM2fOSC1btpQ2bdokSZIkjRo1SmrYsKG0efPmXN8j3sHKt2bNGqlly5bSL7/8IkmSJC1dulQyNzeX3NzcpDdv3sj3hYeHSxEREXK7SbSfhH+zv3UYp379+vzyyy9/51fmK8+fP+e3337DxsYGPT09Dh8+TNOmTZkwYQJv377lypUrvH//Xr7f0tKStWvXEhkZiaenJ+vWrUNXV5fMzEwx20FhpA/26tDX12fgwIFMmzaNDRs2sGbNmlyfVapUiVatWhEfH//RngGCcqSnp8ujY8+ePSM5OZmUlBSKFCmClZUVx44dk/euy87OJjk5mRUrVgDQqlWrvEy68AUCAgIYP348SUlJlClTBoDChQsTFBREamoqDg4OXLhwgezsbCpVqkTx4sXlWQ5iNFy51O/RFStW4ODgwIEDBzhx4gQ//vgj0dHR6Ovr07NnT/bv38/EiRMZPHgwMTExdOzYEcg9qi7kvQ/rV4CWLVsyaNAg1qxZw/79+0lMTMTc3Jz169fz66+/Mm/ePBISEj7KR9F2Uh5JkoiLi+PUqVMsXLiQNm3acOfOHS5fvsyECRPkFRmWlpb4+PgQGBhIUFCQ3B4WM1iUpVu3bpiamhIREUFERASQswy+e/fuqFQqIiIi+P777+UtaUxMTDA2Nmbv3r25yrp4ByuPZn/l4cOHXL58mUWLFtG0aVMOHz7Mrl276Nq1K76+vgQGBvLixQsAevfuTa9eveQZ+6L9JPyb/W1/3ampqQQFBf2np82rgyYHDhxg3759XLx4kQYNGjB9+nRSUlJYv349lStXpnPnzujr6wNgZGSEkZGR/B2i06Y8mssF3rx5g0qlwsjIiJIlS9K9e3eys7NZt24dKpWKSZMm8f79e27fvk3Hjh3p06fPR98h5L3NmzfTvn17eWn16tWrOXToENnZ2bRt25aBAwfStWtX7t27h7e3N1OnTkVLS4u4uDgSEhKIiIiQN6QWnTXl+v7779mwYQMxMTE8efKEUqVKIUkSxYsXZ9OmTYwcOZK5c+eyevXqXCemirKqfLt27WLXrl14e3tjYWHBjh07OHr0qLzvVceOHdHS0uLEiRM0bNgQW1tbsRRXgWJjYzExMZH/rVlXLly4EG1tbVauXIkkSXTt2lUOoPXu3ZvKlSvLJ6gKyqXeCiEtLY1GjRrJWyHY2trKWyHs3r2bevXqUb16dUqVKgWI9rASZWdnU6ZMGebPn8+SJUuIiIhAkiT69OlDsWLFeP/+PXfu3KFdu3bysszExEQcHR2pV6+e2JJGwTQHle7du4epqSmdO3fm22+/5eLFiyxdupSpU6cybNgw9PX1CQwMJDk5malTp1K0aFH5e0T9Kvzb/aVaqXHjxrlefJIkkZSURIECBXBxcfnbEpffGBkZMWjQIBYvXszr169ZuXKlHBibM2cOmZmZ2NvbA+QKoGkSnTZl0WzI+/j4EBUVRXp6OoaGhnh6elKyZEn69OmDjo4OLi4u7Ny5E5VKha6urlwWxCwHZTl27BibNm3ixo0b2NnZER0dTWhoKPPnz+fixYtcuXKFu3fvsmDBAvlEzcjISAoXLoy5uTmjR49GR0dH7NWhMB8GqCVJomLFioSFhdG7d29Wr17NokWLqFy5MgDFihXD398fJycnqlevnkepFv6qR48e0blzZywsLIiKimLJkiUsWbKEbt268f79e9LS0ujduzc9e/aU/y5EmVWWH3/8kQoVKrB27VogZx/R8uXL07ZtW/nk9vnz5yNJEk5OTqhUKjp27Ejt2rXZv38/FStWzMvkC5/xueBIcnIyixYt4ty5c9ja2sozk549e8bevXspXrx4rnexaDcpj/qQFRMTE+zt7VmyZAk7duxAS0uLXr16YWhoSNOmTfHz8+Pt27dcunSJzMxM6tatK/auUzDNfFm2bBkhISH88ssvdOjQgQIFCnDgwAEaNWrEgAEDAChatCj16tXj+vXrFClSJC+TLghfnUr61Hz5PxAREZGrYlTPxKlXr16u6PN/ibqxsGXLFpYtW0b16tUxNzdn1KhRVKtWTb7PwcGB8PBwbG1t6dOnD3p6enmYauFLubu7Ex4ejrW1NVWrVsXW1pZChQrh4OCAubk5WVlZ3Llzh0OHDlGkSBGGDBkiZjko2KZNm9i3bx+mpqYUK1YMU1NTevXqBcC+ffsIDQ1FT0+PuXPnUqVKlY863SJflUWz4ff48WNSU1OpUqUKOjo6qFQqYmJi6Nu3L+bm5ixYsIAqVap81METeZq/uLm5kZSURIsWLZg1a1auznhERAQxMTGMHTuWggULAp/v0At5Y8OGDezYsYM9e/bI16ZMmcLp06dxd3enRYsWcgANcg5ZevToEcOHD6dv374UKlQIEOVWaTTfxa9fv6Zw4cJkZWVRsGBBoqKimD9/Po0aNcLb25usrCzS0tKYMWMGaWlpbNiwQeRlPqHO59jYWPnws549e9K3b1+ysrJwd3fnt99+o0SJEixZsgRdXV1RVvOBBw8esH79enr27Enjxo2RJIns7GwmTpxI0aJFcXJyQktLi8mTJ2NpaUmDBg0AUb8K/y1/KXgmfN7r16/Jzs7m3LlzbN68mUqVKjFu3DhMTU3le2xtbXn+/DmbNm3Kw5QKX+rcuXM4OTlhZ2dHkyZNOH78ODNnzqRYsWJkZGSwdu1aateu/dFzYpaD8mg27AMDAzly5Aj37t1j9uzZ9OjRQ75v3759hIWFoaenh42NjTwaLhoIyqOZp6tXr2bfvn0kJSVRqFAhpk+fTtOmTTEyMiImJob+/ftjbm6OnZ1drkENQbk+N1MhPDwcPz8/YmNjmTlzJkOHDgUgMTERa2tratWqhbW19ddOrvCFtm7diq+vL7t378bPz4+srCxsbGywsrLi7NmzODk50bJlS3mA0d7enpMnT2JmZiafSC4oi/TBCcfHjx8nOTkZMzMzRowYwTfffMPatWtZvXo1bdq0QUdHh7dv38pbIYgAS/7yYQAtISGBfv360bNnTyBnpqF68EK0h5Vv7969rFq1isKFC+Pn50fx4sXlujc0NJSFCxfSunVrnj17hiRJREZGoqOjI9rFwn/OF8+dvXXr1hf/339VVlYWJUuWxNjYmB9//JE+ffrw6NEjfH19uXfvnnzfihUr2LhxI/DpjXIFZdHV1aV79+40adKEU6dOMXv2bGbOnMm2bdvQ1tZm/vz5XL58+aPnRENBedRLDgBGjhxJp06dKFiwIBEREbx8+VK+r0uXLvTv358XL14QHh4uXxcNBGXRDKx4eXkRFhbGrFmzOHbsGMbGxqxatYr9+/cTFxdHhQoV2LZtG6dOnWLbtm15nHLhS2jm79GjRzl69Chnz54FoE+fPtSsWVOe+R4TE8Pdu3eZMWMGb968wcrKChB1rBJJkoS5uTnVq1enT58+BAUFMXDgQCAn6NKkSRPs7Ow4deoU8fHxQE5HfN26dXLgTOSrsmRnZ8v147Zt29i8eTODBg2iS5cuZGdnM2LECM6fP8/EiRMJCAigcOHCGBsb07p1a3bs2CEOy8qHPlzCWbx4ccLDwwkODgbINetXtIeVLysrCxMTEx49ekR6ejpaWlpkZGQAMGDAAJYtW0bJkiVp2bKlHDjLysoS7WLhP+eLZ56pG6l/dLtKpeLmzZt/S+LyK80Gf1hYGBEREVSuXJmRI0diZmb2yfsEZXv16hXFixdnwoQJ1KxZExsbG5KTkxk/fjyXLl2iVatWeHt753UyhS+kWfaCg4PZtWsXVatWxdraWt6sGODMmTM0bdpUlFOFOXPmDM2bN5f/fevWLRYtWsTEiRNp3bo1P//8M1ZWVlSvXp0HDx5gZWVF586dMTIy4uXLl5QoUUJ00vIRV1dXtmzZQqlSpXj9+jWjRo1iypQpAIwdO5YXL17w4MEDzM3N0dXVJSAgQMxiyQcmTJjAyZMnsbCwwMPDI9e7d8aMGVy4cIGyZcuSnp5OSkoKe/bsQVtbW7SdFOzSpUuEhYXRuHFjeSuEly9f4uXlxYEDBwgKCqJmzZpi2fy/iOYMtJkzZ1K9enXs7e1FUCUfOnr0KKtWrcLAwAAPDw9MTExyzRrUfPeK2YTCf9UX/9UfOXLkn0zHv4p6NEZLS4t+/fqhpaWFr68vFSpUyBU8E40/5VM38EqVKkVcXBwxMTH07t0byDlRxtjYmJ07d1KlSpU8TqnwZ2iW0SFDhpCVlcW+fftYuXIlM2fOpGTJkgBygEY07JUjLCyMFStWYGdnJ59mW7hwYQYOHEjLli3lzahtbW0ZMGAAgwcPJigoiOTkZPr37y+fCC0afsqlfu9KkkRsbCyXLl0iODgYfX19zp49i4ODAykpKcyaNQs/Pz9u377NixcvKF26NNWrV0dLS0vkr4JlZmaSnJyMnp4e1tbWnD59mjlz5rBgwQIqVaoE5OwzGhwczMuXL8nIyMDa2lqccKxwZ86cYeHChbx7946WLVvK142NjRk7dix37tzh9OnT1KxZk6ysrFxLvkSeKtcfLcvTnIHm4eFBsWLFxKma+Yw6r9q1a0dWVhZBQUHMnj0bZ2dnTExMyMjIQFdXN1e/VdSvwn/VF//llytXTv5vHx8fSpQoQd++fXPds337duLi4hg3btzfl0KF+XDE83MNOc3OeZ8+fTAyMqJVq1ZfM6nC30Cz4jcyMqJEiRKsXbuWt2/fsnfvXlJSUqhSpQpaWlqiUZ/PaJbR4cOHo1KpOHDgAAsXLmTZsmUUK1ZMvlfkq3LUq1ePHj16sGHDBiRJom/fvpQrVw4DAwN0dHQIDQ2lY8eOcv1UpkwZnj59yq1bt3KdCiUafsqkWce+e/eO+Ph4TE1NqVq1Kvr6+pQvXx5dXV0WLlyIlpYWM2fOxMzM7KNZ3SJ/lUtHR4ciRYrg4eEBQOnSpQkLC8PBwYH58+fLAbQhQ4bkek4ERJWtefPm/Pjjj2zevJndu3fTtGlTeSCqQoUK6Orq8uDBA+B/718RXFGeD/s5X5JH6gELIyMjQOwPq0SRkZG0bt2a4sWLf/SZZrCzQ4cOZGdnExwczJw5c3BwcKBs2bJ5kGJBUKa/NPUpNDSUqlWrfnS9evXqhISE/J8TpWTqCmXXrl0A8hKCz92r/qxt27Zoa2vL68eF/EWdj05OThQvXpyIiAgKFSpESEiInM8iwJL/aJbRYcOG8d1331GyZElx9LaC1ahRg8GDB9O8eXPWr19PWFgYkBPcTk9PJz4+ngIFCuRquK9ZswYXFxexV1I+oK5j3d3dGTVqFLa2tly6dIm3b98CoKenR/fu3Vm8eDEbN27EwcHhs98hKFtWVhYAXbt2pX///mRkZLBs2TIePXoE8FHbSgTOlEudl1ZWVgwfPpynT58SEBDAu3fvAEhLSyMlJSXXoJSgPJIkye/PkJAQFi5cyLp16+T9rD9Xf2rua3b+/HnR11GY/v37s2vXLooWLfrZezTbRx07dmTYsGG8evUKf3//r5VMQcgX/lJL5NWrV7n2plAzMjLi1atX/+dEKV18fDyOjo7cvHmT2bNn/25DXbMDl5aWhr6+/tdIovA3U+dxxYoVCQoKIj4+Xp6aLkbDledTo56fGwnVnIE2YcIE+T6xr45yVa1alcGDBwOwYcMGVCoVffv2RU9Pj5IlS7J//34SExO5c+cOiYmJ1KpVK1c+C8rz4V6hO3fuZPDgwSQmJhIYGIivry+2trbo6enJAbTU1FQOHDggZjnkU9ra2nLedenSBchZwWBjY4OnpyelS5fO4xQKX0pzL7opU6aQkZHB3r17OXnyJPXq1SMhIYGkpCT5IA9BeTTfwe7u7oSGhlK3bl2uXr3K3r17mTt3Ls2bN//ofav5761bt7J48WIiIiI+eQq98PWdPXuWxMREPDw80NLS+mwfHj6egVa0aFEaNmz4lVMsCMr2l3oRZcqU4eLFix9dv3DhgryfzL/Jh6OfhQoVYvLkydy5c4dLly599jnNCiU4OJjJkyeTnp7+j6ZV+HKfmzH4uevwv1G34sWLi8CZQmme+pWSkiKXOXVA7FPUSw7U92VlZYkgi4J8Kt9MTU3lfc7Wr18vn6C5YsUKWrRoQWJiIhUqVCAyMlJsMp4PqPPm7Nmz8sbT48aNY+bMmaxcuZKQkBBcXV3l8qynp8fAgQPZtGmTmFGYj2nmXZcuXfjxxx+pV6/ev7It+W+nOZN7xowZ9O7dm+fPnxMTE0Pz5s3Zt2+ffKqmoDzqd/D9+/dJSkrCz88PPz8/Fi1aRK1atZg3bx5nzpzJVWY1+zkhISG4u7uzatUqEThTEG1tbR48eMDjx49ZtGgRU6ZM+d2+qGb+NmnSRKyqEYQP/KVef79+/XB0dCQzM5NmzZoBORuFuri4MHr06L81gUqgrlAiIiJo1KgRFStWpEOHDuzatYs9e/bwzTfffPTMpyqUpUuXoqen91XTLnyaZkf6wYMHZGdnU6hQIUqXLv3F+5epN9AUlEWdrz4+Phw/fpzChQvz3XffMXTo0M/mreaSg/3791OqVCkaNWr01dMufEyzrF64cIGkpCQMDAxo3Lgx1atXZ8CAAQD4+/sjSZJ8pLpmYFsEuZVPkiSePXvGiBEjAJg9e7b8WYcOHVi1ahUzZsxAS0uLGTNmoK+vL+epmHmmPH8mTzRnO/Tu3Vs+lEcEvPMfzRm+kyZNIi0tjfPnz/Pq1SuSkpIoVKiQ6Iwr2IEDB1i+fDnFixeX96+2sLBg1KhRSJLE/PnzcXBwoHnz5rnaUiEhIbi4uODo6EjHjh3z8icIH2jUqBHjx49n7Nix6OrqEhIS8qf6og8fPqRUqVIUKlToH0ylIOQff6lVYmlpSd++fVm8eDHt27enffv2ODg4MGzYMMaPH/93p1ERzpw5w9y5cxk9ejTbt29HpVKxePFitm7dSlRUVK57Pwycubi4sGzZMjp37pwXSRc+oLmng7u7O1ZWVvTr149JkybJ++eoT/X68Dl1vgYEBDBkyBAxgqogmrOTAgIC8Pf3p0mTJhQpUoTVq1fj7OwMfLxPoWa+hoaGMmPGDDFDVCE0y+rKlSuZN28e8+fPx83NjZkzZwI5e6D179+fb7/9lqCgIDZu3AiQK7AiAmfKp1KpKFeuHCEhIRgYGPDLL7/w7Nkz+fP27duzatUqAgMDP9pbVQTOlEedJ76+vvj5+X3R/R/Wp783C1xQrg9noDVq1IiTJ0/i6elJfHy8KK8K8uGM3aJFi2JmZsajR4948+aNfL1WrVqMGTOGxo0bM378eK5duyYHzoKDg3F3dxeBM4XR7MMYGhqSlpZGWloacXFxv/ucZpt406ZNWFtby3sXCoIASP8H79+/ly5fvizdvn1bSktL+798leJkZWV9dG348OFSw4YNpQULFkiTJk2StmzZIvn4+EhDhw6VHj58+NH9ISEhUoMGDaQDBw58jSQLf5KPj4/UpEkT6cSJE9KJEyekoKAgqWnTppK1tbV8T3Z2dq7/lSRJ2rp1q9SkSRNp586dXz3Nwqdpltdff/1V2rJli3T8+HFJkiQpMTFR2rZtm2Rubi45OTnJ92VmZn6Urw0bNpQOHjz49RIufBEfHx+pRYsW0oULF6T09HRp5cqVkpmZmWRpaSnfc/v2bcnGxkaytrbOla9C/qEux+fPn5fMzc0lOzs76cWLF7nuOX/+vJSRkZEXyRP+pNTUVGnEiBGSt7f3H96rWWYPHjwopaam/pNJE/6ET7WHv+Sz9PR0+b8dHR2lIUOGSG/evPlb0yb8PSIjI6WIiAhJkiTpzJkz0vDhw6UePXpI169fz3XflStXJC8vLykzM1OSJEm6efOmVKtWLWnv3r1fPc3ClwkICJAiIyOl69evS8uWLZPq1q0rHTt27JP3ftgmbtSokbRnz56vlVRByBf+T8Gz/4KbN29KsbGxkiTlVBrTp0+XAgICpP3790utWrWSOnbsKLVq1UoKCgrK1YjYsWOHZGZmJjriCpWcnCxNnDhRWr9+vXwtLS1NOnbsmNS8eXPJz89Pvv5hZSICosphZ2eXq5MVHR0tmZmZSY0aNZJ++eUX+XpycrK0bds2qU6dOtKKFSs++h6Rr8r18OFDafTo0XJj7/jx41L9+vWlRYsWSW3atJHGjx8v3/v48WP5PSwCaPmTOv/Onj0rmZubS3PmzPkogCZJkgigKdCnAimOjo7S2LFjpYyMDLnD/SHNshoSEiKZmZlJp0+f/sfSKXw5zTwNCQmR7OzspAULFkhBQUG/+5xmnh4/flx6+vSpFBcX94+lU/jr0tPTpfHjx0uDBw+Wr508eVIaP3681Lt3b+nGjRuffE5dnu/fv/9V0il8mQ/7orVq1ZKuX78uZWdnSykpKZK9vf0nA2iaz6nbxKIPKwgfE5tJfIYkSURHR9O/f39Wr17NiRMnqFu3LqVKlSIxMZFOnToRFhZGw4YNefXqFWfPnpWXF6Wnp5Oens66dev44Ycf8viXCJ+ipaXFw4cPiYmJka/p6enRvHlz2rRpw40bN4CPl/SJPR2U4/HjxyQmJubaE6ds2bJMnz6dzMxMoqOj5esGBgZ069aNhQsXsmHDBoKDg+XPNm7cKJYcKFilSpXo1q0btWvX5uLFi8yfPx87OzsWLlxImzZtOHbsGH369AGgQoUK8pIhsTQof1LnX5MmTfD392fPnj0sWbLko6UmYimu8qjfxeolt5mZmRgaGpKcnIyOjs4n97rSLKvqbS48PT1p3rz5V0278GnqPHVxcWHVqlWoVCrevHmDm5sb06ZNk7c4+L2tEMaNG8fjx48pXrz41/8Bwkc08yo9PR1dXV0cHR25e/curq6uAHz77bcMGzYMY2NjFi5cyJUrVz76HnV5rlKlytdJuPBF1GX2p59+IjMzEwcHB2rXro1KpaJAgQLMnTuXXr16MW3aNE6cOPHRc5r714k+rCB8Qh4H7xTlUzMVdu3aJc2bN09q3ry5tGHDBunw4cNSy5YtpaNHj0qSJElJSUlSdHT0RyOqmtPVhbx17do16fHjx5IkSdLixYulQ4cOSZIkSStXrpRGjBghXb58Odf97u7u0tChQ3PloZhJqGzbtm2TkpKSJEmSpNjYWMnT01OysLCQAgICct2XlJQkHT16VJ61kpCQIH333XfS7t27v3aShU/43MwUNXd3d8nW1laebbhhwwZp8uTJ0rx58/7wWSHv/d4Sr8/de/LkSWnIkCF/6lnh69LMm3Pnzkl169aV2rZtK7Vq1UoaNmyYZG5uLq1evVo6f/68dO/evU9u8yFm/yrX5cuXpe+++06ezZ2VlSVduHBBatGihWRjY5PrXrEVQv7h7+8veXp6Srdu3ZIkSZLCw8OlXr165ZqRdPr0aWnAgAHS3Llz8yqZwl/w+PFjqVatWpKZmZnk7+8vSVLuspmamiotXrxYMjMzky5duiRf37t3r1S3bl1RZgXhd6gkSZzvDrlPdXr9+jUpKSlUqFABgPfv33Ps2DGWLFlCx44duXbtGpIksXr1aipVqiR/x5ec0Ch8PZIk8eTJE/r27Uvv3r1JTExkx44dhIeHU7NmTaKjo1m8eDEWFhb06tWLRo0akZiYyJQpU6hYsSJLly4Fcv42Dh8+jJ6eHm3atMnbHyUAuUe24+Li6NatG0ZGRmzbtg0DAwNevnxJWFgY/v7+TJ06lZEjR370Henp6ejp6fH+/XsMDQ2/8i8QNKWlpaGvry//+6effuLly5eUL1+eihUryu/i6dOnExMTQ3h4OBkZGVhbW9OwYUM5f8U7OH+4desWNWvW/MPTFD/MT5G/yhMbG4uJiQmQc7BShQoVKFiwIElJSVy+fJn4+HiWLVtG6dKl0dXVJTY2lhIlStCzZ0+mTZsGQFBQEGvWrJHbWELe+rBcHj9+HHt7e3bv3k2RIkXk+vfEiRPMmjWLVatW0bx581zPidMXlS0uLo7BgwcTGxtL+fLlmThxInXr1sXFxYUKFSowadIk+XTFq1evYm5uLk6+VTDpg9ONMzIyOHPmDEuWLKFSpUr4+fnlOgkXIDU1leDgYEaMGCHP5L5//z4vXrygRYsWefI7BCE/EMEzcr90PDw8OHz4MHFxcRgZGTFmzBhat25NsWLFiImJYf369dy4cYOrV6+ybNkyebmQoFwHDx5k/vz5pKam4unpSZs2beQ8P378OJ6eniQlJaGrq4uuri7p6elERESgq6sr3/dHnTzh69HMC3XQ5datW8yaNQsdHR22bNkiB9C2b99OYGAgI0aMYPLkyXmccuFTrKysMDc3Z/jw4RgYGODi4sKWLVsoX748L168oGbNmvTp04eePXty/PhxHBwcKFiwIDo6OqSmprJz5050dHQ+ajwKyhQdHc3QoUPZtWsXNWrU+N17xXtX2aKjo3Fzc8PW1pYDBw4QFhbG/v375WAa5ATXxo8fj729Pebm5ly9epWEhATatGmDjo4ODx8+ZNSoUdjY2NC1a9c8/DUCQHx8vLy88sqVK1hYWHD//n369euHk5MTHTp0kO998uQJgwYNYsGCBbmWd23cuBFvb28RDFWQD+vH9PR0QkJCOHnyJK1bt8bb25vBgwcTExPD0aNH8fHxoUGDBrm+Q7yPlenDgFh2djYFCxYE4MSJE8ycOZNWrVrh5ub20f1qmZmZaGlpifwVhC/wn980RLNCWbduHcHBwcybN4+SJUsSHh7O+vXriY2NpX///lSoUAFbW1vu3bvHvn376NGjRx6nXvg96gqiWLFiFCxYEF1dXc6dO0elSpXkPRpat25N2bJliYmJ4cKFC5QvX55+/fqho6NDZmamPBojKhRl0Kz0N23aRHZ2Np06daJmzZq4uroyc+ZMBg0axJYtWzA2NqZv374kJSVx4cIFEVxRqHLlyuHh4UHBggWpVasWp0+fZv369TRo0ICrV68SGhpKUFAQhQsXpk2bNsydO5eff/4ZAwMDpk2bho6OjpiRlI+YmZnRokULjh07Ro0aNT7bIZMkSb6+fft29PX16dat29dOrvA7srOzKV68ODNnziQpKYmdO3diYmKSK09NTEwwMDDg9OnTNGjQgEaNGuV6vnTp0gQHB1O2bNm8+hnC//fzzz8TERGBtbU1AQEBREZGEhUVhZGREd9++y3h4eEYGhrK+9EVKVKEYsWKyXtoSZLEy5cv2bhxIwsWLBCBMwVRt30iIiIoU6YMzZs3p2fPnkRERJCZmcmuXbtYv349Ojo6JCYmMmvWLLZt20aJEiXk7xDtYOXRfNf6+vpy5coVbt26RadOnfjuu+/koJmNjQ0zZ87Ezc0NLS2tj9rDYg9RQfhy/9mZZzExMfJSoKysLJKSkhg7dizdu3dnyJAh8n0rVqzg8OHDODo65mr0qWkGWATlysrKIioqiuXLl9OxY0eGDBlC5cqVf/d+0RlXrhUrVrBjxw5sbW1p2bIlxsbGAPz2229MmzYNAwMDNm/eTMGCBYmPj6dYsWKoVCoRQFMQzbzw9vbG29ubgQMH8vbtW1asWCF/dvv2bTw9PdHV1cXd3f2j7xHvYOX6XGDMycmJEydOsG/fPuDjWRGa/w4JCcHZ2RkXFxfat2//dRIufDFXV1fWr19PnTp1mD17No0bNwZy8lAdALW2tkalUskzHwRl2rt3L35+fmRlZfHy5UtCQkLkgcZffvkFHx8fUlNTadWqFVWqVCE0NJT4+HjCw8NztZfUKzcEZXn+/DnOzs4cPHiQyZMnM3jwYN6+fYuVlRVz5syhUaNG3Llzh2XLlpGVlcXWrVtFwCyfWLlyJaGhocybN4/09HS2bt1KRkYGgYGBFCtWjJ9//hkbGxvq1q3L+vXr8zq5gpCv/SffinPmzGHZsmVcv34dyDkxRqVSkZycnOvETABbW1uKFy+e63Q+TaLTpmzqEVFtbW06d+6MtbU1Bw8eJDQ0lPv37wMwZswYTp48mes5EThTrrCwMHbt2kVAQAC9evXC2NiY9PR04uPjqVGjBl5eXqSnp9OpUyfS0tIoXry4CJwpkHo5NMCkSZOYPHkymzdv5uLFi8TGxsr3mZmZ0aFDB6Kionjy5MlH3yPewcqlrk8fPnzI+/fv5evqU/p8fHwAfjdw5urqipOTkwicKYy67NavX5+VK1dStmxZPD095dPbVCqVnP+VK1cmIyMDyMlfQZm6du1KrVq1uHPnDt98802uz5o1a8bUqVOpX78+mzZtIiAgAH19fcLCwtDW1iYrK0u+VwTOlEHzVE2AMmXK4O7ujrOzM7t27WL27NkcOHCAvn37curUKZKTkzE3N2fLli1y4OzD7xCU5+7duxw/fpw1a9bQvXt3ypUrx927dxkxYgRGRkZoaWnx3XffsWzZMiRJEnkqCP9H/7lex8CBA3ny5AkmJiYEBQUxdOhQ6tatS+HChTEyMmLfvn0MGjQIPT09eUPxWrVq5Wr4C/mHuvGu7pD17NkTyNnb7ubNm7x//543b97QrFmzPEyl8DmDBg1iwoQJtG7dWr725MkTmjZtSs2aNXn06BHnzp0jKCiIokWL0r59e0aOHMmKFSsICAjIFVgRgTPl0dzAduLEiRgYGODk5ERkZCQDBw6kWLFiQE7nu2LFimRmZuZtgoU/7cCBAzg6OlK1alUmTJhAjRo1MDIyokOHDly/fp2MjAx0dXXl+9XlNDQ0VGw4rmDqulUd1CxZsiSBgYGsX78elUrFd999B8Dhw4dp0aKF2HNS4dSz7evUqUPNmjXZu3cva9euZcSIEZibmyNJEg0aNKBBgwZMnjwZSZIwNDREpVKJ2b8KpDnr99KlS8TFxVGqVCmqVq1K9+7dqVq1Kj/99BO7d+/m+fPn8tJc9UbxH24uLyhXVlYWKSkpWFhYEBUVxezZs7Gzs6NPnz6kpKRw5MgRWrRoQfv27eX3tchbQfjr/lO1naenJykpKZw6dYqTJ0+ybt06QkJCyM7Opl69etjZ2TF69Gh5Xbh69tGtW7eoU6dOHqde+L/QnHnUs2dPihYtyuXLl0lLS2PmzJkf7XEm5L3U1FS6dOki768CORV+eno69+/fZ/ny5Vy4cIGyZcvStGlTtLS0CA8Pp0uXLtSqVQsXFxdALMFVOs1G+siRI0lOTmbVqlUkJibStm1bihUrhoeHB4aGhlSsWDGvkyv8gXv37lGhQgX09PQIDg6mbdu22NnZ8csvv2BlZUWjRo34/vvv+eGHHxgyZAinT5/OFRwH2Lx5M25ubjg7O+faiFxQHnW92qRJE1QqFRs3bmTNmjU8ePCAkydP8uDBAw4dOiQO3lE4dR2p3rakZMmS+Pv7s3HjRkaNGkWtWrWAnH3RWrZsKT8nSZJoNymQupytWLGCgwcPkpKSQpEiRShQoAA+Pj7UqVOHypUr07VrV1asWMGxY8fYsmVLrlMWRVlVHvX7Vj2DV/1eNTAwICwsjFWrVmFjY8OgQYMAuHnzJkeOHKFq1aq5ZoSKvBWEv+4/teeZk5MTv/zyC5GRkfj5+REVFYVKpaJy5cqMHDmS2rVrc/jwYezt7SlevDhly5bl3bt3JCYmsmvXLtFAUKg/sxzvc/eKwJmyrV27lpIlS9KvXz/evHmDq6srT5484YcffqBZs2ZUr16do0eP4uvry9q1a+XTwoT8Q7NjvW7dOlatWoW2tjZdu3YlKSmJVatWoaurKzrgCnb16lXmzZtHv379ePToEZs3b+bIkSOUK1cOgDNnznDp0iUCAwNp0KABP//8M61bt8bZ2ZmCBQuiUql49eoVDg4OdOzYkS5duuTxLxK+hGa9eunSJbZv386VK1cwMTFh7dq1uU6uFvLe7+WF5vt13759BAQEUL58eTp27Eh4eDiPHj3i4MGDIi/zgZCQENzd3fH29qZs2bI8ePCAdevW8fDhQ8LDwylVqpR87759++jYsaMYaFQwzbL54aDw1KlTOXToEDNmzGD8+PFAzgC0lZUVWlpaeHt7i3aTIPxN/hPBM3VDITo6Gnt7e7S1tXnx4gVHjhzh9OnT+Pn5UbVqVSwtLTEzMyM2NpaAgAAAChYsyKRJk8TMpHzA39+fpk2bYm5u/oezjdR/E9nZ2ahUKtEQVLCMjAycnZ3ZvHkzTk5O9OzZk4yMDNLT0ylUqBCQs0fh1KlT5UaCyM/8SbNxuHnzZhwcHPDy8uL7778Xy4PygezsbBwcHIiKiiIpKYnAwEDq1av30dLM+Ph4wsLCOHfuHNHR0ezatUueVShJEgkJCSIArhBfGqzWDMgkJyeTlpZG0aJF0dLSEuVWQTTbPp/LV828jIqKIiQkhGfPnlGqVCn8/f1FMFSBzp8/n+uwDgAHBweysrJYtGiRfN/Dhw+ZO3cuxsbGuLq6olKpcrWVRVlVJs3yFhgYyNmzZylUqBBVq1Zl0qRJJCQkMGPGDO7cucPw4cNJT08nOjqa169fs2PHDjHwKAh/o/9E8EzTmDFj+Pnnn/n222/lE0d2795NQEAApqamjBgx4pNLNMXSL+UbM2YMcXFxhIaGoqen99nGneb12NhYTExMvnZShT8pKSkJPz8/fHx8cHJyokePHgC8f/+e/fv3c+jQIZ4/f05ERIRoJORzmnm3fft2evbsiY6OjuisKZjmyYoRERE4OTlRqlQpBgwYQO/evTE0NJTrUPX/qvNz1KhRlChRAhcXF/k7BGV4+vSpPGswMDCQRo0afdEWFpplWLyLlcPV1ZXU1FTmzp37h3taab5vX758SVpaGuXKlRPBUAXas2cPNjY2rFixgu7du8vXZ8+ezYMHD9i2bVuu+319fdm7dy/BwcEYGhp+7eQKf5JmWVy7di1+fn706tWLhIQETpw4Qf369Vm1ahU6OjosW7aMe/fuUaBAAapUqYKdnZ2Y/CEIf7P/VIsmISEBXV1dpk6dyvPnz7G2tgagW7dujBo1igcPHhAcHMzFixc/elYEzpTlU6fFzJgxA0NDQ7Zu3SrPKPuQZiUUFBRE586diYuL+8fTK/zfFCpUiLFjxzJ27Fjs7OzYs2eP/NmNGzcoVaqUPLqWmZkpOmsK8rmTnT43bqN5wlffvn3R0dEhIyNDBM4USv1O1dLS4s2bN7Rr147t27fTtGlTdu7cSUhICMnJyXIdqv5fdf5/++23vH//PtfpjELeu3HjBt9//z0nTpxg2bJlrF27lsKFC//hc5oB0IyMDJGnCpGSkkJiYiJXr17Fw8NDDpx97v2sua+SsbExFSpUkO8XnXBladOmDRMmTGDOnDlERkbK11u0aEFGRgZ79+4lPT1dvl6lShUgZ1mfoHzqts+vv/7K06dP8fT0ZMGCBbi5uREYGMidO3ewtbVFX1+fJUuW4Ovry/r165k/f74InAnCP+A/1aopVqwYa9asYdKkSYwaNYqbN28yc+ZMICeANnLkSM6ePcuZM2fyOKXCH1E3yH18fNi+fTvv3r2jdu3a1K1bl8OHD5OQkADk7rhrBs5CQkJYs2YNS5cuFceq5xOFChVi/PjxjB07FltbW3bt2oWhoSGzZ8/GwcEBHR0dsrKyRCNBQTRnNkRHR3P69GlevnwJ/G+j20/RDJSpBz0E5dEcpDh69CiTJk3i4cOHVKxYETs7O8zNzdm/fz+hoaGkpaUBsHz5cmJjY+W/i+fPn/Pw4UOSkpLy7HcIH6tduzbjx49n2rRphIeHExQURKVKlX73Gc06NjQ0lNDQUHFCrgJIkoSBgQE2NjY0adKE06dPs3r16i8KoH34mQiGKov61NMpU6YwZcoU7OzsiIqKAqBt27YYGxsTEhJCREQEb9++5dWrV4SEhFCmTBlKlCiRx6kXvtThw4dZuHAhp0+fxtjYGMjJe3Nzc1xcXIiOjubQoUMA8v6h6ntEm1gQ/l7/uVpQW1sblUpFly5dsLS05MaNG3IA7ccff2Tp0qVMmDAhj1MpfIkHDx7g6ekpj7Ts378fa2trXr9+zerVq4Gchp56SZFm4MzFxYUlS5bQtWvXvPwJwp/0YQDt5MmTFChQQB4lFzNElUXd0XJ2dsba2pqJEycybdo0goODP9tx0yyrwcHBjB49msTExK+eduH3aQZGT548ycGDB7l37x6enp5cvHgRPT09FixYgLm5OXv37mXOnDmMGTOGyMhIudMWGxtLQkICrq6u8v6FQt7SnBFapkwZUlJSSE9P59mzZ3/4nGbgbNGiRRgbG4uOmwKog2CFCxdm3LhxNGnShDNnzvxhAE1zFuG2bds4evTo10668Ds+LHPqQLWVlRU7d+6kSJEiLF++HCMjI4KDg2nVqhWWlpa8efMGT0/P3x3AEpSlVKlSVKpUiZcvX3L69Gngf4OMlSpVwtDQkHfv3uW6/uF/C4Lw9/jP7XmmKTk5mQMHDuDv74+JiQkbNmyQPxN7nCnPp/bnWL16NevXr2fq1KmcO3eOEiVK8O233+Ls7MySJUto165drvtDQkJwc3OTT3MT8qf379+zZ88eeVmfoCyajfqzZ8/i7OzMvHnzMDQ0xN/fn0ePHvH9998zZsyYXHvvfBjkdnV1ZenSpXTu3Dkvf47wO5ycnDhy5Ajt27fnzZs3nD59GjMzMyZMmEDjxo3JyMjAz8+PBw8ekJ2djZOTU64Nx1NTUylQoEBe/wyB3HXs27dvKVq0KLGxsQQHBxMQEMCKFSvo3LnzR/sPaj6nHpxycnKiQ4cOefI7hP/51F6R7969w8fHh/Pnz9O8eXOmTZv20R5oms9t27YNe3t7PD09RZ4qkLu7O+Hh4cyaNYuEhAQuXrzIwYMHcXR0pHfv3iQnJxMbG8uVK1coXrw4LVu2RFtbWyzny2fu3r2Lh4cHjx8/ZuTIkfTs2ROAtLQ0evTowfDhwxk8eHDeJlIQ/gP+08EzyAmg7dixg4sXL+Li4iKmpOcDx48fR09Pj+bNmwMwffp0ypQpw4gRI5g7dy4JCQk8evSIJk2asGzZMnlZ5pEjR5g8eTIeHh788MMPefkThP/vUwHRP7sxvGgAKtfhw4c5fvw4xYsXl/eYfPfuHW5ubty+fTtXAE0zH9UdcEdHRxHkVrArV64wZcoU3Nzc5JPeDhw4wJYtW9DR0cHKyor69esjSRLZ2dnygJQos8qj+S5eu3YtDx48YNCgQXzzzTdATpA0ODgYNzc3uf50dname/fu1KpVC8iZ/bJixQpRbhVCM0/fvXtHgQIFkCQJfX19EhIS8PX1JTo6OlcALSsrCy0trY9m6otgqDLFx8czevRoBg8eTL9+/QB48+YN69evJyAgADc3t0+usBATBPKnmzdv4uvry6VLl2jfvj2lS5fm4sWL3Lt3j71794p6VRC+gv98pKhgwYL07dsXV1fX3937Qch7kiTx9OlTnJ2d8fLyws3NDYB27dqRmJiIJEn4+/szaNAgatSoQWJiIsWLF5efL1u2LJs2bRKBM4XQbNjfvn2by5cvA388zVyzjMbFxYnGgkK9f/+ejRs3smvXLu7duydfL1KkCDNnzqRmzZocPXpU3rxaM3Dm6uoqOuD5gLa2Nqmpqbk6YZ06daJ///6cP3+e1atXEx0djUqlkk/YFHuwKJP6Xezi4sLGjRv5/vvv5ZM2Aezs7Bg4cCDTp0/H2dmZwYMHc/z4capXrw5AQEAArq6uLF++XJRbBdCsX319fZkxYwZ9+vRh1apV3Lp1i2LFijFu3DgaNWrEL7/8gqenpxzg1lwKqB7EEIEzZfhwvkNaWhoxMTG52k0lSpRgxIgR1K5dG1tbWyIiIj76HhE4y59q1arF+PHjsbCwYPv27Zw8eZI2bdpw4MABed9fQRD+Wf/54BmAvr6+vGeSmHmmLJqBEpVKRbly5fDw8KBHjx5EREQwevRoJEni9u3bhIaGAtCvXz88PT0JCgrKtadDrVq15NkRQt5Tl7UVK1YwZswYxowZQ48ePTh79myuk6E0aZbRsLAwHBwcePv27VdLs/B56ka9+n8NDQ1xdXWlbdu23L17l+3bt8v3FilSBGtra8qUKUNcXJzc8N+3bx+LFi0SgbN8okCBAhgZGRETEwP8L+9//PFHTE1NSUxMxMfHhwsXLgA573CxB4tyHT16lL179xIYGEjHjh0pVaoU8fHx/PrrrwDMmzePqVOncvv2bcqWLcvOnTvlQOi1a9eYP3++GJxSCHU96e7uzoYNG+jcuTN9+vTh0qVLLFq0iGvXrskBtMaNG7N7927CwsLk5wMDA0UwVIHU78+DBw+SnJxM6dKl5eCJ5r6EpUuXplq1alSsWJHt27d/9nRrIf+pWbMmkydPpl27dujp6eU6IED0YQXhn/efX7YpKJfmyOmtW7dITEykQoUKGBsbo6WlRXx8PDY2NhQsWJBnz55x/fp1vLy8aN++/Se/Q1AGzTz56aefWLFiBXZ2dhgbG+Po6MjLly+ZPXs23377LXp6evJzH26Ou2zZMlauXJkrv4W8oZmnr169wsDAgKysLIoWLcqzZ89wcHAgMTGRPn36yPt0ACQlJWFgYICWlhbp6en89NNPGBoa0rJlyzz6JcKfNX/+fA4fPoyXlxcNGzZEpVLx5s0bFi9eTIMGDTh16hTa2tqMHj2apk2b5nVyhd+xf/9+fH192bJlC8+fP2f//v2Eh4eTnZ1NuXLlCA4OBnJmlRoaGgKQnp6e6z0tKMfhw4dZuXIlTk5OWFhYcOrUKSZOnEjVqlXR1tZm6dKlmJubEx8fz/79+xkwYADa2tqkpKQwffp0fvzxR7p165bXP0P4wP3795k5cya9evVi+PDh7Nq1iy1btmBhYYGlpSXGxsYkJyczc+ZMBgwYQOvWrcWgxb/QtWvX2LBhA69fv6Znz5706dMnr5MkCP8JIngmKJJmoMTV1ZU9e/aQlZVFUlISXbt2pXfv3nzzzTdIkkRERATR0dHs2LGDoUOHMn/+/DxOvfAldu3axYsXL9DS0sLS0lK+bmlpSUxMTK4Amub+HOo9WJYvXy5mOSiAZln18vLixIkTvHv3jqJFi2JlZUXLli15/vw5S5cu/WQADch14psIducPmnllZWXF2bNn6d27N6VKleLYsWNkZ2ezefNmTp06hZeXF8bGxqxYsUIcDqAQmuVW/d+HDh3Cw8ODUqVKcffuXVq0aIG5uTkVKlRg/vz5uLi4yHuNfvgdgvL8+uuv7Nu3j7lz5/LTTz9hZ2eHtbU1pUuXZs6cOZQvX57Zs2fTsGFD+Rl1XSuCosrx4f5kqampODo68vjxY9atW0eBAgXw8/PjyJEjxMfHU7duXe7evQtAeHg42traom5VqM/lyx/tSad+7vbt2/IWNitXrpQHNQRB+OeI4JmgOJqVSXBwMF5eXqxcuZJq1apx8uRJduzYQfHixRk3bhx16tQBICMjg/3799OlSxexn04+kJ2dTdu2bYmNjaV///4sWbIk1+djx47lyZMnWFlZ8f3338uN+K1bt+Lm5sayZcvEUhKF8fLyYtOmTcybN4+3b99y/fp1du/ejaOjIz169ODp06csX76chw8fYmtrS6tWrfI6ycL/kWbwxMPDg6tXr/LmzRvKli2Lm5sb+vr6AJw6dYqqVatStmzZvEyu8P9p1rEZGRlkZ2fLeRUREcGDBw+oVasWTZo0oWTJkjx58oSpU6eyePFiLCws8jLpwmd8rhMeHx+PgYEB48aNo1mzZkyaNIns7GwGDhzIq1evaNasGcuXLxeB0Hzgp59+okyZMtSsWZN3797RpUsX2rdvz6JFi4Cck61//fVXfvvtN0qWLImNjQ26urricACF+vBE26dPn2JgYMCAAQMoXrz4Zw/WUXfbVSoVjx8/5unTp1StWhUTE5Ovmn5B+K8SwTNBMU6ePMl3330H5JzGpq2tjbW1NUZGRixYsEC+7/Dhw3h4eNC1a1fGjx//UaNRnOSmbOoGQ2ZmJsOGDePFixesXLmSevXq5crHPn36ULFiRdzd3QHYvXs38+bNw8XFRQTO8tiHsxISEhIYP348/fv3l5cOZGVl4enpia+vL9u2baNOnTo8efKE0NBQpk+fLhrz/xKa79/09HQyMzMxMDBApVKJ2SsKpJlfGzdu5MyZMyQnJ/PNN98wY8YM4H/v6KysLN6/f8/s2bPlA0BEuVUezTyNiYkhMzOTKlWqyJ8/efKEQYMGMW/ePDp16sSrV69wdHSkc+fOtG/fXsxIygeOHz/O+PHjKVGiBLNmzaJnz54cP34cFxcXJkyYwI8//ijfq/n3INrDyqSZRy4uLoSHh1OtWjXi4uLIysoiKCgIExOTj/JPM+C2adMmXFxciIyMpGrVqnnyOwThv0jUmIIibN68GQcHB3nTf83KIikpCUA+RaZ9+/Z89913hIaGkp6e/lHDTzQUlE0dONPR0SEoKAhDQ0Ps7e25du1ark1tw8PD5enomZmZvHjxAi8vLxE4y2MjRozA19c317XU1FTu3r2LgYEB8L+DHdSnue3du5eMjAzKly/PzJkz0dbWFqdCKdinxtQ+N86mpaUlf6arqytvXixJkgicKYzmgStubm6sX7+emjVr0rlzZ3x8fFi8eDHv3r1DpVKRlpZGcHAw1tbWvHz5koCAAFFuFUqdp66urowePZq+fftiZWXF7du3kSSJIkWKUK1aNXbs2MG+ffuws7MjPj5eDpyJU+aV58M8admyJe3bt8fExARPT0+WL1/O7du3adq0KVevXuX169fye1izTSzaw8qkzqO4uDgSExMJDAwkKCgINzc3jI2N6dOnD7Gxsejo6JCZmQnkDpyFhITg5eWFk5OTCJwJwlcmgmdCngsKCqJChQo0bNiQyMhIOYCmUqkwNTXl0KFD3Lt3L9eId+XKlSlbtqw4QSifUjcIdHV15WPU582b91EATUtLSw60jRkzRiz1U4AZM2Ywbtw4ALlRV7p0aZo0acLevXtznZ5ZsGBBChYsSGJiIrq6urm+R8xgUabs7Gw5/+Li4khLSwOQZyJ9ijpYpn4uKytLLAFTEPWJxOo8OXToEFFRUXh4eDB9+nQqVKiAjo4OYWFh2Nvbk5iYiL6+PoULF+abb75h27Zt6OrqyjPCBWXQLI979uxh//79zJgxA2dnZ65du4aDgwNXrlyhSJEi9OvXj9TUVFauXIkkSfj5+Yl9JhVMnScPHz4EctpMbdu2pUWLFsyZM4eiRYty8eJFIiIi2LdvH1euXBHv3HwmIiKCzp07c/fuXYoXL46Wlha1atVi0aJFVKlShb59+/Ly5Ut0dHTIyMjIFThzcXFhyZIldOnSJY9/hSD894gaU8hTo0aNIjg4mNatWzN27FgqV67M9u3b2bJlCwBTpkyhbt26jB07litXrvD69WuSk5PZu3cvRkZG8j4tQv7zYQBNS0uL8ePHc//+/Y/uA3EEtxJkZ2dTv3599PT08PX1xcbGhuTkZADatGnD69evCQwM5P379/KyvaSkJEqUKJHHKRe+lLqceXp6Mnz4cMaOHcuqVasAPjvzSDNwtmPHDqKiosRsFoVwdnbGzc2N2NhYICfgnZ6ezpAhQ/jmm284fvw4M2bMYOHChaxfv55Dhw7h6upKcnIyvXr1YsqUKejo6JCVlSVmsShESkoK8L8BiOPHj/Ps2TPGjRsn74MVGhrK69evcXZ25saNG3Tp0gVfX182bdrE+vXr5WCoqFeV6/z583Tq1IkVK1Zw8+ZNunXrxo0bN7h69SqTJk1i3rx5tGrVilevXsmDzkL+UapUKWrUqMGdO3fkwUVJkjA1NWXRokWYmprSqlUr4uPj5c9DQkJYuXIljo6OYhWGIOQRseeZkGdu3bqFjY0Nnp6eVKlShd9++42yZcuybNkyHjx4QPfu3Rk8eDBv375l1qxZXLx4kWLFilGwYEH5lE1dXV2x0a0C/Zk8Uc8sy8jIYN68eSxfvlzMblC47OxsTp48yeTJk+nVqxdLly4Fcg4N+Omnn0hNTcXCwoJ79+6RlJTEzp07Rcc7H4mMjGTlypWMHz+eO3fucObMGWrXri3vP6i5AbVmWQ8NDWXhwoV4e3vTrl27PEu/8D8uLi6cOXOGFi1aMGzYMExMTHj//j0JCQkYGhpiaWnJDz/8wLhx43j69ClDhgzhxYsXjBs3Dmtr67xOvvABKysrunbtSseOHcnOziYhIYEWLVoAMGnSJKysrOR7X716xYgRIzAyMmLatGk0atRILqtixpnyfKrdtH//fjZu3Iiuri4dO3akXbt2DBw4kHnz5snBk0OHDtGuXTvRblKwT5W3jIwMfv31VxYvXoyWlhZbt26lUKFC8ue3b99m27ZtzJ07F21tbaKjoxk6dCirV68WgTNByEMieCbkmYSEBLp27cr3339PkSJFWL9+PVevXiUmJgY/Pz/u379P7969GTBgAAAHDx6UR1y7deuGtra22AxVgTQbgO/evaNIkSJ/+MyH+ZiRkfHRMj8h75w7dw4dHR0aNGiAk5MTFStWZPDgwZw+fZpJkybRuXNnli9fDuScrHjmzBlevnxJ6dKlmTZtmjxzRTTulenDhv2OHTtQqVT07NmT5ORkjh07houLCxYWFqxevRr436EuHy4lWb58OT/88EOe/A7hfzTfw2vXriUqKkoOoJUuXRqAe/fuMWnSJDlvX79+jYeHB/3796dWrVqivCrM+/fvCQkJYfjw4ejp6ZGWloa+vj4PHz5k2LBhlCtXDkdHx1x7IL1+/ZquXbvStWtX7O3t8zD1wu/RfAer81V97bfffuPMmTP4+PhgZmaGgYEBBgYGzJo1Sy7LIA4HUCrNvL148SKpqakUKFCABg0aAHDhwgWWLVsG5BwCoBlA+9CNGzeoXbv2P59oQRA+SwTPhDyhrkzOnTvHqFGj0NfXZ/fu3ZQrVw7I2efBx8eH+/fv06NHDwYPHvzRd4jOuPJoNhKCg4O5e/cuI0eOpFKlSr/7nJg9qFyxsbHY2tqio6NDsWLFOHDgAOHh4dSsWROAn3/+mcmTJ9O5c2ccHBw+OSNJNOqVSzOfIiMjSUlJYd++fXTs2JGhQ4cCOQdCHD16FFdXV+rVqyfPQFNTB87EUhJl0Xwfe3t7c+jQIVq0aMHw4cMxMTHhxYsXdOzYkQEDBtCuXTv8/PxIT08nKCgo18EuQt7r2LEj9evXx9nZGcjpZGdnZ9O9e3eKFy/OvXv3GDBgAI0aNWLu3LlUrFhRLtsJCQkULlxYtJcUSrOcbtq0iQsXLpCSkkLTpk3p378/hoaGZGRkkJCQwIIFC7h69Spv3rzBx8eH1q1b53HqhS+1YsUKdu/ejb6+Pk+fPqVTp04MHTqUhg0bEh0dzfLly1GpVAQGBmJoaJjrWdHfEQTlEHO2hTyhbijcuXMHbW1tMjIy2LBhg/x55cqVGT9+PFWrVmXPnj0EBAR89B2iIlEWzQbg3bt3OX/+PHv37iUkJISnT59+9jnNzvuWLVvkEThBGUxMTJg4cSL379/nwIEDLFu2jJo1a5KdnU12djYtW7ZkzZo1HDhwgEWLFsmn42oGQ0UHXJk0y97KlStZtGgRoaGh3L17l6ioKPnwjgIFCtCuXTtsbW05fPiwvAcaQEBAAO7u7ixfvlwEzhRG8yTFSZMm0aFDB06fPk1QUBDPnz+ndOnSODo6EhYWxuLFi0lKSsLf318+AEKUW2Xw9fVFT09PDpxBzrYXGzdu5NChQ8THx2NqakpoaCjR0dE4OjoSExMjl+1ixYqJk1IVTPO01DVr1lCrVi0qVKjAnj17WLhwoXzgTqlSpVi3bh22trYMGjSIli1b5nHKhS8VGhpKZGQknp6ehISEsHnzZh4/fsz69eu5efMmjRo1wtbWlri4uE+2gUV/RxCUQwTPhDxlampKZGQk7u7uRERE5FpWoA6gFS9enAcPHoiTNRVO3QBcvnw5VlZWFC5cmLp16xIQEMDGjRuJiYn56JkPj952c3OjYcOGXzXdwqdpbvherFgxSpcuTZ06dThw4ADR0dFoaWmhpaVFVlaWHEALCwsjODg4D1Mt/Bnqsvfy5Ut+++03QkJC8Pf3x9XVlfv37zNx4kT53gIFCtC6dWt8fX2ZOnUqkDOjMCoqinnz5omlmgr1uQDa5s2befnyJV27duXgwYOsWbOGLVu2yBvJi5nAyqGvr09KSgrp6emsWrUKDw8Pli1bRsuWLVm/fj0HDx7MFUC7dOkSs2bNkg+JUBMdcOXatWsXhw8fxs/Pj/Hjx9O8eXPu3LnDlStXmD17Nu/fv5fv7dGjBwsXLpQPXRKU7/r16zRv3pz69etTokQJGjZsyOLFi7l79y7h4eEANGzYEC8vLxwcHPI4tYIg/B6xbFNQhNTUVA4fPsz8+fPp3r07S5YskT978eIFxsbGaGlpieV9Cnfq1Cmsra3x9/enTp06AGzdupWVK1fSo0cPRo4cSfny5YHc09BDQkJwdXVl2bJlYvaKAmjOIjx//jylS5emVKlSXLp0ifXr16NSqZgwYQKNGjXK9dy1a9eoWbOmmLGSj2zcuJHg4GDKlCmDq6srpUqVIjs7m+joaKytralbty5r16796Ln09HT09PTEcpJ84lNLOL/99lsGDhwob5fw4X1C3pMkiUuXLrFmzRqePn1KbGwsu3fvluvRefPmcf78eUaPHk2nTp0oVqwYt2/fZsWKFfj5+Ym8VCjNcpadnc3Ro0eJjo7Gzs6OI0eOMHfuXKZMmYKWlhbu7u60bt2ahQsXftEesoJyqPssM2fOJCMjAw8PD7KysuSZvWFhYbi6urJ3715KliwpPyfqVUFQLlGrCopQoEABOnTogIODA7t372bhwoXyZ6VLl5ZHz0XgTFk0ZydBzkwUQ0NDihcvLn82aNAgrKys2Lx5M1u3bpVnoKkbBqGhobi4uIjAmUJIkiQ36t3c3LC1tSU6OhqVSkXz5s0ZNmwYkiTh5+fH+fPngZwZLTt27KBOnTpiNFzhPiyzzZo1Q0tLi2vXrvH27VsgZ7ZS48aNcXd35/r16wwcOPCj79HT0wPEbJb84sMZaB07dmTnzp0cO3bso/sE5VCpVDRo0ABtbW0eP35MnTp1KFy4sPz5smXLaNy4MQEBAURFRREXF4eZmRkbNmzIleeCsqjL2bp16wgPD6d9+/aMHj2ahIQE1q5dy5gxYxg2bBidO3emePHinDx58pODGIKyqfssrVu3JioqijNnzqCtrS3Xm/r6+lSoUIGCBQvmek7Uq4KgXKKVJCiGvr4+P/zwAw4ODoSGhuLn55frc9GoVx51njx//ly+Fh8fT2JiIlpaWqSmpgLQtWtXSpQowa5du4iMjCQtLQ3ICZwtWbJE7JekIOrG3vr16wkPD2flypW0b98efX19ANq0acOwYcNQqVTMnj2bXr16cfPmTX788Uf5O8TMM+VSl9mrV68SHx+PmZkZa9asoXDhwjg4OBAXFwfk/B00atSI5cuXU6xYMdEJ/xfQDKZMmDABa2vrTwZGBeXIzMwkPj4ebW1tpk2bhra2NrNnz85V5y5btowmTZrg7OzMxYsXAeRtLkS7SVk0953bvXs3mzZtolatWgAYGxvz9OlTXr58Ke9n9u7dO8zNzXFwcGDWrFl5kmbh/65z587079+fSZMmceTIEeLi4khISGDXrl2ULFkSAwODvE6iIAhfSCzbFP5Rf2WZZVpaGtHR0TRt2lR0wvOB3bt3s2LFCk6ePAnkdMpu377N9u3bKVGiBJBzYuO6deswNjbGy8uLLVu2UK9ePVatWoW5uTkdOnTIy58gfCAtLY1JkybRokULxowZI1/XPH3v2rVr3Lx5k9jYWCZMmCDPOBNlVvnOnj3LiBEjmDNnDj179qRo0aLcvXuX0aNHU716dVxcXDAyMgJyv8PFkj7l+Vye/F7d++GSILFEKP+IjIwkPDwcQ0ND7O3tKVOmjPyZr68vY8aMEXmpQKmpqRQoUED+97Fjx7hx4waGhoYMHz5cLoOPHj1i6tSpNGjQgD59+rB69WoMDAzw8PBApVKJspqPPX/+nMDAQIKDgzExMUFXV5cCBQoQFhaGrq6uqF8FIZ8QwTPhH6NZEbx///6jo5e/hGgoKF9cXBwDBgxg6NChjBgxgrt377J48WLu3buHra0turq6REREALBhwwY6dOhAt27dsLKyIjk5+aPp6kLei4uLo0uXLtjZ2dGzZ89cZTktLY2EhARMTExyPSPKav6yYsUKduzYwaRJk+jWrRvFihXj7t27jBkzhurVq+Pk5JRrDxZBeTTL5cmTJ0lJSSEpKYlevXr97nOagbWEhASKFSv2TydV+D/SfL+qA2iFCxdmwYIFuQJoH94r5L3FixdTqVIl+vbti6GhIXFxcbRo0QKA0aNHY2trK9+bnp5OYGAgO3fuJDExkXLlyhEUFCSCK/8ily5dIjY2Fh0dHdq2bYu2trYYeBSEfES8hYV/hGYlv27dOubNm8fLly+/6Dm1tLQ00QBUmA9j7VlZWRQsWJBmzZpx4cIFIOcEVWdnZ9q3b4+HhwceHh5kZmbK+3UUKlRIbuyLwFne+9T4iZGREebm5hw6dIh3797Jp2pCzqlRW7Zs4d27d7meEWVVmTTzV/P9amtrS58+ffD09GT37t28ffuWatWq4e/vz+nTp/H19c2L5Ap/grqOdXFxYdGiRfj7++Pt7U2vXr24evXqJ5/RDJwFBgYycuTIXCf5Ccqkra0tl9+ePXvSt29fkpKSsLa25s2bNx/dKyjH69ev2bp1K/v27ePt27cYGRlx8OBBjI2NOXPmDL/99pt8r56eHiNHjsTf359169YRHBwsn4ArAmfKo1m/pqenf9Ez33zzDZ06daJ9+/Zoa2uTlZUlAmeCkI+IN7Hwj1BX8itWrCA4OJgWLVqQkZHxu89oblQeHByMn5/fF1dGwteh7nS9ePECyGmkFyhQgH79+nH48GF2796NSqWibNmyLFmyhK1btxIWFsbGjRvR09PD3d2dd+/e0axZs7z8GcL/p3kIx4sXL7h3754cFOvUqRMxMTEEBATIgeyUlBR8fX25fv16rk2rBeVS56+/vz/79u3L9U61sbGhX79+uLi4sHv3buLj4zE1NSUqKorZs2fnVZKFPyEkJIQdO3bg5eVFSEgIM2bM4ObNm7kCYuoOnmbgLCQkRN6Y/K/MChe+PvWJ4wA9evSgc+fO1KpVi+LFi+dxyoRPUQc7PT09adKkCf7+/uzfv5/4+HgqVapEYGAgT548YeXKlTx+/Fh+Tk9PDxMTE2rXri0PXIngijKp36e+vr7s3LkT+PhQng+py7B6QFIERQUhfxFvY+Ef89NPP7Fr1y68vb2xsLAAIDk5mTdv3lCiRIlcs440G/WhoaEsX74cFxcX+UQ3QTnCwsIIDQ2lcePGTJ48GV1dXSwsLBgyZAh79uyhefPmGBkZoaWlhbGxMSqVilu3brF161YOHjyIv78/FSpUyOuf8Z+nGaxetWoVp0+f5s6dOzRt2pQ6deowZcoUnj59yokTJzhw4ACmpqY8e/aMjIwMIiIiUKlUf2lPQyFvREdH8/PPP6Ovr0/r1q3ld+usWbO4d+8e69evJzk5mcGDB1O+fHlALP/KDx4/fsygQYOoVasW+/btw97enoULF9K8eXNSUlIwMDD4aK+kkJAQXFxccHR0FAe1KMCfeY9qvnc1D3sQS/qUberUqcycOZPg4GBUKhWdOnWiatWqhISEMGDAABwdHZk3b94n20biHax8z549Izw8nC5dulCoUKHP3qdZ1mNiYqhcubJoQwlCPiNqWuFv8+Hyr9jYWCpVqoSFhQU3b95k3bp19OrVi759+7J69Wp5hsuHo+ErVqxg5cqVdO7c+av/BuFjH46iWVhY0LFjRw4fPsygQYPw8PDgxYsXtGvXjocPHxIbGyuf6qbO16JFi9KkSRNCQ0OpXbt2XvwM4QPqvFm7di0hISFMnz6dAwcOoKenh7+/Pw8ePGDatGnY2NjQoUMHSpQoQadOndixY4e8jEQ0+pTpU0txvb296dSpE3Z2dvz000+5ZqCVLVsWPT09oqOjczX8RadNWT41o+HmzZtkZmZy4cIF5s2bx8yZMxk0aBDZ2dn4+PiwZcsW4H95uW3bNhE4UxDNevLDcvu5LYlVKhWZmZkffY+gLOpgpoODA7a2tmhra5OYmIirqysHDhwgISEBU1NTQkNDuXTpErNmzSI2NjaPUy38GZozQQ0NDbl06RLw6fKo2dfZvHkznTt3znVqriAI+YQkCH+DrKws+b8TExMlSZKkX375RTIzM5OmTZsmtW7dWrKxsZG2bdsmbd26VapTp450+/btXN8REhIiNWjQQDpw4MBXTbvweZr5eurUKengwYPS6dOnJUmSpPT0dMnLy0saOXKk1LBhQ2njxo1So0aNpOHDh0uZmZkffVd2dvZXS7fweep8yM7OluLj46Xhw4dL+/fvlyQpJ4/r168vbdu2Lde9H/pU/grKoFlmk5KSpPj4+FyfW1tbSw0aNJD2798vvX79Wr5248aNXH8bgrJo5uu1a9ek58+fS5IkSbt375Z69OghmZuby+VWknLq4bFjx0ru7u7ytcjISMnMzEyKior6aukWPk+znG3evFmysbGRfHx8pMuXL3/ynk9dO3z4cK6/DUFZ9u7dKzVq1Ei6efOm3DaeMWOG9N1330khISFSQkKCJEmSdOvWLWn06NEiLxVOs+x92A4aPny4NGbMmD98buvWrVKTJk2kvXv3/jOJFAThHyWWbQr/Z5rLBfz8/Lh58yZz5syhadOmeHp6sm/fPqZPn07z5s0xMTEhPj6e7du355r5EBAQgKenJ05OTvzwww959VMEDZLGsj43Nzd27tyJkZER9+/fp2PHjsyaNYvJkyeTnp5OSEgIx44dIyUlhYyMjE8uHxGzlPKeZllNSkpCT0+PpKQkTE1NOXLkCDY2Ntja2tKvXz/S09PZuXMn1apV45tvvsn1PWJGkjJ9eFDLuXPnuHXrFv369eO7776jUaNGuLm5YWdnh4ODA6VLlyYzM5O0tDRq1KiBSqUSy78USPNdvHLlSs6dO0f//v3p3r07NWvWxMTEBJVKJe999fDhQxwdHYmLi2PKlCny91StWhUfHx9at26dJ79DyE1dJ/r4+ODv70/Lli3Ztm0bZ8+epV+/fnTq1Omj5fHSB1tcLFy4kKCgIJo0aZJnv0P4vPj4eMqVK0f58uXlrUpWrlzJlClTcHd3R6VS8f3332NmZsaGDRsAsQRXydRlb/v27dy5cwdLS0tKliyJSqXCxsYGGxsbfvrpJ9q2bSs/I32wukbM/BWE/E0Ez4T/M83DAXbv3s3UqVNJSUkBoEOHDrRt2xYdHR0yMjJISUnB1tYWfX39XMv3Xr58yaJFi0TgTEHUlb2fnx87duyQ967bvHkzDg4OpKSkMGvWLCpVqsTw4cNp3749T548oWHDhqITrlDq/Fi6dClZWVmMGzcOyNnQ+OzZs8yaNYtBgwYBOXt4HDx4kGLFiuVVcoU/SZ2/7u7uhIWFYWVlRe/evVm9ejW//fYbSUlJtG7dGicnJ0JDQ3n16hXp6elYWVnJp36JwKjyqN/Fa9asYdu2bbi7u2Nubo6Ojg7VqlVjwoQJ+Pj4sHjxYhYtWkTJkiUxMDBg69at6OjoyPlat27dPP4lAnwcHHn+/DkeHh40bdqUK1eusGHDBjZt2kR2djZdunSR61OVSpWrE+7q6oqHh4cInClYdnY2b9++RV9fHy0tLXkfwsmTJzNgwABWr16NkZER7du3l4Msot2kPJplNjs7mxs3bnDjxg26dOnCwIEDadKkCc2bN8fY2JgrV67Qtm1bOT/VZXbr1q24u7uLwJkg5HMqSfrMpgqC8CccOnSIJUuWsGbNGvlwgLS0NF6/fk3ZsmXJzs4mIiKCyMhIUlJSCA0NlfdNEqcIKVdsbCzu7u60atWKLl26EBUVxfz58xkyZAibN2+mefPmWFlZUa1atVzPiU64smiOfD58+JDx48ezbNkyGjVqxPHjx5k6dSrfffcda9asQZIkkpKSsLa2JjU1lYCAAJGX+cjx48dZvnw5Tk5O1K9fn8uXLzNo0CAqVKhAuXLlGDNmDC1btvzoOfEuVi5JkoiNjWXKlCmMHj2aLl26yJ+pO3UvX77k9evX3L59mwoVKvDNN9+gra0t8lVhNDvh0dHRFCxYkLVr12JlZUX16tUBuHbtGn5+frx584ahQ4fSqVOnXN8hZq/kH4mJiXTr1g0LCws8PDzk65cvXyYsLAxjY2MmT54s6th84uDBg5ibm8uH6mzevJlLly5x9OhRhgwZwoMHDzhz5gxhYWGYmprKz506dQpLS0tWr14tyqwg5HOiRSX8LZ48eULlypWxsLDg1q1bnDx5kvDwcGJjYxk5ciQjRoygSJEiNGjQgGnTpqGjoyMa9flAsWLF+P7772natClXr17FycmJKVOmMHz4cIoUKYKzszNv377FycmJMmXKyM+JhqAyvHv3jiJFiuRaHvTs2TNatGhBgwYNkCSJVq1aMWvWLJYtW8a4cePIzs4mLS2Nt2/fEh4eLmYk5TMlS5Zk4MCB1K9fn+PHjzNr1iwcHR0xNTVl+PDhBAUFkZycTIcOHXI9J97FyqWevRAbG0uBAgVyfaalpUVaWhoAtWvXzjWjOysrS+Srgmguv3VyciI8PByAlJQUmjVrJgfP6tSpw9ixY/H398fDw4OiRYvSvHlzADZt2oSXl5cInOUDkiRRuHBhFi9ezNy5cxk7dixTp05FkiS8vLwoXbo0VlZWgBhwVDpJknj9+jUzZsygTZs2zJgxg+rVqzN06FB69+7NkCFD8Pf3JyEhgeTkZI4ePYqpqamcr+XKlSMkJIT69evn9U8RBOH/SLSqhD9N+sSx6qampqxYsYLp06dz7do16tWrx4gRI1CpVCxatIgePXrQsWNHubEnGvX5g76+Pm3atEFXV5czZ85QvXp1evXqBYCuri7du3cnLi4OExOTPE6p8KFJkyZRsmRJlixZAkBGRgZxcXGEhobSsGHDXEtDhg0bRq1atThw4AAAFSpUYMiQISLInQ9VrVqVMmXKkJSUREBAAKNHj6Znz54AVKlShWvXrlGzZs2PgmeCcnyqjs3MzCQzM5OnT5/K/1aXy1u3bnHhwgX69etH4cKF5WdEZ1w5NPP08ePH/Pzzz6xfv56EhAQOHDhAYGAgBQoUoE+fPkBOAG348OEcP35cXpZ5//59fHx8sLe3F4GzfECd382bN2f16tU4ODgwadIkdHR0MDY2xtvbW75XlFXl0SyzKpWKUqVKERISwuTJk/Hy8mLSpEmYmZlRsGBBGjRoQM2aNXn//j0rV65k69atjBgxAj09PSCn7hUE4d9B9IiEP0VzyUFCQgIFChRApVLRqlUrnJyc2L9/PxMnTqR58+aULVuWFy9eYGFhQVZWVq7vEQ2F/EPdQXvw4AGJiYmoVCrS0tI4deoU3bt3l5cQiT3OlGXOnDlyUDM1NZUCBQowefJkihUrhoeHB2FhYfTr1w9JkpAkiUaNGsn71amJIHf+Y2BggIGBAXFxcbx69YoSJUoAOcuHzMzMmDhxIt9//30ep1L4HM336Js3byhWrBjZ2dmUK1eOwYMH4+TkRIUKFWjTpg0A6enpeHh4UKpUKQwNDfMw5cLvUb9X/f39uX79Os2aNaNevXoA8mbyfn5+AHIArX79+vJMlezsbMqUKUNISIi8ZEzIH/T09GjUqBGRkZHcunULlUpF9erV0dLSEoNTCqYus8nJyRQsWBBJkrCwsMDb25sJEyawZs2aXNuWGBgYULBgQRYuXEjPnj05ePAg3bp1y8ufIAjCP0C8sYUvprnkYO3atZw+fZpXr15hZmbGsGHD6NGjB126dEFXV5esrCxSUlKwt7dHX19fjLrkY+oGxIABAxg6dCiDBg0iPT0dPT29XAc8iMCZMpw9exYLCwsqVKgAQGBgIHv27MHX1xcjIyOGDx8ul80CBQrIjTt1EE0zeCaC3PlXeno6hQoV4sKFC6Snp/PTTz/x/v172rdvj0qlEsuEFEr9Hl2zZg1HjhxBT0+Ptm3bMnjwYCwtLXn16hUTJkygb9++ADx69IiEhATWrVv30cmMQt778ITjly9fcvToURo1aiTfY2pqyuDBg4Gc4FpqaipDhgzJ9T1aWloYGBiIwJlC/Nlypv47qFmzpnxNDE4pn4+PD3fu3GH27NmUKlUKSZKoW7cuPj4+DB8+HJVKJc9AU/89GBgYoKenR0ZGRh6nXhCEf4Lo7QpfTF0xrF69msDAQHr06MGPP/6IlpYWo0aN4qeffkJXV5fk5GR2797N2LFjef36Nf7+/mhpaZGdnZ3Hv0D4v6hfvz6hoaG0a9eOvn37smPHDnlZn6AMYWFhjBgxgoMHD8r7IDVv3pxnz55ha2tLXFwchQoVYsKECVhaWjJ79mz27Nkj76kkAqD/HqVLl2bcuHE8ePCAbdu2kZ2dzaZNm+QAiwicKYvm2U0REREEBQUxYMAAypYty08//cSSJUvIzMxkyZIlLF++nNevX/Pu3Ttq167Njh075AN4ROBMWdTv1NTUVAoVKsSIESMYPXo0J0+eZMuWLfJ9pqamDBkyhNq1a3Px4kXEWV7KpT75FPgonz6Xb1paWl98r5B3PuynmJqasmfPHry8vHj16pV88m2dOnWwtrbmyJEjuLu7ExMTIz9z8uRJ7ty5I88sFQTh30Wctin8Ic0RtpcvXzJhwgTGjh1L586dAXj9+jW+vr5yg79ixYocOnSIe/fuMX36dLFv0r+YyFflcXBwYPv27SxatIgffviBggULcu/ePUaNGkW1atVwc3OjePHiJCcn4+Pjg4+PDxs2bPjkCYyCsqhnL6ir7c8FSjTf2XFxcWhra8sHR4gyq2xnzpzh9OnT1K5dW65jt27dys6dOylXrhzz58+nePHi8lJsNTGTULm2bduGj48PYWFhGBkZ8fLlS4KDgwkKCmL27NkMHDhQvvfp06eUKVNGLuciGKosmnkSHBzMr7/+SvXq1WnWrJl80vyn8k3z2pEjR2jbtq0YrFIYzXfoo0eP0NPTo0yZMly5coWBAwfSp08fpk6dirGxMZBTrk+dOkV6ejre3t5yfj59+hRJksQsUUH4lxJvbuF3aY6wvXnzBj09Pe7evZurkV6yZElGjBhBjRo1OHfuHIaGhnTq1AkbGxt0dHTE1PR/MZGvypGeng7A/Pnz6du3L0uXLuXw4cMkJSVhamqKv78/d+/eZebMmcTHx1OwYEHGjh3LwoULadq0aR6nXvgSmrNY1EsvP0U9uwxyTswtWrSofE2UWeWwtbXl2rVr8r/PnTuHo6MjERERFCpUSL7ev39/evTowbNnz3BwcCAuLi5X4EzMJFS2Ro0aoaury7hx44iLi8PY2JjBgwczfPhwXFxc2LZtm3xvuXLl5Jn6InCmPJonV3t4eJCVlcW2bdtYvXq1fOCO5vsXcgfOQkNDmTx5MtHR0V8/8cInbdmyhRs3bsjvUBcXFyZMmEDPnj0ZPHgw8fHxREREEB4ejpeXF7/++itJSUkcO3aMTp06sW7dOrS0tOT6uFy5ciJwJgj/YiJ4JvwudWfNzc0NJycnsrOzadq0KWfOnCEhIUG+r1y5cmhra/Pw4UMgZ82/mmjUC8I/S5Ik+VSnbdu2YWZmRlJSEk5OThw6dIiUlBSqVatGQEAA9+7dw8bGhjdv3mBoaMigQYPE8luF01xKEhUVRYcOHYiPj0dbW/sPA2jqd/jbt29FZ1xBbt++TcmSJTEzM5OvmZub06FDB7S1tdmxYwepqalATh06YMAAevbsybVr1wgODs71XSJflePDZV+SJFG1alV8fX1JS0vD0tJSPqFaHUCzt7fn8OHDuZ4Ts5KU5cN8ff78OR4eHqxcuZKVK1diaGjIpk2b2LdvH4C8vE8zcBYSEoKLiwseHh7yCapC3oqJicHHx4etW7fy+PFjDh06xM6dO5k5cyZ2dnbUq1ePCRMmcOfOHSIjIzl58iTTpk2jW7duPHnyRD61WgxgCMJ/h6idhU/SHDU7c+YMx44dY/jw4RgZGdGwYUOio6PZvXs379+/ByAlJYXMzExKly6dV0kWhP8sdePcw8MDV1dXDAwMsLe3p3HjxixcuJCDBw+SkpIiz0A7c+YM69aty/UdYkaSMmluOH7w4EGuX7/O69evGT9+vLwk81MBNM1O25YtW/D09JTf10LeMzMzY9asWejq6hIaGsqJEycoVKgQ48aNo3///sTExLBq1Sp570ItLS369evHrFmzmDRpUh6nXvgcdVnVDKJIkkTFihXx8vIiPT2dsWPHygG0/v37s3jxYvn0VEF5NN/B0dHR3Lhxgzdv3mBkZASAhYUFY8eOpWTJkmzZskWegaalpfVR4GzZsmW5DloS8laFChVYt24d169fZ9OmTZw6dQpLS0vat29Pr169mDx5MnPmzGHevHkkJSWxefNm5s+fj5WVldhrUhD+o8SeZ8LvioyM5Nq1a0iSxIIFC+TrDg4OnD17lqJFi1KjRg1u3rxJYmIikZGRohMuCHkgPj6eYcOGMWTIEAYNGiRft7e3Z9euXSxevJjvv/8eQ0NDnjx5QpkyZcRIaT7i7OzMkSNH6NGjBw8ePODixYsULFiQoKAgjIyMcu3X8uEyIQcHB1xcXOjUqVNe/gTh/9PsjL948YJ58+bx4sULFixYQLNmzUhJScHX15eff/6ZBg0aMGPGDPT19XN9h9jjTLlevHhB+/btadq0KRs2bAD+VyZv3rzJ8OHDqVevHk5OTpQsWVJ+TuxHqDya71InJyfCw8OBnAHjOXPm5DoV9dq1a/j7+3Pr1i0WLFhA8+bNAdi0aRNeXl4sWbKEjh07fv0fIfyh69evY29vT0xMDCNHjsw1QPH27Vvs7OwoW7Zsrn4QiPewIPwXiZlnQi4fxlIPHz7M5s2buXnzprynEuTsqzRu3Dhq1qzJixcvsLCwkANnn1tGJAjCP0OSJCRJIjk5mSJFigD/2wNtyZIlmJmZsXr1avbu3UtaWhrly5f/3SV/grJcv36dvXv3smjRIiZPnoyrqytLliyRT+/TnIH24TKhFStW4ObmJgJnCqEZOFPP1p48eTJmZmY4Ojpy5swZDAwMGDt2LN9++y2//vorS5YsyVX/gtgOQUk+XNJXunRpAgMDuXv3LpaWlsD/ZhpgwUgAABpySURBVAeXKVOGypUrc+rUKVxdXXM9JwJnyqL5Ln38+DE///wz69evx9XVlW7duhEYGCgH0wDq1KnD8OHD6dixo7ws8/79+/j4+GBvby8CZwpmbm6Oo6MjhoaGHD58mBs3bsifFS1aFCMjIx4/fvzRc+I9LAj/PSJ4Jsg0Gwq7d+8mMjISLy8vBg8ezP3794mIiCA5OVm+v1u3bsyfPx9PT0/mzJkj75skKhNB+LpUKhVGRkZUq1aNTZs2kZ2djZ6eHpmZmWRlZVG+fHnS09PZu3dvrhksoqzmD0lJSbx79w4TExP5WrNmzbC0tCQmJibXEk51Rz4kJARXV1ccHR3FMiGF0AycrV+/Hi8vLxISEmjQoAFDhgyhatWqLF++nDNnzsgHelhYWKClpYWurm4ep174FM08PX36NIcOHeL48eM0atQINzc37ty5IwfQIGc/2OrVqxMZGcmyZcvyKtnCF1C3h/39/Vm9ejXNmjWjXr16tG7dGktLS1q1aoWfn1+uAFr9+vWZNm2a/C4uU6YMISEhdO3aNa9+hvCFzMzM8Pb2Jisri40bN3Lz5k0A3r9/z71798S2NIIgACCGuQQgdwPwzp07+Pv7k52dTZEiRbC3tyc5OZnAwEAKFChAp06dKFCggPyMZgdcjJwKwtenLouWlpY4Ojoyffp0PDw80NHRITs7m8zMTAICAqhWrRqQO1AuKItm3qjztUqVKlSsWJETJ05QuXJltLW10dHRoXnz5lStWpVXr14xfvx4NmzYQJEiRdi6dascOBOzHZRDXceuWLGCXbt2MXHiRHlPs4YNGwKwceNGnJycmDNnDs2aNWPmzJno6enJG5CLjeSVQ/NADjc3N3bu3ImRkRH379+nW7duWFpa4ubmhq2tLT179qRdu3acO3eOzMxMatSoIZ/QJwYxlEWznCUlJfHy5UuOHj1Ko0aN5HtMTU0ZPHgwkBNcS01NzbWEE3LKu4GBgTh5MR+pWbMmy5cvZ9asWYwdO5Y6deqgp6dHWloa9vb2gGg/CcJ/nWiFCcD/GvXOzs54enqir6/PixcvcHR0JCoqCicnJywsLPD19SUqKoqUlBTRiBcEhVCXxfr16zNq1CgePHjA999/z8yZM+nTpw+3b9+matWqcgdcNPyU6cO8UZ+AWrRoUerWrcvBgwc5dOiQ/HlGRgbly5fHysqKrKws9uzZA8CbN29Yvny5CJwpUGRkJJGRkaxfv54hQ4ZgYmJCSkoK79+/p2HDhkyaNIkqVapgY2PDtWvX0NfX/+jkVEEZ1GXVz8+PHTt24OXlRWRkJLa2toSHh7N69WqMjY0JCgrCxMSEixcvUqxYMTZt2oSWlhbZ2dkicKZA6nKWmpoqL40fPXo0J0+eZMuWLfJ9pqamDBkyhNq1a3Px4sWPtj0R8qfatWvj7u5OwYIFefr0Ke3atWP79u3icABBEABxYICgISIiguXLlxMYGCgv87KzsyMhIYGJEyfSvn177OzsOHr0KG5ubnz33Xd5nWRBEP4/9WhoRkYGz549IyQkhKSkJPT19Zk9e7a8H6HorCmT5myHwMBALl26RExMDB06dKB3794UKVKEGTNm8OrVK2rUqEGDBg3YuXMnurq6+Pj40KdPHxo3biyPjgvK5Ovry+3bt3Fzc+PevXucOnWKrVu3UqhQITp06MCECRM4e/Ysv/zyC1OmTBHlVeFiY2Nxd3enVatWdOnShaioKObPn8+QIUPYtGkTzZs3Z/78+ZiYmJCRkSEvvxWHAyjbtm3b8PHxISwsDCMjI16+fElwcDBBQUHMnj2bgQMHyvc+ffqUMmXKoKWlJWYl/YtcuXKF7du3s3jxYjHzVxAEmQieCTJ3d3fOnz/P5s2bgZzRt9jYWKZOncrr16+ZO3cu7du3x9vbm7Fjx4o9WAThK/mw0fZXgmCis5Y/uLm5sW3bNvr06SPPJrOwsMDKyorKlSsTGBjI6dOnef/+PWXKlMHd3R19fX3Gjh1L06ZNGTNmDIDowClUQEAAzs7OWFpacuTIEapXr06dOnV4/vw5p0+fZsuWLZQoUUK+XwS8lS0tLY0TJ07QtGlTHj16xLRp0xg5ciTDhw+X87px48a4uLjIeyaJAIvy3b9/n0mTJmFoaIivry9GRkbExsayZcsWNm/ezOzZs+nfv3+uZ0Rw5d9HXVZF3gqCoCZ6UoJcOajX9WdkZKCvr09GRgYmJiZYW1szYcIEAgIC0NHRkY9wFo16Qfg61I22Xbt20b17d3kz4s815tRjIupGH4j9CJVoy5YtNGjQgJo1awJw69Yt9u/fj4eHB02bNgWga9euODo6smbNGtzc3Bg/fjwTJ07k/fv3GBoaAjkDH9euXWP+/PmiU65wo0aN4u3bt1y9epWhQ4fSsmVLKleuzJ07d7h8+TLv3r3LFTwTdayy6evr06ZNG3R1dTlz5gzVq1enV69eAOjq6tK9e3fi4uIwNjaWnxFlVFk+rEslSaJq1ar4+voyefJkLC0tWb9+PSYmJgwePBgtLS3s7e0xMjKiffv28nMiuPLvI5bMC4LwIfE2EOSGXPv27bl58yZ+fn4A8syyjIwMWrVqhY6ODhs3biQ9PR0QjXpB+Jri4+NxdHTE2dkZ+OOGurpcZ2RkiIafAsXExODj48OWLVu4e/cukJOnqampFChQAMgZoLCwsGDu3LkcO3aMkydPynlpaGjI3bt3mTJlCrt372bDhg1UqlQpz36P8MfUQe3p06fj7e3NkCFDqFy5Munp6Tg7O1O8eHGRh/mQemDiwYMHJCYmolKpSEtL49SpU7Rp04b169fLe5wJyqN+p+7btw/4X8CkYsWKeHl5kZ6eztixY4mLi8PExIT+/fuzePFi2rRpk4epFr4WEewWBEGT6FEJMjMzMxwcHFi3bh0rVqzg2rVrxMTEsHnzZmrXro29vT1nzpwhOjo6r5MqCP96H3a0ChUqxOTJk7lz5w6XLl367HOaS4KCg4OZPHmyHPAWlKNChQqsXbuW69evExgYyL179yhatCgpKSk8evQIyPkbyM7OxsLCgho1avDw4cNc31GtWjV69+7Nxo0bqV27dh78CuHPUHfKIWfGUmpqKps3b2bChAm8fv2adevWiSBLPqR+3w4YMIArV64waNAgunfvztOnT/nhhx/k+8QghnK9ePECW1vbXMveJUmiUqVKuLi48PjxY2xtbXn9+jVlypRhwIAB6OjoyIe6CIIgCP8NoiYXcunduzdubm5ERkYyefJkhgwZwsuXLxk1ahQFChSgUqVKGBkZ5XUyBeFfT93RioiI4PHjx+jp6dGhQwfevn0rn6r4Ic3AWUhICO7u7vTp0wc9Pb2vlm7hy9WuXZulS5dy/fp1/P39yc7OZty4ccyfP5/z58+jq6uLlpYWycnJpKenU7RoUflZdRCmXbt2VKhQIa9+gqDhS7aQ/fA01ezsbMqXL5/rNDcRZMmf6tevT2hoKO3ataNv377s2LFDBFgU6sMAdenSpQkMDOTu3btYWloC/yurZcqUoXLlypw6dQpXV9dcz4ntEARBEP5bxIEBwifFxsby/PlzMjMzadCgAVpaWri5uXH48GGCgoIoVapUXidREP71zpw5w6hRoyhfvjwTJkzgu+++482bN/Tt25dVq1blmtXwYeDMxcUFR0dHOnb8f+3deVCV5d/H8Q9Hjgiig5iENGUupCKuLZpZkmmShlupKS6olGaDmaYDojgpiRswLoMKKGaaAZq4JMpoqbiMipoLiFsuyZQL5HTkOOzPHw7ngVF6+vX85Ai8X3+e+77PXGf05pzrc1/X99vbWsPHP5SRkaHg4GB5enqqd+/e2r9/v7799lv5+/vLwcFBJ06c0O3bty2TcTx9ytZN+k/qgZY9lzqi1Q+NWp4+Ze/Vw4cPKzc3V7Vr11b37t2VlpamqVOnyt3dXbGxsZIeNoX46quvNGrUKLm7u3OPAkANRniG/9OlS5cUExOj/fv3a+3atWrdurW1hwRUS49rAjB69Gilp6erT58+ys7OVrdu3WQymZSamqrQ0NBHaiTFx8dr4cKFBGdVTEZGhmbNmqU2bdpowIABunbtmjZu3Kg6derI1dVV8+bNk9FoJGB5CpW9b2NjY3X79m1NnjxZDg4O//i6/Px8VogCT1jZh0zh4eHaunWrnJ2d9euvv8rHx0f+/v7Kzs7W9OnTVb9+ffXo0UPHjh1TYWGhvvvuOxkMBv4GA0ANRniGv1VYWKiLFy9q+/btGjRokNzd3a09JKDay8zMlLOzs1xcXHT27FmtWbNG7du3l6urq8LCwmRvb68HDx7I399fvr6+lgl4UlKSAgMDtXTp0nKr0lA1pKenWwK0SZMmqVGjRuUme6xiebotXLhQO3bs0NixY+Xt7S1XV9cKzy3775qYmCjpYdkEJuXAkxcTE6NvvvlGUVFRateundavX6/Q0FB5e3trypQpMhgMmjt3rvLy8uTo6KjIyEgZjca/7XINAKj++AbA37K1tZWHh4emTJlCcAY8YSUlJUpLS9OQIUO0ZMkSHThwQG3btlWjRo1kMpnk7e2txMREvfzyy7pz546OHj1abuVKfn6+Vq5cSXBWRbVp00ahoaFKT0/X3Llzdf36dUvAUlJSQnD2FNuxY4eSkpK0YsUK+fn5ydXVVfn5+TKZTCooKCh3btngLD4+XrNmzVKDBg0IzoBKcOvWLV25ckUzZsxQu3btlJKSoqVLl+rTTz/VwYMHtWjRIhmNRq1atUoxMTFavnw59QgBAJJYeQYAVlV2Il1q+/btOnr0qH766Sf5+/urSZMmmj17tubOnau3335bZrNZ58+fV4cOHcpNuAsKCmQ0Giv7I+C/7MyZM9q4caO+/vprJmtVxMqVK3X+/HktWbJEFy5c0JEjRxQfH6/i4mINHTpUvr6+srOze2xtwvnz56tXr15W/gRAzZCXl6cDBw6oc+fOun79uj7//HP5+flp1KhRiouL04IFC/Tqq69q0aJFltWjj/ueBgDUPIRnAGAlZbeA3L17Vw8ePLB0Trx//7727dunOXPmqHfv3jp37pxKSkq0ZMmScnXOqL9SPZVO1tgm9PR53EQ6ISFBISEhGjNmjH7++We1bNlSHTt2VFZWlnbu3KktW7bIxcXFcj61CQHrKX3QFB0drRMnTmjx4sWqV6+e1q9frzNnzignJ0fR0dH87QUAlMMeEACwgpKSEssP86VLl2rPnj3KycmRs7Ozxo0bp+7du+v9999X+/btFRsbK1tbW509e1ZpaWnlwjOCs+rJxsam3P8RPB3KFva/ffu26tWrJ6PRqCFDhignJ0eHDh3SqFGj9MYbb6hJkya6ceOGTp06JbPZbHmPuLg4rVixQmFhYWyxBqygdAv81atXZTKZZGNjo7y8PB08eFD9+vVTnz59JD2+iQ8AoOZi5RkAVLKyK1dWrlypuLg4BQcH65lnntHmzZt18eJF+fj4aMiQIXJyclJubq6uXLminTt36ssvv6T2FVDJ1q1bJ19fX0tYvXz5ciUnJ8vBwUEdOnTQlClTZG9vL7PZLAcHB5WUlKigoEATJ05UcXGxYmNjLZPwCRMm6L333lP//v2t+ZGAGu+XX37RiBEj1LRpU0swvmXLFr5jAQCPRXgGAJXkt99+s2zLLCoqUm5urj7++GP169dPvr6+lvMWLlyoPXv2aN68eXrllVceeR+6LgKVJzU1VcHBwXr99de1YMEC7d69W7Nnz9b06dOVnp6uc+fOyd7eXlFRUXJwcND9+/eVnJys7du3y2QyKSEhwVJwnPsWeLqkp6crJSVFjo6OGjNmjGxtbblXAQCPRXgGAJUgKChIf/75pwICAtSmTRtJkslk0vDhwzV8+HANGzas3JawoUOHys3NTZGRkdYcNlDjmc1mbd26VYmJiWrRooXc3d3l6uoqHx8fFRcXa+/evVq1apUcHR0VFRUlo9Go+Ph4XblyRcHBwUzGgSqEexUAUBE28gPAE/bRRx8pNTVVd+7c0bp163T27FlJUr169eTs7KydO3dKkmrXrq38/HxJUuvWralnBlhZYWGhHBwc1K9fPw0dOlRXrlxRdHS07OzsJEkGg0FeXl6aMGGCcnNzFRAQoIKCAo0YMUKzZ8+Wra2tioqKmIwDVQT3KgCgIoRnAPAELVu2TA8ePNDBgwc1efJk3bx5U99//71Onz4tSQoMDNTly5c1depUSf/bACAzM1NOTk7WGjZQ492/f98ykc7MzNTQoUM1ePBgOTo6KiEhQcXFxZIko9EoLy8vjR8/XlevXlVERES59yEEBwAAqPp4vAIAT1Bubq6lOUBmZqby8/N16dIlbdiwQUajUR4eHpo7d65CQkLUt29fubm56a+//pLJZFJgYKCVRw/UTCkpKUpKSlJERIQiIiL0ww8/aN++ferfv79sbGy0YcMGBQYGav78+TIYDLK1tZWXl5ecnJzUsWNHaw8fAAAA/2XUPAOAJ6C0o2ZaWppCQkJUq1Yt/fHHH9q7d68OHz6smJgYNWvWTP7+/mrZsqVu3bqluLg4SZKDg4MmTpxIrSTASjIzMzVgwAA1b95ct27d0vr169WqVStJ0oMHD5SUlKSEhAS99NJLmj9/viUgL1VUVMSKMwAAgGqE8AwAnrBx48bp0KFD6tatm2JjYyVJ27dvV1xcnJo3b67Ro0fL09PzkeuYgAOVrzSwDgwMVFJSkrp27arw8HA1aNDAck5pgLZp0yY1atRIK1aseCRAAwAAQPVBzTMAeILu3bsno9GogIAA/f7775oyZYokycfHR2PGjNHVq1e1YcMGnTx58pFrCc6AylP6LLH0vuvUqZMiIiJ06tQpzZ49W1lZWZbz7O3tNWDAAPXr10/169cXzyEBAACqN1aeAcATVlRUJIPBoM2bN2v16tXy8PBQeHi4JGnHjh2KiIjQBx98oM8++8zKIwVqpuLiYhkMD58nZmdnq2HDhpZjZ8+e1ciRI/XWW28pKChIjRs3liTt27dPXl5eli3aZd8DAAAA1QvhGQBUErPZrOTkZMXGxpYL0A4dOqQuXbqw0gywsqioKKWmpqqoqEiDBw9W9+7d5eLionPnzmnkyJHq2rWrBg4cqE2bNunq1avatWuXbGxsLAEaAAAAqifCMwCoRGazWbt27dKaNWv07LPPavXq1ZZj1DgDKlfZ0Cs+Pl4RERGaNGmSUlNTdfv2bXXq1Enjxo1T48aNlZGRoS+++EJ169aVnZ2d1q1bJ6PRSHAGAABQAxCeAUAlM5vN2rJli06ePKlFixax1QuwsjNnzmjbtm3q0qWLevbsKUmKjo7Wnj171LZtW/n7+6tx48bKzs6WyWTSCy+8IIPBQDdcAACAGoLwDACsIC8vT7Vr16ZWEmBlqampCg0NldlsVlhYmLp162Y5Fh0drb1796pt27YaO3as3NzcLMe4bwEAAGoOfvUBgBXY2dlZaiUxAQes580331SPHj2Un5+vlJQUmUwmy7FPPvlEvXr10r59+7R79+5y13HfAgAA1BysPAMAADXC360WCwsL09GjR+Xt7a0RI0bI0dHRcmzbtm3q27cvNQkBAABqKMIzAABQ7ZUNzpKSknThwgXZ2dmpVatW8vb2liSFhobq5MmTevfddx8J0CSaegAAANRUhGcAAKDGWLBggbZu3ap27dopNzdXx48fl5+fnwIDAyU9DNBOnz6tzp07a+LEiXJwcLDyiAEAAGBttIgCAAA1wpEjR7Rt2zYtX75cnTp1Ul5envbu3avAwEDVqVNHkydP1syZMxUUFKScnBzZ29tbe8gAAAB4ChCeAQCAGiEnJ0dOTk7y9PSU9LBxR58+fXT//n0tXrxYPXv2lKenp8LCwlRcXGxp6mFjY2PlkQMAAMCaaBUFAACqneLi4kdea9CggW7evKnMzExJUmnlinbt2sloNMpsNlvONRgMlgANAAAANRvhGQAAqFbKNgc4cOCAdu7cqcuXL6t169Z67bXXtG7dOp0/f94SjDk7O8vJyUkFBQXl3qeizpwAAACoWWgYAAAAqqXw8HCtX79eLi4uysrK0pw5c5SXl6fk5GQZjUb5+PjIxcVFq1ev1r1795SQkEA3TQAAADyC8AwAAFQLpfXJSkpKlJWVpenTp2vatGlq2rSpNm3apMjISM2YMUP29vY6ceKEtm3bphYtWsjJyUnR0dEyGo0qKioiQAMAAEA5hGcAAKDKK7tV8969e7p37542b96syZMnW8KwtWvXauHChZo+fbqGDBliqXHWsGFD2djYqLCwULa29FICAABAefxCBAAAVV5pcBYZGalDhw7p2rVrcnNz08CBA9WsWTNJkp+fnyRp0aJFys7O1sSJE2Vvby/pYfhGcAYAAIDHoRIuAACossp21fzxxx+1efNm9e/fX4MGDdKNGzeUmJiorKwsyzl+fn4KCAjQ8ePHVadOHcvrNAcAAABARdi2CQAAqrxjx44pOTlZ7du314ABAyRJGzZsUHR0tHx8fDRs2DA999xzlvPL1kcr7boJAAAAPA77EwAAQJV2584dBQcH6+7du3rxxRctr/v6+kqSoqOjVatWLX344Yd6/vnnJYngDAAAAP8YexQAAECV1qhRIy1btkwuLi7av3+/Lly4YDnm6+ur8ePHKyYmRgcPHix3HcEZAAAA/gm2bQIAgGohMzNTQUFB8vT01KhRo+Tu7m45lpKSonfeecfSeRMAAAD4pwjPAABAtZGRkaGZM2eqTZs2Gj16tFq0aFHueFFREQEaAAAA/iOEZwAAoFrJyMhQSEiI3NzcNG3aNEudMwAAAODfoOYZAACoVjw8PBQSEqK6deuW67AJAAAA/BusPAMAANVSaTfN4uJiGQw8LwQAAMC/Q3gGAACqrdIADQAAAPi3eAwLAACqLYIzAAAA/H8RngEAAAAAAAAVIDwDAAAAAAAAKkB4BgAAAAAAAFSA8AwAAAAAAACoAOEZAAAAAAAAUAHCMwAAAAAAAKAChGcAAAAAAABABQjPAAAAAAAAgAoQngEAAAAAAAAV+B+eJBOlX8wzCwAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Emerging Patrimoine:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_emerging_p \n",
|
||
"0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n",
|
||
"1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n",
|
||
"2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Grande Europe\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.3724 1.1306 232\n",
|
||
" 3 0.3474 1.1547 218\n",
|
||
" 4 0.2732 1.3479 165\n",
|
||
" 5 0.2529 1.3471 147\n",
|
||
" 6 0.2597 1.3180 118\n",
|
||
"→ K retenu : 2 (silhouette=0.3724)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_grande_eur \n",
|
||
"0 232 16.7\n",
|
||
"1 1156 83.3\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Grande Europe:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_grande_eur \n",
|
||
"0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n",
|
||
"1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Long-Short European Equities\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.3490 1.3508 188\n",
|
||
" 3 0.3819 1.0101 118\n",
|
||
" 4 0.3969 0.9225 54\n",
|
||
" 5 0.3524 1.0438 54\n",
|
||
" 6 0.3727 1.0432 46\n",
|
||
"→ K retenu : 4 (silhouette=0.3969)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_long-short \n",
|
||
"0 111 18.3\n",
|
||
"1 335 55.2\n",
|
||
"2 107 17.6\n",
|
||
"3 54 8.9\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Long-Short European Equities:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_long-short \n",
|
||
"0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n",
|
||
"1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n",
|
||
"2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n",
|
||
"3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Portfolio Climate Transition\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.6659 0.6413 156\n",
|
||
" 3 0.5623 0.7455 57\n",
|
||
" 4 0.3956 1.0145 37\n",
|
||
" 5 0.2261 1.2444 37\n",
|
||
" 6 0.2237 1.2368 18\n",
|
||
"→ K retenu : 2 (silhouette=0.6659)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_portfolio_climate_tr \n",
|
||
"0 156 12.2\n",
|
||
"1 1124 87.8\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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MTFi9enWW+4YOHSp07txZ+PTpk7QsPT1d6Nu3r9C2bdss5+3fv79cr6ljx44VOnXqlGudr68lIiJCqFmzpjBu3DiZemvWrBHMzMxkfj8Zxzo4OMi87i9cuFCoUaOGEBcXJy3LeH/I7LfffhNq164tc92jRo0SWrZs+c04M1y9elUwMzMTrl69Ki0bNGiQYGZmJuzevVum7uHDhwULCwvhxo0bMuW7d+8WzMzMhKCgIEEQBMHPz08wMzMToqKissShCuPHjxfMzMyE2NhYuepn97v+66+/BDMzM5lrz3h8T5s2LUv9li1bCmZmZsK///4rLbt06ZJgZmYmWFtbC69fv5aW79mzJ0sffP3cCQ4OFszMzARPT0+Z8zg5OWV5XmQc6+zsLFN3/Pjxgq2t7Tev1dHRUWjVqpX057i4OKFOnTpC7969hY8fP8rU/frzytcyHndXrlwRoqKihPDwcOHYsWOCra2tYG1tLbx9+1YICQkRzMzMhDlz5sgcu2jRIsHMzEwIDAyUlmX8Xi9evJjlXDY2NjLPrwwZj/Hjx4/LlHfr1k1o3Lix8OHDB2lZSEiIYGFhIcyaNSvLNWR+7gwaNEgYNGiQ9OetW7cKZmZmwp9//iktS0lJEfr27SvY2NgI8fHxOf6Otm3bJpiZmQl///13jnWyu57Mj5fZs2fLPO9fvXolmJmZCY0aNZJ5HVm2bJlgZmYmdO3aVUhNTZWWT5s2TbC0tJR5Lfne1xx5Xy/k0alTJ5nftyAIgpmZmWBhYSE8efIkS/2vY09JSRE6d+4sDBkyJEsblpaWwosXL6RlGY/HHTt2SMvq1asnzJ8/P9cYv+6D3N6zvn5+K/IcyPx7jYqKEmrVqiUsWrQo1xhfvHiR5doyx29paSk0adJEaNq0qfDs2bNcr9XMzOybt6/77GufPn0SOnbsKNjb28s8HjOsX79eMDMzEyIjI3Nth4iI1J9CU0o/fPgABwcHtGvXDqNGjUJERAQAwMXFRWYx07Jly/4UawQRUcGRkJAAQPERUnmR8Rfw8+fPIzU1NU/HxsTE4OrVq+jQoQMSEhIQHR2N6OhofPjwAU2bNsXz58/x7t07mWP69Okj12uqnp4e3r59i7t378odT2BgID5//iydWpghY1pbdvr06SMzaqp+/fpIS0vD69evpWWZ16jKuM769esjOTkZT58+lTs+eUkkEvTs2VOm7MSJE6hatSqqVKki/T1HR0dLpwdmTJfU09MDAJw5cwbp6elKjy2v8vpYzvy7/vTpE6Kjo1G7dm0AkJlClqFfv37ZtlOtWjXUqVNH+nNGG40aNZLZJTOj/NWrVznGlDFVLi+Pq6/jql+/PmJiYqS/D0D2WuPj4xEdHQ1bW1u8evUK8fHxAL5MD05MTMSoUaOyrI8l75IXDg4O0incU6dORfHixeHt7Q1jY2NcuHABADBs2DCZYxwdHQFAen8GExMTNGvWTK7z5uT9+/cICQlBjx49pKPsAMDCwgJ2dnZZzvktFy9eRKlSpWTWo9PS0sLgwYORlJSEGzdu5Hhsfr7Wtm/fXmaEUca01K5du8qsIWZtbY3U1FSZ18rvfc2R9/XiezRo0ADVqlXLUp459tjYWMTHx6NevXpZpm4DgJ2dncwoLgsLC+jo6Mg8H/X09HDnzp0s7yXKktfnQLVq1VC/fn3pzwYGBqhcuXKuryEApNOGM16jv5aWloaYmBiUKFEi2xFnGUaMGAE/P79v3jJP1c+Ou7s7/vvvP7i5uWW7pl1GnF9P5yciop+PQlNKvby8oKGhgfPnz6NDhw7S8o4dO2LRokUya/0QEf1IGbuCJSYm5vu5bG1t0a5dO3h7e2Pr1q2wtbVF69at0aVLl28uTv7y5UsIgoBVq1Zh1apV2daJioqCsbGx9Gd5p4qNHDkSV65cQe/evWFqaoomTZqgc+fOqFevXo7HvHnzBgCyTMMpUaIE9PX1sz0mc/IF+N+XjLi4OGnZkydPsHLlSly9elUmYQJAmhhRJmNj4yy/+xcvXiA0NFS6NtHXoqKiAHx5D9u/fz9cXV2xbNkyNG7cGG3atEH79u1znTIZExOT54RrBn19/RwfK5kfyzl90fw6Dm9vbwQEBEivKUN2v+ucHk9ly5aV+Tkj8VGmTJls48vc31978+YNxGJxlnNlXmT8azk9rmJjY6XnDAoKwpo1a3D79u0s67vFx8dDV1dXOv0zt6lq3+Lm5obKlStDQ0MDRkZGqFy5svSx8Pr1a4jF4izPmVKlSkFPT08m8QzI//zNTcbztHLlylnuq1q1Kv755588bYDx+vVrmJqaZnl8V61aVeZ82cnP19qcHoM5lcfGxkrX6/re1xx5Xy++R06PhXPnzmHdunUICQmRWQMtuwTx178L4MvrSebn44wZM+Dk5IRffvkFlpaWaNGiBbp3766Utc2AvD8Hcoo5NjZWrvMJOSxVU7RoUXh4eGDGjBkYPXo0tmzZku1zoFq1atkmOvNi06ZN2LdvHyZPnpzjWqoZcXItayIiUijhdvnyZWzevDnLh+9KlSrl+uGMiCi/6ejooHTp0njy5InCbeT0ITnzotsZ9VavXo3bt2/j3LlzuHTpElxcXODn54e9e/fmOvIjYwSVo6NjjqNevv4SI+8udlWrVsWJEydw/vx5XLp0CadOncKuXbswfvx4TJo0Sa425JFTEirjy0ZcXBwGDRoEHR0dTJo0CRUrVkSRIkVw//59LF26VK5RZDn1RU7HZrfrY3p6OszMzKRrNX0t472saNGi2LlzJ65duyb93QUEBGDv3r3YsmVLjqMLJ06ciOvXr3/zWrKzfft2NGzYMNv7qlSpAgB4/PixzKiQnEyZMgW3bt3C8OHDUaNGDWhrayM9PR0jRozI9otqTo+nnK4zp/KcvgQr6luPq5cvX8LBwQFVqlSBk5MTypYtCy0tLVy4cAFbt25V6uhEa2tr6S6lOZH3S3VuO5IWRhmPz0ePHqF169ZKbTunx9qPeM2R9/Xie2T3WLh58ybGjh2LBg0aYO7cuShVqhS0tLRw8OBB/PXXX1nqy/N87NixI+rXr4+///5b+tl948aNWLNmzTc33skLeZ8Dis56yRjNmVtyv1OnToiNjcX8+fMxceJErFu3LssfM+Lj4/Hx48dvnk9LS0tmBGmGQ4cOYenSpejXrx/GjRuX4/EZceY22o6IiH4OCiXckpKSsv2wEBMTo/Qt54mI8qply5bYu3cvbt26JTM1Tl6ZR2plHlmU0x8UbGxsYGNjg6lTp+Lo0aOYMWMGAgIC0Lt37xy/iGSMMNDS0oKdnV2eY/wWbW1tdOzYER07dkRKSgomTpyI9evXY/To0dkmWjJGFb18+VJm9MOHDx/kHn3wtevXr0tHXTVo0EBa/vWOo0DOX9gyfv9fj0z5euREbipWrIiHDx+icePG3/xiKBaL0bhxYzRu3BjOzs5Yv349VqxYgWvXruXYT7Nnz871i2BuLCwscryvZcuW8PX1xZEjR76ZcIuNjUVgYCAmTpyICRMmSMufP3+uUFzKUq5cOaSnpyMsLAyVKlWSlr948ULhNs+ePYuUlBSsW7dOZjTc11P9MhLWT548yXVEnaLKly+P9PR0vHjxQjoiDPiymHpcXJx0IXxlyrjeZ8+eZbnv6dOnKFmypNyj24Av1/Do0SOkp6fLJLMypl5+Pdows3r16kFfXx/Hjh3DmDFjCsQSIsp4zcnL64UynTx5EkWKFMHmzZtlPksfPHjwu9otXbo0Bg4ciIEDByIqKgo9evTA+vXrc0y45eWaf9RzoGzZsihatGi2/ZjZgAEDEBsbi5UrV2LmzJlYsWKFzOPa09NTrh14bW1tsWPHDpmy06dPw9XVFW3btsXcuXNzPT4sLAwlS5aEgYHBN89FRETqTaE13OrXr59lG+/09HRs2rQpx7/UExH9KCNGjIC2tjZcXV2lO4ll9vLlS2zbti3H4zO+qGdevygpKSnL615sbGyW0T01atQAAOl0oGLFigHI+pd5Q0ND2NraYu/evXj//n2WGKKjo3OM71u+XjdGIpGgatWqEAQhx6mPjRs3hqamJnbv3i1TvnPnToXjyPiik/l3lJKSgl27dmWpW6xYsWyne2XXF2lpadi3b5/ccXTo0AHv3r3L9piPHz9Kd3zNWCcos6/7Mzu1atWCnZ2dQrecpusCQJ06ddCsWTPs378/2x3vUlJSsHjxYgA5jxzJ7XH+IzRt2hQAsvT5H3/8oXCbGdea+XEVHx+fJTHRtGlTFC9eHL6+vll2JlTGqLyMhMXXv2M/Pz+Z+79FW1tb7oRt6dKlUaNGDRw+fFjmmMePH+Py5ct5HrXUvHlzREREICAgQFr2+fNn7NixA9ra2jJJq68VK1YMI0aMQGhoKJYuXZrt7/TPP//M01qS30sZrznyvl4om4aGBkQikcxI6rCwMJw5c0ah9tLS0rJcn6GhIUqXLp3r61lO71nZUdZz4Fu0tLRQq1YtBAcHf7Pu2LFj4eDggBMnTsDNzU3mPkXXcLtx4wamTZuG+vXrY+nSpbkuMQB8WTPTxsYmz9dJRETqR6ERbjNnzoSDgwOCg4ORmpqK33//Hf/99x9iY2OzfFkjIvrRKlasiKVLl2Lq1Kno2LEjunXrBjMzM6SkpODWrVs4ceJEloX1M2vSpAnKlSuHOXPm4OnTp9DQ0MDBgwdRsmRJmVFu/v7+2L17N1q3bo2KFSsiMTER+/btg46ODpo3bw7gy9ShatWq4fjx46hUqRJKlCiB6tWrw8zMDHPnzsWAAQPQpUsX9OnTBxUqVEBkZCRu376Nt2/f4siRIwpd//Dhw2FkZIS6devC0NAQT58+xR9//IEWLVpI1136mpGREYYMGYItW7ZgzJgxaNasGR49eoSLFy+iZMmSCo30qFOnDvT19eHk5ITBgwdDJBLhzz//zPaLuaWlJQICAuDl5QUrKytoa2vD3t4e1atXh42NDZYvX47Y2Fjo6+sjICAAnz9/ljuObt264fjx45g7dy6uXbuGunXrIi0tDU+fPsWJEyewadMmWFlZYe3atbh58yZatGiB8uXLIyoqCrt27UKZMmVyXf8uPy1ZsgSOjo6YMGECWrZsicaNG6NYsWJ48eIFAgIC8P79e8yePRs6Ojpo0KABNm3ahNTUVBgbG+Py5cvfHBGS32rVqoV27dph27ZtiImJQe3atXHjxg3pyDtFHldNmjSBlpYWxowZg379+iExMRH79++HoaGhdBMn4Mv0cmdnZ7i6uuLXX39F586doaenh4cPH+Ljx4/SZKWiLCws0KNHD+zduxdxcXFo0KAB7t27B39/f7Ru3Vq6yP63WFpaIjAwEH5+fihdujRMTEykG1JkZ9asWRg5ciT69u2LX3/9FR8/fsQff/wBXV1dmdGN8ujbty/27t0LJycn3L9/H+XLl8fJkyfx77//wsXFJcfXiwwjRozAf//9hy1btuDatWto164djIyMEBkZidOnT+Pu3bvYs2dPnmL6Hsp4zZH39ULZWrRoAT8/P4wYMQKdO3eWvv5UrFgRjx49ynN7iYmJaNGiBdq1awcLCwtoa2vjypUruHfvXq5rLef2nvU1ZT0H5NGqVSusWLECCQkJ33xcOjk5IS4uDvv374e+vj5mzpwJQLE13F6/fo2xY8dCJBKhXbt2OH78uMz95ubmMiOVo6Ki8OjRoywbxRAR0c9JoYSbmZkZTp48iT/++APFixdHUlIS2rRpg4EDB6J06dLKjpGIKM9atWqFI0eOYPPmzThz5gx2794NiUQCc3NzODk5oU+fPjkeq6WlBW9vb8yfPx+rVq1CqVKlMHToUOjp6cms62Nra4t79+4hICAAkZGR0NXVhbW1NZYuXSozLdPDwwPu7u7w8vJCamoqJkyYADMzM1SrVg0HDx6Et7c3/P39ERMTAwMDA9SsWRPjx49X+Nr79u2Lo0ePws/PD0lJSShTpgwGDx6c65ozwJcFtosWLYr9+/cjMDAQNjY22Lx5MwYMGKDQcgElS5bE+vXrsXjxYqxcuRJ6enro2rUrGjdujOHDh8vUHTBgAEJCQnDo0CFs3boV5cuXh729PQBg6dKlcHNzw4YNG6Cnp4dff/0VDRs2zLIzXk7EYjHWrl2LrVu34s8//8Tff/+NYsWKwcTEBIMHD5YuQG9vb4/Xr1/j4MGD+PDhA0qWLAlbW1tMnDhRZsfEH8nAwAB79uzBrl27EBAQgBUrViA1NVX6+xkyZIi07rJly+Du7o5du3ZBEAQ0adIEGzdu/O6dMb/X4sWLYWRkhGPHjuHvv/+GnZ0dVqxYgfbt2yv0uKpSpQpWr16NlStXStvu378/DAwM4OLiIlO3d+/eMDQ0xIYNG+Dj4wNNTU1UqVIFDg4OSrk2Dw8PmJiYwN/fH6dPn4aRkRFGjx6dp8SXk5MT3NzcsHLlSnz8+BE9evTINeFmZ2eHTZs2YfXq1Vi9ejU0NTXRoEEDzJw5M8+L4RctWhQ7duzA0qVL4e/vj4SEBFSuXBleXl65/lEig1gsxpIlS9CqVSvs27cPW7ZsQUJCAkqWLCmNSZFp/YpSxmuOvK8Xyta4cWN4enpi48aNWLhwIUxMTDBjxgy8fv1aoYRb0aJF0b9/f1y+fBmnTp2CIAioWLGi9A89ucnpPSunut/7HJBHt27dsGzZMpw5cwbdunXLta5IJIKHhwfi4uKwadMm6OvrY9SoUQqdNywsTDpScMGCBVnunzBhgkzC7dSpU5BIJDKbyhER0c9LJCgwr+LNmzcoW7Zstn+ZfvPmTa5rfhARUeGRMWphypQpGDt2rKrDITUREhKC7t274/fff0fXrl1VHQ4RFQIuLi54/vx5tlOEC4ru3bvD1tY2S/KfiIh+Tgqt4daqVats1xf68OEDWrVq9d1BERHRj5fd7m0Za/PY2tr+6HBITeT0uBKLxbmuEUZElNmECRNw7949BAUFqTqUbF28eBEvXrzA6NGjVR0KEREVEApNKRUEIdvRbUlJSdnufkdERAVfQEAA/P390bx5c2hra+Pff//FX3/9haZNm6psDTMq/DZt2oTg4GA0atQIGhoauHjxIi5evIi+ffuibNmyqg6PiAqJcuXK4d69e6oOI0fNmzfHrVu3VB0GEREVIHlKuHl5eQH4sjbCypUrpTsZAV92Q7p7967MOgZERFR4mJubQ0NDA5s2bUJiYiIMDQ0xZMgQTJkyRdWhUSFWp04dXL58GT4+PkhKSkLZsmUxceJEjBkzRtWhERERERHlmzyt4TZ48GAAX7bHtrGxgZaWlvQ+iUSC8uXLw9HREZUqVVJ6oERERERERERERIWBQpsmODs7Y86cOd/clpuIiIiIiIiIiOhno1DCjYiIiIiIiIiIiLKn0KYJAHDv3j0cP34c4eHhSE1NlbnP29v7uwMjIiIiIiIiIiIqjBRKuB07dgyzZ89G06ZN8c8//6Bp06Z49uwZoqKi0KZNG2XHmGdjRJVUHQIRERFRobDFxl7VIVA+iA30UXUIRCSnqcW48aA6Wi88V3UIBYK8+Rl1/H2JFTlo/fr1cHZ2xvr166GlpYU5c+bgxIkT6NChA8qWLavsGImIiIiIiIiIqJDREMl3U0cKJdxevXqFFi1aAPiyO2lSUhJEIhEcHBywb98+pQZIRERERERERESFj4ZIJNdNHSmUcNPT00NiYiIAoHTp0njy5AkAIC4uDsnJycqLjoiIiIiIiIiICiWJWCTXTR0ptIZbgwYNcOXKFZibm6N9+/bw9PTE1atXceXKFTRu3FjZMRIRERERERERUSGjrtNF5aFQwu23337Dp0+fAABjx46FlpYW/v33X7Rt2xZjx45VaoBERERERERERFT4qOt0UXkolHArUaKE9P9isRijRo1SVjxERERERERERKQG1HW6qDwUSrhliIqKQlRUFNLT02XKLSy4rTERERERERER0c9MoY0D5LBz505s3rwZERERsLCwwG+//QZra+sc68fFxWHFihX4+++/ERMTg/Lly8PFxUW6IWh+UCjhFhwcDCcnJ4SGhkIQBJn7RCIRQkJClBIcEREREREREREVTvkxpTQgIABeXl6YP38+ateujW3btmH48OE4ceIEDA0Ns9RPSUnBsGHDYGhoiFWrVsHY2Bhv3ryBnp6e0mPLTKGEm4uLCypVqgRPT08YGhpC9BPPySUiIiIiIiIioqzyY9MEPz8/9OnTB7169QIAzJ8/H+fPn8fBgwezXfLs4MGDiI2NxZ49e6ClpQUAMDExUX5gX1Eo4fbq1SusWbMGpqamyo6HiIiIiIiIiIjUgLxruKWkpCAlJUX2WIkEEokkS7379+9j9OjR0jKxWAw7OzvcunUr27bPnj0LGxsbLFiwAGfOnIGBgQE6d+6MkSNHQkNDI49XJD+FptM2btwYDx8+VHYsRERERERERESkJjREIrluvr6+qFevnszN19c3S3sfPnxAWlpalqmjhoaGiIyMzDaGV69e4eTJk0hLS8OGDRswbtw4+Pn5Yd26dflyzRkUGuHm4eEBJycnPHnyBNWrV4empmwzrVq1UkpwRERERERERERUOMk7pXTU6NEYNmyYTNnXo9sUJQgCDA0N4e7uDg0NDdSqVQvv3r3D5s2bMWHCBKWcIzsKJdxu376Nf//9FxcvXsxyHzdNICIiIiIiIiIieaeUZjd9NDslS5aEhoYGoqKiZMqjoqJgZGSU7TGlSpWCpqamzPTRKlWqICIiAikpKUpL7H1NoSmlHh4e6Nq1K/755x88fPhQ5sZkGxERERERERERaYjku8lLIpHA0tISgYGB0rL09HQEBgaiTp062R5Tt25dvHz5Eunp6dKy58+fo1SpUvmWbAMUTLh9+PABDg4OOWYPiYiIiIiIiIjo5ybvGm55MWzYMOzbtw/+/v4IDQ3FvHnzkJycjJ49ewIAZs2ahWXLlknr9+/fHzExMfD09MSzZ89w/vx5+Pr6YuDAgUq91q8pNKW0bdu2uHbtGipWrKjseIiIiIiIiIiISA3IO6U0Lzp27Ijo6GisXr0aERERqFGjBjZt2iQdFBYeHg6x+H/jy8qWLYvNmzfDy8sLXbt2hbGxMYYMGYKRI0cqPbbMFEq4VapUCcuWLUNQUBDMzMyybJowZMgQpQRHRERERERERESFU16mi+bFoEGDMGjQoGzv27FjR5ayOnXqYN++ffkTTA4USrjt378f2trauH79Oq5fvy5zn0gkYsKNiIiIiIiIiOgnl9fpoupEoYTb2bNnlR0HERERERERERGpkfyYUlpYKJRwU6aIiAjcuXMHkZGRAAAjIyPUrl0bpUqVUnFkRERERERERESkKDFHuH2bl5cXJk+eDG1tbXh5eeVa19nZ+ZvtJSUlwc3NDQEBARCJRNDX1wcAxMbGQhAEdOrUCQsWLECxYsXkDZGIiIiIiIiIiAoIUX4t4lYIyJ1we/DgAT5//iz9f05EcmYvPT09ce/ePfj6+sLOzg4aGhoAgLS0NAQGBsLd3R2enp7w8PCQN0QiIiIiIiIiIiogxD9xwk0kCIKgihM3aNAAvr6+qFu3brb3BwUFYcyYMbhx40ae2x4jqvSd0RERERH9HLbY2Ks6BMoHsYE+qg6BiOQ0tZiFqkOgfLBeeK7qEAqEk2bZ53y+1u7xv/kcyY+nsjXc0tPToaWlleP9WlpaSE9P/4ERERERERERERGRsvzMI9zkTrhNmDBB7ka9vb2/WeeXX36Bm5sbPD09UbNmTZn7Hjx4gHnz5qFly5Zyn5OIiIiIiIiIiAoOkVis6hBURu6Em66urlJP7ObmhunTp6Nnz57Q19eHgYEBACA6OhpxcXFo2rQp3NzclHpOIiIiIiIiIiL6MTQkTLh907d2Js0rfX19bNq0CaGhobh9+zYiIyMBAEZGRrCxsUHVqlWVej4iIiIiIiIiIvpxRBpMuOXJq1evkJaWhkqVKsmUP3/+HJqamjAxMZG7rapVqzK5RkRERERERESkZn7mNdwUSjU6Ozvj1q1bWcrv3LkDZ2fn7w6KiIiIiIiIiIgKNw0tDblu6kihhNuDBw9Qt27WrV1tbGwQEhLy3UEREREREREREVHhJtIQyXVTRwpNKRWJREhMTMxSHh8fj7S0tO8OioiIiIiIiIiICjd1TabJQ6ERbg0aNICvr69Mci0tLQ0bNmxAvXr15G4nLS0NN27cQFxcnCJhEBERERERERFRASXWEMt1U0cKjXCbMWMGBg4ciPbt26N+/foAgJs3byIhIQHbtm2Tux0NDQ04OjoiICAAenp6ioRCREREREREREQFkIaWeibT5KHQlVerVg1HjhxBhw4dEBUVhcTERHTr1g3Hjx+HmZlZntqqXr06wsLCFAmDiIiIiIiIiIgKKJGGWK6bOlJohBsAGBsbY9q0abnWmTdvHiZNmgQDA4Mc60yZMgWLFy/G5MmTYWlpCW1tbZn7dXR0FA2RiIiIiIiIiIhURMw13PLHkSNHst1cIbNRo0bh4cOHGDt2LFq0aIEGDRqgQYMGqF+/Pho0aJCf4RERERERERERUT4RSzTkuuXVzp07YW9vDysrK/Tu3Rt3796V67hjx47B3Nwc48aNy/M580rhEW7yEAThm3W2b9+enyEQEREREREREZEK5McIt4CAAHh5eWH+/PmoXbs2tm3bhuHDh+PEiRMwNDTM8biwsDAsXrxYuhdBfsvXhJs8bG1tVR0CEREREREREREpmUis/ISbn58f+vTpg169egEA5s+fj/Pnz+PgwYMYNWpUtsekpaVhxowZmDhxIoKCghAXF6f0uL5WIFamu3nzJmbMmIF+/frh3bt3AIDDhw/j5s2bKo6MiIiIiIiIiIgUoSHRkOuWkpKChIQEmVtKSkqW9lJSUnD//n3Y2dlJy8RiMezs7HDr1q0c41i7di0MDQ3Ru3fvfLnO7Kg84Xby5EkMHz4cRYsWxf3796W/0ISEBPj6+qo4OiIiIiIiIiIiUoS8u5T6+vqiXr16MrfsckIfPnxAWlpalqmjhoaGiIyMzDaGmzdv4sCBA3B3d8+Xa8yJyqeUrlu3DvPnz0f37t1x7NgxaXndunWxbt06FUZGRERERERERESKEonlG+c1evRoDBs2TKZMIpF89/kTEhIwa9YsuLu7w8DA4Lvby4t8Tbh17doVxYsXz7XOs2fPsl2wTldX94fMqSUiIiIiIiIiIuXTkMiXdpJIJHIl2EqWLAkNDQ1ERUXJlEdFRcHIyChL/VevXuH169cYO3astCw9PR0AULNmTZw4cQIVK1aUK8a8UjjhFhcXhwMHDiA0NBQAUL16dfTq1Qu6urrSOvPnz/9mO0ZGRnj58iVMTExkyoOCglChQgVFwyu0WowbjLYzR0OvTCmE3QnB3olz8fzGnRzrF9PXQzfPGajTsz20DfQR/eI19k9ZgODj5wEAns/+gWElkyzHnV+7HXsmuOXXZdBX2K/qif2qntiv6on9qr7mju0Oxx7NUUJXG1fu/IeJC7fjv5fvcz2mXKkSWDi5N9o1sYJ2UQlCX73HiHlb8O+D5wCAlFtbsj3OacU+LN9+QtmXQJns2bMH27ZtQ1RkJMzMzDDbyQlWVlY51j916hR81q7FmzdvULFiRUyeMgXNmjWT3i8IAtb5+ODQoUOIj4+HjY0NXObMgamp6Y+4HPp/7Ff1xPdWkodIQ7krmUkkElhaWiIwMBCtW7cG8CWBFhgYiEGDBmWpX6VKFRw9elSmbOXKlUhMTMScOXNQpkwZpcaXmUIJt3v37mHEiBEoUqQIrK2tAXzZJWLdunXYsmULLC0t5W6rT58+8PT0xMKFCyESifDu3TvcunULixcvxrhx4xQJr9Cq16czfl3uil1jXPH82i3YT3HExJPbMc/cHvERUVnqa2hpYfLfOxD/Pgobfh2LmNfvYGBaHkkx/xsZ6NWgK8QaGtKfy9Uyw5TTO/Hv/oAfck3EflVX7Ff1xH5VT+xX9TXDoQPG92+N4W6b8Px1JOaN64G/1k5H7V5z8Cnlc7bHlNDVxvmtLrhw4yG6TFiByA/xqFbRGDFxidI6FVpPkTmmXRNrbJjrAP8zQfl5OT+9kydOYNnSpZjj6gorKyvs3LkT48aOxZ9//gmDr9bqAYDbt2/D2ckJEydNQvPmzXE8IABTp0zBnj17UK16dQDAVj8/7Nq9G+7u7ihfvjx81q7FuLFjccjfH0WKFPnRl/hTYr+qJ763krzknVKaF8OGDcPs2bNRq1YtWFtbY9u2bUhOTkbPnj0BALNmzYKxsTGmT5+OIkWKwMzMTOZ4PT09AMhSrmwKJdy8vLxgb28Pd3d3aGp+aeLz589wdXXFwoULsXPnTrnbGjVqFNLT0+Hg4IDk5GQMGjQIEokEjo6OGDx4sCLhFVqtp43A5Y17ELh1PwBg15g5sOpkDzvHPji5OOt6dnaOfVDcoASW2PVC+ucvHyqjXoTJ1EmIjJb5uZ3TWLz/7zkeX7iaT1dBX2O/qif2q3piv6on9qv6mjigDbw2HsXR87cBAMN+24Sw0yvRrWVd7Dt5PdtjZg7riLC30Rg573+j2J6/kV1k+V2U7LImXX+xwfkbD/HsdYRyL4Bk7NixAz179kT37t0BAK6urrh08SIOHz4Mx+HDs9TftXMn7Ozs4ODgAAAYP2ECrl69ij179sD1t98gCAJ27tyJkSNHomXLlgAAdw8PtLK3x7mzZ9G+Q4cfdWk/NfareuJ7K8lLlCmJqiwdO3ZEdHQ0Vq9ejYiICNSoUQObNm2STikNDw+HOB8SfXmlUATBwcEYMWKENNkGAJqamhgxYgSCg4Pz1JZIJMLYsWNx7do1/PXXX9i3bx8CAwMxZcoURUIrtDS0tFCxXi2EnL4sLRMEASGnL6NK47rZHlO7a2s8DfwX/dcuwJK3N/DbvZNo7zwuxwyyhpYWGg7qjitb9uXLNVBW7Ff1xH5VT+xX9cR+VV+Vy5dC2VIlcPbaA2lZXEIyrgc/RUPrqjke17mFDYIePMfuJWMRdmYlru+eC8cezXOsX9pADx2aWmPr4UtKjZ9kpaamIiQkBA0bNZKWicViNGzUCHfv3s32mLt378rUB4DGdnbS+q9fv0ZkZCQaNmwovV9XVxdWVla4k0ObpFzsV/XE91bKCw0tTblueTVo0CCcO3cOwcHB2L9/P2rXri29b8eOHVi0aFGOxy5atAg+Pj4KXU9eKJRw09HRQXh4eJby8PDwb26S8DVnZ2ckJCRAIpGgWrVqsLa2RvHixZGUlARnZ2dFwiuUdIxKQkNTE3HvZP/CGv8uAnplSmV7jFGViqj7a0eINTTg3XEYAtzXoPX0kejoOjHb+jbd26JYCT0Ebj2g9Pgpe+xX9cR+VU/sV/XEflVfxkZfpoO8i5YdjfY+Kg5lDPVzPK5y+VIY3bsl/nv5Dp3HLYfv/vNYMWsABnexy7b+4C52iE/6CP+znE6anz58+IC0tDQYfjXF0NDQEJGRkdkeExkZmWv9jH+/rmNgaIioHNok5WK/qie+t1JeiDTEct3UkUJX1bFjR8yZMwcBAQEIDw9HeHg4jh07BldXV3Tq1ClPbR0+fBifPn3KUv7x40f8+eefioT30xCJRYh/H4k/Rjnj5b/BCNr3F457eqP5mIHZ1rcb3hf3j59HbHjuCwmTarFf1RP7VT2xX9UT+7Vg6t+hEaIv+0hvWpqKTVERi0W49fAFfvM+hNuPXmLzoQvY7H8RI3/9Jdv6Dt2aYffxqzmuCUdERN/G99af18+ccFNoDbdZs2ZJ/01LS/vSkKYm+vfvjxkzZsjVRkJCAgRBgCAISExMlFncMi0tDRcvXoSBgYEi4RVKCZEfkPb5M/SMZbex1TUuhbi32a8XEhsegbTUVAj/v6UtALwNCYV+2dLQ0NJCWmqqtNygYnnUaN0Evj3H5M8FULbYr+qJ/aqe2K/qif2qPo5euI3rwU+lPxf5/+knxgZ6eBsZKy0vbaiHO49e5thOeGQMQp6+kSl7+OwNerSql6VukzrVYV65LAY6rf/e8OkbSpYsCQ0NDURFyS62HhUVJV2T52tGRka51s/4NyoqCqVK/W/UTXRUFMzMzZUZPuWA/aqe+N5KeSFWYLqoulAojSiRSODq6oobN27g8OHDOHz4MK5fvw4XFxdIJBK52qhfvz5sbW0hEonQrl07NGjQQHpr1KgRXFxcMHBg9tludZSWmoqXQcGwaPW/6QwikQgWrezwNPDfbI8JvXwTpatVgkgkkpYZm1VGzJt3Mi9YAGA3rDfi30fh3rGz+XMBlC32q3piv6on9qt6Yr+qj4Skjwh99V56e/D0DcIjYtCyYU1pHd3iRWFbqwqu3Q3NsZ3A2//BzLSMTFn1imXwMjzrrnrDujdD0IPnuPv4lfIuhLKlpaWFGjVq4Pq1a9Ky9PR0XL92DdbW1tkeY21tLVMfAK5evSqtX758eRgZGcnUSUhIwL1791A7hzZJudiv6onvrZQXP/MIt++6qmLFisHc3Bzm5uYoVqxYno7dvn07tm7dCkEQsHr1amzbtk1627VrF86dO4exY8d+T3iFzunlm9B0ZH80GtILZSyqov86T0iKa+OK35edXxy2LUP3hbOk9S+u+wPaBvros2ouSlevjFodW6K9yzhcWLtdpl2RSITGw35F4LaDSP//EYn047Bf1RP7VT2xX9UT+1V9rdn1N5xHdEbnFjaoVa08/NxH4E1EDP48978vfCfWz8DYvvbSn1f9cQoNrapgtmMnVK1QGv3aN8SIXi2wfq/sFzvd4kXRq00DbPG/+MOu52c3ePBgHDp0CEeOHMHTp0/h6eGB5ORkdMvY3XLOHKxetUpaf8DAgbhy5Qq2b9uGZ8+eYd26dXhw/z769esH4MtzdODAgdi4cSPOnz+PJ0+ewNXVFaVKlUJLe/vsQqB8wH5VT3xvJXmJNcRy3dSR3GP7JkyYgEWLFkFHRwcTJkzIta63t/c327O1tQUAnDlzBuXKlZPJdP+sgvb9Bd1SBuiyYCr0ypRC2O0QrGk/FPHvvyxGaVCxPIR0QVr/Q1g4Vrcbit4rfsNvd08g5vVbnF3lh5OLZac9WLRuCkNTE+7woiLsV/XEflVP7Ff1xH5VX0u3HkfxYkXg4zoUJXS1cfn2E3QZv1xmvbUqFUrDqISu9OegB8/Re/paeEzshTmjuuL56whM/303dh+/KtN2n3YNIQKw94TsSBvKP+3at8eHDx+wzscHkZGRMDc3h4+Pj3Rx/PC3b2V2NLSxscFCLy+s9fbGmjVrULFiRaxYuRLVqleX1nEYNgzJyclwX7AA8fHxqFOnDnx8fGSWs6H8xX5VT3xvJXn9zFNKRYIgCN+u9mU30Tlz5kBHR+ebu4d6eXnJHcDFixehra2N+vXrAwB27tyJffv2oVq1anBzc4O+fs67TOVkjKhSno8hIiIi+hltseGIEHUUG+ij6hCISE5Ti1moOgTKB+uF56oOoUCIXD1drnpGk5blcyQ/ntypxsxJtLwk1L7l999/l2608OjRI3h5ecHR0RHXrl3DokWLlHouIiIiIiIiIiL6MTKPYP3ZqHxsX1hYGKpWrQoAOHXqFOzt7TFt2jTcv38fo0aNUnF0RERERERERESkCLGGhqpDUBm5E27du3eXe501f39/uQPQ0tLCx48fAQBXrlxB9/9fPFNfXx8JCQlyt0NERERERERERAWHWKLycV4qI/eVt27dOl8CqFu3Lry8vFC3bl3cu3cPK1euBAA8f/4cZcqUyf1gIiIiIiIiIiIqkDilVA7f2plUUW5ubpg/fz5OnjyJuXPnwtjYGMCXzRSaNWuWL+ckIiIiIiIiIqL8JdJgwk0hwcHBCA0NBQBUr14dNWvWzHMb5cqVg6+vb5ZyFxeX7wmNiIiIiIiIiIhUSKzFKaV5EhUVhalTp+L69evQ09MDAMTFxaFhw4ZYsWIFDAwM5G7rzZs3ud5frlw5RUIkIiIiIiIiIiIVEom5aUKeuLu7IzExEceOHZPuMPrff/9h9uzZ8PDwwPLly+Vuy97ePtfNGEJCQhQJkYiIiIiIiIiIVIkJt7y5dOkS/Pz8pMk2AKhWrRrmzp0LR0fHPLV1+PBhmZ9TU1MREhICPz8/TJ06VZHwiIiIiIiIiIhIxURaWqoOQWUUSrilp6dDK5tfmqamJtLT0/PUloWFRZYyKysrlC5dGps3b0bbtm0VCZGIiIiIiIiIiFTpJx7hptB2EY0aNYKnpyfevXsnLXv37h28vLzQuHFjpQRWuXJl3Lt3TyltERERERERERHRDybWkO+mhhQa4ebm5oaxY8eiVatWKFOmDADg7du3qF69On7//fc8tZWQkCDzsyAIeP/+Pby9vWFqaqpIeEREREREREREpGIizfyZUrpz505s3rwZERERsLCwwG+//QZra+ts6+7btw+HDx/GkydPAACWlpaYNm1ajvWVRaGEW9myZeHv748rV67g6dOnAICqVavCzs4uz23Vr18/y6YJgiCgbNmyedp8gYiIiIiIiIiICpB8GL0WEBAALy8vzJ8/H7Vr18a2bdswfPhwnDhxAoaGhlnqX7t2DZ06dULdunUhkUiwadMmODo64tixYzA2NlZ6fBlEgiAI8lS0tbXFiRMnYGBgAGdnZ8yZMwc6OjrfHcD169dlfhaLxShZsiRMTU2hqalQPhBjRJW+Oy4iIiKin8EWG3tVh0D5IDbQR9UhEJGcphbLuq45FX7rheeqDqFA+HTaT656RVoPk7vN3r17w8rKCm5ubgC+7DPQokULDB48GKNGjfrm8WlpaWjQoAHc3NzQvXt3uc+bV3JntFJTU5GYmAgDAwMcPnwYM2fOVEoAtra2SmmHiIiIiIiIiIgKEDlHuKWkpCAlJUWmTCKRQCKRZKl3//59jB49+n+nEIthZ2eHW7duyXWu5ORkfP78Gfr6+nLVV5TcCTcbGxuMGzcOtWrVgiAI8PDwQJEiRbKt6+XllWtbZ86ckTvAVq1ayV2XiIiIiIiIiIgKBpGW5NuVAPj6+sLb21umbMKECZg4caJM2YcPH5CWlpZl6qihoaF0ybNvWbp0KUqXLq3Qsmh5IXfC7ffff8fWrVvx8uVLAEB8fDw+ffqk0EnHjx8vVz2RSISQkBCFzkFERERERERERCokFstVbfTo0Rg2THZa6dej25Rhw4YNCAgIwPbt23McRKYscifcjIyMMGPGDACAvb09lixZgpIlSyp00ocPHyp0HBERERERERERFRJyTinNbvpodkqWLAkNDQ1ERUXJlEdFRcHIyCjXYzdv3owNGzbAz88PFhb5v3aifKnGr0yaNAnFixfPUp6SkoLDhw9/b0xERERERERERFTIiTS15LrJSyKRwNLSEoGBgdKy9PR0BAYGok6dOjket3HjRvj4+GDTpk2wsrL6rmuSl0IJN2dnZ8THx2cpT0xMhLOzs1xtBAYGomPHjkhISMhyX3x8PDp16oQbN24oEh4REREREREREamYSKwh1y0vhg0bhn379sHf3x+hoaGYN28ekpOT0bNnTwDArFmzsGzZMmn9DRs2YNWqVVi4cCHKly+PiIgIREREIDExUanX+jW5p5RmJggCRCJRlvJ3795BV1dXrja2bduGPn36QEdHJ8t9urq66Nu3L7Zu3YoGDRooEiIREREREREREalSHpNp8ujYsSOio6OxevVqREREoEaNGti0aZN0Sml4eDjEmdaO27NnD1JTUzFp0iSZdrLblEGZ8pRw6969O0QiEUQiEYYOHQpNzf8dnpaWhrCwMDRr1kyuth49eoSZM2fmeH+TJk2wZcuWvIRHREREREREREQFhEhL/umieTFo0CAMGjQo2/t27Ngh8/PZs2fzJYZvyVPCrXXr1gCAkJAQNG3aVGYdNy0tLZQvXx5t27aVq63IyEiZhF2WwDQ1ER0dnZfwiIiIiIiIiIiooMiHEW6FRZ4SbhMmTEBaWhrKly+PJk2aoHTp0gqf2NjYGE+ePIGpqWm29z969AilSpVSuH0iIiIiIiIiIlKhnzjhludNEzQ0NODm5oZPnz5914lbtGiBVatWZdvOx48fsWbNGrRs2fK7zkFERERERERERKohEovluqkjhTZNqF69OsLCwlChQgWFTzx27FicOnUK7dq1w8CBA1G5cmUAwNOnT7Fr1y6kpaVhzJgxCrdPREREREREREQqpJE/a7gVBgol3KZMmYLFixdj8uTJsLS0hLa2tsz92e08+jUjIyPs2bMH8+bNw/LlyyEIAgBAJBKhadOmcHNzk+4wQUREREREREREhYxIPUevyUOhhNuoUaMAfBmlJhKJpOWCIEAkEiEkJESudsqXL4+NGzciNjYWL168AACYmppCX19fkbCIiIiIiIiIiKiAEJhwy5vt27crNQh9fX1YW1srtU0iIiIiIiIiIlKhn3jTBIUSbra2tsqOg4iIiIiIiIiI1ImaboggD4USbgAQFxeHAwcOIDQ0FMCXjRR69eoFXV1dpQVHRERERERERESF0888pVShK7937x7atGmDrVu3IjY2FrGxsfDz80Pr1q1x//59ZcdIRERERERERESFjVhTvpsaUuiqvLy8YG9vD3d3d2hqfmni8+fPcHV1xcKFC7Fz506lBklERERERERERIUMR7jlTXBwMEaMGCFNtgGApqYmRowYgeDgYKUFR0REREREREREhZMgEst1U0cKXZWOjg7Cw8OzlIeHh6N48eLfHRQRERERERERERVyYg35bmpIoYRbx44dMWfOHAQEBCA8PBzh4eE4duwYXF1d0alTJ2XHSEREREREREREhY1ILN9NDSm0htusWbOk/6alpX1pSFMT/fv3x4wZM5QXHRERERERERERFUrqOl1UHgol3CQSCVxdXTF9+nS8fPkSAFCxYkUUK1ZMqcEREREREREREVEhJWbCTSHFihWDnp6e9P9EREREREREREQAAPF3pZ0KNYWu/PPnz/D29saOHTuQlJQEANDW1sagQYMwYcIEaGlpKTVIIiIiIiIiIiIqZH7iKaUKXbm7uzv27duHmTNnwt/fH/7+/pg5cyYOHjwIDw8PZcdIRERERERERESFjCASy3XLq507d8Le3h5WVlbo3bs37t69m2v948ePo3379rCyskKXLl1w4cIFRS9Jbgol3P766y94eXmhX79+sLCwgIWFBfr16wdPT0/89ddfyo6RiIiIiIiIiIgKG7GGfLc8CAgIgJeXF8aPHw9/f39YWFhg+PDhiIqKyrb+v//+i+nTp+PXX3/F4cOH0apVK4wfPx6PHz9WxhXmSKGEm0QigYmJSZZyExMTTiclIiIiIiIiIqIvU0rlueWBn58f+vTpg169eqFatWqYP38+ihYtioMHD2Zbf/v27WjWrBlGjBiBqlWrYsqUKahZsyb++OMPZVxhjhRKuA0cOBA+Pj5ISUmRlqWkpGDdunUYNGiQ0oIjIiIiIiIiIqLCSd4ppSkpKUhISJC5Zc45ZUhJScH9+/dhZ2cnLROLxbCzs8OtW7eyjeH27dto3LixTFnTpk1x+/ZtpV7r1xTaNCEkJASBgYFo3rw5LCwsAAAPHz5EamoqGjdujAkTJkjrent7KyfSPNhiY//Dz0lERERUGDnePqvqEIiIfmr8/qqe1qs6gAJCkHO6qK+vb5b80YQJEzBx4kSZsg8fPiAtLQ2GhoYy5YaGhnj69Gm2bUdGRsLIyChL/cjISLliU5RCCTc9PT20a9dOpqxs2bJKCYiIiIiIiIiIiAo/QZCv3ujRozFs2DCZMolEkg8R/TgKJdy8vLzkqhcUFISUlJRC/0siIiIiIiIiIqK8SZcz4yaRSOTKHZUsWRIaGhpZNkiIiorKMootg5GRUZbRbLnVVxaF1nCT18iRI/Hu3bv8PAURERERERERERVAgpw3eUkkElhaWiIwMFBalp6ejsDAQNSpUyfbY2xsbHD16lWZsitXrsDGxiYPZ867fE24CfKOHSQiIiIiIiIiIrWSli7IdcuLYcOGYd++ffD390doaCjmzZuH5ORk9OzZEwAwa9YsLFu2TFp/yJAhuHTpErZs2YLQ0FCsWbMGwcHB+b7pp0JTSomIiIiIiIiIiHKTx1yaXDp27Ijo6GisXr0aERERqFGjBjZt2iSdIhoeHg6x+H/jy+rWrYulS5di5cqVWL58OSpVqoS1a9fCzMxM+cFlwoQbEREREREREREpXX7Nexw0aFCOI9R27NiRpaxDhw7o0KFDPkWTPSbciIiIiIiIiIhI6fI6XVSd5GvCTSQS5WfzRERERERERERUQKWrOgAVyteEGzdNICIiIiIiIiL6Of3MaSGFEm6vXr1CWloaKlWqJFP+/PlzaGpqwsTEBABw69at7w6QiIiIiIiIiIgKn595Sqn421WycnZ2zjaZdufOHTg7O393UEREREREREREVLily3lTRwol3B48eIC6detmKbexsUFISMh3B0VERERERERERIWbIMh3U0cKTSkViURITEzMUh4fH4+0tLTvDoqIiIiIiIiIiAq3NHXNpslBoRFuDRo0gK+vr0xyLS0tDRs2bEC9evWUFhwRERERERERERVO6YJ8N3Wk0Ai3GTNmYODAgWjfvj3q168PALh58yYSEhKwbds2pQZIRERERERERESFz088wE2xEW7VqlXDkSNH0KFDB0RFRSExMRHdunXD8ePHYWZmpuwYiYiIiIiIiIiokEmHINdNHSk0wg0AjI2NMW3aNGXGQkREREREREREaiJNXbcglYPCCTcASE5Oxps3b5CamipTbmFh8V1BERERERERERFR4fYzTylVKOEWHR0NZ2dnXLx4Mdv7Q0JCvisoIiIiIiIiIiIq3NR1uqg8FFrDzdPTE3Fxcdi3bx+KFi2KTZs2YdGiRTA1NcW6deuUElhSUhJu3LihlLaIiIiIiIiIiOjHSksX5LqpI4VGuF27dg0+Pj6wsrKCSCRCuXLl0KRJE+jo6MDX1xe//PLLdwf28uVLDBkyhKPliIiIiIiIiIgKoZ95DTeFRrglJSXBwMAAAKCvr4/o6GgAgJmZGR48eKC86IiIiIiIiIiIqFBKFwS5bupIoRFulStXxrNnz2BiYgJzc3Ps3bsXJiYm2LNnD0qVKiVXG7a2trnen5aWpkhoRERERERERERUAKSm/7xD3BRKuA0ZMgQREREAgAkTJmDEiBE4evQotLS0sGjRIrnaSElJQf/+/WFmZpbt/a9fv8batWsVCY+IiIiIiIiIiFTsZ55SqlDCrVu3btL/16pVC+fOncPTp09RtmxZ6VTTb7GwsECZMmXQo0ePbO9/+PAhE25ERERERERERIWUqqeLxsTEwN3dHefOnYNYLEbbtm0xZ84cFC9ePMf6a9aswT///IPw8HAYGBigdevWmDx5MnR1dfN0boUSbl8rVqwYLC0t83TML7/8gvj4+Bzv19fXR/fu3b8zMiIiIiIiIiIiUoU0FSfcZsyYgYiICPj5+SE1NRUuLi5wc3PDsmXLsq3//v17vH//HrNnz0a1atXw+vVrzJs3D+/fv8fq1avzdG6RIOT96tPS0nDo0CFcvXoVUVFRSP9qTu727dvz2qRSSeo4qvT8RERERIWF4+2zqg6B8sGK5IeqDoGI5KTfeJyqQ6B8kHJri6pDKBBOPnovV7125qWVfu7Q0FB07NgRBw4cgJWVFQDg4sWLGDVqFC5cuABjY2O52jl+/DhmzpyJ27dvQ1NT/nFrCo1w8/T0hL+/P1q0aIHq1atDJBIp0gwREREREREREakpVU4pvXXrFvT09KTJNgCws7ODWCzG3bt30aZNG7naSUhIgI6OTp6SbYCCCbdjx45h5cqVaNGihSKHExERERERERGRmkuTM9+WkpKClJQUmTKJRAKJRKLwuSMjI7PsM6CpqQl9fX3pRqDfEh0dDR8fH/Tt2zfP51co4aalpYWKFSsqcigREREREREREf0EUuXcptTX1xfe3t4yZRMmTMDEiROz1F26dCk2btyYa3sBAQHyB5mDhIQEjB49GlWrVsWECRPyfLxCCTdHR0ds374dbm5unE5KRERERERERERZyDuldPTo0Rg2bJhMWU6j2xwdHdGjR49c26tQoQKMjIwQHR0tU/7582fExsaiVKlSuR6fkJCAESNGoHjx4li7di20tLTkuApZCiXcgoKCcO3aNVy8eBHVq1fPMo/166xkTtLS0vDvv//C3Nwcenp6ioRCREREREREREQFkLxTSvMyfdTAwCDLVNHs1KlTB3FxcQgODkatWrUAAFevXkV6ejqsra1zPC4hIQHDhw+HRCLBunXrUKRIEfku4itiRQ7S09NDmzZtYGtri5IlS0JXV1fmJi8NDQ04OjoiNjZWkTCIiIiIiIiIiKiA+pyWLtctP1StWhXNmjXDb7/9hrt37yIoKAju7u7o1KmTdIfSd+/eoX379rh79y6AL8k2R0dHJCUlwdPTEwkJCYiIiEBERATS0tLydH6FRrh5eXkpcli2qlevjrCwMFSoUEFpbRIRERERERERkWrJO8ItvyxduhTu7u4YOnQoxGIx2rZtC1dXV+n9qampePbsGZKTkwEA9+/fx507dwAgyy6mZ86cgYmJidznVijhpkxTpkzB4sWLMXnyZFhaWkJbW1vmfh0dHRVFRkREREREREREipJ3Dbf8UqJECSxbtizH+01MTPDo0SPpzw0bNpT5+XsolHDr3r17tpsliEQiSCQSmJqaokePHmjUqNE32xo1ahQAYOzYsTJtCoIAkUiEkJAQRUIkIiIiIiIiIiIVkneXUnWkUMKtWbNm2L17N8zMzKQLzd27dw+PHj1Cjx49EBoaimHDhmHNmjVo3bp1rm1t375dkRCIiIiIiIiIiKgAU/WUUlVSKOH24cMHDBs2DOPHj5cp9/HxwZs3b7BlyxasXr0aPj4+30y42draKhICEREREREREREVYKqeUqpKCu1Sevz4cXTu3DlLeadOnXD8+HHp/589eyZXezdv3sSMGTPQr18/vHv3DgBw+PBh3Lx5U5HwiIiIiIiIiIhIxdIEQa6bOlIo4VakSBHcunUrS/mtW7dQpEgRAF/WYMv4f25OnjyJ4cOHo2jRorh//z5SUlIAfNmK1dfXV5HwiIiIiIiIiIhIxVI+p8t1U0cKTSkdNGgQ5s6di+DgYFhZWQH4sobbgQMHMHr0aADAP//8gxo1anyzrXXr1mH+/Pno3r07jh07Ji2vW7cu1q1bp0h4RERERERERESkYmnp6jl6TR4KJdzGjRsHExMT7Ny5E0eOHAEAVK5cGe7u7ujSpQsAoF+/fujfv/8323r27Bnq16+fpVxXVxdxcXGKhEdERERERERERCrGhJsCunbtiq5du+Z4f9GiReVqx8jICC9fvoSJiYlMeVBQECpUqKBoeEREREREREREpELqOl1UHgon3JSlT58+8PT0xMKFCyESifDu3TvcunULixcvxrhx41QdnkrMHdsdjj2ao4SuNq7c+Q8TF27Hfy/f53pMuVIlsHByb7RrYgXtohKEvnqPEfO24N8HzwEAKbe2ZHuc04p9WL79hLIvgbLBflVP7Ff1xH5VT+xX9dJi3GC0nTkaemVKIexOCPZOnIvnN+7kWL+Yvh66ec5AnZ7toW2gj+gXr7F/ygIEHz8PAPB89g8MK5lkOe782u3YM8Etvy6DvrJnzx5s27YNUZGRMDMzw2wnJ+kSNtk5deoUfNauxZs3b1CxYkVMnjIFzZo1k94vCALW+fjg0KFDiI+Ph42NDVzmzIGpqemPuBz6f+xX9cb3V8rNzzzCTSQI8m0HYWtrixMnTsDAwAANGjSASCTKse7169flDkAQBKxfvx4bNmxAcnIyAEAikcDR0RFTpkyRu53MJHUcFTquIJjh0AGzHDthuNsmPH8diXnjesCymglq95qDTymfsz2mhK42ru+Zhws3HsJ3/zlEfohHtYrGeBr2Hk/DIgAAxoZ6Mse0a2KNDXMdUKOrM569jsj36/rZsV/VE/tVPbFf1RP7NWeOt8+qOoQ8q9enMxy2L8OuMa54fu0W7Kc4om7vTphnbo/4iKgs9TW0tDDz8gHEv4/CiYVrEfP6HQxMyyMpJg6v74YAAHSMDCDW0JAeU66WGaac3onlv/TD4wtXf9i1KcuK5IeqDiHPTp44AVdXV8xxdYWVlRV27tyJv0+dwp9//gkDQ8Ms9W/fvo3hjo6YOGkSmjdvjuMBAfDz88OePXtQrXp1AIDfli3YvGUL3N3dUb58efisXYsnT57gkL+/XBu80fdjv36bfuPCO9CE7685yylp+LNxPR4iVz2PDt/eA6CwkTvh5u/vj06dOkEikcDf3z/Xuj169MhzICkpKXj58iWSkpJQtWpVFC9ePM9tZCjMCbcXp5Zj5Y6TWLHjJABAT6cYwk6vxIi5m7HvZPaJTM9Jv6Jx7WqwH75I7vMcWD4BOtpF0X7MUqXETbljv6on9qt6Yr+qJ/Zrzgpjwm321cN4ceMO9kycCwAQiUTwehWIc2u24eTirJtuNRs9EG1njsJci1ZI/5z9F8Cv9V7hBqvO9nCr/osyQ/9hCmPCbdDAgbC0tISziwsAID09He3atkX//v3hOHx4lvqzZs5EcnIy1nh7S8sGDxoEc3NzuP72GwRBQJvWrTF4yBAMHToUABAfH49W9vZYsGAB2nfo8GMu7CfHfv22wpxw4/trzphw+2LW0fty1VvSxTKfI/nxxPJW7NGjByQSifT/ud3ywtnZGQkJCZBIJKhWrRqsra1RvHhxJCUlwdnZOW9XU8hVLl8KZUuVwNlrD6RlcQnJuB78FA2tq+Z4XOcWNgh68By7l4xF2JmVuL57Lhx7NM+xfmkDPXRoao2thy8pNX7KHvtVPbFf1RP7VT2xX9WLhpYWKtarhZDTl6VlgiAg5PRlVGlcN9tjandtjaeB/6L/2gVY8vYGfrt3Eu2dx0Ekzv6jsIaWFhoO6o4rW/blyzVQVqmpqQgJCUHDRo2kZWKxGA0bNcLdu3ezPebu3bsy9QGgsZ2dtP7r168RGRmJhg0bSu/X1dWFlZUV7uTQJikX+1W98f2V5PE5XZDrpo7kTrhlJyoqCo8fP8bDhw9lbnlx+PBhfPr0KUv5x48f8eeff35PeIWOsdGXYbPvomV3Z30fFYcyhvo5Hle5fCmM7t0S/718h87jlsN3/3msmDUAg7vYZVt/cBc7xCd9hP/ZIOUFTzliv6on9qt6Yr+qJ/aretExKgkNTU3EvYuUKY9/FwG9MqWyPcaoSkXU/bUjxBoa8O44DAHua9B6+kh0dJ2YbX2b7m1RrIQeArceUHr8lL0PHz4gLS0Nhl9NMTQ0NERkZGS2x0RGRuZaP+Pfr+sYGBoiKoc2SbnYr+qN768kj7R0Qa6bOlJo04Tg4GA4OTkhNDQUX89IFYlECAn59hzdhIQECIIAQRCQmJgoM9c+LS0NFy9ehIGBgSLhFRr9OzTCWtch0p+7TVqpUDtisQhBD57jN+9DAIDbj17Cslp5jPz1F+w4eiVLfYduzbD7+NUc59TT92G/qif2q3piv6on9it9TSQWIf59JP4Y5QwhPR0v/w1GifLGaDtzNI4tWJWlvt3wvrh//Dxiw3Nf9JuI6GfC91dShLom0+ShUMLNxcUFlSpVgqenJwwNDXPdQCEn9evXh0gkgkgkQrt27bLcLxKJMHFi9n91VBdHL9zG9eCn0p+LaH3pDmMDPbyNjJWWlzbUw51HL3NsJzwyBiFP38iUPXz2Bj1a1ctSt0md6jCvXBYDndZ/b/iUA/aremK/qif2q3piv6q3hMgPSPv8GXrGRjLlusalEPc2+4W0Y8MjkJaaCiE9XVr2NiQU+mVLQ0NLC2mpqdJyg4rlUaN1E/j2HJM/F0DZKlmyJDQ0NBAVJbvpRVRUFIyMjLI9xsjIKNf6Gf9GRUWhVKn/jX6MjoqCmbm5MsOnHLBf1QvfX0kRKWnp366kphRKuL169Qpr1qz5rm2Xt2/fDkEQMHToUKxZswb6+v8bcqqlpYVy5crB2NhY4fYLg4Skj0hI+ihTFh4Rg5YNa+LO41cAAN3iRWFbqwo27D+XYzuBt/+DmWkZmbLqFcvgZXjWXbqGdW+GoAfPcff/2yflY7+qJ/aremK/qif2q3pLS03Fy6BgWLSyw50/TwH48odai1Z2OO+9PdtjQi/fhO2AbhCJRNLZGcZmlRHz5p1Msg0A7Ib1Rvz7KNw7Vvg2kyjMtLS0UKNGDVy/dg329vYAviyuf/3aNfTr1y/bY6ytrXH92jUMGjRIWnb16lVYW1sDAMqXLw8jIyNcv3YNFhYWAL7Msrl37x569+6dz1dEAPtV3fD9lRTxM49wU2gNt8aNG+d5rbav2draomHDhjhz5gxat24NW1tb6a1OnTpqn2zLyZpdf8N5RGd0bmGDWtXKw899BN5ExODPc/9K65xYPwNj+9pLf171xyk0tKqC2Y6dULVCafRr3xAjerXA+r2yHxR1ixdFrzYNsMX/4g+7HvqC/aqe2K/qif2qntiv6uX08k1oOrI/Gg3phTIWVdF/nSckxbVxxW8/AMBh2zJ0XzhLWv/iuj+gbaCPPqvmonT1yqjVsSXau4zDhbWyCTqRSITGw35F4LaDSE9L+6HXRMDgwYNx6NAhHDlyBE+fPoWnhweSk5PRrXt3AIDrnDlYvep/U4AHDByIK1euYPu2bXj27BnWrVuHB/fvSxM5IpEIAwcOxMaNG3H+/Hk8efIErq6uKFWqFFra22cXAuUD9qt64/srfQvXcMsjDw8PODk54cmTJ6hevTo0NWWbadWqldxthYaGIjw8HPXr1wcA7Ny5E/v27UO1atXg5uYmM/LtZ7B063EUL1YEPq5DUUJXG5dvP0GX8ctl5qtXqVAaRiV0pT8HPXiO3tPXwmNiL8wZ1RXPX0dg+u+7sfv4VZm2+7RrCBGAvSeu/ajLof/HflVP7Ff1xH5VT+xX9RK07y/oljJAlwVToVemFMJuh2BN+6GIf/9lwXSDiuUhZPrw/