3026 lines
3.6 MiB
3026 lines
3.6 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "aa4cb7c9-15d7-466b-a473-d5eb42cb5587",
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"metadata": {},
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"source": [
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"IMPORTS & CONFIGURATION"
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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": 1,
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"id": "b4fd8626-44a3-4116-af2f-3637b6fd4bbd",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import s3fs\n",
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"import warnings\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\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",
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"os.environ[\"AWS_SESSION_TOKEN\"] = 'eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.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\"])\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 (\n",
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" silhouette_score, davies_bouldin_score,\n",
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" pairwise_distances, adjusted_rand_score\n",
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")\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\", 200)\n",
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"pd.set_option(\"display.max_rows\", 200)\n",
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"\n",
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"EPS = 1e-9\n",
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"RANDOM_STATE = 42"
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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": "57e7d14d-db0f-4fbb-b4d8-21e0f4c14dff",
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"metadata": {},
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"outputs": [],
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"source": [
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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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"PATH_NAV = \"s3://projet-bdc-data/carmignac/Data Modélisation/Nav/NAV_Bench_data.csv\"\n",
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"PATH_RATES = \"s3://projet-bdc-data/carmignac/Data Modélisation/market data/esterRates.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": "27b7b71b-6792-4abd-bca1-3911c7d19066",
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"metadata": {},
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"outputs": [],
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"source": [
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"# ============================================================\n",
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"# UTILITAIRES \n",
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"# ============================================================\n",
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"def robust_zscore(s):\n",
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" med = np.nanmedian(s)\n",
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" mad = np.nanmedian(np.abs(s - med))\n",
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" if mad == 0 or np.isnan(mad):\n",
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" return np.zeros(len(s))\n",
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" return (s - med) / (1.4826 * mad)\n",
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"\n",
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"def plot_heatmap(dfc, profile_vars, cluster_col, title, figsize=(16, 4)):\n",
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" \"\"\"Heatmap des signatures de clusters avec z-score robuste et cap à ±3.\"\"\"\n",
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" dfc_viz = dfc[profile_vars + [cluster_col]].copy()\n",
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" for col in profile_vars:\n",
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" vals = pd.to_numeric(dfc_viz[col], errors=\"coerce\").to_numpy(dtype=float)\n",
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" lo = np.nanpercentile(vals, 2)\n",
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" hi = np.nanpercentile(vals, 98)\n",
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" dfc_viz[col] = np.clip(vals, lo, hi)\n",
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" prof = dfc_viz.groupby(cluster_col)[profile_vars].median()\n",
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" prof_z = prof.apply(lambda col: robust_zscore(col.values), axis=0)\n",
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" prof_z = prof_z.clip(-3, 3) # cap pour lisibilité\n",
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" plt.figure(figsize=figsize)\n",
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" sns.heatmap(prof_z, cmap=\"RdBu_r\", center=0, annot=True, fmt=\".2f\",\n",
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" xticklabels=profile_vars,\n",
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" yticklabels=[f\"Cluster {i}\" for i in range(len(prof))])\n",
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" plt.title(title)\n",
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" plt.xticks(rotation=45, ha=\"right\")\n",
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" plt.tight_layout()\n",
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" plt.show()\n",
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" return prof\n",
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"\n",
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"def winsorize_mad(series, n_sigma=3):\n",
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" \"\"\"Clip MAD n sigma. Si MAD~0, clip au p95.\"\"\"\n",
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" vals = pd.to_numeric(series, errors=\"coerce\").to_numpy(dtype=float)\n",
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" med = np.nanmedian(vals)\n",
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" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
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" if mad > 0:\n",
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" return np.clip(vals, med - n_sigma * mad, med + n_sigma * mad)\n",
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" else:\n",
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" return np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
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"\n",
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"def add_months_since_last_tx(dfc, df_month, id_col, suffix=\"\"):\n",
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" \"\"\"Ajoute months_since_last_tx[suffix] à dfc.\"\"\"\n",
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" col_name = f\"months_since_last_tx{suffix}\"\n",
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" reference_date = df_month[\"month\"].max()\n",
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" last_active = (\n",
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" df_month[df_month[\"active_month\"] == 1]\n",
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" .groupby(id_col)[\"month\"]\n",
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" .max()\n",
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" .reset_index(name=\"last_active_month\")\n",
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" )\n",
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" last_active[col_name] = (\n",
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" (reference_date.to_period(\"M\") -\n",
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" last_active[\"last_active_month\"].dt.to_period(\"M\"))\n",
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" .apply(lambda x: x.n)\n",
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" )\n",
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" dfc = dfc.merge(last_active[[id_col, col_name]], on=id_col, how=\"left\")\n",
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" max_months = dfc[col_name].max()\n",
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" dfc[col_name] = dfc[col_name].fillna(max_months + 1)\n",
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" return dfc"
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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": 4,
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"id": "90b6f9a5-9eb8-439c-8d6e-4f459aa613f9",
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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: (4824814, 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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"# ============================================================\n",
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"# 1. DATA LOADING\n",
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"# ============================================================\n",
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"df_flows = pd.read_csv(\"flows.csv\", low_memory=False)\n",
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"df_aum = pd.read_csv(\n",
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" \"s3://projet-bdc-carmignac-g3/paco/AUM_repaired.csv\", low_memory=False\n",
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")\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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" df[\"month\"] = df[col].dt.to_period(\"M\").dt.to_timestamp()\n",
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"\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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"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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"# Filtrer les comptes techniques\n",
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"df_flows = df_flows[~df_flows[ID_COL].isin(\n",
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" [\"Off Distribution\", \"Private Clients\", \"Private Client\"]\n",
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")]\n",
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"df_aum = df_aum[~df_aum[ID_COL].isin(\n",
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" [\"Off Distribution\", \"Private Clients\", \"Private Client\"]\n",
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")]\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": "code",
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"execution_count": 5,
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"id": "339c6c5d-4ebc-447c-a8c5-022de42ca752",
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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: (4754355, 24)\n"
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]
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}
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],
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"source": [
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"# ============================================================\n",
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"# 2. MONTHLY PANEL CONSTRUCTION\n",
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"# ============================================================\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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"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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"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\",\n",
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" 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\",\n",
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" \"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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"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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"# NAV & rates\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",
|
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" .groupby([NAV_ISIN_COL, \"month\"], as_index=False).tail(1).copy()\n",
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")\n",
|
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"df_nav_m[\"ret_fund_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_PRICE_COL].pct_change()\n",
|
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"df_nav_m[\"ret_bench_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_BENCH_COL].pct_change()\n",
|
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"df_nav_m[\"active_return_m\"] = df_nav_m[\"ret_fund_m\"] - df_nav_m[\"ret_bench_m\"]\n",
|
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"df_nav_m = df_nav_m.rename(columns={NAV_ISIN_COL: ISIN_COL})[\n",
|
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" [ISIN_COL, \"month\", \"ret_fund_m\", \"ret_bench_m\", \"active_return_m\"]\n",
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"]\n",
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"\n",
|
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"df_rates_m = (\n",
|
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" df_rates.dropna(subset=[\"month\", RATE_VAL_COL])\n",
|
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" .sort_values(RATE_DATE_COL)\n",
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" .groupby(\"month\", as_index=False).tail(1).copy()\n",
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")\n",
|
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"df_rates_m[\"delta_rate_m\"] = df_rates_m[RATE_VAL_COL].diff()\n",
|
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"df_rates_m = df_rates_m[[\"month\", RATE_VAL_COL, \"delta_rate_m\"]]\n",
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"\n",
|
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"df_rel_m = df_rel_m.merge(df_nav_m, on=[ISIN_COL, \"month\"], how=\"left\")\n",
|
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"df_rel_m = df_rel_m.merge(\n",
|
|
" 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(\"Panel shape:\", df_rel_m.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "80b93757-f141-4e94-80fa-4fc0538e0f1d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"df_month shape: (931089, 22)\n",
|
|
"ISIN-level client features: (12582, 12)\n",
|
|
"Asset shares: (7473, 6)\n",
|
|
"Fund shares: (6591, 11)\n",
|
|
"df_client_base shape: (12582, 47)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# ============================================================\n",
|
|
"# 3. FEATURE ENGINEERING\n",
|
|
"# ============================================================\n",
|
|
"\n",
|
|
"# 3a. Panel mensuel\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",
|
|
" ret_fund_m = (\"ret_fund_m\", \"mean\"),\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",
|
|
"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(), 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(), 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\"], 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\"], 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\"], np.nan\n",
|
|
")\n",
|
|
"\n",
|
|
"print(\"df_month shape:\", df_month.shape)\n",
|
|
"\n",
|
|
"# 3b. ISIN-level features\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",
|
|
"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, df_rel_feat[\"rel_aum_mean\"] / isin_aum, 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",
|
|
"# 3c. Asset & fund shares\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\"], np.nan\n",
|
|
")\n",
|
|
"asset_shares = (\n",
|
|
" aum_by_asset\n",
|
|
" .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\"], 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",
|
|
"# 3e. Static client features (commun)\n",
|
|
"df_client_base = (\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",
|
|
" gross_flow_qty_mean= (\"gross_flow_qty\", \"mean\"),\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",
|
|
" net_flow_qty_vol = (\"net_flow_qty\", \"std\"),\n",
|
|
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
|
|
" aum_drawdown_max = (\"aum_drawdown\", \"max\"),\n",
|
|
" region = (\"region\", \"last\"),\n",
|
|
" country = (\"country\", \"last\"),\n",
|
|
" )\n",
|
|
")\n",
|
|
"df_client_base[\"net_flow_qty_vol\"] = df_client_base[\"net_flow_qty_vol\"].fillna(0)\n",
|
|
"\n",
|
|
"df_client_base = (\n",
|
|
" df_client_base\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",
|
|
")\n",
|
|
"\n",
|
|
"print(\"df_client_base shape:\", df_client_base.shape)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ae1415ce-3518-4948-9b49-fe1380bd16f7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# ============================================================\n",
|
|
"# PART 1 — GLOBAL CLUSTERING \n",
|
|
"# ============================================================\n",
|
|
"print(\"\\n\" + \"=\"*70)\n",
|
|
"print(\"PARTIE 1 — CLUSTERING GLOBAL\")\n",
|
|
"print(\"=\"*70)\n",
|
|
"\n",
|
|
"# 2f. Engineered ratios\n",
|
|
"dfc = df_client_base.copy()\n",
|
|
"dfc[\"log_aum_qty_mean\"] = np.log1p(dfc[\"aum_qty_mean\"].clip(lower=0))\n",
|
|
"dfc[\"gross_flow_to_aum\"] = np.where(\n",
|
|
" dfc[\"aum_qty_mean\"] > 1,\n",
|
|
" dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"], 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\"], 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\"], 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\"], 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\"], 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\"], np.nan\n",
|
|
")\n",
|
|
"dfc[\"aum_drawdown_last\"] = dfc[\"aum_drawdown_last\"].clip(0, 1)\n",
|
|
"\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",
|
|
"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",
|
|
"# Géographie\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",
|
|
"# months_since_last_tx\n",
|
|
"dfc = add_months_since_last_tx(dfc, df_month, ID_COL)\n",
|
|
"\n",
|
|
"print(f\"After filters: {len(dfc)} accounts\")\n",
|
|
"\n",
|
|
"# Feature selection & preprocessing\n",
|
|
"base_features_global = [\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_global = [c for c in base_features_global if c in dfc.columns]\n",
|
|
"\n",
|
|
"dfc_clean = dfc.copy()\n",
|
|
"\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",
|
|
"for col in [\"n_isin_total\", \"exit_rate_per_isin\",\n",
|
|
" \"avg_holding_months_per_isin\", \"months_since_last_tx\"]:\n",
|
|
" if col in dfc_clean.columns:\n",
|
|
" dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n",
|
|
"\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",
|
|
"col = \"log_aum_qty_mean\"\n",
|
|
"if col in dfc_clean.columns:\n",
|
|
" dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n",
|
|
"\n",
|
|
"X_global = dfc_clean[all_features_global].copy()\n",
|
|
"X_global = X_global.loc[:, ~X_global.columns.duplicated()]\n",
|
|
"X_global = X_global.fillna(X_global.median())\n",
|
|
"\n",
|
|
"scaler_global = RobustScaler()\n",
|
|
"X_global_scaled = scaler_global.fit_transform(X_global)\n",
|
|
"\n",
|
|
"# Diagnostic\n",
|
|
"X_df = pd.DataFrame(X_global_scaled, columns=X_global.columns)\n",
|
|
"extreme = (X_df.abs() > 5).any(axis=1).sum()\n",
|
|
"print(f\"Accounts: {X_global.shape[0]} | Features: {X_global.shape[1]}\")\n",
|
|
"print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df):.1%})\")\n",
|
|
"\n",
|
|
"# K-selection\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_global_scaled)\n",
|
|
" rows.append({\n",
|
|
" \"k\": k, \"inertia\": km.inertia_,\n",
|
|
" \"silhouette\": silhouette_score(X_global_scaled, labels),\n",
|
|
" \"davies_bouldin\": davies_bouldin_score(X_global_scaled, labels),\n",
|
|
" })\n",
|
|
"df_kdiag_global = pd.DataFrame(rows)\n",
|
|
"print(df_kdiag_global.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_global[\"k\"], df_kdiag_global[col], marker=\"o\")\n",
|
|
" ax.set_title(title); ax.set_xlabel(\"K\")\n",
|
|
"plt.suptitle(\"K-selection — Global Clustering\")\n",
|
|
"plt.tight_layout(); plt.show()\n",
|
|
"\n",
|
|
"# Clustering K=4\n",
|
|
"RESULTS_GLOBAL = {}\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_global_scaled)\n",
|
|
" RESULTS_GLOBAL[k] = {\n",
|
|
" \"model\": km,\n",
|
|
" \"silhouette\": silhouette_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
|
" \"davies_bouldin\": davies_bouldin_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n",
|
|
" }\n",
|
|
" print(f\"K={k} | sil={RESULTS_GLOBAL[k]['silhouette']:.4f} \"\n",
|
|
" f\"| db={RESULTS_GLOBAL[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",
|
|
"\n",
|
|
"# Heatmaps\n",
|
|
"profile_vars_behavior = [\n",
|
|
" \"gross_flow_to_aum\", \"flow_freq\", \"flow_direction_balance\",\n",
|
|
" \"n_isin_total\", \"avg_holding_months_per_isin\", \"exit_rate_per_isin\",\n",
|
|
" \"log_aum_qty_mean\", \"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",
|
|
"print(\"\\n=== Médianes comportement K=4 ===\")\n",
|
|
"print(prof_behavior.round(3).to_string())\n",
|
|
"\n",
|
|
"profile_vars_allocation = [\n",
|
|
" c for c in [\n",
|
|
" \"share_asset_fixed_income\", \"share_asset_diversified\",\n",
|
|
" \"share_asset_equity\", \"share_fund_carmignac_patrimoine\",\n",
|
|
" \"share_fund_carmignac_investissement\", \"share_fund_carmignac_sécurité\",\n",
|
|
" \"share_fund_carmignac_emergents\",\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)\",\n",
|
|
" figsize=(12, 4)\n",
|
|
")\n",
|
|
"print(\"\\n=== Médianes allocation K=4 ===\")\n",
|
|
"print(prof_allocation.round(3).to_string())\n",
|
|
"\n",
|
|
"# Description géographique\n",
|
|
"print(\"\\n=== Distribution géographique par cluster ===\")\n",
|
|
"geo_country = pd.crosstab(\n",
|
|
" dfc[\"cluster_k4\"], dfc[\"country_grp\"].fillna(\"Unknown\"),\n",
|
|
" normalize=\"index\"\n",
|
|
").round(3) * 100\n",
|
|
"geo_region = pd.crosstab(\n",
|
|
" dfc[\"cluster_k4\"], dfc[\"region_grp\"].fillna(\"Unknown\"),\n",
|
|
" normalize=\"index\"\n",
|
|
").round(3) * 100\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n",
|
|
"sns.heatmap(geo_country, cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
|
|
" ax=axes[0], cbar_kws={\"label\": \"%\"})\n",
|
|
"axes[0].set_title(\"Distribution par pays (% par cluster)\")\n",
|
|
"sns.heatmap(geo_region, cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
|
|
" ax=axes[1], cbar_kws={\"label\": \"%\"})\n",
|
|
"axes[1].set_title(\"Distribution par région (% par cluster)\")\n",
|
|
"plt.tight_layout(); plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 207,
|
|
"id": "8f67a20a-f31e-4380-9ecb-5e87eb67bed1",
|
|
"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": {
|
|
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a7Xv8+HH16dNHL730klq0aKFly5bpjTfe0Jw5c1SzZk1Jt9dO37hxo5588kkFBQXpwoUL+uKLL9SmTRt98803CgwMtLk2k8mk0aNHq2nTpnrvvfc0ZcoUSbcbWIcPH9bChQvl7e39wONcv349xcZUtmzZ/sfefYfXeP9/HH+d7CESWYhEzIg9a48a1aE12uKrRpVWadFW11ep0lK0aKkaRbUoqhQ1itLh9zVaWpvYK2YSI4nIPr8/cNrTJJyQc46cPB/Xda7Lucfnft9JcF75jFsuLjf++Zs4caKmTp2qZs2aqVmzZtq3b5969eqltLQ0i+u9nbJly2rgwIGaNGmSOnfubFrmolatWqpdu7Y+//xzrV69Wt26dTOdk5qaqrVr16p169Zyd3fPse0dO3bIYDBkWYayatWqWrRokerWraukpCStWrVKXbt2lSQtXrxYly9f1vPPP39X9/P++++rcOHC6t+/v44fP64FCxbo7Nmzmjt3rmmplqVLl8rLy0vPPfecvLy8tHXrVk2aNEmJiYl6++23zdq7cuWKXnjhBbVp00Zt27ZVQEBAjteOiopS165d5eLios6dO6tEiRI6deqUfv75Z7322mt3dT//NHnyZE2fPl0dO3ZUtWrVlJiYqL1792rfvn1q1KiROnfurIsXL2rTpk366KOPspw/bNgwLV26VE8++aS6d++u6OhoffPNN9q/f78WLFggV1dX07HHjx/X66+/rs6dO6tTp04qXbp0jnXNnz9f77//vurUqaOePXvqzJkzevnll1W4cOE7BtjNmzfrhRdeUGhoqPr376/k5GTNmzdPXbp00ffff6/Q0FCz41999VWVKFFCr7/+unbu3Km5c+cqPj7e7H4XLFig8uXLq0WLFnJxcdEvv/yiESNGyGg0mn7Obqdy5crasGGDEhMTVahQoTseDwAAYC1kq3vLVj4+PmafcXN7valTp2rixIl69NFH9fTTT+vSpUuaN2+eunbtqmXLlqlw4cKSpO+++07Dhg0zdUqdPn1a/fr1k6+v7x07Nm9n5cqVunbtmjp37iyDwaCZM2dqwIABWr9+vem+LMkghw8fVteuXeXt7a3nn39eLi4u+vbbb9W9e3fNmzcvy8/XyJEjFRgYqAEDBmjXrl369ttv5ePjox07dqh48eJ67bXXtHHjRs2aNUsRERFq37696dzcZI5/Iz+SH8mPAJBLRgD5RkJCgjEiIsL40ksvZdl39epVY1xcnOl1/fp1075JkyYZIyIiTO8PHDhgjIiIMA4ZMsSsjTFjxhgjIiKMW7ZsMW1r3ry5MSIiwrh27VqzOho1amRs3769aVtKSooxIyPDrL3Tp08bq1SpYpw8ebLZtoiICOOSJUvueL8LFy40RkREGJcvX27cuXOnsWLFisZRo0bd8bxb18jptWPHDqPRaDTGxcUZK1eubOzTp48xMzPTdP6ECROMERERxrffftu07d9fw1uWLFlijIiIMJ4+fdq0rVu3bsZu3bqZ3u/evTvHe+7cubOxY8eOZtvWrVtnjIiIMG7duvW29/nGG28Y69atm2X7uXPnjG3atDHd7zPPPGNMTEw0xsfHG+vXr29ctWrVbdvNzq377NChgzE1NdW0fcaMGcaIiAjj+vXrTdv++bN3y7vvvmusXr26MSUlxbStW7duxoiICOOCBQssqqFr167GmjVrGs+cOWO2/Z/fu+y+HxEREcZJkyZlaa958+Zm3+O2bdsa+/Tpc9saRowYke3PwbZt24wRERHGH374wWz7xo0bs2y/9Xdq48aNt72W0Xjj71XdunWNTz31lDEtLc20/fvvvzdGRESY/Zxl93erXbt2xgYNGhgvX75s2nbgwAFjZGSk8a233jJtu/Xz3bdvX7PrDx8+3BgREWE8cOCAaVt2399evXoZW7Zsabbt338PblmxYoUxIiLCuGvXrjvePwAAgLWQre49W93KK//+XG3J9aKjo40VK1Y0Tp061ey8gwcPGitVqmTanpqaamzQoIGxXbt2Zlni22+/zfJ5OCfNmzc3+5x/657q1q1rvHLlimn7+vXrjREREcaff/7ZtM2SDPLSSy8ZK1eubDx16pRp24ULF4w1a9Y0du3a1bTtVlbp1auX2fmdO3c2VqhQwThs2DDTtvT0dGPTpk3N7i83mSM75McbyI83kB8B4M5YthHIRxITEyUp25GB3bt3V4MGDUyvW8sDZOe3336TJD333HNm23v16mW2/5bg4GA99NBDpveFChVS+/bttX//fsXExEi6sc79rWcBZGRk6PLly/Ly8lLp0qW1f//+3N6qJKlz585q3LixRo4cqbfeekthYWEaNGhQrs6fPXt2lle5cuUk3RhVlZaWpm7dupk94PrZZ5+9q3rvRrt27bRr1y6dOnXKtG3FihUqXry46tate9tzr1y5Yra8xi3FihXT0qVLtWzZMq1atUpz586Vt7e3Jk+erNKlS+uxxx7T9u3b1bFjRzVr1kwjR47McUmZf+vcubPZCLguXbrIxcXF7Gfmn2uvJyYm6tKlS6pTp46uX7+uY8eOmXzyJigAAMJ2SURBVLXn5uamJ5988o7XvXTpkrZt26annnpKISEhZvvy6uHkhQsX1uHDh3XixIlcn7tmzRr5+PioUaNGunTpkulVuXJleXl56ffffzc7PjQ0VE2aNLlju3v37tWVK1fUqVMn02xJSXriiSey/d7/08WLF3XgwAF16NBBfn5+pu2RkZFq2LBhlr/nkrKM/Ls1I3Ljxo2mbf/8/iYkJOjSpUuqW7euTp8+rYSEhDve060RxJcvX77jsQAAANZCtrr3bBUZGXnX1/vpp5+UmZmpRx991Ozzc2BgoMLDw02fn/fu3au4uDj95z//MXu2WocOHeTj43MXX4m/PfbYY2afqevUqSPpxsw/ybIMkpGRoU2bNqlVq1YKCwsz7Q8ODtbjjz+uP//80/SzdsvTTz9tlmGqVasmo9FoWu5fkpydnVWlShVTLVLuM8e/kR9vID9mj/wIAFmxbCOQj3h7e0tStmvSv//++7p27ZpiY2P15ptv3radM2fOyMnJSSVLljTbHhQUpMKFC+vMmTNm28PDw7N8wCxVqpSpraCgIGVmZmrOnDmaP3++oqOjzdYn/+cHr9z68MMP1apVK129elULFy7M1UNxw8PDs6zn/k9nz56V9Pe93OLv73/HD5Z55bHHHtOHH36oH374Qf3791dCQoJ++eUX9ezZ06IP9cZ/rYF/i6urqypWrGh6f/ToUc2fP18LFy7UlStX9OKLL6pPnz6qV6+eBg8erGnTpmngwIF3vF54eLjZe29vbwUFBZn9zBw+fFiffvqptm7dmiUo/vvDcdGiRS16wPit0BgREXHHY+/WwIED9dJLL+nhhx9WRESEGjdurHbt2t32lwK3nDx5UgkJCWrQoEG2+//5vAdJWZa7yMmtn9F//111cXFRiRIlLDo3uyU9ypYtq//9739KSkoy+4XRv7+/JUuWlJOTk9kz/f7880999tln2rlzp+lZCLckJCTc8ZcYOf3MAgAA2BLZKm+zVW6vd+LECRmNRrVu3Trbc2/94v/WZ9p/f051dXU166y6G/9e8vFWBoyPj5dkWQa5dOmSrl+/nuNn7szMTJ07d07ly5c3bf93Z86tz8//rsfHx8fs+Ve5zRzZIT/mHfIj+RGA46PzDMhHfHx8FBQUpMOHD2fZd2sd9X9+SLmTvBpxJUnTpk3TxIkT9dRTT+mVV16Rr6+vnJyc9OGHH97Th53ff//dNKrt0KFDqlmzZl6VnCs5fa3+/RDj3PL19VXz5s21YsUK9e/fX2vWrFFqaqratm17x3P9/PxMwe5ORo8erbZt26py5cpatmyZfH199eKLL0qSnn/+eYvDz53Ex8erW7duKlSokAYOHKiSJUvK3d1d+/bt07hx45SZmWl2fG4Ce1779/fugQce0E8//aQNGzZo06ZNWrx4sb7++muNGDFCHTt2vG1bmZmZCggI0Lhx47Ld7+/vb/benvedG//+uT916pR69uypMmXK6L///a+KFy8uV1dX/fbbb/rqq6+yfH+zc+tntkiRIlapGQAAwBJkK+tnq9tdLzMzUwaDQTNmzJCzs3OWcy15Dtu9yu66kvV/WX9rVqGl22/Jbeb4N/LjvSE/3hn5EYCjofMMyGcefPBBfffdd9q9e7eqVat2V22UKFFCmZmZOnnypMqWLWvaHhsbq/j4+Cwjkk6ePCmj0Wj2QejW0gS3jl27dq3q1aunDz/80Ozc+Pj4u/6Qc/HiRY0cOVKNGzeWq6urxo4dq8aNG99xxJSlbo34O3HihNmoxUuXLpmN8JP+XiogPj7e9Gfp79FZt3OnIN2uXTu99NJL2r17t1asWKFKlSqZjUzMSZkyZbRixYo7jtb65ZdftGPHDq1bt07Sja9rcHCwaX9wcLAuXLhwx+tJN34W6tevb3p/7do1xcTEqGnTppKkP/74Q1euXNHkyZP1wAMPmI7LzS8esnPr+3Po0KFcn+vr65slJKamppqWxfknPz8/PfXUU3rqqad07do1devWTZ999pkp/OT0vSxZsqS2bNmiWrVq5WmwufUzeurUKbOve3p6us6cOaMKFSrc8dzjx49n2Xfs2DEVKVIkyy8lTp48afZ34eTJk8rMzDSNdPz555+VmpqqqVOnmo2YvdMSMf8UHR0tJyen2z7kGgAAwBbIVnmXrXJ7vZIlS8poNCo0NPS2nwtvfeY8efKk2SydtLQ0RUdHWzTL525ZkkH8/f3l6emZ42duJyenLDPK7ta9Zg7yo2XIj+RHALiFZ54B+czzzz8vT09PvfPOO4qNjc2y35JRcs2aNZMkff3112bbZ8+ebbb/losXL+qnn34yvU9MTNSyZctUsWJFBQUFSboxau/f1/7xxx8t/lCdnXfffVeZmZkaNWqU3n//fbm4uGjIkCF5NhKwYcOGcnV11bx588za/PfXRfp72YNt27aZtiUlJWnZsmV3vI6np6ck5TjKr2nTpipSpIhmzpypbdu2WTTrTJJq1Kgho9GovXv35nhMamqqxowZo379+ikgIECSFBgYqJMnTyo9PV3SjSU5AgMDLbrmt99+q7S0NNP7BQsWKD093RR+bo2W/OfXMzU1VfPnz7eo/Zz4+/vrgQce0JIlS7J0WN7p5yEsLEzbt28327Zo0aIsIwf/vYa6t7e3SpYsabaef07fy0cffVQZGRmaMmVKluunp6dbPMLz36pUqSI/Pz8tWrTI9P2SbjwX798dvP8WHBysihUratmyZWbXP3TokDZt2pTl77mkLM/zmDdvniSZvr+3Ruf+82uekJCgJUuWWHxP+/btU7ly5e75GRUAAAD3imyVd9kqt9dr3bq1nJ2dNXny5Cw1GI1G02fzKlWqyN/fXwsXLjT7XL506dK7/oxtKUsyiLOzsxo1aqQNGzaYdfjExsZq5cqVql27tgoVKpQn9dxr5iA/Ksu1skN+JD8CwC3MPAPymVKlSmncuHF6/fXX9cgjj+iJJ55QZGSkjEajoqOjtXLlSjk5OalYsWI5thEZGakOHTro22+/VXx8vB544AHt2bNHS5cuVatWrcxGKN265pAhQ7Rnzx4FBARoyZIliouL0+jRo03HPPjgg/r88881ePBg1axZU4cOHdKKFSvueh36JUuW6Ndff9WYMWNM9zJ06FC9+eabmj9/fpYH02Zn//79Wr58eZbtJUuWVM2aNeXv769evXpp+vTpevHFF9WsWTPt379fGzduzDKis1GjRgoJCdGQIUN07NgxOTs7a8mSJSpSpMgdZ5+VLFlShQsX1sKFC+Xt7S0vLy9Vq1bN9LVxdXVVmzZtNG/ePDk7O6tNmzYWfY1q164tPz8/bdmyJce10ufMmSNJ6tGjh2lbs2bN9P777+v1119XzZo1NXXqVLOHU99OWlqaevbsqUcffVTHjx/X/PnzVbt2bbVs2VKSVLNmTfn6+uq///2vunfvLoPBoOXLl+dJKB86dKi6dOmiDh06qHPnzgoNDdWZM2f066+/Zvt9vqVjx4567733NGDAADVs2FBRUVH63//+l+V73KZNG9WtW1eVK1eWn5+f9uzZo7Vr15oeeixJlStXliTTKNpb36+6deuqc+fOmj59ug4cOKBGjRrJ1dVVJ06c0Jo1azRkyBA98sgjub5nNzc3DRgwQB988IGeffZZPfroozpz5oy+//77LOvYZ+ett97SCy+8oM6dO+vpp59WcnKy5s2bJx8fH/Xv3z/L8dHR0erbt6+aNGminTt36ocfftDjjz9uGtF767769u2r//znP7p27Zq+++47BQQEZDsS89/S0tK0bds2denSJddfCwAAgLxGtrI8W+X19UqWLKlXX31V48eP15kzZ9SqVSt5e3srOjpa69evV6dOndS7d2+5urrq1Vdf1bBhw/Tss8/qscceU3R0tL7//vt7fuaZJSzJIK+++qo2b96sZ555Rs8884ycnZ317bffKjU19Y7PzMuNe80c5Efy452QHwHAHJ1nQD7UqlUrrVixQl9++aU2bdqkJUuWyGAwKCQkRM2aNVOXLl3uuHzFyJEjFRoaqqVLl2r9+vUKDAzUiy++mO0HolKlSundd9/VRx99pOPHjys0NFSffPKJmjRpYjqmb9++un79ulasWKHVq1erUqVKmj59usaPH5/r+zt//rxGjx6t5s2bq0OHDqbtbdu21bp16zRu3Dg1bdr0jmFp5cqVWrlyZZbtHTp0MK23/+qrr8rNzU0LFy7U77//rmrVqunLL780red+i6urqyZPnqwRI0Zo4sSJCgoK0rPPPqvChQtr8ODBt63D1dVVY8aM0YQJEzR8+HClp6dr9OjRZvW3a9dO8+bNU4MGDcyWxLgdNzc3PfHEE1qzZo0GDRqUZX9sbKymTJmicePGmT1UOSAgQJMmTdLo0aO1efNmtWjRItvve3aGDRumFStWaNKkSUpLS1ObNm00dOhQ03IURYoU0bRp0zR27Fh9+umnKly4sNq2basGDRqod+/eFl0jJ5GRkVq0aJEmTpyoBQsWKCUlRSEhIXr00Udve16nTp0UHR2txYsX6//+7/9Uu3ZtzZ49Wz179jQ7rnv37vr555+1adMmpaamKiQkRK+++qpZ3a1bt1b37t21atUq/fDDDzIajabOzvfff19VqlTRwoUL9cknn8jZ2VklSpRQ27ZtVatWrbu+727dusloNGr27NkaO3asIiMjNXXqVI0cOVLu7u63Pbdhw4aaOXOmJk2apEmTJsnFxUUPPPCA3nzzzWz//nz66aeaOHGixo8fLxcXF3Xr1k1vvfWWaX+ZMmU0adIkffrppxo7dqwCAwPVpUsX+fv765133rnjvWzZskVXrlwx+3sNAABgT2Qry7KVNa7Xp08flSpVSl999ZU+//xzSVKxYsXUqFEjtWjRwnRu586dlZGRoVmzZumjjz5SRESEpk6dqokTJ+ZJzbdjSQYpX768vvnmG40fP17Tp0+X0WhUtWrV9PHHH5uen5dX7iVzkB/Jj+RHAMgdg9HaT0IFgHyoRYsWqlu3rsaMGWOT60VFRaldu3YaO3as2rdvb/F5p0+f1qOPPqoZM2bkOHowL3z//fcaPHiwFi9erKpVq1rtOrBMZmamGjRooIceekgjR460dzkWe+mll2QwGEy/HAEAAABgO+THgon8CAB3h2eeAcB9YNGiRfLy8lLr1q1zdV5YWJieeuopffHFF1aqDPaWkpKSZdmSZcuW6cqVK6pbt66dqsq9o0eP6tdff9Urr7xi71IAAACAAon86PjIjwCQd1i2EQDs6Oeff9aRI0e0aNEide3aVV5eXrluY8SIEVaoDPeLnTt3avTo0XrkkUfk5+en/fv3a/HixYqIiLirdfDtpWzZstq/f7+9ywAAAAAKNPKjYyM/AkDeofMMAOxo5MiRio2NVdOmTTVgwAB7l4P7UIkSJVSsWDHNnTtXV69ela+vr9q1a6c33njD7FkEAAAAAICCjfwIAHmHZ54BAAAAsLtt27Zp1qxZ2rt3r2JiYvT555+rVatWpv1Go1GTJk3Sd999p/j4eNWqVUvDhw9XqVKlTMdcuXJFH3zwgX755Rc5OTmpdevWGjJkiLy9ve1wRwAAAADg+Bw1y/HMMwAAAAB2l5SUpAoVKui9997Ldv+MGTM0d+5cDR8+XIsWLZKnp6d69+6tlJQU0zFvvPGGjhw5otmzZ2vatGnavn27hg0bZqtbAAAAAIACx1GzHDPPAAAAANxXKlSoYDZa0Wg0qkmTJnruuefUu3dvSVJCQoIaNmyoMWPGqE2bNjp69Kgee+wxLV68WFWrVpUkbdy4UX369NFvv/2mokWL2u1+AAAAAKAgcKQsx8wzAAAAAFaRmpqqxMREs1dqamqu24mOjlZMTIwaNmxo2ubj46Pq1atrx44dkqQdO3aocOHCprAlSQ0bNpSTk5N279597zcDAAAAAAUEWU5ysduVrajasPX2LgG4rSnda9u7BOC2qoX52rsEIEduLoz9wf3NI598wvas2d/q1/ioVwVNnjzZbFv//v01YMCAXLUTExMjSQoICDDbHhAQoNjYWElSbGys/P39zfa7uLjI19fXdD7yh293nLF3CUCBNWvzaXuXABRoi3o9YO8SgALNz9PZ3iVYhCxnG/kk2gMAAADIb1588UU999xzZtvc3NzsVA0AAAAAwBJkOTrPAAAAgILJYP1ZnG5ubnkSsIKCgiRJcXFxCg4ONm2Pi4tTZGSkJCkwMFCXLl0yOy89PV1Xr141nQ8AAAAA+R5ZziZY9wgAAADAfS00NFRBQUHasmWLaVtiYqJ27dqlmjVrSpJq1qyp+Ph47d2713TM1q1blZmZqWrVqtm8ZgAAAAAo6PJzlmPmGQAAAFAQGQz2rsDMtWvXdOrUKdP76OhoHThwQL6+vgoJCVGPHj00depUhYeHKzQ0VBMnTlRwcLBatWolSSpbtqyaNGmid999VyNGjFBaWpo++OADtWnTRkWLFrXXbQEAAABA3iLL2QSdZwAAAADsbu/everRo4fp/ejRoyVJHTp00JgxY/TCCy/o+vXrGjZsmOLj41W7dm3NnDlT7u7upnPGjRunDz74QM8++6ycnJzUunVrDR061Ob3AgAAAAAFhaNmOYPRaDTatQIrqDZsvb1LAG5rSvfa9i4BuK1qYb72LgHIkZsLq07j/uaRT4anedZ5zerXuL79E6tfA47n2x1n7F0CUGDN2nza3iUABdqiXg/YuwSgQPPzdLZ3CRYhy9kGv30CAAAAAAAAAAAAbson42IBAAAA5Kn7bJ18AAAAAIAFyHI2QecZAAAAUBAZWIQCAAAAAPIdspxN8FUGAAAAAAAAAAAAbmLmGQAAAFAQsdQHAAAAAOQ/ZDmbYOYZAAAAAAAAAAAAcBMzzwAAAICCiHXyAQAAACD/IcvZBF9lAAAAAAAAAAAA4CZmngEAAAAFEevkAwAAAED+Q5azCWaeAQAAAAAAAAAAADcx8wwAAAAoiFgnHwAAAADyH7KcTfBVBgAAAAAAAAAAAG5i5hkAAABQELFOPgAAAADkP2Q5m2DmGQAAAAAAAAAAAHATM88AAACAgoh18gEAAAAg/yHL2QRfZQAAAAAAAAAAAOAmZp4BAAAABRHr5AMAAABA/kOWswlmngEAAAAAAAAAAAA3MfMMAAAAKIhYJx8AAAAA8h+ynE3wVQYAAAAAAAAAAABuYuYZAAAAUBAxWhEAAAAA8h+ynE3wVQYAAAAAAAAAAABuYuYZAAAAUBA5GexdAQAAAAAgt8hyNmH3zrOYmBjt2rVLsbGxkqTAwEBVr15dQUFBdq4MAAAAAJATshwAAAAAR2W3zrOkpCQNGzZMq1evlsFgkK+vryTp6tWrMhqNatOmjd5//315enraq0QAAADAcbFOPu4SWQ4AAACwI7KcTdjtqzxq1Cjt2bNH06dP1+7du7V582Zt3rxZu3fv1hdffKHdu3dr1KhR9ioPAAAAAJANshwAAAAAR2e3zrN169Zp9OjRatKkiZydnU3bnZ2d1bhxY3344Ydau3atvcoDAAAAHJvBYP0XHBJZDgAAALAjspxN2K3zLDMzU66urjnud3V1VWZmpg0rAgAAAADcCVkOAAAAgKOzW+fZgw8+qGHDhmn//v1Z9u3fv1/Dhw9X8+bN7VAZAAAAUAAYnKz/gkMiywEAAAB2RJazCRd7XXjYsGF6/fXX9eSTT8rX11f+/v6SpEuXLik+Pl6NGzfWsGHD7FUeAAAAACAbZDkAAAAAjs5unWe+vr6aOXOmjh49qp07dyo2NlaSFBgYqBo1aqhs2bL2Kg0AAABwfKxjj7tElgMAAADsiCxnE3brPLulbNmyhCsAAADA1liKA/eILAcAAADYAVnOJuz2Vd67d6+6d++uxMTELPsSEhLUvXt3RUVF2aEyAAAAAEBOyHIAAAAAHJ3dOs9mz56t+vXrq1ChQln2+fj4qFGjRpo5c6YdKgMAAAAKAIPB+i84JLIcAAAAYEdkOZuwW+fZrl271LJlyxz3N2/eXDt27LBhRQAAAACAOyHLAQAAAHB0dnvm2YULF+Tt7Z3jfi8vL8XExNiwIgAAAKAAYZ183CWyHAAAAGBHZDmbsNtX2d/fX8ePH89x/7Fjx1SkSBEbVgQAAAAAuBOyHAAAAABHZ7fOs4YNG2ratGnZ7jMajZo2bZoaNmxo46oAAACAAoJ18nGXyHIAAACAHZHlbMJunWf9+vXToUOH1LFjR61evVpRUVGKiorS6tWr1bFjRx0+fFh9+/a1V3kAAAAAgGyQ5QAAAAA4Ors986xkyZKaPXu2Bg8erEGDBslwszfTaDSqXLly+vLLLxUeHm6v8gAAAADHxjr5uEtkOQAAAMCOyHI2YbfOM0mqWrWqVq5cqQMHDujEiRMyGo0qXbq0KlasaM+yAAAAAAC3QZYDAAAA4Mjs2nl2S8WKFQlZAAAAgC2xjj3yAFkOAAAAsDGynE0wvw8AAAAAAAAAAAC46b6YeQYAAADAxlgnHwAAAADyH7KcTfBVBgAAAAAAAAAAAG5i5hkAAABQEDFaEQAAAADyH7KcTdil8ywqKsriYyMjI61YCQAAAADAUmQ5AAAAAAWBXTrP2rdvL4PBIKPRmO3+W/sMBoMOHDhg4+oAAACAAsBgsHcFyIfIcgAAAICdkeVswi6dZxs2bLDHZQEAAAAA94AsBwAAAKAgsEvnWYkSJexxWQAAAAC3sE4+7gJZDgAAALAzspxN2KXzLDtHjhzR2bNnlZaWZra9ZcuWdqrI8fz4WiOVKOKZZfvC30/rw1UH5ebipDceLq9HqhaVm7OTNh+5pJEro3TpWupt2y0d6KXXWpdX7VJF5OJk0NGYRA1auFvnr6ZY61bgoFYt+lp/bflV56JPys3NXWUrVlXHni+rWGi46ZiP/ttPB/fuMDuv2SMd1KP/2zm2e/VynBZ/9bn27fhD168lKKJyTT3z4iAVLVHSaveCgmHxogVasmihzp09I0kqU7acer/4kho1bprt8UuXLNLqFT/o6JHDkqTISpX08oDXVLlqNZvVjIJp4fxv9PXsWYqNjVFEhUj99513VbVa9j93S75bpBU/LNORmz+nlSpV1oBXBuV4PACQ5RzTH+uWa9v6FboSc16SFBRaSg8+2V0RNeuZHWc0GjV3zGAd2fWHurz+vio+0DjHNr+fMlY7N64121au+gPqMXhs3t8AkM8FeLvq+QYl9UC4n9xdnHX2arLGbTiqwzHXJEmNyhTR45WLqnywtwp7uKrvt7t1LDbptm0+FBmkN1uWNduWmp6px6f/YbX7ABzV11/O0JRJn6jzM9016K3BOR63Yd0aTZ/ymc6dPaOwkuF6+ZVBatSkmQ0rBXC37N55dvr0ab388ss6dOiQ2dr5hpvrdrJOft55ZvofcnL6ez3UcsGFNKNnLa3bd1GS9NYjEWoSEag3vt2jhOR0vfN4BX3SpZqenbk9xzZDi3jq6+fraOlfZzXl52NKTElXuWBvpaZnWv1+4HgO7d2h5m2eUunylZSZkaElc6Zq/LuvaOTUBXL3+Lvjt+nD7dS+Wx/Tezd3jxzbNBqNmjzybTm7uGjA0I/k6eWtdcsWaNzQgVnaBXIrOLiY+r8ySGElw2U0GrVqxXK98Up/zft2icqWK5/l+D+3b1PrRx9Tteo15e7urq+/nKn+/Z7Xt0tWKLhoUTvcAQqCNT+u1riPRmvoeyNUtWp1fTP3a/V7sbeWr1yjgICALMdv3/a7Hn2sjarXqCV3dzd9OWum+vXppSXLV6koP6eOhXXycY/Ico6tcECQHuryvAKKhcpoNGrnxnVaMO5d9RszXcFhpU3HbVm9OFf/nJSrXlcd+r1leu/i4pqXZQMOoZC7sz55sop2nbmqISuidPV6ukr4eSgxJd10jIeLs/aeS9BvR+I0qEXZ27Rm7lpKunrN32V6n8MjLAHcxv69e7R08SKVi6hw2+N279yhdwe/qX4DXlXjpg9q7Y+r9NZrAzRnYfa/MwAsRpazCbvP7xs1apRCQ0O1efNmeXh4aNWqVZo3b56qVKmiuXPn2rs8h3I5KU1xiammV7MKgToVl6TtJy6rkLuzOtQK0bg1h/TH8cs6cC5B7y7dr5ol/VQttHCObQ5oVVb/dyhOn6w7oqjzCYq+fF2/HozVpWtpOZ4D5OS19z9V41aPq0R4GYWVKa/er72rSzHndeJIlNlxbu4e8i0SYHp5ennn2OaFs6d17OBedX/pLZWOqKRioeHq9tJbSktN0e+/rbP2LcHBNX2wuRo1aaaS4aUUXqq0Xhrwqry8vLR3965sjx85+mN17PyMKkRWVKnSZTR0+AcyZmZq2x9bbFw5CpK5X8/Wk093UvsOT6lsuXIa+t4IeXh4aNn3S7I9fvRH49W5S1dFVqyo0mXKavj7I5WZmak/tvJzCsAcWc6xRdZuqIia9RVQPFSBIWFq9Z/ecvPw1OnDf3eKnjtxRJtXfaf2fd+6TUvmXFxd5ePnb3p5FvKxRvlAvtapZohiElM0/udjOnjxms4npOjP01d1Lv7vFX42HIrVN9vPaEd0fK7aNurG74duva5c5/c3QG4kJV3TsHfe0jvDRqiwT86/M5Wkb+fPVf2GjdW9Z2+VLlNWfV8eqAoVK+m7hd/YqFoA98LunWc7duzQwIED5e/vLycnJxkMBtWpU0eDBg3SyJEj7V2ew3JxNqhNtWJatuOsJKlSSGG5ujhp67FLpmNOxCbp7JXrqhbml20bBoPUNCJQJ+OSNLVHTf36VlN90+cBNY8MssUtoABIupYoSfIuZP5hZOuva/XKMw/r3Zee0ZKvpiglOTnHNtLTbiw76urmZtrm5OQkF1dXHd6ffQcHcDcyMjK07sdVun49SVWr17DonOTkZKWnp6twYV/rFocCKy01VQf271P9Bg1N25ycnFS/fkPt3rXjNmf+LTn5+o2fU19+Th2Owcn6Lzg0slzBkZmZoT2bf1ZqSrLCIipJklJTkrX4s1Fq0+sV+fj5W9zWif07NbbPk5r4Wg+tmPmJkhKuWqtsIN9qULqIDl+8pqEPl9ei52prSqeqerRScJ607enqrLk9auqbHjU1/LEIhfuzGguQGx9/OFKNmjRT3foN73jsnt079UC9Bmbb6jdopD05DLgFLEaWswm7L9uYmZkpb+8bs0aKFCmiixcvqkyZMipRooSOHz9u5+ocV4vIIPl4uGj5zc6zwEJuSk3PVEJyutlxcYmpCizkll0T8vd2k7e7i3o3KaXPNhzVp+sOq1H5AH3yn2rq/dWf+vPEFWvfBhxYZmamFs74VOUqVVNoqb+XoKj34MMKCComv4BARR8/osVffa7zZ07q5SHZPyehWGgp+QcV05Kvp6pH/7fl7u6pdcsX6HLsRV29FGer24EDO3L4kHp176LU1BR5ennp408+U5my5Sw697NPxykwKNiiD93A3bh85bIyMjKyLM8YEBCg48ePWdTGp+PHKSg42KwDDgAkslxBcOHUMc14t7/S01Ll5uGpLq+PUHBoKUnSmjlTFBZRWRXrNLK4vfI1HlCluo1VJLi4Ll04q/ULZ2numP/qhQ8my8nJ2Up3AeQ/xQt76PEqHlqy65wW/HlGFYIL6aUmpZSekamfDsbedbvRl69r/M9HdSwuSd5uzupYI0SfPllZLyzYrdg7PO8egLRuzWodjNqv2d8ssuj4uNhY+f8ri/kHBCou9u7/HgOwHbt3npUvX14HDx5UWFiYqlevrpkzZ8rV1VWLFi1SWFiYvctzWB1ql9CmI3GKSbj7D0e3Hp/2S1SM5m05JUk6eD5RNcL81KlOKJ1nuCffTP1YZ04e1X8/+sJse7NH2pv+HFqqnHz9AzVuSH9dPBet4OKhWdpxcXHRy0PG6KuJozTwP63l5OSsSjUeUNXaDWQUi7vj3oWXKqVvFn2vxMREbfhprYa/O1jTZ825YwfaV7Nm6Kc1P2rarK/l7u5uo2qB3Jk14wut+XG1Zn01h59TR8Q6+bhHZDnHFxASpn5jZygl6Zr2/f6bvp8yVr3e+0SXzp/RsX071G/MF3du5B+qNmxh+nPRkmVUtGQZffpKNx3ft0tlq9bK6/KBfMtgkA5dvKbZW09Lko7GJqlUgKfaVCl6T51nBy4k6sCFRNP7/ecPaeYz1dWmcrC+/iP6nusGHNmF8+c04aPR+mzaTLIR7I8sZxN27zzr16+frl+/LkkaOHCgXnzxRXXt2lV+fn765JNP7FydYyru66H6Zfz12sLdpm2xialyc3GSj4eL2eyzgEJuik3MvoPtclKa0jIydTTmmtn2YzHXVDPczyq1o2D4Zuo47dq2SW+PmSb/wNsvTVGmQmVJ0sWz2XeeSVKpcpEa/tlcJV1LVEZ6mnx8i2jkoF4qVb5inteOgsfV1U1hJcMlSRUrVdb+fXu08Ju5emfYiBzPmfv1l/p69gx9Pv1Llb/DA4a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p1VdftTnnu+++q/bt21vf37xsY/v27XXixAmNGTNGlSpVUqVKlRQbG6saNWqkC8arV69WSEiIrl69mmn9AAAAAHKu3JS1vL290y3bGBERoXr16unixYvW47p27ar27dsrNTVVkrR161a9+OKLqlatmsLCwjRq1CjFxsZa94+Ojlb37t1VrVo1Pfroo/r222/v6P+B9G+umzVrlurVq6fatWsrPDxcSUlJ1n0SExM1btw4hYWFqWrVqmrcuLG+/vpr6/bff/9drVq1UtWqVVWvXj2NHz9eycnJ1u3t27fXyJEj9e6776pWrVoKDQ3VV199pdjYWA0ePFjVq1dX48aNtXbtWpva/vnnH3Xp0kXVq1dXaGio3nzzTV24cOGO7xEAkLsx8wwA7rOYmBitX79er7/+uvLmzZtu+73M0hoxYoSSkpI0f/585c2bVwcOHFDevHlVtGhRTZo0Sb1799bKlSvl6ekpd3d3SVJkZKS+/fZbhYeHq0yZMtqyZYvefPNN+fj46KGHHrKee8KECRo4cKBKlix51zXu3LlTQ4YMUb9+/dSoUSOtX79ekyZNuuv7la4vD9K8eXO1adNGbdq0kSTlzZtXTz31lBYvXqwnnnjCuu+iRYvUpEkTeXp63tM1AQAAAGQ/uTlr3dCjRw9t2LBBb7/9tiZPnqwFCxZo+/btWrp0qZycnHT06FG98soreu211zR69GhduHBBI0eO1MiRIzVmzBhJ1zu+zp49q7lz5ypPnjwaNWqUoqOj77iWzZs3y9/fX3PmzNHRo0f1+uuvKygoyJrbBgwYoB07dujtt99WYGCgjh8/bu30O3PmjLp27aoWLVrovffe06FDh/T222/Lzc1NvXv3tl5jyZIl6tKli77++mutWLFCw4cP16pVq9S4cWN169ZNn376qQYMGKA1a9bIw8NDly9f1ksvvaTWrVtr8ODBSkhI0Pjx49W3b1/NnTv3nn72AIDchc4zALjPjh49KsMwVK5cuft+7pMnT6pJkybW9fBLlixp3VagQAFJkq+vrzWQJSYmKjIyUrNnz1b16tWtx2zbtk1ffvmlTaDr06eP6tat+5819OvXT87OzjZt3333nYoVK6a5c+eqfv36euWVVyRJZcuW1fbt27V+/fq7vmdvb285OzsrX758NsuVtG7dWs8//7zOnj2rQoUKKTo6WuvWrdPs2bPv+loAAAAAsq/clrXGjRunwMBAm32cnZ01btw4NW/eXOPHj9e8efM0atQoFStWTNL1Dr1mzZpZnxddpkwZDRkyRO3bt9fw4cN18uRJrVu3Tl9//bWqVasm6fpKIE2bNr2jn9eNn8s777wjZ2dnlS9fXmFhYdq4caPatGmjQ4cO6fvvv9fs2bMVGhpq/fnc8Nlnn6lIkSJ65513ZLFYVL58eZ05c0bjx49Xz5495eR0fbGswMBA68ol3bp104wZM1SwYEFrB13Pnj31+eefa9++fQoJCdH8+fNVuXJl9evXz3qt0aNHKywsTIcOHVLZsmXv+D4BALkTnWcAcJ8ZhpFl5+7QoYOGDx+uDRs2KDQ0VI8//ni6MHWzI0eOKC4uTp06dbJpT0pKUlBQkE1bcHDwbdUwePBga/i5oVChQpKkgwcPqlGjRjbbQkJC7qnzLDPVqlVThQoV9M0336hr16769ttvVaxYMdWqVeu+XwsAAACA+XJb1vL3989wucGSJUtq4MCBeuedd9S0aVM1a9bMum3v3r3at2+fli1bZm0zDEOpqak6fvy4Dh06pDx58qhq1arW7eXLl7+rGXEVKlSw6ezz9/fXP//8I+n6spjOzs6Z5rODBw+qevXqslgs1raaNWsqNjZWp0+ftnYG3ujMlK53HHp7eysgIMDa5ufnJ0nWmXN79+7V5s2brR2aNzt69CidZwCA20bnGQDcZ6VLl5bFYlFUVNQdHXdjZN3NgfDm9eKl67Ot6tWrpzVr1ujXX3/V9OnTNXDgQJvnhd3sxrr2kZGRKly4sM02V1dXm/ceHh63Vae/v79Kly59W/tmxGKxpAu9N69rfydat26tBQsWqGvXrlq8eLFatmxpE74AAAAAOI7cmLUye1bXli1b5OzsrBMnTig5OVl58uSx1vX8889nWHfRokV16NCh26rldty45g03Z70bS1tmxTVubruR/25cNzY2Vg0bNlT//v3TnevmlUwAAPgvTmYXAACOxtvbW/Xq1dOCBQtsHsp8w80Pqb6Zj4+PJOncuXPWtr1796bbr2jRonrhhRcUERFh81BsFxcXSVJKSop13/Lly8vV1VUnT55U6dKlbV5Fixa9+5vMRPny5bVr1y6btp07d9q89/HxsblHSdaHX2fGxcXF+vDrmz3zzDM6efKk5s6dqwMHDqhFixZ3WTkAAACA7C43Z62brVixQqtWrdLcuXN18uRJTZkyxbqtcuXKOnDgQLqaSpcuLVdXV5UrV07JycnavXu39ZioqKhMf3Z3KyAgQKmpqdqyZUuG28uXL6/t27fbdGhu27ZN+fLlU5EiRe76ulWqVNH+/ftVvHjxdPef0XPyAADIDJ1nAJAFhg0bptTUVLVu3Vo//PCDDh8+rIMHD2ru3Ln63//+l+ExpUqVsj6M+vDhw1qzZo0++eQTm33effddrV+/XseOHdNff/2lzZs3q3z58pKk4sWLy2KxaM2aNbpw4YKuXbsmT09PderUSWPGjNGSJUt09OhR/fXXX5o3b56WLFlyV/d2+fJlnTt3zuZ1I7i2b99e69ev16xZs3T48GHNnz8/3ZKNDz/8sHbv3q1vvvlGhw8f1sSJE7V///5bXrN48eLasmWLzpw5YzPyskCBAmrcuLHef/991a1b955CFgAAAIDsz5Gz1u04ffq0hg8frv79++vBBx/UmDFjFBkZqR07dkiSXnnlFW3fvl0jRozQnj17dPjwYa1evVojRoyQJJUrV07169fXsGHDtHPnTu3evVtvv/32fZspdkOJEiXUokULvfXWW1q9erWOHTumzZs3a8WKFZKkF198UadPn9bIkSN18OBBrV69WpMmTdLLL79snSl4N1588UVdunRJ/fr1065du3T06FGtX79egwcPtun8BADgv9B5BgBZoGTJklq8eLFq166t9957T08//bRefvllbdy4UcOHD8/wGBcXF02YMEFRUVF65plnNGPGDPXt29dmn9TUVI0YMUJNmzZVly5dVKZMGQ0bNkySVLhwYfXu3VsTJkxQaGioRo4cKUnq27evXn31VUVGRlqPW7NmjUqUKHFX9zZ48GDVq1fP5jV//nxJ159vNnLkSM2dO1fNmzfXhg0b1KNHD5vj69evr1dffVXjxo1Tq1atdO3aNT377LO3vGafPn104sQJNWrUSHXq1LHZ1qpVKyUlJem55567q/sBAAAAkHM4ctb6L4ZhaNCgQQoODla7du0kXc9XL7zwgt58801du3ZNgYGBmjdvng4fPqwXX3xRLVq00MSJE63PqZakMWPGqFChQmrXrp169+6tNm3ayNfX977XO3z4cDVp0kTDhw/Xk08+qaFDhyouLk7S9Z/p9OnTtWvXLjVv3lzDhw9Xq1at0uXHO1W4cGF9/vnnSk1NVefOndWsWTONHj1aXl5e99QpBwDIfSxGVj5tFQCQ6y1evFijR4/W1q1bs+T833zzjcaMGaP169ene7YAAAAAAAAAANypPP+9CwAA2U9cXJzOnTunGTNm6Pnnn6fjDAAAAAAAAMB9wXxlAECONHPmTD355JPy8/NT165dzS4HAAAAAAAAgINg2UYAAAAAAAAAAAAgDTPPAAAAAAAAAAAAgDR0ngEAAAAAAAAAAABp6DwDAAAAAAAAAAAA0tB5BgAAAAAAAAAAAKSh8wwAAAAAAAAAAABIQ+cZAAAAAAAAAAAAkIbOMwAAAAAAAAAAACANnWcAAAAAAAAAAABAmv8DaTcO0QbJB7MAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 1800x1200 with 8 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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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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"\n",
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"============================================================\n",
|
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"Global x Alternative\n",
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"============================================================\n",
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"\n",
|
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"% par cluster global (chaque ligne somme à 100%) :\n",
|
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" 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",
|
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"Global x Diversified\n",
|
|
"============================================================\n",
|
|
"\n",
|
|
"% par cluster global (chaque ligne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1\n",
|
|
"Global C0 64.2 33.9 1.8\n",
|
|
"Global C1 21.1 61.7 17.2\n",
|
|
"Global C2 31.6 40.4 27.9\n",
|
|
"Global C3 40.9 54.0 5.1\n",
|
|
"\n",
|
|
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1\n",
|
|
"Global C0 54.4 28.5 6.6\n",
|
|
"Global C1 7.8 22.5 26.7\n",
|
|
"Global C2 14.6 18.5 54.4\n",
|
|
"Global C3 23.3 30.5 12.3\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"Global x Equity\n",
|
|
"============================================================\n",
|
|
"\n",
|
|
"% par cluster global (chaque ligne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1 Asset C2\n",
|
|
"Global C0 70.6 25.9 3.2 0.2\n",
|
|
"Global C1 18.7 23.1 9.7 48.6\n",
|
|
"Global C2 37.4 32.8 29.5 0.3\n",
|
|
"Global C3 44.2 49.1 6.8 0.0\n",
|
|
"\n",
|
|
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1 Asset C2\n",
|
|
"Global C0 54.8 29.9 11.6 0.9\n",
|
|
"Global C1 6.3 11.5 15.0 98.3\n",
|
|
"Global C2 15.8 20.6 57.2 0.9\n",
|
|
"Global C3 23.1 38.0 16.2 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"Global x Fixed Income\n",
|
|
"============================================================\n",
|
|
"\n",
|
|
"% par cluster global (chaque ligne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1\n",
|
|
"Global C0 34.5 61.5 4.0\n",
|
|
"Global C1 19.3 52.9 27.9\n",
|
|
"Global C2 65.4 21.2 13.3\n",
|
|
"Global C3 72.0 24.1 3.9\n",
|
|
"\n",
|
|
"% par cluster asset (chaque colonne somme à 100%) :\n",
|
|
" Non exposé Asset C0 Asset C1\n",
|
|
"Global C0 27.2 54.8 15.5\n",
|
|
"Global C1 6.6 20.4 46.4\n",
|
|
"Global C2 28.1 10.3 28.0\n",
|
|
"Global C3 38.2 14.4 10.1\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"Adjusted Rand Index — cohérence global x asset\n",
|
|
"============================================================\n",
|
|
"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\n",
|
|
"\n",
|
|
" Alternative : ARI=0.0278 (n=1166 comptes communs)\n",
|
|
" Diversified : ARI=0.0347 (n=3980 comptes communs)\n",
|
|
" Equity : ARI=0.1587 (n=3691 comptes communs)\n",
|
|
" Fixed Income : ARI=0.1106 (n=3743 comptes communs)\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"Exposition multi-asset par cluster global\n",
|
|
"============================================================\n",
|
|
"\n",
|
|
"Nombre moyen d'asset types par cluster global :\n",
|
|
"cluster_k4\n",
|
|
"0 1.40\n",
|
|
"1 2.92\n",
|
|
"2 1.79\n",
|
|
"3 1.50\n",
|
|
"Name: n_asset_types, dtype: float64\n",
|
|
"\n",
|
|
"Distribution du nombre d'asset types par cluster global :\n",
|
|
" 0 asset(s) 1 asset(s) 2 asset(s) 3 asset(s) 4 asset(s)\n",
|
|
"Global C0 0.4 73.9 14.8 7.3 3.5\n",
|
|
"Global C1 0.8 17.5 13.6 25.0 43.1\n",
|
|
"Global C2 0.0 49.2 29.3 14.8 6.7\n",
|
|
"Global C3 0.0 64.7 23.3 9.6 2.4\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# ============================================================\n",
|
|
"# CROISEMENT — clustering global x clustering par asset type\n",
|
|
"# ============================================================\n",
|
|
"\n",
|
|
"# ── 1. Merge des labels asset dans dfc ────────────────────────────────────\n",
|
|
"dfc_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n",
|
|
"\n",
|
|
"for asset, res in ASSET_RESULTS.items():\n",
|
|
" cluster_col = res[\"cluster_col\"]\n",
|
|
" df_a = res[\"df\"][[ID_COL, cluster_col]].copy()\n",
|
|
" dfc_cross = dfc_cross.merge(df_a, on=ID_COL, how=\"left\")\n",
|
|
"\n",
|
|
"print(\"Colonnes disponibles :\", dfc_cross.columns.tolist())\n",
|
|
"print(\"Shape :\", dfc_cross.shape)\n",
|
|
"\n",
|
|
"# ── 2. Tables de contingence global x asset ───────────────────────────────\n",
|
|
"fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n",
|
|
"axes = axes.flatten()\n",
|
|
"\n",
|
|
"for i, (asset, res) in enumerate(ASSET_RESULTS.items()):\n",
|
|
" cluster_col = res[\"cluster_col\"]\n",
|
|
"\n",
|
|
" if cluster_col not in dfc_cross.columns:\n",
|
|
" continue\n",
|
|
"\n",
|
|
" # Table de contingence normalisée par ligne (% par cluster global)\n",
|
|
" ct = pd.crosstab(\n",
|
|
" dfc_cross[\"cluster_k4\"],\n",
|
|
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
|
" normalize=\"index\"\n",
|
|
" ).round(3) * 100\n",
|
|
"\n",
|
|
" # Renommer les colonnes\n",
|
|
" col_names = {\n",
|
|
" c: f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
|
" for c in ct.columns\n",
|
|
" }\n",
|
|
" ct = ct.rename(columns=col_names)\n",
|
|
" ct.index = [f\"Global C{i}\" for i in ct.index]\n",
|
|
"\n",
|
|
" sns.heatmap(\n",
|
|
" ct,\n",
|
|
" cmap=\"Blues\",\n",
|
|
" annot=True,\n",
|
|
" fmt=\".1f\",\n",
|
|
" ax=axes[i],\n",
|
|
" cbar_kws={\"label\": \"%\"},\n",
|
|
" vmin=0,\n",
|
|
" vmax=100,\n",
|
|
" )\n",
|
|
" axes[i].set_title(f\"Global x {asset} (% par cluster global)\")\n",
|
|
" axes[i].set_xlabel(f\"Cluster {asset}\")\n",
|
|
" axes[i].set_ylabel(\"Cluster Global\")\n",
|
|
"\n",
|
|
"plt.suptitle(\"Croisement Clustering Global x Clustering par Asset Type\",\n",
|
|
" fontsize=14, y=1.02)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# ── 3. Tables de contingence détaillées ───────────────────────────────────\n",
|
|
"for asset, res in ASSET_RESULTS.items():\n",
|
|
" cluster_col = res[\"cluster_col\"]\n",
|
|
" if cluster_col not in dfc_cross.columns:\n",
|
|
" continue\n",
|
|
"\n",
|
|
" print(f\"\\n{'='*60}\")\n",
|
