Project_Carmignac/clustering.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "13c6141d",
"metadata": {},
"source": [
"# Behavioral Clustering of Carmignac Investors\n",
"\n",
"This notebook implements two complementary clustering analyses:\n",
"\n",
"| | Scope | Approach |\n",
"|---|---|---|\n",
"| **Part 1** | All active accounts (~7,000) | Global behavioral clustering |\n",
"| **Part 2** | Top ~400 accounts (AUM > €5M) | Clustering with performance reactivity features |\n",
"\n",
"Both analyses share the same preprocessing pipeline (RobustScaler, MAD winsorization) and visualization conventions (robust z-score heatmaps).\n",
"\n",
"---\n",
"**Structure:**\n",
"1. Imports & Configuration\n",
"2. Data Loading\n",
"3. Monthly Panel Construction\n",
"4. Feature Engineering\n",
"5. **Part 1** — Global Clustering (all accounts)\n",
" - 5a. Feature selection & preprocessing\n",
" - 5b. K-selection & clustering\n",
" - 5c. Cluster profiles (behavioral + allocation)\n",
" - 5d. Asset-type sub-clustering & cross-analysis\n",
"6. **Part 2** — Top 400 Accounts Clustering\n",
" - 6a. Account selection & feature engineering\n",
" - 6b. K-selection & clustering\n",
" - 6c. Cluster profiles & churn analysis\n",
"7. Cross-Analysis: Global vs Top 400\n"
]
},
{
"cell_type": "markdown",
"id": "28e588fe",
"metadata": {},
"source": [
"---\n",
"## 1. Imports & Configuration\n"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "3bc1ffe0",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import s3fs\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"os.environ[\"AWS_ACCESS_KEY_ID\"] = 'UMMV3Z72A70MCCSRV17O'\n",
"os.environ[\"AWS_SECRET_ACCESS_KEY\"] = 'wBFxaez78UPNW3BtchZOf4f238ZNXKnCexeGufaa'\n",
"os.environ[\"AWS_SESSION_TOKEN\"] = 'eyJhbGciOiJIUzUxMiIsInR5cCI6IkpXVCJ9.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.rffoTJijRiGK2DCDhXj5y8R31DRH1LWkTwuH_1lvU9qN_xJSTmBIM4uGR_zp7XpMnq_ePwVhlkoWN15cNUgjMA'\n",
"os.environ[\"AWS_DEFAULT_REGION\"] = 'us-east-1'\n",
"\n",
"fs = s3fs.S3FileSystem(\n",
" client_kwargs={'endpoint_url': 'https://'+'minio-simple.lab.groupe-genes.fr'},\n",
" key = os.environ[\"AWS_ACCESS_KEY_ID\"], \n",
" secret = os.environ[\"AWS_SECRET_ACCESS_KEY\"], \n",
" token = os.environ[\"AWS_SESSION_TOKEN\"])\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy import stats\n",
"\n",
"from sklearn.preprocessing import RobustScaler\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.metrics import (\n",
" silhouette_score, davies_bouldin_score,\n",
" pairwise_distances, adjusted_rand_score\n",
")\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"sns.set_style(\"whitegrid\")\n",
"pd.set_option(\"display.max_columns\", 200)\n",
"pd.set_option(\"display.max_rows\", 200)\n",
"\n",
"EPS = 1e-9\n",
"RANDOM_STATE = 42"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "69d2dc25",
"metadata": {},
"outputs": [],
"source": [
"# Column names\n",
"ID_COL = \"Registrar Account - ID\"\n",
"ISIN_COL = \"Product - Isin\"\n",
"FUND_COL = \"Product - Fund\"\n",
"ASSET_COL = \"Product - Asset Type\"\n",
"FLOW_DATE_COL = \"Centralisation Date\"\n",
"AUM_DATE_COL = \"Centralisation Date\"\n",
"FLOW_QTY_COL = \"Quantity - NetFlows\"\n",
"FLOW_SUB_COL = \"Quantity - Subscription\"\n",
"FLOW_RED_COL = \"Quantity - Redemption\"\n",
"AUM_QTY_COL = \"Quantity - AUM\"\n",
"AUM_VAL_COL = \"Value - AUM €\"\n",
"REGION_COL = \"Registrar Account - Region\"\n",
"COUNTRY_COL = \"RegistrarAccount - Country\"\n",
