2065 lines
1.1 MiB
2065 lines
1.1 MiB
{
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||
"cells": [
|
||
{
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||
"cell_type": "markdown",
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||
"id": "f6ea29f1",
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||
"metadata": {},
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"source": [
|
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"# Global Clustering \n",
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"\n",
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"**Sections:**\n",
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"1. Imports & Data Loading\n",
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"2. Monthly Panel Construction\n",
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"3. Feature Engineering (base + enriched)\n",
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"4. Global Clustering (all active accounts)"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"id": "e727f666",
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||
"metadata": {},
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"source": [
|
||
"## 0. Imports & Data Loading"
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]
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||
},
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||
{
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||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "9314f229-0b5d-4a4c-846c-869847d32c73",
|
||
"metadata": {},
|
||
"outputs": [],
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||
"source": [
|
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"import os\n",
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"import s3fs\n",
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"os.environ[\"AWS_ACCESS_KEY_ID\"] = 'UMMV3Z72A70MCCSRV17O'\n",
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||
"os.environ[\"AWS_SECRET_ACCESS_KEY\"] = 'wBFxaez78UPNW3BtchZOf4f238ZNXKnCexeGufaa'\n",
|
||
"os.environ[\"AWS_SESSION_TOKEN\"] = 'eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.eyJhY2Nlc3NLZXkiOiJVTU1WM1o3MkE3ME1DQ1NSVjE3TyIsImFjciI6IjAiLCJhbGxvd2VkLW9yaWdpbnMiOlsiKiJdLCJhdWQiOlsibWluaW8iLCJhY2NvdW50Il0sImF1dGhfdGltZSI6MTc3NTEzNTA4NiwiYXpwIjoib255eGlhLW1pbmlvIiwiZW1haWwiOiJzYXJhaC50aG91bXlyZUBlbnNhZS5mciIsImVtYWlsX3ZlcmlmaWVkIjp0cnVlLCJleHAiOjE3NzYzNDQ3NDksImZhbWlseV9uYW1lIjoiVEhPVU1ZUkUiLCJnaXZlbl9uYW1lIjoiU2FyYWgiLCJncm91cHMiOlsiYmRjLWRhdGEiLCJiZGMtY2FybWlnbmFjLWczIl0sImlhdCI6MTc3NTEzNTE0OCwiaXNzIjoiaHR0cHM6Ly9hdXRoLmdyb3VwZS1nZW5lcy5mci9yZWFsbXMvZ2VuZXMiLCJqdGkiOiJlZGY1ZDQ1OC1hYzkxLTQ5NTAtYmI5Ny0zNjMwNWY1MTQwYTIiLCJuYW1lIjoiU2FyYWggVEhPVU1ZUkUiLCJwb2xpY3kiOiJzdHNvbmx5IiwicHJlZmVycmVkX3VzZXJuYW1lIjoic3Rob3VteXJlLWVuc2FlIiwicmVhbG1fYWNjZXNzIjp7InJvbGVzIjpbIm9mZmxpbmVfYWNjZXNzIiwiZGVmYXVsdC1yb2xlcy1nZW5lcyIsInVtYV9hdXRob3JpemF0aW9uIl19LCJyZXNvdXJjZV9hY2Nlc3MiOnsiYWNjb3VudCI6eyJyb2xlcyI6WyJtYW5hZ2UtYWNjb3VudCIsIm1hbmFnZS1hY2NvdW50LWxpbmtzIiwidmlldy1wcm9maWxlIl19fSwic2NvcGUiOiJvcGVuaWQgcHJvZmlsZSBlbWFpbCIsInNpZCI6IjMzMjg4YjJjLTlhMjAtNDNhOS1iMDlhLTdlMjc1OWQ1NjIxNiIsInN1YiI6ImVhYWVkN2QyLWM4MjYtNGIxNC05MzczLTYwYjNhODhlMWFiNiIsInR5cCI6IkJlYXJlciJ9.rffoTJijRiGK2DCDhXj5y8R31DRH1LWkTwuH_1lvU9qN_xJSTmBIM4uGR_zp7XpMnq_ePwVhlkoWN15cNUgjMA'\n",
|
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"os.environ[\"AWS_DEFAULT_REGION\"] = 'us-east-1'\n",
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"fs = s3fs.S3FileSystem(\n",
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" client_kwargs={'endpoint_url': 'https://'+'minio-simple.lab.groupe-genes.fr'},\n",
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" key = os.environ[\"AWS_ACCESS_KEY_ID\"], \n",
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" secret = os.environ[\"AWS_SECRET_ACCESS_KEY\"], \n",
|
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" token = os.environ[\"AWS_SESSION_TOKEN\"])"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 2,
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"id": "61e33897",
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||
"metadata": {},
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"outputs": [],
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"source": [
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"import warnings\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"\n",
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"from sklearn.preprocessing import RobustScaler\n",
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"from sklearn.cluster import KMeans\n",
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"from sklearn.metrics import silhouette_score, davies_bouldin_score, pairwise_distances\n",
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"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\""
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 3,
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||
"id": "eb3b2908",
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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"flows: (2574461, 26)\n",
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"aum: (4880297, 19)\n",
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"nav: (623914, 6)\n"
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]
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}
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],
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"source": [
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"df_flows = pd.read_csv(\"flows.csv\", low_memory=False)\n",
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"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",
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" 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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{
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||
"cell_type": "markdown",
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"id": "5929db69",
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||
"metadata": {},
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"source": [
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"## 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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},
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{
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"cell_type": "code",
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||
"execution_count": 73,
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"id": "d36d0a70",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Panel shape: (4791501, 20)\n"
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]
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}
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],
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"source": [
|
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"# --- 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",
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" 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",
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" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
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" sub_qty = (\"sub_qty\", \"sum\"),\n",
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" red_qty = (\"red_qty\", \"sum\"),\n",
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" 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",
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" df_aum\n",
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" .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\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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" aum_qty = (AUM_QTY_COL, \"sum\"),\n",
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" 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",
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"# --- Full outer join ---\n",
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"keys = pd.concat([\n",
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" df_flows_m[[ID_COL, ISIN_COL, \"month\"]],\n",
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" df_aum_m[[ID_COL, ISIN_COL, \"month\"]]\n",
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"]).drop_duplicates()\n",
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"\n",
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"df_rel_m = (\n",
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" keys\n",
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" .merge(df_aum_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\")\n",
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" .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",
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"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",
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"\n",
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"# --- Active / holding flags ---\n",
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"df_rel_m[\"active_rel_month\"] = (df_rel_m[\"gross_flow_qty\"] > 0).astype(int)\n",
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"df_rel_m[\"holding_rel_month\"] = (df_rel_m[\"aum_qty\"] > 0).astype(int)\n",
|
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"df_rel_m[\"flow_to_aum_rel\"] = df_rel_m[\"net_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
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"df_rel_m[\"turnover_rel\"] = df_rel_m[\"gross_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
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"\n",
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"print(\"Panel shape:\", df_rel_m.shape)"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
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||
"id": "965d2564",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
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||
"text": [
|
||
"Enriched panel shape: (4791501, 24)\n"
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]
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}
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||
],
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"source": [
|
||
"# --- NAV & benchmark returns ---\n",
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"df_nav_m = (\n",
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" df_nav\n",
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" .dropna(subset=[NAV_ISIN_COL, \"month\", NAV_PRICE_COL])\n",
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" .sort_values([NAV_ISIN_COL, \"month\"])\n",
|
||
" .groupby([NAV_ISIN_COL, \"month\"], as_index=False)\n",
|
||
" .tail(1).copy()\n",
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")\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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09KR69eocO3Ys3T6ff/65+v/6+vqUK1cORVE0yi0sLChZsiT//vtvuv2bN2+OmZmZ+v5HH32Evb29+lhXr14lNDSUdu3aaawzVbduXVxcXDJcF7Bdu3Zv7GsabR/XNH5+fhqj6dJGJDVs2FCjH2mjYtL6HBgYyL1792jWrBnh4eHq48TGxuLn58e5c+fSPV9eXVy/UqVKREREqB/TrAoPDwfQGHn3stjYWGJiYrC1tdXoy6uGDx/OypUr33jr0aOHxn4zZsygWLFitGrVKlvxZ6Zy5cq4ubmp7ycnJ3PixAkaNGhAsWLF1OWFChWiadOmXLhwId3fsE2bNhgaGqrvt2vXDgMDgwyf829iYWHBrVu3uHfvXtY78wbJyckMHTqUmJgYFi5c+Mb19t50Hk9JSeGXX36hXr16eHl5pduedm4+duwY3t7eVKpUSb3N1NSUNm3a8PDhQ/7++2+N/Zo3b65x3s7O89/CwoL4+HiNKcZCCCFEVsl0SyGEyAFpXxBjYmJy/VhVqlShUaNGLFiwgFWrVlGlShUaNGhAs2bNMDIyeu2+9+/fR1EU5s6dy9y5czOsExoaioODg/r+q9PlMtOzZ09OnjxJq1atKF68ODVq1KBp06ZUrFgx030ePXoEpJ/yZWVlhaWlZYb7ODo6atxP+wIfGRmpLrt16xZz5szh9OnT6b7cRkVFadWfrHBwcEj3t//nn3+4fft2potIh4aGAtC4cWO2bt3K6NGjmTlzJn5+fnz44Yd89NFHr124OiIiIstJ0jSWlpaZPldefi5nlhxJk/b4lSxZMt02V1dXfv/993QL4b/6+Jmbm1OgQIF008DMzc2JiIhI127x4sU17qtUKooXL65Okr4uJhcXl3TrGRkYGFC4cOHMupiOto9rmiJFimjcT/v7vnrMtOR32vM4LWHy6vpvL4uKitJ4nWT22nj27Nlrk1hvomRyxcDixYvz6aefMmPGDIYMGcLcuXMzTKiXK1cuy8e8dOkSO3fuZNWqVVlawF0br57TwsLCiIuLy/R5nJKSwuPHjylVqpS6/NXnoampKfb29hrJem0NHDiQvn370qhRI9zd3alZsyaffvopnp6eWW7rVWnnwaVLl2qcZ8PCwjTWaDQxMcHU1PSN5/GwsDCio6M1/hYZefToUbopqpD6Gkzb7u7uri5/9THJzvM/7Xma1emuQgghxMskSSaEEDnAzMyMQoUKcevWrWy3kdkH+5e/yKTVmzdvHpcuXeLo0aP89ttvjBo1ipUrV7J58+bXjgBK++W9W7du1KpVK8M6ryastL3qm6urK/v37+fXX3/lt99+4+DBg2zYsIF+/foxcOBArdrQRmZfmNO+IEVGRtKxY0fMzMwYOHAgzs7OFChQgGvXrjFjxgytRmtl9lhktu/LIyBeruvu7q5e0+pVaUkSY2Nj1q9fz5kzZ9R/u71797J582ZWrFiR6Si+AQMGcPbs2Tf2JSNr1qyhatWqGW5L+xL7119/aYwCySkZPX6Z9TGz5ExOMjIyylISRtvHNU1mfXtTn9P+/frrryldunSGdV8dFfSm10ZWpS3A/3IC+lU9e/YkIiKCZcuWMXr0aKZMmZLu9aNtQtfY2FidLJw+fTqVKlWiaNGi6gsapI1sCw4O5tGjR+mSgtrK6PWal149p1euXJlDhw5x+PBhTpw4wU8//cTq1asZP378W42i++WXX/jxxx/58ssvqV27tsa2zz//XCOh179/fwYMGJBn5/FXvfqYZOf5HxkZScGCBXX++AohhPj/JkkyIYTIIfXq1WPz5s1cvHgRHx+fLO//8oiol0fwpI2MeVWFChWoUKECgwcPZteuXQwbNoy9e/fSqlWrTJM8aVOJDA0NqV69epZjfBMTExMaN25M48aNSUhIYMCAASxZsoTevXtnmGxL+5J7//59jWlO4eHh6a4Up62zZ88SERHBggULNBZ9z+jKgZn9ndL+/q+OOsvKKBFnZ2du3LiBn5/fG0c26Onp4efnh5+fHyNHjmTJkiXMnj2bM2fOZPo4DR8+/LXJi9d53QiVevXqsXTpUn7++ec3JsnSHr+7d++m23bnzh2sra3fOL0rq/755x+N+4qi8M8//6gvTPFyTK+O9rp7967WiZXMHrOsPK5vI+31YGZmliuvVW2kJUwzeu287KuvvuLZs2ds3boVS0vLdFdQ1Dah26JFC7777jsAHj9+zMOHD/nggw/S1fP398fc3Jzz589r25XXsrGxoWDBgpk+j/X09NKNCPznn3/UU2whdeRlcHCwRjLK0tIy3Ws0ISGB4ODgdMexsrLis88+47PPPiMmJoaOHTsyf/58dZIsq8+1u3fvMnz4cBo0aECfPn3SbZ8+fbrGxVFePv++7jxuY2ODmZnZG38QcnR0zPTvmbb9dbLz/H/w4IH6OSuEEEJklyTJhBAih/To0YNdu3YxevRoVq9ejZ2dncb2+/fvc/ToUbp06ZLh/mkjuM6dO6f+YhgbG0tAQIBGvWfPnmFhYaHxpSntl/aEhAQAChYsCKQfAWJra0uVKlXYvHkzHTt2pFChQhrbw8LC3nj1s8yEh4erR55A6ggdV1dXjh8/TmJiYoZJMj8/PwwMDNi4cSM1atRQl69fvz5bMcCL0TQvj55JSEhgw4YN6eoWLFgww+mXLz8WaX/b5ORktmzZonUcH3/8MceOHWPLli20adNGY1t8fDwpKSmYmJgQERGhsZ4XpH88M5KdKWza8PHxoVatWmzdupXatWvToEEDje0JCQnMnj2b4cOHU6hQIUqXLk1AQAC9e/dWJxf/+usvTpw4wSeffJLj8QUEBNCrVy/19MH9+/cTHBxMz549gdS/i62tLZs2beLzzz9XTys9duwYt2/fpl+/flodJ7PnhraP69sqV64czs7OrFixgqZNm6YbIZrd16qJiYnWyVUHBweKFCnC1atX31h3woQJREZGsnLlSiwsLOjbt696m7YJ3ZfPRxMmTCA+Pl5j++nTp1m7di3Dhw/P0WSIvr4+NWrU4PDhwzx48EA99S8kJITdu3dTsWLFdNNVN2/eTMuWLdXrkm3cuJGkpCSNJFmxYsXSJfK2bNmSbiTZq+dOU1NTnJ2defz4sbrs5XP6m6ZBx8TE0L9/fxwcHPjuu+8yTLBlNg1em/N4gwYN+Pnnn7ly5Uq6dckURUGlUlGnTh1Wr16t8aNRbGwsW7ZswcnJSWNNuIxk5/l//fr1115JWQghhNCGJMmEECKHODs7M2PGDAYPHkzjxo359NNPcXd3JyEhgYsXL7J///50i7u/rEaNGjg6OvLNN99w584d9PX12bZtG9bW1hqjyXbs2MHGjRtp0KABzs7OxMTEsGXLFszMzNRf0IyNjXFzc2Pfvn2UKFECKysrSpUqhbu7O+PGjaN9+/Y0a9aM1q1bU6xYMUJCQrh06RJPnjzh559/zlb/u3fvjp2dHb6+vtja2nLnzh3WrVtHnTp1Ml0Pyc7Ojs6dO7NixQr69OlDrVq1uHnzJsePH8fa2jpbI3V8fHzUo1k6deqESqVi586dGU45K1u2LHv37mXq1Kl4eXlhYmJC/fr1KVWqFBUqVGDWrFk8e/YMS0tL9u7dS1JSktZxfPrpp+zbt49x48Zx5swZfH19SU5O5s6dO+zfv59ly5bh5eXFwoULOX/+PHXq1MHJyYnQ0FA2bNhA4cKFX7ueW276/vvv6datG/3796devXr4+flRsGBB/vnnH/bu3cvTp0/VawV9/fXX9OzZkzZt2vD5558THx/PunXrMDc3p3///jkem6WlJe3bt6dly5aEhoayevVqihcvTuvWrYHUUZLDhg1j5MiRdOzYkSZNmhAaGsqaNWtwcnKia9euWh0ns+eGto/r29LT02PSpEn07NmTpk2b0rJlSxwcHAgKCuLMmTOYmZmxZMmSLLdbtmxZTp06xcqVKylUqBBFixbNcO2oNB988AGHDh1SJz9eF++MGTOIjo5m7ty5WFpa0qFDByB7Cd2aNWumK0tLtFWuXFnjb/zgwQM++OADjZFoWTVo0CBOnjxJ+/btad++Pfr6+mzevJmEhAS++uqrdPUTExPp2rUrH3/8MXfv3mXDhg1UrFhRY+Rbq1atGDduHAMGDKB69ercuHGD33//XSMJBdCkSROqVKlC2bJlsbKy4sqVKxw4cEDjAiZly5YFYNKkSdSsWRN9fX2aNGmSYV8WLFjA33//jb+/P4cPH9bY5uzs/NqRztqcx4cMGcKJEyfo1KkTrVu3xtXVleDgYPbv38+GDRuwsLCgV69e7Nmzh549e9KpUycsLS0JCAjgwYMHzJ8//41TnLP6/L969SoREREZjjwUQgghskKSZEIIkYM++OADfv75Z5YvX87hw4fZuHEjRkZGeHh4MGLECPUX+YwYGhqyYMECxo8fz9y5c7G3t6dLly5YWFhorH9UpUoVrly5wt69ewkJCcHc3Bxvb2/1leDSTJo0iYkTJzJ16lQSExPp378/7u7uuLm5sW3bNhYsWMCOHTuIiIjAxsaGMmXKaD3KJiNt2rRh165drFy5ktjYWAoXLkynTp00RpRkZNiwYRgbG7N161ZOnTpFhQoVWL58Oe3bt3/jhQgyYm1tzZIlS5g2bRpz5szBwsKCTz75BD8/P7p3765Rt3379gQGBrJ9+3ZWrVqFk5MT9evXB1KvrDd27Fh++OEHLCws+Pzzz6latSpffPGFVnHo6emxcOFCVq1axc6dOzl06BAFCxakaNGidOrUSb1IeP369Xn48CHbtm1Tj+KoUqUKAwYMUK/PlNdsbGzYtGkTGzZsYO/evcyePZvExET136dz587qutWrV2fZsmXMmzePefPmYWBgQOXKlfnqq680no85pU+fPty8eZMffviBmJgY/Pz8GDdunHqkDUDLli0xNjbmxx9/ZMaMGZiYmNCgQQO++uqrN47CSZPZc0PbxzUnVK1alc2bN7No0SLWrVtHbGws9vb2eHt7pxvFpq0RI0YwduxY5syZQ3x8PC1atHhtkuyzzz5j3bp1XLhw4Y3Tb42MjFiwYAFffPEFkyZNwsLCIk9G9sTGxgJgb2+f7TZKlSrF+vXrmTlzJkuXLkVRFLy9vZk+fXqGf5+xY8eya9cu5s2bR2JiIk2aNGH06NEaicTWrVvz4MEDfvrpJ3777TcqVqzIypUr0yVqO3XqxJEjRzhx4gQJCQk4OjoyaNAgjfNVw4YN6dSpE3v27OHnn39GUZRMk2Rpa7ctXrw43bYWLVq8NkmmzXncwcGBLVu2MHfuXHbt2kV0dDQODg7Url1bvR6YnZ0dmzZtYvr06axbt47nz5/j4eHBkiVLqFu3bqbHf1lWnv/79+/H0dFRYwqsEEIIkR0qJS9WxRVCCCGyIDIyksqVKzNo0CD8/f11HY7IB86cOUPnzp2ZO3cuH330ka7Dea906dKFQoUKMX36dF2HkqH169czY8YMDh06lG6au3j3JSQkUL9+fXr27JnpcgZCCCGEtnQ+kiw4OJjLly8TEhICpP7yVL58+bf6NVAIIcT/j/j4+HRXI1u9ejWQOmpOCKFbQ4YMoUOHDgwaNAgnJyddh5POmTNn6NSpkyTI3lPbtm3DwMCAdu3a6ToUIYQQ7wCdJcliY2MZO3Yse/fuRaVSYWlpCaQuSJ02hHzChAka0yeEEEK8e/bu3cuOHTuoXbs2JiYm/PHHH+zevZuaNWvqbE0uIcQL5cuX12rxfl2ZN2+erkMQOtSuXTtJkAkhhMgxOkuSTZ48mStXrrB06VKqV6+Ovr4+kHr1sFOnTjFx4kQmT57MpEmTdBWiEEKIPODh4YG+vj7Lli0jJiYGW1tbOnfuzKBBg3QdmhBCCCGEEOI9orM1ySpXrszSpUvx9fXNcPuFCxfo06cP586dy+PIhBBCCCGEEEIIIYQubdiwgY0bN/Lw4UMg9UI7ffv2pU6dOrl2TJ2NJEtJScHQ0DDT7YaGhqSkpORhREIIIYQQQgghhBAiPyhcuDDDhg2jePHiKIpCQEAA/fr1Y8eOHZQqVSpXjqmXK61qoW7duowdO5br16+n23b9+nW+/fZb6tWrp4PIhBBCCCGEEEIIIYQu1a9fnzp16lCiRAlKlizJ4MGDMTEx4dKlS7l2TJ2NJBs7dixDhw6lZcuWWFpaYmNjA0BYWBiRkZHUrFmTsWPH6io8IYQQQgghhBBCCJHDEhISSEhI0CgzMjLCyMgo032Sk5PZv38/sbGx+Pj45FpsOluTLM3t27e5dOkSISEhANjZ2VGhQgVcXV2z3WbQ9wNyKjzxjrDpMkTXIYh8RC/4jq5DEPnIhIdOug5B5CMfexbSdQgiH/HY+72uQxD5SMEuY3QdgshHDMLu6ToEkY8YFC2r6xDyhT6qElrVKztvKAsWLNAo69+/PwMGpM/l3Lx5k7Zt2/L8+XNMTEyYOXPmu7kmWRpXV9e3SogJIYQQQgghhBBCiP8PvXv35osvvtAoy2wUWcmSJQkICCAqKooDBw4wfPhw1q1bh5ubW67EpvMkmRBCCCGEEEIIIYT4/2akp9Ku3humVr5at3jx4gCUK1eOK1eusGbNGiZMmJDtOF9HZwv3CyGEEEIIIYQQQgihrZSUlHTrmeUkGUkmhBBCCCGEEEIIId6KvnYDybQ2c+ZMateuTZEiRYiJiWH37t2cPXuW5cuX5+yBXqLTJFlycjJ//PEHHh4eWFhY6DIUIYQQQgghhBBCCJFN2k631FZoaCjDhw/n6dOnmJub4+HhwfLly6lRo0aOHudlOk2S6evr061bN/bu3StJMiGEEEIIIYQQQggBwJQpU/L8mDpfk6xUqVI8ePBA12EIIYQQQgghhBBCiGzSV6m0uuVnOk+SDRo0iGnTpnH06FGePn1KdHS0xk0IIYQQQgghhBBC5G9GeiqtbvmZzhfu79WrFwD+/v6oXsooKoqCSqUiMDBQV6EJIYQQQgghhBBCiPeEzpNka9as0XUIQgghhBBCCCGEEOItGObzqZTa0HmSrEqVKroOQQghhBBCCCGEEEK853S+JhnA+fPnGTZsGG3btiUoKAiAgIAAzp8/r+PIhBBCCCGEEEIIIcSb6Ku0u+VnOk+SHThwgO7du2NsbMy1a9dISEgAIDo6mqVLl+o4OiGEEEIIIYQQQgjxJu/Cwv06T5ItXryY8ePHM2nSJAwMXsz+9PX15fr16zqMTAghhBBCCCGEEEK8L3S+Jtndu3epVKlSunJzc3MiIyN1EJEQQgghhBBCCCGEyIr8PkpMGzofSWZnZ8f9+/fTlV+4cIFixYrpICIhhBBCCCGEEEIIkRX6KpVWt/xM5yPJWrduzeTJk5kyZQoqlYqgoCAuXrzItGnT6Nu3r67DyzcMi7piWuUDDAo7o29mScT2H3n+95/a7etUEut2X5IU/Jiw1dMyrGNS9UPM63xCzPmjRB/ZnpOhi1yycfvPrNz0EyFh4Xi4ujDqy754lfHIsO6hY7/z47rN/PvwEUlJSTgXdaJLm5Z80qgBAIlJScz/cTW/nT7Hg8ePMTM1pVolHwb37kYhO9u87JbIpg37jrFi5yFCIiLxKFGUb7q3xrtUiUzrR8bEMnfDzxw6fYln0bE42tsw4ovPqVOxHADJySks3LKHXcfPEhIRSSFrS5rXq0afzz9Glc/f2ESqfy+f4u/f9xP+720SYqNo9PVsrIu6vHGf6we3Eh3yhJTkJMztHfGo9yklq9RT1zm9bi73zh7R2K+wpw91+36bG90QOURRFHas+ZFf9/1MbHQUpcp602Xg1xR2yvwHyaGdWhAS9CRd+QfNWtJ5wFcAJCQ8Z9PSeZz+9ReSEhPxqlSVzgO+wtLaJtf6IrLv4oMQ1l24xc2nEYTExDOtaVXquDlmWv/SwxAW/n6Nf8KjeJ6YTGELE5p7laSdr5u6zrbLd9h+5S6PI2MBcLExp1tVT6qXLJzr/RE5Y9PmzaxevYaQ0FDc3d0ZMfxrvMqVy7T+wUOHWLhoMY8ePcLZ2ZlBAwdSq1bNDOtOnDSZn7Zt46thQ+nYoUNudUHkoA0B+1i5JYCQsAg8XEswakAPvD1LvXG/vUd+56vJs6hfvQrzJ45Qly9cvYl9R0/wJDgEQwMDyri78mW39niXds/NbgiRbTpPkvXq1YuUlBS6du1KXFwcHTt2xMjIiG7dutGpUyddh5dvqAwLkPj0IXFXTmPVoqf2+xUoiEXjTiT88xd6JuYZ1jEo7IxJ+RokPn2YU+GKXLbv8DG+X/gjY4cOwLuMB2u3BtB72DfsWr8MW2urdPUtLczp1aktJZ2LYWhowLGTZxnz3Sxsra2oUaUS8fHPuX7rb3p3aY+HW0kio6L5bt4S+o/8li0/zs/7Doos2XfiPNNWbWNc73Z4lyrB2t1H6DVxPnvmf4utZfrXfUJiEj3Gz8PG0pw5X/XEwcaKR8GhmJuaqOssCzjIpgPHmTqgM27FHLl6+x++WbAWM5OCdGpSL12bIv9Jeh6PvUtpnH1qcG7TQq32MTIxo2zDVpg7FEVP34BH185zdsM8jM0tKVLaV12vSGlfqnQYqL6vb2CY4/GLnLV3yzoOBWyl51djsCvsyPbVPzBj5CCmLNuAkVGBDPcZN38FKSkp6vsP793m+xFfUrn2B+qyDUvmcvnMSfqPnkxBUzPWLpzJvPEjGDPnh1zvk8i6uMQkStlb0qxscUbsPvPG+gUNDWhV3gU3e0uMDfS5/CiUaYcvUdBQn+ZeJQEoZF6QfjXKUtTKDFDYc/0+X+86zZoO9XGxtcjlHom3tf/AAWbMnMXob0bhVc6L9RvW49+3HzsDdmBrkz7ZfenSZUaMHMXAAf2pXasWe/ftZ9CQIWzauIFSbm4adQ8fOcKVK1ewt7fPq+6It7Tv6O98v2Ql4wb1xsvTnbXbd9N7+AR2r5qf4XeMNA+fPGXG0lVU9CqTblvxoo58M6AHRYs48DwhgTU/7aLn8AnsW7MQGyvLXOyN0AUjnc9VfHs674JKpcLf358zZ86we/dutmzZwqlTpxg0aJCuQ8tXEu5eJ+b3PTy/pd3osTQWDdsQH3iBxEd3M9yuMjTCsmkXIg9sRImPzYlQRR5Ys2U7nzf9iBaNG+Jaojhjhw7A2LgAO/YcyLB+FZ/yNKhdA9cSzjg7OdKpVXPcXUryx5/XADA3M2XZrKl8VL82JZ2LUb5saUYN6sv1m7d4HPQ0L7smsmHVriO0alCDlvX9cCtWhHG922FcwIjth09mWH/7kZM8i45l/vA++Hq64lTIlspl3fEsUVRd59LNO9Sv7E2dil44FbKlkZ8vNcqX5srf9/KoV+JtlaxSj3Ift8XBo7zW+ziU8qJoeT8sCxfD3L4IHnWbYeVYguA7gRr19AwMKWhhrb4ZmZjldPgiBymKwoEdm2nWviu+1Wvj7OJGr6/HEhEawh8njme6n4WVNVY2turbpTMnKOTohKe3DwCxMdEc37+L9r0HUsanEiXdPekx9Bv+vn6FvwOv5lX3RBZUL1mYPtXLUPc1o8de5lHIioaexXCxtcDR0pSPSztTtXghLj0MVdep5VKE6iUL42xthrO1Of41ymJiaMDVx2G51Q2Rg9auW0/Lli1o/umnuLq6MPqbbzA2NiYgYGeG9ddv3ED16n507dIFFxcX+vfrS+nSnmzatFmjXtDTp3w37XumTJmMoYHOx2UILa3+aRefN/6QFh99gFuJYowb1BvjAgXYvv9IpvskJyfz9ZTZ9OvSlqJFHNJtb/pBbfwqlqeYY2HcSjjztf8XRMfE8tedf3KzK0Jkm86TZCNHjiQ6OhojIyPc3Nzw9vbG1NSU2NhYRo4cqevw/q8Zl6uKvpUdMSf2ZVrH/MPWPL9zjYR/buZhZOJtJCYmcv2vW1Sr5KMu09PTo1pFHy5fC3zNnqkUReH0hYvc+/cBFct7ZVovOiYGlUqFuZlpjsQtckdCYhLXb9+nmveLqbZ6enr4eXty6a+Mk+NHz12hvEdJJv24iVrdhvPJoIks3baf5OQXI0YqeLhw+spN7j0KAuDGvQf8ceM2tXzK5m6HRL6hKApPbl4m8ulDCrlqPu5P/77KjlGd2TPJn/ObF/M8Ri60k58FP3nEs7BQyvpWVpeZmJrh4llG62RWUmIiJw8foHajpuop1/f+ukFyUhJlXmrX0bkEtoUK8/f1KznbCZEv3HwawZXHYfgUtctwe3KKwqGbD4hLSsariEy5ze8SExMJDAykWtWq6jI9PT2qVa3Kn39m/MP8n39e0agPUN3PT6N+SkoK34weTdcunXFzdc2d4EWOS0hM5Ppft/Hz9VaX6enpUc3Xm8vXM/+uuHjtVmytLPmscQOtjrF1z0HMTU3wcC2RE2GLfMZIT6XVLT/TeVo/ICCAYcOGYWam+St0fHw8O3fuZOrUqTqK7P+bvrU9ZnU+IXzDHFBSMqxTwNMXA4dihK2ZnrfBibcS/iyS5OSUdEOebW2suHv/30z3i4qOof5nHUhMSERPX4/Rg/tTvbJvhnWfP09g9pIVNP6gLmamkiTLzyKioklOScHOSnNKi62lOXceBmW4z4OgEM5cDaVprcos+aYf9588ZcIPm0lKTqZf6yYA9GzRkJjYeJoMnIC+norkFIUv2zejWe0qud4noVsJcTH8PKYbyUmJqPT0qNSqD4U9K6i3FyntQ7Hy1TC1dSA65Al/7lrLscUTaDBkGnp6+roLXGTqWVjqqB9LK82khYW1Dc/CQzPaJZ0LJ48RGx1NzYZNXrQbHoqBoSGmZprTui2srXkWLqOI3iXNlu0jIi6B5JQUelQrzaflSmhs/zvkGT03HyMhKYWChgZMa1qVkjLVMt8LD48gOTk53bRKW1sb7t67l+E+ISEh2NrYvlLflpDQF+eSlStXoa9vQPt27XI8ZpF7Ip5FkZySwXcMayvu/pvxsjwXrgSyfd8vbPth1mvb/vXUeYZNmkX88+fY21jz4/fjsLaUc8S7KL8vyq8NnSXJoqOjURQFRVGIiYmhQIEX62EkJydz/PhxbDKYBy+0oFJh2bQLMSf2khwenGEVPXMrzD/4jIgtCyE5KY8DFLpgalKQbcsXERsXx+kLl5i+8AeKOhamio/mVKzEpCSGjpuMoiiMGdpfR9GK3JSiKNhYmjO+Twf09fUo6+pMUOgzVuw8pE6S7T/5B7t/O8v0QV/gVqwIN+4+YOrKnyhkbUXzetV03APxqnvnfuX85sXq+7X9x6Yb/aUtwwIFaTR8DknP4wj6608uBqzA1M4Bh1KpI0+LV6ytrmvlWAIrxxLsntCbp7euUjgLUztF7jl5+ACr5r64UM+QSTPeus3j+3fjXbka1rayttD7aGmr2sQmJnH1cRiLTlyjqKUpDT1fXPShuLU5azrUJ+Z5IkduPWLCwQss/ryWJMreQ9evX2f9xo1s2rBBLvTzjouJjWPkd3MZP6TvGxNeVSqUY9sPM4l4FslPe35h6MSZbFzw3WvXORNCV3SWJKtUqRIqlQqVSkWjRo3SbVepVAwYMEAHkf3/UxkZY1ikOAYORTFv0Oq/QhUqlR6Fhs0hfMsi9IyM0Te1wKbL1y/209PHsJgrJr61eTpzMCiKjnogXsfa0gJ9fT1CwyM0ykPDIrCzsc50Pz09PZyLpq5B4lnKlTv/3GfZus0aSbLUBNkUHgU9ZcWcaTKK7P+AlbkZ+np6hERoTncLfRaVbnRZGntrCwz09dHXfzHj3qVoYUIiIklITMLI0IAZa7bTo0UjGtesBIB7cScehYTx4/YDkiTLh5y8qmBb4sWU24KW2f+RSaWnh7l9EQCsi7oQ+eRfAg/9pE6SvcrMrjAFTC2IDnkMkiTLF3z8auLq+WLx5MTERACeRYRhZftimlxkeBjOrm++ulhI0GOuXTzHwLGao/strW1JSkwkJjpKYzRZZHi4XN3yHeNomfp5wM3OkrDY5yw7c0MjSWaor0cxq9RZIZ4O1lwPCmfzxduMaOCTYXsif7C2tkJfX5/QMM2Rn6GhYdjZZnx1czs7O0LDQl+pH6qu/8fFi4SFhfFR48bq7cnJycycNZv16zewb++eHO6FyClWlubo62XwHSM8Ajsbq3T17z96wsMnT+k3eoq6LOW/74/eH37O7tULcHZMvcqtSUFjijsVobhTEcqX8eDjzv3Yvu8wPdt/lmv9EbqR36dSakNnSbI1a9agKApdunRh/vz5WFq+uLKFoaEhjo6OODikX/hPvJnyPJ6QFVM0ykx8amHk7E7EzuUkPwtFpVKlq2P5cQeSwoKIOfOLJMjyMUNDQ8q4l+LMhUt8UKs6kLr2w5k/LtGuRTOt20lRFBL+++IELxJk9x88ZMXcaVjJEOj/C0aGBpRxdeb0lZs0qFoBSH0+nP7zJu0/rpPhPj6eruz57RwpKSno6aUmyv55FIS9tSVGhqlvC3HPE9F75RdgPT2V+sOPyF8MjU0wNDZ5c8VsUBSF5KTMRxzHhofwPDaKghaZJ+lF3ipoYkpBkxc/ciiKgqWNLdcvnqf4f0mxuJgY7ty4Tv2mLd/Y3m8H9mBhZU35qtU1yku4e6JvYMD1i+epXCv1qreP//2H0KdPcCuT+ZqX4v+bokBCUsZLebyoo5CQ/Po6QvcMDQ0pXbo0Z86cpX691NdwSkoKZ86epW2bNhnu4+3txZmzZ+nYoYO67PTpM3h7p65j1bRJE6q+smaZf99+NG3ShOaffpJLPRE5wcjQkDLurpy++Ccf1Ex9DFNSUjhz8U/aNW+crr6LsxMBy2ZrlM1bsZGYuDhG9utGYfuME60ASkqKxvcQ8e7Q///PkekuSValSuq6NocPH8bR0VGG476BytAIfesXUxz0rWwxKORESlwsKVHhmNVuhp6ZFZF71wIKySGPNfZPiY1CSUpUlyuQro6SmEBKXEy6cpH/dG7dkm+mzqCsRynKlfZg3dYdxMXF07xxQwBGTp5OITtbBvfuBsCP6zZR1sOdYk5FSEhI5LfT59h94DCj/5tOmZiUxJAxk7j+198snDaBlOQUQkJTf1W0tDDH0NBQNx0VWunarD4j56+hnGtxvEoVZ83uo8Q9f06L+n4AjJi3ikI2Vgzp2ByAto1qsWHfMaas2ErHxnX55/FTfth+gA6N66rbrFfJi6Xb9lPE3hq3Yo4E3v2X1buO0PK/NkX+9zwmitjwYOKepb6Wo56mridi/N8VKQFOr51NQUtbyn/SGYDrB3/CxtkNM7vCJCcl8vj6Be6d+5VKrfsAkPg8jmv7NlG0fHWMLayIDnnC5Z2rMbcrQmHPjNc4FLqnUqlo1KINP29YhYNTMewLF2H7qh+xsrXDt8aL6bPTvu6Pb406fPhpK3VZSkoKvx3cQ80PG6Ovr/mx0cTUjNofNWPj0nmYmVtgbGLKukUzcStTDrfS5fKsf0J7sQlJPIiIVt9/FBnLX08jsDA2orCFCYt+v0ZwTBzjGqWOIv7p8h0czAtS3Dp1pOClhyGs/+MWrSu8WIx90e/X8CvhgIN5QWITkzh44wF/PAhhTosaeds5kS2dOnZgzNhxlC1ThnLlyrJuwwbi4uLUCa1vRo+hUKFCfDkwdYZPh3bt6d6zJ6vXrKV2rZrsP3CAa9evM2bMaACsrKywsrLSOIahgQF2draUKFEiL7smsqHL580YNW0+Zd3d8PIsxdptu4iLf06LRvUBGPnd3NTvGD06UsDIiFIli2vsn3bBr7Ty2Lh4flj/E/WqV8be1prwZ1Fs3LmPoJAwGtXR/OFFvBtkTbIccPv2bR4/fkylSqlvxuvXr2fLli24ubkxduxYjRFm7zODws7YtPtSfd+8fuovv3FXzhC5bx16ppboy6/4742PP6hDeMQzFqxYS0hYOJ5uLiyZMUk93fJx0FONUUBxcfFMmrWAoOAQChQwoqRzMaaO/pqPP0gdafQ0OISjJ04D8Hm3vhrHWjF3Wrp1y0T+8nGNSoQ9i2b+pt2ERETiWbIoS0f3V0+3fBwSjp7qxdTKInY2/DimP9+t/InmQybjYGNFxyb16NG8obrONz1aM2/jLib8sJmwyCgKWVvS+sOa+LdK/0uiyJ8eXj3L2fXz1PdPrkpdl6rsR23xapy6mHJMeAi89NxISojn/NYlxEWEom9ohHkhJ/w6D8bZtxYAKpUeEY/ucffsURLjYjC2tKGwZwW8G3dAX5Lp+Vrj1h15Hh/HqjnfERsdTaly3gybMhsjoxdrwj59/JDoZ8809rv2xzlCnz6hdqOmGbbbvs+X6KlUzJ84ksSERLwqVaXzgK9ytS8i+wKDwum37Xf1/bnHU69C2ri0M2MbVSQkJp4nkXHq7SmKwuIT13j0LBZ9PRVOlqb0q1GWFt4l1XXC454z/sAFQmPjMTMywNXOkjktalC1eKG865jIto8aNSI8PJxFixcTEhqKh4cHixYuwPa/6ZNPnjxRjzoHqFChPFOnTGbBwkXMX7AAZ2dn5syaRSk3N111QeSgj+vVJOxZJAtWbSQkPAJP15Is/W6Merrl46chqF763PAm+vp63P33ITu//ZXwyEisLMwp5+HGmjmTcCvhnEu9ELr06kyU/0cqRdHt3JlmzZoxbNgw6tSpw82bN/nss8/o1q0bZ86cwcXFJVtXtwz6XtYyE5psugzRdQgiH9ELvqPrEEQ+MuGhk65DEPnIx57yxV684LH3e12HIPKRgl3G6DoEkY8YhN3TdQgiHzEomr0LJr1rdjtqt9xC00dXcjmS7NP5SLIHDx7g6po6ZPvgwYPUr1+fIUOGcO3aNXr16qXj6IQQQgghhBBCCCHEm+gbaT/SML/SeQ8MDQ2Jj48H4OTJk9Sokbp+gaWlJdHR0a/bVQghhBBCCCGEEELkAyp9Pa1u+ZnOR5L5+voydepUfH19uXLlCnPmzAHg3r17FC5cWLfBCSGEEEIIIYQQQog3Ur0Dl7fUeQpv7NixGBgYcODAAcaNG4eDgwMAx48fp1atWjqOTgghhBBCCCGEEEK8iZ6+SqtbfqbzkWSOjo4sXbo0XfmoUaN0EI0QQgghhBBCCCGEyCqVns7HYb01nSfJHj169Nrtjo6OeRSJEEIIIYQQQgghhMiO/D5KTBs6T5LVr18flSrzP2RgYGAeRiOEEEIIIYQQQgghsupdWJNM50mygIAAjfuJiYkEBgaycuVKBg8erJughBBCCCGEEEIIIYTW8vuVK7Wh8ySZp6dnujIvLy8KFSrE8uXLadiwoQ6iEkIIIYQQQgghhBDakumWuahkyZJcuXJF12EIIYQQQgghhBBCiDdQ6UmS7K1FR0dr3FcUhadPn7JgwQKKFy+uo6iEEEIIIYQQQgghhLb0cni65dKlSzl48CB37tzB2NgYHx8fhg0bhouLS44e52U6T5JVqlQp3cL9iqLg4OBA7969dRSVEEIIIYQQQgghhNBWTi/cf/bsWTp06ICXlxfJycnMmjWL7t27s2fPHkxMTHL0WGl0niRbs2aNxn09PT2sra2Ji4ujVatWtG/fXkeRCSGEEEIIIYQQQght5HSSbPny5Rr3v/vuO/z8/Lh27RqVK1fO0WOl0XmSrEqVKhmW37hxI48jEUIIIYQQQgghhBDZkdPTLV8VFRUFgKWlZa4dQydJssOHDzNs2LDX1klJSUFRlDyKSAghhBBCCCGEEEJkl7YjyRISEkhISNAoMzIywsjIKNN9UlJSmDJlCr6+vri7u79VnK+jkyRZv379JAEmhBBCCCGEEEII8Y7Q0/LqlkuXLmXBggUaZf3792fAgAGZ7jN+/Hhu3brFhg0b3irGN9FJkuzGjRu0bduWjz/+mC5dumRap0WLFnkcmRBCCCGEEEIIIYTIKpWW0y179+7NF198oVH2ulFkEyZM4Ndff2XdunUULlz4rWJ8E52tSVa3bl31fNKMWFpa0rx587wLSAghhBBCCCGEEEJki56W0y3fNLUyjaIoTJw4kUOHDrF27VqKFSv2tiG+kc6SZOXLl2fixIl07doVMzMzjW1RUVH06NGDb7/9Nltt2zdvmwMRindJ38L1dB2CyEcWXln+5krivRH00Ue6DkHkI5UD1+o6BJGPRHcep+sQRD6yvqiPrkMQ+YjN8aO6DkHkIy2K6jqC/CGnr245fvx4du/ezaJFizA1NSU4OBgAc3NzjI2Nc/RYaXSWJFu9ejWtW7dOlyCD1A63adOGVatW5dplPYUQQgghhBBCCCFEztB2uqW2Nm7cCECnTp00yqdOnUrLli1z9FhpdJYku3nzJl999VWm22vUqMGKFSvyMCIhhBBCCCGEEEIIkR3aTrfU1s2bN3O0PW3oLEkWEhKCgUHmhzcwMCAsLCwPIxJCCCGEEEIIIYQQ2aHS8uqW+VnOjoXLAgcHB27dupXp9ps3b2Jvb5+HEQkhhBBCCCGEEEKI7NDT19Pqlp/pbCRZnTp1mDNnDgULFsTLywsLCwv1tvj4eObPn0+9erLYuhBCCCGEEEIIIUR+l9ML9+uCzpJk/v7+HDx4kG7dutGjRw98fFKvFnPnzh02bNhAcnIyffr00VV4QgghhBBCCCGEEEJLOb1wvy7oLElmZ2fHpk2b+OSTT1i+fLm6XKVSUbNmTcaOHYudnZ2uwhNCCCGEEEIIIYQQWlLpSZLsrTg5OTF79mymT59Oy5YtcXFxwc3NDUtLSwCio6MxMzPTZYhCCCGEEEIIIYQQ4g3y+3pj2tBpkgygV69eAEybNg2V6sX8VUVRUKlUBAYG6io0IYQQQgghhBBCCKEFmW6ZA9asWaPrEIQQQgghhBBCCCHEW5AkWQ6oUqWKrkMQQgghhBBCCCGEEG/hXViTLF/04Pz58wwbNoy2bdsSFBQEQEBAAOfPn9dxZEIIIYQQQgghhBDiTVT6+lrd8rMcSZKdOXOG+Pj4bO174MABunfvjrGxMdeuXSMhIQFIXbR/6dKlORGeEEIIIYQQQgghhMhFKn09rW75WY5E1717dx4+fJitfRcvXsz48eOZNGkSBgYvZn/6+vpy/fr1nAhPCCGEEEIIIYQQQuQiPT09rW75WZbWJGvRokWG5UlJSQwYMIACBQoAsGPHDq3bvHv3LpUqVUpXbm5uTmRkZFbCE0IIIYQQQgghhBA6kN9HiWkjS0myv/76Cz8/PypUqKAuUxSFGzduULVqVWxtbbMcgJ2dHffv36do0aIa5RcuXKBYsWJZbk8IIYQQQgghhBBC5K33Lkm2Zs0aRowYgbe3N/3791cPk1uyZAkdOnTAzc0tywG0bt2ayZMnM2XKFFQqFUFBQVy8eJFp06bRt2/fLLf3Llu/5zArtu8nJPwZniWL8U3vDni7u2RaPzI6ljlrt3Ho1B88i4rBsZAtI3u2o04lbwB+2LqHQycvcOfhY4yNjPDxdGNo188pWbRIXnVJZEPtPh2p7d8B2xKpieXH126xZ8I8ru3/NdN9fD9vzCcTh2JboihPb91lx/DvuLpPs36z8YOp2bMdBa0suH3iPBv9R/P073u51xGRozbsO8aKnYcIiYjEo0RRvuneGu9SJTKtHxkTy9wNP3Po9CWeRcfiaG/DiC8+p07FcgA06DOaR8Fh6fZr91FtxvRsm1vdEDlAzhHiVRv2HGFFwAFCwp/hUaIY3/Rq98bPD3PX7eDQ6RefH0Z0b6P+/LBg404WbdqlsU9Jp8LsWTQpV/shco6iKPywZDEBO7YTHRWFd/kKDB81Cmfn4pnu88eFC6xbs5obgYGEhATz/cxZ1K1X/63bFbrjPagXJZp+iGUpF5Lj43l69iLnxs/k2d93M92nVLsW1F44VaMsKf45qx3Lq+/XWjAV9/aaM5AeHP6NA6165mwHRK5QFIVDm1Zy7pfdxMVGU8KjHM17DcHOsWim+zyPi+XgxuVcO/M70ZHhOJYsRbNuAyjm5glAclISBzcu58YfpwkLeoyxiSlu3hX5uGMvLGzs8qprIg/oGWYpxZQvZakHFStWZPv27YwbN462bdsyY8YMnJ2d3yqAXr16kZKSQteuXYmLi6Njx44YGRnRrVs3OnXq9FZtv0v2/naWacs2822/Tni7u7Dm50P0HDuLvUumYGtlka5+QmIS3cfMwMbKgrkj+uJga83Dp6FYmBVU1zl39Sbtm9SnXKmSJKckM3vNdrqPncXuRZMwMS6Ql90TWRD+4DEBI6bx9NY9UKnw6/IZ/jt/YLJPEx5fv5WuvoufL903ziNg5Pdc2X2Yyu0/pU/AD0zxbcqja38B0PDrPtQb+AWruwwl5O6/fDJxKAMOrGF8mQ9Jev48j3sosmrfifNMW7WNcb3b4V2qBGt3H6HXxPnsmf8ttpbm6eonJCbRY/w8bCzNmfNVTxxsrHgUHIq5qYm6zpZpw0lOSVHfv3X/MT0mzKORn2+e9Elkn5wjxMv2/XaWaSu2MM6/I97uLqzd9Qu9vp3DnkWTMv380GPcrNTzw/A+ONhYpzs/ALg5O7J8wlD1fYN34Jfj98ma1avYvHED4yZMxNHRiaWLFzGwX182/7RdvXzKq+Lj4yjl7k6zT5szfNiQHGtX6E6RGpUJXL6B4ItX0NPXp9KYwXy0bRnb/JqSFBuX6X4JkVH8VOVj9X1FUdLV+feX4/zWf5T6fvLzhJwNXuSaYwEbObl3G60GjMSmUBEOblrBiolfMXjuKgyNMn4db1s0nSf379J64CgsbGy5ePwQy8YPZcicVVja2pP4PJ6Hd/7ig887U6SEK3ExUexasYDV341iwPc/5HEPhXi9LH+iMTc3Z9asWbRp04b27duzefNmVCpVtgNQqVT4+/tz5swZdu/ezZYtWzh16hSDBg3KdpvvotUBB2jVqDYtG9TCzdmJb/t2xriAEdsP/ZZh/e2//Maz6BgWfNMf3zKlcHKwo4qXB54lXyQ1fxw/hBYNalKquBOeJZ2ZOqgbj4NDuSYjA/K1K7sPc3Xfrzz9+x5Pb91l5+gZPI+OpWQ1nwzr1/+yG9f2H+PQjB94cuM2u8bO4v4f16jbv4u6zgeDurFv0nwu/3yIh1dusLLzEKwcHajQvGFedUu8hVW7jtCqQQ1a1vfDrVgRxvVul3p+OHwyw/rbj5zkWXQs84f3wdfTFadCtlQu645niRe/ENpYmmNvbam+HbtwhWKF7alctlRedUtkk5wjxMtW7TxEq4a1aNmgJm7Ojozz75h6fvjl9wzrb//ld55FxzB/VD98S6d+fqhczgPPkppLYOjr62ucI6wt0ifkRf6kKAqbNqynW4+e1Klbj1Lu7nw7YSIhwcEc+/VopvtVr1ET/379qVe/fobbs9uu0J0DrXpya+MOIm78Tdi1mxzvNxKzYk7YlS/72v0URSHuaYj6Fh8cmq5OyvMEjToJz2St6f8HiqJwYvdP1P+8E2Wr1KRICVfaDBhJZHgI189m/L6R+Pw5V08fo3Hn3riULY9dkaJ82OYL7Ao7cfrATgCMTc3oMW4m3jXqYe/kjLN7WT7p8SUPb/9FRHBQXnZR5LL3+uqWn332GevWrWPr1q0kJSVlO4CRI0cSHR2NkZERbm5ueHt7Y2pqSmxsLCNHjsx2u++ShMQkrv39D37ly6jL9PT08KtQhks3b2e4z5Ezl6jg6crEJeuo2WkQzfqNYemW3SQnp2RYHyAqJvUXI0tz05ztgMg1Kj09KrVphpFpQe6e+iPDOi5+Ptz45YRG2fUDx3H5b0SQXcliWBYpROBLdeIjo7h75pK6jsi/EhKTuH77PtW8PdRlenp6+Hl7cumvjKdLHD13hfIeJZn04yZqdRvOJ4MmsnTb/kzPDwmJSew6fpaW9f3e6kcRkffkHPF+Sz0//EO1Vz8/lC/NpZt3Mtzn6LlLlPdwYdLSDdTqPJhPBoxl6dY96c4P9x8FUafrUBr2GsFXM3/kUQZfkkX+9OjhQ0JDQqhStaq6zMzcnLLlvLjy5+V8167IO4b/JbufRzx7fT1TE9pcPkybK0dpsG4hVp7pl9wpXLMK7W+e4LMz+6g+YxwFrK1yI2SRw8KCHhMVEYabd0V1mbGpGcVKleGfm9cz3CclJZmUlBQMDI00yg2MjLh340qmx4qPiUalUmFsapYzwYt8QU9fT6tbfvZW0ZUoUYItW7Zw7tw5XF1dgYyH275OQEAAzzOYqhEfH8/OnTvfJrx3RkRkFMkpKdhaa06LsLWyICQ84zexB0+COXDiPMkpKSwdNwj/ts1YGXCAJVt2ZVg/JSWFqT9uxLe0G+7FM59vLvIHx3IezIm6xoLnf9F+yWSWtujN48C/M6xrUdieyKAQjbKooGAsCtuptwNEBgVnUMc+F6IXOSkiKprklBTsXpk2ZWtpTkhExr/aPggK4eCpiySnpLDkm374t/qYVT8fZsm2fRnWP3z2MlExcbSoVy3H4xe5Q84RAiAiMpPzw2s/P4Rw8OSF1PPD2C/xb92UVTsPsmTrbnUdb3cXJn/ZjR++HcTYPh15GBRCp5HTiImNz9X+iJwRGpr6erex0bzglo2tDaEh2U925la7Io+oVFSbMoonpy8QHph+an6aZ3/f5bcB33CoQz+O9f4alZ4ezfZvxMTRQV3n4ZHfOO4/nH3Nv+D8+BkUrlGZRlt+QKWXv78YC4iOSF2P1szKRqPczNJave1VBQqa4OxRlsM/rSEyLISU5GQuHjvI/b+uExWe8T6JCc/Zv+4Hytf8AGMTGaDxLlHp6Wl1y8+ytarasmXL6NGjB5D6i6S5eeqvDsnJyXz11VfMmjXrjW1ER0ejKAqKohATE6OxTkFycjLHjx/HxsbmNS2I10lRFGwtLZjQryv6+nqUdSvB09Bwlm/fT792n6arP2HJOm7df8j6aTJ67/9B0M07TK7QmIKW5vh+3pguq2cyq06bTL8EC/GyFEXBxtKc8X06pJ4fXJ0JCn3Gip2H6Ne6Sbr62w+fpJZPGQrZWOV9sCJb5Bwhsiv1/GDB+L6d1Z8fgsIiWLHjAP3afgJA7Ype6voeJYrh7e5Cg57D2X/iHJ99WEtXoYtM7N+7h6mTX1xUYfa8+TqMRuRX1aePxbp0KXY3bv/aek/PXeLpuUvq+0FnL/L56T14dm3DH1PmAXBn+1719vDAvwi7dpPWF3+hcM0qPD5+OlfiF9lz8fghdiydqb7fddR32WqnzcBR/LTwe6b0/Bw9PT0cXdwpX7M+D2//la5uclISG2aOR1EUmvcanO3YRf6kZ/SeLdyfZvny5VhaWtKqVSt1WXJyMoMHD+bWrcx/eXhZpUqVUKlUqFQqGjVqlG67SqViwIAB2QnvnWNlYY6+nh6h4ZqjQkIjIrGztsxwH3trSwwM9NF/aSijS9EihIQ/IyExCaOXrjoxcck6jp27zNqpIyhsJ4nJ/wfJiYkE3/4HgPt/XKV4ZW/qfdmNDX1Gpasb+SQYCwfNq8aYO9gT+SREvR3AwsFe/f+0Og8uZTysWuQfVuZm6OvppRs1FvosKt3okTT21hYY6L96fihMSERkuvPDw6ehnLpyg7lf9cqdDohcIecIAWBlkcn54U2fH9KdHzL+/JDGwsyEEo4O/PP4ac52QOSIWnXqUrbci8RmQmLqAuphYaHY2b8YDRoWGoa7h3u2j2Nra5cr7Yrc5zdtDMUa1WVPk47EPsra+lBKUhKhVwKxKJn5FUyj/nlAXEgYFiWLS5IsnylTuQbFSpVW309OTARSR5RZWL8YFRr9LJwiJdJPq01jW9iJ3hPnkhAfR3xcLBbWtmyYOR4bB0eNeslJSayf+S3hwUH0HD9LRpGJfClb49yWLl3K999/z/79+wFISkriyy+/5O+//2bNmjVatbFmzRpWrVqFoijMmzeP1atXq28bNmzg6NGj+Pv7Zye8d46RoQFl3Ypz+s9AdVlKSgqnLwdSwcM1w318y5Ti/uOnpLx0dbp7j4Kwt7FUf8BVFIWJS9bxy6k/WDn5a4rKtJn/Wyo9PQwLGGW47c6pi3h+UF2jrPSHNbnz3/pEIXf/5dnjpxp1jM3NKFm1grqOyL+MDA0o4+rM6Ss31WUpKSmc/vMmFdxLZriPj6cr958Ea5wf/nkUhL21ZbovwDuOnsLGwpw6FcvlTgdEnpBzxPsp9fyQweeHP29QwcMlw318Srtx/8lTrc4PaWLi4rn/5Cn2mSTehG6ZmppSzNlZfXNxccXWzo5zZ8+q60RHR3Pt6hW8vMtn+ziOTk650q7IXX7TxlC8SQP2fdqV6PsPs7y/Sk8P69LuxL0yJf9lJo4OGNtYERckifT8pkBBE+yKFFXfChUrgbmVDX9fefH+Hh8bw7+3rlPco8xrWkplZFwQC2tbYqOj+OvSWcpUrqHelpYgC338gB7jZmJqLu8Z76L3drqlt7c38+bNo1+/fhgaGvLTTz9x//591qxZg52d3ZsbAKpUqQLA4cOHcXR0lMWg36BL80aMnL2Mcm4l8HIvyZqdh4iLf06LBjUBGD7rRxxsrRnS5XMA2n5cj/W7DzPlx410aPoB/zwK4oete+jY9AN1mxMWr2PP8dMs+GYgpgWNCf5vfRJzk4IYZ/JlSuhe8ylfc3Xfr4Tff0QBc1OqtP8U97rVmN+oMwBdV88k4mEQAaO+B+DI3BUMPbaZBkN6cGXPUSq3bUbxSl6s7/Viau3hOSv4ePQAnt66R8jdf/lk4lAiHgVxKeCgTvoosqZrs/qMnL+Gcq7F8SpVnDW7jxL3/Dkt6vsBMGLeKgrZWDGkY3MA2jaqxYZ9x5iyYisdG9fln8dP+WH7ATo0rqvRbkpKCjuOnKZ53WoY6Ovnca9Edsk5Qrys66cfMnLuCsq5FcerVEnW7Prlv88PqV9cRsxeTiFbK4Z0/gyAth/VZcOeI0xZtomOTeqnnh+27qHDS58fvl+5hXqVy+Nob8vTsAgWbNyJvp4eTWpXzTAGkb+oVCratu/AimU/UszZGUdHJ5YsXoidvT116tZT1+vbuxd169Wnddu2AMTGxvLg3/vq7Y8ePuSvmzewsLCkcJEiWrcr8o/q08fi8nlTfunQj8ToGAoWSv0elxAZRXJ86prRtRd9R+zjp5yfmLqcToWv+hJ8/jKRd/7ByNICrwHdMSvmyM21WwEwMDXB5+t+3Nt1kLigEMxLFqPKt18Reec+D45kfHVEkX+oVCpqNP2cIz+txa5IUWwKFeHgxuVYWNtRpkpNdb0fvx1C2So1qd64JQB/XTyLgoK9ozOhTx6yd81i7J2cqVT/YyA1QbZuxjge3fmLLqOmoqQkExWeulZhQTMLDAwN876zIlfoG/3/P5bZnjDq5+fH999/z8CBA3FxcWHt2rXZWkPs9u3bPH78mEqVKgGwfv16tmzZgpubG2PHjsXSUjLMAI1rVSH8WRTz1gcQEv6M0i7F+GH8YPV0icfBYeipXmRki9jb8OOEIXy3bBPNB4zFwdaaTs0a0OOzxuo6m/alXo67y6hpGsea8mU3dfJN5D/mhWz5Ys0sLIrYE/csiod/3mB+o84E/pL6wcPG2Qkl5cUFNO6c+oPl7b/kk0lD+XTKVzy9dY8lzXvx6NqLNQIOfr+EAqYF6fDDVEysLPj793PM/6gLSRlcVEPkPx/XqETYs2jmb9pNSEQkniWLsnR0f/V0y8ch4ZrnBzsbfhzTn+9W/kTzIZNxsLGiY5N69GjeUKPdU3/e4HFIGC0/8MvT/oi3I+cI8bKPa1UhLDKa+Rt2EhIeiWfJYiwdNwg7q/8+P4SEoqf34ofKIvY2/PjtYL5bvpnmX36Lg601HZs1oEfLj9V1gkLCGTbjByKiYrCxNMe3tBsbvx+FjaV5nvdPZE/nLl2Jj4tjyqSJREdFUb6CD3MXLNJYI/jhg3+JiAhX3w+8fg3/Xj3V9+fMSl3HqEmzZowbP1HrdkX+Ubp76vpjTXav1Sg/3m8ktzbuAMCsqKPGe0YBKwtqzplAwUL2PI94Rujla+z+qB0RN28DoCQnY1PWg1Jtm2NkaU7sk2AeHj3BhSlzSUlIzKOeibdRp3k7EuLj2b5kBvEx0ZTw9OKLMd9jaPTidRz65CExUS8uABMfG8P+9T/yLDQYEzNzylWrTaP2PdA3SE03PAsLJvBc6lWy5w3toXG8nuNn41rOJw96JoR2VIqWl6Ps379/huWXLl2iePHiWFtbq8sWLFigdQDNmjVj2LBh1KlTh5s3b/LZZ5/RrVs3zpw5g4uLC1OnTtW6rTQpf514cyXxXunr0UHXIYh8ZOGV5boOQeQj/by66zoEkY8sDFz75krivRFdrJKuQxD5yE/F5Iu8eMHm+FFdhyDykRbliug6hHwhcuVYrepZfDEhlyPJPq1HkqVdwfJVtWq93VWMHjx4gKtr6rpaBw8epH79+gwZMoRr167Rq5csFC2EEEIIIYQQQgghcp/WSbLsjOi6cOECXl5eGBllvr6VoaEh8fHxAJw8eZLmzZsDYGlpSXR0dJaPKYQQQgghhBBCCCHylko/fy/Kr41c7UHPnj0JCnr9ZYR9fX2ZOnUqCxcu5MqVK9StWxeAe/fuUbhw4dwMTwghhBBCCCGEEELkAD1DA61u+VmuJsm0We5s7NixGBgYcODAAcaNG4eDgwMAx48ff+upnEIIIYQQQgghhBBCaEPnKTxHR0eWLl2arnzUqFE6iEYIIYQQQgghhBBCZJVKT1/XIbw1nSfJHj169Nrtjo6OeRSJEEIIIYQQQgghhMgWA0NdR/DWdJ4kq1+/PiqVKtPtgYGBeRiNEEIIIYQQQgghhMgPzp07x/Lly7l69SrBwcEsXLiQBg0a5NrxcjVJ9rrkV5qAgACN+4mJiQQGBrJy5UoGDx6cS5EJIYQQQgghhBBCiJyiMjTK8TZjY2Px8PDgs88+o3///jne/quynCRTFIXHjx9ja2tLgQIF3lj3TTw9PdOVeXl5UahQIZYvX07Dhg2zGqIQQgghhBBCCCGE+D9Xp04d6tSpk2fHy/LVLRVFoWHDhjx+/PiNdS9evEixYsWyFVjJkiW5cuVKtvYVQgghhBBCCCGEEHlIT1+7Wz6W5ZFkenp6FC9enIiIiBwJIDo6WuO+oig8ffqUBQsWULx48Rw5hhBCCCGEEEIIIYTIPSotF+5PSEggISFBo8zIyAgjo5yfrplV2VqTbOjQoXz//fd8++23uLu7v1UAlSpVSrd2maIoFClShFmzZr1V20IIIYQQQgghhBAi/1i6dCkLFizQKOvfvz8DBgzQUUQvZCtJNnz4cOLi4vj0008xNDTE2NhYY/vZs2ff2EZiYiKzZ8/G3t4eMzMz6tevT506ddDT08Pa2hpTU1Pq1asnV7cUQgghhBBCCCGEyOe0HUnWu3dXvvjiC42y/DCKDLKZJBs1atRbH3jJkiXs3LmTbt26ERkZyfr164mKimLChAkAhISEaLXwvxBCCCGEEEIIIYTQMS3XG8svUyszkq0kWYsWLd7qoIcPH2bz5s20atWKEiVKAFC4cGEWLlzIP//8Q6dOnYiKinqrYwghhBBCCCGEEEKI/18xMTHcv39fff/BgwcEBgZiaWmJo6Njjh8vW0kygPv377Nt2zb+/fdfvvnmG2xtbTl27BiOjo6UKlXqtfv269cPRVFYvHixxnpkiqIQHBzM6dOnsxuWEEIIIYQQQgghhMhjKsOcHx129epVOnfurL4/depUIHXw1nfffZfjx8tWkuzs2bP07NkTX19fzp07x+DBg7G1teXmzZts27aNefPmvXb/Gzdu8MEHHzBp0iT8/Pw0tgUFBdG5c2ecnJw4depUdsITQgghhBBCCCGEEP/nqlatys2bN/PseHrZ2WnmzJkMGjSIlStXYmj4YmG2atWqcenSJa3aqFatGrt27UpX7uDgwJo1a3jw4EF2QhNCCCGEEEIIIYQQec3AULtbPpatkWR//fUXM2bMSFduY2NDeHi4Vm1Uq1aNmTNnEh0djZmZmcY2ExMTVCoVPXr0yE54nDDwzNZ+4t01OvSqrkMQ+ci5qARdhyDykdlxN3QdgshH+hWUzxDiBddff9F1CCIf6ffwkq5DEPnIo+hEXYcgRL6j0nLh/vwsWyPJzM3NCQ4OTlceGBiIg4ODVm3s2bOHrl27pkuQpbXfoUMH7ty5k53whBBCCCGEEEIIIYTIkmwlyZo0acKMGTMIDg5GpVKRkpLChQsXmDZtGs2bN9eqjZs3b1KrVq1Mt9eoUYNr165lJzwhhBBCCCGEEEIIkYdUBoZa3fKzbCXJBg8ejIuLC3Xr1iU2NpYmTZrQsWNHfHx88Pf316qNkJAQDAwyn+1pYGBAWFhYdsITQgghhBBCCCGEEHlJT1+7Wz6WrTXJjIyMmDRpEv369eOvv/4iJiaGMmXKUKJECa3bcHBw4NatWxQvXjzD7Tdv3sTe3j474QkhhBBCCCGEEEKIvKSXrXFY+Uq2erBgwQLi4uIoUqQIderUoXHjxpQoUYL4+HgWLFigVRt16tRhzpw5nDhxgsjISI1t8fHxzJ8/n3r16mUnPCGEEEIIIYQQQgiRh1T6+lrd8rNsJckWLlxIbGxsuvK4uDgWLlyoVRv+/v48e/aMbt26sXTpUn755Rd++eUXfvjhBz766CMiIiLo06dPdsITQgghhBBCCCGEECJLsjXdUlEUVCpVuvIbN25gaWmpVRt2dnZs2rSJTz75hOXLl6vLVSoVNWvWZOzYsdjZ2WUnPCGEEEIIIYQQQgiRlwyMdB3BW8tSkqxy5cqoVCpUKhWNGjXSSJQlJycTGxtL27ZttW7PycmJ2bNnM336dFq2bImLiwtubm7qRFt0dDRmZmZZCVEIIYQQQgghhBBC5DHVO7AmWZaSZKNGjUJRFEaNGsWAAQMwNzdXbzM0NMTJyQkfH58sBdCrVy8Apk2bppF0SxutFhgYmKX2hBBCCCGEEEIIIUQey+dXrtRGlpJkLVq0AKBo0aL4+vpiYJCt2Zoa1qxZ89ZtCCGEEEIIIYQQQggdUr1nI8nSmJqacvv2bTw8PAD45Zdf2L59O25ubvTv3x8jI+3noVapUiU7IQghhBBCCCGEEEKI/OIdSJJlqwdjx47l3r17APz7778MHjyYggULsn//fqZPn57l9s6fP8+wYcNo27YtQUFBAAQEBHD+/PnshCeEEEIIIYQQQggh8pCi0tPqlp9lK7p79+5RunRpAPbt20eVKlWYOXMmU6dO5eDBg1lq68CBA3Tv3h1jY2OuXbtGQkICkLpo/9KlS7MTnhBCCCGEEEIIIYTISyo97W75WLaiUxSFlJQUAE6dOkXt2rUBKFKkCOHh4Vlqa/HixYwfP55JkyZprHHm6+vL9evXsxOeEEIIIYQQQgghhMhLKpV2t3wsW0mycuXKsXjxYgICAjh37hx169YF4MGDB9jZ2WWprbt371KpUqV05ebm5kRGRmYnPCGEEEIIIYQQQgiRl/T0tLvlY9mKbtSoUVy/fp2JEyfSp08fihcvDqROnfTx8clSW3Z2dty/fz9d+YULFyhWrFh2whNCCCGEEEIIIYQQeehdWJMsW1e39PT0ZNeuXenKv/76a/SymBVs3bo1kydPZsqUKahUKoKCgrh48SLTpk2jb9++2QnvnaUoCjvXLuO3/T8TGxOFWxlvOvb/CgenzJOJw7u0JPTpk3Tl9Zq2pEO/YQCsmTeNwIvniAgLoYCxCW5lyvFZt74UKVYit7oicoCiKKz6cQl7f95BdFQ05bzL8+XXIylazDnTfX7evpWft/9E0OPHABR3caFTt55U9asBQOSzZ6xetpTzZ0/z9MkTrKytqFG7Ll17+WNmZp4n/RLZpygKO9b8yK/7fiY2OopSZb3pMvBrCr/mHAEQFvKULcsW8ee5UyQ8j8fBsSg9ho2mpHvq2pNdGvpluF+bHv1o3LpjjvdDvL1NmzaxevVqQkNCcHd3Z/iIEXh5eWVa/+DBgyxauJBHjx7h7OzMl4MGUatWLfV2RVFYvGgR27dvJyoqigoVKjDqm2/UP5KJ/Kt2n47U9u+AbYmiADy+dos9E+Zxbf+vme7j+3ljPpk4FNsSRXl66y47hn/H1X2a9ZuNH0zNnu0oaGXB7RPn2eg/mqd/38u9jogcdfePE9w4to+Q+3/zPCaKFmPmYVvM9bX73PhtP7dOHSH80T0A7JzdqNSiC4VKeqjrHFs5i1unDmvsV7SsLx99OTHH+yByjqIoLF68iB3/nePLV6jAqFFvPsdvTnuvCf3vvWb4CMpl8F6jKAr9+/fj5IkTzJo1m3r16+dWV0QOUBSFdcuXcmDXDmKiointVZ5+w0bg9JrvGC/bsnYVq5cu4NNW7ej15VB1+fzvJ3Pp/FnCQkIwNilI6XLefOE/kGLFS+RST4RO5PMEmDaylSTLTIECBbK8T69evUhJSaFr167ExcXRsWNHjIyM6NatG506dcrJ8P7v7d+6jsM/b6Xb0NHYFXZk55ofmD16MBOXrsfQKOO//ei5y9XrxwE8/OcOs0Z9ScVaL96cirt5UK1eQ2wKFSYmKpKf1y1n9jeD+W7lT+jp6+d6v0T2bFq3mh1bNzF8zHgKOzqx6ofFjBjUnxUbtmKUyWvRzt6Bnn0H4FTMGUVROLh3N2O/HsLS1Rso4eJKaEgwoSHB9O4/iBIlSxL05DGzv59KSEgI3075Po97KLJq75Z1HArYSs+vxmBX2JHtq39gxshBTFm2AaNMzhExUZFMHtwbz/IVGTp5FhaW1jx5+C8mLyVF527arbHPn+dOsWLWFCrVqper/RHZc2D/fmbOmME3o0fj5eXF+vXr6evvz86dO7GxtU1X/9KlS4wcMYIBAwdSu3Zt9u3dy+BBg9i0aRNupUoBsGrlSjZs3MjEiRNxcnJi0cKF9PX3Z/uOHdl67xd5J/zBYwJGTOPprXugUuHX5TP8d/7AZJ8mPL5+K119Fz9fum+cR8DI77my+zCV239Kn4AfmOLblEfX/gKg4dd9qDfwC1Z3GUrI3X/5ZOJQBhxYw/gyH5L0/Hke91BkR9Lz5ziUKkPJSrX4fe08rfZ5fPMKrlVq4+DaG30DIy4f+In9c8bw2beLMLV+sdxK0bIVqd11kPq+voFhTocvctiqVSvZuGEjE9LO8YsW0q+vP9u2Z36OP3BgPzNnzuCbb0ZTzsuLDevX07evPwE7d2Jjo/les37dOlTk7zWIxAs/rV/Nrp82MfibbylcxIm1yxYzZsgAlqzbkul3jDR/BV5j/8/bKelaKt02N4/S1Gv4MfYOhYmKjGT9iqWMGdyP5Vt/Rl++c7473oEkWbZ64OnpSenSpTO9ZYVKpcLf358zZ86we/dutmzZwqlTpxg0aFB2QntnKYrCLwFbaNq2Kz5+tSlW0o1uw8YSERrCxZPHM93P3MoaSxtb9e3PMyewL+KEh9eLabF1GjfH3csHO4ciFHfzoHmXXoQFBxES9DgvuiayQVEUtm/eQMeu3alRuy6ubqUYPnY8ISHB/H7810z3q16rNlWr16RoMWeKORene59+FCxowvWrVwAo6erGt1OnU71WbRyLFsOnUhW69+7L6d+Pk5yUlEe9E9mhKAoHdmymWfuu+FavjbOLG72+Tj1H/HEi83PEni3rsLF3oOew0bh6lsW+iCNelari4FhUXcfKxlbjdvHkb5Qu70uhIk550TWRRWvXrqVly5Y0b94cV1dXRo8ejbGxMQEBARnW37B+PdWrV6dr1664uLjQr39/SpcuzaZNm4DU59b69evp2bMn9erVw93dnYmTJhEcHMzRI0fysGciO67sPszVfb/y9O97PL11l52jZ/A8OpaS1TJeHqP+l924tv8Yh2b8wJMbt9k1dhb3/7hG3f5d1HU+GNSNfZPmc/nnQzy8coOVnYdg5ehAheYN86pb4i2V8quPb9P2OJWuoPU+9Xp8RZm6TbEt5opVkWLU6jwQRUnh0Y3LGvX0DQwxsbRR3wqYykj0/ExRFDa8eo6f+N85/mjm5/h1/73XfPrfe803mbzX3Lxxg7Vr1/Dt+PG53BORExRFYefWjbTp3B2/WnUp6VaKoaMnEBYazKnffn3tvnGxsUwfP4YBX3+DmXn61/3Hn7akXAVfHIo44ubhSeeefQl+GsTTJ/Kd853yvl7dcsGCBcyfP199mz17Nr169cLe3p4JEyZkqa2RI0cSHR2NkZERbm5ueHt7Y2pqSmxsLCNHjsxOeO+kkCePeBYeSmmfFxc5MDE1w8WjDLdvXNWqjaTERE4fPUDNhk1RZXJFiefxcZw4uAe7wo7Y2DvkSOwi5z1+9JCw0FB8K1dVl5mZmVO6TDmuX/1TqzaSk5M5cugA8fFxlPHyzrRedEw0Jqam6Bvk6MBTkcOCnzziWVgoZX0rq8tMTM1w8SzD34GZnyMunvqNEqU8WTBxFP1bNWaMf2d+3bsz0/rPwsO4fPYEtT9qlqPxi5yRmJhIYGAgVatVU5fp6elRtVo1/vwz43PDn3/+qVEfwK96dXX9hw8fEhISQtWqL8435ubmeHl5cTmTNkX+pNLTo1KbZhiZFuTuqT8yrOPi58ONX05olF0/cBwXP18A7EoWw7JIIQJfqhMfGcXdM5fUdcT7ISnhOSnJyemSYI//usK6oe3ZOqYXv69fSHy0XIgrP8vsHF/Oy4s/L2d8jle/11R95b2mquZ7TVxcHCNHjWTEyFFZvrib0I0njx4SHhpKhcpV1GWmZmZ4lCnHjf9+VM/M4lnTqFy9Bj4vfT/JTHxcHIf2/oxDESfsCsl3znfJe7smWYMGDdKVffTRR7i5ubF3715atWqldVsBAQEMGzYMMzMzjfL4+Hh27tzJ1KlTsxPiO+dZeBgAFtY2GuUW1jbqbW9y8dRxYqOjqfFh43Tbju7exk/LF/E8Po7CRZ0ZMnkOBoYyPD6/Cg8NBcDaRvP5YG1jo96WmTt/32JAry9ISEigYMGCjP9uBiVKumRY91lEOOtWLqPJpy1zJnCRa56FpT7ullYZnSMyf04EP37E0d07aPRZW5q168Kdm4GsWzQLAwMDajZskq7+74f2YmxiQsWadXM0fpEzwsPDSU5OxvaVaZW2trbcu3s3w31CQkIyrB8SEqLenlb2MhtbW0L/2ybyN8dyHnx9ajuGxgV4Hh3L0ha9eRz4d4Z1LQrbExmk+bhGBQVjUdhOvR0gMig4gzr2uRC9yK/ObVuJiaUNji+NRitatiIlfKpjbleYyODHnA9YzYF542g2YgZ6ejKdKj9KO8e/Oh3f1saW0NCMz/Fp7zXp9rG15d69F+81M2dMp3z58tSrJ8sz/L8I/+/zpLW15mNrZW2j3paRY78c4O+/bjDnxzWvbX/39q2sXDyP+Lg4ijoXZ/KchRjKd853Sz5PgGkjR4eGVKhQgbFjx2pVNzo6GkVRUBSFmJgYjfnuycnJHD9+HJtXEgDvk9NHDrB2/os1oAaOn/HWbf5+YBflKlXDyjb9h9iq9RpRxqcKz8JCOLBtI0umjmHkzCWZrnUm8tYvB/Yye9oU9f0pM+Zmu61ixUvww+qNxMREc/zIL0ybOI5Zi35MlyiLiYlm1NAvKV7ChS49emX7eCJ3nDx8gFVzp6nvD5mUvXNEipJCSXdPWnXzB1LXKHx47w5H9gRkmCT7bf8u/Oo3ynSNMyFE/hN08w6TKzSmoKU5vp83psvqmcyq0ybTRJl4t/x95ii/r1ugvv/RwPEULlXurdq8vG8Ld84dp/Gw7zAwNFKXu1apo/6/TdES2BQtwZZvevD45pUsTe0UuWfvnj1MmvTiQgrz5i94Te3s+/XXXzl79hybNm/OlfZFzjh6cB8Lpr/4jvHt93Oy3EZw0BN+mDuTSbMXvnHNsnoNP8anclXCQ0PYtnEtU8eMYMbi5W/cT/wfyWTG2v+THEuSxcfHs2bNGgoVKqRV/UqVKqFSqVCpVDRq1CjddpVKxYABA3IqvP87FarVpKRnWfX9pMQEACLDw7CyeTFcOTI8jGIZLIz4qtCgx1y/dJ6+o6dkuN3E1AwTUzMcnIrh4lmOga0a8cfJY1StK+uL5AfVa9ahdJkXVwtK/O/5EB4Whq3di6RneFgYru7ur23L0NAQp2KpVzt09yzNzcDrbN+8kSEjvlHXiY2JYcSgAZiYmDLhuxkYyKK7+Y6PX01cPcuo7ycmJgLwLCIMK1vNc4Sza+bPCSsbOxydS2qUFXEuwbnfj6are/PKJR4/uE/fbya9bfgil1hbW6Ovr0/oKyNKQ0NDM53qYmdn99r6af+GhoZib//ifBMWGoq7hwci/0tOTCT49j8A3P/jKsUre1Pvy25s6DMqXd3IJ8FYOGg+V8wd7Il8EqLeDmDhYK/+f1qdB5eu51YXxFtwLl+VFi9dgdLUKv0FPLLiz4PbuLz/Jz4ePBnboiVfW9fCvgjGZhZEPn0sSbJ8ok7duhpXoExMSP1MGfbKOT40LBQP94zP8WnvNWEZvHfY/veece7sWR48+JfatWpq1Bk2bCg+Pr4sW748R/oj3k7VmrXxKPMiaZ72fAgPD8Xmpc8NEeFhuLhl/Hny75s3iAgPY2D3F1c8T0lO5urli+zavoWAIyfVC/ObmplhamaGUzFnPMp60ebjepw8fpS6H36UG90TuvC+jiSrXLmyxppWaaPBjI2NmT59ulZtrFmzBkVR6NKlC/Pnz8fS0lK9zdDQEEdHRxwc3t/5ycYmphibmKrvK4qCpbUtgZfOq7/wxsXEcOfmdeo2afHG9n4/tAcLS2u8q1R/Y11FUQCFpP++dAvdMzE1xcRU8/lgY2vLH+fP4vbfB5iYmGgCr1+lWcvPs9R2ipKiTrqltTN8UH+MDI2YOH2W/LKTTxU0MaXgq+cIG1uuXzxP8ZfPETeuU79p5tNlS5X14smD+xplTx7cx86hcLq6x/fvokQpT5y1SMwL3TA0NKR06dKcPXOG+vVTr2KckpLC2TNnaNu2bYb7eHt7c/bMGTp2fPHh9vTp03h7p65V6OTkhJ2dHWfPnMHT0xNIHQ1+5cqVLC2vIPIPlZ4ehgWMMtx259RFPD+ozpG5K9RlpT+syZ3/1jALufsvzx4/xfOD6jy4nJoUMzY3o2TVChxfvC73gxdZZmRsgpGxSY60dXn/T1zau5mPB03EvsSb3wtiwkOIj4nCxNI6R44v3p6pqSmmr3ymtLOz48zZM3i8dI6/+ppzfNp7zZmzZ6j38nvN2TO0+e+95otu3WjRUvM7SqvPP2fosGHUqVMnXZtCN0xMTDF55fOkta0tl8+fw7VU6neM2Jhobl6/SuPmn2XYRvlKlVm4ZpNG2ZwpEyhavDifd+iS+ZUrFQUURf1Dr3g35Pf1xrSRrSTZyJEjNZJkKpUKGxsbypcvr5Hsep0qVVIXAzx8+DCOjo6ZLiQvUqlUKho0b82eTatxcCqGnYMjAWt/wMrWDp/qtdX1ZowYgG/1OtT/5EWiJCUlhROH9uDX4GP09TUf8uDHDzl3/DBlfKtgbmlFeEgw+7asxdCoAF6V/fKsfyJrVCoVLdu0Z/2q5RQt5kzhIo6s/HExdnb21KxdV11vWP8+1KxTj+at2gCwbNF8qvjVoFDhwsTGxHDk4H4u/3GB7+akDrWPiYlm+Jf9iI+PZ9S4icTGxBAbEwOApZW1XJ45H1OpVDRq0YafN6zCwakY9oWLsH3Vj1jZ2uFb48U5YtrX/fGtUYcPP0394NuoZVsmDerFro2rqFL7A+7cvM6ve3fyxaARGu3HxcRw9vgR2vV+f0f4/r/o1KkTY8aMoUzZspQrV47169YRFxfHp82bAzD6m28oVKgQA7/8EoD2HTrQo3t31qxeTa3atdm/fz/Xr11j7JgxQOpzq0OHDvz44484Fy+Ok5MTCxcuxN7eXv3lSORfzad8zdV9vxJ+/xEFzE2p0v5T3OtWY36jzgB0XT2TiIdBBIxKXeLhyNwVDD22mQZDenBlz1Eqt21G8UperO/14mJKh+es4OPRA3h66x4hd//lk4lDiXgUxKWAgzrpo8i6+JgoYsKeEhuRuq5txJOHABS0sMbEMnW5k19XzMTUypbKLbsCcHn/Vi78vI563b/GzLYQsc9S9zUsUBBD44Ikxsfxx+4NlPStQUELayKDH3N22wos7ItQtGzFvO+k0IpKpaJ9hw4s+/FHnJ1Tz/GL0s7x9V6c43v36km9+vVp27YdAB07dWLsmDGUKZP6XrNh/X/vNZ82B1JHIWc0grlI4SI4ORVNVy7yB5VKxaet2rFp9XIcixWjcBEn1i5bjI2tPX616qrrjfrSH7/adWn2WRtMTEwp4eKm0Y6xsTEWFlbq8scPH/DbkUP4VK6GpZU1IcFBbF23CqMCxlT2q5GXXRS5Te89TZK1bJlzi3jfvn2bx48fU6lS6lUb169fz5YtW3Bzc2Ps2LFaJ93eBx+16sjz+HjWzJtGbHQ0pcp6M2jiLI11w4IfPyQqMkJjv8CL5wh7GkTNhk3TtWloZMRfVy9zKGAzsdFRWFjZ4F6uAiNnLcXC6v1dE+7/QduOXYiPi2PWd5OJjo7Cy7sCU2fP1xj59ejhA549i1DfDw8P57sJYwkLDcHUzAwX11J8N2cBlaqkXp3o1s0bBF5LvRJip1bNNY63fvsuChdxzPV+iexr3Lojz+PjWDXnu9RzRDlvhk2ZrbF+2NPHD4l+9kx938WjDAPHfcfWFYvZuW4ldoWL0MF/ENU/0JwGf/rXQ4BCtXoyBTu/a/TRR4SHh7N40SJCQkLw8PBg0aJF6oX3Hz95guqlDzAVKlRgytSpLPzvytXOzs7MnjMHt1IvRol0/eIL4uLimDhhAlFRUfj4+LBo0SKN9URF/mReyJYv1szCoog9cc+iePjnDeY36kzgL78DYOPshJKiqOvfOfUHy9t/ySeThvLplK94euseS5r34tG1v9R1Dn6/hAKmBenww1RMrCz4+/dzzP+oC0nPn+d5/0T23L98muOr5qjvH/0xdY1Ln6btqfhJBwCiw4I1fsQOPLaXlKQkDi/VXLojbR+Vnh5hD+5x69RhEmJjMLGywamMDxU/7YS+LMydr3XtmnqOnzQx9RxfwceHha+c4//99wER4RHq+40a/fdes3gRof+91yx86b1G/P/6vEMX4uPjmf/9FGKioyjjVYGJM+dpfMd4/PABkRERWrdpVKAA1y5fZOeWjURHRWJlY0u58j7MWLIcK2v5zvlOeQdGkqmU1Ll1b3Tjxg2tG02bjqGNZs2aMey/Ybc3b97ks88+o1u3bpw5cwYXF5dsXd3ytzuvv7qfeP+UtJIvcuKFB1EJb64k3hvlHXJmGpJ4NwwuqP1nGPHuc/31F12HIPKRflVkBJR44VG0TBMUL7jZm+s6hHwhIeKpVvWMrLRby14XtB5J1rx5c1QqFW/KqalUKgIDA7UO4MGDB7i6ugJw8OBB6tevz5AhQ7h27Rq9eskV9YQQQgghhBBCCCHyvXdgJJnWSbLDhw/nSgCGhobEx8cDcPLkSZr/t2aKpaUl0dHRuXJMIYQQQgghhBBCCJFz3oWF+7XugZOTk/q2e/duTp06pVHm5OTEqVOn2LNnT5YC8PX1ZerUqSxcuJArV65Qt25dAO7du0fhwumvriaEEEIIIYQQQggh8hmVnna3LFq/fj3169fHy8uLVq1a8eeff+ZC8KmylebbvHkzLi4u6cpLlSrFpk2bMtgjc2PHjsXAwIADBw4wbtw4HBwcADh+/Di1atXKTnhCCCGEEEIIIYQQIi+pVNrdsmDv3r1MnTqVfv36sWPHDjw9PenevTuhobmzFn22rm4ZHByMvb19unIbGxuCg4Oz1JajoyNLly5NVz5q1KjshCaEEEIIIYQQQggh8louTLdcuXIlrVu35rPPPgNg/Pjx/Prrr2zbti1X1rHPVpKsSJEi/PHHHxQrVkyj/MKFCxQqlLWrFDx69Oi12x0dHbMcnxBCCCGEEEIIIYTIOzm9JllCQgLXrl2jd+/e6jI9PT2qV6/OxYsXc/RYabKVJGvVqhVTpkwhKSmJatWqAXDq1CmmT59Ot27dstRW/fr1Ub1muF1WrpQphBBCCCGEEEIIIXRAyyRZQkICCQkJGmVGRkYYGRlplIWHh5OcnIytra1Gua2tLXfu3Hm7WDORrSRZjx49iIiIYPz48SQmJgJQoEABevTooZHh00ZAQIDG/cTERAIDA1m5ciWDBw/OTnhCCCGEEEIIIYQQIg8pWq43tnTpUhYsWKBR1r9/fwYMGJAbYWVJtpJkKpWKr776ir59+3L79m2MjY0pUaJEuqyfNjw9PdOVeXl5UahQIZYvX07Dhg2zE6IQQgghhBBCCCGEyCOKol293r1788UXX2iUZZRPsra2Rl9fP90i/aGhodjZ2WU7ztd5qwmjpqameHt74+7unq0E2euULFmSK1eu5GibQgghhBBCCCGEECLnpSiKVjcjIyPMzMw0bhnllIyMjChbtiynTp16cYyUFE6dOoWPj0+u9CFbI8lyUnR0tMZ9RVF4+vQpCxYsoHjx4jqKSgghhBBCCCGEEEJoS8uBZFnyxRdfMHz4cMqVK4e3tzerV68mLi6Oli1b5sLR8kGSrGLFiujpvRjQpigKiqJQpEgRZs+ercPIhBBCCCGEEEIIIYQ2UnIhS9a4cWPCwsKYN28ewcHBlC5dmmXLluXadEudJcmePn3Kl19+iZ6eHqVKlWLw4MEsWbKEy5cvo1KpKFCgAE5OTroKTwghhBBCCCGEEEJoSdF2UbIs6tixIx07dsyVtl/1VmuSvY0ZM2agKAoLFy7E1dWVpUuXYmBgwLFjxzhy5Ag2NjYsWbJEV+EJIYQQQgghhBBCCC2lKNrd8jOdJMkOHz7Mr7/+SoMGDVAUhXr16nHp0iWqV6/O1atXCQwMpFatWhw4cEAX4QkhhBBCCCGEEEKILEhWtLvlZzqZbtmvXz8URWH69OmoVCogdVjevHnzNO4LIYQQQgghhBBCCJEXdDKS7MaNGzg6OrJ161Zu3LjBjRs36NmzJ2fOnFHf37lzJ9bW1roITwghhBBCCCGEEEJkQdqFGN90y890tiaZp6cnFy9eVN8fNmwYVlZW6vsXLlzAw8NDB5EJIYQQQgghhBBCiKxI0fKWn+ns6padO3dm4sSJfPbZZ5iZmWlsi4qKYsWKFfTr1y9bbZsX0M+JEMU75Oi9CF2HIPKRUrYmug5BCJFP9bx/SdchiHyknJWuIxD5ybTf/9F1CCIf6XRgkq5DEPnJjLW6jiBfyOeDxLSis5Fkq1evpnXr1ukSZADm5uZ06dKFw4cP6yAyIYQQQgghhBBCCJEVySmKVrf8TGdJsps3b1KrVq1Mt9eoUYNr167lYURCCCGEEEIIIYQQ4n2ls+mWISEhGBhkfngDAwPCwsLyMCIhhBBCCCGEEEIIkR35fb0xbehsJJmDgwO3bt3KdPvNmzext7fPw4iEEEIIIYQQQgghRHa8C9MtdTaSrE6dOsyZM4eCBQvi5eWFhYWFelt8fDzz58+nXr16ugpPCCGEEEIIIYQQQrxHdJYk8/f35+DBg3Tr1o0ePXrg4+MDwJ07d9iwYQPJycn06dNHV+EJIYQQQgghhBBCCC0l5+9BYlrRWZLMzs6OTZs28cknn7B8+XJ1uUqlombNmowdOxY7OztdhSeEEEIIIYQQQggh3iM6S5IBODk5MXv2bKZPn07Lli1xcXHBzc0NS0tLAKKjozEzM9NliEIIIYQQQgghhBDiDRQZSfb2evXqBcC0adNQqVTqckVRUKlUBAYG6io0IYQQQgghhBBCCKGF5HcgS6bzJNmaNWt0HYIQQgghhBBCCCGEeM/pPElWpUoVXYcghBBCCCGEEEIIId5Cyv//QDL0dB0AwPnz5xk2bBht27YlKCgIgICAAM6fP6/jyIQQQgghhBBCCCHEmyQrila3/EznSbIDBw7QvXt3jI2NuXbtGgkJCUDqov1Lly7VcXRCCCGEEEIIIYQQ4n2g8yTZ4sWLGT9+PJMmTcLA4MXsT19fX65fv67DyIQQQgghhBBCCCGENpJTFK1u+ZnOk2R3796lUqVK6crNzc2JjIzUQURCCCGEEEIIIYQQ4n2j8ySZnZ0d9+/fT1d+4cIFihUrpoOIhBBCCCGEEEIIIURWJKdod8vPdH51y9atWzN58mSmTJmCSqUiKCiIixcvMm3aNPr27avr8PIVRVHYuuoHDu/ZSUx0NB7lvOkx6GuKFHV+7X5hwU9Z/+NCLp09yfP45xR2Kor/12Nw9ShNUlISm1cs4eKZkzx9/BATUzPK+Vamfc9+2NjZ51HPRHbcOPsbF37ZxZO7fxEXHUWPqUspXMLtjftdP32MY1tXEhH8BJvCRfmgXU/cfKqqtx/7aTXXTx0lMjQYfQMDCpd0p16bbji5lc7N7ogcoCgKO9b8yK/7fiY2OopSZb3pMvBrCju9/geHsJCnbFm2iD/PnSLheTwOjkXpMWw0Jd1TH/MuDf0y3K9Nj340bt0xx/sh3t6mTZtYvXo1oSEhuLu7M3zECLy8vDKtf/DgQRYtXMijR49wdnbmy0GDqFWrlnq7oigsXrSI7du3ExUVRYUKFRj1zTcUL148L7ojcoCiKPy0+geO7k39DOFe1ptuX2rxGSLkKRt/XMjlsyd5/vw5hR2L0vurMbh4pJ4flnw/geMH92js412pGiO+m5trfRFvb9OWraxau56Q0FDcS5Vi5FdD8SpXNsO6f9++w8IlSwm8cZNHjx/z1ZBBdGrf7q3aFPnL/UsnufX7fsLu3yYhNoqPR8zBpqjLG/e5duAnokIek5KchIW9I54fNMelSr23alfojrGLB5Z1m2DkVAIDS2uCVs4h9tqF1++kb4D1h80xq1gDfXNLkiIjiDgUQPS54wAYOjhh3egzjIqWwNDGntCd64j87UAe9EboSmJKPs+AaUHnSbJevXqRkpJC165diYuLo2PHjhgZGdGtWzc6deqk6/DylZ83rWXf9i30HTGWQoUd2bJyKVOGf8nMlZswMiqQ4T7RUZGMHdiLMhV8GTl1DhZW1jx+cB9TM3MAEuLjuXvrJp916kZxl1JER0eyesFspo8extQlq/OyeyKLEp7HU8yjHGWq1WHPj7O02uffv66xY/4k6rftQSnfalw9cYQtM8fSY+oSChUrCYBtkaI06joA60JFSEpI4My+n9gwZTh956zB1MIqF3sk3tbeLes4FLCVnl+Nwa6wI9tX/8CMkYOYsmxDpueImKhIJg/ujWf5igydPAsLS2uePPwXk//OEQBzN+3W2OfPc6dYMWsKlWrVe7U5kQ8c2L+fmTNm8M3o0Xh5ebF+/Xr6+vuzc+dObGxt09W/dOkSI0eMYMDAgdSuXZt9e/cyeNAgNm3ahFupUgCsWrmSDRs3MnHiRJycnFi0cCF9/f3ZvmMHBQpk/NwS+cuuzWs5sGMLfb4eS6EijmxduZTvRnzJ9BWv/wzx7ZepnyG+njrnv/PDfUzNzTXqla/sR++vxqjvGxga5mpfxNvZf/AQ02fPZczI4XiVK8u6jZvoM+BLft62BVsbm3T14+PjKVrUiYYNPmD6rDk50qbIX5ISnlPItQzFfWtyZsMCrfYpYGJOuY9aYeFQFD19Ax5ePcfpdXMxNrPEsYxvttsVuqMyKkDCo/tEnT2GQ9dBWu1TqFN/9M0tCd6yjKSQIPQtrECleqlNIxLDnhLz51lsPumQO4ELkcN0niRTqVT4+/vTvXt37t+/T2xsLK6urpiamuo6tHxFURT2bttEy45fULlGHQD6jfiWXp99zLnfj1GjfsMM9/t541psCxWi7/Cx6rJCRRzV/zcxM2P09Pka+3wxcBjf9P2CkKAn2DkUzoXeiJzgXetDACKCn2i9z7l923EtXxm/Zm0AqNv6C+5eucD5AwE07jEYgHI1PtDY58OO/lw6uo+n9+9QspxvDkUvcpqiKBzYsZlm7bviW702AL2+HsvA1k3448RxqtX7MMP99mxZh429Az2HjVaX2b90jgCwstFMrFw8+Ruly/tSqIhTDvdC5IS1a9fSsmVLmjdvDsDo0aP57fhxAgIC6Na9e7r6G9avp3r16nTt2hWAfv37c/r0aTZt2sToMWNQFIX169fTs2dP6tVLTYxOnDSJD+rX5+iRI3z08cd51TWRTYqisH/7Jpp3+IJK/32G8B/+Lf6tPub8iWNUr5fxZ4hdm9Zia1+IPl9l/BkijYGhYbrzhMi/1qzfyGfNP6X5J80AGDNyBL/9fpKAn3fRvWuXdPXLlS1DubJlAJi7YFGOtCnyl7TRX9GhQVrv4+CuOTrZs94n3DlzhOA719VJsuy0K3Qn7safxN34U+v6BT28MHb15MGUoaTExQCQFB6iUSfh37sk/HsXAOvGrXMuWJFvJSbn70X5taHzNclGjhxJdHQ0RkZGuLm54e3tjampKbGxsYwcOVLX4eUbTx8/IiIsFK+KVdRlJmZmuJUuy63rVzLd7/yp47i4l2bWtyPp2fIjhvfqxOHdAa89VmxMNCqVChMzs5wKX+QTD25dp2S5ihplLt6VeHAr4yvJJicl8seRPRQwMcXB2TUvQhTZFPzkEc/CQinrW1ldZmJqhotnGf4OvJrpfhf/x959h0V1rA8c/+7SEREQxa6xYY+F2Husib333nvFjg1FEOwNRUQUBVHBEnvvNSYqisYWe6GI9Lq/P/xxslhyc3PV1eX9PE+eG3bPOZm9Oztn5j0z75w9SaFiJVg2ezLD2v/EtME9OLZnx0ePj4qM4PcLp6ndpPknLb/4NJKTk7l58yZVqlZVXlOr1VSpWpWrVz/c8b169WqG4wGqVa+uHP/kyRPCwsKoUuWvZdlZs2albNmy/P6Ra4qvS3ofokzFjH2IIv+hD/Hr//chFs2axKB2TZg0sDtHfgl+77ibv//KoHZNGNurPWsXuRIdFfU5Pob4BJKTk7kZGkrVKn/VBbVaTZXKP/D71Y/XhS99TfFt0Wg0PL/1O29ePiFnEVlim1mYl65I0qP7ZKv3M/mnLSbfBDdsmnVGZSiziTOzNI3mH/3zNdP5TLLg4GDGjRuHxTsBmYSEBHbs2IGLi4uOSvZ1eR0RDkA264xT1rNZ2/A6IuKj5718+pSDO7fzc/vOtO7ai7u3brBu2QIMjYyo0/jn945PSkpk0+plVK/fCPMsEiTTNzGvI8iSzTrDa1myWRP7OmMd+uPXs2xf4kxyUiJZrWzoOtkNc8tsX7Ko4r8Uld5GWGVsIyytbYiKDP/oea+ePeXo7iAat+1E8849uXfrJhtXLMDQ0JCajd5vI04d3IOpuTmVatb9pOUXn0ZkZCSpqalkf2dZZfbs2Xlw//4HzwkLC/vg8WFhYcr76a9ps8menfCwjE+MxdcpvQ14rw9hZUPU3/Uhnj3l0K7tNG3XmVad3/Yh1i9/24eo/f/tQ7kfqvJDzbrkyJWHF8+esGXtClwnj2LWEi/UBgaf70OJfyXy9eu3bcQ7SyCz29hw/8GfX801xbchKT6WoCm9SU1JRqVWU7njIHKXrKDrYokvxNAmJybfFUeTkswLn8UYZMlK9jY9UWexICxgja6LJ8S/prMgWUxMDBqNBo1GQ2xsbIacJqmpqZw4cQKbTJzD4OShfaxZME/5e6LLP8s59a40TRpFipekc7+3myB8V8yeR/fvcXDX9veCZCkpKSyaOQWNBvqNcvz3hRef3LVTh9jjtVD5u/NEFwqUKPfZ/nsFS5Wn/7zVxEVHceXIL2xbPJs+s5e9F2ATunPm8H58Frsqf49xdv9X10nTpPFd8RK07zMYgIJF7Xny4B5Hfgn+YJDs5L5dVKvf+KM5jIQQunfq8D7WLvyrD+E459/3IQoXL0mnvm/7EIWK2fP4wT0O7dquBMm0l2oWKFyUAt8VZXSPNtz4/VfKaM1sFUJ8He5fPMaFzX8tm603ZDo5i/672V9GJmb8NGkRyYkJvLj1O5e3e2ORPdd7SzGFflL9f+6xl5tWokmIByBi5yZy9hhO+DYfNCnJuiye0JHktK97ltg/obMgmYODAyqVCpVKRePGjd97X6VSMXz4cB2U7OvgUL0WxUr+dcNKTnrbyERFRmCd3VZ5PSoygkJFi330OtY2tuQt9F2G1/IWKMT5E0czvPY2QDaZVy+e4eSxQmaRfWWKV6qeYXfJrDa2f3P0x1lY2RAbFZnhtdioSLK8M/vI2NQMm1x5scmVl3zFSrF8dA9+O7qXGq26/Kv/rvj0KlSrSZESpZS/k5P/v414HYGVVhvxJjKCAkWKf/Q6Vja25CmQsY3IXaAQF08dfe/YW9d+49njhwyZ4vy/Fl98JtbW1hgYGBAennH2YHh4OLa2H243bG1t//b49P8NDw8nR46/dj2OCA+nuL39pyy++EQqVatF0RJ/9SFSkj/Sh3gdQcEi/6EPUTBj+5CnQCEunHy/fUhnlycvWbNZ8eLpIwmSfYWsrazethHvzCAMj4jANvu/ezj9Oa4pPp98ZStjW+ivfoFZtn+fT1ClVpM1x9s8hTb5ChP1/DEhB7ZKkCyTSIl+jWFUpBIgA0h++RSVWo2BlQ0pYZKLTnybdBYk8/X1RaPR0LNnT5YuXUq2bH8t5TIyMiJPnjzY2dnpqng6Z2aeBTPzvzYv0Gg0WNlk59qvFylU9O2NLS42hjs3Q2jYos1Hr2NfphzPHmWc6v7s8UNyaCXkTw+QPXvyiOkLVpA1myyr+9qYmJljYmb+P18nX7FSPAj5lSo/tVVeu3/tMvmKlfqbs0CTlkaKPA36qnyojchmk50bVy5R8P+DYvGxsdwLvUH9Zh9vI4qVLsvzxw8zvPb88cMPbtpxYt8uChUrQYG/GVQL3TIyMqJkyZJcOH+e+vXrA5CWlsaF8+fp1KnTB88pV64cF86fp1u3bspr586do1y5t7NV8+bNi62tLRfOn6dEiRLA29ng165do3379p/5E4l/42N9iJArGfsQd2+G0KD5x9uH4qXf70N8rH1IF/7qBTFvorD6lw9zxOdlZGREyRIlOH/hIvXrvt3EIS0tjfMXL9K5w7/7PX+Oa4rPx8jUHCPT/71P+SEaTRqp0l/MNBLv/0GWcpVRGZugSUoEwChHLjRpaaS+/vhSfqHfklPTdF2E/5nOgmSVK79N7nn48GHy5MmjTNcUH6ZSqfipbSeCNq4jd9785Mydh4B1nljb2vJDzTrKcbPHDuWHmnVp0vptp+Sndp1xGt6PID8fqtX9kTuhNzj8SzD9x7zdFCElJYWFMyZy/49bOM71IC0tTcl/ZpHVUrZx/4rFx7whKuwlMf+fayb82SPg7Wwxi/+fGbZjxTyyWttSv3M/AH5o2oYNs0ZzbvcWilaoSsjZozy9d5uf+o8BICkhnlPBfhSvVB0Lq+zER0dx6cAOoiPDKFWlzgdKIb4WKpWKxq07snOTD3Z585MjV262+6zBKrstFWvUVo5zdRxGxRp1aNjybRvRuE0nnEcNYNdmHyrX/pF7t25wbM8Oeo+amOH68bGxXDhxhM4DM+8M329F9+7dmTZtGqVKl6ZMmTL4bdxIfHw8LdN3u5wyhZw5czJi5EgAunTtSr++ffFdv55atWuzb98+boSE4DRtGvC2bnXt2pU1a9ZQoGBB8ubNy/Lly8mRIwf1/j8QJ75uKpWKJm06EeS3jlx585MjVx4CfTyxym6r7HYJMGf8UBxq1KVxq7ftQ9O2nZkxsh/Bm3yoWudH7obe4MieYPqOftuHSIiPY5uvF5Vr1cPKJjsvnj5h05ql2OXJRzmHqh8si9C9Hl07M3XGLEqVKknZ0qXYuMmf+PgEWjVvBsBkpxnY5czByGFDgbczle/eu6/8+8tXrwi9dRtzczMK5M//j64pvm6JsdHERr4iPuptYOPNiycAmFlaY2b5NtXGGd+FmGWzoULLt7uVXt8fSPYCRbHIkZu0lGSehlzi/oVjVO40+L+6rvh6qIxNMLL9a5KKoU0OjPMUIDUultTX4Vg37YBBNmvC/D0BiLlyBquGLcnRcQCRB7ZhkCUrNs06EXPh+F9LLQ0MMLZ7uxu6ysAQg2zWGOcpQFpiAinhL7/4ZxSfnx5sbqn7xP13797l2bNnODg4AODn58eWLVsoWrQoTk5OGWaYZXYtOnUnMSGe1QtciIuJwb7s90yatzhDbqAXT58QHfVa+btoiVKMneXGZq8VbPNdS47ceeg5ZDS1GjQBICLsJZfOnARgQv/uGf57TgtWULp8xp0Qxdfj9uUz7Fo1X/k7aMnbJXC12vagTru3HZiosJcZAtD5i5em1bApHNvizdEAb2xy5aXD2FnkzP92OY1abUD400dsOzGDuOg3mFlYkqeIPT2nLyJH/kJf7LOJf+enDt1ITIjHZ9E84mJiKFamHOPmLszQRrx89oQYrZ3nCtuXYsT0eQR6r2THxnXY5spN18GjqP5jxmXw544dBDRU1co/JL5OjZs0ITIykpUrVhAWFoa9vT0rVqxQEu8/e/4clfqvza3Lly/PXBcXli9bxtKlSylQoAALFy2iaLG/Zgz26t2b+Ph4Zs+aRXR0NBUqVGDFihUZ8omKr1vzjm/7EF4L3/Yhipf5non/oQ9RpEQpRs90I8BrBUEb3vYhug8eTc0f3/Yh1Go1D+/d4eTBPcTGRGOdPQdlK1WmQ++BGBkbf+mPKP6hJo0aEhn5mhWrVhMWHo598eKsXLpIaSOeP3+BWquNePnqFR26/tVHXL/Bj/Ub/HCoWBHv1Sv/0TXF1+3xtQuc27hY+fv0urf9y7JNO1Hu57epNmIjXmXoU6YkJXJxyyriXodjYGSMpV0+qvccQ6FKtf6r64qvh0n+78g9eIryd/aWXQGIvniSsIDVGFhaYWj9129ak5TIc09XsrfuQZ6Rs0iLiyH29/NE7t2qHGNoaU3eMXOUv63q/oxV3Z+Jv3uT5yvnfoFPJcR/T6XR6Hb/zebNmzNu3Djq1KnDrVu3aNu2LX369OH8+fMULlz4X+1u+duT15++oOKbdu1FjK6LIL4ixbJ/nmUG4tv0vZ3UB/GXG68SdF0E8RUpY6XrEoivies5ybEk/tJ9v+RoFX/5zn2DrovwVQi6/uwfHde6TO7P8t9fuXIlx48f5+bNmxgZGXHp0qX/+ho6n0n2+PFjihQpAsCBAweoX78+Y8aMISQkhAEDBui4dEIIIYQQQgghhBDiP0nT7RwskpOTadKkCeXLl2fr1q3/+YQP0HmQzMjIiISEt09tz5w5Q6v/z5mSLVs2YmJk9o8QQgghhBBCCCHE107XOclGjBgBwPbt2//1NXQeJKtYsSIuLi5UrFiRa9eusWjRIgAePHhArlwf3z1JCCGEEEIIIYQQQnwd/ulMsqSkJJKSkjK8ZmxsjPFXkNNU/Z8P+bycnJwwNDRk//79TJ8+HTu7tztqnDhxglq1av2Hs4UQQgghhBBCCCGErqWlaf7RP56enlSqVCnDP56enrouPvAVzCTLkyfPB//PmDx5sg5KI4QQQgghhBBCCCH+W/90ueXAgQPp3bt3htc+NovM3d2dNWvW/O319uzZo+S6/1/pPEj29OnTv30/T548X6gkQgghhBBCCCGEEOLf+KfLLf+bpZV9+vShdevWf3tM/vz5/9G1/gmdB8nq16+PSqX66Ps3b978gqURQgghhBBCCCGEEP+t1M+wu6WNjQ02Njaf/Lofo/MgWXBwcIa/k5OTuXnzJuvWrWP06NG6KZQQQgghhBBCCCGE+MfS0nS7veXTp0+Jiori6dOnpKamKpOuChQoQJYsWf7RNXQeJCtRosR7r5UtW5acOXOydu1aGjVqpINSCSGEEEIIIYQQQoh/6p/mJPtclixZQlBQkPJ3q1atAPD19aVKlSr/6Bo6D5J9zHfffce1a9d0XQwhhBBCCCGEEEII8R/805xkn8u8efOYN2/e/3QNnQfJYmJiMvyt0Wh4+fIly5Yto2DBgjoqlRBCCCGEEEIIIYT4pz5HTrIvTedBMgcHh/cS92s0GnLnzs2CBQt0VCohhBBCCCGEEEII8U+l6jgn2aeg8yCZr69vhr/VajXW1tYULFgQQ0OdF08IIYQQQgghhBBC/AcSJPsEKleurOsiCCGEEEIIIYQQQoj/gQTJ/qXDhw//42N//PHHz1gSIYQQQgghhBBCCPG/kiDZvzR06NB/dJxKpeLmzZufuTRCCCGEEEIIIYQQ4n8hQbJ/KTQ0VBf/WSGEEEIIIYQQQgjxGUiQTAghhBBCCCGEEEJkevoQJFNpNBqdfIqzZ88ye/ZstmzZgoWFRYb3oqOj6dSpEzNmzOCHH37QRfGEEEIIIYQQQgghRCai1tV/eP369XTo0OG9ABlA1qxZ6dixIz4+Pl++YEIIIYQQQgghhBAi09FZkOzWrVvUqlXro+/XqFGDkJCQL1giIYQQQgghhBBCCJFZ6SxIFhYWhqHhx1OiGRoaEhER8QVLJIQQQgghhBBCCCEyK50Fyezs7Pjjjz8++v6tW7fIkSPHFyyREEIIIYQQQgghhMisdBYkq1OnDosXLyYxMfG99xISEli6dCn16tXTQcmEEEIIIYQQQgghRGajs90tw8LCaN26NQYGBnTt2pXvvvsOgHv37rFp0yZSU1MJCgrC1tZWF8UTQgghhBBCCCGEEJmIzoJkAE+ePGHGjBmcOnWK9GKoVCpq1qyJk5MT+fPn11XRhBBCCCGEEEIIIUQmotMgWbqoqCj+/PNPAAoWLEi2bNl0XCIhhBBCCCGEEEIIkZl8FUEyIYQQQgghhBBCCCF0SWeJ+4UQQgghhBBCCCGE+FpIkEwIIYTQYzJhXAghhBBCiH9GgmRCCCGEHvLx8QHebogjhBBCCCGE+M8kSPYNeXc2gMwOyNy0v/+0tDQdlkR8DaQ9ENpu3rzJvHnzGDt2rK6LIr4CH7pHSJuRuUm/QWiT9kBok/ogMjsJkn0j0tLSlNkAT58+JSYmRmYHZGIajUb5/n18fDh8+DBJSUk6LpXQlXfbh8ePH/Pq1SvlfensZD729vasWbOGU6dOSaAsk0tLS0Otftvdu3btGnfu3OH58+eoVCoJlGRS2nXi1q1bPH/+nIiICEDuF5mRdh8C/qoD0j5kXun1YfXq1axZs0bHpRHiyzPUdQHEP5PemVm4cCFHjx4lKiqKHj16UL9+fb777jsdl058Sdqd2zdv3rBp0ybUajXGxsZUr14dIyMjHZdQfEkajUapD4sXL+bs2bM8fPiQsmXL8v333zNkyBAJqGdCarWamjVr4u7uztixYxk7diweHh66LpbQgfT2wd3dne3bt2NiYoKFhQVOTk788MMPGe4pInNI/749PDzYtWsXKpWK4sWLM2jQICpUqJDhQZzQf+n1wdfXlxs3bmBhYUHLli0pW7astA+ZWGJiImfOnKFKlSq6LooQX5y0et+QvXv3snPnTgYPHkzjxo3Zvn07a9eu5datW7oumviC0jsr8+bNY/z48eTOnZvXr18zZcoUzpw5Q3Jyso5LKL6k9IHMsmXL2LRpE8OHD2f9+vVYWFiwZMkS/vjjDx2XUOiKSqWiRo0aeHh4cPLkSZlRlslozwi6evUqe/bsYcmSJUyaNImyZcvSq1cvzp49i1qtlhkjmYBGo8lQJ86dO8fOnTtxcXGhX79+mJub4+joyMWLF1GpVDKjLBPQ/t0vWrSIFStWEB8fz/Xr1+nTpw9nzpyR9iETefd7NjExwd7enitXrpCSkkJqaqqOSibElydBsq/Yu42VSqWiS5cuNG3alMmTJ9O/f39u3LjB+vXrJVCWyQQFBbF161ZGjhyJh4cHv/zyC6VKlWLixImcPn1all5mMhEREVy+fBkXFxdq1KjBs2fPOHr0KLNnz6ZYsWJSHzKJDw1k1Go1VapUwd3dnRMnTkigLBNJD6Bv2LCBkydP0qFDBxwcHGjUqBEjR46kdevW9OvXTwJlmYRKpVLqRHBwMKdPn6Znz55Uq1aNrl270rdvX8qVK8fEiRO5dOmSLMfNBNIfuj59+hSVSoWnpyeLFy/G3d2dxo0b069fPwmUZSLp9eHcuXM8ffqUlJQULCwsiIuLw9DQEAMDAx2XUIgvR4JkXyntJVSBgYG4u7uzd+9eDA3/WiHbqlUrevToQWhoKBs2bCAkJERXxRVf2KtXryhZsiTFixcne/bsZM+endWrV1OyZElmzZrFmTNnJDCix959wq9Wq3n8+DF58uTh2LFjjBw5kvHjx9O+fXuSkpIIDAzk2rVrOiqt+BK0l8Ts2bMHLy8vFi9eTGRkJMbGxtSqVQsPDw8JlOm57t274+3trfwdHh7O8ePHWbp0KeHh4cDb9sPOzo7hw4fTpk0bBgwYwPHjx2VJlZ7q06cPAQEByt9//vkn27ZtY+PGjcTHxyuvlylThj59+lC+fHkmT56sBEeEfjtw4AD169dn3759ZM2aFYB8+fIxYsQI2rZty4ABA5RAuswu1E/aAdCLFy8yYMAAunXrxo8//sjFixf57bffWLJkCZcuXeLevXsyvhCZgtz9vkLaCTQXLlzI3Llz+f333zl+/DgBAQFcvXpVObZVq1b07NmTU6dOcerUKV0VWXwh6R2U+Ph4njx5gqGhISqVisTERAB69uzJ06dPcXZ2lqWXekq7fYiJiUGj0WBsbEyBAgXw8/PD0dERR0dHOnfuDMCTJ084deoUL1++1GWxxWemnXfKzc2NU6dOce7cOZo3b87vv/+OSqWiVq1aLFiwgNOnT9OvXz8dl1h8aqmpqfTt25du3bopr2XPnp1Ro0bRtGlTtm7dys2bN5WldOmBsnr16rF69WpAkrbrm5iYGJo3b07r1q2V1woWLEifPn34/vvv2bJlS4aVCKVLl6Zv374UKFAAf39/XRRZfGF58+alWbNmPHr0iNevXwNv24GcOXMqgfTevXtz7do1yVOnh168eKH0H86ePUvu3Lk5duwY69evZ/z48TRs2JCUlBS2b9/OpEmTaNWqFY0bN2bx4sU6LrkQn5dKIz2ir9bt27cJDAykefPmlCtXjkOHDrFx40ZMTU0ZMmQI5cqVU449ceIENWrUkKmweuZjCVOfP39Ohw4dqFOnDrNnz1Zev3DhAkeOHOHBgwdcuXIFNzc3SeavR7Trw6pVq3j06BF9+vShSJEibN68mZkzZ9KsWTPc3NxQq9VER0czduxYEhISWLdunbQPes7Pz49Vq1axatUqSpcuzaFDhxg2bBg5cuTA3d2dKlWqoNFoOHz4MJs3b2bNmjUyU0RPeXp68vjxY+X+EBoaypIlS7h69Spr1qyhZMmSSnL2yMhIsmXLJnVBz3l5eREREYGjoyMAJ0+eZP369bx58wZnZ2eKFy+uHHv//n0KFiwodULPfKxPGRoayqJFi7hy5Qo+Pj4Z2ofnz5+zc+dO+vTpk2E1i/j2Xbp0CQ8PDxwdHdm3bx+BgYHs3bsXOzs75ZgXL14wcOBAnJycKF26NNeuXeP169fUrVtX6oPQaxIk+0odPHiQWbNmYW1tzZo1a5QG6+DBg2zatAkTExOGDh1K2bJlM5yXmpoqA2E9od2ZCQ4O5ubNm6jVakqWLEmLFi0IDAzE29ubUqVKMXbsWKKjo3F3d6dQoUJMmTKFESNGcODAAby8vKhZs6aOP434lNzd3QkODmbUqFHUqlVLaR+WL1/OihUrqF+/PmlpaURFRREVFcX27dsxMjKSXar0jHZ7HxcXx7Jly7C3t6dly5YcPnyY8ePHM3bsWM6cOcO1a9dYsGABDg4OGa4hdUI/vPs9BgYGMm3aNHr37s2ECROAtwPhZcuW8fvvv7NmzRpKlCjxt9cQ3zbt7zMxMZE1a9bg5eVF//79GTp0KADHjx/Hz8+PqKgonJ2dKVas2EevIb5t2t/l9evXldfLlCkD/NU+/Pbbb+8F0tOlpKRIYESPXLhwAR8fH0JDQ4mNjWXr1q3kz5//vd99586dqVGjBsOGDctwvow5hT6TO99XIn09eHrM0sjIiHLlyvHw4UOePn2qHNewYUO6du1KSkoKzs7O3L17N8N1pLHSH+k3KDc3NxYsWEBMTAwpKSk4Ojri4+NDs2bNGDp0KCEhITRv3pyBAwcSHh7OmDFjAFiyZAnNmzcnb968uvwY4hO7dOkSv/zyC4sWLaJdu3bY2dkp7cbQoUOZP38+efLkwdramgYNGhAUFISRkREpKSky2NEjGo1Gae+vXLmCiYkJDRs2pEqVKty5cwc3NzfGjBlD165dad26NS9fvqR79+7cuHEjw3WkTnz7tAc0jx49IjExkfbt2zN//nw2btyIi4sLACVKlGDYsGFUqFCBVq1a8eeff2a4jtQF/aFdJ169eoWJiQk9e/Zk5MiRrFu3jqVLlwJQp04dunbtirW1NYMHD+bRo0cZriN1Qj9o5zletGgR48aNY8SIEYwZM4bly5cDf7UPFStWZODAgVy9evW95ZUSINMvlStXpnDhwjx9+pT8+fPz/PlzACX/XPrYNHfu3Ny/f/+982XMKfSZtHZfifSb14kTJ6hTpw5169bF3NychIQEnJycmD17NuXLlwegQYMGJCQkcPXqVb777jsdllp8bidPnmTfvn0sWrSIihUrsn//fvz8/DA1NcXMzIxmzZrRrFkzzp8/j5mZGaVLl8bAwICEhARMTU2ZP3++rj+C+MQiIyMxNzenRIkS7z3tS01N5aeffuKnn37KcE5qaqp0bvXI8ePHWbduHT4+Pri4uPDrr7/i7e1NhQoVANi7dy82NjY0atQIAHNzc7p37461tXWGJVXi26fdBixZsoQbN27Qs2dPqlSpQpMmTdBoNEyePBmASZMmUaJECfr370+hQoXIly+fLosuPhPtOrFs2TJu377NgAEDKFOmDC1btiQtLY2VK1cCMHz4cOrUqUNiYiJXrlwhT548uiy6+EzSg13Lly9ny5YtLF68mMKFC7Nq1SqWLl1KfHw848aNo0SJEgwZMoQ5c+awYsUKVq1apeOSi88lvZ0oX748CxYsYN++fSxdupR+/fpRu3btDLvhFipUiDt37gC8N7tQCH0lo6avyB9//MHAgQNp06YNc+fOpXLlyqSmpuLn58fMmTOZMWMG33//PYASHAGZDq9P3v0uX758yXfffUfFihU5cOAAEydOZPr06XTs2JHo6Ghu3bqFg4MDVapUUc5JTU3F1NRUF8UXX0BycjKPHz/mzZs3WFhYKHVGo9Fw9uxZcuXKRdGiRTOcI0/79EdqaiopKSk8fPiQJk2aEBYWxrZt25RdyQDCwsK4ceMGSUlJvHr1Cl9fX/LmzcuQIUMAWTKjD9IHKun3Cw8PD7Zt28aMGTOwt7dHrVajVqtp0aIFaWlpTJs2DbVazYQJEyhbtqySqkGWy+iP9HtBep2YP38+O3bsYMKECeTKlQsAGxsb2rVrh0ajYdWqVahUKoYNG0ajRo2UoLrUCf30xx9/8Ouvv+Lm5sYPP/zAsWPHCA4OpkWLFqxbtw61Ws2YMWMoUaIEzs7O5M+fX9dFFp9RejvRoEEDAGxtbfHx8cHLy0vZ6Afg0KFDVK9eXVmiLURmIb3kr0iBAgVwdXVl5syZGBgYMHv2bKpVq4ZGo2Hz5s3MmjWLSZMmvZdTRgJk+iP9uwwKCqJkyZJky5aNLFmyEBwczMyZM3F0dKRjx47A22V3R48epWDBguTIkUO5hnRu9YN2wFT7yV2pUqUoUqQIq1atYuDAgcpy2qSkJDw9PalVq9Z7QTKhPwwMDPjxxx/ZtWsX+/bto1KlShQsWBB4G0A1MjKiQ4cO7N27l0aNGpE3b15MTU2V5VUgS2a+dREREdjY2Ch/X7x4kd27d7Nq1SrKlStHUlISz5494+7duxQsWJBWrVqhUqmYMGECefLkoXv37sq5cr/QD7GxsWTJkkX5+/Tp0+zcuZMVK1ZQrlw50tLSCA8P5+nTp+TNm5d+/fqhUqmYP38+uXLlol27dsq5Uif0U+7cualduzYVKlTg4sWLODk5MWbMGDp06EBqaiqrV6/mzZs3zJgxQ7mnyEN4/Zfev6xcuTIqlYr169ezfPly7t+/z8mTJ7l//z4HDx5EpVJJfRCZivSUvyImJiY0adIEtVrN1KlTAZg9ezbVq1dHpVKxYsUKtm3b9l6QTHz7kpKSMDY2BmDt2rWsW7cOb29vrKysuHHjBkeOHGHcuHF07twZgPj4eDZt2kSuXLmwtbXVZdHFZ6CdP2TLli08fPgQMzMzevToQaFChWjRogV79uxh7ty5dOjQgaSkJPz9/YmOjqZPnz46Lr34nDQaDSkpKdSpU4dKlSrh5+dHv3798PLywsjIiKSkJExMTPD19eXw4cOkpqbSuHFjDAwMZAaZHpg5cyaPHj3Cy8tLeU2lUmFlZYW5uTmhoaHs3LmTAwcOoNFoMDU1ZcmSJbRs2ZLs2bNTtWpVHZZefA7Tpk3jzZs3LF68WBnwJiQkkCdPHgoWLEhoaCj79u1j9+7dpKWlUbhwYZydnWnbti12dnY0adJE1x9BfGIfCmZYWFjQsWNHTE1N2b9/PzVq1KB169YYGBiQJ08eqlevzoMHDzKcKwER/adSqZR244cffsDQ0JCtW7cSGBiInZ0de/fuVY6R+iAyE+kt65i3tzeRkZGMHTsWeBsoa9SokZJHxMTEhKlTp1KtWjUsLCwoXbq0jkssPqWRI0cyadIkZSnEvXv3eP78OU5OTkruoD59+jBr1iyioqI4fvw4ZmZmrFq1ivDwcFauXJnhBie+fdrf5ZIlS/D29qZGjRocP36cEydOMH36dHr16oW1tTV79+5lyJAh2NvbY2trS2BgIIaGhrJcRs9oD1pUKhWGhoa0bt0agLx58+Li4kLfvn1Zu3atEmw/d+4c9evXx8jICJC8dPpi0KBByiyymJgYLCwsMDY2JioqipkzZ3L9+nV+/vlnRo0aRa5cuZg2bRoPHjygSJEiyi7HEizVHxqNhk6dOin9heTkZIyNjcmaNSu///4748eP5/fff6d+/foMHToUMzMzXF1defz4MQ4ODkraDqkT+kP7fnH06FGePHmCoaGhkqQ9MTGR0NBQ7OzsMDU1JSEhgfv379O2bVt+/vnn964hvm3/5LvUHkdUqFABe3t7EhMTyZYtG2q1WtoHkSlJjdehxMRE4uLi2LBhA+bm5gwePBh4Gyhr3LgxZ8+eZePGjURFRTF//nwlh4jcvPTD8OHDuXfvnjLgOX/+PD179iRbtmxUq1ZNOa5Lly7ExcVx8OBB1q5dS6lSpciWLRtbt26VgIgeSg+QPX78mNDQUHx9fSlXrhzR0dF06dKF6dOn4+TkRMuWLWnZsiV//vknlpaWWFlZoVKppDOjZ7Tb+40bNxISEsLjx49p1qwZderUoX79+qjValxcXOjevTuzZs1i9uzZqNVqatSooVxH2gj9YGdnB6Aswd+zZw/lypXD1dWV27dv07dvX3744QeyZMmibOCSvvttOmkf9IdKpVIenm7bto2lS5cSHBxM5cqV8fT05Pfff6dt27ZUqVIFKysrYmJiWLVqFYmJiRmuI3VCf2jvjL5//35y586NpaUls2bNwtfXFwcHB1q1aoWTkxNxcXG8ePFCmXEMyIwhPfLkyRMlJYePjw8ODg6UKVPmg8dqP2g3NTXF3NwceNsHkfZBZEZS67+gd2f7mJiY0KlTJ7JkycLy5ctJS0tTEiOamJhQsGBBateuTWRkpEx/1jPPnj3j9u3bTJw4EWNjYw4dOkSDBg0YNGgQq1at4urVq1SuXBkLCwsA+vXrR5s2bXj9+jVZs2bF1tZWAiJ6bN26dWzduhVbW1ty584NQNasWfH19aVHjx44Ozvj6OhIhQoVlNwhIJ0ZfaSdhHvr1q00bdqU3Llzs2DBAi5dukSfPn2oW7cuxsbGzJ07lz59+mBnZ8eGDRtklqkeK1++PPb29nTr1o2NGzfyww8/UKFCBQwNDUlKSiIiIoIJEyZgaGhIvXr1dF1c8QXkyZMHGxsbevXqxfr166lTpw7VqlXD2NiY5ORkYmJiGD16NKamprLsVs/t3LkzQ066oKAgjhw5wrNnzwBo3LgxarWaEydOUKlSJRwdHeWhq565ceMGbdq0YfXq1Zw8eZKdO3eyZcuW/3iedpA0Pc+pEJmRSvPuI0bxWWgHucLDw1GpVMoMovDwcIKDg1m1ahW9e/dmyJAhxMTEMG3aNGrWrEnbtm3fu4b4tkVERDBx4kSsra1JS0vj119/JTAwEBsbG1xcXPDz88PZ2ZmmTZtiYmLywWtIfdBfDx8+pEuXLrx584b169dToUIFJdjx+vVrevXqRXx8PIsXL6ZEiRK6Lq74zK5evcqoUaNwd3enYsWKABw/fpzFixdTsmRJpk2bhrGxMYmJifzxxx+UKVNGlkhkAo8ePWLSpEk8efKEzZs3kytXLhITE/Hy8uL8+fMkJCTg5+eHkZGRDH4zAY1Gw+XLl3FzcyMhIYGNGzdiaWlJfHw8a9eu5cyZMyQlJbF582apE3pu6dKlvHnzhilTpnDgwAEmTJjApEmT6NChAzExMSQkJGBra5uhHyn3C/2zcOFCfH19UalUbN68GXt7+789XvuhWkBAAMnJyXTq1EnqhciUZIT9BWjfhDw9PRkwYAA9e/akc+fOhIWFkT17dtq2bcuwYcNYsWIFjRs3pl27dty5c4eWLVsCMv1Z39jY2NC5c2fOnz/P3r17mTBhghI0nTRpEh07dsTJyYm9e/e+tywindQH/ZCWlpbhb41GQ4ECBQgMDCRLliwsXryYBw8eKB0XKysrvL29+f777ylWrJguiiw+o/TE/B96LUuWLMrSuTp16jB8+HB27NjBjRs3UKvVmJmZUa5cOdRqtcwqzATy58+Pi4sLefPmpUuXLjx//hwTExOqVatGnTp1lGBISkqKBEP0XPrgNn1WkKmpKd27dyc6OhozMzMqVqxIlSpV8Pf3lzqRCSQlJZGamsqhQ4eYMGECjo6OdOjQAYADBw7g5+dHXFxchh205X6hH7TnvuTOnZv4+HiSkpJ4+vTpfzxPO0A2Y8YMcubMKfVCZFoyyv4C0m9CCxcuZMOGDXTt2pXZs2cTHh5O//79CQkJwcrKim7durF161aaNWtG586dCQoKUqY/y3IZ/ZF+A3v27BmvXr2iaNGiHD9+nDt37ijHTJs2jQ4dOjBz5ky2b99OUlKSroorPiPtAPrDhw+5ffs2KSkpaDQacufOzZYtW7h58yazZs3i/v37wNv6Y2Njg5ubGwYGBqSmpuryI4hPLCEhQemUnjx5koiICNRqNdHR0URERKBSqZT2oF69euTNm5fQ0ND3riNB9MxBO1DWtWtXHj9+TMWKFenbt6/SPsggR/9pL61OD5SZmZnRvXt3IiMjqV69OiNHjlT6lFIn9MO7D9nSFSpUiDNnzjB+/HjGjh2r7IweHR3N3r17SU1NVXJOATLG0BNpaWnKdxkVFUWnTp04fvw4ffr0YcSIEezduxfgvTyV2uf5+/vj5ubGkiVLaNSo0Zf9AEJ8RaQX/YVcuHCBkydPsmDBAtq0aUNUVBQRERFER0czZMgQbty4gYGBASVKlGD48OH07NkTQ0NDedqnh9JvRI0aNeLo0aP069ePu3fvsmbNGu7evascN3XqVBo2bMiePXuUHeuE/tAOkC1evJj+/fvTp08fmjVrxr59+4iIiCB//vxs3bqVmzdvMmfOHO7cufNeZ1baB/1x9uxZZXcxV1dX5syZg0ajoWzZsjRp0oRRo0bx4MEDpT14/fo1arUaKysrHZZafA4fG/x+SP78+Zk7dy6mpqbMmzcP+GsQJO2D/vhPdeLdQNm4ceOIjY3FxcUFkDqhb7T7EEeOHOHIkSOcP38egLZt21KiRAkltcujR4+4c+cOo0ePJjw8nBEjRgDvB0vEt0u7PqxcuZI5c+Zw5coV7OzsGDNmDF27dsXR0ZEDBw4o/UhXV1du3rypnBcQEMD8+fOZO3cuDRs21NlnEeJrIDnJvpArV67w+++/06tXL06dOsW4ceMYOXKksrTSysqK6dOn8/333+u6qOILeDcXSGBgINu2baNgwYIMGDCAIkWKKO+l3/gkAbf+0O7MLFu2DH9/f2bMmEHdunXp3bs3L1++pEePHjRt2lTp4DZs2JAePXowefJkHZdefC6//fYb8+fP588//yQpKYkdO3YoGzc8evSIOXPmcP78eYYPH46RkRHHjx/n1atXbN++XQa+ekS7rT99+jSlSpXC