|
" print(f\"Global x {asset}\")\n",
|
|
" print(f\"{'='*60}\")\n",
|
|
"\n",
|
|
" # % par cluster global\n",
|
|
" ct_row = pd.crosstab(\n",
|
|
" dfc_cross[\"cluster_k4\"],\n",
|
|
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
|
" normalize=\"index\"\n",
|
|
" ).round(3) * 100\n",
|
|
" ct_row.index = [f\"Global C{i}\" for i in ct_row.index]\n",
|
|
" ct_row.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
|
" for c in ct_row.columns]\n",
|
|
" print(\"\\n% par cluster global (chaque ligne somme à 100%) :\")\n",
|
|
" print(ct_row.to_string())\n",
|
|
"\n",
|
|
" # % par cluster asset\n",
|
|
" ct_col = pd.crosstab(\n",
|
|
" dfc_cross[\"cluster_k4\"],\n",
|
|
" dfc_cross[cluster_col].fillna(-1).astype(int),\n",
|
|
" normalize=\"columns\"\n",
|
|
" ).round(3) * 100\n",
|
|
" ct_col.index = [f\"Global C{i}\" for i in ct_col.index]\n",
|
|
" ct_col.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n",
|
|
" for c in ct_col.columns]\n",
|
|
" print(\"\\n% par cluster asset (chaque colonne somme à 100%) :\")\n",
|
|
" print(ct_col.to_string())\n",
|
|
"\n",
|
|
"# ── 4. Indice de Rand Ajusté — mesure de cohérence ────────────────────────\n",
|
|
"from sklearn.metrics import adjusted_rand_score\n",
|
|
"\n",
|
|
"print(\"\\n\" + \"=\"*60)\n",
|
|
"print(\"Adjusted Rand Index — cohérence global x asset\")\n",
|
|
"print(\"=\"*60)\n",
|
|
"print(\"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\\n\")\n",
|
|
"\n",
|
|
"for asset, res in ASSET_RESULTS.items():\n",
|
|
" cluster_col = res[\"cluster_col\"]\n",
|
|
" if cluster_col not in dfc_cross.columns:\n",
|
|
" continue\n",
|
|
"\n",
|
|
" # Garder seulement les comptes présents dans les deux clusterings\n",
|
|
" mask = dfc_cross[cluster_col].notna()\n",
|
|
" labels_global = dfc_cross.loc[mask, \"cluster_k4\"].values\n",
|
|
" labels_asset = dfc_cross.loc[mask, cluster_col].values\n",
|
|
"\n",
|
|
" ari = adjusted_rand_score(labels_global, labels_asset)\n",
|
|
" n_common = mask.sum()\n",
|
|
" print(f\" {asset:20s} : ARI={ari:.4f} (n={n_common} comptes communs)\")\n",
|
|
"\n",
|
|
"# ── 5. Profil des comptes présents dans plusieurs asset types ─────────────\n",
|
|
"print(\"\\n\" + \"=\"*60)\n",
|
|
"print(\"Exposition multi-asset par cluster global\")\n",
|
|
"print(\"=\"*60)\n",
|
|
"\n",
|
|
"# Compter le nombre d'asset types par compte\n",
|
|
"asset_cols = [res[\"cluster_col\"] for res in ASSET_RESULTS.values()\n",
|
|
" if res[\"cluster_col\"] in dfc_cross.columns]\n",
|
|
"dfc_cross[\"n_asset_types\"] = dfc_cross[asset_cols].notna().sum(axis=1)\n",
|
|
"\n",
|
|
"print(\"\\nNombre moyen d'asset types par cluster global :\")\n",
|
|
"print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n",
|
|
"\n",
|
|
"print(\"\\nDistribution du nombre d'asset types par cluster global :\")\n",
|
|
"ct_multi = pd.crosstab(\n",
|
|
" dfc_cross[\"cluster_k4\"],\n",
|
|
" dfc_cross[\"n_asset_types\"],\n",
|
|
" normalize=\"index\"\n",
|
|
").round(3) * 100\n",
|
|
"ct_multi.index = [f\"Global C{i}\" for i in ct_multi.index]\n",
|
|
"ct_multi.columns = [f\"{c} asset(s)\" for c in ct_multi.columns]\n",
|
|
"print(ct_multi.to_string())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 208,
|
|
"id": "268e0cda-9040-44a9-8f5c-210ad00dae39",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"=== Fonds disponibles (top 20 par AUM) ===\n",
|
|
"Product - Fund\n",
|
|
"Carmignac Patrimoine 1.838372e+12\n",
|
|
"Carmignac Sécurité 1.053010e+12\n",
|
|
"Carmignac Investissement 5.300035e+11\n",
|
|
"Carmignac Portfolio Sécurité 2.562135e+11\n",
|
|
"Carmignac Portfolio Flexible Bond 2.223185e+11\n",
|
|
"Carmignac Portfolio Patrimoine 2.035761e+11\n",
|
|
"Carmignac Emergents 1.218833e+11\n",
|
|
"Carmignac Portfolio Global Bond 1.119945e+11\n",
|
|
"Carmignac Portfolio Credit 8.413277e+10\n",
|
|
"Carmignac Court Terme 8.224046e+10\n",
|
|
"Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n",
|
|
"Carmignac Portfolio Grande Europe 6.404670e+10\n",
|
|
"Carmignac Portfolio Long-Short European Equities 6.162365e+10\n",
|
|
"Carmignac Portfolio Climate Transition 5.125412e+10\n",
|
|
"Carmignac Absolute Return Europe 4.100414e+10\n",
|
|
"Carmignac Credit 2027 3.937522e+10\n",
|
|
"Carmignac Portfolio Patrimoine Europe 3.880186e+10\n",
|
|
"Carmignac Portfolio Investissement 3.643094e+10\n",
|
|
"Carmignac Investissement Latitude 3.474053e+10\n",
|
|
"Carmignac Portfolio Emergents 2.942745e+10\n",
|
|
"\n",
|
|
"Fonds retenus (15) :\n",
|
|
" Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n",
|
|
" Carmignac Sécurité : 2827 clients, AUM=1053009711661\n",
|
|
" Carmignac Investissement : 4984 clients, AUM=530003536916\n",
|
|
" Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n",
|
|
" Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n",
|
|
" Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n",
|
|
" Carmignac Emergents : 4233 clients, AUM=121883253216\n",
|
|
" Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n",
|
|
" Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n",
|
|
" Carmignac Court Terme : 1333 clients, AUM=82240456223\n",
|
|
" Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n",
|
|
" Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n",
|
|
" Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n",
|
|
" Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n",
|
|
" Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n",
|
|
"\n",
|
|
"df_month_fund shape: (3873987, 19)\n",
|
|
"df_client_fund shape: (20740, 23)\n",
|
|
"\n",
|
|
"Comptes par fund :\n",
|
|
"Product - Fund\n",
|
|
"Carmignac Patrimoine 3155\n",
|
|
"Carmignac Investissement 2194\n",
|
|
"Carmignac Emergents 1781\n",
|
|
"Carmignac Portfolio Global Bond 1718\n",
|
|
"Carmignac Sécurité 1624\n",
|
|
"Carmignac Portfolio Grande Europe 1388\n",
|
|
"Carmignac Portfolio Climate Transition 1280\n",
|
|
"Carmignac Portfolio Sécurité 1163\n",
|
|
"Carmignac Portfolio Patrimoine 1145\n",
|
|
"Carmignac Portfolio Emerging Patrimoine 1137\n",
|
|
"Carmignac Portfolio Flexible Bond 1089\n",
|
|
"Carmignac Portfolio Credit 1018\n",
|
|
"Carmignac Absolute Return Europe 914\n",
|
|
"Carmignac Portfolio Long-Short European Equities 607\n",
|
|
"Carmignac Court Terme 527\n",
|
|
"Name: Registrar Account - ID, dtype: int64\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Patrimoine\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.5061 0.8297 656\n",
|
|
" 3 0.4952 0.8445 571\n",
|
|
" 4 0.3581 1.2279 337\n",
|
|
" 5 0.3858 1.1136 276\n",
|
|
" 6 0.3209 1.1835 271\n",
|
|
"→ K retenu : 2 (silhouette=0.5061)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_patrimoine \n",
|
|
"0 2499 79.2\n",
|
|
"1 656 20.8\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Patrimoine:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_patrimoine \n",
|
|
"0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n",
|
|
"1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Sécurité\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.5716 0.8488 309\n",
|
|
" 3 0.5540 0.8263 192\n",
|
|
" 4 0.4157 0.9818 96\n",
|
|
" 5 0.3493 1.1866 84\n",
|
|
" 6 0.2712 1.1710 81\n",
|
|
"→ K retenu : 2 (silhouette=0.5716)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_sécurité \n",
|
|
"0 309 19.0\n",
|
|
"1 1315 81.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1400x400 with 2 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Sécurité:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_sécurité \n",
|
|
"0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n",
|
|
"1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Investissement\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.4310 1.0214 381\n",
|
|
" 3 0.4221 0.9168 363\n",
|
|
" 4 0.2891 1.2951 314\n",
|
|
" 5 0.3039 1.2235 216\n",
|
|
" 6 0.2898 1.2247 209\n",
|
|
"→ K retenu : 2 (silhouette=0.4310)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_investissement \n",
|
|
"0 381 17.4\n",
|
|
"1 1813 82.6\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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RTn6eMZRMV1cXAHD8+HFIJJI8jy23cvtazvxcJycnIyYmBrVr1wYA3L17N8v2Oc1HZWZmBhsbG+n9jDrq16+PsmXLZimPiIjIMaazZ88CQK5eV1/HZWdnh48fP0qfD0D2XOPj4xETEwN7e3tEREQgPj4ewJeeXJ8+fYKrq6vMiAIAPzS3VUYPvwx16tSRGfJcv359lChRAkFBQdKy2NhYXLhwQdq7DVDe61JXVxdJSUlZhod+vc2jR48QHh6e7eOKvH917dpV5nm3srKCIAjS4bDAl7kla9WqJfOaCg4Oho6ODho2bCjzPNWsWRNaWlpZhoKamZnBzs5Oet/AwACVK1f+5uv0ez5+/Ag9Pb0cH3///j0AoHLlyjluU7JkSQQEBMh1q1atWo71PHnyBDNnzoSNjQ06deqU7TZ6enpZhpITEREVRrkaUmpvbw/gy4emMmXKfHMIBhER5V7GYjSfPn3K92PZ29ujVatW8PHxwfr162Fvb48WLVqgffv2Webc+dqLFy8gCAKWLl2KpUuXZrtNdHQ0jI2NpffLly8vV1wDBw7EhQsX0K1bN5iYmKBhw4b4888/pUPNsvP69WsAQMWKFWXK9fX1c/yimTn5AvwvMRAXFycte/ToEZYsWYKLFy/KJEwASBMjecnY2DjLc//8+XM8efJEOp/e16KjowF8mYh8586dmDJlChYuXIgGDRrgjz/+QOvWrb/5//rjx4+5Trhm0NPTy/G1kvm1nPHcfsvHjx/h4+ODoKAg6TllyO65zun1VKZMGZn7GYnl0qVLZxtf5vb+2uvXryEWi7Mcy8TEJMd9cnpdxcbGSo957do1LF++HDdu3Mgyv1t8fDx0dHTw4sULAMh22J2iihQpkmXqDz09PZm5xNTV1dGyZUv8999/SElJgaamJo4cOYLU1FSZhFt+vy5z0rNnTxw6dAgDBw6EsbExGjZsiDZt2uC3336TbjNixAgMHToUrVq1grm5ORo1aoSOHTtKE0GKvH993a4Zr6vsXm+Zn8/nz58jPj7+u89Thq/rA7K2kSKEr+aVy2zgwIE4ffo0PD09oaOjg9atW2fZpkiRIt+dA+57oqKipEOjly5dmuMPMIIgcMEEIiJSCQotxVWuXDnExcXh1q1biI6OzvJPPPO8FUREJD9tbW2UKlUKjx49UriOnL6oZJ7oP2O7ZcuW4caNGzh58iTOnj2LSZMmISAgANu3b/9mz6SMniouLi5o3Lhxttt8nfz6updOTkxNTREcHIxTp07h7NmzOHLkCLZs2YJhw4ZhxIgRctUhj5y+7Gf8T4uLi4OzszO0tbUxYsQIVKxYEUWKFMHdu3exYMECuXrr5NQWOe2buedT5m3Nzc2zncge+F8iqWjRoti8eTMuXbokfe6CgoKwfft2rFu3Lscvt25ubrh8+fJ3zyU7GzduRL169bJ9LGNuqYcPH8r02MnJqFGjEBoaiv79+6N69erQ0tKCRCLBgAEDsk0W5PR6yuk8v/XlPi9973X14sUL9O3bF1WqVIGHhwfKlCkDDQ0NnD59GuvXr8/X3onyruzbrl07bN++HWfOnEGLFi0QHByMKlWqyPRcyu/XZU4MDQ2xd+9enDt3DmfOnMGZM2ewe/duODo6Shd0qFu3Lo4ePYrjx4/j/Pnz2LVrFzZs2IAZM2agW7duCr1/5dSu30saSiQSGBoayqzGmdnXCdD8WH1ZX1//m4llLS0trF69Gs7OznB3d4e2tjYaNWoks016enqWRWVykl0iPj4+HgMHDkR8fDw2b94sk8z8WlxcHEqUKCHXsYiIiAoyhRJuJ06cgLu7OxITE6GtrS3zhUIkEjHhRkT0A5o2bYrt27cjNDRUZmicvDL31MrcsyijF9jXrK2tYW1tjdGjR+PAgQNwd3dHUFAQunXrlmPCqEKFCgAADQ2NH+71kB0tLS20bdsWbdu2RUpKCtzc3LBy5UoMGjQo20RLRu+TFy9eSGMDgA8fPijcM+Ty5cvSXld169aVln+94iiQc2It4/n/uodW5mGr31OxYkXcv38fDRo0+G6vD7FYjAYNGqBBgwaYOHEiVq5cicWLF+PSpUs5ttOECRO++WX8W741dKxp06bw9/fH/v37v5twi42NRUhICNzc3DB8+HBpeU5DAn+WsmXLQiKR4OXLl6hUqZK0/Pnz5wrXeeLECaSkpGDFihUyvaa+HlqYkfB59OjRN3vU5Ye6deuiZMmSCAoKgq2tLS5evIjBgwdniS+vXpe57c2kqamJZs2aoVmzZpBIJJg+fTq2b9+OoUOHSp8rfX19dOnSBV26dMGnT5/g7OyM5cuXo1u3bvn+/pVZxYoVERISAltb22wT6orI7fNVpUoVHDhwQNp7MjslSpTAunXr0KNHD7i5uWHdunUy/3/evHmD5s2by3W8rxPxycnJGDx4MMLDwxEQEAAzM7Mc942MjERqauo3F4EgIiIqLBQaEzpv3jx06dIFoaGhuHr1Kq5cuSK9KforORERfTFgwABoaWlhypQp0rl1Mnvx4gU2bNiQ4/4ZX9SvXLkiLUtMTMTevXtltouNjc3Su6d69eoAgJSUFABAsWLFAGQddmdoaAh7e3ts374d7969yxKDvD0hsvP13D2ampowNTWFIAg5Dn1s0KAB1NXVsXXrVpnyzZs3KxxHRs+VzM9RSkoKtmzZkmXbYsWKZTvsMbu2SE9Px44dO+SOo02bNoiMjMx2n8+fP0tXfM1uBcGv2zM7tWrVgoODg0K3b80LZWNjg8aNG2Pnzp04duxYlsdTUlKkPZJy6tXzrdf5z5DRy+frNv/3338VrjPjXDO/ruLj4xEYGJjl2MWLF4e/v3+WlXbzulfe18RiMVq3bo2TJ09i//79SEtLkxlOCuTt6zKn95nsfP3+IBaLpSsnZ9T39TbFixdHxYoVpY/n5/vX19q0aYP09HTpqq2ZpaWlKZTszni+5B3Wbm1tDUEQcOfOnW9uZ2xsjHXr1qFYsWIYNGgQHjx4IH1M0Tnc0tPTMWrUKNy4cQNLly797o9IGTEq8mMTERFRQaNQD7fIyEj07t1b+g+fiIjyTsWKFbFgwQKMHj0abdu2RceOHWFubo6UlBSEhoYiODg4y8T6mTVs2BBly5bF5MmT8fTpU6ipqSEwMBAlSpSQ6eW2Z88ebN26FS1atEDFihXx6dMn7NixA9ra2tL5kIoWLQozMzMcOnQIlSpVgr6+PqpWrQpzc3NMmzYNPXv2RPv27eHk5IQKFSrg/fv3uHHjBt6+fYv9+/crdP79+/eHkZERbG1tYWhoiKdPn+Lff/9FkyZNpHNgfc3IyAi9e/fGunXrMHjwYDRu3BgPHjzAmTNnUKJECYXmA7KxsYGenh48PDzQq1cviEQi7Nu3L9tkR82aNREUFARvb29YWlpCS0sLzZo1Q9WqVWFtbY1FixYhNjYWenp6CAoKQlpamtxxdOzYEYcOHcK0adNw6dIl2NraIj09HU+fPkVwcDDWrFkDS0tL+Pr64urVq2jSpAnKlSuH6OhobNmyBaVLl/7m/Hf5af78+XBxccHw4cPRtGlTNGjQAMWKFcPz588RFBSEd+/eYcKECdDW1kbdunWxZs0apKamwtjYGOfPn8+2N+HPVKtWLbRq1QobNmzAx48fUbt2bVy5ckXa806R11XDhg2hoaGBwYMH46+//sKnT5+wc+dOGBoaIioqSrqdtrY2Jk6ciClTpqBr1674888/oauri/v37+Pz58/SZGV+adOmDTZt2oRly5bB3Nw8S4+jvHxdVqxYEbq6uti2bRuKFy8OLS0tWFlZyfRWzTBlyhTExsaifv36MDY2xuvXr/Hvv/+ievXq0hjbtWsHe3t71KxZE/r6+rh9+zYOHz4ss9hFfr1/fc3e3h7du3eHv78/wsLCpO0fHh6O4OBgTJ48Ods5076levXqUFNTw+rVqxEfHw9NTU3Ur18fhoaG2W5fp04d6OvrIyQkJMe55DJUqlQJa9euRa9evdC/f39s3boVFSpUUHgOt7lz5+LEiRNo2rQpPn78iH379sk83rFjR5n7Fy5cQNmyZVGjRo1cH4uIiKigUSjh1qhRI9y+fTvbD0JERPTjmjdvjv3792Pt2rU4fvw4tm7dCk1NTVhYWMDDwwNOTk457quhoQEfHx/MmDEDS5cuRcmSJdGnTx/o6urKzLdkb2+P27dvIygoCO/fv4eOjg6srKywYMECmff3WbNmwcvLC97e3khNTcXw4cNhbm4OMzMzBAYGwsfHB3v27MHHjx9hYGCAGjVqYNiwYQqfe/fu3XHgwAEEBAQgMTERpUuXRq9evTB06NBv7ufu7o6iRYti586dCAkJgbW1NdauXYuePXt+dxGI7JQoUQIrV67EvHnzsGTJEujq6qJDhw5o0KAB+vfvL7Ntz549ERYWht27d2P9+vUoV64cmjVrBgBYsGABPD09sWrVKujq6qJr166oV68e+vXrJ1ccYrEYvr6+WL9+Pfbt24ejR4+iWLFiKF++PHr16iVdWbBZs2Z49eoVAgMD8eHDB5QoUQL29vZwc3PLcRhZfjMwMMC2bduwZcsWBAUFYfHixUhNTZU+P71795Zuu3DhQnh5eWHLli0QBAENGzbE6tWrc5xj62eZN28ejIyMcPDgQRw9ehQODg5YvHgxWrdurdDrqkqVKli2bBmWLFkirbtHjx4wMDDApEmTZLbt1q0bDA0NsWrVKvj5+UFdXR1VqlRB37598+jscmZra4syZcrgzZs3WXq3AXn7utTQ0MDcuXOxaNEiTJ8+HWlpafD29s72c2aHDh2wY8cObNmyBXFxcShZsiTatGkDNzc3aa/UXr164cSJEzh//jxSUlJQtmxZjBo1Sua6za/3r+zMnDkTtWrVwrZt27B48WKoqamhXLly6NChA2xtbXNdX8mSJTFjxgz4+/tj8uTJSE9Px8aNG3NMuGlqaqJ9+/YIDg7GmDFjvlt/9erVsXLlSvTv3x99+/bFli1bvjnn2rfcv38fAHDy5EmcPHkyy+OZE24SiQSHDx/OsiIsERFRYSUSFBiXsHPnTvj5+aFz584wNzeHurps3k7eOR6IiIjyU1xcHOrWrYtRo0ZhyJAhyg6HVERYWBgcHR3xzz//oEOHDsoOh+i7IiIi0KZNG6xevfq7vdyU5dixYxg7diyOHj2KUqVKKTscIiKiH6ZQD7epU6cCAHx9fbM8JhKJEBYW9mNRERER5dLnz5+zTEqeMQeYvb29MkIiFZDT60osFssspkFUkFWoUAFdunTBqlWrCmzCbfXq1fj777+ZbCMiIpWhUA83IiKigmb37t3Ys2cPfvvtN2hpaeH69ev477//0KhRI6xdu1bZ4VEh5ePjgzt37qB+/fpQU1PDmTNncObMGXTv3h0zZ85UdnhEREREVEAp1MMts+TkZBQpUiQvYiEiIlKYhYUF1NTUsGbNGnz69AmGhobo3bs3Ro0apezQqBCzsbHB+fPn4efnh8TERJQpUwZubm4YPHiwskMjIiIiogJMoR5u6enpWLlyJbZt24bo6GgcPnwYFSpUwJIlS1CuXDl069YtP2IlIiIiIiIiIiIq8MSK7LRixQrs2bMH48aNg4aGhrTc3Nwcu3btyrPgiIiIiIiIiIiIChuFEm779u2Dl5cXOnToIF2CHfgynOfp06d5FhwREREREREREVFho1DCLTIyEhUrVsxSLggC0tLSfjgoIiIiIiIiIiKiwkqhRRPMzMxw9epVlCtXTqY8ODgY1atXz5PAfsRgUSVlh0BERERUKKyzbqbsECgfuNw4oewQKB/welVNvF5V00ohXNkhFAjy5mdU8flSKOE2dOhQeHh4IDIyEoIg4MiRI3j27Bn27t0Lf3//vI6RiIiIiIiIiIgKGTWRsiNQHoWGlLZo0QIrV65ESEgIihUrhmXLluHJkydYuXIlGjZsmNcxEhERERERERFRIaMmEsl1U0UK9XADADs7OwQEBORlLEREREREREREpCI0xaqZTJOHwgm3DJ8+fYIgCDJl2traP1otEREREREREREVYr/ykFKFEm4RERHw8vLC5cuXkZycLC0XBAEikQhhYWF5FiARERERERERERU+qjpcVB4KJdzGjRsHAJgzZw4MDQ0h+oWfQCIiIiIiIiIiyopDSnPpwYMHCAwMRJUqVfI6HiIiIiIiIiIiUgEKrdQph82bN2Pt2rWIiopCtWrVMHXqVFhZWeW4fVxcHBYvXoyjR4/i48ePKFeuHCZNmoQmTZrkU4QKJtxq1aqFt2/fMuFGRERERERERETZyo8hpUFBQfD29saMGTNQu3ZtbNiwAf3790dwcDAMDQ2zbJ+SkoJ+/frB0NAQS5cuhbGxMV6/fg1dXd08jy0zhRJus2fPxrRp0xAZGYmqVatCXV22mmrVquVJcEREREREREREVDjlx6IJAQEBcHJyQpcuXQAAM2bMwKlTpxAYGAhXV9cs2wcGBiI2Nhbbtm2DhoYGAKB8+fJ5H9hXFEq4xcTE4MWLF5g4caK0TCQScdEEIiIiIiIiIiICIP8cbikpKUhJSZHdV1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhotnWfOHEC1tbWmDlzJo4fPw4DAwP8+eefGDhwINTU1HJ5RvJTKOE2adIk1KhRA4sWLeKiCURERERERERElIW8Q0r9/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOn2dYdERGBixcvon379li1ahVevHiBGTNmIC0tDcOHD8/F2eSOQgm3169fY8WKFTAxMcnreIiIiIiIiIiISAXIO6TUddAg9OvXT6bs695tihIEAYaGhvDy8oKamhpq1aqFyMhIrF27tuAl3OrXr4/79+8z4UZERERERERERNmSd0hpdsNHs1OiRAmoqakhOjpapjw6OhpGRkbZ7lOyZEmoq6vLDB+tUqUKoqKikJKSkmeJva8plHBr2rQpvL298fDhQ5ibm2dZNKF58+Z5EhwRERERERERERVOeb1ogqamJmrWrImQkBC0aNECACCRSBASEgJnZ+ds97G1tcV///0HiUQCsVgMAAgPD0fJkiXzLdkGKJhwmzZtGgDA19c3y2NcNIGIiIiIiIiIiOSdwy03+vXrhwkTJqBWrVqwsrLChg0bkJSUhM6dOwMAxo8fD2NjY4wdOxYA0KNHD/z777+YPXs2nJ2d8fz5c/j7+6NXr155HltmCiXc7t+/n9dxEBERERERERGRCpF3SGlutG3bFjExMVi2bBmioqJQvXp1rFmzRjqk9M2bN9KebABQpkwZrF27Ft7e3ujQoQOMjY3Ru3dvDBw4MM9jy0yhhFtmycnJKFKkSF7EQkREREREREREKiKvh5RmcHZ2znEI6aZNm7KU2djYYMeOHfkTTA7E398kq/T0dPj6+qJx48awsbFBREQEAGDJkiXYuXNnngZIRERERERERESFj5pIJNdNFSmUcFuxYgX27NmDcePGQUNDQ1pubm6OXbt25VlwRERERERERERUOGmKRXLdVJFCQ0r37dsHLy8vNGjQQLqAAgBYWFjg6dOnuaorKioKN2/exPv37wEARkZGqF27NkqWLKlIaEREREREREREVACIVbT3mjwUSrhFRkaiYsWKWcoFQUBaWppcdSQmJsLT0xNBQUEQiUTQ09MDAMTGxkIQBLRr1w4zZ85EsWLFFAmRiIiIiIiIiIiUSJRfk7gVAgoNKTUzM8PVq1ezlAcHB6N69epy1TF79mzcvn0b/v7+uHXrFi5cuIALFy7g1q1bWLVqFW7duoXZs2crEh4RERERERERESmZWE0k100VKdTDbejQofDw8EBkZCQEQcCRI0fw7Nkz7N27F/7+/nLVceTIEfj7+8PW1lamXE1NDY0aNcKcOXMwePBgzJo1S5EQiYiIiIiIiIhIicSaasoOQWkU6uHWokULrFy5EiEhIShWrBiWLVuGJ0+eYOXKlWjYsKFcdUgkEpkFF76moaEBiUSiSHhERERERERERKRk7OGmADs7OwQEBCh84N9//x2enp6YPXs2atSoIfPYvXv3MH36dDRt2lTh+omIiIiIiIiISHlEYoX6eakEhRJub968gUgkQunSpQEAt27dwoEDB2BmZobu3bvLVYenpyfGjh2Lzp07Q09PDwYGBgCAmJgYxMXFoVGjRvD09FQkPCIiIiIiIiIiUjI1TSbccmXs2LFwcnKCo6MjoqKi0LdvX5ibm+PAgQOIiorC8OHDv1uHnp4e1qxZgydPnuDGjRt4//49AMDIyAjW1tYwNTVVJDQiIiIiIiIiIioARGpMuOXKo0ePYGVlBQA4dOgQzM3NsW3bNpw7dw7Tpk2TK+GWwdTUlMk1IiIiIiIiIiIVo6rzs8lDoYRbWloaNDU1AQAXLlxAs2bNAABVqlRBVFRU3kVHRERERERERESFkpoGVynNFTMzM2zbtg1Xr17FhQsX8NtvvwEA3r17B319/byMj4iIiIiIiIiICiGRmkiumypSKOHm7u6O7du3o1evXmjXrh2qVasGADhx4oR0qCkREREREREREf26fuWEm0JDSuvVq4eLFy8iISEBenp60nInJycUK1ZM7nrS09Nx/fp1WFhYQFdXV5FQiIiIiIiIiIioABL/wosmKHTmnz9/RkpKijTZ9urVK6xfvx7Pnj2DoaGh3PWoqanBxcUFsbGxioRBREREREREREQFlJqGWK6bKlLorIYOHYq9e/cCAOLi4uDk5ISAgAAMGzYMW7ZsyVVdVatWxcuXLxUJg4iIiIiIiIiICiiRmliumypS6Kzu3r0LOzs7AMDhw4dhaGiIkydPYt68edi0aVOu6ho1ahTmzZuHkydP4t27d0hISJC5ERERERERERFR4SNWE8l1U0UKzeH2+fNnFC9eHABw7tw5tGzZEmKxGNbW1nj9+nWu6nJ1dQUADBkyBCLR/55kQRAgEokQFhamSIhERERERERERKREYk21fKl38+bNWLt2LaKiolCtWjVMnTpVrkU8Dx48iDFjxqB58+bw8/PLl9gyKJRwq1ixIo4dO4Y//vgD586dQ9++fQEA0dHR0NbWzlVdGzduVCQEIiIiIiIiIiIqwPKj91pQUBC8vb0xY8YM1K5dGxs2bED//v0RHBz8zXUFXr58iXnz5klHbOY3hRJuw4YNg7u7O7y9vdGgQQPY2NgAAM6fP4/q1avnqi57e3tFQiAiIiIiIiIiogJMJM77hFtAQACcnJzQpUsXAMCMGTNw6tQpBAYGSkdRfi09PR3u7u5wc3PDtWvXEBcXl+dxfU2hhFvr1q1Rp04dade9DA0aNECLFi1yXd/Vq1exbds2vHz5EkuXLoWxsTH27t2L8uXL/7TMIxERERERERER5R01OYeUpqSkICUlRaZMU1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhojvX7+vrC0NAQ3bp1w7Vr13JxBopTeCmIkiVLokaNGhCL/1eFlZUVTE1Nc1XP4cOH0b9/fxQtWhR3796VPsEJCQnw9/dXNDwiIiIiIiIiIlIieVcp9ff3R506dWRu2eWEPnz4gPT09CxDRw0NDfH+/ftsY7h69Sp27doFLy+vfDnHnMjdw2348OGYO3cutLW1MXz48G9u6+PjI3cAK1aswIwZM+Do6IiDBw9Ky21tbbFixQq56yEiIiIiIiIiooJDJJavn9egQYPQr18/mbKve7cpIiEhAePHj4eXlxcMDAx+uL7ckDvhpqOjI/1bW1tbZkXRH/Hs2bNsh43q6Oj8lDG1RERERERERESU99Q05Us7ZTd8NDslSpSAmpoaoqOjZcqjo6NhZGSUZfuIiAi8evUKQ4YMkZZJJBIAQI0aNRAcHIyKFSvKFWNuyZ1w8/b2lv49d+7cPAvAyMgIL168QPny5WXKr127hgoVKuTZcQqLJkN7oeW4QdAtXRIvb4Zhu9s0hF+5meP2xfR00XG2O2w6t4aWgR5inr/CzlEzcefQKQDA7GfnYFipfJb9TvluxLbhnvl1GvQVtqtqYruqJraramK7qq5pQxzh0uk36Oto4cLNx3CbsxGPX7z75j5lS+pjzshuaNXQElpFNfEk4h0GTF+H6/fCAQApoeuy3c9j8Q4s2hic16dAmfBaVW28XlULr1eSh0hN4ZnMsqWpqYmaNWsiJCREuoaARCJBSEgInJ2ds2xfpUoVHDhwQKZsyZIl+PTpEyZPnozSpUvnaXyZKbRoQu/eveHj4wNdXV2Z8oSEBAwdOhQbN26Uuy4nJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKrTpOf6LroinYMngKwi+FotkoF7gd3ojpFs0QHxWdZXs1DQ2MPLoJ8e+isarrEHx8FQkDk3JI/Pi/noHedTtArPa/SQrL1jLHqGObcX1n0E85J2K7qiq2q2piu6omtqvqcu/bBsN6tEB/zzUIf/Ue04d2wn++Y1G7y2Qkp6Rlu4++jhZOrZ+E01fuo/3wxXj/IR5mFY3xMe6TdJsKLUbJ7NOqoRVWTeuLPcd/ziTLvypeq6qN16tq4fVK8pJ3SGlu9OvXDxMmTECtWrVgZWWFDRs2ICkpCZ07dwYAjB8/HsbGxhg7diyKFCkCc3Nzmf0zcllfl+c1hRJuly9fRmpqapby5OTkXK/24OrqColEgr59+yIpKQnOzs7Q1NSEi4sLevXqpUh4hVaLMQNwfvU2hKzfCQDYMngyLNs1g4OLEw7PyzqfnYOLE4ob6GO+QxdI0r78k4p+/lJmm4T3MTL3W3kMwbvH4Xh4+mI+nQV9je2qmtiuqontqprYrqrLrecf8F59AAdO3QAA9Ju6Bi+PLUHHprbYcfhytvuM69cWL9/GYOD0//WKCX8tO8lyZLTstCYdfrfGqSv38exVVN6eAMngtaraeL2qFl6vJC+RmnyrlOZG27ZtERMTg2XLliEqKgrVq1fHmjVrpENK37x5I7PAp7LkKuF2//596d+PHz9GVNT/3sQkEgnOnj0LY2PjXAUgEokwZMgQ9O/fHy9evEBiYiJMTU1RvHjxXNVT2KlpaKBinVoI9vaTlgmCgLBj51GlgW22+9Tu0AJPQ66jh+9M1O74B+KjYnBlyz4cnrcSwv+PSf76GPWcHXFs0Zp8Ow+SxXZVTWxX1cR2VU1sV9VVuVxJlCmpjxOX7knL4hKScPnOU9SzMs3xC/yfTaxx5MIdbJ0/BI3rWOD1uw9YueMk1u05k+32pQx00aaRFfp7rs2X86AveK2qNl6vqoXXK+WGmoZC/by+y9nZOdshpACwadOmb+6bl9OkfUuuztzR0REikQgikQh9+vTJ8njRokUxZcqUXAUwceJETJ48Gdra2jAzM5OWJyYmwsvLS2buOFWmbVQCaurqiIuU/cUmPjIKpauZZruPUZWKsGjmgMub98KnbT+UNKuEHn5eUNPQwMGZS7Nsb+3YEsX0dRGyfle+nANlxXZVTWxX1cR2VU1sV9VlbPRlOEhkjGzvlnfRcShtqJfjfpXLlcSgbk2x9N/DmLf2IOrUrIzF43siNS0Nmw5cyLJ9r/YOiE/8jD0nODwtP/FaVW28XlULr1fKjbyew60wyVXC7fjx4xAEAS1atMDOnTtlllTV0NCAoaEh1HLZXXDv3r1wd3eHtra2TPnnz5+xb9++XybhpgiRWIT4d+/xr+tECBIJXly/A/1yxmg5blC2b1oO/bvj7qFTiH3z7YlJSbnYrqqJ7aqa2K6qie1aMPVoUx++U3pL73ccsUShesRiEa7dC8dUn90AgBsPXqCmWTkM7Pp7tl/g+3ZsjK2HLuY4xxQpD6/VgovXK32N1+uviwk3OZUrVw6A7NBSRSUkJEAQBAiCgE+fPqFIkSLSx9LT03HmzBmZhJ6qS3j/AelpadA1ll3GVse4JOLeZj//QOybKKSnpsp0wX0b9gR6ZUpBTUMD6Znm2TOoWA7VWzSEf+fB+XMClC22q2piu6omtqtqYruqjgOnb+DynafS+0X+f4iKsYEu3r6PlZaXMtTFzQcvcqznzfuPCHv6Wqbs/rPX6NS8TpZtG9pUhUXlMvjbY+WPhk/fwWtVtfB6VW28Xik3xPk0pLQwUCjVuGfPHpw6dUp6f/78+bCzs8Nff/2FV69eyVWHnZ0d7O3tIRKJ0KpVK9StW1d6q1+/PiZNmoS///5bkfAKpfTUVLy4dgfVmjtIy0QiEao1d8DTkOvZ7vPk/FWUMqsEkUgkLTM2r4yPryNl3rAAwKFfN8S/i8btgyfy5wQoW2xX1cR2VU1sV9XEdlUdCYmf8STinfR27+lrvIn6iKb1aki30SleFPa1quDSrSc51hNy4zHMTUrLlFWtWBov3mRdVa+fY2NcuxeOWw8j8u5EKFu8VlULr1fVxuuVckOkJpbrpooUOquVK1dKe6SFhoZi8+bNGDduHPT19eUeArpx40asX78egiBg2bJl2LBhg/S2ZcsWnDx5EkOGDFEkvELr2KI1aDSwB+r37oLS1UzRY8VsaBbXwoWALyu/9N2wEI5zxku3P7PiX2gZ6MFp6TSUqloZtdo2RetJQ3Had6NMvSKRCA36dUXIhkBI0tN/6jkR21VVsV1VE9tVNbFdVdfyLUcxccCf+LOJNWqZlUOA1wC8jvqIfSf/94UveKU7hnRvJr2/9N8jqGdZBRNc2sG0Qin81boeBnRpgpXbZb/Y6RQvii5/1M1xcnbKe7xWVRuvV9XC65XkJVYTy3VTRQr17Xv79i1MTEwAAMeOHUOrVq3QvXt32NraolevXnLVYW9vD+DLvHBly5aVyXT/qq7t+A86JQ3QfuZo6JYuiZc3wrC8dR/Ev/syGaVBxXIQJIJ0+w8v32BZqz7otngqpt4KxsdXb3FiaQAOz5PtRl2tRSMYmpTHhXU7fur50BdsV9XEdlVNbFfVxHZVXQvWH0LxYkXgN6UP9HW0cP7GI7Qftkhm/qYqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9dBFmbqdWtWDCMD24Es/63R+ebxWVRuvV9XC65Xk9SsPKRUJgiB8fzNZDRo0wNq1a1GjRg04Ojqib9++cHR0xIsXL9CxY0eEhobKXdeZM2egpaUFOzs7AMDmzZuxY8cOmJmZwdPTE3p6Oa9ak5PBokq53oeIiIjoV7TOutn3N6JCx+UGh2KpIl6vqonXq2paKYQrO4QC4f2ysXJtZzRiYT5H8vMp1G/PwcEBU6ZMweTJkxEeHo4mTZoAAB49eiRdWEFe//zzDz59+gQAePDgAby9vdGkSRO8fPkSc+fOVSQ8IiIiIiIiIiJSMpFYLNdNFSl0VtOmTYO1tTViYmKwbNkylChRAgBw9+5dtGvXLld1vXz5EqampgCAI0eOoFmzZhgzZgw8PT1x5gzH4BMRERERERERFUZiNTW5bqpIocG0urq68PT0zFI+YsSIXNeloaGBz58/AwAuXLgAR0dHAICenh4SEhIUCY+IiIiIiIiIiJRMrPnrzuGmcL+9q1evwt3dHX/99RciIyMBAHv37sXVq1dzVY+trS28vb3h6+uL27dv4/fffwcAhIeHo3Tp0t/emYiIiIiIiIiICiQOKc2lw4cPo3///ihatCju3r2LlJQUAEBCQgL8/f1zVZenpyfU1dVx+PBhTJs2DcbGxgC+LKbQuHFjRcIjIiIiIiIiIiIlE6mJ5bqpIoX69q1YsQIzZsyAo6MjDh48KC23tbXFihUrclVX2bJls03STZo0SZHQiIiIiIiIiIioABBr/LpDShU682fPnsHOzi5LuY6ODuLi4nJV1+vXr7/5eNmyZXNVHxERERERERERKZ9IrJoLIshDoYSbkZERXrx4gfLly8uUX7t2DRUqVMhVXc2aNYNIJMrx8bCwMEVCJCIiIiIiIiIiZWLCLXecnJwwe/ZszJkzByKRCJGRkQgNDcW8efMwdOjQXNW1d+9emfupqakICwtDQEAARo8erUh4RERERERERESkZCINDWWHoDQKJdxcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1yVVe1atWylFlaWqJUqVJYu3YtWrZsqUiIRERERERERESkTOzhljsikQhDhgxB//798eLFCyQmJsLU1BTFixfPs8AqV66M27dv51l9RERERERERET0EzHhljv79u1Dy5YtUaxYMZiZmf1QAAkJCTL3BUHAu3fv4OPjAxMTkx+qm4iIiIiIiIiIlEOknj9DSjdv3oy1a9ciKioK1apVw9SpU2FlZZXttjt27MDevXvx6NEjAEDNmjUxZsyYHLfPKwol3Ly9vTF9+nQ0a9YMHTp0QKNGjaCmpljW0s7OLsuiCYIgoEyZMli0aJFCdRIRERERERERkZLlQw+3oKAgeHt7Y8aMGahduzY2bNiA/v37Izg4GIaGhlm2v3TpEtq1awdbW1toampizZo1cHFxwcGDB2FsbJzn8WVQKOF27tw5nD17Fv/99x9GjRqFokWLonXr1mjfvj1sbW1zVdfGjRtl7ovFYpQoUQImJiZQV1coPCIiIiIiIiIiUjKRWJzndQYEBMDJyQldunQBAMyYMQOnTp1CYGAgXF1ds2y/cOFCmfuzZs3C4cOHERISAkdHxzyPL4NCGS11dXU0bdoUTZs2RVJSEo4ePYr//vsPvXv3RunSpXHs2DG567K3t1ckBCIiIiIiIiIiKsjk7OGWkpKClJQUmTJNTU1oampm2e7u3bsYNGjQ/w4hFsPBwQGhoaFyHSspKQlpaWnQ09OTa3tF/XAXsmLFiqFRo0aIi4vD69ev8eTJk+/uc/z4cbnrb968+Y+ER0RERERERERESiDS0Pz+RgD8/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOnch1rwYIFKFWqFBwcHOTaXlEKJ9wyerYdOHAAISEhKFOmDNq1a4elS5d+d99hw4bJdQyRSISwsDBFQyQiIiIiIiIiImWRc0jpoEGD0K9fP5myr3u35YVVq1YhKCgIGzduRJEiRfK8/swUSriNHj0ap06dQtGiRdGmTRsMHToUNjY2cu9///59RQ5LRERERERERESFhZxDSrMbPpqdEiVKQE1NDdHR0TLl0dHRMDIy+ua+a9euxapVqxAQEIBq1arJFdePUCjhJhaLsWTJkh9anZSIiIiIiIiIiFSXSF0jT+vT1NREzZo1ERISghYtWgAAJBIJQkJC4OzsnON+q1evxsqVK7F27VpYWlrmaUw5UWi5iIULF6JJkyY/lGwLCQlB27ZtkZCQkOWx+Ph4tGvXDleuXFG4fiIiIiIiIiIiUh6RWE2uW27069cPO3bswJ49e/DkyRNMnz4dSUlJ6Ny5MwBg/PjxMiuTrlq1CkuXLsWcOXNQrlw5REVFISoqCp8+fcrTc/2awnO4hYSEICQkBNHR0ZBIJDKPeXt7f3f/DRs2wMnJCdra2lke09HRQffu3bF+/XrUrVtX0RCJiIiIiIiIiEhZcplMk0fbtm0RExODZcuWISoqCtWrV8eaNWukQ0rfvHkDcaa547Zt24bU1FSMGDFCpp7sFmXISwol3Hx8fODr64tatWqhZMmSEIlEua7jwYMHGDduXI6PN2zYEOvWrVMkPCIiIiIiIiIiUjKRRt4OKc3g7Oyc4xDSTZs2ydw/ceJEvsTwPQol3LZt2wZvb284OjoqfOD3799DXT3nw6urqyMmJkbh+omIiIiIiIiISInyoYdbYaHQHG6pqamwtbX9oQMbGxvj0aNHOT7+4MEDlCxZ8oeOQURERERERERESiJWk++mghRKuHXt2hUHDhz4oQM3adIES5cuRXJycpbHPn/+jOXLl6Np06Y/dAwiIiIiIiIiIlIOkVgs100VKTSkNDk5GTt27EBISAgsLCyyDA2dOHHid+sYMmQIjhw5glatWuHvv/9G5cqVAQBPnz7Fli1bkJ6ejsGDBysSHhERERERERERKZta/szhVhgolHB78OABqlWrBgB4+PChzGPyLqBgZGSEbdu2Yfr06Vi0aBEEQZDu36hRI3h6ekpXmCAiIiIiIiIiokJGpJq91+ShUMLt6xUfFFWuXDmsXr0asbGxeP78OQDAxMQEenp6eVI/EREREREREREph8CEm3Lp6enByspK2WEQEREREREREVFeUdEFEeQhd8Jt+PDhmDt3LrS1tTF8+PBvbuvj4/PDgRERERERERERUSGmogsiyEPuhJuOjk62fxMREREREREREX2NQ0rl4O3tne3f33Lt2jVYWlpCU1Mz95EREREREREREVHhJS4QM5kpRb6mGgcOHIjIyMj8PAQRERERERERERVEIrF8NxWUr6lGQRDys3oiIiIiIiIiIiqgOKSUiIiIiIiIiIgoL3GVUiIiIiIiIiIiojzEHm5ERERERERERER5h0NK84lIJMrP6omIiIiIiIiIqKASM+GWL7hoAhERERERERHRL0r86w6sVOjMIyIikJ6ejkqVKsmUh4eHQ11dHeXLlwcAhIaG/nCARERERERERERUCP3CQ0oVOvOJEydmm0y7efMmJk6c+MNBERERERERERFR4SaIxHLdcmvz5s1o1qwZLC0t0a1bN9y6deub2x86dAitW7eGpaUl2rdvj9OnTyt6SnJTKOF279492NraZim3trZGWFjYDwdFRERERERERESFnFhNvlsuBAUFwdvbG8OGDcOePXtQrVo19O/fH9HR0dluf/36dYwdOxZdu3bF3r170bx5cwwbNgwPHz7MizPMkUIJN5FIhE+fPmUpj4+PR3p6+g8HRUREREREREREhZxILN8tFwICAuDk5IQuXbrAzMwMM2bMQNGiRREYGJjt9hs3bkTjxo0xYMAAmJqaYtSoUahRowb+/fffvDjDHCmUcKtbty78/f1lkmvp6elYtWoV6tSpk2fBERERERERERFR4STvkNKUlBQkJCTI3FJSUrLUl5KSgrt378LBwUFaJhaL4eDgkOM6Ajdu3ECDBg1kyho1aoQbN27k6bl+TaFFE9zd3fH333+jdevWsLOzAwBcvXoVCQkJ2LBhQ54GqIh11s2UHQIRERFRoeBy44SyQ6B8wM/DqonXq2ri9aqaVio7gAJCkHO4qL+/P3x8fGTKhg8fDjc3N5myDx8+ID09HYaGhjLlhoaGePr0abZ1v3//HkZGRlm2f//+vVyxKUqhhJuZmRn279+PzZs34/79+yhatCg6duwIZ2dn6Ovr53GIRERERERERERU2AiCfNsNGjQI/fr1kynT1NTMh4h+HoUSbgBgbGyMMWPG5GUsRERERERERESkIiRyZtw0NTXlSrCVKFECampqWRZIiI6OztKLLYORkVGW3mzf2j6vKDSHW4akpCQ8efIE9+/fl7kREREREREREdGvTZDzJi9NTU3UrFkTISEh0jKJRIKQkBDY2Nhku4+1tTUuXrwoU3bhwgVYW1vn4si5p1APt5iYGEycOBFnzpzJ9vGwsLAfCoqIiIiIiIiIiAq3dElu0mny6devHyZMmIBatWrBysoKGzZsQFJSEjp37gwAGD9+PIyNjTF27FgAQO/evdGrVy+sW7cOTZo0QVBQEO7cuYOZM2fmeWyZKZRwmz17NuLi4rBjxw707t0bPj4+eP/+PVasWAEPD4+8jpGIiIiIiIiIiAqZfMi3oW3btoiJicGyZcsQFRWF6tWrY82aNdIhom/evIFY/L8Bnba2tliwYAGWLFmCRYsWoVKlSvD19YW5uXneB5eJQgm3S5cuwc/PD5aWlhCJRChbtiwaNmwIbW1t+Pv74/fff8/jMImIiIiIiIiIqDDJh3wbAMDZ2RnOzs7ZPrZp06YsZW3atEGbNm3yKZrsKTSHW2JiIgwMDAAAenp6iImJAQCYm5vj3r17eRcdEREREREREREVSukSQa6bKlIo4Va5cmU8e/YMAGBhYYHt27cjMjIS27ZtQ8mSJfM0QCIiIiIiIiIiKnwkct5UkUJDSnv37o2oqCgAwPDhwzFgwAAcOHAAGhoamDt3bp4GSEREREREREREhY+gmp3X5KJQwq1jx47Sv2vVqoWTJ0/i6dOnKFOmjHSoKRERERERERER/bpUdbioPBRKuH2tWLFiqFmzZl5URUREREREREREKkBVh4vKQ6GEW3p6Onbv3o2LFy8iOjoaEonsU7hx48Y8CY6IiIiIiIiIiAonDinNpdmzZ2PPnj1o0qQJqlatCpFIlNdxERERERERERFRIZb+C2fcFEq4HTx4EEuWLEGTJk3yOh4iIiIiIiIiIlIBv/AUbool3DQ0NFCxYsW8joWIiIiIiIiIiFTEL9zBDWJFdnJxccHGjRsh/MrPHBERERERERER5UgCQa6bKlKoh9u1a9dw6dIlnDlzBlWrVoW6umw1Pj4+eRIcEREREREREREVTum/8DKlCiXcdHV18ccff+R1LEREREREREREpCJ+5YGRCiXcvL298zoOIiIiIiIiIiJSIao6XFQeCs3h9jMkJibiypUryg6DiIiIiIiIiIgUkC4R5LqpIoV6uDk6OkIkEmUpF4lE0NTUhImJCTp16oT69esrHNiLFy/Qu3dvhIWFKVwHEREREREREREpx688h5tCPdwaN26MiIgIFCtWDPXq1UO9evWgpaWFFy9ewNLSElFRUejXrx+OHTuW1/ESEREREREREVEhIBEEuW6qSKEebh8+fEC/fv0wbNgwmXI/Pz+8fv0a69atw7Jly+Dn54cWLVpkW4e9vf03j5Genq5IaEREREREREREVACkSn7dLm4KJdwOHTqE3bt3Zylv164dOnfujFmzZqFdu3YICAjIsY6UlBT06NED5ubm2T7+6tUr+Pr6KhIeEREREREREREp2a88pFShhFuRIkUQGhoKExMTmfLQ0FAUKVIEACAIgvTv7FSrVg2lS5dGp06dsn38/v37TLgRERERERERERVSyh4u+vHjR3h5eeHkyZMQi8Vo2bIlJk+ejOLFi+e4/fLly3Hu3Dm8efMGBgYGaNGiBUaOHAkdHZ1cHVuhhJuzszOmTZuGO3fuwNLSEgBw+/Zt7Nq1C4MGDQIAnDt3DtWrV8+xjt9//x3x8fE5Pq6npwdHR0dFwiMiIiIiIiIiIiVLV3LCzd3dHVFRUQgICEBqaiomTZoET09PLFy4MNvt3717h3fv3mHChAkwMzPDq1evMH36dLx79w7Lli3L1bFFgqDY2e/fvx+bN2/Gs2fPAACVK1eGs7Mz2rdvDwD4/PkzRCLRN3u55RdNG5effkwiIiKiwsjlxgllh0D5YJ11M2WHQPmA16tq4vWqmlJC1yk7hALh8IN3cm3XyqJUnh/7yZMnaNu2LXbt2iXtLHbmzBm4urri9OnTMDY2lqueQ4cOYdy4cbhx4wbU1eXvt6ZQDzcA6NChAzp06JDj40WLFlW0aiIiIiIiIiIiKuSUOaQ0NDQUurq60mQbADg4OEAsFuPWrVv4448/5KonISEB2trauUq2AT+QcCMiIiIiIiIiIspJupz5tpSUFKSkpMiUaWpqQlNTU+Fjv3//HgYGBjJl6urq0NPTQ1RUlFx1xMTEwM/PD927d8/18eVOuNnb2yM4OBgGBgaoW7cuRCJRjttevnw514EQEREREREREZHqSJVzmVJ/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzIHCQkJGDRoEExNTTF8+PBc7y93wm3ixInQ1tYGAEyaNCnXByIiIiIiIiIiol+HvENKBw0ahH79+smU5dS7zcXFBZ06dfpmfRUqVICRkRFiYmJkytPS0hAbG4uSJUt+c/+EhAQMGDAAxYsXh6+vLzQ0NOQ4C1lyJ9wyn8z3Tkxe6enpuH79OiwsLKCrq5sndRIRERERERERkfLJO6Q0N8NHDQwMsgwVzY6NjQ3i4uJw584d1KpVCwBw8eJFSCQSWFlZ5bhfQkIC+vfvD01NTaxYsULhxUDFCu31/6Kjo/Hw4UPcv39f5iYvNTU1uLi4IDY29kfCICIiIiIiIiKiAiYtXSLXLT+YmpqicePGmDp1Km7duoVr167By8sL7dq1k65QGhkZidatW+PWrVsAviTbXFxckJiYiNmzZyMhIQFRUVGIiopCenp6ro6v0KIJd+7cgYeHB548eQLhq+6BIpEIYWFhctdVtWpVvHz5EhUqVFAkFCIiIiIiIiIiKoDk7eGWXxYsWAAvLy/06dMHYrEYLVu2xJQpU6SPp6am4tmzZ0hKSgIA3L17Fzdv3gSALKuYHj9+HOXLl5f72Aol3CZNmoRKlSph9uzZMDQ0/OYCCt8zatQozJs3DyNHjkTNmjWhpaUl83jGvHFERERERERERFR4yDuHW37R19fHwoULc3y8fPnyePDggfR+vXr1ZO7/CIUSbhEREVi+fDlMTEx+OABXV1cAwJAhQ2QSd4Ig5Lq3HBERERERERERFQzyrlKqihRKuDVo0AD379/Pk4Tbxo0bf7gOIiIiIiIiIiIqWJQ9pFSZFEq4zZo1Cx4eHnj06BGqVq0KdXXZapo3by53Xfb29oqEQEREREREREREBZiyh5Qqk0IJtxs3buD69es4c+ZMlscUGQZ69epVbNu2DS9fvsTSpUthbGyMvXv3onz58rCzs1MkRCIiIiIiIiIiUqJ0JtxyZ9asWejQoQOGDh0KIyOjHwrg8OHDGD9+PNq3b4+7d+8iJSUFwJelWP39/ZlwIyIiIiIiIiIqhFLSft053MSK7PThwwf07dv3h5NtALBixQrMmDEDs2bNkhmaamtri3v37v1w/URERERERERE9POlSwS5bqpIoYRby5YtcenSpTwJ4NmzZ9n2YtPR0UFcXFyeHIOIiIiIiIiIiH6uXznhptCQ0kqVKmHhwoW4du0azM3Nsyya0Lt3b7nrMjIywosXL1C+fHmZ8mvXrqFChQqKhEdEREREREREREr2Kw8pVSjhtnPnTmhpaeHy5cu4fPmyzGMikShXCTcnJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKvWlDHOHS6Tfo62jhws3HcJuzEY9fvPvmPmVL6mPOyG5o1dASWkU18STiHQZMX4fr98IBACmh67Ldz2PxDizaGJzXp0DZYLuqJraramK7qia2q2ppMrQXWo4bBN3SJfHyZhi2u01D+JWbOW5fTE8XHWe7w6Zza2gZ6CHm+SvsHDUTdw6dAgDMfnYOhpXKZ9nvlO9GbBvumV+nQTng9apaeL2qNl6v9C2q2ntNHrlOuAmCgE2bNsHQ0BBFixb94QBcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1+uP7Cxr1vGwzr0QL9Pdcg/NV7TB/aCf/5jkXtLpORnJKW7T76Olo4tX4STl+5j/bDF+P9h3iYVTTGx7hP0m0qtBgls0+rhlZYNa0v9hy/lp+nQ/+P7aqa2K6qie2qmtiuqqWO05/oumgKtgyegvBLoWg2ygVuhzdiukUzxEdFZ9leTUMDI49uQvy7aKzqOgQfX0XCwKQcEj/+b/oS77odIFZTk94vW8sco45txvWdQT/lnOh/eL2qFl6vqo3XK30PE265IAgCWrVqhf/++w+VKlX64QBEIhGGDBmC/v3748WLF0hMTISpqSmKFy/+w3UXRm49/4D36gM4cOoGAKDf1DV4eWwJOja1xY7Dl7PdZ1y/tnj5NgYDp//vV4Dw1+9ltomMlp0Pr8Pv1jh15T6evYrK2xOgbLFdVRPbVTWxXVUT21W1tBgzAOdXb0PI+p0AgC2DJ8OyXTM4uDjh8LwVWbZ3cHFCcQN9zHfoAknaly+A0c9fymyT8D5G5n4rjyF49zgcD09fzKezoJzwelUtvF5VG69X+p5feUhprhdNEIvFMDExwcePH/MkgIkTJyIhIQGampowMzODlZUVihcvjsTEREycODFPjlFYVC5XEmVK6uPEpf+tzhqXkITLd56inpVpjvv92cQa1+6FY+v8IXh5fAkub50Gl06/5bh9KQNdtGlkhfV7z+Zp/JQ9tqtqYruqJraramK7qhY1DQ1UrFMLYcfOS8sEQUDYsfOo0sA2231qd2iBpyHX0cN3Jua/vYKptw+j9cShEImz/yispqGBes6OuLBuR76cA+WM16tq4fWq2ni9kjzSJIJcN1Wk0CqlY8eOxfz58/Hw4cMfDmDv3r1ITk7OUv7582fs27fvh+svTIyNdAEAkTGy2fx30XEobaiX436Vy5XEoG5N8fhFJP4cugj+O09h8fie6NXeIdvte7V3QHziZ+w5we64PwPbVTWxXVUT21U1sV1Vi7ZRCaipqyMuUrY3RHxkFHRLl8x2H6MqFWHbtS3EamrwadsPQV7L0WLsQLSd4pbt9taOLVFMXxch63flefz0bbxeVQuvV9XG65XkwVVKc2nChAlISkpCx44doaGhkWUut68XUshOQkICBEGAIAj49OkTihQpIn0sPT0dZ86cgYGBgSLhFRo92tSH75T/LTDRccQSheoRi0W4di8cU312AwBuPHiBmmblMLDr79h04EKW7ft2bIythy7mOKaefgzbVTWxXVUT21U1sV3payKxCPHv3uNf14kQJBK8uH4H+uWM0XLcIBycuTTL9g79u+PuoVOIffPtSb/px/F6pa/xei24eL2SIlQ1mSYPhRJukyZN+uED29nZQSQSQSQSoVWrVlkeF4lEcHPL/lcMVXHg9A1cvvNUer+IxpfmMDbQxdv3sdLyUoa6uPngRY71vHn/EWFPX8uU3X/2Gp2a18mybUObqrCoXAZ/e6z80fApB2xX1cR2VU1sV9XEdlVtCe8/ID0tDbrGRjLlOsYlEfc2+7l9Yt9EIT01FYLkf/PIvA17Ar0ypaCmoYH01FRpuUHFcqjeoiH8Ow/OnxMgGbxeVRuvV9XC65UUkZL+687hplDCrVOnTj984I0bN0IQBPTp0wfLly+Hnt7/upxqaGigbNmyMDY2/uHjFGQJiZ+RkPhZpuxN1Ec0rVcDNx9GAAB0iheFfa0qWLXzZI71hNx4DHOT0jJlVSuWxos3WVf96efYGNfuhePW/9dPeY/tqprYrqqJ7aqa2K6qLT01FS+u3UG15g64ue8IgC8/1FZr7oBTPhuz3efJ+auw79kRIpEIgvDll3Zj88r4+DpS5ss7ADj064b4d9G4ffBE/p4IAeD1qup4vaoWXq+kiF+5h5tCc7hllpycjISEBJmbPOzt7VGvXj0cP34cLVq0gL29vfRmY2Oj8sm2nCzfchQTB/yJP5tYo5ZZOQR4DcDrqI/Yd/K6dJvgle4Y0r2Z9P7Sf4+gnmUVTHBpB9MKpfBX63oY0KUJVm6X/cejU7wouvxRF+v2nPlp50NfsF1VE9tVNbFdVRPbVbUcW7QGjQb2QP3eXVC6mil6rJgNzeJauBDwZRXEvhsWwnHOeOn2Z1b8Cy0DPTgtnYZSVSujVtumaD1pKE77yn7hF4lEaNCvK0I2BEKSnv5Tz4n+h9erauH1qtp4vdL3cA63XEpMTMSCBQtw6NChbFcrDQsLk7uuJ0+e4M2bN7CzswMAbN68GTt27ICZmRk8PT1ler79ChasP4TixYrAb0of6Oto4fyNR2g/bJHMePUqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9ZDssthOrepBBGB78KWfdTr0/9iuqontqprYrqqJ7aparu34DzolDdB+5mjoli6JlzfCsLx1H8S/+zIxu0HFchAyfXj/8PINlrXqg26Lp2LqrWB8fPUWJ5YG4PA82SFK1Vo0gqFJea52qGS8XlULr1fVxuuVvicl7ddNiIuEjH66uTBjxgxcunQJI0eOxPjx4+Hp6YnIyEhs374dY8eORYcOHeSuq3379nB3d0eTJk3w4MEDdOnSBS4uLrh06RKqVKkCb2/v3IYHTRuXXO9DRERE9CtyucGhWKponXWz729EhQ6vV9XE61U1pYSuU3YIBUL39d9fVBMAtve1z5fjf/z4EV5eXjh58iTEYjFatmyJyZMno3jx4t/dVxAEDBw4EGfPnoWvry9atGiRq2MrNKT05MmTmDZtGlq1agU1NTXY2dlh6NChGD16NA4cOJCrul6+fAlTU1MAwJEjR9CsWTOMGTMGnp6eOHOGXUeJiIiIiIiIiAqjNIkg1y2/uLu74/HjxwgICMDKlStx9epVeHp6yrXvhg0bIBKJFD62Qgm32NhYVKhQAQCgra2N2NgvK5LUqVMHV69ezVVdGhoa+Pz5y8SLFy5cQMOGDQEAenp6cs8HR0REREREREREBUtKmkSuW3548uQJzp49i1mzZqF27dqws7PDlClTcPDgQURGRn5z37CwMKxbtw5z5sxR+PgKJdzKly+Ply9fAgCqVKmCQ4cOAfjS801HR+dbu2Zha2sLb29v+Pr64vbt2/j9998BAOHh4ShduvS3dyYiIiIiIiIiogJJmYsmhIaGQldXF5aWltIyBwcHiMVi3Lp1K8f9kpKSMHbsWHh6eqJkyZIKH1+hhFuXLl1w//59AICrqys2b94MS0tLeHt7o3///rmqy9PTE+rq6jh8+DCmTZsmXZ30zJkzaNy4sSLhERERERERERGRksmbcEtJSUFCQoLMLSUl5YeO/f79exgYGMiUqaurQ09PD1FRUTnu5+3tDRsbm1zP2fY1hVYp7du3r/RvBwcHHDp0CHfv3kXFihVRrVq1XNVVtmxZ+Pv7ZymfNGmSIqEREREREREREVEBkCbncFF/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzKT48eP4+LFi9izZ49C+2emUMLta+XKlUO5cuUU2vf169fffLxs2bIK1UtERERERERERMojkXO46KChg9CvXz+ZMk1NzWy3dXFxQadOnb5ZX4UKFWBkZISYmBiZ8rS0NMTGxuY4VPTixYt48eIF6tatK1Pu5uYGOzs7bNq06XunIqVQwm3WrFmoWLEievfuLVP+77//4vnz55g8ebLcdTVr1uybqz6EhYUpEiIRERERERERESmRIMiXcNPU1MwxwfY1AwODLENFs2NjY4O4uDjcuXMHtWrVAvAloSaRSGBlZZXtPq6urujWrZtMWfv27TFx4kQ0bdpUrvgyKJRwO3z4MFasWJGl3MbGBqtWrcpVwm3v3r0y91NTUxEWFoaAgACMHj1akfCIiIiIiIiIiEjJhHxaEEEepqamaNy4MaZOnYoZM2YgNTUVXl5eaNeunXT9gMjISPTp0wfz58+HlZUVSpYsmW3vt7Jly6JChQq5Or5CCbePHz9muxqptrY2Pnz4kKu6spvzzdLSEqVKlcLatWvRsmVLRUIkIiIiIiIiIiIlSk9TXsIN+DLfm5eXF/r06QOxWIyWLVtiypQp0sdTU1Px7NkzJCUl5fmxFUq4mZiY4OzZszAxMZEpP3PmTK4zfjmpXLkybt++nSd1ERERERERERHRzyXvkNL8oq+vj4ULF+b4ePny5fHgwYNv1vG9x3Oi8CqlXl5eiImJQf369QEAISEhCAgIyPXqogkJCTL3BUHAu3fv4OPjkyWhR0REREREREREhYO8iyaoIoUSbl27dkVKSgpWrlwJPz8/AF9WKp0+fTocHR1zVZednV2WRRMEQUCZMmWwaNEiRcIjIiIiIiIiIiIlk6RJlB2C0iiUcAOAnj17omfPnoiJiUGRIkVQvHjxLNtcu3YNlpaW31xpYuPGjTL3xWIxSpQoARMTE6irKxweEREREREREREpkUTJQ0qV6YczWt9ainXgwIHYt2/fN+d1s7e3/9EQiIiIiIiIiIiogFHmKqXKlq9dyHKaHO/48eNy19G8efO8CoeIiIiIiIiIiH6SdA4p/bmGDRsm13YikQhhYWH5HA0REREREREREeU1Za9SqkxKSbjdv39fGYclIiIiIiIiIqKfRPh1O7gpJ+FGRERERERERESqTfILz+Emzs/KRSJRjo+FhISgbdu2SEhIyPJYfHw82rVrhytXruRneERERERERERElE8kaRK5bqoo1wk3QRDw+vVrJCcny7VtTjZs2AAnJydoa2tneUxHRwfdu3fH+vXrcxseEREREREREREVABJBkOumihRKuLVs2RJv3rz57rahoaGoUKFCto89ePAAjRs3znHfhg0b4u7du7kNj4iIiIiIiIiICgBBIsh1U0W5nsNNLBbDxMQEHz9+/KEDv3//HurqOR9eXV0dMTExP3QMIiIiIiIiIiJSjnQVHS4qD4XmcBs7dizmz5+Phw8fKnxgY2NjPHr0KMfHHzx4gJIlSypcPxERERERERERKY8gCHLdVJFCq5ROmDABSUlJ6NixIzQ0NFC0aFGZxy9fvvzdOpo0aYKlS5eicePGKFKkiMxjnz9/xvLly9G0aVNFwiMiIiIiIiIiIiVT1eGi8lAo4TZp0qQfPvCQIUNw5MgRtGrVCn///TcqV64MAHj69Cm2bNmC9PR0DB48+IePQ0REREREREREP196WpqyQ1AahRJunTp1+uEDGxkZYdu2bZg+fToWLVok7UIoEonQqFEjeHp6wsjI6IePQ0REREREREREP58gSVd2CEqjUMINAF68eIHAwEBERERg8uTJMDQ0xOnTp1G2bFlUrVpVrjrKlSuH1atXIzY2Fs+fPwcAmJiYQE9PT9GwiIiIiIiIiIioAPiVE24KLZpw+fJltG/fHrdu3cKRI0eQmJgI4MtCB8uXL891fXp6erCysoKVlRWTbUREREREREREKkCSmiLXTRUplHBbuHAhRo0ahYCAAGhoaEjL69evjxs3buRVbEREREREREREVEgJknS5bvnl48ePGDt2LGxtbWFnZ4dJkybh06dP390vNDQUvXv3hrW1NWxtbfH333/j8+fPuTq2Qgm3hw8fokWLFlnKDQwM8OHDB0WqJCIiIiIiIiIiFaLshJu7uzseP36MgIAArFy5ElevXoWnp+c39wkNDcWAAQPQqFEj7Ny5E7t27cLff/8NsTh3KTSF5nDT0dFBVFQUKlSoIFMeFhYGY2NjRaokIiIiIiIiIiIVosw53J48eYKzZ89i165dsLS0BABMmTIFrq6uGD9+fI75K29vb/Tq1Quurq7SsipVquT6+Ar1cGvXrh0WLFiAqKgoiEQiSCQSXLt2DfPmzYOjo6MiVRIRERERERERkQpJT0uR65YfQkNDoaurK022AYCDgwPEYjFu3bqV7T7R0dG4efMmDA0N8ddff8HBwQHOzs64evVqro+vUMJt9OjRqFKlCn7//XckJiaiXbt2cHZ2ho2NDYYMGaJIlUREREREREREpELkHVKakpKChIQEmVtKyo8l4t6/fw8DAwOZMnV1dejp6SEqKirbfSIiIgAAPj4+6NatG9asWYMaNWqgb9++CA8Pz9XxFRpSqqmpiVmzZmHYsGF4+PAhPn36hBo1aqBSpUqKVEdERERERERERCpG3iGl/v7+8PHxkSkbPnw43Nzcsmy7YMECrF69+pv1BQUFyR9kJhKJBADQvXt3dOnSBQBQo0YNhISEIDAwEGPHjpW7LoUSbj4+Pujfvz/KlCmDMmXKSMs/f/6MNWvWYPjw4YpUS0REREREREREKkKSKl8vtUGDxqBfv34yZZqamtlu6+Ligk6dOn2zvgoVKsDIyAgxMTEy5WlpaYiNjUXJkiWz3S+j3NTUVKbc1NQUr1+//uYxv6ZQws3X1xc9evRAsWLFZMqTkpLg6+vLhBsRERERERER0S9O3h5umpqaOSbYvmZgYJBlqGh2bGxsEBcXhzt37qBWrVoAgIsXL0IikcDKyirbfcqXL49SpUrh2bNnMuXh4eH47bff5Iovg0JzuAmCAJFIlKX8/v370NPTU6RKIiIiIiIiIiJSIfLO4ZYfTE1N0bhxY0ydOhW3bt3CtWvX4OXlhXbt2klXKI2MjETr1q2liyiIRCL0798fmzZtQnBwMJ4/f44lS5bg6dOn6Nq1a66On6sebnXr1oVIJIJIJEKrVq1kkm7p6elITEzEX3/9lasAiIiIiIiIiIhI9UjSUpV6/AULFsDLywt9+vSBWCxGy5YtMWXKFOnjqampePbsGZKSkqRlffv2RUpKCry9vREbG4tq1aph3bp1qFixYq6OnauE26RJkyAIAiZNmgQ3Nzfo6OhIH9PQ0EC5cuVgY2OTqwCIiIiIiIiIiEj15FfvNXnp6+tj4cKFOT5evnx5PHjwIEu5q6srXF1df+jYuUq4ZUxKV758edja2kJdXaEp4IiIiIiIiIiISMVJlJxwUyaF5nArXrw4njx5Ir1/7NgxDB06FIsWLUJKinwrUBARERERERERkeoS0tPluqkihRJunp6eCA8PBwBERERg9OjRKFasGIKDg/HPP//kZXxERERERERERFQISdJS5LqpIoUSbuHh4ahevToA4NChQ7C3t8fChQvh7e2NI0eO5GmARERERERERERU+ChzlVJlU2gSNkEQIJFIAAAhISH4/fffAQBlypTBhw8f8iw4IiIiIiIiIiIqnFQ1mSYPhRJutWrVwooVK9CgQQNcuXIF06dPBwC8fPkSRkZGeRmfQlJC1yk7BCIiIiIipVmp7ACISG68XkmV/cr5GYWGlE6aNAn37t2Dl5cXBg8eDBMTEwDA4cOHYWNjk6cBEhERERERERERFSYiQRCEvKosOTkZYrEYGhoaeVUlERERERERERFRoZKnCTciIiIiIiIiIqJfnUJzuFWrVg0ikSjHx8PCwhQOiIiIiIiIiIiIqDBTKOHm4+Mjcz8tLQ1hYWHYs2cP3Nzc8iQwIiIiIiIiIiKiwihPh5QeOHAAQUFBWLFiRV5VSUREREREREREVKgotEppTqytrXHx4sW8rJKIiIiIiIiIiKhQybOE2+fPn7Fx40aUKlUqr6okIiIiIiIiIiIqdBSaw61u3boyiyYIgoBPnz6haNGi+Oeff/IsOCIiIiIiIiIiosJGoTncdu/eLZNwE4lEMDAwQO3ataGnp5enARIRERERERERERUmebpoAhHRr2TevHl49uwZVqxYIfMjBBEREf0YQRD4v1UFsV2J6Fci95DS+/fvy11ptWrVFAqGZP8JSSQSiMV5uq4FKcnXHy74YaPwS0lJgaGhIS5duoRJkyZhzpw5bFMVwGuTqHBxd3dHgwYN0KVLF2WHQnkk43044704IiIC5cuX53uzCsj83SYtLQ3q6grNbkREVGjI/S7n6OgIkUiE73WIE4lECAsL++HAfkWZv+itX78e5cqVQ5MmTaCpqankyOhHZP5w8fr1a+jq6kJbW1vJUdGP0tTUhLOzM4oXL459+/bBw8MD8+bNU3ZY9AO+vlYlEgmKFCmCkiVLAmAyrrBj+6memJgYaGhowNvbG8WKFUPbtm2VHRL9oIzrNOP9eN26dbh06RJWrlyp7NDoB50/fx6mpqYoXbo0Fi5ciNTUVHh4eCg7LCKifCV3wu348eP5GccvL/MXvbi4OGzZsgVisRiamppwcHCAhoaGkiMkRWW06+LFi3Hy5EnExsaid+/eaNasGSpXrqzk6EgRGddr0aJFUb58edSsWRM7d+5EsWLFMG3aNH6pL4QEQZBeq0uXLkVISAhevHgBS0tL1K5dG0OHDmW7FmJf9xj/+ks9FU4GBgYYMWIEtLW14enpCQBMuhViixYtgr6+Pvr27Su9LpOSklC1alXpj/58Hy6cEhMTMWPGDBQrVgw1a9bE4cOHsW3bNmWHRXmA/0eJvk3uhFu5cuWkf/v7+8PQ0BBdu3aV2WbXrl2IiYmBq6tr3kX4i8h4o5o7dy6ePXuGMmXK4MGDB5g8eTJmz57NpFshd+jQIezfvx/jx49HaGgodu/ejWfPnqFXr16wsLBQdniUSxnXq7e3N65cuQJzc3OYmJjgyJEjSE5O5vDSQiijvXx8fLBlyxYsWrQIpUqVwsqVK7Fs2TL88ccfqFq1qpKjJEVlXLMbN27EvXv3oK2tjY4dO8LS0pJfFgqpjOFoZcqUQYsWLRATE4MJEyagSJEiaN68ubLDo1xKTEzE3bt3kZiYCC0tLXTp0gUaGhqIiopC8eLFAYD/VwsxLS0tBAUFwd7eHs+fP8eyZcv4P1UFZP7/efz4cYSHh6N48eIwNzeHra2tkqMjKhgU+oS5fft2VKlSJUt51apV+WvFD9izZw927dqFkSNHYuHChTh48CBq1KgBDw8PnD9/HikpKcoOkeQkkUhk7otEIvTs2RNt2rTBpEmTMHDgQNy7dw8bNmzAgwcPlBQl5VZ6err073PnzmHfvn2YMmUK5s6di8DAQPTt2xd37tzB5MmTlRglKSomJgbXrl2Dt7c3GjZsiDdv3uDkyZPw8vJC1apV+R5cCGV+L16yZAn8/PyQlJSEO3fuwMXFBRcuXIBYLM7ynk0FX8bcT4sXL8ayZcsQFxcHDQ0NuLu7IygoSMnRUW4IggAtLS0sWrQIZcuWxd69e7Fr1y4AQHJyMtLS0r65LxVcmd9bo6OjoaGhAQMDAyxfvhwvX76UPsZ2LJwykm3z58+Hl5cXLl68iLNnz2LIkCE4ePCgkqMjKhgUSrhFRUVJ57TJzMDAAFFRUT8c1K8qKioK1atXh7m5OQwNDWFoaIhVq1ahevXqmDlzJi5cuMAvfIVA5qFpO3fuxIIFC3Do0CGZiWEdHR3Ru3dv3L9/H5s2bcLdu3eVFS7JYfLkybh79y7U1NSkSbfo6GgUKVIEZmZmAL7M6dajRw80adIEQUFB8PLy4gfIAu7r9hGLxXj58iXKli2LU6dOYeTIkRg3bhy6deuGlJQU7Ny5E7dv31ZStKSIzHPyiUQi+Pv7Y+nSpViwYAFatWqFAQMGMOlWiO3fvx8bN27EmDFjsGTJEqxfvx5t27bFlClTEBwcrOzwSE4Zw7v19PTg6emJcuXKYc+ePQgMDIS6ujoMDQ3x+PFjPHnyBM+ePcPz589x6dIlpKamstdbAZa599P169ehp6eHS5cuYf/+/UhKSsLIkSOlSbeMdkxNTVVavKSYoKAgHDhwAEuWLMHq1avRpEkTxMfHfzNRTvQrUSjhVqZMGVy/fj1L+bVr11CqVKkfDupXk/GlLykpCa9evYK6ujpEIhGSk5MBAH369MHr168xa9YsXLhwgf+MCjCJRCL90LB48WLMmTMHN2/exOnTp7F9+3bcunVLuq2joyP69OmDc+fO4dy5c8oKmb7j1atXCA8Px9ChQ/HgwQOoqakB+DLMXktLSyZZqqOjAycnJ2hra2PPnj3w9fVVVtj0HZmv1YSEBAiCAE1NTVSsWBGbN2/G+PHjMX78ePTo0QPAl9fBuXPn8O7dO2WGTQo4cuQImjVrhuDgYOjo6AAAypcvjxEjRqBLly5wdXVFSEgIxGIxk+SFzPPnz2FtbY06deqgePHisLKywsCBA9GoUSN4eHjg9OnTyg6RviPjmsu4/vT09DB16lSULVsWO3bswMGDB7Fo0SK4u7ujV69ecHJygrOzM1avXs0VLguwzMm2RYsWYdasWThy5Aji4+Ohra2NtWvX4vPnzxg9ejSeP3+OlJQUjB07lotjFAIZ12zGj1RPnz6Fg4MDrK2tceTIEcydOxfTpk1Dx44d8enTJzx58kSZ4RIpnUIJt27dumHOnDkIDAzEq1ev8OrVK+zatQve3t5wcnLK6xhVTnbDDQGge/fuSEtLw9SpUwEARYoUAQAUK1YMffv2hZmZGSZMmMCkWwGW8eHi4cOHSExMxIYNG7Bp0yYsWLAApUuXhp+fn0zSrWPHjpg5cyYGDBigrJDpO8qVKwdPT09YWlpiwIAB0iHAFSpUgKamJrZs2SLzYSI1NRXW1taYNWsWhg4dqqyw6RsyfxFYuXIlvL298fTpU2hpaaFFixbYuXMnfvvtN3Tv3h0AEB8fD29vb3z69Am///67EiMnRZQrVw5//vknIiIi8PHjRwBfvjCUKlUKbm5u6Ny5M/r164fbt2+zt0whY2RkhPDwcLx9+1ZaVqlSJbRs2RKfP3/GoEGDcP78eSVGSN+S+YeP5ORkaQ9yfX19TJs2DRUrVkTlypXRt29fbNiwAUeOHMGuXbuwb98++Pv7SxdSoIIn43/ssmXLsGvXLri7u6NFixbSHz2MjY0REBCAxMRE9OjRA926dcPdu3cxePBgZYZN35F54ZJPnz4B+DLCw8DAAMeOHcOECRMwbtw4dO/eHYIg4PTp0zh06BASEhKUGTaRUokEBf5TCYKABQsWYNOmTdLET5EiRTBgwAAMHz48z4NUJZm/6O3duxdhYWEQi8WoXr06OnTogJ07d2LdunWoUaMGxo4di/j4eCxYsACVKlXC5MmTMWLECBw5cgRr1qxBo0aNlHw2lJ2jR49i5syZKFGiBFavXg1jY2Np+ZYtW1CkSBEMGzYMlpaWMvulp6dLe09RwZD5g8X9+/exfPly3Lx5E6tXr0b16tVx7949DBw4ELVq1YKDgwMsLCzg7+8PHR0dLF26FCKRiO1agC1YsAB79+7FqFGj0LhxY+m16uvrCz8/PzRr1gwSiQSxsbGIjY3F7t27oaGhwUn2C7Cc2ub+/ftYsmQJQkNDsX79elSvXl16fb99+xb79++Hi4sLe8wUUDm167Vr1zBz5kz88ccf6Natm/Qavnr1KrZu3Yr69eujU6dObNcCKHObrlu3Djdu3MDLly/RpUsXNGjQAFWqVMGHDx8wc+ZMvHnzBl26dMnSlvz/WrA9e/YMbm5umDBhAho3boyYmBi8ffsWFy5cQIUKFdCqVSsAwOrVq1G0aFH06NED6urq0gVRqGA5ceIESpcujRo1amD+/PmIiorCP//8g3379mHGjBlITU3FpEmTpCMDEhISMHLkSJibm2PChAlKjp5IeRRKuGXI6CZatGhRVKpUCZqamnkZm0qbP38+/vvvPzRu3BhaWlrYtGkTPDw80L17dxw/fhw+Pj6IioqCjo4ODAwMsHnzZhQrVgwAMG7cOAwdOhSVK1dW8lkQ8L8PjRlf3k6dOoWdO3fi/PnzCAgIgI2NjXTbY8eOYdu2bYiPj8ecOXNgamqqxMjpWzLa8+uk29KlS3H79m2sWrUKNWrUwP379+Hr64uHDx8C+NLjYv369UzMFHBXr17FuHHj8M8//8DOzg6AbII1KCgIN2/exKdPn2BmZgZnZ2d+ESjgMl9vd+7ckZbXqlULwJfr18fHBzdu3JAmzTO3OQC2bwGUuY0CAwPx7t07qKurY+DAgQAAPz8/HDhwAL/99hv++OMPlCpVCrNnz4aBgYF0xWi2a8G1cOFC7Ny5E4MHD0ZUVBRCQkJgYmKCwYMHw8LCAh8+fMCsWbNw584djBs3Di1atFB2yCSnyMhIDB48GH/99RdMTU0RGBiIO3fuQCQS4enTp5g2bRq6desmsw+TqAVTSkqKdJRH48aNceLECWzduhUWFhYAgHnz5iEgIACLFy9G5cqVIRaLMW/ePMTExGDnzp1QV1fP8v+W6FfxQwk3UszZs2cxbdo0LFiwALa2tjh8+DBGjx4NT09P/PXXX9LtLl26hGLFiqFmzZpQU1PD58+fUbRoUSVGTt9y+vRpNGnSBABw+fJl+Pv74927d/Dy8oK1tbV0u//++w+3bt2Ch4cHkzEFVOYv7tHR0YiPj0elSpUAABEREZg9ezbu3LkDf39/1KxZEwkJCUhLS0NcXBzKly8PsVjML3gF3NGjR7FkyRJs374dWlpaMknznD7w84tAwZX5g/ySJUsQHByMlJQUqKuro2PHjhg2bBiAL0k3Pz8/3LhxAz4+PrCyslJm2PQdmdt18eLF2LRpE6ysrHDz5k3UqFEDCxcuROnSpbFu3TqcOnUKly9flv4AHBgYCA0NDX7JK8AOHTqExYsXY9GiRahVqxYuXrwIFxcXmJqawsTEBKNGjYKZmRmio6OxefNmDBs2jO/BBVR2PzB++PAB06ZNw+vXr3H37l04OzujUaNGqFOnDkaNGgU7OzsOIS1kHBwckJCQgLlz56Jt27Yyn3WnTJmCs2fPIi4uDmZmZihatCjWrVsHDQ0Nfn6iXxoTbj/B1/+EAgMDERQUhLVr1+LIkSOYMGGCtHdbfHw8Hjx4IO1xkYFvVAXbo0eP0L59e3Tu3Blz5swBAISEhGDz5s149eoVpk+fjtq1a2fZjz2gCp7MX86WLVuG8+fP49GjR6hfvz7q1q2Lvn374unTp1i8eLF0eGm1atVk6mC7FnxBQUGYOHEiDh06hLJly8r0VD1//jxKly4tXYGWCg9fX19s3rwZS5cuRZUqVbBy5Ups2rQJAwYMgLu7O4AvSbfZs2ejePHinKC7kIiKisKUKVMwcuRIVK1aFe/fv0efPn2go6OD5cuXo2zZsoiLi8PTp08BAJaWllBTU+MPHwXc2bNncf36dYwcORLHjx/HxIkT4e7uDrFYjDlz5qBRo0ZwdXWV9lIF+Hm4IMr8mefJkydQU1ND0aJFUbp0abx//x6vXr2CSCSS+YGje/fuaN26Nfr166essCkXJBIJPn36JF0YLCoqCsuXL88yPc79+/cRFxcHfX19mJmZ8QdoIii4aALlTsY/oT179uD+/fvQ09ND8eLFsXfvXkyYMAHjx4+XTs599epV7N+/H1FRUTJ18MNFwVaxYkXMmzcPwcHB0kUvGjRogJ49e6J8+fKYOXMmrl69mmU/JmUKnoxkm5+fH7Zu3YpBgwbh4MGDiI+Px7///ounT5/C1NQUI0aMQO3ateHo6IgXL17I1MF2LTgyL1KT+felGjVqwNTUFCtXrsSrV6+kbZaSkgJ/f3+cOHHip8dKP+bRo0e4fv065s+fj7p16+L27dvYu3cvOnTogICAACxatAgAUK1aNcyaNQt+fn5KjpjkERAQgP79+yMtLQ3GxsbQ0NBAmTJlsGXLFsTHx2PUqFF48eIFdHV1YW1tDWtra6ipqSE9PZ1f8gqQ7H7fr1evHpydnREbG4vVq1djwIABcHJygqOjI0qXLo07d+7gyJEjMvvz83DBIgiC9P/n8uXLMXz4cLi6uqJz5844deoUjIyMULt2bVhZWSExMRHPnz/HgAEDkJycjF69eik5evqWzJ+fxGIxdHR0cODAAezcuRNVqlTB8OHDZaZvAIDSpUvD3t4e5ubmEIvFkEgkfB+mXx6/FeajlJQU6d9r167FwoULIRaLoa+vj3v37kl/rc2YXDIpKQlbtmyBIAgwMjJSVtikgCJFiqB169aYMWMG9u/fL026OTg4oGfPntDS0kJgYKCSoyR5CIKA9+/f4+zZs5g5cyaaNWuG58+f4/bt2xg8eDBMTU0hkUhgbm6O4cOHY+DAgShXrpyyw6ZsZP4isGPHDixcuBC+vr7SIcIdOnTA/fv3MWfOHJw+fRpHjx7F0KFDER8fDxcXFyVHT7lVpkwZ/Pbbb7CxscGVK1fg6emJMWPGwNvbG61bt8aqVaswffp0AICJiYn0ywAVLF+3SZ06dZCQkIA7d+4gPj5euo2RkZF0TlQXFxe8efNGZj8mZgqOzKuRRkVF4dmzZxAEARoaGjA0NMT79+/x5s0bVK9eHQDw9u1bVK9eHSNGjMCoUaMAgMOCC6DM7bp8+XJs27YNHh4e2LRpE6ytrTF69Gjs2bMHwJf/x3v27MHMmTORnJwsndcrY2VaKlgy91q8ffs2rl+/jsePH0uTZ35+fjAzM4ObmxtCQ0MRHx+PkSNHYtmyZQD+lyDnD9BEAFPO+WDkyJGYOHEiSpcuDQB4+vQp3r59C09PT5ibmwMAXFxcMHPmTMTGxuL06dMoVqwYVq5ciejoaKxYsSLLZO1U8Kxbtw4fPnzA2LFjAXxJurVs2RKCIGDSpEkoUqQIpkyZggYNGkBbWxs1a9ZUcsQkD5FIBE1NTaSkpKBOnTo4fvw43N3dMWHCBHTr1g3Jyck4ePAgrK2tUa1aNelwUg5zKVi+Hhq8bt06NGzYEKdPn8aZM2cwbdo09O3bFyVKlMChQ4cwdOhQWFhYwMjISOaLANu0YMpu2La2tja6d++OokWL4vDhw2jYsCE6deoENTU1lC1bFg4ODggPD5fZl18GCp6MNgkLC0PZsmVhZWUFPz8/9O/fH3PnzsW8efOgp6cHQRBgYGCAjRs3Ys6cOShVqpSSI6fsZP7hY+nSpTh37hyePHkCe3t7WFlZYcCAAdDU1ISxsTFOnDgBiUSCzZs3QywWo2PHjhCJRJymoYC5ePEi6tevL22Te/fu4fLly5g3bx4aNWqE48eP4+rVq7C1tcWUKVMgEong6OiINm3awNjYGE2bNuWQ7wIs8zW7ePFiHDhwABoaGnj16hXGjBmDjh07wtDQEH5+fhg+fDh69+6NSpUqIS0tDfv37wfABDmRDIHy1PDhw4W2bdsKycnJgiAIwsWLFwULCwvB3t5eOH78uMy2q1evFpycnARLS0uhe/fugqurq5CSkiIIgiCkpaX99NhJfp8/fxaWL18u1K5dW/Dz88vymIeHh2BhYSG4u7vLPJaenv4zwyQ5SCSSLGWxsbFCy5YthdGjRwt169YVNm/eLH3s8ePHQt++fYUTJ078zDBJQREREcKQIUOEmzdvCoIgCHFxccKff/4pdO3aVbh165Z0u/DwcCEmJkb6ekhNTVVKvPR9md9HT5w4IWzatEnYunWr8OTJE0EQvrwH//3338KYMWMEQRCEpKQkYdiwYcJ///2XbR1U8Jw7d06wsLAQtmzZIsTFxQmCIAh37twR6tevLwwZMkT4+PGjIAhZ25GfnQouPz8/oX79+sLJkyeFqKgooU+fPkKzZs2EBw8eCILw5TNxp06dhCZNmgh///239PNwdv+jSXn8/f2FNm3aCLt375aWhYeHCxs2bBAkEokQEhIiNGzYUNi0aZMgCILQr18/oU6dOsK///4rUw/fgws+X19foWHDhsLFixcFQRAELy8voWbNmsLChQuF6Oho6XaBgYHC7t27pZ+b+PmJSBZ/VshDb968wcOHD+Hh4QFNTU0cO3YMLVq0wODBg7Fy5UrcunUL9vb20NbWBgAMGDAAnTt3xsePH6GjowMjIyMuX19ACV/1NixSpAj++usvFC9eHL6+vpBIJNJV8IoUKQITExP89ttv+PDhA3tTFGApKSnQ1NQEALx+/Rr6+voQiUTQ1dXFiBEjMHXqVDRu3Bg9e/aERCLB58+fMX/+fADAb7/9pszQSQ4BAQHYtWsXjIyMUKZMGQCAjo4ONm7ciN69e2PWrFkYP348bGxsYGJiIt2Pc44UbBnvo/Pnz8fhw4dRpkwZ6OrqYubMmdi4cSPs7Ozg6OgIT09PJCYmIjIyEunp6WjVqhUA2V/vSfm+/v8KAA0bNkSPHj3g6+sLNTU1tGnTBjVr1sSaNWswcOBATJ48GbNmzYK+vr7MfuyRWvAIgoAPHz7g3LlzmDZtGn7//XeEhITg5s2bmDRpknTkx4ABA9CxY0d8+vQJFStW5GTrBVT79u1x+/Zt7N69G4IgoHPnzjAxMUGHDh0gEomwe/duNG/eXDpdjrGxMUqVKoWDBw+iZ8+e0mud78EFT+bvK+Hh4bh58yamT5+OevXq4dixY9i/fz/atWuHVatWAQB69uyJ0qVLo3PnztI6OHcmUVa8IvJQRqIlODgYQUFBuH79OmxtbTFq1CgkJSVhzZo1qFSpEtq0aYMiRYoAAAwMDGBgYCCtg1/0Cp7M/4Cio6MhEolgYGAAIyMjdOjQARKJBCtXroRIJMLQoUORkJCABw8eoFWrVujSpUuWOkj5/v33X7Ro0UI67Hvp0qU4evQoJBIJmjZtir/++gvt2rXDkydP4OfnBzc3N4jFYsTExODjx4/YvXu3dFJufsEruJo3b461a9ciIiICL1++RMmSJSEIAkqUKIFNmzahb9++mDRpEpYuXSqz0iyv1YJv//792L9/P/z8/GBlZYU9e/bgxIkT0nm8WrVqBbFYjDNnzqBOnToYP348hwkXQJGRkTA2Npbez/y/ctq0aVBTU8OiRYsgCALatWsnTbp17twZlSpVkq48SwVXxjQNycnJsLOzk07TMH78eOk0DQcOHEDt2rVRtWpVlCxZEgA/DxdEEokEZcqUwZQpUzBz5kxp0q1Lly7Q19dHQkICHj16hGbNmkmHjMbHx2POnDmoXbs2p8spwDL/EPXkyROYmpqiTZs2aNSoEa5fvw4vLy+4ubmhV69eKFKkCNavX4/ExES4ublBT09PWg//vxJlxf9kecjAwAA9evTAjBkz8P79eyxatEiaTJs4cSLS0tLg6ekJADJJt8z4Ra9gyfzh39/fH0eOHEFKSgq0tbWxfPlyGBkZoUuXLlBXV8c///yDffv2QSQSQUNDA//88w8A9qYoaE6dOoVNmzbh3r178PDwwNWrV7F9+3ZMmTIF169fx61bt/D48WNMnTpVuhLp3r17oaOjg5o1a8LFxQXq6ur85b2A+TqpLQgCKlasiJ07d6Jz585YunQppk+fjkqVKgEA9PX1sW7dOsydOxdVq1ZVUtSkqOfPn6NNmzawsrLCkSNHMHPmTMycORPt27dHQkICkpOT0blzZzg6OkpfF7xmC5Y///wTFSpUwIoVKwB8mRe1fPnyaNq0KTQ0NAAAU6ZMgSAImDt3LkQiEVq1aoUaNWrg0KFDqFixojLDpxzklFBJTEzE9OnTcfnyZYwfP17aA+r169c4ePAgSpQoIfNezM9NBU/GQjPGxsbw9PTEzJkzsWfPHojFYnTq1Ana2tqoV68eVq9ejdjYWISGhiItLQ2Wlpaci68Ay9wus2fPxrZt23Dx4kX88ccfKFq0KIKDg2FnZ4fu3bsDAPT09FC7dm3cvXsXurq6ygydqFAQCUI263RTrmV8wNiyZQtmz56NqlWrombNmujXrx/MzMyk282aNQuBgYEYP348unTpIh3ORgXb4sWLERgYiDFjxqBKlSoYP348ihcvjlmzZqFmzZpIT0/Ho0ePcPToUejq6uLvv/9mb4oCbNOmTQgKCoKpqSn09fVhamqKTp06AQCCgoKwfft2aGpqYtKkSahcuXKWL+ps14Il84fFFy9e4PPnz6hcuTLU1dUhEokQERGBrl27ombNmpg6dSoqV66c5Ush27RwWbhwIT59+gQHBweMGzdO5gv87t27ERERgYEDB0JLSwtAzkkAUo61a9diz549+O+//6Rlw4cPx4ULF7B48WI4ODhIk27Al4Wmnj9/jt69e6Nr164oXrw4AF63BU3m9+L3799DR0cH6enp0NLSwpEjRzBlyhTY2dnBz88P6enpSE5OxujRo5GcnIy1a9eyLQuJjHaOjIyULgDn6OiIrl27Ij09HYsXL8bDhw9haGiImTNnQkNDg9dqIfDs2TOsWbMGjo6OqFu3LgRBgEQiwZAhQ6Cnp4e5c+dCLBZj2LBhGDBgAGxtbQHw/yvR9zDhlsfev38PiUSCy5cv499//4WJiQlcXV1hamoq3Wb8+PF48+YNNm3apMRISV6XL1/G3Llz4eHhAXt7e5w+fRpjx46Fvr4+UlNTsWLFCtSoUSPLfuxNUfBk/jKwfv16HD9+HE+ePMGECRPQsWNH6XZBQUHYuXMnNDU14e7uLv3VnR8qCp7Mbbp06VIEBQXh06dPKF68OEaNGoV69erBwMAAERERcHJyQs2aNeHh4SHzQwgVXDn1iAgMDMTq1asRGRmJsWPHwtnZGQAQHx+PMWPGoHr16hgzZszPDpfktHXrVqxatQoHDhzA6tWrkZ6eDnd3d4wYMQKXLl3C3Llz0bBhQ+mPkp6enjh79iwsLCykK7lTwSJ8tTL06dOnkZiYCAsLC/Tp0wc2NjZYsWIFli5dit9//x3q6uqIjY2VTtPApEzh8nXS7ePHj+jWrRscHR0BfOnRmPGDBz8PF3wHDx7EkiVLoKOjg9WrV6NEiRLS/73bt2/HtGnT0KRJE7x+/RqCIGDv3r1QV1fn52IiObBfbx5KT0+HkZERSpUqhT///BNdunTB8+fPsWrVKjx58kS63fz587FhwwYAXz6gUMGmoaGBDh06wN7eHufOncOECRMwduxY7NixA2pqapgyZQpu3ryZZT9+uCh4MoZDAEDfvn3RunVraGlpYffu3Xj37p10u7Zt28LJyQlv375FYGCgtJwfKgqWzMkYHx8f7Ny5E+PGjcOpU6dQqlQpLFmyBIcOHUJMTAwqVKiAHTt24Ny5c9ixY4eSIyd5ZG7fEydO4MSJE7h06RIAoEuXLqhWrZp0Ts2IiAg8fvwYo0ePRnR0NEaMGAGA/2MLIkH4v/buM6yK4334+JcuiA0VrNFYghWNGhWNXWOLvYu99y5ib4goTQELRUAUBRHF3nuLiprYjb1FsQCKgNR9XviczcGSmP8vkUNyf94knrN7rtlrmN2Ze2fuUahYsSJly5alU6dOBAcH0717d+BdoKZmzZo4ODhw/PhxYmNjgXeD95UrV6rBNqlX3ZKRkaE+Hzds2MDatWvp0aMHrVq1IiMjg759+3L27FmGDx9OYGAguXLlwtLSkgYNGrB582aMjIxIS0uTYFs28v7y0nz58hEREUFISAhAptnF0h/Wfenp6VhZWXH//n1SUlLQ19cnNTUVgG7durFgwQIKFChA3bp11WBbenq69IuF+Awyw+0foD1ICA8PZ9OmTZQsWZJ+/fphbW390eOEbnv+/Dn58uVj2LBhlCtXjkmTJpGYmMjQoUO5cOEC9evXZ/ny5VldTPGZtNteSEgIW7dupVSpUkyYMEFN2Axw6tQpatWqJe1Ux5w6dQpbW1v139evX2fOnDkMHz6cBg0acOLECcaMGUPZsmW5e/cuY8aMoWXLllhYWPDs2TPy588vA7tsxNXVlXXr1lGwYEFevHhB//79GTVqFACDBw/m6dOn3L17l4oVK2JkZERgYKDMlskGhg0bxrFjx7CxscHT0zPTvXf8+PGcO3eOIkWKkJKSQlJSEtu3b8fAwED6TjrswoULhIeH891336lpGp49e4a3tze7d+8mODiYcuXKyZL+fxHtmW4TJ06kbNmyzJo1SwIx2dDBgwdZsmQJpqameHp6YmVllWl2ova9V2YtCvH5pKX8AzRvffT19enSpQv6+vr4+vpSvHjxTAE36TDqPk2nsGDBgsTExPDw4UN1+2sDAwMsLS3ZsmULX3/9dRaXVPwV2m3Uzs6O9PR0du7cibu7OxMnTqRAgQIAalBHBgO6Izw8nMWLF+Pg4KDuApwrVy66d+9O3bp11YTc9vb2dOvWjZ49exIcHExiYiJdu3bF0tISkM6iLtPcdxVFITo6mgsXLhASEoKJiQmnT5/G0dGRpKQkJk+ejJ+fHzdu3ODp06cUKlSIsmXLoq+vL/Wrw9LS0khMTMTY2JgJEyZw8uRJpk6dysyZMylRogTwLm9qSEgIz549IzU1lQkTJsjO0Dru1KlTzJ49m9evX1O3bl31c0tLSwYPHszNmzc5efIk5cqVIz09PdNyNKlT3fVnSwa1Z7p5enqSN29e2Y00m9HUVePGjUlPTyc4OJgpU6awaNEirKysSE1NxcjIKNO4VZ6vQnw+aS1/0ftvVj/V+dMe0Hfq1AkLCwvq16//JYsq/gbanQULCwvy58/PihUrePXqFTt27CApKYmvv/4afX19GQhkM9pttE+fPujp6bF7925mz57NggULyJs3r3qs1KvuqFKlCu3atWPVqlUoikLnzp0pWrQopqamGBoaEhYWRvPmzencuTMAhQsX5vHjx1y/fj3TblrSWdRN2s/Y169fExsbS+nSpSlVqhQmJiYUK1YMIyMjZs+ejb6+PhMnTsTa2vqD2eNSv7rL0NCQ3Llz4+npCUChQoUIDw/H0dGRGTNmqEE3Ozu7TOdJEFW32dra8uOPP7J27Vq2bdtGrVq11JdXxYsXx8jIiLt37wK/338lIKN73h/nfE4daV5yWFhYAJLvVhdFRkbSoEED8uXL98F32gHSZs2akZGRQUhICFOnTsXR0ZEiRYpkQYmF+PeQKVZ/keYhtHXrVgB1ecOnjtV816hRIwwMDNT18CJ70dSjs7Mz+fLlY9OmTeTMmZPQ0FC1niUok/1ot9HevXtTr149ChQoINuc67BvvvmGnj17Ymtri7+/P+Hh4cC7gHhKSgqxsbHkyJEjU2d/2bJluLi4SO6nbEDzjPXw8KB///7Y29tz4cIFXr16BYCxsTFt27Zl7ty5rF69GkdHx0/+htBt6enpALRu3ZquXbuSmprKggULuH//PsAHfSsJtukuTV2OGTOGPn368PjxYwIDA3n9+jUAycnJJCUlZXqRJXSPoijq/TM0NJTZs2ezcuVKrl+/rn7/qfM07fPs2bMy1tExXbt2ZevWreTJk+eTx2j3j5o3b07v3r15/vw5AQEBX6qYQvxrSQ63/4PY2FhatmxJhw4dmDJlyh8eq/2WJzk5GRMTky9RRPEPi42NVafNy1t33fOxt6t/9MZV+42u5jjJE6Tbbt++zbp16zhx4gSDBg1SZ7TZ29tz9uxZvv/+e27evEl8fDxbt26V3E867v3cp8uWLaNnz57Ex8cTFBREt27dsLe3V3etTElJYcOGDezevZs1a9bIbIpsSvu+vHPnTjZu3Eh8fDxeXl4UKlQoi0sn/grtNuzh4cGOHTswMzOjSpUqxMXFcfv2bbZs2YKRkVEWl1R8zPv1FxYWRuXKlXn58iWpqalMmzYNW1vbD/pS2v9ev349c+fOZdOmTVSoUCFLrkNkdvr0aebMmUNgYCCFChXi+fPnmfJlvk+7Ps+cOUP16tVlQoEQ/yMZeXyG99+y5syZk5EjR3Lz5k0uXLjwyfO0b1ohISGMHDmSlJSUf7Ss4vN9ambipz6H39/u5cuXT4JtOkp7t7SkpCS1zWmCaB+jWQ6hOS49PV0CMzrkY/VWunRpNW+bv7+/uvPo4sWLqVOnDvHx8RQvXpzIyEgJtmUDmro5ffq0mnx7yJAhTJw4EXd3d0JDQ3F1dVXbs7GxMd27d1eDbfLuMHvSrrtWrVrx448/UqVKFTXXosg+tGeMjx8/no4dO/LkyRMePnyIra0tO3fuVHcjFbpHcw++c+cOCQkJ+Pn54efnx5w5cyhfvjzTp0/n1KlTmdqs9jgnNDQUDw8PlixZIsE2HWJgYMDdu3d58OABc+bMYdSoUX84FtWu35o1a0qwTYi/gcxw+ws2bdpEjRo1+Oqrr3j69CmjR4/GxsaGmTNnfnDs+w8hV1dX5s+fT8uWLb90scVHaA++7969S0ZGBjlz5lTfqH8qH5t2vWqSiArd5OPjw5EjR8iVKxf16tWjV69ewMfrVrted+3aRcGCBalRo8YXL7P4kHZbPXfuHAkJCZiamvLdd98B8OuvvxIWFsaJEyfo378/3bp1AzLne5LAuO5TFIXffvuNJk2aADBlyhT69++vfr9//37Gjx+PnZ0d48ePzzRbXPIF6Z6/WicfO16C5NnT+zOlzp49S61atRg0aBA5c+aU9qrDdu/ezcKFC8mXLx++vr5q4PvatWsEBARw/vx5HB0dsbW1zdSXCg0NxcXFBScnJ5o3b56VlyA+wsPDg6CgIIyMjAgNDaVMmTJ/eLx2G7137x4FCxYkZ86cX6KoQvwrSU/mM506dYpp06YxYMAANm7ciJ6eHnPnzmX9+vXs3bs307HvB9tcXFxYsGCBBNt0hHaOCg8PD8aMGUOXLl0YMWKEmg9Isxva++dp6jUwMBA7Ozt5U6tDtGdBBQYGEhAQQM2aNcmdOzdLly5l0aJFwId5F7XrNSwsjPHjx8tMVB2h3Vbd3d2ZPn06M2bMwM3NjYkTJwLvcrp17dqV77//nuDgYFavXg38nu9JO7eM0F16enoULVqU0NBQTE1N+emnn/jtt9/U75s2bcqSJUsICgoiNDT0g3OFbtHUia+vL35+fp91/PvP0z+abS501/sz3WrUqMGxY8fw8vIiNjZW2qsOeX/ORZ48ebC2tub+/fu8fPlS/bx8+fIMHDiQ7777jqFDh3L58mU12BYSEoKHh4cE23SM9hjG3Nyc5ORkkpOTiYmJ+cPztPvEa9asYcKECWouRiHE/42MQj7h/Tertra21KpViytXrnDx4kUOHTrE999/z7hx41izZg3W1tbqzlrag3d546N7tAcCmtmH8O4tzrJly4iNjcXNzQ0DAwP1wfN+EHXlypVMnz5dBvI6Qru9/vLLL+TIkQMXFxfq16/PmzdvqFmzJnPnzgXezZzR7Cqrr6//wUxUT09P6tSpk2XXIn6n3VYjIiLw8vKicuXKeHt74+Pjw+vXr/Hz88Pa2pquXbvy6tUrLl68mKm9yuAu+8jIyKBq1ar4+fnRr18/vLy8GDduHFZWVgA0adKEtWvXUrVq1awtqPgsycnJnDx5klq1av3psdqB8b1799KgQQPJeasj/mim4ae+09fXV1cBTJgwgeTkZC5fvixLv3WM5vm4ZcsWMjIy6NChA3p6eiQnJzN16lScnJzU5aHlypXDzs6O4sWLU758eQCuX7/OggULcHV1lXGOjtEERIOCgrC0tGTTpk1ERkYyaNAgvLy8aNCgwQfnvD/W8fT0ZM6cORQuXPiLll2Ifx1F/KFr164p0dHRiqIoysWLF5Vx48YpgYGByq5du5T69esrzZs3V+rXr68EBwcr6enp6nmbN29WrK2tlT179mRV0cUfSExMVIYPH674+/urnyUnJyuHDx9WbG1tFT8/P/XzjIwM9f/Xr1+vVKtWTdm9e/cXLa/4OAcHB+Xt27fqv6OiohRra2ulRo0ayk8//aR+npiYqGzYsEGpVKmSsnjx4g9+R+pVd927d08ZMGCAcvjwYUVRFOXIkSNK1apVlTlz5igNGzZUhg4dqh774MED9T6s3W5F9qGpv9OnTysVK1ZUpk6dqjx9+vSD41JTU7900cSf0O4DaTg5OSmDBw9WUlNTlbS0tI+ep91WQ0NDFWtra+XkyZP/WDnF59Ou09DQUMXBwUGZOXOmEhwc/IfnadfpkSNHlMePHysxMTH/WDnF/11KSooydOhQpWfPnupnx44dU4YOHap07NhRuXr16kfP07TnO3fufJFyis/z/li0fPnyypUrV5SMjAwlKSlJmTVrllK5cmW1T/Wx8zR9YhnDCvH3kCWln6AoClFRUXTt2pWlS5dy9OhRKleuTMGCBYmPj6dFixaEh4dTvXp1nj9/zunTp9W3fCkpKaSkpLBy5Up++OGHLL4S8TH6+vrcu3ePhw8fqp8ZGxtja2tLw4YNuXr1KvDhckOZsag7Hjx4QHx8fKa360WKFGHcuHGkpaURFRWlfm5qakqbNm2YPXs2q1atIiQkRP1u9erVshxCh5UoUYI2bdpQoUIFzp8/z4wZM3BwcGD27Nk0bNiQw4cP06lTJwCKFy+uLmeSmW3Zk6b+atasSUBAANu3b2fevHkfLIOR2cW6R3Mv1iwHTktLw9zcnMTERAwNDT+aF1W7rWpScHh5eWFra/tFyy4+TlOnLi4uLFmyBD09PV6+fImbmxtjx45V0y/8UZqGIUOG8ODBA/Lly/flL0B8QLuuUlJSMDIywsnJiVu3bqkrPr7//nt69+6NpaUls2fP5uLFix/8jqY9f/3111+m4OKzaNrsoUOHSEtLw9HRkQoVKqCnp0eOHDmYNm0aHTp0YOzYsRw9evSD87Tz8ckYVoi/SRYH/HTKx2ZEbN26VZk+fbpia2urrFq1Stm/f79St25d5eDBg4qiKEpCQoISFRX1wZvblJSUL1Jm8ecuX76sPHjwQFEURZk7d66yb98+RVEUxd3dXenbt6/yyy+/ZDrew8ND6dWrV6Y6lBmLum3Dhg1KQkKCoiiKEh0drXh5eSk2NjZKYGBgpuMSEhKUgwcPqrNj4uLilHr16inbtm370kUWH/GpGTAaHh4eir29vTqrcdWqVcrIkSOV6dOn/+m5Iut9bAbUnx177Ngxxc7O7i+dK74s7bo5c+aMUrlyZaVRo0ZK/fr1ld69eysVK1ZUli5dqpw9e1a5ffu2kpyc/MFvyCxj3fXLL78o9erVU2eNp6enK+fOnVPq1KmjTJo0KdOx768IqF69uvSbdFRAQIDi5eWlXL9+XVEURYmIiFA6dOiQaebTyZMnlW7duinTpk3LqmKK/4MHDx4o5cuXV6ytrZWAgABFUTK3zbdv3ypz585VrK2tlQsXLqif79ixQ6lcubK0WSH+ZrJL6f+nnYfixYsXJCUlUbx4cQDevHnD4cOHmTdvHs2bN1fzUCxdulTN2waf3tlSZA1FUXj06BGdO3emY8eOxMfHs3nzZiIiIihXrhxRUVHMnTsXGxsbOnToQI0aNYiPj2fUqFF89dVXzJ8/H3j3t7F//36MjY1p2LBh1l6UADK/QY+JiaFNmzZYWFiwYcMGTE1NefbsGeHh4QQEBDB69Gj69ev3wW+kpKRgbGzMmzdvMDc3/8JXILQlJydnytd06NAhnj17RrFixfjqq6/Ue/G4ceN4+PAhERERpKamMmHCBKpXr67Wr9yDs4fr169Trly5P92F8v36lPrVPdHR0WqOvVOnTlG8eHHMzMxISEjgl19+ITY2lgULFlCoUCGMjIyIjo4mf/78tG/fnrFjxwIQHBzMsmXL1D6WyFrvt8sjR44wa9Ystm3bRu7cudXn79GjR5k8eTJLlizB1tY203mya6Vui4mJoWfPnkRHR1OsWDGGDx9O5cqVcXFxoXjx4owYMULdlfLSpUtUrFhRdgzWYcp7O/+mpqZy6tQp5s2bR4kSJfDz81Nnj2vq8e3bt4SEhNC3b191xvidO3d4+vSp5DEW4m8mATcy36g8PT3Zv38/MTExWFhYMHDgQBo0aEDevHl5+PAh/v7+XL16lUuXLrFgwQJ1KZPQXXv27GHGjBm8ffsWLy8vGjZsqNb5kSNH8PLyIiEhASMjI4yMjEhJSWHTpk0YGRmpx/3ZwFB8Odp1oQnUXL9+ncmTJ2NoaMi6devUoNvGjRsJCgqib9++jBw5MotLLj5mzJgxVKxYkT59+mBqaoqLiwvr1q2jWLFiPH36lHLlytGpUyfat2/PkSNHcHR0xMzMDENDQ96+fcuWLVswNDT8oMMpdFNUVBS9evVi69atfPPNN394rNx3dVtUVBRubm7Y29uze/duwsPD2bVrlxqAg3cBuaFDhzJr1iwqVqzIpUuXiIuLo2HDhhgaGnLv3j369+/PpEmTaN26dRZejQCIjY1Vl35evHgRGxsb7ty5Q5cuXXB2dqZZs2bqsY8ePaJHjx7MnDkz09Kz1atXs3z5cgmg6pD3n48pKSmEhoZy7NgxGjRowPLly+nZsycPHz7k4MGD+Pj4UK1atUy/Ifdj3fR+EC0jIwMzMzMAjh49ysSJE6lfvz5ubm4fHK+RlpaGvr6+1K8Q/5D/fBIU7YfQypUrCQkJYfr06RQoUICIiAj8/f2Jjo6ma9euFC9eHHt7e27fvs3OnTtp165dFpde/BHNQyVv3ryYmZlhZGTEmTNnKFGihJpzokGDBhQpUoSHDx9y7tw5ihUrRpcuXTA0NCQtLU196yMPId2g3VFYs2YNGRkZtGjRgnLlyuHq6srEiRPp0aMH69atw9LSks6dO5OQkMC5c+ckIKOjihYtiqenJ2ZmZpQvX56TJ0/i7+9PtWrVuHTpEmFhYQQHB5MrVy4aNmzItGnTOHHiBKampowdOxZDQ0OZ+ZSNWFtbU6dOHQ4fPsw333zzyUGcoijq5xs3bsTExIQ2bdp86eKKP5CRkUG+fPmYOHEiCQkJbNmyBSsrq0x1amVlhampKSdPnqRatWrUqFEj0/mFChUiJCSEIkWKZNVliP/vxIkTbNq0iQkTJhAYGEhkZCR79+7FwsKC77//noiICMzNzdX8erlz5yZv3rxqTjBFUXj27BmrV69m5syZEmzTIZq+z6ZNmyhcuDC2tra0b9+eTZs2kZaWxtatW/H398fQ0JD4+HgmT57Mhg0byJ8/v/ob0g/WPdr3Wl9fXy5evMj169dp0aIF9erVUwNtkyZNYuLEibi5uaGvr/9Bf1hyogrxz/rPznB7+PChukwpPT2dhIQEBg8eTNu2bbGzs1OPW7x4Mfv378fJySlTR1FDOygjdFd6ejp79+5l4cKFNG/eHDs7O0qWLPmHx8sAXnctXryYzZs3Y29vT926dbG0tATg119/ZezYsZiamrJ27VrMzMyIjY0lb9686OnpSdBNh2jXxfLly1m+fDndu3fn1atXLF68WP3uxo0beHl5YWRkhIeHxwe/I/dg3fWpYJqzszNHjx5l586dwIezL7T/HRoayqJFi3BxcaFp06ZfpuDis7m6uuLv70+lSpWYMmUK3333HfCuDjVB0wkTJqCnp6fOsBC6aceOHfj5+ZGens6zZ88IDQ1VX07+9NNP+Pj48PbtW+rXr8/XX39NWFgYsbGxREREZOovaVaICN3y5MkTFi1axJ49exg5ciQ9e/bk1atXjBkzhqlTp1KjRg1u3rzJggULSE9PZ/369RJkyybc3d0JCwtj+vTppKSksH79elJTUwkKCiJv3rycOHGCSZMmUblyZfz9/bO6uEL85/wn76RTp05lwYIFXLlyBXi3046enh6JiYmZdhoFsLe3J1++fJl2NdQmAz3dpnnzamBgQMuWLZkwYQJ79uwhLCyMO3fuADBw4ECOHTuW6TwJtumu8PBwtm7dSmBgIB06dMDS0pKUlBRiY2P55ptv8Pb2JiUlhRYtWpCcnEy+fPkk2KaDNEu1AUaMGMHIkSNZu3Yt58+fJzo6Wj3O2tqaZs2asXfvXh49evTB78g9WHdpnqf37t3jzZs36uea3Q19fHwA/jDY5urqirOzswTbdIym7VatWhV3d3eKFCmCl5eXuuudnp6eWv8lS5YkNTUVeFe/Qje1bt2a8uXLc/PmTb799ttM39WuXZvRo0dTtWpV1qxZQ2BgICYmJoSHh2NgYEB6erp6rATbdIP2bqQAhQsXxsPDg0WLFrF161amTJnC7t276dy5M8ePHycxMZGKFSuybt06Ndj2/m8I3XPr1i2OHDnCsmXLaNu2LUWLFuXWrVv07dsXCwsL9PX1qVevHgsWLEBRFKlTIbLAf26k0r17dx49eoSVlRXBwcH06tWLypUrkytXLiwsLNi5cyc9evTA2NhYTapevnz5TIMFkX1oOvyaQVz79u2Bd7n6rl27xps3b3j58iW1a9fOwlKKT+nRowfDhg2jQYMG6mePHj2iVq1alCtXjvv373PmzBmCg4PJkycPTZs2pV+/fixevJjAwMBMwRgJtuke7SS+w4cPx9TUFGdnZyIjI+nevTt58+YF3g3Yv/rqK9LS0rK2wOIv2717N05OTpQqVYphw4bxzTffYGFhQbNmzbhy5QqpqakYGRmpx2vaaVhYmCRd12GaZ6smEFqgQAGCgoLw9/dHT0+PevXqAbB//37q1KkjOTR1nGZWf6VKlShXrhw7duxgxYoV9O3bl4oVK6IoCtWqVaNatWqMHDkSRVEwNzdHT09PZhnrIO3ZxRcuXCAmJoaCBQtSqlQp2rZtS6lSpTh06BDbtm3jyZMn6rJhTbL89xPsC92Vnp5OUlISNjY27N27lylTpuDg4ECnTp1ISkriwIED1KlTh6ZNm6r3a6lbIb6s/9QT0svLi6SkJI4fP86xY8dYuXIloaGhZGRkUKVKFRwcHBgwYIC6zl0zy+n69etUqlQpi0sv/hfaM5zat29Pnjx5+OWXX0hOTmbixIkf5GwTWe/t27e0atVKzRcD7zoJKSkp3Llzh4ULF3Lu3DmKFClCrVq10NfXJyIiglatWlG+fHlcXFwAWR6s67Q79v369SMxMZElS5YQHx9Po0aNyJs3L56enpibm/PVV19ldXHFn7h9+zbFixfH2NiYkJAQGjVqhIODAz/99BNjxoyhRo0aNGnShB9++AE7OztOnjyZKaAOsHbtWtzc3Fi0aFGmZOxC92ieqzVr1kRPT4/Vq1ezbNky7t69y7Fjx7h79y779u2TzYd0nOYZqUmpUqBAAQICAli9ejX9+/enfPnywLs8b3Xr1lXPUxRF+k06SNPOFi9ezJ49e0hKSiJ37tzkyJEDHx8fKlWqRMmSJWndujWLFy/m8OHDrFu3LtPulNJWdY/mfquZKay5r5qamhIeHs6SJUuYNGkSPXr0AODatWscOHCAUqVKZZp5KnUrxJf1n8rh5uzszE8//URkZCR+fn7s3bsXPT09SpYsSb9+/ahQoQL79+9n1qxZ5MuXjyJFivD69Wvi4+PZunWrdCp01F9ZKvipYyXYpttWrFhBgQIF6NKlCy9fvsTV1ZVHjx7xww8/ULt2bcqWLcvBgwfx9fVlxYoV6i5rIvvQHoyvXLmSJUuWYGBgQOvWrUlISGDJkiUYGRnJoF2HXbp0ienTp9OlSxfu37/P2rVrOXDgAEWLFgXg1KlTXLhwgaCgIKpVq8aJEydo0KABixYtwszMDD09PZ4/f46joyPNmzenVatWWXxF4nNoP1cvXLjAxo0buXjxIlZWVqxYsSLTjt8i6/1RXWjfX3fu3ElgYCDFihWjefPmREREcP/+ffbs2SN1mQ2Ehobi4eHB8uXLKVKkCHfv3mXlypXcu3ePiIgIChYsqB67c+dOmjdvLi8ndZh223z/RfLo0aPZt28f48ePZ+jQocC7l9ZjxoxBX1+f5cuXS79JiCz0nwi4aToXUVFRzJo1CwMDA54+fcqBAwc4efIkfn5+lCpVikGDBmFtbU10dDSBgYEAmJmZMWLECJkBlQ0EBARQq1YtKlas+KezmjR/ExkZGejp6UnnUYelpqayaNEi1q5di7OzM+3btyc1NZWUlBRy5swJvMu5OHr0aLVjIfWZPWl3KNeuXYujoyPe3t40adJEli5lAxkZGTg6OrJ3714SEhIICgqiSpUqHywbjY2NJTw8nDNnzhAVFcXWrVvV2YuKohAXFydBcx3xuQFu7SBOYmIiycnJ5MmTB319fWm3OkS77/OpetWuy7179xIaGspvv/1GwYIFCQgIkACqDjp79mymDUsAHB0dSU9PZ86cOepx9+7dY9q0aVhaWuLq6oqenl6mvrK0Vd2k3d6CgoI4ffo0OXPmpFSpUowYMYK4uDjGjx/PzZs36dOnDykpKURFRfHixQs2b94sLyuFyGL/iYCbtoEDB3LixAm+//57daeWbdu2ERgYSOnSpenbt+9Hl4/KsjTdN3DgQGJiYggLC8PY2PiTHULtz6Ojo7GysvrSRRV/UUJCAn5+fvj4+ODs7Ey7du0AePPmDbt27WLfvn08efKETZs2Sccim9Ouu40bN9K+fXsMDQ1lgKfDtHek3LRpE87OzhQsWJBu3brRsWNHzM3N1Weo5r+a+uzfvz/58+fHxcVF/Q2hGx4/fqzOTgwKCqJGjRqflV5Duw3LvVh3uLq68vbtW6ZNm/anObq077fPnj0jOTmZokWLSgBVB23fvp1JkyaxePFi2rZtq34+ZcoU7t69y4YNGzId7+vry44dOwgJCcHc3PxLF1f8RdptccWKFfj5+dGhQwfi4uI4evQoVatWZcmSJRgaGrJgwQJu375Njhw5+Prrr3FwcJAJI0LogP9ULyguLg4jIyNGjx7NkydPmDBhAgBt2rShf//+3L17l5CQEM6fP//BuRJs0y0f22Vn/PjxmJubs379enXm2vu0H1zBwcG0bNmSmJiYf7y84n+TM2dOBg8ezODBg3FwcGD79u3qd1evXqVgwYLqW7y0tDQZ4OmQT+2I9al3Pdo7o3Xu3BlDQ0NSU1Ml2KajNPdUfX19Xr58SePGjdm4cSO1atViy5YthIaGkpiYqD5DNf/V1P/333/PmzdvMu1qKbLe1atXadKkCUePHmXBggWsWLGCXLly/el52kHT1NRUqVMdkZSURHx8PJcuXcLT01MNtn3q/qydJ8rS0pLixYurx8vAXbc0bNiQYcOGMXXqVCIjI9XP69SpQ2pqKjt27CAlJUX9/OuvvwbeLTkUuk/T9/n55595/PgxXl5ezJw5Ezc3N4KCgrh58yb29vaYmJgwb948fH198ff3Z8aMGRJsE0JH/Kd6Qnnz5mXZsmWMGDGC/v37c+3aNSZOnAi8C7r169eP06dPc+rUqSwuqfgzmk68j48PGzdu5PXr11SoUIHKlSuzf/9+4uLigMyDfe1gW2hoKMuWLWP+/PmyhX02kTNnToYOHcrgwYOxt7dn69atmJubM2XKFBwdHTE0NCQ9PV06FjpEewZFVFQUJ0+e5NmzZ8DvyX4/Rju4pnlRInSP9ouNgwcPMmLECO7du8dXX32Fg4MDFStWZNeuXYSFhZGcnAzAwoULiY6OVv8unjx5wr1790hISMiy6xAfqlChAkOHDmXs2LFEREQQHBxMiRIl/vAc7WdsWFgYYWFhsrOwDlAUBVNTUyZNmkTNmjU5efIkS5cu/ayg2/vfSQBVt2h2ix01ahSjRo3CwcGBvXv3AtCoUSMsLS0JDQ1l06ZNvHr1iufPnxMaGkrhwoXJnz9/FpdefK79+/cze/ZsTp48iaWlJfCu7itWrIiLiwtRUVHs27cPQM2HqjlG+sRCZL3/3JPTwMAAPT09WrVqxaBBg7h69aoadPvxxx+ZP38+w4YNy+JSis9x9+5dvLy81Dc6u3btYsKECbx48YKlS5cC7zqHmuVO2sE2FxcX5s2bR+vWrbPyEsRf9H7Q7dixY+TIkUN9Gy8zUXWLZnC2aNEiJkyYwPDhwxk7diwhISGfHOxpt9WQkBAGDBhAfHz8Fy+7+GPawdRjx46xZ88ebt++jZeXF+fPn8fY2JiZM2dSsWJFduzYwdSpUxk4cCCRkZHqQC86Opq4uDhcXV3VfIwia2nPPC1cuDBJSUmkpKTw22+//el52sG2OXPmYGlpKYM9HaAJnOXKlYshQ4ZQs2ZNTp069adBN+3Zihs2bODgwYNfuujiD7zf5jTB7TFjxrBlyxZy587NwoULsbCwICQkhPr16zNo0CBevnyJl5fXH770ErqlYMGClChRgmfPnnHy5Eng9xeTJUqUwNzcnNevX2f6/P3/F0Jknf9cDjdtiYmJ7N69m4CAAKysrFi1apX6neRs0z0fyzeydOlS/P39GT16NGfOnCF//vx8//33LFq0iHnz5tG4ceNMx4eGhuLm5qbugieypzdv3rB9+3Z1yaHQLdoDgdOnT7No0SKmT5+Oubk5AQEB3L9/nyZNmjBw4MBMuYTeD4y7uroyf/58WrZsmZWXI/6As7MzBw4coGnTprx8+ZKTJ09ibW3NsGHD+O6770hNTcXPz4+7d++SkZGBs7NzpqTrb9++JUeOHFl9GYLMz9hXr16RJ08eoqOjCQkJITAwkMWLF9OyZcsP8ilqn6d5oeXs7EyzZs2y5DrE7z6W+/L169f4+Phw9uxZbG1tGTt27Ac53bTP27BhA7NmzcLLy0vqVAd5eHgQERHB5MmTiYuL4/z58+zZswcnJyc6duxIYmIi0dHRXLx4kXz58lG3bl0MDAxkqWE2c+vWLTw9PXnw4AH9+vWjffv2ACQnJ9OuXTv69OlDz549s7aQQoiP+k8H3OBd0G3z5s2cP38eFxcXmS6fDRw5cgRjY2NsbW0BGDduHIULF6Zv375MmzaNuLg47t+/T82aNVmwYIG6ZPTAgQOMHDkST09Pfvjhh6y8BPH/fSyI+leT40unUXft37+fI0eOkC9fPjVn5uvXr3Fzc+PGjRuZgm7a9agZtDs5OUlgXIddvHiRUaNG4ebmpu6Qt3v3btatW4ehoSFjxoyhatWqKIpCRkaG+hJL2qzu0b4Xr1ixgrt379KjRw++/fZb4F1gNSQkBDc3N/X5uWjRItq2bUv58uWBd7NsFi9eLO1WR2jX6evXr8mRIweKomBiYkJcXBy+vr5ERUVlCrqlp6ejr6//wYoACaDqptjYWAYMGEDPnj3p0qULAC9fvsTf35/AwEDc3Nw+upJDJhVkT9euXcPX15cLFy7QtGlTChUqxPnz57l9+zY7duyQ56oQOuo/H10yMzOjc+fOuLq6/mEuC5H1FEXh8ePHLFq0CG9vb9zc3ABo3Lgx8fHxKIpCQEAAPXr04JtvviE+Pp58+fKp5xcpUoQ1a9ZIsE1HaA8Gbty4wS+//AL8+RR47TYaExMjHQwd9ebNG1avXs3WrVu5ffu2+nnu3LmZOHEi5cqV4+DBg2oCb+1gm6urqwzaswEDAwPevn2baeDWokULunbtytmzZ1m6dClRUVHo6empO5NKThndpLkXu7i4sHr1apo0aaLuUArg4OBA9+7dGTduHIsWLaJnz54cOXKEsmXLAhAYGIirqysLFy6UdqsDtJ+vvr6+jB8/nk6dOrFkyRKuX79O3rx5GTJkCDVq1OCnn37Cy8tLDYprL1PUvPiQYJtueH+ORHJyMg8fPszUb8qfPz99+/alQoUK2Nvbs2nTpg9+R4Jt2VP58uUZOnQoNjY2bNy4kWPHjtGwYUN2796t5jEWQuie/3zADcDExETNASUz3HSLdnBFT0+PokWL4unpSbt27di0aRMDBgxAURRu3LhBWFgYAF26dMHLy4vg4OBMOSrKly+vzsIQWU/T1hYvXszAgQMZOHAg7dq14/Tp05l21NKm3UbDw8NxdHTk1atXX6zM4tM0AwHNf83NzXF1daVRo0bcunWLjRs3qsfmzp2bCRMmULhwYWJiYtTBws6dO5kzZ44E27KJHDlyYGFhwcOHD4Hf6/7HH3+kdOnSxMfH4+Pjw7lz54B393DJKaO7Dh48yI4dOwgKCqJ58+YULFiQ2NhYfv75ZwCmT5/O6NGjuXHjBkWKFGHLli1q8PTy5cvMmDFDXmjpCM1z0sPDg1WrVtGyZUs6derEhQsXmDNnDpcvX1aDbt999x3btm0jPDxcPT8oKEgCqDpIc//cs2cPiYmJFCpUSA24aOdZLFSoEGXKlOGrr75i48aNn9wVXGQ/5cqVY+TIkTRu3BhjY+NMmyTIGFYI3fSfX1IqdJf2G9rr168THx9P8eLFsbS0RF9fn9jYWCZNmoSZmRm//fYbV65cwdvbm6ZNm370N4Ru0K6TQ4cOsXjxYhwcHLC0tMTJyYlnz54xZcoUvv/+e4yNjdXz3k8QvGDBAtzd3TPVt8ga2nX6/PlzTE1NSU9PJ0+ePPz22284OjoSHx9Pp06d1LwjAAkJCZiamqKvr09KSgqHDh3C3NycunXrZtGViL9qxowZ7N+/H29vb6pXr46enh4vX75k7ty5VKtWjePHj2NgYMCAAQOoVatWVhdX/IFdu3bh6+vLunXrePLkCbt27SIiIoKMjAyKFi1KSEgI8G72qrm5OQApKSmZ7tNCd+zfvx93d3ecnZ2xsbHh+PHjDB8+nFKlSmFgYMD8+fOpWLEisbGx7Nq1i27dumFgYEBSUhLjxo3jxx9/pE2bNll9GeI9d+7cYeLEiXTo0IE+ffqwdetW1q1bh42NDYMGDcLS0pLExEQmTpxIt27daNCggbzo+Be6fPkyq1at4sWLF7Rv355OnTpldZGEEJ8gATehk7SDK66urmzfvp309HQSEhJo3bo1HTt25Ntvv0VRFDZt2kRUVBSbN2+mV69ezJgxI4tLLz7H1q1befr0Kfr6+gwaNEj9fNCgQTx8+DBT0E0734gmp8zChQtlNoUO0G6r3t7eHD16lNevX5MnTx7GjBlD3bp1efLkCfPnz/9o0A3ItFOeBMizB+26GjNmDKdPn6Zjx44ULFiQw4cPk5GRwdq1azl+/Dje3t5YWlqyePFi2SBBR2i3W83/79u3D09PTwoWLMitW7eoU6cOFStWpHjx4syYMQMXFxc1d+r7vyF0z88//8zOnTuZNm0ahw4dwsHBgQkTJlCoUCGmTp1KsWLFmDJlCtWrV1fP0TxrJZCqO97Pt/b27VucnJx48OABK1euJEeOHPj5+XHgwAFiY2OpXLkyt27dAiAiIgIDAwN5tuqoT9XLn+XY05x348YNNb2Ou7u7+iJECKFbJOAmdI72AygkJARvb2/c3d0pU6YMx44dY/PmzeTLl48hQ4ZQqVIlAFJTU9m1axetWrWS/EDZQEZGBo0aNSI6OpquXbsyb968TN8PHjyYR48eMWbMGJo0aaJ2/NevX4+bmxsLFiyQZS46xtvbmzVr1jB9+nRevXrFlStX2LZtG05OTrRr147Hjx+zcOFC7t27h729PfXr18/qIov/kXbAxdPTk0uXLvHy5UuKFCmCm5sbJiYmABw/fpxSpUpRpEiRrCyu+P+0n7GpqalkZGSodbVp0ybu3r1L+fLlqVmzJgUKFODRo0eMHj2auXPnYmNjk5VFF5/wqYF7bGwspqamDBkyhNq1azNixAgyMjLo3r07z58/p3bt2ixcuFCCp9nAoUOHKFy4MOXKleP169e0atWKpk2bMmfOHODdjuA///wzv/76KwUKFGDSpEkYGRnJBgk66v2dgB8/foypqSndunUjX758n9xcSDNs19PT48GDBzx+/JhSpUphZWX1RcsvhPh8EnATOuPYsWPUq1cPeLeLnYGBARMmTMDCwoKZM2eqx+3fvx9PT09at27N0KFDP+hoyg54uk3TyUhLS6N37948ffoUd3d3qlSpkqkeO3XqxFdffYWHhwcA27ZtY/r06bi4uEiwLYu9P/shLi6OoUOH0rVrV3VZQ3p6Ol5eXvj6+rJhwwYqVarEo0ePCAsLY9y4cTIA+JfQvv+mpKSQlpaGqakpenp6MktGB2nX1+rVqzl16hSJiYl8++23jB8/Hvj9Hp2ens6bN2+YMmWKugmKtFvdo12nDx8+JC0tja+//lr9/tGjR/To0YPp06fTokULnj9/jpOTEy1btqRp06Yy8ykbOHLkCEOHDiV//vxMnjyZ9u3bc+TIEVxcXBg2bBg//vijeqz234P0h3WTdh25uLgQERFBmTJliImJIT09neDgYKysrD6oP+0g3Zo1a3BxcSEyMpJSpUplyXUIIT6PPGWFTli7di2Ojo7qxgfaD5iEhAQAdfedpk2bUq9ePcLCwkhJSfmgsyidC92mCbYZGhoSHByMubk5s2bN4vLly5kS+0ZERKhT5dPS0nj69Cne3t4SbMtiffv2xdfXN9Nnb9++5datW5iamgK/b26h2QVvx44dpKamUqxYMSZOnIiBgYHspqXDPvYe7lPv5vT19dXvjIyM1ATOiqJIsE3HaG864+bmhr+/P+XKlaNly5b4+Pgwd+5cXr9+jZ6eHsnJyYSEhDBhwgSePXtGYGCgtFsdpalTV1dXBgwYQOfOnRkzZgw3btxAURRy585NmTJl2Lx5Mzt37sTBwYHY2Fg12Ka9OZXQDe/XSd26dWnatClWVlZ4eXmxcOFCbty4Qa1atbh06RIvXrxQ78PafWLpD+smTR3FxMQQHx9PUFAQwcHBuLm5YWlpSadOnYiOjsbQ0JC0tDQgc7AtNDQUb29vnJ2dJdgmRDYgATeR5YKDgylevDjVq1cnMjJSDbrp6elRunRp9u3bx+3btzO9WS9ZsiRFihSRnZeyKU0nwsjISN2yfvr06R8E3fT19dXg3MCBA2UZog4YP348Q4YMAVA7goUKFaJmzZrs2LEj066jZmZmmJmZER8fj5GRUabfkZkyuikjI0Otv5iYGJKTkwHUGU8fowmwac5LT0+X5Wk6RLOTs6ZO9u3bx969e/H09GTcuHEUL14cQ0NDwsPDmTVrFvHx8ZiYmJArVy6+/fZbNmzYgJGRkTrzXOgG7fa4fft2du3axfjx41m0aBGXL1/G0dGRixcvkjt3brp06cLbt29xd3dHURT8/Pwkb6YO09TJvXv3gHd9pkaNGlGnTh2mTp1Knjx5OH/+PJs2bWLnzp1cvHhR7rnZzKZNm2jZsiW3bt0iX7586OvrU758eebMmcPXX39N586defbsGYaGhqSmpmYKtrm4uDBv3jxatWqVxVchhPgc8pQVWap///6EhITQoEEDBg8eTMmSJdm4cSPr1q0DYNSoUVSuXJnBgwdz8eJFXrx4QWJiIjt27MDCwkLNOyOyn/eDbvr6+gwdOpQ7d+58cBzIdue6ICMjg6pVq2JsbIyvry+TJk0iMTERgIYNG/LixQuCgoJ48+aNuqQwISGB/PnzZ3HJxefStDMvLy/69OnD4MGDWbJkCcAnZzhpB9s2b97M3r17ZdaMjli0aBFubm5ER0cD74LkKSkp2NnZ8e2333LkyBHGjx/P7Nmz8ff3Z9++fbi6upKYmEiHDh0YNWoUhoaGpKeny2wZHZGUlAT8/tLiyJEj/PbbbwwZMkTN6xUWFsaLFy9YtGgRV69epVWrVvj6+rJmzRr8/f3VAKo8V3XX2bNnadGiBYsXL+batWu0adOGq1evcunSJUaMGMH06dOpX78+z58/V19Ui+yjYMGCfPPNN9y8eVN9IakoCqVLl2bOnDmULl2a+vXrExsbq34fGhqKu7s7Tk5OstpDiGxEcriJLHP9+nUmTZqEl5cXX3/9Nb/++itFihRhwYIF3L17l7Zt29KzZ09evXrF5MmTOX/+PHnz5sXMzEzdndTIyEiS/eqgv1InmhlsqampTJ8+nYULF8osCh2XkZHBsWPHGDlyJB06dGD+/PnAu40TDh06xNu3b7GxseH27dskJCSwZcsWGaxnI5GRkbi7uzN06FBu3rzJqVOnqFChgppPUTsJt3ZbDwsLY/bs2SxfvpzGjRtnWfnF71xcXDh16hR16tShd+/eWFlZ8ebNG+Li4jA3N2fQoEH88MMPDBkyhMePH2NnZ8fTp08ZMmQIEyZMyOrii/eMGTOG1q1b07x5czIyMoiLi6NOnToAjBgxgjFjxqjHPn/+nL59+2JhYcHYsWOpUaOG2lZlZpvu+Vi/adeuXaxevRojIyOaN29O48aN6d69O9OnT1cDLvv27aNx48bSb9JhH2tvqamp/Pzzz8ydOxd9fX3Wr19Pzpw51e9v3LjBhg0bmDZtGgYGBkRFRdGrVy+WLl0qwTYhshkJuIksExcXR+vWrWnSpAm5c+fG39+fS5cu8fDhQ/z8/Lhz5w4dO3akW7duAOzZs0d9s9umTRsMDAwkIawO0u40vn79mty5c//pOe/XY2pq6gdLEEXWOXPmDIaGhlSrVg1nZ2e++uorevbsycmTJxkxYgQtW7Zk4cKFwLsdKU+dOsWzZ88oVKgQY8eOVWfIyIBAN70/GNi8eTN6enq0b9+exMREDh8+jIuLCzY2NixduhT4fWOb95e5LFy4kB9++CFLrkP8Tvs+vGLFCvbu3asG3QoVKgTA7du3GTFihFq3L168wNPTk65du1K+fHlprzrmzZs3hIaG0qdPH4yNjUlOTsbExIR79+7Ru3dvihYtipOTU6acTi9evKB169a0bt2aWbNmZWHpxR/Rvgdr6lXz2a+//sqpU6fw8fHB2toaU1NTTE1NmTx5stqWQTZI0FXadXv+/Hnevn1Ljhw5qFatGgDnzp1jwYIFwLuNELSDbu+7evUqFSpU+OcLLYT4W0nATWQJzQPozJkz9O/fHxMTE7Zt20bRokWBd3krfHx8uHPnDu3ataNnz54f/IYM4HWPdsciJCSEW7du0a9fP0qUKPGH58ksRd0VHR2Nvb09hoaG5M2bl927dxMREUG5cuUAOHHiBCNHjqRly5Y4Ojp+dOaTDAR0l3Y9RUZGkpSUxM6dO2nevDm9evUC3m2KcfDgQVxdXalSpYo6001DE2yTZS66Rft+vHz5cvbt20edOnXo06cPVlZWPH36lObNm9OtWzcaN26Mn58fKSkpBAcHZ9rcRmS95s2bU7VqVRYtWgS8G5hnZGTQtm1b8uXLx+3bt+nWrRs1atRg2rRpfPXVV2rbjouLI1euXNJf0lHa7XTNmjWcO3eOpKQkatWqRdeuXTE3Nyc1NZW4uDhmzpzJpUuXePnyJT4+PjRo0CCLSy8+1+LFi9m2bRsmJiY8fvyYFi1a0KtXL6pXr05UVBQLFy5ET0+PoKAgzM3NM50r4x0hsjeZTy6yhKZzcfPmTQwMDEhNTWXVqlXq9yVLlmTo0KGUKlWK7du3ExgY+MFvyMNHt2h3Gm/dusXZs2fZsWMHoaGhPH78+JPnaQ/4161bp77pE7rBysqK4cOHc+fOHXbv3s2CBQsoV64cGRkZZGRkULduXZYtW8bu3buZM2eOuquwdgBVBu26Sbvtubu7M2fOHMLCwrh16xZ79+5VNzDJkSMHjRs3xt7env3796s53QACAwPx8PBg4cKFEmzTMdo7UI4YMYJmzZpx8uRJgoODefLkCYUKFcLJyYnw8HDmzp1LQkICAQEB6iYY0m51g6+vL8bGxmqwDd6l5Fi9ejX79u0jNjaW0qVLExYWRlRUFE5OTjx8+FBt23nz5pUdZnWY9i6zy5Yto3z58hQvXpzt27cze/ZsddOhggULsnLlSuzt7enRowd169bN4pKLzxUWFkZkZCReXl6Ehoaydu1aHjx4gL+/P9euXaNGjRrY29sTExPz0T6wjHeEyN4k4CayVOnSpYmMjMTDw4NNmzZlWvKgCbrly5ePu3fvyo6kOk7TaVy4cCFjxowhV65cVK5cmcDAQFavXs3Dhw8/OOf9bc7d3NyoXr36Fy23+DjtpPd58+alUKFCVKpUid27dxMVFYW+vj76+vqkp6erQbfw8HBCQkKysNTir9C0vWfPnvHrr78SGhpKQEAArq6u3Llzh+HDh6vH5siRgwYNGuDr68vo0aOBdzMX9+7dy/Tp02UZqY76VNBt7dq1PHv2jNatW7Nnzx6WLVvGunXr1GT6MuNYd5iYmJCUlERKSgpLlizB09OTBQsWULduXfz9/dmzZ0+moNuFCxeYPHmyulGGhgzaddfWrVvZv38/fn5+DB06FFtbW27evMnFixeZMmUKb968UY9t164ds2fPVjeeErrvypUr2NraUrVqVfLnz0/16tWZO3cut27dIiIiAoDq1avj7e2No6NjFpdWCPF3kyWlQie8ffuW/fv3M2PGDNq2bcu8efPU754+fYqlpSX6+vqy9FDHHT9+nAkTJhAQEEClSpUAWL9+Pe7u7rRr145+/fpRrFgxIPMU+dDQUFxdXVmwYIHMktEB2rMVz549S6FChShYsCAXLlzA398fPT09hg0bRo0aNTKdd/nyZcqVKyczY7KR1atXExISQuHChXF1daVgwYJkZGQQFRXFhAkTqFy5MitWrPjgvJSUFIyNjWWpSzbxseWl33//Pd27d1dTObx/nMh6iqJw4cIFli1bxuPHj4mOjmbbtm3qc3T69OmcPXuWAQMG0KJFC/LmzcuNGzdYvHgxfn5+Upc6SrudZWRkcPDgQaKionBwcODAgQNMmzaNUaNGoa+vj4eHBw0aNGD27NmflRNX6A7NmGXixImkpqbi6elJenq6OoM4PDwcV1dXduzYQYECBdTz5LkqxL+LPImFTsiRIwfNmjXD0dGRbdu2MXv2bPW7QoUKqW/pJdimW7RnQcG7GS/m5ubky5dP/a5Hjx6MGTOGtWvXsn79enWmm6YzERYWhouLiwTbdISiKOpAwM3NDXt7e6KiotDT08PW1pbevXujKAp+fn6cPXsWeDdzZvPmzVSqVEneuuu499ts7dq10dfX5/Lly7x69Qp4Nyvqu+++w8PDgytXrtC9e/cPfsfY2BiQWTPZxfsz3Zo3b86WLVs4fPjwB8cJ3aGnp0e1atUwMDDgwYMHVKpUiVy5cqnfL1iwgO+++47AwED27t1LTEwM1tbWrFq1KlOdC92iaWcrV64kIiKCpk2bMmDAAOLi4lixYgUDBw6kd+/etGzZknz58nHs2LGPvvgQuk0zZmnQoAF79+7l1KlTGBgYqM9NExMTihcvjpmZWabz5LkqxL+L9KyEzjAxMeGHH37A0dGRsLAw/Pz8Mn0vAwHdo6mTJ0+eqJ/FxsYSHx+Pvr4+b9++BaB169bkz5+frVu3EhkZSXJyMvAu2DZv3jzJ/6RDNB1Ef39/IiIicHd3p2nTppiYmADQsGFDevfujZ6eHlOmTKFDhw5cu3aNH3/8Uf0NmeGmuzRt9tKlS8TGxmJtbc2yZcvIlSsXjo6OxMTEAO/+DmrUqMHChQvJmzevDNz/BbQDMMOGDWPChAkfDaYK3ZGWlkZsbCwGBgaMHTsWAwMDpkyZkumZu2DBAmrWrMmiRYs4f/48gJqCQ/pNukU7j962bdtYs2YN5cuXB8DS0pLHjx/z7NkzNT/b69evqVixIo6OjkyePDlLyiz+dy1btqRr166MGDGCAwcOEBMTQ1xcHFu3bqVAgQKYmppmdRGFEP8gWVIq/lH/lyWgycnJREVFUatWLRm4ZwPbtm1j8eLFHDt2DHg3kLtx4wYbN24kf/78wLudLleuXImlpSXe3t6sW7eOKlWqsGTJEipWrEizZs2y8hLEe5KTkxkxYgR16tRh4MCB6ufauxZevnyZa9euER0dzbBhw9SZbdJmdd/p06fp27cvU6dOpX379uTJk4dbt24xYMAAypYti4uLCxYWFkDme7gsN9Q9n6qTP3r2vr9cSZYvZR+RkZFERERgbm7OrFmzKFy4sPqdr68vAwcOlLrUQW/fviVHjhzqvw8fPszVq1cxNzenT58+ahu8f/8+o0ePplq1anTq1ImlS5diamqKp6cnenp60lazsSdPnhAUFERISAhWVlYYGRmRI0cOwsPDMTIykuerEP9iEnAT/xjth8ebN28+2Ob6c0jnQvfFxMTQrVs3evXqRd++fbl16xZz587l9u3b2NvbY2RkxKZNmwBYtWoVzZo1o02bNowZM4bExMQPptKLrBcTE0OrVq1wcHCgffv2mdpycnIycXFxWFlZZTpH2mr2snjxYjZv3syIESNo06YNefPm5datWwwcOJCyZcvi7OycKaeM0D3a7fLYsWMkJSWRkJBAhw4d/vA87WBcXFwcefPm/aeLKv5H2vdXTdAtV65czJw5M1PQ7f1jRdabO3cuJUqUoHPnzpibmxMTE0OdOnUAGDBgAPb29uqxKSkpBAUFsWXLFuLj4ylatCjBwcESkPkXuXDhAtHR0RgaGtKoUSMMDAzkZaUQ/3Jy5xb/CO2OwcqVK5k+fTrPnj37rPM0kpOTpdOoY96Pz6enp2NmZkbt2rU5d+4c8G7n2UWLFtG0aVM8PT3x9PQkLS1NzT+SM2dOdYAgwbas97F3LhYWFlSsWJF9+/bx+vVrdTdSeLfb1rp163j9+nWmc6St6ibt+tW+v9rb29OpUye8vLzYtm0br169okyZMgQEBHDy5El8fX2zorjiL9A8Y11cXJgzZw4BAQEsX76cDh06cOnSpY+eox1sCwoKol+/fpl2QBS6ycDAQG2/7du3p3PnziQkJDBhwgRevnz5wbFCd7x48YL169ezc+dOXr16hYWFBXv27MHS0pJTp07x66+/qscaGxvTr18/AgICWLlyJSEhIerOwRJs0z3az9eUlJTPOufbb7+lRYsWNG3aFAMDA9LT0yXYJsS/nNy9xT9C0zFYvHgxISEh1KlTh9TU1D88RztZe0hICH5+fp/9ABNfhmag9vTpU+Bdxz5Hjhx06dKF/fv3s23bNvT09ChSpAjz5s1j/fr1hIeHs3r1aoyNjfHw8OD169fUrl07Ky9D/H/aG5E8ffqU27dvq4G0Fi1a8PDhQwIDA9Xgd1JSEr6+vly5ciVT4m6huzT1GxAQwM6dOzPdUydNmkSXLl1wcXFh27ZtxMbGUrp0afbu3cuUKVOyqsjiLwgNDWXz5s14e3sTGhrK+PHjuXbtWqYgmmZQqB1sCw0NVZOz/19mn4svT7NTO0C7du1o2bIl5cuXJ1++fFlcMvExmgCpl5cXNWvWJCAggF27dhEbG0uJEiUICgri0aNHuLu78+DBA/U8Y2NjrKysqFChgvqySwIyuklzP/X19WXLli3AhxsTvU/ThjUvMSWQKsS/n9zBxT/m0KFDbN26leXLl2NjYwNAYmIiL1++JH/+/JlmN2kPBMLCwli4cCEuLi7qTnhCd4SHhxMWFsZ3333HyJEjMTIywsbGBjs7O7Zv346trS0WFhbo6+tjaWmJnp4e169fZ/369ezZs4eAgACKFy+e1Zfxn6cd4F6yZAknT57k5s2b1KpVi0qVKjFq1CgeP37M0aNH2b17N6VLl+a3334jNTWVTZs2oaen93/K0SiyRlRUFCdOnMDExIQGDRqo99bJkydz+/Zt/P39SUxMpGfPnhQrVgyQpWnZwYMHD+jRowfly5dn586dzJo1i9mzZ2Nra0tSUhKmpqYf5H4KDQ3FxcUFJycn2axGB/yV+6j2fVd7wwtZbqjbRo8ezcSJEwkJCUFPT48WLVpQqlQpQkND6datG05OTkyfPv2jfSO5B+u+3377jYiICFq1akXOnDk/eZx2W3/48CElS5aUPpQQ/wHydBZ/m/eXpkVHR1OiRAlsbGy4du0aK1eupEOHDnTu3JmlS5eqM2nef+u+ePFi3N3dadmy5Re/BvGh99/W2djY0Lx5c/bv30+PHj3w9PTk6dOnNG7cmHv37hEdHa3uhqep1zx58lCzZk3CwsKoUKFCVlyGeI+mblasWEFoaCjjxo1j9+7dGBsbExAQwN27dxk7diyTJk2iWbNm5M+fnxYtWrB582Z1iYt0FHXTx5YJL1++nBYtWuDg4MChQ4cyzXQrUqQIxsbGREVFZRosyEBPt3xs5sS1a9dIS0vj3LlzTJ8+nYkTJ9KjRw8yMjLw8fFh3bp1wO91uWHDBgm26RDt5+T77fZTKZb19PRIS0v74HeEbtEEQB0dHbG3t8fAwID4+HhcXV3ZvXs3cXFxlC5dmrCwMC5cuMDkyZOJjo7O4lKLv0J7xqm5uTkXLlwAPt4etcc6a9eupWXLlpl2GxZC/IspQvwN0tPT1f+Pj49XFEVRfvrpJ8Xa2loZO3as0qBBA2XSpEnKhg0blPXr1yuVKlVSbty4kek3QkNDlWrVqim7d+/+omUXn6Zdr8ePH1f27NmjnDx5UlEURUlJSVG8vb2Vfv36KdWrV1dWr16t1KhRQ+nTp4+Slpb2wW9lZGR8sXKLT9PUQ0ZGhhIbG6v06dNH2bVrl6Io7+q4atWqyoYNGzId+76P1a/QDdptNiEhQYmNjc30/YQJE5Rq1aopu3btUl68eKF+dvXq1Ux/G0K3aNfr5cuXlSdPniiKoijbtm1T2rVrp1SsWFFtt4ry7jk8ePBgxcPDQ/0sMjJSsba2Vvbu3fvFyi0+TbudrV27Vpk0aZLi4+Oj/PLLLx895mOf7d+/P9PfhtAtO3bsUGrUqKFcu3ZN7RuPHz9eqVevnhIaGqrExcUpiqIo169fVwYMGCB1qeO02977/aA+ffooAwcO/NPz1q9fr9SsWVPZsWPHP1NIIYTOkSWl4n+mvZTBz8+Pa9euMXXqVGrVqoWXlxc7d+5k3Lhx2NraYmVlRWxsLBs3bsw0wyIwMBAvLy+cnZ354YcfsupShBZFa8mhm5sbW7ZswcLCgjt37tC8eXMmT57MyJEjSUlJITQ0lMOHD5OUlERqaupHl7bIbKisp91WExISMDY2JiEhgdKlS3PgwAEmTZqEvb09Xbp0ISUlhS1btlCmTBm+/fbbTL8jM5900/ub1Zw5c4br16/TpUsX6tWrR40aNXBzc8PBwQFHR0cKFSpEWloaycnJfPPNN+jp6cnSNB2kfS92d3fnzJkzdO3albZt21KuXDmsrKzQ09NTc3ndu3cPJycnYmJiGDVqlPo7pUqVwsfHhwYNGmTJdYjMNM9EHx8fAgICqFu3Lhs2bOD06dN06dKFFi1afLB0X3kv/cbs2bMJDg6mZs2aWXYd4tNiY2MpWrQoxYoVU9OouLu7M2rUKDw8PNDT06NJkyZYW1uzatUqQJYH6zJN29u4cSM3b95k0KBBFChQAD09PSZNmsSkSZM4dOgQjRo1Us9R3lvFIzOMhfjvkYCb+J9pb5Cwbds2Ro8eTVJSEgDNmjWjUaNGGBoakpqaSlJSEvb29piYmGRaWvjs2TPmzJkjwTYdoukg+Pn5sXnzZjUX39q1a3F0dCQpKYnJkydTokQJ+vTpQ9OmTXn06BHVq1eXgbuO0tTH/PnzSU9PZ8iQIcC7pM6nT59m8uTJ9OjRA3iXk2TPnj3kzZs3q4or/iJN/Xp4eBAeHs6YMWPo2LEjS5cu5ddffyUhIYEGDRrg7OxMWFgYz58/JyUlhTFjxqi7pUkwVfdo7sXLli1jw4YNeHh4ULFiRQwNDSlTpgzDhg3Dx8eHuXPnMmfOHAoUKICpqSnr16/H0NBQrdfKlStn8ZUI+DCg8uTJEzw9PalVqxYXL15k1apVrFmzhoyMDFq1aqU+T/X09DIN3F1dXfH09JRgmw7LyMjg1atXmJiYoK+vr+ZVHDlyJN26dWPp0qVYWFjQtGlTNTAj/Sbdo91mMzIyuHr1KlevXqVVq1Z0796dmjVrYmtri6WlJRcvXqRRo0ZqfWra7Pr16/Hw8JBgmxD/QXqK8okkEUL8Bfv27WPevHksW7ZM3SAhOTmZFy9eUKRIETIyMti0aRORkZEkJSURFham5oGS3Zd0V3R0NB4eHtSvX59WrVqxd+9eZsyYgZ2dHWvXrsXW1pYxY8ZQpkyZTOfJwF23aL9hvXfvHkOHDmXBggXUqFGDI0eOMHr0aOrVq8eyZctQFIWEhAQmTJjA27dvCQwMlLrMRo4cOcLChQtxdnamatWq/PLLL/To0YPixYtTtGhRBg4cSN26dT84T+7FuktRFKKjoxk1ahQDBgygVatW6neageCzZ8948eIFN27coHjx4nz77bcYGBhIveoY7YF7VFQUZmZmrFixgjFjxlC2bFkALl++jJ+fHy9fvqRXr160aNEi02/ILJnsIz4+njZt2mBjY4Onp6f6+S+//EJ4eDiWlpaMHDlSnrHZxJ49e6hYsaK6sdDatWu5cOECBw8exM7Ojrt373Lq1CnCw8MpXbq0et7x48cZNGgQS5culTYrxH+Q9MLE3+LRo0eULFkSGxsbrl+/zrFjx4iIiCA6Opp+/frRt29fcufOTbVq1Rg7diyGhoYyEMgG8ubNS5MmTahVqxaXLl3C2dmZUaNG0adPH3Lnzs2iRYt49eoVzs7OFC5cWD1POo+64fXr1+TOnTvT0qXffvuNOnXqUK1aNRRFoX79+kyePJkFCxYwZMgQMjIySE5O5tWrV0RERMjMp2ymQIECdO/enapVq3LkyBEmT56Mk5MTpUuXpk+fPgQHB5OYmEizZs0ynSf3Yt2lmSURHR1Njhw5Mn2nr69PcnIyABUqVMg0czw9PV3qVYdoLw12dnYmIiICgKSkJGrXrq0G3CpVqsTgwYMJCAjA09OTPHnyYGtrC8CaNWvw9vaWYFs2oCgKuXLlYu7cuUybNo3BgwczevRoFEXB29ubQoUKMWbMGEBeUuo6RVF48eIF48ePp2HDhowfP56yZcvSq1cvOnbsiJ2dHQEBAcTFxZGYmMjBgwcpXbq0Wq9FixYlNDSUqlWrZvWlCCGygPTExF+mfGQL+9KlS7N48WLGjRvH5cuXqVKlCn379kVPT485c+bQrl07mjdvrnYQZSCQPZiYmNCwYUOMjIw4deoUZcuWpUOHDgAYGRnRtm1bYmJisLKyyuKSiveNGDGCAgUKMG/ePABSU1OJiYkhLCyM6tWrZ1q20rt3b8qXL8/u3bsBKF68OHZ2dhIYz4ZKlSpF4cKFSUhIIDAwkAEDBtC+fXsAvv76ay5fvky5cuU+CLgJ3fGxZ2xaWhppaWk8fvxY/bemXV6/fp1z587RpUsXcuXKpZ4jA3jdoV2nDx484MSJE/j7+xMXF8fu3bsJCgoiR44cdOrUCXgXdOvTpw9HjhxRl4zeuXMHHx8fZs2aJcG2bEBT37a2tixduhRHR0dGjBiBoaEhlpaWLF++XD1W2qru0W6zenp6FCxYkNDQUEaOHIm3tzcjRozA2toaMzMzqlWrRrly5Xjz5g3u7u6sX7+evn37YmxsDLx79goh/rtkFCX+Eu3lEHFxceTIkQM9PT3q16+Ps7Mzu3btYvjw4dja2lKkSBGePn2KjY0N6enpmX5HOhfZh2ZQd/fuXeLj49HT0yM5OZnjx4/Ttm1bdXmT5GzTLVOnTlUDoW/fviVHjhyMHDmSvHnz4unpSXh4OF26dEFRFBRFoUaNGmr+PQ0JjGc/pqammJqaEhMTw/Pnz8mfPz/wbmmTtbU1w4cPp0mTJllcSvEp2vfRly9fkjdvXjIyMihatCg9e/bE2dmZ4sWL07BhQwBSUlLw9PSkYMGCmJubZ2HJxR/R3FcDAgK4cuUKtWvXpkqVKgBqQn0/Pz8ANehWtWpVdUZMRkYGhQsXJjQ0VF3OJrIHY2NjatSoQWRkJNevX0dPT4+yZcuir68vL7R0mKbNJiYmYmZmhqIo2NjYsHz5coYNG8ayZcsypVQxNTXFzMyM2bNn0759e/bs2UObNm2y8hKEEDpC7vLis2kvh1ixYgUnT57k+fPnWFtb07t3b9q1a0erVq0wMjIiPT2dpKQkZs2ahYmJibzdycY0nY5u3brRq1cvevToQUpKCsbGxpk2uZBgm244ffo0NjY2FC9eHICgoCC2b9+Or68vFhYW9OnTR22bOXLkUDuEmsCbdsBNAuPZV0pKCjlz5uTcuXOkpKRw6NAh3rx5Q9OmTdHT05MlTDpKcx9dtmwZBw4cwNjYmEaNGtGzZ08GDRrE8+fPGTZsGJ07dwbg/v37xMXFsXLlyg92tBRZ7/2doZ89e8bBgwepUaOGekzp0qXp2bMn8C4g9/btW+zs7DL9jr6+PqamphJs0xF/tZ1p/g7KlSunfiYvtHSfj48PN2/eZMqUKRQsWBBFUahcuTI+Pj706dMHPT09daab5u/B1NQUY2NjUlNTs7j0QghdISNk8dk0D5OlS5cSFBREu3bt+PHHH9HX16d///4cOnQIIyMjEhMT2bZtG4MHD+bFixcEBASgr69PRkZGFl+B+F9UrVqVsLAwGjduTOfOndm8ebO65FDohvDwcPr27cuePXvUvE62trb89ttv2NvbExMTQ86cORk2bBiDBg1iypQpbN++Xc0RJUHTf49ChQoxZMgQ7t69y4YNG8jIyGDNmjVqUEaCbbpFe/+qTZs2ERwcTLdu3ShSpAiHDh1i3rx5pKWlMW/ePBYuXMiLFy94/fo1FSpUYPPmzeomRBJs0y2ae+rbt2/JmTMnffv2ZcCAARw7dox169apx5UuXRo7OzsqVKjA+fPnkf3MdJdmx1jgg3r6VL3p6+t/9rEi67w/TildujTbt2/H29ub58+fqzsGV6pUiQkTJnDgwAE8PDx4+PChes6xY8e4efOmOoNVCCFkl1Lxp7Tf5D179oxhw4YxePBgWrZsCcCLFy/w9fVVBwlfffUV+/bt4/bt24wbN07yQP2LSb3qHkdHRzZu3MicOXP44YcfMDMz4/bt2/Tv358yZcrg5uZGvnz5SExMxMfHBx8fH1atWvXRnSuFbtHMktA8tj8VXNG+Z8fExGBgYKBuniFtVredOnWKkydPUqFCBfUZu379erZs2ULRokWZMWMG+fLlU5eJa8iMRd21YcMGfHx8CA8Px8LCgmfPnhESEkJwcDBTpkyhe/fu6rGPHz+mcOHCajuXAKpu0a6TkJAQfv75Z8qWLUvt2rWxsbH54JiPnXfgwAEaNWokL7h0jPY99P79+xgbG1O4cGEuXrxI9+7d6dSpE6NHj8bS0hJ4166PHz9OSkoKy5cvV+vz8ePHKIois1GFECq524s/pP0m7+XLlxgbG3Pr1q1MHfsCBQrQt29fvvnmG86cOYO5uTktWrRg0qRJGBoayrT5fzGpV92RkpICwIwZM+jcuTPz589n//79JCQkULp0aQICArh16xYTJ04kNjYWMzMzBg8ezOzZs6lVq1YWl158Du3ZMpploR+jmcUG73YazpMnj/qZtFndYW9vz+XLl9V/nzlzBicnJzZt2kTOnDnVz7t27Uq7du347bffcHR0JCYmJlOwTWYs6rYaNWpgZGTEkCFDiImJwdLSkp49e9KnTx9cXFzYsGGDemzRokXVFQESbNM92jt+e3p6kp6ezoYNG1i6dKm66ZD2/RcyB9vCwsIYOXIkUVFRX77w4qPWrVvH1atX1Xuoi4sLw4YNo3379vTs2ZPY2Fg2bdpEREQE3t7e/PzzzyQkJHD48GFatGjBypUr0dfXV5/HRYsWlWCbECITCbiJP6QZ4Lm5ueHs7ExGRga1atXi1KlTxMXFqccVLVoUAwMD7t27B7zLYaAhAwEh/lmKoqi7YW3YsAFra2sSEhJwdnZm3759JCUlUaZMGQIDA7l9+zaTJk3i5cuXmJub06NHD1karOO0l7ns3buXZs2aERsbi4GBwZ8G3TT38FevXskAXofcuHGDAgUKYG1trX5WsWJFmjVrhoGBAZs3b+bt27fAu2dot27daN++PZcvXyYkJCTTb0m96o73l6QpikKpUqXw9fUlOTmZQYMGqTt7a4Jus2bNYv/+/ZnOk9lPuuX9en3y5Amenp64u7vj7u6Oubk5a9asYefOnQDq0kPtYFtoaCguLi54enqqO8+KrPXw4UN8fHxYv349Dx48YN++fWzZsoWJEyfi4OBAlSpVGDZsGDdv3iQyMpJjx44xduxY2rRpw6NHj9TdvuWlhxDij8gTXXyU9tu5U6dOcfjwYfr06YOFhQXVq1cnKiqKbdu28ebNGwCSkpJIS0ujUKFCWVVkIf6zNB16T09PXF1dMTU1ZdasWXz33XfMnj2bPXv2kJSUpM50O3XqFCtXrsz0GzLzSTdpJ13fs2cPV65c4cWLFwwdOlRdLvqxoJv2QG/dunV4eXmp92uR9aytrZk8eTJGRkaEhYVx9OhRcubMyZAhQ+jatSsPHz5kyZIlai5GfX19unTpwuTJkxkxYkQWl158iqatagdeFEXhq6++wtvbm5SUFAYPHqwG3bp27crcuXPVXWeF7tG+B0dFRXH16lVevnyJhYUFADY2NgwePJgCBQqwbt06daabvr7+B8G2BQsWZNpsSmSt4sWLs3LlSq5cucKaNWs4fvw4gwYNomnTpnTo0IGRI0cydepUpk+fTkJCAmvXrmXGjBmMGTNGcmcKIT6b5HATfygyMpLLly+jKAozZ85UP3d0dOT06dPkyZOHb775hmvXrhEfH09kZKQM3IXIArGxsfTu3Rs7Ozt69Oihfj5r1iy2bt3K3LlzadKkCebm5jx69IjChQvLG9lsZNGiRRw4cIB27dpx9+5dzp8/j5mZGcHBwVhYWGTKP/P+EiZHR0dcXFxo0aJFVl6C+P+0B/BPnz5l+vTpPH36lJkzZ1K7dm2SkpLw9fXlxIkTVKtWjfHjx2NiYpLpNyRnm+56+vQpTZs2pVatWqxatQr4vU1eu3aNPn36UKVKFZydnSlQoIB6nuRX1D3a91JnZ2ciIiKAdy+Zp06dmmk32cuXLxMQEMD169eZOXMmtra2AKxZswZvb2/mzZtH8+bNv/xFiD915coVZs2axcOHD+nXr1+mlxqvXr3CwcGBIkWKZBoHgdyHhRCfR2a4iUzej7/u37+ftWvXcu3aNTVHFLzLEzVkyBDKlSvH06dPsbGxUYNtn1riJIT4ZyiKgqIoJCYmkjt3buD3nG7z5s3D2tqapUuXsmPHDpKTkylWrNgfLkcUuuXKlSvs2LGDOXPmMHLkSFxdXZk3b56666H2TLf3lzAtXrwYNzc3CbbpCO1gm2ZW+MiRI7G2tsbJyYlTp05hamrK4MGD+f777/n555+ZN29epucvSKoGXfL+csNChQoRFBTErVu3GDRoEPD7LOTChQtTsmRJjh8/jqura6bzJNimW7TvpQ8ePODEiRP4+/vj6upKmzZtCAoKUgNwAJUqVaJPnz40b95cXTJ6584dfHx8mDVrlgTbdFjFihVxcnLC3Nyc/fv3c/XqVfW7PHnyYGFhwYMHDz44T+7DQojPIQE3odLuXGzbto3IyEi8vb3p2bMnd+7cYdOmTSQmJqrHt2nThhkzZuDl5cXUqVPVPFDyABLiy9LT08PCwoIyZcqwZs0aMjIyMDY2Ji0tjfT0dIoVK0ZKSgo7duzINFNG2mr2kJCQwOvXr7GyslI/q127NoMGDeLhw4eZlpdqBv+hoaG4urri5OQkS5h0hHawzd/fH29vb+Li4qhWrRp2dnaUKlWKhQsXcurUKXVTExsbG/T19TEyMsri0ouP0a7TkydPsm/fPo4cOUKNGjVwc3Pj5s2batAN3uW3LVu2LJGRkSxYsCCrii0+g6Y/HBAQwNKlS6lduzZVqlShQYMGDBo0iPr16+Pn55cp6Fa1alXGjh2r3osLFy5MaGgorVu3zqrLEJ/J2tqa5cuXk56ezurVq7l27RoAb9684fbt25IyRwjxfyav0wSQudN48+ZNAgICyMjIIHfu3MyaNYvExESCgoLIkSMHLVq0IEeOHOo52oN2eUMrxJenaYuDBg3CycmJcePG4enpiaGhIRkZGaSlpREYGEiZMmWAzMF1oVu060ZTr19//TVfffUVR48epWTJkhgYGGBoaIitrS2lSpXi+fPnDB06lFWrVpE7d27Wr1+vBttkVoXu0DxjFy9ezNatWxk+fLiao6169eoArF69GmdnZ6ZOnUrt2rWZOHEixsbGahJ2SaavO7Q3JXFzc2PLli1YWFhw584d2rRpw6BBg3Bzc8Pe3p727dvTuHFjzpw5Q1paGt988426s6G8+NAt2u0sISGBZ8+ecfDgQWrUqKEeU7p0aXr27Am8C8i9ffs20/JSeNfeTU1NZcfKbKRcuXIsXLiQyZMnM3jwYCpVqoSxsTHJycnMmjULkP6TEOKvk56bAH4fCCxatAgvLy9MTEx4+vQpTk5O7N27F2dnZ2xsbPD19WXv3r0kJSVJx18IHaFpi1WrVqV///7cvXuXJk2aMHHiRDp16sSNGzcoVaqUOmiXzqJuer9uNDvH5smTh8qVK7Nnzx727dunfp+amkqxYsUYM2YM6enpbN++HYCXL1+ycOFCCbbpoMjISCIjI/H398fOzg4rKyuSkpJ48+YN1atXZ8SIEXz99ddMmjSJy5cvY2Ji8sGOs0I3aNqqn58fmzdvxtvbm8jISOzt7YmIiGDp0qVYWloSHByMlZUV58+fJ2/evKxZswZ9fX0yMjIk2KaDNO3s7du36rL9AQMGcOzYMdatW6ceV7p0aezs7KhQoQLnz5//ICWLyJ4qVKiAh4cHZmZmPH78mMaNG7Nx40bZIEEI8X8mmyYI1aZNm1i4cCFBQUHqEjQHBwfi4uIYPnw4TZs2xcHBgYMHD+Lm5ka9evWyushCiP9P89Y1NTWV3377jdDQUBISEjAxMWHKlClqfkUZ4Okm7VkVQUFBXLhwgYcPH9KsWTM6duxI7ty5GT9+PM+fP+ebb76hWrVqbNmyBSMjI3x8fOjUqRPfffed+hZe6CZfX19u3LiBm5sbt2/f5vjx46xfv56cOXPSrFkzhg0bxunTp/npp58YNWqUtFcdFx0djYeHB/Xr16dVq1bs3buXGTNmYGdnx5o1a7C1tWXGjBlYWVmRmpqqLg2WDRJ024YNG/Dx8SE8PBwLCwuePXtGSEgIwcHBTJkyhe7du6vHPn78mMKFC6Ovry+zn/5FLl68yMaNG5k7d67MMBZC/E8k4CZUHh4enD17lrVr1wLv3vJFR0czevRoXrx4wbRp02jatCnLly9n8ODBklNGiC/k/Y7e/yVwJgO87MHNzY0NGzbQqVMnddaajY0NY8aMoWTJkgQFBXHy5EnevHlD4cKF8fDwwMTEhMGDB1OrVi0GDhwIIIM+HRUYGMiiRYsYNGgQBw4coGzZslSqVIknT55w8uRJ1q1bR/78+dXjJUiu25KTkzl69Ci1atXi/v37jB07ln79+tGnTx+1rr/77jtcXFzUHFASlNF9d+7cYcSIEZibm+Pr64uFhQXR0dGsW7eOtWvXMmXKFLp27ZrpHAnI/Pto2qrUrRDifyGjL6E+UDR5ClJTUzExMSE1NRUrKysmTJjAsGHDCAwMxNDQUN0uWwYCQnwZmo7e1q1badu2rZqQ+VMdQM17FE1HESS/oi5at24d1apVo1y5cgBcv36dXbt24enpSa1atQBo3bo1Tk5OLFu2DDc3N4YOHcrw4cN58+YN5ubmwLuXJZcvX2bGjBkykNdx/fv359WrV1y6dIlevXpRt25dSpYsyc2bN/nll194/fp1poCbPGN1m4mJCQ0bNsTIyIhTp05RtmxZOnToAICRkRFt27YlJiYGS0tL9Rxpo7rl/WepoiiUKlUKX19fRo4cyaBBg/D398fKyoqePXuir6/PrFmzsLCwoGnTpup5EpD595Hl/EKIv4PcQYTa+WvatCnXrl3Dz88PQJ3BlpqaSv369TE0NGT16tWkpKQAMhAQ4kuKjY3FycmJRYsWAX/eude069TUVOks6qCHDx/i4+PDunXruHXrFvCuTt++fUuOHDmAdy81bGxsmDZtGocPH+bYsWNqXZqbm3Pr1i1GjRrFtm3bWLVqFSVKlMiy6xF/ThMIHzduHMuXL8fOzo6SJUuSkpLCokWLyJcvn9RhNqR5mXH37l3i4+PR09MjOTmZ48eP07BhQ/z9/dWcbUL3aO6pO3fuBH4Psnz11Vd4e3uTkpLC4MGDiYmJwcrKiq5duzJ37lwaNmyYhaUWX4oEyIUQ/ysZhQmVtbU1jo6OrFy5ksWLF3P58mUePnzI2rVrqVChArNmzeLUqVNERUVldVGF+Nd7f3CWM2dORo4cyc2bN7lw4cInz9NerhQSEsLIkSPVILnQHcWLF2fFihVcuXKFoKAgbt++TZ48eUhKSuL+/fvAu7+BjIwMbGxs+Oabb7h3716m3yhTpgwdO3Zk9erVVKhQIQuuQvwVmoE8vJsZ9fbtW9auXcuwYcN48eIFK1eulMBMNqS533br1o2LFy/So0cP2rZty+PHj/nhhx/U4+TFh+56+vQp9vb2mZbkK4pCiRIlcHFx4cGDB9jb2/PixQsKFy5Mt27dMDQ0VDe2EUIIIT5Fnv4ik44dO+Lm5kZkZCQjR47Ezs6OZ8+e0b9/f3LkyEGJEiWwsLDI6mIK8a+nGZxt2rSJBw8eYGxsTLNmzXj16pW6G+X7tINtoaGheHh40KlTJ4yNjb9YucXnq1ChAvPnz+fKlSsEBASQkZHBkCFDmDFjBmfPnsXIyAh9fX0SExNJSUkhT5486rmawE3jxo0pXrx4Vl2C0PI5KXHf34U2IyODYsWKZdoFTwIz2VPVqlUJCwujcePGdO7cmc2bN0tQRke9H9QuVKgQQUFB3Lp1i0GDBgG/t9XChQtTsmRJjh8/jqura6bzJFWDEEKIPyObJoiPio6O5smTJ6SlpVGtWjX09fVxc3Nj//79BAcHU7BgwawuohD/eqdOnaJ///4UK1aMYcOGUa9ePV6+fEnnzp1ZsmRJptkT7wfbXFxccHJyonnz5llVfPGZrl69yvTp06lUqRLNmzfnyJEjrFmzhkGDBmFmZsa5c+d49uyZOoAXukc7D9RfyW+qfazkRf33kc1qdI92Wz158iQJCQkYGxvToEEDoqKimDhxImXLlsXf3x94tzHG3Llz6dOnD2XLlpU2KoQQ4i+RgJv4Uzdv3sTPz48jR44QFBRE+fLls7pIQvwrfWwjhL59+3LlyhVatWrFy5cv+f7774mPj+fYsWM4Ojp+kPMpLCyMxYsXS7Atm7l69SozZ86kYsWKtG/fnnv37rF+/Xpy5MhBoUKFcHJywsjISIIyOki73fr7+/Ps2TPGjRuHmZnZZ5+XkpIiM1GF+Idpv5hyc3Njy5YtWFhYcOfOHdq0acOgQYN4+fIl9vb25M6dm8aNG3PmzBnS0tJYt24d+vr6cg8WQgjxl0jATfyhtLQ0fv31V7Zt20bHjh0pW7ZsVhdJiH+969evY2FhgaWlJZcuXSIgIIAqVapQqFAhFi5ciKmpKUlJSQwaNAg7Ozt10B4ZGYmDgwOenp6ZZr+J7OHKlStq0G3MmDEULFgw0wBRZsvotsWLF7N9+3YGDBhAixYtKFSo0CeP1a7X8PBw4F1KBxnIC/HP8/PzY/Xq1SxfvhwbGxvWrl2Lo6MjLVq0YMKECejr6zN//nySk5MxNzfHw8MDIyOjP9wdXAghhPgYeWqIP2RoaEiFChWYMGGCBNuE+IcpikJUVBRdu3Zl6dKlHD16lMqVK1OwYEHi4+Np0aIF4eHhVK9enefPn3P69OlMM2RSUlJYuXKlBNuyqYoVK+Lo6MiVK1eYP38+9+/fV4MyiqJIsE2Hbd++ncjISFasWEG/fv0oVKgQKSkpxMfHk5qamulY7WBbWFgYM2fOJF++fBJsE+ILiI6O5vbt20ybNg0bGxv27t2Lp6cnw4cP5/jx47i4uGBkZISPjw9+fn54e3tLfkUhhBD/ZzLDTQghspD24Ftj27ZtnD59moMHDzJo0CBKlCjB7NmzmT9/Po0aNSIxMZFr165RtWrVTIP01NRUjIyMvvQliL/ZxYsXWb9+PQsWLJABXjaxcuVKrl27xtKlS7lx4wanTp0iLCyMjIwMunXrhp2dHSYmJh/Ntejs7EyzZs2y+AqE+G9ITk7m6NGj1KpVi/v37zN27Fj69etHnz59CAwMZNGiRXz33Xe4uLios1Q/9pwWQgghPocE3IQQIotoL0958eIFSUlJ6o6Tb9684fDhw8ybN4/mzZtz+fJlFEVh6dKlmfK2ST6ZfyfNAE+WMOmejw2+N2zYwKxZs+jfvz+HDh3C2tqab7/9lsePH7Nz5042b96MpaWlerzkWhQi62heTvn6+nLu3DlcXV3JlSsXa9eu5eLFi8TExODr6yv3XiGEEP8zWZ8ihBBZQFEUtTPv6enJ/v37iYmJwcLCgoEDB9KgQQN+/PFHqlSpgr+/P4aGhly6dImoqKhMATcJtv076enpZfobEbpBe3ODZ8+ekStXLoyMjOjatSsxMTGcOHGCPn36ULduXUqUKMGDBw+4cOECiYmJ6m8EBgayYsUKFi5cKMu/hcgCmuX5d+/eJT4+Hj09PZKTkzl+/Dht27alVatWwMc3MhJCCCH+CpnhJoQQX5j2DJmVK1cSGBjI9OnTKVCgABEREfz666+0adOGrl27kjdvXhISErh9+zY7d+5k0qRJkstLiC8sODgYOzs7NcDt7e3Nrl27MDMzo2rVqkyYMAFTU1MSExMxMzNDURRSU1MZMWIEGRkZ+Pv7qwP3YcOG0bJlS9q1a5eVlyTEf97PP/9Mr169+Prrr9Vg+ubNm+UZK4QQ4m8jATchhPhCHj58qC4ZTU9PJyEhgcGDB9O2bVvs7OzU4xYvXsz+/ftxcnKiRo0aH/yO7FYpxJdz7Ngxpk+fjq2tLYsWLWLPnj3Mnj0be3t7rly5wuXLlzE1NWX58uWYmZnx5s0bdu3axbZt24iPj2fDhg1q0nVpt0LolitXrrB3717Mzc3p378/hoaG0laFEEL8bSTgJoQQX8DUqVOJjY1l9OjRVKxYEYD4+Hh69uxJz5496dGjR6blat26daNIkSJ4eHhkZbGF+M9LTExky5YthIeHU6ZMGcqWLUuhQoVo06YNGRkZHDhwAB8fH8zNzVm+fDlGRkaEhYVx+/Ztpk+fLgN4IbIRaatCCCH+TpKYQAgh/mHdu3fn2LFjPH/+nODgYC5dugRArly5sLCwYOfOnQAYGxuTkpICQPny5SU/mxBZLC0tDTMzM9q2bUu3bt24ffs2vr6+mJiYAKCvr0/Dhg0ZNmwYCQkJjB49mtTUVHr16sXs2bMxNDQkPT1dBvBCZBPSVoUQQvydJOAmhBD/IC8vL5KSkjh+/Djjxo3j0aNHhIaG8ssvvwDg4ODArVu3mDhxIvD7JgjXr18nb968WVVsIf7z3rx5ow6+r1+/Trdu3ejSpQvm5uZs2LCBjIwMAIyMjGjYsCFDhw7l7t27uLu7Z/odCZwLIYQQQvw3yWscIYT4ByUkJKgbJFy/fp2UlBRu3rxJSEgIRkZGVKhQgfnz5zNr1ixat25NkSJFeP36NfHx8Tg4OGRx6YX4b9q7dy+RkZG4u7vj7u7Opk2bOHz4MO3atUNPT4+QkBAcHBxwdnZGX18fQ0NDGjZsSN68efn222+zuvhCCCGEEEIHSA43IYT4B2h2Io2KimLWrFkYGBjw9OlTDhw4wMmTJ/Hz86NUqVIMGjQIa2troqOjCQwMBMDMzIwRI0ZI7ichssj169dp3749pUuXJjo6mrVr11KuXDkAkpKSiIyMZMOGDXzzzTc4OzurQXWN9PR0mdkmhBBCCPEfJwE3IYT4hw0cOJATJ07w/fff4+/vD8C2bdsIDAykdOnS9O3bl0qVKn1wngzahfjyNEFuBwcHIiMjqVOnDm5ubuTLl089RhN027hxIwULFmTFihUfBN2EEEIIIcR/m+RwE0KIf1BcXBxGRkaMHj2aJ0+eMGHCBADatGlD//79uXv3LiEhIZw/f/6DcyXYJsSXo3n/qGl31apVw93dnQsXLjB79mweP36sHmdqakr79u1p27YtuXPnRt5dCiGEEEKI98kMNyGE+Ielp6ejr69PREQEq1atokKFCri5uQGwfft23N3d6dSpEyNHjszikgrx35SRkYG+/rt3kC9fviR//vzqd5cuXaJ3797Ur1+fqVOnUrhwYQAOHz5Mw4YN1eXj2r8hhBBCCCGEBNyEEOILSUxMZNeuXfj7+2cKup04cYLatWvLjDYhstjy5cs5duwY6enpdOnShQYNGmBpacnly5fp3bs3derUoUOHDmzcuJG7d++ye/du9PT01KCbEEIIIYQQGhJwE0KILygxMZHdu3cTEBCAlZUVq1atUr+TnG1CfFnagbKwsDDc3d0ZM2YMx44d49mzZ1SrVo2BAwdSuHBhrl69yvjx48mZMycmJiYEBwdjZGQkwTYhhBBCCPFREnATQogvLDExkc2bN3P+/HlcXFxkGZoQWezixYts3bqV2rVr07RpUwB8fX3Zv38/lStXZtCgQRQuXJiXL18SHx/PV199hb6+vuwiLIQQQgghPkkCbkIIkQWSk5MxNjaW3E9CZLFjx47h6OhIYmIiCxcu5Pvvv1e/8/X15cCBA1SuXJkBAwZQpEgR9Ttpt0IIIYQQ4o9IT1EIIbKAiYmJmvtJBu1CZJ169erRuHFjUlJS2Lt3L/Hx8ep3Q4YMoVmzZhw+fJg9e/ZkOk/arRBCCCGE+CMyw00IIYQQ/wl/NCtt4cKFnD59mhYtWtCrVy/Mzc3V77Zu3Urr1q0lx6IQQgghhPhsEnATQgghxL+edrAtMjKSGzduYGJiQrly5WjRogUAjo6OnD9/nh9++OGDoBvIxiZCCCGEEOLzScBNCCGEEP8ZixYtYsuWLdjY2JCQkMDZs2fp168fDg4OwLug2y+//EKtWrUYMWIEZmZmWVxiIYQQQgiRHcnWWkIIIYT4Tzh16hRbt27F29ubatWqkZyczIEDB3BwcCBHjhyMGzeOGTNmMHXqVGJiYjA1Nc3qIgshhBBCiGxKAm5CCCGE+E+IiYkhb968VKpUCXi3eUmrVq148+YNrq6uNG3alEqVKrFw4UIyMjLUjU309PSyuORCCCGEECK7kS22hBBCCPGvk5GR8cFn+fLl49GjR1y/fh0ATVYNGxsbjIyMSExMVI/V19dXg25CCCGEEEL8VRJwE0IIIcS/ivYGCUePHmXnzp3cunWL8uXLU7NmTYKDg7l27ZoaTLOwsCBv3rykpqZm+p1P7WgqhBBCCCHEn5FNE4QQQgjxr+Tm5sbatWuxtLTk8ePHzJs3j+TkZHbt2oWRkRFt2rTB0tKSVatWERcXx4YNG2QXUiGEEEII8beQgJsQQggh/hU0+dYUReHx48fY29szefJkvv76azZu3IiHhwfTpk3D1NSUc+fOsXXrVsqUKUPevHnx9fXFyMiI9PR0CboJIYQQQoj/mQTchBBCCJHtaS8jjYuLIy4ujoiICMaNG6cG0IKCgli8eDH29vZ07dpVzdmWP39+9PT0SEtLw9BQ9pMSQgghhBD/O+lVCiGEECLb0wTbPDw8OHHiBPfu3aNIkSJ06NCBUqVKAdCvXz8AXFxcePnyJSNGjMDU1BR4F7CTYJsQQgghhPi7SDZgIYQQQmRb2ruR7tixg4iICNq1a0fHjh158OAB4eHhPH78WD2mX79+jB49mrNnz5IjRw71c9kgQQghhBBC/J1kSakQQgghsr0zZ86wa9cuqlSpQvv27QEICQnB19eXNm3a0KNHD4oWLaoer53vTbNbqRBCCCGEEH8XWTshhBBCiGzt+fPnTJ8+nRcvXlCyZEn1czs7OwB8fX0xMDCgc+fOFC9eHECCbUIIIYQQ4h8l6yeEEEIIka0VLFgQLy8vLC0tOXLkCDdu3FC/s7OzY+jQofj5+XH8+PFM50mwTQghhBBC/FNkSakQQggh/hWuX7/O1KlTqVSpEn369KFs2bLqd3v37qVJkybqjqVCCCGEEEL8kyTgJoQQQoh/jatXrzJjxgwqVqxI3759KVOmTKbv09PTJegmhBBCCCH+cRJwE0IIIcS/ytWrV5k1axZFihRh8uTJat42IYQQQgghvhTJ4SaEEEKIf5UKFSowa9YscubMmWlnUiGEEEIIIb4UmeEmhBBCiH8lzS6kGRkZ6OvLO0YhhBBCCPHlSMBNCCGEEP9amqCbEEIIIYQQX5K87hVCCCHEv5YE24QQQgghRFaQgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/o/8HhyYQ30E2tNgAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 1400x400 with 2 Axes>"
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]
|
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"name": "stdout",
|
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"output_type": "stream",
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"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Investissement:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_investissement \n",
|
|
"0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n",
|
|
"1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Sécurité\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.7984 0.3113 180\n",
|
|
" 3 0.6484 0.4722 180\n",
|
|
" 4 0.6613 0.5310 61\n",
|
|
" 5 0.7217 0.4865 61\n",
|
|
" 6 0.7004 0.6374 44\n",
|
|
"→ K retenu : 2 (silhouette=0.7984)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_sécurité \n",
|
|
"0 983 84.5\n",
|
|
"1 180 15.5\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Sécurité:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_sécurité \n",
|
|
"0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n",
|
|
"1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Flexible Bond\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.6092 0.7548 121\n",
|
|
" 3 0.3969 1.1736 75\n",
|
|
" 4 0.4146 0.9109 34\n",
|
|
" 5 0.3019 1.1830 33\n",
|
|
" 6 0.2697 1.1367 31\n",
|
|
"→ K retenu : 2 (silhouette=0.6092)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_flexible_b \n",
|
|
"0 968 88.9\n",
|
|
"1 121 11.1\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Flexible Bond:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_flexible_b \n",
|
|
"0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n",
|
|
"1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Patrimoine\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.5967 0.5513 251\n",
|
|
" 3 0.6520 0.5031 170\n",
|
|
" 4 0.6269 0.5990 99\n",
|
|
" 5 0.6057 0.7167 74\n",
|
|
" 6 0.5876 0.7718 66\n",
|
|
"→ K retenu : 3 (silhouette=0.6520)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_patrimoine \n",
|
|
"0 238 20.8\n",
|
|
"1 737 64.4\n",
|
|
"2 170 14.8\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Patrimoine:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_patrimoine \n",
|
|
"0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n",
|
|
"1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n",
|
|
"2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Emergents\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.4352 1.1739 509\n",
|
|
" 3 0.4730 0.8737 290\n",
|
|
" 4 0.4057 1.0207 140\n",
|
|
" 5 0.2767 1.3023 136\n",
|
|
" 6 0.2953 1.2352 136\n",
|
|
"→ K retenu : 3 (silhouette=0.4730)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_emergents \n",
|
|
"0 347 19.5\n",
|
|
"1 1144 64.2\n",
|
|
"2 290 16.3\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Emergents:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_emergents \n",
|
|
"0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n",
|
|
"1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n",
|
|
"2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Global Bond\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.7574 0.3756 294\n",
|
|
" 3 0.8455 0.2185 202\n",
|
|
" 4 0.8210 0.3162 97\n",
|
|
" 5 0.8302 0.3349 94\n",
|
|
" 6 0.8284 0.3586 60\n",
|
|
"→ K retenu : 3 (silhouette=0.8455)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_global_bon \n",
|
|
"0 1246 72.5\n",
|
|
"1 270 15.7\n",
|
|
"2 202 11.8\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Global Bond:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_global_bon \n",
|
|
"0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n",
|
|
"1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n",
|
|
"2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Credit\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.7006 0.5926 107\n",
|
|
" 3 0.5971 0.6643 36\n",
|
|
" 4 0.4844 0.7914 17\n",
|
|
" 5 0.2672 1.1071 17\n",
|
|
" 6 0.2958 1.0764 17\n",
|
|
"→ K retenu : 2 (silhouette=0.7006)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_credit \n",
|
|
"0 107 10.5\n",
|
|
"1 911 89.5\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
|
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Credit:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_credit \n",
|
|
"0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n",
|
|
"1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Court Terme\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.4719 0.9125 113\n",
|
|
" 3 0.4108 0.8594 109\n",
|
|
" 4 0.3615 1.1596 108\n",
|
|
" 5 0.3464 1.2502 57\n",
|
|
" 6 0.3987 1.0217 35\n",
|
|
"→ K retenu : 2 (silhouette=0.4719)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_court_terme \n",
|
|
"0 414 78.6\n",
|
|
"1 113 21.4\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Court Terme:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_court_terme \n",
|
|
"0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n",
|
|
"1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Emerging Patrimoine\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.5594 1.0477 252\n",
|
|
" 3 0.6004 0.7581 133\n",
|
|
" 4 0.4796 0.9787 67\n",
|
|
" 5 0.4237 1.1134 30\n",
|
|
" 6 0.4481 1.0397 35\n",
|
|
"→ K retenu : 3 (silhouette=0.6004)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_emerging_p \n",
|
|
"0 852 74.9\n",
|
|
"1 152 13.4\n",
|
|
"2 133 11.7\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Emerging Patrimoine:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_emerging_p \n",
|
|
"0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n",
|
|
"1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n",
|
|
"2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Grande Europe\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.3724 1.1306 232\n",
|
|
" 3 0.3474 1.1547 218\n",
|
|
" 4 0.2732 1.3479 165\n",
|
|
" 5 0.2529 1.3471 147\n",
|
|
" 6 0.2597 1.3180 118\n",
|
|
"→ K retenu : 2 (silhouette=0.3724)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_grande_eur \n",
|
|
"0 232 16.7\n",
|
|