"NAV_DATE_COL = \"Dat\"\n",
"NAV_ISIN_COL = \"Isin\"\n",
"NAV_PRICE_COL = \"Price (TF PartPrice)\"\n",
"NAV_BENCH_COL = \"PriceBench\"\n",
"RATE_DATE_COL = \"Date\"\n",
"RATE_VAL_COL = \"Yld to Maturity\"\n",
"\n",
"PATH_NAV = \"s3://projet-bdc-data/carmignac/Data Modélisation/Nav/NAV_Bench_data.csv\"\n",
"PATH_RATES = \"s3://projet-bdc-data/carmignac/Data Modélisation/market data/esterRates.csv\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "bf5b7a0a",
"metadata": {},
"outputs": [],
"source": [
"# UTILITIES\n",
"def robust_zscore(s):\n",
" med = np.nanmedian(s)\n",
" mad = np.nanmedian(np.abs(s - med))\n",
" if mad == 0 or np.isnan(mad):\n",
" return np.zeros(len(s))\n",
" return (s - med) / (1.4826 * mad)\n",
"\n",
"def plot_heatmap(dfc, profile_vars, cluster_col, title, figsize=(16, 4)):\n",
" \"\"\"Cluster signature heatmap using robust z-scores, capped at ±3 for readability.\"\"\"\n",
" dfc_viz = dfc[profile_vars + [cluster_col]].copy()\n",
" for col in profile_vars:\n",
" vals = pd.to_numeric(dfc_viz[col], errors=\"coerce\").to_numpy(dtype=float)\n",
" lo = np.nanpercentile(vals, 2)\n",
" hi = np.nanpercentile(vals, 98)\n",
" dfc_viz[col] = np.clip(vals, lo, hi)\n",
" prof = dfc_viz.groupby(cluster_col)[profile_vars].median()\n",
" prof_z = prof.apply(lambda col: robust_zscore(col.values), axis=0)\n",
" prof_z = prof_z.clip(-3, 3) # cap for readability\n",
" plt.figure(figsize=figsize)\n",
" sns.heatmap(prof_z, cmap=\"RdBu_r\", center=0, annot=True, fmt=\".2f\",\n",
" xticklabels=profile_vars,\n",
" yticklabels=[f\"Cluster {i}\" for i in range(len(prof))])\n",
" plt.title(title)\n",
" plt.xticks(rotation=45, ha=\"right\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
" return prof\n",
"\n",
"def winsorize_mad(series, n_sigma=3):\n",
" \"\"\"Winsorize using MAD n-sigma rule. Falls back to p95 clip when MAD~0.\"\"\"\n",
" vals = pd.to_numeric(series, errors=\"coerce\").to_numpy(dtype=float)\n",
" med = np.nanmedian(vals)\n",
" mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n",
" if mad > 0:\n",
" return np.clip(vals, med - n_sigma * mad, med + n_sigma * mad)\n",
" else:\n",
" return np.clip(vals, 0, np.nanpercentile(vals, 95))\n",
"\n",
"def add_months_since_last_tx(dfc, df_month, id_col, suffix=\"\"):\n",
" \"\"\"Adds months_since_last_tx[suffix] to dfc.\"\"\"\n",
" col_name = f\"months_since_last_tx{suffix}\"\n",
" reference_date = df_month[\"month\"].max()\n",
" last_active = (\n",
" df_month[df_month[\"active_month\"] == 1]\n",
" .groupby(id_col)[\"month\"]\n",
" .max()\n",
" .reset_index(name=\"last_active_month\")\n",
" )\n",
" last_active[col_name] = (\n",
" (reference_date.to_period(\"M\") -\n",
" last_active[\"last_active_month\"].dt.to_period(\"M\"))\n",
" .apply(lambda x: x.n)\n",
" )\n",
" dfc = dfc.merge(last_active[[id_col, col_name]], on=id_col, how=\"left\")\n",
" max_months = dfc[col_name].max()\n",
" dfc[col_name] = dfc[col_name].fillna(max_months + 1)\n",
" return dfc"
]
},
{
"cell_type": "markdown",
"id": "312153e6",
"metadata": {},
"source": [
"---\n",
"## 2. Data Loading\n",
"\n",
"Three data sources are used:\n",
"- **AUM** (repaired): monthly share quantities per account and ISIN\n",
"- **Flows**: daily net transactions, aggregated to monthly\n",
"- **NAV / Rates**: fund performance and interest rate data for enrichment\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "011958df",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"flows: (2574461, 26)\n",