2tr6P5734sULbG1tpS7oIe06cfXqVQoXLqxs7PN359y6dYtixYpJndBj7u7ubNq0iRw5chAWFkbv3r0ZNmwYAP379+f58+fcv3+f0qVLY2RkxLp16yQnnR6bP38+27ZtY+bMmVSoUIGcOXMq782ZMwc/Pz969uzJ77//zuvXr9m5cyeGhoasW7eOFStWMGfOHJlBJgSyu+UXU6FCBfLly0dKSgo+Pj60a9eOzp07ExcXR968ebly5Qqenp6sWLFC10UVX0B6xyQ9WNK+fXsAtm/fjpeXF7169VISbKbnF5LlU9++s2fPUq1aNeW7DA0N5dSpU8yZM4c6depw+vRpbty4QbFixViyZAkATZs2JX/+/Jw4cYLs2bPrsvjiMytfvjwlS5bk8uXL5MuXj2zZsgFvB7vps4V8fHwICgrC3NycXLlysXLlSmVZnQx4vn3abf2iRYs4dOgQS5Ys+UdBMjs7O+Xf5aGK/tD+Ll1dXTl//jxLliz52yBZ+jnaG7tIndAP6d+jRqPhxYsXXLlyBT8/P0xMTDh//jzOzs7Ex8czfvx41qxZw61bt3j+/Dm5cuWiWLFisqmLHjty5Ai//PILPj4+lChRAo1GQ2RkJH/++Sfly5dnypQp2NjYcPHiRfLkycP69euVenD9+nWmTp0qATIh/p+0kF9A+g0tR44cRERE8OjRI9q0aQO8DZbkzJmTHTt28N133+m4pOJL0w6AtW/fHrVazerVq8mfP3+GXWgkQPbtCwwMxM3NjYkTJyo71mbNmpVOnTpRo0YNLly4gKOjI46OjnTs2JEuXbrg6+tLXFwcHTp0UJ4GSudWP6XfJ3788UcqVqzIli1baNu2Lb6+vuTIkYPk5GRsbGwYM2YMQ4YMQaVSYWxsjEqlkjqhR9Lb+sePH3P37l2mTJlC4cKF//Yc7eDHb7/9RqFChWQJrh5J/25fvnzJ/fv3mThxIvny5fvH54eGhpI3b16yZs36uYoovhDtIPqbN2+IjIykSJEiFC5cGBMTE/Lly4eRkRHTp09HrVYzduxY7O3tM/QnZVMX/ZWYmIi1tTUFCxbk3r177N27l23btpGWlkbevHnx8/Nj8ODBdO/eXQmyJyUlYWxsjIeHh45LL8TXRVrJL0D7yZ2NjQ3Zs2dn5cqVREVF8csvvxAfH893332HWq2W2QB65N3ZXx/7brUDZW3btsXGxobatWt/yaKKL+D777+nZcuWrF27Fo1GQ7t27cibNy9mZmYYGhoSEBCgLL+Gt7sSPXnyhNDQUCwtLZXrSOdWP6XfJ6pVqwZArly5WLBgAT169MDPz0/Z/Xb37t1UrVoVW1tbQHYl00cbNmxgzZo15MyZk7x58/7tsdoBMj8/P9avX8/SpUslSKZn1q9fz6ZNm8iePTsFChT422O168TGjRsJDAxkyZIlEiTTA9obgZ08eZLk5GTgbZL2nDlzYmxsTIsWLQCYNWsW8fHxTJ069YPXEN827d95+r+n57IeOnQod+7coXr16vTu3Zv8+fMzdepUZTVDeoBMo9FIzmMhPkJayi8oPenqvHnzsLa2Zvv27WTJkgV/f38lUCIBMv2R3hHZuXMn8HbW4McS76Z///B2xzoDAwOl8yP0Q/HixenSpQvVqlXDy8uLwMBA4G3gPCkpicjISExNTTME1ZcvX878+fOVpRVC/6V/zxUrVmTs2LHY2trSvn17Tp8+Te/evTMEzEB2JdNHzZs3J0uWLFy/fp07d+589LevPUjy9/dnwYIFjB49OsOsEaEfqlSpAkBISAjh4eEfPe7dOrFw4UIGDhxIwYIFv0g5xeeh3XcMDAxkx44dNGnShLp16/LgwQNWr16t7HqcHihzdHQkNDRU+g56SHs3yuTkZOW7b9iwIb1796Z06dJMnDiRcePG0b17d4oWLUqOHDnIkiVLhutI/0GIj5PE/ToUGRmJlZWVLJfRY5GRkTRt2pTWrVszYcKEvz1Wu3ObmJiIiYnJlyii+MLu3r3Lpk2bOH36NP369VNmjjk6OnLx4kVq1qzJH3/8QXR0NDt37lSCq/L0N/PQbgtu3rzJ4sWLuX37NgULFmT16tUYGRlJfiE98e5vO/17ffPmDW3atCFr1qy4uLhkyC2lfRy8DYbMnz8fFxcXySejBz7W3t+5c4c+ffpQuHBhFixYkCFYDlInMoPz589z8eJFChYsSPPmzQE4ePAgo0ePpkuXLowbN06ZGZSSkoKBgUGGXU/Ft0+7fVi/fj1nz54lLi6OChUqMHr0aOCvtiA1NZWYmBgmTJhATEwM69evl8kYQvxDEiT7H32sM/N3g9p3b1YSINMf737vSUlJBAQEcPz4cYYOHUqFChU+eN67S2aOHj3KihUrZBr0N+5j7cAff/yBv78/p0+fpk+fPnTo0AGAKVOmEBsbi5GREXPnzsXIyEgCZJnUu/eJP//8k/z580vSZT2i/dvev38/9+/fx9DQkLJly1KlShUiIyNp27YtOXLkYNasWR+cIebn58fChQuZM2cOjRs3/tIfQXxi2nXi+PHjPH78GAsLC4oVK0apUqW4desWffv2pWTJkri5uX1wQ4fNmzfj4eEhdUKPaDQanj59yo8//gjAhAkT6N27t/L+oUOHGD16NF27dmX06NEZHrJKgEx/aH+XHh4eBAcH07ZtW+zs7Jg5cyadO3dm9OjRWFpakpiYqIw/IiMjCQgIkF1NhfgvyMjrf6Ddmbl//z53797l+fPnAEp+sf8kOTlZBjt6JL0+bN++nYcPH2JsbEzDhg2Jiopi9+7dHzznQ8sj2rZtKwGyb5x2+3D58mVOnDjBxYsXAShWrBgdO3akRo0aeHt7ExAQALzdntvd3Z358+djZGRESkqKBMj0yIeeSX3sOdW7g5qCBQsq9xW5Z+iH9N+2m5sbrq6u/Pbbb4SGhtKzZ09++eUXrK2tCQoKIiwsjBkzZhASEpLh/LNnz7Jq1Spmz54twRA9oV0nZs6cyb59+9izZw99+/bl+PHj2Nvb4+3tza1bt5g4cSIREREZzj98+DCLFi3C2dlZ6oQeUalU5M2bF39/f8zMzDh37hxPnz5V3m/QoAGLFi3Cx8cHf3//984V37aoqCjgr+/y4MGDHDhwgCVLljBq1Cjy58+PoaEhgYGBODk5ER0djYmJCVmzZqVChQps2bJF6VNKgEyIf0gj/pW0tDTl3xcsWKBp1qyZpkKFCprWrVtrZs+erbyXkpLy0fO8vb017du31yQnJ3/+Aosv5syZMxp7e3vNjz/+qAkMDNQ8f/5cExISoilZsqRm//79GY7Vrg+bN2/WVKxYUbNv374vXWTxiWl/rx4eHprGjRtratWqpenYsaNmzJgxynuhoaGa2bNna3766SeNj4/PR68hvn2pqanKv4eHh2vCwsL+0Xna9SAxMfGTl0vo1r59+zQ1a9bU/PbbbxqNRqPZtWuXxt7eXrNt2zblmMjISE2ZMmU006ZNy3DuvXv3NFevXv2i5RWf344dOzQ1atTQXLlyRaPRaDQbN27U2Nvba3bu3Kkcc+vWLY29vb1m3rx5Gc4NDQ3VXLhw4UsWV3wh6feQixcvakqXLq2ZOHGi5vnz5xmOuXjxoowp9My8efM006ZNU77r5ORkze7duzXr16/XaDQazbFjxzQODg6aLVu2aM6ePaspVaqUxsnJSRMbG5vhOu+OR4UQf08eR/9L6dH81atX4+/vj7u7OwAPHjxg+fLlREZG4uHhgYGBgTJTSPPOjKFVq1YxZcoUmRXwjXt3OVy1atWoUqUKISEhXL16laNHj1KzZk1GjRrFhg0bsLe3V5LopteHgIAA5s+fz9y5c+Xprx7Qbh+2bdvG0qVLKVu2LMuWLcPT05M3b96wZs0a7O3t6dChA1FRUVy9ejVDGyFPf/VLehuxaNEijh49SnR0NE2bNmXo0KGYm5t/8Bzt+rBr1y7Cw8Pp2rUrRkZGX6zc4vN69OgRNWrU4Pvvv+fAgQNMmzaNWbNm0aZNG2JiYnj+/DlFixbl7NmzmJmZZTj3u+++01Gpxed09+5dGjRoQPny5Tl48CDu7u7MmjWL5s2bExsbS0REBMWLF+fgwYPkyZNHOU+j0cimDXosfYMnBwcHvL296dOnDyqVipEjR2JnZweAg4MDIGlc9Ilareb69ets2LCB7t27Y2dnR506dXj9+jWvX79m6dKl9O/fn/bt2/PkyRNy5MhBQEAA2bJlY8yYMcp1ZAaZEP8dWcfzP4iPj+e3335jwIAB1KpVi1q1atGxY0dcXV05e/YsXl5eAB8MkM2fP59Zs2YpWzWLb1f64Dc0NJSXL18CMG7cOGrVqkXhwoVp3rw5q1atUpZgnjhxIsNORcHBwUyfPh0XFxcJkOmRP//8k/PnzzN37lwqVqzI2bNn8fX1pXPnzty5c4dBgwYBb3e9HDFihOxiqae0l937+/uzfft2OnToQKdOndi8eTOTJ0/m1atX75337j1j4sSJfPfddxIg0zPpibX37t3LhAkTcHR0VHIUHj9+nG3bthEZGYmFhQUGBgb/KI2D+Lap1WqsrKw4fPgwjo6OSp3QaDQcOXKEvXv3EhcXR/78+TPUCXmwov/SA2WVK1fG29ub3bt3M2vWrPeW3UqA7NuX3hccP348DRs25PTp0/j6+vL8+XMsLCzIly8f4eHhREdHU7VqVQBMTEyoXbs2W7duZeTIkbosvhDfPAmS/Q/UajUPHjzg0aNHymvGxsZUq1aNunXrcuPGDSDjYEdmDOkfjUbDpUuX6NChA4sXL+bEiROULVuWHDlyEB0dTZMmTQgMDKRSpUq8evWK8+fPK4G1pKQkkpKSWLVqlexApWfSd58qVaoUv/76K1OnTmXixIlMnz6dunXrcuzYMdq2bQugJGTX3tZbfNvSA+HpT28vXbpEUlISEydOpGvXrgwYMABfX19OnTrF7NmzCQsLy3CudoDM3d2dBQsWUKdOnS//QcQnof1gRFu+fPm4ePEikyZNYvTo0XTu3BmAmJgYgoODSUtLy5CcXWYD6I+P1QlbW1s2bdrE2LFjcXR0fK9OxMTEZJh9KnVCP3ysPrxLO1C2YsUKoqKisLKy+ryFE1+cSqVS6sTgwYNp2LAhZ86cYcOGDbx48QKALFmy8Pz5c3bv3s25c+eYMGEC9+/fp3Tp0hgYGJCSkqLLjyDEN02CZP9QSEiIEgybNWsWhw4dwsTEhIYNG/LgwQOuXr2qHGtsbEzOnDl59eoVycnJymBHZgzpD+3ZPiqVCgcHB+bMmYNKpWLixIl4e3tTpUoVAgICOHr0KDlz5mTKlCls2LCBxYsXK+caGxvTunVr6tatq4NPIT6Vj83uaNWqFTly5ODEiRNUq1aNVq1aAW+DYg0aNKBkyZIZzpUk/fph2LBhGZKs37t3j27dujF37lyio6OBt21ImTJllC3c58yZw4sXL9BoNEo9SJ91LLvUfdu0l+QfOXKEPXv2sGfPHgAaNmxI48aNSU5OxsTEhBs3bnDjxg1GjhxJWFgY48ePBz6+wYP4NmnXidOnT3Py5ElOnjwJQNeuXWncuDEpKSnkzZuX+/fvc+/ePUaNGkVkZCQjRozQZdHFZ6K9KgH+PmiWvolLzZo12bhx4z/eLEx8W9IDogBDhgxRAmW+vr48e/aMXLlyMXfuXAIDA5k5cyaxsbF4e3srqxJkRqEQ/578ev4DjUbD48eP6dOnD23atCE6OpqgoCBlOUStWrU4cuQIAQEBJCUl4eDgQHR0NFeuXKFQoULK0pi0tDTMzc1ZtWqVBES+cdqd27CwMOLj48mfPz/NmzenXr16VK1alVmzZtG4cWNy5MjB4sWLKVy4MAULFqRSpUoAGbZgluVT367ExERMTEyU7/Lo0aO8fPmSfPnyUaBAAfLnzw+gzDg1MTEhOTmZK1eu4ODgQK9evQBkS249kzVrViU3kEajoXDhwqxatYrx48dz+fJlWrRogZmZGRqNhtKlS7N+/XratGlDwYIFGTVqFABbtmzB1dWVefPmSYDsG6Yd9Jw7dy5BQUFkz56dFy9e4OPjw5QpUxg/fjzR0dH4+flx584dypYti5mZGVu2bMHQ0FDaBz3zbp3YsWMHpqamJCQkUKpUKebOncv06dOJiopi2rRpREdHU7RoUYyMjAgICJA6occuXbpEt27d2LlzJ8WLF//bY9+ddS71QT+lB8rUajVDhgwB3u5uCdCzZ09+/vlnfvjhB2JiYihUqBBqtVpy0gnxCag08njyH9m/fz9Tp04lISGBpUuXUrduXWUZ5fHjx1m6dCmxsbEYGRlhZGREUlIS27dvx8jISDnu3QTv4tujvXR2yZIlHDp0iIiICGxsbOjbty916tTBysqKR48e4eXlxY0bN7h27Rpz5sxRltYJ/TBixAhKly5Njx49MDMzY/78+WzatIl8+fLx/PlzSpQoQdu2bWnVqhXHjx/H2dkZc3NzDA0NSUhIYMeOHRgaGmaoU+Lb9u7A1dfXl8KFC1O1alUMDQ05dOgQo0aNonPnzowfPx5jY2Pl+79//76yjfubN2+YMGECbdq0oWHDhjr8ROJTefLkCcOGDWPOnDnkypWLlJQUBg8eTGpqKh4eHhQpUoQHDx4QHh5Ojhw5yJcvnwx29JB2ex8aGsr48eNxcXHB0tKS2NhYRo4ciaWlJT4+PlhYWHDlyhXi4uKwsrKiZMmSUif0XHR0NCNHjqRq1aoMGDDgo+MG7Xq0detWTExMaN68+ZcurviCtOvCihUrOHjwIDVr1qRTp07kzZv3g8cJIf49ucv+B+mNjZWVFebm5hgZGXHhwgUKFiyo7CxVp04d8uTJw6NHj7h8+TL58uWjffv2GBoaZujMSKP1bdPulKxatQo/Pz+mTJmCra0t27Ztw8vLixcvXtChQwfy58+Po6Mjd+/eZc+ePbRs2VLHpRefWt68eVmyZAnm5uaULFmSM2fO4OXlRcWKFbl27RoBAQH4+vqSNWtW6taty+TJkzl9+jRmZmaMHDlSZgPoofQ2Pr2tCAwMJDIykgULFlCxYkUaNGjAokWLGDVqFCqVinHjximBsvT7SXJyMpaWlri7u5MlSxZdfhzxiaxbt44zZ85QsGBBihYtiqGhIWq1mo0bN9KuXTvc3Nzw9PSkUKFCFCpUSDkvLS1NgiF6Jr0PERgYyNGjRylRogSlSpVS2o4tW7bQokULZs6cyfz586lQoUKG86VO6I8PBTOyZs1K8eLFCQ4OZsCAAajV6vcepL27qYurqyvz58//omUXX967M8rUajWbNm0iV65cdO3aNcNxQoj/ncwk+y+kpqZy4MABJadY165dM3RoP3S8DIC/fY8ePVKWzaWmphIbG0v//v1p0aJFhhuTm5sbhw4dYu7cuco23Nrk6a9+0O6grlixghUrVtCpUyeioqJwc3NT3rt16xZLly7FyMiIhQsXvncdqQ/6RXvAEx4eTvbs2QHo0aMHjx49Yt68eVSqVEmZUTZ27Fh++uknZs2aJUuu9VhCQgJeXl5s2LCB3LlzExwcrLxuamrKyZMnGT9+PAEBARQoUEBmlWYCUVFReHh4cPjwYQoXLsyGDRuAv5bvb926FS8vL3x9fcmRI4fUCT334MEDbG1tsbCwACA+Pp7mzZvTvn17Bg4cmOHYdwNk7u7ukrMyk9HuawQHB9O8eXMZawrxGUi4+R/Q3qWsadOmjBkzhv379xMQEMC9e/cA6Nu3r5J0NZ00Wt++SZMmMWfOHCUJt4GBASqViri4uAw7VAI4OjpibW2Nn5/fB68lARH9oL3j0JAhQxg6dCgbN27k119/VXYcArC3t6dhw4YcOHCAx48fv3cdqQ/6Q7vT6u3tzbJly5TdjX19fcmXLx8TJ07k8uXLpKSk0KBBA+bMmcPjx4/lPqHnTE1N6dSpEwMHDuT27dssWbJEeR3e1h0LCwuMjY0lGJJJZMuWjb59+9KsWTOuXLnCunXrADAxMQH+qhuGhoZSJ/Tcvn376NGjB8OGDePcuXNERERgZmZGw4YNCQkJITk5OcPx6fUhICBANnXREx/boOFjc1i0N2lo1aoVBgYGsmmDEJ+BjNL+gXeX0KTvULdkyRJu3rxJTEwM4eHhVK1aVYelFJ9ap06dePz4MXZ2dvj6+tKtWzfKli1L1qxZsbGxYc+ePXTu3BljY2OSkpIwNjamZMmSxMTE6Lro4jPTnvY+ePBgzMzMmDdvHsHBwXTq1EnZjr1QoUIUKFBAtuHWY9pJuN3c3AgKCmLatGlKHQDYsGEDXbp0YeLEibi6ulKxYkWaNWtGs2bNAMkhou9sbW1p3bo1KSkpLFmyhOTkZFq1aoVarWbDhg3Y2dlhZ2en62KKL6hgwYJ0794djUaDr68vycnJdOzYkZiYGIKCgsiVKxfW1ta6Lqb4xO7evUv+/PkxNjbGz8+PevXqMXHiRM6dO8eIESNwcHDgxx9/pFGjRnTt2pUzZ85Qp06dDNfYuHEjHh4euLq60qhRIx19EvEpaN/7T548SXx8PLGxsbRu3fpvA+Ta/YXXr19n6G8IIT4NWW75X9Ke6nz06FF+//13EhMTGTt27Hs5yMS3a+nSpRw6dIgdO3Zw8uRJVq1aRaFChejQoQPff/89N2/epE+fPlSvXh0PDw9laW2nTp0oU6YMU6dO1fVHEF/Au4lUlyxZQt++falXrx5WVla4uLjw5s0bAgICJAiiZ2JiYpTlMQB79+7F1dWVFStWUKpUKeDt8ql79+5RsmRJALp3786VK1cICAigdOnSOim30J3IyEgCAwNZtmwZAB06dODp06csWLAAU1NTCZZmQg8fPmTDhg1s2LABGxsb6tSpQ1hYGMuWLcPExETqhB65du0aU6ZMoX379vz5559s3LiRw4cPK0nXz549y5UrV/Dx8aFixYqcPn2aOnXq4Orqirm5OSqVilevXuHs7Ezjxo356aefdPyJxKcyf/589u3bR44cOQgPD8fCwoJZs2ZRtmzZ947VHof6+PgQHBzMxo0bM/RHhBD/O4nm/L9/usOcSqVSjq1Xrx716tVT3pMAmf6IjY3NsANVUlISf/zxB35+fhgZGVGqVClmz56Nk5MTP//8M3ny5OHNmzdER0czceJEHZdefCkfSqS6aNEifHx8+PnnnzE1NWXVqlUZjhPfvk6dOvHzzz/TvXt35bWXL1+SK1cuSpUqxb179zh69CiBgYG8fv2apk2bMn36dDZs2MCsWbMoUaKEDksvdMXa2pp27dphaGjI2rVrMTc3Z8WKFcBf+ahE5lKgQAF69uyJWq3m+PHj5MmTBxcXFwBlhrrQD6VLl8bBwQFPT09iY2MJCAggb968JCcnY2RkRLVq1ahWrRqdO3cmMDCQlJQUTp06RXh4uLKJi62tLTNmzJBZhnrE39+foKAg1q5dS8mSJdmzZw9jxozJsColfdz5bk66lStXMnXqVAmQCfEZyEyyd3h7e1OlShVKly79HxPvpzdWaWlpqFQqyR2hB9K/00uXLuHk5ISBgQHPnz/n8OHDnDlzhjVr1lC4cGH69euHvb09L168UPKJmJubM2TIEJlRmAlpB8A2btyIs7Mzy5Yt48cff0SlUkl90DNHjhyhZs2aGBsbEx8fj5mZGXv37mXJkiUULFiQ+/fvU7ZsWYoXL07OnDmZOHEiAQEBfP/998o1ZGMX/fBPH7BpCw8PZ/v27Xh6ejJw4ED69+//mUonvhUPHjzA39+fY8eO0bt3bzp27KjrIolPRKPRKMvyt2/fzrx588iRIwcdO3akTZs2WFhYKPeD9P9Nb1d69+5N9uzZmT9/foal/UJ/uLm5YWZmxvDhw9mzZw9OTk6MHTuWzp07K/0LyNhn8Pf3Z/78+cydO1dy0gnxmcio7R2nT59m165dBAQEYGxs/NEOsPbrr169knwieiL9O3VwcCB37tycPn2amjVrYmlpSZMmTUhOTmbdunV4eXnRs2dPypQp897MsdTUVAmIZDLaM8W6deuGqakpdevWVZ78SX3QL/Xr1wdg+fLlREZGMmbMGGrVqkVUVBQXL15k0KBBVK5cmbx58xIaGkq5cuXee/IvAbJvn3Zw/Pnz59jY2PyjmT/Zs2enbdu2qFQq3N3dUavV9O3b93MXV3wBH5ox/E9mERcqVIjOnTujUqlYvHgxKpWKDh06fM6iii8gfaygUqkIDw+nfv36ODg44OPjw44dO0hKSqJLly6Ym5sDf90X0s+rWbMmFy9elAfxeuJDbcHNmzcpV64cly9fZsqUKTg6OtK5c2fS0tLw9PQkZ86cdOnSRakbW7ZskQCZEF9Apn4k8aEdRUaPHo2FhQWbN29WZoi9SztA5uvrS9OmTYmIiPjs5RVfzuvXrzEyMmL48OE8e/aMMWPGANC8eXN69+7N/fv38fPz49dff33vXBn86od/s+NQ+jnpS6qSk5OlY6vHbG1t2bhxI6tWrcLIyIhOnToxf/58WrduTa5cuYiJiWHRokWYmZmRL18+XRdXfELag51ly5YxY8YMbt68+R836UhvI2xsbKhRowZOTk5K0FV827TrxK1bt7hy5QrPnz//j3UifWe6ggUL0rhxYzp27Ei1atU+e3nF56U9hjhy5AhDhgzhwYMHFChQgIkTJ1K6dGn27t1LQEAAiYmJALi4uPDixQulHj179owHDx4QGxurs88hPg3t9iEkJITnz58D0LZtW44fP07Pnj2ZPHkynTt3BiAuLo4bN27w8uVL5Ro7duzAycmJefPmSYBMiM8sU09vSG+sPD09yZ49O40aNaJUqVKULVuWQ4cO0bx5c2xsbDI0bO+uB1++fDmzZ8/GxsZGZ59DfHpWVlYsX74ctVqNnZ0da9euZezYsXh4eNC8eXNUKhULFiwgX758VKxYUdfFFZ+Y9m/+0qVLJCUlUbRoUXLmzKkssf7QzADtgJjsOKT/OnbsiKmpKRMmTACgd+/eWFtbEx8fz/79+wkODiYqKootW7ZIXjo9k/49uru7ExwczOTJk8mXL9/fzhrVXi7l7+/P77//ztixY7G1tf0iZRafj/Z3u3DhQvbu3YtKpSIpKYkff/yRzp07U6RIkQ+el/5gbdOmTbx48YJevXpJzqlv3Lu7Fu7fv5+7d++ydOlShg4dSsWKFZk2bRqzZ8/ml19+4dq1a0RFRXH9+nXGjx8PwIsXL3j9+jXu7u5KTjLxbdJuHxYsWMCFCxfo0KEDLVq0oESJEtjZ2aFSqZTf/YMHD5g7dy4REREMGzZMuU7hwoXx9PR8b8dTIcSnl+lzkt2/f5/mzZujVqvp0aMHJUuWpHHjxjRv3pzKlSszc+ZM4K/ZI9oBMpnumjnExcWxd+9evLy8KFWqFB4eHsDbpblVq1aVmWN6zNXVlV9++YWoqChKlSpFs2bN6Ny58wcDHtoBdD8/P7Zt28b69evJmjWrroovPiPt7zs4OJiJEycycOBA+vTpg7GxMVu2bCE8PJwRI0ZInkI9deHCBcaPH8/ixYspX748ycnJvH79mj///BM7Ozvy58+vHKtdXwICAnB2dsbd3V36D3omPR3DggULqFKlClOmTOHQoUOsWrWKChUqZDj23Toxe/Zs3N3dadKkiS6KLj6DefPmcfjwYRo0aEB4eDhnzpzB3t6eQYMG8cMPP5CcnMyaNWu4f/8+aWlpzJs3DyMjI6VuJCQkYGpqquuPIT6R5cuXs2HDBhYuXEjp0qWxtLQE4MqVK3h6ehISEoJGo8HW1hYzMzN8fX0xMjKSHKZC6ECm67G/O7D97rvv6N+/P15eXlhaWhIUFMSJEycYMmQIrq6u1KlTh/r162eYIeLv74+Hh4cEyDIJc3NzmjZtikqlwtvbm759+7J27Vpq1KgBSAJufaI9aDl//jznz59n4cKFWFhY4O3tza5du4iLi6Nv374ZAmXvzjBduHAhs2fPlgCZHtPeaapVq1YASn7CwYMH061bN6VdkDyF+ikpKYns2bOTJ08eQkJC2LdvH/v27SM5OZkCBQowdepUihcv/l77MH/+fDw8PGjUqJGOP4H4VDQaDampqVy+fJn+/ftTpUoVDh8+zL59+xg3bhwVKlQgKSmJ1NRUzMzMPlgnFixYIHVCj1y9epU9e/bg4eHBDz/8AMC+ffvYtGkTK1euxMjIiPLlyzN48GDS0tKU+4X2AxUJkOkHjUbDixcvOHr0KE5OThmWU6elpVGhQgVmzZpFWFgYt27dIn/+/FSoUAEDAwN5wCaEjmS6dR/pAbLjx49z9uxZAEaOHMmPP/5IZGQkzs7OvHr1inXr1hEfH09gYGCGfGOHDx9mxowZzJkzRwJkmYi5uTlNmjShc+fOWFlZZchXJQEy/ZE+aDl06BC7d++mZs2aVKpUCXt7e6ZMmYK9vT2HDx9m7dq1SoAsJSXlvcHOnDlzaNq0qS4/ivgC0gNlAK1atcLV1RVPT0+CgoIytAvSRnz7PpSj0MbGhtu3bzN+/Hh69OihzBycNWsWjx8/JiwsDPirXdm8eTPu7u7MnTtXgiF6Jjk5GQMDA8LCwvjhhx+4dOkS48aNY/z48XTu3JmkpCQCAgK4efMmkHFVgtQJ/WRgYEBCQkKG9r9JkyZ06NCBixcvsnjxYi5duoRKpVJ2tJSNfvRT+sYLL168eC/wqVarlZx0pUqVonXr1jg4OCi7nUp9EEI3Mt0vT6PR8PTpU1xdXbG2tubMmTOMHTuW+vXrc+HCBTQaDd7e3gQGBrJ9+3aio6Mz5IbIkycPGzZsUJ4KiczD3Nycdu3a0aVLl7/NSyW+bTExMaxfv56rV69Ss2ZN5XVLS0vGjh3LggULOHLkCLGxscpSOsg42JEA+rfv3Z2NP7bTsfaMspYtW2JtbU316tW/ZFHFZ5aUlKTsWnnjxg3UajU5c+akVKlSbNy4kQsXLtCjRw8qV65M1qxZSUxMJFu2bMrAB94uyZ0/fz4uLi7SPuiBq1evUq5cOQB8fHwoUqQItWrVomDBggwfPpyIiAhmzJihzDKNiYnhwIEDGBoaKnlMJW2HfjM1NcXGxoZHjx5RsWJF5T7RrFkzvLy8iI6OxtPTE5VKRaVKlWSTHz3yof5CSkoKKSkpPHnyRPk7vf8YGhrK5cuXad++fYYVCPKATQjdyRQ5yT4UzLhz5w6//vorixcvxt7enpYtW7Jx40Zq1KjBqFGjAAgLC8PGxkYSLov3fGzALL496d+l9nf64sULXFxcuHnzJv3796ddu3bK8W/evGHGjBlYWFgwc+ZMVCoVe/bsYcyYMSxZskRmA+gB7fb+4cOHWFhYYGlpqXRoP/T7T58FkH5ecnIyhoaG0k58w6ZMmULfvn0pXLgw8DZJ/9atWzEzMwPe7mpZunRppb4kJSWRkJDAmDFjePPmDZs3b1YGOevXr6dgwYLUrVtXVx9HfCL3799nyJAhVKpUCXNzczZu3MiOHTsoVqwYISEhODs7ExMTw65du9BoNLx584Zx48YRHR2Nn5+fUieWLVtG8eLF5Z6hx6ZOncqhQ4dYtmyZEggLDw9n5syZVKxYkVOnTmFgYECfPn2oUqWKrosrPgHt/kN4eLiy+sTIyIilS5eyatUqli9frtwLkpKSGDx4MDly5MDFxUX6DEJ8JfQ+SKbdWIWGhhIdHU3+/PnJmTMnarWayMhIxo0bh7m5OU+fPiUkJIRly5bRoEGDD15DCKE/tH/br169wszMjNTUVLJly8bTp09xdnYmOjqatm3bKjMCAGJjYzEzM1MGxkePHsXCwkLJUyf0Q/qswbCwMNq0aUPTpk0pW7Ys8PczzV68eIGdnZ1Oyiw+jYiICPr168erV6/YtGkTr1+/ZuTIkcydO5fk5GSCgoI4evQoK1eupGrVqiQnJ7N69WpOnjxJWloafn5+GBkZST4ZPRQXF8eePXuYP38+SUlJbN68mRIlSqDRaEhJSeGXX35h7dq1REZGkj9/flJSUkhNTSUgIAAjIyOSk5MxMjLS9ccQn5F232LEiBGcP3+eNm3akCNHDo4dO0ZaWhobN27k1KlTLFu2jJw5c+Lm5iY5yPTI8uXLOXz4MMbGxtSrV48uXbpgaGiIi4sLW7ZsUR6+/vnnn7x+/Zrt27dn2LRBCKFbeh0k025o3N3d2b17N6mpqcTGxvLzzz/Tpk0bKlSogEajYfv27Vy6dImgoCC6devG1KlTdVx6IcTnpN0+LFu2jBMnTvDmzRuyZcvGiBEjqFGjBs+ePWP27NkfDJTBXx1hCaTrB+3vce/evbi4uODk5ERoaCgnTpzAzs6Onj174uDgAHx4FuKmTZvw8fFh8+bNZM+eXWefRfzvnj17xrRp07h16xaDBw8mJiaGAQMGAG8DJbNnz2bfvn2sWrWKKlWqcO3aNU6dOkX//v1lR1M9lf5bP3bsGJMmTcLS0pIqVaoos4rh7TKqly9fsnv3bjQaDTly5KBly5aShDuT0b4vLFmyhGvXrhEeHk6ePHnw8PDAxMQEgFOnTlG4cGHy5Mmjy+KK/5H29719+3ZcXV0ZM2YM58+f5+nTp+TPnx8nJyeyZs1KUFAQ+/fvx9jYmNy5czN+/Hi5ZwjxldHbIJn2YMfPz49ly5axYMECihYtysmTJwkKCsLa2poBAwZQpkwZ4O3ymL179/LTTz9JIyVEJrFs2TI2bNjAlClTiIqKIiQkhF27djF37lxatmzJkydPcHFx4cGDBzg6OlK7dm1dF1l8ZhcvXmT//v2UKFFCedp79OhR1q1bR9asWendu7cSKNPe3TY9L52zszNNmjTRWfnF/+bdWYFOTk4cP36czp07M336dOX99EDZwYMH8fDwoE6dOso1ZNdj/fJuQPzFixckJSVx9uxZ/Pz8KFWqFC4uLn97DakTmY/2WCQpKYmUlBTMzMxQqVQZch0K/XH27FnOnDlDqVKllA2cNm/ezI4dO8ibNy9Tp07F2tqahISEDDMHpX0Q4uuid1MfTp48CaDsOqfRaLh06RI//fQT1apVI0eOHLRp04aePXvy4MEDTp8+DaCsF2/RooUSzRdC6JekpKQMf79+/ZqTJ0/i6OhIixYt6N69O3PmzKF///5MmjSJ69evkzdvXiZOnEi9evVkOWUm8OrVKyZPnkxQUBAxMTHK6/Xq1aN3795ER0ezfv16ZXdk7QBZ+s6mEiD7dj148EAJkAUGBmJsbMy0adNo1KgRe/fu5e7du0qwxNzcHCcnJypXrsy6desyXEcGO/ojLS1NqROvXr0iJiaGLFmykD9/fpo0aUK7du24ceNGhhUIc+fOVdqI9GfRUif0w4fmFnxsvoFarVbeMzIywtzcXGk/JED27XN0dOT69evK3xcuXGDu3Lls376dLFmyKK936NCBli1bKmk8IiIiMgTINBqNtA9CfGX0Kki2ceNGnJ2dCQgIAMgwGyw2NhZ4G6kHaNCgAbVq1SIgIICkpKT3lkrJTDIh9EvPnj1ZvXp1htcSEhK4c+eOkog7PfH6gAEDcHBw4JdffiE5OZl8+fIxduxYZUtuob9y5MjB0qVLsbW15cSJE9y6dUt5r169evTt2zfDAxZ4GyDz8PCQXeq+cVeuXGHMmDEEBwczZ84cpk2bRkxMDPny5WPixImULl2anj178ueffyoDXTMzMxYuXIi3t7euiy8+A+2ZQJ6enowaNYqOHTsyZcoUbty4gaWlJS1btqR9+/ZcvXqVjh070q9fP/bu3avsgi75hfSHdsA0IiJC2cFWpVJ9tG/w7pL81NRUqRN64NatW9ja2mJvb6+8Vrp0aRo2bIiBgQFBQUEkJCQAbwPkHTt2pFWrVly/fh0/P78M15L6IMTXR2+WW/r6+lKwYEH279/P/fv3adWqFR07dgTeLqdat24dW7ZsoUiRIso5gYGB7Nixg7Vr1yq5AYQQ+um3336jVKlSGBsbZ8j7MHjwYNRqNbNnz8bGxkbpzA4aNAhbW1ucnZ11XHKhC6GhoUyaNIkyZcrQo0cPihUrprz366+/8v3332NgYMDBgwcZPnw4ixcvlgDZN+7NmzfMnDmTixcvEhsby4YNGyhVqpTSJjx79oypU6dy+/Zt/Pz8KFCgQIbBr+Qm1F8LFy5ky5YtTJkyBbVazebNm3ny5AmLFi2iXLlyxMTEcO7cOY4cOYKBgQHTp0/H0NBQllDpqaVLl7J//35sbGyoWLEio0aNAj68ZE67jQgKCsLU1JTGjRtLW6EH0r/bgIAAcufOTe3atUlISMDLy4tjx47h4ODA6NGjlTFmWloaR44coV69etIuCPGV04sWunfv3vj5+VGnTh369+9PoUKF2Lp1K5s2bQJg2LBhlC1blv79+3P16lXCwsKIi4vjl19+wcbGRgJkQui5tLQ0ypcvj7GxMatXr2bcuHHExcUBULduXcLCwvDx8SEmJkbJFRIbGyuJ1zOxEiVKMGfOHEJCQvD19eXOnTvKexUrVsTAwIDk5GTMzMxYv369BMi+campqVhaWlKhQgVl9titW7dITk5WBri5c+fG2dmZEiVK0KhRI168eJFhBoAMevXTyZMnOXr0KCtWrKBZs2ZkyZKFkJAQLCwsGDRoENeuXcPCwoL69eszd+5cZs+eraTtkIGw/gkODiYwMJDOnTtTuHBh9u7dy+jRowHem22uHSALCAhg0qRJmJiYSFvxjUtLSwPezgB7/vw5Bw4cwNXVlXPnzmFqakrfvn2pVasWv/76KwsXLlRmHKrVaho0aCCrEoT4BnzzM8lCQ0MZN24cS5cu5bvvvuP27dvkyZOHOXPmcP/+fVq0aEGXLl2Iiopi/Pjx/Prrr1hZWWFubq7sailb7gqROaSlpXHy5EmGDh1K69atmT17NvB2tunRo0dJSEigXLly3L17l9jYWHbs2CFLrzO5Gzdu4OTkRJ48eRg/fjz58+fP8L7cO75t787+un79Omq1mnXr1vHo0SNatmxJhw4dMgQ7nj59io+PDxMmTJAgiB7SrhPR0dFEREQQEBCAo6Mjx48fZ+LEiQwfPpzy5cszdOhQNBoNCxYsoGLFiso1pF3QH++2EUFBQahUKlq1akVcXBzHjh1j/vz5lCtXjsWLFwMoAdL0OpCes9LFxYVGjRrp5HOIT0O7PqSvSvj111/ZuHEjd+7cYdKkSVSrVo24uDi8vLw4c+YMRYoUYfr06ZKHTohvyDcfJHv9+jU///wzP/74I5aWlnh5eXHt2jUePXrEmjVruHfvHm3atFGWXu7fv5/4+HgAmjdvLltyC6HHLly4gKGhIRUrVmTevHkUKFCALl26cObMGYYMGULTpk2VHclOnTrF2bNnefnyJbly5WLkyJGyXEYAcPXqVTZv3sycOXNkBoAe0R7shIaGYmVlhbGxMTY2NkRERDB79myePXtGmzZt6NChAwDLly+nW7duZMuWDZAdyfSZh4cHERERzJkzh9evX5M1a1YGDx5MqVKlGDVqFGlpafTt25c//viDUqVKvZfzUnz7tIOdwcHBxMfHs2fPHho3bky3bt2At7lNjxw5gru7O99//z0LFy7McI30AJnkrPz2ad8zvLy8iImJoVevXlhZWXH58mU2bNjAvXv3lEBZfHw8CxcuJD4+nlmzZkngXIhvyDcdJEtvrC5cuEDv3r0xMTFh165d5M2bF3i7S5Wnpyf37t2jZcuWdOnS5b1rSAdXCP304sULHB0dMTQ0xMrKin379rFt2zZKlCgBwOnTpxk6dChNmzbF2dlZaQe0O8USQBfp0uuF5J3SPx4eHuzatQsAe3t7+vfvj4ODgxIgefz4Mfb29jx//pzffvuNs2fPSr9BD2m3/adPn2bu3Lm4uLhQrlw5AF6+fEn79u0ZM2YMLVu25PXr10yfPp327dtTo0YNGQDrGe36sGDBAnx9fSlUqBAvXrygWLFirF+/Xnk/ISGBY8eOMX78ePr27avkKFu3bh2rVq1i9uzZMoNMj7i5ubFz504GDx5MgwYNsLOzA+Dy5cusX7+eP//8k0mTJlG1alUSExMxNjaW/oMQ35hv+pea3tD88ccfSn6YtWvXKu8XKlSIgQMHUrhwYXbv3v3eFu0gW3ILoa/s7OwYPHgw9+7dY9++fcyZM4cSJUqQlpZGWloaNWrUYPny5ezbt48ZM2YoO+BqD3QkQCbSpe9QJh3cb5/2s8Fz586xc+dOXFxc6N+/P+bm5kyaNImzZ89iY2PD1KlTqVSpEmFhYZiYmHD69GkMDAyUnDRCf6S3/bt37+bYsWPUrFmTcuXKKbmDrK2tKVeuHN7e3gQGBjJixAhevXpF9erVlQGw0B/p9eHly5fcvn0bf39/vL29cXd35969ewwePFg51tTUlDp16rB69WqGDx8OvH3IduDAAaZMmSIBMj0SHBxMcHAwXl5edO3aFTs7O+Lj44mJiaFSpUoMGTKE7777jnHjxnH9+nVMTEyk/yDEN+ibnkmW7ty5c+TMmZN79+4xbtw4WrRowaxZs5T3Hzx4wPz588mePTszZ86Up31C6LF3l1DNnDmTtLQ0rK2t6devHw4ODsBfs0jPnDlDnz59GDNmDAMGDNBl0YUQX1BwcDB3797F2tqaPn36AG9zkq1bt47ffvuNOXPmULVqVZKSkgAwMjJCpVLJDFM9ptFo6NatG5cvX6Zq1aqsW7dOGeCqVCrOnj3Lpk2buHfvHvnz52fp0qUYGRnJDBE9tX79evz8/MidOzfu7u7kyJGDtLQ0Ll26xJgxYyhbtiwrV65877ykpCSMjY1ltYoeWr16Nbdu3cLDw4O7d+9y6tQpNm/eTJYsWWjYsCGDBg3i/PnznDt3jmHDhsn3L8Q3Si+CZOkSEhI4dOgQU6dOfS9Q9vz5c3LmzIlarZaEqkLoKe2BysWLF8mVKxc5cuTgypUreHl5oVKpGDRokBIoS3f9+nVKlCghA18hMolHjx4xefJkrl+/Tr9+/Rg6dKjyXkhICN7e3ly7dg0nJydq1qypvCf9B/2V/t2mpqbi6OjIhQsXGD16ND///HOGXdDT0tJ4/fo11tbWEjTVM+8GO2/dusXIkSN59eoVAQEBFC1aFHhbVy5dusTYsWPJkycP/v7+uiqy+MLWrVuHq6sr/fr14/DhwxQrVowyZcrw7Nkzzpw5w6ZNmzLsjC6BUiG+TXr12MvU1JSGDRvi7OzMrl27mD59uvJerly5UKvVpKWlSQdXCD2kPZXdw8MDR0dHLl26hEqlolq1anTv3h2NRsOaNWu4ePEiAEOGDCEoKIgyZcpgaGhISkqKLj+CEOIzefd5YP78+enbty/ff/89W7Zs4datW8p7pUuXpm/fvhQoUIAtW7ZkOE/6D/orPUBmYGCAm5sbpUuXxtfXl8OHDyuzCdPvMzY2NsoSSwmQ6Y/0PsS1a9eIjIzE3t6e5cuXkzVrVpydnYmIiADe1hUHBwdcXFywsrKSpbaZSO/evRk0aBA3b96kW7duyiqELl26kCVLFt68eZPheAmQCfFt0quZZOmSkpI4ePAgY8eOZezYsfTv31/XRRJCfCFeXl54e3uzfPlyihYtStasWZX3jh07hr+/P7dv3yZbtmy8fv2aAwcOYGRkpMMSCyE+J+3ZISkpKSQnJ2NmZgbA+fPnWb16NdHR0Tg7O1O8eHHlvPv371OwYEFZRpfJpAfKUlJSGDp0KC9fvmTAgAH8+OOPGBsb67p44jM7f/48PXv2ZNKkSbRq1Yps2bJx584d+vTpQ7FixZg/fz42NjZAxpmlsuRW/2l/34mJicoM06SkJIYMGaI8iJV6IMS375sIkv2b5Q2JiYlcunSJKlWqyFM+ITKJxMREhgwZQvXq1enbt6/yuvZymOvXr3Pz5k1evHjBoEGDlBlk0k4IoX+0B67e3t6cO3eO169fU6ZMGfr370/u3Lk5d+4cXl5eSqCsWLFiH72GyBy0A2XDhw/n+vXruLm5Ua1aNV0XTXwBbm5uBAUFMWTIEJo3b46VlRV37tyhb9++FCtWjHnz5mFra6vrYgod0B6TJiQksHXrVo4cOUJERASBgYGSo1AIPfHV/4K1l0fGxMT84/NMTEyoUaMGhoaGys5EQgj9FhsbS0hIiJIPIn0JhKGhIYmJibx48YIyZcrQvn17hg0bprQPEiATQj+lD1QWLlzI6tWrKV26NLVr1+bAgQOMHj2a3377japVq9KrVy+sra0ZPHgwjx49+uA1ROZhYGCg3BuWLl1K8+bNqVy5sq6LJT4x7XkC2ksmHR0dadu2LUuXLmXXrl1ERUVRtGhRvL29OXPmDKtXr9ZFccVn9k/mjWhP2khJSSEtLY18+fKxdetWjIyMSElJkXuGEHrgq55Jph2JX7VqFTdv3mTKlCnkzJnzH5+nPR1WCKE/PjbDtG/fvpiamuLi4oKlpaUyI+DXX3/l+PHj9O3bF0tLSx2UWAihC/fv32fAgAFMnTqVOnXqABAREUHfvn3JkiUL3t7eGBsbc+jQIS5fvsy4ceMkj4weunbtGmXLlgXAx8eHvHnz0rBhw789591ZxsnJybI8Xw95e3uTM2dOGjVqlGFJ7fz589mwYQOOjo78/PPPWFtb8/jxY3Lnzi1thJ7RHjv+N8n2tY+VJP1C6I+vOtSd3li5ubnh5+dH9erVSU5O/ttztJN3+/n5sWbNGiXhqhBCP2jPMH3+/Dl3795VkqU2adKER48esW7dOhITEzEwMCA+Pp7Vq1cTEhKSIUeZEEL/paWlkZCQoCyPSkpKwsbGBk9PT27cuMHWrVsBaNCgARMmTFBmEQn98ejRI3r16sWMGTNwc3Nj4cKFFClS5D+e9+6AVwJk+unSpUtMmTKF48ePZxgzjB8/nurVq+Pl5UVgYCAxMTHky5dP2gg9ox0g8/LywtXVlbi4uH90XnobkZSUJAEyIfTIVx0kAzh69Cg7d+5k+fLldOzYkbx58xIXF8ejR4/ea8C0Z5YEBATg4uJCkSJFJNGqEHpEOxC+aNEiRowYQbt27XB0dGTZsmW0b9+e+vXrc+LECVq1asWwYcPo2rUrT548YeXKlahUqn80pV4I8e350G/b2tqahIQEzp07B4CxsTHJyclkz56dYsWKfTCVgwx29MPTp08ByJ49O87OzgQFBeHv788vv/xC4cKF//bBq3afct26dYwaNepLFFl8Zh9qI1asWEGTJk2YOHEiR48ezRAoy5MnD8bGxly6dIksWbIor0sboT+0J2X4+vqSJ0+e93apfJd2XzQwMJAdO3ZI4FQIPfLVBcnevXm9ePGCggULUq5cOW7evMmqVato3bo17dq1Y/HixUojpt2Z8ff3x83NjQULFtC0adMv/hmEEJ9P+u985cqV+Pv7M2rUKPbt24exsTHe3t7cv3+fkSNHMm7cOBo2bEj27Nlp0qQJQUFBSr6I/3YjECHE1097hmlERARpaWloNBpsbGzo168f69evZ/v27cDbGUEajYaEhARlp0uhX1xdXZkwYQIajQZzc3PlezY0NMTb2xt4Ww8+NLB996HrihUrqFev3pcrvPgstNuIuLg4Xr9+rbzn6upK3bp1mTx5MkeOHCE8PByAqKgoFi9ejKenpzxk02O7d+8mODiYlStX0qtXL3LlykVSUhLR0dHvBdPfbR+mTZuGtbW1BE6F0CNfVU4y7emuMTExWFhYKFsxN2nShN9++40ffviBypUrk5qaypw5c9i2bVuGLdsDAgJwc3Nj7ty5NG7cWFcfRQjxiaV3SjQaDVFRUYwcOZLOnTvTpEkTTp8+zbBhw5g8eTLt27f/aL4yyRchhP5btmwZp06dIjk5mV69elG7dm3S0tJYuXIl27dvp2nTpuTMmZPLly8TFhZGcHCwbN6hh8LDw7G0tMTIyIjXr19jZWXFn3/+SUhICHPmzKF+/frMnj37b6/h7+/P/PnzcXFxoVGjRl+o5OJzeDfP8YULFwgNDaV9+/bUqlULBwcHACZOnMipU6fIlSsXKSkpJCYmsnv3bgwMDGTXQj2Wnvt68eLF3Lp1i7NnzxIQEEBaWhodO3aka9eumJiYvDcpY/78+cybN+8/5jcUQnxbvpqWXvvGs2bNGpycnHj16hVVqlRh6dKlqFQqRo0axbhx42jfvj2NGzfG3t4+w5TodevW4erqiouLiwTIhNAj2k9/Y2NjMTY2JjY2liJFinD48GGGDRuGo6Mj7du3Jykpia1bt3LlypX3riMBMiH02/bt2/H396dVq1bkyJEDT09PvLy8UKvVjBo1iqlTp3Ljxg2uXr1Krly5CAoKkl2w9VT27NkxMjJi165dVKtWjbt371KwYEFq1qzJ2LFjOXLkCNOnT1eOd3Nz49ixY8rfAQEBzJ8/n7lz50qATA9o73Tr6+tLo0aNmDx5Mnv27GHt2rUcP34cgHnz5jF8+HDq1q1L7dq12bVrl5KDTAJk+uFD80NsbGzYv38/rq6ujBw5kitXrtCxY0dq167N2rVriYqKAsgwgyy9fZAAmRD656t5dKq9HnzXrl0MHz6c+Ph4ABo2bEi9evUwNDQkOTmZ+Ph4HB0dMTExoVSpUso1Xr58yYwZM6QzI4SeSW8fZs+eTWpqKgMGDABg6dKlnD9/nvHjx9O5c2fgbQ6a/fv3Y2VlpaviCiG+kHdndiQkJDBs2DA6depEp06dWL58OQcPHiQtLY1evXrRqlUrfv755wwJ2N/dwVB8296tE1WqVKF69er07NmT9evXU6RIERo0aIBKpcLV1ZW7d+9iaGjIw4cPGTNmDABbtmxhxowZLFmyRAbAeuT48ePs37+fFStWUL58eX7//XeePHmCWq1m/fr1GBoaUqNGDTp27JjhPGkj9EdSUpKSq/rly5dkzZoVIyMjOnToQEREBKdPn6ZHjx7UqFGDggUL8vDhQ65cuZIhD/a6detYuXKlzDAVQo99VcstDx48yKxZs1i+fDnlypUDIDExkbCwMPLkyUNaWhrbt28nODiY+Ph4AgIClBxDcvMSQv9oT2t/8OABAwcOZM6cOTg4OHD8+HGGDx9OrVq1WL58ORqNhtjYWMaMGUNCQgLr1q2TmWNC6DHt9mHXrl1EREQQEhJC7dq1adasmXLcihUrOHjwIDVq1KBTp07ky5fvg9cQ+iUgIIAiRYrg4ODAs2fPmD59OteuXWPjxo0UKVKE2NhYrl69SmBgIJaWlkyZMgUjIyMSEhIICgrC1tZWAmR6JiQkhIsXL9KrVy+OHz/O+PHjmTx5MkWKFKFHjx5UrlyZdu3ayfeuh3x9fenatavSL1y2bBl79+7F3Nyc8uXLM2bMGMzMzIiLi8Pc3ByNRkNycjJDhgwhLS1NmZEMMGjQIJo2bUrLli11+ZGEEJ/RVxUkW7duHUeOHGHDhg2EhoZy8uRJtm3bxosXL+jVqxc9e/bk/PnzXL9+nZEjR2JoaCgBMiH00Js3b7C0tFT+9vT05OnTp6jVaqZNm6YMajdu3MicOXOUnEOJiYlERUWxbds2JSGzBMqE0D/as4Xc3NzYsmULdnZ23Lt3j/Lly7NgwQJy586tHL9q1So2bdrEwIED6dq1q66KLb4AjUZDdHQ0devWxdnZmZ9++gmA58+f4+TklCFQ9q70e4b0LfVTfHw88fHxmJiYMHToUKpWrcqgQYMAaNOmDS9evKBdu3aMHj1axyUVn9LJkyeZMmUK1apVw9XVlf379zN9+nQcHR0JCQnh+vXrmJmZsWLFCszNzYmJiWHv3r3s2rWL6OhotmzZIpMyhMhkdLa4/kOxuSJFinDp0iVGjRrFsGHDCA0NpWfPnkyYMIGVK1fy+vVrGjduzNixY5UcItJYCaFfhgwZgru7u/J3cnIyERERBAQEcPv2bdRqNSqVCpVKRffu3dm4cSMFChSgUKFCNGjQgO3btyudGQmQCaGf0gNkDx48IDIykvXr17Njxw6mTZuGRqNh4cKFPHv2TDl+0KBBjB49mk6dOumqyOIzSktLA/6aGWhpaUmZMmWIiIhQjsmVKxezZs2iXLly9OzZk9u3b2e4hkajUe4Z0rfUT2ZmZtjY2JCYmMirV6/Inj07ANHR0djb2zNjxgxGjhyp41KKT61SpUoMHjyYP/74A0dHRx4+fMiUKVNo06YNU6ZMoV+/fsTExDBkyBDi4uIwMTEhMTGRIkWKEBgYKAEyITIhncwk034C/Pr1a0xNTVGpVJiYmLBjxw727t1Lw4YNqVatGnny5OH58+eMGDECFxeXDz75E0Loj0ePHmFnZ4exsTEJCQmYmpry5s0b/Pz8WLJkCbNmzVJ2sNRoNKjV6veWTMkMMiH03y+//MKiRYvImTMnK1euVGafbtq0id27d5M3b17Gjh1Lrly5Mpwn7YP+unfvHoULFwZg0qRJxMbGsnjx4gz3h2fPnjF8+HCyZ8+Op6enrooqdCh9XFG4cGHKli3L0aNHiYmJYfPmzahUKmkj9Eh6cCs2Npbdu3ezZcsWHj58yJw5c5R8YsnJyRw/fhxPT08sLS1ZunQp5ubmyjWkPgiR+XzxIJn2YHblypWcOXOGV69eYW9vT/fu3XFwcCA5OVlZKpWUlMTIkSOJj49n/fr1srOMEHrq/PnzlCtXDjMzMwB8fHzYvXs3q1evxsbGhtjYWDw9PVmzZg1ubm40b95cmZGaHiwTQmQeO3fuJCAggDt37vDLL79ga2urvLd582b27NmDubk5c+fOVWaMCP3l7+/PwoULsbKywsrKCjMzM9LS0hg4cCAlS5bE1NRUGfjGxMRgbm4u941M7NChQ6xZs4aEhAQlYGpkZCR5CvVITEwMFhYWAFy+fJlKlSrh7++Pp6cnRYoUYfXq1UobkJKSwrFjx5g7dy7169dn6tSpuiy6EELHdJaTbPHixWzatInx48fz/Plz7t69y6FDh1iyZAn16tUjLi6OAwcOsHXrVuLi4pQk/e/uWiSE+PYFBgYybdo05s2bR9OmTTExMeHWrVv07t2bUqVK4ebmho2NDXFxcaxcuZK1a9fi5uaWITm3ECLzOXz4MMuWLSNLliy4u7tnmDXm7e3Nw4cPcXJykn6DHnq3P/jo0SOSkpIICQnh/v37XLt2jVOnTvH9999z584d7OzsyJ49Ox06dKB58+YfvIb4dqV/l+nDmo8FurSDYBERERgYGGBpaYlKpZIldXrkwIEDBAcHs2DBAhYsWMD27ds5duwYBgYG7Ny5Ez8/P0qUKMG8efMyBMp+++03KlSoIDPHhMjkvliQTPum9PLlSwYNGkT//v1p2rQpAGFhYaxevZrt27fj6+tLgQIFOHjwIHfv3mXUqFGSpF8IPefs7MzWrVuZMWMGjRo1wtzcnLt379K7d2+KFi2Kh4cH1tbWxMXF4enpiaenJ2vXrqVGjRq6LroQ4gvT7lMcOHCADRs2oFarcXNzw87O7r3jJBiiX7S/z+3bt3Pnzh2SkpKoXbs2tWvXBuDSpUsMGTIEb29vIiIiCAsLIzQ0FEdHR+lL6rH4+HjMzMz+donch9oFmUGmX0JDQ2nVqhVFihThxYsXbNy4kRIlSgBv60hwcDBbtmyhePHizJs3773vXpZYCpG5fZEeY1pamtL4hIeHY2xszJ07dzI0Pra2tvTs2ZPixYtz4cIFLCwsaNKkCePGjZMk/ULosaSkJACmTp1Ku3btmD17NocOHSI2NpYiRYrg7e3NnTt3GDt2LJGRkZibm9O/f3+mT59OlSpVdFx6IYQuqFQqZcZIo0aN6N69OxqNhkmTJvH06dP3jpMAmX7R3tnUw8OD1NRUXr16xaxZs3B2dkaj0VCoUCFsbGwAqF27Nm3atGHy5MlKn1Loh/RNG+BtwLxhw4ZERkZiYGDw0e/53XYhKipKAmR6JCUlhRIlStCqVSvu3r1LuXLlMjw8MTMzo1WrVnTo0IE7d+4wePDg9zaUkwCZEJnbF+k1pt+EPDw8mDdvHmlpaVSpUoWzZ8/y+vVr5bi8efNiYGDAgwcPAJTcRCCNlRD6SKPRYGxsDMCWLVuwt7cnNjaWefPmcfDgQeLj4ylatCjr1q3j7t27jBs3jvDwcCwsLOjcubMyw1QIkfl8KFD26tUrvL293ztO6J8TJ06wf/9+Vq5cyaRJk2jSpAkvX76kXLlyqFQqbG1tMTEx4fTp08o56fVF+pT6QXsm2P79+wkJCSEsLIyBAwcqSyk/FCjTnjW2adMmli5dSkxMzBctu/j03v19V6xYkQULFnDlyhWmT5/OkydPlOPSA2UtWrTA0tLyvSCZECJz+6xBMu0G5+zZsxw7dowePXpgY2NDpUqVuHTpErt27VJuTPHx8aSkpLy3E5UQQj+ld1KXLFmCu7s7ZmZmODk58cMPPzB9+nT2799PfHy8MqPs7NmzrFq1KsM1ZIapEPonfXZIej9Ce7aINu1AWcOGDZk2bRqTJk36MoUUOvXy5Uty585NuXLl2LdvH1OmTGHSpEm0aNGCmJgYLl26hKWlpTJbGSRgqm/SA2Surq54eHhgbGxMs2bNCAsLo0ePHh8MlGkHyAICAnBxccHBwUFJ8C6+TdqrliIiIgDo0KEDP/30E76+vpw4cQJXV1eePXumHHf+/AUbBLAAAB7ESURBVHl69uyJq6srarX6o/cZIUTm80VykgUHB3P9+nU0Gg3Tpk1TXnd2dub8+fNky5aN4sWLc/PmTaKjowkODpaBrxCZRGRkJN27d6dr16507txZed3JyYmdO3cyc+ZMfvzxRywsLHj8+DG5c+eWWQBCZBKXLl3CwcEB+Psk65JPKPMJDg7m1KlTNG/enFGjRuHo6KjcQw4ePMiff/5JkSJFqFWrlvQp9VhISAiDBw9m3rx5VK9eHYBTp06xdOlS4uLiWL9+PTY2NqSmpqJWq5V2wt/fn/nz5+Pi4kKjRo10+RHEJ7RixQpOnjxJamoq7du3p06dOuTMmZPr16/TvXt3qlevTuvWrdm6dSv3799n3759ysMWuYcIIdJ9lplk78bdDh06xMaNG7l582aGJ3pTp05lwIABlChRgufPn1OuXDklQCb5IoTQfxqNBo1GQ1xcHJaWlsBfOcpmzZqFvb09ixcv5pdffiExMZF8+fL9bZ4RIcS3TftJfmhoKN26dcPHxwfgHz/pf/DgAbGxsZ+riOIrUbZsWfbt28fAgQOZNm2aEiBLSEjA39+fu3fvUq9ePelT6rnY2FjevHmTIedU1apV6devH48ePcqw9DK9/fD398fd3Z25c+dKgOwbpz3mDAgIYP369TRr1gwbGxs2b97M6tWrefbsGWXKlMHPz487d+6wYsUKoqKi2L17twTIhBAf9Mlnkmk3NLt27SI1NZVWrVoxa9Ys9uzZw6hRo2jRogXm5uYZztPeRUR2sRQicxkwYABv3rxh06ZNqNVqUlJSUKlUODo6cv78eQoXLoyvr6+uiymE+Iy0+w9+fn7cu3eP7du3Ex8fz7hx4+jXrx/w/owy7fM2bNhAUFAQy5cvJ3fu3F/+Q4gvat++fUyYMIFu3bpRu3ZtNBoNq1evJiwsjO3bt0tfUs9o/9bT24FXr17Rt29fWrduTY8ePZSxRExMjLLkMkeOHKxduxZLS0s2b96sBMgaN26sy48jPqGrV6+yc+dOqlatSoMGDQBYvXo1hw4domzZsvTr14/cuXMTHh5OdHQ0BQoUUPqb0k4IId71SVsF7Y7rH3/8gbe3N2lpaVhaWuLk5ERcXBw+Pj6YmprSpEkTTE1NlXO0l09JYyVE5pD+++/Xrx9z585l1KhRLFmyBENDQ9LS0khJSWHdunUULVoUkCVVQuiz9N/2woUL2bJlC1OnTqV06dJcuHCB5cuXk5KSwqBBg5QZZWq1OkOb4O/vz5IlS5gxY4YEyDKJhg0bkpKSgpubG7t27cLW1pacOXOybds2ZQaZLM/XD+8Gx1NSUjA2NiZbtmyULVuW/fv3kzt3bpo0aQJAcnIy+fLlo1u3bmzcuJHdu3fTpUsXwsPDZYmlnjl58iTOzs7ExcVRt25d5fUBAwYAcPjwYdauXUufPn3IkycP2bNnB97WKRlzCiE+5LPkJHN1deXJkye8fPmS+/fvkzVrVhwdHWnUqBGOjo5cv36dQYMG0bBhwww7WAohMqekpCT27t2Ll5cXcXFxlC9fnnv37hEfH88vv/yiLJP4WD4iIYR+CA8PZ+DAgXTu3Jm2bdsC8OLFC7Zu3crq1asZPXo0vXr1At4Ogo2MjADJL5TZRURE8ObNG4yNjcmdOzcqlUpmiOgR7fu/j48PV65c4dGjRzRs2JA2bdpgaWnJ6NGjefXqFcWLF6dixYrs2LEDIyMjPD09adu2LT/88ANOTk46/iTic3F1dWX79u00btyY8ePHkzVrVuU9Ly8v/P396dq1K71799ZhKYUQ34pP3nvYvn07W7duxcfHh3z58pGUlMTEiRPx9PRErVbj5ubGxIkTcXZ2xtramlq1an3qIgghviEajQZjY2N++uknypcvj7+/P7GxsTg4ODBhwgQlB5nMBhBC/xkYGPD06VPCw8OV1+zs7GjXrh0nT55k3rx5pKWl0adPn/cCZJJfKPOysbHBxsZG+VtmiOiX9ACZh4cHW7ZsoW3btuTKlYuNGzdy9epVRowYwcKFC/Hx8eHMmTOEhoaSO3duFi5ciLGxMbly5SJPnjxK/iqZkf7t+tgD0wkTJpCWlsb58+fx8/OjW7duyo6l/fr1I2fOnPz8889furhCiG/UJ59JtnDhQi5evMjGjRuBtze2Fy9eMHz4cMLCwpg8eTINGjRgxYoV9O/fX+nkCiH0z7udmX8T7JLZAELopw8NdlJSUpgxYwZv3rxh1KhRFC5cWHnP2dmZe/fuce/ePUaPHk3Lli3Zs2cPEydOxN3dXQJkQuiRTZs2UbFiRUqUKAG83chj2LBhzJkzhypVqgBv81DNnTsXW1tbPDw8MDIyQq1WExMTowRI0pdv+/v7U7BgQZ19HvG/075nBAcHc+vWLUxMTChRooSyzNbZ2Zlff/2VRo0aZQiUpZOHrkKIf+KTrV1Kj7UZGxuTmJhIcnIyarWa5ORk7OzsGDNmDBEREaxbt45jx44xZMgQjIyMZMchIfRYemdm586dABl2l/qQ9N0u4W1nSGYDCKGftAc7d+/e5fbt28DbnKS1a9fm9u3bBAYGcvfuXeBtEu7nz5/TuHFjKlasyIkTJwCwt7dn1apVEiATQo88evQIT09PNm3axJ07d4C3/YmEhARMTU2Bt8GOcuXKMXnyZI4dO8bJkyeVNsXCwoI7d+4wbNgwdu3axdq1ayVApgfSv19XV1fc3Ny4f/8+ly9fZtSoUcybNw+AqVOnUrFiRQ4fPsyqVauIi4vLcA0JkAkh/olPFiRLn7rcoEEDbt68yZo1awCUmWLJycnUrl0bQ0ND1q9fT1JSEiCNlRD6LjIykrlz5+Lq6grwH/OKpbcl6YF2IYT+Sf9tu7u707NnT3r37k27du24d+8ejRo1YsCAAZw6dYrx48czaNAgevTowcOHD+nYsSN58+blwYMHJCUlUaRIEapXr67jTyOE+JTy58/PypUrCQkJwcfHh7t375ItWzbi4+P5888/gb8epJUrV+7/2rv/+Jzu+//jz+u6cgUJaUSlREgVUxmxoX6Urp0ipX40uZmKHzOkDF22UpaK2pAfIiIRnWVEiAahQStlq6aqLc1M6NoI0fi5YAnqR4KQH1c+f7jlfJNWv+02kubK4/7fdc51Tt7nJk7e53ne79dbP/rRj3TmzJlq52jfvr38/f2VlJQkb2/vWrgKPAgZGRnasWOH3njjDcXHxyshIUHLli3Txo0bFRsbK+luUNa+fXtduXKF2tcA/iv3/Qm0Y8eOCg0NVXx8vJYsWaIjR44oLy9PycnJ8vb21vz585WRkaHMzMz7/aMB/AB8faSYs7OzZsyYodzcXH322WffelzVVeo2bNigGTNmGGE6APtQdfR4enq6/va3v2nBggVavHixGjRooEmTJumLL76Qv7+/FixYID8/Pzk7O+tnP/uZUlNTJUkXL140VrwFYJ+8vb21aNEiZWdnKzExUTabTVOmTNG8efN08OBBY2rlrVu3VFJSooceesg4tnJEev/+/dW6devaugQ8AFeuXJGrq6s6d+4sSWrQoIGGDBmiefPmaePGjTpy5IgkKSIiQqGhoTKZTHoAa9QBsHMPZB6Tv7+/nJ2dtWDBAu3cuVMVFRVq1qyZJk6cqMuXL8vLy6tagVUA9qNyhMi2bdvUo0cPtWnTRgMHDtSOHTv07rvv6qc//ek3jqkakKWkpCgmJkaLFi2So6NjjbYdwINROU2qcvR4WlqaCgsLNX78eD377LOSpCeffFITJ05UUFCQ4uLi1K1bN3Xr1k3jx4+XJF24cEEpKSnas2ePNm7cyP0BsHPe3t4KCwtTSEiIVq5cKV9fX7344osaP368AgMD5eTkpEOHDslkMsnPz884jsL89uFedSubNm2qc+fOKScnRz4+Pkb/0cfHR1artdr0SrPZzMroAP4rD+yu4evrq+3bt2v58uVatmyZtm7dqgYNGiglJUVms1nNmjV7UD8aQC3LyMjQ3LlzNWnSJKWmpspkMmnBggXatGmTdu/eXe27Xw/IoqKiFBYWpsGDB9dG0wHcZwEBAdX+39+6dUvR0dFatGiR8vPzJd29D1gsFq1bt05eXl565ZVXlJmZaYwAKC4u1po1a/Thhx9q/fr16tChQ61cC4CaVRmUHT16VLt379bgwYMVHh6uAwcOKCMjQ25ubtq2bZscHByoc2xHqoZbH3/8sXbt2qUTJ06oU6dO6tmzp9avX69jx44Z/Uc3Nze5urqqtLS02nkIyAD8N+776pbfJjc3V6tXr9ZHH32kdevWqVOnTjXxYwHUgHu9qZswYYKys7M1ZMgQffXVV+rXr5+Kior0ySefKDQ09BtFdDdv3qwlS5YoPDxcvr6+Ndl8AA/Q5s2b5efnJ0dHR5WUlMjR0VEFBQV65ZVXdPXqVf3lL39RmzZtjMDcZrNpxIgRatu2reLi4ozzXL9+XSUlJWrevHktXg2A2pCdna3XX39dP/7xjxUUFKTmzZtXe8nGStj2KTo6WsnJyXJ3d9f58+e1cOFC3blzR3/9619ltVo1bNgwubu7a82aNbp27Zq2bNlCvWsA/7MaCcnKysr05ZdfKi0tTf7+/rwBBuxUTk6O3Nzc5O7urqysLCUmJqpr165q0aKFIiIi1KhRIxUXFyswMFBjx46ttpR3cHCw4uLiWKUOsBPHjx9Xx44djc8rV66U2WzWuHHj1LhxY128eFGTJk2So6OjVqxYoVatWhkPvRUVFbLZbMbDDlNmABw9elTz5s2Tp6enZs2aZbxsqxqWoW6r+jfg/PnzmjNnjmbPnq22bdsqNTVVMTExmjt3rho1aqRDhw5px44dat++vVxdXbVq1SpZrVaVl5cTlAH4n9RIj9PBwUHe3t6aOXMmARlghyoqKpSZmalRo0Zp+fLl+vjjj9WlSxc1b95cRUVFeu655/TWW2+pe/fuunTpkg4cOGA88JaUlKikpETx8fEEZICdCA8PV0hIiA4ePGhsu337tmJjY7V161bduHFD7u7uSkxMVElJiYKCgnThwgXjQddkMslisRjTpwjIAHh7e+uPf/yjnJ2dqxXkJyCzDzabzfi3vH79usrKytS9e3f5+PjI1dVVgYGBmj17tsLCwlRYWKiQkBB9+OGHWr16tRITE2W1WlVWVkZABuB/VmPTLQHYl3u9uU1LS9OBAwe0Z88eBQYGysvLS3/4wx+0aNEi/fznP9etW7d07Ngx/eQnP6nWiSktLZXVaq3pSwDwgOTm5mrWrFlq0aKFJk2apN69e0uS4uPjFRsbq+DgYI0cOdIYURYYGKjCwkKlpqbq4YcfruXWA/ghqzo1mwDd/sTExGj//v06c+aMPDw8FBsbq8cee8zYv27dOkVFRWnSpEmaPn26GjVqJIkRxwDuH0IyAP+xqh2Ry5cvq7i42Hire+PGDe3du1cLFy6Ur6+vjhw5ooqKCi1fvrxaHTKGwwP2qbLuWF5enqZPn642bdpo3Lhx6tOnj6S70y7j4uKqBWX5+fmKjo7W4sWLuS8A+E5MsbQfVfuUO3fuVEREhKZOnaq8vDxt2bJFAQEBGjdunFq1amUcEx8fr71792rTpk38HgC476hwCeA/UlFRYXRm4uLilJ6eritXrsjNzU2TJ0/W008/raFDh6pr165KSEiQg4ODsrKylJmZWS0k40EYsD82m02Ojo6SpKtXr6p///5au3atiouL5eDgoCeeeELTp0+XJC1ZskQmk0n+/v5q0aKFoqKiJBGgA/huBCP2o7JP+Y9//EOZmZl69dVX9cILL0iSvLy8tGrVKlksFgUEBBhB2a9//WtNnTrVqF/G7wOA+4mQDMD3VrUjEh8frw0bNigkJEQPP/ywtm7dqoSEBBUUFGjUqFFq3bq15syZo5MnT2rXrl0aMWJELbcewINW+bATFRWld955R6NHj9aoUaO0Y8cOrVixQjNmzFCvXr00ffp0WSwWRUREqHnz5hoyZIhxDgIyAKhfLl26pJCQEF2+fFmPPvqosX3s2LGSZARlI0eONGYuEJABeFCYbgngO+Xl5RmdkvLyct28eVMvvfSShg8fbnRgpLsjQ9LT0xUeHq4ePXp84zws0Q7Yn+LiYjVq1Mh4WMnJyVFgYKAiIyPVt29fSdLJkyc1ZcoUtWzZUkFBQerZs6ekuyvbDh06lPsCANRzOTk5+u1vf6tWrVrp97//fbXVkTdu3KjQ0FC9/vrrCggIqMVWAqgPqG4I4P/rtddeU1hYmLKzsyXdHeVhMpl069ataitUStKcOXPUtGlTbdiw4Z7n4kEYsC+RkZF64403VFRUZLzNd3R0lIODgxo2bCjp7sIc7dq1U3x8vLKysrR+/Xrt3btXkvTCCy/IwcFBZWVltXUJAIAfgMcff1zLly/X1atXlZycrNzcXGPfmDFjFBsbq1GjRtViCwHUF4RkAL7V6NGj9cknn+jSpUtav369srKyJElNmjSRm5ubdu3aJenuQ3FlUNapUyemSwH1xPXr13XgwAElJyerqKhIktSwYUPdvn3buF+YzWaVl5erTZs28vLy0p49e3Tw4MFq5yFABwA8/vjjxovZ9evX68SJE8a+QYMGyWKxqLy8vBZbCKA+ICQDcE8rVqxQcXGx9u3bp9/97nc6d+6cUlJS9Pnnn0uSgoODdeLECc2aNUvS/6sjlJOTI1dX19pqNoAaUFmpoXJq9fvvv68333xT165dk4eHh6ZOnaqoqCjt2rVLFovFuD/4+PhozZo1mjlzZm02HwDwA+Xt7a3Q0FAdO3ZMcXFxysvLq7afF7EAHjRe3QK4p5s3bxrTp3JyclRSUqLc3Fxt2LBBVqtV3t7eWrRokebPn6/nn39eHh4eKiwsVFFRkYKDg2u59QAeJJPJZKxCGRwcrIiICKWnp6uiokITJkzQ2LFjdfHiRc2cOVN///vf1axZM2VmZqqwsFALFy40RpfxsAMA+Dpvb2/Nnz9fmzZtMla0BICaQuF+ANVUFt/OzMzU/PnzZbFYlJ+frw8++ECffvqpVq9erccee0yBgYHq2LGjCgoKtHbtWkmSk5OTpk+fbtQYYgoVYH9sNptRj7Cq0NBQHT58WAMHDtSECRPk5OSktLQ0paSkyGq1ysXFRdHR0bJard96DgAAKlX2SfmbAaAmEZIB+FaTJ0/W/v371a9fPyUkJEiS0tLStHbtWrVr104TJkxQ586dv3EcI0QA+1T1QeX06dNydHQ06o1Jd6dfHjx4UIMGDdLYsWPl4uJirH5ZiQAdAPB9VQZlAFBTCMkA3NO1a9cUHBysLl26aNeuXerYsaOWLVsm6W5QlpSUpA4dOugXv/iFunXrVsutBfCgVX1QiYmJ0QcffKCrV6/KyclJI0aM0MsvvyxJCgsL0+HDhzVgwACNHj1aTZs2vec5AAAAgB8aXuUCuCdXV1f96U9/ktls1iOPPKI1a9Zo1qxZio6O1rBhw2QymbRs2TJ5enoSkgH1QGW4tWrVKqWkpGjp0qUqKSlRXl6eoqOjde3aNc2bN08hISGKiIjQli1b1KJFC/n5+X3jHAAAAMAPESEZgG9VOWVyyJAhMplMSkhIMIKyoUOHqmnTpurdu3cttxJATSkpKdHhw4cVGBiop556ytju6emp3/zmN+rQoYNefPFFvfbaa/L09NTw4cNrsbUAAADAf4YKiAC+k5OTkwYPHqyXXnpJx48f1+TJkyVJffv2lcViUXl5eS23EEBNKC0t1ZdffqkbN24Y22w2mwYMGCA/Pz9lZGTo9u3bkqTx48dzfwAAAECdQkgG4HtxcnLSc889p4CAALm6uspmsxn7KNIP2J+q/8crOTs7a/Dgwfr000919OhRSTIK+Tdu3Fg3btxQw4YNqx3D/QEAAAB1BSEZgO/NyclJI0eO1NKlS2U2m+/5EA3APlSGX8ePH9fnn39ubO/Xr5+sVqvefPNNIyi7ceOGcnNz1apVq1ppKwAAAHA/sLolgP8Kq9QB9ic8PFy+vr7q3r27JCkyMlJpaWm6ffu2PDw8NH/+fPXo0UPvvfeekpOTdfr0abVp00bFxcUqKyvTtm3bZLVauT8AAACgTiIkAwAAKi8v11NPPaVmzZopIiJCBQUFWrp0qYKDg+Xu7q7w8HDl5+dr3rx5evrpp3Xq1CllZ2fr6NGjatmypcaMGSMHBweVlZXJwYF1gQAAAFD3EJIBAFDP2Ww2mc1mlZaWauTIkXJ0dNTgwYNls9kUGBhofC8wMFBnz55VSEiInnzySTk6OlY7T3l5OTXIAAAAUGdRkwwAgHrObDarrKxMVqtVqampunPnjpYsWaKzZ89W+15CQoIeffRRRUZGKj09XaWlpdX2E5ABAACgLiMkAwAAxlRJq9Wqbdu2qWvXrtq3b58+++yzaot0rF69Wk5OTnr//fdltVprscUAAADA/cV0SwAAYKisKVZaWip/f39JUlhYmLp06VKtGH/lFE0AAADAXtC7BQAAhq+PKJOkkJAQHTlyRFXfq5nN5mojzAAAAIC6jpAMAABU8/WgzGw2a+rUqTp16lS17zGSDAAAAPaE3i0AAPXI962yUDUoS01NVb9+/fToo48+2MYBAAAAtYiaZAAA1BMVFRVGXbHCwkK5uLh85zGVNcoqlZaWUrAfAAAAdomRZAAA1AM2m80IyDZs2KCYmBidPXv2O4+zWCzVPhOQAQAAwF4RkgEAYOeqrkR54sQJHTx4UDt37lRKSorOnz//rcdVHXm2ceNGhYWF1Uh7AQAAgNpASAYAgJ2rDMgiIiIUFBSkJk2aqEuXLlq7dq2SkpKUl5f3jWOqBmQpKSmKjo5W9+7da7TdAAAAQE1y+O6vAACAum7fvn3avn27EhMT1blzZ0nSpk2btGzZMtlsNv3qV7+Sp6enJKm8vNyYZpmSkqKlS5cqPDxcvr6+tdZ+AAAA4EEjJAMAwA5VnWIp3S3A37hxYzVt2tTYFxAQoLKyMoWFhalBgwYaPXq0WrdubQRkmzdvVlRUFAEZAAAA6gWmWwIAYIcqA7J///vfxrarV6+qqKhIZrNZt2/fliQ9//zzatasmXbs2KG3335bd+7ckXQ3IFu4cKEiIiIIyAAAAFAvEJIBAGCn0tLSNGrUKEnSM888o169emnatGn66quv1LBhQ0lSaWmpBg0apDFjxig+Pl45OTmS7oZrsbGxGjRoUK21HwAAAKhJhGQAANipvn37qmHDhkpKSpIkvfrqq/L09NSwYcP09ttva+fOnZo7d67+9a9/adq0afLw8NBHH30kSZoyZYoGDhxYm80HAAAAahQhGQAAdqCioqLa5/Lycjk5Oal37946dOiQJKldu3aKjIzUgAEDFBcXp7i4OJWVlenPf/6zJMnZ2VktW7aUJDk5OdXsBQAAAAC1zFTx9V41AACos/Lz89WiRQvj8xdffKHRo0crMjJSw4YNM7YXFBSoUaNGcnFxkSTFxMQoLS1NSUlJat26dY23GwAAAKhtrG4JAICdeOutt7R582Y98cQTmjFjhqxWq3x8fDR27Fi9++676tOnj9zc3GQ2m+Xu7i6TyaScnBxt2rRJ7733nhITEwnIAAAAUG8x3RIAgDrKZrNV++zj4yNfX1+lp6crICBAcXFxys/PV//+/XXmzBkVFBTIbDbLZrPJZDJJkh566CH17NlTmzdvlre3d21cBgAAAPCDwHRLAADqIJvNJrP57ruu/fv36+bNm2rSpIn69Omj0tJSrVq1SpmZmcrKylJQUJBWrFghb29vJSYmymKxVDtXRUWFEZoBAAAA9RXTLQEAqGMqKiqMgCw6OlrvvPOO3NzcdOrUKfn6+mr27NmaMWOGSkpKlJKSor1796q4uFilpaXGcVURkAEAAACMJAMAoM5avXq1kpKStHLlSvn4+Cg5OVmhoaEaMGCAZs+eLS8vL0nShQsXdO7cOXXv3l0Wi6XaKDQAAAAAd9FDBgCgDiooKNDJkyc1d+5c+fj4aPfu3YqLi9O0adN04MABRUdH68SJE5IkDw8P9ezZUxaLReXl5QRkAAAAwD0w3RIAgDrI1dVVzz77rHr16qWsrCwtXrxYL7/8sn75y1/KxcVFkZGRun79uhYvXqyWLVsax329HhkAAACAu3iVDABAHdSgQQM988wzcnFxUUZGhjp06CA/Pz9JktVq1fDhw2W1WvXII4/UcksBAACAuoGRZAAA1FEODnf/jJ8+fVpFRUUymUy6c+eO9u3bp+HDh2vIkCGSRA0yAAAA4HugcD8AAHXcP//5T40bN05t27ZVSUmJHB0dtX37diNEAwAAAPDdCMkAALAD2dnZ2r17txo3bqyJEyfKwcFBZWVlBGUAAADA90RIBgCAHSIgAwAAAP4zhGQAAAAAAACo96jiCwAAAAAAgHqPkAwAAAAAAAD1HiEZAAAAAAAA6j1CMgAAAAAAANR7hGQAAAAAAACo9wjJAAAAAAAAUO8RkgEAAAAAAKDeIyQDAAAAAABAvUdIBgAAAAAAgHqPkAwAAAAAAAD1HiEZAAAAAAAA6r3/AyBMuZPLz4udAAAAAElFTkSuQmCC",
|
||
"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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27dvLvE9tbW3xzz//oHPnzjLt29raYtOmTUhOToa6ujqOHTsGiUSCli1byvzPTExMYGFhgcuXL2Po0KFyn+/Hjx+hrq4ut1+KjIwEABQvXvyH7/HAwEC529L60fERFRWFMWPGoHjx4hg0aJBC7cnTrFkzmZFiqcfMoEGDZEbf2djYoG7dujhz5kyGNnr16iVzv3fv3ti6dSvOnj2b5f5BX18fN2/ezNB35oSEhAS4ublBX18fCxYs+GlfrK+vj8ePH+PFixcoVapUhu3R0dG4evUq+vbti2LFislsSz2+U1JScOHCBTg6Ospcz83U1BRt2rTBrl27EB8fD11dXem29J8Tir7f08d+7969H/9DiIiIfgNMyBER5aHULyafP3/O9ceyt7dH8+bN4e/vj/Xr18Pe3h6Ojo5o27btT6eLhYWFQRAE+Pn5wc/PL9M6UVFRMl8q00/1kmfw4MG4ePEiunbtCgsLC9SrVw9t2rRB9erV5e7z5s0bAJBJkgCAoaEhDAwMMt0n/ZfI1IRWbGystOzx48dYvHgxLl26lCHxGBcXp9DzyQozM7MM//uXL1/i6dOnGaaepYqKigIAtGrVCrt27cLkyZOxYMEC1KlTB02bNkWLFi1+mJz7+PEjvn37plS8BgYGPz1WihQpkuUL748fPx4nT57E/fv3sWDBAhgbG0u3vXjxAgDkXkcx9T2UekxYWFhkqFO6dOlsfWEvWrRohjIDAwPpsRMdHY34+HiUK1fuh+28efMmw5Q9AChTpox0e9qEXPpjNjXRmD4ePT09SCQSxMXFoVChQnjx4gUEQUCzZs0yjUNdPXunex06dMCHDx+wcuVKFCpUSO5UwewuwJCQkIAhQ4bg8+fP2Lp1a7Z/uEjfJ6UeM6VLl85Q19LSEufPn8+w0ED646tkyZIQi8UZrhupiLFjx8LLywsNGzZExYoV0aBBA3To0CFHFieYMmUKwsLCsH37dum0auD71N+09PT0oKWlhREjRmDYsGFo3rw5rKys4ODggPbt20uTjKnJ57THZ3rR0dFITEyU+/+USCR4+/atzPsk/Wui6Ps9LUEQZH5sISIi+l0xIUdElId0dXVhamqa6cWqFSXvi0jahQhS6y1ZsgQ3btzAqVOncO7cOUycOBGBgYHYsWPHD7/sSiQSAICzszPq16+faZ30ybGfrc6YytLSEocPH8bp06dx7tw5HD16FFu3bsXw4cMxYsQIhdpQhLwklSAIAL4n5nr37g1dXV2MGDECJUuWRIECBXD37l34+vpK/wc/Iu+1kLdv2hF5aetaWVlJrxmVXur10LS0tLBlyxZcvnxZ+r8LCQnBjh07sG7dOrkjYtzd3XHlypWfPpfMbNy4EbVq1VJq3x+5f/++NNH46NEjmW2pr8+8efNQuHDhDPvmxeq78h4jNbbcIu+Y/dmxLJFIIBKJsGbNmkxj/9lKloaGhkhOTs4wmimVuro6/Pz8MGjQIMydOxd6enoZRu0BGZM/8qQmhdJKSkqCu7s7Hj58iICAgB8mghSV2fstu9K/5xXtj4HvSfUaNWrg2LFjuHDhAgICArBmzRosXbr0pwvh/MiGDRvwzz//YP78+ShfvrzMNgcHB5n7Pj4+6NSpE2rWrIljx47hxIkTuHDhAnbv3o0NGzZg+vTp6Nq1q9Kx/Ez6zwll3u+xsbEySUciIqLfFRNyRER5rFGjRtixYweuX78OOzu7LO+fdqRX2gu1p47+SK9q1aqoWrUqRo0ahQMHDmDs2LEICQlB165d5X6ZTB2xoaGhke1RL5nR1tZGq1at0KpVK+kX8ZUrV2LIkCGZJvZSRw6FhYXJjCaJiYnBp0+flIrhypUr+PjxI/z9/VGzZk1peWYjX+T9n1L//+lH071+/VrhOEqWLIkHDx6gTp06Px31IRaLUadOHdSpUwcTJkzAypUrsWjRIly+fFnu6zR+/HiZUYFZkdNTdoHvo6AmTJiAsmXLws7ODmvXroWjo6N0+nLq62tsbPzDYy/1mHj58mWGbc+fP8/xuNMyMjKCrq7uTxPrxYoVyzSW1NVD04+IU1bJkiUhCAKKFy+e6Wiln0kdsRceHi73NS9QoABWrFiBvn37YsqUKdDX18+wKEX65I88qUmhVBKJBOPHj0doaCgWL14Me3v7LD8HRaT+v+W9JoUKFcqQvHz58qVMn/Py5UtIJBLpSK/UEbrp32Py+mNTU1P06tULvXr1QlRUFDp27IiVK1dKE3JZHfn177//Yt68eejXrx/atWuXYXv6acRppwsbGhqic+fO6Ny5Mz5//iy9BEDXrl2lzzl9wjwtIyMjFCxYUO7/UywWZzraNC1F3+9p/eg4JSIi+p38GhegISL6gwwaNAja2tqYPHmy9NpMaYWFhWHDhg1y908dmXb16lVpWUJCAoKDg2Xqffr0KcOIntTRE0lJSQCAggULAsj4ZdLY2Bj29vbYsWMHPnz4kCEGRVdTzExMTIzMfU1NTVhaWkIQBLlTK+vUqQN1dXVs27ZNpnzLli1Kx5E66ijt/ygpKQlbt27NULdgwYKZTmHN7LVISUnBzp07FY6jZcuWeP/+fab7fPnyRboS4cePHzNsT/96ZqZSpUqoW7euUjd504Gzw9fXF2/fvsXcuXPh5eUFc3NzeHl5SZ9D/fr1oauri1WrVmV6PKQee6ampihfvjyCgoJkXpsLFy7gyZMnOR53WmKxGI6Ojjh16hRu376dYXvqMdWgQQPcunVLuoop8P29unPnTpibm//wWmpZ0axZM6ipqcHf3z/De14QhAzvufRSfxi4c+fOD+vp6upi7dq1KFmyJEaPHo3Q0FCZ7YGBgQrd0ifuZs6ciZCQEEydOlXutNuckHrMBAcHy/R5jx49woULFzIdpZa+j9m8eTMA4K+//gLw/X9SqFAh/PvvvzL10vcjKSkpGfoQY2NjmJqayrx/5fU1mfnw4QM8PDxQrVo1eHp6Zlon/Xva1NQUQMZ+WEdHByVLlpTGYmRkhJo1a2LPnj0Zkoupx5iamhrq1auHEydOyPyQERkZiX/++QfVq1fPdMRlWoq+31PFxcUhLCxMqR+ziIiIfjUcIUdElMdKliwJX19fjBo1Cq1atUL79u1hZWWFpKQkXL9+HYcPH85w4f+06tWrh2LFimHSpEl49uwZ1NTUsGfPHhQqVEjmi1NQUBC2bdsGR0dHlCxZEp8/f8bOnTuhq6sr/TKppaWFsmXL4tChQyhVqhQMDQ1Rrlw5WFlZYerUqejZsyfatm0LJycnlChRApGRkbhx4wbevXuH/fv3K/X8Bw4cCBMTE1SrVg3GxsZ49uwZNm/ejAYNGsj98mZiYoK+ffti3bp1GDp0KOrXr4+HDx/i7NmzKFSokFLXE7Kzs4OBgQG8vLzQp08fiEQi7Nu3L9NpiRUrVkRISAh8fHxQuXJlaGtro3HjxihXrhyqVq2KhQsX4tOnTzAwMEBISAiSk5MVjqN9+/Y4dOgQpk6dKl3AISUlBc+ePcPhw4exdu1aVK5cGcuWLcO///6LBg0awNzcHFFRUdi6dSuKFCnyw+vv/UpCQ0OxdetWuLm5oWLFigC+j5bq06cPFi9eDE9PT+jq6mLatGnw9PREp06d0KpVKxgZGeHNmzc4c+YMqlWrBm9vbwDA6NGjMWTIEPTs2ROdO3fGx48fsXnzZpQrV06ayMwto0ePxoULF9CnTx84OTnB0tISEREROHz4MLZu3Qp9fX24uLjg4MGDGDx4MPr06QMDAwMEBwcjPDwcS5cuzbGFOUqWLAkPDw8sWLAAr1+/hqOjI3R0dBAeHo7jx4/DyckJAwcOlLt/iRIlYGVlhdDQUHTp0uWHj2VkZITAwED06NEDw4YNw4YNG6SjG5UZTbt+/Xps3boVdnZ20NLSwr59+2S2N23aVDpq7fLly+jbty/c3Nzg7u6e5ccCAE9PTwwePBjdunVDly5d8OXLF2zevBl6enpwc3PLUD88PFza59y4cQP79+9HmzZtZEZode3aFatXr8akSZNQqVIl/PvvvxlGjX3+/BkNGjRA8+bNYWNjA21tbVy8eBG3b9+Gl5eXtJ68viYzs2bNQnR0NAYNGoSDBw/KbLO2tv7hKLLWrVvD3t4eFStWhKGhIW7fvo0jR47ILNAyefJk9OjRAx07dkS3bt1QvHhxvH79GqdPn5a+Th4eHrh48SJ69uyJnj17Qk1NDTt27EBSUhLGjRv3g1fiu6y834Hvi0AIgoAmTZr8tG0iIqJfHRNyREQq0KRJE+zfvx8BAQE4ceIEtm3bBk1NTVhbW8PLywtOTk5y99XQ0IC/vz+mT58OPz8/FC5cGP369YO+vr7Mdcjs7e1x+/ZthISEIDIyEnp6erC1tYWvr6/MFKxZs2Zh5syZ8PHxwbdv3+Dm5gYrKyuULVsWe/bsgb+/P4KCgvDx40cYGRmhQoUKGD58uNLPvVu3bjhw4AACAwORkJCAIkWKoE+fPhg2bNgP9xs7diy0tLSwa9cuhIaGomrVqggICEDPnj1/uvBAZgoVKoSVK1fi77//xuLFi6Gvr4927dqhTp06GZIXPXv2xP3797F3716sX78e5ubm0i/Jvr6+8Pb2xurVq6Gvr48uXbqgVq1aGDBggEJxiMViLFu2DOvXr8e+fftw7NgxFCxYEMWLF0efPn2kUxAbN26M169fY8+ePYiJiUGhQoVgb28Pd3d3mVVGf1Xx8fGYNGkSKlSoILPiZ40aNdC3b18EBgaiWbNmqFq1Ktq2bQtTU1OsXr0aAQEBSEpKgpmZGWrUqCGTrP7rr7/g5+eHxYsXY8GCBShZsiR8fHxw4sQJpa+bpygzMzPs3LkTfn5+OHDgAOLj42FmZoa//vpLeu0yExMTbN++HfPnz8fmzZvx9etXWFtbY+XKlWjYsGGOxuPi4oJSpUph/fr1WLZsGYDv1x+sV6+e3IROWp07d4afnx++fPny02uvFS1aFAEBAejVqxcGDx4sTYIq48GDBwCA69evy4wkTHXixAlpQi41yZrZtcYUVbduXaxduxZLlizBkiVLoK6ujpo1a2LcuHGZLq6wePFi+Pn5YcGCBVBXV0fv3r0zjEYbPnw4oqOjceTIERw6dAh//fUX1q5dK7NQi5aWFnr06IELFy7g6NGjEAQBJUuWlP7wkepHfU16MTExSElJgY+PT4Ztbm5uP0zI9enTBydPnsSFCxeQlJSEYsWKwcPDQ6bvs7GxkR7j27Ztw9evX1GsWDG0bNlSWqdcuXLYsmULFixYgFWrVkEQBNja2mL+/PmZLmiSGUXf78D3VamrV6+e4RqmREREvyORkNtXKCYiIsolsbGxqFmzJjw8PODq6qrqcIh+W3FxcXB0dMTYsWNz9aL+2TFv3jwcPHgQx44dUyoJT7+3iIgINGnSBAsXLoSjo6OqwyEiIso2XkOOiIh+C1++fMlQlnqtvdy6CDzRn0JPTw8DBw5EQECAQisMq8Lly5cxbNgwJuP+UBs2bICVlRWTcURElG9whBwREf0W9u7di6CgIPz111/Q1tbGf//9h3/++QcODg4ICAhQdXhEREREREQK4zXkiIjot2BtbQ01NTWsXbsWnz9/hrGxMfr27QsPDw9Vh0ZERERERJQlHCFHRERERERERESUh3gNOSIiIiIiIiIiojzEhBwREREREREREVEeYkKOiIiIiIiIiIgoD+XLRR007ZxVHQL9YpxvnFR1CPSLWVe1sapDICKi3wjPJSgtnkdQeuwjKL2VwgtVh/BLGCoqpVC9P/H/lS8TckREREREREREpFpqIlVH8OtiQo6IiIiIiIiIiHKcmogZOXmYkCMiIiIiIiIiohynKWZCTh4m5IiIiIiIiIiIKMdxyqp8TMgREREREREREVGO45RV+ZiQIyIiIiIiIiKiHMcpq/IxIUdERERERERERDlOrOoAfmFMyBERERERERERUY7jlFX5mJAjIiIiIiIiIqIcxymr8jEhR0REREREREREOY6rrMrHhBwREREREREREeU4TlmVjwk5IiIiIiIiIiLKcZyyKh8TckRERERERERElOM4ZVU+JuSIiIiIiIiIiCjHMSEnHxNyRERERERERESU4zhlVT4m5IiIiIiIiIiIKMdxUQf5mJAjIiIiIiIiIqIcxymr8jEhR0REREREREREOY5TVuVTeUIuIiICN2/eRGRkJADAxMQEVapUQeHChVUcGRERERERERERKYtTVuVTWUIuISEB3t7eCAkJgUgkgoGBAQDg06dPEAQBrVu3xowZM1CwYEFVhUhEREREREREREoSMyEnl1hVDzx79mzcvn0bq1atwq1bt3Dx4kVcvHgRt27dwurVq3Hr1i3Mnj1bVeEREREREREREVE2qGmKFbpl1ZYtW9C4cWNUrlwZXbt2xa1bt+TW3bt3L6ytrWVulStXlqkjCAL8/Pzg4OAAW1tb9O/fHy9evMhyXFmhsoTc0aNH4ePjg/r160NNTU1arqamBgcHB8yZMwdHjhxRVXhERERERERERJQNIjWxQresCAkJgY+PD4YPH46goCDY2Nhg4MCBiIqKkruPrq4uzp8/L72dOnVKZvuaNWuwadMmTJs2DTt37kTBggUxcOBAfP36VannrQiVJeQkEgk0NDTkbtfQ0IBEIsnDiIiIiIiIiIiIKKeI1EQK3bIiMDAQTk5O6Ny5M8qWLYvp06dDS0sLe/bskR+HSITChQtLbyYmJtJtgiBg48aNcHV1haOjI2xsbDBv3jx8+PABx48fV/q5/4zKEnINGzaEt7c37t27l2HbvXv3MG3aNDRq1EgFkRERERERERERUXapaagpdEtKSkJ8fLzMLSkpKUN7SUlJuHv3LurWrSstE4vFqFu3Lq5fvy43joSEBDRq1AgNGjSAq6srHj9+LN0WHh6OiIgImTb19PRQpUqVH7aZXSpb1MHb2xtjxoxBp06dYGBgACMjIwBAdHQ0YmNj4eDgAG9vb1WFR0RERERERERE2SBWcPTbqlWr4O/vL1Pm5uYGd3d3mbKYmBikpKTA2NhYptzY2BjPnj3LtO3SpUtjzpw5sLa2RlxcHNatW4fu3bvj4MGDKFKkCCIiIqRtpG8zMjJSofiVka2E3MuXLxEWFoaaNWtCS0sLgiBApOAKGgYGBli7di2ePn2KGzduSJ+kiYkJqlatCktLy+yERkREREREREREKqTodNQhQ4ZgwIABMmWampo5EoOdnR3s7Oxk7rdq1Qrbt2+Hh4dHjjyGMpRKyMXExGDUqFG4dOkSRCIRjh49ihIlSmDixIkwMDCAl5eXwm1ZWloy+UZERERERERElM+oaar9vBK+J98UScAVKlQIampqGRZwiIqKkrku3I9oaGigfPnyCAsLAwAULlxY2oapqalMmzY2Ngq1qQylriHn4+MDNTU1nD59GlpaWtLyVq1a4dy5czkWHBERERERERER/Z5EYpFCN0VpamqiYsWKCA0NlZZJJBKEhobKjIL7kZSUFDx69EiaiCtevDgKFy4s02Z8fDxu3rypcJvKUGqE3IULFxAQEIAiRYrIlJcqVQpv3rzJkcCIiIiIiIiIiOj3JVbL+bVEBwwYgPHjx6NSpUqwtbXFhg0bkJiYiE6dOgEAPD09YWZmhjFjxgAA/P39UbVqVVhYWCA2NhYBAQF48+YNunbtCuD7Cqx9+/bFihUrYGFhgeLFi8PPzw+mpqZwdHTM8fhTKZWQS0hIkBkZl+rjx485NseXiIiIiIiIiIh+X2LNnE/ItWrVCtHR0ViyZAkiIiJQvnx5rF27Vjpl9e3btxCL//e4sbGxmDJlCiIiImBgYICKFSti+/btKFu2rLTO4MGDkZiYCG9vb8TGxqJ69epYu3YtChQokOPxp1IqIVejRg0EBwfLXPxOIpFg7dq1qFWrlsLtpKSk4L///oO1tTX09fWVCYWIiIiIiIiIiH5BuTFCDgB69+6N3r17Z7pt06ZNMvcnTpyIiRMn/rA9kUiEkSNHYuTIkTkW488olZAbN24c+vfvjzt37uDbt2+YP38+njx5gk+fPmHbtm0Kt6OmpgZnZ2eEhIQwIUdERERERERElI8ousrqn0iphJyVlRWOHDmCzZs3Q0dHBwkJCWjatCl69eolsyKFIsqVK4fw8HCUKFFCmVCIiIiIiIiIiOgXpKah2CqrfyKlEnIAoKenB1dX12wH4OHhgb///hsjR45ExYoVoa2tLbNdV1c3249BRERERERERER5S8wRcnIpnZD7+vUrHj58iKioKEgkEpltTZo0UbgdFxcXAICrqytEov+9UIIgQCQS4f79+8qGSEREREREREREKsIpq/IplZA7e/Ysxo8fj5iYmAzbsppE27hxozIhEBERERERERHRL0xNk1NW5VEqITdr1iy0aNECw4cPly4rqyx7e/ts7U9ERERERERERL8ekZgj5ORRav3ZyMhIDBgwINvJuFT//vsvxo4di+7du+P9+/cAgODgYPz777850j4REREREREREeUtsZpYodufSKln3bx5c1y+fDlHAjhy5AgGDhwILS0t3L17F0lJSQCA+Ph4rFq1Kkceg4iIiIiIiIiI8pZYU02h259IqSmr3t7eGDlyJK5duwYrKyuoq8s207dvX4XbWrFiBaZPn44OHTrg4MGD0vJq1aphxYoVyoRHREREREREREQqJhL/maPfFKFUQu6ff/7BhQsXoKmpiStXrshsE4lEWUrIPX/+HDVq1MhQrqenh9jYWGXCIyIiIiIiIiIiFftTp6MqQqmE3OLFi+Hu7g4XFxeIs5ntNDExQVhYGIoXLy5Tfu3aNZQoUSJbbedXU107wLnjXzDU08bFm0/gPmcjnoR9+OE+xQobYs7IrmherzK0tTTx9NUHDJq2Dv/dewEASLq+LtP9vBbtxMKNh3P6KVAOaTCsD5qNGwL9IoURfvM+drhPxYurN+XWL2igj/azx8KuUwtoGxkg+uVr7PKYgTuHTgMAZj8/D+NSxTPsd3rZRmx3886tp0E5jH0EpcdjgtLi8UBp8VyCMsN+glKxj6DsEmsqlXb6Iyj1n/n27RtatWqV7WQcADg5OWH27NmYM2cORCIR3r9/j+vXr+Pvv//GsGHDst1+fjO2f0sM7+GIgd5r8eJ1JKYN64h/lo1Blc6T8DUpOdN9DPW0cXr9RJy5+gBt3RYhMiYOZUua4WPsZ2mdEo4eMvs0r2eL1VP7I+jEtdx8OpQN1Z3aoMvCydg6dDJeXL6Oxh7OcD+yEdOsGyMuIipDfTUNDYw8tglxH6KwuosrPr5+DyMLcyR8/N9IVJ+a7SBW+9/8/WKVrOBxfAv+2xWSJ8+Jso99BKXHY4LS4vFAafFcgjLDfoJSsY+gnMApq/IplZDr0KEDQkJCMHTo0GwH4OLiAolEgv79+yMxMRG9e/eGpqYmnJ2d0adPn2y3n9+492wKnzUHcOD0DQDAgClrEX58Mdo3qoadR65kus+4Aa0Q/i4ag6f971epF28iZeq8j5KdHtyuYVWcvvoAz19H5OwToBzjOHoQLqzZjtD1uwAAW4dOQuXWjVHX2QlH/s54/cW6zk7QMTLEvLqdIUn+fjIV9TJcpk58ZLTM/eZervjw5AUenbmUS8+Cchr7CEqPxwSlxeOB0uK5BGWG/QSlYh9BOUGk9mcu2KAIpVKVEokEa9euRe/evTFz5kz4+PjI3LJCJBLB1dUVly9fxj///IOdO3ciNDQUHh4eyoSWr5U2L4yihQ1x8vI9aVlsfCKu3HmGWraWcvdr06Aqrt17gW3zXBF+YjGubJsK545/ya1vaqSPlg62WB98Lkfjp5yjpqGBktUr4f7xC9IyQRBw//gFlKlTLdN9qrRzxLPQ/9Bj2QzMe3cVU24fQYsJw+T+YqGmoYFavTvg4rqdufIcKOexj6D0eExQWjweKC2eS1Bm2E9QKvYRlFPUNNQVuv2JlErIPXz4EOXLl4dIJMKjR49w79496e3+/ftZamvChAmIj4+HpqYmypYtC1tbW+jo6CAhIQETJkxQJrx8y8xEHwDwPlr216UPUbEoYmwgd7/S5oUxpGsjPAl7jzbDFmLVrtNY5NkTfdrWzbR+n7Z1EZfwBUEnOXz8V6VrUghq6uqIfS/7y2Pc+wjoFymc6T4mZUqiWpdWEKupwb/VAITMXArHMYPRarJ7pvWrdmiGgob6CF2/O8fjp9zBPoLS4zFBafF4oLR4LkGZYT9BqdhHUE4RqYkVuv2JlEpDbtq0KccCCA4OxtixY6GrqytT/uXLF+zbty/LI+7ykx4ta2PZ5P+tWNt+xGKl2hGLRbh27wWm+O8FANx4GIaKZc0xuEtDbDpwMUP9/u3rY9uhS3KvEUG/J5FYhLgPkdjsMgGCRIKw/+7A0NwMzcYNwcEZfhnq1x3YDXcPncantz++gC+pDvsISo/HBKXF44FyGs8l8h/2E5ST2EdQZv7UZJsisj0u8N27dwCAIkWKZGm/+Ph4CIIAQRDw+fNnFChQQLotJSUFZ8+ehZGRUXbD+60dOHMDV+48k94v8P/DOM2M9PEu8pO03NRYHzcfhslt523kR9x/9kam7MHzN+jYpHqGuvXsysG6dFH08lqZ3fApF8VHxiAlORn6ZiYy5XpmhRH7LvPrcHx6G4GUb98gSCTSsnf3n8KgqCnUNDSQ8u2btNyopDnKO9bDqk7Zv04k5R72EZQejwlKi8cD/QjPJQhgP0HysY+gnCL+Q6ejKkKp/4xEIsHy5csRGBiIhIQEAICOjg4GDBgAV1dXhVZfrVGjBkQiEUQiEZo3b55hu0gkgrt75kNb/xTxCV8Qn/BFpuxtxEc0qlUBNx+9AgDo6WjBvlIZrN51Sm47oTeewMpCNmFarmQRhL3NuDLOgA71ce3eC9z6//bp15Ty7RvCrt2BTZO6uLnvKIDv7xmbJnVx2n9jpvs8vfAv7Hu2h0gkgiAIAAAzq9L4+Oa9zIcjANQd0BVxH6Jw++DJ3H0ilC3sIyg9HhOUFo8H+hGeSxDAfoLkYx9BOYUj5ORT6j+zaNEibNmyBWPGjEFQUBCCgoIwatQobN68GX5+GYeiZmbjxo1Yv349BEHAkiVLsGHDBult69atOHXqFFxdXZUJL19buvUYJgxqgzYNqqJSWXMEzhyENxEfse/Uf9I6h1eOhWu3xtL7fpuPolblMhjv3BqWJUzRvUUtDOrcACt3yHZ+ejpa6Ny0JtYFnc2z50PKO75wLRwG90Dtvp1RxMYSPVbMhqaONi4Gfl8Fqf+GBegwx1Na/+yKzdA2MoCT31SYliuNSq0aocXEYTizTPYDVSQSoc6ALgjdsAeSlJQ8fU6UfewjKD0eE5QWjwdKi+cSlBn2E5SKfQTlBLGaWKHbn0ipEXJBQUGYNWsWmjRpIi2zsbGBmZkZpk+fjlGjRv20DXt7ewDAiRMnUKxYMYhEImVC+eP4rj8EnYIFsHxyPxjqaePCjcdoO3yhzPUXypQwhYmhnvT+tXsv0HXMMsxy74xJLu3w4nUExszfhm2HZJeWdmpeCyIAOw5fzqunQ9lwbec/0CtshLYzRkG/SGGE37iPpS36Ie7D9wuvGpU0hyARpPVjwt9iSfN+6LpoCqbcOoyPr9/hpF8gjvwtO13AxtEBxhbFudrRb4p9BKXHY4LS4vFAafFcgjLDfoJSsY+gnMApq/KJhNSxpFlQuXJl7N+/H6VLl5Ypf/bsGTp06IBbt24p3NbZs2ehra2NGjVqAAC2bNmCnTt3omzZsvD29oaBgfzVfOTRtHPO8j6Uvznf4FBokrWuauOfVyIiIvp/PJegtHgeQemxj6D0VgovVB3CLyFyyRiF6pmMWJDLkfx6lBoXaGNjgy1btmQo37JlC2xsbLLU1vz58/H582cAwMOHD+Hj44MGDRogPDwcc+fOVSY8IiIiIiIiIiJSMZFYrNDtT6TU2MFx48ZhyJAhuHjxIqpWrQoAuHHjBt6+fYs1a9Zkqa3w8HBYWloCAI4ePYrGjRtj9OjRuHv3LlxcXJQJj4iIiIiIiIiIVExNU0PVIfyylEpD2tvb4/Dhw2jatCni4uIQFxeHpk2b4vDhw9Kpp4rS0NDAly/fV/a5ePEi6tWrBwAwMDBAfHy8MuEREREREREREZGKidTECt3+REpfXc/MzEyhxRt+plq1avDx8UG1atVw+/ZtLF68GADw4sULFClS5Mc7ExERERERERHRLym3pqNu2bIFAQEBiIiIgI2NDaZMmQJbW9tM6+7cuRPBwcF4/PgxAKBixYoYPXq0TH0vLy8EBQXJ7Ofg4ICAgIBciR9QcoTcnj17cOjQoQzlhw4dyvAEfsbb2xvq6uo4cuQIpk6dCjMzMwDfF3uoX7++MuEREREREREREZGKiTXVFbplRUhICHx8fDB8+HAEBQXBxsYGAwcORFRUVKb1L1++jNatW2Pjxo3Yvn07ihYtCmdnZ7x//16mXv369XH+/HnpbeHChUo/b0UoNUJu9erVmD59eoZyY2NjTJkyBR07dlS4rWLFimHVqlUZyidOnKhMaERERERERERE9AvIjRFygYGBcHJyQufOnQEA06dPx+nTp7Fnz55M1yJYsEB2BddZs2bhyJEjCA0NRYcOHaTlmpqaKFy4cI7HK49SCbk3b96gePHiGcqLFSuGt2/fZrmtHylWrFiW2iMiIiIiIiIiItUTidVytL2kpCTcvXsXQ4YMkZaJxWLUrVsX169fV6iNxMREJCcnw8DAQKb8ypUrqFOnDvT19VG7dm14eHigUKFCORp/Wkol5IyNjfHw4cMMSbkHDx7A0NAwS201btwYIpFI7vb79+8rEyIREREREREREamSumKrrCYlJSEpKUmmTFNTE5qamjJlMTExSElJgbGxsUy5sbExnj17ptBj+fr6wtTUFHXr1pWW1a9fH02bNkXx4sXx6tUrLFy4EIMHD8aOHTugppazScVUSiXkWrdujdmzZ0NHRwc1a9YE8D2TOGfOHLRu3TpLbQUHB8vc//btG+7fv4/AwMAcWTSCiIiIiIiIiIjynkjBZNaqVavg7+8vU+bm5gZ3d/ccjWf16tUICQnBxo0bUaBAAWl52lyWtbU1rK2t4ejoKB01lxuUSsiNHDkSr1+/Rv/+/aGu/r0JiUSC9u3bZzmJZmNjk6GscuXKMDU1RUBAAJo1a6ZMiEREREREREREpEoKTlkdMmQIBgwYIFOWfnQcABQqVAhqamoZFnCIioqCiYnJDx8jICAAq1evRmBgYKa5qLRKlCiBQoUK4eXLl79WQk5TUxOLFy/G8+fP8eDBA2hpacHKygrm5uY5Fljp0qVx+/btHGuPiIiIiIiIiIjyjkjBKauZTU+VV69ixYoIDQ2Fo6MjgO8DxEJDQ9G7d2+5+61ZswYrV65EQEAAKleu/NPHeffuHT5+/JirizwolZBLVbp0aZQuXTpbAcTHx8vcFwQBHz58gL+/PywsLLLVNhERERERERERqUgOL+oAAAMGDMD48eNRqVIl2NraYsOGDUhMTESnTp0AAJ6enjAzM8OYMWMAfJ+mumTJEixYsADm5uaIiIgAAGhra0NHRwefP3+Gv78/mjdvDhMTE7x69Qrz58+HhYUF6tevn+Pxp1IqIZeSkoK9e/fi0qVLiIqKgkQikdm+ceNGhduqUaNGhkUdBEFA0aJFsXDhQmXCIyIiIiIiIiIiVcuFhFyrVq0QHR2NJUuWICIiAuXLl8fatWulU1bfvn0LsVgsrb99+3Z8+/YNI0aMkGkn9Rp1ampqePToEYKDgxEXFwdTU1PUq1cPI0eOVGjUnrKUSsjNnj0bQUFBaNCgAcqVK/fDVVJ/Jn3yTiwWo1ChQrCwsJBen46IiIiIiIiIiH4vik5ZzarevXvLnaK6adMmmfsnT578YVtaWloICAjIsdgUpVTG6+DBg1i8eDEaNGiQ7QDs7e2z3QYREREREREREf1icmGEXH6hVEJOQ0MDJUuWVPpBT5w4oXDdJk2aKP04RERERERERESkGiI1JuTkUSoh5+zsjI0bN8Lb21up6arDhw9XqJ5IJML9+/ez3D4REREREREREalYLk1ZzQ+USshdu3YNly9fxtmzZ1GuXLkM13rz9/f/4f4PHjxQ5mGJiIiIiIiIiOg3IeKUVbmUSsjp6+ujadOmOR0LERERERERERHlF2lWOyVZSiXkfHx8sv3AoaGhmDlzJnbu3AldXV2ZbXFxcejevTumTZuGmjVrZvuxiIiIiIiIiIgob4nUNVUdwi9LZanKDRs2wMnJKUMyDgD09PTQrVs3rF+/Pu8DIyIiIiIiIiKi7BOLFbv9gRQeIdexY0esX78eBgYG6NChww8XcwgKCvppew8fPsS4cePkbq9Xrx7WrVunaHhERERERERERPQL4Sqr8imckGvSpAk0Nb8PNXR0dMz2A0dGRmZYDEImMHV1REdHZ/txiIiIiIiIiIhIBThlVS6FE3Jubm6Z/v0j//zzDxo3bgxtbe0M28zMzPD48WNYWFhkuu/Dhw9RuHBhRcMjIiIiIiIiIqJfiOgPnY6qiFz9z3h7eyMqKirTbQ0aNICfnx++fv2aYduXL1+wdOlSNGrUKDfDIyIiIiIiIiKi3CJWU+z2B1JqlVVFCYIgd5urqyuOHj2K5s2bo1evXihdujQA4NmzZ9i6dStSUlIwdOjQ3AyPiIiIiIiIiIhyizhX006/NZX9Z0xMTLB9+3ZMmzYNCxculCbvRCIRHBwc4O3tDRMTE1WFR0RERERERERE2SCIOGVVHpWmKs3NzbFmzRp8+vQJL1++BABYWFjAwMBAlWEREREREREREVF2MSEn1y8xdtDAwAC2traqDoOIiIiIiIiIiHKK2p95fThF/BIJOSIiIiIiIiIiyl84ZVW+XE3ImZubQ12dOT8iIiIiIiIioj8OE3Jy5Wq27J9//snN5omIiIiIiIiI6FfFVVblUvg/U7NmTYhEIoXqXrlyRemAiIiIiIiIiIjo98cpq/IpnJCbOHGi9O+PHz9ixYoVcHBwQNWqVQEAN27cwPnz5zFs2LAcD5KIiIiIiIiIiH4zTMjJpXBCrmPHjtK/3d3dMWLECPTu3Vta1rdvX2zevBkXL15E//79czRIIiIiIiIiIiL6zYi5yqo8SqUqz58/j/r162cor1+/PkJDQ7MdFBERERERERER/d4EkVih259IqWdtaGiIEydOZCg/ceIEDA0NsxsTERERERERERH97sRixW5/IKWWu3B3d8fkyZNx5coV2NraAgBu3bqFc+fOYebMmTkaIBERERERERER/Yb+0NFvilAqIdepUydYWlpi48aNOHbsGACgTJky2Lp1K6pUqZKjARIRERERERER0W9IrFTa6Y+g9H+mSpUqWLBgQU7GQkRERERERERE+URuXR9uy5YtCAgIQEREBGxsbDBlyhTpDM7MHDp0CH5+fnj9+jVKlSqFsWPHokGDBv+LUxCwZMkS7Nq1C7GxsahWrRqmTZuGUqVK5Ur8gJLXkAOAsLAwLFq0CGPGjEFUVBQA4MyZM3j8+HGOBUdERERERERERL8pkVixWxaEhITAx8cHw4cPR1BQEGxsbDBw4EBpbiq9//77D2PGjEGXLl0QHByMJk2aYPjw4Xj06JG0zpo1a7Bp0yZMmzYNO3fuRMGCBTFw4EB8/fo1W0//R5RKyF25cgVt27bFrVu3cOTIESQkJAAAHj58iKVLl+ZogERERERERERE9BsSqyl2y4LAwEA4OTmhc+fOKFu2LKZPnw4tLS3s2bMn0/obN25E/fr1MWjQIFhaWsLDwwMVKlTA5s2bAXwfHbdx40a4urrC0dERNjY2mDdvHj58+IDjx49n+18gj1IJuQULFsDDwwOBgYHQ0NCQlteuXRs3btzIqdiIiIiIiIiIiOg3JYjECt0UlZSUhLt376Ju3brSMrFYjLp16+L69euZ7nPjxg3UqVNHpszBwUGavwoPD0dERIRMm3p6eqhSpYrcNnOCUgm5R48ewdHRMUO5kZERYmJish0UERERERERERH95hScspqUlIT4+HiZW1JSUobmYmJikJKSAmNjY5lyY2NjREZGZhpCZGQkTExM5NaPiIiQlinaZk5QalEHPT09REREoESJEjLl9+/fh5mZWY4Elh3ON06qOgT6xayr2ljVIdAvhv0EERFlBc8lKC2eR1B67CMovZWqDuAXIYFIoXprVq2Cv7+/TJmbmxvc3d1zI6xfglIJudatW8PX1xd+fn4QiUSQSCS4du0a/v77b3To0CGHQyQiIiIiIiIiot+NRBAUqjdkyBAMGDBApkxTUzNDvUKFCkFNTS3DAg5RUVEZRsGlMjExyTDSLW39woULS8tMTU1l6tjY2CgUvzKUmrI6atQolClTBg0bNkRCQgJat26N3r17w87ODq6urjkdIxERERERERER/WYEBW+amprQ1dWVuWWWkNPU1ETFihURGhoqLZNIJAgNDYWdnV2mMVStWhWXLl2SKbt48SKqVq0KAChevDgKFy4s02Z8fDxu3rwpt82coNQIOU1NTcyaNUu6TOznz59RoUIFlCpVKofDIyIiIiIiIiKi31GKRLERclkxYMAAjB8/HpUqVYKtrS02bNiAxMREdOrUCQDg6ekJMzMzjBkzBgDQt29f9OnTB+vWrUODBg0QEhKCO3fuYMaMGQAAkUiEvn37YsWKFbCwsEDx4sXh5+cHU1PTTNdPyClKJeQuXbqE2rVro2jRoihatKjMtu3bt6N79+45EhwREREREREREf2eciEfh1atWiE6OhpLlixBREQEypcvj7Vr10qnoL59+xZi8f8mhFarVg2+vr5YvHgxFi5ciFKlSmHZsmWwsrKS1hk8eDASExPh7e2N2NhYVK9eHWvXrkWBAgVy/gn8P5EgKDihN41KlSqhT58+GD16NDQ0NAAA0dHRmDhxIq5du4arV6/meKBZMVRUSqWPT78eXmSV0uPFmImIKCt4LkFp8TyC0mMfQeklXV+n6hB+CVFxCQrVM9bTzuVIfj1KXUNu48aNOH78OLp06YInT57g9OnTaNu2LeLj4xEcHJzDIRIRERERERER0e8mRSIodPsTKTVltVq1aggODsbUqVPRsWNHCIKAESNGYPDgwRCJFFvSloiIiIiIiIiI8i+JqgP4hSk1Qg4AXrx4gTt37qBIkSJQU1PD8+fPkZiYmJOxERERERERERHRb0oQFLv9iZRKyK1evRrdunVDvXr18M8//2DXrl24f/8+2rVrh+vXr+d0jERERERERERE9JvhlFX5lL6G3LJlyzBlyhQUKFAAVlZW2LVrF5o2bYo+ffrkdIxERERERERERPSbkSh4+xMpdQ25/fv3w8jISKZMQ0MD48ePR6NGjXIkMCIiIiIiIiIi+n39qdNRFaFUQi59Mi4te3t7pYMhIiIiIiIiIqL8IYUZObkUTsi5ublh7ty50NXVhZub2w/r+vv7ZzswIiIiIiIiIiL6ff2hl4dTiMIJOT09Penfurq6EIlEuRIQERERERERERH9/jhATj6FE3KOjo4oUKAAAGDu3Lm5FhAREREREREREf3+OGVVPoVXWXVzc0NcXBwAoHz58oiKisq1oIiIiIiIiIiI6PcmERS7/YkUTsgZGRnhxo0bAABBEDhllYiIiIiIiIiI5BIExW5/IoWnrHbv3h3Dhg2DSCSCSCRCvXr15Na9f/9+tgNLSEjA3bt3UbNmzWy3RUREREREREREeYtTVuVTOCHn7u6OVq1aISwsDK6urvDx8ZFZ6CGnhYWFoW/fvjmS3CMiIiIiIiIiorwlYUJOLoUTcgBgaWkJS0tLuLm5oUWLFihYsOAP61+7dg2VK1eGpqZmtoIkIiIiIiIiIqLfS4pE1RH8urKUkEvl5uamUL3Bgwdj3759KFGiRIZt9vb2P9w3JSVFmdCIiIiIiIiIiOgX8E3CjJw8SiXkFCX8YGhiUlISevToASsrq0y3v379GsuWLcut0IiIiIiIiIiIKBdxyqp8uZqQ+xEbGxsUKVIEHTt2zHT7gwcPmJAjIiIiIiIiIvpNccqqfCpLyDVs2BBxcXFytxsYGKBDhw55FxAREREREREREeUYTlmVT2UJuaFDh/5we9GiReHj45NH0RARERERERERUU6ScMaqXLmakBOJRLnZPBERERERERER/aJSmJGTK8sJOUEQ8PbtWxgbG6NAgQI/rUtERERERERERH+eb0zIySXO6g6CIKBZs2Z4+/btT+tev34dJUqUUCowIiIiIiIiIiL6fUkEQaHbnyjLI+TEYjEsLCzw8ePHXAiHiIiIiIiIiIjyA05ZlS/LI+QAYMyYMZg3bx4ePXqUrQdPSUnB1atXERsbm612iIiIiIiIiIjo1/JNIih0+xMptajD+PHjkZiYiPbt20NDQwNaWloy269cuaJQO2pqanB2dkZISAj09fWVCYWIiIiIiIiIiH5Bqp6O+vHjR8ycOROnTp2CWCxGs2bNMGnSJOjo6Mitv3TpUpw/fx5v376FkZERHB0dMXLkSOjp6UnrWVtbZ9h34cKFaN26tcKxKZWQmzhxojK7ZapcuXIIDw/nteaIiIiIiIiIiPIRiYpHv40dOxYREREIDAzEt2/fMHHiRHh7e2PBggWZ1v/w4QM+fPiA8ePHo2zZsnj9+jWmTZuGDx8+YMmSJTJ1fXx8UL9+fen9rA40Uyoh17FjR2V2y5SHhwf+/vtvjBw5EhUrVoS2trbMdl1d3Rx7LCIiIiIiIiIiyhuqnI769OlTnDt3Drt370blypUBAJMnT4aLiws8PT1hZmaWYR8rKyssXbpUer9kyZLw8PDAuHHjkJycDHX1/6XR9PX1UbhwYaXjUyohBwBhYWHYs2cPXr16hUmTJsHY2BhnzpxBsWLFUK5cOYXbcXFxAQC4urpCJBJJywVBgEgkwv3795UNkYiIiIiIiIiIVCRFwSmrSUlJSEpKkinT1NSEpqam0o99/fp16OvrS5NxAFC3bl2IxWLcunULTZs2Vaid+Ph46OrqyiTjAGD69OmYNGkSSpQoge7du6Nz584yea2fUSohd+XKFQwePBjVqlXD1atXMWrUKBgbG+Phw4fYs2dPhmF8P7Jx40ZlQiAiIiIiIiIiol+YolNWV61aBX9/f5kyNzc3uLu7K/3YkZGRMDIykilTV1eHgYEBIiIiFGojOjoay5cvR7du3WTKR4wYgdq1a6NgwYI4f/48pk+fjoSEBPTt21fh+JRKyC1YsAAeHh4YMGAA7OzspOW1a9fG5s2bs9SWvb29MiEQEREREREREdEvTNEpq0OGDMGAAQNkyuSNjvP19cWaNWt+2F5ISIhiAf5AfHw8hgwZAktLS7i5uclsGz58uPTvChUqIDExEQEBAbmfkHv06BF8fX0zlBsZGSEmJibL7f3777/Yvn07wsPD4efnBzMzMwQHB6N48eKoUaOGMiESEREREREREZEKKTplNSvTU52dnX+6tkGJEiVgYmKC6OhomfLk5GR8+vTpp9d+i4+Px6BBg6Cjo4Nly5ZBQ0Pjh/WrVKmC5cuXIykpSeHnoVRCTk9PDxERERlWRr1//36mF8X7kSNHjsDT0xNt27bF3bt3pXOG4+PjsWrVKibkiIiIiIiIiIh+Qym5sKiDkZFRhqmombGzs0NsbCzu3LmDSpUqAQAuXboEiUQCW1tbufvFx8dj4MCB0NTUxIoVK1CgQIGfPtb9+/dhYGCQpWveiRWumUbr1q3h6+uLiIgIiEQiSCQSXLt2DX///Tc6dOiQpbZWrFiB6dOnY9asWTIXyKtWrRru3bunTHhERERERERERKRiSckShW65wdLSEvXr18eUKVNw69YtXLt2DTNnzkTr1q2lg8nev3+PFi1a4NatWwC+J+OcnZ2RkJCA2bNnIz4+HhEREYiIiEBKSgoA4OTJk9i1axcePXqEly9fYuvWrVi1ahV69+6dpfiUGiE3atQozJgxAw0bNkRKSgpat26NlJQUtGnTBq6urllq6/nz55mOgtPT00NsbKwy4RERERERERERkYrlxgi5rPD19cXMmTPRr18/iMViNGvWDJMnT5Zu//btG54/f47ExEQAwN27d3Hz5k0AyLAK64kTJ1C8eHGoq6tjy5YtmDNnDgCgZMmS8PLygpOTU5ZiUyohp6mpiVmzZmH48OF49OgRPn/+jAoVKqBUqVJZbsvExARhYWEoXry4TPm1a9cyTIklIiIiIiIiIqLfg6oTcoaGhliwYIHc7cWLF8fDhw+l92vVqiVzPzN//fUX/vrrr2zHplRCzt/fHwMHDkTRokVRtGhRafmXL1+wdu3aDKtP/IiTkxNmz56NOXPmQCQS4f3797h+/Tr+/vtvDBs2TJnw8q0Gw/qg2bgh0C9SGOE372OH+1S8uHpTbv2CBvpoP3ss7Dq1gLaRAaJfvsYujxm4c+g0AGD28/MwLlU8w36nl23Edjfv3HoalMOmunaAc8e/YKinjYs3n8B9zkY8Cfvww32KFTbEnJFd0bxeZWhraeLpqw8YNG0d/rv3AgCQdH1dpvt5LdqJhRsP5/RToBzEfoLS4vFA6fGYoMzwXIJSsY+gzLCPoOzIremo+YFSCblly5ahR48eKFiwoEx5YmIili1blqWEnIuLCyQSCfr374/ExET07t0bmpqacHZ2Rp8+fZQJL1+q7tQGXRZOxtahk/Hi8nU09nCG+5GNmGbdGHERURnqq2loYOSxTYj7EIXVXVzx8fV7GFmYI+Hj/6YB+9RsB7GamvR+sUpW8Di+Bf/tyv7ywJQ3xvZvieE9HDHQey1evI7EtGEd8c+yMajSeRK+JiVnuo+hnjZOr5+IM1cfoK3bIkTGxKFsSTN8jP0srVPC0UNmn+b1bLF6an8EnbiWm0+Hson9BKXF44HS4zFBmeG5BKViH0GZYR9B2aXqEXK/MqUScoIgQCQSZSh/8OABDAwMstSWSCSCq6srBg4ciLCwMCQkJMDS0hI6OjrKhJZvOY4ehAtrtiN0/S4AwNahk1C5dWPUdXbCkb9XZKhf19kJOkaGmFe3MyTJ3zvKqJfhMnXiI2WX/23u5YoPT17g0ZlLufQsKKe592wKnzUHcOD0DQDAgClrEX58Mdo3qoadR65kus+4Aa0Q/i4ag6f971epF28iZeq8j5K9fmO7hlVx+uoDPH8dkbNPgHIU+wlKi8cDpcdjgjLDcwlKxT6CMsM+grKLCTn5srTKas2aNWFvbw+RSITmzZvD3t5eeqtevTqcnZ3RsmXLLAUwYcIExMfHQ1NTE2XLloWtrS10dHSQkJCACRMmZKmt/EpNQwMlq1fC/eMXpGWCIOD+8QsoU6dapvtUaeeIZ6H/oceyGZj37iqm3D6CFhOGQSTO/CVX09BArd4dcHHdzlx5DpTzSpsXRtHChjh5+X+rEcfGJ+LKnWeoZWspd782Dari2r0X2DbPFeEnFuPKtqlw7ih//rupkT5aOthiffC5HI2fchb7CUqLxwOlx2OCMsNzCUrFPoIywz6CcsLXZIlCtz9RlkbITZw4EYIgYOLEiXB3d4eenp50m4aGBszNzWFnZ5elAIKDgzF27Fjo6urKlH/58gX79u2Dj49PltrLj3RNCkFNXR2x72V/VYh7H4EiNpl3hCZlSsK6cV1c2RIM/1YDULhsKfRYPhNqGho4OMMvQ/2qHZqhoKE+QtfvzpXnQDnPzEQfAPA+WvbXpQ9RsShiLH+kamnzwhjStRH8Nh/B3wEHUb1iaSzy7IlvycnYdOBihvp92tZFXMIXBJ3k8PFfGfsJSovHA6XHY4Iyw3MJSsU+gjLDPoJyAkfIyZelhFzHjh0BfF+Folq1alBXV2rGKwAgPj4egiBAEAR8/vwZBQoUkG5LSUnB2bNnYWRkpHT7fzqRWIS4D5HY7DIBgkSCsP/uwNDcDM3GDcn0A7LuwG64e+g0Pr398cU5SXV6tKyNZZP7Su+3H7FYqXbEYhGu3XuBKf57AQA3HoahYllzDO7SMNMPyP7t62PboUtyrxFBvy/2E5QWjwdKj8dE/sNzCcpJ7CPyH/YRlBuYkJNPqYyajo4Onj59CmtrawDA8ePHsXfvXpQtWxZubm7Q1NT8aRs1atSASCSSTn9NTyQSwd3dXZnw8p34yBikJCdD38xEplzPrDBi32U+x/7T2wikfPsGQfK/oZ/v7j+FQVFTqGloIOXbN2m5UUlzlHesh1WdhubOE6AcceDMDVy580x6v4DG97evmZE+3kV+kpabGuvj5sMwue28jfyI+8/eyJQ9eP4GHZtUz1C3nl05WJcuil5eK7MbPuUy9hOUFo8HSo/HBAE8lyD52EcQwD6CckdSyp85HVURWbqGXCpvb2+8ePECAPDq1SuMGjUKBQsWxOHDhzF//nyF2ti4cSPWr18PQRCwZMkSbNiwQXrbunUrTp06BVdXV2XCy3dSvn1D2LU7sGlSV1omEolg06QunoX+l+k+Ty/8C9OypWQW3zCzKo2Pb97LfDgCQN0BXRH3IQq3D57MnSdAOSI+4Quevvogvd179gZvIz6iUa0K0jp6Olqwr1QGl289ldtO6I0nsLIoIlNWrmQRhL3NuHrWgA71ce3eC9x69CrnngjlCvYTlBaPB0qPxwQBPJcg+dhHEMA+gnJHikRQ6PYnUioh9+LFC5QvXx4AcOjQIdjb22PBggXw8fHB0aNHFWrD3t4etWrVwokTJ+Do6CizQISdnR3MzMyUCS3fOr5wLRwG90Dtvp1RxMYSPVbMhqaONi4Gfl8Fqf+GBegwx1Na/+yKzdA2MoCT31SYliuNSq0aocXEYTizbKNMuyKRCHUGdEHohj2QpKTk6XOi7Fu69RgmDGqDNg2qolJZcwTOHIQ3ER+x79T/TpwOrxwL126Npff9Nh9FrcplMN65NSxLmKJ7i1oY1LkBVu6QPUHS09FC56Y1sS7obJ49H8oe9hOUFo8HSo/HBGWG5xKUin0EZYZ9BGUXE3LyKTVlVRAESP5/aHJoaCgaNmwIAChatChiYmKy1NbTp0/x9u1b1KhRAwCwZcsW7Ny5E2XLloW3tzcMDORfLPJPcm3nP9ArbIS2M0ZBv0hhhN+4j6Ut+iHuw/cLrxqVNIeQ5iCOCX+LJc37oeuiKZhy6zA+vn6Hk36BOPK37FBgG0cHGFsU52pHvynf9YegU7AAlk/uB0M9bVy48Rhthy+Uuf5CmRKmMDH83wIs1+69QNcxyzDLvTMmubTDi9cRGDN/G7Ydkl1+3ql5LYgA7Dh8Oa+eDmUT+wlKi8cDpcdjgjLDcwlKxT6CMsM+grIrKZmJeHlEgiBkORXZt29fFC1aFHXq1MHkyZNx8OBBWFhY4MqVK/Dy8sLJk4oPRW7bti3Gjh2LBg0a4OHDh+jcuTOcnZ1x+fJllClTRqlVVoeKSmV5H8rf1lVt/PNK9EdxvsEpE0REpDieS1BaPI+g9NhHUHpJ19epOoRfQrf1VxSqt6O/fS5H8utRaoTcxIkTMW7cOBw/fhxDhw6FhYUFAODIkSOws7PLUlvh4eGwtPy+lPbRo0fRuHFjjB49Gnfv3oWLi4sy4RERERERERERkYol/6HTURWhVELOxsYGBw4cyFDu6ekJsThrl6XT0NDAly9fAAAXL15Ehw4dAAAGBgaIj49XJjwiIiIiIiIiIlKxpGSusiqPUgk5eQoUKJDlfapVqwYfHx9Uq1YNt2/fxuLFiwF8XziiSJEiP96ZiIiIiIiIiIh+SX/qgg2KUHqEXNrlrdO7f/++wm15e3tj+vTpOHLkCKZOnSpdXfXs2bOoX7++MuEREREREREREZGKMSEnn1IJOX9/f5n7ycnJuH//PoKCguDu7p6ltooVK4ZVq1ZlKJ84caIyoRERERERERER0S8gmVNW5VIqIefo6JihrEWLFihbtixCQkLQtWtXhdt68+bND7cXK1Ysy/EREREREREREZFqSThCTq4cvYZc1apV4e3tnaV9GjdunGPTX4mIiIiIiIiI6NcgCEzIyZNjCbkvX75g48aNMDU1zdJ+wcHBMve/ffuG+/fvIzAwEKNGjcqp8IiIiIiIiIiIKA+lcMqqXEol5GrWrCkzqk0QBHz+/BlaWlqYP39+ltqysbHJUFa5cmWYmpoiICAAzZo1UyZEIiIiIiIiIiJSIYH5OLmUSshNmDBBJiEnEolgZGSEKlWqwMDAIEcCK126NG7fvp0jbRERERERERERUd7ilFX5lErIderUKccCiI+Pl7kvCAI+fPgAf39/WFhY5NjjEBERERERERFR3uGUVfkUTsg9ePBA4UYzm4YqT40aNTIs6iAIAooWLYqFCxcq3A4REREREREREf06BK6yKpfCCbkOHTpAJBL9dLihSCTK0sqoGzdulLkvFotRqFAhWFhYQF09RxeBJSIiIiIiIiKiPCLhlFW5FM54nThxIlcCsLe3z5V2iYiIiIiIiIhIdSQqnrL68eNHzJw5E6dOnYJYLEazZs0wadIk6OjoyN2nT58+uHLlikxZt27dMGPGDOn9N2/eYNq0abh8+TK0tbXRoUMHjBkzJksDyxSuaW5uLv171apVMDY2RpcuXWTq7N69G9HR0XBxcflhW1lJ7jVp0kThukRERERERERE9GuQqHjK6tixYxEREYHAwEB8+/YNEydOhLe3NxYsWPDD/ZycnDBixAjp/YIFC0r/TklJwZAhQ2BiYoLt27fjw4cPGD9+PDQ0NDB69GiFY1NqTuiOHTvg6+ubobxcuXIYNWrUTxNyw4cPV+hxsjr9lYiIiIiIiIiIfg2qXGX16dOnOHfuHHbv3o3KlSsDACZPngwXFxd4enrCzMxM7r5aWlooXLhwptvOnz+PJ0+eIDAwECYmJihfvjxGjhwJX19fuLm5QVNTU6H4lErIRUREZBqYkZERIiIifrp/VhaIICIiIiIiIiKi309KsuoSctevX4e+vr40GQcAdevWhVgsxq1bt9C0aVO5+x44cAD79+9H4cKF0ahRIwwbNkw6Su7GjRuwsrKCiYmJtL6DgwOmTZuGJ0+eoEKFCgrFp1RCrmjRovjvv/9QokQJmfJr167B1NRUmSaJiIiIiIiIiCgfUXSV1aSkJCQlJcmUaWpqKjzaLDORkZEwMjKSKVNXV4eBgcEPB5O1adMGxYoVg6mpKR4+fAhfX188f/4c/v7+0nbTJuMASO8rMkhNGovCNdPo2rUr5syZg+TkZNSuXRsAEBoaivnz58PZ2VmhNkJDQzFz5kzs3LkTurq6Mtvi4uLQvXt3TJs2DTVr1lQmRCIiIiIiIiIiUiFFE3KrVq2SJrxSubm5wd3dPUNdX19frFmz5ofthYSEKB5kOt26dZP+bW1tjcKFC6N///4ICwtDyZIllW43PaUScoMGDcLHjx8xffp0fPv2DQBQoEABDBo0CEOGDFGojQ0bNsDJySlDMg4A9PT00K1bN6xfv54JOSIiIiIiIiKi31BKimKrrA4ZMgQDBgyQKZM3Os7Z2RkdO3b8YXslSpSAiYkJoqOjZcqTk5Px6dMnudeHy0yVKlUAAC9fvkTJkiVhYmKCW7duydSJjIwEgCy1q1RCTiQSYdy4cRg2bBiePn0KLS0tlCpVKktDCR8+fIhx48bJ3V6vXj2sW7dOmfCIiIiIiIiIiEjFFB0hl5XpqUZGRhmmombGzs4OsbGxuHPnDipVqgQAuHTpEiQSCWxtbRV6LADSxUZTk21Vq1bFypUrERUVBWNjYwDAxYsXoauri7JlyyrcrljhmpnQ0dGBra0trKyssjyvNzIyEurq8vOB6urqGTKZRERERERERET0e5BIBIVuucHS0hL169fHlClTcOvWLVy7dg0zZ85E69atpSusvn//Hi1atJCOeAsLC8OyZctw584dhIeH48SJExg/fjxq1qwJGxsbAN8XcChbtiw8PT3x4MEDnDt3DosXL0avXr2ylBtTaoRcTjAzM8Pjx49hYWGR6faHDx9maagfERERERERERH9OiQKTlnNLb6+vpg5cyb69esHsViMZs2aYfLkydLt3759w/Pnz5GYmAgA0NDQQGhoKDZu3IiEhAQULVoUzZo1w7Bhw6T7qKmpYeXKlZg2bRq6deuGggULomPHjhgxYkSWYlNZQq5Bgwbw8/ND/fr1UaBAAZltX758wdKlS9GoUSMVRUdERERERERERNmRW6PfFGVoaIgFCxbI3V68eHE8fPhQer9o0aLYvHnzT9s1Nzf/6cISP6OyhJyrqyuOHj2K5s2bo1evXihdujQA4NmzZ9i6dStSUlIwdOhQVYVHRERERERERETZIEhSVB3CL0tlCTkTExNs374d06ZNw8KFCyEI37OmIpEIDg4O8Pb2homJiarCIyIiIiIiIiKibJAkJ6k6hF+WyhJywP+G+H369AkvX74EAFhYWMDAwECVYRERERERERERUTYJKRwhJ49KE3KpDAwMsrTkLBERERERERER/do4ZVW+XyIhR0RERERERERE+QunrMrHhBwREREREREREeU4jpCTjwk5IiIiIiIiIiLKcUzIyceEHBERERERERER5bgUTlmViwk5IiIiIiIiIiLKcRwhJx8TckRERERERERElOOEFCbk5GFCjoiIiIiIiIiIchxXWZWPCTkiIiIiIiIiIspxnLIqHxNyRERERERERESU4wSJRNUh/LKYkCMiIiIiIiIiohzHKavyMSFHREREREREREQ5TsIpq3IxIUdERERERERERDmOq6zKx4QcERERERERERHlOE5ZlY8JOSIiIiIiIiIiynFcZVU+JuSIiIiIiIiIiCjHMSEnn0gQBEHVQRAREREREREREf0pxKoOgIiIiIiIiIiI6E/ChBwREREREREREVEeYkKOiIiIiIiIiIgoDzEhR0RERERERERElIeYkCMiIiIiIiIiIspDTMgRERERERERERHlISbkiIiIiIiIiIiI8hATckRERERERERERHmICTkiIiIiIiIiIqI8xIQcERERERERERFRHmJCjoiIiIiIiKQEQVB1CPSL4TFBlPOYkPuNpO0EJRKJCiMhol/V33//jaFDh/KkiYiIFCIIAlJSUlQdBv0iUs8fRCIRAODVq1c8pyBIJBLpMZGcnKziaIjyDybkfhOCIEg7wfXr1+PEiRNISkpScVSkaulPkHjC9GdLSkqCsbExPnz4gIkTJ/J4IB4DlAGPCUrv69evUFNTAwDcvn0bnz9/VnFEpCqp3zdSf/hft24dZs2apeKoSNUuXLiADx8+AAAWLFgAX19fFUdElH+oqzoA+jmJRAKx+HvuNDY2Flu3boVYLIampibq1q0LDQ0NFUdIqpD2uHjz5g309fWhq6ur4qhIlTQ1NdG7d2/o6Ohg37598PLywt9//63qsEhF0vcREokEBQoUQOHChQHI/tBDf4a0xwQg++U7bTn9OUJDQ7F69WoEBgZi9uzZuHbtGtavX6/qsEgFFi5cCENDQ/Tv31/aHyQmJqJcuXIQiUT8zPhDJSQkYPr06ShYsCAqVqyII0eOYPv27aoOiyjfYELuN5D6oTh37lw8f/4cRYsWxcOHDzFp0iTMnj2bSbk/VOpxsWjRIpw6dQqfPn1C37590bhxY5QuXVrF0VFeS/1CraWlheLFi6NixYrYtWsXChYsiKlTp/Ik+g8jCIK0j/Dz80NoaCjCwsJQuXJlVKlSBcOGDeMx8QdKPSY2btyIe/fuQVdXF+3bt0flypWZlPsDCYKAiIgIJCYmokWLFoiOjsaePXugr6+v6tAojyUkJODu3btISEiAtrY2OnfuDA0NDUREREBHRwcA+Jnxh9LW1kZISAjs7e3x8uVLLFmyBOXKlVN1WET5Bs+8fhNBQUHYvXs3Ro4ciQULFuDgwYOoUKECvLy8cOHCBU5f/UMdOnQI+/fvh6urK5o3b469e/ciICAADx8+VHVolMdSv0j7+Phg0aJF+Pz5MywsLHD06FFOX/0DpX5x8vf3x9atW+Hu7o4NGzZAV1cXS5YswePHj1UcIeWltNedXbx4MZYvX47ExETcuXMHzs7OuHjxIsRiMa9P+4cRiURo164dzM3N8eLFC1hZWaFo0aIAwGvK/UEEQYC2tjYWLlyIYsWKITg4GLt37wbwfTrzj64XxnOL/Cvt50FUVBQ0NDRgZGSEpUuXIjw8XLqNxwBR9jAh95uIiIhA+fLlYWVlBWNjYxgbG2P16tUoX748ZsyYgYsXLzIp9wdI/2VJJBKhZ8+eaNmyJSZOnIjBgwfj3r172LBhA5Nyf4i0X5rOnz+Pffv2YfLkyZg7dy727NmD/v37486dO5g0aZIKoyRViI6OxrVr1+Dj44N69erh7du3OHXqFGbOnIly5crxM+MPknbqskgkwqpVq+Dn5wdfX180b94cgwYNYlLuD5L6BTolJQVfv35F7dq1MXbsWAiCgGHDhuHTp09QU1PDt2/fVBwp5YXUaesGBgbw9vaGubk5goKCsGfPHqirq8PY2BhPnjzB06dP8fz5c7x8+RKXL1/Gt2/fOGoun0o7Yvq///6DgYEBLl++jP379yMxMREjR46UJuVSjwH2F0TKYULuF5d60pSYmIjXr19DXV0dIpEIX79+BQD069cPb968waxZs3Dx4kV2hvlY2ilou3btgq+vLw4dOgR19f/NPO/QoQP69u2LBw8eYNOmTbh7966qwqVcNmnSJNy9exdqamrSpFxUVBQKFCiAsmXLAvh+TbkePXqgQYMGCAkJwcyZM/lLZj6W/rUVi8UIDw9HsWLFcPr0aYwcORLjxo1D165dkZSUhF27duH27dsqipby2tGjR9G4cWMcPnwYenp6AIDixYtjxIgR6Ny5M1xcXBAaGgqxWMx+Ih9Lu1JiSkoKJBIJunbtikGDBqFXr1749OkTxo0bh9jYWOnlUC5duoSEhARVhk25JPW9nvq+NzAwwJQpU1CsWDHs3LkTBw8exMKFCzF27Fj06dMHTk5O6N27N9asWSNz/kn5R9pk3MKFCzFr1iwcPXoUcXFx0NXVRUBAAL58+YJRo0bh5cuXSEpKwpgxY7By5UoVR070e2JC7heT2QgoAOjWrRuSk5MxZcoUAECBAgUAAAULFkT//v1RtmxZjB8/nkm5fCrtCfSiRYswZ84c3Lx5E2fOnMGOHTtw69Ytad0OHTqgX79+OH/+PM6fP6+qkCkXvX79Gi9evMCwYcPw8OFD6ep45ubm0NbWlknE6unpwcnJCbq6uggKCsKyZctUFTblorR9RHx8PARBgKamJkqWLIktW7bA09MTnp6e6NGjB4Dvx9D58+elq6ZR/mdubo42bdrg1atX+PjxI4DvX8ZNTU3h7u6OTp06YcCAAbh9+zZHveRTab9or169GsOHD0fz5s0xa9Ys/Pvvv2jVqhX69u2Lz58/w93dHQ8ePMDAgQOxevVqFCxYUMXRU05L+7nx9etX6Y97hoaGmDp1KkqWLInSpUujf//+2LBhA44ePYrdu3dj3759WLVqlXShB8pfUvuIJUuWYPfu3Rg7diwcHR2lP+SYmZkhMDAQCQkJ6NGjB7p27Yq7d+9i6NChqgyb6LclEtiT/jLSnigFBwfj/v37EIvFKF++PNq1a4ddu3Zh3bp1qFChAsaMGYO4uDj4+vqiVKlSmDRpEkaMGIGjR49i7dq1cHBwUPGzodzw6NEj7Nq1C23btoWtrS2OHz+OzZs3Q0tLC8OGDYOtra207tmzZ1GvXj1psobyl4cPH2Lp0qW4efMm1q5dC2tra7x//x4uLi4oWbIkPDw8YGlpCQB4+vQpFi1ahFatWqFFixa8cHs+k/azY+XKlXj16hWcnZ1haWmJbdu2Yfr06WjTpg3mzZsHsViMuLg4jBkzBl++fEFgYCD7iHxI3gINDx48wOLFi3H9+nWsX78e5cuXl66c+O7dO+zfvx/Ozs4c+ZLPLVq0SHpdYnNzc3h6esLS0hKLFy+GgYEBTpw4gcDAQLx69QoWFhZYv349NDQ0uMpmPpK2j1i3bh1u3LiB8PBwdO7cGXXq1EGZMmUQExODGTNm4O3bt+jcuTM6duwo0zekpKTw8yOfev78Odzd3TF+/HjUr18f0dHRePfuHS5evIgSJUqgefPmAIA1a9ZAS0sLPXr0gLq6OpKTk/n5QZRFTMj9gubNm4d//vkH9evXh7a2NjZt2gQvLy9069YNJ06cgL+/PyIiIqCnpwcjIyNs2bJF+svluHHjMGzYMK6ymQ8dO3YMM2bMQKFChbBmzRqYmZlJy7du3YoCBQpg+PDhqFy5ssx+PGHKX9J+IXrw4IE0KbdmzRqUL18e9+7dw+DBg1GpUiXUrVsX1tbWWLVqFfT09ODn5weRSMRjIp/y9fVFcHAwPDw8UL9+fWkfsWzZMixfvhyNGzeGRCLBp0+f8OnTJ+zduxcaGhpcXTOfSft63rlzR1peqVIlAN/7DX9/f9y4cUPab6RPtPBLVf719OlTeHh4YNKkSahduzZu3ryJXr16Yfr06ejcubO0Xnx8PMLCwmBjYwOxWMxjIp9asGABdu3ahaFDhyIiIgKhoaGwsLDA0KFDYW1tjZiYGMyaNQt37tzBuHHj4OjoqOqQKQ+8f/8eQ4cORffu3WFpaYk9e/bgzp07EIlEePbsGaZOnYquXbvK7MNzSyLlMCH3izl37hymTp0KX19fVKtWDUeOHMGoUaPg7e2N7t27S+tdvnwZBQsWRMWKFaGmpoYvX75AS0tLhZFTTkv9UpX6Ren06dPYtWsXLly4gMDAQNjZ2UnrHj9+HNu3b0dcXBzmzJkjHRlF+UvqsZA+Kefn54fbt29j9erVqFChAh48eIBly5bh0aNHAAATExPpCAcmX/Knf//9F+PGjcP8+fNRo0YNALLJ25CQENy8eROfP39G2bJl0bt3b/6anQ+lfc0XL16Mw4cPIykpCerq6mjfvj2GDx8O4Hu/sXz5cty4cQP+/v4yo6spf3v27BlGjx6N4OBgHDlyBF5eXtLp7AkJCbh48SLs7e2hr68v3YdftPOnQ4cOYdGiRVi4cCEqVaqES5cuSUdXW1hYwMPDA2XLlkVUVBS2bNmC4cOH8zjIhzI7L4yJicHUqVPx5s0b3L17F71794aDgwOqV68ODw8P1KhRg1NUiXIIz8JVLH0n+OHDB5QuXRrVqlXD0aNH4eXlhalTp6Jbt26Ii4vDw4cPUaNGDdSqVUu6T0pKCpNx+VDqcXH27Fk0aNAADRs2hLa2Nr58+QJvb2/MnDkTVatWBQA4Ojriy5cvuHXrFkdH5lNp+4ro6GjExcWhVKlSsLGxwcSJEzF79my4uLhg1apVqFixInx8fJCcnIzY2FgUL16cIxzyuZiYGGhra8PGxibD50pKSgpatWqFVq1ayeyTkpLC4yGfSU3GLVu2DDt37oSfnx/KlCmDlStXYunSpUhMTMTYsWNhY2ODYcOGYfbs2Vi+fDkvxp1Ppe0LUpNqIpEIkZGR8Pf3x4YNGzBu3DjptSUfP36M7du3o0iRItIRlQCYhMmndHV10bp1a1SqVAknTpzAhAkTMG3aNIjFYsyZMwdisRguLi6oVKkSRowYAYDJ2fwmbR/x9OlTqKmpQUtLC0WKFIG3tzdev34NkUgk86NNXFyc9FrmRJR9HCH3iwgKCkL58uURHh6O/fv3o3Hjxpg+fbrMRbhPnTqFU6dOwd3dHYULF1ZxxJQXHj9+jLZt26JTp06YM2cOACA0NBRbtmzB69evMW3aNFSpUiXDfhwFlb+kHfWyZMkSXLhwAY8fP0bt2rVRs2ZN9O/fH8+ePcOiRYuk01dtbGxk2uAxkb+FhIRgwoQJOHToEIoVKyYzwvbChQsoUqSIdPVdyt8eP36MuXPnYsCAAXBwcMDp06cxbtw4NGrUCAcPHsTAgQMxevRoAMDLly9RokQJ9g35UNo+f8+ePfj69Ss6dOgAbW1tzJ8/Hxs2bECPHj0wadIkAEBSUpI06bJ8+XIeE/lMZtf/S0pKQlxcHNTV1TFkyBA0btwYLi4uSE5ORrt27fDlyxe0adMGo0eP5vUD86G0r+nSpUsREhKClJQUxMfHY86cOWjYsKG0bkJCAiIiIjBz5kxERkZi9+7d/EGPKIfw01ZFkpKSpH8HBARgwYIFEIvFMDQ0xL179zB58mSMHDlSmoxLTEzE1q1bIQgCTExMVBU25bGSJUvi77//xuHDh6Ur7NapUwc9e/ZE8eLFMWPGDPz7778Z9uOJdP6SesK0fPlybNu2DUOGDMHBgwcRFxeHzZs349mzZ7C0tMSIESNQpUoVdOjQAWFhYTJt8JjIH9KuxJ3297QKFSrA0tISK1euxOvXr6Wvd1JSElatWoWTJ0/meaykGkWLFsVff/0FOzs7XL16Fd7e3hg9ejR8fHzQokULrF69GtOmTQMAWFhYQCwWZ1jhnX5vgiBI+4B58+Zh8eLF0NDQwKdPnwAAbdu2RZMmTbB//34sW7YMfn5+GDJkCMLDw7F06VIeE/lM2tVUIyIi8Pz5cwiCAA0NDRgbGyMyMhJv375F+fLlAQDv3r1D+fLlMWLECHh4eAAAk3H5TNpjYunSpdi+fTu8vLywadMmVK1aFaNGjUJQUBCA7/1JUFAQZsyYga9fv2LXrl1QV1eXrspLRNnD1HYeGzlyJCZMmIAiRYoA+H4tj3fv3sHb2xtWVlYAAGdnZ8yYMQOfPn3CmTNnULBgQaxcuRJRUVFYsWJFhmtIUf5VoEAB6aqYkydPBgDMnDkTdevWhUgkwvLly7Fnzx7pNaMofxIEAVFRUTh37hxmzJiBxo0b49KlS7h9+zYmTZoES0tLSCQSWFlZwc3NDaVLl4a5ubmqw6YclvZL9s6dOxEWFoaCBQuib9++KFWqFNq1a4eQkBDMmTMHTk5OSEpKkl5b0tnZWcXRU27IbOSrrq4uunXrBi0tLRw5cgT16tVDx44doaamhmLFiqFu3bp48eKFzL5M2OcvqeeHW7Zswf79+7F8+XKZKWc2NjaYNGkSdu3ahZCQEJQoUQKWlpZYs2YNry2Zz6T93PDz88P58+fx9OlT2Nvbw9bWFoMGDYKmpibMzMxw8uRJSCQSbNmyBWKxGO3bt4dIJOII+3zk0qVLqF27tvT1vHfvHq5cuYK///4bDg4OOHHiBP79919Uq1YNkydPhkgkQocOHdCyZUuYmZmhUaNGUFNTYx9BlIP4TspD7u7uePbsGYyMjAB8X5ihX79+MDAwQJ06daT1evbsiYSEBBw7dgwBAQGoUKECDAwMpMODef2G/G3dunWIiYnBmDFjAHxPyjVr1gyCIGDixIkoUKAAJk+ejDp16kBXVxcVK1ZUccSU20QiETQ1NZGUlITq1avjxIkTGDt2LMaPH4+uXbvi69evOHjwIKpWrQobGxvpdFX2FflH+mnL69atQ7169XDmzBmcPXsWU6dORf/+/VGoUCEcOnQIw4YNg7W1NUxMTGR+zebxkH+k/ZJ86tQpvH79Gurq6rC3t0eZMmXw9etXPHjwAGZmZtDS0sKXL1/w/PlzdO7cGa1bt87QBuUfqaNnb968iZYtW8LW1hbPnz/HrVu3sHPnTgiCgKlTp2L48OHo378/dHR0pPvy2pL5S+rnxooVK7B9+3b4+PigUqVKGDt2LPbs2QNHR0dYWVmhWbNmCAkJwalTp1C8eHEEBgZKBwCwj8gfVq9ejeDgYAwePBgdO3YEAOjo6KBp06aoV68eLl26hKlTp2LEiBHo3bs3nJ2dMWvWLHz+/Bm9evWSrrArkUjYRxDlIL6b8sjbt2/x6NEjeHl5QVNTE8ePH4ejoyOGDh2KlStX4tatW7C3t4euri4AYNCgQejUqRM+fvwIPT09mJiYQCQS8ReJfO7r169ISEjApk2boK2tDVdXVwDfk3LNmzdHaGgoNm/ejE+fPmH+/PmoXLkyAH6pym/kjYCNj4/HrFmzcP78eZkLcYeHh+PAgQMoVKgQypQpI63P5Ev+kXo8hIeH48GDB9i4cSNsbW0RFxeHnj17YurUqfD29kb79u3Rvn17vHz5Evr6+jA0NORnRz6VdkrikSNHULRoUejr62PGjBnYuHEjatSogQ4dOsDb2xsJCQl4//49UlJS0Lx5cwDgF+18Ju15QHJyMjQ0NFCoUCFcvXoVy5cvx/nz56Gvr4+yZcvizZs3cHV1xcGDB2UWBRMEgZ8b+YwgCIiJicH58+cxdepUNGzYEKGhobh58yYmTpwonZ0zaNAgtG/fHp8/f0bJkiW5EFQ+1LZtW9y+fRt79+6FIAjo1KkTLCws0K5dO4hEIuzduxdNmjSRnluamZnB1NQUBw8eRM+ePaXnIfzcIMpZ7GXzSIECBWBhYYHDhw8jJCQE//33H6pVqwYPDw8kJiZi7dq1KFWqFFq2bClducbIyEg6mg7gLxL5UfrES4ECBdC9e3fo6Ohg2bJlkEgkGD58uHSbhYUF/vrrL8TExHC6UT6VlJQETU1NAMCbN2+kCRV9fX2MGDECU6ZMQf369dGzZ09IJBJ8+fIF8+bNAwD89ddfqgydcllgYCB2794NExMTFC1aFACgp6eHjRs3om/fvpg1axY8PT1hZ2cHCwsL6X787Mi/9u/fLzMlMSgoCCdPnsTbt28BAM2bN4dYLMbZs2dRvXp1eHp6crRkPpT2fCA4OBgikQgtW7ZEkyZNkJiYiN27d6NHjx5wcHBA+fLlceDAAQQHB0MsFsscB7wUSv6TOsL+69evqFGjhnSEvaenp3SE/YEDB1ClShWUK1dOumgcPzfyF4lEgqJFi2Ly5MmYMWOGNCnXuXNnGBoaIj4+Ho8fP0bjxo2lU1Lj4uIwZ84cVKlShZdLIspF7GnziJGREXr06IHp06cjMjISCxculCbbJkyYgOTkZHh7ewOATFIuLSZd8pe0J9BRUVEQiUQwMjKCiYkJ2rVrB4lEgpUrV0IkEmHYsGGIj4/Hw4cP0bx5c3Tu3DlDG/R727x5MxwdHaXXl/Tz88OxY8cgkUjQqFEjdO/eHa1bt8bTp0+xfPlyuLu7QywWIzo6Gh8/fsTevXuhpqbGL9r5WJMmTRAQEIBXr14hPDwchQsXhiAIKFSoEDZt2oT+/ftj4sSJ8PPzk1lll31E/vXy5UvplMSjR49ixowZmDFjBtq2bYv4+Hh8/foVnTp1QocOHWRGT/GLdv6RfgGH/fv3Y9SoUfj06RPs7e1hZ2eHz58/w9DQUFp/37590NPTk/74Q/mHvKRJQkICpk2bhitXrsDT01M6CurNmzc4ePAgChUqhHLlyknr83Mjf0ldqMXMzAze3t6YMWMGgoKCIBaL0bFjR+jq6qJWrVpYs2YNPn36hOvXryM5ORmVK1fmdQSJchnfWXkg9Voeb9++RUREBMqWLYszZ87gyZMn0jpTpkyBk5MTpk+fjr1798qswkr5T9oPtlWrVsHFxQX9+vVDjx49EBkZCWNjY3Tu3Blubm5Yvnw5mjdvji5duuDJkydo3749AE43yk9Onz6NTZs2YcmSJYiNjcXJkyexY8cODBs2DHXr1sWtW7cwa9YshIeHY8SIEVi1ahXU1dVhYGCA+vXrIygoCBoaGkhOTmYyLp9Iv8KhIAgoWbIkdu3aBR0dHfj5+eHFixfSL16GhoZYt26ddJQD/RmSkpKQkpKC48ePY/z48fD09ISTkxMA4OjRo9iyZQsSEhKknxWCIDAZl8+k9gEbN26Ujpbs3LmzdKRTcnIyDA0NERsbizNnzsDZ2RkfPnzA/PnzpaNeKH9Iu3JmZGSk9DIourq68PDwwJUrV1CjRg306NEDKSkpSEhIwNy5cyEIAho2bKja4CnXpU/KGRgYYM+ePdi9ezcAYNy4cejbty/CwsJgZWWF3bt3S3/o5fcNotwjEvhJnGciIyMhkUhw5coVbN68GRYWFnBxcYGlpaW0jqenJ96+fYtNmzapMFLKK4sWLcKePXswevRolClTBp6entDR0cGsWbNQsWJFpKSk4PHjxzh27Bj09fXRq1cvTjfKpzZt2oSQkBBYWlrC0NAQlpaW0ovuhoSEYMeOHdDU1MTEiRNRunTpDKNceEzkH2kT9mFhYfjy5QtKly4NdXV1iEQivHr1Cl26dEHFihUxZcoUlC5dOsOoCB4P+Yu80Ql79uzBmjVr8P79e4wZMwa9e/cGAMTFxWH06NEoX748Ro8endfhUh4TBAFjx46Fqakpxo8fj7CwMNy5cwe7d++GSCSCp6cnDAwMsGrVKnz+/Blz5szhaqr5TPqFf86cOYOEhARYW1ujX79+sLOzw4oVK+Dn54eGDRtCXV0dnz59ko6w19DQ4OfGHyL18+T9+/eYMWMGPn78iK5du6JDhw4Avo+m1NbWBsAR1UR5gQm5PJL+Q27Xrl3Ys2dPpkm51I6Sc/XztytXrmDu3Lnw8vKCvb09zpw5gzFjxsDQ0BDfvn3DihUrUKFChQz78cMxf0n7RXv9+vU4ceIEnj59ivHjx0tHQwLfk3K7du2CpqYmxo4dKx0FxX4if0l7PPj5+SEkJASfP3+Gjo4OPDw8UKtWLRgZGeHVq1dwcnJCxYoV4eXlhbJly6o4csotaY+JkydPAvi+Ml6tWrUAAB4eHjh79ixmzZqFypUr4+vXr5g7dy6io6Oxc+dOqKurs5/Ix1JH03p7e+Pt27ewt7fHxYsXoaWlBT09PXz69AlRUVHYvXs33r9/jyJFinChl3wmbR+xc+dO+Pr6Sn/gf/z4MU6fPo2AgADUrFkToaGh2Lt3L/T09FCsWDH079+fydk/UNqk3MyZM/Hp0ye0aNECvXr1ktbh5wZR3mBCLo+l/dDctWsX9u7di1KlSqF///6wtrbOtB7lT9evX8fNmzfRv39/nD9/HmPHjsXIkSOl01MNDQ0xdepUVKlSRdWhUi5L+37fsmULAgMDYW5ujvnz58PU1FRa79ChQ1i5ciXq1KkDLy8vVYVLuSTtceDv74/t27dj2rRpaNiwIQYMGIAPHz6gb9++aNmypTQp17RpU/Tt2xcTJ05UcfSU23x9fbF161YULlwYkZGRGDBgANzc3AAAgwcPxrt37/D8+XNUrFgRGhoaCAwM5KiXfEje+eHx48dx4MAB3Lx5Ez179kS9evVQsWJFbNmyBWfPnsWKFStkpi7zi3b+c/36dezatQs1a9aUjrD/8OED/P39cfjwYWzcuBE2NjYcUU0AZJNyY8aMQbly5eDt7c2+gSiP8aeQPJY6f18sFqNr164Qi8VYvXo1SpQoIZOQYzIu/7Ozs0Px4sWRnJyM9evXo0uXLujRowcSEhJgbm6O69evY9WqVVi+fLmqQ6VclrZfSP11cv/+/Vi0aBFGjx4tvRZQy5YtYWhoKB0ZQ/lDaGgo6tSpI+33Hzx4gPPnz2P27Nlo0KABLly4gHv37qFcuXJYsmQJgO/HQokSJXD27FkYGxurMnzKJalfmgVBwPv373H9+nVs2bIFBQoUwOXLlzFr1iwkJiZi3LhxWLNmDR4+fIh3796hSJEiKFeuHMRiMUe95DNpk3HHjh1DdHQ0EhMT0b9/fzg6OqJOnTr4+vWrdNEw4Ps1Sg0MDGS+ZPMLd/4TGhqKqVOnIjY2FvXq1ZOWm5qaYvDgwXj8+DEuXrwIGxsbpKSkyIycZTIuf/pZ4j3tNeWWLFkCQ0NDrqZKpAI8S8tB6X+1lPeLU9ov3507d4aRkRH++uuvvAyVVCz1w65w4cKIjo7Gq1ev0KlTJwCAmpoaTE1NsW/fPpQuXVrFkVJeSZ+US0lJQUhICBYuXIgxY8bAxMQEAFCnTh0A/EU7v9i1axfmzZsHLy8v6erJenp66N69O+rVqyddEc/T0xPdunVDz549sXHjRiQkJMDJyUk6gpKJl/wl7flEbGwsYmJiYGlpiTJlyqBAgQIoXrw4NDQ0MHXqVIjFYowZMwbW1tYZRtrzmMg/0i7k5Ovri4MHD8LMzAxxcXHYs2cPlixZgtKlS0NHRwfx8fG4ceMGAgMD8eHDByxfvpxftPO5OnXqoE2bNti8eTMOHDiAWrVqSc8bSpQoAQ0NDTx//hwApP0Cj4X8Jf33UEVe39QfblKT+OwjiPIez9RyUGonuH//frRr1w5qampypxak/fLdqFEjAMC3b9+goaGRpzGTaqT9sDMyMoKxsTFWrFiBT58+4eDBg0hMTETp0qUhFouZePmDpO0X+vbtC5FIhMOHD2Pq1KmYPXs2DA0NpXV5TOQPVapUQfv27REQEABBENClSxeYm5ujYMGCUFdXx44dO6TT2AGgaNGieP36NR48eAB9fX1pO0y85C+p5w2LFi3CuXPn8O3bNwDAp0+fYGpqCk1NTbRr1w4AMGPGDCQmJmLy5MmZtkH5Q+p5w4YNGxAcHIyVK1eiUqVKOHjwIMaMGYMRI0ZgwYIFsLKyQlhYGIKDg2FoaChdlZtJ+/wr9TxxxIgREIvFOHLkCAIDAzFkyBDo6+vj69evSExMlDmHoPwlbcJ++/btuH//PooWLYqGDRtmOk057X6p/cLVq1dRpUoVaGpq5mnsRH86nq3lsJiYGMyZMwd///03gB+fEKftGL9+/cpk3B8o9WLMc+fORaFChbB3717o6Ohg+/bt0uQMEy9/ltTXHQD69OmD+vXrw8TERCb5QvmHlZUVevbsiTp16mDt2rXYtWsXgO+J+qSkJMTExEBLS0vm82LZsmWYP3++dMQL5R+p733g++jJffv2oUWLFmjYsCFevHiB1atXIykpCQCkSTlPT088ePCAx8IfIHVE/YQJE1CpUiWcOHEC3t7e8PLygo6ODsaMGYPHjx+jQoUKGD16NHx9fZmM+wOkDgAAADc3NzRu3BhHjhxB7969MWXKFIwdOxafP3/GiBEjVBwp5QaJRCI9R1i0aBEWL16MN2/e4OjRoxg3bhxCQ0MzPV9Im6Tbtm0b+vTpgydPnuR5/ER/Oi7qkE3pR8AlJSVhx44dOHPmDIYPHw47O7tM90vbCW7ZsgWnTp3C8uXL+avEHy4mJkZ6DQeeQOcvmf06+aOpAWn7ltR6XOwl/3r69Cm2bt2KCxcuYNCgQdIRcZ6enrh69SocHBzw+PFjxMXFYf/+/T8cgU2/v8uXL+Pq1auwsLBA27ZtAXy/ZtioUaPQs2dPjB07Vnq+kJycDDU1NU5J/EOcP38eVlZWiI6OhpubGwYMGIBevXohODgYXl5eMDQ0xK5du1CiRAkAnIL2J0n7mbB8+XIEBgaiYsWKaNasGXr27AmAlzfIz549e4atW7eiffv2qFy5Mm7duoXNmzfj33//xezZs1GnTh2Za5Om9gvbt2/HwoULMWPGDLRo0ULFz4Loz8Mz+WxK/eDbu3cvwsLCoKmpiaZNm+LTp0/4559/Mt0nfSe4aNEidO7cmcm4fCLtCAdFygFIf7UqVKgQk3H5UNpfLxMTE6UjXFKTbJlJva5Har2UlBQmX/KJzF5zS0tL6XXj1q5di507dwIA5s2bh7p16yIuLg4lSpRAcHAwk3H5mCAIeP36Nfr16wd/f39ERkZKtzVt2hSLFy/Gtm3bsHDhQnz9+hXA9+nKTMblf6nnCQ4ODjA1NcWdO3dgbm6Oli1bAgC0tbXRs2dPtG3bFsWKFZPux2Piz5F2hP2wYcPQs2dPJCUlISIiAp8/fwbAy13kV4cPH8aAAQPw77//wszMDABga2uLAQMGoHr16pg8ebJ0pFxKSorM99D58+dj5syZTMYRqQjP5nNAaGgoJk6cCGdnZ+zevRsikQjTp0/Htm3bcPToUZm66ZNx8+fPx+zZs6UnVPR7S/sl+fnz53j69CnevXsHANLrwf3Mt2/fmIzLZ1KPiVWrVmHgwIFwd3fH5s2bpdsyOy7SXtfj0KFDuH79et4FTLkmbR9x7do1nD17FlevXgUAlCtXDt26dUO9evWwbt067NixAwAwe/Zs+Pr6Yv78+dDQ0EBycjKTcfmUSCSCubk5tm/fjoIFC+LSpUt48+aNdLujoyMWL16M9evXY/v27Rn2pfwr/ev75s0bPHnyBBoaGvj48SOCgoKgp6eHSZMmQU1NTaHzDcp/0iblRo0ahRo1auDcuXNYunQpYmJi2E/kE+knuBkYGMDa2hovX75EVFSUtLx8+fIYOHAgatasiSFDhuDOnTvSpOyWLVuwaNEizJkzB82bN8/T+InofzhlVQmZjUzo168f7t69i1atWiEqKgoODg6Ii4vDuXPnMGvWLFhYWMjU37FjB+bNm8dOMB9Jm2xdtGgRTp48idevX6NUqVKoVq3a/7V332FRXO3Dx79LFUREVFQMaiyxxhjF3hVLNNgb9gZiNxYsGGxIRyNioQiKYEDsvcauj4qaWBJN7CWKCqI0qfv+4buTxZKn/FTicn/+UXZn9jp7zeyZM/ecc99Kwu3XizRo7xceHs7u3btZt26dBOV0gHZfER4ezsqVK3FwcODBgwccPnyYXr16MX369De21T4nYmJimDNnDmFhYTRp0iR/voh4L7SP66JFi9i3bx9paWlYW1tTtmxZ/P39Abh27RqxsbGcOnWKPn36MGTIkLd+htBNmr4gLi6OoUOHYm9vz6RJk5RZDwBxcXHUqVNHrhMFWGJiIv379+fJkycUL14cY2NjNm3aJPmIdczfzYb+u/e0C8V5enpy5coVAgIClGqaQjds3bqV3Nxcunfvzr/+9S+lQJyHhwc1atRQtrt06RJHjx7F2dkZfX19rl69So8ePfDz86NTp075+A2EEBKQ+z+4evUqlpaWWFlZcenSJcLCwvjqq68oXbo0np6emJiYkJ6ezsiRIxkwYIBy0dTk+QgICKB9+/b5/C3E+xYcHMyqVavw8/MD4Pbt2yxbtoymTZsqN9zvyuGwePFiXF1dlep54tOlPVD+5Zdf+PXXXylbtiwtWrQgJSWF3bt3M2/ePAYNGqQE5TTLUrXPCT8/Pzw8PKSv0CHBwcGsWbOGpUuX8uWXXxIYGEhQUBDNmzcnJCQEgN9//52QkBByc3Px8/OTIFwBo+k/zpw5w/Dhw+nSpQsTJ07ME5QDyQdV0GnSo5iYmNClSxcp4KBjtMcRMTEx/PzzzxgaGlKlShUGDRr0zv20x5ZHjx6lcuXKmJiYUKxYsY/SbvFxZGVlMX78eJKTk4mKigJe5ZiMjIzkyZMnuLu7U7169Tf200wMuHXrFp9//vnHbrYQ4jWy5uV/oFariYuLo0+fPixZsoSjR4/y5ZdfUrJkSZKTk+nYsSOxsbHUq1ePJ0+ecPr0aeWCmpmZSWZmJitXrpQbbB2Unp7Ozz//jJOTE82bN6d58+b07dsXb29vTp06RWhoKMBbg3G+vr7Mnz9fgnGfuJkzZ5KRkZFnWWLfvn1ZtGgRxsbGAJiZmfHtt98yZ84cIiMj8fX1BVASs0PeJe3SV+iOO3fucPr0aTw8PKhbty6nTp0iIiICBwcHrl+/jrOzM/Cq+uqECROkmmoBpVl21qBBA8LCwtixYwfz588nMTExz3YSeNEd/8tvvGjRogwYMIAePXpgYGBATk6OnBM6RDOO8PX15YcffkClUpGQkIC/vz8TJ05U8tFq5yV9fYa9k5MTd+/elWCcDtA+zpmZmRgaGuLh4cH169eVSQDNmjVj0KBBWFlZMWfOHC5evPjG52hW6UgwToh/BgnI/Ye0B0oqlQpbW1sWLlyISqVixowZhIWF0bBhQ2JiYjh06BBWVla4urqydu1alixZouxrZGRE9+7dadWqVT58C/Gh6enpcfv2be7du6e8ZmRkROPGjWnVqhW//vor8OaAydfXV5Yv64C7d++SnJycZwmJtbU1kyZNIjs7m7i4OOV1ExMT7O3tmTNnDqtWrVKebgKsWbNG8nroKE3VzBo1anD+/Hlmz57NjBkzmDNnDq1ateLw4cP07NkTABsbGyUwIzPkdMffFfjRph2UW758Oc+fP8fCwuLDNk7kG81vPDg4WJkp+++8nidOAve65+LFi2zfvp0ffvgBDw8Pli5dSlhYGHFxcbi6ugK8Nd2F5qFeQEAAjRo1yrf2i/dHOwVKcHAw165dw9LSkunTp3Py5EmOHDkCQNOmTRk8eDB6enpKLlohxD+XPEb7D2hPGX/69Cnp6enY2Nhgb29P69atadSoEfPnz6dDhw6ULFmSJUuWULFiRcqXL0+9evWAvHnDJL+Hbrhy5Qrm5ubY2Ngwf/58mjRpgp2dHe3ateOXX37h4sWL1K5dG3gVlLOysuLcuXN58nps2bKFOXPmyPJlHVGuXDkCAwMBiI2NpXPnzpQpU4YePXqQnZ1NcHAwhQsXZujQoQAUKlSITp06Ubx4cZo3bw68WoK0atUqvv/+ewnGfeJezxep0a1bN+BVQuXGjRsrf9vY2GBnZ4eFhUWefaWAg27RHM+rV69SrVq1v80DpSn60qxZM5o1awa8+7wSn76MjAxOnjxJw4YN/+22arVaOQ/27dtHy5YtlVnY4tP1en+gKcSgWXqoUqmoW7cunp6eTJs2jVOnTtG4ceM8+2mCcZLuQvckJiYSExNDfHw8e/fuZfTo0dSvX5/Dhw9z5swZbG1tKVy4MI0bN8bMzIyaNWvmd5OFEP+GjPL/DbVarVzgAgICGD58OA4ODnTp0oWtW7eSnZ3Nt99+y8aNG9HT08PAwICrV6/mmQkDUmZcl6jVau7du8fw4cNZt24ds2fPJiYmhs8++wyA5s2bk5CQQExMjHIeJCcnc+HCBSpUqKAE43JzczE1NZXlyzpCe2ZCYmIiP/zwA3379iU9PR0rKyv69OmDk5MTS5cuZfXq1cq2pqamtG7dGgMDAzIzMylatCi7du3i22+/zYdvId6HjIwM4K9+/9ChQ8TExHDixIk8s2dv377N9evXMTY2JisriwsXLmBra4u7u7tUSdRxcXFxdOvWjd9///3fBlxfnx0p4wnd8fpsSWNjY6pWrcqFCxfIzs5+Zx/w+iz7CRMmcP78+Q/eXvFhPXv2TOkPNEsNbWxsSElJ4fTp08Bf/UHFihUxMjIiOTkZ+CvQLzPsdcvrs17NzMzo378/tra29O3bF3d3d7Zu3YqJiQnr16/n2rVryrZffvllnqq7Qoh/JgnI/Q3tAc/KlSuJiopi5MiR+Pj4UKVKFUJDQ1m/fj1JSUnY2Njg4uLC999/z9ChQ+natWs+t158KCqVSpkVt2HDBrZu3cqyZcuoVq0aarUaW1tbpk6dyrVr1/j+++/p0qULQ4cOJTExETc3N+CvQK+dnZ0sX9YB2ksKMzIysLS0ZNWqVQD0799fCcr17t2bESNGsHz5cpYtW/bG5xgZGQGvBlzi0zRhwgRWr15Neno68Cr3z+TJk4mMjGTSpEnMmjWLLVu2ANC9e3devHhB165d6devHzdv3mTgwIFA3tkvQvdUrVqVJk2acPjwYeDdy1i1Hwpu2LCB7du3f6wmio9Ac2z/9a9/8eeff5KdnY2ZmRlpaWkYGBi8tQ/Qvt5oZkItXbqUxo0bf9S2i/frxIkTuLu78+DBA9zd3Rk+fDiJiYlYWlrSrFkzNm7cyKlTp5Ttzc3NsbCwUPoOtVpNfHw8a9askRn2OkTzW9+0aROnTp3CyMiIbt268eTJE7Kzs9m2bRspKSkYGBiQnJzMtGnTSEhIyPMZMsteiH82WbL6Fvfu3cPGxgaVSkVOTg6pqakcOnSICRMmKAn3mzRpgo+PDxs2bKBu3brKFOHatWsryxSl0pVu0iwLsLCwwNTUFENDQ86cOUP58uWVBKktW7bE2tqae/fuce7cOT777DN69+79RgU0uUh++rSXiaxdu5bc3Fw6duxItWrV8PPzY8qUKTg4OLBu3TqsrKzo1asXqampnDt3Lk/QX+iGsmXLEhAQgKmpKdWrV+fkyZOEhoZSt25dLl26RExMDBERERQpUoRWrVoxa9YsTpw4gYmJCRMnTlQSs0swTne8bUlqkSJF+OKLL9iyZQtOTk7o6em90R+8ng/K29tbKQAjPm3a58TZs2dxcnKiRIkS5OTkUL58eX7++WcCAgJo0qQJlpaWfPbZZ8oDm7ctS2zXrl2+fRfxfiQlJXHjxg2cnZ15/PgxsbGxWFpaAuDg4EBQUBABAQH8/PPPfP7558TExKCvr68ce5VKRalSpdiwYYOyn9ANDx8+5OjRo+zdu5exY8fSv39/Fi9ezIQJE/jiiy+YPHkyf/zxB7du3SInJ0cKeAjxiVGpJQNsHjNnzuTZs2eMHz9eWXefnJxM//796d+/Pw4ODmRmZioDo759+2Jtbc3ixYvzs9kin+Tk5LBv3z48PT3p0KEDAwYMoEKFCn+7vdxo6yYfHx82b96Mi4sLTZs2xcrKCoDff/+diRMnYmJiQmRkJKampjx79gwLC4s3qu2KT5f2cVy+fDnLly+nX79+PH/+HB8fH+W9a9eusXTpUgwNDd963ZAHObrr9u3blChRQpkBm56ejr29Pb1792bUqFF5tn09GOfn58fChQtl1osOiI+Pp1SpUgCcOnUKGxsbTE1NSU1N5ZdffuHZs2csXLiQ0qVLY2hoSHx8PMWLF6dbt25MnDgRgIiICJYtW6bkLxa6YebMmWzevJlWrVoxffr0PFUwz58/z/79+9m6dSs2NjYUK1ZMuZbI2FK3vO0hjlqtZvv27QQGBlK+fHnq1q2Lqakp8fHxODk5KQV/NPv+XW5SIcQ/i4z6tfTr14/79+9TqlQpIiIiGDhwIF9++SVFihTB0tKSXbt24eDggJGRkRKUq169OikpKfnddPGRaS50+vr6fPPNN2RkZLBo0SIMDAzo3bs3FStWZMSIEQwdOlRJ1g+S+0dXxcbGsm3bNsLDw6lWrRrwqiR9amoqX3zxBYGBgUycOJGOHTuyf/9+5emlBON0h0qlUvqFMWPGoFKpWLJkCWXLliU+Pp7SpUsDr5YqtmvXjlmzZnH//n0l96SGBON00549e/Dw8KBixYo4OzvzxRdfYGlpSbt27bhy5UqeYj+AVOHWUXFxcfj7++Pi4sKePXuIjY1l9+7dWFpaYmlpiY2NDfHx8WzcuBE3Nzdq1qzJpUuXSEpKUtJb3L59m/DwcNzc3OSc0BGagFqtWrWoVq0aO3fuZMWKFQwZMoSaNWuiVqupW7cudevWZezYsajVaszMzFCpVPIQR8doB9IuXLhAYmIiJUuWpGLFinTp0oWKFSty6NAhtm/fzsOHD5UlzU2aNAGQYJwQnyDpwf+/pUuXkp6ezvHjxzl27BgrV64kOjqa3NxcvvrqK2bMmMHw4cOZMmUK/v7+SmDl6tWr1KpVK59bLz6210vMa6okBgQE8Ntvv5GSkkJCQoKUmtdBDg4OODs707JlS+W1+/fv07BhQ6pVq8adO3c4c+YMERERFC1aFDs7O4YOHYqPjw/h4eF5Bs4SjNMt2gPh0aNHY2JigpeXF1u2bKFfv37KE+wKFSpQrlw5srOz87fB4oO5ceMGNjY2GBkZERUVRevWrZkxYwb/+te/mDBhAra2trRt25b27dszYMAATp48madPAYiMjMTf3x9vb28p/KMjcnNzKVasGFOmTCE1NZWtW7dSqlSpPDfQpUqVwsTEhJMnTyopUbT3L126NFFRUVhbW+fX1xDvmeaeYsCAAQCUKFGCsLAw1qxZw7Bhw5QKqydOnKBp06bKfmq1WoJxOkbTD/j4+LB3717S09MxNzenUKFCBAUFUatWLSpUqEDnzp3x8fHh8OHDrFu3TgnIaX+GEOLTIL34/5eamqrcHF+9epXMzEz++OMPoqKiMDQ0pEaNGixYsAA3Nzc6d+6MtbU1L168IDk5mRkzZuRz60V+0V5y2K1bN4oWLcovv/xCRkYGU6ZMeSNnnPi0vXz5kk6dOuVJnp2bm0tmZiY3b97E09OTc+fOYW1tTcOGDdHT02Pjxo106tSJ6tWrK/mfZHmJ7tIOyg0dOpS0tDR++OEHkpOTad26NRYWFgQEBGBmZka5cuXyu7niA7h06RKurq707t2bO3fuEBkZSatWrejUqROdOnXim2++4cKFC3h7e1O3bl309fWJjY3F1tYWU1NTVCoVT5484ezZsyxcuFCCcTqkQYMGHD16lJ9++olatWrx6NEjbGxslByCmiIeZcqU4datW2/sr6enR6FChSQY9wn7u5nxmmtH586dUalUhIeHExwcTIcOHdi4cSN37txh7969yv7yUE83RUdHs3HjRpYvX461tTW3bt1i5cqV9O7dm40bN1KyZEnMzMxYuXIlu3btkpmyQnziCnwOOc2FMS4uDjc3N/T19Xn06BEHDx7k5MmThISEULFiRUaOHEnVqlWJj48nPDwcAFNTU8aMGSNBFx313ywnfNe2cl7orhUrVlCiRAl69+5NQkICfn5+3L9/n/bt29OoUSOqVKnCTz/9RHBwMCtWrJAkuwWM9oyXlStX8sMPP6Cvr0/nzp1JTU3lhx9+wNDQUJaW6KDc3Fzc3d3Zt28fqamprF69mq+++uqNZanPnj0jNjaWM2fOEBcXx7Zt25QgrVqtJikpSfoNHaL5rR84cIDMzEz27NlDUlISI0eOpEWLFnm2DQgI4Pr16wQEBEhqAx2iOZZ/1+9rH+99+/YRHR3Nn3/+ScmSJQkLC8PQ0FDOCR1y9uxZ6tevD7w69gDu7u7k5OQwd+5cZbvbt28za9YsrKys8PPzQ6VS5XmwK/cbQny6CvwvV3NBs7W1pUyZMpw4cYJmzZphbm5Ox44dycrKIjw8nNDQUIYMGUKtWrXemBGXk5MjnaAO0pwbYWFhNGzYkJo1a75zZpNmW+3BlkqlkvNCR2VlZZGQkMCSJUswNDSkW7duzJ8/n8zMTAoXLgy8yiEXExNDsWLFlKWKouDQninn7OyMmZkZ7u7utG/fnrZt20ruHx2kPcOpVq1a7NixA2tra3755RcqVaqEmZmZcg3RVMJzdHTEycmJYcOGERAQgK+vr/IZEozTLZoAjJ2dHfBqWeLq1asJDQ1FpVIp+WYPHDhAkyZNGDt2bL61Vbx/fn5+vHz5klmzZv1tni/tlRft27enTp06ZGRkULZsWfT09OS6oUN27NjB1KlT8fHxoUuXLsq9REpKyhszZCtUqECrVq3YuXMnL1++VIoDacg5IcSnSx7L/39JSUkYGhoyfvx4Hj58yOTJkwGwt7dn2LBh3Lp1i6ioKM6fP//GvrL0TLedOHGC2bNnk5mZib6+Pu+aVKr9xPLJkyfy9FKHGRoa8t133+Hs7MzMmTPZunUrhoaGFC5cmJSUFGJjYxk3bhx//vknAQEBSpBWFCyamy6AgQMH4u7uTqtWrZQbLhlA6w5N/6+np0dCQgJt2rRhw4YNNGzYkK1btxIdHU1aWpoyXtD8q7meNGvWjJSUFOUzhO7SHPMGDRowbNgwzM3NWbZsGRERETg6OuLl5UW9evXQ19dXHu6JT1t6ejrJyclcunSJgICAPJUw30ZzjQCwsrJSljXn5ubKdUOHtGrVShlHbtmyRXm9SZMmZGVlsXPnTjIzM5XXNVV3X758+bGbKoT4gGTU9/9ZWFiwbNkyxowZw7Bhw/jtt9+YMmUK8CooN3ToUE6fPs2pU6fyuaXiQ3rb4Oi7777DzMyMH3/88Z2DY+1gXEREBN988w2JiYkfvL0i/xQuXBhHR0ccHR2ZMWMGO3bsUN779ddfKVmyJJs3b8bQ0JDs7Gy5ydYR77qBelegXvumq1evXhgYGJCVlSU32TpE+7rw008/MWbMGG7fvk25cuWYMWMGNWvWZPfu3cTExJCRkQGAp6cn8fHxSr/w8OFDbt++TWpqar59D/FxaAdb6tevz4gRI6hUqRKxsbGo1Wp2796tbCPXjU+fWq3GxMSEqVOn0qBBA06ePMmSJUv+o6Dc6+/J+aA7NJVyx40bx7hx45gxYwb79u0DoHXr1lhZWREdHc2mTZt4/vw5T548ITo6mjJlylC8ePF8br0Q4n0q8Dnk3iYtLY3du3cTGhpKjRo18Pf3B17NlGrUqJHMiCsAgoKCKF68OO3bt8fMzAw/Pz8uXbrEkiVLsLS0zLPUQDsYFx0dzeLFi5XiH0L3paamEhQURGhoKF5eXnTp0oWXL19ibGyMSqWSAg46RPt3HxcXR2ZmJpUrV8bKyuqN97Vp9xFJSUmyhFmHaB/zY8eOsWPHDg4ePMhXX33F2LFjqVu3LllZWSxYsIBff/2VcuXK8fz5cy5fvsyJEycwMDAgPj4eX19fhg4dKlXbdcB/mhdSu19IS0sjIyODokWLyrJEHaQ5J5KTkwkKCuLMmTM0btyYiRMnvnP5qvb5sX79ekqUKEGbNm3yo/niPdM+tlFRUSQmJrJs2TIAvL296dq1K4mJicybN4+bN29y9+5dKlSogEqlIjY2VvLPCqFjJCD3DmlpaezZs4ewsDBKlSrFqlWrlPfkBlu33bp1C3t7e/T09Bg8eDDVq1enQ4cO2Nvb06BBA+bNmwf8NSNGOxjn6+uLh4eHVDwqYFJTUwkODiYoKIiQkBAlF5AkXtZN3t7e7Ny5k+fPn1OjRg2+/fZbHBwc3npj9frAe+PGjaxZs4YiRYrkV/PFB+Dl5cXBgwexs7MjISGBkydPUrVqVZydnalfvz5ZWVmEhIRw69YtcnNz8fLyypOc/eXLlxQqVCi/v4b4P3rw4AFly5YFYPXq1dja2v5HQVbtfkNutHXH28YAL168ICgoiLNnz74zKPd6MM7NzY2lS5fSrl27j/4dxIezePFiNm7cyLRp00hKSuL8+fPs3bsXDw8PevToQVpaGvHx8Vy8eJFixYrRtGlT9PX1JWAvhI6RX/M7mJqa0rFjR9LT0zl//nyeC6UE43TL64Pfzz//HEdHR0JDQzE3N2fz5s0cPXqUMWPG4O3tTcuWLWnTpk2eQVZ0dDT+/v4SjCugNMtXy5QpQ+PGjZXXJRinG7Rvjk6fPs3p06dZvHgxZmZmhIWFsX37dtLS0hgxYkSeG6u3zZ5dsGCBBON0zMWLF9m1axf+/v5Ktbw9e/awbt06VqxYgaGhIXXq1GH06NHk5uYqYwjtmyoJxn36fv31V3r06EFwcDDHjh1j27ZtrF+//t/up7009fVKvOLTpT22fPHiBYUKFUKtVmNubo6joyNqtVpJg6MJyuXk5KCnp/fGg14JxumeZ8+ecfToUSZOnEjXrl0B+Pbbb7G2tmbWrFkYGxvTuXNnPv/8cyV3HEghQSF0kfyi/4apqSm9evWif//+/7ZMufh0aY7pkSNHMDIyUp5Y3rp1i2fPnuHu7s6sWbMIDw8nPT2d2NhY6tSpg6WlJQAHDx5k7ty5BAQE0L59+/z8KuI9+HdLR97FzMyMfv36AVJ+Xtdojv2BAwc4cuQIzZo1o169egC4urri7+/PwYMHAZSgnPY5ILNndZu+vj4vX77M87CuY8eOZGdnM3PmTJYsWcLYsWOxtbXNUxhI+gjdUqNGDUaNGsXEiRNRqVT8+OOPlC9f/m/30b62xMTEkJWVRb9+/eTc+MRpjyOCg4M5ffo0jx8/plmzZnTt2pVq1arh5OQEwL/+9S/09PQYP358nj4kJiZGuW5IMO7T9/o4MiMjg3v37uV5rXjx4gwZMoTTp0/j4uJCRkYGPXr0yPM5MilECN0j0aV/Q5MHSpLr6i61Ws2DBw/w9vYmMDBQyRnYpk0bkpOTUavVhIWF4eDgwBdffEFycjLFihVT9re2tmbt2rUSjNMB2oPoa9eu8csvvwD/fqabduLlxMREuZnSQSkpKaxZs4Zt27Zx48YN5XVzc3OmTJlCtWrV+Omnn5QKetrBOD8/PwnG6bBChQphaWnJvXv3gL/SGXz77bdUqlRJyRt17tw54FV/IrNndYd25pcyZcqQnp5OZmYmf/7557/dTzsYN3fuXKysrOT6oQM044jFixezatUqvvnmG3r27MmFCxeYO3culy9fxsLCAicnJ+rXr8/27duJjY1V9l+9ejV+fn54enrKdUNHaH7re/fuJS0tjdKlS9OqVSv27NmTp68oXbo0lStXply5cmzYsOGdBaOEELpDIkz/IRk86xbtAIpKpaJs2bIEBATQtWtXNm3axPDhw1Gr1Vy7do2YmBgAevfuzdKlS4mIiMhT/ap69erKMiXxadMMon18fBgxYgQjRoyga9eunD59Ok/peW3awfrY2Fjc3d15/vz5R2uz+DA0g2DNv5riLq1bt+b69ets2LBB2dbc3JzJkydTpkwZEhMTlevFrl27mDt3rgTjdFylSpWwtbXF09OTuLg45fWEhATKlSvHt99+i1qtVmbKCN2hXWH3+fPn9OvXjyNHjjB8+HAmTJjA7t27gTerMGvvFx0djY+Pj8yy1zEHDhxg//79hISE0KtXLypXrsyVK1dIT0/Hzc2NK1euYGFhwYgRIxg+fDi9evUCID09nVOnTuHm5ibng465efMmK1euVMYPLVq0ICUlhdWrV/P48WPgVQ7z5ORkpk+fTlRUlNx/ClEASFEHUeBoz4K6evUqycnJ2NjYYGVlhZ6eHs+ePWPq1KmYmpry559/cuXKFQIDA7Gzs3vrZ4hPn/bxPHToED4+PsyYMQMrKys8PDx4/Pgx06dPp1mzZhgZGSn7vT7DYeHChSxatCjPuSI+Pdrnw5MnTzAxMSEnJ4eiRYvy559/4u7uTnJyMj179qRbt27KfqmpqZiYmKCnp0dmZiaHDh3CzMyMpk2b5tM3ER+a9rkyYcIETp8+TY8ePShZsiSHDx8mNzeXyMhIjh8/TmBgIFZWVvj4+EjOOB2gfexXrFjBrVu3cHBw4OuvvwZeFfqIiorC399fCax4e3vTpUsXqlevDry6bvj4+EjQXgf9/PPP7Nq1i1mzZnHo0CFmzJjB5MmTKV26NDNnzuSzzz5j+vTpSvoD+KtoXGZmZp6xhvg0vV4E8OXLl3h4eHD37l1WrlxJoUKFCAkJ4eDBgzx79owvv/yS69evA7Bx40b09fXlfkOIAkACcqJA0Q6g+Pn5sWPHDnJyckhNTaVz58706NGDr7/+GrVazaZNm4iLi2Pz5s0MHDiQ2bNn53PrxYe2bds2Hj16hJ6eHiNHjlReHzlyJPfu3csTlNMeaGlyhHl6esoT7U+cdh8RGBjI0aNHefHiBUWLFmXChAk0bdqUhw8fsmDBgrcG5eCvG3UZSBcM2udMQEAAly5dIiEhAWtra/z9/TE2Ngbg+PHjVKxYEWtr6/xsrnjPfH192bhxI/PmzePrr7/GyspKeW/hwoVERUUxZMgQfvnlF5KSkti2bRsGBgaEh4ezfPlyFi5cKNeNT9y7+vpnz55hYmKCk5MTjRo1YsyYMeTm5tKvXz+ePHlCo0aN8PT0lIrsOu7QoUOUKVOGatWq8eLFCzp16oSdnR1z584FXhWL+vnnn/n9998pUaIEU6dOxdDQ8I2AnhBCN0lAThQY2gOmqKgoAgMDWbRoEZUrV+bYsWNs3ryZYsWK4eTkRK1atYBXFc92795Np06dJK+LjsvNzaV169bEx8fTp08f5s+fn+d9R0dH7t+/z4QJE2jbtq3y9PrHH3/E39+fhQsXygwHHRIYGMjatWtxdXXl+fPnXLlyhe3bt+Ph4UHXrl158OABnp6e3L59GxcXF1q0aJHfTRb5SPv6kpmZSXZ2NiYmJqhUKpntosN++ukn5s+fz8qVK6lWrRpqtZqkpCTu3LlDnTp1gFez586ePYulpSWenp5KFdUpU6bQokULpcKi+DRp//bv3btHdnZ2nqqY9+/fx8HBAVdXVzp27MiTJ0/w8PDgm2++wc7OTh7a6LgjR44watQoihcvzrRp0+jWrRtHjhzB19cXZ2dnvv32W2Vb7XNJioMJUXBIQE7ovGPHjtG8eXPg1QVOX1+fyZMnY2lpyffff69sd+DAAQICAujcuTOjRo1644mnXBx1l+bpdHZ2NoMGDeLRo0csWrSIr776Ks850LNnT8qVK8fixYsB2L59O66urvj6+kow7hP2esAkKSmJUaNG0adPH3r27Am8WnqydOlSgoODWb9+PbVq1eL+/fvExMQwadIkeYqtg942a+XvZrJo3tPeRma+6Lbdu3cTHBzMunXrePjwIbt372bjxo3k5uZStmxZoqKigFdFYczMzIA3+xuhG/z8/Ni7dy+JiYk0bdqUsWPHKoXAJk6ciJGREV27dmXjxo3k5OQQFhYmM6l10NvuHSZNmsSff/7J8+fPsbOzo3jx4sTHx2NgYICjoyPFixeX64QQBZhcAYROi4yMxN3dXSnMoB1QS01NBV7daAPY2dnRvHlzYmJiyMzMfGOAJME43aUJxhkYGBAREYGZmRlubm5cvnw5TzLujRs3KlV4s7OzefToEYGBgRKM+4QNGTKE4ODgPK+9fPmS69evY2JiAvxVuMPJyQlbW1t27txJVlYWn332GVOmTEFfX1/pR4Ru0E66n5iYSEZGBvCqr3jXsX49GJeTkyM3WTpE+1qg+b+BgQHZ2dmMHTuWoUOHcu/ePYYNG8bcuXO5c+cOp06dAlCCcWq1WoJxOkK7H9ixYwe7d+/mu+++w9vbm8uXL+Pu7s7FixcxNzend+/evHz5kkWLFqFWqwkJCZFgnI7SHM/bt28Dr/qI1q1b06RJE2bOnEnRokU5f/48mzZtYteuXVy8eFGuE0IUcBJhEDorIiKC8uXLU69ePbZs2QJA3759UalUVKpUifDwcBwdHalUqZKyT4UKFbC2tpYy4wWQ5sbK0NCQTZs20aNHD1xdXfHw8KBWrVrKgElPT08J3o0YMUIG05+47777jho1agB/zYItXbo0DRo0YOfOnTRq1AhLS0vUajWmpqaYmpqSnJysLDvTkBlyukXzu166dCl79+7F0tKSunXrKrMh35bbRzsYt3nzZgoVKkSHDh2kj9AB2oGTrKwscnNzMTY2pl27diQnJ3Pr1i169epFgwYNKFGiBPfv36dkyZIULlw4z+fIjfenLz09HRMTE+X3f+TIEf7880+cnJzo1KkTAF999RWDBw/G29ub2bNn06lTJ9q2bUtiYiKlSpXKM44Quufs2bMMGjSI4cOHY29vj729Pc7Ozujr6/Pdd99x7949ZUZlTEwMbdq0ye8mCyHykYwShU4aNmwYUVFRtGzZEkdHRypUqMCGDRtYt24dAOPGjePLL7/E0dGRixcv8vTpU9LS0ti5cyeWlpZKEm5RsLwelNPT02PUqFHcvHnzje0AudH+xOXm5lKnTh2MjIwIDg5m6tSppKWlAdCqVSuePn3K6tWrSUlJUXKBpaamUrx48XxuufgYtmzZQmxsLA4ODlSsWFGZAQO8MSvy9YrLM2fOxNjYWPoIHaAdjFuzZg3jx4/H0dFRSV3Qo0cPJk+eTKdOnShWrBjPnz/H3d2dwoULU7NmzfxsunjPJkyYwNGjR4FX50ViYiKjRo1i0aJFxMfHK9uVLFmSiIgIkpKS8PDw4OzZsxgZGVGmTBllZpwE43TH6w/x69evz+LFizl//jweHh6sX78ed3d3Nm/ezN69e7GxsWHJkiUsXbqU5cuX51OrhRD/FJJDTuicq1evMnXqVJYuXcrnn3/O77//jrW1NQsXLuTWrVt06dKF/v378/z5c6ZNm8b58+exsLDA1NRUqa5qaGgouX90zH9zPDVPrrOysnB1dcXT01NmQOmw3Nxcjh07xtixY+nevTsLFiwAXhV2OHToEC9fvqR27drcuHGD1NRUtm7dKjdTOuj15WObN29GpVLRrVs30tLSOHz4ML6+vtSuXZslS5YAf+Ul1fQtUnFZt2hfN/z9/dmyZQs9e/akVKlSzJs3DwcHB7777jvMzc3JyMggJiaGI0eO8OzZM2JiYqRSog5JSUkhOjqawYMHY2RkREZGBsbGxty+fZtBgwZRtmxZPDw8qFixorLP06dP6dy5M507d8bNzS0fWy8+FO3rhuac0Lz2+++/c+rUKYKCgqhatSomJiaYmJgwbdo0SpcurXyGzJYUomCTgJzQOUlJSXTu3Jm2bdtibm5OaGgoly5d4t69e4SEhHDz5k169OhB3759Adi7dy/p6ekA2Nvbo6+vLxdHHaN9U/XixQvMzc3/7T6vnwNZWVlvLFMUn6YzZ85gYGBA3bp18fLyoly5cvTv35+TJ08yZswYvvnmGzw9PQE4fvw4p06d4vHjx5QuXZqJEydiYGAgN9k6RruP2LJlC+np6ezatYsOHTowcOBA4FVuwZ9++gk/Pz+++uorZYaUhiYY5+HhIXklP3HPnz+naNGiyt/79+/Hz88PLy8vvv76a44fP46zszPwKv/sggULKFKkCJs3b+bBgwc4OzsrM65lLPHp69ChA3Xq1MHb2xuAtWvXkpubS5cuXShWrBg3btygb9++2NraMmvWLMqVK6f0KUlJSRQpUkSuFzpIOxi3du1azp07R3p6Og0bNqRPnz6YmZmRlZVFUlIS33//PZcuXSIhIYGgoCBatmyZz60XQvxTSEBO6BTNxfHMmTMMGzYMY2Njtm/fTtmyZYFXSVaDgoK4efMmXbt2pX///m98htxo6xbtAVNUVBTXr19n6NChlC9f/m/3kxmSuik+Ph4XFxcMDAywsLBgz549bNy4kWrVqgFw4sQJxo4dyzfffIO7u7vSF2ifD3KTrVu0j+2iRYuIiIigQoUKxMfHU6VKFdasWaO8//LlSw4fPsy0adMYMWIEkyZNAiA8PJyVK1eyYMECmRn3ifP29iY1NZWxY8dSqlQpsrOz2bt3LwkJCQwePJgjR44wdepUXFxcsLGxYcSIEfTq1Yvp06djamqqfI6MJXRDcHAw27dvZ/v27cprrq6unDp1CmdnZ9q1a/dGUM7V1RUbG5s8nyPng+7y8/Njw4YNDBs2jCdPnnD+/Hk+//xz5s6dS5EiRZTttm7dys8//4yrq6uMIYQQCkluInSKJvDyxx9/oK+vT1ZWFqtWrVLer1ChAqNGjaJixYrs2LGD8PDwNz5DBky6QzsYd/36dc6ePcvOnTuJjo7mwYMH79xP+wZ93bp1LFy48KO0V3x4pUqVYvTo0dy8eZM9e/awcOFCqlWrRm5uLrm5uTRt2pRly5axZ88e5s6dq1Rj1g7OykBat2iO7ePHj/n999+Jjo4mLCwMPz8/bt68yejRo5VtCxUqRMuWLQkODmb8+PHAqwDtvn37cHV1lWCcDtDT0+Py5cusXbuW+Ph4DAwMaNmyJW3atCEpKYmlS5fi6OhI7969sbGxoWTJksTExLBy5co8nyNjCd1gbGxMeno6mZmZ/PDDDwQEBLBw4UKaNm1KaGgoe/fu5dmzZ1SqVImYmBguXLjAtGnT8uSUAzkfdNW2bds4cOAAISEhjBo1isaNG/PHH39w8eJFpk+fTkpKirJt165dmTNnjjJ7VgghQAJyQkdVqlSJLVu2sHjxYjZt2pQnd4cmKFesWDFu3bolFVV1mCYY5+npyYQJEyhSpAhffvkl4eHhrFmzhnv37r2xj3YwLjo6Gn9/f+rVq/dR2y3ev9zcXOX/FhYWlC5dmlq1arFnzx7i4uLQ09NDT0+PnJwcJSgXGxtLVFRUPrZafCxr1qxh4MCBpKenU7x4cSwtLWncuDGLFi3i8uXLeYJyJiYmNG7cGH19fTIzMzEwMCAyMpIuXbrk4zcQ/1eascC0adNo164dJ06cICIigkePHmFmZsZnn31GQkICycnJNGrUCHgVrGnRogUbNmxg4sSJ+dl88QGo1Wq+/PJLypcvT5cuXVizZg09evQAYMGCBdSvX5+wsDD27t1LUlISlSpVIiIigsKFC1OyZMl8br34ELTHErm5uZiamtKqVSu+/PJLDh48yKxZs3BxcWHo0KGcOXOGOXPm8OLFizc+Rx7sCSE0ZMmq0GkvX77kwIEDzJ49my5dujB//nzlvUePHmFlZYWenp4sT9Rhx48fZ/LkyYSFhVGrVi0AfvzxRxYtWkTXrl0ZOnQon332GZB3SUl0dDR+fn4sXLhQ8kF94rRnSp49e5bSpUtTsmRJLly4QGhoKCqVCmdnZ2xtbfPsd/nyZapVqyYDZx30egGHa9euMXHiRJ48eUJMTAyVK1cGXt2Qx8XFMWXKFKytrYmOjs6vJouPQPu8WL58Ofv376dJkyYMHjyYUqVK8ejRIzp06EDfvn1p06YNISEhZGZmEhERgUqlkuXsOsrJyYnjx49Tr149AgMD8+QXdHV1JS4ujhEjRmBnZ4elpaXy3uv9jNAdK1eupHjx4vTu3ZvHjx9jZGTEyJEjad++PU5OTiQmJtK3b1+eP39Oz549mT59en43WQjxDyVXCaHTChUqRLt27XB3d2f79u3MmTNHea906dJK+XkJxukO7aeX8Go5mZmZGcWKFVPec3BwYMKECURGRvLjjz8qM+U0wbiYmBh8fX0lGKcD1Gq1ckPk7++Pi4sLcXFxqFQqGjduzKBBg1Cr1YSEhHD27FkAxowZw+bNm6lVq5YsLdFRmnPi0qVLPHv2jKpVq7Js2TKKFCmCu7s7iYmJwKvlrLa2tnh6emJhYfFG/yJ0i2ZMAK/6gXbt2nHy5EkiIiJ4+PAhpUuXxsPDg9jYWObNm0dqaiphYWGoVCrUarUE43RMdnY2z549Q19fn4kTJ6Kvr8/06dN5+PChss3ChQtp0KAB3t7enD9/HvhrtqUE43RHTk6O8v/t27ezdu1aqlevDoCVlRUPHjzg8ePHNG3aFHhVQKxmzZq4u7szbdq0fGmzEOLTIDPkRIGQmZnJ/v37mTJlClOmTMHR0TG/myQ+sIcPH1KmTBkOHz7Md999x48//ki1atV4+fIlhQoVIjExEXt7e/T09OjTpw9OTk4YGxsTExPD/PnzWbx4seSD0iGhoaGEhYWxbNkyKleunCfR8uHDh4mOjub333+naNGiJCUlsW/fPqmqq+NOnz7NkCFDmDlzJt26daNo0aJcv36d4cOHU6VKFXx9fZXZLtqzqGXWi+5710y5IUOGYGVlxePHj0lJSaFChQro6enJzLgCYsuWLWzcuBEzMzPc3NwoU6aM8l5wcDAjRoyQXHE6RjNm1Dh8+DC//vorZmZmDB48WFlZcefOHcaPH0/dunXp2bMnS5YswcTEhICAAFQqlRT1EEK8kwTkxCfpf1limpGRQVxcHA0bNpSBs47bvn07Pj4+HDt2DABnZ2euXbvGhg0bKF68OPCq2ubKlSuxsrIiMDCQdevW8dVXX/HDDz9Qs2ZN2rVrl59fQbxHGRkZjBkzhiZNmjBixAjlde2b6MuXL/Pbb78RHx+Ps7OzMjNO+grd5uPjw+bNmxkzZgz29vZYWFhw/fp1RowYQZUqVfDy8qJEiRL53UyRD94WlGvWrBn9+vVTKre/vp3QTdrBFE1QrkiRInz//fd5gnKvbys+bfPmzaN8+fL06tULMzMzEhMTadKkCQDDhw/HxcVF2TYzM5PVq1ezdetWkpOTKVu2LBERERgaGkofIYT4WxKQE58c7QtbSkoKZmZm//VnyIBJt2lydwwcOJAhQ4Zw/fp15s2bx40bN3BxccHQ0JBNmzYBsGrVKtq1a4e9vT0TJkwgLS0NU1PTfP4G4n1KTEykU6dOzJgxg27duuXpQzIyMkhKSqJUqVJ59pE+Qrf83Qw3Pz8/1q9fz/jx4+nSpQtFixblxo0b2NvbM3DgQGbNmpVfzRb5TPtcWblyJevWrWPUqFEMGDAgn1smPjbtc2Hr1q1s2rSJzMxMAgMDlQd9QreMHz+e33//nREjRtChQweKFi3KnTt3GDRoEMWLF8fb25svvvhC2T4zM5Nnz56RkJBAtWrVZPasEOI/IuF68Ul5fXDs6urK48eP/6P9NDIyMuRGW4e8/kwhJycHU1NTGjVqxLlz54BXVXe9vb2xs7MjICCAgIAAsrOzWbFiBQCFCxdWnnJLMO7T9rZnTJaWltSsWZP9+/fz4sULpZoqwJUrV1i3bt0bVdCkj9AtmmBcWFgYu3btIjMzU3lv6tSp9O7dG19fX7Zv386zZ8+oVKkS+/btk0TcBZx2TjlnZ2cmT55Mv3798rlVIj9oCoABdO3alW+++Ybq1atTrFixfG6ZeN80v/mlS5fSoEEDwsLC2L17N8+ePaN8+fKsXr2a+/fvs2jRIu7evavsZ2RkRKlSpahRo4YyzpBgnBDi35EZcuKT5OPjw/bt2xk3bhzNmjXLs3zkddozI6Kionj27BlOTk4YGRl9rOaKj+DRo0eULl1a+fvixYv069cPb29v7O3tldfj4+MxMTHB3NwcgMWLF7N9+3bWrFmDjY3NR2+3eH+0A/aPHj0iNTWVkiVLYm5uTmxsLGvXrqVt27Y4OztjbGxMeno63333HdnZ2YSEhEhxlwJgzJgxnDhxAj8/P1q2bJnnOuDs7MzVq1fp378//fv3V2Zfy2xJ3fKu5WN/lwrj9XNAzgnd8d+mQHnb9rIkUbdoH8/Hjx8zZcoUkpKSGDhwIB07dlRmUfft2xdbW1tcXV1l/CiE+J9JQE58cg4dOsT333/P8uXLqV27NgBpaWkkJCRQvHjxPDOctAdOMTExLFiwAF9fX7755pt8abv4MGJjY4mJiaF+/fqMHTsWQ0NDjI2NWbhwIXfv3mXhwoVYWloqT7hVKhVXr17lxx9/ZO/evYSFhVGjRo38/hri/0D7t/7DDz9w8uRJ/vjjDxo2bEitWrUYN24cP/zwA8eOHSMtLY1KlSrx559/kpWVxaZNmzA0NPyfclOKf653Hc/p06dz4MABPDw8aN26tRKUmz9/PsePH6dChQoEBQXJuaCDtG+0jx07Rnp6OqmpqXTv3v1v99M+l5KSkrCwsPjQTRUfgfb58Hp/8XfXg9eXIcqyRN3k7u7O9evXAbh9+zapqalMnTqVDh06YGFhwY0bN+jfvz+ff/45S5YseSP1hRBC/CfkcY74x3s9ZhwfH0/58uWpXbs2v/32GytXrqR79+706tWLJUuWKEvPtAdT0dHR+Pj4sGjRIgnG6QDtJcgAtWvXpkOHDhw4cAAHBwcCAgJ49OgRbdq04fbt28THxytLjzTnRNGiRWnQoAExMTESjNMBmuO6YsUKoqOjmTRpEnv27MHIyIiwsDBu3brFxIkTmTp1Ku3ataN48eJ07NiRzZs3Y2hoSHZ2tgRgdIj2bz0tLY2kpCTlPW9vb1q1asWsWbP46aefSEhIAOD58+csWbJECcbJ80rdowm++Pr6MnfuXMLCwli+fDndu3fn0qVLb91HeyyxevVqhg4dSkpKykdrs/gw1Gq1cj5ERUXh4uJCcHAwFy9eBHhnH6BWq5Xg28GDB8nNzZVgnA7atWsXW7duZcaMGQQGBnL48GGaN2/OsmXL2Lt3L8+fP6dSpUpERERQuHBhSpYsmd9NFkJ8omSGnPhHe1sBh9OnTzNkyBA6duzIzz//TP369WnQoAE5OTksXLiQjRs35kmyGhMTg4+PDx4eHnTo0CG/vop4T7TPiRMnTpCamkqRIkVo3LgxWVlZBAcHExcXx6VLl5gwYQJLly6lRo0ahIWFvbHESGZEffo0x1CtVvP8+XMmTpyIg4MDHTt25MSJE4wbN45Zs2bRu3fvdx5vWX6mW17PNXrmzBmuXr1K7969ad68Oba2tgDMmDGD48ePU7p0abKzs8nIyGDHjh3o6+vLEjQdFh0dTUBAAKtWraJ69ers2rWLyZMnEx4eTuPGjYG8/Yr2g73Fixcze/bsPGkQxKctKCiIsLAwmjZtysWLFylfvjy9e/emY8eOQN5xwuurLubMmUNERAQNGjTIt/aLDyMqKorY2FgiIyMxNTVVrgfjxo0jLi6OyZMn07Zt2zwFPeS6IYT4X8gjHfGPpX1hCwkJ4bfffmPmzJk0bNiQpUuXsmvXLiZNmkTjxo0pVaoUz549Y8OGDXmSdYeHh7N06VK8vLxo3759fn0V8Z5oP9H29/dn69atWFpacvPmTTp06MC0adMYO3YsmZmZREdHc/jwYdLT08nKynrrIEmCcZ827T4iNTUVIyMjUlNTqVSpEgcPHmTq1Km4uLjQu3dvMjMz2bp1K5UrV+brr7/O8zkSjNMtmnNi8eLFxMbGMmHCBHr06MGSJUv4/fffSU1NpWXLlnh5eRETE8OTJ0/IzMxkwoQJ6OvrS4BWx929excHBwclGOfm5sacOXNo3Lgx6enpmJiYoFKp8pwH0dHR+Pr6yoM9HfB60OThw4cEBATQsGFDLl68yKpVq1i7di25ubl06tQJlUqlzLjVDs76+fkREBAgwTgdlZuby/PnzzE2NkZPT0/pG8aOHUvfvn1ZsmQJlpaW2NnZKYFaCcYJIf4XEpAT/1iaC5umgMP48eNJT08HoF27drRu3RoDAwOysrJIT0/HxcUFY2PjPMsPHz9+zNy5cyUYpyM0g+GQkBA2b96s5BGMjIzE3d2d9PR0pk2bRvny5Rk8eDB2dnbcv3+fevXqKYNqGTDpDs2xXLBgATk5OTg5OQGvKqOdPn2aadOm4eDgAMCff/7J3r17JfdTAXHkyBH27t3L8uXLqVOnDr/88gsPHjxAT0+PNWvWYGBgQNOmTenbt2+e/SQXlG55W5//22+/Ubt2bc6dO4erqysuLi44ODiQm5tLUFAQVlZW9O/fXwnGrV+/XoJxOkL7fIiLi8PU1JSEhAQsLS2BV+kvHB0dCQkJYd26dejp6dGxY8c855B2cFbGlrqrW7durFq1iilTphAQEICJiQkAmZmZdOnSBSsrK1q3bg3Iw10hxP+N3JmKf7T9+/ezfft2li1bRp8+fShXrhwZGRk8ePBAmcmwZcsWRo4cSUJCAqtXr0ZPT4/s7GzgVfLuLl265PO3EO9TfHw8N27cYNasWdSuXZt9+/YREBDA6NGjOX36NP7+/koSXmtraxo0aKCcKxKM0w3amRZu377N8ePH+fbbb7G2tmb8+PEcPnwYW1tb+vfvj1qtJiUlBQ8PDzIzM2nTpk0+tlx8LCVKlKBfv37UqVOHI0eO4OjoiIeHB35+fly4cIGIiAj279//xn4SjNMd2sGXK1eu8OjRIwB69uzJkSNHGDJkCLNmzVKC9mlpafz66688fvxY+YytW7fi5uaGl5eXBOM+cdoz7L28vBg9ejRDhgzh0KFDnDlzRtmuVq1aODo6YmVlRUBAAKdOnVLeW7t2LYsXL5bgrI5Tq9UUKVKEefPmce7cORwdHbl48SK//PILgYGBqFSqPDOqhRDi/0JGnuIf7f79+1SoUIHatWtz9epVjh07xsaNG4mPj2fo0KEMGTIEc3Nz6taty8SJEzEwMJAZDjrOwsKCtm3b0rBhQy5duoSXlxfjxo1j8ODBmJub4+3tzfPnz/Hy8qJMmTLKfrIE7dP34sULzM3NlafRQUFB/PnnnzRp0oS6deuiVqtp0aIF06ZNY+HChTg5OZGbm0tGRgbPnz9n48aNsiSxgKhYsSJlypQhNTWV8PBwhg8fTrdu3QD4/PPPuXz5MtWqVaNdu3b521DxQWgHXxYtWsSZM2fo06cPXbp0oVq1apQqVQqVSkWxYsWAV4F9Dw8PEhMTGTdunPI5FStWJCgoiJYtW+bL9xDvh3but7t373LixAlCQ0NJSkpiz549rF69mkKFCtGzZ0/gVVBu8ODBHDlyRFmSevPmTYKCgnBzc5NgnI7TnCuNGzdmyZIluLu7M2bMGAwMDLCysmL58uXKtjKWEEL8X0lRB/GP8baE60ePHmXUqFF06NCBy5cv89VXX2Fra4tKpWLu3Lns2bOHChUqKNvLjXbBkJWVhaGhIcHBwZw7dw4/Pz+KFClCZGQkFy9eJDExkeDgYJkRp0PGjBlDiRIlmD9/PvDqHPDz82PNmjXUq1ePqKioPNvHxcWxZ88eAGxsbBgwYIAE7AugxMREBg0axNChQ+nduzfJycl4eHjQpk0b2rZtK32Ejlu2bJkyq6lmzZqYm5sDcOHCBYKCgrhy5QpqtZoSJUpgYmJCREQEhoaGMpbQUWFhYVy5cgVLS0tcXV0BuHHjBuvWrePEiRM4OjoqQTltmgc7CQkJfPbZZx+72eIf4OrVq6hUKqpUqaKsxJGxhBDifZCeRPwjaC8tSUpKolChQqhUKlq0aIGXlxe7d+9m9OjRNG7cGGtrax49ekTt2rXfmCouA+iCQTMIunXrFsnJyahUKjIyMjh+/DhdunShU6dOgFS80iUzZ86kVKlSALx8+ZJChQoxduxYLCwsCAgIIDY2VqmkqlarsbW1VXIHauTk5MgAuoDJzMykcOHCnDt3jszMTA4dOkRKSgp2dnZvJO4XukOtVhMfH8+hQ4dwc3NTqqfCq+vC119/zfz583n69CnXrl3DxsaGr7/+Gn19fbnR1iGvF/55/PgxP/30k1JpGaBSpUr0798feBWwe/nyJQMGDMjzOXp6epiYmEgwTge8q9r6u2jOoWrVqimvyVhCCPE+SW8i8p320pIVK1Zw8uRJnjx5QtWqVRk0aBBdu3alU6dOylPr9PR03NzcMDY25vPPP8/n1ov8oBlM9e3bl4EDB+Lg4EBmZiZGRkZ5kixLMO7Td/r0aWrXro2NjQ0Aq1evZseOHQQHB2NpacngwYOVPqFQoULY29sDKIE57YG3BF4KntKlS+Pk5KRU6i5evDhr165FpVKhVqvlnNBRmoqY8fHxFCpUKM97enp6ZGRkAFCjRo08haDkRlu3aMYAL1++pHDhwgwZMoTChQuzbNky1q1bpwTiKlWqxIABA3jx4gXnz5+nf//+kqhfB2kHaF8fH7wrUKenp/fWbYUQ4n2RUYfId5qL3JIlS1i3bh3Tpk3j0aNH3Lhxg2HDhhEQEEDr1q1JS0tj3759bNiwgbS0NGJiYtDT05NZUAVYnTp1iImJYd++fZiZmTFs2DBZlqhDYmNj+f777/Hy8uKbb77B2NiYxo0bExwcjIuLCz4+PlhaWuLs7IxarWb69OmoVCq+/fZbQCqf6SpNn6+5KXrXcdbcRNnZ2VG3bl309fWVHITSR+iWt91MZ2dnk52dzYMHD5S/Ncf86tWrnDt3jt69e1OkSBFlHwnQ6p7169cTFBREbGwsZcqUoW/fvmRnZ+Pr64uenh79+vUDXuULnDRpEmXKlFEC9nIN0R3aD/+joqL4+eefqVKlCo0aNaJ27drvPObarx08eJDWrVvLtUMI8V5JjyLyjfZF7vHjxxw5coS5c+fyzTffAPD06VNKlizJtGnTiIiIoFy5cqjVaurUqcOkSZMk8CIAqFmzJjVr1lT+lnNCd/Tu3Ztr164xd+5cANq3b0/VqlVZu3Ytw4YNY+rUqfj7+1OsWDFGjx6Nnp4eU6dOpVixYjRt2jR/Gy8+GO1ZLyYmJu9cdqp9g2VhYZFnZoT0EbpD+6FcQkICFhYW5ObmUrZsWfr374+Xlxc2Nja0atUKeLWMOSAggJIlS2JmZpaPLRcfg62tLWFhYTg5OREcHIyVlZUyM04TlOvTpw8AZcuWBSTdhS7SLgYVFhZG06ZNWb9+PadPn6Z379507NjxjaCc9v9jYmKYM2cOERERSqEPIYR4H2REKvLF6wNoIyMjrl+/nuemqkSJEgwZMoTLly9z5swZatSoQceOHTExMQFkaYl4OzkndINmCfLs2bMBWLBgAXp6erRt25ZKlSoRFhbG8OHDmTJlihKUc3R0pHTp0jRs2DCfWy8+BO3rxr59+5g/fz7bt2+nWLFi/zYop9nv+fPnFC1a9KO2W3xYmmO7bNkyDh48iJGREa1bt6Z///6MHDmSJ0+e4OzsTK9evQC4c+cOSUlJrFy5UmZC6ZjXA2lqtZqKFSsSHBzM2LFjGTlyJKGhoZQqVYr+/fujp6eHm5sblpaW2NnZKftJME53vH5OPHz4kICAABo2bMjFixdZtWoVa9euJTc3l06dOqFSqcjNzVWWvQNER0fj5+dHQECABOOEEO+dXHFEvtBcHP39/fHy8iI3N5eGDRty6tQpkpKSlO3Kli2Lvr4+t2/fBlCCcSBLS4TQVWq1GiMjI+DVcqOqVauSmpqKl5cX+/fvJz09ncqVKxMeHs6NGzeYOnUqCQkJmJmZ4eDgoMyeFbpD+6Zq7969XLlyhadPnzJq1CgSExPR19d/o8gP5J3hsG7dOpYuXUpKSspHbbv4MLTzOG3atImIiAj69u2LtbU1hw4dYv78+WRnZzN//nw8PT15+vQpL168oEaNGmzevBlDQ0Oys7MlGKdDNH3Erl27gL8C8uXKlSMwMJDMzEwcHR1JTEykVKlS9OnTh3nz5imzJ4Vu0b5uxMXF8euvv5KQkIClpSUAtWvXxtHRkRIlSrBu3TqlMruenl6eYJyvry8LFy7Mk6NYCCHeFwnIiY9KewB96tQpDh8+zODBg7G0tKRevXrExcWxfft25YYpPT2d7OxsSpcunV9NFkJ8ZJqBcEBAAH5+fpiYmODm5kb9+vWZM2cOe/fuJT09XZkpd+rUKVauXJnnM2SmpG7R3FR5e3vj7++PkZER3377LU+fPmXw4MFvDcq9vtzI09MTW1tbWaaoIzTH9tSpU9y6dYu5c+fSt29fFi1aRNeuXbl37x5z587l2bNndO/enR9++IGAgABmzpyJgYGBzLLXUY8ePcLFxYURI0YAfwXlypcvj6+vL3fv3sXFxYWnT58qOeXkIY7u0Z4Z7eXlxejRoxkyZAiHDh3izJkzyna1atXC0dERKysrAgICOHXqlPLe2rVrWbx4MR4eHnTo0OGjfwchRMGgUkupGJEPtmzZwuXLl1Gr1Xz//ffK6+7u7pw+fZqiRYvyxRdf8Ntvv5GcnMyWLVtk4CxEAfLs2TMGDRrEgAEDcHBwUF53c3Nj27ZtzJs3j7Zt22JmZsb9+/cpU6aMzJrVcVeuXGH06NF4eXnRpEkTAI4fP87SpUtJS0tjzZo1WFpakpOT89YZDp6enjLD4RPn4uLC4MGDqVWrFgBnzpxhwYIFJCYm4unpSYsWLYBXKS3Wr1/Ptm3bsLa2xtXVVZkVA++uqCg+PW/L9xYXF8eUKVOoUqUKoaGhyutJSUk4Ojpy6dIlunXrhpeX18durvgItH/fd+/eZezYsbi7u5OUlMSePXuIi4vD2dmZnj17Kvv8/PPPHDlyhHHjxqGvr8/NmzcZPHgwM2fOpHPnzvn1VYQQBYDMkBMfxetx3wMHDhAZGclvv/1GZmam8vrs2bNxcnKiWrVqPHr0iNq1ayvBuLctRxJC6B61Wo1arSYtLQ1zc3MApZ+YP38+VatWZcmSJezcuZOMjAw+++yzdy5ZFLojNTWVFy9eUKpUKeW1Ro0aMXLkSO7du5dn+Wpubi7wV+4fDw8PCcZ94q5du0aJEiWoWrWq8lrNmjVp164d+vr6bN68mZcvXwKvUlr07duXbt26cfnyZaKiovJ8lgTjdIN2MO7kyZPs37+fI0eOYGtri7+/P3/88QcjR45UtjcxMaFKlSps2bKFhQsX5lezxQem+X2HhYWxZMkSGjVqxFdffUXLli0ZOXIkLVq0ICQkhI0bNyr71KlTh4kTJyrXjzJlyhAdHS3BOCHEBycz5MQHp/2kavv27eTk5NCtWzfmz5/Prl27mDRpEl26dMHU1DTPftpJuqVyphAFj5OTEy9evGDdunXo6ekp+Z5cXFw4ffo0FStWJCIiIr+bKT4A7euG5qb7yZMnjBgxgu7duzN48GDl+pCSkqIsWy1ZsiSrVq3C3NycH3/8UQnGyXIj3aA5L2JiYihTpgwtWrTg5cuXhIaGcvjwYWxtbfnuu+8wNjYGXp07P/30E61bt5YZtDpGu4/w9/dn69atWFpacvPmTezt7Rk5ciQJCQm4uLhgbm5OmzZtOHPmDNnZ2co15V3FYMSnSTtAm5qaytKlS4mJicHW1paQkBBluxs3brBu3Tr+9a9/0b9/fwYMGJBfTRZCCJkhJz4sTaUigD/++IOwsDDCw8P56aefcHNzo1WrVqxevZp9+/YpT7Y1Mxu0B0kSjBOi4ND0ASNHjuTly5dMmjQJeNUPqFQqsrOzCQ8PZ82aNcCbM3DFp037ugEouZ2KFi3Kl19+yd69e9m/f7/yflZWFp999hkTJkwgJyeHHTt2AK8qeHt6ekowTgdo+gSVSsWjR4/Yt28f3t7e/Otf/6JQoUKMGDGC5s2bc/78eRYvXkxGRgbwKvegnZ2dzKDVQZo+IiQkhM2bNxMYGMiWLVtwcXFh48aNLFmyBCsrKyIiIihVqhTnz5/HwsKCtWvXoqenR25urgTjdIwmGPfy5UsKFy7MkCFDGD58OMeOHWPdunXKdpUqVWLAgAHUqFGD8+fPyxhCCJGvZIac+Ci8vb158OABjx8/5tatWxQpUgQXFxfat2+Pi4sLly9fxtnZmXbt2uWppCqEKLgyMzPZvXs3oaGhpKWlUadOHW7evEl6ejo7d+5Ulpa8nj9IfLq0j+fq1au5cOEC9+7do127dvTo0QNzc3O+++47njx5whdffEHdunXZunUrhoaGBAUF0bNnT+rXr4+bm1s+fxPxvmifE5rZ8ufPnycyMpLr168zc+ZMGjduTFpaGqGhoZw8eZJKlSoxZ84cpVqz0E3x8fEsXryYFi1a0KlTJ/bt28fs2bMZMGAAa9eupXHjxsyePZtSpUqRlZWFoaEhIKsudNn69esJCgoiNjYWS0tLHj9+TFRUFBEREUyfPp1+/fop2z548IAyZcqgp6cneSWFEPlG7mLEB7dp0yY2bNjAqFGjCAoKYseOHZQvX56goCAOHDiAj48PtWvXxt3dnbi4uPxurhDiH0CtVmNkZESnTp0IDAykffv2FC5cGFtbW3bs2KHMeJFgnG7RHE9/f39WrFhB2bJlqV+/PpGRkcydO5fbt2+zePFi7OzsuH//PuvWrcPc3JyVK1diZGRE6dKlsba2VvIQik+bdjAuNDSUwMBAkpKSqFu3LgMGDKBixYp4enpy6tQpTE1NcXR0pHbt2ujp6SnBF6G7LCwsaNu2Lc2aNePSpUt4eXkxbtw4Jk6cyNixY9m/fz9Tp07l0aNHyvmgVqslGKfDbG1tMTQ0xMnJicTERKysrOjfvz+DBw/G19eX9evXK9uWLVtWmS0pwTghRH6RGXLig1u8eDFnz54lMjISeHXDFR8fz/jx43n69CmzZs3Czs6O5cuX4+joKINoIXTc67Pa/pc8PjLDQXesW7eOunXrUq1aNQCuXr3KuHHjWLhwIQ0bNgTg4sWLeHh4UKJECfz9/TE0NERPT4+UlBTMzMyAV9ea9evXEx0dTfny5fPt+4j3z8fHh23btjF69Gjs7OyUwh7nzp1jzZo13Llzh5kzZ9KoUSMyMjIwMjJCpVLJDNoCQDPzLTg4mHPnzuHn50eRIkWIjIzk4sWLJCYmEhwcLOeBDnr9962Z5aaprGpoaEhoaCiWlpbEx8cTHR3NihUrCAwMxM7OLh9bLoQQf5Grk/hgNLFeIyMjMjIyyMrKQk9Pj6ysLEqVKsXkyZNJTEwkPDycw4cPM2bMGAwNDSXPixA6TjOA3rZtG0Ceqphvoz3bKTc3l9zcXAnG6Yh79+4RFBTEunXruH79OvDq/Hj58iWFChUCXgVsa9euzaxZszh8+DDHjh1TziEzMzOuX7/OuHHj2L59O6tWrZJgnI7ZsmULW7ZsITQ0lAEDBlCqVCnS09NJSUmhXr16jBkzhs8//5ypU6dy+fJljI2NUalUqNVqCcIUAJprwa1bt0hOTkalUpGRkcHx48dp1aoVoaGhyiwooVs0v+9du3YBKL/7cuXKERgYSGZmJo6OjiQmJlKqVCn69OnDvHnzaNWqVT62Wggh8pKRivhgNNO/7ezs+O2335QKR5oZcFlZWbRo0QIDAwPWrFlDZmYmgCTZFaIAePbsGR4eHnh7ewP82xtnTX+iCewL3WBjY8OKFSu4cuUKq1ev5saNGxQtWpT09HTu3LkD/BWErV27Nl988QW3b9/O8xmVK1emR48erFmzhho1auTDtxAf0uPHj2ncuDHVqlXjxo0brFmzhu7duzNkyBBWrlxJtWrVcHBwoHfv3lSvXl3ZT5agFQya49y3b18uXryIg4MDXbp04cGDB7Rv317ZTq4buunRo0e4uLgwYsQI4K+gXPny5fH19eXu3bu4uLjw9OlTypQpQ9++fTEwMFCKBQkhRH6Tq5P44KpWrYq7uzsrV67Ex8eHy5cvc+/ePSIjI6lRowZubm6cOnVK8scJocNen51QuHBhxo4dyx9//MGFCxfeuZ92ouWoqCjGjh2rBO+FbqhRowYLFizgypUrhIWFkZubi5OTE7Nnz+bs2bPK8tS0tDQyMzMpWrSosq9m5mSbNm2wsbHJr68gPiBDQ0N27tyJn58f48aN49y5c/To0YPatWuzefNmEhISaNiwIRMnTpRqqgVYnTp1iImJoU2bNvTq1YvNmzdL4EUHvT6WKF26NKtXr+b69euMHDkS+CtIW6ZMGSpUqMDx48fx8/PLs5/MshdC/FNIbyQ+ih49elC4cGHmzZvHzp07UavVFC9enGHDhvH06VPKly+PpaVlfjdTCPGBaGYnbNq0CVtbW8qVK0e7du3Ytm0bO3bs4Ouvv35jH+1gXHR0NIsXL2bBggVSOVEH1ahRg4ULF+Lq6sry5cvp0KEDffv2ZdCgQYwcORJTU1POnTuHSqWie/fuyn4yC0r3DRs2jOfPn3Pp0iUGDhxI06ZNqVChAn/88Qe//PILL168oHjx4sr2Msu+4KpZsyY1a9ZU/pZco7pFO2fcyZMnSU1NxcjIiJYtW+Lv78+UKVMYOXIkoaGhAJiYmFClShUWLFhAlSpV8rPpQgjxTlLUQXxU8fHxPHz4kOzsbOrWrYuenh7+/v4cOHCAiIgISpYsmd9NFEJ8IKdOnWLYsGF89tlnODs707x5cxISEujVqxc//PBDnuVFrwfjfH198fDwoEOHDvnVfPER/Prrr3z//ffUrFmTbt26cfv2bX788UcKFSpE6dKl8fDwUHKNSuBF92n3AxkZGRgbGwOQmZnJmDFjUKvVhISEyHJEIXScdl/g7+/P1q1bsbS05ObNm9jb2zNy5EgSEhJwcXHB3NycNm3acObMGbKzs1m3bh16enpy3RBC/CNJQE7kmz/++IOQkBCOHDnC6tWr8+R+EUJ8+t5W4XDIkCFcuXKFTp06kZCQQLNmzUhOTubYsWO4u7u/kZA/JiYGHx8fCcYVIFeuXFGCchMmTKBkyZJ5bsZk1kvBon3sX758yYYNG/jpp59ITEwkNjYWQ0NDqaYqRAEREhLCmjVrWL58ObVr1yYyMhJ3d3c6duzI5MmT0dPTY8GCBWRkZGBmZsbixYuljxBC/KNJzyTyRXZ2NllZWRQvXpzIyEgJxgmhgzSD36tXr/L48WMApk6dSvPmzalYsSL29vasXLmSTZs2cffuXY4ePZonP8yWLVuYM2cOnp6eEowrQGrWrIm7uztXrlxhwYIF3LlzRwnIqNVqCcbpkP/kmbD2suTs7Gxyc3P57LPP2LBhA4aGhmRnZ8uNthAFQHx8PDdu3GDWrFnUrl2bffv2ERAQwOjRozl+/Di+vr4YGhoSFBRESEgIgYGB0kcIIf7xZIacyFdZWVlK1VUhhG5Rq9WcO3eO4cOHY29vT4cOHWjRogUeHh4UKVKE8ePH8/jxY5YsWcLmzZtp06YNgYGBwKslaVu2bMHKyopWrVrl7xcR+eLixYv8+OOPLFy4UG6mdJD2jJX/ZimZ9rayBE2IgiMjI4OjR4/SsGFD7ty5w8SJExk6dCiDBw8mPDwcb29v6tevj6+vL6VLlwbyzrAVQoh/IgnICSGEeG/eNvjdvn07p0+f5qeffmLkyJGUL1+eOXPmsGDBAlq3bk1aWhq//fYbderUyXNzLQF7oTmfZLmRbtE+nqGhoTx+/JhJkyZhamr6H++XmZkpBV6EKGA044Lg4GDOnTuHn58fRYoUITIykosXL5KYmEhwcLBcL4QQnwxZ9yGEEOK90L5Zfvr0Kenp6djY2GBvb0/r1q1p1KgR8+fPp0OHDpQsWZIlS5ZQsWJFypcvT7169YC8M14kGCdUKhVqtVpurnSM5nj6+PiwY8cOhg8fzosXL/42IKd9HsTGxgKvKrjLDDkhCg5NyoJbt26RnJyMSqUiIyOD48eP06VLFzp16gS8PYetEEL8E0lATgghxP+Z9s1yQEAABw4cIDExEUtLS0aMGEHLli359ttv+eqrrwgNDcXAwIBLly4RFxeXp5CD3FyL18lyI920Y8cOtmzZQkhICDVr1gRezXrLyMigUKFCeQLy2jNvY2JimDNnDoGBgdJfCFHAaPqBvn37MnDgQBwcHJTZstqV2iUYJ4T4VMiSVSGEEP8n2jfLK1euJDw8HFdXV0qUKMHGjRv5/fffsbe3p0+fPlhYWJCamsqNGzfYtWsXU6dOlST9QhRAK1eu5LfffmPJkiVcu3aNU6dOERMTQ25uLn379mXAgAEYGxvn6V+io6Px9fXFy8uLdu3a5fM3EELkpytXrrBv3z7MzMwYNmwYBgYGUoVbCPHJkYCcEEKI/8m9e/ewsbEBXi01TU1NxdHRkS5dujBgwABlOx8fHw4cOICHhwe2trZvfI4MoIXQbW/LLbl+/Xrc3NwYNmwYhw4domrVqnz99dc8ePCAXbt2sXnzZqysrJTtY2Ji8PHxwcPDQ6ouCyHeIGMJIcSnSHotIYQQ/7WZM2fy7Nkzxo8fT82aNdHX10elUpGWlvZG0nUXFxfOnTtHVFTUWwNyMoAWQndpF194/PgxRYoUwdDQkD59+pCYmMiJEycYPHgwTZs2pXz58ty9e5cLFy6QlpamfEZ4eDgrVqzA09Mzz7I0IYTQkLGEEOJTJAvshRBC/Ff69evHsWPHePLkCREREVy6dAmAIkWKYGlpya5duwAwMjIiMzMTgOrVq0u+JyEKkIiICHJycpRgXGBgIMOGDWPw4MF4e3uTnp6Os7MzQUFB9O/fn3LlypGZmcn8+fMxNzenXLlyymedPn0aV1dXCcYJIYQQQqdIQE4IIcR/bOnSpaSnp3P8+HEmTZrE/fv3iY6O5pdffgFgxowZXL9+nSlTpgB/FWm4evUqFhYW+dVsIcRHdOzYMUJDQ5k1axYAe/fuJTIykhEjRlC7dm0uXrzI6NGjSUtLw9TUlJSUFDZs2MDIkSNJSEggKCgIPT09srOzgVf55rp27ZqfX0kIIYQQ4r2THHJCCCH+Y15eXvzrX/9SqiPu27cPlUpFhQoVGDp0KDVq1ODAgQO4ublRrFgxrK2tefHiBcnJyWzbtk2WlAhRAKSlpbF161ZiY2OpXLkyVapUoXTp0tjb25Obm8vBgwcJCgrCzMyM5cuXY2hoSExMDDdu3MDV1VWSswshhBCiQJCAnBBCiH9Lk5Q9Li4ONzc39PX1efToEQcPHuTkyZOEhIRQsWJFRo4cSdWqVYmPjyc8PBwAU1NTxowZIzfZQhQAmt94amoqO3bsYP369dy9e5eFCxcqS06zsrI4cuQIQUFBmJubs3TpUkxNTZXPyMnJkSXuQgghhNB5EpATQgjxXxkxYgQnTpygWbNmhIaGArB9+3bCw8OpVKkSQ4YMoVatWm/sJzfZQui2lJQUzMzMADh37hz16tUjOjqaoKAgKlWqRHBwsFL0JTs7m8OHD+Ph4UGbNm2YPXt2fjZdCCGEEOKjkxxyQggh/mNJSUkYGhoyfvx4Hj58yOTJkwGwt7dn2LBh3Lp1i6ioKM6fP//GvhKME0J37du3DxcXF16+fImHhwejRo0iJSWFrl274uzszOPHj5kxYwa5ubnAq4qIrVq1wsfHh5kzZ+Zz64UQQgghPj6ZISeEEOK/kpOTg56eHhs3bmTVqlXUqFEDf39/AHbs2MGiRYvo2bMnY8eOzeeWCiE+lqtXr9KtWzcqVapEfHw8kZGRVKtWDYD09HS2bNnC+vXr+eKLL/Dy8kKlUuXZX2bQCiGEEKKgkYCcEEKI/0laWhq7d+8mNDQ0T1DuxIkTNGrUSG6uhSggNHnjZsyYwZYtW2jSpAn+/v4UK1ZM2UYTlNuwYQMlS5ZkxYoVbwTlhBBCCCEKElmyKoQQ4n9iamrKN998g6OjI9euXWPEiBEANG3aFH19fXJycvK5hUKID0nzTFcTfK9bty6LFi3iwoULzJkzhwcPHijbmZiY0K1bN7p06YK5uTnyPFgIIYQQBZ2UuhNCCPE/MzU1pWPHjqSnp3P+/Hlyc3OVpO0yQ04I3aX9W09MTKR48eL06dMHABsbGwYNGgTAzJkzKVOmDACnT59myJAhStVm7c8QQgghhChoZMmqEEKI/7OMjAyMjIzkJluIAmb58uUcO3aMnJwcevfuTcuWLbGysuLy5csMGjSIJk2a0L17dzZs2MCtW7fYs2cPKpVKCcoJIYQQQhRUEpATQgjx3shNthC6Tfs3HhMTw6JFi5gwYQLHjh3j8ePH1K1blxEjRlCmTBl+/fVXvvvuOwoXLoyxsTEREREYGhpKPyGEEEIIgQTkhBBCCCHEf+nixYts27aNRo0aYWdnB0BwcDAHDhzgyy+/ZOTIkZQpU4aEhASSk5MpV64cenp6SgEIIYQQQoiCTtYUCSGEEEKI/9ixY8eYNm0ae/fupVChQsrrTk5O2NnZcfnyZVatWsWff/5J8eLFqVChAnp6euTm5kowTgghhBDi/5OAnBBCCCGE+I81b96cNm3akJmZyb59+0hOTlbec3Jyol27dhw+fJi9e/fm2U9ySwohhBBC/EWWrAohhBBCiLf6uyItnp6enD59mo4dOzJw4EDMzMyU97Zt20bnzp2l2rIQQgghxDtIQE4IIYQQQrxBOxi3ZcsWrl27hrGxMdWqVaNjx44AuLu7c/78edq3b/9GUA4gJydHgnJCCCGEEG8hATkhhBBCCPFO3t7ebN26ldq1a5OamsrZs2cZOnQoM2bMAF4F5X755RcaNmzImDFjMDU1zecWCyGEEEL880lmXSGEEEII8VanTp1i27ZtBAYGUrduXTIyMjh48CAzZsygUKFCTJo0idmzZzNz5kwSExMxMTHJ7yYLIYQQQnwSJCAnhBBCCCHeKjExEQsLC2rVqgWAsbExnTp1IiUlBT8/P+zs7KhVqxaenp7k5uaiUqlQq9WoVKp8brkQQgghxD+blLsSQgghhBDk5ua+8VqxYsW4f/8+V69eBUCT6aR27doYGhqSlpambKunp6cE5YQQQgghxN+TgJwQQgghRAGnXcDh6NGj7Nq1i+vXr1O9enUaNGhAREQEv/32mxJss7S0xMLCgqysrDyf866KrEIIIYQQIi8p6iCEEEIIIQDw9/cnMjISKysrHjx4wPz588nIyGD37t0YGhpib2+PlZUVq1atIikpifXr10sVVSGEEEKI/4EE5IQQQgghCihNvje1Ws2DBw9wcXFh2rRpfP7552zYsIHFixcza9YsTExMOHfuHNu2baNy5cpYWFgQHByMoaEhOTk5EpQTQgghhPgvSUBOCCGEEKIA0l6mmpSURFJSEhs3bmTSpElKgG316tX4+Pjg4uJCnz59lJxxxYsXR6VSkZ2djYGB1AgTQgghhPhvyQhKCCGEEKIA0gTjFi9ezIkTJ7h9+zbW1tZ0796dihUrAjB06FAAfH19SUhIYMyYMZiYmACvAnoSjBNCCCGE+N9I5l0hhBBCiAJEu5rqzp072bhxI127dqVHjx7cvXuX2NhYHjx4oGwzdOhQxo8fz9mzZylUqJDyuhRwEEIIIYT438mSVSGEEEKIAujMmTPs3r2br776im7dugEQFRVFcHAw9vb2ODg4ULZsWWV77XxzmmqrQgghhBDifyPrDIQQQgghCpgnT57g6urK06dPqVChgvL6gAEDAAgODkZfX59evXphY2MDIME4IYQQQoj3SNYaCCGEEEIUMCVLlmTp0qVYWVlx5MgRrl27prw3YMAARo0aRUhICMePH8+znwTjhBBCCCHeD1myKoQQQghRQF29epWZM2dSq1YtBg8eTJUqVZT39u3bR9u2bZWKq0IIIYQQ4v2RgJwQQgghRAH266+/Mnv2bGrWrMmQIUOoXLlynvdzcnIkKCeEEEII8Z5JQE4IIYQQooD79ddfcXNzw9rammnTpil544QQQgghxIchOeSEEEIIIQq4GjVq4ObmRuHChfNUVhVCCCGEEB+GzJATQgghhBAAShXV3Nxc9PTkua0QQgghxIciATkhhBBCCKHQBOWEEEIIIcSHI48+hRBCCCGEQoJxQgghhBAfngTkhBBCCCGEEEIIIYT4iCQgJ4QQQgghhBBCCCHERyQBOSGEEEIIIYQQQgghPiIJyAkhhBBCCCGEEEII8RFJQE4IIYQQQgghhBBCiI9IAnJCCCGEEEIIIYQQQnxEEpATQgghhBBCCCGEEOIjkoCcEEIIIYQQQgghhBAfkQTkhBBCCCGEEEIIIYT4iP4fwUcfSGztKwcAAAAASUVORK5CYII=",
|
||
"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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|
||
"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": null,
|
||
"id": "b78c0c1c-86ff-4b65-b592-57caf37c15a5",
|
||
"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
|
||
}
|