"1 1156 83.3\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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REeUyIQ/VrFlTCA8Pz8tDEBF9t48fPwpWVlaCh4eH0vs0a9ZMmDBhguz+0qVLBSsrK4Xt9u7dK1hZWQkvX74UBEEQ/v77b8HKykq4e/dulnVHRUUJVlZWwtKlSxUe69evn9C2bVvh8+fPsjKpVCp069ZNaNGihcJxe/ToIaSmpn7zfDw8PIQ2bdpku83X5xIZGSlUq1ZNGDp0qNx2y5YtE6ysrOSen/R9+/fvL0ilUln57NmzhapVqwpxcXGysqSkJIVj//HHH0KNGjXkztvd3V1o1qzZN+NMd+XKFcHKykq4cuWKrKx3796ClZWVsH37drltDxw4IFSpUkW4fv26XPn27dsFKysr4caNG4IgCEJgYKBgZWUlREVFKcShDsOGDROsrKyE2NhYpbbP7Lk+fPiwYGVlJXfu6a/v0aNHK2zfrFkzwcrKSrh586as7MKFC4KVlZVgZ2cnvH79Wla+Y8cOhTb4+toJCQkRrKyshFmzZskdx9vbW+G6SN934sSJctsOGzZMcHBw+Oa5urq6Cs2bN5fdj4uLE2rWrCl07dpV+PTpk9y2GV+3mUl/3V2+fFmIiooSIiIihCNHjggODg6CnZ2d8N9//wmhoaGClZWVMHnyZLl958yZI1hZWQnBwcGysvTn9fz58wrHsre3l7u+0qW/xo8ePSpX3qFDB6FBgwbChw8fZGWhoaFClSpVhPHjxyucQ8Zrp3fv3kLv3r1l9zds2CBYWVkJf/31l6wsOTlZ6Natm2Bvby98/Pgxy+do48aNgpWVlfD333/LlaempgpRUVFyt4zPt5WVlVClShXhyZMnCnV+3a7JyclC27Zthb59+8qVW1lZCdWrVxdevHgh9xxYWVkJmzdvlpUNHTpUsLW1lXvd/vvvv0LVqlXlXqevXr0SqlatKqxYsULuOI8ePRKqVaumUP619Oc6s5uNjY1su8zetwRBEF6+fClYWVkJe/fulZVNmDBBsLKyEubPny+3bfrfneXLl8uVe3l5CdbW1nLPSXoM9+7dk5W9fv1asLW1FYYNGyYrmzRpktCwYUMhOjpars5Ro0YJtWvXzvR6S5eSkiJYW1sLc+bMUXgs/Zpu1qyZUKtWLeHWrVtZ1pO+7bdumf2d+Fr//v2FWrVqZfreeejQIcHKykq4c+fON+shIiLKKE8nTRG+6qZORJQfxcfHA1C9h1ROpM+tdPbsWVSpUgU6OjpK7xsTE4MrV65g+PDhspjTNWrUCMuWLcPbt2/lFq9xcXFRqieJgYEB/vvvP9y9ezfTngSZCQ4ORmpqqmxoYbrevXvLDfvLKL1HRLo6depgw4YNeP36NapUqQIAcnNUxcfHIzk5GXXq1MHOnTvx9OlT2Xa5RSKRoHPnznJlx44dQ8WKFVGhQgW53ifpwwOvXr2KWrVqyXqwnDp1Cl26dMm219aPkNPXcsbn+vPnz0hISECNGjUAAPfv30edOnXktu/evXum9VSqVAk1a9aU3U+vo379+nKrZKaXv3z5MssFQdKHCmb2uso4fC67uOrUqYO///5brkdKxnP9+PEjUlJS4ODggIsXL+Ljx4/Q19fHpUuXkJCQAHd3d4X5wTIb/piZr3v2mJubY/78+TA1NZXNTTZgwAC5bVxdXbF+/XqcO3dO9hoDAAsLCzRu3Fip42bl3bt3CA0NxcCBA2W97ACgSpUqcHR0xLlz53JU3/nz51GiRAm5+eh0dHTQp08fjB49GtevX0ezZs0y3Ter1+fjx48V5gD+epXKunXrolKlSgp1ZmzX2NhYpKWloXbt2jhy5IjCto6OjnJDGKtUqQI9PT28fPkSAJCWloaLFy/C2dlZ7nVbsWJFNGrUSO65+vvvvyGVStGqVSu59wgTExOULVsWV69exZAhQzJ9HjLy8fFRWDX4e99H0nuUpjt//jy0tLQUhga7urri+PHjOH/+vGw4MgDUrFlTbq600qVLo3nz5jhz5gzS0tIgFotx4sQJtGrVCoIgyJ1/o0aNcOTIEdy/fx+1a9fONL7Y2FgIgpBtD8D379/D0NAQJUqUyHKbjh07ZnmMjL4119/KlStx+fJlTJ06NdOY0su+HmpPRET0LZozSzERkYrSv5AnJCTk+bEcHBzQsmVL+Pv7Y8OGDXBwcICzszPatWv3zcnJw8PDIQgClixZgiVLlmS6TVRUlFzCTdmhYoMGDcLly5fRtWtXlC1bFg0bNkTbtm2z/TLz5s0bAIqr6RUrVizL4TsZv8QC//siExcXJyt78uQJFi9ejCtXrigkFj9+/KjU+eSEqampwnP/4sULhIWFyebT+1pUVBQAoHXr1ti9ezemTJmCBQsWoEGDBvj111/x22+/ZfulOSYmBikpKSrFa2homOVrJeNrWZnhbDExMfD390dQUJDsnNJl9lxn9XoqVaqU3P30xLKZmVmm8WVs76+9efMGYrFY4Vhly5bNcp+sXlexsbGyY964cQPLli3D7du3FYahpSfc0od/Vq5cOctjfUt6AkVLSwsmJiYoX7687LXw+vVriMVihWumRIkSMDAwwOvXr+XKczLUMyvp1+nXSR3gSyLp4sWLOZpY//Xr1yhbtqzC67tixYpyx8tMeqLt6/daS0tLBAYGAgAOHDiAv/76S2HfrJ6LM2fOYMWKFQgNDZWbBy+zBOnXr1Pgy/WU/nqMjo7Gp0+fMn2tlS9fXi7h9vz5cwiCgBYtWmQal7ILgdjZ2eXqogna2toK193r169RsmRJheGQ6W329esus/MvV64ckpKSEB0dDbFYjLi4OOzcuRM7d+7MNI6vh8lmJrsf5v/880+MGzcOrq6u2LZtW6ZDesuUKYMyZcp88zjZCQoKwuLFi/H7778rJPmViZOIiCg7TLgR0U9PT08PJUuWxJMnT1SuI6veLxkn+k/fbunSpbh9+zbOnDmDCxcuYNKkSQgMDMTOnTuz7ZkklUoBfOmVkFWvl6+/yCu7il/FihVx7NgxnD17FhcuXMCJEyewbds2DBs2DMOHD1eqDmVklYRK/0ITFxeH3r17Q09PD8OHD4elpSUKFSqE+/fvY/78+bLnIDtZtUVW+2a26qNUKoWVlZVsfrivpX+hLVy4MLZu3YqrV6/KnrugoCDs3LkT69evz7J3oZeXF65du/bNc8nMpk2bsuwdVqFCBQBfegx93TstMyNHjsStW7fg5uaGqlWrQldXF1KpFAMHDsz0S2ZWr6eszjOr8tz+Avut11V4eDj69++PChUqwNvbG6VKlYKOjg7OnTuHDRs2KPW6UpYyCRRle8tltyJpQZT++nzy5AmcnZ1l5UWLFpWtDHnjxo1M983sufjnn3/g4eGBunXrYurUqShRogR0dHSwd+9eHD58WGH73Hw9SqVSiEQirFmzJtN6c2tl0Jy+n0kkkjzvaZt+7Pbt26NTp06ZbpPZIkLpDA0NIRKJsk28161bF4sXL4aXlxfc3NywefNmhdV3ExISsp2bNJ2WlpZcb8l0ly5dwvjx4/HLL79g+vTpWe6fHqeq8+oREdHPiwk3IiIAzZo1w86dO3Hr1i25oXHKythTK2PPoqx6e9jb28Pe3h6jRo3CoUOHMHbsWAQFBaFr165ZfsFK/yVfR0dH9uU0N+nq6qJ169Zo3bo1kpOT4eXlhZUrV2Lw4MGZJlrSexWFh4fL9TL48OEDYmNjVYrh2rVrsl5XdevWlZV/veIokPUX0fTn/+seWl/34siOpaUlHj58iAYNGnwzOSIWi9GgQQM0aNAAEydOxMqVK7Fo0SJcvXo1y3aaMGFCtl82s5PdkNpmzZph1apVOHjw4DcTbrGxsQgODoaXlxc8PT1l5c+fP1cprtxSunRpSKVSvHr1Sm4xphcvXqhc5+nTp5GcnIwVK1bI9Yb7euXH9IT1kydPsu1Rpypzc3NIpVK8ePFC1rsI+DJ8Li4uTrYQQG5KP99nz54pPPb06VMUL148R8khc3NzPHr0CFKpVC6x8/TpU7njZaZOnTrQ19dHUFAQBg8e/N2JoePHj6NQoUJYt26dXK/PvXv3qlSfkZERChcunOlr7evnz9LSEoIgwMLCItPeg7klN97PzM3NERwcrDDpf3qbff26y+z8nz9/jiJFisgSV0WLFoVUKlXpb5G2tjYsLS0zfV/PyMnJCbNmzYK3tzcGDx6M9evXyyVe169fD39//28ez9zcXLagTLo7d+7A09MTNjY2WLx4cbY9El+9egWxWJyn7UxERJopT38CU/YXXCIidRs4cCB0dXUxZcoU2WplGYWHh2Pjxo1Z7p/+Rf369euyssTERNmcTenS567JqGrVqgAgGw5VpEgRAIrD7oyNjeHg4ICdO3fi3bt3CjEoM4QnK1/PTSORSFCxYkUIgpDl0McGDRpAW1sb27dvlyvfunWrynGkfwHP+BwlJydj27ZtCtsWKVIk02GPmbVFWloadu3apXQcrVq1wtu3bzPd59OnT7JeFTExMQqPf92embGxsYGjo6NKt+xW26tZsyYaN26M3bt34+TJkwqPJycnY+7cuQCy7u2T3ev8R2jUqBEAKLT5li1bVK4z/Vwzvq4+fvyokJhp1KgRihYtilWrVimstJsbvfKaNm0KQPE5Th9Omf74t+jq6iqdsC1ZsiSqVq2KAwcOyO3z+PFjXLp0SeljpmvSpAkiIyMRFBQkK0tNTcXmzZuhq6srlyj/WpEiRTBw4EA8fvwY8+fPz/Q5zcnzrKWlBZFIJNeT+NWrVzh16pTSdXxdX6NGjXDy5Em5H0vCwsJw8eJFuW1btGgBLS0t+Pv7K8QsCEKuzfdlbm4OLS0tufczAArvu9lp0qQJ0tLSFN6bN2zYAJFIhCZNmsiV37p1C/fv35fdj4iIwKlTp9CwYUNoaWlBS0sLLVu2xPHjx/H48WOF4ynzt8je3h4hISHf3K5jx46YNGkSbty4AS8vL7m/Rx07dkRgYOA3b3/++adcnWFhYXB3d4e5uTlWrVr1zZ6k9+/fR6VKlRR62BEREX0LF00gIsKXJM38+fMxatQotG7dGh06dICVlRWSk5Nx69YtHDt2TGFi/YwaNmyI0qVLY/LkyXj69Cm0tLSwd+9eFC9eXO6L2/79+7F9+3Y4OzvD0tISCQkJ2LVrF/T09GRfegoXLoxKlSrh6NGjKFeuHIoVK4bKlSvDysoKU6dORc+ePdGuXTu4uLigTJkyeP/+PW7fvo3//vsPBw8eVOn83dzcYGJiglq1asHY2BhPnz7Fli1b0LRpU4V5f9KZmJigb9++WL9+PYYMGYLGjRvj0aNHOH/+PIoXL67Sjy41a9aEoaEhvL290adPH4hEIvz111+Z/j2pXr06goKC4OfnB1tbW+jq6sLJyQmVK1eGvb09Fi5ciNjYWBgaGiIoKAipqalKx9GhQwccPXoUU6dOlS2QkJaWhqdPn+LYsWNYu3YtbG1tERAQgH/++QdNmzaFubk5oqKisG3bNpiZmSk1mXdemDdvHlxdXeHp6YlmzZqhQYMGKFKkCF68eIGgoCC8e/cOEyZMgJ6eHurWrYu1a9ciJSUFpqamuHTp0jd7neQ1GxsbtGzZEhs3bkRMTAxq1KiB69evy3reqfK6atiwIXR0dDBkyBB0794dCQkJ2L17N4yNjREZGSnbTk9PDxMnTsSUKVPw+++/o23btjAwMMDDhw/x6dMnWbJSVVWqVEGnTp2wc+dOxMXFoW7durh37x72798PZ2dnuQUTslO9enUEBwcjMDAQJUuWhIWFhWxBisyMHz8egwYNQrdu3fD777/j06dP2LJlC/T19eV6NyqjW7du2LlzJ7y9vXH//n2Ym5vj+PHjuHnzJiZNmpTl+0U6d3d3hIWFYd26dbh06RJatGgBMzMzxMXF4f79+zh27BiMjY2VGg7ftGlTBAYGYuDAgWjbtq3s+rO0tMSjR49ydF7pvLy8cOHCBfTq1Qs9evRAWloatmzZgkqVKsnVaWlpiZEjR2LBggV4/fo1nJ2dUbRoUbx69QonT56Ei4sL3Nzcvnm88+fPy3qaZVSrVi2UKVMG+vr6+O2337BlyxaIRCKUKVMGZ8+eVZhzMTtOTk6oV68eFi1ahNevX8Pa2hqXLl3CqVOn0K9fP4WpCKysrODm5oY+ffpAIpHIknteXl6ybcaMGYOrV6/CxcUFXbt2RaVKlRAbG4v79+8jODj4m0Pmmzdvjr/++gvPnj37Zs+xvn37IjY2Fv7+/pgwYQLmz58PsVis0hxu8fHxcHNzQ1xcHNzc3HD27Fm5xy0tLeV6uaekpOD69esKC1EQEREp47sSbsnJyXj16hUsLS0z7Yq9Zs0aucm7iYjys+bNm+PgwYNYt24dTp06he3bt0MikcDa2hre3t5wcXHJcl8dHR34+/tj+vTpWLJkCUqUKIF+/frBwMBAbh4wBwcH3Lt3D0FBQXj//j309fVhZ2eH+fPny31xmDlzJnx9feHn54eUlBR4enrCysoKlSpVwt69e+Hv74/9+/cjJiYGRkZGqFatGoYNG6byuXfr1g2HDh1CYGAgEhMTYWZmhj59+mDo0KHZ7jd27FgULlwYu3fvRnBwMOzt7bFu3Tr07Nnzm4tAZKZ48eJYuXIl5s6di8WLF8PAwADt27dHgwYNFL689uzZE6Ghodi3bx82bNgAc3NzODk5AQDmz58PHx8frF69GgYGBvj9999Rr149hdUhsyIWixEQEIANGzbgr7/+wt9//40iRYrAwsICffr0kX1BdHJywuvXr7F37158+PABxYsXh4ODA7y8vNTWG8LIyAg7duzAtm3bEBQUhEWLFiElJUX2/PTt21e27YIFC+Dr64tt27ZBEAQ0bNgQa9as+e6VMb/X3LlzYWJigiNHjuDvv/+Go6MjFi1ahN9++02l11WFChWwdOlSLF68WFZ3jx49YGRkhEmTJslt27VrVxgbG2P16tVYvnw5tLW1UaFCBYXVR1U1c+ZMWFhYYP/+/Th58iRMTEwwePDgHCW+vL294ePjg8WLF+PTp0/o1KlTtgk3R0dHrF27FkuXLsXSpUuhra2NunXrYty4cTlOWBQuXBibN2/G/PnzsX//fsTHx6N8+fLw8/PL9keJdGKxGH/++SdatmyJXbt2YcuWLYiLi4Ouri4qV66MUaNGwcXFRamVdhs0aIBZs2ZhzZo1mD17NiwsLDB27Fi8fv1a5YRblSpVsG7dOvj5+WHp0qUwMzODl5cXIiMjFep0d3dHuXLlsGHDBgQEBAD4Mr9jw4YNZe9F37J06dJMy/38/GRtM2XKFKSmpmLHjh2QSCT47bffMH78eLmVYrMjFouxYsUKLF26FEFBQdi3bx/Mzc0xfvx4uLq6Kmxft25d2NvbIyAgAG/evEGlSpXg5+cnN5zdxMQEu3fvRkBAAP7++29s374dxYoVQ6VKlTB27NhvxtSsWTMUL14cR48e/ebfGeBLsi82NlY2l1t2c65lJyYmBhEREQC+vP99rVOnTnIJt+DgYMTExGQ5Vx0REVF2RIIK3dCSkpLg6+srGyp1/PhxlClTBr6+vjA1NYW7u3tux0lERAVEes+dkSNHwsPDQ93hkIYIDQ1Fx44d8eeff6J9+/bqDodII1lbW6NXr17w8fHJ82MFBARg3759OHHiRJZD3NVt6NChEIlEsoQqERFRTqg0h9uCBQvw8OFDbNq0Sa7Lf4MGDeTm9CAiIs326dMnhbL0+akcHBx+dDikIbJ6XYnF4mznCCOigqN///5ITEzEkSNH1B1KpsLCwnD27FmMGDFC3aEQEVEBpdKQ0lOnTmHRokWwt7eXK69cuTLCw8NzIy4iIioAgoKCsH//fjRp0gS6urq4efMmDh8+jEaNGqltDjMq+NauXYuQkBDUr18fWlpaOH/+PM6fP49u3bqhVKlS6g6PiHJB0aJFERwcrO4wslSxYkU8ePBA3WEQEVEBplLCLTo6GsbGxgrlSUlJXJmUiOgnYm1tDS0tLaxduxYJCQkwNjZG3759MXLkSHWHRgVYzZo1cenSJSxfvhyJiYkoVaoUvLy8MGTIEHWHRkRERESkFJUSbjY2Njh79iz69OkjV757926FXm9ERKS5qlevjg0bNqg7DNIwDRs2RMOGDdUdBtFPR9XFJoiIiEiRSgm3UaNGYdCgQfj333+RlpaGTZs2ISwsDLdu3cLmzZtzO0YiIiIiIiIiIqICQ6VVSgEgPDwcq1evxsOHD5GYmIhq1aph0KBBsLa2zu0YiYiIiIiIiIiICgyVE25ERERERERERESkSOkhpfHx8UpXqqenp1IwuWWIqJxaj09ERERUUKy3d1J3CJQHXG+fVncIlAd4vWomXq+aaaXwXN0h5AvK5mc08flSOuFWp04dpVcgDQ0NVTkgIiIiIiIiIiIq+LSUSyNpJKUTbps2bZL9//Xr11iwYAE6deokW5X09u3b2L9/P8aMGZPrQRIRERERERERUcGipWTHLU2kdMLNwcFB9v9+/frB29sbbdu2lZU1b94cVlZW2LVrFzp16pS7URIRERERERERUYEiEf+8CTexKjvdvn0bNjY2CuU2Nja4e/fudwdFREREREREREQFm5ZIuZsmUinhZmZmhl27dimU7969G2ZmZt8dFBERERERERERFWxaIpFSN02k9JDSjCZNmgQvLy9cuHABdnZ2AIC7d+/ixYsXWLZsWa4GSEREREREREREBQ+HlOZQ06ZNceLECTRr1gyxsbGIjY2Fk5MTjh8/jqZNm+Z2jEREREREREREVMCIlbzl1NatW+Hk5ARbW1t07dr1m9ObxcXFYfr06WjUqBFsbGzQsmVLnDt3ToUjK0+lHm7Al2Glo0ePzs1YiIiIiIiIiIhIQ+TFcNGgoCD4+flh+vTpqFGjBjZu3Ag3NzccO3YMxsbGCtsnJydjwIABMDY2xpIlS2Bqaoo3b97AwMAg12PLSOWEW1xcHO7evYuoqCgIgiD3WMeOHb83LiIiIiIiIiIiKsDyYkGEwMBAuLi4oEuXLgCA6dOn4+zZs9i7dy/c3d0Vtt+7dy9iY2OxY8cO6OjoAAAsLCxyP7CvqJRwO336NMaOHYvExETo6elBlCFjKRKJmHAjIiIiIiIiIvrJKTuHW3JyMpKTk+X3lUggkUgUtrt//z4GDx4sKxOLxXB0dMStW7cyrfv06dOwt7fHjBkzcOrUKRgZGaFt27YYNGgQtLS0cnhGylMp4TZ37lx06dIFo0ePRpEiRXI7JiIiIiIiIiIiKuCUHVK6atUq+Pv7y5V5enrCy8tLruzDhw9IS0tTGDpqbGyMp0+fZlr3y5cvceXKFbRr1w6rV69GeHg4pk+fjtTUVHh6eubgbHJGpYTb27dv0bdvXybbiIiIiIiIiIgoU8oOKXUfPBgDBgyQK/u6d5uqBEGAsbExfH19oaWlBRsbG7x9+xbr1q3Lfwm3Ro0a4d69eyhTpkxux0NERERERERERBpA2SGlmQ0fzUzx4sWhpaWFqKgoufKoqCiYmJhkuk+JEiWgra0tN3y0QoUKiIyMRHJycq4l9r6mUsKtadOm+PPPPxEWFgYrKytoa8tX07x581wJjoiIiIiIiIiICqbcXjRBIpGgevXqCA4OhrOzMwBAKpUiODgYvXv3znSfWrVq4fDhw5BKpRCLxQCA58+fo0SJEnmWbANUTLj98ccfAICAgACFx0QiEUJDQ78vKiIiIiIiIiIiKtCUncMtJwYMGIAJEybAxsYGdnZ22LhxI5KSktC5c2cAwPjx42FqaooxY8YAAHr06IEtW7Zg1qxZ6N27N168eIFVq1ahT58+uR5bRiol3B4+fJjbcRARERERERERkQZRdkhpTrRu3RrR0dFYunQpIiMjUbVqVaxdu1Y2pDQiIkLWkw0ASpUqhXXr1sHPzw/t27eHqakp+vbti0GDBuV6bBmplHAjIiIiIiIiIiLKTm4PKU3Xu3fvLIeQbt68WaGsZs2a2LVrV94EkwWVE26JiYm4fv063rx5g5SUFLnH+vbt+92BERERERERERFRwZUXQ0oLCpUSbg8ePIC7uzuSkpKQlJQEQ0NDfPjwAUWKFIGRkRETbkREREREREREP7m8GFJaUKiUcPPz80OzZs0wffp01K5dG7t27YK2tjbGjRuX42RbZGQk7ty5g/fv3wMATExMUKNGDZQoUUKV0IiIiIiIiIiIKB8Qs4dbzoSGhmL69OkQi8XQ0tJCcnIyypQpg3HjxmHChAlo0aLFN+tITEyEj48PgoKCIBKJYGhoCACIjY2FIAho06YNZsyYgSJFiqgSIhERERERERERqZEoryZxKwDE395Ekba2tmzFB2NjY7x58wYAoKenh//++0+pOmbNmoV79+5h1apVuHv3Li5fvozLly/j7t27WL16Ne7evYtZs2apEh4REREREREREamZWEuk1E0TqZRwq1atGu7duwcAqFu3LpYuXYqDBw9i9uzZqFy5slJ1nDhxAn5+fmjcuDG0tLRk5VpaWmjUqBFmz56N48ePqxIeERERERERERGpmViipdRNE6mUcBs1apRsjrVRo0bBwMAA06ZNw4cPH+Dr66tUHVKpFDo6Olk+rqOjA6lUqkp4RERERERERESkZj9zD7ccz+EmCAKMjY1hZWUF4MuQ0nXr1uX4wL/88gt8fHwwa9YsVKtWTe6xBw8eYNq0aWjWrFmO6yUiIiIiIiIiIvUTiVXq56URVEq4tWjRAocPH0a5cuVUPrCPjw/GjBmDzp07w9DQEEZGRgCA6OhoxMXFoVGjRvDx8VG5fiIiIiIiIiIiUh8tCRNuShOLxShbtixiYmK+68CGhoZYu3YtwsLCcPv2bbx//x4AYGJiAnt7e1SsWPG76iciIiIiIiIiIvURaTHhliNjxozBvHnzMG3aNNnQUlVVrFiRyTUiIiIiIiIiIg2jqfOzKUOlhNuECROQlJSEDh06QEdHB4ULF5Z7/Nq1a7kSHBERERERERERFUxaOpq5AqkyVEq4TZo0KbfjICIiIiIiIiIiDSJiD7ec6dSpU27HQUREREREREREGoQJtxyKj4/P8jGJRAKJRKJUPWlpabh58yasra1hYGCgSihERERERERERJQPibloQs7UqVMHIlHWWUozMzN06tQJnp6eEIuzfnK1tLTg6uqKoKAgJtyIiIiIiIiIiDSIlg4TbjkyZ84cLFq0CJ06dYKdnR0A4O7duzhw4AA8PDwQHR2N9evXQyKRYMiQIdnWVblyZbx69QplypRRJRQiIiIiIiIiIsqHROzhljP79+/HhAkT0Lp1a1mZk5MTrKyssHPnTmzcuBGlSpXCypUrv5lwGzlyJObOnYsRI0agevXq0NXVlXtcT09PlRCJiIiIiIiIiEiNxD/xHG4qpRpv3bqFatWqKZRXq1YNt2/fBgDUrl0bERER36zL3d0dDx8+hIeHB5o2bYq6deuibt26qFOnDurWratKeEREREREREREpGZiiZZSt5zaunUrnJycYGtri65du+Lu3btK7XfkyBFYW1tj6NChOT5mTqnUw61UqVLYs2cPxo4dK1e+Z88emJmZAQBiYmKUmpdt06ZNqoRARERERERERET5WF70cAsKCoKfnx+mT5+OGjVqYOPGjXBzc8OxY8dgbGyc5X6vXr3C3LlzUadOnVyPKTMqJdzGjx+PESNG4Pz587C1tQUAhISE4OnTp1i6dCkA4N69e3JDTrPi4OCgSghERERERERERJSPicS5n3ALDAyEi4sLunTpAgCYPn06zp49i71798Ld3T3TfdLS0jB27Fh4eXnhxo0biIuLy/W4vqZSwq158+Y4duwYdu7ciWfPngEAmjRpgoCAAFhYWAAAevbsqXR9//zzD3bs2IFXr15hyZIlMDU1xYEDB2BhYfHDMo9ERERERERERJR7tJQcLpqcnIzk5GS5MolEAolEorDd/fv3MXjwYFmZWCyGo6Mjbt26lWX9AQEBMDY2RteuXXHjxo0cnIHqVEq4AYCFhQXGjBmT7TbTpk3D8OHDYWRklOU2x48fx/jx49GuXTvcv39f9gTHx8dj1apVTLgRERERERERERVAyq5SumrVKvj7+8uVeXp6wsvLS67sw4cPSEtLUxg6amxsjKdPn2Za9z///IM9e/bgwIEDygeeC1ROuCnj4MGDcHNzyzbhtmLFCkyfPh0dO3bEkSNHZOW1atXCihUr8jI8IiIiIiIiIiLKIyKxcgm3wYMHY8CAAXJlX/duU0V8fDzGjx8PX1/fbHNTeSFPE26CIHxzm2fPnmXai01fX/+HjKklIiIiIiIiIqLcpyVRLu2U2fDRzBQvXhxaWlqIioqSK4+KioKJiYnC9i9fvsTr16/h4eEhK5NKpQCAatWq4dixY7C0tFQqxpzK04SbMkxMTBAeHi6b+y3djRs3UKZMGTVFpT5Nh/ZBi3GDYWBWAq/uhGKn11Q8v34ny+2LGBqgw6yxqNn5N+gaGSL6xWvsHjkDIUfPAgBmPbsI43IWCvudDdiEHZ4+eXUa9BW2q2Ziu2omtqtmYrtqrqkeHeHaqQmK6evi8p1/4TV7E/4Nf5ftPqVLFMPsEV3RsqEtdAtLEPbyHQZOW4+bD54DAJJvrc90P+9Fu7Bw07HcPgXKgNeqZuP1qll4vZIylB1SqiyJRILq1asjODgYzs7OAL4k0IKDg9G7d2+F7StUqIBDhw7JlS1evBgJCQmYPHkyzMzMcjW+jNSecHNxccGsWbMwe/ZsiEQivH37Frdu3cLcuXMxdOhQdYf3Q9V2aYvfF07BtiFT8PzqLTiNdIXX8U2YZu2Ej5FRCttr6ehgxN+b8fFdFFb/7oGY129hVNYciTH/6xnoV7c9xFr/m6SwtI0VRp7cipu7g37IORHbVVOxXTUT21UzsV0119j+rTCshzPcfNbi+ev3mDa0Ew4HjEGNLpPxOTk1032K6evi7IZJOHf9Idp5LsL7Dx9RydIUMXEJsm3KOI+U26dlQzusntof+0/9mEmWf1a8VjUbr1fNwuuVlKXskNKcGDBgACZMmAAbGxvY2dlh48aNSEpKQufOnQEA48ePh6mpKcaMGYNChQrByspKbn8DAwMAUCjPbWpPuLm7u0MqlaJ///5ISkpC7969IZFI4Orqij59+qg7vB/KefRAXFqzA8EbdgMAtg2ZDNs2TnB0dcHxuYrz2Tm6uqCoUTHMc+wCaeqXP1JRL17JbRP/PlrufktvD7z79zken7uSR2dBX2O7aia2q2Ziu2omtqvm8ur5K/zWHMKhs7cBAAP+WItXJxejQ7Na2HX8Wqb7jBvQGq/+i8agaf/rFfP8zXu5bd5GyU9r0v4Xe5y9/hDPXkfm7gmQHF6rmo3Xq2bh9UrKEmkpt0ppTrRu3RrR0dFYunQpIiMjUbVqVaxdu1Y2pDQiIgLiPEj05ZTaIxCJRPDw8MDVq1dx+PBh7Nq1C8HBwRg5cqS6Q/uhtHR0YFnbBqEnL8nKBEFA6MlLqNCgVqb71GjvjKfBN9EjYAbm/Xcdf9w7jt8mDs0yg6ylo4N6vTvi8vpdeXIOpIjtqpnYrpqJ7aqZ2K6aq7x5CZQqUQynrz6QlcXFJ+FayFPUs6uY5X5tm9rjxoPn2D7PA69OLca17VPh2qlJltuXNDJAq0Z22HDgQq7GT/J4rWo2Xq+ahdcr5YSWjrZSt5zq3bs3zpw5g5CQEOzevRs1atSQPbZ582bMmTMny33nzJmD5cuXq3Q+OZGnCbf27dujaNGi2W4zceJExMfHQyKRoFKlSrCzs0PRokWRmJiIiRMn5mV4+YqeSXFoaWsj7q38LzYf30bCwKxEpvuYVLBErd9bQ6ylBf/WAxDkuwzOYwah9RSvTLe379gCRYoZIHjDnlyPnzLHdtVMbFfNxHbVTGxXzWVq8mU4yNto+d4t76LiYGZsmOV+5c1LYHDXZvg3/C3aDl2IVbvPYtH4nujTzjHT7fu0c8THxE/Yf5rD0/ISr1XNxutVs/B6pZwQaYmVumkilYeUxsXFYc+ePQgLCwMAVK5cGV26dIG+vr5sm+nTp3+zngMHDmDs2LHQ09OTK//06RP++usv+Pn5qRqixhOJRfj47j22uE+EIJUi/GYIipmbosW4wTgyY4nC9o5u3XD/6FnERmQ/MSmpF9tVM7FdNRPbVTOxXfOnHq3qI2BKX9n9DsMXq1SPWCzCjQfP8Yf/PgDA7UfhqF7JHIN+/wWbD11W2L5/h8bYfvRKlnNMkfrwWs2/eL3S13i9/rw0NZmmDJUSbvfu3cPAgQNRqFAh2NnZAQACAwOxYsUKrF+/HtWrV/9mHfHx8RAEAYIgICEhAYUKFZI9lpaWhvPnz8PIyEiV8Aqk+PcfkJaaCgNT+WVs9U1LIO6/zOcfiI2IRFpKCoT/X9IWAP4LDYNhqZLQ0tFBWkqKrNzI0hxVnRtiVecheXMClCm2q2Ziu2omtqtmYrtqjkPnbuNayFPZ/UL/P/zE1MgA/72PlZWXNDbAnUfhWdYT8T4GoU/fyJU9fPYGnZrXVti2Yc3KsC5fCr28V35v+PQNvFY1C69XzcbrlXJCrMJwUU2hUqrRz88PTk5OOH36NPz9/eHv749Tp06hWbNmmD17tlJ11KlTBw4ODhCJRGjZsiXq1q0ru9WvXx+TJk1Cr169VAmvQEpLSUH4jRBUaf6/7tEikQhVmjviafDNTPcJu/QPSlYqB5FIJCsztSqPmDdv5d6wAMBxQFd8fBeFe0dO580JUKbYrpqJ7aqZ2K6aie2qOeITPyHs5TvZ7cHTN4iIjEGzetVk2+gXLQwHmwq4ejcsy3qCb/8Lq7JmcmWVLc0QHqG4qt6Ajo1x48Fz3H38MvdOhDLFa1Wz8HrVbLxeKSd+5iGlKp1VSEgIBg4cCG3t/2UqtbW1MXDgQISEhChVx6ZNm7BhwwYIgoClS5di48aNstu2bdtw5swZeHh4qBJegXVy4Vo0GtQD9ft2gVmViuixYhYkRXVxOfDLyi/9Ny5Ax9njZdufX7EFukaGcFkyFSUrl4dN62b4bdJQnAvYJFevSCRCgwG/I3jjXkjT0n7oORHbVVOxXTUT21UzsV0117Jtf2PiwLZo29QeNpXMEeg7EG8iY/DXmf994Tu2ciw8ujnJ7i/ZcgL1bCtggmsbVCxTEt1/q4eBXZpi5U75L3b6RQujy691sX7/+R92Pj87XquajderZuH1SsoSa4mVumkilfr26enpISIiAhUryq8oExER8c1FEtI5ODgAAE6dOoXSpUvLZbp/Vjd2HYZ+CSO0mzEKBmYl8Op2KJb91g8f332ZjNLI0hyCVJBt/+FVBJa27Ieui/7AH3ePIeb1fzi9JBDH58p3o67i3AjGZS24wouasF01E9tVM7FdNRPbVXPN33AURYsUwvIp/VBMXxeXbj9Bu2EL5eZvqlCmJEyK/W+O4RsPnqPrmADM9OqCye7t8fx1JMb8uR3bj16Rq9ulZT2IAOw8dvVHnc5Pj9eqZuP1qll4vZKyfuYhpSJBEIRvbyZv5syZ+PvvvzFhwgTUrFkTAHDz5k3MmzcPLVq0wOTJk5Wu6/z589DV1UWdOnUAAFu3bsWuXbtQqVIl+Pj4wNAw61VrsjJEVC7H+xARERH9jNbbO317IypwXG9zKJYm4vWqmXi9aqaVwnN1h5AvvF86RqntTIYvyONIfjyVUo3jx4+X/Zv2/908tbW10aNHD4wdOzZHdf3555+yfR49egQ/Pz+4urri6tWrmDNnDlcpJSIiIiIiIiIqgERizRwuqgyVEm4SiQRTpkzBmDFjEB7+ZVUZS0tLFClSJMd1vXr1SjY09cSJE3BycsLo0aNx//59uLu7qxIeERERERERERGpmVhLS90hqM13DaYtUqQIrK2tvysAHR0dfPr0CQBw+fJldOzYEQBgaGiI+Pj476qbiIiIiIiIiIjUQyz5eedwU/rMPT09MWfOHOjp6cHT0zPbbf39/ZUOoFatWvDz80OtWrVw7949LF68GADw/PlzmJmZZb8zERERERERERHlSz/zkFKlz1xfX1/u/9ndcsLHxwfa2to4fvw4pk6dClNTUwBfFlNo3LhxjuoiIiIiIiIiIqL8QaQlVuqmiZTu4ZZx8YLcXMigdOnSWLVqlUL5pEmTcu0YRERERERERET0Y4l1OKRUbd68eZPt46VLl/5BkRARERERERERUW4Riblowjd17NgRIpFIqW3379+vdABOTk7Z1hsaGqp0XURERERERERElE8w4fZtzs7OeRLAgQMH5O6npKQgNDQUgYGBGDVqVJ4ck4iIiIiIiIiI8pZIR0fdIahNjlYpzQtVqlRRKLO1tUXJkiWxbt06tGjRIk+OS0REREREREREeYg93FQTEhKCsLAwAEDlypVRrVq1XAkKAMqXL4979+7lWn1ERERERERERPQDMeGWM1FRURg1ahSuXbsGAwMDAEBcXBzq1auHRYsWwcjISOm64uPj5e4LgoB3797B398fZcuWVSU8IiIiIiIiIiJSM5F23gwp3bp1K9atW4fIyEhUqVIFf/zxB+zs7DLddteuXThw4ACePHkCAKhevTpGjx6d5fa5RaWEm6+vLxISEnDkyBFUrFgRAPDvv/9iwoQJmDlzJhYuXKh0XXXq1FFYNEEQBJQqVSpH9RARERERERERUT6SBz3cgoKC4Ofnh+nTp6NGjRrYuHEj3NzccOzYMRgbGytsf/XqVbRp0wa1atWCRCLB2rVr4erqiiNHjsDU1DTX40unUsLtwoULCAwMlCXbAKBSpUqYOnUqXF1dc1TXpk2b5O6LxWIUL14cZcuWhbb2d414JSIiIiIiIiIiNRGJxbleZ2BgIFxcXNClSxcAwPTp03H27Fns3bsX7u7uCtsvWLBA7v7MmTNx/PhxBAcHo2PHjrkeXzqVMlpSqRQ6maw0oa2tDalUmqO6HBwcVAmBiIiIiIiIiIjyMyV7uCUnJyM5OVmuTCKRQCKRKGx3//59DB48+H+HEIvh6OiIW7duKXWspKQkpKamwtDQUKntVaVSwq1+/fqYNWsWFixYIOt+9/btW/j5+aFBgwbf3P/UqVNKH6t58+aqhEhERERERERERGok0pF8eyMAq1atgr+/v1yZp6cnvLy85Mo+fPiAtLQ0haGjxsbGePr0qVLHmj9/PkqWLAlHR0eltleVSgk3Hx8feHh4oHnz5jAzMwMA/Pfff6hcuTL+/PPPb+4/bNgwpY4jEokQGhqqSohERERERERERKROSg4pHTx4MAYMGCBX9nXvttywevVqBAUFYdOmTShUqFCu15+RSgm3UqVKYf/+/bh8+bIsg1ixYkWls4MPHz5U5bBERERERERERFRQKDmkNLPho5kpXrw4tLS0EBUVJVceFRUFExOTbPddt24dVq9ejcDAQFSpUkWpuL6H0rPXOTg4IDo6GgAwceJEJCQkoGHDhujTpw/69OmT513xiIiIiIiIiIio4BBp6yh1U5ZEIkH16tURHBwsK5NKpQgODkbNmjWz3G/NmjVYvnw51q5dC1tb2+86J2UpnXBLSUlBQkICAODAgQMKk9nlVHBwMFq3bo34+HiFxz5+/Ig2bdrg+vXr33UMIiIiIiIiIiJSD5FYS6lbTgwYMAC7du3C/v37ERYWhmnTpiEpKQmdO3cGAIwfP15uZdLVq1djyZIlmD17NszNzREZGYnIyEhZjiuvKD2k1N7eHkOHDoWNjQ0EQcDMmTOzHO/q5+f3zfo2btwIFxcX6OnpKTymr6+Pbt26YcOGDahbt66yIRIRERERERERUX6Rw2SaMlq3bo3o6GgsXboUkZGRqFq1KtauXSsbUhoREQFxhrnjduzYgZSUFAwfPlyunswWZchNSifc/vzzT2zYsAHh4eEAvvRC+/z5s8oHfvToEcaNG5fl4w0bNsT69etVrp+IiIiIiIiIiNRHpKP8cNGc6N27N3r37p3pY5s3b5a7f/r06TyJ4VuUTriZmJhg7NixAAAnJyfMmzcPxYsXV/nA79+/h7Z21ofX1taWzRlHREREREREREQFTB70cCsolJ7DLaPhw4ejaNGiCuXJyck4cOCAUnWYmpriyZMnWT7+6NEjlChRQpXwiIiIiIiIiIhI3cRayt00kEoJt4kTJ+Ljx48K5QkJCZg4caJSdTRt2hRLlizJdFjqp0+fsGzZMjRr1kyV8IiIiIiIiIiISM1EYrFSN02k9JDSjARBgEgkUih/+/Yt9PX1larDw8MDJ06cQMuWLdGrVy+UL18eAPD06VNs27YNaWlpGDJkiCrhERERERERERGRumnlzRxuBUGOEm4dO3aESCSCSCRCv3795OZgS0tLw6tXr9C4cWOl6jIxMcGOHTswbdo0LFy4EIIgAABEIhEaNWoEHx8f2QoTRERERERERERUwIg0s/eaMnKUcHN2dgYAhIaGolGjRnLzuOno6MDc3BwtWrRQuj5zc3OsWbMGsbGxePHiBQCgbNmyMDQ0zElYRERERERERESUzwhMuCnH09MTaWlpMDc3R8OGDVGyZMlcCcLQ0BB2dna5UhcREREREREREeUDGroggjJynGrU0tKCj49PposdEBERERERERERAQDEYuVuGkils6pcuTJevXqV27EQEREREREREZGGEERipW6aSKWzGjlyJObOnYszZ87g3bt3iI+Pl7sREREREREREdFPTqyt3E0DqXRW7u7uAAAPDw+IRCJZuSAIEIlECA0NzZ3oiIiIiIiIiIioYNLQ3mvKUCnhtmnTptyOg4iIiIiIiIiINIimDhdVhkoJNwcHh9yOg4iIiIiIiIiINMlPvEqpygNl4+LisGfPHoSFhQH4spBCly5doK+vn2vBERERERERERFRAfUT93BT6czv3buHX3/9FRs2bEBsbCxiY2MRGBgIZ2dn3L9/P7djJCIiIiIiIiKiAuZnXqVUpR5ufn5+cHJygq+vL7S1v1SRmpqKKVOmYPbs2di6dWuuBklERERERERERAWMWDOTacpQ6cxDQkIwcOBAWbINALS1tTFw4ECEhITkWnBERERERERERFRAibWVu2kglRJuenp6iIiIUCiPiIhA0aJFvzsoIiIiIiIiIiIq4ERi5W4aSKWzat26NSZPnoygoCBEREQgIiICR44cwZQpU9CmTZvcjpGIiIiIiIiIiAqYvJrDbevWrXBycoKtrS26du2Ku3fvZrv90aNH8dtvv8HW1hbt2rXDuXPnVD0lpanUb2/8+PGyf9PS0r5UpK2NHj16YOzYsbkXHRERERERERERFUxirVyvMigoCH5+fpg+fTpq1KiBjRs3ws3NDceOHYOxsbHC9jdv3sSYMWMwevRoNGvWDIcOHcKwYcOwb98+WFlZ5Xp86USCIAiq7pyUlITw8HAAgKWlJYoUKZJrgX2PIaJy6g6BiIiIqEBYb++k7hAoD7jePq3uECgP8HrVTLxeNdNK4bm6Q8gXPid8VGq7QkX1la6za9eusLW1hY+PDwBAKpWiadOm6NOnD9zd3RW2HzlyJJKSkrBq1SpZmYuLC6pUqYIZM2Yofdyc+q6BskWKFIGBgQEMDAzyTbKNiIiIiIiIiIjUT9khpcnJyYiPj5e7JScnK9SXnJyM+/fvw9HRUVYmFovh6OiIW7duZRrD7du30aBBA7myRo0a4fbt27l6rl9TaUhpamoq/P39sXnzZiQmJgIAdHV10bt3b3h6ekJHRydXg8wp/vJDREREpBz2rNBM/DysmXi9aiZer5pppboDyCcEJYeUrlq1Cv7+/nJlnp6e8PLykiv78OED0tLSFIaOGhsb4+nTp5nW/f79e5iYmChs//79e6ViU5VKCTdfX1/8/fffGDduHOzt7QF8yRj6+/sjJiYG06dPz80YiYiIiIiIiIiogFF2ErPBgwdjwIABcmUSiSQPIvpxVEq4HT58GAsXLkTTpk1lZVWqVEGpUqUwevRoJtyIiIiIiIiIiH5yUiUzbhKJRKkEW/HixaGlpYWoqCi58qioKIVebOlMTEwUerNlt31uUWkON4lEAgsLC4VyCwsLtQ8nJSIiIiIiIiIi9ROUvClLIpGgevXqCA4OlpVJpVIEBwejZs2ame5jb2+PK1euyJVdvnxZNmIzr6iUcOvVqxeWL18uN4FdcnIyVqxYgd69e+dacEREREREREREVDClSQWlbjkxYMAA7Nq1C/v370dYWBimTZuGpKQkdO7cGQAwfvx4LFiwQLZ93759ceHCBaxfvx5hYWFYtmwZQkJC8jx/pdKQ0tDQUAQHB6NJkyaoUqUKAODhw4dISUlBgwYN4OnpKdv260nviIiIiIiIiIhI8+Uwl6aU1q1bIzo6GkuXLkVkZCSqVq2KtWvXyoaIRkREQCz+X/+yWrVqYf78+Vi8eDEWLlyIcuXKISAgAFZWVrkfXAYqJdwMDAzQsmVLubJSpUrlSkBERERERERERFTw5UG+DQDQu3fvLHuobd68WaGsVatWaNWqVR5FkzmVEm5+fn5KbXfjxg0kJycX+JUliIiIiIiIiIgoZ3I6XFSTqDSHm7IGDRqEt2/f5uUhiIiIiIiIiIgoH5IqedNEKvVwU5ag5PKvRERERERERESkWX7mtFCeJtyIiIiIiIiIiOjn9DMPKWXCjYiIiIiIiIiIcp2mDhdVBhNuRERERERERESU6zikNI+IRKK8rJ6IiIiIiIiIiPKptJ8448ZFE4iIiIiIiIiIKNf9xFO4qZZwe/nyJdLS0lCuXDm58ufPn0NbWxsWFhYAgFu3bn13gEREREREREREVPD8zP2wxKrsNHHixEyTaXfu3MHEiRO/OygiIiIiIiIiIirYpBCUumkilRJuDx48QK1atRTK7e3tERoa+t1BERERERERERFRwZYmVe6miVQaUioSiZCQkKBQ/vHjR6SlpX13UEREREREREREVLBxSGkO1a1bF6tWrZJLrqWlpWH16tWoXbt2rgVHREREREREREQF0888pFSlHm5jx45Fr1698Ntvv6FOnToAgH/++Qfx8fHYuHFjrgSWmJiI+/fvo27durlSHxERERERERER/ThpP/EypSr1cKtUqRIOHjyIVq1aISoqCgkJCejQoQOOHj0KKyurXAksPDwcffv2zZW6iIiIiIiIiIjox+IcbiowNTXF6NGjczMWIiIiIiIiIiLSENKfeBI3lRNuAJCUlIQ3b94gJSVFrrxKlSrf3NfBwSHbx7n4AhERERERERFRwZUi1dDua0pQKeEWHR2NiRMn4vz585k+Hhoa+s06kpOT0aNHjyyHoL5+/RoBAQGqhEdERERERERERGqmqcNFlaFSwm3WrFmIi4vDrl270LdvX/j7++P9+/dYsWIFvL29laqjSpUqMDMzQ6dOnTJ9/OHDh0y4EREREREREREVUOoeUhoTEwNfX1+cOXMGYrEYLVq0wOTJk1G0aNEst1+2bBkuXryIiIgIGBkZwdnZGSNGjIC+vn6Ojq1Swu3q1atYvnw5bG1tIRKJULp0aTRs2BB6enpYtWoVfvnll2/W8csvv+Djx49ZPm5oaIiOHTuqEh4REREREREREalZmpoTbmPHjkVkZCQCAwORkpKCSZMmwcfHBwsWLMh0+3fv3uHdu3eYMGECKlWqhNevX2PatGl49+4dli5dmqNjq5RwS0xMhJGREYAvibHo6GiUL18eVlZWePDggVJ1DBkyJNvHS5UqBT8/P1XCIyIiIiIiIiIiNUtJU1/CLSwsDBcuXMCePXtga2sLAJgyZQrc3d0xfvx4mJqaKuxjZWWFZcuWye5bWlpi5MiRGDduHFJTU6GtrXwaTaxK0OXLl8ezZ88AANbW1ti5cyfevn2LHTt2oESJEqpUSUREREREREREGkQqCErd8sKtW7dgYGAgS7YBgKOjI8RiMe7evat0PfHx8dDT08tRsg1QsYdb3759ERkZCQDw9PTEwIEDcejQIejo6GDOnDmqVElERERERERERBpE2Q5uycnJSE5OliuTSCSQSCQqH/v9+/ey0ZnptLW1YWhoKMtpfUt0dDSWL1+Obt265fj4KiXcOnToIPu/jY0Nzpw5g6dPn6JUqVIKJ0NERERERERERD+fFCWXKV21ahX8/f3lyjw9PeHl5aWw7fz587FmzZps6wsKClI+yCzEx8dj8ODBqFixIjw9PXO8v0oJt68VKVIE1atXz42qiIiIiIiIiIhIAyg7XHTw4MEYMGCAXFlWvdtcXV3RqVOnbOsrU6YMTExMEB0dLVeempqK2NjYb06HFh8fj4EDB6Jo0aIICAiAjo6OEmchT6WEW1paGvbt24crV64gKioKUql8xnLTpk1K13Pz5k1YW1vDwMBAlVCIiIiIiIiIiCgfUnZIaU6GjxoZGSk1urJmzZqIi4tDSEgIbGxsAABXrlyBVCqFnZ1dlvvFx8fDzc0NEokEK1asQKFChZQ7ia+otGjCrFmzMHv2bKSlpaFy5cqoUqWK3E1ZWlpacHV1RWxsrCphEBERERERERFRPpWaJlXqlhcqVqyIxo0b448//sDdu3dx48YN+Pr6ok2bNrIVSt++fYvffvtNtohCfHw8XF1dkZiYiFmzZiE+Ph6RkZGIjIxEWlpajo6vUg+3I0eOYPHixWjatKkqu8upXLkyXr16hTJlynx3XURERERERERElD8o28Mtr8yfPx++vr7o168fxGIxWrRogSlTpsgeT0lJwbNnz5CUlAQAuH//Pu7cuQMA+PXXX+XqOnXqFCwsLJQ+tkoJNx0dHVhaWqqyq4KRI0di7ty5GDFiBKpXrw5dXV25x/X09HLlOERERERERERE9OMoO4dbXilWrBgWLFiQ5eMWFhZ49OiR7H69evXk7n8PlRJurq6u2LRpE3x8fCASib4rAHd3dwCAh4eHXF2CIEAkEiE0NPS76iciIiIiIiIioh9P2VVKNZFKCbcbN27g6tWrOH/+PCpXrgxtbflqvl7KNTvKLrBAREREREREREQFh7qHlKqTSgk3AwMDhbGsqnJwcMiVeoiIiIiIiIiIKP9Q95BSdVIp4ebn55erQfzzzz/YsWMHXr16hSVLlsDU1BQHDhyAhYUF6tSpk6vHIiIiIiIiIiKivJf2EyfcxOoO4Pjx43Bzc0PhwoVx//59JCcnA/iyFOuqVavUHB0REREREREREakiOVWq1E0TqdTDrWPHjpkuliASiSCRSFC2bFl06tQJ9evX/2ZdK1aswPTp09GxY0ccOXJEVl6rVi2sWLFClfCIiIiIiIiIiEjN0qTs4ZYjjRs3xsuXL1GkSBHUq1cP9erVg66uLsLDw2Fra4vIyEgMGDAAJ0+e/GZdz549y3TYqL6+PuLi4lQJj4iIiIiIiIiI1CxNKih100Qq9XD78OEDBgwYgGHDhsmVL1++HG/evMH69euxdOlSLF++HM7OztnWZWJigvDwcFhYWMiV37hxA2XKlFElPCIiIiIiIiIiUjNNHS6qDJUSbkePHsW+ffsUytu0aYPOnTtj5syZaNOmDQIDA79Zl4uLC2bNmoXZs2dDJBLh7du3uHXrFubOnYuhQ4eqEl6BN9WjI1w7NUExfV1cvvMvvGZvwr/h77Ldp3SJYpg9oitaNrSFbmEJwl6+w8Bp63HzwXMAQPKt9Znu571oFxZuOpbbp0CZYLtqJrarZmK7aia2q2ZpOrQPWowbDAOzEnh1JxQ7vabi+fU7WW5fxNAAHWaNRc3Ov0HXyBDRL15j98gZCDl6FgAw69lFGJezUNjvbMAm7PD0yavToCzwetUsvF41G69Xyo6m9l5ThkoJt0KFCuHWrVsoW7asXPmtW7dQqFAhAIAgCLL/Z8fd3R1SqRT9+/dHUlISevfuDYlEAldXV/Tp00eV8Aq0sf1bYVgPZ7j5rMXz1+8xbWgnHA4YgxpdJuNzcmqm+xTT18XZDZNw7vpDtPNchPcfPqKSpSli4hJk25RxHim3T8uGdlg9tT/2n7qRl6dD/4/tqpnYrpqJ7aqZ2K6apbZLW/y+cAq2DZmC51dvwWmkK7yOb8I0ayd8jIxS2F5LRwcj/t6Mj++isPp3D8S8fgujsuZIjPnf9CV+ddtDrKUlu1/axgojT27Fzd1BP+Sc6H94vWoWXq+ajdcrfQsTbjnUu3dvTJ06FSEhIbC1tQUA3Lt3D3v27MHgwYMBABcvXkTVqlW/WZdIJIKHhwfc3NwQHh6OxMREVKxYEUWLFlUltALPq+ev8FtzCIfO3gYADPhjLV6dXIwOzWph1/Frme4zbkBrvPovGoOm/e9XgOdv3stt8zZKfj689r/Y4+z1h3j2OjJ3T4AyxXbVTGxXzcR21UxsV83iPHogLq3ZgeANuwEA24ZMhm0bJzi6uuD4XMVFtxxdXVDUqBjmOXaBNPXLF8CoF6/ktol/Hy13v6W3B979+xyPz13Jo7OgrPB61Sy8XjUbr1f6lp95SKlKiyYMHToUvr6+uHfvHmbNmoVZs2bh3r178PX1hYeHBwCge/fuWLly5TfrmjhxIuLj4yGRSFCpUiXY2dmhaNGiSExMxMSJE1UJr8Aqb14CpUoUw+mrD2RlcfFJuBbyFPXsKma5X9um9rjx4Dm2z/PAq1OLcW37VLh2apLl9iWNDNCqkR02HLiQq/FT5tiumontqpnYrpqJ7apZtHR0YFnbBqEnL8nKBEFA6MlLqNCgVqb71GjvjKfBN9EjYAbm/Xcdf9w7jt8mDoVInPlHYS0dHdTr3RGX1+/Kk3OgrPF61Sy8XjUbr1dSRqpUUOqmiVRKuAFA+/btsXPnTly7dg3Xrl3Dzp070a5dO9njhQsXVmpI6YEDB/D582eF8k+fPuGvv/5SNbwCydTEAADwNlo+m/8uKg5mxoZZ7lfevAQGd22Gf8Pfou3QhVi1+ywWje+JPu0cM92+TztHfEz8hP2n2R33R2C7aia2q2Ziu2omtqtm0TMpDi1tbcS9le8N8fFtJAzMSmS6j0kFS9T6vTXEWlrwbz0AQb7L4DxmEFpP8cp0e/uOLVCkmAGCN+zJ9fgpe7xeNQuvV83G65WUwVVK1SA+Ph6CIEAQBCQkJMgl59LS0nD+/HkYGRmpK7wfoker+giY0ld2v8PwxSrVIxaLcOPBc/zh/2Uhi9uPwlG9kjkG/f4LNh+6rLB9/w6Nsf3olSzH1NP3YbtqJrarZmK7aia2K31NJBbh47v32OI+EYJUivCbIShmbooW4wbjyIwlCts7unXD/aNnERuR/aTf9P14vdLXeL3mX7xeSRWamkxThtIJNwcHBxw7dgxGRkaoW7cuRCJRltteu5b5WO2M6tSpA5FIBJFIhJYtWyo8LhKJ4OWV+a8YmuLQudu4FvJUdr+QzpfmMDUywH/vY2XlJY0NcOdReJb1RLyPQejTN3JlD5+9QafmtRW2bVizMqzLl0Iv728P9yXVsF01E9tVM7FdNRPbVbPFv/+AtNRUGJiayJXrm5ZA3H+Zz+0TGxGJtJQUCNL/zSPzX2gYDEuVhJaODtJSUmTlRpbmqOrcEKs6D8mbEyA5vF41G69XzcLrlVSRnPbzzuGmdMJt4sSJ0NPTAwBMmjTpuw+8adMmCIKAfv36YdmyZTA0/F+XUx0dHZQuXRqmpqbffZz8LD7xE+ITP8mVRUTGoFm9arjz+CUAQL9oYTjYVMDq3WeyrCf49r+wKmsmV1bZ0gzhEYqr/gzo2Bg3HjzH3f+vn3If21UzsV01E9tVM7FdNVtaSgrCb4SgSnNH3PnrBIAvP9RWae6Is/6bMt0n7NI/cOjZASKRCILw5Zd2U6vyiHnzVu7LOwA4DuiKj++icO/I6bw9EQLA61XT8XrVLLxeSRU/cw83pedw69SpEyQSiez/2d2U4eDggHr16uHUqVNwdnaGg4OD7FazZk2NT7ZlZdm2vzFxYFu0bWoPm0rmCPQdiDeRMfjrzE3ZNsdWjoVHNyfZ/SVbTqCebQVMcG2DimVKovtv9TCwS1Os3Cn/h0e/aGF0+bUu1u8//8POh75gu2omtqtmYrtqJrarZjm5cC0aDeqB+n27wKxKRfRYMQuSorq4HPhlFcT+Gxeg4+zxsu3Pr9gCXSNDuCyZipKVy8OmdTP8NmkozgXIf+EXiURoMOB3BG/cC2la2g89J/ofXq+ahderZuP1St/COdxUFBUVhaioKEil8l0Eq1SponQdYWFhiIiIQJ06dQAAW7duxa5du1CpUiX4+PjI9Xz7GczfcBRFixTC8in9UExfF5duP0G7YQvlxqtXKFMSJsX0ZfdvPHiOrmMCMNOrCya7t8fz15EY8+d2bD8qvyy2S8t6EAHYeezqjzod+n9sV83EdtVMbFfNxHbVLDd2HYZ+CSO0mzEKBmYl8Op2KJb91g8f332ZmN3I0hxChg/vH15FYGnLfui66A/8cfcYYl7/h9NLAnF8rvwQpSrOjWBc1oKrHaoZr1fNwutVs/F6pW9JTv15E+IiIb2fbg6EhITA29sbYWFh+Hp3kUiE0NBQpetq164dxo4di6ZNm+LRo0fo0qULXF1dcfXqVVSoUAF+fn45DQ+Smq453oeIiIjoZ+R6m0OxNNF6e6dvb0QFDq9XzcTrVTMl31qv7hDyhW4bvj3HPwDs7O+QJ8ePiYmBr68vzpw5A7FYjBYtWmDy5MkoWrToN/cVBAGDBg3ChQsXEBAQAGdn5xwdW6UebpMmTUK5cuUwa9YsGBsbZ7uAwre8evUKFStWBACcOHECTk5OGD16NO7fvw93d3eV6yUiIiIiIiIiIvVJVfNw0bFjxyIyMhKBgYFISUnBpEmT4OPjgwULFnxz340bN35XvkulhNvLly+xbNkylC1bVuUDp9PR0cGnT18mXrx8+TI6duwIADA0NER8fPx3109ERERERERERD9ecqr6VikNCwvDhQsXsGfPHtja2gIApkyZAnd3d4wfPz7btQNCQ0Oxfv167N27F40aNVLp+EovmpBRgwYN8PDhQ5UO+LVatWrBz88PAQEBuHfvHn755RcAwPPnz2FmZpb9zkRERERERERElC+pc9GEW7duwcDAQJZsAwBHR0eIxWLcvXs3y/2SkpIwZswY+Pj4oESJEiofX6UebjNnzoS3tzeePHmCypUrQ1tbvprmzZsrXZePjw+mT5+O48ePY+rUqbIM4/nz59G4cWNVwiMiIiIiIiIiIjVTNpmWnJyM5ORkuTKJRAKJRKLysd+/fw8jIyO5Mm1tbRgaGiIyMjLL/fz8/FCzZs0cz9n2NZUSbrdv38bNmzdx/rzi8rw5XTShdOnSWLVqlUL5pEmTVAmNiIiIiIiIiIjygVQlh5SuWrUK/v7+cmWenp7w8vJS2Hb+/PlYs2ZNtvUFBQUpH2QGp06dwpUrV7B//36V9s9I5R5u7du3x9ChQ2FiYvJdAbx58ybbx0uXLv1d9RMRERERERER0Y8nVbKH2+ChgzFgwAC5sqx6t7m6uqJTp07Z1lemTBmYmJggOjparjw1NRWxsbFZDhW9cuUKwsPDUbduXblyLy8v1KlTB5s3b/7WqciolHD78OED+vfv/93JNgBwcnLKdtWHnPSWIyIiIiIiIiKi/EEQlEu45WT4qJGRkcJQ0czUrFkTcXFxCAkJgY2NDYAvCTWpVAo7O7tM93F3d0fXrl3lytq1a4eJEyeiWbNmSsWXTqWEW4sWLXD16lVYWlqqsrucAwcOyN1PSUlBaGgoAgMDMWrUqO+un4iIiIiIiIiIfjwhjxZEUEbFihXRuHFj/PHHH5g+fTpSUlLg6+uLNm3ayNYPePv2Lfr164d58+bBzs4OJUqUyLT3W+nSpVGmTJkcHV+lhFu5cuWwYMEC3LhxA1ZWVgqLJvTt21fpuqpUqaJQZmtri5IlS2LdunVo0aKFKiESEREREREREZEapaWqL+EGfJnvzdfXF/369YNYLEaLFi0wZcoU2eMpKSl49uwZkpKScv3YKiXcdu/eDV1dXVy7dg3Xrl2Te0wkEuUo4ZaV8uXL4969e99dDxERERERERER/XjKDinNK8WKFcOCBQuyfNzCwgKPHj3Kto5vPZ6VHCfcBEHA5s2bYWxsjMKFC6t00Izi4+MV6n/37h38/f1RtmzZ766fiIiIiIiIiIh+PGUXTdBEKiXcWrZsicOHD6NcuXLfHUCdOnUUFk0QBAGlSpXCwoULv7t+IiIiIiIiIiL68aSpUnWHoDY5TriJxWKULVsWMTExuRLApk2bFOovXrw4ypYtqzA3HBERERERERERFQxSNQ8pVSeVMlpjxozBvHnzMG3aNFhZWX1XAA4ODt+1PxERERERERER5T/qXKVU3VRKuE2YMAFJSUno0KEDdHR0FOZy+3ohha+dOnVK6WM1b95clRCJiIiIiIiIiEiN0jikNGcmTZr0XQcdNmyYUtuJRCKEhoZ+17GIiIiIiIiIiOjHU/cqpeqkUsKtU6dO33XQhw8fftf+RERERERERESUvwk/bwc31RJuGX3+/BkpKSlyZXp6et9bLRERERERERERFWDSn3gON7EqOyUmJmLGjBlo0KAB7O3tUbduXbmbMoKDg9G6dWvEx8crPPbx40e0adMG169fVyU8IiIiIiIiIiJSM2mqVKmbJlIp4fbnn3/iypUrmDZtGiQSCWbOnAkvLy+ULFkSc+fOVaqOjRs3wsXFJdPecPr6+ujWrRs2bNigSnhERERERERERKRmUkFQ6qaJVEq4nTlzBlOnTkXLli2hpaWFOnXqYOjQoRg1ahQOHTqkVB2PHj1C48aNs3y8YcOGuH//virhERERERERERGRmglSQambJlIp4RYbG4syZcoA+DJfW2xsLACgdu3a+Oeff5Sq4/3799DWznoKOW1tbURHR6sSHhERERERERERqVlaqlSpmyZSKeFmYWGBV69eAQAqVKiAo0ePAvjS801fX1+pOkxNTfHkyZMsH3/06BFKlCihSnhERERERERERKRmgiAoddNEKiXcunTpgocPHwIA3N3dsXXrVtja2sLPzw9ubm5K1dG0aVMsWbIEnz9/Vnjs06dPWLZsGZo1a6ZKeEREREREREREpGY/85DSrMd0ZqN///6y/zs6OuLo0aO4f/8+LC0tUaVKFaXq8PDwwIkTJ9CyZUv06tUL5cuXBwA8ffoU27ZtQ1paGoYMGaJKeEREREREREREpGZpqanqDkFtVEq4fc3c3Bzm5uY52sfExAQ7duzAtGnTsHDhQlkXQpFIhEaNGsHHxwcmJia5ER4REREREREREf1ggjRN3SGojUoJt5kzZ8LS0hJ9+/aVK9+yZQtevHiByZMnK1WPubk51qxZg9jYWLx48QIAULZsWRgaGqoSFhERERERERER5RM/c8JNpTncjh8/jlq1aimU16xZE8ePH89xfYaGhrCzs4OdnR2TbUREREREREREGkCakqzUTROplHCLiYnJdDVSPT09fPjw4buDIiIiIiIiIiKigk2Qpil1yysxMTEYM2YMatWqhTp16mDSpElISEj45n63bt1C3759YW9vj1q1aqFXr1749OlTjo6tUsKtbNmyuHDhgkL5+fPnUaZMGVWqJCIiIiIiIiIiDaLuhNvYsWPx77//IjAwECtXrsQ///wDHx+fbPe5desWBg4ciEaNGmH37t3Ys2cPevXqBbE4Zyk0lVcp9fX1RXR0NOrXrw8ACA4ORmBgICZNmqRKlUREREREREREpEHUOYdbWFgYLly4gD179sDW1hYAMGXKFLi7u2P8+PEwNTXNdD8/Pz/06dMH7u7usrIKFSrk+PgqJdx+//13JCcnY+XKlVi+fDmALwsgTJs2DR07dlSlSiIiIiIiIiIi0iBpqeqbn+3WrVswMDCQJdsAwNHREWKxGHfv3sWvv/6qsE9UVBTu3LmDdu3aoXv37ggPD0eFChUwcuRI1KlTJ0fHVynhBgA9e/ZEz549ER0djUKFCqFo0aIK29y4cQO2traQSCSqHoaIiIiIiIiIiAogZXu4JScnIzlZPjknkUi+K5/0/v17GBkZyZVpa2vD0NAQkZGRme7z8uVLAIC/vz/Gjx+PqlWr4sCBA+jfvz8OHz6McuXKKX18lRNu6b4OPqNBgwbhr7/+4rxuREREREREREQ/GWUTbqtWrYK/v79cmaenJ7y8vBS2nT9/PtasWZNtfUFBQcoHmYFUKgUAdOvWDV26dAEAVKtWDcHBwdi7dy/GjBmjdF3fnXDLjiAIeVk9ERERERERERHlU9IU5YaUDh48GgMGDJAry6p3m6urKzp16pRtfWXKlIGJiQmio6PlylNTUxEbG4sSJUpkul96ecWKFeXKK1asiDdv3mR7zK/lacKNiIiIiIiIiIh+Tsr2cMvJ8FEjI6NsR1umq1mzJuLi4hASEgIbGxsAwJUrVyCVSmFnZ5fpPhYWFihZsiSePXsmV/78+XM0adJEqfjS5WxNUyIiIiIiIiIiIiUI0jSlbnmhYsWKaNy4Mf744w/cvXsXN27cgK+vL9q0aSNbofTt27f47bffcPfuXQCASCSCm5sbNm/ejGPHjuHFixdYvHgxnj59it9//z1Hx2cPNyIiIiIiIiIiynXS1BS1Hn/+/Pnw9fVFv379IBaL0aJFC0yZMkX2eEpKCp49e4akpCRZWf/+/ZGcnAw/Pz/ExsaiSpUqWL9+PSwtLXN07DxNuIlEorysnoiIiIiIiIiI8qm86r2mrGLFimHBggVZPm5hYYFHjx4plLu7u8Pd3f27jp3jhJsgCIiIiICxsTEKFSr0zW2JiIiIiIiIiOjnI1Vzwk2dcjyHmyAIaNGiBSIiIr657a1bt1CmTBmVAiMiIiIiIiIiooJLSEtT6qaJctzDTSwWo2zZsoiJicmDcIiIiIiIiIiISBNIU5PVHYLaqLRK6ZgxYzBv3jw8fvw4t+MhIiIiIiIiIiINoM5VStVNpUUTJkyYgKSkJHTo0AE6OjooXLiw3OPXrl3LleCIiIiIiIiIiKhg0tRkmjJEggorG+zfvz/bxzt16qRyQERERERERERERAWZSgk3IiIiIiIiIiIiypxKc7gBQHh4OBYtWoTRo0cjKioKAHDu3Dk8efIk14IjIiIiIiIiIiIqaFRKuF27dg3t2rXD3bt3ceLECSQmJgIAHj16hGXLluVqgERERERERERERAWJSgm3BQsWYOTIkQgMDISOjo6svH79+rh9+3ZuxUZERERERERERFTgqJRwe/z4MZydnRXKjYyM8OHDh+8OioiIiIiIiIiIqKBSKeGmr6+PyMhIhfLQ0FCYmpp+d1BEREREREREREQFlUoJtzZt2mD+/PmIjIyESCSCVCrFjRs3MHfuXHTs2DGXQyQiIiIiIiIiIio4RIIgCDndKTk5GTNmzMD+/fuRlpYGbW1tpKWloW3btpgzZw60tLTyIlYiIiIiIiIiIqJ8T6WEW7qIiAg8fvwYCQkJqFatGsqVK5eLoRERERERERERERU8Kg0p9ff3R1JSEkqVKoWmTZuidevWKFeuHD59+gR/f//cjpGIiIiIiIiIiKjAUCnhFhAQgMTERIXypKQkBAQEfHdQREQFwdy5czFkyBB8R0dhIiIiygT/tmomtisR/UxUSrgJggCRSKRQ/vDhQxgaGn53UD+zjH+EpFKpGiOh3PT1hwt+2Cj4kpOTYWxsjHfv3mHSpElsUw3BdiQqWMaOHYu9e/eqOwzKRenvw+nfNV6+fMn3Zg0hlUpl7ZqamqrmaIiI8p52TjauW7cuRCIRRCIRWrZsKZd0S0tLQ2JiIrp3757rQf4sMiYyN2zYAHNzczRt2hQSiUTNkdH3kEqlEIu/5LbfvHkDAwMD6OnpqTkq+l4SiQS9e/dG0aJF8ddff8Hb2xtz585Vd1j0Hb6+VqVSKQoVKoQSJUoAyPrHJioY2H6aJzo6Gjo6OvDz80ORIkXQunVrdYdE3yn9Ok1/P16/fj2uXr2KlStXqjs0+k6XLl1CxYoVYWZmhgULFiAlJQXe3t7qDouIKE/lKOGW3otj0qRJ8PLygr6+vuwxHR0dmJubo2bNmrke5M8g4xe9uLg4bNu2DWKxGBKJBI6OjtDR0VFzhKSq9HZdtGgRzpw5g9jYWPTt2xdOTk4oX768mqMjVaRfr4ULF4aFhQWqV6+O3bt3o0iRIpg6dSq/1BdAgiDIrtUlS5YgODgY4eHhsLW1RY0aNTB06FC2awGW8W8soPilngomIyMjDB8+HHp6evDx8QEAJt0KsIULF6JYsWLo37+/7LpMSkpC5cqVIRKJmDQvwBITEzF9+nQUKVIE1atXx/Hjx7Fjxw51h0W5gH9HibKXo4Rbp06dAAAWFhaoVasWtLVztDtlI/2Nas6cOXj27BlKlSqFR48eYfLkyZg1axaTbgXc0aNHcfDgQYwfPx63bt3Cvn378OzZM/Tp0wfW1tbqDo9yKP169fPzw/Xr12FlZYWyZcvixIkT+Pz5M2bPns0vBQVMenv5+/tj27ZtWLhwIUqWLImVK1di6dKl+PXXX1G5cmU1R0mqSr9mN23ahAcPHkBPTw8dOnSAra0tvywUUKmpqdDW1kapUqXg7OyM6OhoTJgwAYUKFULz5s3VHR7lUGJiIu7fv4/ExETo6uqiS5cu0NHRQWRkJIoWLQoA/LtagOnq6iIoKAgODg548eIFli5dyr+pGiDj389Tp07h+fPnKFq0KKysrFCrVi01R0eUP6j0CbNo0aIICwuT3T958iSGDh2KhQsXIjk5OdeC+9ns378fe/bswYgRI7BgwQIcOXIE1apVg7e3Ny5dusTntgD5ev49kUiEnj17olWrVpg0aRIGDRqEBw8eYOPGjXj06JGaoqScSktLk/3/4sWL+OuvvzBlyhTMmTMHe/fuRf/+/RESEoLJkyerMUpSVXR0NG7cuAE/Pz80bNgQEREROHPmDHx9fVG5cmW+BxdAGd+LFy9ejOXLlyMpKQkhISFwdXXF5cuXIRaLOWdqAZT+o++iRYuwdOlSxMXFQUdHB2PHjkVQUJCao6OcEAQBurq6WLhwIUqXLo0DBw5gz549AIDPnz9nO9cX53bL3zK+t0ZFRUFHRwdGRkZYtmwZXr16JXuM7VgwpSfb5s2bB19fX1y5cgUXLlyAh4cHjhw5ouboiPIHlRJuPj4+eP78OYAvE5mOGjUKRYoUwbFjx/Dnn3/mZnw/lcjISFStWhVWVlYwNjaGsbExVq9ejapVq2LGjBm4fPkyv/AVABmHpu3evRvz58/H0aNH5XqEduzYEX379sXDhw+xefNm3L9/X13hkhImT56M+/fvQ0tLS5Z0i4qKQqFChVCpUiUAX+Z069GjB5o2bYqgoCD4+vryA2Q+93X7iMVivHr1CqVLl8bZs2cxYsQIjBs3Dl27dkVycjJ2796Ne/fuqSlaUkXGOflEIhFWrVqFJUuWYP78+WjZsiUGDhzIpFsBdvDgQWzatAmjR4/G4sWLsWHDBrRu3RpTpkzBsWPH1B0eKSl9eLehoSF8fHxgbm6O/fv3Y+/evdDW1oaxsTH+/fdfhIWF4dmzZ3jx4gWuXr2KlJQU9nrLxzL2frp58yYMDQ1x9epVHDx4EElJSRgxYoQs6ZbejikpKWqLl1QTFBSEQ4cOYfHixVizZg2aNm2Kjx8/clEMov+nUsLt+fPnqFq1KoAvQ+UcHBywYMEC+Pn54cSJE7ka4M8g/UtfUlISXr9+DW1tbYhEInz+/BkA0K9fP7x58wYzZ87E5cuX+ccoH8u4+tKiRYswe/Zs3LlzB+fOncPOnTtx9+5d2bYdO3ZEv379cPHiRVy8eFFdIdM3vH79Gs+fP8fQoUPx6NEjaGlpAQDMzc2hq6srlyzV19eHi4sL9PT0sH//fgQEBKgrbPqGjNdqfHw8BEGARCKBpaUltm7divHjx2P8+PHo0aMHgC+vg4sXL+Ldu3fqDJtUcOLECTg5OeHYsWOyuWctLCwwfPhwdOnSBe7u7ggODoZYLGaSvIB58eIF7O3tUbt2bRQtWhR2dnYYNGgQGjVqBG9vb5w7d07dIdI3pF9z6defoaEh/vjjD5QuXRq7du3CkSNHsHDhQowdOxZ9+vSBi4sLevfujTVr1nBqm3wsY7Jt4cKFmDlzJk6cOIGPHz9CT08P69atw6dPnzBq1Ci8ePECycnJGDNmDBfHKADSr9n0H6mePn0KR0dH2Nvb48SJE5gzZw6mTp2KDh06ICEhQW5UHNHPSKWEmyAIsossODgYTZo0AQCUKlUKHz58yL3oNFRmww0BoFu3bkhNTcUff/wBAChUqBAAoEiRIujfvz8qVaqECRMmMOmWj6V/uHj8+DESExOxceNGbN68GfPnz4eZmRmWL18ul3Tr0KEDZsyYgYEDB6orZPoGc3Nz+Pj4wNbWFgMHDpQNAS5TpgwkEgm2bdsm92EiJSUF9vb2mDlzJoYOHaqusCkbGb8IrFy5En5+fnj69Cl0dXXh7OyM3bt3o0mTJujWrRsA4OPHj/Dz80NCQgJ++eUXNUZOqjA3N0fbtm3x8uVLxMTEAPjyOaZkyZLw8vJC586dMWDAANy7d4+9ZQoYExMTPH/+HP/995+srFy5cmjRogU+ffqEwYMH49KlS2qMkLKT8YePz58/y3qQFytWDFOnToWlpSXKly+P/v37Y+PGjThx4gT27NmDv/76C6tWrZItpED5T/rf2KVLl2LPnj0YO3YsnJ2dZT96mJqaIjAwEImJiejRowe6du2K+/fvY8iQIeoMm74h48IlCQkJAL6M8DAyMsLJkycxYcIEjBs3Dt26dYMgCDh37hyOHj2K+Ph4dYZNpFYqJdxsbGywYsUKHDhwANevX5d9AXn16hVMTExyMz6Nk/GL3oEDB+Dn54e5c+fi4MGDMDMzg5eXF/755x+MGTMGb968waNHj7BmzRqkpaVh5cqVqFevHgYPHoyrV6+q+UwoK3///Tfc3Nxw9epVmJqaAgCcnZ3Rq1cvfP78GcuXL5cbltakSRO5oYqUf6R/kLe2toanpyfs7Ozg5uaG0NBQmJqaws/PDzdv3sS8efOwceNGXLlyBTNnzoRYLEarVq0gFovZrvlQ+nvw/PnzsWXLFtSsWRN6enoAgB49esDLywtHjx7FiBEjMGzYMHh4eCAiIgLr1q2DlpYWhx7mY5m1TfXq1TFw4EA0atQIHh4eCA0NlX1RL1myJIYOHYrRo0fLeu5T/pPVNWdlZQUDAwPs2bMHb9++lZWbmZmhTZs28PX1Rb169X5UmJQDGT8Pr1+/HuPGjYOLiwu2bt2Kp0+fonjx4pg0aRIsLS1x+/ZtnDhxAoULF0bZsmVhZGQk+9zEJHn+9ezZM5w4cQJz586Fo6MjPn36hAcPHmDt2rU4fvw4SpYsiSNHjmDAgAH4/fffcfjwYejo6HAoYj51+vRphIaGAvgyZ9uMGTMAfEme7ty5E6NGjZIbGZCQkIC9e/ciISFB9hmL6GckElT4aejhw4cYN24c3rx5gwEDBsDT0xMA4Ovri5iYGCxYsCDXA9U08+bNw+HDh9G4cWPo6upi8+bN8Pb2Rrdu3XDq1Cn4+/sjMjIS+vr6MDIywtatW1GkSBEAwLhx4zB06FCUL19ezWdBwP8+NKb/6nP27Fns3r0bly5dQmBgIGrWrCnb9uTJk9ixYwc+fvyI2bNno2LFimqMnLKT3p4Zf817+PAhlixZgnv37mH16tWoVq0aHj58iICAADx+/BjAlx4XGzZsgI6ODlc/zMf++ecfjBs3Dn/++Sfq1KkDQP6X26CgINy5cwcJCQmoVKkSevfuDW1tbdnKiJT/ZLzeQkJCZOU2NjYAvly//v7+uH37NtasWYOqVavKtTkAtm8+lLGN9u7di3fv3kFbWxuDBg0CACxfvhyHDh1CkyZN8Ouvv6JkyZKYNWsWjIyMZCtGs13zrwULFmD37t0YMmQIIiMjERwcjLJly2LIkCGwtrbGhw8fMHPmTISEhGDcuHFwdnZWd8ikpLdv32LIkCHo3r07KlasiL179yIkJAQikQhPnz7F1KlT0bVrV7l90tLSZFN3UP6RnJwsG+XRuHFjnD59Gtu3b4e1tTUAYO7cuQgMDMSiRYtQvnx5iMVizJ07F9HR0di9eze0tbUV/t4S/SxUSrhl5fPnzxCLxdDR0cmtKjXShQsXMHXqVMyfPx+1atXC8ePHMWrUKPj4+KB79+6y7a5evYoiRYqgevXq0NLSwqdPn1C4cGE1Rk7ZOXfuHJo2bQoAuHbtGlatWoV3797B19cX9vb2su0OHz6Mu3fvwtvbm8mYfCrjF/eoqCh8/PgR5cqVA/BloZhZs2YhJCQEq1atQvXq1REfH4/U1FTExcXBwsICYrGYX/Dyub///huLFy/Gzp07oaurK5c0z+oDP78I5F8ZP8gvXrwYx44dQ3JyMrS1tdGhQwcMGzYMwJek2/Lly3H79m34+/vDzs5OnWHTN2Rs10WLFmHz5s2ws7PDnTt3UK1aNSxYsABmZmZYv349zp49i2vXrqFcuXKQSCTYu3cvdHR0+CUvHzt69CgWLVqEhQsXwsbGBleuXIGrqysqVqyIsmXLYuTIkahUqRKioqKwdetWDBs2jO/B+VRmPzB++PABU6dOxZs3b3D//n307t0bjRo1Qu3atTFy5EjUqVOHQ0gLGEdHR8THx2POnDlo3bq13GfdKVOm4MKFC4iLi0OlSpVQuHBhrF+/Hjo6Ovz8RD+1XE24Uea+/iO0d+9eBAUFYd26dThx4gQmTJgg69328eNHPHr0SNbjIh3fqPK3J0+eoF27dujcuTNmz54N4Mv8hlu3bsXr168xbdo01KhRQ2E/9oDKfzJ+OVu6dCkuXbqEJ0+eoH79+qhbty769++Pp0+fYtGiRbhz5w7WrFmDKlWqyNXBds3/goKCMHHiRBw9ehSlS5eW66l66dIlmJmZyVagpYIjICAAW7duxZIlS1ChQgWsXLkSmzdvxsCBAzF27FgAX5Jus2bNQtGiRTlBdwERGRmJKVOmYMSIEahcuTLev3+Pfv36QV9fH8uWLUPp0qURFxeHp0+fAgBsbW2hpaXFHz7yuQsXLuDmzZsYMWIETp06hYkTJ2Ls2LEQi8WYPXs2GjVqBHd3d1kvVYCfh/OjjJ95wsLCoKWlhcKFC8PMzAzv37/H69evIRKJ5H7g6NatG3777TcMGDBAXWFTDkilUiQkJMgWBouMjMSyZctga2srt93Dhw8RFxeHYsWKoVKlSvwBmggqJtyqVKmS7a+F6eO7Sd7+/ftRtWpVvHr1CgcPHoSTkxOmT58uN979zJkzOHPmDLy8vFCiRAk1R0zK+vz5M44dO4bp06fL5o0BgMuXL2P79u148+YNJk6cqJBIpfxr+fLl2Lx5M2bNmoWqVati/PjxePPmDVavXo2KFSvi8ePHWLp0KU6ePIkTJ07A0tJS3SFTJjJ+EciYTH3+/DlGjx4NGxsbDB48GObm5gC+XMsDBw5E48aN4e7urra4KeeePHmCOXPmYMCAAWjUqBHOnj2LcePGoVmzZjhy5Ajc3NwwevRoAF9WtyxTpgwT4wVAYGAg9u/fjxIlSmDevHkwNjYGALx//x49e/ZEsWLFMH/+fIX3YCZm8pfMehomJyfj48eP0NbWxuDBg+Hk5AR3d3ekpqaiffv2+PTpE9q2bYvRo0ezp2I+lbFdli1bhqCgIKSlpSE+Ph6zZ8+WW2goMTERkZGR8PX1xfv377Fnzx4mYvKxzH48Tk+eubq6IiwsDAEBAXIJ8ZiYGBQrVizbOoh+Niq9y/n7+8vdT01NRWhoKPbv3w8vL69cCUwTJCcnQyKRAADWrVuHwMBArF+/HsWKFcODBw9w+vRpjB07VpZsS0pKwrZt22BmZsbFJwqYQoUK4bfffoNYLMaUKVMAfJnT0NHRESKRCMuXL8fevXuZcCsABEFAVFQULly4gBkzZsDJyQlXrlzBvXv3MHnyZFSsWBFSqRRWVlbw9PRE+fLlZckayl8EQZB90Nu1axfCw8NRpEgR9O3bF+XKlUP79u0RFBSE2bNnw8XFBcnJybI5Fl1dXdUcPeVUqVKl0KRJE9SsWRPXr1+Hj48PRo8eDRcXF6SlpWH16tWIi4vDtGnTULZsWQD8MpAffd0mtWvXxubNm/H27Vt8/PgRxsbGkEqlMDExwY4dO9CrVy+4urpi8+bNKFWqlGw/Jtvyj4xtGhkZifj4eJQrVw46OjowNjZGWFgYIiIiZAuX/Pfff6hatSoaN26M9u3bAwCTbflQxnZdtmwZduzYgdmzZ6NKlSqYPn26bLqcTp06QRAE7N+/H6dPn0ZycrJsXi8mxvOnjG177949pKSkwMDAQNbzf/ny5Rg2bBi8vLywcOFCVKpUCVOmTIGxsTF8fHxkiVj+fSVSMeGW2YSlv/32GypVqoSgoCCFCTB/NiNGjMDEiRNhZmYGAHj69Cn+++8/+Pj4wMrKCgDg6uqKGTNmIDY2FufOnUORIkWwcuVKREVFYcWKFQqTtVP+s379enz48AFjxowB8CXp1qJFCwiCgEmTJqFQoUKYMmUKGjRoAD09PVSvXl3NEZMyRCIRJBIJkpOTUbt2bZw6dQpjx47FhAkT0LVrV3z+/BlHjhyBvb09qlSpIhtOyg+N+cvXQ4PXr1+Phg0b4ty5czh//jymTp2K/v37o3jx4jh69CiGDh0Ka2trmJiY8ItAAZBZokxPTw/dunVD4cKFcfz4cTRs2BCdOnWClpYWSpcuDUdHRzx//lxuX34ZyH/S2yQ0NBSlS5eGnZ0dli9fDjc3N8yZMwdz586FoaEhBEGAkZERNm3ahNmzZ6NkyZJqjpwyk/GHjyVLluDixYsICwuDg4MD7OzsMHDgQEgkEpiamuL06dOQSqXYunUrxGIxOnToAJFIxMR4PnPlyhXUr19f1iYPHjzAtWvXMHfuXDRq1AinTp3CP//8g1q1amHKlCkQiUTo2LEjWrVqBVNTUzRr1oxDvvOxjNfsokWLcOjQIejo6OD169cYPXo0OnToAGNjYyxfvhyenp6yHzFTU1Nx8OBBAEyQE8kRclF4eLhgb2+fm1UWOJ6enkLr1q2Fz58/C4IgCFeuXBGsra0FBwcH4dSpU3LbrlmzRnBxcRFsbW2Fbt26Ce7u7kJycrIgCIKQmpr6w2Mn5X369ElYtmyZUKNGDWH58uUKj3l7ewvW1tbC2LFj5R5LS0v7kWGSEqRSqUJZbGys0KJFC2HUqFFC3bp1ha1bt8oe+/fff4X+/fsLp0+f/pFhkopevnwpeHh4CHfu3BEEQRDi4uKEtm3bCr///rtw9+5d2XbPnz8XoqOjZa+HlJQUtcRL35bxffT06dPC5s2bhe3btwthYWGCIHx5D+7Vq5cwevRoQRAEISkpSRg2bJhw+PDhTOug/OfixYuCtbW1sG3bNiEuLk4QBEEICQkR6tevL3h4eAgxMTGCICi2Iz875V/Lly8X6tevL5w5c0aIjIwU+vXrJzg5OQmPHj0SBOHLZ+JOnToJTZs2FXr16iX7PJzZ32hSn1WrVgmtWrUS9u3bJyt7/vy5sHHjRkEqlQrBwcFCw4YNhc2bNwuCIAgDBgwQateuLWzZskWuHr4H538BAQFCw4YNhStXrgiCIAi+vr5C9erVhQULFghRUVGy7fbu3Svs27dP9rmJn5+I5OXazwqfPn3Cpk2bfupfGCMiIvD48WN4e3tDIpHg5MmTcHZ2xpAhQ7By5UrcvXsXDg4O0NPTAwAMHDgQnTt3RkxMDPT19WFiYsLl6/Mp4avehoUKFUL37t1RtGhRBAQEQCqVylbBK1SoEMqWLYsmTZrgw4cP7E2Rj2Uc9v3mzRsUK1YMIpEIBgYGGD58OP744w80btwYPXv2hFQqxadPnzBv3jwAQJMmTdQZOikhMDAQe/bsgYmJiWyomb6+PjZt2oS+ffti5syZGD9+PGrWrCkbYgh86T3F9+D8K/19dN68eTh+/DhKlSoFAwMDzJgxA5s2bUKdOnXQsWNH+Pj4IDExEW/fvkVaWhpatmwJQP7Xe1K/r/++AkDDhg3Ro0cPBAQEQEtLC61atUL16tWxdu1aDBo0CJMnT8bMmTPl5goCOIw0PxIEAR8+fMDFixcxdepU/PLLLwgODsadO3cwadIk2ciPgQMHokOHDkhISIClpSUnW8+n2rVrh3v37mHfvn0QBAGdO3dG2bJl0b59e4hEIuzbtw/NmzeXTZdjamqKkiVL4siRI+jZs6fsWud7cP6T8fvK8+fPcefOHUybNg316tXDyZMncfDgQbRp0warV68GAPTs2RNmZmbo3LmzrI60tDRes0RfUemKqFu3rtyHI0EQkJCQgMKFC+PPP//MteAKmvREy7FjxxAUFISbN2+iVq1aGDlyJJKSkrB27VqUK1cOrVq1QqFChQAARkZGMDIyktXBL3r5T8Y/QFFRURCJRDAyMoKJiQnat28PqVSKlStXQiQSYejQoYiPj8ejR4/QsmVLdOnSRaEOUr8tW7bA2dlZNux7yZIl+PvvvyGVStGsWTN0794dbdq0QVhYGJYvXw4vLy+IxWJER0cjJiYG+/btg5aWFocc5nPNmzfHunXr8PLlS7x69QolSpSAIAgoXrw4/q+9+wyr4mgbOP4/VEFURMXeNVjRqLEmtmhssXex99grYm+IKCAKWCgCoiiIKPbejUaDmtiNvUVBBRQBqft+8D37HCyJeZ5EDub+fUk8Z/dcs9cwuzP3ztyzdu1a+vfvz7Rp01i2bFmmnWalreq/bdu2sW3bNlasWIGtra2aG+jx48cAtGjRAgMDA44dO0bNmjWxt7eXZcJ6KCoqioIFC6r/1n1Wzp49G0NDQ5YsWYKiKLRp00YNunXq1IlSpUqpO88K/aVN05CcnEytWrXUNA329vZqmobt27dTrVo1ypcvr24YJv1h/ZORkUHhwoWZMWMG8+bNU4NunTt3xtLSklevXnHjxg2aNm2qLhmNj4/HycmJatWqSbocPab7IurWrVuULVuWVq1a8fXXX3Pu3Dnmz5/P6NGj6dOnD6ampgQGBpKYmMjo0aPJkyeP+jvyfBXiXf/Vk2zq1KmZbpbaAES1atUyNbp/GysrK3r27MncuXN59uwZS5YsUYNpU6dOJS0tjVmzZgFkCrrpkoGeftHt/Ht7e7Nv3z5SUlKwsLDA09OT/Pnz07lzZ4yMjHBxcWHr1q1oNBqMjY3V4LPMptAvR44cYe3atVy5cgUHBwciIyMJDQ1lxowZnDt3jgsXLnDz5k1mzpzJmDFjqFatGhEREeTKlYvKlSszcOBAjIyM5M27nnk7qK0oCiVKlCAsLIxOnTqxbNky5syZQ6lSpQCwtLTE398fZ2dnypcvn0WlFv+te/fu0apVK2xtbdm3bx/z5s1j3rx5tG3bllevXpGcnEynTp3o0KGD+nchbVa/fP/99xQvXpyVK1cCb/KiFitWjCZNmmBsbAzAjBkzUBQFZ2dnNBoNLVq0oFKlSuzevVt2htZTHwqoJCYmMmfOHM6cOYO9vb06A+r3339n586d5M2bN9O9WPpN+sfAwICMjAwKFizIrFmzmDdvHlu2bMHAwICOHTtiYWFBnTp18PX15cWLF5w/f560tDSqVq0qufj0mG69LFiwgJCQEH766SeaN29Ojhw52LNnD7Vq1aJ79+4A5MmTh2rVqnH58mVy586dlUUXIlvQKIqiZHUhPgfaDsb69etZsGAB5cuXp3LlygwYMEDd0QXA0dGR8PBw7O3t6dy5s7qcTeg3d3d3wsPDmTBhAmXKlMHe3p6cOXPi6OhI5cqVSU9P58aNG+zfv5/cuXNjZ2cnsyn02Nq1a9m1axdly5bF0tKSsmXL0rFjRwB27dpFaGgoJiYmTJs2jdKlS78zUJd61S+6ncX79+/z+vVrSpcujZGRERqNhgcPHtClSxcqV67MzJkzKV269DuDQqnT7MXNzY2EhATq16/P5MmTMw3gN2/ezIMHDxgyZAjm5ubAh4MAImusXr2aLVu2sGPHDvWzUaNGcfLkSdzd3alfv74adIM3G03du3ePvn370qVLF3LmzAlIu9U3uvfiZ8+ekStXLtLT0zE3N2ffvn3MmDGDWrVqsWLFCtLT00lOTmb8+PEkJyezevVqqctsQlvPUVFR6gZwHTp0oEuXLqSnp+Pu7s5vv/1Gvnz5mDdvHsbGxtJWs4E7d+7g5+dHhw4d+Oqrr1AUhYyMDH744Qfy5MmDs7MzBgYGjBw5ksGDB1OjRg1Anq9C/JmPDrhdu3bto39Ud2nOv82zZ8/IyMjgzJkzrFu3jpIlSzJ06FDKli2rHmNvb8/jx49Zu3ZtFpZUfKwzZ87g7OyMg4MDtWvX5ujRo0ycOBFLS0tSU1NZuXIllSpVeuc8mU2hf3QHA4GBgRw8eJBbt24xZcoU2rdvrx63a9cuwsLCMDExYdKkSepbd+lU6B/dOl22bBm7du0iISGBnDlzMm7cOOrUqYOVlRUPHjygW7duVK5cGQcHh0wvQoT++tCMiPDwcHx9fYmKimLixIn07t0bgPj4eCZMmEDFihWZMGHCpy6u+EgbNmzAx8eH7du34+vrS3p6OpMmTWLMmDGcPn0aZ2dnGjRooL6UnDVrFsePH8fGxkbdyV3oF+WtnaGPHj1KYmIiNjY29OvXjy+//JKVK1eybNkyGjdujJGRES9evFDTNEhQJnt5O+gWFxdH165d6dChA/BmRqP2hYf0h/Xfzp07Wbp0Kbly5cLX15e8efOqz97Q0FBmz55No0aN+P3331EUhYiICIyMjKRfLMRH+OiAW4UKFdS193/4gxoNV69e/VsKl9283VEICwsjPDz8vUE37YNKblT67/z58/z666/079+fEydOMGnSJMaOHUuLFi3o0qULlpaWzJ49m2rVqmV1UcVH0B3ABwcHExAQQNGiRXFxccm06cvu3btZtWoV9erVw8HBIauKK/6Abl16eXkREhLCnDlzaNy4MQMGDCA6Opq+ffvSqlUrNejWvHlz+vbty7Rp07K49OLP6NbvoUOHAMiZMyd16tQBYNy4cRw7dgxHR0eqVq1KcnIyzs7OxMTEsHHjRhkM6ClFUbh48SJeXl7cu3eP6Ohotm/fTrFixQAYPXo0Z86cYeHChXz55ZfkzZuXSZMmMWTIEL744gvJA6WHdNvqxo0bcXV1VV8u37hxgyNHjrB69Wq++uorTp06xebNm8mVKxdFihShf//+kqYhm9INus2fP58XL17QsmVL7Ozs1GOkrWYP27ZtY+PGjVy9epUdO3ZQuHBhUlNT1ZnG4eHhnDt3jly5cjFp0iRZxSPEX/DRAbdHjx599I8WLVr0vy7Q50C34xEWFsbmzZspVaoU/fv3x8bG5r3HCf329OlT8ubNy/Dhw6lQoQKTJk0iMTGRYcOGcf78eRo2bMiKFSuyupjiI70ddNu2bRtlypRhwoQJasJmgFOnTlGnTh1pp3rm1KlT1KtXT/33tWvXmDNnDj/88AONGjXixx9/ZMyYMZQvX547d+4wZswYNegWHR1Nvnz5pJOYjbi6urJ+/XoKFCjAs2fPGDBgAKNGjQJgyJAhPHnyhDt37lC5cmWMjY0JCAiQ2TLZwPDhwzl+/Di2trZ4eHhkuveOHz+es2fPUqRIEVJSUkhKSmLHjh0YGhpK30mPnT9/nrCwML766is1TUN0dDReXl7s2bOHoKAgKlSoIEv6PyO6QbeJEydSvnx5Zs2aJUG2bOjQoUMsXboUMzMzPDw8KFiwYKZAuO69VwLkQny8j24pukE0b29v8uXLR5cuXTIds2nTJmJiYhg6dOjfV8JsSJtU1MDAgK5du2JgYICPjw/FixfPFHCTDqP+03YKCxQoQExMDA8ePFC3vzY0NMTa2pqtW7dSunTpLC6p+Ct026idnR3p6ens2rWLJUuWMHHiRPLnzw+gBnVkMKA/wsLCWLx4MQ4ODuouwLly5aJHjx40aNBATchtb29P9+7d6dWrF0FBQSQmJtKtWzd1FqN0FvWX9r6rKApRUVGcP3+e4OBgTE1NOX36NI6OjiQlJTF58mR8fX25fv06T548oVChQpQvXx4DAwOpXz2WlpZGYmIiJiYmTJgwgZMnTzJ16lRmzpxJyZIlgTd5U4ODg4mOjiY1NZUJEybIztB67tSpU8yePZuXL1/SoEED9XNra2uGDBnCjRs3OHnyJBUqVCA9PT3TDFSpU/31ZzPUdDdS8PDwwNLSUmahZjPaumratCnp6ekEBQUxZcoUFi1aRMGCBdWZbrrjVnm+CvHx/qvWEhoaiqur6zufly9fnvHjx3/WAbe336x+qPOnO6Dv3LkzVlZWNGzY8FMWVfwNdDsLVlZW5MuXj5UrV/LixQt27txJUlISpUuXxsDAQAYC2YxuG+3bty8ajYY9e/Ywe/ZsFixYgKWlpXqs1Kv+qFatGu3bt2f16tUoikKXLl0oWrQoZmZmGBkZERoaqi73BihcuDCPHj3i2rVrmXbTks6iftJ9xr58+ZLY2FjKli1LmTJlMDU1pVixYhgbGzN79mwMDAyYOHEiNjY278wel/rVX0ZGRuTOnRsPDw8AChUqRFhYGI6OjsyYMUMNuukuSwMJkuu7evXq8f3337Nu3Tq2b99OnTp11JdXxYsXx9jYmDt37gD/uf9KQEb/vD3O+Zg60r7ksLKyAmQZqT6KiIigUaNG5M2b953vdAOkzZs3JyMjg+DgYKZOnYqjoyNFihTJghIL8fn4r6ZYPX36NNPUfy0rKyuePn36PxdKn2kfQtu2bQNQlzd86Fjtd02aNMHQ0JDU1NRPU1Dxt9LWo7OzM3nz5mXz5s3kzJmTkJAQtZ4lKJP96LbRPn368M0335A/f37Z5lyPffHFF/Tq1Yt69erh5+dHWFgY8Ob5k5KSQmxsLDly5MjU2V++fDkuLi4flYdUZC3tM9bd3Z0BAwZgb2/P+fPnefHiBQAmJia0a9eOuXPnsmbNGhwdHT/4G0K/paenA9CmTRu6detGamoqCxYs4N69ewDv9K0k2Ka/tHU5ZswY+vbty6NHjwgICODly5cAJCcnk5SUlOlFltA/iqKo98+QkBBmz57NqlWr1I3zPvT8VBRFbZ8///yzjHX0TLdu3di2bRt58uT54DG6/aMWLVrQp08fnj59ir+//6cqphCfrf+q91K4cGHOnTtH8eLFM31+9uzZTEnHP1exsbE4OTlx9epVpkyZ8oede91BX3JyMqampp+iiOJvpq3jEiVKEBQURGxsrDptXt6665/3vV390BtX3Zluw4cPV4+TPEH6q0yZMvTq1QuA1atXo9Fo6NKlCyYmJuTPn5/du3cTHx/PjRs3iI+Pp2LFipnqWeift3Ofbt26lV69ehEfH09gYCA+Pj7Y29tjYmKiBt1ev37Nnj17ZDZFNmVoaKjWXevWrYE3qUkmTZqEp6cnhQoVyuISio+lm1tv1KhRpKamsnPnTo4fP061atWIi4sjISGBMWPGZHVRxQfo3oPd3d0JDQ2latWqXLx4kZ07dzJt2jTq1av3zv1W998bNmxg7ty5bN68mUqVKmXJdYjMTp8+TXx8PB4eHhgYGHxw0gy8O9MtT5481KxZ8xOXWIjPz38VJejatStOTk6kpaVRt25d4E3uBhcXFwYOHPi3FlAfvD1Iy5kzJyNHjuTo0aOcP3+eL7/88r3n6T6EgoODOXz4MCtWrFC3uRdZ60OD7z8alGvrVDslW4Jt+ke3/pKSkjA0NMTExOQPg2i6OZ80Go0sD9Yz76u3smXL0qNHDwD8/PzIyMigW7duLF68mOnTpxMfH0/x4sVxcnKSROvZgLZuTp8+rSbfbtu2LQC2traMHz8eAwMDJk2apAbdevTogZ2dneQLysZ0665169a8fv2aK1eu/Cte3n5udF9qjB8/HlNTUwICArCysuK7777D09MTkH6TvtLeg2/fvk1CQgK+vr5UrVqVCxcusG7dOqZPn86CBQsyBd1077shISG4u7uzdOlSCbbpEUNDQ+7cucP9+/dZtWoVV69eZe3atR8ci+rWa+3atT9xaYX4PH30LqW6FEXB1dWVtWvXqtOGTU1NGTx4sLpz2Odo8+bN1KpVixIlSvDkyRNGjx6Nra0tM2fOfOfYtx9Crq6uzJ8/n1atWn3qYov30B1837lzh4yMDHLmzKm+Uf9QwEW3XnW3yxb6x9vbm6NHj5IrVy6++eYbevfuDby/bnXrdffu3RQoUIBatWp98jKLd+m21bNnz5KQkICZmRlfffUVAL/99huhoaH8+OOPDBgwgO7duwOZB3UywNN/iqLw+++/8+233wIwZcoUBgwYoH5/4MABxo8fj52dnTqY1z1Xgm365a/WyfuOlyB59vT2TKmff/6ZOnXqMHjwYHLmzCntVY/t2bOHhQsXkjdvXnx8fNTA99WrV/H39+fcuXM4OjpSr169TH2pkJAQXFxccHJyokWLFll5CeI93N3dCQwMxNjYmJCQEMqVK/eHx+u20bt371KgQAFy5sz5KYoqxGfpv+rJaDQaJk+ezKlTpwgNDWXr1q2cOXPmsw62nTp1imnTpjFw4EA2bdqERqNh7ty5bNiwgX379mU69u1gm4uLCwsWLJBgm57QzVHh7u7OmDFj6Nq1KyNGjFDzAWl3Q3v7PG29BgQEYGdnR1pa2qctvPgg3Xw/AQEB+Pv7U7t2bXLnzs2yZctYtGgR8G7eRd16DQ0NZfz48aSkpHzawov30m2rS5YsYfr06cyYMQM3NzcmTpwIvMnp1q1bN77++muCgoJYs2YN8J98T7q5ZYT+0mg0FC1alJCQEMzMzPjpp5/4/fff1e+bNWvG0qVLCQwMJCQk5J1zhX7R1omPjw++vr4fdfzbz9MP5ccV+k03N+r48eOpVasWx48fx9PTk9jYWGmveuTtORd58uTBxsaGe/fu8fz5c/XzihUrMmjQIL766iuGDRvGpUuX1GBbcHAw7u7uEmzTM7pjGAsLC5KTk0lOTiYmJuYPz9PtE69du5YJEyaouRiFEP+d/2kUkjNnTmxtbf+usuiVt9+s1qtXjzp16nD58mUuXLjA4cOH+frrrxk3bhxr167FxsZG3VlLd/Aub3z0j+5AQDv7EN68xVm+fDmxsbG4ubllyi/zdhB11apVTJ8+XQbyekK3vf7666/kyJEDFxcXGjZsyKtXr6hduzZz584FUPMupqenY2Bg8M5MVA8PD+rXr59l1yL+Q7ethoeH4+npSdWqVfHy8sLb25uXL1/i6+uLjY0N3bp148WLF1y4cCFTe5XBXfaRkZFB9erV8fX1pX///nh6ejJu3DgKFiwIwLfffsu6deuoXr161hZUfJTk5GROnjxJnTp1/vRY3cD4vn37aNSokeS81RN/NNPwj9I0aFcBTJgwgeTkZC5duiSb1ugZ7fNx69atZGRk0LFjRzQaDcnJyUydOhUnJyd1eWiFChWws7OjePHiVKxYEYBr166xYMECXF1dZZyjZ7QB0cDAQKytrdm8eTMREREMHjwYT09PGjVq9M45b491PDw8mDNnDoULF/6kZRfis6OIP3T16lUlKipKURRFuXDhgjJu3DglICBA2b17t9KwYUOlRYsWSsOGDZWgoCAlPT1dPW/Lli2KjY2Nsnfv3qwquvgDiYmJyg8//KD4+fmpnyUnJytHjhxR6tWrp/j6+qqfZ2RkqP+/YcMGpUaNGsqePXs+aXnF+zk4OCivX79W/x0ZGanY2NgotWrVUn766Sf188TERGXjxo1KlSpVlMWLF7/zO1Kv+uvu3bvKwIEDlSNHjiiKoihHjx5VqlevrsyZM0dp3LixMmzYMPXY+/fvq/dh3XYrsg9t/Z0+fVqpXLmyMnXqVOXJkyfvHJeamvqpiyb+hG4fSMvJyUkZMmSIkpqaqqSlpb33PN22GhISotjY2CgnT578x8opPp5unYaEhCgODg7KzJkzlaCgoD88T7dOjx49qjx69EiJiYn5x8op/nspKSnKsGHDlF69eqmfHT9+XBk2bJjSqVMn5cqVK+89T9ueb9++/UnKKT7O22PRihUrKpcvX1YyMjKUpKQkZdasWUrVqlXVPtX7ztP2iWUMK8TfQ5JjfICiKERGRtKtWzeWLVvGsWPHqFq1KgUKFCA+Pp6WLVsSFhZGzZo1efr0KadPn1bf8qWkpJCSksKqVav47rvvsvhKxPsYGBhw9+5dHjx4oH5mYmJCvXr1aNy4MVeuXAHeXW4oMxb1x/3794mPj8/0dr1IkSKMGzeOtLQ0IiMj1c/NzMxo27Yts2fPZvXq1QQHB6vfrVmzRpZD6LGSJUvStm1bKlWqxLlz55gxYwYODg7Mnj2bxo0bc+TIETp37gxA8eLF1eVMMrMte9LWX+3atfH392fHjh3MmzfvnWUwMrtY/2jvxdrlwGlpaVhYWJCYmIiRkdF786LqtlVtCg5PT0/q1av3Scsu3k9bpy4uLixduhSNRsPz589xc3Nj7NixavqFP0rTMHToUO7fv69uNiWylm5dpaSkYGxsjJOTEzdv3lRXfHz99df06dMHa2trZs+ezYULF975HW17Ll269KcpuPgo2jZ7+PBh0tLScHR0pFKlSmg0GnLkyMG0adPo2LEjY8eO5dixY++cp5uPT8awQvxNsjjgp1feNyNi27ZtyvTp05V69eopq1evVg4cOKA0aNBAOXTokKIoipKQkKBERka+8+Y2JSXlk5RZ/LlLly4p9+/fVxRFUebOnavs379fURRFWbJkidKvXz/l119/zXS8u7u70rt370x1KDMW9dvGjRuVhIQERVEUJSoqSvH09FRsbW2VgICATMclJCQohw4dUmfHxMXFKd98842yffv2T11k8R4fmgGj5e7urtjb26uzGlevXq2MHDlSmT59+p+eK7Le+2ZA/dmxx48fV+zs7P7SueLT0q2bM2fOKFWrVlWaNGmiNGzYUOnTp49SuXJlZdmyZcrPP/+s3Lp1S0lOTn7nN2SWsf769ddflW+++UadNZ6enq6cPXtWqV+/vjJp0qRMx769IqBmzZrSb9JT/v7+iqenp3Lt2jVFURQlPDxc6dixY6aZTydPnlS6d++uTJs2LauKKf4L9+/fVypWrKjY2Ngo/v7+iqJkbpuvX79W5s6dq9jY2Cjnz59XP9+5c6dStWpVabNC/M3+q11KP0e6eSiePXtGUlISxYsXB+DVq1ccOXKEefPm0aJFCzUPxbJly9S8bfDhnS1F1lAUhYcPH9KlSxc6depEfHw8W7ZsITw8nAoVKhAZGcncuXOxtbWlY8eO1KpVi/j4eEaNGkWJEiWYP38+8OZv48CBA5iYmNC4ceOsvSgBZH6DHhMTQ9u2bbGysmLjxo2YmZkRHR1NWFgY/v7+jB49mv79+7/zGykpKZiYmPDq1SssLCw+8RUIXcnJyZnyNR0+fJjo6GiKFStGiRIl1HvxuHHjePDgAeHh4aSmpjJhwgRq1qyp1q/cg7OHa9euUaFChT/dhfLt+pT61T9RUVFqjr1Tp05RvHhxzM3NSUhI4NdffyU2NpYFCxZQqFAhjI2NiYqKIl++fHTo0IGxY8cCEBQUxPLly9U+lshab7fLo0ePMmvWLLZv307u3LnV5++xY8eYPHkyS5cupV69epnOk10r9VtMTAy9evUiKiqKYsWK8cMPP1C1alVcXFwoXrw4I0aMUHelvHjxIpUrV5Ydg/WY8tbOv6mpqZw6dYp58+ZRsmRJfH191dnj2np8/fo1wcHB9OvXT50xfvv2bZ48eSJ5jIX4m0nAjcw3Kg8PDw4cOEBMTAxWVlYMGjSIRo0aYWlpyYMHD/Dz8+PKlStcvHiRBQsWqEuZhP7au3cvM2bM4PXr13h6etK4cWO1zo8ePYqnpycJCQkYGxtjbGxMSkoKmzdvxtjYWD3uzwaG4tPRrQttoObatWtMnjwZIyMj1q9frwbdNm3aRGBgIP369WPkyJFZXHLxPmPGjKFy5cr07dsXMzMzXFxcWL9+PcWKFePJkydUqFCBzp0706FDB44ePYqjoyPm5uYYGRnx+vVrtm7dipGR0TsdTqGfIiMj6d27N9u2beOLL774w2PlvqvfIiMjcXNzw97enj179hAWFsbu3bvVABy8CcgNGzaMWbNmUblyZS5evEhcXByNGzfGyMiIu3fvMmDAACZNmkSbNm2y8GoEQGxsrLr088KFC9ja