"aum: (4824814, 19)\n",
"nav: (623914, 6)\n"
]
}
],
"source": [
"df_flows = pd.read_csv(\"flows.csv\", low_memory=False)\n",
"df_aum = pd.read_csv(\n",
" \"s3://projet-bdc-carmignac-g3/paco/AUM_repaired.csv\", low_memory=False\n",
")\n",
"df_nav = pd.read_csv(PATH_NAV, sep=\";\")\n",
"df_rates = pd.read_csv(PATH_RATES, sep=\";\")\n",
"\n",
"# Date parsing\n",
"for df, col in [\n",
" (df_flows, FLOW_DATE_COL), (df_aum, AUM_DATE_COL),\n",
" (df_nav, NAV_DATE_COL), (df_rates, RATE_DATE_COL)\n",
"]:\n",
" df[col] = pd.to_datetime(df[col], errors=\"coerce\")\n",
" df[\"month\"] = df[col].dt.to_period(\"M\").dt.to_timestamp()\n",
"\n",
"for col in [FLOW_QTY_COL, FLOW_SUB_COL, FLOW_RED_COL]:\n",
" df_flows[col] = pd.to_numeric(df_flows[col], errors=\"coerce\")\n",
"for col in [AUM_QTY_COL, AUM_VAL_COL]:\n",
" df_aum[col] = pd.to_numeric(df_aum[col], errors=\"coerce\")\n",
"for col in [NAV_PRICE_COL, NAV_BENCH_COL]:\n",
" df_nav[col] = pd.to_numeric(df_nav[col], errors=\"coerce\")\n",
"df_rates[RATE_VAL_COL] = pd.to_numeric(df_rates[RATE_VAL_COL], errors=\"coerce\")\n",
"\n",
"for df in [df_flows, df_aum]:\n",
" df[ISIN_COL] = df[ISIN_COL].astype(str).str.strip()\n",
"df_nav[NAV_ISIN_COL] = df_nav[NAV_ISIN_COL].astype(str).str.strip()\n",
"\n",
"# Remove technical accounts (not investable)\n",
"df_flows = df_flows[~df_flows[ID_COL].isin(\n",
" [\"Off Distribution\", \"Private Clients\", \"Private Client\"]\n",
")]\n",
"df_aum = df_aum[~df_aum[ID_COL].isin(\n",
" [\"Off Distribution\", \"Private Clients\", \"Private Client\"]\n",
")]\n",
"\n",
"print(\"flows:\", df_flows.shape)\n",
"print(\"aum: \", df_aum.shape)\n",
"print(\"nav: \", df_nav.shape)"
]
},
{
"cell_type": "markdown",
"id": "d34f5ecf",
"metadata": {},
"source": [
"---\n",
"## 3. Monthly Panel Construction\n",
"\n",
"A full outer join of AUM and flows at `(account, ISIN, month)` granularity, enriched with NAV returns and interest rate changes.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "25f3dce4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Panel shape: (4754355, 24)\n"
]
}
],
"source": [
"df_flows_m = (\n",
" df_flows\n",
" .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n",
" .assign(\n",
" gross_flow_qty = lambda x: x[FLOW_QTY_COL].abs(),\n",
" sub_qty = lambda x: x[FLOW_SUB_COL].fillna(0),\n",
" red_qty = lambda x: x[FLOW_RED_COL].fillna(0)\n",
" )\n",
" .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n",
" .agg(\n",
" net_flow_qty = (FLOW_QTY_COL, \"sum\"),\n",
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
" sub_qty = (\"sub_qty\", \"sum\"),\n",
" red_qty = (\"red_qty\", \"sum\"),\n",
" n_tx = (FLOW_QTY_COL, \"size\"),\n",
" region = (REGION_COL, \"last\"),\n",
" country = (COUNTRY_COL, \"last\")\n",
" )\n",
")\n",
"\n",
"df_aum_m = (\n",
" df_aum\n",
" .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n",
" .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n",
" .agg(\n",
" aum_qty = (AUM_QTY_COL, \"sum\"),\n",
" aum_val = (AUM_VAL_COL, \"sum\"),\n",
" fund = (FUND_COL, \"last\"),\n",
" asset_type = (ASSET_COL, \"last\"),\n",
" region = (REGION_COL, \"last\"),\n",
" country = (COUNTRY_COL, \"last\")\n",
" )\n",
")\n",
"\n",
"keys = pd.concat([\n",
" df_flows_m[[ID_COL, ISIN_COL, \"month\"]],\n",
" df_aum_m[[ID_COL, ISIN_COL, \"month\"]]\n",
"]).drop_duplicates()\n",
"\n",
"df_rel_m = (\n",
" keys\n",