iEsHKvbDUXvFb/ht7snEPP6Lc6u8sPJxbJTlCxaN4WhqQl3J1WRdu3b48OHD1jn44PIyEiYm5vDx8dHujh++Nu3MjvL2tjYYKGXF9Z6e2PNmjWoWLEiVqxciWrVq0vrOAwbhuTkZLgvWID4+HjUqVMHPj4+MutHU/5iv6o3vr/St6R8/nn/gCUSvt71QA5nz57FrFmzkJCQkLVBOTdNyNClSxfMmDEDLVq0wKNHj9CrVy84Ojri2rVrqFKlCry8vPIaHiR1HPN8DBEREdHPyPE2p06qoxXJ3zcbhYh+HP3G41QdAuWDlFtbVB1CgdB363W56u11sM2X88fExMDd3R3nzp2DWCxG27ZtMWfOHBQvXvybxwqCgJEjR+LSpUtYu3YtWrdunadzKzzCrWvXrhg3blyOi13KKywsDFWrVgUAnDp1Cvb29pg2bRru37+PUaNGfVfbRERERERERESkGp9VPF10xowZiIiIgJ+fH1JTU+Hi4gI3NzcsW7bsm8du27ZNoU1CMyi0htuHDx/g4ODw3ck24MtCmh8/fll48cqVK2jSpAkAQF9fP9sRdEREREREREREVPClfE6X65YfQkNDcenSJXh4eKB27dqoX78+XF1dcezYMbx79y7XY0NCQrBlyxYsXLhQ4fMrlHBr27Ytrl1TzjzqunXrwsvLC2vXrsW9e/fwyy+/AACeP3+OMmXK5H4wEREREREREREVSKrcNOHWrVvQ09ODlZWVtMzOzg5isRh3797N8bjk5GRMnz4dbm5uKFWqlMLnV2hKaaVKlbBs2TIEBQXBzMwsy6YJQ4YMkbstNzc3zJ8/HydPnsTcuXOlu5NevHgRzZo1UyQ8IiIiIiIiIiJSMXmTaSkpKUhJSZEpk0gkkEgkCp87MjISBgYGMmWamprQ19dHREREjsd5eXmhTp06eV6z7WsKJdz2798PbW1tXL9+Hdevyy6AJxKJ8pRwK1euHHx9fbOUu7i4KBIaEREREREREREVAJ/lnC7q6+sLb29vmbIJEyZg4sSJWeouXboUGzduzLW9gIAA+YPM5MyZM7h69Sr8/f0VOj6zPCfcBEHAjh07YGhoiKJFi353AG/evMn1/nLlyn33OYiIiIiIiIiI6MdKl3OE2+hxozFs2DCZspxGtzk6OqJHjx65tlehQgUYGRkhOjpapvzz58+IjY3Ncaro1atX8fLlSzRo0ECmfOLEiahfvz527NjxrUuRUijh1q5dO/z111+oVKlSXg/Pwt7ePtddH0JCQr77HERERERERERE9GMJgnwJt7xMHzUwMMgyVTQ7derUQVxcHIKDg1GrVi0AXxJq6enpsLa2zvaYUaNGoXfv3jJlXbp0gbOzM1q2bClXfBnynHATi8UwNTVFTExMXg/N1uHDh2V+Tk1NRUhICPz8/DB16lSlnIOIiIiIiIiIiH4sIZ82RJBH1apV0axZM/z222+YP38+UlNT4e7ujk6dOkn3D3j37h2GDh2KJUuWwNraGqVKlcp29Fu5cuVQoUKFPJ1foTXcpk+fjiVLlmDevHkwMzNTpAkpCwuLLGVWVlYoXbo0Nm/ejLZt235X+0RERERERERE9OOlfVZdwg34st6bu7s7hg4dCrFYjLZt28LV1VV6f2pqKp49e4bk5GSln1uhhNvs2bORnJyMbt26QUtLK8tabl9vpKCIypUr4969e9/dDhERERERERER/XjyTinNLyVKlMCyZctyvN/ExASPHj3KtY1v3Z8ThRJuytxBNCEhQeZnQRDw/v17eHt7w9TUVGnnISIiIiIiIiKiH0feTRPUkUIJt2/tBpEX9evXz7JpgiAIKFu2LJYvX6608xARERERERER0Y+T/jld1SGojEIJt8w+ffqE1NRUmTIdHR25j9++fbvMz2KxGCVLloSpqSk0Nb87PCIiIiIiIiIiUoF0FU8pVSWFMlpJSUlYunQpjh8/nu1upSEhIXK3ZWtrq0gIRERERERERERUgKlyl1JVUyjh9vvvv+PatWuYN28eZs2aBTc3N7x79w579+7F9OnTv3n8mTNn5D5Xq1atFAmRiIiIiIiIiIhUKI1TSvPm3LlzWLx4MRo2bAhnZ2fUr18fpqamKFeuHI4ePYquXbvmevz48ePlOo9IJMrTaDkiIiIiIiIiIioYVL1LqSoplHCLjY1FhQoVAHxZry02NhYAUK9ePcyfP/+bxz98+FCR0xIRERERERERUSEh/LwD3CBW5CATExOEhYUBAKpUqYLjx48D+DLyTVdXV3nRERERERERERFRoZSeLsh1U0cKJdx69eolHaU2atQo7Ny5E1ZWVvDy8sLw4cPlaiMwMBAdO3ZEQkJClvvi4+PRqVMn3LhxQ5HwiIiIiIiIiIhIxdI/p8t1U0cKTSl1cHCQ/t/Ozg7Hjx/H/fv3UbFiRVhYWMjVxrZt29CnTx/o6OhkuU9XVxd9+/bF1q1b0aBBA0VCJCIiIiIiIiIiFUr/iddwU2iE29fKly+Ptm3byp1sA4BHjx6hWbNmOd7fpEkT3L9/XxnhERERERERERHRDyakC3Ld1JFCCTcPDw9s3749S/kff/wBT09PudqIjIyEpmbOA+w0NTURHR2tSHhERERERERERKRiaZ/T5bqpI4USbidPnkTdunWzlNepUwcnT56Uqw1jY2M8efIkx/sfPXqEUqVKKRIeERERERERERGpmCAIct3UkUIJt5iYmGx3I9XR0cGHDx/kaqNFixZYtWoVPn36lOW+jx8/Ys2aNWjZsqUi4RERERERERERkYr9zFNKFdo0wdTUFJcuXYKpqalM+cWLF1GhQgW52hg7dixOnTqFdu3aYeDAgahcuTIA4OnTp9i1axfS0tIwZswYRcIjIiIiIiIiIiIVS/v8WdUhqIzCu5S6u7sjOjoajRo1AgAEBgbCz88PLi4ucrVhZGSEPXv2YN68eVi+fLl0CKFIJELTpk3h5uYGIyMjRcIjIiIiIiIiIiIVE9LTVB2CyiiUcPv111+RkpKC9evXw8fHB8CXnUrnzZuH7t27y91O+fLlsXHjRsTGxuLFixcAvoye09fXVyQsIiIiIiIiIiIqIJhwU8CAAQMwYMAAREdHo0iRIihevHiWOkFBQbCysoJEIsm1LX19fVhbWysaChERERERERERFTDpqSmqDkFlFNo0ITMDA4Nsk20AMHLkSLx79+57T0FERERERERERIWMkJ4m1y2/xMTEYPr06ahbty7q168PFxcXJCYmfvO4W7duYciQIbCxsUHdunUxcOBAfPz4MU/n/u6EW27UdWtXIiIiIiIiIiLKnaoTbjNmzMB///0HPz8/rF+/Hjdv3oSbm1uux9y6dQsjRoxA06ZNsX//fhw4cAADBw6EWJy3FJrCU0qJiIiIiIiIiIhyoso13EJDQ3Hp0iUcOHAAVlZWAABXV1eMGjUKs2bNgrGxcbbHeXl5YfDgwRg1apS0rEqVKnk+f76OcCMiIiIiIiIiop9T2ucUuW754datW9DT05Mm2wDAzs4OYrEYd+/ezfaYqKgo3LlzB4aGhujXrx/s7OwwaNAg3Lx5M8/nZ8KNiIiIiIiIiIiUTt4ppSkpKUhISJC5paR8XyIuMjISBgYGMmWamprQ19dHREREtse8evUKAODt7Y3evXtj06ZNqFmzJhwcHPD8+fM8nT9fp5SKRKL8bJ6IiIiIiIiIiAooeaeU+vr6wtvbW6ZswoQJmDhxYpa6S5cuxcaNG3NtLyAgQP4gM0lPTwcA9O3bF7169QIA1KxZE4GBgTh48CCmT58ud1t5TrgJgoDw8HAYGhqiSJEi36xLREREREREREQ/n/RU+UapjR49DcOGDZMpk0gk2dZ1dHREjx49cm2vQoUKMDIyQnR0tEz558+fERsbi1KlSmV7XEZ51apVZcqrVq2KN2/e5HrOrymUcGvbti3++usvVKpUKde6t27dymvzRERERERERESkBuQd4SaRSHJMsH3NwMAgy1TR7NSpUwdxcXEIDg5GrVq1AABXr15Feno6rK2tsz3GxMQEpUuXxrNnz2TKnz9/jubNm8sVX4Y8r+EmFothamqKmJiYvB5KREREREREREQ/CXnXcMsPVatWRbNmzfDbb7/h7t27CAoKgru7Ozp16iTdofTdu3do3769dBMFkUiE4cOHY8eOHThx4gRevHiBlStX4unTp/j111/zdH6F1nCbPn06lixZgnnz5sHMzEyRJoiIiIiIiIiISI2lf05V6fmXLl0Kd3d3DB06FGKxGG3btoWrq6v0/tTUVDx79gzJycnSMgcHB6SkpMDLywuxsbGwsLDAli1bULFixTydWyQosNBagwYNkJycjLS0NGhpaaFo0aIy91+/fj2vTSqVpI6jSs9PREREVFg43j6r6hAoH6xIfqjqEIhITvqNx6k6BMoHKbe2qDqEAkG3+Qy56sVfXJrPkfx4Co1wc3FxUXYcRERERERERESkRtLzabpoYaBQwu1bu0EQEREREREREdHPTUhjwi3PXr58iYMHD+LVq1eYM2cODA0NceHCBZQrVw7Vq1dXZoxERERERERERFTIpH9OUXUIKpPnXUqBL2u0denSBXfv3sWpU6eQlJQEAHj06BHWrFmj1ACJiIiIiIiIiKjwUeUupaqmUMJt2bJlmDJlCvz8/KClpSUtb9SoEW7fvq2s2IiIiIiIiIiIqJD6mRNuCk0pffz4MZYuzbqDhIGBAT58+PDdQX0v7gZCREREREREhQG/v5I6+5kf3wqNcNPV1UVERESW8pCQEBgbG393UERERERERERERIWVQgm3Tp06YenSpYiIiIBIJEJ6ejqCgoKwePFidO/eXckhEhERERERERERFR4iQRCEvB6UkpKCBQsWwN/fH2lpadDU1ERaWho6d+6MRYsWQUNDIz9iJSIiIiIiIiIiKvAUSrhlCA8Px+PHj5GYmIiaNWuiUqVKSgyNiIiIiIiIiIio8FFoSqm3tzeSk5NRtmxZtGjRAh07dkSlSpXw8eNHeHt7KztGIiIiIiIiIiKiQkOhhNvatWuRlJSUpTw5ORlr16797qCIiIiIiIiIiIgKK4USboIgQCQSZSl/+PAh9PX1vzsoIiIiIiIiIiKiwkozL5UbNGgAkUgEkUiEdu3aySTd0tLSkJSUhH79+ik9SCIiIiIiIiIiosIiT5sm+Pv7QxAEuLi4wMXFBbq6utL7tLS0UL58edSpUydfAiUiIiIiIiIiIioMFNql9Pr166hbty40NfM0QI6IiIiIiIiIiEjtKbSGW/HixREaGir9+fTp0xg3bhyWL1+OlJQUpQVHRFSQLV68GGPGjIECf7cgIiKiXPC9VT2xX4noZ6JQws3NzQ3Pnz8HALx69QpTp05FsWLFcOLECfz+++/KjO+nk/lNKD09XYWRkDJ9/eGCHzYKv5SUFBgaGuL9+/dwcXFhn6oJ9iNR4TJjxgwcPHhQ1WGQEmW8DmesFf3q1Su+NquJ9PR0ab9+/vxZxdEQEeU/hRJuz58/R40aNQAAx48fh62tLZYtWwYvLy+cOnVKqQH+TDLv/rp161acOXOGIwbVQOYPF2/evEFCQkK2u/xS4SKRSDBo0CD07t0bz549g5OTk6pDou/09XM1LCwMERER0vv5ha9wY/+pn+joaGhpacHLywsBAQGqDoeUIOOzcMYfnbds2QIPDw8VR0XKcPnyZbx//x4AsGzZMixdulTFERER5T+FFmETBEH6RhgYGIhffvkFAFC2bFl8+PBBacH9TNLT0yEWf8l/xsXFYdeuXRCLxZBIJLCzs4OWlpaKIyRFZfTrihUrcO7cOcTGxmLIkCGwt7dH5cqVVRwdKSLj+Vq0aFGYmJjA0tIS+/fvR7FixTB37lwmVAshQRCkz9VVq1YhMDAQL1++hJWVFWrXro1x48axXwuxzO+xgOyX+szlVLgYGBhg0qRJ0NHRgZubGwCgY8eOKo6KFLV8+XKUKFECDg4O0udlcnIyqlevDpFIJPOHaSpckpKSMH/+fBQrVgyWlpY4efIk9uzZo+qwSAn4PkqUO4USbrVq1cK6devQuHFj3LhxA/PmzQMAhIWFwcjISJnx/TQyXqgWLVqEZ8+eoWzZsnj06BHmzJkDT09PJt0KuePHj+PIkSOYNWsWbt26hUOHDuHZs2cYPHgwzM3NVR0e5VHG89XLyws3btyAmZkZTE1NcerUKXz69AkLFy7kl4JCJqO/vL29sWvXLixfvhylS5fG+vXrsXr1arRp0wbVq1dXcZSkqIzn7Pbt2/HgwQPo6OigW7dusLKy4peFQurz58/Q1NRE2bJl0bp1a0RHR2P27NkoUqQIWrVqperwKI+SkpJw//59JCUlQVtbG7169YKWlhYiIiJQvHhxAOD7aiGmra2NgIAA2Nra4sWLF1i9ejXfU9VA5vfPM2fO4Pnz5yhevDjMzMxQt25dFUdHVDAo9AnTxcUFDx48gLu7O8aMGQNTU1MAwMmTJ1GnTh2lBvgz8ff3x4EDBzB58mQsW7YMx44dQ82aNeHk5ITLly9zemkh8vX6eyKRCAMGDECHDh3g4uKCkSNH4sGDB9i2bRsePXqkoigpr9LS0qT//+eff/Dnn3/C1dUVixYtwsGDB+Hg4IDg4GDMmTNHhVGSoqKjoxEUFAQvLy80adIE4eHhOHfuHNzd3VG9enW+BhdCmV+LV65cCR8fHyQnJyM4OBiOjo64cuUKxGIx10wthDQ1v/zNeMWKFVi9ejXi4uKgpaWFGTNmcHppISMIArS1tbF8+XKUK1cOhw8fxoEDBwAAnz59ynWtL04VL9gyv7ZGRUVBS0sLBgYGWLNmDcLCwqT3sR8Lp4xk25IlS+Du7o6rV6/i0qVLGDt2LI4dO6bi6IgKBoVGuFlYWODo0aNZymfNmsW/En+HiIgI1KhRA2ZmZtDQ0IBIJMKGDRvg6OiIBQsWwM3NDXZ2dpBIJKoOlXKReWra/v378eLFC7x69Qo2NjbSOt27dwfwZbTFjh070L9/f1haWqogWpLHnDlzMGDAAFhaWiItLQ0aGhqIiopCkSJFUK1aNQBf1nTr378/4uLi8Mcff6BYsWJwdXXlX+QLsK+nJ4nFYoSFhaFcuXI4f/48pk6dilmzZqF3795ISUnB/v37YW1tDSsrKxVGTXmR8Vr85s0biEQi+Pr6onbt2ggLC8P69esxYsQIbNq0CXZ2dhzpVggdOXIE27dvx6ZNm2BhYYHQ0FDs3bsXrq6uEIvFaN++vapDJDlkTO/W19eHm5sbFixYAH9/f0gkEmhqasLQ0BD//fcfRCIRxGIxxGIx3r59i7p163L2RwGW+TX133//Rc2aNXHt2jUkJCSgX79+mDx5MlatWgUTExPpe3Fqair7tJAJCAjA0aNHsWbNGtjY2GDfvn04d+4cN8Ug+n9K/WRZpEgRvkgqIOOvOsnJyXj9+jU0NTUhEonw6dMnAMDQoUPx5s0beHh44MqVK0hNTVVluJSLzIuur1ixAgsXLsSdO3dw4cIF7N27F3fv3pXW7d69O4YOHYp//vkH//zzj6pCpm94/fo1nj9/jnHjxuHRo0fQ0NAAAJQvXx7a2tq4f/++tK6uri769OkDHR0d+Pv7Y+3ataoKm74h83M1ISEBgiBAIpGgYsWK2LlzJ2bNmoVZs2ahf//+AL48Dv755x/pgs9UeJw6dQr29vY4ceIEdHV1AQAmJiaYNGkSevXqhVGjRiEwMBBisZijLAqZFy9ewMbGBvXq1UPx4sVhbW2NkSNHomnTpnBycsKFCxdUHSJ9Q8ZzLuP5p6+vj99++w3lypXDvn37cOzYMSxfvhwzZszA4MGD0adPHwwaNAgbN26UjnKkgidzsm358uXw8PDAqVOnEB8fDx0dHWzevBkfP37E1KlT8eLFC6SkpGD69OlYv369iiOnb8l4zmaMXnz69Cns7OxgY2ODU6dOYdGiRZg7dy66deuGxMREhIaGqjJcIpVTKOFmYWGBGjVq5Hij3GU33RAA+vbti8+fP+O3334D8CWBCQDFihWDg4MDqlWrhtmzZzPpVoBlfLh4/PgxkpKSsG3bNuzYsQNLly5FmTJl4OPjI5N069atGxYsWIARI0aoKmT6hvLly8PNzQ1WVlYYMWKEdApwhQoVIJFIsGvXLpkPE6mpqbCxsYGHhwfGjRunqrApF5m/CKxfvx5eXl54+vQptLW10bp1a+zfvx/NmzdH3759AQDx8fHw8vJCYmKidJMgKjzKly+Pzp0749WrV4iJiQHw5QtD6dKlMXHiRPTs2RPDhg3DvXv3OCK1kDEyMsLz58/x9u1baVmlSpXQtm1bfPz4EaNHj8bly5dVGCHlJvMfPj59+iRdtqFEiRKYO3cuKlasiMqVK8PBwQHbtm3DqVOncODAAfz555/w9fWVbqRABU/Ge+zq1atx4MABzJgxA61bt5b+0cPY2Bh+fn5ISkpC//790bt3b9y/fx9jxoxRZdj0DZlnBiQmJgL4MsPDwMAAp0+fxuzZszFz5kz07dsXgiDgwoULOH78OBISElQZNpFKiQQF3qlOnz4t8/Pnz58REhICf39/TJw4Eb1791ZagOom8xe9w4cPIyQkBGKxGDVq1EDXrl2xf/9+bNmyBTVr1sT06dMRHx+PpUuXolKlSpgzZw4mTZqEU6dOYdOmTWjatKmKr4ay8/fff2PBggUoWbIkNm7cCGNjY2n5rl27UKRIEYwfPz7LtLSMqYpUcGT+YPHw4UOsWbMGd+7cwcaNG1GjRg08ePAAI0eORK1atWBnZwdzc3P4+vpCV1cXq1atgkgkYr8WYEuXLsXhw4cxZcoUNGvWTPpcXbt2LXx8fGBvb4/09HTExsYiNjYWhw4dgpaWFqceFmA59c3Dhw+xcuVK3Lp1C1u3bkWNGjWkz++3b9/iyJEjcHR05IiZAiqnfg0KCsKCBQvQpk0b9O7dW/ocvnnzJnbv3o1GjRqhR48e7NcCKHOfbtmyBbdv30ZYWBh69eqFxo0bo0qVKvjw4QMWLFiA8PBw9OrVK0tf8v21YHv27BkmTpyI2bNno1mzZoiOjsbbt29x5coVVKhQAe3atQMAbNy4EUWLFkX//v2hqakp3RCFCpazZ8+iTJkyqFmzJpYsWYKIiAj8/vvv+PPPPzF//nykpqbCxcVFOjMgISEBkydPhpmZGWbPnq3i6IlUR6GEW06OHj2KgIAArFu3TllNqq0lS5bgr7/+QrNmzaCtrY0dO3bAyckJffv2xZkzZ+Dt7Y2IiAjo6urCwMAAO3fuRLFixQAAM2fOxLhx41C5cmUVXwUB//vQmPHl7fz589i/fz8uX74MPz8/mY1ETp8+jT179iA+Ph4LFy5E1apVVRg55SajP79Ouq1atQr37t3Dhg0bULNmTTx8+BBr167F48ePAXwZcbF161YmZgq4mzdvYubMmfj9999Rv359ALIJ1oCAANy5cweJiYmoVq0aBg0axC8CBVzm51twcLC0vFatWgC+PH+9vb1x+/ZtadL863X82L8FT+Y+OnjwIN6/fw9NTU2MHDkSAODj44OjR4+iefPmaNOmDUqXLg1PT08YGBhId4xmvxZcy5Ytw/79+zFmzBhEREQgMDAQpqamGDNmDMzNzfHhwwd4eHggODgYM2fOROvWrVUdMsnp3bt3GDNmDPr164eqVavi4MGDCA4OhkgkwtOnTzF37twsgzSYRC2YUlJSpLM8mjVrhrNnz2L37t0wNzcHACxevBh+fn5YsWIFKleuDLFYjMWLFyM6Ohr79++HpqZmlvdbop+FUhNur169QteuXXHr1i1lNamWLl26hLlz52Lp0qWoW7cuTp48ialTp8LNzQ39+vWT1rt27RqKFSsGS0tLaGho4OPHjyhatKgKI6fcXLhwAS1atAAAXL9+Hb6+vnj//j3c3d1lNkz466+/cPfuXTg5OTEZU0Bl/uIeFRWF+Ph4VKpUCcCX1zlPT08EBwfD19cXlpaWSEhIwOfPnxEXFwcTExOIxWJ+wSvg/v77b6xcuRJ79+6Ftra2TNI8pw/8/CJQcGX+IL9y5UqcOHECKSkp0NTURLdu3TB+/HgAX5JuPj4+uH37Nry9vWFtba3KsOkbMvfrihUrsGPHDlhbW+POnTuoWbMmli1bhjJlymDLli04f/48rl+/jkqVKkEikeDgwYPQ0tLil7wC7Pjx41ixYgWWL1+OWrVq4erVq3B0dETVqlVhamqKKVOmoFq1aoiKisLOnTsxfvx4vgYXUNn9gfHDhw+YO3cu3rx5g/v372PQoEFo2rQp6tWrhylTpqB+/fqcQlrI2NnZISEhAYsWLULHjh1lPuu6urri0qVLiIuLQ7Vq1VC0aFFs2bIFWlpa/PxEPzWlJdw+fvyIZcuW4eLFizh58qQymlQbX78JHTx4EAEBAdi8eTNOnTqF2bNnS0e3xcfH49GjR9IRFxn4QlWwPXnyBF26dEHPnj2xcOFCAEBgYCB27tyJ169fY968eahdu3aW4zgCquDJ/OVs9erVuHz5Mp48eYJGjRqhQYMGcHBwwNOnT7FixQrp9FILCwuZNtivBV9AQACcnZ1x/PhxlCtXTmak6uXLl1GmTBnpDrRUeKxduxY7d+7EqlWrUKVKFaxfvx47duzAiBEjMGPGDABfkm6enp4oXrw4F+guJCIiIuDq6orJkyejevXqiIyMxNChQ6Grq4s1a9agXLlyiIuLw9OnTwEAVlZW0NDQ4B8+CrhLly7h33//xeTJk3HmzBk4OztjxowZEIvFWLhwIZo2bYpRo0ZJR6kC/DxcEGX+zBMaGgoNDQ0ULVoUZcqUQWRkJF6/fg2RSCTzB46+ffuiffv2GDZsmKrCpjxIT09HYmKidGOwiIgIrFmzJsvyOA8fPkRcXBxKlCiBatWq8Q/QRFAw4dagQQOZvxYKgoDExEQULVoUv//+O1q1aqXUINWFv78/atSogbCwMBw5cgT29vaYP3++zE54586dw7lz5zBx4kSUKlVKxRGTvD59+oQTJ05g/vz56NSpE9zd3QEAV65cwe7du/HmzRs4OztnSaRSweXj44MdO3bA09MTNWrUwKxZs/DmzRts2LABVatWxePHj7F69WqcPn0ap06dQsWKFVUdMmUj8xeBzMnU58+fY9q0aahVqxZGjx6N8uXLA/jyXB4xYgSaNWuGUaNGqSxuyrsnT55g0aJFGDZsGJo2bYrz589j5syZaNmyJY4dO4bhw4dj2rRpAL7sblmhQgUmxgsBPz8/+Pv7o1SpUliyZAkMDQ0BAJGRkRgwYABKlCiBpUuXZnkNZmKmYMlupGFKSgri4+OhqamJ0aNHw97eHqNGjcLnz5/RtWtXfPz4EZ07d8a0adM4UrGAytwva9asQUBAANLS0pCQkICFCxfKbDSUlJSEiIgIuLu7IzIyEgcOHGAipgDL7o/HGckzR0dHhIaGYu3atTIJ8ZiYGJQoUSLXNoh+Ngq9yjk7O8u86YlEIhgYGKB27drQ19dXWnCFXUpKCiQSCQBg8+bN8PPzw5YtW1CiRAk8ePAAZ8+exYwZM6TJtuTkZOzatQtlypSBkZGRKkOnPCpSpAjat28PsVgMV1dXAIC7uzvs7OwgEong4+ODgwcPMuFWCAiCgKioKFy6dAkLFiyAvb09rl69inv37mHOnDmoWrUq0tPTYWZmhgkTJqBy5crSZA0VLIIgSD/o7du3Dy9fvkSxYsUwZMgQVKpUCV27dkVAQAAWLlyIPn36ICUlRbrGoqOjo4qjp7wqW7Ysmjdvjjp16uDGjRtwc3PDtGnT0KdPH6SlpWHDhg2Ii4vDvHnzYGpqCoBfBgqir/ukXr162LFjB969e4f4+HgYGhoiPT0dRkZG2LNnDwYOHAhHR0fs2LEDZcuWlR7HZFvBkblPIyIikJCQgEqVKkFLSwuGhoYIDQ1FeHg4atSoAQB4+/YtatSogWbNmqFr164AwGRbAZS5X9esWYM9e/Zg4cKFsLCwwPz586XL5fTo0QOCIMDf3x9nz55FSkqKdF0vJsYLpsx9e+/ePaSmpkJPT0868t/Hxwfjx4/HxIkTsXz5clSrVg2urq4wNDSEm5ubNBHL91ciBRNuPXv2VHYcamXy5MlwdnZGmTJlAABPnz7F27dv4ebmBjMzMwCAo6MjFixYgNjYWFy4cAHFihXD+vXrERUVhXXr1mVZrJ0Kni1btuDDhw+YPn06gC9Jt7Zt20IQBLi4uKBIkSJwdXVF48aNoaOjA0tLSxVHTPIQiUSQSCRISUlBvXr1cObMGcyYMQOzZ89G79698enTJxw7dgw2NjawsLCQTiflh8aC5eupwVu2bEGTJk1w4cIFXLx4EXPnzoWDgwNKliyJ48ePY9y4cTA3N4eRkRG/CBQC2SXKdHR00LdvXxQtWhQnT55EkyZN0KNHD2hoaKBcuXKws7PD8+fPZY7ll4GCJ6NPQkJCUK5cOVhbW8PHxwfDhw/HokWLsHjxYujr60MQBBgYGGD79u1YuHAhSpcureLIKTuZ//CxatUq/PPPPwgNDYWtrS2sra0xYsQISCQSGBsb4+zZs0hPT8fOnTshFovRrVs3iEQiJsYLmKtXr6JRo0bSPnnw4AGuX7+OxYsXo2nTpjhz5gxu3ryJunXrwtXVFSKRCN27d0eHDh1gbGyMli1bcsp3AZb5ObtixQocPXoUWlpaeP36NaZNm4Zu3brB0NAQPj4+mDBhgvSPmJ8/f8aRI0cAMEFOlJncr3IPHz6Uu9Gv1zP6mUycOBFPnz6FgYEBgC8bHwwdOhT6+vpo3LixtN6AAQOQlJSEv//+G5s3b0bNmjWhr68vHV7NL3oF26dPn5CUlIQdO3ZAW1sbY8eOBfAl6dauXTsEBgbijz/+QGxsLH7//XfpGgf80Fjw5JTYTkhIgIeHB/755x/MnDlTOhI1LCwMR48eRcmSJVGlShVpfT5fC5aMPg0LC8PDhw+xfft2WFtbIz4+HgMGDMDcuXPh5uaGbt26oVu3bnjx4gX09PRQokQJ7mpYwGV+HT137hxev34NTU1N2NraokqVKvj06RMePnwIY2NjFC1aFB8/fsSzZ8/Qq1cvdOrUKUsbVPBcvnwZw4cPx9y5c9G5c2dYWFhgw4YNGDFiBJydneHl5QV9fX2kp6ejVKlSWLFiBQD+4aMgyngtXrduHfbs2QMvLy/UqlULM2bMwMGDB9G6dWuYmZmhbdu2CAgIwLlz52BiYgI/Pz/pH5/5XC04NmzYgMOHD2PkyJHo0aMHAKB48eJo06YNmjRpgqtXr2Lu3LmYNGkSBg0aBEdHR3h4eCAxMREDBw6U7jKbnp7O99gCKuM5mzE7Z9myZWjYsCE8PDywfPlyxMTEwMHBAQYGBti4cSMOHToEkUiELl26cDd3omzI/Wzo3r279I0vNyKRCCEhId8dWGEUHh6Ox48fw8nJCRKJBKdPn0br1q0xZswYrF+/Hnfv3oWtrS10dHQAACNGjEDPnj0RExMDXV1dGBkZ8YteAfV1UqZIkSLo168fihcvjrVr1yI9PV26C16RIkVgamqK5s2b48OHDxxNUYBlnvb95s0babJFT08PkyZNwm+//YZmzZphwIABSE9Px8ePH7FkyRIAQPPmzVUZOsnBz88PBw4cgJGRkXSqma6uLrZv344hQ4bAw8MDs2bNQp06daRTDPF/7d1nWBVH28DxP10QFVHBrrEEKxo11sRubLH3EiuWaOyK2BsqUhWwUAREUYog9m40FqKiJnZjjSWKBVAEpO77wffsc7Ak5nkSOST370viObvnmr2G2Z25d+YeZCCg6zT3UWdnZ/bu3UuJEiUoWLAgCxcuJDg4mHr16tG1a1fmzp1LSkoKcXFxZGVl0bZtWwAZwOuYd730aNKkCf369WPlypUYGBjQvn17qlevjr+/PyNGjGDWrFk4OjrmyBUE8uJDFymKQkJCAseOHWPevHk0b96cmJgYfv75Z2bOnKmu/LCzs6NLly4kJydTtmxZSbauozp16sSFCxeIiopCURS6d+9OuXLl6Ny5M3p6ekRFRdGqVSv1JaW1tTVWVlbs3LmT/v37q21d7sG6R3u8cufOHX7++Wfmz59PgwYNOHDgANu2baNjx474+voCryePFC9ePMfKt6ysLGmzQrzhg1vEwYMH/85y/CNoAi179uxh165dnD17ljp16jBx4kRSU1Px9/enfPnytG/fHhMTEwAsLS3V2XAgAz1dpP0AevbsmZqzsGjRonTu3Jns7GzWrFmDnp4eY8aM4eXLl1y7do22bdvSo0ePt35D5L4NGzbQunVrddn3ihUr2L9/P9nZ2bRo0YK+ffvSsWNHbt68yapVqxg3bhz6+vrEx8eTmJhIVFQUBgYGMptCx7Vq1Yq1a9dy79497t+/T7FixVAUhcKFC7N+/XqGDBnCzJkzWbFiRY6Z2dJWdd+2bdvYtm0bq1atwtbWVs0N9PDhQwDatm2Lvr4+P/zwA3Xr1sXe3l5mj+uguLg4rK2t1X9rPyvnzZuHgYEB7u7uKIpCx44d1aBb9+7dKV++vLrzrNBdmjQNaWlp1KtXT03TYG9vr6Zp2L59O7Vq1aJy5crqhmHSH9Y92dnZlChRgtmzZ7Nw4UI16NajRw8sLCx4+fIl169fp2XLluqS0aSkJJYsWUKtWrUkXY4O034RdfPmTSpWrEj79u354osvOHv2LIsWLWLcuHF88803mJiYEBQUREpKCuPGjcuRv12er0K87YOfZNpJwX18fChSpAg9e/bMcczmzZuJj4//1+7sZmlpSb9+/ViwYAFPnz7F3d1dDabNmDGDzMxM5s6dC5Aj6KZNBnq6Rbvz7+Pjw759+0hPT8fc3BwvLy+KFi1Kjx49MDQ0xMXFha1bt6Knp4eRkREuLi6AzKbQNYcPH2b9+vVcvnwZBwcHYmNjCQsLY/bs2Zw9e5bz589z48YN5syZw/jx46lVqxbR0dEUKFCA6tWrM2zYMJkyr4PeDGorikLZsmWJiIige/furFixgvnz51O+fHkALCwsCAgIwMnJicqVK+dSqcV/69dff6V9+/bY2tqyb98+Fi5cyMKFC+nUqRMvX74kLS2N7t2707VrV/XvQtqsbvn6668pU6YMq1evBl7nRS1dujQtWrTAyMgIgNmzZ6MoCk5OTujp6dG2bVuqVavG7t27ZWdoHfW+gEpKSgrz58/n1KlT2NvbqzOgfvvtN3bu3EnhwoVz3Iul36R79PX1yc7Oxtramrlz57Jw4UK2bNmCvr4+3bp1w9zcnAYNGuDn58fz5885d+4cmZmZ1KxZU3Lx6TDtelm8eDGhoaH8+OOPtGnThnz58rFnzx7q1atHnz59AChUqBC1atXi0qVLFCxYMDeLLkSe8F/d9cLCwnLkLtKoXLkyoaGh/3Oh8iLNUtuHDx/y5MkTKlWqxJEjR7hx44Z6zJw5c+jduzcLFiwgKiqK9PT03Cqu+EDaSUPXr1/PgAEDWLRoEc+ePWPEiBFcunQJCwsLBg4cyObNm/n666/p168fW7ZsUWdTyJs83dK8eXMGDhzI7du3cXZ25uzZs0ybNo0OHTowe/Zs+vXrx6tXr1iwYAG3b9+mWbNmuLi4sHDhQkaOHKnWqwzcdYd2Z/Hu3bv88ssvZGZmoigKJUqUIDw8nCtXrrBw4UJu374NoCZcd3Z2VmcrirwjPT2drKwsDhw4wPTp07G3t6d3794A7Nu3j5CQEFJSUtS/C0VRpM3qkLVr1wKowTaAs2fP4uDgwIkTJ8jIyFA/nzNnDp999hk+Pj5ER0eTnJzMJ598Iu1WB2VnZ6t9nqdPn6r5bs3NzZk4cSKnTp2iXr169OvXj6ysLFJSUnByckJRFJo3b567hRcf5M2gW6FChYiMjGTz5s0ATJs2jUGDBnH37l0+/fRTNm/erLZVCbbpJk293L59m5SUFAICAsifPz9mZmZkZWVx584d9PX1MTAwQFEUbt68yaRJk9i0adMHpZsS4t/uv+p9PnnyRJ3yrc3S0pInT578z4XKizQdjK+++orWrVtz6tQpNmzYgJ+fHyNHjqRixYrA67e1L168YNeuXerbPaHbTp06xdGjR3F3d6d+/focOXKE+Ph4srOzGTNmDKtXr6ZatWo5dqwEmU2hizSBmW+++YasrCwOHjzIoUOHmD59unpMhw4dAIiIiMDJyYmpU6eqb901b+5lyrzu0A62rVixgl27dpGcnEz+/PmZOHEiDRo0oEyZMmzevJnevXuzePFiHBwc1K3tNaROddP7ZkSUL18ePz8/tmzZwpQpU9TnaVJSErt376Zq1aqYmZmpx8uLD91iZmZGcnIyL1++xM/Pj6ysLLy9vRk/fjz29vY4OTnRpEkTNcdm6dKluX37NjExMQwaNEj9HWm3ukN7Nr+npydHjhwhJSUFGxsbBg8ezFdffcXNmzdZsWIFo0ePxtDQkOfPn0uahjzofTPdDA0N6dq1K1OnTiUlJUW9B0t/WPft3LmT5cuXU6BAASZPnqw+ew0MDGjVqhXz5s3jxYsX/PbbbyiKgq2tLfD+Ga1CiP/4r141lChRgrNnz771+ZkzZ/7V27JnZWVRtGhRrKys+Prrr+nRowe//vorvr6+3Lx5Uz3O2dmZdevWAchbgTzAyMiIzp07U79+fY4dO8b06dOZMmUK4eHhGBgYMHv2bH7++ee3zpPOhe7RdBIBhgwZQrt27TAzMyMqKorHjx+rx3Xo0IHevXvz6NEjIiMj1c+lU6FbtIMx3t7eREREMG3aNA4fPoyVlRXLly9n9+7dxMfHU6ZMGcLDwzl27Bjh4eG5XHLxIbTr99ChQxw6dIiTJ08C0KNHD6pUqaLm1Lx37x43btxg0qRJPHv2jPHjxwPyjNVFiqJQvXp1KleuTI8ePQgODqZv377A60BN/fr1cXBw4NixYyQkJACvlyOuWbOG1atXy4wKHaQ9sy08PJwNGzbQr18/OnToQHZ2NoMHD+b06dN8++23BAYGUqBAAaysrGjWrBlbtmzByMiIzMxMCbblIW8G3QoXLkxkZCQhISEAarBNZhfnDVlZWVhbW/Prr7+Snp6Ovr6+OtO4T58+LF68mKJFi9KkSROio6NlFY8Qf4Ke8l/0Wvz8/PD398fe3p6GDRsCEBMTg4uLC8OGDWPUqFF/eUHzEu1BQkREBFFRUZQvX54hQ4ZgY2PzzuOEbnvy5AmFCxdm9OjRVKlSRX17N2rUKM6dO0fTpk1ZtWpVbhdTfCDtthcSEsK2bduoUKECkydPzjF7NyYmhgYNGkg71TExMTE0atRI/ffVq1eZP38+3377Lc2aNeP48eOMHz+eypUrc/v2bcaPH0/79u2xtLTk8ePHFClSRAZ2eYirqysbN26kWLFiPH36lKFDh/Ldd98BMGLECB49esTt27epXr06RkZGBAYGYmRkJLNldNzo0aM5evQotra2eHp65rj3Tpo0iTNnzlCyZEnS09NJTU1lx44dGBgYSN9Jh507d46IiAg+//xzunXrBsDjx4/x9vZmz549BAcHU6VKlbdmxUhbzbs07TEuLo4pU6ZQuXJl5s6dK4GYPOjQoUMsX74cU1NTPD09sba2zjE7UfveK7MWhfhw/1VLsbOzIzExkQULFqjRbxMTE+zs7P71wTb4z1sffX19evXqhb6+Pr6+vpQpUyZHwE06jLpP0yksVqwY8fHx3Lt3T93+2sDAACsrK7Zu3conn3ySyyUVf4Z2Gx0wYABZWVns2rULd3d3pkyZQtGiRQHUoI4MBnRHREQEzs7OODg4qLsAFyhQgL59+9KkSRM1Ibe9vT19+vShf//+BAcHk5KSQu/evdVZ2NJZ1F2a+66iKMTFxXHu3DlCQkIwMTHh5MmTODo6kpqayrRp0/Dz8+PatWs8evSI4sWLU7lyZfT19aV+dVhmZiYpKSkYGxszefJkTpw4wYwZM5gzZw7lypUDXudNDQkJ4fHjx2RkZDB58mRZcqjjYmJi1GVnTZo0UT+3srJixIgRXL9+nRMnTlClShU1D6qkadB9f7RkUHumm6enJxYWFrIbaR6jqauWLVuSlZVFcHAw06dPZ9myZVhbW5ORkYGRkVGOcas8X4X4cP9Va9HT02PatGmMGTOGmzdvki9fPsqXL6/m2vgne/PN6vs6f9oD+h49emBpaUnTpk0/ZlHFX0C7s2BpaUmRIkVYvXo1z58/Z+fOnaSmpvLJJ5+gr68vA4E8RruNDho0CD09Pfbs2cO8efNYvHgxFhYW6rFSr7qjVq1adOnShbVr16IoCj179qRUqVKYmppiaGhIWFgYbdu2VXfRLlGiBA8ePODq1as5dtOSzqJu0n7GvnjxgoSEBCpWrEiFChUwMTGhdOnSGBkZMW/ePPT19ZkyZQo2NjZvzR6X+tVdhoaGFCxYEE9PTwCKFy9OREQEjo6OzJ49Ww26DRgwIMd5EkTVbY0aNeLrr79mw4YNbN++nQYNGqgvr8qUKYORkZG6aY2mHiUgo3veHOd8SB1pXnJYWloCktdLF0VHR9OsWTMKFy781nfaAdI2bdqQnZ1NSEgIM2bMwNHRkZIlS+ZCiYX45/ifei758+dXkyb+W2geQtu2baNz586/u7xBe0DfokULAPUtgchbNPXo5OTE7NmziYqKwtLSksDAQLWeJSiT92i30W+++Ybk5GQePnwo25zrsE8//ZT+/fujKAr+/v4oikKvXr2wtLQkPT2dhIQErK2tc3T2V65cSbVq1eStex6gvTP00aNH1Vn0z58/x8rKCmNjYzp37gzAwoULSU1NZfbs2e/8DaHbNC+pOnbsiJ6eHuHh4SxevJhZs2ZRrly5t/pWEmzTXZq6HD9+PPr6+uzdu5fAwEBGjRpFwYIFSUtLIzU1NceLLKF7tDe+CA0N5cqVK5QoUYLmzZu/cymw9nma9nn69Glq1ar1r5iEkVf07t0bc3Nz9dn5Ltr9o7Zt26Kvr4+npycBAQFvPWOFEH/Of5XD7d8uISGB9u3b061btxy7G76L9sMpLS0NExOTj1FE8TdLSEhQp83LW3fd865O4e8FWrQHdprjJE+Qbrt58yYbN27k+PHj2NnZqTPa7O3tOX36NF988QXXr18nKSmJbdu2Se4nHfdm7tOVK1fSv39/kpKSCAoKok+fPtjb26uDuPT0dMLDw9mzZw/r16+XIGoepX1f3rVrF5s3byYpKQkvLy+KFy+ey6UTf4Z2G/bw8GDnzp2YmZlRq1YtEhMTuXnzJlu3bpWXzjrqzfoLCwujZs2aPHv2jIyMDGbOnEmjRo3e6ktp/3vTpk0sWLCAqKgoqlWrlivXIXI6efIk8+fPJzAwkOLFi/PkyZMc+TLfpF2fp06dom7dujKhQIj/kYw8PoBmV0ON/PnzM3bsWK5fv865c+fee572TSskJISxY8eSnp7+t5ZVfLg36/WPPof/7HhXuHBhCbbpKO3d0lJTU9U2pwmivYtmOYTmuKysLAnM6JB31VvFihXVvG3+/v7qzqPOzs40btyYpKQkypQpQ3R0tATb8gBN3Zw8eVJNvj1y5EimTJmCu7s7oaGhuLq6qu3Z2NiYvn37qsE2eXeYN2nXXYcOHfj666+pVavWv3rH+7xKexfwSZMm0b17dx4+fMi9e/do1KgRu3btUncjFbpHcw++desWycnJ+Pn54efnx/z586latSqzZs0iJiYmR5vVHueEhobi4eHB8uXLJdimQwwMDLh9+zZ3795l/vz5fPfdd787FtWu3/r160uwTYi/gMxw+xOioqKoV68eZcuW5dGjR4wbNw5bW1vmzJnz1rFvPoRcXV1ZtGgR7du3/9jFFu+gPfi+ffs22dnZ5M+fX32j/r58bNr1KsuDdZuPjw9HjhyhQIECfPnllwwcOBB4d91q1+vu3bspVqwY9erV++hlFm/TbqtnzpwhOTkZU1NTPv/8cwB++eUXwsLCOH78OEOHDqVPnz5AznxPEhjXfYqi8Ntvv9GqVSsApk+fztChQ9XvDxw4wKRJkxgwYACTJk3KMVtclgnrnj9bJ+86XoLkedObM6VOnz5NgwYNsLOzI3/+/NJeddiePXtYunQphQsXxtfXVw18X7lyhYCAAM6ePYujoyONGjXK0ZcKDQ3FxcWFJUuW0LZt29y8BPEOHh4eBAUFYWRkRGhoKJUqVfrd47Xb6J07dyhWrBj58+f/GEUV4h9JejIfKCYmhpkzZzJs2DA2b96Mnp4eCxYsYNOmTezbty/HsW8G21xcXFi8eLEE23SEdo4KDw8Pxo8fT69evRgzZgyOjo4A6m5ob56nqdfAwEAGDBggb2p1iPYsqMDAQAICAqhfvz4FCxZkxYoVLFu2DECd7aShXa9hYWFMmjRJZqLqCO226u7uzqxZs5g9ezZubm5MmTIFeJ3TrXfv3nzxxRcEBwezbt064D/5nrRzywjdpaenR6lSpQgNDcXU1JQff/yR3377Tf2+devWLF++nKCgIEJDQ986V+gWTZ34+vri5+f3Qce/+Tz9vdnmQne9OdOtXr16HD16FC8vLxISEqS96pA351wUKlQIGxsbfv31V549e6Z+XrVqVYYPH87nn3/OqFGjuHjxohpsCwkJwcPDQ4JtOkZ7DGNubk5aWhppaWnEx8f/7nnafeL169czefJkXrx48beWVYh/OhmFvMebb1YbNWpEgwYNuHTpEufPn+f777/niy++YOLEiaxfvx4bGxt1Zy3twbu88dE92gMBzexDeP0WZ+XKlSQkJODm5oaBgYH64HkziLpmzRpmzZolA3kdod1ef/75Z/Lly4eLiwtNmzbl5cuX1K9fnwULFgCvZ85odpXV19d/ayaqp6cnjRs3zrVrEf+h3VYjIyPx8vKiZs2aeHt74+Pjw4sXL/Dz88PGxobevXvz/Plzzp8/n6O9yuAu78jOzqZ27dr4+fkxZMgQvLy8mDhxItbW1gC0atWKDRs2ULt27dwtqPggaWlpnDhxggYNGvzhsdqB8X379tGsWTPJeasjfm+m4e9tGqZZBTB58mTS0tK4ePGiLP3WMZrn49atW8nOzqZbt27o6emRlpbGjBkzWLJkibo8tEqVKgwYMIAyZcpQtWpVAK5evcrixYtxdXWVcY6O0QREg4KCsLKyIioqiujoaOzs7PDy8qJZs2ZvnfPmWMfT05P58+dTokSJj1p2If5xFPG7rly5osTFxSmKoijnz59XJk6cqAQGBiq7d+9WmjZtqrRt21Zp2rSpEhwcrGRlZannbdmyRbGxsVH27t2bW0UXvyMlJUX59ttvFX9/f/WztLQ05fDhw0qjRo0UPz8/9fPs7Gz1/zdt2qTUqVNH2bNnz0ctr3g3BwcH5dWrV+q/Y2NjFRsbG6VevXrKjz/+qH6ekpKihIeHKzVq1FCcnZ3f+h2pV911584dZdiwYcrhw4cVRVGUI0eOKLVr11bmz5+vNG/eXBk1apR67N27d9X7sHa7FXmHpv5OnjypVK9eXZkxY4by6NGjt47LyMj42EUTf0C7D6SxZMkSZcSIEUpGRoaSmZn5zvO022poaKhiY2OjnDhx4m8rp/hw2nUaGhqqODg4KHPmzFGCg4N/9zztOj1y5Ijy4MEDJT4+/m8rp/jvpaenK6NGjVL69++vfnb06FFl1KhRSvfu3ZXLly+/8zxNe75169ZHKaf4MG+ORatWrapcunRJyc7OVlJTU5W5c+cqNWvWVPtU7zpP0yeWMawQfw1ZUvoeiqIQGxtL7969WbFiBT/88AM1a9akWLFiJCUl0a5dOyIiIqhbty5Pnjzh5MmT6lu+9PR00tPTWbNmDV999VUuX4l4F319fe7cucO9e/fUz4yNjWnUqBHNmzfn8uXLwNvLDWXGou64e/cuSUlJOd6ulyxZkokTJ5KZmUlsbKz6uampKZ06dWLevHmsXbuWkJAQ9bt169bJcggdVq5cOTp16kS1atU4e/Yss2fPxsHBgXnz5tG8eXMOHz5Mjx49AChTpoy6nElmtuVNmvqrX78+AQEB7Nixg4ULF761DEZmF+sezb1Ysxw4MzMTc3NzUlJSMDQ0fGdeVO22qknB4eXlRaNGjT5q2cW7aerUxcWF5cuXo6enx7Nnz3Bzc2PChAlq+oXfS9MwcuRI7t69S+HChT/+BYi3aNdVeno6RkZGLFmyhBs3bqgrPr744gu++eYbrKysmDdvHufPn3/rdzTt+ZNPPvk4BRcfRNNmv//+ezIzM3F0dKRatWro6emRL18+Zs6cSbdu3ZgwYQI//PDDW+dp5+OTMawQf5FcDvjplHfNiNi2bZsya9YspVGjRsratWuVAwcOKE2aNFEOHTqkKIqiJCcnK7GxsW+9uU1PT/8oZRZ/7OLFi8rdu3cVRVGUBQsWKPv371cURVHc3d2VwYMHKz///HOO4z08PJSBAwfmqEOZsajbwsPDleTkZEVRFCUuLk7x8vJSbG1tlcDAwBzHJScnK4cOHVJnxyQmJipffvmlsn379o9dZPEO75sBo+Hh4aHY29ursxrXrl2rjB07Vpk1a9Yfnity37tmQP3RsUePHlUGDBjwp84VH5d23Zw6dUqpWbOm0qJFC6Vp06bKN998o1SvXl1ZsWKFcvr0aeXmzZtKWlraW78hs4x1188//6x8+eWX6qzxrKws5cyZM0rjxo2VqVOn5jj2zRUBdevWlX6TjgoICFC8vLyUq1evKoqiKJGRkUq3bt1yzHw6ceKE0qdPH2XmzJm5VUzxX7h7965StWpVxcbGRgkICFAUJWfbfPXqlbJgwQLFxsZGOXfunPr5zp07lZo1a0qbFeIvJruU/j/tPBRPnz4lNTWVMmXKAPDy5UsOHz7MwoULadu2rZqHYsWKFWreNnj/zpYidyiKwv379+nZsyfdu3cnKSmJLVu2EBkZSZUqVYiNjWXBggXY2trSrVs36tWrR1JSEt999x1ly5Zl0aJFwOu/jQMHDmBsbEzz5s1z96IEkPMNenx8PJ06dcLS0pLw8HBMTU15/PgxERERBAQEMG7cOIYMGfLWb6Snp2NsbMzLly8xNzf/yFcgtKWlpeXI1/T999/z+PFjSpcuTdmyZdV78cSJE7l37x6RkZFkZGQwefJk6tatq9av3IPzhqtXr1KlSpU/3IXyzfqU+tU9cXFxao69mJgYypQpg5mZGcnJyfz8888kJCSwePFiihcvjpGREXFxcRQpUoSuXbsyYcIEAIKDg1m5cqXaxxK56812eeTIEebOncv27dspWLCg+vz94YcfmDZtGsuXL6dRo0Y5zpNdK3VbfHw8/fv3Jy4ujtKlS/Ptt99Ss2ZNXFxcKFOmDGPGjFF3pbxw4QLVq1eXHYN1mPLGzr8ZGRnExMSwcOFCypUrh5+fnzp7XFOPr169IiQkhMGDB6szxm/dusWjR48kj7EQfzEJuJHzRuXp6cmBAweIj4/H0tKS4cOH06xZMywsLLh37x7+/v5cvnyZCxcusHjxYnUpk9Bde/fuZfbs2bx69QovLy+aN2+u1vmRI0fw8vIiOTkZIyMjjIyMSE9PJyoqCiMjI/W4PxoYio9Huy40gZqrV68ybdo0DA0N2bhxoxp027x5M0FBQQwePJixY8fmcsnFu4wfP57q1aszaNAgTE1NcXFxYePGjZQuXZpHjx5RpUoVevToQdeuXTly5AiOjo6YmZlhaGjIq1ev2Lp1K4aGhm91OIVuio2NZeDAgWzbto1PP/30d4+V+65ui42Nxc3NDXt7e/bs2UNERAS7d+9WA3DwOiA3atQo5s6dS/Xq1blw4QKJiYk0b94cQ0ND7ty5w9ChQ5k6dSodO3bMxasRAAkJCerSz/Pnz2Nra8utW7fo1asXTk5OtGnTRj32/v379OvXjzlz5uRYerZu3TpWrVolAVQd8ubzMT09ndDQUI4ePUqzZs1YtWoV/fv35969exw6dAgfHx/q1KmT4zfkfqyb3gyiZWdnY2ZmBsAPP/zAlClTaNq0KW5ubm8dr5GZmYm+vr7UrxB/k399EhTth9CaNWsICQlh1qxZFC1alMjISPz9/YmLi6N3796UKVMGe3t7bt68ya5du+jSpUsul178Hs1DxcLCAjMzM4yMjDh16hTlypVTc040a9aMkiVLcu/ePc6cOUPp0qXp1asXhoaGZGZmqm995CGkG7Q7CuvXryc7O5t27dpRpUoVXF1dmTJlCv369WPjxo1YWVnRs2dPkpOTOXPmjARkdFSpUqXw9PTEzMyMqlWrcuLECfz9/alTpw4XLlwgLCyM4OBgChQoQPPmzZk5cybHjx/H1NSUCRMmYGhoKDOf8hAbGxsaN27M4cOH+fTTT987iFMURf188+bNmJiY0KlTp49dXPE7srOzKVy4MFOmTCE5OZmtW7dibW2do06tra0xNTXlxIkT1KlTh3r16uU4v3jx4oSEhFCyZMncugzx/44fP05UVBSTJ08mMDCQ6Oho9u3bh6WlJV988QWRkZGYm5ur+fUKFiyIhYWFmhNMURQeP37MunXrmDNnjgTbdIim7xMVFUWJEiVo1KgRXbt2JSoqiszMTLZt24a/vz+GhoYkJSUxbdo0wsPDKVKkiPob0g/WPdr3Wl9fX86fP8/Vq1dp164dX375pRpomzp1KlOmTMHNzQ19ff23+sOSE1WIv9e/dobbvXv31GVKWVlZJCcnM2LECDp37syAAQPU45ydnTlw4ABLlizJ0VHU0A7KCN2VlZXFvn37WLp0KW3btmXAgAGUL1/+d4+XAbzucnZ2ZsuWLdjb29OkSROsrKwA+OWXX5gwYQKmpqZs2LABMzMzEhISsLCwQE9PT4JuOkS7LlatWsWqVavo27cvz58/x9nZWf3u2rVreHl5YWRkhIeHx1u/I/dg3fW+YJqTkxM//PADu3btAt6efaH979DQUJYtW4aLiwutW7f+OAUXH8zV1RV/f39q1KjB9OnT+fzzz4HXdagJmk6ePBk9PT11hoXQTTt37sTPz4+srCweP35MaGio+nLyxx9/xMfHh1evXtG0aVM++eQTwsLCSEhIIDIyMkd/SbNCROiWhw8fsmzZMvbu3cvYsWPp378/z58/Z/z48cyYMYN69epx/fp1Fi9eTFZWFps2bZIgWx7h7u5OWFgYs2bNIj09nU2bNpGRkUFQUBAWFhYcP36cqVOnUrNmTfz9/XO7uEL86/wr76QzZsxg8eLFXLp0CXi9046enh4pKSk5dhoFsLe3p3Dhwjl2NdQmAz3dpnnzamBgQPv27Zk8eTJ79+4lLCyMW7duATB8+HCOHj2a4zwJtumuiIgItm3bRmBgIN26dcPKyor09HQSEhL49NNP8fb2Jj09nXbt2pGWlkbhwoUl2KaDNEu1AcaMGcPYsWPZsGEDZ8+eJS4uTj3OxsaGNm3asG/fPu7fv//W78g9WHdpnqd37tzh5cuX6uea3Q19fHwAfjfY5urqipOTkwTbdIym7dauXRt3d3dKliyJl5eXuuudnp6eWv/ly5cnIyMDeF2/Qjd17NiRqlWrcv36dT777LMc3zVs2JBx48ZRu3Zt1q9fT2BgICYmJkRERGBgYEBWVpZ6rATbdIP2bqQAJUqUwMPDg2XLlrFt2zamT5/Onj176NmzJ8eOHSMlJYXq1auzceNGNdj25m8I3XPjxg2OHDnCypUr6dy5M6VKleLGjRsMHjwYS0tL9PX1+fLLL1m8eDGKokidCpEL/nUjlb59+3L//n2sra0JDg5m4MCB1KxZkwIFCmBpacmuXbvo168fxsbGalL1qlWr5hgsiLxD0+HXDOK6du0KvM7Vd+XKFV6+fMmzZ89o2LBhLpZSvE+/fv0YPXo0zZo1Uz+7f/8+DRo0oEqVKvz666+cOnWK4OBgChUqROvWrRkyZAjOzs4EBgbmCMZIsE33aCfx/fbbbzE1NcXJyYno6Gj69u2LhYUF8HrAXrZsWTIzM3O3wOJP27NnD0uWLKFChQqMHj2aTz/9FEtLS9q0acOlS5fIyMjAyMhIPV7TTsPCwiTpug7TPFs1gdCiRYsSFBSEv78/enp6fPnllwAcOHCAxo0bSw5NHaeZ1V+jRg2qVKnCzp07Wb16NYMHD6Z69eooikKdOnWoU6cOY8eORVEUzM3N0dPTk1nGOkh7dvG5c+eIj4+nWLFiVKhQgc6dO1OhQgW+//57tm/fzsOHD9Vlw5pk+W8m2Be6Kysri9TUVGxtbdm3bx/Tp0/HwcGBHj16kJqaysGDB2ncuDGtW7dW79dSt0J8XP+qJ6SXlxepqakcO3aMo0ePsmbNGkJDQ8nOzqZWrVo4ODgwbNgwdZ27ZpbT1atXqVGjRi6XXvwvtGc4de3alUKFCvHzzz+TlpbGlClT3srZJnLfq1ev6NChg5ovBl53EtLT07l16xZLly7lzJkzlCxZkgYNGqCvr09kZCQdOnSgatWquLi4ALI8WNdpd+yHDBlCSkoKy5cvJykpiRYtWmBhYYGnpyfm5uaULVs2t4sr/sDNmzcpU6YMxsbGhISE0KJFCxwcHPjxxx8ZP3489erVo1WrVnz11VcMGDCAEydO5AioA2zYsAE3NzeWLVuWIxm70D2a52r9+vXR09Nj3bp1rFy5ktu3b3P06FFu377N/v37ZfMhHad5RmpSqhQtWpSAgADWrVvH0KFDqVq1KvA6z1uTJk3U8xRFkX6TDtK0M2dnZ/bu3UtqaioFCxYkX758+Pj4UKNGDcqXL0/Hjh1xdnbm8OHDbNy4McfulNJWdY/mfquZKay5r5qamhIREcHy5cuZOnUq/fr1A+DKlSscPHiQChUq5Jh5KnUrxMf1r8rh5uTkxI8//kh0dDR+fn7s27cPPT09ypcvz5AhQ6hWrRoHDhxg7ty5FC5cmJIlS/LixQuSkpLYtm2bdCp01J9ZKvi+YyXYpttWr15N0aJF6dWrF8+ePcPV1ZX79+/z1Vdf0bBhQypXrsyhQ4fw9fVl9erV6i5rIu/QHoyvWbOG5cuXY2BgQMeOHUlOTmb58uUYGRnJoF2HXbhwgVmzZtGrVy9+/fVXNmzYwMGDBylVqhQAMTExnDt3jqCgIOrUqcPx48dp1qwZy5Ytw8zMDD09PZ48eYKjoyNt27alQ4cOuXxF4kNoP1fPnTvH5s2bOX/+PNbW1qxevTrHjt8i9/1eXWjfX3ft2kVgYCClS5embdu2REZG8uuvv7J3716pyzwgNDQUDw8PVq1aRcmSJbl9+zZr1qzhzp07REZGUqxYMfXYXbt20bZtW3k5qcO02+abL5LHjRvH/v37mTRpEqNGjQJev7QeP348+vr6rFq1SvpNQuSif0XATdO5iI2NZe7cuRgYGPDo0SMOHjzIiRMn8PPzo0KFCtjZ2WFjY0NcXByBgYEAmJmZMWbMGJkBlQcEBATQoEEDqlev/oezmjR/E9nZ2ejp6UnnUYdlZGSwbNkyNmzYgJOTE127diUjI4P09HTy588PvM65OG7cOLVjIfWZN2l3KDds2ICjoyPe3t60atVKli7lAdnZ2Tg6OrJv3z6Sk5MJCgqiVq1aby0bTUhIICIiglOnThEbG8u2bdvU2YuKopCYmChBcx3xoQFu7SBOSkoKaWlpFCpUCH19fWm3OkS77/O+etWuy3379hEaGspvv/1GsWLFCAgIkACqDjp9+nSODUsAHB0dycrKYv78+epxd+7cYebMmVhZWeHq6oqenl6OvrK0Vd2k3d6CgoI4efIk+fPnp0KFCowZM4bExEQmTZrE9evXGTRoEOnp6cTGxvL06VO2bNkiLyuFyGX/ioCbtuHDh3P8+HG++OILdaeW7du3ExgYSMWKFRk8ePA7l4/KsjTdN3z4cOLj4wkLC8PY2Pi9HULtz+Pi4rC2tv7YRRV/UnJyMn5+fvj4+ODk5ESXLl0AePnyJbt372b//v08fPiQqKgo6Vjkcdp1t3nzZrp27YqhoaEM8HSY9o6UUVFRODk5UaxYMfr06UP37t0xNzdXn6Ga/2rqc+jQoRQpUgQXFxf1N4RuePDggTo7MSgoiHr16n1Qeg3tNiz3Yt3h6urKq1evmDlz5h/m6NK+3z5+/Ji0tDRKlSolAVQdtGPHDqZOnYqzszOdO3dWP58+fTq3b98mPDw8x/G+vr7s3LmTkJAQzM3NP3ZxxZ+k3RZXr16Nn58f3bp1IzExkR9++IHatWuzfPlyDA0NWbx4MTdv3iRfvnx88sknODg4yIQRIXTAv6oXlJiYiJGREePGjePhw4dMnjwZgE6dOjF06FBu375NSEgIZ8+efetcCbbplnftsjNp0iTMzc3ZtGmTOnPtTdoPruDgYNq3b098fPzfXl7xv8mfPz8jRoxgxIgRODg4sGPHDvW7y5cvU6xYMfUtXmZmpgzwdMj7dsR637se7Z3RevbsiaGhIRkZGRJs01Gae6q+vj7Pnj2jZcuWbN68mQYNGrB161ZCQ0NJSUlRn6Ga/2rq/4svvuDly5c5drUUue/y5cu0atWKH374gcWLF7N69WoKFCjwh+dpB00zMjKkTnVEamoqSUlJXLhwAU9PTzXY9r77s3aeKCsrK8qUKaMeLwN33dK8eXNGjx7NjBkziI6OVj9v3LgxGRkZ7Ny5k/T0dPXzTz75BHi95FDoPk3f56effuLBgwd4eXkxZ84c3NzcCAoK4vr169jb22NiYsLChQvx9fXF39+f2bNnS7BNCB3xr+oJWVhYsHLlSsaMGcPQoUO5cuUKU6ZMAV4H3YYMGcLJkyeJiYnJ5ZKKP6LpxPv4+LB582ZevHhBtWrVqFmzJgcOHCAxMRHIOdjXDraFhoaycuVKFi1aJFvY5xH58+dn1KhRjBgxAnt7e7Zt24a5uTnTp0/H0dERQ0NDsrKypGOhQ7RnUMTGxnLixAkeP34M/CfZ77toB9c0L0qE7tF+sXHo0CHGjBnDnTt3KFu2LA4ODlSvXp3du3cTFhZGWloaAEuXLiUuLk79u3j48CF37twhOTk5165DvK1atWqMGjWKCRMmEBkZSXBwMOXKlfvdc7SfsWFhYYSFhcnOwjpAURRMTU2ZOnUq9evX58SJE6xYseKDgm5vficBVN2i2S32u+++47vvvsPBwYF9+/YB0KJFC6ysrAgNDSUqKornz5/z5MkTQkNDKVGiBEWKFMnl0osPdeDAAebNm8eJEyewsrICXtd99erVcXFxITY2lv379wOo+VA1x0ifWIjc9697choYGKCnp0eHDh2ws7Pj8uXLatDt66+/ZtGiRYwePTqXSyk+xO3bt/Hy8lLf6OzevZvJkyfz9OlTVqxYAbzuHGqWO2kH21xcXFi4cCEdO3bMzUsQf9KbQbejR4+SL18+9W28zETVLZrB2bJly5g8eTLffvstEyZMICQk5L2DPe22GhISwrBhw0hKSvroZRe/TzuYevToUfbu3cvNmzfx8vLi7NmzGBsbM2fOHKpXr87OnTuZMWMGw4cPJzo6Wh3oxcXFkZiYiKurq5qPUeQu7ZmnJUqUIDU1lfT0dH777bc/PE872DZ//nysrKxksKcDNIGzAgUKMHLkSOrXr09MTMwfBt20ZyuGh4dz6NChj1108TvebHOa4Pb48ePZunUrBQsWZOnSpVhaWhISEkLTpk2xs7Pj2bNneHl5/e5LL6FbihUrRrly5Xj8+DEnTpwA/vNisly5cpibm/PixYscn7/5/0KI3POvy+GmLSUlhT179hAQEIC1tTVr165Vv5OcbbrnXflGVqxYgb+/P+PGjePUqVMUKVKEL774gmXLlrFw4UJatmyZ4/jQ0FDc3NzUXfBE3vTy5Ut27NihLjkUukV7IHDy5EmWLVvGrFmzMDc3JyAggF9//ZVWrVoxfPjwHLmE3gyMu7q6smjRItq3b5+blyN+h5OTEwcPHqR169Y8e/aMEydOYGNjw+jRo/n888/JyMjAz8+P27dvk52djZOTU46k669evSJfvny5fRmCnM/Y58+fU6hQIeLi4ggJCSEwMBBnZ2fat2//Vj5F7fM0L7ScnJxo06ZNrlyH+I935b588eIFPj4+nD59mkaNGjFhwoS3crppnxceHs7cuXPx8vKSOtVBHh4eREZGMm3aNBITEzl79ix79+5lyZIldO/enZSUFOLi4jh//jyFCxemSZMmGBgYyFLDPObGjRt4enpy9+5dhgwZQteuXQFIS0ujS5cuDBo0iP79++duIYUQ7/SvDrjB66Dbli1bOHv2LC4uLjJdPg84cuQIxsbGNGrUCICJEydSokQJBg8ezMyZM0lMTOTXX3+lfv36LF68WF0yevDgQcaOHYunpydfffVVbl6C+H/vCqL+2eT40mnUXQcOHODIkSMULlxYzZn54sUL3NzcuHbtWo6gm3Y9agbtS5YskcC4Djt//jzfffcdbm5u6g55e/bsYePGjRgaGjJ+/Hhq166NoihkZ2erL7Gkzeoe7Xvx6tWruX37Nv369eOzzz4DXgdWQ0JCcHNzU5+fy5Yto3PnzlStWhV4PcvG2dlZ2q2O0K7TFy9ekC9fPhRFwcTEhMTERHx9fYmNjc0RdMvKykJfX/+tFQESQNVNCQkJDBs2jP79+9OrVy8Anj17hr+/P4GBgbi5ub1zJYdMKsibrly5gq+vL+fOnaN169YUL16cs2fPcvPmTXbu3CnPVSF01L8+umRmZkbPnj1xdXX93VwWIvcpisKDBw9YtmwZ3t7euLm5AdCyZUuSkpJQFIWAgAD69evHp59+SlJSEoULF1bPL1myJOvXr5dgm47QHgxcu3aNn3/+GfjjKfDabTQ+Pl46GDrq5cuXrFu3jm3btnHz5k3184IFCzJlyhSqVKnCoUOH1ATe2sE2V1dXGbTnAQYGBrx69SrHwK1du3b07t2b06dPs2LFCmJjY9HT01N3JpWcMrpJcy92cXFh3bp1tGrVSt2hFMDBwYG+ffsyceJEli1bRv/+/Tly5AiVK1cGIDAwEFdXV5YuXSrtVgdoP199fX2ZNGkSPXr0YPny5Vy9ehULCwtGjhxJvXr1+PHHH/Hy8lKD4trLFDUvPiTYphvenCORlpbGvXv3cvSbihQpwuDBg6lWrRr29vZERUW99TsSbMubqlatyqhRo7C1tWXz5s0cPXqU5s2bs2fPHjWPsRBC9/zrA24AJiYmag4omeGmW7SDK3p6epQqVQpPT0+6dOlCVFQUw4YNQ1EUrl27RlhYGAC9evXCy8uL4ODgHDkqqlatqs7CELlP09acnZ0ZPnw4w4cPp0uXLpw8eTLHjlratNtoREQEjo6OPH/+/KOVWbyfZiCg+a+5uTmurq60aNGCGzdusHnzZvXYggULMnnyZEqUKEF8fLw6WNi1axfz58+XYFsekS9fPiwtLbl37x7wn7r/+uuvqVixIklJSfj4+HDmzBng9T1ccsrorkOHDrFz506CgoJo27YtxYoVIyEhgZ9++gmAWbNmMW7cOK5du0bJkiXZunWrGjy9ePEis2fPlhdaOkLznPTw8GDt2rW0b9+eHj16cO7cOebPn8/FixfVoNvnn3/O9u3biYiIUM8PCgqSAKoO0tw/9+7dS0pKCsWLF1cDLtp5FosXL06lSpUoW7Ysmzdvfu+u4CLvqVKlCmPHjqVly5YYGxvn2CRBxrBC6KZ//ZJSobu039BevXqVpKQkypQpg5WVFfr6+iQkJDB16lTMzMz47bffuHTpEt7e3rRu3fqdvyF0g3adfP/99zg7O+Pg4ICVlRVLlizh8ePHTJ8+nS+++AJjY2P1vDcTBC9evBh3d/cc9S1yh3adPnnyBFNTU7KysihUqBC//fYbjo6OJCUl0aNHDzXvCEBycjKmpqbo6+uTnp7O999/j7m5OU2aNMmlKxF/1uzZszlw4ADe3t7UrVsXPT09nj17xoIFC6hTpw7Hjh3DwMCAYcOG0aBBg9wurvgdu3fvxtfXl40bN/Lw4UN2795NZGQk2dnZlCpVipCQEOD17FVzc3MA0tPTc9ynhe44cOAA7u7uODk5YWtry7Fjx/j222+pUKECBgYGLFq0iOrVq5OQkMDu3bvp06cPBgYGpKamMnHiRL7++ms6deqU25ch3nDr1i2mTJlCt27dGDRoENu2bWPjxo3Y2tpiZ2eHlZUVKSkpTJkyhT59+tCsWTN50fEPdPHiRdauXcvTp0/p2rUrPXr0yO0iCSHeQwJuQidpB1dcXV3ZsWMHWVlZJCcn07FjR7p3785nn32GoihERUURGxvLli1bGDhwILNnz87l0osPsW3bNh49eoS+vj52dnbq53Z2dty7dy9H0E0734gmp8zSpUtlNoUO0G6r3t7e/PDDD7x48YJChQoxfvx4mjRpwsOHD1m0aNE7g25Ajp3yJECeN2jX1fjx4zl58iTdu3enWLFiHD58mOzsbDZs2MCxY8fw9vbGysoKZ2dn2SBBR2i3W83/79+/H09PT4oVK8aNGzdo3Lgx1atXp0yZMsyePRsXFxc1d+qbvyF0z08//cSuXbuYOXMm33//PQ4ODkyePJnixYszY8YMSpcuzfTp06lbt656juZZK4FU3fFmvrVXr16xZMkS7t69y5o1a8iXLx9+fn4cPHiQhIQEatasyY0bNwCIjIzEwMBAnq066n318kc59jTnXbt2TU2v4+7urr4IEULoFgm4CZ2j/QAKCQnB29sbd3d3KlWqxNGjR9myZQuFCxdm5MiR1KhRA4CMjAx2795Nhw4dJD9QHpCdnU2LFi2Ii4ujd+/eLFy4MMf3I0aM4P79+4wfP55WrVqpHf9Nmzbh5ubG4sWLZZmLjvH29mb9+vXMmjWL58+fc+nSJbZv386SJUvo0qULDx48YOnSpdy5cwd7e3uaNm2a20UW/yPtgIunpycXLlzg2bNnlCxZEjc3N0xMTAA4duwYFSpUoGTJkrlZXPH/tJ+xGRkZZGdnq3UVFRXF7du3qVq1KvXr16do0aLcv3+fcePGsWDBAmxtbXOz6OI93jdwT0hIwNTUlJEjR9KwYUPGjBlDdnY2ffv25cmTJzRs2JClS5dK8DQP+P777ylRogRVqlThxYsXdOjQgdatWzN//nzg9Y7gP/30E7/88gtFixZl6tSpGBkZyQYJOurNnYAfPHiAqakpffr0oXDhwu/dXEgzbNfT0+Pu3bs8ePCAChUqYG1t/VHLL4T4cBJwEzrj6NGjfPnll8DrXewMDAyYPHkylpaWzJkzRz3uwIEDeHp60rFjR0aNGvVWR1N2wNNtmk5GZmYm33zzDY8ePcLd3Z1atWrlqMcePXpQtmxZPDw8ANi+fTuzZs3CxcVFgm257M3ZD4mJiYwaNYrevXuryxqysrLw8vLC19eX8PBwatSowf379wkLC2PixIkyAPiH0L7/pqenk5mZiampKXp6ejJLRgdp19e6deuIiYkhJSWFzz77jEmTJgH/uUdnZWXx8uVLpk+frm6CIu1W92jX6b1798jMzOSTTz5Rv79//z79+vVj1qxZtGvXjidPnrBkyRLat29P69atZeZTHnDkyBFGjRpFkSJFmDZtGl27duXIkSO4uLgwevRovv76a/VY7b8H6Q/rJu06cnFxITIykkqVKhEfH09WVhbBwcFYW1u/VX/aQbr169fj4uJCdHQ0FSpUyJXrEEJ8GHnKCp2wYcMGHB0d1Y0PtB8wycnJAOruO61bt+bLL78kLCyM9PT0tzqL0rnQbZpgm6GhIcHBwZibmzN37lwuXryYI7FvZGSkOlU+MzOTR48e4e3tLcG2XDZ48GB8fX1zfPbq1Stu3LiBqakp8J/NLTS74O3cuZOMjAxKly7NlClTMDAwkN20dNi73sO9792cvr6++p2RkZGawFlRFAm26RjtTWfc3Nzw9/enSpUqtG/fHh8fHxYsWMCLFy/Q09MjLS2NkJAQJk+ezOPHjwkMDJR2q6M0derq6sqwYcPo2bMn48eP59q1ayiKQsGCBalUqRJbtmxh165dODg4kJCQoAbbtDenErrhzTpp0qQJrVu3xtraGi8vL5YuXcq1a9do0KABFy5c4OnTp+p9WLtPLP1h3aSpo/j4eJKSkggKCiI4OBg3NzesrKzo0aMHcXFxGBoakpmZCeQMtoWGhuLt7Y2Tk5ME24TIAyTgJnJdcHAwZcqUoW7dukRHR6tBNz09PSpWrMj+/fu5efNmjjfr5cuXp2TJkrLzUh6l6UQYGRmpW9bPmjXrraCbvr6+GpwbPny4LEPUAZMmTWLkyJEAakewePHi1K9fn507d+bYddTMzAwzMzOSkpIwMjLK8TsyU0Y3ZWdnq/UXHx9PWloagDrj6V00ATbNeVlZWbI8TYdodnLW1Mn+/fvZt28fnp6eTJw4kTJlymBoaEhERARz584lKSkJExMTChQowGeffUZ4eDhGRkbqzHOhG7Tb444dO9i9ezeTJk1i2bJlXLx4EUdHR86fP0/BggXp1asXr169wt3dHUVR8PPzk7yZOkxTJ3fu3AFe95latGhB48aNmTFjBoUKFeLs2bNERUWxa9cuzp8/L/fcPCYqKor27dtz48YNChcujL6+PlWrVmX+/Pl88skn9OzZk8ePH2NoaEhGRkaOYJuLiwsLFy6kQ4cOuXwVQogPIU9ZkauGDh1KSEgIzZo1Y8SIEZQvX57NmzezceNGAL777jtq1qzJiBEjOH/+PE+fPiUlJYWdO3diaWmp5p0Rec+bQTd9fX1GjRrFrVu33joOZLtzXZCdnU3t2rUxNjbG19eXqVOnkpKSAkDz5s15+vQpQUFBvHz5Ul1SmJycTJEiRXK55OJDadqZl5cXgwYNYsSIESxfvhzgvTOctINtW7ZsYd++fTJrRkcsW7YMNzc34uLigNdB8vT0dAYMGMBnn33GkSNHmDRpEvPmzcPf35/9+/fj6upKSkoK3bp147vvvsPQ0JCsrCyZLaMjUlNTgf+8tDhy5Ai//fYbI0eOVPN6hYWF8fTpU5YtW8bly5fp0KEDvr6+rF+/Hn9/fzWAKs9V3XX69GnatWuHs7MzV65coVOnTly+fJkLFy4wZswYZs2aRdOmTXny5In6olrkHcWKFePTTz/l+vXr6gtJRVGoWLEi8+fPp2LFijRt2pSEhAT1+9DQUNzd3VmyZIms9hAiD5EcbiLXXL16lalTp+Ll5cUnn3zCL7/8QsmSJVm8eDG3b9+mc+fO9O/fn+fPnzNt2jTOnj2LhYUFZmZm6u6kRkZGkuxXB/2ZOtHMYMvIyGDWrFksXbpUZlHouOzsbI4ePcrYsWPp1q0bixYtAl5vnPD999/z6tUrbG1tuXnzJsnJyWzdulUG63lIdHQ07u7ujBo1iuvXrxMTE0O1atXUfIraSbi123pYWBjz5s1j1apVtGzZMtfKL/7DxcWFmJgYGjduzDfffIO1tTUvX74kMTERc3Nz7Ozs+Oqrrxg5ciQPHjxgwIABPHr0iJEjRzJ58uTcLr54w/jx4+nYsSNt27YlOzubxMREGjduDMCYMWMYP368euyTJ08YPHgwlpaWTJgwgXr16qltVWa26Z539Zt2797NunXrMDIyom3btrRs2ZK+ffsya9YsNeCyf/9+WrZsKf0mHfau9paRkcFPP/3EggUL0NfXZ9OmTeTPn1/9/tq1a4SHhzNz5kwMDAyIjY1l4MCBrFixQoJtQuQxEnATuSYxMZGOHTvSqlUrChYsiL+/PxcuXODevXv4+flx69YtunfvTp8+fQDYu3ev+ma3U6dOGBgYSEJYHaTdaXzx4gUFCxb8w3PerMeMjIy3liCK3HPq1CkMDQ2pU6cOTk5OlC1blv79+3PixAnGjBlD+/btWbp0KfB6R8qYmBgeP35M8eLFmTBhgjpDRgYEuunNwcCWLVvQ09Oja9eupKSkcPjwYVxcXLC1tWXFihXAfza2eXOZy9KlS/nqq69y5TrEf2jfh1evXs2+ffvUoFvx4sUBuHnzJmPGjFHr9unTp3h6etK7d2+qVq0q7VXHvHz5ktDQUAYNGoSxsTFpaWmYmJhw584dvvnmG0qVKsWSJUty5HR6+vQpHTt2pGPHjsydOzcXSy9+j/Y9WFOvms9++eUXYmJi8PHxwcbGBlNTU0xNTZk2bZralkE2SNBV2nV79uxZXr16Rb58+ahTpw4AZ86cYfHixcDrjRC0g25vunz5MtWqVfv7Cy2E+EtJwE3kCs0D6NSpUwwdOhQTExO2b99OqVKlgNd5K3x8fLh16xZdunShf//+b/2GDOB1j3bHIiQkhBs3bjBkyBDKlSv3u+fJLEXdFRcXh729PYaGhlhYWLBnzx4iIyOpUqUKAMePH2fs2LG0b98eR0fHd858koGA7tKup+joaFJTU9m1axdt27Zl4MCBwOtNMQ4dOoSrqyu1atVSZ7ppaIJtssxFt2jfj1etWsX+/ftp3LgxgwYNwtramkePHtG2bVv69OlDy5Yt8fPzIz09neDg4Byb24jc17ZtW2rXrs2yZcuA1wPz7OxsOnfuTOHChbl58yZ9+vShXr16zJw5k7Jly6ptOzExkQIFCkh/SUdpt9P169dz5swZUlNTadCgAb1798bc3JyMjAwSExOZM2cOFy5c4NmzZ/j4+NCsWbNcLr34UM7Ozmzfvh0TExMePHhAu3btGDhwIHXr1iU2NpalS5eip6dHUFAQ5ubmOc6V8Y4QeZvMJxe5QtO5uH79OgYGBmRkZLB27Vr1+/LlyzNq1CgqVKjAjh07CAwMfOs35OGjW7Q7jTdu3OD06dPs3LmT0NBQHjx48N7