2nL79m26du2Ks7MzzZs3V499+PAhPXv2ZObMmZmWnq1Zs4YVK1ZIAFWPvP18TElJISQkhOPHj9OoUSNWrFhBr169ePDgAYcOHcLb25saNWpk+g25H+unt4NoGRkZmJubA3Ds2DEmTpxIw4YNcXNze+d4rbS0NAwMDKR+hfiH/OuToOg+hFatWkVwcDDTp08nf/78hIeH4+fnR1RUFN26daN48eLY29tz69Ytdu3aRfv27bO49OKPaB8qlpaWmJubY2xszJkzZyhZsqSac6JRo0YUKVKEBw8ecPbsWYoVK0bXrl0xMjIiLS1NfesjDyH9oNtRWLt2LRkZGbRs2ZIKFSrg6urKxIkT6dmzJ+vXr8fa2pouXbqQkJDA2bNnJSCjp4oWLYqHhwfm5uZUrFiRkydP4ufnR40aNbh48SKhoaEEBQWRK1cuGjduzLRp0/jxxx8xMzNj7NixGBkZycynbMTGxob69etz5MgRvvjiiw8O4hRFUT/ftGkTpqamtG3b9lMXV/yBjIwM8ubNy8SJE0lISGDr1q0ULFgwU50WLFgQMzMzTp48SY0aNahVq1am8wsVKkRwcDBFihTJqssQ/+/HH39k8+bNTJgwgYCAACIiIti3bx9WVlZ8/fXXhIeHY2FhoebXy507N5aWlmpOMEVRiI6OZs2aNcycOVOCbXpE2/fZvHkzhQsXpl69enTo0IHNmzeTlpbGtm3b8PPzw8jIiPj4eCZPnszGjRvJly+f+hvSD9Y/uvdaHx8fLly4wLVr12jZsiXffPONGmibNGkSEydOxM3NDQMDg3f6w5ITVYh/1r92htuDBw/UZUrp6ekkJCQwZMgQ2rVrh52dnXrc4sWLOXDgAE5OTpk6ilq6QRmhv9LT09m3bx8LFy6kRYsW2NnZUapUqT88Xgbw+mvx4sVs2bIFe3t7GjRogLW1NQC//fYbY8eOxczMjHXr1mFubk5sbCyWlpZoNBoJuukR3bpYsWIFK1asoEePHrx48YLFixer312/fh1PT0+MjY1xd3d/53fkHqy/PhRMc3Z25tixY+zatQt4d/aF7r9DQkJYtGgRLi4uNGvW7NMUXHw0V1dX/Pz8qFKlClOmTOGrr74C3tShNmg6YcIENBqNOsNC6KedO3fi6+tLeno60dHRhISEqC8nf/rpJ7y9vXn9+jUNGzakdOnShIaGEhsbS3h4eKb+knaFiNAvjx8/ZtGiRezdu5eRI0fSq1cvXrx4wZgxY5g6dSq1atXixo0bLFiwgPT0dDZs2CBBtmxiyZIlhIaGMn36dFJSUtiwYQOpqakEBgZiaWnJjz/+yKRJk6hatSp+fn5ZXVwh/nX+lXfSqVOnsmDBAi5fvgy82WlHo9GQmJiYaadRAHt7e/LmzZtpV0NdMtDTb9o3r4aGhrRq1YoJEyawd+9eQkNDuX37NgCDBg3i+PHjmc6TYJv+CgsLY9u2bQQEBNCxY0esra1JSUkhNjaWL774Ai8vL1JSUmjZsiXJycnkzZtXgm16SLtUG2DEiBGMHDmSdevWce7cOaKiotTjbGxsaN68Ofv27ePhw4fv/I7cg/WX9nl69+5dXr16pX6u3d3Q29sb4A+Dba6urjg7O0uwTc9o22716tVZsmQJRYoUwdPTU931TqPRqPVfqlQpUlNTgTf1K/RTmzZtqFixIjdu3ODLL7/M9F3dunUZPXo01atXZ+3atQQEBGBqakpYWBiGhoakp6erx0qwTT/o7kYKULhwYdzd3Vm0aBHbtm1jypQp7Nmzhy5dunDixAkSExOpXLky69evV4Ntb/+G0D83b97k6NGjLF++nHbt2lG0aFFu3rxJv379sLKywsDAgG+++YYFCxagKIrUqRBZ4F83UunRowcPHz6kYMGCBAUF0bt3b6pWrUquXLmwsrJi165d9OzZExMTEzWpesWKFTMNFkT2oe3wawdxHTp0AN7k6rt69SqvXr3i+fPn1K1bNwtLKT6kZ8+eDB8+nEaNGqmfPXz4kDp16lChQgXu3bvHmTNnCAoKIk+ePDRr1oz+/fuzePFiAgICMgVjJNimf3ST+P7www+YmZnh7OxMREQEPXr0wNLSEngzYC9RogRpaWlZW2Dxl+3ZswcnJyfKlCnD8OHD+eKLL7CysqJ58+ZcvnyZ1NRUjI2N1eO17TQ0NFSSrusx7bNVGwjNnz8/gYGB+Pn5odFo+OabbwA4cOAA9evXlxyaek47q79KlSpUqFCBnTt3snLlSvr160flypVRFIUaNWpQo0YNRo4ciaIoWFhYoNFoZJaxHtKdXXz+/HliYmIoUKAAZcqUoV27dpQpU4bDhw+zfft2Hj9+rC4b1ibLfzvBvtBf6enpJCUlYWtry759+5gyZQoODg507tyZpKQkDh48SP369WnWrJl6v5a6FeLT+lc9IT09PUlKSuLEiRMcP36cVatWERISQkZGBtWqVcPBwYGBAweq69y1s5yuXbtGlSpVsrj04n+hO8OpQ4cO5MmTh19//ZXk5GQmTpz4Ts42kfVev35N69at1Xwx8KaTkJKSwu3bt1m4cCFnz56lSJEi1KlTBwMDA8LDw2ndujUVK1bExcUFkOXB+k63Y9+/f38SExNZunQp8fHxNGnSBEtLSzw8PLCwsKBEiRJZXVzxJ27dukXx4sUxMTEhODiYJk2a4ODgwE8//cSYMWOoVasW3377Ld999x12dnacPHkyU0AdYN26dbi5ubFo0aJMydiF/tE+V2vXro1Go2HNmjUsX76cO3fucPz4ce7cucP+/ftl8yE9p31GalOq5M+fH39/f9asWcOAAQOoWLEi8CbPW4MGDdTzFEWRfpMe0razxYsXs3fvXpKSksidOzc5cuTA29ubKlWqUKpUKdq0acPixYs5cuQI69evz7Q7pbRV/aO932pnCmvvq2ZmZoSFhbF06VImTZpEz549Abh69SoHDx6kTJkymWaeSt0K8Wn9q3K4OTs789NPPxEREYGvry/79u1Do9FQqlQp+vfvT6VKlThw4ACzZs0ib968FClShJcvXxIfH8+2bdukU6Gn/spSwQ8dK8E2/bZy5Ury589P165def78Oa6urjx8+JDvvvuOunXrUr58eQ4dOoSPjw8rV65Ud1kT2YfuYHzVqlUsXboUQ0ND2rRpQ0JCAkuXLsXY2FgG7Xrs4sWLTJ8+na5du3Lv3j3WrVvHwYMHKVq0KACnTp3i/PnzBAYGUqNGDX788UcaNWrEokWLMDc3R6PR8PTpUxwdHWnRogWtW7fO4isSH0P3uXr+/Hk2bdrEhQsXKFiwICtXrsy047fIen9UF7r31127dhEQEECxYsVo0aIF4eHh3Lt3j71790pdZgMhISG4u7uzYsUKihQpwp07d1i1ahV3794lPDycAgUKqMfu2rWLFi1ayMtJPabbNt9+kTx69Gj279/P+PHjGTZsGPDmpfWYMWMwMDBgxYoV0m8SIgv9KwJu2s5FZGQks2bNwtDQkCdPnnDw4EFOnjyJr68vZcqUYfDgwdjY2BAVFUVAQAAA5ubmjBgxQmZAZQP+/v7UqVOHypUr/+msJu3fREZGBhqNRjqPeiw1NZVFixaxbt06nJ2d6dChA6mpqaSkpJAzZ07gTc7F0aNHqx0Lqc/sSbdDuW7dOhwdHfHy8uLbb7+VpUvZQEZGBo6Ojuzbt4+EhAQCAwOpVq3aO8tGY2NjCQsL48yZM0RGRrJt2zZ19qKiKMTFxUnQXE98bIBbN4iTmJhIcnIyefLkwcDAQNqtHtHt+3yoXnXrct++fYSEhPD7779ToEAB/P39JYCqh37++edMG5YAODo6kp6ezpw5c9Tj7t69y7Rp07C2tsbV1RWNRpOpryxtVT/ptrfAwEBOnz5Nzpw5KVOmDCNGjCAuLo7x48dz48YN+vbtS0pKCpGRkTx79owtW7bIy0ohsti/IuCma9CgQfz44498/fXX6k4t27dvJyAggLJly9KvX7/3Lh+VZWn6b9CgQcTExBAaGoqJickHO4S6n0dFRVGwYMFPXVTxFyUkJODr64u3tzfOzs60b98egFevXrF7927279/P48eP2bx5s3Qssjndutu0aRMdOnTAyMhIBnh6THdHys2bN+Ps7EyBAgXo3r07nTp1wsLCQn2Gav+rrc8BAwaQL18+XFxc1N8Q+uHRo0fq7MTAwEBq1ar1Uek1dNuw3Iv1h6urK69fv2batGl/mqNL934bHR1NcnIyRYsWlQCqHtqxYweTJk1i8eLFtGvXTv18ypQp3Llzh40bN2Y63sfHh507dxIcHIyFhcWnLq74i3Tb4sqVK/H19aVjx47ExcVx7NgxqlevztKlSzEyMmLBggXcunWLHDlyULp0aRwcHGTCiBB64F/VC4qLi8PY2JjRo0fz+PFjJkyYAEDbtm0ZMGAAd+7cITg4mHPnzr1zrgTb9Mv7dtkZP348FhYWbNiwQZ259jbdB1dQUBCtWrUiJibmHy+v+N/kzJmTIUOGMGTIEBwcHNixY4f63ZUrVyhQoID6Fi8tLU0GeHrkQztifehdj+7OaF26dMHIyIjU1FQJtukp7T3VwMCA58+f07RpUzZt2kSdOnXYunUrISEhJCYmqs9Q7X+19f/111/z6tWrTLtaiqx35coVvv32W44dO8aCBQtYuXIluXLl+tPzdIOmqampUqd6Iikpifj4eC5evIiHh4cabPvQ/Vk3T5S1tTXFixdXj5eBu35p3Lgxw4cPZ+rUqURERKif169fn9TUVHbu3ElKSor6eenSpYE3Sw6F/tP2fX755RcePXqEp6cnM2fOxM3NjcDAQG7cuIG9vT2mpqbMmzcPHx8f/Pz8mDFjhgTbhNAT/6qekKWlJcuXL2fEiBEMGDCAq1evMnHiROBN0K1///6cPn2aU6dOZXFJxZ/RduK9vb3ZtGkTL1++pFKlSlStWpUDBw4QFxcHZB7s6wbbQkJCWL58OfPnz5ct7LOJnDlzMmzYMIYMGYK9vT3btm3DwsKCKVOm4OjoiJGREenp6dKx0CO6MygiIyM5efIk0dHRwH+S/b6PbnBN+6JE6B/dFxuHDh1ixIgR3L17lxIlSuDg4EDlypXZvXs3oaGhJCcnA7Bw4UKioqLUv4vHjx9z9+5dEhISsuw6xLsqVarEsGHDGDt2LOHh4QQFBVGyZMk/PEf3GRsaGkpoaKjsLKwHFEXBzMyMSZMmUbt2bU6ePMmyZcs+Kuj29ncSQNUv2t1iR40axahRo3BwcGDfvn0ANGnSBGtra0JCQti8eTMvXrzg6dOnhISEULhwYfLly5fFpRcf68CBA8yePZuTJ09ibW0NvKn7ypUr4+LiQmRkJPv37wdQ86Fqj5E+sRBZ71/35DQ0NESj0dC6dWsGDx7MlStX1KDb999/z/z58xk+fHgWl1J8jDt37uDp6am+0dm9ezcTJkzg2bNnLFu2DHjTOdQud9INtrm4uDBv3jzatGmTlZcg/qK3g27Hjx8nR44c6tt4mYmqX7SDs0WLFjFhwgR++OEHxo4dS3Bw8AcHe7ptNTg4mIEDBxIfH//Jyy7+mG4w9fjx4+zdu5dbt27h6enJuXPnMDExYebMmVSuXJmdO3cydepUBg0aREREhDrQi4qKIi4uDldXVzUfo8haujNPCxcuTFJSEikpKfz+++9/ep5usG3OnDlYW1vLYE8PaANnuXLlYujQodSuXZtTp079adBNd7bixo0bOXTo0KcuuvgDb7c5bXB7zJgxbN26ldy5c7Nw4UKsrKwIDg6mYcOGDB48mOfPn+Pp6fmHL72EfilQoAAlS5YkOjqakydPAv95MVmyZEksLCx4+fJlps/f/n8hRNb51+Vw05WYmMiePXvw9/enYMGCrF69Wv1Ocrbpn/flG1m2bBl+fn6MHj2aM2fOkC9fPr7++msWLVrEvHnzaNq0aabjQ0JCcHNzU3fBE9nTq1ev2LFjh7rkUOgX3YHA6dOnWbRoEdOnT8fCwgJ/f3/u3bvHt99+y6BBgzLlEno7MO7q6sr8+fNp1apVVl6O+APOzs4cPHiQZs2a8fz5c06ePImNjQ3Dhw/nq6++IjU1FV9fX+7cuUNGRgbOzs6Zkq6/fv2aHDlyZPVlCDI/Y1+8eEGePHmIiooiODiYgIAAFi9eTKtWrd7Jp6h7nvaFlrOzM82bN8+S6xD/8b7cly9fvsTb25uff/6ZevXqMXbs2Hdyuumet3HjRmbNmoWnp6fUqR5yd3cnPDycyZMnExcXx7lz59i7dy9OTk506tSJxMREoqKiuHDhAnnz5qVBgwYYGhrKUsNs5ubNm3h4eHD//n369+9Phw4dAEhOTqZ9+/b07duXXr16ZW0hhRDv9a8OuMGboNuWLVs4d+4cLi4uMl0+Gzh69CgmJibUq1cPgHHjxlG4cGH69evHtGnTiIuL4969e9SuXZsFCxaoS0YPHjzIyJEj8fDw4LvvvsvKSxD/731B1L+aHF86jfrrwIEDHD16lLx586o5M1++fImbmxvXr1/PFHTTrUftoN3JyUkC43rswoULjBo1Cjc3N3WHvD179rB+/XqMjIwYM2YM1atXR1EUMjIy1JdY0mb1j+69eOXKldy5c4eePXvy5ZdfAm8Cq8HBwbi5uanPz0WLFtGuXTsqVqwIvJlls3jxYmm3ekK3Tl++fEmOHDlQFAVTU1Pi4uLw8fEhMjIyU9AtPT0dAwODd1YESABVP8XGxjJw4EB69epF165dAXj+/Dl+fn4EBATg5ub23pUcMqkge7p69So+Pj6cP3+eZs2aUahQIc6dO8etW7fYuXOnPFeF0FP/+uiSubk5Xbp0wdXV9Q9zWYispygKjx49YtGiRXh5eeHm5gZA06ZNiY+PR1EU/P396dmzJ1988QXx8fHkzZtXPb9IkSKsXbtWgm16QncwcP36dX799Vfgz6fA67bRmJgY6WDoqVevXrFmzRq2bdvGrVu31M9z587NxIkTqVChAocOHVITeOsG21xdXWXQng0YGhry+vXrTAO3li1b0q1bN37++WeWLVtGZGQkGo1G3ZlUcsroJ+292MXFhTVr1vDtt9+qO5QCODg40KNHD8aNG8eiRYvo1asXR48epXz58gAEBATg6urKwoULpd3qAd3nq4+PD+PHj6dz584sXbqUa9euYWlpydChQ6lVqxY//fQTnp6ealBcd5mi9sWHBNv0w9tzJJKTk3nw4EGmflO+fPno168flSpVwt7ens2bN7/zOxJsy54qVqzIsGHDsLW1ZdOmTRw/fpzGjRuzZ88eNY+xEEL//OsDbgCmpqZqDiiZ4aZfdIMrGo2GokWL4uHhQfv27dm8eTMDBw5EURSuX79OaGgoAF27dsXT05OgoKBMOSoqVqyozsIQWU/b1hYvXsygQYMYNGgQ7du35/Tp05l21NKl20bDwsJwdHTkxYsXn6zM4sO0AwHtfy0sLHB1daVJkybcvHmTTZs2qcfmzp2bCRMmULhwYWJiYtTBwq5du5gzZ44E27KJHDlyYGVlxYMHD4D/1P33339P2bJliY+Px9vbm7NnzwJv7uGSU0Z/HTp0iJ07dxIYGEiLFi0oUKAAsbGx/PLLLwBMnz6d0aNHc/36dYoUKcLWrVvV4OmlS5eYMWOGvNDSE9rnpLu7O6tXr6ZVq1Z07tyZ8+fPM2fOHC5duqQG3b766iu2b99OWFiYen5gYKAEUPWQ9v65d+9eEhMTKVSokBpw0c2zWKhQIcqVK0eJEiXYtGnTB3cFF9lPhQoVGDlyJE2bNsXExCTTJgkyhhVCP/3rl5QK/aX7hvbatWvEx8dTvHhxrK2tMTAwIDY2lkmTJmFubs7vv//O5cuX8fLyolmzZu/9DaEfdOvk8OHDLF68GAcHB6ytrXFyciI6OpopU6bw9ddfY2Jiop73doLgBQsWsGTJkkz1LbKGbp0+ffoUMzMz0tPTyZMnD7///juOjo7Ex8fTuXNnNe8IQEJCAmZmZhgYGJCSksLhw4exsLCgQYMGWXQl4q+aMWMGBw4cwMvLi5o1a6LRaHj+/Dlz586lRo0anDhxAkNDQwYOHEidOnWyurjiD+zevRsfHx/Wr1/P48eP2b17N+Hh4WRkZFC0aFGCg4OBN7NXLSwsAEhJScl0nxb648CBAyxZsgRnZ2dsbW05ceIEP/zwA2XKlMHQ0JD58+dTuXJlYmNj2b17N927d8fQ0JCkpCTGjRvH999/T9u2bbP6MsRbbt++zcSJE+nYsSN9+/Zl27ZtrF+/HltbWwYPHoy1tTWJiYlMnDiR7t2706hRI3nR8Rm6dOkSq1ev5tmzZ3To0IHOnTtndZGEEB8gATehl3SDK66uruzYsYP09HQSEhJo06YNnTp14ssvv0RRFDZv3kxkZCRbtmyhd+/ezJgxI4tLLz7Gtm3bePLkCQYGBgwePFj9fPDgwTx48CBT0E0334g2p8zChQtlNoUe0G2rXl5eHDt2jJcvX5InTx7GjBlDgwYNePz4MfPnz39v0A3ItFOeBMizB926GjNmDKdPn6ZTp04UKFCAI0eOkJGRwbp16zhx4gReXl5YW1uzePFi2SBBT+i2W+3/79+/Hw8PDwoUKMDNmzepX78+lStXpnjx4syYMQMXFxc1d+rbvyH0zy+//MKuXbuYNm0ahw8fxsHBgQkTJlCoUCGmTp1KsWLFmDJlCjVr1lTP0T5rJZCqP97Ot/b69WucnJy4f/8+q1atIkeOHPj6+nLw4EFiY2OpWrUqN2/eBCA8PBxDQ0N5tuqpD9XLn+XY0553/fp1Nb3OkiVL1BchQgj9IgE3oXd0H0DBwcF4eXmxZMkSypUrx/Hjx9myZQt58+Zl6NChVKlSBYDU1FR2795N69atJT9QNpCRkUGTJk2IioqiW7duzJs3L9P3Q4YM4eHDh4wZM4Zvv/1W7fhv2LABNzc3FixYIMtc9IyXlxdr165l+vTpvHjxgsuXL7N9+3acnJxo3749jx49YuHChdy9exd7e3saNmyY1UUW/yPdgIuHhwcXL17k+fPnFClSBDc3N0xNTQE4ceIEZcqUoUiRIllZXPH/dJ+xqampZGRkqHW1efNm7ty5Q8WKFalduzb58+fn4cOHjB49mrlz52Jra5uVRRcf8KGBe2xsLGZmZgwdOpS6desyYsQIMjIy6NGjB0+fPqVu3bosXLhQgqfZwOHDhylcuDAVKlTg5cuXtG7dmmbNmjFnzhzgzY7gv/zyC7/99hv58+dn0qRJGBsbywYJeurtnYAfPXqEmZkZ3bt3J2/evB/cXEg7bNdoNNy/f59Hjx5RpkwZChYs+EnLL4T4eBJwE3rj+PHjfPPNN8CbXewMDQ2ZMGECVlZWzJw5Uz3uwIEDeHh40KZNG4YNG/ZOR1N2wNNv2k5GWloaffr04cmTJyxZsoRq1aplqsfOnTtTokQJ3N3dAdi+fTvTp0/HxcVFgm1Z7O3ZD3FxcQwbNoxu3bqpyxrS09Px9PTEx8eHjRs3UqVKFR4+fEhoaCjjxo2TAcBnQvf+m5KSQlpaGmZmZmg0Gpklo4d062vNmjWcOnWKxMREvvzyS8aPHw/85x6dnp7Oq1evmDJliroJirRb/aNbpw8ePCAtLY3SpUur3z98+JCePXsyffp0WrZsydOnT3FycqJVq1Y0a9ZMZj5lA0ePHmXYsGHky5ePyZMn06FDB44ePYqLiwvDhw/n+++/V4/V/XuQ/rB+0q0jFxcXwsPDKVeuHDExMaSnpxMUFETBggXfqT/dIN3atWtxcXEhIiKCMmXKZMl1CCE+jjxlhV5Yt24djo6O6sYHug+YhIQEAHX3nWbNmvHNN98QGhpKSkrKO51F6VzoN22wzcjIiKCgICwsLJg1axaXLl3KlNg3PDxcnSqflpbGkydP8PLykmBbFuvXrx8+Pj6ZPnv9+jU3b97EzMwM+M/mFtpd8Hbu3ElqairFihVj4sSJGBoaym5aeux97+E+9G7OwMBA/c7Y2FhN4KwoigTb9IzupjNubm74+flRoUIFWrVqhbe3N3PnzuXly5doNBqSk5MJDg5mwoQJREdHExAQIO1WT2nr1NXVlYEDB9KlSxfGjBnD9evXURSF3LlzU65cObZs2cKuXbtwcHAgNjZWDbbpbk4l9MPbddKgQQOaNWtGwYIF8fT0ZOHChVy/fp06depw8eJFnj17pt6HdfvE0h/WT9o6iomJIT4+nsDAQIKCgnBzc8Pa2prOnTsTFRWFkZERaWlpQOZgW0hICF5eXjg7O0uwTYhsQAJuIssFBQVRvHhxatasSUREhBp002g0lC1blv3793Pr1q1Mb9ZLlSpFkSJFZOelbErbiTA2Nla3rJ8+ffo7QTcDAwM1ODdo0CBZhqgHxo8fz9ChQwHUjmChQoWoXbs2O3fuzLTrqLm5Oebm5sTHx2NsbJzpd2SmjH7KyMhQ6y8mJobk5GQAdcbT+2gDbNrz0tPTZXmaHtHu5Kytk/3797Nv3z48PDwYN24cxYsXx8jIiLCwMGbNmkV8fDympqbkypWLL7/8ko0bN2JsbKzOPBf6Qbc97tixg927dzN+/HgWLVrEpUuXcHR05MKFC+TOnZuuXbvy+vVrlixZgqIo+Pr6St5MPaatk7t37wJv+kxNmjShfv36TJ06lTx58nDu3Dk2b97Mrl27uHDhgtxzs5nNmzfTqlUrbt68Sd68eTEwMKBixYrMmTOH0qVL06VLF6KjozEyMiI1NTVTsM3FxYV58+bRunXrLL4KIcTHkKesyFIDBgwgODiYRo0aMWTIEEqVKsWmTZtYv349AKNGjaJq1aoMGTKECxcu8OzZMxITE9m5cydWVlZq3hmR/bwddDMwMGDYsGHcvn37neNAtjvXBxkZGVSvXh0TExN8fHyYNGkSiYmJADRu3Jhnz54RGBjIq1ev1CWFCQkJ5MuXL4tLLj6Wtp15enrSt29fhgwZwtKlSwE+OMNJN9i2ZcsW9u3bJ7Nm9MSiRYtwc3MjKioKeBMkT0lJwc7Oji+//JKjR48yfvx4Zs+ejZ+fH/v378fV1ZXExEQ6duzIqFGjMDIyIj09XWbL6ImkpCTgPy8tjh49yu+//87QoUPVvF6hoaE8e/aMRYsWceXKFVq3bo2Pjw9r167Fz89PDaDKc1V//fzzz7Rs2ZLFixdz9epV2rZty5UrV7h48SIjRoxg+vTpNGzYkKdPn6ovqkX2UaBAAb744gtu3LihvpBUFIWyZcsyZ84cypYtS8OGDYmNjVW/DwkJYcmSJTg5OclqDyGyEcnhJrLMtWvXmDRpEp6enpQuXZrffvuNIkWKsGDBAu7cuUO7du3o1asXL168YPLkyZw7dw5LS0vMzc3V3UmNjY0l2a8e+it1op3BlpqayvTp01m4cKHMotBzGRkZHD9+nJEjR9KxY0fmz58PvNk44fDhw7x+/RpbW1tu3bpFQkICW7dulcF6NhIREcGSJUsYNmwYN27c4NSpU1SqVEnNp6ibhFu3rYeGhjJ79mxWrFhB06ZNs6z84j9cXFw4deoU9evXp0+fPhQsWJBXr14RFxeHhYUFgwcP5rvvvmPo0KE8evQIOzs7njx5wtChQ5kwYUJWF1+8ZcyYMbRp04YWLVqQkZFBXFwc9evXB2DEiBGMGTNGPfbp06f069cPKysrxo4dS61atdS2KjPb9M/7+k27d+9mzZo1GBsb06JFC5o2bUqPHj2YPn26GnDZv38/TZs2lX6THntfe0tNTeWXX35h7ty5GBgYsGHDBnLmzKl+f/36dTZu3Mi0adMwNDQkMjKS3r17s2zZMgm2CZHNSMBNZJm4uDjatGnDt99+S+7cufHz8+PixYs8ePAAX19fbt++TadOnejevTsAe/fuVd/stm3bFkNDQ0kIq4d0O40vX74kd+7cf3rO2/WYmpr6zhJEkXXOnDmDkZERNWrUwNnZmRIlStCrVy9OnjzJiBEjaNWqFQsXLgTe7Eh56tQpoqOjKVSoEGPHjlVnyMiAQD+9PRjYsmULGo2GDh06kJiYyJEjR3BxccHW1pZly5YB/9nY5u1lLgsXLuS7777LkusQ/6F7H165ciX79u1Tg26FChUC4NatW4wYMUKt22fPnuHh4UG3bt2oWLGitFc98+rVK0JCQujbty8mJiYkJydjamrK3bt36dOnD0WLFsXJySlTTqdnz57Rpk0b2rRpw6xZs7Kw9OKP6N6DtfWq/ey3337j1KlTeHt7Y2Njg5mZGWZmZkyePFltyyAbJOgr3bo9d+4cr1+/JkeOHNSoUQOAs2fPsmDBAuDNRgi6Qbe3XblyhUqVKv3zhRZC/K0k4CayhPYBdObMGQYMGICpqSnbt2+naNGiwJu8Fd7e3ty+fZv27dvTq1evd35DBvD6R7djERwczM2bN+nfvz8lS5b8w/NklqL+ioqKwt7eHiMjIywtLdmzZw/h4eFUqFABgB9//JGRI0fSqlUrHB0d3zvzSQYC+ku3niIiIkhKSmLXrl20aNGC3r17A282xTh06BCurq5Uq1ZNnemmpQ22yTIX/aJ7P16xYgX79++nfv369O3bl4IFC/LkyRNatGhB9+7dadq0Kb6+vqSkpBAUFJRpcxuR9Vq0aEH16tVZtGgR8GZgnpGRQbt27cibNy+3bt2ie/fu1KpVi2nTplGiRAm1bcfFxZErVy7pL+kp3Xa6du1azp49S1JSEnXq1KFbt25YWFiQmppKXFwcM2fO5OLFizx//hxvb28aNWqUxaUXH2vx4sVs374dU1NTHj16RMuWLenduzc1a9YkMjKShQsXotFoCAwMxMLCItO5Mt4RInuT+eQiS2g7Fzdu3MDQ0JDU1FRWr16tfl+qVCmGDRtGmTJl2LFjBwEBAe/8hjx89Itup/HmzZv8/PPP7Ny5k5CQEB49evTB83QH/OvXr1ff9An9ULBgQX744Qdu377Nnj17WLBgARUqVCAjI4OMjAwaNGjA8uXL2bNnD3PmzFF3FdYNoMqgXT/ptr0lS5YwZ84cQkNDuXnzJvv27VM3MMmRIwdNmzbF3t6eAwcOqDndAAICAnB3d2fhwoUSbNMzujtQjhgxgubNm3Py5EmCgoJ4/PgxhQoVwsnJibCwMObOnUtCQgL+/v7qJhjSbvWDj48PJiYmarAN3qTkWLNmDfv37yc2NpayZcsSGhpKZGQkTk5OPHjwQG3blpaWssOsHtPdZXb58uVUrFiR4sWLs2PHDmbPnq1uOlSgQAFWrVqFvb09PXv2pEGDBllccvGxQkNDiYiIwNPTk5CQENatW8f9+/fx8/Pj6tWr1KpVC3t7e2JiYt7bB5bxjhDZmwTcRJYqW7YsERERuLu7s3nz5kxLHrRBt7x583Lnzh3ZkVTPaTuNCxcuZMyYMeTKlYuqVasSEBDAmjVrePDgwTvnvL3NuZubGzVr1vyk5Rbvp5v03tLSkkKFClGlShX27NlDZGQkBgYGGBgYkJ6ergbdwsLCCA4OzsJSi79C2/aio6P57bffCAkJwd/fH1dXV27fvs0PP/ygHpsjRw4aNWqEj48Po0ePBt7MXNy3bx/Tp0+XZaR66kNBt3Xr1hEdHU2bNm3Yu3cvy5cvZ/369WoyfZlxrD9MTU1JSkoiJSWFpUuX4uHhwYIFC2jQoAF+fn7s3bs3U9Dt/PnzTJ48Wd0oQ0sG7fpr27ZtHDhwAF9fX4YNG0a9evW4ceMGFy5cYMqUKbx69Uo9tn379syePVvdeErov8uXL1OvXj2qV69Ovnz5qFmzJnPnzuXmzZuEh4cDULNmTby8vHB0dMzi0goh/m6ypFTohdevX3PgwAFmzJhBu3btmDdvnvrdkydPsLa2xsDAQJYe6rkTJ04wYcIE/P39qVKlCgAbNmxgyZIltG/fnv79+1OsWDEg8xT5kJAQXF1dWbBggcyS0QO6sxV//vlnChUqRIECBTh//jx+fn5oNBqGDx9OrVq1Mp136dIlKlSoIDNjspE1a9YQHBxM4cKFcXV1pUCBAmRkZBAZGcmECROoWrUqK1eufOe8lJQUTExMZKlLNvG+5aVff/01PXr0UFM5vH2cyHqKonD+/HmWL1/Oo0ePiIqKYvv27epzdPr06fz8888MHDiQli1bYmlpyfXr11m8eDG+vr5Sl3pKt51lZGRw6NAhIiMjcXBw4ODBg0ybNo1Ro0ZhYGCAu7s7jRo1Yvbs2R+VE1foD+2YZeLEiaSmpuLh4UF6ero6gzgsLAxXV1d27txJ/vz51fPkuSrE50WexEIv5MiRg+bNm+Po6Mj27duZPXu2+l2hQoXUt/QSbNMvurOg4M2MFwsLC/Lmzat+17NnT8aMGcO6devYsGGDOtNN25kIDQ3FxcVFgm16QlEUdSDg5uaGvb09kZGRaDQa6tWrR58+fVAUBV9fX37++WfgzcyZLVu2UKVKFXnrrufebrN169bFwMCAS5cu8eLFC+DNrKivvvoKd3d3Ll++TI8ePd75HRMTE0BmzWQXb890a9GiBVu3buXIkSPvHCf0h0ajoUaNGhgaGnL//n2qVKlCrly51O8XLFjAV199RUBAAPv27SMmJgYbGxtWr16dqc6FftG2s1WrVhEeHk6zZs0YOHAgcXFxrFy5kkGDBtGnTx9atWpF3rx5OX78+HtffAj9ph2zNGrUiH379nHq1CkMDQ3V56apqSnFixfH3Nw803nyXBXi8yI9K6E3TE1N+e6773B0dCQ0NBRfX99M38tAQP9o6+Tx48fqZ7GxscTHx2NgYMDr168BaNOmDfny5WPbtm1ERESQnJwMvAm2zZs3T/I/6RFtB9HPz4/w8HCWLFlCs2bNMDU1BaBx48b06dMHjUbDlClT6NixI1evXuX7779Xf0NmuOkvbZu9ePEisbGx2NjYsHz5cnLlyoWjoyMxMTHAm7+DWrVqsXDhQiwtLWXg/hnQDcAMHz6cCRMmvDeYKvRHWloasbGxGBoaMnbsWAwNDZkyZUqmZ+6CBQuoXbs2ixYt4ty5cwBqCg7pN+kX3Tx627dvZ+3atVSsWBEAa2trHj16RHR0tJqf7eXLl1SuXBlHR0cmT56cJWUW/7tWrVrRrVs3RowYwcGDB4mJiSEuLo5t27aRP39+zMzMsrqIQoh/kCwpFf+o/2YJaHJyMpGRkdSpU0cG7tnA9u3bWbx4McePHwfeDOSuX7/Opk2byJcvH/Bmp8tVq1ZhbW2Nl5cX69evp1q1aixdupTKlSvTvHnzrLwE8Zbk5GRGjBhB/fr1GTRokPq57q6Fly5d4urVq0RFRTF8+HB1Zpu0Wf13+vRp+vXrx9SpU+nQoQN58uTh5s2bDBw4kPLly+Pi4oKVlRWQ+R4uyw31z4fq5I+evW8vV5LlS9lHREQE4eHhWFhYMGvWLAoXLqx+5+Pjw6BBg6Qu9dDr16/JkSOH+u8jR45w5coVLCws6Nu3r9oG7927x+jRo6lRowadO3dm2bJlmJmZ4eHhgUajkbaajT1+/JjAwECCg4MpWLAgxsbG5MiRg7CwMIyNjeX5KsRnTAJu4h+j+/B49erVO9tcfwzpXOi/mJgYunfvTu/evenXrx83b95k7ty53Lp1C3t7e4yNjdm8eTMAq1evpnnz5rRt25YxY8aQmJj4zlR6kfViYmJo3bo1Dg4OdOjQIVNbTk5OJi4ujoIFC2Y6R9pq9rJ48WK2bNnCiBEjaNu2LZaWlty8eZNBgwZRvnx5nJ2dM+WUEfpHt10eP36cpKQkEhIS6Nix4x+epxuMi4uLw9LS8p8uqvgf6d5ftUG3XLlyMXPmzExBt7ePFVlv7ty5lCxZki5dumBhYUFMTAz169cHYODAgdjb26vHpqSkEBgYyNatW4mPj6do0aIEBQVJQOYzcv78eaKiojAyMqJJkyYYGhrKy0ohPnNy5xb/CN2OwapVq5g+fTrR0dEfdZ5WcnKydBr1zNvx+fT0dMzNzalbty5nz54F3uw8u2jRIpo1a4aHhwceHh6kpaWp+Udy5sypDhAk2Jb13vfOxcrKisqVK7N//35evnyp7kYKb3bbWr9+PS9fvsx0jrRV/aRbv7r3V3t7ezp37oynpyfbt2/nxYsXlCtXDn9/f06ePImPj09WFFf8BdpnrIuLC3PmzMHf358VK1bQsWNHLl68+N5zdINtgYGB9O/fP9MOiEI/GRoaqu23Q4cOdOnShYSEBCZMmMDz58/fOVboj2fPnrFhwwZ27drFixcvsLKyYu/evVhbW3Pq1Cl+++039VgTExP69++Pv78/q1atIjg4WN05WIJt+kf3+ZqSkvJR53z55Ze0bNmSZs2aYWhoSHp6ugTbhPjMyd1b/CO0HYPFixcTHBxM/fr1SU1N/cNzdJO1BwcH4+vr+9EPMPFpaAdqT548Ad507HPkyEHXrl05cOAA27dvR6PRUKRIEebNm8eGDRsICwtjzZo1mJiY4O7uzsuXL6lbt25WXob4f7obkTx58oRbt26pgbSWLVvy4MEDAgIC1OB3UlISPj4+XL58OVPibqG/tPXr7+/Prl27Mt1TJ02aRNeuXXFxcWH79u3ExsZStmxZ9u3bx5QpU7KqyOIvCAkJYcuWLXh5eRESEsL48eO5evVqpiCadlCoG2wLCQlRk7P/N7PPxaen3akdoH379rRq1YqKFSuSN2/eLC6ZeB9tgNTT05PatWvj7+/P7t27iY2NpWTJkgQGBvLw4UOWLFnC/fv31fNMTEwoWLAglSpVUl92SUBGP2nvpz4+PmzduhV4d2Oit2nbsPYlpgRShfj8yR1c/GMOHz7Mtm3bWLFiBba2tgAkJiby/Plz8uXLl2l2k+5AIDQ0lIULF+Li4qLuhCf0R1hYGKGhoXz11VeMHDkSY2NjbG1tsbOzY8eOHdSrVw8rKysMDAywtrZGo9Fw7do1NmzYwN69e/H396d48eJZfRn/eroB7qVLl3Ly5Elu3LhBnTp1qFKlCqNGjeLRo0ccO3aMPXv2ULZsWX7//XdSU1PZvHkzGo3mv8rRKLJGZGQkP/74I6ampjRq1Ei9t06ePJlbt27h5+dHYmIivXr1olixYoAsTcsO7t+/T8+ePalYsSK7du1i1qxZzJ49m3r16pGUlISZmdk7uZ9CQkJwcXHByclJNqvRA3/lPqp739Xd8EKWG+q30aNHM3HiRIKDg9FoNLRs2ZIyZcoQEhJC9+7dcXJyYvr06e/tG8k9WP/9/vvvhIeH07p1a3LmzPnB43Tb+oMHDyhVqpT0oYT4F5Cns/jbvL00LSoqipIlS2Jra8vVq1dZtWoVHTt2pEuXLixbtkydSfP2W/fFixezZMkSWrVq9cmvQbzr7bd1tra2tGjRggMHDtCzZ088PDx48uQJTZs25e7du0RFRam74WnrNU+ePNSuXZvQ0FAqVaqUFZch3qKtm5UrVxISEsK4cePYs2cPJiYm+Pv7c+fOHcaOHcukSZNo3rw5+fLlo2XLlmzZskVd4iIdRf30vmXCK1asoGXLljg4OHD48OFMM92KFCmCiYkJkZGRmQYLMtDTL++bOXH16lXS0tI4e/Ys06dPZ+LEifTs2ZOMjAy8vb1Zv3498J+63LhxowTb9Ijuc/LtdvuhFMsajYa0tLR3fkfoF20A1NHREXt7ewwNDYmPj8fV1ZU9e/YQFxdH2bJlCQ0N5fz580yePJmoqKgsLrX4K3RnnFpYWHD+/Hng/e1Rd6yzbt06WrVqlWm3YSHEZ0wR4m+Qnp6u/n98fLyiKIry008/KTY2NsrYsWOVRo0aKZMmTVI2btyobNiwQalSpYpy/fr1TL8REhKi1KhRQ9mzZ88nLbv4MN16PXHihLJ3717l5MmTiqIoSkpKiuLl5aX0799fqVmzprJmzRqlVq1aSt++fZW0tLR3fisjI+OTlVt8mLYeMjIylNjYWKVv377K7t27FUV5U8fVq1dXNm7cmOnYt72vfoV+0G2zCQkJSmxsbKbvJ0yYoNSoUUPZvXu38uzZM/WzK1euZPrbEPpFt14vXbqkPH78WFEURdm+fbvSvn17pXLlymq7VZQ3z+EhQ4Yo7u7u6mcRERGKjY2Nsm/fvk9WbvFhuu1s3bp1yqRJkxRvb2/l119/fe8x7/vswIEDmf42hH7ZuXOnUqtWLeXq1atq33j8+PHKN998o4SEhChxcXGKoijKtWvXlIEDB0pd6jndtvd2P6hv377KoEGD/vS8DRs2KLVr11Z27tz5zxRSCKF3ZEmp+J/pLmXw9fXl6tWrTJ06lTp16uDp6cmuXbsYN24c9erVo2DBgsTGxrJp06ZMMywCAgLw9PTE2dmZ7777LqsuRehQdJYcurm5sXXrVqysrLh9+zYtWrRg8uTJjBw5kpSUFEJCQjhy5AhJSUmkpqa+d2mLzIbKerptNSEhARMTExISEihbtiwHDx5k0qRJ2Nvb07VrV1JSUti6dSvlypXjyy+/zPQ7MvNJP729Wc2ZM2e4du0aXbt25ZtvvqFWrVq4ubnh4OCAo6MjhQoVIi0tjeTkZL744gs0Go0sTdNDuvfiJUuWcObMGbp160a7du2oUKECBQsWRKPRqLm87t69i5OTEzExMYwaNUr9nTJlyuDt7U2jRo2y5DpEZtpnore3N/7+/jRo0ICNGzdy+vRpunbtSsuWLd9Zuq+8lX5j9uzZBAUFUbt27Sy7DvFhsbGxFC1alGLFiqlpVJYsWcKoUaNwd3dHo9Hw7bffYmNjw+rVqwFZHqzPtG1v06ZN3Lhxg8GDB5M/f340Gg2TJk1i0qRJHD58mCZNmqjnKG+t4pEZxkL8+0jATfzPdDdI2L59O6NHjyYpKQmA5s2b06RJE4yMjEhNTSUpKQl7e3tMTU0zLS2Mjo5mzpw5EmzTI9oOgq+vL1u2bFFz8a1btw5HR0eSkpKYPHkyJUuWpG/fvjRr1oyHDx9Ss2ZNGbjrKW19zJ8/n/T0dIYOHQq8Sep8+vRpJk+eTM+ePYE3OUn27t2LpaVlVhVX/EXa+nV3dycsLIwxY8bQqVMnli1bxm+//UZCQgKNGjXC2dmZ0NBQnj59SkpKCmPGjFF3S5Ngqv7R3ouXL1/Oxo0bcXd3p3LlyhgZGVGuXDmGDx+Ot7c3c+fOZc6cOeTPnx8zMzM2bNiAkZGRWq9Vq1bN4isR8G5A5fHjx3h4eFCnTh0uXLjA6tWrWbt2LRkZGbRu3Vp9nmo0mkwDd1dXVzw8PCTYpscyMjJ48eIFpqamGBgYqHkVR44cSffu3Vm2bBlWVlY0a9ZMDcxIv0n/6LbZjIwMrly5wpUrV2jdujU9evSgdu3a1KtXD2tray5cuECTJk3U+tS22Q0bNuDu7i7BNiH+hTSK8oEkEUL8Bfv372fevHksX75c3SAhOTmZZ8+eUaRIETIyMti8eTMREREkJSURGhqq5oGS3Zf0V1RUFO7u7jRs2JDWrVuzb98+ZsyYgZ2dHevWraNevXqMGTOGcuXKZTpPBu76RfcN6927dxk2bBgLFiygVq1aHD16lNGjR/PNN9+wfPlyFEUhISGBCRMm8Pr1awICAqQus5GjR4+ycOFCnJ2dqV69Or/++is9e/akePHiFC1alEGDBtGgQYN3zpN7sf5SFIWoqChGjRrFwIEDad26tfqddiAYHR3Ns2fPuH79OsWLF+fLL7/E0NBQ6lXP6A7cIyMjMTc3Z+XKlYwZM4by5csDcOnSJXx9fXn+/Dm9e/emZcuWmX5DZslkH/Hx8bRt2xZbW1s8PDzUz3/99VfCwsKwtrZm5MiR8ozNJvbu3UvlypXVjYXWrVvH+fPnOXToEHZ2dty5c4dTp04RFhZG2bJl1fNOnDjB4MGDWbZsmbRZIf6FpBcm/hYPHz6kVKlS2Nracu3aNY4fP054eDhRUVH079+ffv36kTt3bmrUqMHYsWMxMjKSgUA2YGlpybfffkudOnW4ePEizs7OjBo1ir59+5I7d24WLVrEixcvcHZ2pnDhwup50nnUDy9fviR37tyZli79/vvv1K9fnxo1aqAoCg0bNmTy5MksWLCAoUOHkpGRQXJyMi9evCA8PFxmPmUz+fPnp0ePHlSvXp2jR48yefJknJycKFu2LH379iUoKIjExESaN2+e6Ty5F+sv7SyJqKgocuTIkek7AwMDkpOTAahUqVKmmePp6elSr3pEd2mws7Mz4eHhACQlJVG3bl014FalShWGDBmCv78/Hh4e5MmTh3r16gGwdu1avLy8JNiWDSiKQq5cuZg7dy7Tpk1jyJAhjB49GkVR8PLyolChQowZMwaQl5T6TlEUnj17xvjx42ncuDHjx4+nfPny9O7dm06dOmFnZ4e/vz9xcXEkJiZy6NAhypYtq9Zr0aJFCQkJoXr16ll9KUKILCA9MfGXKe/Zwr5s2bIsXryYcePGcenSJapVq0a/fv3QaDTMmTOH9u3b06JFC7WDKAOB7MHU1JTGjRtjbGzMqVOnKF++PB07dgTA2NiYdu3aERMTQ8GCBbO4pOJtI0aMIH/+/MybNw+A1NRUYmJiCA0NpWbNmpmWrfTp04eKFSuyZ88eAIoXL46dnZ0ExrOhMmXKULhwYRISEggICGDgwIF06NABgNKlS3Pp0iUqVKjwTsBN6I/3PWPT0tJIS0vj0aNH6r+17fLatWucPXuWrl27kitXLvUcGcDrD906vX//Pj/++CN+fn7ExcWxZ88eAgMDyZEjB507dwbeBN369u3L0aNH1SWjt2/fxtvbm1mzZkmwLRvQ1ne9evVYtmwZjo6OjBgxAiMjI6ytrVmxYoV6rLRV/aPbZjUaDQUKFCAkJISRI0fi5eXFiBEjsLGxwdzcnBo1alChQgVevXrFkiVL2LBhA/369cPExAR48+wVQvx7yShK/CW6yyHi4uLIkSMHGo2Ghg0b4uzszO7du/nhhx+oV68eRYoU4cmTJ9ja2pKenp7pd6RzkX1oB3V37twhPj4ejUZDcnIyJ06coF27duryJsnZpl+mTp2qBkJfv35Njhw5GDlyJJaWlnh4eBAWFkbXrl1RFAVFUahVq5aaf09LAuPZj5mZGWZmZsTExPD06VPy5csHvFnaZGNjww8//MC3336bxaUUH6J7H33+/DmWlpZkZGRQtGhRevXqhbOzM8WLF6dx48YApKSk4OHhQYECBbCwsMjCkos/or2v+vv7c/nyZerWrUu1atUA1IT6vr6+AGrQrXr16uqMmIyMDAoXLkxISIi6nE1kDyYmJtSqVYuIiAiuXbuGRqOhfPnyGBgYyAstPaZts4mJiZibm6MoCra2tqxYsYLhw4ezfPnyTClVzMzMMDc3Z/bs2XTo0IG9e/fStm3brLwEIYSekLu8+Gi6yyFWrlzJyZMnefr0KTY2NvTp04f27dvTunVrjI2NSU9PJykpiVmzZmFqaipvd7Ixbaeje/fu9O7dm549e5KSkoKJiUmmTS4k2KYfTp8+ja2tLcWLFwcgMDCQHTt24OPjg5WVFX379lXbZo4cOdQOoTbwphtwk8B49pWSkkLOnDk5e/YsKSkpHD58mFevXtGsWTM0Go0sYdJT2vvo8uXLOXjwICYmJjRp0oRevXoxePBgnj59yvDhw+nSpQsA9+7dIy4ujlWrVr2zo6XIem/vDB0dHc2hQ4eoVauWekzZsmXp1asX8CYg9/r1a+zs7DL9joGBAWZmZhJs0xN/tZ1p/w4qVKigfiYvtPSft7c3N27cYMqUKRQoUABFUahatSre3t707dsXjUajznTT/j2YmZlhYmJCampqFpdeCKEvZIQsPpr2YbJs2TICAwNp374933//PQYGBgwYMIDDhw9jbGxMYmIi27dvZ8iQITx79gx/f38MDAzIyMjI4isQ/4vq1asTGhpK06ZN6dKlC1u2bFGXHAr9EBYWRr9+/di7d6+a16levXr8/vvv2NvbExMTQ86cORk+fDiDBw9mypQp7NixQ80RJUHTz0ehQoUYOnQod+7cYePGjWRkZLB27Vo1KCPBNv2iu3/V5s2bCQoKonv37hQpUoTDhw8zb9480tLSmDdvHgsXLuTZs2e8fPmSSpUqsWXLFnUTIgm26RftPfX169fkzJmTfv36MXDgQI4fP8769evV48qWLYudnR2VKlXi3LlzyH5m+ku7YyzwTj19qN4MDAw++liRdd4ep5QtW5YdO3bg5eXF06dP1R2Dq1SpwoQJEzh48CDu7u48ePBAPef48ePcuHFDncEqhBCyS6n4U7pv8qKjoxk+fDhDhgyhVatWADx79gwfHx91kFCiRAn279/PrVu3GDdunOSB+oxJveofR0dHNm3axJw5c/juu+8wNzfn1q1bDBgwgHLlyuHm5kbevHlJTEzE29sbb29vVq9e/d6dK4V+0c6S0D62PxRc0b1nx8TEYGhoqG6eIW1Wv506dYqTJ09SqVIl9Rm7YcMGtm7dStGiRZkxYwZ58+ZVl4lryYxF/bVx40a8vb0JCwvDysqK6OhogoODCQoKYsqUKfTo0UM99tGjRxQuXFht5xJA1S+6dRIcHMwvv/xC+fLlqVu3Lra2tu8c877zDh48SJMmTeQFl57RvYfeu3cPExMTChcuzIULF+jRowedO3dm9OjRWFtbA2/a9YkTJ0hJSWHFihVqfT569AhFUWQ2qhBCJXd78Yd03+Q9f/4cExMTbt68maljnz9/fvr168cXX3zBmTNnsLCwoGXLlkyaNAkjIyOZNv8Zk3rVHykpKQDMmDGDLl26MH/+fA4cOEBCQgJly5bF39+fmzdvMnHiRGJjYzE3N2fIkCHMnj2bOnXqZHHpxcfQnS2jXRb6PtpZbPBmp+E8efKon0mb1R/29vZcunRJ/feZM2dwcnJi8+bN5MyZU/28W7dutG/fnt9//x1HR0diYmIyBdtkxqJ+q1WrFsbGxgwdOpSYmBisra3p1asXffv2xcXFhY0bN6rHFi1aVF0RIME2/aO747eHhwfp6els3LiRZcuWqZsO6d5/IXOwLTQ0lJEjRxIZGfnpCy/ea/369Vy5ckW9h7q4uDB8+HA6dOhAr169iI2NZfPmzYSHh+Pl5cUvv/xCQkICR44coWXLlqxatQoDAwP1eVy0aFEJtgkhMpGAm/hD2gGem5sbzs7OZGRkUKdOHU6dOkVcXJx6XNGiRTE0NOTu3bvAmxwGWjIQEOKfpSiKuhvWxo0bsbGxISEhAWdnZ/bv309SUhLlypUjICCAW7duMWnSJJ4/f46FhQU9e/aUpcF6TneZy759+2jevDmxsbEYGhr+adBNew9/8eKFDOD1yPXr18mfPz82NjbqZ5UrV6Z58+YYGhqyZcsWXr9+Dbx5hnbv3p0OHTpw6dIlgoODM/2W1Kv+eHtJmqIolClTBh8fH5KTkxk8eLC6s7c26DZr1iwOHDiQ6TyZ/aRf3q7Xx48f4+HhwZIlS1iyZAkWFhasXbuWXbt2AahLD3WDbSEhIbi4uODh4aHuPCuy1oMHD/D29mbDhg3cv3+f/fv3s3XrViZOnIiDgwPVqlVj+PDh3Lhxg4iICI4fP87YsWNp27YtDx8+VHf7lpceQog/Ik908V66b+dOnTrFkSNH6Nu3L1ZWVtSsWZPIyEi2b9/Oq1evAEhKSiItLY1ChQplVZGF+NfSdug9PDxwdXXFzMyMWbNm8dVXXzF79mz27t1LUlKSOtPt1KlTrFq1KtNvyMwn/aSbdH3v3r1cvnyZZ8+eMWzYMHW56PuCbroDvfXr1+Pp6aner0XWs7GxYfLkyRgbGxMaGsqxY8fImTMnQ4cOpVu3bjx48IClS5equRgNDAzo2rUrkydPZsSIEVlcevEh2raqG3hRFIUSJUrg5eVFSkoKQ4YMUYNu3bp1Y+7cuequs0L/6N6DIyMjuXLlCs+fP8fKygoAW1tbhgwZQv78+Vm/fr06083AwOCdYNuCBQsybTYlslbx4sVZtWoVly9fZu3atZw4cYLBgwfTrFkzOnbsyMiRI5k6dSrTp08nISGBdevWMWPGDMaMGSO5M4UQH01yuIk/FBERwaVLl1AUhZkzZ6qfOzo6cvr0afLkycMXX3zB1atXiY+PJyIiQgbuQmSB2NhY+vTpg52dHT179lQ/nzVrFtu2bWPu3Ll8++23WFhY8PDhQwoXLixvZLORRYsWcfDgQdq3b8+dO3c4d+4c5ubmBAUFYWVllSn/zNtLmBwdHXFxcaFly5ZZeQni/+kO4J88ecL06dN58uQJM2fOpG7duiQlJeHj48OPP/5IjRo1GD9+PKamppl+Q3K26a8nT57QrFkz6tSpw+rVq4H/tMmrV6/St29fqlWrhrOzM/nz51fPk/yK+kf3Xurs7Ex4eDjw5iXz1KlTM+0me+nSJfz9/bl27RozZ86kXr16AKxduxYvLy/mzZtHixYtPv1FiD91+fJlZs2axYMHD+jfv3+mlxovXrzAwcGBIkWKZBoHgdyHhRAfR2a4iUzejr8eOHCAdevWcfXqVTVHFLzJEzV06FAqVKjAkydPsLW1VYNtH1riJIT4ZyiKgqIoJCYmkjt3buA/Od3mzZuHjY0Ny5YtY+fOnSQnJ1OsWLE/XI4o9Mvly5fZuXMnc+bMYeTIkbi6ujJv3jx110PdmW5vL2FavHgxbm5uEmzTE7rBNu2s8JEjR2JjY4OTkxOnTp3CzMyMIUOG8PXXX/PLL78wb968TM9fkFQN+uTt5YaFChUiMDCQmzdvMnjwYOA/s5ALFy5MqVKlOHHiBK6urpnOk2CbftG9l96/f58ff/wRPz8/XF1dadu2LYGBgWoADqBKlSr07duXFi1aqEtGb9++jbe3N7NmzZJgmx6rXLkyTk5OWFhYcODAAa5cuaJ+lydPHqysrLh///4758l9WAjxMSTgJlS6nYvt27cTERGBl5cXvXr14vbt22zevJnExET1+LZt2zJjxgw8PT2ZOnWqmgdKHkBCfFoajQYrKyvKlSvH2rVrycjIwMTEhLS0NNLT0ylWrBgpKSns3Lkz00wZaavZQ0JCAi9fvqRgwYLqZ3Xr1mXw4ME8ePAg0/JS7eA/JCQEV1dXnJycZAmTntANtvn5+eHl5UVcXBw1atTAzs6OMmXKsHDhQk6dOqVuamJra4uBgQHGxsZZXHrxPrp1evLkSfbv38/Ro0epVasWbm5u3LhxQw26wZv8tuXLlyciIoIFCxZkVbHFR9D2h/39/Vm2bBl169alWrVqNGrUiMGDB9OwYUN8fX0zBd2qV6/O2LFj1Xtx4cKFCQkJoU2bNll1GeIj2djYsGLFCtLT01mzZg1Xr14F4NWrV9y6dUtS5ggh/mvyOk0AmTuNN27cwN/fn4yMDHLnzs2sWbNITEwkMDCQHDly0LJlS3LkyKGeoztolze0Qnx62rY4ePBgnJycGDduHB4eHhgZGZGRkUFaWhoBAQGUK1cOyBxcF/pFt2609Vq6dGlKlCjBsWPHKFWqFIaGhhgZGVGvXj3KlCnD06dPGTZsGKtXryZ37txs2LBBDbbJrAr9oX3GLl68mG3btvHDDz+oOdpq1qwJwJo1a3B2dmbq1KnUrVuXiRMnYmJioiZhl2T6+kN3UxI3Nze2bt2KlZUVt2/fpm3btgwePBg3Nzfs7e3p0KEDTZs25cyZM6SlpfHFF1+oOxvKiw/9otvOEhISiI6O5tChQ9SqVUs9pmzZsvTq1Qt4E5B7/fp1puWl8Ka9m5mZyY6V2UiFChVYuHAhkydPZsiQIVSpUgUTExOSk5OZNWsWIP0nIcRfJz03AfxnILBo0SI8PT0xNTXlyZMnODk5sW/fPpydnbG1tcXHx4d9+/aRlJQkHX8h9IS2LVavXp0BAwZw584dvv32WyZOnEjnzp25fv06ZcqUUQft0lnUT2/XjXbn2Dx58lC1alX27t3L/v371e9TU1MpVqwYY8aMIT09nR07dgDw/PlzFi5cKME2PRQREUFERAR+fn7Y2dlRsGBBkpKSePXqFTVr1mTEiBGULl2aSZMmcenSJUxNTd/ZcVboB21b9fX1ZcuWLXh5eREREYG9vT3h4eEsW7YMa2trgoKCKFiwIOfOncPS0pK1a9diYGBARkaGBNv0kLadvX79Wl22P3DgQI4fP8769evV48qWLYudnR2VKlXi3Llz76RkEdlTpUqVcHd3x9zcnEePHtG0aVM2bdokGyQIIf5rsmmCUG3evJmFCxcSGBioLkFzcHAgLi6OH374gWbNmuHg4MChQ4dwc3Pjm2++yeoiCyH+n/ata2pqKr///jshISEkJCRgamrKlClT1PyKMsDTT7qzKgIDAzl//jwPHjygefPmdOrUidy5czN+/HiePn3KF198QY0aNdi6dSvGxsZ4e3vTuXNnvvrqK/UtvNBPPj4+XL9+HTc3N27dusWJEyfYsGEDOXPmpHnz5gwfPpzTp0/z008/MWrUKGmvei4qKgp3d3caNmxI69at2bdvHzNmzMDOzo61a9dSr149ZsyYQcGCBUlNTVWXBssGCfpt48aNeHt7ExYWhpWVFdHR0QQHBxMUFMSUKVPo0aOHeuyjR48oXLgwBgYGMvvpM3LhwgU2bdrE3LlzZYaxEOJ/IgE3oXJ3d+fnn39m3bp1wJu3fFFRUYwePZpnz54xbdo0mjVrxooVKxgyZIjklBHiE3m7o/ffBM5kgJc9uLm5sXHjRjp37qzOWrO1tWXMmDGUKlWKwMBATp48yatXryhcuDDu7u6YmpoyZMgQ6tSpw6BBgwBk0KenAgICWLRoEYMHD+bgwYOUL1+eKlWq8PjxY06ePMn69evJly+ferwEyfVbcnIyx44do06dOty7d4+xY8fSv39/+vbtq9b1V199hYuLi5oDSoIy+u/27duMGDECCwsLfHx8sLKyIioqivXr17Nu3TqmTJlCt27dMp0jAZnPj7atSt0KIf4XMvoS6gNFm6cgNTUVU1NTUlNTKViwIBMmTGD48OEEBARgZGSkbpctAwEhPg1tR2/btm20a9dOTcj8oQ6g9j2KtqMIkl9RH61fv54aNWpQoUIFAK5du8bu3bvx8PCgTp06ALRp0wYnJyeWL1+Om5sbw4YN44cffuDVq1dYWFgAb16WXLp0iRkzZshAXs8NGDCAFy9ecPHiRXr37k2DBg0oVaoUN27c4Ndff+Xly5eZAm7yjNVvpqamNG7cGGNjY06dOkX58uXp2LEjAMbGxrRr146YmBisra3Vc6SN6pe3n6WKolCmTBl8fHwYOXIkgwcPxs/Pj4IFC9KrVy8MDAyYNWsWVlZWNGvWTD1PAjKfH1nOL4T4O8gdRKidv2bNmnH16lV8fX0B1BlsqampNGzYECMjI9asWUNKSgogAwEhPqXY2FicnJxYtGgR8Oede227Tk1Nlc6iHnrw4AHe3t6sX7+emzdvAm/q9PXr1+TIkQN481LD1taWadOmceTIEY4fP67WpYWFBTdv3mTUqFFs376d1atXU7JkySy7HvHntIHwcePGsWLFCuzs7ChVqhQpKSksWrSIvHnzSh1mQ9qXGXfu3CE+Ph6NRkNycjInTpygcePG+Pn5qTnbhP7R3lN37doF/CfIUqJECby8vEhJSWHIkCHExMRQsGBBunXrxty5c2ncuHEWllp8KhIgF0L8r2QUJlQ2NjY4OjqyatUqFi9ezKVLl3jw4AHr1q2jUqVKzJo1i1OnThEZGZnVRRXis/f24CxnzpyMHDmSGzducP78+Q+ep7tcKTg4mJEjR6pBcqE/ihcvzsqVK7l8+TKBgYHcunWLPHnykJSUxL1794A3fwMZGRnY2tryxRdfcPfu3Uy/Ua5cOTp16sSaNWuoVKlSFlyF+Cu0A3l4MzPq9evXrFu3juHDh/Ps2TNWrVolgZlsSHu/7d69OxcuXKBnz560a9eOR48e8d1336nHyYsP/fXkyRPs7e0zLclXFIWSJUvi4uLC/fv3sbe359mzZxQuXJju3btjZGSkbmwjhBBCfIg8/UUmnTp1ws3NjYiICEaOHImdnR3R0dEMGDCAHDlyULJkSaysrLK6mEJ89rSDs82bN3P//n1MTExo3rw5L168UHejfJtusC0kJAR3d3c6d+6MiYnJJyu3+HiVKlVi/vz5XL58GX9/fzIyMhg6dCgzZszg559/xtjYGAMDAxITE0lJSSFPnjzqudrATdOmTSlevHhWXYLQ8TEpcd/ehTYjI4NixYpl2gVPAjPZU/Xq1QkNDaVp06Z06dKFLVu2SFBGT70d1C5UqBCBgYHcvHmTwYMHA/9pq4ULF6ZUqVKcOHECV1fXTOdJqgYhhBB/RjZNEO8VFRXF48ePSUtLo0aNGhgYGODm5saBAwcICgqiQIECWV1EIT57p06dYsCAARQrVozhw4fzzTff8Pz5c7p06cLSpUszzZ54O9jm4uKCk5MTLVq0yKrii4905coVpk+fTpUqVWjRogVHjx5l7dq1DB48GHNzc86ePUt0dLQ6gBf6RzcP1F/Jb6p7rORF/fzIZjX6R7etnjx5koSEBExMTGjUqBGRkZFMnDiR8uXL4+fnB7zZGGPu3Ln07duX8uXLSxsVQgjxl0jATfypGzdu4Ovry9GjRwkMDKRixYpZXSQhPkvv2wihX79+XL58mdatW/P8+XO+/vpr4uPjOX78OI6Oju/kfAoNDWXx4sUSbMtmrly5wsyZM6lcuTIdOnTg7t27bNiwgRw5clCoUCGcnJwwNjaWoIwe0m23fn5+REdHM27cOMzNzT/6vJSUFJmJKsQ/TPfFlJubG1u3bsXKyorbt2/Ttm1bBg8ezPPnz7G3tyd37tw0bdqUM2fOkJaWxvr16zEwMJB7sBBCiL9EAm7iD6WlpfHbb7+xfft2OnXqRPny5bO6SEJ89q5du4aVlRXW1tZcvHgRf39/qlWrRqFChVi4cCFmZmYkJSUxePBg7Ozs1EF7REQEDg4OeHh4ZJr9JrKHy5cvq0G3MWPGUKBAgUwDRJkto98WL17Mjh07GDhwIC1btqRQoUIfPFa3XsPCwoA3KR1kIC/EP8/X15c1a9awYsUKbG1tWbduHY6OjrRs2ZIJEyZgYGDA/PnzSU5OxsLCAnd3d4yNjf9wd3AhhBDifeSpIf6QkZERlSpVYsKECRJsE+IfpigKkZGRdOvWjWXLlnHs2DGqVq1KgQIFiI+Pp2XLloSFhVGzZk2ePn3K6dOnM82QSUlJYdWqVRJsy6YqV66Mo6Mjly9fZv78+dy7d08NyiiKIsE2PbZjxw4iIiJYuXIl/fv3p1ChQqSkpBAfH09qamqmY3WDbaGhocycOZO8efNKsE2ITyAqKopbt24xbdo0bG1t2bdvHx4eHvzwww+cOHECFxcXjI2N8fb2xtfXFy8vL8mvKIQQ4r8mM9yEECIL6Q6+tbZv387p06c5dOgQgwcPpmTJksyePZv58+fTpEkTEhMTuXr1KtWrV880SE9NTcXY2PhTX4L4m124cIENGzawYMECGeBlE6tWreLq1assW7aM69evc+rUKUJDQ8nIyKB79+7Y2dlhamr63lyLzs7ONG/ePIuvQIh/h+TkZI4dO0adOnW4d+8eY8eOpX///vTt25eAgAAWLVrEV199hYuLizpL9X3PaSGEEOJjSMBNCCGyiO7ylGfPnpGUlKTuOPnq1SuOHDnCvHnzaNGiBZcuXUJRFJYtW5Ypb5vkk/k8aQd4soRJ/7xv8L1x40ZmzZrFgAEDOHz4MDY2Nnz55Zc8evSIXbt2sWXLFqytrdXjJdeiEFlH+3LKx8eHs2fP4urqSq5cuVi3bh0XLlwgJiYGHx8fufcKIYT4n8n6FCGEyAKKoqideQ8PDw4cOEBMTAxWVlYMGjSIRo0a8f3331OtWjX8/PwwMjLi4sWLREZGZgq4SbDt86TRaDL9jQj9oLu5QXR0NLly5cLY2Jhu3boRExPDjz/+SN++fWnQoAElS5bk/v37nD9/nsTERPU3AgICWLlyJQsXLpTl30JkAe3y/Dt37hAfH49GoyE5OZkTJ07Qrl07WrduDbx/IyMhhBDir5AZbkII8YnpzpBZtWoVAQEBTJ8+nfz58xMeHs5vv/1G27Zt6datG5aWliQkJHDr1i127drFpEmTJJeXEJ9YUFAQdnZ2aoDby8uL3bt3Y25uTvXq1ZkwYQJmZmYkJiZibm6OoiikpqYyYsQIMjIy8PPzUwfuw4cPp1WrVrRv3z4rL0mIf71ffvmF3r17U7p0aTWYvmXLFnnGCiGE+NtIwE0IIT6RBw8eqEtG09PTSUhIYMiQIbRr1w47Ozv1uMWLF3PgwAGcnJyoVavWO78ju1UK8ekcP36c6dOnU69ePRYtWsTevXuZPXs29vb2XL58mUuXLmFmZsaKFSswNzfn1atX7N69m+3btxMfH8/GjRvVpOvSboXQL5cvX2bfvn1YWFgwYMAAjIyMpK0KIYT420jATQghPoGpU6cSGxvL6NGjqVy5MgDx8fH06tWLXr160bNnz0zL1bp3706RIkVwd3fPymIL8a+XmJjI1q1bCQsLo1y5cpQvX55ChQrRtm1bMjIyOHjwIN7e3lhYWLBixQqMjY0JDQ3l1q1bTJ8+XQbwQmQj0laFEEL8nSQxgRBC/MN69OjB8ePHefr0KUFBQVy8eBGAXLlyYWVlxa5duwAwMTEhJSUFgIoVK0p+NiGyWFpaGubm5rRr147u3btz69YtfHx8MDU1BcDAwIDGjRszfPhwEhISGD16NKmpqfTu3ZvZs2djZGREenq6DOCFyCakrQohhPg7ScBNCCH+QZ6eniQlJXHixAnGjRvHw4cPCQkJ4ddffwXAwcGBmzdvMnHiROA/myBcu3YNS0vLrCq2EP96r169Ugff165do3v37nTt2hULCws2btxIRkYGAMbGxjRu3Jhhw4Zx584dlixZkul3JHAuhBBCCPHvJK9xhBDiH5SQkKBukHDt2jVSUlK4ceMGwcHBGBsbU6lSJebPn8+sWbNo06YNRYoU4eXLl8THx+Pg4JDFpRfi32nfvn1ERESwZMkSlixZwubNmzly5Ajt27dHo9EQHByMg4MDzs7OGBgYYGRkROPGjbG0tOTLL7/M6uILIYQQQgg9IDnchBDiH6DdiTQyMpJZs2ZhaGjIkydPOHjwICdPnsTX15cyZcowePBgbGxsiIqKIiAgAABzc3NGjBghuZ+EyCLXrl2jQ4cOlC1blqioKNatW0eFChUASEpKIiIigo0bN/LFF1/g7OysBtW10tPTZWabEEIIIcS/nATchBDiHzZo0CB+/PFHvv76a/z8/ADYvn07AQEBlC1bln79+lGlSpV3zpNBuxCfnjbI7eDgQEREBPXr18fNzY28efOqx2iDbps2baJAgQKsXLnynaCbEEIIIYT4d5McbkII8Q+Ki4vD2NiY0aNH8/jxYyZMmABA27ZtGTBgAHfu3CE4OJhz5869c64E24T4dLTvH7XtrkaNGixZsoTz588ze/ZsHj16pB5nZmZGhw4daNeuHblz50beXQohhBBCiLfJDDchhPiHpaenY2BgQHh4OKtXr6ZSpUq4ubkBsGPHDpYsWULnzp0ZOXJkFpdUiH+njIwMDAzevIN8/vw5+fLlU7+7ePEiffr0oWHDhkydOpXChQsDcOTIERo3bqwuH9f9DSGEEEIIISTgJoQQn0hiYiK7d+/Gz88vU9Dtxx9/pG7dujKjTYgstmLFCo4fP056ejpdu3alUaNGWFtbc+nSJfr06UP9+vXp2LEjmzZt4s6dO+zZsweNRqMG3YQQQgghhNCSgJsQQnxCiYmJ7NmzB39/fwoWLMjq1avV7yRnmxCflm6gLDQ0lCVLljBmzBiOHz9OdHQ0NWrUYNCgQRQuXJgrV64wfvx4cubMiampKUFBQRgbG0uwTQghhBBCvJcE3IQQ4hNLTExky5YtnDt3DhcXF1mGJkQWu3DhAtu2baNu3bo0a9YMAB8fHw4cOEDVqlUZPHgwhQsX5vnz58THx1OiRAkMDAxkF2EhhBBCCPFBEnATQogskJycjImJieR+EiKLHT9+HEdHRxITE1m4cCFff/21+p2Pjw8HDx6katWqDBw4kCJFiqjfSbsVQgghhBB/RHqKQgiRBUxNTdXcTzJoFyLrfPPNNzRt2pSUlBT27dtHfHy8+t3QoUNp3rw5R44cYe/evZnOk3YrhBBCCCH+iMxwE0IIIcS/wh/NSlu4cCGnT5+mZcuW9O7dGwsLC/W7bdu20aZNG8mxKIQQQgghPpoE3IQQQgjx2dMNtkVERHD9+nVMTU2pUKECLVu2BMDR0ZFz587x3XffvRN0A9nYRAghhBBCfDwJuAkhhBDiX2PRokVs3boVW1tbEhIS+Pnnn+nfvz8ODg7Am6Dbr7/+Sp06dRgxYgTm5uZZXGIhhBBCCJEdydZaQgghhPhXOHXqFNu2bcPLy4saNWqQnJzMwYMHcXBwIEeOHIwbN44ZM2YwdepUYmJiMDMzy+oiCyGEEEKIbEoCbkIIIYT4V4iJicHS0pIqVaoAbzYvad26Na9evcLV1ZVmzZpRpUoVFtNyhC0AAAPsSURBVC5cSEZGhrqxiUajyeKSCyGEEEKI7Ea22BJCCCHEZycjI+Odz/LmzcvDhw+5du0aANqsGra2thgbG5OYmKgea2BgoAbdhBBCCCGE+Ksk4CaEEEKIz4ruBgnHjh1j165d3Lx5k4oVK1K7dm2CgoK4evWqGkyzsrLC0tKS1NTUTL/zoR1NhRBCCCGE+DOyaYIQQgghPktubm6sW7cOa2trHj16xLx580hOTmb37t0YGxvTtm1brK2tWb16NXFxcWzcuFF2IRVCCCGEEH8LCbgJIYQQ4rOgzbemKAqPHj3C3t6eyZMnU7p0aTZt2oS7uzvTpk3DzMyMs2fPsm3bNsqVK4elpSU+Pj4YGxuTnp4uQTchhBBCCPE/k4CbEEIIIbI93WWkcXFxxMXFER4ezrhx49QAWmBgIIsXL8be3p5u3bqpOdvy5cuHRqMhLS0NIyPZT0oIIYQQQvzvpFcphBBCiGxPG2xzd3fnxx9/5O7duxQpUoSOHTtSpkwZAPr37w+Ai4sLz58/Z8SIEZiZmQFvAnYSbBNCCCGEEH8XyQYshBBCiGxLdzfSnTt3Eh4eTvv27enUqRP3798nLCyMR48eqcf079+f0aNH8/PPP5MjRw71c9kgQQghhBBC/J1kSakQQgghsr0zZ86we/duqlWrRocOHQAIDg7Gx8eHtm3b0rNnT4oWLaoer5vvTbtbqRBCCCGEEH8XWTshhBBCiGzt6dOnTJ8+nWfPnlGqVCn1czs7OwB8fHwwNDSkS5cuFC9eHECCbUIIIYQQ4h8l6yeEEEIIka0VKFAAT09PrK2tOXr0KNevX1e/s7OzY9iwYfj6+nLixIlM50mwTQghhBBC/FNkSakQQgghPgvXrl1j6tSpVKlShb59+1K+fHn1u3379vHtt9+qO5YKIYQQQgjxT5KAmxBCCCE+G1euXGHGjBlUrlyZfv36Ua5cuUzfp6enS9BNCCGEEEL84yTgJoQQQojPypUrV5g1axZFihRh8uTJat42IYQQQgghPhXJ4SaEEEKIz0qlSpWYNWsWOXPmzLQzqRBCCCGEEJ+KzHATQgghxGdJuwtpRkYGBgbyjlEIIYQQQnw6EnATQgghxGdLG3QTQgghhBDiU5LXvUIIIYT4bEmwTQghhBBCZAUJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3+j/pDR+pBrm0oQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Grande Europe:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_grande_eur \n",
|
|
"0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n",
|
|
"1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Long-Short European Equities\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.3490 1.3508 188\n",
|
|
" 3 0.3819 1.0101 118\n",
|
|
" 4 0.3969 0.9225 54\n",
|
|
" 5 0.3524 1.0438 54\n",
|
|
" 6 0.3727 1.0432 46\n",
|
|
"→ K retenu : 4 (silhouette=0.3969)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_long-short \n",
|
|
"0 111 18.3\n",
|
|
"1 335 55.2\n",
|
|
"2 107 17.6\n",
|
|
"3 54 8.9\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
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|
"\n",
|
|
"Médianes — Carmignac Portfolio Long-Short European Equities:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_long-short \n",
|
|
"0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n",
|
|
"1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n",
|
|
"2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n",
|
|
"3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Portfolio Climate Transition\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.6659 0.6413 156\n",
|
|
" 3 0.5623 0.7455 57\n",
|
|
" 4 0.3956 1.0145 37\n",
|
|
" 5 0.2261 1.2444 37\n",
|
|
" 6 0.2237 1.2368 18\n",
|
|
"→ K retenu : 2 (silhouette=0.6659)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_portfolio_climate_tr \n",
|
|
"0 156 12.2\n",
|
|
"1 1124 87.8\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Médianes — Carmignac Portfolio Climate Transition:\n",
|
|
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
|
|
"cluster_carmignac_portfolio_climate_tr \n",
|
|
"0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n",
|
|
"1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n",
|
|
"\n",
|
|
"============================================================\n",
|
|
"FUND : Carmignac Absolute Return Europe\n",
|
|
"============================================================\n",
|
|
" k silhouette davies_bouldin min_cluster_size\n",
|
|
" 2 0.4593 0.9283 146\n",
|
|
" 3 0.5112 0.7321 122\n",
|
|
" 4 0.4436 0.9496 72\n",
|
|
" 5 0.4150 1.0153 42\n",
|
|
" 6 0.3870 1.0866 28\n",
|
|
"→ K retenu : 3 (silhouette=0.5112)\n",
|
|
" n_comptes pct\n",
|
|
"cluster_carmignac_absolute_return_euro \n",
|
|
"0 180 19.7\n",
|
|
"1 122 13.3\n",
|
|
"2 612 67.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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8dn/rEydOCBYWFhLnnvH8/uOPP7KUb926tWBhYSHcvXtXvO7KlSuChYWFYG1tLbx790683sfHJ8s1+P7eefTokWBhYSEsXrxY4jgzZ87Mcl9k7Ovs7CxRdty4cYKdnd0Pz3Xo0KFCmzZtxI9jYmKEevXqCb169RKSkpIkymZ+3uYkMDBQsLCwEK5evSrep0WLFsKiRYskyr19+1b89/n48aN4/YMHDwQLCwthyZIlgiAIwpcvXwQLCwth69atOR4zMjJSqF27tjB06FAhLS1NvH737t2ChYWFcPDgQfG6GTNmSNwz2d0TmeM7dOiQeN38+fOzfY27deuWYGFhIRw7dkxi/eXLl7Nd/72MaxgSEiJERkYKoaGhwsGDBwVra2uhUaNGQkJCgiAI3/6Wv/32mzB06FCJa5GYmCjY29sLQ4YMEa/bunVrtq8B2Z1XhpyeW7k95zPfI5GRkUKdOnWEpUuX5nq+GcfKaTlx4oTEcTK/jmZwdHQUHB0dxY8zrmObNm0knufJyclC48aNhc6dO0s8ny9cuCBYWFgIa9euFa+bMWOGYGFhISxcuFC8Lj09XRg5cqRQu3Zt8Wtcfq/31KlTs9ybgvDftcn42y5btizHOjLKSrN8/9wWhG/vJxnba9SoIUyYMEH4/PlztseqXbu2MHfu3FzPiYiIigeZum2eO3cOLi4u4ib1GczNzbM0ryciKuwyurbI2nIpL3R0dAB8m5wgJSUlT/t+/vwZ169fR4cOHRAXF4eoqChERUUhOjoazZo1w6tXr7J0xendu7dU45SVLl0aHz9+xMOHD6WOJyAgAKmpqeKuTBkcHR1z3Kd3794SrZlsbW2RlpaGd+/eiddlntE04zxtbW2RmJiIkJAQqeOTloaGBnr06CGx7vTp0zAzM0O1atXEf+eoqCjxANcZ3dwyWm2cO3cO6enpco8tr/L6XM78t85oCVO3bl0AwOPHj7OUz2mcourVq6NevXrixxl1NGrUCEZGRlnWv337NseYrly5AgB5el59H5etrS0+f/4s/nsAkucaGxuLqKgo2NnZ4e3bt+IuW1evXkV8fDxGjhyJEiVKSNQpzZhHGS3GMib6EIlE6NixI/z8/CS6HWdo27YtDA0NxY+tra1Rt25dXLp0SRyzuro6bt68mWOXuGvXriElJQWDBg2SaM3Xq1cvaGtri+sqKKdPn4aOjg6aNm0qca/Url0bWlpaWbqE5qR9+/Zo3Lgx7O3tMWvWLJiYmGDLli3i8QeDgoLw6tUrdOnSBdHR0eLjJCQkoHHjxrh161aB3IO5Peczfw7W09ND1apVc31uZ9amTRvs2LEjy5KfSWIcHBwknuePHj1CZGQk+vXrJ/F8btWqFapVq5btOJ6ZW2GKRCIMGDAAKSkpCAgIAJD/6/3582fo6urmuD0iIgJA7hMnlCtXLtu/XXZLjRo1suw/ePBg7NixA8uWLUOLFi2Qnp6e4/uxrq5ulm7sRERUPMnUbTMqKgr6+vpZ1icmJnJATSIqcrS1tQEA8fHxBX4sOzs7tGvXDm5ubti5cyfs7OzQtm1bdOnS5Ydddd68eQNBELB27VqsXbs22zKRkZESX8YzunX9yIgRI3Dt2jX06tULpqamaNq0KTp37oxffvklx33ev38PADAxMZFYX6ZMmRy/HGVOpAD/JZ8yj8307NkzrFmzBtevX5dIfgDIdlya/DI0NMzyt3/9+jVevHghHn/ue5GRkQCAjh074sCBA5gzZw5WrlyJxo0b49dff0X79u1z7Zb4+fPnPCdPM+jq6ub4XMn8XJZmlsHPnz/Dzc0Nfn5+4nPKkN3fOqfnU8WKFSUeZySJK1SokG18uY3F9f79e6ioqGQ5Vm4zVub0vPry5Yv4mHfu3MH69etx//79LOOhxcbGQkdHR/wDoDTd7r6XlpaGkydPomHDhhLjkVlbW2P79u0ICAhAs2bNfnhOVapUwalTpwB8S+xOnToVy5YtQ9OmTVG3bl20atUKDg4OKFeuHID/7sNq1apJ1KOhoYHKlStLJKYLwuvXrxEbG/vDe+VH1q9fD21tbURFRcHLywuhoaESiaBXr14BQK6zusfGxuaamJGFtM954Nu9Ke04bxUqVPjhuF959X2sGc+N7BJR1apVkxgrDvg2SH7lypUl1mXsm/E8ksf1Fr4bQy2zESNG4NKlS3BxcYGOjg7at2+fpUyJEiXy9bczMzODmZkZgG8Jx6FDh2L06NE4cOBAlu8xgiDwuw0REQGQMXlWp04dXLx4UWKwUgA4cOAAbGxs5BEXEdFPo62tjfLly+PZs2cy15HTh+vvW5uIRCKsW7cO9+/fx4ULF3DlyhXMmjULO3bswL59+3JtMZTRqmLo0KFo3rx5tmW+T2R933omJ2ZmZjh9+jQuXryIK1euwN/fH3v27MG4ceMwceJEqeqQRk4JpYwvUzExMXB0dIS2tjYmTpwIExMTlChRAo8fP8aKFSukalmS07XIad/MX9Azl7WwsBCPp/a9jKSQpqYmvL29cePGDfHfzs/PD/v27cP27dtzbPU3YcIE3Lx584fnkh1PT88cW6dkJFD+/fffLK3DszN58mTcu3cPw4YNQ82aNaGlpYX09HQMHz482y+4OT2fcjrPnNbn9uVZFj96Xr158wZOTk6oVq0aZs6ciYoVK0JdXR2XLl3Czp075dJi6fr16wgPD8fJkydx8uTJLNuPHz+eJXkmDScnJ9jb2+Pvv//GP//8g7Vr12Lz5s3YtWtXvsdhyuu9klNZfX19rFixItvtGTNo/oitra24bOvWrdGlSxdMnToVhw8fhoqKivhaTp8+HTVr1sy2jh/NhCnt63RmeX3O/wxpaWnZHj+71zJ5y+/1LlOmTK7Jcy0tLWzZsgWOjo6YOnUqtLW1s9w3aWlpUo9fl9uPDRnatWsHFxcXvHz5MksSOiYmRjxuHhERFW8yJc+mTJmCESNG4Pnz50hLS4OnpydevHiBe/fuwcvLS94xEhEVuNatW2Pfvn24d++eRPczaWVuQZW5xU/GL//fs7GxgY2NDaZMmYLjx49j6tSp8PPzQ69evXL8gpfRIkBdXV3uLRaAb19aOnbsiI4dOyI5ORkTJkzApk2bMGrUqGy/QGa09nnz5o1Ea4Xo6GiZZ9m7efOmuDVUgwYNxOu/n1kQyPmLcMbf//uWU3lpgWNiYoLg4GA0btz4h60OVFRU0LhxYzRu3BjOzs7YtGkTVq9ejRs3buR4nWbMmPHDmRBzkl03pAytW7eGh4cHjh079sPk2ZcvXxAQEIAJEyZg/Pjx4vUZLXwUxcjICOnp6QgNDUWVKlXE61+/fi1znefPn0dycjI2btwo0Urt+y5mGcnnZ8+e5drSLTvHjx+Hvr4+XFxcsmw7e/Yszp49i/nz50skOLI7p1evXsHY2DhLXEOHDsXQoUPx6tUrODg4YPv27VixYoX4fEJCQiTuw+TkZISGhub6WpGXeyWn+8DExAQBAQGoX7++3JI3pUqVwvjx4+Hs7IxTp06hU6dO4nPT1tb+4etfTrFmtEr7/t7L6XVa0XR1dbN9nXj//n2WFmLZyXhuvHz5MktLsZcvX2ZpsZmeno63b99KtFR7+fIlAIifk/m93tWqVcPx48fFrT2zU7ZsWWzfvh39+vXDhAkTsH37don35Q8fPqBNmzZSHS+3HxsyJCUlAUCWls5hYWFISUkRt1IjIqLiTaYxz2xtbXH06FGkpaXBwsICV69ehZ6eHnx8fMQz0xARFSXDhw+HlpYW5syZIx5zJbM3b95g165dOe6f8aX71q1b4nUJCQnw9fWVKPfly5csrW4yWlEkJycDgHiMn++/NOnr68POzg779u3Dp0+fssQgy0xyGb4f00VDQwNmZmYQBCHH7oWNGzeGmpoa9u7dK7He29tb5jgyWhBl/hslJydjz549WcqWLFky266F2V2LtLQ07N+/X+o4OnTogLCwsGz3SUpKEs9cmt2Mb99fz+zUqVMHTZo0kWnJrVtavXr10Lx5cxw4cAB///13lu3JyclYtmwZgJxbzuT2PP8ZMlqZfH/Nd+/eLXOdGeea+XkVGxuLQ4cOZTl2qVKl4OHhkWXG2NxayyUlJcHf3x+tWrVC+/btsywDBgxAfHy8eDbUDH///bfEOIUPHz7EgwcP0KJFCwDfhsP4Pg4TExOUKlVK/Pxq0qQJ1NXV4eXlJRHjwYMHERsbi5YtW+YYt7GxMVRVVSXuFQBZ7mkg59elDh06IC0tTTwDbWapqakyJ4m7dOmCChUqYMuWLQC+3TMmJibYvn17tl3sM7/+ZcT6/euDtrY2ypYti9u3b0usz+71pTCoXLkyHjx4IPFacuHCBXz48EGq/evUqQN9fX34+PhI1HHp0iW8ePECrVq1yrJP5tdvQRDg7e0NdXV1cfItv9fbxsYGgiDg0aNHuZYzNDTE9u3bUbJkSYwaNQpPnz4Vb5N1zLPsupSmpKTg6NGj0NTUzJIky4hRlh/UiIhI+cjU8gz49uFt0aJFuZbZvHkz+vbtK9W4K0REimRiYoIVK1ZgypQp6NixI7p16wYLCwskJyfj3r17OH36dJZB5TNr2rQpjIyMMHv2bISEhEBVVRWHDh1C2bJlJVo1HDlyBHv37kXbtm1hYmKC+Ph47N+/H9ra2uIvzJqamqhevTpOnTqFKlWqoEyZMjA3N4eFhQXmzp2L/v37o0uXLujduzcqV66MiIgI3L9/Hx8/fsSxY8dkOv9hw4bBwMAA9evXh76+PkJCQrB79260bNlSPGbU9wwMDDBo0CBs374do0ePRvPmzfH06VNcvnwZZcuWlWmcmHr16kFXVxczZ87EwIEDIRKJcPTo0WwTF7Vr14afnx9cXV1hZWUFLS0t2Nvbw9zcHDY2Nli1ahW+fPkCXV1d+Pn5ITU1Veo4unXrhlOnTmHu3Lm4ceMG6tevj7S0NISEhOD06dPYunUrrKyssGHDBty+fRstW7aEsbExIiMjsWfPHlSoUCHX8eIK0vLlyzF06FCMHz8erVu3RuPGjVGyZEm8fv0afn5++PTpE2bMmAFtbW00aNAAW7duRUpKCgwNDXH16tVsW/n9THXq1EG7du2wa9cufP78GXXr1sWtW7fELeJkeV41bdoU6urqGD16NPr27Yv4+HgcOHAA+vr6CA8PF5fT1taGs7Mz5syZg99//x2dO3dG6dKlERwcjKSkJHHi8Xvnz59HfHw87O3ts91uY2MDPT09HDt2DB07dhSvNzExQb9+/dCvXz8kJyfD09MTZcqUwfDhwwF8a4Xm5OSE9u3bo3r16lBVVcXff/+NiIgIdOrUCcC3bnKjRo2Cm5sbhg8fDnt7e7x8+RJ79uyBlZUVunbtmuPfJWNMqd27d0MkEqFy5cq4ePFitkmG2rVrAwAWLVqEZs2aQVVVFZ06dYKdnR369OkDDw8PBAUFif/Wr169wunTpzF79uxsx636EXV1dQwaNAjLly/H5cuX0aJFCyxatAgjRoxA586d0aNHDxgaGiIsLAw3btyAtrY2Nm3aJBHr6tWr0bFjR6irq6N169bQ0tJCr169sHnzZsyePRt16tTB7du3xa2rfqZXr17h6NGjWdYbGBigadOmAL5N+nDmzBkMHz4cHTp0wJs3b3D8+PEs3fNzoq6ujqlTp8LZ2RmOjo7o1KkTIiMj4enpCWNjYzg5OUmUL1GiBK5cuYIZM2bA2toaV65cwcWLFzF69Ghxd8z8Xu9ffvkFZcqUQUBAQI7jpmWoUqUKtm3bhoEDB2LYsGHYu3cvKleuLPOYZy4uLoiLi0ODBg1gaGiI8PBwHD9+HCEhIZg5c2aWYROuXbsGIyOjfHePJiIi5SBz8kwamzZtQocOHZg8I6IioU2bNjh27Bi2bduGc+fOYe/evdDQ0IClpSVmzpyJ3r1757ivuro63NzcMH/+fKxduxblypXD4MGDUbp0aYlxs+zs7BAYGAg/Pz9ERERAR0cH1tbWWLFihUQ3nEWLFmHhwoVwdXVFSkoKxo8fDwsLC1SvXh2HDh2Cm5sbjhw5gs+fP0NPTw+1atXCuHHjZD73Pn364Pjx49ixYwcSEhJQoUIFDBw4EGPHjs11v6lTp0JTUxMHDhxAQEAAbGxssG3bNvTv3/+H48xkp2zZsti0aROWLVuGNWvWoHTp0ujatSsaN26MYcOGSZTt378/goKCcPjwYezcuRPGxsbi5MWKFSvg4uKCzZs3o3Tp0vj999/RsGFDDBkyRKo4VFRUsGHDBuzcuRNHjx7F2bNnUbJkSVSqVAkDBw4Ud2uyt7fHu3fvcOjQIURHR6Ns2bKws7PDhAkTcuySVNAyWoLv2bMHfn5+WL16NVJSUsR/n0GDBonLrly5EgsXLsSePXsgCAKaNm2KLVu25Dim3s+ybNkyGBgY4OTJkzh79iyaNGmC1atXo3379jI9r6pVq4Z169ZhzZo14rr79esHPT09zJo1S6Jsr169oK+vj82bN8Pd3R1qamqoVq1alkRDZseOHUOJEiXESY/vqaiooFWrVjh+/LhEK08HBweoqKhg165diIyMhLW1Nf73v/+hfPnyAL6NrdepUycEBATg2LFjUFVVRbVq1bBmzRq0a9dOXM+ECROgp6eH3bt3w9XVFbq6uujduzf++OMPqKur5/q3mTNnDlJTU+Hj4wMNDQ20b98e06dPR+fOnSXK/fbbbxg4cCBOnjyJY8eOQRAEcQJvwYIFqFOnDnx8fLB69WqoqqrC2NgYXbt2Rf369XM9fm769OmDjRs3YsuWLWjRogUaNmyIffv2wd3dHbt370ZCQgLKlSsHa2tr9OnTR7yftbU1Jk2aBB8fH1y5cgXp6ek4d+4ctLS0MG7cOERFReHMmTM4deoUWrRoga1bt/4wkSNvV69exdWrV7Ost7OzEz+PmjdvjpkzZ2LHjh1YsmQJ6tSpI359lFaPHj2gqamJLVu2YMWKFdDS0kLbtm0xbdq0LJ/PVVVVsXXrVsybNw9//fWXuPvs9+8t+bneGhoa6NKlC06fPo0//vjjh/HXrFkTmzZtwrBhw+Dk5IQ9e/ZITIqTFx07dsTBgwexd+9efP78GaVKlULt2rUxderULN1A09PTcebMGfz++++cMICIiAAAIkHeo/ZmUq9ePRw7dkyqcRmIiEg5xMTEoEGDBpg8eTLGjBmj6HBISQQFBcHBwQF//fVXrq2piCjvZs6ciTNnzuDevXsFfqy3b9+iQ4cO2LJly09PWkrr77//xp9//omzZ8+Kk9lERFS8yTTmGREREfDfQMuZZYyZZWdn97PDISWR0/NKRUVFYiIJIip6KleujJ49e2Lz5s2KDiVHW7ZswYABA5g4IyIisQLttklERMrNz88PR44cQYsWLaClpYW7d+/ixIkTaNasmcLG/KKib+vWrXj06BEaNWoEVVVVXL58GZcvX0afPn1QsWJFRYdHRPk0f/58RYeQq3379ik6BCIiKmSYPCMiIplZWlqKx8mJj4+Hvr4+Bg0ahMmTJys6NCrC6tWrh6tXr8Ld3R0JCQmoWLEiJkyYgNGjRys6NCIiIiIqhjjmGRERERERERERFQl79uzB3r178e7dOwCAubk5xo4di5YtWxbYMQu05ZmtrS1KlChRkIcgIiIiIiIiIqJiokKFCpg6dSpMTU0hCAJ8fX0xbtw4HDlyBObm5gVyTJlbnqWnp+P169eIjIzE91VwMF8iIiIiIiIiIvoZ7OzsMG3aNPTq1atA6pep5dn9+/fx559/4v3791kSZyKRCEFBQXIJjoiIiIiIiIiIlFtycjKSk5Ml1mloaEBDQyPX/dLS0nD69GkkJCSgXr16BRafTC3PunXrhipVqmDixIkoV64cRCKRxHYdHR25BSiLpMREhR6fCkZgeJKiQ6ACUD/ugaJDoAJwV7uuokOgAmBVTlPRIVAB4PurcuL9SkSkWJolSyo6hEJhtKiKVOVqr/sTbm5uEuvGjx+PCRMmZFv+6dOn6Nu3L75+/QotLS2sXLmyQMc8kyl5ZmNjg6NHj8LU1LQgYso3Js+UEz/cKycmz5QTk2fKiV/GlRPfX5UT71ciIsVi8uybcSpVpCq3OunfPLU8S05OxocPHxAbG4szZ87gwIED2L17N6pXr57fkLMlU7dNa2trvH79utAmz4iIiIiIiIiISLFUv+upmBNpumh+Xz4jJ1WnTh0EBgbC09MTCxYskCnOH5EpeTZw4EAsW7YMERERsLCwgJqaZDU1atSQuq7w8HA8ePAAERERAAADAwPUrVsX5cqVkyU0IiIiIiIiIiIqBDRUpEue5Vd6enqWlmvyJFPyLKPP6axZs8TrRCIRBEGQesKAhIQEuLi4wM/PDyKRCLq6ugCAL1++QBAEdOrUCQsWLEBJNnUkIiIiIiIiIipyVAsgd7Zy5Uq0aNECFStWRHx8PE6cOIGbN29i27Zt8j/Y/5MpeXbu3Ll8H3jx4sUIDAyEh4cHmjRpAlVVVQDfZkoICAjAwoULsXjxYixatCjfxyIiIiIiIiIiop9L2m6beREZGYkZM2bg06dP0NHRgaWlJbZt24amTZvK/VgZ8jxhQEpKCjp06AAPDw+YmZnJfOAGDRrAw8MD9evXz3b7nTt3MHr0aNy6dSvPdXPCAOXEAY2VEycMUE6cMEA5cQBy5cT3V+XE+5WISLE4YcA380pKN4D/vMTnBRxJ/uS55Zm6ujq+fv2a7wOnp6dDXV091+Okp6fn+zhERERERERERPTzqSg6ADmR6TwGDBiALVu2IDU1VeYDt2rVCi4uLnjy5EmWbU+ePMG8efPQunVrmesnIiIiIiIiIiLFURWJpFoKO5nGPAsMDERAQAD++ecfWFpaZhnU383N7Yd1uLi44M8//0SPHj2gq6sLPT09AEBUVBRiYmLQrFkzuLi4yBIeEREREREREREpWEFMGKAIMiXPSpcujXbt2uXrwLq6uti6dStevHiB+/fvIyIiAgBgYGAAGxubfI2nRkREREREREREiqWhohzZM5mSZ66urnILwMzMjIkyIiIiIiIiIiIlUxS6ZEpDpuQZERERERERERFRbop1t017e3uIcskenjt3TuaAiIiIiIiIiIio6CvW3TYHDx4s8Tg1NRVPnjzBP//8g2HDhsklMCIiIiIiIiIiKrqKdcuz75NnGby9vfHo0SOp60lLS8Pdu3dhaWmJ0qVLyxIKEREREREREREVQsoy5pmKPCtr0aIFzpw5I3V5VVVVDB06FF++fJFnGEREREREREREpGAaKiKplsJOrsmz06dPo0yZMnnax9zcHKGhofIMg4iIiIiIiIiIFExVJN1S2MnUbdPBwUFiwgBBEBAREYGoqCjMnTs3T3VNnjwZy5Ytw6RJk1C7dm1oaWlJbNfW1pYlRCIiIiIiIiIiUiBl6bYpU/KsTZs2EskzkUgEPT092NnZwczMLE91jRw5EgAwZsyYLAk5kUiEoKAgWUIkIiIiIiIiIiIFKgpdMqUhU/JswoQJcgvA09NTbnUREREREREREVHhoFKcW57VrFkT//zzD/T19SXWR0dHo0mTJnlqLWZnZydLCEREREREREREVIiJisKAZlKQacIAQRCyXZ+cnAx1dfU813f79m1MnToVffv2RVhYGADA19cXt2/fliU8IiIiIiIiIiJSMBVVkVRLYZenlmcZXSxFIhEOHDggMbh/eno6bt26hWrVquUpgDNnzmD69Ono0qULHj9+jOTkZABAXFwcPDw8YGtrm6f6iIiIiIiIiIhI8VQ0VBUdglzkKXm2c+dOAN9anvn4+EBF5b+Ga+rq6qhUqRLmz5+fpwA2btyI+fPnw8HBASdPnhSvr1+/PjZu3JinuoiIiIiIiIiIqHAoCq3KpJGn5Nn58+cBAAMHDoSbmxt0dXXzHcDLly+zbV2mo6ODmJiYfNdPREREREREREQ/n0hFptHCCh2ZzsLLywu6urpITk5GSEgIUlNTZQ7AwMAAb968ybL+zp07qFy5ssz1EhERERERERGR4qhqqEi1FHYyzbaZlJSEBQsWwNfXF8C3ccsqV66MhQsXwtDQECNHjpS6rt69e2Px4sVYsmQJRCIRwsLCcO/ePSxbtgxjx46VJbwizcfHB7t27UJEZCQsLCwwc8YMWFlZ5Vje398fG9zd8f79e5iYmGDypElo3ry5eLsgCHDfuBGHDx9GbGwsbGxsMHvWLJiamv6M06H/JwgCDu3aggunjiIhLg4Wta0wZOJ0VKhkkut+URGf4LN1Ax7eDMDXr19haFQJI6fOQTXLmgAAx18bZbtf3xHj0bm3o9zPgyTt8buA7b5nEfH5CyyrVMLs4X1hbVE1x/Ix8QlYu9sXZ2/cw5fYBBiV08PMYb3R8pdv93jbkbPwPjwyy3792rfE/0b1L7DzIEm8X5UT31+VE+9X5cN7VTnxuionXleShki18CfGpCHTWaxYsQLBwcHw9PREiRIlxOsbN24MPz+/PNU1cuRIdO7cGU5OTkhISICjoyPmzJmDPn36YODAgbKEV2SdPnMGK1auxKhRo+Czdy8sLSwwZuxYREZFZVv+/v37mOnsjO4ODtjn44PWrVtj8pQpePb8ubjMjp07sXfPHsyZPRu7vbxQsmRJjBk7Fl+/fv1Zp0UATuzzgr/vfgydNAPz129FCc2SWOY8GcnJOV+H+NgYLJg8Eqqqapi2ZDWWbd2LAaMmopSOjriM276TEsuIP+dAJBLBrnnrn3Faxdqpf25h2Y6DGNunEw6unI0aVSph5IJ1iPycfXfz5JRUDJ+3Bu/CI7Fm2ij4bZiPBWMHwlCvjLjM/r+ccWn7cvGydd5kAEC7pr/8hDOiDLxflQ/fX5UX71flwntVOfG6KideV5KWssy2KVPy7Ny5c3BxcckyVpm5uXm2XTBzIxKJMGbMGNy4cQMnTpzA/v37ERAQgMmTJ8sSWpHm5eWFHj16wMHBAWZmZpgzZw40NTXFLfy+571nD5o0aQInJydUq1YN48eNQ82aNeHj4wPgW+be29sbI0aMQOvWrWFhYYFFCxciPDwc5y9c+IlnVrwJgoDTR/ah24Ah+KVJC5hUM8foGXPxOTICd65eznG/4/u8oFfOEKOm/Q9mNWqjfEUjWNk2hKFRJXGZMnr6EsvdgMuoWfcXlK9o/DNOrVjbeexv9Pq1GXq0aYrqlY0wd/QAaJbQwOFz17Itf/jcVXyJjcf6mWNRv2Z1GJc3QIM6FqhR9b/u6Xq6OihXVle8XLr9EJUrlEOD2hY/67SKPd6vyonvr8qJ96vy4b2qnHhdlROvK0lLVV1VqiUvPDw80LNnT9SrVw+NGzfG2LFjERISUkBn8I1MybOoqCjo6+tnWZ+YmAiRKG8ZQ2dnZ8TFxUFDQwPVq1eHtbU1SpUqhYSEBDg7O8sSXpGUkpKCoKAgNGrYULxORUUFjRo2xMOHD7Pd5+HDhxLlAaBJ48bi8u/evUNERAQaZiqjo6MDKysrPHzwoADOgrIT/vE9vkRFok69BuJ1WqW0YVajNp49Ccxxv7sBV1DNoibWLZiFsb06YPboQbjg55tj+S/Rkbh/4ypadegiz/ApG8kpqXjy4g0a1a0pXqeiooLG1jVw/2n2L9oXbj1EXctqWLR5D5o7TUXXifPhcdAPaWnpOR7j+KUb6NGmSZ5fV0l2vF+VD99flRfvV+XCe1U58boqJ15XyguRqkiqJS9u3ryJAQMGYP/+/dixYwdSU1MxbNgwJCQkFNBZyJg8q1OnDi5evJhl/YEDB2BjY5Onunx9fbNthpmUlISjR4/KEl6RFB0djbS0tCxJSX19fURERGS7T0RERK7lM/7NUkZPDxGRWcdVooLxOerb37p0WT2J9aXL6uFLdM7XIfzDe5w7fhiGxpUx3XUN2nTpAc8Nq3HZ/2S25a/4+0FTqxRsm7WSW+yUvc+xcUhLT4eBro7Eev0ypRHx+Uu2+4SGhcM/4C7S0gVs+t8EjOndETuP/o1NB7O/nudu3kdsfCK62zeRe/yUM96vyofvr8qL96ty4b2qnHhdlROvK+VFQSTPtm3bhh49esDc3Bw1atTA0qVL8f79ezx+/LiAzkLGCQOmTJmCESNG4Pnz50hLS4OnpydevHiBe/fuwcvLS6o64uLiIAgCBEFAfHy8xNhpaWlpuHz5MvT09HKpgahwunruNLavWSZ+PHXRSpnqSRfSUc2iJvoMGwMAqFLdEqGvXuD8iSNo8VunLOUvnTmBJva/QUOjRJZtpHjp6QL0dHUwf4wjVFVVUNvMFGGRn7H9qD/G9cnamuHw31fRvH5tlM80JhrJH+9XoqKD9ysREVHRoyLlhAHJyclITk6WWKehoQENDY0f7hsbGwsA0NXVzXuAUpIpeWZra4tjx47Bw8MDFhYWuHr1KmrVqgUfHx9YWlpKXYdIJIJIJEK7du2ybBeJRJgwYYIs4RVJZcuWhaqqKiK/y6pHRkbCwMAg230MDAxyLZ/xb2RkJMqVK/dfmagoWFpwDKWCUr9xc5jVqC1+nJqSAgCIiY5CWf3/rmVMdBRMzMxzrKeMngGMTKpIrDMyqYJbVy5mKRsceB8f3r7G+NmL8hU7SaeMjjZUVVQQ8SVWYn3k5xgYlMn+BbtcWV2oqalCNdObR7VKFRERHYPklFRoqP/3cvzuUyQCHgZh7fTRBXMCJMb7Vfnx/VV58H5VbrxXlROvq3LidaW8UFWXLnnm4eEBNzc3iXXjx4//YV4oPT0dS5YsQf369WFRgM+VPHfbTElJEY9FtmjRIhw8eBB+fn5YsWKF1IkzAPD09MTOnTshCALWrVuHXbt2iZc9e/bgwoULGDNmTF7DK7LU1dVRs2ZN3Lh5U7wuPT0dN27ehLW1dbb7WFtbS5QHgOvXr4vLGxsbw8DAQKJMXFwcAgMDYV23bgGcBQFASa1SqGBcWbwYm1aFrp4+Ht+7JS6TEB+PF8GPYV4r56mcLWpb40Oo5AQcH0PfwsCwQpayl04dQ1XzGjDN5csCyY+GuhpqmZng+sMg8br09HRcDwyGjWW1bPepV9MMbz6EIz39vzHOXr8PQ7myuhKJMwA4cv4a9HR10NI25+cHyQfvV+XH91flwftVufFeVU68rsqJ15XyQqSqItUyatQo3LlzR2IZNWrUD+ufP38+nj17htWrVxfoeeQ5eaaurg5/f/98H9jOzg4NGzbEuXPn0LZtW9jZ2YmXevXqwdDQMN/HKGoGDhyIw4cP49ixYwgJCcGixYuRmJgIh27dAACz58zB2nXrxOUH9O+Pa9euYZenJ16+fImNGzfi8ZMn6Nu3L4BvrfcGDBiALVu24OLFi3j27BnmzJmDcuXKwb41p1r/WUQiEdp37wPfPTtx59plvH35HB7L56OMvgF+adpCXG7JtPHw9z0gfty+Z1+8CHqEo3t24uO7t7h2/gwu+PmibdeeEvUnxMfj5pXzaNWh6087JwKcurbFwbP/wPd8AF68/YD5HnuQmJSM7m2+jVE2c+0OrPI6Ii7ft31LfImLx5Jt+/DqXRgu3Q7E5kOn0K9DK4l609PTceT8NTi0agw11bzNOkP5x/tVOfH9VTnxflU+vFeVE6+rcuJ1JWmpqIqkWjQ0NKCtrS2x/KjL5oIFC3Dx4kXs2rULFSpk/RFMnmTqttm2bVucO3cOTk5O+Q7gxYsX+PDhA2xtbQEA3t7e2L9/P6pXrw4XF5cC7bNa2LRv1w7R0dFw37gRERERsLS0hLu7u3jQxI8fPkAl06x7NjY2cF2yBG4bNmD9+vUwMTHBmtWrYV69urjMECcnJCYmYsHChYiNjUW9evXg7u4uMcYcFbzOfQbia1IStq9ZioS4OFjUscZ01zUS46d8+hCK2JjP4sdmlrUwed4y7Nu2Eb67t6NchYpwHDMZTdu0l6j7+sWzEAQBje1/+1mnQwA6NGuAqJg4rPc5hojoGNSoWgkeLhNhUKY0AOBDeJTE/VrRQA9bXCZi6Y4DcJiyAIZ6ZeDY2R7Du0tez4CHwfgQHoUebZr+1POh//B+VT58f1VevF+VC+9V5cTrqpx4XUlaKhrybxAgCAIWLlyIs2fPwsvLC5UrV5b7Mb4nEgRByOtO7u7u2LFjBxo3bozatWujZMmSEtsHDRokdV1dunTB1KlT0bJlSzx9+hQ9e/bE0KFDcePGDVSrVg2urq55DQ9JiYl53ocKv8DwJEWHQAWgfhynnlZGd7XZvF4ZWZXTVHQIVAD4/qqceL8SESmW5nd5kuIqsF9HqcpZ7fWTus558+bhxIkTcHd3R9WqVcXrdXR0oKlZMO9/MrU8O3jwIHR0dPDo0SM8evRIYptIJMpT8iw0NBRmZmYAAH9/f9jb2+OPP/7A48ePMXLkSFnCIyIiIiIiIiIiBROpiH5cKI/27t0L4Fv34cxcXV3Ro0cPuR8PkDF5dv78ebkFoK6ujqSkb794Xrt2DQ4ODgC+TTEaFxcnt+MQEREREREREdHPo1oA3TafPn0q9zp/JM8TBuRF/fr18fbt2x+WcXV1xYYNGxAYGIhWrVoBAF69elXgA74REREREREREVHBkHa2zcKuQCOUZjg1FxcXqKmp4cyZM5g7d654ls3Lly+jefPmBRkeEREREREREREVEJGKilRLYSdTt015MjIygoeHR5b1s2bNUkA0REREREREREQkD6oaCk87yYXCz+L9+/e5bjcyMvpJkRARERERERERkbwUhS6Z0lB48sze3h4iUc6zLwQFBf3EaIiIiIiIiIiISB6KQpdMaRRo8iy3pFgGX19ficcpKSkICgrCjh07MGXKlAKKjIiIiIiIiIiICpJIVf6zbSpCgSbPpJkwoEaNGlnWWVlZoXz58ti2bRt+++23ggiNiIiIiIiIiIgKkKq6wjs8ykW+2s8lJycjJCQEqamp2W7fsmWLePbMvKpatSoCAwPzEx4RERERERERESmISFVFqqWwkykFmJiYiIULF4q7XJ45cwaVK1fGwoULYWhoiJEjRwIAbG1tf1hXXFycxGNBEPDp0ye4ubnB1NRUlvCIiIiIiIiIiEjBikJiTBoyJc9WrlyJ4OBgeHp6YsSIEeL1jRs3hpubmzh5Jg1bW9ssY6MJgoCKFSti1apVsoRHREREREREREQKpqIk3TZlOotz585h9erVsLGxkVhvbm6ON2/e5KkuT09PiccqKiooW7YsTE1NoaamHH9kIiIiIiIiIqLipli3PIuKioK+vn6W9YmJiVLNsJmZnZ2dLCEQEREREREREVEhplKck2d16tTBxYsXMXDgQIn1Bw4cyNIaLTvnzp2T+lht2rTJa3hERERERERERKRgxbrb5pQpUzBixAg8f/4caWlp8PT0xIsXL3Dv3j14eXn9cP9x48ZJdRyRSISgoCBZQiQiIiIiIiIiIgUq1t02bW1tcfToUWzevBkWFha4evUqatWqBR8fH1haWv5w/+DgYFkOS0RERERERERERYRIpRgnzwDAxMQEixYtkmcsRERERERERESkJFRUVRUdglzIlAKsWbMmIiMjs6yPjo5GzZo1paojICAAHTt2RFxcXJZtsbGx6NSpE27duiVLeEREREREREREpGAqGmpSLYWdTMkzQRCyXZ+cnAx1dXWp6ti1axd69+4NbW3tLNt0dHTQp08f7Ny5U5bwiIiIiIiIiIhIwUQqKlIthV2e0nuenp4Avg3kf+DAAWhpaYm3paen49atW6hWrZpUdT19+hTTpk3LcXvTpk2xffv2vIRHRERERERERESFRLGcMCCjJZggCPDx8YFKpuyguro6KlWqhPnz50tVV0REBNTUcj68mpoaoqKi8hIeEREREREREREVEirqhb9LpjTydBbnz58HAAwcOBBubm7Q1dWV+cCGhoZ49uwZTE1Ns93+9OlTlCtXTub6iYiIiIiIiIhIcUQqxXjCAC8vr3wlzgCgZcuWWLt2Lb5+/ZplW1JSEtavX4/WrVvn6xhERERERERERKQgKqrSLXlw69YtjB49Gs2aNYOlpSX+/vvvAgr+PzK1n3N2ds51u6ur6w/rGDNmDPz9/dGuXTsMGDAAVatWBQCEhIRgz549SEtLw+jRo2UJj4iIiIiIiIiIFEwk5aSSeZGQkABLS0v07NkT48ePl3v92ZEpeRYTEyPxODU1Fc+ePUNMTAwaNWokVR0GBgbw8fHBvHnzsGrVKvEMniKRCM2aNYOLiwsMDAxkCY+IiIiIiIiIiBStALpttmzZEi1btpR7vbmRKXm2YcOGLOvS09Mxb948VK5cWep6jI2NsWXLFnz58gWvX78GAJiamua7SygRERERERERESmYkox5JrdpD1RUVODk5IRBgwZhxIgRedpXV1cX1tbW8gqFiIiIiIiIiIgUTKQmXbfN5ORkJCcnS6zT0NCAhoZGQYSVZ3KdM/Tt27dITU2VZ5UymaxVU9EhUAFYc3KGokOgApDS2knRIVABsLqwU9EhUAGY3GmZokOgArAmIUjRIRAREZGykrLlmYeHB9zc3CTWjR8/HhMmTCiIqPJMpuTZ9xMCCIKA8PBwXLx4Ed27d5dLYEREREREREREVHSJVFSkKjdq1CgMGTJEYl1haXUGyJg8e/LkicRjFRUV6OnpYebMmejZs6dcAiMiIiIiIiIioiJMypZnhamLZnZkSp55eXnJO44sEhIS8PjxYzRo0KDAj0VERERERERERPIlUpd/Qiw+Ph5v3rwRPw4NDUVQUBB0dXVhZGQk9+MBch7zTJ7evHmDQYMGISiI43AQERERERERERU5UnbbzItHjx5h0KBB4scZQ4t1794dS5culfvxgDwkzxwcHCASiaQqe+TIEZkDIiIiIiIiIiIiJSBlt828aNiwIZ4+fSr3enMjdfKsbdu2cj2wnZ1drtvT0tLkejwiIiIiIiIiIvp5RGrqig5BLqROno0fP16uB05OTka/fv1gYWGR7fZ3795hw4YNcj0mERERERERERH9HKICaHmmCPka8+zRo0d48eIFAMDc3By1atWSet8aNWqgQoUK6N69e7bbg4ODmTwjIiIiIiIiIiqqinPyLDIyElOmTMHNmzdRunRpAEBMTAwaNmyI1atXQ09P74d1tGrVCrGxsTlu19XVhYODgyzhERERERERERGRgonUi1m3zcwWLlyI+Ph4nDx5EmZmZgCA58+fY8aMGVi0aBFWrVr1wzpGjx6d6/aKFSuKZ0wgIiIiIiIiIqIipji3PLty5Qp27NghTpwBQPXq1TF37lwMHTpUbsEREREREREREVERVZyTZ+np6VDPpumdmpoa0tPT8x0UEREREREREREVbSIVFUWHIBcynUWjRo2wePFihIWFideFhYXB1dUVjRs3lltwRERERERERERURKmqS7cUcjK1PHNxccGYMWPQpk0bVKhQAQDw8eNHmJub46+//pJrgEREREREREREVASJlKPlmUzJs4oVK+LIkSO4du0aQkJCAABmZmZo0qRJnupJS0vD3bt3YWlpKZ61k4iIiIiIiIiIij6hOCfPAEAkEqFp06Zo2rQpACAmJibPdaiqqmLo0KHw8/Nj8oyIiIiIiIiISJkoyYQBMqUAN2/eDD8/P/HjSZMmoWHDhmjevDmCg4PzVJe5uTlCQ0NlCYOIiIiIiIiIiAorFRXplkJOpgh9fHzEY51dvXoV165dw5YtW9CiRQssX748T3VNnjwZy5Ytw4ULF/Dp0yfExcVJLEREREREREREVPQIIhWplsJOpm6bERERqFixIgDgwoUL6NChA5o1awZjY2P07t07T3WNHDkSADBmzBiIRCLxekEQIBKJEBQUJEuIRERERERERESkSCoyjxZWqMh0FqVLl8aHDx9QsWJFXLlyBZMnTwbwLeGVlpaWp7o8PT1lCYGIiIiIiIiIiAqzItCqTBoyJc9+++03TJ06Faampvj8+TNatGgBAAgKCoKpqWme6rKzs5MlBCIiIiIiIiIiKsSKQpdMaciUPHN2doaxsTE+fPiAadOmoVSpUgCA8PBw9O/fP8/13b59Gz4+PggNDcXatWthaGgIX19fVKpUCba2trKESEREREREREREiqQks23KlDxTV1fHsGHDsqx3cnLKc11nzpzB9OnT0aVLFzx+/BjJyckAgLi4OHh4eDB5RkRERERERERUFBXnlmcAEBISgt27d+PFixcAADMzMzg6OqJatWp5qmfjxo2YP38+HBwccPLkSfH6+vXrY+PGjbKGR0RERERERERECqQs3TZlOoszZ86IW4rVqFEDNWrUwJMnT9ClSxecOXMmT3W9fPky29ZlOjo6iImJkSU8IiIiIiIiIiJSNBUV6ZZCTqYI//rrL4wcORL79u2Ds7MznJ2d4ePjg1GjRuGvv/7KU10GBgZ48+ZNlvV37txB5cqVZQmvSGox2hFzHpzC6i+BWP0lENOvHUbt9q1y3af+7x0xL+gc1ic+xf8enkadDlnLd5k/Bcve38S6hGBMOrsb5atXKZD4KXt3XoRiwpajaDt3C+pOWYPzgc9/uM+t52/RZ4U3bKeuR+fFO3D05uN810kFw8fHBx06dEADOzsMcHREYGBgruX9/f3RzcEBDezs0PP333HlyhWJ7YIgYIO7O9q0bQu7hg0xctQovH79uiBPgTIpiPt129830X/VXjSeuQGt/ueByduO4dWnqII6BcoG31+VG1+HlQ+vqXLidVVOvK4kFRU16ZZCTqbkWXh4OBwcHLKs79q1K8LDw/NUV+/evbF48WI8ePAAIpEIYWFhOHbsGJYtW4Z+/frJEl6RFB36Ab4zl8H1ly5wte2Kp+evYczRzahYyzzb8tUa18ewvetwdds+LK7XEfd9/THadzOMaluIy/w2fTRaTxyCPaNnY1lDByTHJ2LCGU+olSjxs06r2EtMToGlcTk492wtVfnQyC8Yv+UoGphXxv5pAzCgRT3M3/c3rga/krlOKhinz5zBipUrMWrUKPjs3QtLCwuMGTsWkVHZJ0bu37+Pmc7O6O7ggH0+PmjdujUmT5mCZ8//S9Ds2LkTe/fswZzZs7HbywslS5bEmLFj8fXr1591WsVaQdyvt1+8Q59m1vCa1Bceo3sgNS0dozcdQcLXlAI6C/oe31+VF1+HlQ+vqXLidVVOvK4kNZGKdEshJ1OEdnZ2uH37dpb1d+7cyfMA/yNHjkTnzp3h5OSEhIQEODo6Ys6cOejTpw8GDhwoS3hFUuCJc3h06iI+PX+FT89e4uicFfgal4CqjeplW95+0lA8Pn0JZ1dsxsfgFzjusgpv7j5Gq/GDxWXaTB6KU4vW48Gxs3gXGIwdg/5AGSND2Dj89rNOq9hrVrMqxndsgjbW1aUqf+DaQxjr6WJqtxaoZqiHfs1t0LauOXZfuidznVQwvLy80KNHDzg4OMDMzAxz5syBpqYmfH19sy3vvWcPmjRpAicnJ1SrVg3jx41DzZo14ePjA+DbL23e3t4YMWIEWrduDQsLCyxauBDh4eE4f+HCTzyz4qsg7teNo7qjm11tVK+oD0vjcljQ/zd8iI5FUGhYQZ0GfYfvr8qLr8PKh9dUOfG6KideV5KWIFKRaskrb29v2Nvbw8rKCr169cLDhw8LIPr/SB3huXPnxIu9vT1WrFiBBQsW4OjRozh69CgWLFiAlStXom3btnkKQCQSYcyYMbhx4wZOnDiB/fv3IyAgAJMnT87ruSgNkYoKbPt0gUapkngZcDfbMtUa10Pw31cl1j05cxnVGtcHABhUrQzdiuURlKlMUkwsXt64Ly5Dhc/DVx/RyEKyu3ITS1M8fPVBQRFRdlJSUhAUFIRGDRuK16moqKBRw4Y5vmg/fPhQojwANGncWFz+3bt3iIiIQMNMZXR0dGBlZYWHDx4UwFlQfslyv8YlfptRurSWZoHGRtnj+6vy4Ouw8uE1VU68rsqJ15XyREVVuiUP/Pz84OrqinHjxuHIkSOoUaMGhg0bhsjIyAI6iTzMtjlu3Lgs6/bs2YM9e/ZIrFuwYEGeuls6Oztj9uzZ0NbWRvXq//3an5CQgIULF8LV1VXquoo6ozqWmB5wGOqaJfA1LgEe3UfhQ1D2Y+6UrlAOMWEREutiw8JRuoKBeDsAxISFZ1OmXAFET/IQERsPfR1TiXX6OlqIS0pGUnIqNDUKf1/w4iA6OhppaWnQ19eXWK+vr4+Xr15lu09ERES25SMiIsTbM9ZJlNHTQ0QBvgmQ7PJ6v6anC1juewk2VY1gXtHgZ4Za7PH9VfnwdVj58JoqJ15X5cTrSnlSAF0yd+zYgd69e6Nnz54AgPnz5+PixYs4dOgQRo4cKffjAXlIngUHBxdIAL6+vpg6dSq0tbUl1iclJeHo0aPFKnkW9jQEi206oqSuDur/3hGDd63EqpZ9cvyAT0RERceSQ+fx4kMEdk7srehQih2+vxIREREphrRdMpOTk5GcnCyxTkNDAxoaGlnKPX78GKNGjRKvU1FRQZMmTXDv3j0UFIWNyhYXF4fY2FgIgoD4+HjExcWJly9fvuDy5cvQ09NTVHgKkZaSgvAXr/Hm7iP4zlqO0AdBaD1paLZlYz6Go7ShZMsFHcNyiPkYId4OAKUNy2VTJm+TOtDPY6BTCpGxCRLrImMToK2pwVZnhUjZsmWhqqqapVlwZGQkDAyyb1FkYGCQa/mMf7OUiYqCwXe/wFHhkJf7dcmhC7j85CW2jPsdhmV0fmaYBL6/KiO+DisfXlPlxOuqnHhdKS8EFVWpFg8PD/zyyy8Si4eHR5b6cmv5mNGCsSDInDxLSEjApUuXsHfvXnh6ekos0rC1tYWdnR1EIhHatWuHBg0aiJdGjRph1qxZGDBggKzhKQWRigrUS2hkuy0k4B5qtGkisa7mr80Q8v9juES8fIsvHz5JlNHU0UbVhjbiMlT4WFepgBvP3kqsu/7vG1hXqaigiCg76urqqFmzJm7cvClel56ejhs3b8La2jrbfaytrSXKA8D169fF5Y2NjWFgYCBRJi4uDoGBgbCuW7cAzoLyS5r7VRAELDl0AecDn2PL2J6opK/7s8OkbPD9tejj67Dy4TVVTryuyonXlfJCEKRbRo0ahTt37kgsmVuXKZpMTVmePHmCkSNHIjExEYmJidDV1UV0dDRKliwJPT09DBo06Id1eHp6QhAEDB48GOvXr4eu7n9fKNTV1WFkZARDQ0NZwiuSHJZMx6NTFxH95j1K6JSCXf9usGjVCOvbfftbOu1aic/vwuA7azkA4Pza7fjz0j60/WM4Ak9eQIO+XWBqawXvkc7iOs+t2Y4Ocybg07NXiHj5Fl0X/onP78Nw39dfIedYHCV8TcabiM/ix+8iYxD87hN0tTRRsWxprD3xDz59icfiAe0AAL2aWMPnnwdYfewKHBrWxs1nb+F//1+sH9FN6jrp5xg4cCD+97//oXatWqhTpw52e3sjMTERDt2+XavZc+agfPnymDRxIgBgQP/+GDZ8OHZ5eqJF8+Y4ffo0Hj95gv+5uAD4NnnKgAEDsGXLFpiamMDY2BgbNmxAuXLlYN+6tcLOszgpiPt1yaELOHUnGGuGdUWpEhqIiIkHAGhrlmBr0p+E76/Ki6/DyofXVDnxuionXleSVrogSFUuuy6a2ZGl5aM8yPTJ3dXVFa1bt8b8+fPxyy+/YP/+/VBTU8O0adOkSpwBgJ2dHYBvs3gaGRlBJBLJEorS0CmvjyGeq1C6YjkkfonFu4fBWN9uEIL+/gcAoGdiDCH9vyddSMBdbOs/CV0X/YluS6bh07NX2OQwEu8f/ysu4798E0qUKokBm12hVaY0nv9zC+vbD0bq168//fyKq8dvwzB8wyHx4xVHLwMAujaoiYX92yEiJh4fo2PE2yvp68JtRDf85XsZ3pfvw7CMNub2aYumNapIXSf9HO3btUN0dDTcN25EREQELC0t4e7uLm4+/PHDB6hkel2zsbGB65IlcNuwAevXr4eJiQnWrF4N80wTpQxxckJiYiIWLFyI2NhY1KtXD+7u7ihRosRPP7/iqCDu1/1Xv80gNWzDQYljLej3K7rZ1S7As6EMfH9VXnwdVj68psqJ11U58bqStKRLnUlPQ0MDtWvXRkBAANq2bQvgW8vHgIAAODo6yvlo/xEJgpRpwExsbW2xf/9+VKtWDba2tti3bx/MzMzw4MEDzJgxA6dPn5a6rsuXL0NLSwu2trYAAG9vb+zfvx/Vq1eHi4uLRIs0aY0WVcnzPlT4rTk5Q9EhUEFo7aToCKggXNip6AioAEzutEzRIVABWJMQpOgQiIiIlI5myZKKDqFQ+ByX8ONCAMpoa0ldp5+fH2bMmIEFCxbA2toau3btwqlTp3Dq1KkCa30m05hnampqUFH5tqu+vj7ev38PANDW1sbHjx/zVNdff/2F+Phv3ViePn0KV1dXtGzZEqGhoVi6dKks4RERERERERERkYKlC9ItedGxY0fMmDED69atQ7du3RAUFIStW7cWvm6btWrVQmBgIKpUqYIGDRpg3bp1iI6OxtGjR2Fubp6nukJDQ2FmZgYA8Pf3h729Pf744w88fvwYI0eOlCU8IiIiIiIiIiJSMHl328zg6OhYoN00vydTy7MpU6agXLly4v+XLl0a8+bNQ3R0NBYuXJinutTV1ZGUlAQAuHbtGpo2bQoA0NXVRVxcnCzhERERERERERGRgqWlC1IthZ1MLc+srKzE/9fX18e2bduyLXfnzh1YWVnlOmNC/fr14erqivr16yMwMBBr1qwBALx69QoVKlSQJTwiIiIiIiIiIlKwdEUHICcytTyT1ogRIxAWFpZrGRcXF6ipqeHMmTOYO3cuDA0NAXybSKB58+YFGR4RERERERERERUQQZBuKexkankmLWkm8jQyMoKHh0eW9bNmzSqIkIiIiIiIiIiI6CcoCl0ypVGgyTNpZMzUmRMjI6OfFAkREREREREREcmLsnTbVHjyzN7eHiKRKMftQUFBPzEaIiIiIiIiIiKSh6LQJVMaCk+e+fr6SjxOSUlBUFAQduzYgSlTpigmKCIiIiIiIiIiypc0JcmeFWjyLLcWZRlq1KiRZZ2VlRXKly+Pbdu24bfffiuI0IiIiIiIiIiIqAApyZBnip8wICdVq1ZFYGCgHKMhIiIiIiIiIqKfRUkansmWPHv79i3S0tJQpUoVifWvXr2CmpoaKlWqBAC4d+/eD+uKi4uTeCwIAj59+gQ3NzeYmprKEh4RERERERERESlYOpQjeyZT8szZ2Rk9e/bMkjx78OABDh48CC8vL6nrsrW1zdK9UxAEVKxYEatWrZIlPCIiIiIiIiIiUrA0JZluU6bk2ZMnT7B48eIs621sbLBw4cI81eXp6SnxWEVFBWXLloWpqSnU1BQ+nwEREREREREREcmgWHfbFIlEiI+Pz7I+NjYWaWlpearLzs5OlhCIiIiIiIiIiKgQK9bdNhs0aAAPDw+sWrUKqqqqAIC0tDRs3rwZv/zyyw/3P3funNTHatOmjSwhEhERERERERGRAqUpyXSbMiXPpk6digEDBqB9+/awtbUFANy+fRtxcXHYtWvXD/cfN26cVMcRiUQICgqSJUQiIiIiIiIiIlKgYj3mWfXq1XHs2DF4e3sjODgYmpqa6NatGxwdHVGmTJkf7h8cHCzLYYmIiIiIiIiIqIhIV5JBz2Qekd/Q0BB//PGHPGMhIiIiIiIiIiIlkZKuHE3PVPKzc2JiIl68eIHg4GCJRRoBAQHo2LEj4uLismyLjY1Fp06dcOvWrfyER0RERERERERECpKWLt1S2MnU8iwqKgrOzs64fPlyttulGads165d6N27N7S1tbNs09HRQZ8+fbBz5040aNBAlhCJiIiIiIiIiEiBlKXbpkwtzxYvXoyYmBjs378fmpqa2Lp1K5YuXQpTU1Ns3LhRqjqePn2K5s2b57i9adOmePz4sSzhERERERERERGRgqUJglRLYSdTy7MbN27A3d0dVlZWEIlEMDIyQtOmTaGtrQ0PDw+0atXqh3VERERATS3nw6upqSEqKkqW8IiIiIiIiIiISMFS0gp/YkwaMrU8S0hIgJ6eHgBAV1dXnOSysLDAkydPpKrD0NAQz549y3H706dPUa5cOVnCIyIiIiIiIiIiBUsXBKmWwk6m5FnVqlXx8uVLAIClpSX27duHsLAw+Pj4SJ3watmyJdauXYuvX79m2ZaUlIT169ejdevWsoRHREREREREREQKliZItxSUjRs3om/fvqhbty5sbW1lrkembpuDBg1CeHg4AGD8+PEYPnw4jh8/DnV1dSxdulSqOsaMGQN/f3+0a9cOAwYMQNWqVQEAISEh2LNnD9LS0jB69GhZwiMiIiIiIiIiIgVLUfBUmikpKWjfvj1sbGxw8OBBmeuRKXnWrVs38f/r1KmDCxcuICQkBBUrVhR35/wRAwMD+Pj4YN68eVi1ahWE/2+mJxKJ0KxZM7i4uMDAwECW8IiIiIiIiIiISMEU3SVz4sSJAIDDhw/nqx6ZkmffK1myJGrXrp3n/YyNjbFlyxZ8+fIFr1+/BgCYmppCV1dXHmEREREREREREZGCSNslMzk5GcnJyRLrNDQ0oKGhUQBR5Z1MybO0tDQcPnwY169fR2RkJNLTJZvheXp65qk+XV1dWFtbyxJKtoa9vie3uqgQKaep6AioAJRuMk7RIVABiLm2QdEhUAEY9rqvokOgAvBxHofJUEYV5m1SdAhERERIlbLbpoeHB9zc3CTWjR8/HhMmTCiIsPJMpuTZ4sWLceTIEbRs2RLm5uYQiUTyjouIiIiIiIiIiIowaVuejRo1CkOGDJFYl1OrsxUrVmDLli251ufn5wczMzPpDi4FmZJnJ0+exJo1a9CyZUu5BUJERERERERERMpD2jHP8tJFc+jQoejevXuuZSpXrixVXdKSKXmmrq4OExMTuQZCRERERERERETKoyBm29TT05N6skp5UZFlp6FDh8LT01M8Q6YsUlJSsHz5cvz666/4/fffs0wZGhERgZo1a8pcPxERERERERERKU6aIN1SUN6/f4+goCC8f/8eaWlpCAoKQlBQEOLj4/NUj0wtz+7cuYMbN27g8uXLMDc3h5qaZDXfD/KWnU2bNuHo0aMYOnQoYmJisHTpUjx8+BALFiwQl8lPco6IiIiIiIiIiBRH2m6bBWXdunU4cuSI+LGDgwOAbxNdNmzYUOp6ZEqelS5dGr/++qssu4odP34cixYtQuvWrQEAPXr0wIgRI+Ds7IwlS5YAACciICIiIiIiIiIqotIUnDxbunQpli5dmu96ZEqeubq65vvAYWFhMDc3Fz82NTWFl5cXBg0ahGnTpmHatGn5PgYRERERERERESlGcqr8xzxTBJnGPJMHAwMDvH37VmKdoaEhPD09ERgYCGdnZwVFRkRERERERERE+ZWWLki1FHYytTxzcHDItkulSCSChoYGTE1N0b17dzRq1CjHOho1aoTjx4+jcePGEuszEmgDBw6UJTQiIiIiIiIiIioEikJiTBoytTxr3rw53r59i5IlS6Jhw4Zo2LAhtLS08ObNG1hZWSE8PBxDhgzB33//nWMdY8eORYcOHbLdZmhoCC8vL/HYZ0REREREREREVLQkp6ZLtRR2MrU8i46OxpAhQzBu3DiJ9e7u7nj//j22b9+OdevWwd3dHW3bts22DmNjYxgbG+d4DENDQ3Tv3l2W8IiIiIiIiIiISMGKdcuzU6dOoXPnzlnWd+rUCadOnRL//+XLl/mLjoiIiIiIiIiIiqRiPeZZiRIlcO/ePZiamkqsv3fvHkqUKAEAEARB/H8iIiIiIiIiIipeikKXTGnIlDxzdHTE3Llz8ejRI1hZWQEAAgMDcfDgQYwaNQoA8M8//6BmzZryi5SIiIiIiIiIiIqM1CLQqkwaMiXPxo4di0qVKsHb2xvHjh0DAFStWhULFy5Ely5dAAB9+/ZFv379cq0nLS0Nd+/ehaWlJUqXLi1LKEREREREREREVAgVhS6Z0pApeQYAXbt2RdeuXXPcrqmp+cM6VFVVMXToUPj5+TF5RkRERERERESkRIp98kxezM3NERoaisqVKys6FCIiIiIiIiIikpPktGI25pmdnR1Onz4NPT09NGjQACKRKMeyN2/elDqAyZMnY9myZZg0aRJq164NLS0tie3a2tpS10VERERERERERIVDsWt55uzsLE5kzZo1S24BjBw5EgAwZswYiYScIAgQiUQICgqS27GIiIiIiIiIiOjnKHbJs+7du2f7//zy9PSUW11ERERERERERFQ4JKemKToEucjXmGeRkZGIjIxEerpkH9YaNWpIXYednV1+QiAiIiIiIiIiokKo2LU8y+zRo0eYOXMmXrx4AUGQ/EPI0tXy9u3b8PHxQWhoKNauXQtDQ0P4+vqiUqVKsLW1lSVEIiIiIiIiIiJSoNTinDybNWsWqlSpgsWLF0NfXz/XyQN+5MyZM5g+fTq6dOmCx48fIzk5GQAQFxcHDw8PJs+IiIiIiIiIiIqg5NRiNttmZm/fvsX69ethamqa7wA2btyI+fPnw8HBASdPnhSvr1+/PjZu3Jjv+omIiIiIiIiI6OdTlm6bKrLs1LhxYwQHB8slgJcvX2bbukxHRwcxMTFyOQYREREREREREf1caemCVEthJ1PLs0WLFmHmzJl49uwZzM3NoaYmWU2bNm2krsvAwABv3rxBpUqVJNbfuXMHlStXliU8IiIiIiIiIiJSsNTi3G3z/v37uHv3Li5fvpxlW14nDOjduzcWL16MJUuWQCQSISwsDPfu3cOyZcswduxYWcIr0gRBwKFdW3Dh1FEkxMXBorYVhkycjgqVTHLdLyriE3y2bsDDmwH4+vUrDI0qYeTUOahmWRMA4Phro2z36ztiPDr3dpT7eZAkHx8f7Nq1CxGRkbCwsMDMGTNgZWWVY3l/f39scHfH+/fvYWJigsmTJqF58+bi7YIgwH3jRhw+fBixsbGwsbHB7Fmz5NKVmqT3v1Hd0LudHSpV0ENySiruBr2Gi9th3HoUkut+o3vb44/B7VFBXxcP/32Lycu8cfvxS/H2EhpqWP5HX/RuZ4cSGmo4G/AIE5bsxqcotsb9GXi/Kie+vyqXElUtoduiAzQqVYFa6bL4tGstEp7czX0nVTWUadsN2vWaQFVHF2kxn/H53FHE3b4CANC2awnt+k2hbvjtB93kd68QffogkkNzf00n+eJrsHLidVVOvK4kjfQi0KpMGjJ121y0aBG6du2Kf/75B8HBwRJLXmfaHDlyJDp37gwnJyckJCTA0dERc+bMQZ8+fTBw4EBZwivSTuzzgr/vfgydNAPz129FCc2SWOY8GcnJX3PcJz42Bgsmj4SqqhqmLVmNZVv3YsCoiSiloyMu47bvpMQy4s85EIlEsGve+mecVrF2+swZrFi5EqNGjYLP3r2wtLDAmLFjERkVlW35+/fvY6azM7o7OGCfjw9at26NyVOm4Nnz5+IyO3buxN49ezBn9mzs9vJCyZIlMWbsWHz9mvPzhOTv2euPmLTMG/V7uaD1EFe8fh8BP/c/YFBWJ8d9ev3WAH/92QeLPI6hYf/5ePjvW5x0/wPlMu2zYmo/dGpRF/2mu6PN8GWoWK4M9q8c9zNOqdjj/aq8+P6qXFQ0SiD5w1tE+XpJvU/5AeNQsnotRBzchncrZiJ870akhH8Ub9esVgPx968jbPNSfHRfiNQvUagwfCpUS5ctiFOgbPA1WDnxuionXleSliAIUi0FITQ0FLNmzYK9vT2sra3Rtm1brFu3TjxRZV7IlDyLjo6Gk5MTDAwMZNldgkgkwpgxY3Djxg2cOHEC+/fvR0BAACZPnpzvuosaQRBw+sg+dBswBL80aQGTauYYPWMuPkdG4M7VrK38Mhzf5wW9coYYNe1/MKtRG+UrGsHKtiEMjf7rCltGT19iuRtwGTXr/oLyFY1/xqkVa15eXujRowccHBxgZmaGOXPmQFNTE76+vtmW996zB02aNIGTkxOqVauG8ePGoWbNmvDx8QHw7Xni7e2NESNGoHXr1rCwsMCihQsRHh6O8xcu/MQzI5/TN3D+xhO8fBeOJyHvMW2lD3R1tGBlXinHfSY5tsO2w5fheewfBIW8x7jFnkhISoaTw7df3Uprl8QQh+aYvsoHF28F417Qa4yYux1NbMxhZ1XtZ51ascX7VTnx/VX5JD59iM/+h5Dw+I5U5UtaWEGzmiXCtq9C0vMnSI2OwNc3L/D19TNxmQgfD8ReP4/kD2+QEv4BkQe3ASIVaFavVVCnQd/ha7By4nVVTryuJC0hXZBqKQghISEQBAELFizAyZMn4ezsDB8fH6xevTrPdcmUPPvtt99w48YNWXbNwtnZGXFxcdDQ0ED16tVhbW2NUqVKISEhAc7OznI5RlER/vE9vkRFok69BuJ1WqW0YVajNp49Ccxxv7sBV1DNoibWLZiFsb06YPboQbjg55tj+S/Rkbh/4ypadegiz/ApGykpKQgKCkKjhg3F61RUVNCoYUM8fPgw230ePnwoUR4AmjRuLC7/7t07REREoGGmMjo6OrCyssLDBw8K4CxIGupqqhjeoyU+xybg4b9vcyxTv6Ypzt94Il4nCALO33iCRtZmAID6NU2hoa6Gc9f/K/P01Ue8/hAhLkMFg/er8uL7K5WsVQ9fQ19Bt2VHVJq1BsZTl6Fsp74QqannuI9IvQSgqor0hLifGGnxxddg5cTrqpx4XSkv0lIFqZaC0KJFC7i6uqJZs2aoXLky2rRpg6FDh8Lf3z/Pdck05lmVKlWwcuVK3LlzBxYWFlkmDBg0aJDUdfn6+mLq1KnQ1taWWJ+UlISjR4/C1dVVlhCLpM9RkQCA0mX1JNaXLquHL9GROe4X/uE9zh0/jPY9+6Fr/8EIeRoEzw2roaqmjha/dcpS/oq/HzS1SsG2WSu5xk9ZRUdHIy0tDfr6+hLr9fX18fLVq2z3iYiIyLZ8RESEeHvGOokyenqIiMz5eUIFo2Pzuti9dBS0NDXwIeILOoxegcjP2X/RMiirAzU1VYR9N3bZp8gYWFapCACooK+Lr8kp+BKXmKVMBX3dgjkJAsD7VZnx/ZXU9cpBs4o5hNQUfPJcB9VS2tB3GAQVLW1EHtia7T5lO/ZGWsxnJD1/ku12ki++BisnXlflxOtKeVFQXTJlFRsbC13dvH+vkil5duDAAWhpaeHmzZu4efOmxDaRSCRV8iwuLk7ctzU+Ph4lSpQQb0tLS8Ply5ehp6eXSw1F39Vzp7F9zTLx46mLVspUT7qQjmoWNdFn2BgAQJXqlgh99QLnTxzJ9sP9pTMn0MT+N2holMiyjYiy169DI2yY899rW5fxq3H13jNcvBWEBn3nQb+MNob1aIk9y8eg2cBFCI+OVWC0RMUb318pC5EKBADhPpsgJH37cSLqxF6UcxyPqCO7IKSmSBTXbdUJpeo2xEePpVm2ERERkfSknTAgOTk5y1hkGhoa0NDQkFssr1+/xu7duzFjxow875vn5JkgCPDy8oK+vj40NTXzfMAMtra2EIlEEIlEaNeuXZbtIpEIEyZMkLn+oqB+4+Ywq1Fb/Dg15duHs5joKJTV/288uZjoKJiYmedYTxk9AxiZVJFYZ2RSBbeuXMxSNjjwPj68fY3xsxflK3aSTtmyZaGqqorI734tiYyMzHHMQAMDg1zLZ/wbGRmJcuXK/VcmKgqWFhbyDJ8yOX7pPm5mmkXz3adoAEBCUjJevP2EF28/4WZgCB4fdcWQ7s2xfLtfljoiomORmpoGQ73SEuvL65dGWOQXAMDHyC8ooaEOXe2SEq3PyuuXxsf/L0MFg/er8uD7K30vLfYz0r5EixNnAJAS/h4iFRWo6uohNTJMvL50iw7QbdUJH7csR8rH7Lvhk/zxNVg58boqJ15Xyov01HSpynl4eMDNzU1i3fjx47PNC61YsQJbtmzJtT4/Pz+Ymf037E1YWBiGDx+O9u3bo3fv3lLFlFmexzwTBAHt2rXDx48ff1w4F56enti5cycEQcC6deuwa9cu8bJnzx5cuHABY8aMydcxCruSWqVQwbiyeDE2rQpdPX08vndLXCYhPh4vgh/DvFbOU/5a1LbGh9A3Eus+hr6FgWGFLGUvnTqGquY1YJrLlwWSH3V1ddSsWRM3MrXQTE9Px42bN2FtbZ3tPtbW1hLlAeD69evi8sbGxjAwMJAoExcXh8DAQFjXrVsAZ0EAEJeQJE6SvXj7CUlfs2+JoCISoYR69mPopKSm4W7Qa7RuWFO8TiQSobVdTVx/+AIAcDfoNZJTUmHf8L8Bqi1MK8C0ooG4DBUM3q/Kg++v9L2kV8+gWroMRJlaBaoZVICQno60L//NDFe6ZUeUadMVYdtXIvndKwVEWnzxNVg58boqJ15Xyot0QZBqGTVqFO7cuSOxjBo1Kts6hw4dCj8/v1yXypUri8uHhYVh0KBBqFevHhYuXCjTeeS55ZmKigpMTU3x+fNnmQ6Ywc7ODgBw7tw5GBkZQSQS5as+ZSASidC+ex/47tkJQ+PKKF/RCAd3bkYZfQP80rSFuNySaeNh27QlfnPoBQBo37MvFkwagaN7dqJhyzYIefoEF/x8MXTyTIn6E+LjcfPKefQfOfGnnldxN3DgQPzvf/9D7Vq1UKdOHez29kZiYiIcunUDAMyeMwfly5fHpInfrsuA/v0xbPhw7PL0RIvmzXH69Gk8fvIE/3NxAfDteTJgwABs2bIFpiYmMDY2xoYNG1CuXDnYt26tsPMsbrQ0NeA8vDOOX7qPjxFfoF9GG2N628O4fFkcOvvfF/TTm6bi6IW72LjvPABg7e4z2LZgOO4+eYVbj15iQv9fUapkCew6+g8AICYuETt8r2D5n30Q9SUeMfGJWDNjAAIePMfNwJBsYyH54f2qnPj+qnxEGiWgrm8ofqymVw4aFU2QlhiHtM9RKNO+F9RKl0XE/s0AgPj7ASjTpisMeg3H57NHoFJKB3od+yLu9mVxt8zSLTui7G89EL53E1KjIqCq/W08lPTkJAjJX3/+SRZDfA1WTryuyonXlaQl7UyaeemiqaenJ/UwXxmJs9q1a8PV1RUqKjLNmynbmGd//vknli9fjnnz5sEin00oX7x4gQ8fPsDW1hYA4O3tjf3796N69epwcXGRaSC3oqxzn4H4mpSE7WuWIiEuDhZ1rDHddY3E+CmfPoQiNuaz+LGZZS1MnrcM+7ZthO/u7ShXoSIcx0xG0zbtJeq+fvEsBEFAY/vfftbpEID27dohOjoa7hs3IiIiApaWlnB3dxcPhvnxwweoZEoe29jYwHXJErht2ID169fDxMQEa1avhnn16uIyQ5yckJiYiAULFyI2Nhb16tWDu7u7xNiBVLDS0tNhWaUiHLs0hUEZbUR+icedxy/ReqgrnoS8F5erVrk8DMroiB8f8L8Fg7I6cBnjgAr6unjw9C06j1uNT5kmEZi6Yi/S0wXsWzEWJTTUcfbaI0xw9fqp51dc8X5VXnx/VS4lKlVFhVH/zcqu16U/ACDu9hVEHNgKNR1dqJX570O1kPwVYVv/gl43R1ScMA/pCXGIf3gTn88cEpcp3cgeIjV1lB8o2T3k89kj+Py3b8GeEAHga7Cy4nVVTryuJK00KbttFoSwsDAMHDgQRkZGmDFjBqKi/mttnrl7sDREggxTHzRo0ACJiYlIS0uDurp6lrHPvp9EIDddunTB1KlT0bJlSzx9+hQ9e/bE0KFDcePGDVSrVk2m2TZvvYnO8z5U+FmVk32MPSq8SjcZp+gQqADEXNug6BCoAASGJyk6BCoA5TZMVnQIVAAqzNuk6BCIiIo1zZIlFR1CoWAzK+tY0Nm5v6Sj3I99+PBhODs7Z7vt6dOneapLppZns2bNkmW3bIWGhooHcfP394e9vT3++OMPPH78GCNHjpTbcYiIiIiIiIiI6OcRFNfwDD169ECPHj3kUpdMybPu3bvL5eDAt8EGk5K+/ZJ97do1ODg4AAB0dXURFxcnt+MQEREREREREdHPky7lmGeFnUzJs8y+fv2KlBTJWee0tbWl3r9+/fpwdXVF/fr1ERgYiDVr1gAAXr16hQoVss5mRUREREREREREhV+6Asc8kyeZkmcJCQlYsWIFTp06le2sm0FBQVLX5eLigvnz5+PMmTOYO3cuDA2/zZx0+fJlNG/eXJbwiIiIiIiIiIhIwdLzPsx+oSRT8uyvv/7CjRs3MG/ePEyfPh0uLi4ICwvDvn378Oeff+apLiMjI3h4eGRZL89x1YiIiIiIiIiI6OcSinO3zQsXLmDZsmVo2LAhnJ2dYWtrC1NTUxgZGeH48ePo2rWr1HW9f/8+1+1GRkayhEhERERERERERAqUVpy7bX758gWVK1cG8G18sy9fvgAAfvnlF8yfPz9Pddnb20MkEuW4PS9dQImIiIiIiIiIqHAQinO3zUqVKiE0NBRGRkaoVq0aTp06BWtra1y4cAE6Ojp5qsvX11ficUpKCoKCgrBjxw5MmTJFlvCIiIiIiIiIiEjBinW3zZ49eyI4OBh2dnYYOXIkRo8ejd27dyM1NRUzZ87MU101atTIss7Kygrly5fHtm3b8Ntvv8kSIhERERERERERKVBaaqqiQ5ALmZJnTk5O4v83adIEp06dwuPHj2FiYpJtMkwWVatWRWBgoFzqIiIiIiIiIiKin0tIT1N0CHIhU/Lse8bGxjA2NpZp37i4OInHgiDg06dPcHNzg6mpqTzCIyIiIiIiIiKin6xYJ88WLVoEExMTDBo0SGL97t278fr1a8yePVvqumxtbbNMGCAIAipWrIhVq1bJEh4RERERERERESlYekqyokOQC5mSZ2fOnMHGjRuzrK9Xrx42b96cp+SZp6enxGMVFRWULVsWpqamUFOTS8M4IiIiIiIiIiL6yYp1y7PPnz9nO6umtrY2oqOj81SXnZ2dLCEQEREREREREVEhVqyTZ6amprhy5UqWMckuX76MypUr/3D/c+fOSX2sNm3a5Dk+IiIiIiIiIiJSrGKdPHNycsLChQsRFRWFRo0aAQACAgKwY8cOzJo164f7jxs3TqrjiEQiBAUFyRIiEREREREREREpUFpqMR7z7Pfff0dycjI2bdoEd3d3AN9m3Jw3bx4cHBx+uH9wcLAshyUiIiIiIiIioiKiWLc8A4D+/fujf//+iIqKQokSJVCqVKksZe7cuQMrKytoaGjkK0giIiIiIiIiIipalCV5ppLfCvT09LJNnAHAiBEjEBYWlu22gIAAdOzYEXFxcVm2xcbGolOnTrh161Z+wyMiIiIiIiIiIgVIT0mWains8p08y40gCDlu27VrF3r37g1tbe0s23R0dNCnTx/s3LmzAKMjIiIiIiIiIqKCIqSnSbUUdgWaPMvN06dP0bx58xy3N23aFI8fP/6JERERERERERERkbwoS/JM5jHP8isiIgJqajkfXk1NDVFRUT8xIiIiIiIiIiIikpf01BRFhyAXCmt5ZmhoiGfPnuW4/enTpyhXrtxPjIiIiIiIiIiIiORFWVqeFWjyTCQS5bitZcuWWLt2Lb5+/ZplW1JSEtavX4/WrVsXZHhERERERERERFRA0tPTpFoKyujRo9GqVStYWVmhWbNmmDZtWo4TW+Ymz902BUHAhw8foK+vjxIlSvywbE7GjBkDf39/tGvXDgMGDEDVqlUBACEhIdizZw/S0tIwevTovIZHRERERERERESFgJCm2FZljRo1wujRo1GuXDmEhYVh+fLlmDRpEnx8fPJUj0zJs99++w0nTpxAlSpVci177969HLcZGBjAx8cH8+bNw6pVq8SJNpFIhGbNmsHFxQUGBgZ5DY+IiIiIiIiIiAqB9NRkhR7fyclJ/H9jY2OMGDEC48aNQ0pKCtTV1aWuJ8/JMxUVFZiamuLz58953TULY2NjbNmyBV++fMHr168BAKamptDV1c133UREREREREREpDiFaTyzz58/4/jx46hXr16eEmeAjGOe/fnnn1i+fDn+/fdfWXbPQldXF9bW1rC2tmbijIiIiIiIiIhICUg7YUBycjLi4uIkluRk+bRa++uvv2BjY4OGDRviw4cPcHd3z3MdIiG3gcly0KBBAyQmJiItLQ3q6urQ1NSU2H7z5s08B0JERERERERERMXP+vXr4ebmJrFu/PjxmDBhQpayK1aswJYtW3Ktz8/PD2ZmZgCAqKgofPnyBe/fv4ebmxt0dHTg4eGR6ySX35MpeXbkyJFct3fv3j2vVRIRERERERERUTGUnJycpaWZhoYGNDQ0spSNiopCdHR0rvVVrlw5230/fvyIli1bwsfHB/Xq1ZM6vjyPeQYwOUZERERERERERPKRU6IsO3p6etDT05PpOOnp6QCQ5y6hMiXPAODNmzc4dOgQ3r59i9mzZ0NfXx+XLl2CkZERzM3NZa2WiIiIiIiIiIgoXx48eIDAwED88ssvKF26NN68eYO1a9fCxMQkT63OABknDLh58ya6dOmChw8fwt/fHwkJCQCAp0+fYv369bJUSUREREREREREJBeamprw9/eHk5MT2rdvj9mzZ8PS0hK7d++WupVbBpnGPOvTpw/at2+PIUOGoF69ejh27BgqV66Mhw8fYvz48bh8+XJeqyQiIiIiIiIiIip0ZGp59u+//6Jt27ZZ1uvp6f1w0DYiIiIiIiIiIqKiQqbkmY6ODsLDw7OsDwoKgqGhYb6DIiIiIiIiIiIiKgxkSp516tQJK1asQHh4OEQiEdLT03Hnzh0sW7YMDg4Ocg6RiIiIiIiIiIhIMWQa8yw5ORkLFizAkSNHkJaWBjU1NaSlpaFz585YunQpVFVVCyJWIiIiIiIiIiKin0qm5FmGDx8+4N9//0V8fDxq1aqFKlWqyDE0IiIiIiIiIiIixZKp26abmxsSExNRsWJFtGzZEh07dkSVKlWQlJQENzc3ecdIRFQoLVu2DKNHj0Y+foMgIiKibPC9VTnxuhJRUSVT8mzDhg1ISEjIsj4xMREbNmzId1DFWeY3lPT0dAVGQvL0/QcFfnAo+pKTk6Gvr49Pnz5h1qxZvKZKgteRqGiZOnUqDh06pOgwSI4yXodFIhEA4O3bt3xtVhLp6eni65qamqrgaIiI8kam5JkgCOIXvsyCg4Ohq6ub76CKq8x/1507d+LcuXNITk5WcFSUX5k/KLx//x5xcXHZ3j9UtGhoaMDR0RG9evXCy5cvMXPmTEWHRPn0/b0aGhoqMbM0v7wVbbx+yicqKgrq6upwdXWFn5+fosMhOcj4LJzxA/L27duxaNEiBUdF8nD16lV8+vQJALBy5UqsWLFCwREREeWNWl4KN2jQACKRCCKRCO3atZNIAKSlpSEhIQF9+/aVe5DFQXp6OlRUvuUyY2JisGfPHqioqEBDQwNNmjSBurq6giMkWWVc19WrV+PChQv48uULBg0aBHt7e1StWlXB0ZEsMu5XTU1NVKpUCbVr18aBAwdQsmRJzJ07l8nRIkgQBPG9unbtWgQEBODNmzewsrJC3bp1MXbsWF7XIizzeywg+QU983oqWvT09DBx4kRoa2vDxcUFANCxY0cFR0WyWrVqFcqUKQMnJyfxfZmYmAhzc3OIRKIcf7ynwi8hIQHz589HyZIlUbt2bZw5cwY+Pj6KDovkgO+jVJzkKXmW0TVp1qxZmDBhAnR0dMTb1NXVYWxsjHr16sk9yOIg40Vn6dKlePnyJSpWrIinT59i9uzZWLx4MRNoRdypU6dw7NgxTJ8+Hffu3cPhw4fx8uVLDBw4EJaWlooOj/Io4351dXXFrVu3YGFhAVNTU/j7++Pr169YsmQJP+AXMRnXy83NDXv27MGqVatQvnx5bNq0CevWrcOvv/4Kc3NzBUdJssq4Zz09PfHkyRNoa2ujW7dusLKy4gf/Iio1NRVqamqoWLEi2rZti6ioKMyYMQMlSpRAmzZtFB0e5VFCQgIeP36MhIQEaGlpoWfPnlBXV0d4eDhKlSoFAHxfLcK0tLTg5+cHOzs7vH79GuvWreN7qhLI/P557tw5vHr1CqVKlYKFhQXq16+v4OiI5E+m2TZv3ryJ+vXrQ00tT7k3+oEjR45g8eLF8PT0RPny5SESieDs7IzAwEC4urqiSZMm0NDQUHSYJIXvv4ydPn0ab9++xYgRIwAAvr6+8PT0RI0aNTB48GAm0IqItLQ0qKqqAgD++ecfTJ06Fe7u7qhfvz6Sk5Oxc+dOHD9+HFZWVliyZImCo6W8ioqKwp9//omBAwfC3t4ely9fxuTJk+Hs7IxevXohOTmZr8FFTObX4jVr1sDHxwcNGzZEWFgYXrx4gbVr16JJkyZMoBVhq1evxu3bt6GlpYU7d+5AEAQsXryYLdCKkIwWZV++fMGCBQvw7t07dOvWDf369YOzszNKly4NZ2fnXPelwinza2tYWBi6du2KUqVKQV9fH6tXr0alSpUA8DoWdcuXL4efnx/Mzc2hoaGB27dvw8XFBZ06dVJ0aERyJdMnxVKlSuHFixfix3///TfGjh2LVatWcYyufAgPD0fNmjVhYWEBfX196OvrY/PmzahZsyYWLFiAa9eu8e9bBGTu/nXgwAGsWLECp06dkkg2Ozg4YNCgQQgODoaXlxceP36sqHBJCrNnz8bjx4+hqqqKtLQ0AEBkZCRKlCiB6tWrA/g2Blq/fv3QsmVL+Pn5YeHChRxjqZD7/vqoqKggNDQURkZGuHjxIiZNmoRp06aJE2cHDhxAYGCggqIlWWS8Fr9//x4ikQgeHh5Yu3YtVqxYgXbt2mH48OG4du0aVFRUOElPEXTs2DF4enrijz/+wJo1a7Bz50507NgRc+bMwenTpxUdHkkpowu1rq4uXFxcYGxsjCNHjuDQoUNQU1ODvr4+nj9/jhcvXuDly5d4/fo1bty4gZSUFCZcCrHMibO7d+9CV1cXN27cwLFjx5CYmIhJkyYhNDQUwH+tClNSUhQWL8nGz88Px48fx5o1a7Blyxa0bNkSsbGxnBCClJJMyTMXFxe8evUKwLcZcKZMmYKSJUvi9OnT+Ouvv+QZX7GQ8QUuMTER7969g5qaGkQiEb5+/QoAGDx4MN6/f49Fixbh2rVrfGMpxDIPOL569WosWbIEDx48wKVLl7Bv3z48fPhQXNbBwQGDBw/GP//8g3/++UdRIdMPvHv3Dq9evcLYsWPx9OlTccszY2NjaGlpSSQ+dXR00Lt3b2hra+PIkSOcfbgQy3yvxsXFQRAEaGhowMTEBN7e3pg+fTqmT5+Ofv36Afj2PPjnn3/Egx1T0eHv7w97e3ucPn1aPNxEpUqVMHHiRPTs2RMjR45EQEAAVFRUmPAuYl6/fg0bGxv88ssvKFWqFKytrTFixAg0a9YMM2fOxKVLlxQdIv1Axj2Xcf/p6urif//7H4yMjLB//36cPHkSq1atwtSpUzFw4ED07t0bjo6O2LJlC3vAFGKZE2erVq3CokWL4O/vj9jYWGhra2Pbtm1ISkrClClT8Pr1ayQnJ+PPP//Epk2bFBw5/UjGPZvxg1NISAiaNGkCGxsb+Pv7Y+nSpZg7dy66deuG+Ph4iQY3REWdTMmzV69eoWbNmgC+jeVkZ2eHlStXwtXVFf7+/nINUBl9/+t2xhe4Pn36IDU1Ff/73/8AACVKlAAAlCxZEk5OTqhevTpmzJjBBFohlvFB4d9//0VCQgJ27doFLy8vrFixAhUqVIC7u7tEAq1bt25YsGABhg8frqiQ6QeMjY3h4uICKysrDB8+HE+fPgUAVK5cGRoaGtizZ4/EB4OUlBTY2Nhg0aJFGDt2rKLCplxk/lC/adMmuLq6IiQkBFpaWmjbti0OHDiAFi1aoE+fPgCA2NhYuLq6Ij4+Hq1atVJg5CQLY2NjdO7cGW/fvsXnz58BfPvwX758eUyYMAE9evTAkCFDEBgYyFYsRYyBgQFevXqFjx8/itdVqVIFv/32G5KSkjBq1ChcvXpVgRFSbjL/iPH161dxy+4yZcpg7ty5MDExQdWqVeHk5IRdu3bB398fBw8exNGjR+Hh4SGeRIAKn4z32HXr1uHgwYOYOnUq2rZtK/4Bw9DQEDt27EBCQgL69euHXr164fHjxxg9erQiw6YfyNy9Nj4+HsC3nhd6enr4+++/MWPGDEybNg19+vSBIAi4dOkSTp06hbi4OEWGTSQ3MiXPBEEQJ4ACAgLQokULAEDFihURHR0tv+iUUOYvbb6+vnB1dcWyZctw7NgxVKhQARMmTMDt27fx559/4v3793j69Cm2bNmCtLQ0bNq0CQ0bNsSoUaNw48YNBZ8J5eTs2bMYNmwYbty4AUNDQwBA27ZtMWDAAHz9+hXu7u4SXb9atGgh0R2QCo+MD+WWlpYYP348rK2tMWzYMAQFBcHQ0BCurq64e/culi9fjl27duH69etYtGgRVFRU0KFDB6ioqPC6FkIZr8ErVqzA7t27Ua9ePWhrawMA+vXrhwkTJuDUqVOYNGkSxo0bhzFjxuDDhw/Ytm0bVFVV2b2vEMvu2tSuXRvDhw9Hs2bNMGbMGAQFBYm/dJcvXx5jx47FH3/8If5RkAqfnO45CwsLlC5dGgcPHkRYWJh4fYUKFdCpUycsXLgQDRs2/FlhUh5k/jy8fft2TJs2Db1794a3tzdCQkJQtmxZzJo1CyYmJrh//z78/f2hqakJU1NT6OnpiT83MeFdeL18+RL+/v5YtmwZmjRpgqSkJDx58gRbt27FmTNnUL58eZw8eRJDhgzB77//jhMnTkBdXZ3d/Qqp8+fPIygoCMC3Mc4WLFgA4FsidN++fZgyZYpEi/34+HgcOnQI8fHx4s9YREWdTBMGDBo0CBUrVkTjxo0xZ84cnDx5Eqamprh58yZmzpyJ8+fPF0SsSmX58uU4ceIEmjdvDi0tLXh5eWHmzJno06cPzp07Bzc3N4SHh0NHRwd6enrw9vZGyZIlAQDTpk3D2LFjUbVqVQWfBQH/fQDM+DXm4sWLOHDgAK5evYodO3ZIzED7999/w8fHB7GxsViyZAnMzMwUGDnlJuN6Zv6VLTg4GGvXrkVgYCA2b96MWrVqITg4GBs2bMC///4L4FtLiJ07d0JdXZ2DkBdit2/fxrRp0/DXX3/B1tYWgOQvqn5+fnjw4AHi4+NRvXp1ODo6Qk1NTTzDHxU+me+3R48eidfXqVMHwLf7183NDffv38eWLVtQs2bNLINU8/oWPpmv0aFDh/Dp0yeoqamJJ+Bxd3fH8ePH0aJFC/z6668oX748Fi9eDD09PfHMx7yuhdfKlStx4MABjB49GuHh4QgICICpqSlGjx4NS0tLREdHY9GiRXj06BGmTZuGtm3bKjpkklJYWBhGjx6Nvn37wszMDIcOHcKjR48gEokQEhKCuXPnolevXhL7ZJ6YiQqP5ORkce+L5s2b4/z589i7d694wrNly5Zhx44dWL16NapWrQoVFRUsW7YMUVFROHDgANTU1DgpBCkFmZJnwcHBmDZtGt6/f48hQ4Zg/PjxAICFCxfi8+fPWLlypdwDVSZXrlzB3LlzsWLFCtSvXx9nzpzBlClT4OLigr59+4rL3bhxAyVLlkTt2rWhqqqKpKQkaGpqKjByys2lS5fQsmVLAN9mpPXw8MCnT5+wcOFC2NjYiMudOHECDx8+xMyZM5lYKaQyfwmPjIxEbGwsqlSpAuDbOI+LFy/Go0eP4OHhgdq1ayMuLg6pqamIiYlBpUqVoKKiwi9rhdzZs2exZs0a7Nu3D1paWhIJ8Jw+vPNDfeGV+UP5mjVrcPr0aSQnJ0NNTQ3dunXDuHHjAHz7/OLu7o779+/Dzc0N1tbWigybfiDzdV29ejW8vLxgbW2NBw8eoFatWli5ciUqVKiA7du34+LFi7h58yaqVKkCDQ0NHDp0COrq6vzCVoidOnUKq1evxqpVq1CnTh1cv34dQ4cOhZmZGUxNTTF58mRUr14dkZGR8Pb2xrhx4/gaXEhl92NhdHQ05s6di/fv3+Px48dwdHREs2bN8Msvv2Dy5MmwtbVlN80ipkmTJoiLi8PSpUvRsWNHic+6c+bMwZUrVxATE4Pq1atDU1MT27dvh7q6Oj8/kdKQKXmWk69fv0JFRQXq6uryqlIpfP+GcujQIfj5+WHbtm3w9/fHjBkzxK3OYmNj8fTpU3FLiAx80Sncnj17hi5duqBHjx5YsmQJgG9dmr29vfHu3TvMmzcPdevWzbIfWyYVPpm/aK1btw5Xr17Fs2fP0KhRIzRo0ABOTk4ICQnB6tWr8eDBA2zZsgU1atSQqIPXtfDz8/ODs7MzTp06BSMjI4kWpFevXkWFChXEM6lS0bFhwwZ4e3tj7dq1qFatGjZt2gQvLy8MHz4cU6dOBfAtgbZ48WKUKlWKg1MXEeHh4ZgzZw4mTZoEc3NzREREYPDgwdDR0cH69ethZGSEmJgYhISEAACsrKygqqrKHzEKuStXruDu3buYNGkSzp07B2dnZ0ydOhUqKipYsmQJmjVrhpEjR4pbjwL8PFwYZf7M8+LFC6iqqkJTUxMVKlRAREQE3r17B5FIJPFjRZ8+fdC+fXsMGTJEUWFTHqSnpyM+Pl48KVZ4eDjWr18PKysriXLBwcGIiYlBmTJlUL16df6YTEpHrt/uSpQowcRZNjLeUI4cOYLg4GDo6uqiVKlS8PX1xYwZMzB9+nTxwNS3b9/GsWPHEB4eLlEHPygUbiYmJli2bBlOnz4tnvChcePG6N+/PypVqoQFCxbg9u3bWfZjgqXwyUicubu7Y+/evRg1ahROnjyJ2NhY7N69GyEhITAzM8PEiRNRt25dODg44M2bNxJ18LoWHpnHSsr8W1GtWrVgZmaGTZs24d27d+JrlpycDA8PDw4/UAQ9e/ZMPAZhgwYNEBgYCF9fX3Tt2hU7duzAqlWrAAA1atTAokWL4O7uruCISRo7duzAsGH/x959h1VxrA8c/x6qICqggr0rKorGXhJbNLbYe2/YFRUVsTdEpCpgoQiIohRB7L1iNCpq7Bq72LAAinQ4+/vD39l7sCTm3kQOcT7Pc58bz9ndZ84zzO7MuzPvjCI7Oxtzc3N0dXUpWbIkmzdvJjk5malTp/Lo0SMKFy5M3bp1qVu3rpwPSwzYNMen3tU3btyYwYMH8+bNG/z8/LC2tqZv3750796dEiVKcPXqVXkjMtX5oj+sWSRJkp+fXl5eTJo0iTFjxtCzZ0+OHTtGsWLFqFOnDlZWVqSmpvLw4UOsra3JyMhgyJAheVx64Y+o95+0tLQoVKgQO3fuJCIigkqVKjFp0qRcKRLgfb7JRo0aUa1aNbS0tFAqleI+LPyr/FcjvOrVq1OjRo3P/k94LzMzU/7v9evX4+bmhpaWFsbGxly/fl1+i6pKrJiWlsbmzZuRJIlixYrlVbGF/4K+vj4dOnRg8eLF7NixQw6gNWvWjIEDB2JoaEhkZGQel1L4EpIk8erVK2JiYliyZAlt2rTh4cOHXLlyhXHjxlG5cmWUSiXVqlVj0qRJjB49mtKlS+d1sYVPUO/Uh4eH4+bmxurVq+VluF27duXmzZs4Ojpy/PhxDh48yIQJE0hOTmbkyJF5XHrhrypZsiQtWrTgu+++49y5cyxYsABbW1uWL19Ohw4d8PX1ZdGiRQCUL19e7tgLmuXDOqlfvz7v3r3j6tWrJCcny8cUK1ZMziE6cuRInj17lus8EWTRHOq7ar58+ZL79+8jSRK6uroULVqUV69e8ezZM3kM8fz5c2rUqIGNjQ1Tp04FEEtvNZB6vXp5eREaGoq9vT0bN26kbt26TJs2jW3btgHvn8fbtm1jyZIlZGRkyHmwxKZKmkl9NuGVK1e4cOECd+7ckQNha9asoUqVKkyePJmLFy+SnJzMlClT8PT0BP4T7BYvk4V/m/8qFOzt7Z3r39nZ2dy4cYNt27YxefLkv6Vg+dmUKVOYPXs2JUqUAODevXs8f/6cBQsWUK1aNQBGjhzJkiVLePPmDcePH8fAwIB169bx+vVr1q5d+1GickHzBAQEkJiYyPTp04H3AbSffvoJSZKYM2cO+vr6zJs3j6ZNm2JkZISlpWUel1j4EgqFAj09PTIzM6lfvz6HDx9mxowZzJo1iz59+pCRkcHu3bupW7cu1atXl5dsiqUkmuXD5bcBAQE0b96c48ePc+LECRYuXMjw4cMxMTFh7969TJgwAQsLC4oVK5arUy/qVDN9amm0kZER/fr1o0CBAuzfv5/mzZvTo0cPtLW1KVWqFM2aNePBgwe5zhUde82jqpMbN25QqlQprKysWLNmDaNGjcLJyYkVK1ZQpEgRJEnC1NSU4OBgHB0dMTMzy+OSC5+i/hJj1apVnDx5krt379KoUSOsrKywtrZGT08Pc3Nzjhw5glKpJCQkBC0tLbp164ZCoRCpEDTMr7/+SpMmTeQ6uX79OmfPnmXFihV8//33HD58mNjYWOrVq8e8efNQKBR0796djh07Ym5uTuvWrcWyag2m3mY9PDzYuXMnurq6PHnyBFtbW7p160bRokVZs2YNkyZNYujQoVSoUIHs7Gx27NgBiGC38C8m/Y127NghjRs37u+8ZL4zadIkqVOnTlJGRoYkSZL066+/ShYWFlKjRo2kw4cP5zrWz89P6tu3r1S7dm2pX79+0pgxY6TMzExJkiQpOzv7q5dd+HLp6emSl5eXVKdOHWnNmjUffWdvby9ZWFhIM2bMyPVdTk7O1yym8AWUSuVHn71580b66aefpGnTpkkNGzaUQkJC5O/u3LkjDR8+XDpy5MjXLKbwX4qLi5PGjx8vXbp0SZIkSXr79q30888/S71795YuX74sH/fgwQMpISFB/nvIysrKk/IKf079PnrkyBFp48aN0pYtW6S7d+9KkvT+Hjxo0CDJ1tZWkiRJSktLkyZOnCjt2rXrk9cQNM/JkyclCwsLafPmzdLbt28lSZKkq1evSk2aNJHGjx8vJSUlSZL0cT2KvpPmWrNmjdSkSRPp6NGj0suXL6Vhw4ZJbdq0kW7duiVJ0vs+cY8ePaSWLVtKgwYNkvvDn3pGC3nHx8dH6tixoxQVFSV/9uDBA2nDhg2SUqmUTp8+LTVv3lzauHGjJEmSNGLECKl+/frSpk2bcl1H3IM13+rVq6XmzZtLv/76qyRJkrR06VLJ0tJScnNzk16/fi0fFxkZKUVFRcn9JtF/Ev7N/tbXOHXr1uXXX3/9Oy+Zrzx79ozff/+dGTNmoKenx6FDh2jcuDHjxo3jzZs3XL58mXfv3snHW1tbs3btWqKjo/Hy8mLdunXo6uqSnZ0tZjtoGOmDXB36+vr079+fKVOmsH79elavXp3ru/Lly9OiRQsSExM/yhkgaI7MzEz57djTp09JTU0lLS2NwoULY2Njw7Fjx+TcdUqlktTUVJydnQFo0aJFXhZd+AKBgYGMHTuWlJQUSpYsCUChQoUIDg4mPT0dBwcHzp8/j1KppHz58piYmMizHMTbcM2luo86Ozvj4ODAvn37OHHiBD///DOxsbHo6+vTvXt39u7dy/jx4xk4cCBxcXG0b98eyP1WXch7Hz5fAZo3b86AAQNYvXo1e/fuJTk5GUtLS/z9/fntt9+YO3cuSUlJH9Wj6DtpHkmSSEhI4OTJkyxcuJBWrVpx+/ZtLl26xLhx4+QVGdbW1vj4+BAUFERwcLDcHxYzWDRLly5dqFy5MlFRUURFRQHvl8F37doVhUJBVFQUP/74o5ySxtzcHDMzM3bv3p2rrYt7sOZRH688ePCAS5cusWjRIho3bsyhQ4fYsWMHnTt3xtfXl6CgIJ4/fw5Az5496dGjhzxjX/SfhH+zv+2vOz09neDg4G962rwqaLJv3z727NnDhQsXqFevHlOnTiUtLQ1/f38qVKhAx44d0dfXB8DU1BRTU1P5GmLQpnnUlwu8fv0ahUKBqakpxYoVo2vXriiVStatW4dCoWDChAm8e/eOW7du0b59e3r16vXRNYS8t2nTJtq2bSsvrV61ahUHDx5EqVTSunVr+vfvT+fOnbl79y5r1qxh8uTJaGlpkZCQQFJSElFRUXJCajFY01w//vgj69evJy4ujsePH1O8eHEkScLExISNGzcyfPhw5syZw6pVq3LtmCraqubbsWMHO3bsYM2aNVhZWbFt2zaOHDki571q3749WlpanDhxgvr162NnZyeW4mqg+Ph4zM3N5X+rPysXLlyItrY27u7uSJJE586d5QBaz549qVChgryDqqC5VKkQMjIyaNCggZwKwc7OTk6FsHPnTurUqUPVqlUpXrw4IPrDmkipVFKyZEnmzZvHkiVLiIqKQpIkevXqhbGxMe/eveP27du0adNGXpaZnJyMo6MjderUESlpNJj6S6W7d+9SuXJlOnbsyPfff8+FCxdYunQpkydPZsiQIejr6xMUFERqaiqTJ0+mSJEi8nXE81X4t/uvnkoNGzbMdeOTJImUlBQKFCiAi4vL31a4/MbU1JQBAwawePFiXr16hbu7uxwYmz17NtnZ2SxYsAAgVwBNnRi0aRb1jryPjw8HDhwgMzMTIyMjvLy8KFasGL169UJHRwcXFxe2b9+OQqFAV1dXbgtiloNmOXbsGBs3buT69evY29sTGxtLWFgY8+bN48KFC1y+fJk7d+4wf/58eUfN6OhoChUqhKWlJSNHjkRHR0fk6tAwHwaoJUmiXLlyRERE0LNnT1atWsWiRYuoUKECAMbGxgQEBODk5ETVqlXzqNTCf+vhw4d07NgRKysrDhw4wJIlS1iyZAldunTh3bt3ZGRk0LNnT7p37y7/XYg2q1l+/vlnypYty9q1a4H3eUTLlClD69at5Z3b582bhyRJODk5oVAoaN++PTVr1mTv3r2UK1cuL4svfMbngiOpqaksWrSIs2fPYmdnJ89Mevr0Kbt378bExCTXvVj0mzSPapMVc3NzFixYwJIlS9i2bRtaWlr06NEDIyMjGjdujJ+fH2/evOHixYtkZ2dTu3ZtkbtOg6nXy7JlywgNDeXXX3+lXbt2FChQgH379tGgQQP69esHQJEiRahTpw7Xrl2jcOHCeVl0QfjqFNKn5sv/iaioqFwPRtVMnDp16uSKPn9LVJ2FzZs3s2zZMqpWrYqlpSUjRoygSpUq8nEODg5ERkZiZ2dHr1690NPTy8NSC1/Kw8ODyMhIbG1tqVSpEnZ2dhQsWBAHBwcsLS3Jycnh9u3bHDx4kMKFCzNo0CAxy0GDbdy4kT179lC5cmWMjY2pXLkyPXr0AGDPnj2EhYWhp6fHnDlzqFix4keDblGvmkW94/fo0SPS09OpWLEiOjo6KBQK4uLi6N27N5aWlsyfP5+KFSt+NMATdZq/uLm5kZKSQrNmzZg5c2auwXhUVBRxcXGMHj0aQ0ND4PMDeiFvrF+/nm3btrFr1y75s0mTJnHq1Ck8PDxo1qyZHECD95ssPXz4kKFDh9K7d28KFiwIiHaradTvxa9evaJQoULk5ORgaGjIgQMHmDdvHg0aNGDNmjXk5OSQkZHBtGnTyMjIYP369aIu8wlVPcfHx8ubn3Xv3p3evXuTk5ODh4cHv//+O0WLFmXJkiXo6uqKtpoP3L9/H39/f7p3707Dhg2RJAmlUsn48eMpUqQITk5OaGlpMXHiRKytralXrx4gnq/Ct+W/Cp4Jn/fq1SuUSiVnz55l06ZNlC9fnjFjxlC5cmX5GDs7O549e8bGjRvzsKTClzp79ixOTk7Y29vTqFEjjh8/zvTp0zE2NiYrK4u1a9dSs2bNj84Tsxw0j3rHPigoiMOHD3P37l1mzZpFt27d5OP27NlDREQEenp6zJgxQ34bLjoImke9TletWsWePXtISUmhYMGCTJ06lcaNG2NqakpcXBx9+/bF0tISe3v7XC81BM31uZkKkZGR+Pn5ER8fz/Tp0xk8eDAAycnJ2NraUqNGDWxtbb92cYUvtGXLFnx9fdm5cyd+fn7k5OQwY8YMbGxsOHPmDE5OTjRv3lx+wbhgwQJiYmKwsLCQdyQXNIv0wQ7Hx48fJzU1FQsLC4YNG8Z3333H2rVrWbVqFa1atUJHR4c3b97IqRBEgCV/+TCAlpSURJ8+fejevTvwfqah6uWF6A9rvt27d7Ny5UoKFSqEn58fJiYm8rM3LCyMhQsX0rJlS54+fYokSURHR6OjoyP6xcI354vnzt68efOL//etysnJoVixYpiZmfHzzz/Tq1cvHj58iK+vL3fv3pWPc3Z2ZsOGDcCnE+UKmkVXV5euXbvSqFEjTp48yaxZs5g+fTrh4eFoa2szb948Ll269NF5oqOgeVRLDgCGDx9Ohw4dMDQ0JCoqihcvXsjHderUib59+/L8+XMiIyPlz0UHQbOoB1a8vb2JiIhg5syZHDt2DDMzM1auXMnevXtJSEigbNmyhIeHc/LkScLDw/O45MKXUK/fI0eOcOTIEc6cOQNAr169qF69ujzzPS4ujjt37jBt2jRev36NjY0NIJ6xmkiSJCwtLalatSq9evUiODiY/v37A++DLo0aNcLe3p6TJ0+SmJgIvB+Ir1u3Tg6ciXrVLEqlUn4+hoeHs2nTJgYMGECnTp1QKpUMGzaMc+fOMX78eAIDAylUqBBmZma0bNmSbdu2ic2y8qEPl3CamJgQGRlJSEgIQK5Zv6I/rPlycnIwNzfn4cOHZGZmoqWlRVZWFgD9+vVj2bJlFCtWjObNm8uBs5ycHNEvFr45XzzzTNVJ/bPDFQoFN27c+FsKl1+pd/gjIiKIioqiQoUKDB8+HAsLi08eJ2i2ly9fYmJiwrhx46hevTozZswgNTWVsWPHcvHiRVq0aMGaNWvyupjCF1JveyEhIezYsYNKlSpha2srJysGOH36NI0bNxbtVMOcPn2apk2byv++efMmixYtYvz48bRs2ZJffvkFGxsbqlatyv3797GxsaFjx46Ympry4sULihYtKgZp+YirqyubN2+mePHivHr1ihEjRjBp0iQARo8ezfPnz7l//z6Wlpbo6uoSGBgoZrHkA+PGjSMmJgYrKys8PT1z3XunTZvG+fPnKVWqFJmZmaSlpbFr1y60tbVF30mDXbx4kYiICBo2bCinQnjx4gXe3t7s27eP4OBgqlevLpbN/4uoz0CbPn06VatWZcGCBSKokg8dOXKElStXYmBggKenJ+bm5rlmDarfe8VsQuFb9cV/9YcPH/4ny/Gvonobo6WlRZ8+fdDS0sLX15eyZcvmCp6Jzp/mU3XwihcvTkJCAnFxcfTs2RN4v6OMmZkZ27dvp2LFinlcUuGvUG+jgwYNIicnhz179uDu7s706dMpVqwYgBygER17zREREYGzszP29vbybraFChWif//+NG/eXE5GbWdnR79+/Rg4cCDBwcGkpqbSt29feUdo0fHTXKr7riRJxMfHc/HiRUJCQtDX1+fMmTM4ODiQlpbGzJkz8fPz49atWzx//pwSJUpQtWpVtLS0RP1qsOzsbFJTU9HT08PW1pZTp04xe/Zs5s+fT/ny5YH3eUZDQkJ48eIFWVlZ2Nraih2ONdzp06dZuHAhb9++pXnz5vLnZmZmjB49mtu3b3Pq1CmqV69OTk5OriVfok41158ty1Ofgebp6YmxsbHYVTOfUdVVmzZtyMnJITg4mFmzZrFixQrMzc3JyspCV1c317hVPF+Fb9UX/+WXLl1a/m8fHx+KFi1K7969cx2zdetWEhISGDNmzN9XQg3z4RvPz3Xk1AfnvXr1wtTUlBYtWnzNogp/A/UHv6mpKUWLFmXt2rW8efOG3bt3k5aWRsWKFdHS0hKd+nxGvY0OHToUhULBvn37WLhwIcuWLcPY2Fg+VtSr5qhTpw7dunVj/fr1SJJE7969KV26NAYGBujo6BAWFkb79u3l51PJkiV58uQJN2/ezLUrlOj4aSb1Z+zbt29JTEykcuXKVKpUCX19fcqUKYOuri4LFy5ES0uL6dOnY2Fh8dGsblG/mktHR4fChQvj6ekJQIkSJYiIiMDBwYF58+bJAbRBgwblOk8ERDVb06ZN+fnnn9m0aRM7d+6kcePG8ouosmXLoqury/3794H/3H9FcEXzfDjO+ZI6Ur2wMDU1BUR+WE0UHR1Ny5YtMTEx+eg79WBnu3btUCqVhISEMHv2bBwcHChVqlQelFgQNNN/NfUpLCyMSpUqffR51apVCQ0N/Z8LpclUD5QdO3YAyEsIPnes6rvWrVujra0trx8X8hdVPTo5OWFiYkJUVBQFCxYkNDRUrmcRYMl/1NvokCFD+OGHHyhWrJjYeluDVatWjYEDB9K0aVP8/f2JiIgA3ge3MzMzSUxMpECBArk67qtXr8bFxUXkSsoHVM9YDw8PRowYgZ2dHRcvXuTNmzcA6Onp0bVrVxYvXsyGDRtwcHD47DUEzZaTkwNA586d6du3L1lZWSxbtoyHDx8CfNS3EoEzzaWqSxsbG4YOHcqTJ08IDAzk7du3AGRkZJCWlpbrpZSgeSRJku+foaGhLFy4kHXr1sn5rD/3/FTPa3bu3Dkx1tEwffv2ZceOHRQpUuSzx6j3j9q3b8+QIUN4+fIlAQEBX6uYgpAv/Fc9kZcvX+bKTaFiamrKy5cv/+dCabrExEQcHR25ceMGs2bN+sOOuvoALiMjA319/a9RROFvpqrjcuXKERwcTGJiojw1XbwN1zyfeuv5uTeh6jPQxo0bJx8n8uporkqVKjFw4EAA1q9fj0KhoHfv3ujp6VGsWDH27t1LcnIyt2/fJjk5mRo1auSqZ0HzfJgrdPv27QwcOJDk5GSCgoLw9fXFzs4OPT09OYCWnp7Ovn37xCyHfEpbW1uuu06dOgHvVzDMmDEDLy8vSpQokcclFL6Uei66SZMmkZWVxe7du4mJiaFOnTokJSWRkpIib+QhaB71e7CHhwdhYWHUrl2bK1eusHv3bubMmUPTpk0/ut+q/3vLli0sXryYqKioT+5CL3x9Z86cITk5GU9PT7S0tD47hoePZ6AVKVKE+vXrf+USC4Jm+69GESVLluTChQsffX7+/Hk5n8y/yYdvPwsWLMjEiRO5ffs2Fy9e/Ox56g+UkJAQJk6cSGZm5j9aVuHLfW7G4Oc+h/+8dTMxMRGBMw2lvutXWlqa3OZUAbFPUS05UB2Xk5Mjgiwa5FP1VrlyZTnPmb+/v7yDprOzM82aNSM5OZmyZcsSHR0tkoznA6q6OXPmjJx4esyYMUyfPh13d3dCQ0NxdXWV27Oenh79+/dn48aNYkZhPqZed506deLnn3+mTp06/8q+5L+d+kzuadOm0bNnT549e0ZcXBxNmzZlz5498q6aguZR3YPv3btHSkoKfn5++Pn5sWjRImrUqMHcuXM5ffp0rjarPs4JDQ3Fw8ODlStXisCZBtHW1ub+/fs8evSIRYsWMWnSpD8ci6rXb6NGjcSqGkH4wH816u/Tpw+Ojo5kZ2fTpEkT4H2iUBcXF0aOHPm3FlATqB4oUVFRNGjQgHLlytGuXTt27NjBrl27+O677z4651MPlKVLl6Knp/dVyy58mvpA+v79+yiVSgoWLEiJEiW+OH+ZKoGmoFlU9erj48Px48cpVKgQP/zwA4MHD/5s3aovOdi7dy/FixenQYMGX73swsfU2+r58+dJSUnBwMCAhg0bUrVqVfr16wdAQEAAkiTJW6qrB7ZFkFvzSZLE06dPGTZsGACzZs2Sv2vXrh0rV65k2rRpaGlpMW3aNPT19eU6FTPPNM9fqRP12Q49e/aUN+URAe/8R32G74QJE8jIyODcuXO8fPmSlJQUChYsKAbjGmzfvn0sX74cExMTOX+1lZUVI0aMQJIk5s2bh4ODA02bNs3VlwoNDcXFxQVHR0fat2+flz9B+ECDBg0YO3Yso0ePRldXl9DQ0L80Fn3w4AHFixenYMGC/2ApBSH/+K96JdbW1vTu3ZvFixfTtm1b2rZti4ODA0OGDGHs2LF/dxk1wunTp5kzZw4jR45k69atKBQKFi9ezJYtWzhw4ECuYz8MnLm4uLBs2TI6duyYF0UXPqCe08HDwwMbGxv69OnDhAkT5Pw5ql29PjxPVa+BgYEMGjRIvEHVIOqzkwIDAwkICKBRo0YULlyYVatWsWLFCuDjPIXq9RoWFsa0adPEDFENod5W3d3dmTt3LvPmzcPNzY3p06cD73Og9e3bl++//57g4GA2bNgAkCuwIgJnmk+hUFC6dGlCQ0MxMDDg119/5enTp/L3bdu2ZeXKlQQFBX2UW1UEzjSPqk58fX3x8/P7ouM/fJ7+0SxwQXN9OAOtQYMGxMTE4OXlRWJiomivGuTDGbtFihTBwsKChw8f8vr1a/nzGjVqMGrUKBo2bMjYsWO5evWqHDgLCQnBw8NDBM40jPoYxsjIiIyMDDIyMkhISPjD89T7xBs3bsTW1lbOXSgIAiD9D969eyddunRJunXrlpSRkfG/XErj5OTkfPTZ0KFDpfr160vz58+XJkyYIG3evFny8fGRBg8eLD148OCj40NDQ6V69epJ+/bt+xpFFv4iHx8fqVGjRtKJEyekEydOSMHBwVLjxo0lW1tb+RilUpnr/yVJkrZs2SI1atRI2r59+1cvs/Bp6u31t99+kzZv3iwdP35ckiRJSk5OlsLDwyVLS0vJyclJPi47O/ujeq1fv760f//+r1dw4Yv4+PhIzZo1k86fPy9lZmZK7u7ukoWFhWRtbS0fc+vWLWnGjBmSra1trnoV8g9VOz537pxkaWkp2dvbS8+fP891zLlz56SsrKy8KJ7wF6Wnp0vDhg2T1qxZ86fHqrfZ/fv3S+np6f9k0YS/4FP94S/5LjMzU/5vR0dHadCgQdLr16//1rIJf4/o6GgpKipKkiRJOn36tDR06FCpW7du0rVr13Idd/nyZcnb21vKzs6WJEmSbty4IdWoUUPavXv3Vy+z8GUCAwOl6Oho6dq1a9KyZcuk2rVrS8eOHfvksR/2iRs0aCDt2rXraxVVEPKF/yl49i24ceOGFB8fL0nS+4fG1KlTpcDAQGnv3r1SixYtpPbt20stWrSQgoODc3Uitm3bJllYWIiBuIZKTU2Vxo8fL/n7+8ufZWRkSMeOHZOaNm0q+fn5yZ9/+DARAVHNYW9vn2uQFRsbK1lYWEgNGjSQfv31V/nz1NRUKTw8XKpVq5bk7Oz80XVEvWquBw8eSCNHjpQ7e8ePH5fq1q0rLVq0SGrVqpU0duxY+dhHjx7J92ERQMufVPV35swZydLSUpo9e/ZHATRJkkQATQN9KpDi6OgojR49WsrKypIH3B9Sb6uhoaGShYWFdOrUqX+snMKXU6/T0NBQyd7eXpo/f74UHBz8h+ep1+nx48elJ0+eSAkJCf9YOYX/XmZmpjR27Fhp4MCB8mcxMTHS2LFjpZ49e0rXr1//5Hmq9nzv3r2vUk7hy3w4Fq1Ro4Z07do1SalUSmlpadKCBQs+GUBTP0/VJxZjWEH4mEgm8RmSJBEbG0vfvn1ZtWoVJ06coHbt2hQvXpzk5GQ6dOhAREQE9evX5+XLl5w5c0ZeXpSZmUlmZibr1q3jp59+yuNfInyKlpYWDx48IC4uTv5MT0+Ppk2b0qpVK65fvw58vKRP5HTQHI8ePSI5OTlXTpxSpUoxdepUsrOziY2NlT83MDCgS5cuLFy4kPXr1xMSEiJ/t2HDBrHkQIOVL1+eLl26ULNmTS5cuMC8efOwt7dn4cKFtGrVimPHjtGrVy8AypYtKy8ZEkuD8idV/TVq1IiAgAB27drFkiVLPlpqIpbiah7VvVi15DY7OxsjIyNSU1PR0dH5ZK4r9baqSnPh5eVF06ZNv2rZhU9T1amLiwsrV65EoVDw+vVr3NzcmDJlipzi4I9SIYwZM4ZHjx5hYmLy9X+A8BH1usrMzERXVxdHR0fu3LmDq6srAN9//z1DhgzBzMyMhQsXcvny5Y+uo2rPFStW/DoFF76Iqs0ePXqU7OxsHBwcqFmzJgqFggIFCjBnzhx69OjBlClTOHHixEfnqeevE2NYQfiEPA7eaZRPzVTYsWOHNHfuXKlp06bS+vXrpUOHDknNmzeXjhw5IkmSJKWkpEixsbEfvVFVn64u5K2rV69Kjx49kiRJkhYvXiwdPHhQkiRJcnd3l4YNGyZdunQp1/EeHh7S4MGDc9WhmEmo2cLDw6WUlBRJkiQpPj5e8vLykqysrKTAwMBcx6WkpEhHjhyRZ60kJSVJP/zwg7Rz586vXWThEz43M0XFw8NDsrOzk2cbrl+/Xpo4caI0d+7cPz1XyHt/tMTrc8fGxMRIgwYN+kvnCl+Xet2cPXtWql27ttS6dWupRYsW0pAhQyRLS0tp1apV0rlz56S7d+9+Ms2HmP2ruS5duiT98MMP8mzunJwc6fz581KzZs2kGTNm5DpWpELIPwICAiQvLy/p5s2bkiRJUmRkpNSjR49cM5JOnTol9evXT5ozZ05eFVP4Lzx69EiqUaOGZGFhIQUEBEiSlLttpqenS4sXL5YsLCykixcvyp/v3r1bql27tmizgvAHFJIk9neH3Ls6vXr1irS0NMqWLQvAu3fvOHbsGEuWLKF9+/ZcvXoVSZJYtWoV5cuXl6/xJTs0Cl+PJEk8fvyY3r1707NnT5KTk9m2bRuRkZFUr16d2NhYFi9ejJWVFT169KBBgwYkJyczadIkypUrx9KlS4H3fxuHDh1CT0+PVq1a5e2PEoDcb7YTEhLo0qULpqamhIeHY2BgwIsXL4iIiCAgIIDJkyczfPjwj66RmZmJnp4e7969w8jI6Cv/AkFdRkYG+vr68r+PHj3KixcvKFOmDOXKlZPvxVOnTiUuLo7IyEiysrKwtbWlfv36cv2Ke3D+cPPmTapXr/6nuyl+WJ+ifjVPfHw85ubmwPuNlcqWLYuhoSEpKSlcunSJxMREli1bRokSJdDV1SU+Pp6iRYvSvXt3pkyZAkBwcDCrV6+W+1hC3vqwXR4/fpwFCxawc+dOChcuLD9/T5w4wcyZM1m5ciVNmzbNdZ7YfVGzJSQkMHDgQOLj4ylTpgzjx4+ndu3auLi4ULZsWSZMmCDvrnjlyhUsLS3FzrcaTPpgd+OsrCxOnz7NkiVLKF++PH5+frl2wgVIT08nJCSEYcOGyTO57927x/Pnz2nWrFme/A5ByA9E8IzcNx1PT08OHTpEQkICpqamjBo1ipYtW2JsbExcXBz+/v5cv36dK1eusGzZMnm5kKC59u/fz7x580hPT8fLy4tWrVrJdX78+HG8vLxISUlBV1cXXV1dMjMziYqKQldXVz7uzwZ5wtejXheqoMvNmzeZOXMmOjo6bN68WQ6gbd26laCgIIYNG8bEiRPzuOTCp9jY2GBpacnQoUMxMDDAxcWFzZs3U6ZMGZ4/f0716tXp1asX3bt35/jx4zg4OGBoaIiOjg7p6els374dHR2djzqPgmaKjY1l8ODB7Nixg2rVqv3hseK+q9liY2Nxc3PDzs6Offv2ERERwd69e+VgGrwPro0dO5YFCxZgaWnJlStXSEpKolWrVujo6PDgwQNGjBjBjBkz6Ny5cx7+GgEgMTFRXl55+fJlrKysuHfvHn369MHJyYl27drJxz5+/JgBAwYwf/78XMu7NmzYwJo1a0QwVIN8+HzMzMwkNDSUmJgYWrZsyZo1axg4cCBxcXEcOXIEHx8f6tWrl+sa4n6smT4MiCmVSgwNDQE4ceIE06dPp0WLFri5uX10vEp2djZaWlqifgXhC3zzSUPUHyjr1q0jJCSEuXPnUqxYMSIjI/H39yc+Pp6+fftStmxZ7OzsuHv3Lnv27KFbt255XHrhj6geEMbGxhgaGqKrq8vZs2cpX768nKOhZcuWlCpViri4OM6fP0+ZMmXo06cPOjo6ZGdny29jxANFM6g/9Ddu3IhSqaRDhw5Ur14dV1dXpk+fzoABA9i8eTNmZmb07t2blJQUzp8/L4IrGqp06dJ4enpiaGhIjRo1OHXqFP7+/tSrV48rV64QFhZGcHAwhQoVolWrVsyZM4dffvkFAwMDpkyZgo6OjpiRlI9YWFjQrFkzjh07RrVq1T47IJMkSf5869at6Ovr06VLl69dXOEPKJVKTExMmD59OikpKWzfvh1zc/NcdWpubo6BgQGnTp2iXr16NGjQINf5JUqUICQkhFKlSuXVzxD+3y+//EJUVBS2trYEBgYSHR3NgQMHMDU15fvvvycyMhIjIyM5H13hwoUxNjaWc2hJksSLFy/YsGED8+fPF4EzDaLq+0RFRVGyZEmaNm1K9+7diYqKIjs7mx07duDv74+Ojg7JycnMnDmT8PBwihYtKl9D9IM1j/q91tfXl8uXL3Pz5k06dOjADz/8IAfNZsyYwfTp03Fzc0NLS+uj/rDIISoIX+6bnXkWFxcnLwXKyckhJSWF0aNH07VrVwYNGiQf5+zszKFDh3B0dMzV6VNRD7AImisnJ4cDBw6wfPly2rdvz6BBg6hQocIfHi8G45rL2dmZbdu2YWdnR/PmzTEzMwPg999/Z8qUKRgYGLBp0yYMDQ1JTEzE2NgYhUIhAmgaRL0u1qxZw5o1a+jfvz9v3rzB2dlZ/u7WrVt4eXmhq6uLh4fHR9cR92DN9bnAmJOTEydOnGDPnj3Ax7Mi1P8dGhrKihUrcHFxoW3btl+n4MIXc3V1xd/fn1q1ajFr1iwaNmwIvK9DVQDU1tYWhUIhz3wQNNPu3bvx8/MjJyeHFy9eEBoaKr9o/PXXX/Hx8SE9PZ0WLVpQsWJFwsLCSExMJDIyMld/SbVyQ9Asz549Y8WKFezfv5+JEycycOBA3rx5g42NDbNnz6ZBgwbcvn2bZcuWkZOTw5YtW0TALJ9wd3cnLCyMuXPnkpmZyZYtW8jKyiIoKAhjY2N++eUXZsyYQe3atfH398/r4gpCvvZN3hVnz57NsmXLuHbtGvB+xxiFQkFqamquHTMB7OzsMDExybU7nzoxaNNsqjei2tradOzYEVtbW/bv309YWBj37t0DYNSoUcTExOQ6TwTONFdERAQ7duwgMDCQHj16YGZmRmZmJomJiVSrVg1vb28yMzPp0KEDGRkZmJiYiMCZBlIthwaYMGECEydOZNOmTVy4cIH4+Hj5OAsLC9q1a8eBAwd4/PjxR9cR92DNpXqePnjwgHfv3smfq3bp8/HxAfjDwJmrqytOTk4icKZhVG23bt26uLu7U6pUKby8vOTd2xQKhVz/FSpUICsrC3hfv4Jm6ty5MzVq1OD27dt89913ub5r0qQJkydPpm7dumzcuJHAwED09fWJiIhAW1ubnJwc+VgRONMM6rtqApQsWRIPDw9WrFjBjh07mDVrFvv27aN3796cPHmS1NRULC0t2bx5sxw4+/Aagua5c+cOx48fZ/Xq1XTt2pXSpUtz584dhg0bhqmpKVpaWvzwww8sW7YMSZJEnQrC/+ibG3X079+fx48fY25uTnBwMIMHD6Z27doUKlQIU1NT9uzZw4ABA9DT05MTiteoUSNXx1/IP1Sdd9WArHv37sD73HY3btzg3bt3vH79miZNmuRhKYXPGTBgAOPGjaNly5byZ48fP6Zx48ZUr16dhw8fcvbsWYKDgylSpAht27Zl+PDhODs7ExgYmCuwIgJnmkc9ge348eMxMDDAycmJ6Oho+vfvj7GxMfB+8F2uXDmys7PztsDCX7Zv3z4cHR2pVKkS48aNo1q1apiamtKuXTuuXbtGVlYWurq68vGqdhoWFiYSjmsw1bNVFdQsVqwYQUFB+Pv7o1Ao+OGHHwA4dOgQzZo1EzknNZxqtn2tWrWoXr06u3fvZu3atQwbNgxLS0skSaJevXrUq1ePiRMnIkkSRkZGKBQKMftXA6nP+r148SIJCQkUL16cSpUq0bVrVypVqsTRo0fZuXMnz549k5fmqhLFf5hcXtBcOTk5pKWlYWVlxYEDB5g1axb29vb06tWLtLQ0Dh8+TLNmzWjbtq18vxZ1Kwj/vW/qaefl5UVaWhonT54kJiaGdevWERoailKppE6dOtjb2zNy5Eh5Xbhq9tHNmzepVatWHpde+F+ozzzq3r07RYoU4dKlS2RkZDB9+vSPcpwJeS89PZ1OnTrJ+VXg/QM/MzOTe/fusXz5cs6fP0+pUqVo3LgxWlpaREZG0qlTJ2rUqIGLiwsgluBqOvVO+vDhw0lNTWXlypUkJyfTunVrjI2N8fT0xMjIiHLlyuV1cYU/cffuXcqWLYuenh4hISG0bt0ae3t7fv31V2xsbGjQoAE//vgjP/30E4MGDeLUqVO5guMAmzZtws3NjRUrVuRKRC5oHtVztVGjRigUCjZs2MDq1au5f/8+MTEx3L9/n4MHD4qNdzSc6hmpSltSrFgxAgIC2LBhAyNGjKBGjRrA+7xozZs3l8+TJEn0mzSQqp05Ozuzf/9+0tLSKFy4MAUKFMDHx4datWpRoUIFOnfujLOzM8eOHWPz5s25dlkUbVXzqO63qhm8qvuqgYEBERERrFy5khkzZjBgwAAAbty4weHDh6lUqVKuGaGibgXhv/dN5TxzcnLi119/JTo6Gj8/Pw4cOIBCoaBChQoMHz6cmjVrcujQIRYsWICJiQmlSpXi7du3JCcns2PHDtFB0FB/ZTne544VgTPNtnbtWooVK0afPn14/fo1rq6uPH78mJ9++okmTZpQtWpVjhw5gq+vL2vXrpV3CxPyD/WB9bp161i5ciXa2tp07tyZlJQUVq5cia6urhiAa7ArV64wd+5c+vTpw8OHD9m0aROHDx+mdOnSAJw+fZqLFy8SFBREvXr1+OWXX2jZsiUrVqzA0NAQhULBy5cvcXBwoH379nTq1CmPf5HwJdSfqxcvXmTr1q1cvnwZc3Nz1q5dm2vnaiHv/VFdqN9f9+zZQ2BgIGXKlKF9+/ZERkby8OFD9u/fL+oyHwgNDcXDw4M1a9ZQqlQp7t+/z7p163jw4AGRkZEUL15cPnbPnj20b99evGjUYOpt88OXwpMnT+bgwYNMmzaNsWPHAu9fQNvY2KClpcWaNWtEv0kQ/ibfRPBM1VGIjY1lwYIFaGtr8/z5cw4fPsypU6fw8/OjUqVKWFtbY2FhQXx8PIGBgQAYGhoyYcIEMTMpHwgICKBx48ZYWlr+6Wwj1d+EUqlEoVCIjqAGy8rKYsWKFWzatAknJye6d+9OVlYWmZmZFCxYEHifo3Dy5MlyJ0HUZ/6k3jnctGkTDg4OeHt78+OPP4rlQfmAUqnEwcGBAwcOkJKSQlBQEHXq1PloaWZiYiIRERGcPXuW2NhYduzYIc8qlCSJpKQkEQDXEF8arFYPyKSmppKRkUGRIkXQ0tIS7VaDqPd9Plev6nV54MABQkNDefr0KcWLFycgIEAEQzXQuXPncm3WAeDg4EBOTg6LFi2Sj3vw4AFz5szBzMwMV1dXFApFrr6yaKuaSb29BQUFcebMGQoWLEilSpWYMGECSUlJTJs2jdu3bzN06FAyMzOJjY3l1atXbNu2Tbx4FIS/0TcRPFM3atQofvnlF77//nt5x5GdO3cSGBhI5cqVGTZs2CeXaIqlX5pv1KhRJCQkEBYWhp6e3mc7d+qfx8fHY25u/rWLKvxFKSkp+Pn54ePjg5OTE926dQPg3bt37N27l4MHD/Ls2TOioqJEJyGfU6+7rVu30r17d3R0dMRgTYOp76wYFRWFk5MTxYsXp1+/fvTs2RMjIyP5Gar6f1V9jhgxgqJFi+Li4iJfQ9AMT548kWcNBgUF0aBBgy9KYaHehsW9WHO4urqSnp7OnDlz/jSnlfr99sWLF2RkZFC6dGkRDNVAu3btYsaMGTg7O9O1a1f581mzZnH//n3Cw8NzHe/r68vu3bsJCQnByMjoaxdX+IvU2+LatWvx8/OjR48eJCUlceLECerWrcvKlSvR0dFh2bJl3L17lwIFClCxYkXs7e3F5A9B+Jt9Uz2apKQkdHV1mTx5Ms+ePcPW1haALl26MGLECO7fv09ISAgXLlz46FwRONMsn9otZtq0aRgZGbFlyxZ5RtmH1B9CwcHBdOzYkYSEhH+8vML/pmDBgowePZrRo0djb2/Prl275O+uX79O8eLF5bdr2dnZYrCmQT63s9Pn3tuo7/DVu3dvdHR0yMrKEoEzDaW6p2ppafH69WvatGnD1q1bady4Mdu3byc0NJTU1FT5Gar6f1X9f//997x79y7X7oxC3rt+/To//vgjJ06cYNmyZaxdu5ZChQr96XnqAdCsrCxRpxoiLS2N5ORkrly5gqenpxw4+9z9WT2vkpmZGWXLlpWPF4NwzdKqVSvGjRvH7NmziY6Olj9v1qwZWVlZ7N69m8zMTPnzihUrAu+X9QmaT9X3+e2333jy5AleXl7Mnz8fNzc3goKCuH37NnZ2dujr67NkyRJ8fX3x9/dn3rx5InAmCP+Ab6pXY2xszOrVq5kwYQIjRozgxo0bTJ8+HXgfQBs+fDhnzpzh9OnTeVxS4c+oOuQ+Pj5s3bqVt2/fUrNmTWrXrs2hQ4dISkoCcg/c1QNnoaGhrF69mqVLl4pt1fOJggULMnbsWEaPHo2dnR07duzAyMiIWbNm4eDggI6ODjk5OaKToEHUZzbExsZy6tQpXrx4Afwn0e2nqAfKVC89BM2j/pLiyJEjTJgwgQcPHlCuXDns7e2xtLRk7969hIWFkZGRAcDy5cuJj4+X/y6ePXvGgwcPSElJybPfIXysZs2ajB07lilTphAZGUlwcDDly5f/w3PUn7FhYWGEhYWJHXI1gCRJGBgYMGPGDBo1asSpU6dYtWrVFwXQPvxOBEM1i2rX00mTJjFp0iTs7e05cOAAAK1bt8bMzIzQ0FCioqJ48+YNL1++JDQ0lJIlS1K0aNE8Lr3wpQ4dOsTChQs5deoUZmZmwPu6t7S0xMXFhdjYWA4ePAgg5w9VHSP6xILw9/rmnoLa2tooFAo6deqEtbU1169flwNoP//8M0uXLmXcuHF5XErhS9y/fx8vLy/5TcvevXuxtbXl1atXrFq1Cnjf0VMtKVIPnLm4uLBkyRI6d+6clz9B+Is+DKDFxMRQoEAB+S25mCGqWVQDrRUrVmBra8v48eOZMmUKISEhnx24qbfVkJAQRo4cSXJy8lcvu/DH1AOjMTEx7N+/n7t37+Ll5cWFCxfQ09Nj/vz5WFpasnv3bmbPns2oUaOIjo6WB23x8fEkJSXh6uoq5y8U8pb6jNCSJUuSlpZGZmYmT58+/dPz1ANnixYtwszMTAzcNIAqCFaoUCHGjBlDo0aNOH369J8G0NRnEYaHh3PkyJGvXXThD3zY5lSBahsbG7Zv307hwoVZvnw5pqamhISE0KJFC6ytrXn9+jVeXl5/+AJL0CzFixenfPnyvHjxglOnTgH/eclYvnx5jIyMePv2ba7PP/xvQRD+Ht9czjN1qamp7Nu3j4CAAMzNzVm/fr38nchxpnk+lZ9j1apV+Pv7M3nyZM6ePUvRokX5/vvvWbFiBUuWLKFNmza5jg8NDcXNzU3ezU3In969e8euXbvkZX2CZlHv1J85c4YVK1Ywd+5cjIyMCAgI4OHDh/z444+MGjUqV+6dD4Pcrq6uLF26lI4dO+blzxH+gJOTE4cPH6Zt27a8fv2aU6dOYWFhwbhx42jYsCFZWVn4+flx//59lEolTk5OuRKOp6enU6BAgbz+GQK5n7Fv3ryhSJEixMfHExISQmBgIM7OznTs2PGj/IPq56leTjk5OdGuXbs8+R3Cf3wqV+Tbt2/x8fHh3LlzNG3alClTpnyUA039vPDwcBYsWICXl5eoUw3k4eFBZGQkM2fOJCkpiQsXLrB//34cHR3p2bMnqampxMfHc/nyZUxMTGjevDna2tpiOV8+c+fOHTw9PXn06BHDhw+ne/fuAGRkZNCtWzeGDh3KwIED87aQgvAN+KaDZ/A+gLZt2zYuXLiAi4uLmJKeDxw/fhw9PT2aNm0KwNSpUylZsiTDhg1jzpw5JCUl8fDhQxo1asSyZcvkZZmHDx9m4sSJeHp68tNPP+XlTxD+36cCon81MbzoAGquQ4cOcfz4cUxMTOQck2/fvsXNzY1bt27lCqCp16NqAO7o6CiC3Brs8uXLTJo0CTc3N3mnt3379rF582Z0dHSwsbGhbt26SJKEUqmUX0iJNqt51O/Fa9eu5f79+wwYMIDvvvsOeB8kDQkJwc3NTX5+rlixgq5du1KjRg3g/ewXZ2dn0W41hHqdvn37lgIFCiBJEvr6+iQlJeHr60tsbGyuAFpOTg5aWlofzdQXwVDNlJiYyMiRIxk4cCB9+vQB4PXr1/j7+xMYGIibm9snV1iICQL5040bN/D19eXixYu0bduWEiVKcOHCBe7evcvu3bvFc1UQvoJvPlJkaGhI7969cXV1/cPcD0LekySJJ0+esGLFCry9vXFzcwOgTZs2JCcnI0kSAQEBDBgwgGrVqpGcnIyJiYl8fqlSpdi4caMInGkI9Y79rVu3uHTpEvDn08zV22hCQoLoLGiod+/esWHDBnbs2MHdu3flzwsXLsz06dOpXr06R44ckZNXqwfOXF1dxQA8H9DW1iY9PT3XIKxDhw707duXc+fOsWrVKmJjY1EoFPIOmyIHi2ZS3YtdXFzYsGEDP/74o7zTJoC9vT39+/dn6tSprFixgoEDB3L8+HGqVq0KQGBgIK6urixfvly0Ww2g/nz19fVl2rRp9OrVi5UrV3Lz5k2MjY0ZM2YMDRo04Ndff8XLy0sOcKsvBVS9xBCBM83w4XyHjIwM4uLicvWbihYtyrBhw6hZsyZ2dnZERUV9dB0ROMufatSowdixY7GysmLr1q3ExMTQqlUr9u3bJ+f9FQThn/XNB88A9PX15ZxJYuaZZlEPlCgUCkqXLo2npyfdunUjKiqKkSNHIkkSt27dIiwsDIA+ffrg5eVFcHBwrpwONWrUkGdHCHlP1dacnZ0ZNWoUo0aNolu3bpw5cybXzlDq1NtoREQEDg4OvHnz5quVWfg8Vade9f9GRka4urrSunVr7ty5w9atW+VjCxcujK2tLSVLliQhIUHu+O/Zs4dFixaJwFk+UaBAAUxNTYmLiwP+U/c///wzlStXJjk5GR8fH86fPw+8v4eLHCya68iRI+zevZugoCDat29P8eLFSUxM5LfffgNg7ty5TJ48mVu3blGqVCm2b98uB0KvXr3KvHnzxMspDaF6Tnp4eLB+/Xo6duxIr169uHjxIosWLeLq1atyAK1hw4bs3LmTiIgI+fygoCARDNVAqvvn/v37SU1NpUSJEnLwRD0vYYkSJahSpQrlypVj69atn93dWsh/qlevzsSJE2nTpg16enq5NggQY1hB+Od988s2Bc2l/ub05s2bJCcnU7ZsWczMzNDS0iIxMZEZM2ZgaGjI06dPuXbtGt7e3rRt2/aT1xA0g3qdHD16FGdnZ+zt7TEzM8PR0ZEXL14wa9Ysvv/+e/T09OTzPkyOu2zZMtzd3XPVt5A31Ov05cuXGBgYkJOTQ5EiRXj69CkODg4kJyfTq1cvOU8HQEpKCgYGBmhpaZGZmcnRo0cxMjKiefPmefRLhL9q3rx5HDp0CG9vb+rXr49CoeD169csXryYevXqcfLkSbS1tRk5ciSNGzfO6+IKf2Dv3r34+vqyefNmnj17xt69e4mMjESpVFK6dGlCQkKA97NKjYyMAMjMzMx1nxY0x6FDh3B3d8fJyQkrKytOnjzJ+PHjqVSpEtra2ixduhRLS0sSExPZu3cv/fr1Q1tbm7S0NKZOncrPP/9Mly5d8vpnCB+4d+8e06dPp0ePHgwdOpQdO3awefNmrKyssLa2xszMjNTUVKZPn06/fv1o2bKleGnxL3T16lXWr1/Pq1ev6N69O7169crrIgnCN0EEzwSNpB4ocXV1ZdeuXeTk5JCSkkLnzp3p2bMn3333HZIkERUVRWxsLNu2bWPw4MHMmzcvj0svfIkdO3bw/PlztLS0sLa2lj+3trYmLi4uVwBNPT+HKgfL8uXLxSwHDaDeVr29vTlx4gRv376lSJEi2NjY0Lx5c549e8bSpUs/GUADcu34JoLd+YN6XdnY2HDmzBl69uxJ8eLFOXbsGEqlkk2bNnHy5Em8vb0xMzPD2dlZbA6gIdTbreq/Dx48iKenJ8WLF+fOnTs0a9YMS0tLypYty7x583BxcZFzjX54DUHz/Pbbb+zZs4c5c+Zw9OhR7O3tsbW1pUSJEsyePZsyZcowa9Ys6tevL5+jetaKoKjm+DA/WXp6Oo6Ojjx69Ih169ZRoEAB/Pz8OHz4MImJidSuXZs7d+4AEBkZiba2tni2aqjP1cuf5aRTnXfr1i05hY27u7v8UkMQhH+OCJ4JGkf9YRISEoK3tzfu7u5UqVKFmJgYtm3bhomJCWPGjKFWrVoAZGVlsXfvXjp16iTy6eQDSqWS1q1bEx8fT9++fVmyZEmu70ePHs3jx4+xsbHhxx9/lDvxW7Zswc3NjWXLlomlJBrG29ubjRs3MnfuXN68ecO1a9fYuXMnjo6OdOvWjSdPnrB8+XIePHiAnZ0dLVq0yOsiC/8j9eCJp6cnV65c4fXr15QqVQo3Nzf09fUBOHnyJJUqVaJUqVJ5WVzh/6k/Y7OyslAqlXJdRUVFcf/+fWrUqEGjRo0oVqwYjx8/ZvLkySxevBgrK6u8LLrwGZ8bhCcmJmJgYMCYMWNo0qQJEyZMQKlU0r9/f16+fEmTJk1Yvny5CITmA0ePHqVkyZJUr16dt2/f0qlTJ9q2bcuiRYuA9ztb//bbb/z+++8UK1aMGTNmoKurKzYH0FAf7mj75MkTDAwM6NevHyYmJp/dWEc1bFcoFDx69IgnT55QqVIlzM3Nv2r5BeFbJYJngsaIiYnhhx9+AN7vxqatrY2trS2mpqbMnz9fPu7QoUN4enrSuXNnxo4d+1GnUezkptlUHYbs7GyGDBnC8+fPcXd3p06dOrnqsVevXpQrVw4PDw8Adu7cydy5c3FxcRGBszz24ayEpKQkxo4dS9++feWlAzk5OXh5eeHr60t4eDi1atXi8ePHhIWFMXXqVNGZ/5dQv/9mZmaSnZ2NgYEBCoVCzF7RQOr1tWHDBk6fPk1qairfffcd06ZNA/5zj87JyeHdu3fMmjVL3gBEtFvNo16ncXFxZGdnU7FiRfn7x48fM2DAAObOnUuHDh14+fIljo6OdOzYkbZt24oZSfnA8ePHGTt2LEWLFmXmzJl0796d48eP4+Liwrhx4/j555/lY9X/HkR/WDOp15GLiwuRkZFUqVKFhIQEcnJyCA4Oxtzc/KP6Uw+4bdy4ERcXF6Kjo6lUqVKe/A5B+BaJJ6agETZt2oSDg4Oc9F/9YZGSkgIg7yLTtm1bfvjhB8LCwsjMzPyo4yc6CppNFTjT0dEhODgYIyMjFixYwNWrV3MltY2MjJSno2dnZ/P8+XO8vb1F4CyPDRs2DF9f31yfpaenc+fOHQwMDID/bOyg2s1t9+7dZGVlUaZMGaZPn462trbYFUqDfeqd2ufes2lpacnf6erqysmLJUkSgTMNo77hipubG/7+/lSvXp2OHTvi4+PD4sWLefv2LQqFgoyMDEJCQrC1teXFixcEBgaKdquhVHXq6urKyJEj6d27NzY2Nty6dQtJkihcuDBVqlRh27Zt7NmzB3t7exITE+XAmdhlXvN8WCfNmzenbdu2mJub4+XlxfLly7l16xaNGzfmypUrvHr1Sr4Pq/eJRX9YM6nqKCEhgeTkZIKCgggODsbNzQ0zMzN69epFfHw8Ojo6ZGdnA7kDZ6GhoXh7e+Pk5CQCZ4LwlYngmZDngoODKVu2LPXr1yc6OloOoCkUCipXrszBgwe5e/durjfeFSpUoFSpUmIHoXxK1SHQ1dWVt1GfO3fuRwE0LS0tOdA2atQosdRPA0ybNo0xY8YAyJ26EiVK0KhRI3bv3p1r90xDQ0MMDQ1JTk5GV1c313XEDBbNpFQq5fpLSEggIyMDQJ6J9CmqYJnqvJycHLEETIOodiRW1cnBgwc5cOAAnp6eTJ06lbJly6Kjo0NERAQLFiwgOTkZfX19ChUqxHfffUd4eDi6urryjHBBM6i3x127drF3716mTZvGihUruHr1Kg4ODly+fJnChQvTp08f0tPTcXd3R5Ik/Pz8RJ5JDaaqkwcPHgDv+0ytW7emWbNmzJ49myJFinDhwgWioqLYs2cPly9fFvfcfCYqKoqOHTty584dTExM0NLSokaNGixatIiKFSvSu3dvXrx4gY6ODllZWbkCZy4uLixZsoROnTrl8a8QhG+PeGIKeWrEiBGEhITQsmVLRo8eTYUKFdi6dSubN28GYNKkSdSuXZvRo0dz+fJlXr16RWpqKrt378bU1FTO0yLkPx8G0LS0tBg7diz37t376DgQW3BrAqVSSd26ddHT08PX15cZM2aQmpoKQKtWrXj16hVBQUG8e/dOXraXkpJC0aJF87jkwpdStTMvLy+GDh3K6NGjWblyJcBnZx6pB862bdvGgQMHxGwWDbFixQrc3NyIj48H3ge8MzMzGTRoEN999x3Hjx9n2rRpLFy4EH9/fw4ePIirqyupqan06NGDSZMmoaOjQ05OjpjFoiHS0tKA/7yAOH78OE+fPmXMmDFyHqywsDBevXrFihUruH79Op06dcLX15eNGzfi7+8vB0PFc1VznTt3jg4dOuDs7MyNGzfo0qUL169f58qVK0yYMIG5c+fSokULXr58Kb90FvKP4sWLU61aNW7fvi2/XJQkicqVK7No0SIqV65MixYtSExMlL8PDQ3F3d0dR0dHsQpDEPKIyHkm5JmbN28yY8YMvLy8qFixIr///julSpVi2bJl3L9/n65duzJw4EDevHnDzJkzuXDhAsbGxhgaGsq7bOrq6opEtxror9SJamZZVlYWc+fOZfny5WJ2g4ZTKpXExMQwceJEevTowdKlS4H3mwYcPXqU9PR0rKysuHv3LikpKWzfvl0MvPOR6Oho3N3dGTt2LLdv3+b06dPUrFlTzj+onoBava2HhYWxcOFC1qxZQ5s2bfKs/MJ/uLi4cPr0aZo1a8aQIUMwNzfn3bt3JCUlYWRkhLW1NT/99BNjxozhyZMnDBo0iOfPnzNmzBhsbW3zuvjCB2xsbOjcuTPt27dHqVSSlJREs2bNAJgwYQI2NjbysS9fvmTYsGGYmpoyZcoUGjRoILdVMeNM83yq37R37142bNiArq4u7du3p02bNvTv35+5c+fKwZODBw/Spk0b0W/SYJ9qb1lZWfz2228sXrwYLS0ttmzZQsGCBeXvb926RXh4OHPmzEFbW5vY2FgGDx7MqlWrROBMEPKQCJ4JeSYpKYnOnTvz448/UrhwYfz9/bly5QpxcXH4+flx7949evbsSb9+/QDYv3+//Ma1S5cuaGtri2SoGki9A/j27VsKFy78p+d8WI9ZWVkfLfMT8s7Zs2fR0dGhXr16ODk5Ua5cOQYOHMipU6eYMGECHTt2ZPny5cD7nRVPnz7NixcvKFGiBFOmTJFnrojOvWb6sGO/bds2FAoF3bt3JzU1lWPHjuHi4oKVlRWrVq0C/rOpy4dLSZYvX85PP/2UJ79D+A/1+/DatWs5cOCAHEArUaIEAHfv3mXChAly3b569QpPT0/69u1LjRo1RHvVMO/evSM0NJShQ4eip6dHRkYG+vr6PHjwgCFDhlC6dGkcHR1z5UB69eoVnTt3pnPnzixYsCAPSy/8EfV7sKpeVZ/9/vvvnD59Gh8fHywsLDAwMMDAwICZM2fKbRnE5gCaSr1uL1y4QHp6OgUKFKBevXoAnD9/nmXLlgHvNwFQD6B96Pr169SsWfOfL7QgCJ8lgmdCnlA9TM6ePcuIESPQ19dn586dlC5dGnif58HHx4d79+7RrVs3Bg4c+NE1xGBc86h3EkJCQrhz5w7Dhw+nfPnyf3iemD2oueLj47Gzs0NHRwdjY2P27dtHZGQk1atXB+CXX35h4sSJdOzYEQcHh0/OSBKdes2lXk/R0dGkpaWxZ88e2rdvz+DBg4H3G0IcOXIEV1dX6tSpI89AU1EFzsRSEs2ifj9es2YNBw8epFmzZgwdOhRzc3OeP39O+/bt6devH23atMHPz4/MzEyCg4Nzbewi5L327dtTt25dVqxYAbwfZCuVSrp27YqJiQl3796lX79+NGjQgDlz5lCuXDm5bSclJVGoUCHRX9JQ6u1048aNnD9/nrS0NBo3bkzfvn0xMjIiKyuLpKQk5s+fz5UrV3j9+jU+Pj60bNkyj0svfClnZ2d27tyJvr4+T548oUOHDgwePJj69esTGxvL8uXLUSgUBAUFYWRklOtcMd4RBM0h5mwLeULVUbh9+zba2tpkZWWxfv16+fsKFSowduxYKlWqxK5duwgMDPzoGuJBolnUO4B37tzh3Llz7N69m9DQUJ48efLZ89QH75s3b5bfwAmawdzcnPHjx3Pv3j327dvHsmXLqF69OkqlEqVSSfPmzVm9ejX79u1j0aJF8u646sFQMQDXTOptz93dnUWLFhEWFsadO3c4cOCAvHlHgQIFaNOmDXZ2dhw6dEjOgQYQGBiIh4cHy5cvF4EzDaO+k+KECRNo164dp06dIjg4mGfPnlGiRAkcHR2JiIhg8eLFpKSkEBAQIG8AIdqtZvD19UVPT08OnMH7tBcbNmzg4MGDJCYmUrlyZcLCwoiNjcXR0ZG4uDi5bRsbG4udUjWY+m6pq1evpkaNGpQtW5Zdu3axcOFCecOd4sWLs27dOuzs7BgwYADNmzfP45ILXyosLIzo6Gi8vLwIDQ1l06ZNPHr0CH9/f27cuEGDBg2ws7MjISHhk31gMd4RBM0hgmdCnqpcuTLR0dF4eHgQFRWVa1mBKoBmYmLC/fv3xc6aGk7VAVy+fDk2NjYUKlSI2rVrExgYyIYNG4iLi/vonA+33nZzc6N+/fpftdzCp6knfDc2NqZEiRLUqlWLffv2ERsbi5aWFlpaWuTk5MgBtIiICEJCQvKw1MJfoWp7L1684Pfffyc0NJSAgABcXV25d+8e48ePl48tUKAALVu2xNfXl8mTJwPvZxQeOHCAuXPniqWaGupzAbRNmzbx4sULOnfuzP79+1m9ejWbN2+WE8mLmcCaQ19fn7S0NDIzM1m5ciWenp4sW7aM5s2b4+/vz/79+3MF0C5evMjMmTPlTSJUxABcc+3YsYNDhw7h5+fH2LFjadq0Kbdv3+by5cvMmjWLd+/eycd269aNhQsXypsuCZrv2rVrNG3alLp161K0aFHq16/P4sWLuXPnDpGRkQDUr18fb29vHBwc8ri0giD8EbFsU9AI6enpHDp0iHnz5tG1a1eWLFkif/f8+XPMzMzQ0tISy/s03MmTJ7G1tSUgIIBatWoBsGXLFtzd3enWrRvDhw+nTJkyQO5p6KGhobi6urJs2TIxe0UDqM8iPHfuHCVKlKB48eJcvHgRf39/FAoF48aNo0GDBrnOu3r1KtWrVxczVvKRDRs2EBISQsmSJXF1daV48eIolUpiY2OxtbWldu3arF279qPzMjMz0dPTE8tJ8olPLeH8/vvv6d+/v5wu4cPjhLwnSRIXL15k9erVPHnyhPj4eHbu3Ck/R+fOncu5c+cYOXIkHTp0wNjYmFu3buHs7Iyfn5+oSw2l3s6USiVHjhwhNjYWe3t7Dh8+zJw5c5g0aRJaWlp4eHjQsmVLFi5c+EU5ZAXNoRqzTJ8+naysLDw9PcnJyZFn9kZERODq6sru3bspVqyYfJ54rgqC5hJPVUEjFChQgHbt2uHg4MDOnTtZuHCh/F2JEiXkt+cicKZZ1GcnwfuZKEZGRpiYmMjfDRgwABsbGzZt2sSWLVvkGWiqjkFYWBguLi4icKYhJEmSO/Vubm7Y2dkRGxuLQqGgadOmDBkyBEmS8PPz49y5c8D7GS3btm2jVq1a4m24hvuwzTZp0gQtLS2uXr3KmzdvgPezlRo2bIiHhwfXrl2jf//+H11HT08PELNZ8osPZ6C1b9+e7du3c+zYsY+OEzSHQqGgXr16aGtr8+jRI2rVqkWhQoXk75ctW0bDhg0JDAzkwIEDJCQkYGFhwfr163PVuaBZVO1s3bp1REZG0rZtW0aOHElSUhJr165l1KhRDBkyhI4dO2JiYkJMTMwnX2IImk01ZmnZsiUHDhzg9OnTaGtry89NfX19ypYti6GhYa7zxHNVEDSX6CUJGkNfX5+ffvoJBwcHwsLC8PPzy/W96NRrHlWdPHv2TP4sMTGR5ORktLS0SE9PB6Bz584ULVqUHTt2EB0dTUZGBvA+cLZkyRKRL0mDqDp7/v7+REZG4u7uTtu2bdHX1wegVatWDBkyBIVCwaxZs+jRowc3btzg559/lq8hZp5pLlWbvXLlComJiVhYWLB69WoKFSqEg4MDCQkJwPu/gwYNGrB8+XKMjY3FIPxfQD2YMm7cOGxtbT8ZGBU0R3Z2NomJiWhrazNlyhS0tbWZNWtWrmfusmXLaNSoEStWrODChQsAcpoL0W/SLOp553bu3MnGjRupUaMGAGZmZjx58oQXL17I+czevn2LpaUlDg4OzJw5M0/KLPzvOnbsSN++fZkwYQKHDx8mISGBpKQkduzYQbFixTAwMMjrIgqC8IXEsk3hH/XfLLPMyMggNjaWxo0bi0F4PrBz506cnZ2JiYkB3g/Kbt26xdatWylatCjwfsfGdevWYWZmhre3N5s3b6ZOnTqsXLkSS0tL2rVrl5c/QfhARkYGEyZMoFmzZowaNUr+XH33vatXr3Ljxg3i4+MZN26cPONMtFnNd+bMGYYNG8bs2bPp3r07RYoU4c6dO4wcOZKqVavi4uKCqakpkPseLpb0aZ7P1ckfPXs/XBIklgjlH9HR0URGRmJkZMSCBQsoWbKk/J2vry+jRo0SdamB0tPTKVCggPzvY8eOcf36dYyMjBg6dKjcBh8+fMjkyZOpV68evXr1YtWqVRgYGODp6YlCoRBtNR979uwZQUFBhISEYG5ujq6uLgUKFCAiIgJdXV3xfBWEfEIEz4R/jPqD4N27dx9tvfwlREdB8yUkJNCvXz8GDx7MsGHDuHPnDosXL+bu3bvY2dmhq6tLVFQUAOvXr6ddu3Z06dIFGxsbUlNTP5quLuS9hIQEOnXqhL29Pd27d8/VljMyMkhKSsLc3DzXOaKt5i/Ozs5s27aNCRMm0KVLF4yNjblz5w6jRo2iatWqODk55crBImge9XYZExNDWloaKSkp9OjR4w/PUw+sJSUlYWxs/E8XVfgfqd9fVQG0QoUKMX/+/FwBtA+PFfLe4sWLKV++PL1798bIyIiEhASaNWsGwMiRI7Gzs5OPzczMJCgoiO3bt5OcnEzp0qUJDg4WwZV/kYsXLxIfH4+Ojg6tW7dGW1tbvHgUhHxE3IWFf4T6Q37dunXMnTuXFy9efNF5KhkZGaIDqGE+jLXn5ORgaGhIkyZNOH/+PPB+B9UVK1bQtm1bPD098fT0JDs7W87XUbBgQbmzLwJnee9T709MTU2xtLTk4MGDvH37Vt5VE97vGrV582bevn2b6xzRVjWTev2q31/t7Ozo1asXXl5e7Ny5kzdv3lClShUCAgI4deoUvr6+eVFc4S9QPWNdXFxYtGgRAQEBrFmzhh49enDlypVPnqMeOAsKCmL48OG5dvITNJO2trbcfrt3707v3r1JSUnB1taW169ff3SsoDlevXrFli1b2LNnD2/evMHU1JT9+/djZmbG6dOn+f333+Vj9fT0GD58OAEBAaxbt46QkBB5B1wRONM86s/XzMzMLzrnu+++o0OHDrRt2xZtbW1ycnJE4EwQ8hFxJxb+EaqHvLOzMyEhITRr1oysrKw/PEc9UXlISAh+fn5f/DASvg7VoOv58+fA+056gQIF6NOnD4cOHWLnzp0oFApKlSrFkiVL2LJlCxEREWzYsAE9PT08PDx4+/YtTZo0ycufIfw/9U04nj9/zt27d+WgWIcOHYiLiyMwMFAOZKelpeHr68u1a9dyJa0WNJeqfgMCAtizZ0+ue+qMGTPo06cPLi4u7Ny5k8TERCpXrsyBAweYNWtWXhVZ+AtCQ0PZtm0b3t7ehIaGMm3aNG7cuJErIKYa4KkHzkJDQ+XE5P/NrHDh61PtOA7QrVs3OnbsSI0aNTAxMcnjkgmfogp2enl50ahRIwICAti7dy+JiYmUL1+eoKAgHj9+jLu7O48ePZLP09PTw9zcnJo1a8ovrkRwRTOp7qe+vr5s374d+HhTng+p2rDqhaQIigpC/iLuxsI/5ujRo+zYsYM1a9ZgZWUFQGpqKq9fv6Zo0aK5Zh2pd+rDwsJYvnw5Li4u8o5uguaIiIggLCyMhg0bMnHiRHR1dbGysmLQoEHs2rWLpk2bYmpqipaWFmZmZigUCm7evMmWLVvYv38/AQEBlC1bNq9/xjdPPVi9cuVKTp06xe3bt2ncuDG1atVi0qRJPHnyhBMnTrBv3z4qV67M06dPycrKIioqCoVC8V/lNBTyRmxsLL/88gv6+vq0bNlSvrfOnDmTu3fv4u/vT2pqKgMHDqRMmTKAWP6VHzx69IgBAwZQo0YN9uzZw4IFC1i4cCFNmzYlLS0NAwODj3IlhYaG4uLigqOjo9ioRQP8lfuo+n1XfbMHsaRPs02ePJnp06cTEhKCQqGgQ4cOVKpUidDQUPr164ejoyNz5879ZN9I3IM139OnT4mMjKRTp04ULFjws8ept/W4uDgqVKgg+lCCkM+IJ63wt/lw+Vd8fDzly5fHysqKGzdusG7dOnr06EHv3r1ZtWqVPMPlw7fhzs7OuLu707Fjx6/+G4SPffgWzcrKivbt23Po0CEGDBiAp6cnz58/p02bNjx48ID4+Hh5VzdVvRYpUoRGjRoRFhZGzZo18+JnCB9Q1c3atWsJDQ1l6tSp7Nu3Dz09PQICArh//z5TpkxhxowZtGvXjqJFi9KhQwe2bdsmLyMRnT7N9KmluGvWrKFDhw7Y29tz9OjRXDPQSpUqhZ6eHrGxsbk6/mLQplk+NaPhxo0bZGdnc/78eebOncv06dMZMGAASqUSHx8fNm/eDPynLsPDw0XgTIOoPyc/bLefS0msUCjIzs7+6DqCZlEFMx0cHLCzs0NbW5vk5GRcXV3Zt28fSUlJVK5cmbCwMC5evMjMmTOJj4/P41ILf4X6TFAjIyMuXrwIfLo9qo91Nm3aRMeOHXPtmisIQj4hCcLfICcnR/7v5ORkSZIk6ddff5UsLCykKVOmSC1btpRmzJghhYeHS1u2bJFq1aol3bp1K9c1QkNDpXr16kn79u37qmUXPk+9Xk+ePCnt379fOnXqlCRJkpSZmSl5e3tLw4cPl+rXry9t2LBBatCggTR06FApOzv7o2splcqvVm7h81T1oFQqpcTERGno0KHS3r17JUl6X8d169aVwsPDcx37oU/Vr6AZ1NtsSkqKlJiYmOt7W1tbqV69etLevXulV69eyZ9dv34919+GoFnU6/Xq1avSs2fPJEmSpJ07d0rdunWTLC0t5XYrSe+fw6NHj5Y8PDzkz6KjoyULCwvpwIEDX63cwuept7NNmzZJM2bMkHx8fKRLly598phPfXbo0KFcfxuCZtm9e7fUoEED6caNG3LfeNq0adIPP/wghYaGSklJSZIkSdLNmzelkSNHirrUcOpt78N+0NChQ6VRo0b96XlbtmyRGjVqJO3evfufKaQgCP8osWxT+J+pLxfw8/Pjxo0bzJ49m8aNG+Pl5cWePXuYOnUqTZs2xdzcnMTERLZu3Zpr5kNgYCBeXl44OTnx008/5dVPEdRIasv63Nzc2L59O6ampty7d4/27dszc+ZMJk6cSGZmJqGhoRw7doy0tDSysrI+uXxEzFLKe+ptNSUlBT09PVJSUqhcuTKHDx9mxowZ2NnZ0adPHzIzM9m+fTtVqlThu+++y3UdMSNJM324UcvZs2e5efMmffr04YcffqBBgwa4ublhb2+Pg4MDJUqUIDs7m4yMDKpVq4ZCoRDLvzSQ+r3Y3d2ds2fP0rdvX7p27Ur16tUxNzdHoVDIua8ePHiAo6MjCQkJTJo0Sb5OpUqV8PHxoWXLlnnyO4TcVM9EHx8fAgICaN68OeHh4Zw5c4Y+ffrQoUOHj5bHSx+kuFi4cCHBwcE0atQoz36H8HmJiYmULl2aMmXKyKlK3N3dmTRpEh4eHigUCn788UcsLCxYv349IJbgajJV29u6dSu3b9/G2tqaYsWKoVAomDFjBjNmzODo0aO0bt1aPkf6YHWNmPkrCPmbCJ4J/zP1zQF27tzJ5MmTSUtLA6Bdu3a0bt0aHR0dsrKySEtLw87ODn19/VzL9168eMGiRYtE4EyDqB72fn5+bNu2Tc5dt2nTJhwcHEhLS2PmzJmUL1+eoUOH0rZtWx4/fkz9+vXFIFxDqepj6dKl5OTkMGbMGOB9QuMzZ84wc+ZMBgwYALzP4bF//36MjY3zqrjCX6SqXw8PDyIiIrCxsaFnz56sWrWK33//nZSUFFq2bImTkxNhYWG8fPmSzMxMbGxs5F2/RGBU86juxatXryY8PBwPDw8sLS3R0dGhSpUqjBs3Dh8fHxYvXsyiRYsoVqwYBgYGbNmyBR0dHblea9eunce/RICPgyPPnj3D09OTxo0bc/nyZdavX8/GjRtRKpV06tRJfp4qFIpcg3BXV1c8PT1F4EyDKZVK3rx5g76+PlpaWnIewokTJ9KvXz9WrVqFqakpbdu2lYMsot+kedTbrFKp5Pr161y/fp1OnTrRv39/GjVqRNOmTTEzM+Py5cu0bt1ark9Vm92yZQseHh4icCYI+ZxCkj6TVEEQ/oKDBw+yZMkSVq9eLW8OkJGRwatXryhVqhRKpZKoqCiio6NJS0sjLCxMzpskdhHSXPHx8Xh4eNCiRQs6derEgQMHmDdvHoMGDWLTpk00bdoUGxsbqlSpkus8MQjXLOpvPh88eMDYsWNZtmwZDRo04Pjx40yePJkffviB1atXI0kSKSkp2Nrakp6eTmBgoKjLfOT48eMsX74cJycn6taty6VLlxgwYABly5aldOnSjBo1iubNm390nrgXay5JkoiPj2fSpEmMHDmSTp06yd+pBnUvXrzg1atX3Lp1i7Jly/Ldd9+hra0t6lXDqA/CY2NjMTQ0ZO3atdjY2FC1alUArl69ip+fH69fv2bw4MF06NAh1zXE7JX8Izk5mS5dumBlZYWnp6f8+aVLl4iIiMDMzIyJEyeKZ2w+sX//fiwtLeVNdTZt2sTFixc5cuQIgwYN4v79+5w+fZqIiAgqV64sn3fy5Emsra1ZtWqVaLOCkM+JHpXwt3j8+DEVKlTAysqKmzdvEhMTQ2RkJPHx8QwfPpxhw4ZRuHBh6tWrx5QpU9DR0RGd+nzA2NiYH3/8kcaNG3PlyhWcnJyYNGkSQ4cOpXDhwqxYsYI3b97g5OREyZIl5fNER1AzvH37lsKFC+daHvT06VOaNWtGvXr1kCSJFi1aMHPmTJYtW8aYMWNQKpVkZGTw5s0bIiMjxYykfKZYsWL079+funXrcvz4cWbOnImjoyOVK1dm6NChBAcHk5qaSrt27XKdJ+7Fmks1eyE+Pp4CBQrk+k5LS4uMjAwAatasmWtGd05OjqhXDaK+/NbJyYnIyEgA0tLSaNKkiRw8q1WrFqNHjyYgIABPT0+KFClC06ZNAdi4cSPe3t4icJYPSJJEoUKFWLx4MXPmzGH06NFMnjwZSZLw9vamRIkS2NjYAOKFo6aTJIlXr14xbdo0WrVqxbRp06hatSqDBw+mZ8+eDBo0iICAAJKSkkhNTeXIkSNUrlxZrtfSpUsTGhpK3bp18/qnCILwPxK9KuEvkz6xrXrlypVxdnZm6tSpXL16lTp16jBs2DAUCgWLFi2iW7dutG/fXu7siU59/qCvr0+rVq3Q1dXl9OnTVK1alR49egCgq6tL165dSUhIwNzcPI9LKnxowoQJFCtWjCVLlgCQlZVFQkICYWFh1K9fP9fSkCFDhlCjRg327dsHQNmyZRk0aJAIcudDlSpVomTJkqSkpBAYGMjIkSPp3r07ABUrVuTq1atUr179o+CZoDk+9YzNzs4mOzubJ0+eyP9WtcubN29y/vx5+vTpQ6FCheRzxGBcc6jX6aNHj/jll1/w9/cnKSmJffv2ERQURIECBejVqxfwPoA2dOhQjh8/Li/LvHfvHj4+PixYsEAEzvIBVX03bdqUVatW4eDgwIQJE9DR0cHMzIw1a9bIx4q2qnnU26xCoaB48eKEhoYyceJEvL29mTBhAhYWFhgaGlKvXj2qV6/Ou3fvcHd3Z8uWLQwbNgw9PT3g/bNXEIR/BzEiEv4S9SUHSUlJFChQAIVCQYsWLXBycmLv3r2MHz+epk2bUqpUKZ4/f46VlRU5OTm5riM6CvmHaoB2//59kpOTUSgUZGRkcPLkSbp27SovIRI5zjTL7Nmz5aBmeno6BQoUYOLEiRgbG+Pp6UlERAR9+vRBkiQkSaJBgwZyvjoVEeTOfwwMDDAwMCAhIYGXL19StGhR4P3yIQsLC8aPH8+PP/6Yx6UUPkf9Pvr69WuMjY1RKpWULl2agQMH4uTkRNmyZWnVqhUAmZmZeHp6Urx4cYyMjPKw5MIfUd1XAwICuHbtGk2aNKFOnToAcjJ5Pz8/ADmAVrduXXmmilKppGTJkoSGhspLxoT8QU9PjwYNGhAdHc3NmzdRKBRUrVoVLS0t8XJKg6nabGpqKoaGhkiShJWVFWvWrGHcuHGsXr06V9oSAwMDDA0NWbhwId27d2f//v106dIlL3+CIAj/AHHHFr6Y+pKDtWvXcurUKV6+fImFhQVDhgyhW7dudOrUCV1dXXJyckhLS2PBggXo6+uLty75mKoD0a9fPwYPHsyAAQPIzMxET08v1wYPInCmGc6cOYOVlRVly5YFICgoiF27duHr64upqSlDhw6V22aBAgXkzp0qiKYePBNB7vwrMzOTggULcv78eTIzMzl69Cjv3r2jbdu2KBQKsUxIQ6nuo6tXr+bw4cPo6enRunVrBg4ciLW1NS9fvmTcuHH07t0bgIcPH5KUlMS6des+2plRyHsf7nD84sULjhw5QoMGDeRjKleuzMCBA4H3wbX09HQGDRqU6zpaWloYGBiIwJmG+KvtTPV3UL16dfkz8XJK8/n4+HD79m1mzZpF8eLFkSSJ2rVr4+Pjw9ChQ1EoFPIMNNXfg4GBAXp6emRlZeVx6QVB+CeI0a7wxVQPhlWrVhEUFES3bt34+eef0dLSYsSIERw9ehRdXV1SU1PZuXMno0eP5tWrVwQEBKClpYVSqczjXyD8L+rWrUtYWBht2rShd+/ebNu2TV7WJ2iGiIgIhg0bxv79++U8SE2bNuXp06fY2dmRkJBAwYIFGTduHNbW1syaNYtdu3bJOZVEAPTfo0SJEowZM4b79+8THh6OUqlk48aNcoBFBM40i/reTVFRUQQHB9OvXz9KlSrF0aNHWbJkCdnZ2SxZsoTly5fz6tUr3r59S82aNdm2bZu8AY8InGkW1T01PT2dggULMmzYMEaOHElMTAybN2+Wj6tcuTKDBg2iZs2aXLhwAbGXl+ZS7XwKfFRPn6s3LS2tLz5WyDsfjlMqV67Mrl278Pb25uXLl/LOt7Vq1cLW1pbDhw/j4eFBXFycfE5MTAy3b9+WZ5YKgvDvInbbFP6U+hu2Fy9eMG7cOEaPHk3Hjh0BePXqFb6+vnKHv1y5chw8eJC7d+8ydepUkTfpX0zUq+ZxcHBg69atLFq0iJ9++glDQ0Pu3r3LiBEjqFKlCm5ubpiYmJCamoqPjw8+Pj6sX7/+kzswCppFNXtB9dj+XKBE/Z6dkJCAtra2vHGEaLOa7fTp05w6dYqaNWvKz9gtW7awfft2Spcuzbx58zAxMZGXYquImYSaKzw8HB8fHyIiIjA1NeXFixeEhIQQHBzMrFmz6N+/v3zskydPKFmypNzORTBUs6jXSUhICL/99htVq1alSZMm8k7zn6o39c8OHz5M69atxcsqDaN+D3348CF6enqULFmSy5cv079/f3r16sXkyZMxMzMD3rfrkydPkpmZyZo1a+T6fPLkCZIkiVmigvAvJe7cwh9Sf8P2+vVr9PT0uHPnTq5OerFixRg2bBjVqlXj7NmzGBkZ0aFDB2bMmIGOjo6Ymv4vJupVc2RmZgIwb948evfuzdKlSzl06BApKSlUrlyZgIAA7ty5w/Tp00lMTMTQ0JDRo0ezcOFCGjdunMelF76E+iwW1dLLT1HNLoP3O+YWKVJE/ky0Wc1hZ2fH1atX5X+fPXsWR0dHoqKiKFiwoPx537596datG0+fPsXBwYGEhIRcgTMxk1CzNWjQAF1dXcaMGUNCQgJmZmYMHDiQoUOH4uLiQnh4uHxs6dKl5Zn6InCmedR3rvb09CQnJ4fw8HBWrVolb7ijfv+F3IGzsLAwJk6cSGxs7NcvvPBJmzdv5vr16/I91MXFhXHjxtG9e3cGDhxIYmIiUVFRREZG4u3tzW+//UZKSgrHjh2jQ4cOrFu3Di0tLfl5XLp0aRE4E4R/MRE8E/6QarDm5uaGk5MTSqWSxo0bc/r0aZKSkuTjSpcujba2Ng8ePADer/lXEZ16QfhnSZIk7+oUHh6OhYUFKSkpODk5cfDgQdLS0qhSpQqBgYHcvXuXGTNm8Pr1a4yMjBgwYIBYfqvh1JeSHDhwgHbt2pGYmIi2tvafBtBU9/A3b96IwbgGuXXrFsWKFcPCwkL+zNLSknbt2qGtrc22bdtIT08H3j9D+/XrR/fu3bl69SohISG5riXqVXN8uOxLkiQqVaqEr68vGRkZWFtbyztUqwJoCxYs4NChQ7nOE7OSNMuH9frs2TM8PT1xd3fH3d0dIyMjNm7cyJ49ewDk5X3qgbPQ0FBcXFzw9PSUd1AV8lZcXBw+Pj5s2bKFR48ecfDgQbZv38706dOxt7enTp06jBs3jtu3bxMdHU1MTAxTpkyhS5cuPH78WN61WrzAEIRvh3g6C5+k/tbs9OnTHDt2jKFDh2Jqakr9+vWJjY1l586dvHv3DoC0tDSys7MpUaJEXhVZEL5Zqs65p6cnrq6uGBgYsGDBAho2bMjChQvZv38/aWlp8gy006dPs27dulzXEDOSNJN6wvH9+/dz7do1Xr16xdixY+UlmZ8KoKkP2jZv3oyXl5d8vxbynoWFBTNnzkRXV5ewsDBOnDhBwYIFGTNmDH379iUuLo6VK1fKuQu1tLTo06cPM2fOZMKECXlceuFzVG1VPYgiSRLlypXD29ubzMxMRo8eLQfQ+vbty+LFi+XdUwXNo34Pjo2N5fr167x+/RpTU1MArKysGD16NMWKFWPz5s3yDDQtLa2PAmfLli3LtdGSkLfKli3LunXruHbtGhs3buTkyZNYW1vTtm1bevTowcSJE5k9ezZz584lJSWFTZs2MW/ePGxsbESuSUH4RomcZ8Ifio6O5urVq0iSxPz58+XPHRwcOHPmDEWKFKFatWrcuHGD5ORkoqOjxSBcEPJAYmIiQ4YMYdCgQQwYMED+fMGCBezYsYPFixfz448/YmRkxOPHjylZsqR4U5qPrFixgsOHD9OtWzfu37/PhQsXMDQ0JDg4GFNT01z5Wj5cJuTg4ICLiwsdOnTIy58g/D/1wfjz58+ZO3cuz58/Z/78+TRp0oS0tDR8fX355ZdfqFevHtOmTUNfXz/XNUSOM831/Plz2rZtS+PGjVm/fj3wnzZ548YNhg4dSp06dXBycqJYsWLyeSIfoeZRv5c6OTkRGRkJvH9hPHv27Fy7ol69epWAgABu3rzJ/Pnzadq0KQAbN27E29ubJUuW0L59+6//I4Q/de3aNRYsWEBcXBzDhw/P9YLizZs32NvbU6pUqVzjIBD3YUH4FomZZ0IuH8ZSDx06xKZNm7hx44acUwne51UaM2YM1atX5/nz51hZWcmBs88tIxIE4Z8hSRKSJJGamkrhwoWB/+RAW7JkCRYWFqxatYrdu3eTkZFBmTJl/nDJn6BZrl27xu7du1m0aBETJ07E1dWVJUuWyLv3qc9A+3CZkLOzM25ubiJwpiHUA2eq2doTJ07EwsICR0dHTp8+jYGBAaNHj+b777/nt99+Y8mSJbmevyDSIWiSD5f0lShRgqCgIO7cuYO1tTXwn9nBJUuWpEKFCpw8eRJXV9dc54nAmWZRv5c+evSIX375BX9/f1xdXenSpQtBQUFyMA2gVq1aDB06lPbt28vLMu/du4ePjw8LFiwQgTMNZmlpiaOjI0ZGRhw6dIjr16/L3xUpUgRTU1MePXr00XniPiwI3x4RPBNk6h2FnTt3Eh0djbe3NwMHDuTevXtERUWRmpoqH9+lSxfmzZuHl5cXs2fPlvMmiYeJIHxdCoUCU1NTqlSpwsaNG1Eqlejp6ZGdnU1OTg5lypQhMzOT3bt355rBItpq/pCSksLbt28xNzeXP2vSpAnW1tbExcXlWsKpGsiHhobi6uqKo6OjWCakIdQDZ/7+/nh7e5OUlES9evUYNGgQlSpVYvny5Zw+fVre0MPKygotLS10dXXzuPTCp6jX6alTpzh48CDHjx+nQYMGuLm5cfv2bTmABu/zwVatWpXo6GiWLVuWV8UWvoCqPxwQEMCqVato0qQJderUoWXLllhbW9OiRQv8/PxyBdDq1q3LlClT5HtxyZIlCQ0NpXPnznn1M4QvZGFhwZo1a8jJyWHDhg3cuHEDgHfv3nH37l2RlkYQBADEay4ByN0BvH37NgEBASiVSgoXLsyCBQtITU0lKCiIAgUK0KFDBwoUKCCfoz4AF29OBeHrU7VFa2trHB0dmTp1Kp6enujo6KBUKsnOziYwMJAqVaoAuQPlgmZRrxtVvVasWJFy5cpx4sQJKlSogLa2Njo6OjRt2pRKlSrx8uVLxo4dy/r16ylcuDBbtmyRA2ditoPmUD1jnZ2d2bFjB+PHj5dzmtWvXx+ADRs24OTkxOzZs2nSpAnTp09HT09PTkAuEslrDvUNOdzc3Ni+fTumpqbcu3ePLl26YG1tjZubG3Z2dnTv3p02bdpw9uxZsrOzqVatmrxDn3iJoVnU21lKSgovXrzgyJEjNGjQQD6mcuXKDBw4EHgfXEtPT8+1hBPet3cDAwOx82I+Ur16dZYvX87MmTMZPXo0tWrVQk9Pj4yMDBYsWACI/pMgfOtEL0wA/tOpX7FiBV5eXujr6/P8+XMcHR05cOAATk5OWFlZ4evry4EDB0hLSxOdeEHQEKq2WLduXUaMGMH9+/f58ccfmT59Or169eLWrVtUqlRJHoCLjp9m+rBuVDugFilShNq1a7N//34OHjwof5+VlUWZMmWwsbEhJyeHXbt2AfD69WuWL18uAmcaKDo6mujoaPz9/Rk0aBDm5uakpaXx7t076tevz4QJE6hYsSIzZszg6tWr6Ovrf7RzqqAZVG3Vz8+Pbdu24e3tTXR0NHZ2dkRGRrJq1SrMzMwIDg7G3NycCxcuYGxszMaNG9HS0kKpVIrAmQZStbP09HR5afzIkSOJiYlh8+bN8nGVK1dm0KBB1KxZkwsXLnyU9kTIn2rWrImHhweGhoY8efKENm3asHXrVrE5gCAIgNgwQFATFRXF8uXLCQoKkpd52dvbk5SUxPjx42nbti329vYcOXIENzc3fvjhh7wusiAI/0/1NjQrK4unT58SGhpKSkoK+vr6zJo1S85HKAZrmkl9tkNQUBAXL14kLi6Odu3a0bNnTwoXLsy0adN4+fIl1apVo169emzfvh1dXV18fHzo1asXDRs2lN+OC5rJ19eXW7du4ebmxt27dzl58iRbtmyhYMGCtGvXjnHjxnHmzBl+/fVXJk2aJNqrhouPj8fDw4MWLVrQqVMnDhw4wLx58xg0aBAbN26kadOmzJs3D3Nzc7KysuTlt2JzAM0WHh6Oj48PERERmJqa8uLFC0JCQggODmbWrFn0799fPvbJkyeULFkSLS0tMSvpX+Ty5cts3bqVxYsXi5m/giDIRPBMkHl4eHDu3Dk2bdoEvH/7Fh8fz+TJk3n16hVz5syhbdu2rFmzhtGjR4scLILwlXzYaftvgmBisJY/uLm5ER4eTq9eveTZZFZWVtjY2FChQgWCgoI4deoU7969o2TJknh4eKCvr8/o0aNp3Lgxo0aNAhADOA0VGBjIihUrsLa25vDhw1StWpVatWrx7NkzTp06xebNmylatKh8vAh4a7aMjAxOnDhB48aNefjwIVOmTGH48OEMHTpUruuGDRvi4uIi50wSARbNd+/ePSZMmICRkRG+vr6YmpoSHx/P5s2b2bRpE7NmzaJv3765zhHBlX8fVVsVdSsIgooYSQnyw0G1rj8rKwt9fX2ysrIwNzfH1taWcePGERgYiI6OjryFs+jUC8LXoeq07dixg65du8rJiD/XmVO9E1F1+kDkI9REmzdvpl69elSvXh2AmzdvsnfvXjw9PWncuDEAnTt3xtHRkdWrV+Pm5sbYsWMZP3487969w8jICHj/4uPq1avMmzdPDMo13IgRI3jz5g1Xrlxh8ODBNG/enAoVKnD79m0uXbrE27dvcwXPxDNWs+nr69OqVSt0dXU5ffo0VatWpUePHgDo6urStWtXEhISMDMzk88RbVSzfPgslSSJSpUq4evry8SJE7G2tsbf3x9zc3MGDhyIlpYWCxYswNTUlLZt28rnieDKv49YMi8IwofE3UCQO3Jt27blxo0b+Pn5Acgzy7KysmjRogU6Ojps2LCBzMxMQHTqBeFrSkxMxNHRkRUrVgB/3lFXteusrCzR8dNAcXFx+Pj4sHnzZu7cuQO8r9P09HQKFCgAvH9BYWVlxZw5czh27BgxMTFyXRoZGXHnzh0mTZrEzp07Wb9+PeXLl8+z3yP8OVVQe+rUqaxZs4ZBgwZRoUIFMjMzWbFiBSYmJqIO8yHVi4n79++TnJyMQqEgIyODkydP0qpVK/z9/eUcZ4LmUd1T9+zZA/wnYFKuXDm8vb3JzMxk9OjRJCQkYG5uTt++fVm8eDGtWrXKw1ILX4sIdguCoE6MqASZhYUFDg4OrFu3DmdnZ65evUpcXBybNm2iZs2aLFiwgNOnTxMbG5vXRRWEf70PB1oFCxZk4sSJ3L59m4sXL372PPUlQSEhIUycOFEOeAuao2zZsqxdu5Zr164RFBTE3bt3KVKkCGlpaTx8+BB4/zegVCqxsrKiWrVqPHjwINc1qlSpQs+ePdmwYQM1a9bMg18h/BWqQTm8n7GUnp7Opk2bGDduHK9evWLdunUiyJIPqe63/fr14/LlywwYMICuXbvy5MkTfvrpJ/k48RJDcz1//hw7O7tcy94lSaJ8+fK4uLjw6NEj7OzsePXqFSVLlqRfv37o6OjIm7oIgiAI3wbxJBdy6dmzJ25ubkRHRzNx4kQGDRrEixcvGDFiBAUKFKB8+fKYmprmdTEF4V9PNdCKiori0aNH6Onp0a5dO968eSPvqvgh9cBZaGgoHh4e9OrVCz09va9WbuHL1axZk6VLl3Lt2jUCAgJQKpWMGTOGefPmce7cOXR1ddHS0iI1NZXMzEyKFCkin6sKwrRp04ayZcvm1U8Q1HxJCtkPd1NVKpWUKVMm125uIsiSP9WtW5ewsDDatGlD79692bZtmwiwaKgPA9QlSpQgKCiIO3fuYG1tDfynrZYsWZIKFSpw8uRJXF1dc50n0iEIgiB8W8SGAcInxcfH8+zZM7Kzs6lXrx5aWlq4ublx6NAhgoODKV68eF4XURD+9U6fPs2IESMoU6YM48aN44cffuD169f07t2blStX5prV8GHgzMXFBUdHR9q3b59XxRe+0PXr15k7dy61atWiffv2HD9+nI0bN2JtbY2hoSHnz5/nxYsX8mBc0DzqeZP+Sj5Q9WNFHtF/H7FRi+ZRb6unTp0iJSUFPT09WrZsSWxsLNOnT6dq1ar4+/sD7zeFWLx4MUOHDqVq1aqijQqCIHzDRPBM+FO3b9/Gz8+P48ePExQURI0aNfK6SILwr/SpTQCGDRvGtWvX6NSpE69fv+b7778nOTmZmJgYHBwcPsqRFBYWhrOzswic5TPXr19n/vz5WFpa0r17dx48eMCWLVsoUKAAJUqUwNHREV1dXRFg0UDq7dbf358XL14wdepUDA0Nv/i8zMxMMUNUEP5h6i+Z3Nzc2L59O6ampty7d48uXbpgbW3N69evsbOzo3DhwrRp04azZ8+SnZ3N5s2b0dLSEvdgQRCEb5gIngl/KDs7m99//52dO3fSs2dPqlatmtdFEoR/vZs3b2JqaoqZmRlXrlwhICCAOnXqUKJECZYvX46BgQFpaWlYW1szaNAgeQAeHR2Nvb09np6euWalCfnDtWvX5ACajY0NxYsXzzXYE7NYNJuzszO7du1i5MiRdOjQgRIlSnz2WPV6jYiIAN6nTRCDckH45/n5+bFhwwbWrFmDlZUVmzZtwsHBgQ4dOmBra4uWlhZLly4lIyMDIyMjPDw80NXV/cNdrgVBEIR/P/EEEP6Qjo4ONWvWxNbWVgTOBOEfJkkSsbGx9O3bl1WrVnHixAlq165N8eLFSU5OpkOHDkRERFC/fn1evnzJmTNncs1cyczMZN26dSJwlma8ZDgAAA1iSURBVE9ZWlri4ODAtWvXWLp0KQ8fPpQDLJIkicCZBtu1axfR0dGsXbuW4cOHU6JECTIzM0lOTiYrKyvXseqBs7CwMObPn4+JiYkInAnCVxAfH8/du3eZM2cOVlZWHDhwAE9PT8aPH8/JkydxcXFBV1cXHx8f/Pz88Pb2FvkIBUEQBEDMPBMEQchT6gNplZ07d3LmzBmOHDmCtbU15cuXZ+HChSxdupTWrVuTmprKjRs3qFu3bq4Bd1ZWFrq6ul/7Jwh/s8uXL7NlyxaWLVsmBmv5xLp167hx4warVq3i1q1bnD59mrCwMJRKJf369WPQoEHo6+t/Mjehk5MT7dq1y+NfIAjfhoyMDE6cOEHjxo15+PAhU6ZMYfjw4QwdOpTAwEBWrFhBw4YNcXFxkWePfuo5LQiCIHx7RPBMEAQhj6gvAXn16hVpaWnyzonv3r3j2LFjLFmyhPbt23P16lUkSWLVqlW58pyJ/Cv/TqrBmlgmpHk+NZAODw9nwYIFjBgxgqNHj2JhYcF3333HkydP2LNnD9u2bcPMzEw+XuQmFIS8o3rR5Ovry/nz53F1daVQoUJs2rSJy5cvk5CQgK+vr7j3CoIgCLmINSCCIAh5QJIkuWPu6enJoUOHSEhIwNTUlFGjRtGyZUt+/vln6tSpg7+/Pzo6Oly5coXY2NhcwTMROPt3UigUuf5GBM2gntj/xYsXFCpUCF1dXfr27UtCQgK//PILQ4cOpXnz5pQvX55Hjx5x8eJFUlNT5WsEBgaydu1ali9fLpZYC0IeUC2Bv3//PsnJySgUCjIyMjh58iRdu3alU6dOwKc38REEQRC+XWLmmSAIwlemPnNl3bp1BAYGMnfuXIoVK0ZkZCS///47Xbp0oW/fvhgbG5OSksLdu3fZs2cPM2bMELmvBOErCw4OZtCgQXKw2tvbm71792JoaEjdunWxtbXFwMCA1NRUDA0NkSSJrKwsJkyYgFKpxN/fXx6Ejxs3jo4dO9KtW7e8/EmC8M377bffGDx4MBUrVpQD49u2bRPPWEEQBOGTRPBMEAThK4mLi5OXZebk5JCSksLo0aPp2rUrgwYNko9zdnbm0KFDODo60qBBg4+uI3ZdFISvJyYmhrlz59K0aVNWrFjB/v37WbhwIXZ2dly7do2rV69iYGDAmjVrMDQ05N27d+zdu5edO3eSnJxMeHi4nHBctFtB0CzXrl3jwIEDGBkZMWLECHR0dERbFQRBED5JBM8EQRC+gtmzZ5OYmMjkyZOxtLQEIDk5mYEDBzJw4EAGDBiQa0lYv379KFWqFB4eHnlZbEH45qWmprJ9+3YiIiKoUqUKVatWpUSJEnTp0gWlUsnhw4fx8fHByMiINWvWoKurS1hYGHfv3mXu3LliMC4I+Yhoq4IgCMLniIX8giAI/7D+/fsTExPDy5cvCQ4O5sqVKwAUKlQIU1NT9uzZA4Cenh6ZmZkA1KhRQ+QzE4Q8lp2djaGhIV27dqVfv37cvXsXX19f9PX1AdDS0qJVq1aMGzeOlJQUJk+eTFZWFoMHD2bhwoXo6OiQk5MjBuOCkE+ItioIgiB8jgieCYIg/IO8vLxIS0vj5MmTTJ06lcePHxMaGsqlS5cAsLe3586dO0yfPh34zwYAN2/exNjYOK+KLQjfvHfv3skD6Zs3b9KvXz/69OmDkZER4eHhKJVKAHR1dWnVqhVjx47l/v37uLu757qOCIILgiAIgiDkf+L1iiAIwj8oJSVF3hzg5s2bZGZmcvv2bUJCQtDV1aVmzZosXbqUBQsW0LlzZ0qVKsXbt29JTk7G3t4+j0svCN+mAwcOEB0djbu7O+7u7kRFRXHs2DG6deuGQqEgJCQEe3t7nJyc0NLSQkdHh1atWmFsbMx3332X18UXBEEQBEEQ/mYi55kgCMI/QLWjZmxsLAsWLEBbW5vnz59z+PBhTp06hZ+fH5UqVcLa2hoLCwvi4+MJDAwEwNDQkAkTJohcSYKQR27evEn37t2pXLky8fHxbNq0ierVqwOQlpZGdHQ04eHhVKtWDScnJzlArpKTkyNmnAmCIAiCIPyLiOCZIAjCP2zUqFH88ssvfP/99/j7+wOwc+dOAgMDqVy5MsOGDaNWrVofnScG4ILw9akC1vb29kRHR9OsWTPc3NwwMTGRj1EF0LZu3Urx4sVZu3btRwE0QRAEQRAE4d9D5DwTBEH4ByUlJaGrq8vkyZN59uwZtra2AHTp0oURI0Zw//59QkJCuHDhwkfnisCZIHw9qneJqnZXr1493N3duXjxIgsXLuTJkyfycQYGBnTv3p2uXbtSuHBhxHtIQRAEQRCEfzcx80wQBOEflpOTg5aWFpGRkaxfv56aNWvi5uYGwK5du3B3d6dXr15MnDgxj0sqCN8mpVKJltb794mvX7+maNGi8ndXrlxhyJAhtGjRgtmzZ1OyZEkAjh07RqtWreQl2urXEARBEARBEP5dRPBMEAThK0lNTWXv3r34+/vnCqD98ssvNGnSRMw0E4Q8tmbNGmJiYsjJyaFPnz60bNkSMzMzrl69ypAhQ2jWrBk9evRg69at3L9/n3379qFQKOQAmiAIgiAIgvDvJIJngiAIX1Fqair79u0jICAAc3Nz1q9fL38ncpwJwtelHvQKCwvD3d0dGxsbYmJiePHiBfXq1WPUqFGULFmS69evM23aNAoWLIi+vj7BwcHo6uqKwJkgCIIgCMI3QATPBEEQvrLU1FS2bdvGhQsXcHFxEUu9BCGPXb58mR07dtCkSRPatm0LgK+vL4cOHaJ27dpYW1tTsmRJXr9+TXJyMuXKlUNLS0vshisIgiAIgvCNEMEzQRCEPJCRkYGenp7IlSQIeSwmJgYHBwdSU1NZvnw533//vfydr68vhw8fpnbt2owcOZJSpUrJ34l2KwiCIAiC8O0QvT5BEIQ8oK+vL+dKEgNwQcg7P/zwA23atCEzM5MDBw6QnJwsfzdmzBjatWvHsWPH2L9/f67zRLsVBEEQBEH4doiZZ4IgCIIgfBP+aLbY8uXLOXPmDB06dGDw4MEYGRnJ3+3YsYPOnTuLnISCIAiCIAjfKBE8EwRBEAThX089cBYdHc2tW7fQ19enevXqdOjQAQAHBwcuXLjATz/99FEADcSmHoIgCIIgCN8qETwTBEEQBOGbsWLFCrZv346VlRUpKSmcO3eO4cOHY29vD7wPoF26dInGjRszYcIEDA0N87jEgiAIgiAIQl4TW0QJgiAIgvBNOH36NDt27MDb25t69eqRkZHB4cOHsbe3p0CBAkydOpV58+Yxe/ZsEhISMDAwyOsiC4IgCIIgCBpABM8EQRAEQfgmJCQkYGxsTK1atYD3G3d06tSJd+/e4erqStu2balVqxbLly9HqVTKm3ooFIo8LrkgCIIgCIKQl8RWUYIgCIIg/OsolcqPPjMxMeHx48fcvHkTAFXmCisrK3R1dUlNTZWP1dLSkgNogiAIgiAIwrdNBM8EQRAEQfhXUd8c4MSJE+zZs4c7d+5Qo0YNGjVqRHBwMDdu3JADY6amphgbG5OVlZXrOp/bmVP4v/bu36WtPY7j8NvagOIilGZIEazYRYX+EZ3FKiKIYN0EQeiiUCsOji3FwS0idGgXfyyFIrgV6qK4SruJkEkLWYXG3uFiUG4Dvd4puc8znnOyh9c5388HAOD/xcIAAKAlvXv3Lh8+fEixWEylUsnq6mouLy+zt7eXQqGQ4eHhFIvFbG5uplqtZmtryzZNAAD+QTwDAFrC9XyyX79+pVKpZHFxMQsLC3n8+HF2dnaytraWpaWldHZ25vj4OJ8+fUp/f3+6u7tTLpdTKBRSq9UENAAAbhHPAICmd/OoZrVaTbVaze7ubl6+fFmPYe/fv8+bN2+yuLiYiYmJ+oyzBw8epK2tLT9//sz9+3YpAQBwm3+IAEDTuw5na2trOTg4yOnpaUqlUkZHR9PX15ckmZmZSZK8ffs2P378yNzcXDo7O5P8Hd+EMwAAfsckXACgad3cqvn58+fs7u5mZGQkY2NjOTs7y/b2diqVSv2ZmZmZzM/P5+joKB0dHfXrlgMAANCIY5sAQNM7PDzM3t5enj59mufPnydJPn78mHK5nOHh4UxOTubRo0f152/OR7veugkAAL/jfAIA0NTOz8/z+vXrXFxcpLe3t359amoqSVIul9Pe3p7x8fH09PQkiXAGAMAfc0YBAGhqDx8+zPr6eorFYr58+ZLv37/X701NTWV2djYbGxv5+vXrrd8JZwAA/AnHNgGAlvDt27e8evUqQ0NDmZ6ezpMnT+r39vf38+zZs/rmTQAA+FPiGQDQMk5OTrK8vJzBwcG8ePEi/f39t+7XajUBDQCAf0U8AwBaysnJSVZWVlIqlbKwsFCfcwYAAHdh5hkA0FIGBgaysrKSrq6uWxs2AQDgLnx5BgC0pOttmldXV7l3z/tCAADuRjwDAFrWdUADAIC78hoWAGhZwhkAAP+VeAYAAAAADYhnAAAAANCAeAYAAAAADYhnAAAAANCAeAYAAAAADYhnAAAAANCAeAYAAAAADYhnAAAAANCAeAYAAAAADfwFGc6pZBqYJ4IAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 1400x400 with 2 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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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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"\n",
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"Médianes — Carmignac Absolute Return Europe:\n",
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" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n",
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"cluster_carmignac_absolute_return_euro \n",
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"0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n",
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"1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n",
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"2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n",
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"\n",
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"============================================================\n",
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"RÉSUMÉ — Clustering par fund\n",
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"============================================================\n",
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" Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n",
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" Carmignac Sécurité : K=2, sil=0.5716, n=1624\n",
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" Carmignac Investissement : K=2, sil=0.4310, n=2194\n",
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" Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n",
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" Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n",
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" Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n",
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" Carmignac Emergents : K=3, sil=0.4730, n=1781\n",
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" Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n",
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" Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n",
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" Carmignac Court Terme : K=2, sil=0.4719, n=527\n",
|
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" Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n",
|
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" Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n",
|
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" Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n",
|
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" Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n",
|
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" Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n",
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"\n",
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"============================================================\n",
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"ARI — cohérence clustering global x fund\n",
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"============================================================\n",
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" Carmignac Patrimoine : ARI=0.0241 (n=3002)\n",
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" Carmignac Sécurité : ARI=0.0121 (n=1478)\n",
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" Carmignac Investissement : ARI=0.0427 (n=2055)\n",
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" Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n",
|
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" Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n",
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" Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n",
|
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" Carmignac Emergents : ARI=0.0158 (n=1641)\n",
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" Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n",
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" Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n",
|
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" Carmignac Court Terme : ARI=-0.0346 (n=424)\n",
|
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" Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n",
|
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" Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n",
|
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" Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n",
|
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" Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n",
|
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" Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n"
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]
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}
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],
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"source": [
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"# ============================================================\n",
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"# CLUSTERING PAR FUND FAMILY (top fonds)\n",
|
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"# ============================================================\n",
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"\n",
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"# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n",
|
|
"print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n",
|
|
"top_funds_aum = (\n",
|
|
" df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n",
|
|
" .sort_values(ascending=False)\n",
|
|
" .head(20)\n",
|
|
")\n",
|
|
"print(top_funds_aum.to_string())\n",
|
|
"\n",
|
|
"# ── 1. Sélection des top fonds ────────────────────────────────────────────\n",
|
|
"# Critères : top 15 par AUM total + au moins 20 clients\n",
|
|
"min_clients_per_fund = 20\n",
|
|
"n_top_funds = 15\n",
|
|
"\n",
|
|
"aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n",
|
|
"clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n",
|
|
"\n",
|
|
"valid_funds = (\n",
|
|
" aum_by_fund_total[\n",
|
|
" clients_by_fund >= min_clients_per_fund\n",
|
|
" ]\n",
|
|
" .sort_values(ascending=False)\n",
|
|
" .head(n_top_funds)\n",
|
|
" .index.tolist()\n",
|
|
")\n",
|
|
"print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n",
|
|
"for f in valid_funds:\n",
|
|
" print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n",
|
|
"\n",
|
|
"# ── 2. Construction du panel par compte x fund ────────────────────────────\n",
|
|
"df_rel_m_fund = df_rel_m.copy()\n",
|
|
"df_rel_m_fund = df_rel_m_fund.merge(\n",
|
|
" df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n",
|
|
" on=[ID_COL, ISIN_COL, \"month\"],\n",
|
|
" how=\"left\"\n",
|
|
")\n",
|
|
"\n",
|
|
"# Panel mensuel par compte x fund\n",
|
|
"tmp_fund = df_rel_m_fund.copy()\n",
|
|
"tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n",
|
|
"tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n",
|
|
"\n",
|
|
"df_month_fund = (\n",
|
|
" tmp_fund.dropna(subset=[FUND_COL])\n",
|
|
" .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n",
|
|
" .agg(\n",
|
|
" aum_qty = (\"aum_qty\", \"sum\"),\n",
|
|
" net_flow_qty = (\"net_flow_qty\", \"sum\"),\n",
|
|
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
|
|
" sub_qty = (\"sub_qty\", \"sum\"),\n",
|
|
" red_qty = (\"red_qty\", \"sum\"),\n",
|
|
" n_tx = (\"n_tx\", \"sum\"),\n",
|
|
" n_isin_held = (\"isin_held_flag\", \"sum\"),\n",
|
|
" ret_fund_m = (\"ret_fund_m\", \"mean\"),\n",
|
|
" )\n",
|
|
" .sort_values([ID_COL, FUND_COL, \"month\"])\n",
|
|
" .reset_index(drop=True)\n",
|
|
")\n",
|
|
"\n",
|
|
"df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n",
|
|
"df_month_fund[\"flow_direction\"] = np.where(\n",
|
|
" df_month_fund[\"gross_flow_qty\"] > 0,\n",
|
|
" df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"df_month_fund[\"sub_share\"] = np.where(\n",
|
|
" df_month_fund[\"gross_flow_qty\"] > 0,\n",
|
|
" df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n",
|
|
" [ID_COL, FUND_COL]\n",
|
|
")[\"aum_qty\"].cummax()\n",
|
|
"df_month_fund[\"aum_drawdown\"] = np.where(\n",
|
|
" df_month_fund[\"aum_peak\"] > 0,\n",
|
|
" 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"\n",
|
|
"# Lag performance pour réactivité\n",
|
|
"df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n",
|
|
" [ID_COL, FUND_COL]\n",
|
|
")[\"ret_fund_m\"].shift(1)\n",
|
|
"df_month_fund[\"buy_on_perf\"] = (\n",
|
|
" (df_month_fund[\"net_flow_qty\"] > 0) &\n",
|
|
" (df_month_fund[\"ret_fund_lag1\"] > 0)\n",
|
|
").astype(int)\n",
|
|
"df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n",
|
|
"\n",
|
|
"print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n",
|
|
"\n",
|
|
"# ── 3. Feature engineering par compte x fund ──────────────────────────────\n",
|
|
"reference_date = df_month_fund[\"month\"].max()\n",
|
|
"\n",
|
|
"# months_since_last_tx par fund\n",
|
|
"last_active_fund = (\n",
|
|
" df_month_fund[df_month_fund[\"active_month\"] == 1]\n",
|
|
" .groupby([ID_COL, FUND_COL])[\"month\"]\n",
|
|
" .max()\n",
|
|
" .reset_index(name=\"last_active_month\")\n",
|
|
")\n",
|
|
"last_active_fund[\"months_since_last_tx_fund\"] = (\n",
|
|
" (reference_date.to_period(\"M\") -\n",
|
|
" last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n",
|
|
" .apply(lambda x: x.n)\n",
|
|
")\n",
|
|
"\n",
|
|
"df_client_fund = (\n",
|
|
" df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n",
|
|
" .agg(\n",
|
|
" n_months = (\"month\", \"nunique\"),\n",
|
|
" n_active_months = (\"active_month\", \"sum\"),\n",
|
|
" flow_freq = (\"active_month\", \"mean\"),\n",
|
|
" aum_qty_mean = (\"aum_qty\", \"mean\"),\n",
|
|
" aum_qty_max = (\"aum_qty\", \"max\"),\n",
|
|
" aum_qty_last = (\"aum_qty\", \"last\"),\n",
|
|
" gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n",
|
|
" net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n",
|
|
" n_tx_total = (\"n_tx\", \"sum\"),\n",
|
|
" avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n",
|
|
" flow_direction_mean = (\"flow_direction\", \"mean\"),\n",
|
|
" sub_share_mean = (\"sub_share\", \"mean\"),\n",
|
|
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
|
|
" buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n",
|
|
" has_perf_months = (\"has_perf\", \"sum\"),\n",
|
|
" )\n",
|
|
")\n",
|
|
"\n",
|
|
"# Merge months_since_last_tx\n",
|
|
"df_client_fund = df_client_fund.merge(\n",
|
|
" last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n",
|
|
" on=[ID_COL, FUND_COL], how=\"left\"\n",
|
|
")\n",
|
|
"max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n",
|
|
"df_client_fund[\"months_since_last_tx_fund\"] = (\n",
|
|
" df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n",
|
|
")\n",
|
|
"\n",
|
|
"# Ratios protégés\n",
|
|
"df_client_fund[\"gross_flow_to_aum\"] = np.where(\n",
|
|
" df_client_fund[\"aum_qty_mean\"] > 1,\n",
|
|
" df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"df_client_fund[\"flow_direction_balance\"] = np.where(\n",
|
|
" df_client_fund[\"gross_flow_qty_sum\"] > 0,\n",
|
|
" df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"df_client_fund[\"aum_final_to_peak\"] = np.where(\n",
|
|
" df_client_fund[\"aum_qty_max\"] > 0,\n",
|
|
" np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n",
|
|
" df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n",
|
|
")\n",
|
|
"df_client_fund[\"buy_on_perf_rate\"] = np.where(\n",
|
|
" df_client_fund[\"has_perf_months\"] >= 6,\n",
|
|
" df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n",
|
|
" np.nan\n",
|
|
")\n",
|
|
"\n",
|
|
"# Filtre qualité\n",
|
|
"df_client_fund = df_client_fund[\n",
|
|
" (df_client_fund[\"n_months\"] >= 6) &\n",
|
|
" (df_client_fund[\"aum_qty_mean\"] > 0) &\n",
|
|
" (df_client_fund[FUND_COL].isin(valid_funds))\n",
|
|
"].copy()\n",
|
|
"\n",
|
|
"print(\"df_client_fund shape:\", df_client_fund.shape)\n",
|
|
"print(\"\\nComptes par fund :\")\n",
|
|
"print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n",
|
|
"\n",
|
|
"# ── 4. Features pour le clustering par fund ───────────────────────────────\n",
|
|
"fund_features = [\n",
|
|
" \"flow_freq\",\n",
|
|
" \"gross_flow_to_aum\",\n",
|
|
" \"avg_n_isin_held\",\n",
|
|
" \"flow_direction_balance\",\n",
|
|
" \"log_aum_qty_mean\",\n",
|
|
" \"months_since_last_tx_fund\",\n",
|
|
" \"aum_final_to_peak\",\n",
|
|
" \"aum_drawdown_last\",\n",
|
|
" \"buy_on_perf_rate\",\n",
|
|
"]\n",
|
|
"\n",
|
|
"# ── 5. Clustering par fund ────────────────────────────────────────────────\n",
|
|
"FUND_RESULTS = {}\n",
|
|
"\n",
|
|
"for fund in valid_funds:\n",
|
|
" print(f\"\\n{'='*60}\")\n",
|
|
" print(f\"FUND : {fund}\")\n",
|
|
" print(f\"{'='*60}\")\n",
|
|
"\n",
|
|
" df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n",
|
|
" feats = [c for c in fund_features if c in df_f.columns]\n",
|
|
"\n",
|
|
" # Preprocessing\n",
|
|
" d = df_f.copy()\n",
|
|
" d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n",
|
|
" d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n",
|
|
"\n",
|
|
" for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n",
|
|
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
|
|
" if col not in d.columns:\n",
|
|
" continue\n",
|
|
" vals = d[col].to_numpy(dtype=float)\n",
|
|
" med = np.nanmedian(vals)\n",
|
|
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
|
|
" if mad > 0:\n",
|
|
" d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n",
|
|
" else:\n",
|
|
" d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
|
|
"\n",
|
|
" for col in [\"gross_flow_to_aum\"]:\n",
|
|
" if col not in d.columns:\n",
|
|
" continue\n",
|
|
" vals = d[col].to_numpy(dtype=float)\n",
|
|
" d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n",
|
|
"\n",
|
|
" for col in [\"flow_freq\"]:\n",
|
|
" if col not in d.columns:\n",
|
|
" continue\n",
|
|
" vals = d[col].to_numpy(dtype=float)\n",
|
|
" d[col] = np.log1p(np.clip(vals, 0, None))\n",
|
|
"\n",
|
|
" X_f = d[feats].fillna(d[feats].median()).to_numpy()\n",
|
|
" X_f_scaled = RobustScaler().fit_transform(X_f)\n",
|
|
"\n",
|
|
" # K-selection\n",
|
|
" best_k = 2\n",
|
|
" best_sil = -1\n",
|
|
" rows_k = []\n",
|
|
" max_k = min(6, len(df_f) // 20)\n",
|
|
"\n",
|
|
" for k in range(2, max_k + 1):\n",
|
|
" km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n",
|
|
" labels = km.fit_predict(X_f_scaled)\n",
|
|
" # Vérifier que les clusters ne sont pas trop déséquilibrés\n",
|
|
" sizes = pd.Series(labels).value_counts()\n",
|
|
" if sizes.min() < 10:\n",
|
|
" continue\n",
|
|
" sil = silhouette_score(X_f_scaled, labels)\n",
|
|
" db = davies_bouldin_score(X_f_scaled, labels)\n",
|
|
" rows_k.append({\n",
|
|
" \"k\": k,\n",
|
|
" \"silhouette\": round(sil, 4),\n",
|
|
" \"davies_bouldin\": round(db, 4),\n",
|
|
" \"min_cluster_size\": sizes.min(),\n",
|
|
" })\n",
|
|
" if sil > best_sil:\n",
|
|
" best_sil = sil\n",
|
|
" best_k = k\n",
|
|
"\n",
|
|
" df_k = pd.DataFrame(rows_k)\n",
|
|
" print(df_k.to_string(index=False))\n",
|
|
" print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n",
|
|
"\n",
|
|
" # Clustering final\n",
|
|
" km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n",
|
|
" cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n",
|
|
" df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n",
|
|
"\n",
|
|
" # Tailles\n",
|
|
" counts = df_f[cluster_col].value_counts().sort_index()\n",
|
|
" props = counts / counts.sum() * 100\n",
|
|
" print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n",
|
|
"\n",
|
|
" # Heatmap\n",
|
|
" profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n",
|
|
" prof = plot_heatmap(\n",
|
|
" df_f, profile_vars_fund, cluster_col,\n",
|
|
" title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n",
|
|
" figsize=(14, 4)\n",
|
|
" )\n",
|
|
" print(f\"\\nMédianes — {fund}:\")\n",
|
|
" print(prof.round(3).to_string())\n",
|
|
"\n",
|
|
" FUND_RESULTS[fund] = {\n",
|
|
" \"df\": df_f,\n",
|
|
" \"cluster_col\": cluster_col,\n",
|
|
" \"k\": best_k,\n",
|
|
" \"silhouette\": best_sil,\n",
|
|
" \"profile\": prof,\n",
|
|
" \"n\": len(df_f),\n",
|
|
" }\n",
|
|
"\n",
|
|
"# ── 6. Résumé global ──────────────────────────────────────────────────────\n",
|
|
"print(\"\\n\" + \"=\"*60)\n",
|
|
"print(\"RÉSUMÉ — Clustering par fund\")\n",
|
|
"print(\"=\"*60)\n",
|
|
"for fund, res in FUND_RESULTS.items():\n",
|
|
" print(f\" {fund[:40]:40s} : K={res['k']}, \"\n",
|
|
" f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n",
|
|
"\n",
|
|
"# ── 7. Croisement avec le clustering global ───────────────────────────────\n",
|
|
"print(\"\\n\" + \"=\"*60)\n",
|
|
"print(\"ARI — cohérence clustering global x fund\")\n",
|
|
"print(\"=\"*60)\n",
|
|
"\n",
|
|
"dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n",
|
|
"\n",
|
|
"for fund, res in FUND_RESULTS.items():\n",
|
|
" cluster_col = res[\"cluster_col\"]\n",
|
|
" df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n",
|
|
" dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n",
|
|
"\n",
|
|
" mask = dfc_fund_cross[cluster_col].notna()\n",
|
|
" if mask.sum() < 10:\n",
|
|
" continue\n",
|
|
" labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n",
|
|
" labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n",
|
|
" ari = adjusted_rand_score(labels_global, labels_fund)\n",
|
|
" print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "c51b1018-5439-4927-9d4e-7d56a22ac4f3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"======================================================================\n",
|
|
"PARTIE 2 — CLUSTERING 400 GRANDS COMPTES (Louis)\n",
|
|
"======================================================================\n",
|
|
"Comptes sélectionnés (AUM > 5M€) : 431\n",
|
|
"After filters: 427 accounts\n",
|
|
"Accounts: 427 | Features: 16\n",
|
|
"Points > 5 std after scaling: 38 (8.9%)\n",
|
|
" k inertia silhouette davies_bouldin\n",
|
|
" 2 4295.803536 0.648934 0.554878\n",
|
|
" 3 3612.735780 0.271561 1.316068\n",
|
|
" 4 3157.857186 0.201780 1.498467\n",
|
|
" 5 2952.884036 0.197975 1.433778\n",
|
|
" 6 2760.262346 0.152972 1.688634\n",
|
|
" 7 2593.416835 0.180291 1.599408\n",
|
|
" 8 2486.253809 0.171637 1.658369\n",
|
|
" 9 2404.806299 0.146315 1.714646\n",
|
|
"10 2333.195111 0.150386 1.685274\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=2 | sil=0.6489 | db=0.5549\n",
|
|
" n_comptes pct\n",
|
|
"cluster_k2 \n",
|
|
"0 389 91.1\n",
|
|
"1 38 8.9\n",
|
|
"\n",
|
|
"K=4 | sil=0.2018 | db=1.4985\n",
|
|
" n_comptes pct\n",
|
|
"cluster_k4 \n",
|
|
"0 71 16.6\n",
|
|
"1 36 8.4\n",
|
|
"2 217 50.8\n",
|
|
"3 103 24.1\n",
|
|
"\n",
|
|
"K=5 | sil=0.1985 | db=1.4319\n",
|
|
" n_comptes pct\n",
|
|
"cluster_k5 \n",
|
|
"0 67 15.7\n",
|
|
"1 29 6.8\n",
|
|
"2 90 21.1\n",
|
|
"3 229 53.6\n",
|
|
"4 12 2.8\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1600x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Médianes K=2 (Louis) ===\n",
|
|
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n",
|
|
"cluster_k2 \n",
|
|
"0 11.204 4.335 0.763 1436.0 11.471 28.0 46.273 0.606 0.114 1.000 0.000 0.0 0.047 0.046 -0.040\n",
|
|
"1 11.126 1.506 0.043 4.0 1.380 2.5 40.357 0.292 0.580 0.303 0.697 17.5 0.006 -0.004 -0.008\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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|
"text/plain": [
|
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"<Figure size 1600x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Médianes K=5 (Louis) ===\n",
|
|
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n",
|
|
"cluster_k5 \n",
|
|
"0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n",
|
|
"1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n",
|
|
"2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n",
|
|
"3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n",
|
|
"4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n",
|
|
"seg_2D\n",
|
|
"Highly active 137\n",
|
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"Dormant 136\n",
|
|
"Small rebalancers 77\n",
|
|
"Occasional large movers 77\n",
|
|
"Name: count, dtype: int64\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Taux de churn globaux ===\n",
|
|
"churn_hard 0.684\n",
|
|
"churn_soft 0.775\n",
|
|
"churn_warning 0.321\n",
|
|
"dtype: float64\n",
|
|
"\n",
|
|
"=== Churn par cluster K=2 (Louis) ===\n",
|
|
" n_clients churn_hard churn_soft churn_warning\n",
|
|
"cluster_k2 \n",
|
|
"0 389 0.740 0.823 0.342\n",
|
|
"1 38 0.105 0.289 0.105\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Churn par cluster K=5 (Louis) ===\n",
|
|
" n_clients churn_hard churn_soft churn_warning\n",
|
|
"cluster_k5 \n",
|
|
"0 67 0.015 0.075 0.134\n",
|
|
"1 29 0.138 0.276 0.138\n",
|
|
"2 90 0.944 0.978 0.478\n",
|
|
"3 229 0.882 0.987 0.349\n",
|
|