" .merge(df_aum_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\")\n",
" .merge(df_flows_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\",\n",
" suffixes=(\"\", \"_flow\"))\n",
")\n",
"\n",
"for c in [\"aum_qty\",\"aum_val\",\"net_flow_qty\",\"gross_flow_qty\",\n",
" \"sub_qty\",\"red_qty\",\"n_tx\"]:\n",
" df_rel_m[c] = df_rel_m[c].fillna(0)\n",
"\n",
"df_rel_m[\"region\"] = df_rel_m[\"region\"].fillna(df_rel_m.get(\"region_flow\"))\n",
"df_rel_m[\"country\"] = df_rel_m[\"country\"].fillna(df_rel_m.get(\"country_flow\"))\n",
"df_rel_m[\"active_rel_month\"] = (df_rel_m[\"gross_flow_qty\"] > 0).astype(int)\n",
"df_rel_m[\"holding_rel_month\"] = (df_rel_m[\"aum_qty\"] > 0).astype(int)\n",
"df_rel_m[\"flow_to_aum_rel\"] = df_rel_m[\"net_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
"df_rel_m[\"turnover_rel\"] = df_rel_m[\"gross_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n",
"\n",
"# --- NAV returns & interest rates ---\n",
"df_nav_m = (\n",
" df_nav\n",
" .dropna(subset=[NAV_ISIN_COL, \"month\", NAV_PRICE_COL])\n",
" .sort_values([NAV_ISIN_COL, \"month\"])\n",
" .groupby([NAV_ISIN_COL, \"month\"], as_index=False).tail(1).copy()\n",
")\n",
"df_nav_m[\"ret_fund_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_PRICE_COL].pct_change()\n",
"df_nav_m[\"ret_bench_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_BENCH_COL].pct_change()\n",
"df_nav_m[\"active_return_m\"] = df_nav_m[\"ret_fund_m\"] - df_nav_m[\"ret_bench_m\"]\n",
"df_nav_m = df_nav_m.rename(columns={NAV_ISIN_COL: ISIN_COL})[\n",
" [ISIN_COL, \"month\", \"ret_fund_m\", \"ret_bench_m\", \"active_return_m\"]\n",
"]\n",
"\n",
"df_rates_m = (\n",
" df_rates.dropna(subset=[\"month\", RATE_VAL_COL])\n",
" .sort_values(RATE_DATE_COL)\n",
" .groupby(\"month\", as_index=False).tail(1).copy()\n",
")\n",
"df_rates_m[\"delta_rate_m\"] = df_rates_m[RATE_VAL_COL].diff()\n",
"df_rates_m = df_rates_m[[\"month\", RATE_VAL_COL, \"delta_rate_m\"]]\n",
"\n",
"df_rel_m = df_rel_m.merge(df_nav_m, on=[ISIN_COL, \"month\"], how=\"left\")\n",
"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": "markdown",
"id": "9121da21",
"metadata": {},
"source": [
"---\n",
"## 4. Feature Engineering\n",
"\n",
"Features are built at three levels of granularity:\n",
"- **Account × month**: activity flags, turnover, drawdown\n",
"- **Account × ISIN**: entry/exit events, holding duration, performance reactivity\n",
"- **Account (static)**: aggregated behavioral summary used for clustering\n",
"\n",
"Asset type and fund composition shares are computed separately and used as **descriptive** post-clustering variables only.\n"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "d4a01bcc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Monthly panel 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": [
"# 4a. Monthly account-level panel\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(\"Monthly panel shape:\", df_month.shape)\n",
"\n",
"# 4b. ISIN-level features (entry/exit, performance reactivity)\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",
"# 4c. Asset type & fund composition 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",
"# 4d. Static client-level features\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": "markdown",
"id": "c383042d",
"metadata": {},
"source": [
"---\n",
"## 5. Part 1 — Global Clustering (All Accounts)\n",
"\n",
"### Objective\n",