ztAf8GzduVN/0Cd1gbW3Nt99+y61bt9izZw+LFy+mSpUqZGdnk52dTZMmTVi5ciV79uxh/vz56q7C2gFUGbTrJu225+7uzvz58wkLC+PGjRvs27dP3cAkX758tGzZEnt7ew4cOKDmdAMIDAzEw8ODpUuXSrBNx2jvQDlmzBjatGnDiRMnCA4O5uHDhxQvXpwlS5YQERHBggULSE5OJiAgQN0EQ9qtbvD19cXY2FgNtsHrlBzr1q1j//79JCQkULFiRcLCwoiNjWXJkiXcu3dPbdsWFhayw6wO095lduXKlVStWpUyZcqwY8cO5s2bp246VKxYMdasWYO9vT39+vWjSZMmuVxy8aHCwsKIjo7Gy8uL0NBQNmzYwN27d/H39+fKlSvUq1cPe3t74uPj39kHlvGOEHmbBNxErqpYsSLR0dF4eHgQFRWVY8mDJuhWuHBhbt++LTuS6jhNp3Hp0qWMHz+eAgUKULNmTQIDA1m3bh337t1765w3tzl3c3Ojbt26H7Xc4t20k95bWFhQvHhxatSowZ49e4iNjUVfXx99fX2ysrLUoFtERAQhISG5WGrxZ2ja3uPHj/nll18IDQ0lICAAV1dXbt26xbfffqsemy9fPpo1a4avry/jxo0DXs9c3LdvH7NmzZJlpDrqfUG3DRs28PjxYzp27MjevXtZuXIlGzduVJPpy4xj3WFiYkJqairp6eksX74cT09PFi9eTJMmTfD392fv3r05gm7nzp1j2rRp6kYZGjJo113btm3jwIED+Pn5MWrUKBo1asT169c5f/4806dP5+XLl+qxXbp0Yd68eerGU0L3Xbp0iUaNGlG7dm2KFClC3bp1WbBgATdu3CAyMhKAunXr4u3tjaOjYy6XVgjxV5MlpUInvHr1igMHDjB79mw6d+7MwoUL1e8ePXqElZUV+vr6svRQxx07dozJkycTEBBAjRo1ANi0aRPu7u506dKFIUOGULp0aSDnFPnQ0FBcXV1ZvHixzJLRAdqzFU+fPk3x4sUpVqwY586dw9/fHz09PUaPHk29evVynHfx4kWqVKkiM2PykHXr1hESEkKJEiVwdXWlWLFiZGdnExsby+TJk6lZsyarV69+67z09HSMjY1lqUse8a7lpV988QV9+/ZVUzm8eZzIfYqicO7cOVauXMmDBw+Ii4tj+/bt6nN01qxZnD59mmHDhtGuXTssLCy4du0azs7O+Pn5SV3qKO12lp2dzaFDh4iNjcXBwYGDBw8yc+ZMvvvuO/T19fHw8KBZs2bMmzfvg3LiCt2hGbNMmTKFjIwMPD09ycrKUmcQR0RE4Orqys6dOylatKh6njxXhfhnkSex0An58uWjTZs2ODo6sn37dubNm6d+V7x4cfUtvQTbdIv2LCh4PePF3NycwoULq9/169eP8ePHs2HDBjZt2qTOdNN0JsLCwnBxcZFgm45QFEUdCLi5uWFvb09sbCx6eno0atSIb775BkVR8PPz4/Tp08DrmTNbtmyhRo0a8tZdx73ZZhs2bIi+vj4XL17k+fPnwOtZUZ9//jkeHh5cunSJvn37vvU7xsbGgMyaySvenOnWtm1btm7dyuHDh986TugOPT096tSpg4GBAXfv3qVGjRoUKFBA/X7x4sV8/vnnBAYGsm/fPuLj47GxsWHt2rU56lzoFk07W7NmDZGRkbRu3Zphw4aRmJjI6tWrGT58ON988w3t27encOHCHD169J0vPoRu04xZmjVrxr59+4iJicHAwEB9bpqYmFCmTBnMzMxynCfPVSH+WaRnJXSGiYkJX331FY6OjoSFheHn55fjexkI6B5NnTx8+FD9LCEhgaSkJPT19Xn16hUAHTt2pEiRImzbto3o6GjS0tKA18G2hQsXSv4nHaLpIPr7+xMZGYm7uzutW7fGxMQEgObNm/PNN9+gp6fH9OnT6datG1euXOHrr79Wf0NmuOkuTZu9cOECCQkJ2NjYsHLlSgoUKICjoyPx8fHA67+DevXqsXTpUiwsLGTg/g+gHYAZPXo0kydPfmcwVeiOzMxMEhISMDAwYMKECRgYGDB9+vQcz9zFixdTv359li1bxtmzZwHUFBzSb9It2nn0tm/fzvr166latSoAVlZWPHjwgMePH6v52V68eEH16tVxdHRk2rRpuVJm8b9r3749vXv3ZsyYMRw8eJD4+HgSExPZtm0bRYsWxdTUNLeLKIT4G8mSUvG3+m+WgKalpREbG0uDBg1k4J4HbN++HWdnZ44ePQq8Hshdu3aNzZs3U6RIEeD1Tpdr1qzBysoKb29vNm7cSK1atVi+fDnVq1enTZs2uXkJ4g1paWmMGTOGxo0bM3z4cPVz7V0LL168yJUrV4iLi2P06NHqzDZps7rv5MmTDB48mBkzZtC1a1cKFSrEjRs3GDZsGJUrV8bFxQVLS0sg5z1clhvqnvfVye89e99criTLl/KO6OhoIiMjMTc3Z+7cuZQoUUL9ztfXl+HDh0td6qBXr16RL18+9d+HDx/m8uXLmJubM2jQILUN/vrrr4wbN446derQo0cPVqxYgampKZ6enujp6UlbzcMePnxIUFAQISEhWFtbY2RkRL58+YiIiMDIyEier0L8g0nATfxttB8eL1++fGub6w8hnQvdFx8fT58+fRg4cCCDBw/mxo0bLFiwgJs3b2Jvb4+RkRFRUVEArF27ljZt2tCpUyfGjx9PSkrKW1PpRe6Lj4+nQ4cOODg40LVr1xxtOS0tjcTERKytrXOcI201b3F2dmbLli2MGTOGTp06YWFhwY0bNxg+fDiVK1fGyckpR04ZoXu02+XRo0dJTU0lOTmZbt26/e552sG4xMRELCws/u6iiv+R9v1VE3QrUKAAc+bMyRF0e/NYkfsWLFhAuXLl6NmzJ+bm5sTHx9O4cWMAhg0bhr29vXpseno6QUFBbN26laSkJEqVKkVwcLAEZP5Bzp07R1xcHIaGhrRo0QIDAwN5WSnEP5zcucXfQrtjsGbNGmbNmsXjx48/6DyNtLQ06TTqmDfj81lZWZiZmdGwYUPOnDkDvN55dtmyZbRu3RpPT088PT3JzMxU84/kz59fHSBIsC33veudi6WlJdWrV2f//v28ePFC3Y0UXu+2tXHjRl68eJHjHGmrukm7frXvr/b29vTo0QMvLy+2b9/O8+fPqVSpEgEBAZw4cQJfX9/cKK74EzTPWBcXF+bPn09AQACrVq2iW7duXLhw4Z3naAfbgoKCGDJkSI4dEIVuMjAwUNtv165d6dmzJ8nJyUyePJlnz569dazQHU+fPmXTpk3s2rWL58+fY2lpyd69e7GysiImJoZffvlFPdbY2JghQ4YQEBDAmjVrCAkJUXcOlmCb7tF+vqanp3/QOZ999hnt2rWjdevWGBgYkJWVJcE2If7h5O4t/haajoGzszMhISE0btyYjIyM3z1HO1l7SEgIfn5+H/wAEx+HZqD26NEj4HXHPl++fPTq1YsDBw6wfft29PT0KFmyJAsXLmTTpk1ERESwbt06jI2N8fDw4MWLFzRs2DA3L0P8P+2NSB49esTNmzfVQFq7du24d+8egYGBavA7NTUVX19fLl26lCNxt9BdmvoNCAhg165dOe6pU6dOpVevXri4uLB9+3YSEhKoWLEi+/btY/r06blVZPEnhIaGsmXLFry9vQkNDWXSpElcuXIlRxBNMyjUDraFhoaqydn/m9nn4uPT7NQO0KVLF9q3b0/VqlUpXLhwLpdMvIsmQOrl5UX9+vUJCAhg9+7dJCQkUK5cOYKCgrh//z7u7u7cvXtXPc/Y2Bhra2uqVaumvuySgIxu0txPfX192bp1K/D2xkRv0rRhzUtMCaQK8c8nd3Dxt/n+++/Ztm0bq1atwtbWFoCUlBSePXtGkSJFcsxu0h4IhIWFsXTpUlxcXNSd8ITuiIiIICwsjM8//5yxY8diZGSEra0tAwYMYMeOHTRq1AhLS0v09fWxsrJCT0+Pq1evsmnTJvbu3UtAQABlypTJ7cv419MOcC9fvpwTJ05w/fp1GjRoQI0aNfjuu+948OABP/zwA3v27KFixYr89ttvZGRkEBUVhZ6e3n+Vo1HkjtjYWI4fP46JiQnNmjVT763Tpk3j5s2b+Pv7k5KSQv/+/SldujQgS9Pygrt379KvXz+qVq3Krl27mDt3LvPmzaNRo0akpqZiamr6Vu6n0NBQXFxcWLJkiWxWowP+zH1U+76rveGFLDfUbePGjWPKlCmEhISgp6dHu3btqFChAqGhofTp04clS5Ywa9asd/aN5B6s+3777TciIyPp0KED+fPnf+9x2m393r17lC9fXvpQQvwLyNNZ/GXeXJoWFxdHuXLlsLW15cqVK6xZs4Zu3brRs2dPVqxYoc6kefOtu7OzM+7u7rRv3/6jX4N425tv62xtbWnbti0HDhygX79+eHp68ujRI1q2bMmdO3eIi4tTd8PT1GuhQoWoX78+YWFhVKtWLTcuQ7xBUzerV68mNDSUiRMnsmfPHoyNjQkICOD27dtMmDCBqVOn0qZNG4oUKUK7du3YsmWLusRFOoq66V3LhFetWkW7du1wcHDg+++/zzHTrWTJkhgbGxMbG5tjsCADPd3yrpkTV65cITMzkzNnzjBr1iymTJlCv379yM7OxsfHh40bNwL/qcvw8HAJtukQ7efkm+32fSmW9fT0yMzMfOt3hG7RBEAdHR2xt7fHwMCApKQkXF1d2bNnD4mJiVSsWJGwsDDOnTvHtGnTiIuLy+VSiz9De8apubk5586dA97dHrXHOhs2bKB9+/Y5dhsWQvyDKUL8BbKystT/T0pKUhRFUX788UfFxsZGmTBhgtKsWTNl6tSpSnh4uLJp0yalRo0ayrVr13L8RmhoqFKnTh1lz549H7Xs4v206/XYsWPK3r17lRMnTiiKoijp6emKt7e3MmTIEKVu3brKunXrlHr16imDBg1SMjMz3/qt7Ozsj1Zu8X6aesjOzlYSEhKUQYMGKbt371YU5XUd165dWwkPD89x7JveVb9CN2i32eTkZCUhISHH95MnT1bq1Kmj7N69W3n69Kn62eXLl3P8bQjdol2vFy9eVB4+fKgoiqJs375d6dKli1K9enW13SrK6+fwiBEjFA8PD/Wz6OhoxcbGRtm3b99HK7d4P+12tmHDBmXq1KmKj4+P8vPPP7/zmHd9duDAgRx/G0K37Ny5U6lXr55y5coVtW88adIk5csvv1RCQ0OVxMRERVEU5erVq8qwYcOkLnWcdtt7sx80aNAgZfjw4X943qZNm5T69esrO3fu/HsKKYTQObKkVPzPtJcy+Pn5ceXKFWbMmEGDBg3w8vJi165dTJw4kUaNGmFtbU1CQgKbN2/OMcMiMDAQLy8vnJyc+Oqrr3LrUoQWRWvJoZubG1u3bsXS0pJbt27Rtm1bpk2bxtixY0lPTyc0NJTDhw+TmppKRkbGO5e2yGyo3KfdVpOTkzE2NiY5OZmKFSty8OBBpk6dir29Pb169SI9PZ2tW7dSqVIlPvvssxy/IzOfdNObm9WcOnWKq1ev0qtXL7788kvq1auHm5sbDg4OODo6Urx4cTIzM0lLS+PTTz9FT09PlqbpIO17sbu7O6dOnaJ379507tyZKlWqYG1tjZ6enprL686dOyxZsoT4+Hi+++479XcqVKiAj48PzZo1y5XrEDlpnok+Pj4EBATQpEkTwsPDOXnyJL169aJdu3ZvLd1X3ki/MW/ePIKDg6lfv36uXYd4v4SEBEqVKkXp0qXVNCru7u589913eHh4oKenR6tWrbCxsWHt2rWALA/WZZq2t3nzZq5fv46dnR1FixZFT0+PqVOnMnXqVL7//ntatGihnqO8sYpHZhgL8e8jATfxP9PeIGH79u2MGzeO1NRUANq0aUOLFi0wNDQkIyOD1NRU7O3tMTExybG08PHjx8yfP1+CbTpE00Hw8/Njy5Ytai6+DRs24OjoSGpqKtOmTaNcuXIMGjSI1q1bc//+ferWrSsDdx2lqY9FixaRlZXFyJEjgddJnU+ePMm0adPo168f8Donyd69e7GwsMit4oo/SVO/Hh4eREREMH78eLp3786KFSv45ZdfSE5OplmzZjg5OREWFsaTJ09IT09n/Pjx6m5pEkzVPZp78cqVKwkPD8fDw4Pq1atjaGhIpUqVGD16ND4+PixYsID58+dTtGhRTE1N2bRpE4aGhmq91qxZM5evRMDbAZWHDx/i6elJgwYNOH/+PGvXrmX9+vVkZ2fToUMH9Xmqp6eXY+Du6uqKp6enBNt0WHZ2Ns+fP8fExAR9fX01r+LYsWPp06cPK1aswNLSktatW6uBGek36R7tNpudnc3ly5e5fPkyHTp0oG/fvtSvX59GjRphZWXF+fPnadGihVqfmja7adMmPDw8JNgmxL+QnqK8J0mEEH/C/v37WbhwIStXrlQ3SEhLS+Pp06eULFmS7OxsoqKiiI6OJjU1lbCwMDUPlOy+pLvi4uLw8PCgadOmdOjQgX379jF79mwGDBjAhg0baNSoEePHj6dSpUo5zpOBu27RfsN6584dRo0axeLFi6lXrx5Hjhxh3LhxfPnll6xcuRJFUUhOTmby5Mm8evWKwMBAqcs85MiRIyxduhQnJydq167Nzz//TL9+/ShTpgylSpVi+PDhNGnS5K3z5F6suxRFIS4uju+++45hw4bRoUMH9TvNQPDx48c8ffqUa9euUaZMGT777DMMDAykXnWM9sA9NjYWMzMzVq9ezfjx46lcuTIAFy9exM/Pj2fPnjFw4EDatWuX4zdklkzekZSURKdOnbC1tcXT01P9/OeffyYiIgIrKyvGjh0rz9g8Yu/evVSvXl3dWGjDhg2cO3eOQ4cOMWDAAG7fvk1MTAwRERFUrFhRPe/YsWPY2dmxYsUKabNC/AtJL0z8Je7fv0/58uWxtbXl6tWrHD16lMjISOLi4hgyZAiDBw+mYMGC1KlThwkTJmBoaCgDgTzAwsKCVq1a0aBBAy5cuICTkxPfffcdgwYNomDBgixbtoznz5/j5OREiRIl1POk86gbXrx4QcGCBXMsXfrtt99o3LgxderUQVEUmjZtyrRp01i8eDEjR44kOzubtLQ0nj9/TmRkpMx8ymOKFi1K3759qV27NkeOHGHatGksWbKEihUrMmjQIIKDg0lJSaFNmzY5zpN7se7SzJKIi4sjX758Ob7T19cnLS0NgGrVquWYOZ6VlSX1qkO0lwY7OTkRGRkJQGpqKg0bNlQDbjVq1GDEiBEEBATg6elJoUKFaNSoEQDr16/H29tbgm15gKIoFChQgAULFjBz5kxGjBjBuHHjUBQFb29vihcvzvjx4wF5SanrFEXh6dOnTJo0iebNmzNp0iQqV67MwIED6d69OwMGDCAgIIDExERSUlI4dOgQFStWVOu1VKlShIaGUrt27dy+FCFELpCemPjTlHdsYV+xYkWcnZ2ZOHEiFy9epFatWgwePBg9PT3mz59Ply5daNu2rdpBlIFA3mBiYkLz5s0xMjIiJiaGypUr061bNwCMjIzo3Lkz8fHxWFtb53JJxZvGjBlD0aJFWbhwIQAZGRnEx8cTFhZG3bp1cyxb+eabb6hatSp79uwBoEyZMgwYMEAC43lQhQoVKFGiBMnJyQQGBjJs2DC6du0KwCeffMLFixepUqXKWwE3oTve9YzNzMwkMzOTBw8eqP/WtMurV69y5swZevXqRYECBdRzZACvO7Tr9O7duxw/fhx/f38SExPZs2cPQUFB5MuXjx49egCvg26DBg3iyJEj6pLRW7du4ePjw9y5cyXYlgdo6rtRo0asWLECR0dHxowZg6GhIVZWVqxatUo9Vtqq7tFus3p6ehQrVozQ0FDGjh2Lt7c3Y8aMwcbGBjMzM+rUqUOVKlV4+fIl7u7ubNq0icGDB2NsbAy8fvYKIf69ZBQl/hTt5RCJiYnky5cPPT09mjZtipOTE7t37+bbb7+lUaNGlCxZkkePHmFra0tWVlaO35HORd6hGdTdvn2bpKQk9PT0SEtL49ixY3Tu3Fld3iQ523TLjBkz1EDoq1evyJcvH2PHjsXCwgJPT08iIiLo1asXiqKgKAr16tVT8+9pSGA87zE1NcXU1JT4+HiePHlCkSJFgNdLm2xsbPj2229p1apVLpdSvI/2ffTZs2dYWFiQnZ1NqVKl6N+/P05OTpQpU4bmzZsDkJ6ejqenJ8WKFcPc3DwXSy5+j+a+GhAQwKVLl2jYsCG1atUCUBPq+/n5AahBt9q1a6szYrKzsylRogShoaHqcjaRNxgbG1OvXj2io6O5evUqenp6VK5cGX19fXmhpcM0bTYlJQUzMzMURcHW1pZVq1YxevRoVq5cmSOliqmpKWZmZsybN4+uXbuyd+9eOnXqlJuXIITQEXKXFx9MeznE6tWrOXHiBE+ePMHGxoZvvvmGLl260KFDB4yMjMjKyiI1NZW5c+diYmIib3fyME2no0+fPgwcOJB+/fqRnp6OsbFxjk0uJNimG06ePImtrS1lypQBICgoiB07duDr64ulpSWDBg1S22a+fPnUDqEm8KYdcJPAeN6Vnp5O/vz5OXPmDOnp6Xz//fe8fPmS1q1bo6enJ0uYdJTmPrpy5UoOHjyIsbExLVq0oH///tjZ2fHkyRNGjx5Nz549Afj1119JTExkzZo1b+1oKXLfmztDP378mEOHDlGvXj31mIoVK9K/f3/gdUDu1atXDBgwIMfv6OvrY2pqKsE2HfFn25nm76BKlSrqZ/JCS/f5+Phw/fp1pk+fTrFixVAUhZo1a+Lj48OgQYPQ09NTZ7pp/h5MTU0xNjYmIyMjl0svhNAVMkIWH0zzMFmxYgVBQUF06dKFr7/+Gn19fYYOHcr333+PkZERKSkpbN++nREjRvD06VMCAgLQ19cnOzs7l69A/C9q165NWFgYLVu2pGfPnmzZskVdcih0Q0REBIMHD2bv3r1qXqdGjRrx22+/YW9vT3x8PPnz52f06NHY2dkxffp0duzYoeaIkqDpP0fx4sUZOXIkt2/fJjw8nOzsbNavX68GZSTYplu096+KiooiODiYPn36ULJkSb7//nsWLlxIZmYmCxcuZOnSpTx9+pQXL15QrVo1tmzZom5CJME23aK5p7569Yr8+fMzePBghg0bxtGjR9m4caN6XMWKFRkwYADVqlXj7NmzyH5mukuzYyzwVj29r9709fU/+FiRe94cp1SsWJEdO3bg7e3NkydP1B2Da9SoweTJkzl48CAeHh7cu3dPPefo0aNcv35dncEqhBCyS6n4Q9pv8h4/fszo0aMZMWIE7du3B+Dp06f4+vqqg4SyZcuyf/9+bt68ycSJEyUP1D+Y1KvucXR0ZPPmzcyfP5+vvvoKMzMzbt68ydChQ6lUqRJubm4ULlyYlJQUfHx88PHxYe3ate/cuVLoFs0sCc1j+33BFe17dnx8PAYGBurmGdJmdVtMTAwnTpygWrVq6jN206ZNbN26lVKlSjF79mwKFy6sLhPXkBmLuis8PBwfHx8iIiKwtLTk8ePHhISEEBwczPTp0+nbt6967IMHDyhRooTaziWAqlu06yQkJISffvqJypUr07BhQ2xtbd865l3nHTx4kBYtWsgLLh2jfQ/99ddfMTY2pkSJEpw/f56+ffvSo0cPxo0bh5WVFfC6XR87doz09HRWrVql1ueDBw9QFEVmowohVHK3F79L+03es2fPMDY25saNGzk69kWLFmXw4MF8+umnnDp1CnNzc9q1a8fUqVMxNDSUafP/YFKvuiM9PR2A2bNn07NnTxYtWsSBAwdITk6mYsWKBAQEcOPGDaZMmUJCQgJmZmaMGDGCefPm0aBBg1wuvfgQ2rNlNMtC30Uziw1e7zRcqFAh9TNps7rD3t6eixcvqv8+deoUS5YsISoqivz586uf9+7dmy5duvDbb7/h6OhIfHx8jmCbzFjUbfXq1cPIyIiRI0cSHx+PlZUV/fv3Z9CgQbi4uBAeHq4eW6pUKXVFgATbdI/2jt+enp5kZWURHh7OihUr1E2HtO+/kDPYFhYWxtixY4mNjf34hRfvtHHjRi5fvqzeQ11cXBg9ejRdu3alf//+JCQkEBUVRWRkJN7e3vz0008kJydz+PBh2rVrx5o1a9DX11efx6VKlZJgmxAiBwm4id+lGeC5ubnh5OREdnY2DRo0ICYmhsTERPW4UqVKYWBgwJ07d4DXOQw0ZCAgxN9LURR1N6zw8HBsbGxITk7GycmJ/fv3k5qaSqVKlQgMDOTmzZtMnTqVZ8+eYW5uTr9+/WRpsI7TXuayb98+2rRpQ0JCAgYGBn8YdNPcw58/fy4DeB1y7do1ihYtio2NjfpZ9erVadOmDQYGBmzZsoVXr14Br5+hffr0oWvXrly8eJGQkJAcvyX1qjveXJKmKAoVKlTA19eXtLQ07Ozs1J29NUG3uXPncuDAgRznyewn3fJmvT58+BBPT0/c3d1xd3fH3Nyc9evXs2vXLgB16aF2sC00NBQXFxc8PT3VnWdF7rp37x4+Pj5s2rSJu3fvsn//frZu3cqUKVNwcHCgVq1ajB49muvXrxMdHc3Ro0eZMGECnTp14v79++pu3/LSQwjxe+SJLt5J++1cTEwMhw8fZtCgQVhaWlK3bl1iY2PZvn07L1++BCA1NZXMzEyKFy+eW0UW4l9L06H39PTE1dUVU1NT5s6dy+eff868efPYu3cvqamp6ky3mJgY1qxZk+M3ZOaTbtJOur53714uXbrE06dPGTVqlLpc9F1BN+2B3saNG/Hy8lLv1yL32djYMG3aNIyMjAgLC+OHH34gf/78jBw5kt69e3Pv3j2WL1+u5mLU19enV69eTJs2jTFjxuRy6cX7aNqqduBFURTKli2Lt7c36enpjBgxQg269e7dmwULFqi7zgrdo30Pjo2N5fLlyzx79gxLS0sAbG1tGTFiBEWLFmXjxo3qTDd9ff23gm2LFy/OsdmUyF1lypRhzZo1XLp0ifXr13Ps2DHs7Oxo3bo13bp1Y+zYscyYMYNZs2aRnJzMhg0bmD17NuPHj5fcmUKIDyY53MTvio6O5uLFiyiKwpw5c9TPHR0dOXnyJIUKFeLTTz/lypUrJCUlER0dLQN3IXJBQkIC33zzDQMGDKBfv37q53PnzmXbtm0sWLCAVq1aYW5uzv379ylRooS8kc1Dli1bxsGDB+nSpQu3b9/m7NmzmJmZERwcjKWlZY78M28uYXJ0dMTFxYV27drl5iWI/6c9gH/06BGzZs3i0aNHzJkzh4YNG5Kamoqvry/Hjx+nTp06TJo0CRMTkxy/ITnbdNejR49o3bo1DRo0YO3atcB/2uSVK1cYNGgQtWrVwsnJiaJFi6rnSX5F3aN9L3VyciIyMhJ4/ZJ5xowZOXaTvXjxIgEBAVy9epU5c+bQqFEjANavX4+3tzcLFy6kbdu2H/8ixB+6dOkSc+fO5d69ewwZMiTHS43nz5/j4OBAyZIlc4yDQO7DQogPIzPcRA5vxl8PHDjAhg0buHLlipojCl7niRo5ciRVqlTh0aNH2NraqsG29y1xEkL8PRRFQVEUUlJSKFiwIPCfnG4LFy7ExsaGFStWsHPnTtLS0ihduvTvLkcUuuXSpUvs3LmT+fPnM3bsWFxdXVm4cKG666H2TLc3lzA5Ozvj5uYmwTYdoR1s08wKHzt2LDY2NixZsoSYmBhMTU0ZMWIEX3zxBT/99BMLFy7M8fwFSdWgS95cbli8eHGCgoK4ceMGdnZ2wH9mIZcoUYLy5ctz7NgxXF1dc5wnwTbdon0vvXv3LsePH8ff3x9XV1c6depEUFCQGoADqFGjBoMGDaJt27bqktFbt27h4+PD3LlzJdimw6pXr86SJUswNzfnwIEDXL58Wf2uUKFCWFpacvfu3bfOk/uwEOJDSMBNqLQ7F9u3byc6Ohpvb2/69+/PrVu3iIqKIiUlRT2+U6dOzJ49Gy8vL2bMmKHmgZIHkBAfl56eHpaWllSqVIn169eTnZ2NsbExmZmZZGVlUbp0adLT09m5c2eOmTLSVvOG5ORkXrx4gbW1tfpZw4YNsbOz4969ezmWl2oG/6Ghobi6urJkyRJZwqQjtINt/v7+eHt7k5iYSJ06dRgwYAAVKlRg6dKlxMTEqJua2Nraoq+vj5GRUS6XXryLdp2eOHGC/fv3c+TIEerVq4ebmxvXr19Xg27wOr9t5cqViY6OZvHixblVbPEBNP3hgIAAVqxYQcOGDalVqxbNmjXDzs6Opk2b4ufnlyPoVrt2bSZMmKDei0uUKEFoaCgdO3bMrcsQH8jGxoZVq1aRlZXFunXruHLlCgAvX77k5s2bkjJHCPFfk9dpAsjZabx+/ToBAQFkZ2dTsGBB5s6dS0pKCkFBQeTLl4927dqRL18+9RztQbu8oRXi49O0RTs7O5YsWcLEiRPx9PTE0NCQ7OxsMjMzCQwMpFKlSkDO4LrQLdp1o6nXTz75hLJly/LDDz9Qvnx5DAwMMDQ0pFGjRlSoUIEnT54watQo1q5dS8GCBdm0aZMabJNZFbpD84x1dnZm27ZtfPvtt2qOtrp16wKwbt06nJycmDFjBg0bNmTKlCkYGxurSdglmb7u0N6UxM3Nja1bt2JpacmtW7fo1KkTdnZ2uLm5YW9vT9euXWnZsiWnTp0iMzOTTz/9VN3ZUF586BbtdpacnMzjx485dOgQ9erVU4+pWLEi/fv3B14H5F69epVjeSm8bu+mpqayY2UeUqVKFZYuXcq0adMYMWIENWrUwNjYmLS0NObOnQtI/0kI8edJz00A/xkILFu2DC8vL0xMTHj06BFLlixh3759ODk5YWtri6+vL/v27SM1NVU6/kLoCE1brF27NkOHDuX27du0atWKKVOm0KNHD65du0aFChXUQbt0FnXTm3Wj2Tm2UKFC1KxZk71797J//371+4yMDEqXLs348ePJyspix44dADx79oylS5dKsE0HRUdHEx0djb+/PwMGDMDa2prU1FRevnxJ3bp1GTNmDJ988glTp07l4sWLmJiYvLXjrNANmrbq5+fHli1b8Pb2Jjo6Gnt7eyIjI1mxYgVWVlYEBwdjbW3N2bNnsbCwYP369ejr65OdnS3BNh2kaWevXr1Sl+0PGzaMo0ePsnHjRvW4ihUrMmDAAKpVq8bZs2ffSski8qZq1arh4eGBmZkZDx48oGXLlmzevFk2SBBC/Ndk0wShioqKYunSpQQFBalL0BwcHEhMTOTbb7+ldevWODg4cOjQIdzc3Pjyyy9zu8hCiP+neeuakZHBb7/9RmhoKMnJyZiYmDB9+nQ1v6IM8HST9qyKoKAgzp07x71792jTpg3du3enYMGCTJo0iSdPnvDpp59Sp04dtm7dipGRET4+PvTo0YPPP/9cfQsvdJOvry/Xrl3Dzc2NmzdvcuzYMTZt2kT+/Plp06YNo0eP5uTJk/z4449899130l51XFxcHB4eHjRt2pQOHTqwb98+Zs+ezYABA1i/fj2NGjVi9uzZWFtbk5GRoS4Nlg0SdFt4eDg+Pj5ERERgaWnJ48ePCQkJITg4mOnTp9O3b1/12AcPHlCiRAn09fVl9tM/yPnz59m8eTMLFiyQGcZCiP+JBNyEysPDg9OnT7Nhwwbg9Vu+uLg4xo0bx9OnT5k5cyatW7dm1apVjBgxQnLKCPGRvNnR+28CZzLAyxvc3NwIDw+nR48e6qw1W1tbxo8fT/ny5QkKCuLEiRO8fPmSEiVK4OHhgYmJCSNGjKBBgwYMHz4cQAZ9OiowMJBly5ZhZ2fHwYMHqVy5MjVq1ODhw4ecOHGCjRs3UqRIEfV4CZLrtrS0NH744QcaNGjAr7/+yoQJExgyZAiDBg1S6/rzzz/HxcVFzQElQRndd+vWLcaMGYO5uTm+vr5YWloSFxfHxo0b2bBhA9OnT6d37945zpGAzD+Ppq1K3Qoh/hcy+hLqA0WTpyAjIwMTExMyMjKwtrZm8uTJjB49msDAQAwNDdXtsmUgIMTHoenobdu2jc6dO6sJmd/XAdS8R9F0FEHyK+qijRs3UqdOHapUqQLA1atX2b17N56enjRo0ACAjh07smTJElauXImbmxujRo3i22+/5eXLl5ibmwOvX5ZcvHiR2bNny0Bexw0dOpTnz59z4cIFBg4cSJMmTShfvjzXr1/n559/5sWLFzkCbvKM1W0mJiY0b94cIyMjYmJiqFy5Mt26dQPAyMiIzp07Ex8fj5WVlXqOtFHd8uazVFEUKlSogK+vL2PHjsXOzg5/f3+sra3p378/+vr6zJ07F0tLS1q3bq2eJwGZfx5Zzi+E+CvIHUSonb/WrVtz5coV/Pz8ANQZbBkZGTRt2hRDQ0PWrVtHeno6IAMBIT6mhIQElixZwrJly4A/7txr2nVGRoZ0FnXQvXv38PHxYePGjdy4cQN4XaevXr0iX758wOuXGra2tsycOZPDhw9z9OhRtS7Nzc25ceMG3333Hdu3b2ft2rWUK1cu165H/DFNIHzixImsWrWKAQMGUL58edLT01m2bBmFCxeWOsyDNC8zbt++TVJSEnp6eqSlpXHs2DGaN2+Ov7+/mrNN6B7NPXXXrl3Af4IsZcuWxdvbm/T0dEaMGEF8fDzW1tb07t2bBQsW0Lx581wstfhYJEAuhPhfyShMqGxsbHB0dGTNmjU4Oztz8eJF7t27x4YNG6hWrRpz584lJiaG2NjY3C6qEP94bw7O8ufPz9ixY7l+/Trnzp1773nay5VCQkIYO3asGiQXuqNMmTKsXr2aS5cuERQUxM2bNylUqBCpqan8+uuvwOu/gezsbGxtbfn000+5c+dOjt+oVKkS3bt3Z926dVSrVi0XrkL8GZqBPLyeGfXq1Ss2bNjA6NGjefr0KWvWrJHATB6kud/26dOH8+fP069fPzp37syDBw/46quv1OPkxYfuevToEfb29jmW5CuKQrly5XBxceHu3bvY29vz9OlTSpQoQZ8+fTA0NFQ3thFCCCHeR57+Iofu3bvj5uZGdHQ0Y8eOZcCAATx+/JihQ4eSL18+ypUrh6WlZW4XU4h/PM3gLCoqirt372JsbEybNm14/vy5uhvlm7SDbaGhoXh4eNCjRw+MjY0/WrnFh6tWrRqLFi3i0qVLBAQEkJ2dzciRI5k9ezanT5/GyMgIfX19UlJSSE9Pp1ChQuq5msBNy5YtKVOmTG5dgtDyISlx39yFNjs7m9KlS+fYBU8CM3lT7dq1CQsLo2XLlvTs2ZMtW7ZIUEZHvRnULl68OEFBQdy4cQM7OzvgP221RIkSlC9fnmPHjuHq6prjPEnVIIQQ4o/IpgnineLi4nj48CGZmZnUqVMHfX193NzcOHDgAMHBwRQrViy3iyjEP15MTAxDhw6ldOnSjB49mi+//JJnz57Rs2dPli9fnmP2xJvBNhcXF5YsWULbtm1zq/jiA12+fJlZs2ZRo0YN2rZty5EjR1i/fj12dnaYmZlx5swZHj9+rA7ghe7RzgP1Z/Kbah8reVH/eWSzGt2j3VZPnDhBcnIyxsbGNGvWjNjYWKZMmULlypXx9/cHXm+MsWDBAgYNGkTlypWljQohhPhTJOAm/tD169fx8/PjyJEjBAUFUbVq1dwukhD/SO/aCGHw4MFcunSJDh068OzZM7744guSkpI4evQojo6Ob+V8CgsLw9nZWYJteczly5eZM2cO1atXp2vXrty5c4dNmzaRL18+ihcvzpIlSzAyMpKgjA7Sbrf+/v48fvyYiRMnYmZm9sHnpaeny0xUIf5m2i+m3Nzc2Lp1K5aWlty6dYtOnTphZ2fHs2fPsLe3p2DBgrRs2ZJTp06RmZnJxo0b0dfXl3uwEEKIP0UCbuJ3ZWZm8ssvv7B9+3a6d+9O5cqVc7tIQvzjXb16FUtLS6ysrLhw4QIBAQHUqlWL4sWLs3TpUkxNTUlNTcXOzo4BAwaog/bo6GgcHBzw9PTMMftN5A2XLl1Sg27jx4+nWLFiOQaIMltGtzk7O7Njxw6GDRtGu3btKF68+HuP1a7XiIgI4HVKBxnIC/H38/PzY926daxatQpbW1s2bNiAo6Mj7dq1Y/Lkyejr67No0SLS0tIwNzfHw8MDIyOj390dXAghhHgXeWqI32VoaEi1atWYPHmyBNuE+JspikJsbCy9e/dmxYoV/PDDD9SsWZNixYqRlJREu3btiIiIoG7dujx58oSTJ0/mmCGTnp7OmjVrJNiWR1WvXh1HR0cuXbrEokWL+PXXX9WgjKIoEmzTYTt27CA6OprVq1czZMgQihcvTnp6OklJSWRkZOQ4VjvYFhYWxpw5cyhcuLAE24T4COLi4rh58yYzZ87E1taWffv24enpybfffsuxY8dwcXHByMgIHx8f/Pz88Pb2lvyKQggh/msyw00IIXKR9uBbY/v27Zw8eZJDhw5hZ2dHuXLlmDdvHosWLaJFixakpKRw5coVateunWOQnpGRgZGR0ce+BPEXO3/+PJs2bWLx4sUywMsj1qxZw5UrV1ixYgXXrl0jJiaGsLAwsrOz6dOnDwMGDMDExOSduRadnJxo06ZNLl+BEP8OaWlp/PDDDzRo0IBff/2VCRMmMGTIEAYNGkRgYCDLli3j888/x8XFRZ2l+q7ntBBCCPEhJOAmhBC5RHt5ytOnT0lNTVV3nHz58iWHDx9m4cKFtG3blosXL6IoCitWrMiRt03yyfwzaQZ4soRJ97xr8B0eHs7cuXMZOnQo33//PTY2Nnz22Wc8ePCAXbt2sWXLFqysrNTjJdeiELlH83LK19eXM2fO4OrqSoECBdiwYQPnz58nPj4eX19fufcKIYT4n8n6FCGEyAWKoqideU9PTw4cOEB8fDyWlpYMHz6cZs2a8fXXX1OrVi38/f0xNDTkwoULxMbG5gi4SbDtn0lPTy/H34jQDdqbGzx+/JgCBQpgZGRE7969iY+P5/jx4wwaNIgmTZpQrlw57t69y7lz50hJSVF/IzAwkNWrV7N06VJZ/i1ELtAsz799+zZJSUno6emRlpbGsWPH6Ny5Mx06dADevZGREEII8WfIDDchhPjItGfIrFmzhsDAQGbNmkXRokWJjIzkl19+oVOnTvTu3RsLCwuSk5O5efMmu3btYurUqZLLS4iPLDg4mAEDBqgBbm9vb3bv3o2ZmRm1a9dm8uTJmJqakpKSgpmZGYqikJGRwZgxY8jOzsbf318duI8ePZr27dvTpUuX3LwkIf71fvrpJwYOHMgnn3yiBtO3bNkiz1ghhBB/GQm4CSHER3Lv3j11yWhWVhbJycmMGDGCzp07M2DAAPU4Z2dnDhw4wJIlS6hXr95bvyO7VQrx8Rw9epRZs2bRqFEjli1bxt69e5k3bx729vZcunSJixcvYmpqyqpVqzAzM+Ply5fs3r2b7du3k5SURHh4uJp0XdqtELrl0qVL7Nu3D3Nzc4YOHYqhoaG0VSGEEH8ZCbgJIcRHMGPGDBISEhg3bhzVq1cHICkpif79+9O/f3/69euXY7lanz59KFmyJB4eHrlZbCH+9VJSUti6dSsRERFUqlSJypUrU7x4cTp16kR2djYHDx7Ex8cHc3NzVq1ahZGREWFhYdy8eZNZs2bJAF6IPETaqhBCiL+SJCYQQoi/Wd++fTl69ChPnjwhODiYCxcuAFCgQAEsLS3ZtWsXAMbGxqSnpwNQtWpVyc8mRC7LzMzEzMyMzp0706dPH27evImvry8mJiYA6Ovr07x5c0aPHk1ycjLjxo0jIyODgQMHMm/ePAwNDcnKypIBvBB5hLRVIYQQfyUJuAkhxN/Iy8uL1NRUjh07xsSJE7l//z6hoaH8/PPPADg4OHDjxg2mTJkC/GcThKtXr2JhYZFbxRbiX+/ly5fq4Pvq1av06dOHXr16YW5uTnh4ONnZ2QAYGRnRvHlzRo0axe3bt3F3d8/xOxI4F0IIIYT4d5LXOEII8TdKTk5WN0i4evUq6enpXL9+nZCQEIyMjKhWrRqLFi1i7ty5dOzYkZIlS/LixQuSkpJwcHDI5dIL8e+0b98+oqOjcXd3x93dnaioKA4fPkyXLl3Q09MjJCQEBwcHnJyc0NfXx9DQkObNm2NhYcFnn32W28UXQgghhBA6QHK4CSHE30CzE2lsbCxz587FwMCAR48ecfDgQU6cOIGfnx8VKlTAzs4OGxsb4uLiCAwMBMDMzIwxY8ZI7ichcsnVq1fp2rUrFStWJC4ujg0bNlClShUAUlNTiY6OJjw8nE8//RQnJyc1qK6RlZUlM9uEEEIIIf7lJOAmhBB/s+HDh3P8+HG++OIL/P39Adi+fTuBgYFUrFiRwYMHU6NGjbfOk0G7EB+fJsjt4OBAdHQ0jRs3xs3NjcKFC6vHaIJumzdvplixYqxevfqtoJsQQgghhPh3kxxuQgjxN0pMTMTIyIhx48bx8OFDJk+eDECnTp0YOnQot2/fJiQkhLNnz751rgTbhPh4NO8fNe2uTp06uLu7c+7cOebNm8eDBw/U40xNTenatSudO3emYMGCyLtLIYQQQgjxJpnhJoQQf7OsrCz09fWJjIxk7dq1VKtWDTc3NwB27NiBu7s7PXr0YOzYsblcUiH+nbKzs9HXf/0O8tmzZxQpUkT97sKFC3zzzTc0bdqUGTNmUKJECQAOHz5M8+bN1eXj2r8hhBBCCCGEBNyEEOIjSUlJYffu3fj7++cIuh0/fpyGDRvKjDYhctmqVas4evQoWVlZ9OrVi2bNmmFlZcXFixf55ptvaNy4Md26dWPz5s3cvn2bPXv2oKenpwbdhBBCCCGE0JCAmxBCfEQpKSns2bOHgIAArK2tWbt2rfqd5GwT4uPSDklhhnIAAAYLSURBVJSFhYXh7u7O+PHjOXr0KI8fP6ZOnToMHz6cEiVKcPnyZSZNmkT+/PkxMTEhODgYIyMjCbYJIYQQQoh3koCbEEJ8ZCkpKWzZsoWzZ8/i4uIiy9CEyGXnz59n27ZtNGzYkNatWwPg6+vLgQMHqFmzJnZ2dpQoUYJnz56RlJRE2bJl0dfXl12EhRBCCCHEe0nATQghckFaWhrGxsaS+0mIXHb06FEcHR1JSUlh6dKlfPHFF+p3vr6+HDx4kJo1azJs2DBKliypfiftVgghhBBC/B7pKQohRC4wMTFRcz/JoF2I3PPll1/SsmVL0tPT2bdvH0lJSep3I0eOpE2bNhw+fJi9e/fmOE/arRBCCCGE+D0yw00IIYQQ/wq/Nytt6dKlnDx5knbt2jFw4EDMzc3V77Zt20bHjh0lx6IQQgghhPhgEnATQgghxD+edrAtOjqaa9euYWJiQpUqVWjXrh0Ajo6OnD17lq+++uqtoBvIxiZCCCGEEOLDScBNCCGEEP8ay5YtY+vWrdja2pKcnMzp06cZMmQIDg4OwOug288//0yDBg0YM2YMZmZmuVxiIYQQQgiRF8nWWkIIIYT4V4iJiWHbtm14e3tTp04d0tLSOHjwIA4ODuTLl4+JEycye/ZsZsyYQXx8PKamprldZCGEEEIIkUdJwE0IIYQQ/wrx8fFYWFhQo0YN4PXmJR06dODly5e4urrSunVratSowdKlS8nOzlY3NtHT08vlkgshhBBCiLxGttgSQgghxD9Odnb2W58VLlyY+/fvc/XqVQA0WTVsbW0xMjIiJSVFPVZfX18NugkhhBBCCPFnScBNCCGEEP8o2hsk/PDDD+zatYsbN25QtWpV6tevT3BwMFeuXFGDaZaWllhYWJCRkZHjd963o6kQQgghhBB/RDZNEEIIIcQ/kpubGxs2bMDKyooHDx6wcOFC0tLS2L17N0ZGRnTq1AkrKyvWrl1LYmIi4eHhsgupEEIIIYT4S0jATQghhBD/CJp8a4qi8ODBA+zt7Zk2bRqffPIJmzdvxsPDg5kzZ2JqasqZM2fYtm0blSpVwsLCAl9fX4yMjMjKypKgmxBCCCGE+J9JwE0IIYQQeZ72MtLExEQSExOJjIxk4sSJagAtKCgIZ2dn7O3t6d27t5qzrUiRIujp6ZGZmYmhoewnJYQQQggh/nfSqxRCCCFEnqcJtnl4eHD8+HHu3LlDyZIl6datGxUqVABgyJAhALi4uPDs2TPGjBmDqakp8DpgJ8E2IYQQQgjxV5FswEIIIYTIs7R3I925cyeRkZF06dKF7t27c/fuXSIiInjw4IF6zJAhQxg3bhynT58mX7586ueyQYIQQgghhPgryZJSIYQQQuR5p06dYvfu3dSqVYuuXbsCEBISgq+vL506daJfv36UKlVKPV4735tmt1IhhBBCCCH+KrJ2QgghhBB52pMnT5g1axZPnz6lfPny6ucDBgwAwNfXFwMDA3r27EmZMmUAJNgmhBBCCCH+VrJ+QgghhBB5WrFixfDy8sLKyoojR45w7do19bsBAwYwatQo/Pz8OHbsWI7zJNgmhBBCCCH+LrKkVAghhBD/CFevXmXGjBnUqFGDQYMGUblyZfW7ffv20apVK3XHUiGEEEIIIf5OEnATQgghxD/G5cuXmT17NtWrV2fw4MFUqlQpx/dZWVkSdBNCCCGEEH87CbgJIYQQ4h/l8uXLzJ07l5IlSzJt2jQ1b5sQQgghhBAfi+RwE0IIIcQ/SrVq1Zg7dy758+fPsTOpEEIIIYQQH4vMcBNCCCHEP5JmF9Ls7Gz09eUdoxBCCCGE+Hgk4CaEEEKIfyxN0E0IIYQQQoiPSV73CiGEEOIfS4JtQgghhBAiN0jATQghhBBCCCGEEEKIv5AE3IQQQgghhBBCCCGE+AtJwE0IIYQQQgghhBBCiL+QBNyEEEIIIYQQQgghhPgLScBNCCGEEEIIIYQQQoi/kATchBBCCCGEEEIIIYT4C0nATQghhBBCCCGEEEKIv5AE3IQQQgghhBBCCCGE+AtJwE0IIYQQQgghhBBCiL/Q/wEoQqaWor4uWQAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Portfolio Climate Transition:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_portfolio_climate_tr \n",