"4 12 0.000 0.333 0.083\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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7qneg+qvmzZurQIEC2r9/v1555ZVk7+/cudN2BeKvOnbsqIEDB2rr1q0aMGCAevfuraJFi2rTpk26cOGC5s+fbws16e0fKXnnnXd0+/ZtNWjQQMWLF9elS5f0xRdfqEqVKnZzgW7cuKGff/5ZPXr0eGybAHI2ggWAHKNly5bavHmzli5dqq+//lqrV6+Wm5ub7UFrSc9GyAhvb28tWLBA06dP16xZs/TUU09p1KhROnfuXLYGC7PZrCVLlmjixImaNWuWChUqpOHDh2vYsGHJ1nVzc1ObNm30z3/+87GTtv/qjTfe0FNPPaUvvvhCc+fOlYeHhwIDAx/bxuzZszVhwgR99tlnKlKkiF5++WXVr19fffr0sa0TGBioxo0b67///a+uXLlia3vx4sV23zSHhoZqwoQJ+vDDDxUXF6eOHTuqZs2a8vPz07p16/Txxx/rP//5j1avXi0vLy9VrFgxXSfROUWVKlW0cOFC9evXT6+99pr++c9/ZvrOTK1atdKWLVu0fPly3b17V97e3nr22Wc1fPhwu2FCqfHz81PTpk21ffv2FIPF1q1bU9yuXr16qlOnjtasWaNZs2bpiy++0P379xUYGKiFCxeqefPmduunp3+kpH379oqIiNA///lP3blzR/7+/nrhhRc0YsQIu6sxO3fulJubm1544YXHfmYAOZvJ6shZhwAAh3j//ff15Zdf6rvvvsvQrV2Rv/zvf/9T7969tX37dpUtW9bZ5WTKSy+9pHr16qVrLhGAnM3Y028AAA53//59bd68Wa1btyZUIE116tTR3/72Ny1ZssTZpWTK3r17de7cOQ0aNMjZpQBwAK5YAEAOcePGDe3fv1///ve/tWvXLm3cuDFDd3gCAMCZmGMBADnE6dOn9dZbb8nX11fvvPMOoQIAkKtwxQIAAACAYcyxAAAAAGAYwQIAAACAYflujkViYqIePHggFxeXVJ9ECwAAAECyWq1KTExUgQIF7J5Bk5J8FywePHig48ePO7sMAAAAINcICgqSm5tbmuvku2CRlLSCgoJkNpudXE3OY7FYdPz4cY4PMoX+AyPoP8gs+g6MoP+kLen4PO5qhZQPg0XS8Cez2UznSQPHB0bQf2AE/QeZRd+BEfSftKVnCgGTtwEAAAAYRrAAAAAAYBjBAgAAAIBh+W6OBQAAQG5msViUkJDg7DLyDIvFIkmKi4vLl3MsXF1dHfa5nRosDh06pKVLl+qnn37StWvX9PHHH6tVq1ZpbnPw4EFNnz5dv/76qwICAjRkyBB16tQpmyoGAABwDqvVqt9//123bt1ydil5itVqVYECBXTu3Ll8+4wzLy8vlShRwvDnd2qwuHfvngIDA9W5c2cNHz78setHR0dr0KBB6tatm2bPnq3IyEi988478vf3V5MmTbKhYgAAAOdIChXFihWTp6dnvj0JdjSr1arY2Fh5eHjku2NqtVp17949Xb16VZIUEBBgqD2nBotmzZqpWbNm6V5/zZo1euqppxQaGipJqlChgg4fPqzly5cTLAAAQJ5lsVhsocLX19fZ5eQpSU+Wdnd3z3fBQpI8PDwkSVevXlWxYsUMDYvKVXMsjh49qoYNG9ota9y4sd5///0Mt5U0ng72ko4LxweZQf+BEfQfZFZ+6DtxcXGyWq3y8PCQ1Wp1djl5StLxzM/HNalfxcXFyd3d3e69jPy7ylXB4vr16/Lz87Nb5ufnp7t376Z4INJy/PhxR5eXp3B8YAT9B0bQf5BZeb3vFChQwBYw4HixsbHOLsFp7t+/r4SEBJ06dcpQO7kqWDgSj21PGY+1hxH0HxhB/0Fm5Ye+ExcXp3PnzsnDwyNDX6Ti8fLzHIskLi4ucnV1VcWKFVO8YpHe0J6rgoWfn5+uX79ut+z69esqXLhwhv+R8dj2tHF8YAT9B0bQf5BZebnvmM1mmUwm2395wYULF9SyZUtt2rRJVapUcXY5dsd2w4YNev/99/W///0vW/Y9f/587dq1S1999VW27O9RSZ/d6L+hXPWAvODgYB04cMBu2f79+xUcHOycggAAQI6QNAE1v7EkZu+wqOzeH3IXp16x+PPPP3X+/Hnb6wsXLujkyZMqWrSonnzySc2ZM0dXrlzRzJkzJUndunVTeHi4Zs6cqc6dO+vAgQPavn27Fi1a5KyPAAAAskKiRXJJ3zenZrNZVatWzbL2czKzi0lvrDmi01fvZvm+KhYrrI+6hWT5foyKj4+Xm5ubs8tIUUJCglxdXZ1dRpZxarD46aef9Oqrr9peh4WFSZI6duyo6dOn69q1a7p8+bLt/VKlSmnRokUKCwvTypUrVaJECU2dOpVbzQIAkNe4mKX1/aXrvzi+bb9KUucljm/XSU5fvasTl+44u4xUJSYmaunSpYqIiNDly5fl5+enV155Re3atZP08Dll77//vo4dO6YyZcpo0qRJCgl5GGBSGiK0fPlyrVy5Ut98840kKTQ0VHfu3FFQUJDCw8Pl5uamlStXqmXLlpo/f75WrVqVYtvpsW/fPr3//vv6/fffVatWLYWFhalYsWKSpGPHjmnu3Ln6f//v/+nBgweqUqWKxo0bp2rVqtm2DwwM1Hvvvae9e/fqwIED6tevn0aMGKHPPvtMy5cvV2xsrF544QX5+PgYPs45gVODRf369fXzzz+n+v706dNT3GbTpk1ZWBUAwFny63AWpOL6L9LlH51dBQyaM2eO1q1bp3Hjxql27dq6evWqzp49a3t/7ty5Gjt2rMqUKaO5c+dq9OjR2rlzpwoUSP9pamRkpAoXLqxly5bZLTfSdlxcnD7//HPNnDlTLi4uevvttzVjxgzNmTNH0sORNy+99JLeeecdSdLnn3+ugQMH6t///rcKFy5sa2fBggUaPXq0xo8fL7PZrG3btmn+/PmaMGGCateura+++kqrVq1SqVKl0v15c6pcNXkbAJDLMJwFyNfu3r2rlStXasKECerYsaMkqXTp0qpTp44uXLggSerbt6+aN28uSXr99dfVtm1bnTt3ThUqVEj3fjw9PTV16lTbEChHtJ2QkKBJkyapdOnSkqSePXvqk08+sb3/6LPVpkyZojp16ujQoUN65plnbMtffPFFde7c2fZ61KhRevnll9WlSxdJ0siRIxUZGan79++n+/PmVAQLAEDWYTgLkK9FRUUpPj5eDRo0SHWdwMBA28/+/v6SpJiYmAwFi0qVKqU4r8JI2x4eHrZQIUnFihXTjRs3bK+vX7+uDz/8UN9//71u3LihxMRExcbG6tKlS3btVK9e3e71mTNn1K1bN7tlwcHBOnjw4GNryukIFgCArMVwFiDfKliw4GPX+etk5qTbvSYmJtpeP/pAwAcPHiRrI7VhlGm1/TiPDpd6tJaxY8fq1q1bGj9+vJ588km5ubnplVdeUUJCgt12np6e6dpfXpCrbjcLAACA3KNs2bJyd3dP9riA9PLx8dH169ftTuhPnjzpqPIM+eGHH9S7d281a9ZMTz/9tNzc3HTz5s3HblehQgX9+KP9ly2Pvs6tCBYAAADIEgULFtSAAQM0a9Ysbdq0SefPn9fRo0e1bt26dG1fv359xcTEaPHixTp//rzCw8O1b9++LK46fcqWLavNmzfrzJkz+vHHH/XWW2+l64HNr776qtavX6/169fr7Nmzmjdvnn799ddsqDjrMRQKAAAgF6tYrPDjV3LifoYOHSqz2ax58+bp6tWr8vf3TzbHIDUVKlTQe++9p0WLFunTTz/Vc889p759+yoiIiJTtTjStGnT9O6776pjx44KCAjQyJEjbc9eS0ubNm10/vx5zZo1S/fv31fr1q3VvXt3ffvtt9lQddYyWR8duJbHWSwWHT16VMHBwYYeWZ5XcXxgBP0HKVrUNGvmWATUlAbtdXy7yDnoOzZxcXE6e/asypUrZ/etuCXRKrOLKdvqyO79ZQer1ap79+7J09PTNg8jv0mtf0kZ+9vOUCgAAIBcKrtP8vNaqIBjMRQKAAAA+Ur//v11+PBh22ur1Wq7WjFo0CANHjzYWaXlagQLAAAA5CvTpk1TXFycpIehIjY2Vh4eHjKZTCpatKiTq8u9CBYAkI/lxfHSAPA4xYsXt/3MHAvHIVgAQD5mdjHpjTVHdPrqXYe33TzQX2+3ruzwdgEAORPBAgDyudNX7+rEpTsOb7eCfyGHtwkAyLm4KxQAAAAAwwgWAAAAAAwjWAAAAAAwjGABAACAbHfhwgUFBgbq5MmTzi7F4axWq959913Vq1cvz37GlBAsAAAAcqtES97eXy61d+9ebdy4UQsXLtS3336rp59+WoGBgdq1a5ezS8tS3BUKAAAgt3IxS+v7S9d/yfp9+VWSOi/J+v0YFB8fLzc3N6fWEB0dLX9/f9WqVcupdWQ3ggUAAEBudv0X6fKPzq4iVYmJiVq6dKkiIiJ0+fJl+fn56ZVXXlG7du0kPTwJf//993Xs2DGVKVNGkyZNUkhIiCRp/vz52rVrl7766itbe8uXL9fKlSv1zTffSJJCQ0N1584dBQUFKTw8XG5ublq5cqVatmyp+fPna9WqVSm2nZaLFy9qypQpOnz4sBISElSyZEmNGTNGzZo1kyR9//33mjlzpk6dOiUvLy+99NJLevPNN1WgQAGFhoZq48aNkqTAwECVLFnS1u6wYcMkSSVLlrTVn5cQLAAAAJBl5syZo3Xr1mncuHGqXbu2rl69qrNnz9renzt3rsaOHasyZcpo7ty5Gj16tHbu3KkCBdJ/mhoZGanChQtr2bJldssz2/bkyZOVkJCgL774Qp6enjp9+rQ8PT0lSVeuXNHAgQPVsWNHzZgxQ2fPntU777yjggULasSIERo/frxKlSqliIgIffnllzKbzZKkhg0bKiwsTE2aNLEty2sIFgAAAMgSd+/e1cqVKzVhwgR17NhRklS6dGnVqVNHFy5ckCT17dtXzZs3lyS9/vrratu2rc6dO6cKFSqkez+enp6aOnWqbQiU0bYvXbqk1q1bKzAwUJJUqlQp23v//Oc/VaJECU2YMEEmk0kVKlTQlStXNHv2bA0bNkxPPPGEChUqJLPZLH9/f7t2ixQpkmxZXsLkbQAAAGSJqKgoxcfHq0GDBqmuk3TyLsl20h0TE5Oh/VSqVCnFeRWZbfvVV1/Vp59+qm7dumnevHk6deqU7b0zZ84oJCREJpPJtqx27dq6d++efv/99wzVndcQLAAAAJAlChYs+Nh1XF1dbT8nnawnJibaXlutVrv1Hzx4kKwNDw+PDLedli5dumjXrl3q0KGDfvnlF7388statWrVY7fL7wgWAAAAyBJly5aVu7u7Dhw4kKntfXx8dP36dbtwkV3PhAgICFD37t21YMEC9enTRxEREZKkChUq6MiRI3Y1HT58WIUKFVKJEiVSbc/V1VUWS96+XS/BAgAAAFmiYMGCGjBggGbNmqVNmzbp/PnzOnr0qNatW5eu7evXr6+YmBgtXrxY58+fV3h4uPbt25fFVUvTpk3Tvn37FB0drRMnTujgwYO2eRk9evTQ77//rilTpujMmTPatWuX5s+frz59+sjFJfVT65IlSyoyMlLXrl3T7du3s/wzOAOTtwEAAHIzv0o5ej9Dhw6V2WzWvHnzdPXqVfn7+6tbt27p2rZChQp67733tGjRIn366ad67rnn1LdvX9vVg6ySmJioyZMn6/fff1fhwoXVpEkTjRs3TpJUvHhxffbZZ5o5c6YiIiLk5eWll19+WUOGDEmzzbFjx2r69Olat26dihcvnidvN2uyPjpwLY+zWCw6evSogoOD8+ytvozg+MAI+k/u1HbePp24dMfh7bavGaB53WtJi5pmzT32A2pKg/Y6vl3kHPQdm7i4OJ09e1blypWTu7v7/72RaHn4kLzskt37ywZWq1X37t2Tp6en3YTs/CTV/qWM/W1nKBQAAMgwS2K++l4y58ruk/w8FirgWAyFAgAAGWZ2MemNNUd0+updh7fdPNBfb7eu7PB2gST9+/fX4cOHba+tVqvtasWgQYM0ePBgZ5WWqxEsAABAppy+ejdLhtFV8C/k8DaBv5o2bZri4uIkPQwVsbGx8vDwkMlkUtGiRZ1cXe5FsAAAAEC+Urx4cdvPzLFwHOZYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAgGx34cIFBQYG6uTJk84uJcfKbceI280CAADkUpZEi8zZ+DTs7N5ffhcQEKBvv/1W3t7ezi4lXQgWAAAAuZTZxazQvaGKuh2V5fsqX7S8pjednuX7MSo+Pl5ubm7OLiNNFotFJpNJLi5pDx4ym83y9/fPpqqMYygUAABALhZ1O0onY05m+X+ZDS+JiYlavHixnn32WVWvXl3NmzfXp59+ans/OjpavXv3Vs2aNdW+fXsdOXLE9t78+fPVoUMHu/aWL1+uFi1a2F6HhoZq6NCh+vTTT9W4cWM9//zztiFEO3fuTLXt1FitVjVo0EA7duywLevQoYMaN25se/2///1P1atXV2xsrCRp2bJlateunYKDg9WsWTNNnDhRf/75p239DRs2qE6dOvr666/Vpk0bBQUF6dKlS2rRooUWLlyocePGKSQkRM2bN9fatWtt2z06FOrgwYMKDAxUZGSkOnXqpJo1a6pbt26KirL/3XzyySdq2LChQkJCNH78eM2ePTvZccwKBAsAAABkmTlz5mjx4sUaOnSotm3bptmzZ8vPz8/2/ty5c9WvXz9t2rRJZcuW1ejRo/XgwYMM7SMyMlJnz57VsmXLtGjRIkNtm0wm1a1bV99//70k6fbt2zpz5ozi4uJ05swZSdKhQ4cUFBQkDw8P2zbjx4/Xv/71L02fPl0HDhzQrFmz7NqNi4vT4sWLNXXqVP3rX/+Sr6+vpIehpHr16tq0aZN69OihiRMnJgsKj5o7d65CQ0O1fv16mc1m/eMf/7C9t3nzZi1cuFBvvfWWNmzYoICAAK1evTqdR9IYggUAAACyxN27d7Vy5Uq9/fbb6tixo0qXLq06deqoS5cutnX69u2r5s2bq1y5cnr99dd18eJFnTt3LkP78fT01NSpU/X000/r6aefNtx2vXr1bMHi0KFDqlq1qt2y77//XvXq1bOt/9prr6lBgwZ66qmn1LBhQ7355pvavn27XZsJCQmaOHGiatWqpfLly9tCSdOmTdWzZ0+VKVNGAwYMkLe3tw4ePJhmfSNHjlS9evVUsWJFDRw4UEeOHNH9+/clSV988YVefvllde7cWeXKldPw4cNVqVKldBxF4wgWAAAAyBJRUVGKj49XgwYNUl0nMDDQ9nPSfIKYmJgM7adSpUopzqvIbNt169bV6dOnFRMTo0OHDqlevXq2YJGQkKAjR47YBYv9+/fr73//u5o0aaKQkBCNGTNGt27dsg2VkiRXV1e7elKq0WQyyc/PTzdu3EizvpQ+V9I2Z8+eVY0aNezWf/R1ViFYAAAAIEsULFjwseu4urrafjaZTJIezstIem21Wu3WT2koU9K3/xlpOy2BgYEqWrSovv/+e1uwqF+/vg4dOqTjx4/rwYMHCgkJkfRwHsSgQYMUGBio+fPna8OGDZowYYKkh1cpkri7u9tq+KsCBezvpZTSZ05rm4x8rqxGsAAAAECWKFu2rNzd3XXgwIFMbe/j46Pr16/bnWhnxzMdTCaTbbL1r7/+qtq1ayswMFDx8fFau3atqlevLk9PT0nSiRMnZLVaFRoaquDgYJUrV05Xr17N8hpTU65cOR0/ftxu2aOvswrBAgAAAFmiYMGCGjBggGbNmqVNmzbp/PnzOnr0qNatW5eu7evXr6+YmBgtXrxY58+fV3h4uPbt25fFVT9Ur149bd26VVWqVFGhQoXk4uKiOnXqaMuWLapbt65tvTJlyighIUGrVq1SdHS0Nm3apDVr1mRLjSnp1auXvvzyS23cuFG//fabPvnkE/38888pXi1xNJ5jAQAAkIuVL1o+R+9n6NChMpvNmjdvnq5evSp/f39169YtXdtWqFBB7733nhYtWqRPP/1Uzz33nPr27auIiIhM1ZIR9erVk8VisZtLUa9ePX399dd2yypXrqxx48Zp8eLF+uCDD1SnTh2NGjVKY8eOzfIaU9K+fXtFR0drxowZun//vl544QV17NgxW65amKyPG8SVxcLDw7V06VJdu3ZNlStX1rvvvpvmBJPly5dr9erVunz5sry9vdW6dWuNHj06XWP4pIcPJDl69KiCg4NlNvPkyEdxfGAE/Sd3ajtvn05cuuPwdtvXDNC87rWkRU2lyz86vH0F1JQG7XV8u0g3+k72iYuL09mzZ1WuXDm5u7vblvPkbeOsVqvu3bsnT0/PbPlW3xn69OkjPz+/ZLfATZJa/5Iy9rfdqUOhtm3bprCwMA0bNkwbN25U5cqV1a9fv1Rnwm/ZskVz5szR8OHDtW3bNk2bNk3btm3TBx98kM2VAwAAOF92n+TntVCRF8XGxmrZsmX69ddfdebMGc2bN0/79+9Xx44ds3zfTh0KtWzZMnXt2lWdO3eWJE2aNEm7d+/W+vXrNXDgwGTrHzlyRLVq1VK7du0kSU899ZRefPFF/fhjFnybAQAAgDypf//+Onz4sO211Wq1Xa0YNGiQBg8e7KzSDDOZTNqzZ48WLlyo+/fvq1y5cpo/f74aNWqU5ft2WrCIj4/XiRMnNGjQINsyFxcXNWrUKNXHrYeEhGjz5s06duyYatSooejoaO3ZsydbHlEOAACAvGHatGmKi4uT9DBUxMbGysPDQyaTSUWLFnVydca4u7tr+fLlTtm304LFzZs3ZbFYbI8zT+Lr65vqY8zbtWunmzdvqkePHrJarXrw4IG6deuWqVRpsVgyVXdel3RcOD7IDPpP7pMX5sLQ35yDvpO9LBaLrFar7T8YU6xYMdvPjwaLpGX5SVK/slgsyf5dZOTfSa66K9TBgwe1aNEivffee6pRo4bOnz+vadOm6eOPP9awYcMy1FZ23c83t+L4wAj6T+7g4eGhqlWrOrsMw37++We7p9si69F3nKNAgQKKjY3NEQ9Cy4tyU19wtPv37yshIUGnTp0y1I7TgoW3t7fMZnOyido3btyQn59fitt89NFHat++vbp06SLp4VMR7927pwkTJmjIkCFycUn/XPSgoKA88W2Lo1ksFh0/fpzjg0yh/8AZAgMDnV0Ccqnc1Hfi4uJ07tw5ubu7p/qUaWROSlcs8huTySRXV1dVrFgxxbtCpfcLQ6cFCzc3N1WrVk2RkZFq1aqVpIePIo+MjFSvXr1S3CYuLi5ZeEg6ecnoJSuz2cyJTxo4PjCC/oPsRF9DZuWmvuPu7i6TyaTY2FjbE5/hWCaTKd8Gi9jYWJlMJrm7uxv6d+HUoVB9+vTR2LFjVb16ddWoUUMrVqxQbGysOnXqJEkaM2aMihcvrtGjR0uSnnnmGS1btkxVq1a1DYX66KOP9Mwzz+Sq/zkAAABkhNlslpeXl65evSpJefqZC9nNarXq/v37cnFxyXfHNOkZHlevXpWXl5fh82mnBos2bdooJiZG8+bN07Vr11SlShUtWbLENhTq8uXLdlcohgwZIpPJpA8//FBXrlyRj4+PnnnmGY0cOdJZHwEAACBblChRQpJs4QKOYbValZCQIFdX13wXLJJ4eXnZ+pcRTp+83atXr1SHPq1atcrudYECBTR8+HANHz48O0oDAADIMUwmkwICAlSsWDElJCQ4u5w8w2Kx6NSpU6pYsWK+HAHj6urqsM/t9GABAACA9GMem2Ml3U7V6PwCSOm/jRIAAAAApIJgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMc3qwCA8PV4sWLRQUFKQuXbro2LFjaa5/584dTZo0SY0bN1b16tXVunVr7dmzJ5uqBQAAAJCSAs7c+bZt2xQWFqZJkyapZs2aWrFihfr166cdO3bI19c32frx8fHq06ePfH199dFHH6l48eK6dOmSihQp4oTqAQAAACRxarBYtmyZunbtqs6dO0uSJk2apN27d2v9+vUaOHBgsvXXr1+v27dva82aNXJ1dZUkPfXUU9laMwAAAIDknDYUKj4+XidOnFCjRo3+rxgXFzVq1EhHjhxJcZtvvvlGwcHBmjx5sho1aqQXX3xRCxculMViya6yAQAAAKTAaVcsbt68KYvFkmzIk6+vr6KiolLcJjo6WgcOHFC7du302Wef6fz585o0aZIePHig4cOHZ2j/hJGUJR0Xjg8yg/6T+5jNZmeXYBj9zTnoO8gr+NuVtowcF6cOhcooq9UqX19fTZkyRWazWdWrV9eVK1e0dOnSDAeL48ePZ1GVeQPHB0bQf3IHDw8PVa1a1dllGPbzzz8rNjbW2WXkK/Qd5EX87TLOacHC29tbZrNZN27csFt+48YN+fn5pbiNv7+/ChQoYPctSfny5XXt2jXFx8fLzc0t3fsPCgrKE9+2OJrFYtHx48c5PsgU+g+cITAw0NklIJei70Dib9fjJB2f9HBasHBzc1O1atUUGRmpVq1aSZISExMVGRmpXr16pbhNrVq19K9//UuJiYlycXk4PeS3336Tv79/hkKF9PASLp0ndRwfGEH/QXairyGz6Dv4K/52GefU51j06dNHERER2rhxo86cOaOJEycqNjZWnTp1kiSNGTNGc+bMsa3fvXt33bp1S9OmTdPZs2e1e/duLVq0SD179nTWRwAAAAAgJ8+xaNOmjWJiYjRv3jxdu3ZNVapU0ZIlS2xDoS5fvmy7MiFJAQEBWrp0qcLCwtS+fXsVL15cr776qgYMGOCsjwAAAABAOWDydq9evVId+rRq1apky0JCQhQREZHVZQEAAADIAKcOhQIAAACQNxAsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGGQoW586d0759+xQXFydJslqtDikKAAAAQO6SqdvN3rx5UyNHjtSBAwdkMpm0c+dOlSpVSv/4xz9UtGhRhYaGOrpOAAAAADlYpq5YhIWFyWw2a/fu3XJ3d7ctb9Omjfbt2+ew4gAAAADkDpm6YvHdd99p6dKlKlGihN3ysmXL6tKlSw4pDAAAAEDukakrFvfu3bO7UpHk1q1bcnNzM1wUAAAAgNwlU8GiTp062rRpk92yxMRELVmyRPXr13dEXQAAAABykUwNhXr77bf12muv6aefflJCQoJmzZql06dP6/bt21q9erWjawQAAACQw2UqWFSqVEn//ve/9cUXX6hQoUK6d++enn32WfXs2VPFihVzdI0AAAAAcrhMBYtLly4pICBAQ4YMSfG9J5980nBhAAAAAHKPTM2xaNmypWJiYpItv3nzplq2bGm4KAAAAAC5S6aChdVqlclkSrb83r17KliwoOGiAAAAAOQuGRoKFRYWJkkymUz68MMP5eHhYXvPYrHo2LFjqly5smMrBAAAAJDjZShY/L//9/8kPbxi8csvv8jV1dX2npubmypXrqy+ffs6tkIAAAAAOV6GgsWqVaskSePGjdP48eNVuHDhLCkKAAAAQO6SqbtCJQ2JAgAAAAApk8FCko4fP67t27fr8uXLSkhIsHtvwYIFhgsDAAAAkHtk6q5QW7duVffu3RUVFaX//Oc/evDggX799VcdOHBATzzxhKNrBAAAAJDDZSpYLFy4UOPGjdPChQvl6uqq8ePHa8eOHXrhhRcUEBDg6BoBAAAA5HCZChbR0dFq1qyZpId3g7p3755MJpNee+01RUREOLRAAAAAADlfpoJFkSJF9Oeff0qSihUrpl9//VWSdOfOHcXGxjquOgAAAAC5QqYmb9etW1f79+9XYGCgnn/+eU2bNk0HDhzQ/v371aBBA0fXCAAAACCHy1SwePfdd3X//n1J0pAhQ+Tq6qoffvhBzz33HA/IAwAAAPKhTA2F8vLyUvHixR824OKigQMH6qOPPlKxYsXUsWNHhxYIAAAAIOfL0BWL+Ph4zZ8/X999953c3NzUv39/tWrVSuvXr9eHH34os9msv//971lVKwAAAIAcKkPB4qOPPtLatWvVqFEj/fDDD3rjjTfUqVMnHT16VKGhoXr++edlNpuzqlYAAAAAOVSGgsWOHTs0Y8YMtWzZUr/88ovat2+vBw8eaPPmzTKZTFlVIwAAyRUuJkuiRWaXrPtCK6vbB4C8JEPB4sqVK6pevbokqVKlSnJzc9Nrr71GqAAAZD93L5ldzArdG6qo21EOb7580fKa3nS6w9sFgLwqQ8HCYrHI1dXV9tpsNsvT09PhRQEAkF5Rt6N0Muaks8sAgHwvQ8HCarUqNDRUbm5ukh5O5p44caI8PDzs1luwYIHjKgQAAACQ42UoWDx6K9n27ds7tBgAAAAAuVOGgkVYWFhW1QEAAAAgF8vUA/IAAAAA4K8IFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMNyRLAIDw9XixYtFBQUpC5duujYsWPp2m7r1q0KDAzU0KFDs7hCAAAAAGlxerDYtm2bwsLCNGzYMG3cuFGVK1dWv379dOPGjTS3u3DhgmbMmKE6depkU6UAAAAAUuP0YLFs2TJ17dpVnTt3VsWKFTVp0iS5u7tr/fr1qW5jsVj01ltvacSIESpVqlQ2VgsAAAAgJQWcufP4+HidOHFCgwYNsi1zcXFRo0aNdOTIkVS3+/jjj+Xr66suXbro8OHDmdq3xWLJ1HZ5XdJx4fggM+g/uY/ZbHZ2CTke/TlleaHv8LuFxN+ux8nIcXFqsLh586YsFot8fX3tlvv6+ioqKirFbf73v//pyy+/1KZNmwzt+/jx44a2z+s4PjCC/pM7eHh4qGrVqs4uI8f7+eefFRsb6+wycpS80nf43eKv+NtlnFODRUbdvXtXY8aM0ZQpU+Tj42OoraCgoDzxbYujWSwWHT9+nOODTKH/IC8KDAx0dgnIIvxuIfG363GSjk96ODVYeHt7y2w2J5uofePGDfn5+SVbPzo6WhcvXtSQIUNsyxITEyVJVatW1Y4dO1S6dOl07dtsNtN50sDxgRH0H+Ql9OW8i98t/oq/XcY5NVi4ubmpWrVqioyMVKtWrSQ9DAqRkZHq1atXsvXLly+vLVu22C378MMP9eeff2r8+PEqUaJEttQNAAAAwJ7Th0L16dNHY8eOVfXq1VWjRg2tWLFCsbGx6tSpkyRpzJgxKl68uEaPHq2CBQuqUqVKdtsXKVJEkpItBwAAAJB9nB4s2rRpo5iYGM2bN0/Xrl1TlSpVtGTJEttQqMuXL8vFxel3xQUAAACQBqcHC0nq1atXikOfJGnVqlVpbjt9+vSsKAkAAABABnApAAAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAACQvxQuJkuiJUt3kdXtAzlRAWcXAAAAkK3cvWR2MSt0b6iibkc5vPnyRctretPpDm8XyOkIFgAAIF+Kuh2lkzEnnV0GkGcwFAoAAAD5moeHh7NLyBMIFgAAAMhbMjDHxWw2q2rVqjKbzVnSfn7CUCgAAADkLS5maX1/6fovjm/br5LUeYnj280DCBYAAADIe67/Il3+0dlV5CsMhQIAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECgEN5eHg4uwQAAOAEBAsAaUu0pHtVs9msqlWrymw2Z0n7AAAg5yrg7AIA5HAuZml9f+n6L45v26+S1HmJ49sFAADZjmAB4PGu/yJd/tHZVQAAgByMoVAAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMNyRLAIDw9XixYtFBQUpC5duujYsWOprhsREaEePXqobt26qlu3rl577bU01wcAAACQ9ZweLLZt26awsDANGzZMGzduVOXKldWvXz/duHEjxfUPHjyotm3bauXKlVqzZo0CAgLUt29fXblyJZsrBwAAAJDE6cFi2bJl6tq1qzp37qyKFStq0qRJcnd31/r161Ncf86cOerZs6eqVKmiChUqaOrUqUpMTFRkZGQ2Vw4AAAAgSQFn7jw+Pl4nTpzQoEGDbMtcXFzUqFEjHTlyJF1txMbG6sGDBypatGiG9m2xWDK0fn6RdFw4PkhiNpuzfB/0N+fJjt9vbkf/TBl95/HoO87D3y7HycjndGqwuHnzpiwWi3x9fe2W+/r6KioqKl1tzJ49W8WKFVOjRo0ytO/jx49naP38huMDSfLw8FDVqlWzfD8///yzYmNjs3w/sJddv9/cjv6ZHH0nfeg7zsHfLudxarAw6rPPPtO2bdu0cuVKFSxYMEPbBgUF8W1LCiwWi44fP87xQbYKDAx0dglAquifyCz6Tt6WX36/SeeG6eHUYOHt7S2z2ZxsovaNGzfk5+eX5rZLly7VZ599pmXLlqly5coZ3rfZbObEOQ0cH2Qn+hpyMvonMou+k7fx+03OqZO33dzcVK1aNbuJ10kTsUNCQlLdbvHixfrkk0+0ZMkSBQUFZUepAAAAANLg9KFQffr00dixY1W9enXVqFFDK1asUGxsrDp16iRJGjNmjIoXL67Ro0dLejj8ad68eZozZ45Kliypa9euSZI8PT1VqFAhp30OAAAAID9zerBo06aNYmJiNG/ePF27dk1VqlTRkiVLbEOhLl++LBeX/7uwsmbNGiUkJOj111+3a2f48OEaMWJEttYOAAAA4CGnBwtJ6tWrl3r16pXie6tWrbJ7/c0332RHSQAAAAAywOkPyAMAAACQ+xEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsgl7MkWp1dQuYVLiZLoiVLd5HV7QMAgIcKOLsA5H6WRIvMLuZc235uZ3Yx6Y01R3T66l2Ht9080F9vt67s8HZt3L1kdjErdG+oom5HObz58kXLa3rT6Q5vFwAAJEewgGGcGDrf6at3deLSHYe3W8G/kMPbTEnU7SidjDmZLfsCAABZg2ABh+DEEAAAIH9jjgUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAACQXoWLyZJoydJdZHX7WaWAswsAAAAAcg13L5ldzArdG6qo21EOb7580fKa3nS6w9vNDgQLJOPh4eHsEgAAAHK0qNtROhlz0tll5CgEi/wg0SK5mNO1qtlsVtWqVbO4IAAAAOQ1BIv8wMUsre8vXf/F8W1XbCW1nOD4dgEAAJCrECzyi+u/SJd/dHy7fpUc3yYAAAByHe4KBQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAw3JEsAgPD1eLFi0UFBSkLl266NixY2muv337dj3//PMKCgpSu3bttGfPnmyqNGtYEq3OLgEAAAAwpICzC9i2bZvCwsI0adIk1axZUytWrFC/fv20Y8cO+fr6Jlv/hx9+0OjRozVq1Cg988wz2rJli4YNG6YNGzaoUqVKTvgExpldTHpjzRGdvnrX4W03D/TX260rO7xdAAAA4K+cHiyWLVumrl27qnPnzpKkSZMmaffu3Vq/fr0GDhyYbP2VK1eqSZMm6t+/vyTpzTff1P79+/XFF19o8uTJ2Vq7I52+elcnLt1xeLsV/As5vE0AAADgUU4dChUfH68TJ06oUaNGtmUuLi5q1KiRjhw5kuI2R48eVcOGDe2WNW7cWEePHs3KUgEAAACkwalXLG7evCmLxZJsyJOvr6+ioqJS3Ob69evy8/NLtv7169fTtU+r9eF8hvj4eJnN5kxU7Xhms1lVShRSwSwop6yvhywWi+RfTXIp6PgdeJWXLBZVKlpJbiY3hzdftkhZWSyWh58BKaL/pI7+83j0n9TRf9JG30kdfcf5zGYz/cdBkupIOodOi8manrWyyJUrV9S0aVOtWbNGISEhtuUzZ87UoUOHtG7dumTbVK9eXdOnT9eLL75oWxYeHq6PP/5Y+/fvf+w+4+Pjdfz4ccd8AAAAACAfCAoKkptb2kHKqVcsvL29ZTabdePGDbvlN27cSHZVIomfn1+yqxNprf+oAgUKKCgoSC4uLjKZTJkrHAAAAMgHrFarEhMTVaDA42ODU4OFm5ubqlWrpsjISLVq1UqSlJiYqMjISPXq1SvFbYKDg3XgwAG99tprtmX79+9XcHBwuvbp4uLy2LQFAAAAIGOc/hyLPn36KCIiQhs3btSZM2c0ceJExcbGqlOnTpKkMWPGaM6cObb1X331Ve3bt0+ff/65zpw5o/nz5+unn35KNYgAAAAAyHpOv91smzZtFBMTo3nz5unatWuqUqWKlixZYhvadPnyZbm4/F/+qVWrlmbPnq0PP/xQH3zwgcqWLauPP/441z7DAgAAAMgLnDp5GwAAAEDe4PShUAAAAAByP4IFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAgHyNexk5htNvNwvniomJ0fr163X06FHbE839/PwUEhKiTp06ycfHx8kVAgAAZK2goCB99dVXqlChgrNLydW43Ww+duzYMfXv31/u7u5q1KiRfH19JUk3btxQZGSk4uLitGTJEgUFBTm5UuRGly9f1rx58xQWFubsUpBDxcXF6aeffpKXl5cqVqxo9979+/e1fft2vfTSS84pDjnamTNndPToUQUHB6tChQo6c+aMVq5cqfj4eLVv314NGzZ0donIoVL7m7Ry5Uq1b99eXl5ekqRx48ZlY1V5B8EiH+vatasqV66sSZMmyWQy2b1ntVr13nvv6eeff9batWudVCFys1OnTqljx446efKks0tBDnT27Fn169dPly5dkslkUu3atfXBBx+oWLFikqTr16+rSZMm9B8ks3fvXg0dOlSFChVSbGysFixYoLFjx6py5cpKTEzUoUOHtHTpUsIFUlS5cmVVrlxZTzzxhN3yQ4cOqXr16vLw8JDJZNLKlSudVGHuxlCofOzUqVMKCwtLFiokyWQy6e9//7s6duzohMqQG3z99ddpvh8dHZ1NlSA3mj17tp5++ml9+eWX+uOPP/T++++re/fuWrVqlZ588klnl4cc7JNPPlG/fv00cuRIbd26VW+99Za6d++ukSNHSpLmzJmjxYsXEyyQolGjRmnt2rUaO3asXR+pVq2apk+fnuzqKTKGYJGP+fn56fjx46mOJzx+/Lj8/PyyuSrkFsOGDZPJZEpzwltKoRWQpCNHjmjZsmXy8fGRj4+PFi5cqIkTJ6pnz55auXKlPDw8nF0icqhff/1VM2bMkCS98MILGjNmjFq3bm17v127dtqwYYOzykMON3DgQDVo0EBvv/22WrRooVGjRsnV1dXZZeUZBIt8rF+/fnr33Xf1008/qWHDhrYQcf36dUVGRmrdunUaM2aMk6tETuXv76/33ntPrVq1SvH9kydPqlOnTtlcFXKLuLg4FSjwf3+CTCaTJk2apMmTJ6tXr16aM2eOE6tDTpf0pYWLi4vc3NzshrUUKlRIf/zxh7NKQy5Qo0YNbdiwQZMnT1bnzp01e/ZsvghzEIJFPtazZ095e3tr+fLlWr16tSwWiyTJbDarWrVqCgsLU5s2bZxcJXKqatWq6cSJE6kGi8ddzUD+Vr58+RSvmE6YMEGSNGTIEGeUhVygZMmS+u2331S6dGlJ0tq1axUQEGB7//Lly/L393dWecglChUqpBkzZmjr1q3q06eP7RwIxhAs8rk2bdqoTZs2SkhI0M2bNyVJ3t7eXBbEY/Xv31/37t1L9f3SpUsz+Q2pevbZZ7V169YU7/o0YcIEJSYmas2aNdlfGHK87t27KzEx0fa6UqVKdu/v3btXDRo0yO6ykEu1bdtWtWvX1k8//cT8LgfgrlAAAAAADOPJ2wAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAACHCwwM1K5du5xdBgAgGxEsAAAZdu3aNU2ZMkUtW7ZU9erV1axZMw0ePFiRkZEO39fBgwcVGBioO3fuOLxtAIDj8BwLAECGXLhwQd27d1eRIkU0ZswYVapUSQ8ePNC3336rSZMmaceOHc4uMUVWq1UWi8Xuid8AAMfhigUAIEMmTZokk8mkdevWqXXr1ipXrpyefvpp9enTRxEREcnWT+mKw8mTJxUYGKgLFy5Iki5evKjBgwerbt26Cg4OVtu2bbVnzx5duHBBr776qiSpbt26CgwMVGhoqCQpMTFRixYtUosWLVSjRg21b9/eLtQk7XfPnj3q1KmTgoKCdPjw4aw8NACQr/G1DQAg3W7duqV9+/Zp5MiR8vT0TPZ+kSJFMtXu5MmTlZCQoC+++EKenp46ffq0PD09FRAQoPnz52vEiBHasWOHChcuLHd3d0nSokWLtHnzZk2aNElly5bVoUOH9Pbbb8vHx0f16tWztT1nzhyNHTtWpUqVynR9AIDHI1gAANLt/PnzslqtKl++vEPbvXTpklq3bq3AwEBJUqlSpWzvFS1aVJLk6+trCwbx8fFatGiRli1bppCQENs2hw8f1tq1a+2Cxeuvv66//e1vDq0XAJAcwQIAkG5WqzVL2n311Vc1ceJEffvtt2rUqJGee+45Va5cOdX1z507p9jYWPXt29dueUJCgqpUqWK3LCgoKEtqBgDYI1gAANKtTJkyMplMioqKSvc2Li4Pp/P9NZQkJCTYrdOlSxc1btxYu3fv1nfffafPPvtMY8eOVe/evVNs8969e5IeDocqXry43Xtubm52rz08PNJdKwAg85i8DQBINy8vLzVu3Fjh4eG2k/u/SumWsD4+PpIe3qI2yalTp5KtFxAQoO7du2vBggV2E8FdXV0lSRaLxbZuhQoV5ObmpkuXLqlMmTJ2/wUEBBj7kACATCFYAAAy5L333lNiYqK6dOmif//73/rtt9905swZrVy5Uq+88kqy9UuXLm2bhP3bb79p9+7d+vzzz+3WmTZtmvbt26fo6GidOHFCBw8eVIUKFSRJJUuWlMlk0u7duxUTE6M///xThQsXVt++fRUWFqaNGzfq/PnzOnHihFatWqWNGzdmy3EAANhjKBQAIENKlSqlDRs2aOHChZoxY4auXr0qHx8fVatWTRMnTky2vqurq+bMmaOJEyeqffv2CgoK0ptvvqk33njDtk5iYqImT56s33//XYULF1aTJk00btw4SVLx4sU1YsQIzZkzR+PGjdNLL72k6dOn680335SPj48WLVqkCxcu6IknnlDVqlU1ePDg7DoUAIC/MFmzaiYeAAAAgHyDoVAAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADD/j/5h+jOwfnmOAAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 800x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 800x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
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"source": [
|
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"# ============================================================\n",
|
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"# PARTIE 2 — CLUSTERING 400 GRANDS COMPTES\n",
|
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"# ============================================================\n",
|
|
"print(\"\\n\" + \"=\"*70)\n",
|
|
"print(\"PARTIE 2 — CLUSTERING 400 GRANDS COMPTES ()\")\n",
|
|
"print(\"=\"*70)\n",
|
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"\n",
|
|
"# Sélection des 400+ grands comptes\n",
|
|
"ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n",
|
|
"df_ref = df_aum[df_aum[\"month\"] == ref_date]\n",
|
|
"\n",
|
|
"aum_account = (\n",
|
|
" df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n",
|
|
" .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n",
|
|
")\n",
|
|
"aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n",
|
|
"selected_accounts = aum_account[ID_COL]\n",
|
|
"print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")\n",
|
|
"\n",
|
|
"# Filtrer df_month sur les grands comptes\n",
|
|
"df_month_400_accounts = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n",
|
|
"\n",
|
|
"# Engineered ratios\n",
|
|
"dfc_400_accounts = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n",
|
|
"\n",
|
|
"dfc_400_accounts[\"log_aum_qty_mean\"] = np.log1p(dfc_400_accounts[\"aum_qty_mean\"].clip(lower=0))\n",
|
|
"dfc_400_accounts[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_400_accounts[\"gross_flow_qty_mean\"].clip(lower=0))\n",
|
|
"dfc_400_accounts[\"gross_flow_to_aum\"] = dfc_400_accounts[\"gross_flow_qty_sum\"] / (dfc_400_accounts[\"aum_qty_mean\"].abs() + EPS)\n",
|
|
"dfc_400_accounts[\"flow_direction_balance\"] = np.where(\n",
|
|
" dfc_400_accounts[\"gross_flow_qty_sum\"] > 0,\n",
|
|
" dfc_400_accounts[\"net_flow_qty_sum\"] / dfc_400_accounts[\"gross_flow_qty_sum\"], np.nan\n",
|
|
")\n",
|
|
"dfc_400_accounts[\"redemption_bias\"] = dfc_400_accounts[\"red_qty_sum\"] - dfc_400_accounts[\"sub_qty_sum\"]\n",
|
|
"dfc_400_accounts[\"exit_rate_per_isin\"] = np.where(\n",
|
|
" dfc_400_accounts[\"n_isin_total\"] > 0,\n",
|
|
" dfc_400_accounts[\"full_exit_count\"] / dfc_400_accounts[\"n_isin_total\"], np.nan\n",
|
|
")\n",
|
|
"dfc_400_accounts[\"aum_drawdown_last\"] = dfc_400_accounts[\"aum_drawdown_last\"].clip(0, 1)\n",
|
|
"dfc_400_accounts[\"aum_final_to_peak\"] = np.where(\n",
|
|
" dfc_400_accounts[\"aum_qty_max\"] > 0,\n",
|
|
" (dfc_400_accounts[\"aum_qty_last\"] / dfc_400_accounts[\"aum_qty_max\"]).clip(0, 1), np.nan\n",
|
|
")\n",
|
|
"dfc_400_accounts[\"activity_intensity\"] = dfc_400_accounts[\"n_tx_total\"] / (dfc_400_accounts[\"n_months\"] + EPS)\n",
|
|
"dfc_400_accounts[\"flow_to_aum_vol\"] = dfc_400_accounts[\"rel_flow_to_aum_vol_avg\"]\n",
|
|
"\n",
|
|
"# Corrélations flux/performance (lag 3 et 6 mois) — exploitables sur les grands comptes\n",
|
|
"def corr_lag(x, y, lag):\n",
|
|
" x = np.asarray(x, dtype=float)\n",
|
|
" y = np.asarray(y, dtype=float)\n",
|
|
" mask = np.isfinite(x) & np.isfinite(y)\n",
|
|
" x, y = x[mask], y[mask]\n",
|
|
" if len(x) <= lag + 3:\n",
|
|
" return np.nan\n",
|
|
" return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n",
|
|
"\n",
|
|
"rows_corr = []\n",
|
|
"for acc, g in df_month_400_accounts.groupby(ID_COL):\n",
|
|
" g = g.sort_values(\"month\")\n",
|
|
" flow = g[\"flow_to_aum_m\"].values\n",
|
|
" ret = g[\"ret_fund_m\"].values\n",
|
|
" rate = g[\"delta_rate_m\"].values\n",
|
|
" rows_corr.append({\n",
|
|
" ID_COL: acc,\n",
|
|
" \"corr_flow_fund_lag3\": corr_lag(flow, ret, 3),\n",
|
|
" \"corr_flow_fund_lag6\": corr_lag(flow, ret, 6),\n",
|
|
" \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n",
|
|
" })\n",
|
|
"df_corr_400_accounts = pd.DataFrame(rows_corr)\n",
|
|
"dfc_400_accounts = dfc_400_accounts.merge(df_corr_400_accounts, on=ID_COL, how=\"left\")\n",
|
|
"\n",
|
|
"# months_since_last_tx\n",
|
|
"dfc_400_accounts = add_months_since_last_tx(dfc_400_accounts, df_month_400_accounts, ID_COL)\n",
|
|
"\n",
|
|
"# Filtres qualité\n",
|
|
"dfc_400_accounts = dfc_400_accounts[(dfc_400_accounts[\"n_months\"] >= 6) & (dfc_400_accounts[\"aum_qty_mean\"] > 0)].copy()\n",
|
|
"\n",
|
|
"# Géographie\n",
|
|
"top_countries_l = dfc_400_accounts[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n",
|
|
"top_regions_l = dfc_400_accounts[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n",
|
|
"dfc_400_accounts[\"country_grp\"] = np.where(\n",
|
|
" dfc_400_accounts[\"country\"].isin(top_countries_l), dfc_400_accounts[\"country\"], \"Other\"\n",
|
|
")\n",
|
|
"dfc_400_accounts[\"region_grp\"] = np.where(\n",
|
|
" dfc_400_accounts[\"region\"].isin(top_regions_l), dfc_400_accounts[\"region\"], \"Other\"\n",
|
|
")\n",
|
|
"\n",
|
|
"print(f\"After filters: {len(dfc_400_accounts)} accounts\")\n",
|
|
"\n",
|
|
"# Feature selection — Top 400 accounts enrichi (15 variables)\n",
|
|
"base_features_400_accounts = [\n",
|
|
" \"log_aum_qty_mean\",\n",
|
|
" \"flow_freq\",\n",
|
|
" \"gross_flow_to_aum\",\n",
|
|
" \"flow_to_aum_vol\",\n",
|
|
" \"activity_intensity\",\n",
|
|
" \"n_tx_total\",\n",
|
|
" \"avg_n_isin_held\",\n",
|
|
" \"n_isin_total\",\n",
|
|
" \"avg_holding_months_per_isin\",\n",
|
|
" \"exit_rate_per_isin\",\n",
|
|
" \"flow_direction_balance\",\n",
|
|
" \"aum_drawdown_last\",\n",
|
|
" \"months_since_last_tx\",\n",
|
|
" \"corr_flow_fund_lag3\",\n",
|
|
" \"corr_flow_fund_lag6\",\n",
|
|
" \"corr_flow_rate_lag3\",\n",
|
|
"]\n",
|
|
"all_features_400_accounts = [c for c in base_features_400_accounts if c in dfc_400_accounts.columns]\n",
|
|
"\n",
|
|
"# Preprocessing — RobustScaler + winsorisation MAD \n",
|
|
"dfc_400_accounts_clean = dfc_400_accounts.copy()\n",
|
|
"\n",
|
|
"for col in [\"flow_direction_balance\", \"months_since_last_tx\",\n",
|
|
" \"corr_flow_fund_lag3\", \"corr_flow_fund_lag6\", \"corr_flow_rate_lag3\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" dfc_400_accounts_clean[col] = dfc_400_accounts_clean[col].fillna(0)\n",
|
|
"\n",
|
|
"for col in [\"n_isin_total\", \"avg_n_isin_held\", \"exit_rate_per_isin\",\n",
|
|
" \"avg_holding_months_per_isin\", \"months_since_last_tx\",\n",
|
|
" \"activity_intensity\", \"flow_to_aum_vol\",\n",
|
|
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n",
|
|
"\n",
|
|
"for col in [\"gross_flow_to_aum\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n",
|
|
" vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n",
|
|
" dfc_400_accounts_clean[col] = np.log1p(vals)\n",
|
|
"\n",
|
|
"for col in [\"flow_freq\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n",
|
|
" dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n",
|
|
"\n",
|
|
"for col in [\"log_aum_qty_mean\", \"log_gross_flow_qty_mean\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n",
|
|
"\n",
|
|
"for col in [\"n_tx_total\"]:\n",
|
|
" if col in dfc_400_accounts_clean.columns:\n",
|
|
" vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n",
|
|
" dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n",
|
|
"\n",
|
|
"X_400_accounts = dfc_400_accounts_clean[all_features_400_accounts].copy()\n",
|
|
"X_400_accounts = X_400_accounts.loc[:, ~X_400_accounts.columns.duplicated()]\n",
|
|
"X_400_accounts = X_400_accounts.replace([np.inf, -np.inf], np.nan).fillna(X_400_accounts.median())\n",
|
|
"\n",
|
|
"scaler_400_accounts = RobustScaler()\n",
|
|
"X_400_accounts_scaled = scaler_400_accounts.fit_transform(X_400_accounts)\n",
|
|
"\n",
|
|
"# Diagnostic\n",
|
|
"X_df_l = pd.DataFrame(X_400_accounts_scaled, columns=X_400_accounts.columns)\n",
|
|
"extreme_l = (X_df_l.abs() > 5).any(axis=1).sum()\n",
|
|
"print(f\"Accounts: {X_400_accounts.shape[0]} | Features: {X_400_accounts.shape[1]}\")\n",
|
|
"print(f\"Points > 5 std after scaling: {extreme_l} ({extreme_l/len(X_df_l):.1%})\")\n",
|
|
"\n",
|
|
"# K-selection\n",
|
|
"rows_l = []\n",
|
|
"for k in range(2, 11):\n",
|
|
" km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n",
|
|
" labels = km.fit_predict(X_400_accounts_scaled)\n",
|
|
" rows_l.append({\n",
|
|
" \"k\": k, \"inertia\": km.inertia_,\n",
|
|
" \"silhouette\": silhouette_score(X_400_accounts_scaled, labels),\n",
|
|
" \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, labels),\n",
|
|
" })\n",
|
|
"df_kdiag_400_accounts = pd.DataFrame(rows_l)\n",
|
|
"print(df_kdiag_400_accounts.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_400_accounts[\"k\"], df_kdiag_400_accounts[col], marker=\"o\")\n",
|
|
" ax.set_title(title); ax.set_xlabel(\"K\")\n",
|
|
"plt.suptitle(\"K-selection — 400 grands comptes (400_accounts)\")\n",
|
|
"plt.tight_layout(); plt.show()\n",
|
|
"\n",
|
|
"# Clustering K=2, 4, 5 (comme 400_accounts)\n",
|
|
"RESULTS_400_accounts = {}\n",
|
|
"for k in [2, 4, 5]:\n",
|
|
" km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n",
|
|
" dfc_400_accounts[f\"cluster_k{k}\"] = km.fit_predict(X_400_accounts_scaled)\n",
|
|
" RESULTS_400_accounts[k] = {\n",
|
|
" \"model\": km,\n",
|
|
" \"silhouette\": silhouette_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n",
|
|
" \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n",
|
|
" }\n",
|
|
" print(f\"K={k} | sil={RESULTS_400_accounts[k]['silhouette']:.4f} \"\n",
|
|
" f\"| db={RESULTS_400_accounts[k]['davies_bouldin']:.4f}\")\n",
|
|
" counts = dfc_400_accounts[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",
|
|
"# Profile vars — top 400 accounts (avec les corrélations)\n",
|
|
"profile_vars_400_accounts = [\n",
|
|
" \"log_aum_qty_mean\",\n",
|
|
" \"gross_flow_to_aum\",\n",
|
|
" \"flow_freq\",\n",
|
|
" \"n_tx_total\",\n",
|
|
" \"avg_n_isin_held\",\n",
|
|
" \"n_isin_total\",\n",
|
|
" \"avg_holding_months_per_isin\",\n",
|
|
" \"exit_rate_per_isin\",\n",
|
|
" \"flow_direction_balance\",\n",
|
|
" \"aum_drawdown_last\",\n",
|
|
" \"aum_final_to_peak\",\n",
|
|
" \"months_since_last_tx\",\n",
|
|
" \"corr_flow_fund_lag3\",\n",
|
|
" \"corr_flow_fund_lag6\",\n",
|
|
" \"corr_flow_rate_lag3\",\n",
|
|
"]\n",
|
|
"profile_vars_400_accounts = [c for c in profile_vars_400_accounts if c in dfc_400_accounts.columns]\n",
|
|
"\n",
|
|
"for k in [2, 5]:\n",
|
|
" prof_l = plot_heatmap(\n",
|
|
" dfc_400_accounts, profile_vars_400_accounts, f\"cluster_k{k}\",\n",
|
|
" title=f\"Cluster signatures — 400 grands comptes K={k} (robust z-score)\",\n",
|
|
" figsize=(16, 4)\n",
|
|
" )\n",
|
|
" print(f\"\\n=== Médianes K={k} (400_accounts) ===\")\n",
|
|
" print(prof_l.round(3).to_string())\n",
|
|
"\n",
|
|
"# Segmentation 2D (comme 400_accounts)\n",
|
|
"thr_int = dfc_400_accounts[\"gross_flow_to_aum\"].median()\n",
|
|
"thr_freq = dfc_400_accounts[\"flow_freq\"].median()\n",
|
|
"\n",
|
|
"def quadrant(row):\n",
|
|
" low_int = row[\"gross_flow_to_aum\"] < thr_int\n",
|
|
" low_frq = row[\"flow_freq\"] < thr_freq\n",
|
|
" if low_int and low_frq: return \"Dormant\"\n",
|
|
" if low_int and not low_frq: return \"Small rebalancers\"\n",
|
|
" if not low_int and low_frq: return \"Occasional large movers\"\n",
|
|
" return \"Highly active\"\n",
|
|
"\n",
|
|
"dfc_400_accounts[\"seg_2D\"] = dfc_400_accounts.apply(quadrant, axis=1)\n",
|
|
"print(dfc_400_accounts[\"seg_2D\"].value_counts())\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 5))\n",
|
|
"for name, g in dfc_400_accounts.groupby(\"seg_2D\"):\n",
|
|
" plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=15, label=name)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.xlabel(\"Activity frequency\")\n",
|
|
"plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n",
|
|
"plt.title(\"2D behavioral segmentation — 400 grands comptes\")\n",
|
|
"plt.legend(markerscale=2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Analyse churn (comme 400_accounts)\n",
|
|
"dfc_400_accounts[\"churn_hard\"] = (dfc_400_accounts[\"aum_final_to_peak\"] < 0.10).astype(int)\n",
|
|
"dfc_400_accounts[\"churn_soft\"] = (\n",
|
|
" (dfc_400_accounts[\"aum_final_to_peak\"] < 0.40) &\n",
|
|
" (dfc_400_accounts[\"aum_drawdown_last\"] > 0.40)\n",
|
|
").astype(int)\n",
|
|
"dfc_400_accounts[\"churn_warning\"] = (\n",
|
|
" (dfc_400_accounts[\"flow_direction_balance\"] < 0) &\n",
|
|
" (dfc_400_accounts[\"aum_drawdown_last\"] > 0.20)\n",
|
|
").astype(int)\n",
|
|
"\n",
|
|
"print(\"\\n=== Taux de churn globaux ===\")\n",
|
|
"print(dfc_400_accounts[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].mean().round(3))\n",
|
|
"\n",
|
|
"for k in [2, 5]:\n",
|
|
" churn_profile = (\n",
|
|
" dfc_400_accounts.groupby(f\"cluster_k{k}\")\n",
|
|
" .agg(\n",
|
|
" n_clients = (ID_COL, \"count\"),\n",
|
|
" churn_hard = (\"churn_hard\", \"mean\"),\n",
|
|
" churn_soft = (\"churn_soft\", \"mean\"),\n",
|
|
" churn_warning = (\"churn_warning\", \"mean\"),\n",
|
|
" )\n",
|
|
" )\n",
|
|
" print(f\"\\n=== Churn par cluster K={k} (400_accounts) ===\")\n",
|
|
" print(churn_profile.round(3).to_string())\n",
|
|
"\n",
|
|
" churn_profile[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].plot(\n",
|
|
" kind=\"bar\", figsize=(8, 4)\n",
|
|
" )\n",
|
|
" plt.title(f\"Churn by cluster — K={k} (400_accounts)\")\n",
|
|
" plt.ylabel(\"Rate\"); plt.xlabel(\"Cluster\")\n",
|
|
" plt.tight_layout(); plt.show()\n",
|
|
"\n",
|
|
"# Matrice de distance inter-cluster\n",
|
|
"def plot_distance_matrix(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n",
|
|
" n = X_scaled.shape[0]\n",
|
|
" idx = np.arange(n)\n",
|
|
" if n > max_points:\n",
|
|
" rng = np.random.default_rng(42)\n",
|
|
" idx = rng.choice(idx, size=max_points, replace=False)\n",
|
|
" X_sub = X_scaled[idx]\n",
|
|
" labels_sub = np.asarray(labels)[idx]\n",
|
|
" order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n",
|
|
" X_sub = X_sub[order]; labels_sub = labels_sub[order]\n",
|
|
" D = pairwise_distances(X_sub)\n",
|
|
" plt.figure(figsize=(8, 7))\n",
|
|
" sns.heatmap(D, cmap=\"viridis\")\n",
|
|
" unique_labels, counts = np.unique(labels_sub, return_counts=True)\n",
|
|
" for b in np.cumsum(counts)[:-1]:\n",
|
|
" plt.axhline(b, color=\"red\", linewidth=2)\n",
|
|
" plt.axvline(b, color=\"red\", linewidth=2)\n",
|
|
" plt.title(title); plt.tight_layout(); plt.show()\n",
|
|
"\n",
|
|
"plot_distance_matrix(\n",
|
|
" X_400_accounts_scaled,\n",
|
|
" dfc_400_accounts[\"cluster_k5\"].values,\n",
|
|
" title=\"Distance matrix — K=5 (400_accounts)\"\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "d5227c4b-734f-48ec-8673-2683615edfbc",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Comptes sélectionnés (AUM > 5M€) : 431\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n",
|
|
"df_ref = df_aum[df_aum[\"month\"] == ref_date]\n",
|
|
"\n",
|
|
"aum_account = (\n",
|
|
" df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n",
|
|
" .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n",
|
|
")\n",
|
|
"aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n",
|
|
"selected_accounts = aum_account[ID_COL]\n",
|
|
"print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "f11c6fe3-d609-4dab-aecc-91a8cae0ce93",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"seg_2D\n",
|
|
"Highly active (high int, high freq) 137\n",
|
|
"Dormant (low int, low freq) 136\n",
|
|
"Small rebalancers (low int, high freq) 77\n",
|
|
"Occasional large movers (high int, low freq) 77\n",
|
|
"Name: count, dtype: int64\n",
|
|
"thr_int: 4.0037 | thr_freq: 0.7231\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 900x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 900x500 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1600x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Médianes K=5 (Louis) ===\n",
|
|
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n",
|
|
"cluster_k5 \n",
|
|
"0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n",
|
|
"1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n",
|
|
"2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n",
|
|
"3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n",
|
|
"4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n",
|
|
"\n",
|
|
"=== Taux de churn globaux ===\n",
|
|
"churn_hard 0.684\n",
|
|
"churn_soft 0.775\n",
|
|
"churn_warning 0.321\n",
|
|
"dtype: float64\n",
|
|
"\n",
|
|
"=== Churn par cluster K=2 ===\n",
|
|
" n_clients churn_hard churn_soft churn_warning\n",
|
|
"cluster_k2 \n",
|
|
"0 389 0.740 0.823 0.342\n",
|
|
"1 38 0.105 0.289 0.105\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"=== Churn par cluster K=5 ===\n",
|
|
" n_clients churn_hard churn_soft churn_warning\n",
|
|
"cluster_k5 \n",
|
|
"0 67 0.015 0.075 0.134\n",
|
|
"1 29 0.138 0.276 0.138\n",
|
|
"2 90 0.944 0.978 0.478\n",
|
|
"3 229 0.882 0.987 0.349\n",
|
|
"4 12 0.000 0.333 0.083\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 800x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"===== K=2 =====\n",
|
|
" n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n",
|
|
"cluster_k2 \n",
|
|
"0 389 73435.780 0.763 4.335 1436.0 46.273 0.606 0.114 1.000 0.0 0.047 -0.040\n",
|
|
"1 38 67965.743 0.043 1.506 4.0 40.357 0.292 0.580 0.303 17.5 0.006 -0.008\n",
|
|
"\n",
|
|
"===== K=5 =====\n",
|
|
" n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n",
|
|
"cluster_k5 \n",
|
|
"3 229 58391.143 0.763 4.083 1386.0 45.412 0.643 0.116 1.000 0.0 0.020 -0.014\n",
|
|
"2 90 302331.761 0.992 4.668 7761.5 62.937 0.621 0.017 1.000 0.0 0.160 -0.144\n",
|
|
"0 67 38200.766 0.351 3.243 88.0 33.000 0.419 0.263 0.169 1.0 0.028 -0.039\n",
|
|
"1 29 106782.844 0.043 1.013 4.0 42.429 0.333 0.783 0.180 30.0 0.013 -0.012\n",
|
|
"4 12 46632.822 0.079 4.102 8.0 33.394 0.360 0.250 0.378 7.0 -0.000 0.008\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# ============================================================\n",
|
|
"# GRAPHIQUES — Approche Louis (400 grands comptes)\n",
|
|
"# ============================================================\n",
|
|
"\n",
|
|
"# ── 1. Segmentation 2D : intensité relative vs fréquence ──────────────────\n",
|
|
"thr_int = dfc_louis[\"gross_flow_to_aum\"].median()\n",
|
|
"thr_freq = dfc_louis[\"flow_freq\"].median()\n",
|
|
"\n",
|
|
"def quadrant(row):\n",
|
|
" low_int = row[\"gross_flow_to_aum\"] < thr_int\n",
|
|
" low_frq = row[\"flow_freq\"] < thr_freq\n",
|
|
" if low_int and low_frq: return \"Dormant (low int, low freq)\"\n",
|
|
" if low_int and not low_frq: return \"Small rebalancers (low int, high freq)\"\n",
|
|
" if not low_int and low_frq: return \"Occasional large movers (high int, low freq)\"\n",
|
|
" return \"Highly active (high int, high freq)\"\n",
|
|
"\n",
|
|
"dfc_louis[\"seg_2D\"] = dfc_louis.apply(quadrant, axis=1)\n",
|
|
"print(dfc_louis[\"seg_2D\"].value_counts())\n",
|
|
"print(f\"thr_int: {thr_int:.4f} | thr_freq: {thr_freq:.4f}\")\n",
|
|
"\n",
|
|
"plt.figure(figsize=(9, 5))\n",
|
|
"for name, g in dfc_louis.groupby(\"seg_2D\"):\n",
|
|
" plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=name)\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.xlabel(\"Activity frequency (share of active months)\")\n",
|
|
"plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n",
|
|
"plt.title(\"2D behavioral segmentation — 400+ grands comptes\")\n",
|
|
"plt.legend(markerscale=2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# ── 2. Clusters K=5 dans l'espace 2D intensité/fréquence ──────────────────\n",
|
|
"labels_map = {\n",
|
|
" 0: \"Cluster 0 : Large and highly active movers\",\n",
|
|
" 1: \"Cluster 1 : Occasional large movers\",\n",
|
|
" 3: \"Cluster 3 : Dormant profiles\",\n",
|
|
" 4: \"Cluster 4 : Loyal clients\"\n",
|
|
"}\n",
|
|
"\n",
|
|
"plt.figure(figsize=(9, 5))\n",
|
|
"for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2])].groupby(\"cluster_k5\"):\n",
|
|
" plt.scatter(\n",
|
|
" g[\"flow_freq\"], g[\"gross_flow_to_aum\"],\n",
|
|
" s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n",
|
|
" )\n",
|
|
"plt.yscale(\"log\")\n",
|
|
"plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n",
|
|
"plt.xlabel(\"Activity frequency (share of active months)\")\n",
|
|
"plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n",
|
|
"plt.title(\"K=5 — Clusters dans l'espace intensité/fréquence (hors C2 extrêmes)\")\n",
|
|
"plt.ylim(0.1, 1000)\n",
|
|
"plt.legend(markerscale=2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# ── 3. Double graphique : intensité/fréquence + churn/loyalty ─────────────\n",
|
|
"if \"log_n_tx_total\" not in dfc_louis.columns:\n",
|
|
" dfc_louis[\"log_n_tx_total\"] = np.log1p(dfc_louis[\"n_tx_total\"].clip(lower=0))\n",
|
|
"\n",
|
|
"thr_log_tx = dfc_louis[\"log_n_tx_total\"].median()\n",
|
|
"thr_churn = dfc_louis[\"aum_drawdown_last\"].median()\n",
|
|
"thr_hold = dfc_louis[\"avg_holding_months_per_isin\"].median()\n",
|
|
"\n",
|
|
"color_map = {1: \"#ff7f0e\", 4: \"red\"}\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
|
|
"\n",
|
|
"# Graphique 1 : log_n_tx_total vs gross_flow_to_aum\n",
|
|
"for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2, 4])].groupby(\"cluster_k5\"):\n",
|
|
" axes[0].scatter(\n",
|
|
" g[\"log_n_tx_total\"], g[\"gross_flow_to_aum\"],\n",
|
|
" s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n",
|
|
" )\n",
|
|
"axes[0].set_yscale(\"log\")\n",
|
|
"axes[0].axvline(thr_log_tx, linestyle=\"--\", color=\"gray\")\n",
|
|
"axes[0].axhline(thr_int, linestyle=\"--\", color=\"gray\")\n",
|
|
"axes[0].set_xlabel(\"Activity frequency (log n_tx_total)\")\n",
|
|
"axes[0].set_ylabel(\"Gross flow / mean AUM\")\n",
|
|
"axes[0].set_title(\"Intensité vs fréquence (log transactions)\")\n",
|
|
"axes[0].set_ylim(0.1, 1000)\n",
|
|
"axes[0].legend(markerscale=2)\n",
|
|
"\n",
|
|
"# Graphique 2 : avg_holding_months_per_isin vs aum_drawdown_last\n",
|
|
"for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([0, 2, 3])].groupby(\"cluster_k5\"):\n",
|
|
" axes[1].scatter(\n",
|
|
" g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"],\n",
|
|
" s=10,\n",
|
|
" color=color_map.get(int(name), \"gray\"),\n",
|
|
" label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n",
|
|
" )\n",
|
|
"axes[1].set_yscale(\"log\")\n",
|
|
"axes[1].axvline(thr_hold, linestyle=\"--\", color=\"gray\")\n",
|
|
"axes[1].axhline(thr_churn, linestyle=\"--\", color=\"gray\")\n",
|
|
"axes[1].set_xlabel(\"avg_holding_months_per_isin\")\n",
|
|
"axes[1].set_ylabel(\"aum_drawdown_last\")\n",
|
|
"axes[1].set_title(\"Churn vs Loyalty (clusters 1 et 4)\")\n",
|
|
"axes[1].set_ylim(0.001, 1.3)\n",
|
|
"axes[1].legend(markerscale=2)\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# ── 4. Heatmap K=5 ────────────────────────────────────────────────────────\n",
|
|
"prof_louis_k5 = plot_heatmap(\n",
|
|
" dfc_louis, profile_vars_louis, \"cluster_k5\",\n",
|
|
" title=\"Cluster signatures — 400 grands comptes K=5 (robust z-score)\",\n",
|
|
" figsize=(16, 4)\n",
|
|
")\n",
|
|
"print(\"\\n=== Médianes K=5 (Louis) ===\")\n",
|
|
"print(prof_louis_k5.round(3).to_string())\n",
|
|
"\n",
|
|
"# ── 5. Analyse churn ──────────────────────────────────────────────────────\n",
|
|
"dfc_louis[\"churn_hard\"] = (dfc_louis[\"aum_final_to_peak\"] < 0.10).astype(int)\n",
|
|
"dfc_louis[\"churn_soft\"] = (\n",
|
|
" (dfc_louis[\"aum_final_to_peak\"] < 0.40) &\n",
|
|
" (dfc_louis[\"aum_drawdown_last\"] > 0.40)\n",
|
|
").astype(int)\n",
|
|
"dfc_louis[\"churn_warning\"] = (\n",
|
|
" (dfc_louis[\"flow_direction_balance\"] < 0) &\n",
|
|
" (dfc_louis[\"aum_drawdown_last\"] > 0.20)\n",
|
|
").astype(int)\n",
|
|
"\n",
|
|
"print(\"\\n=== Taux de churn globaux ===\")\n",
|
|
"print(dfc_louis[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n",
|
|
"\n",
|
|
"for k in [2, 5]:\n",
|
|
" churn_profile = (\n",
|
|
" dfc_louis.groupby(f\"cluster_k{k}\")\n",
|
|
" .agg(\n",
|
|
" n_clients = (ID_COL, \"count\"),\n",
|
|
" churn_hard = (\"churn_hard\", \"mean\"),\n",
|
|
" churn_soft = (\"churn_soft\", \"mean\"),\n",
|
|
" churn_warning = (\"churn_warning\", \"mean\"),\n",
|
|
" )\n",
|
|
" )\n",
|
|
" print(f\"\\n=== Churn par cluster K={k} ===\")\n",
|
|
" print(churn_profile.round(3).to_string())\n",
|
|
"\n",
|
|
" churn_profile[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].plot(\n",
|
|
" kind=\"bar\", figsize=(8, 4),\n",
|
|
" color=[\"#d62728\", \"#ff7f0e\", \"#ffbb78\"]\n",
|
|
" )\n",
|
|
" plt.title(f\"Churn by cluster — K={k} (Louis)\")\n",
|
|
" plt.ylabel(\"Rate\")\n",
|
|
" plt.xlabel(\"Cluster\")\n",
|
|
" plt.xticks(rotation=0)\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# ── 6. Matrice de distance inter-cluster ──────────────────────────────────\n",
|
|
"def plot_distance_matrix(X_scaled, labels, max_points=400,\n",
|
|
" title=\"Distance matrix\"):\n",
|
|
" n = X_scaled.shape[0]\n",
|
|
" idx = np.arange(n)\n",
|
|
" if n > max_points:\n",
|
|
" rng = np.random.default_rng(42)\n",
|
|
" idx = rng.choice(idx, size=max_points, replace=False)\n",
|
|
" X_sub = X_scaled[idx]\n",
|
|
" labels_sub = np.asarray(labels)[idx]\n",
|
|
" order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n",
|
|
" X_sub = X_sub[order]\n",
|
|
" labels_sub = labels_sub[order]\n",
|
|
" D = pairwise_distances(X_sub)\n",
|
|
" plt.figure(figsize=(8, 7))\n",
|
|
" sns.heatmap(D, cmap=\"viridis\")\n",
|
|
" unique_labels, counts = np.unique(labels_sub, return_counts=True)\n",
|
|
" for b in np.cumsum(counts)[:-1]:\n",
|
|
" plt.axhline(b, color=\"red\", linewidth=2)\n",
|
|
" plt.axvline(b, color=\"red\", linewidth=2)\n",
|
|
" plt.title(title)\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"plot_distance_matrix(\n",
|
|
" X_louis_scaled,\n",
|
|
" dfc_louis[\"cluster_k5\"].values,\n",
|
|
" title=\"Distance matrix — K=5 (Louis)\"\n",
|
|
")\n",
|
|
"\n",
|
|
"# ── 7. Tableau de profil complet par cluster ──────────────────────────────\n",
|
|
"for k in [2, 5]:\n",
|
|
" print(f\"\\n===== K={k} =====\")\n",
|
|
" prof = (\n",
|
|
" dfc_louis.groupby(f\"cluster_k{k}\")\n",
|
|
" .agg(\n",
|
|
" n_clients = (ID_COL, \"count\"),\n",
|
|
" aum_qty_mean_med = (\"aum_qty_mean\", \"median\"),\n",
|
|
" freq_med = (\"flow_freq\", \"median\"),\n",
|
|
" gross_flow_to_aum_med = (\"gross_flow_to_aum\", \"median\"),\n",
|
|
" n_tx_med = (\"n_tx_total\", \"median\"),\n",
|
|
" holding_med = (\"avg_holding_months_per_isin\",\"median\"),\n",
|
|
" exit_rate_med = (\"exit_rate_per_isin\", \"median\"),\n",
|
|
" flow_dir_med = (\"flow_direction_balance\", \"median\"),\n",
|
|
" drawdown_med = (\"aum_drawdown_last\", \"median\"),\n",
|
|
" months_inactive_med = (\"months_since_last_tx\", \"median\"),\n",
|
|
" corr_fund_lag3_med = (\"corr_flow_fund_lag3\", \"median\"),\n",
|
|
" corr_rate_lag3_med = (\"corr_flow_rate_lag3\", \"median\"),\n",
|
|
" )\n",
|
|
" .sort_values(\"n_clients\", ascending=False)\n",
|
|
" )\n",
|
|
" print(prof.round(3).to_string())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "96e2d1b4-329f-4da7-bee2-916ee5dc3fd3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"======================================================================\n",
|
|
"COMPARAISON — Approche globale (Sarah) vs 400 grands comptes (Louis)\n",
|
|
"======================================================================\n",
|
|
"Comptes communs aux deux approches : 293\n",
|
|
"\n",
|
|
"Croisement Sarah K=4 x Louis K=5 (n=293) :\n",
|
|
" Louis C0 Louis C1 Louis C2 Louis C3 Louis C4\n",
|
|
"Sarah C0 39.0 27.0 0.0 23.0 11.0\n",
|
|
"Sarah C1 0.0 100.0 0.0 0.0 0.0\n",
|
|
"Sarah C2 16.0 1.0 8.0 74.0 1.0\n",
|
|
"Sarah C3 30.0 44.0 0.0 11.0 15.0\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Adjusted Rand Index Sarah x Louis : 0.3394\n",
|
|
"(0 = indépendants, 1 = identiques)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# ============================================================\n",
|
|
"# COMPARAISON DES DEUX APPROCHES\n",
|
|
"# ============================================================\n",
|
|
"print(\"\\n\" + \"=\"*70)\n",
|
|
"print(\"COMPARAISON — Approche globale vs 400 grands comptes\")\n",
|
|
"print(\"=\"*70)\n",
|
|
"\n",
|
|
"# Comptes communs\n",
|
|
"common_ids = set(dfc[ID_COL]).intersection(set(dfc_400_accounts[ID_COL]))\n",
|
|
"print(f\"Comptes communs aux deux approches : {len(common_ids)}\")\n",
|
|
"\n",
|
|
"# Croisement des clusterings sur les comptes communs\n",
|
|
"dfc_compare = (\n",
|
|
" dfc[dfc[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k4\"]]\n",
|
|
" .rename(columns={\"cluster_k4\": \"cluster_global\"})\n",
|
|
" .merge(\n",
|
|
" dfc_400_accounts[dfc_400_accounts[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k5\"]]\n",
|
|
" .rename(columns={\"cluster_k5\": \"cluster_400_accounts\"}),\n",
|
|
" on=ID_COL\n",
|
|
" )\n",
|
|
")\n",
|
|
"\n",
|
|
"print(f\"\\nCroisement K=4 x K=5 (n={len(dfc_compare)}) :\")\n",
|
|
"ct = pd.crosstab(\n",
|
|
" dfc_compare[\"cluster_global\"],\n",
|
|
" dfc_compare[\"cluster_400_accounts\"],\n",
|
|
" normalize=\"index\"\n",
|
|
").round(2) * 100\n",
|
|
"ct.index = [f\"Global C{i}\" for i in ct.index]\n",
|
|
"ct.columns = [f\"Top 400 Accounts C{i}\" for i in ct.columns]\n",
|
|
"print(ct.to_string())\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 5))\n",
|
|
"sns.heatmap(ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
|
|
" cbar_kws={\"label\": \"%\"})\n",
|
|
"plt.title(\"Croisement clustering global (K=4) x 400 grands comptes (K=5)\")\n",
|
|
"plt.tight_layout(); plt.show()\n",
|
|
"\n",
|
|
"ari = adjusted_rand_score(\n",
|
|
" dfc_compare[\"cluster_global\"].values,\n",
|
|
" dfc_compare[\"cluster_400_accounts\"].values\n",
|
|
")\n",
|
|
"print(f\"\\nAdjusted Rand Index Global x Top 400 Accounts : {ari:.4f}\")\n",
|
|
"print(\"(0 = indépendants, 1 = identiques)\")"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|