"Segment the full client base into behavioral profiles using 8 selected features. The analysis covers ~7,000 accounts with at least 6 months of history.\n",
"\n",
"### Feature set\n",
"| Feature | Description |\n",
"|---|---|\n",
"| `flow_freq` | Proportion of months with at least one transaction |\n",
"| `gross_flow_to_aum` | Total gross flows relative to mean AUM (clipped p90, log-transformed) |\n",
"| `n_isin_total` | Total number of distinct ISINs held over the period |\n",
"| `avg_holding_months_per_isin` | Average holding duration per ISIN |\n",
"| `exit_rate_per_isin` | Average number of full exits per ISIN |\n",
"| `flow_direction_balance` | Ratio of net to gross flows (buyer vs seller signal) |\n",
"| `aum_qty_mean` | Log mean AUM — only size variable retained |\n",
"| `months_since_last_tx` | Months since last transaction (recency signal, most discriminant feature) |\n",
"\n",
"### Preprocessing\n",
"- MAD winsorization (3σ) for long-tailed distributions\n",
"- Clip p90 + log-transform for `gross_flow_to_aum` and `flow_freq`\n",
"- RobustScaler before K-means\n",
"- Geographic and allocation variables excluded from clustering (used post-hoc as descriptors)\n"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "0d8b7276-8213-4667-979c-d97b3729162a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accounts after quality filters: 7177\n",
"Accounts: 7177 | Features: 8\n",
"Points > 5 std after scaling: 0 (0.0%)\n",
" k inertia silhouette davies_bouldin\n",
" 2 20240.673342 0.421930 0.973123\n",
" 3 16711.420111 0.241169 1.543030\n",
" 4 14679.824806 0.231005 1.511161\n",
" 5 13213.816987 0.228496 1.409421\n",
" 6 12021.187284 0.223428 1.417110\n",
" 7 11112.958987 0.229601 1.420989\n"
]
},
{
"data": {
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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=0.4219 | db=0.9731\n",
" n_comptes pct\n",
"cluster_k2 \n",
"1 1269 17.7\n",
"2 5908 82.3\n",
"K=4 | sil=0.2310 | db=1.5112\n",
" n_comptes pct\n",
"cluster_k4 \n",
"1 1478 20.6\n",
"2 1820 25.4\n",
"3 1171 16.3\n",
"4 2708 37.7\n"
]
}
],
"source": [
"# 2f. Engineered ratios\n",
"dfc = df_client_base.copy()\n",
"\n",
"dfc[\"gross_flow_to_aum\"] = np.where(\n",
" dfc[\"aum_qty_mean\"] > 1,\n",
" dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"], 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\"Accounts after quality filters: {len(dfc)}\")\n",
"\n",
"# 5a. 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",
" \"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() # working copy for preprocessing\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 = \"aum_qty_mean\"\n",
"if col in dfc_clean.columns:\n",
" vals = dfc_clean[col].to_numpy(dtype=float)\n",
" dfc_clean[col] = winsorize_mad(\n",
" pd.Series(np.log1p(np.clip(vals, 0, None))), n_sigma=3\n",
" )\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",
"# 5b. 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()\n",
"plt.savefig(\"k_selection_global.png\", dpi=300, bbox_inches=\"tight\")\n",
"plt.show()\n",
"\n",
"# 5c. Final clustering K=4\n",
"RESULTS_GLOBAL = {}\n",
"for k in [2, 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) + 1\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)}))"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "8188f322-c38b-4f1c-b67f-899b5fb71482",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"================================================================================\n",