|
||
"0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n",
|
||
"1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"FUND : Carmignac Absolute Return Europe\n",
|
||
"============================================================\n",
|
||
" k silhouette davies_bouldin min_cluster_size\n",
|
||
" 2 0.4593 0.9283 146\n",
|
||
" 3 0.5112 0.7321 122\n",
|
||
" 4 0.4436 0.9496 72\n",
|
||
" 5 0.4150 1.0153 42\n",
|
||
" 6 0.3870 1.0866 28\n",
|
||
"→ K retenu : 3 (silhouette=0.5112)\n",
|
||
" n_comptes pct\n",
|
||
"cluster_carmignac_absolute_return_euro \n",
|
||
"0 180 19.7\n",
|
||
"1 122 13.3\n",
|
||
"2 612 67.0\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Médianes — Carmignac Absolute Return Europe:\n",
|
||
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
||
"cluster_carmignac_absolute_return_euro \n",
|
||
"0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n",
|
||
"1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n",
|
||
"2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"RÉSUMÉ — Clustering par fund\n",
|
||
"============================================================\n",
|
||
" Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n",
|
||
" Carmignac Sécurité : K=2, sil=0.5716, n=1624\n",
|
||
" Carmignac Investissement : K=2, sil=0.4310, n=2194\n",
|
||
" Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n",
|
||
" Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n",
|
||
" Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n",
|
||
" Carmignac Emergents : K=3, sil=0.4730, n=1781\n",
|
||
" Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n",
|
||
" Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n",
|
||
" Carmignac Court Terme : K=2, sil=0.4719, n=527\n",
|
||
" Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n",
|
||
" Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n",
|
||
" Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n",
|
||
" Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n",
|
||
" Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n",
|
||
"\n",
|
||
"============================================================\n",
|
||
"ARI — cohérence clustering global x fund\n",
|
||
"============================================================\n",
|
||
" Carmignac Patrimoine : ARI=0.0241 (n=3002)\n",
|
||
" Carmignac Sécurité : ARI=0.0121 (n=1478)\n",
|
||
" Carmignac Investissement : ARI=0.0427 (n=2055)\n",
|
||
" Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n",
|
||
" Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n",
|
||
" Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n",
|
||
" Carmignac Emergents : ARI=0.0158 (n=1641)\n",
|
||
" Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n",
|
||
" Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n",
|
||
" Carmignac Court Terme : ARI=-0.0346 (n=424)\n",
|
||
" Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n",
|
||
" Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n",
|
||
" Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n",
|
||
" Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n",
|
||
" Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# ============================================================\n",
|
||
"# CLUSTERING PAR FUND FAMILY (top fonds)\n",
|
||
"# ============================================================\n",
|
||
"\n",
|
||
"# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n",
|
||
"print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n",
|
||
"top_funds_aum = (\n",
|
||
" df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n",
|
||
" .sort_values(ascending=False)\n",
|
||
" .head(20)\n",
|
||
")\n",
|
||
"print(top_funds_aum.to_string())\n",
|
||
"\n",
|
||
"# ── 1. Sélection des top fonds ────────────────────────────────────────────\n",
|
||
"# Critères : top 15 par AUM total + au moins 20 clients\n",
|
||
"min_clients_per_fund = 20\n",
|
||
"n_top_funds = 15\n",
|
||
"\n",
|
||
"aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n",
|
||
"clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n",
|
||
"\n",
|
||
"valid_funds = (\n",
|
||
" aum_by_fund_total[\n",
|
||
" clients_by_fund >= min_clients_per_fund\n",
|
||
" ]\n",
|
||
" .sort_values(ascending=False)\n",
|
||
" .head(n_top_funds)\n",
|
||
" .index.tolist()\n",
|
||
")\n",
|
||
"print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n",
|
||
"for f in valid_funds:\n",
|
||
" print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n",
|
||
"\n",
|
||
"# ── 2. Construction du panel par compte x fund ────────────────────────────\n",
|
||
"df_rel_m_fund = df_rel_m.copy()\n",
|
||
"df_rel_m_fund = df_rel_m_fund.merge(\n",
|
||
" df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n",
|
||
" on=[ID_COL, ISIN_COL, \"month\"],\n",
|
||
" how=\"left\"\n",
|
||
")\n",
|
||
"\n",
|
||
"# Panel mensuel par compte x fund\n",
|
||
"tmp_fund = df_rel_m_fund.copy()\n",
|
||
"tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n",
|
||
"tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"\n",
|
||
"df_month_fund = (\n",
|
||
" tmp_fund.dropna(subset=[FUND_COL])\n",
|
||
" .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n",
|
||
" .agg(\n",
|
||
" aum_qty = (\"aum_qty\", \"sum\"),\n",
|
||
" net_flow_qty = (\"net_flow_qty\", \"sum\"),\n",
|
||
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" sub_qty = (\"sub_qty\", \"sum\"),\n",
|
||
" red_qty = (\"red_qty\", \"sum\"),\n",
|
||
" n_tx = (\"n_tx\", \"sum\"),\n",
|
||
" n_isin_held = (\"isin_held_flag\", \"sum\"),\n",
|
||
" ret_fund_m = (\"ret_fund_m\", \"mean\"),\n",
|
||
" )\n",
|
||
" .sort_values([ID_COL, FUND_COL, \"month\"])\n",
|
||
" .reset_index(drop=True)\n",
|
||
")\n",
|
||
"\n",
|
||
"df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n",
|
||
"df_month_fund[\"flow_direction\"] = np.where(\n",
|
||
" df_month_fund[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month_fund[\"sub_share\"] = np.where(\n",
|
||
" df_month_fund[\"gross_flow_qty\"] > 0,\n",
|
||
" df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n",
|
||
" [ID_COL, FUND_COL]\n",
|
||
")[\"aum_qty\"].cummax()\n",
|
||
"df_month_fund[\"aum_drawdown\"] = np.where(\n",
|
||
" df_month_fund[\"aum_peak\"] > 0,\n",
|
||
" 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"\n",
|
||
"# Lag performance pour réactivité\n",
|
||
"df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n",
|
||
" [ID_COL, FUND_COL]\n",
|
||
")[\"ret_fund_m\"].shift(1)\n",
|
||
"df_month_fund[\"buy_on_perf\"] = (\n",
|
||
" (df_month_fund[\"net_flow_qty\"] > 0) &\n",
|
||
" (df_month_fund[\"ret_fund_lag1\"] > 0)\n",
|
||
").astype(int)\n",
|
||
"df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n",
|
||
"\n",
|
||
"print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n",
|
||
"\n",
|
||
"# ── 3. Feature engineering par compte x fund ──────────────────────────────\n",
|
||
"reference_date = df_month_fund[\"month\"].max()\n",
|
||
"\n",
|
||
"# months_since_last_tx par fund\n",
|
||
"last_active_fund = (\n",
|
||
" df_month_fund[df_month_fund[\"active_month\"] == 1]\n",
|
||
" .groupby([ID_COL, FUND_COL])[\"month\"]\n",
|
||
" .max()\n",
|
||
" .reset_index(name=\"last_active_month\")\n",
|
||
")\n",
|
||
"last_active_fund[\"months_since_last_tx_fund\"] = (\n",
|
||
" (reference_date.to_period(\"M\") -\n",
|
||
" last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n",
|
||
" .apply(lambda x: x.n)\n",
|
||
")\n",
|
||
"\n",
|
||
"df_client_fund = (\n",
|
||
" df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n",
|
||
" .agg(\n",
|
||
" n_months = (\"month\", \"nunique\"),\n",
|
||
" n_active_months = (\"active_month\", \"sum\"),\n",
|
||
" flow_freq = (\"active_month\", \"mean\"),\n",
|
||
" aum_qty_mean = (\"aum_qty\", \"mean\"),\n",
|
||
" aum_qty_max = (\"aum_qty\", \"max\"),\n",
|
||
" aum_qty_last = (\"aum_qty\", \"last\"),\n",
|
||
" gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n",
|
||
" net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n",
|
||
" n_tx_total = (\"n_tx\", \"sum\"),\n",
|
||
" avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n",
|
||
" flow_direction_mean = (\"flow_direction\", \"mean\"),\n",
|
||
" sub_share_mean = (\"sub_share\", \"mean\"),\n",
|
||
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
|
||
" buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n",
|
||
" has_perf_months = (\"has_perf\", \"sum\"),\n",
|
||
" )\n",
|
||
")\n",
|
||
"\n",
|
||
"# Merge months_since_last_tx\n",
|
||
"df_client_fund = df_client_fund.merge(\n",
|
||
" last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n",
|
||
" on=[ID_COL, FUND_COL], how=\"left\"\n",
|
||
")\n",
|
||
"max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n",
|
||
"df_client_fund[\"months_since_last_tx_fund\"] = (\n",
|
||
" df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n",
|
||
")\n",
|
||
"\n",
|
||
"# Ratios protégés\n",
|
||
"df_client_fund[\"gross_flow_to_aum\"] = np.where(\n",
|
||
" df_client_fund[\"aum_qty_mean\"] > 1,\n",
|
||
" df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_fund[\"flow_direction_balance\"] = np.where(\n",
|
||
" df_client_fund[\"gross_flow_qty_sum\"] > 0,\n",
|
||
" df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_fund[\"aum_final_to_peak\"] = np.where(\n",
|
||
" df_client_fund[\"aum_qty_max\"] > 0,\n",
|
||
" np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n",
|
||
" df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n",
|
||
")\n",
|
||
"df_client_fund[\"buy_on_perf_rate\"] = np.where(\n",
|
||
" df_client_fund[\"has_perf_months\"] >= 6,\n",
|
||
" df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n",
|
||
" np.nan\n",
|
||
")\n",
|
||
"\n",
|
||
"# Filtre qualité\n",
|
||
"df_client_fund = df_client_fund[\n",
|
||
" (df_client_fund[\"n_months\"] >= 6) &\n",
|
||
" (df_client_fund[\"aum_qty_mean\"] > 0) &\n",
|
||
" (df_client_fund[FUND_COL].isin(valid_funds))\n",
|
||
"].copy()\n",
|
||
"\n",
|
||
"print(\"df_client_fund shape:\", df_client_fund.shape)\n",
|
||
"print(\"\\nComptes par fund :\")\n",
|
||
"print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n",
|
||
"\n",
|
||
"# ── 4. Features pour le clustering par fund ───────────────────────────────\n",
|
||
"fund_features = [\n",
|
||
" \"flow_freq\",\n",
|
||
" \"gross_flow_to_aum\",\n",
|
||
" \"avg_n_isin_held\",\n",
|
||
" \"flow_direction_balance\",\n",
|
||
" \"log_aum_qty_mean\",\n",
|
||
" \"months_since_last_tx_fund\",\n",
|
||
" \"aum_final_to_peak\",\n",
|
||
" \"aum_drawdown_last\",\n",
|
||
" \"buy_on_perf_rate\",\n",
|
||
"]\n",
|
||
"\n",
|
||
"# ── 5. Clustering par fund ────────────────────────────────────────────────\n",
|
||
"FUND_RESULTS = {}\n",
|
||
"\n",
|
||
"for fund in valid_funds:\n",
|
||
" print(f\"\\n{'='*60}\")\n",
|
||
" print(f\"FUND : {fund}\")\n",
|
||
" print(f\"{'='*60}\")\n",
|
||
"\n",
|
||
" df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n",
|
||
" feats = [c for c in fund_features if c in df_f.columns]\n",
|
||
"\n",
|
||
" # Preprocessing\n",
|
||
" d = df_f.copy()\n",
|
||
" d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n",
|
||
" d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n",
|
||
"\n",
|
||
" for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n",
|
||
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" med = np.nanmedian(vals)\n",
|
||
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
|
||
" if mad > 0:\n",
|
||
" d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n",
|
||
" else:\n",
|
||
" d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
|
||
"\n",
|
||
" for col in [\"gross_flow_to_aum\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n",
|
||
"\n",
|
||
" for col in [\"flow_freq\"]:\n",
|
||
" if col not in d.columns:\n",
|
||
" continue\n",
|
||
" vals = d[col].to_numpy(dtype=float)\n",
|
||
" d[col] = np.log1p(np.clip(vals, 0, None))\n",
|
||
"\n",
|
||
" X_f = d[feats].fillna(d[feats].median()).to_numpy()\n",
|
||
" X_f_scaled = RobustScaler().fit_transform(X_f)\n",
|
||
"\n",
|
||
" # K-selection\n",
|
||
" best_k = 2\n",
|
||
" best_sil = -1\n",
|
||
" rows_k = []\n",
|
||
" max_k = min(6, len(df_f) // 20)\n",
|
||
"\n",
|
||
" for k in range(2, max_k + 1):\n",
|
||
" km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n",
|
||
" labels = km.fit_predict(X_f_scaled)\n",
|
||
" # Vérifier que les clusters ne sont pas trop déséquilibrés\n",
|
||
" sizes = pd.Series(labels).value_counts()\n",
|
||
" if sizes.min() < 10:\n",
|
||
" continue\n",
|
||
" sil = silhouette_score(X_f_scaled, labels)\n",
|
||
" db = davies_bouldin_score(X_f_scaled, labels)\n",
|
||
" rows_k.append({\n",
|
||
" \"k\": k,\n",
|
||
" \"silhouette\": round(sil, 4),\n",
|
||
" \"davies_bouldin\": round(db, 4),\n",
|
||
" \"min_cluster_size\": sizes.min(),\n",
|
||
" })\n",
|
||
" if sil > best_sil:\n",
|
||
" best_sil = sil\n",
|
||
" best_k = k\n",
|
||
"\n",
|
||
" df_k = pd.DataFrame(rows_k)\n",
|
||
" print(df_k.to_string(index=False))\n",
|
||
" print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n",
|
||
"\n",
|
||
" # Clustering final\n",
|
||
" km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n",
|
||
" cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n",
|
||
" df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n",
|
||
"\n",
|
||
" # Tailles\n",
|
||
" counts = df_f[cluster_col].value_counts().sort_index()\n",
|
||
" props = counts / counts.sum() * 100\n",
|
||
" print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n",
|
||
"\n",
|
||
" # Heatmap\n",
|
||
" profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n",
|
||
" prof = plot_heatmap(\n",
|
||
" df_f, profile_vars_fund, cluster_col,\n",
|
||
" title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n",
|
||
" figsize=(14, 4)\n",
|
||
" )\n",
|
||
" print(f\"\\nMédianes — {fund}:\")\n",
|
||
" print(prof.round(3).to_string())\n",
|
||
"\n",
|
||
" FUND_RESULTS[fund] = {\n",
|
||
" \"df\": df_f,\n",
|
||
" \"cluster_col\": cluster_col,\n",
|
||
" \"k\": best_k,\n",
|
||
" \"silhouette\": best_sil,\n",
|
||
" \"profile\": prof,\n",
|
||
" \"n\": len(df_f),\n",
|
||
" }\n",
|
||
"\n",
|
||
"# ── 6. Résumé global ──────────────────────────────────────────────────────\n",
|
||
"print(\"\\n\" + \"=\"*60)\n",
|
||
"print(\"RÉSUMÉ — Clustering par fund\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"for fund, res in FUND_RESULTS.items():\n",
|
||
" print(f\" {fund[:40]:40s} : K={res['k']}, \"\n",
|
||
" f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n",
|
||
"\n",
|
||
"# ── 7. Croisement avec le clustering global ───────────────────────────────\n",
|
||
"print(\"\\n\" + \"=\"*60)\n",
|
||
"print(\"ARI — cohérence clustering global x fund\")\n",
|
||
"print(\"=\"*60)\n",
|
||
"\n",
|
||
"dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n",
|
||
"\n",
|
||
"for fund, res in FUND_RESULTS.items():\n",
|
||
" cluster_col = res[\"cluster_col\"]\n",
|
||
" df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n",
|
||
" dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n",
|
||
"\n",
|
||
" mask = dfc_fund_cross[cluster_col].notna()\n",
|
||
" if mask.sum() < 10:\n",
|
||
" continue\n",
|
||
" labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n",
|
||
" labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n",
|
||
" ari = adjusted_rand_score(labels_global, labels_fund)\n",
|
||
" print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "7bc432da-3be4-4e39-93f9-9131a3548a14",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.13.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|