"PREPROCESSING DIAGNOSTIC — Global clustering (K=4, 8 features)\n",
"================================================================================\n",
"\n",
"--- Check 1: Extreme values after scaling (threshold: 5 std) ---\n",
" n_extreme pct_extreme STATUS\n",
"flow_freq 0 0.0 OK\n",
"gross_flow_to_aum 0 0.0 OK\n",
"n_isin_total 0 0.0 OK\n",
"avg_holding_months_per_isin 0 0.0 OK\n",
"exit_rate_per_isin 0 0.0 OK\n",
"flow_direction_balance 0 0.0 OK\n",
"aum_qty_mean 0 0.0 OK\n",
"months_since_last_tx 0 0.0 OK\n",
"\n",
"→ 0 feature(s) above 1% threshold\n",
"\n",
"--- Check 2 + 3: Discriminant power (η²) and ANOVA significance ---\n",
" A feature passes if η² > 0.05 OR ANOVA p < 0.05\n",
" feature eta2 F_stat p_value note STATUS\n",
" flow_freq 0.8126 10368.87 0.00000 OK\n",
"avg_holding_months_per_isin 0.5713 3185.95 0.00000 OK\n",
" months_since_last_tx 0.4229 1751.79 0.00000 OK\n",
" flow_direction_balance 0.3431 1062.83 0.00000 OK\n",
" n_isin_total 0.2364 740.07 0.00000 OK\n",
" exit_rate_per_isin 0.1653 473.65 0.00000 OK\n",
" aum_qty_mean 0.0797 207.17 0.00000 OK\n",
" gross_flow_to_aum 0.0022 5.01 0.00181 low η² but significant ANOVA — retained OK\n",
"\n",
"→ 0 feature(s) failing both η² and ANOVA criteria\n"
]
}
],
"source": [
"# ============================================================\n",
"# PREPROCESSING DIAGNOSTIC \n",
"# ============================================================\n",
"\n",
"def feature_diagnostic_full(dfc, features, X_scaled, feature_names_scaled,\n",
" cluster_col=None, label=\"\"):\n",
" \"\"\"\n",
" Full preprocessing diagnostic:\n",
" - Check 1: extreme values after scaling (> 5 std)\n",
" - Check 2: variance ratio eta² per feature\n",
" - Check 3: one-way ANOVA F-statistic per feature\n",
" \n",
" A feature passes if:\n",
" - Check 1: pct extreme < 1%\n",
" - Check 2 + 3 combined: eta² > 0.05 OR ANOVA p < 0.05\n",
" (a feature with low eta² but significant ANOVA is retained —\n",
" it may have modest effect size but genuine discriminant power)\n",
" \"\"\"\n",
" print(f\"\\n{'='*80}\")\n",
" print(f\"PREPROCESSING DIAGNOSTIC — {label}\")\n",
" print(f\"{'='*80}\")\n",
"\n",
" # ── Check 1 — Extreme values after scaling ────────────────────────────\n",
" print(\"\\n--- Check 1: Extreme values after scaling (threshold: 5 std) ---\")\n",
" X_df = pd.DataFrame(X_scaled, columns=feature_names_scaled)\n",
" extreme_by_feat = (X_df.abs() > 5).sum().sort_values(ascending=False)\n",
" extreme_pct = extreme_by_feat / len(X_df) * 100\n",
"\n",
" check1 = pd.DataFrame({\n",
" \"n_extreme\": extreme_by_feat,\n",
" \"pct_extreme\": extreme_pct.round(2),\n",
" \"STATUS\": [\"⚠ FAIL\" if p > 1 else \"OK\" for p in extreme_pct]\n",
" })\n",
" print(check1.to_string())\n",
" n_fail_1 = (check1[\"STATUS\"] == \"⚠ FAIL\").sum()\n",
" print(f\"\\n→ {n_fail_1} feature(s) above 1% threshold\")\n",
"\n",
" # ── Check 2 + 3 — η² and ANOVA (combined) ────────────────────────────\n",
" print(\"\\n--- Check 2 + 3: Discriminant power (η²) and ANOVA significance ---\")\n",
" print(\" A feature passes if η² > 0.05 OR ANOVA p < 0.05\")\n",
" \n",
" if cluster_col and cluster_col in dfc.columns:\n",
" rows = []\n",
" for col in features:\n",
" if col not in dfc.columns:\n",
" continue\n",
" vals = pd.to_numeric(dfc[col], errors=\"coerce\").to_numpy(dtype=float)\n",
" labels = dfc[cluster_col].to_numpy()\n",
" finite = np.isfinite(vals)\n",
" if finite.sum() < 10:\n",
" continue\n",
" vals_f = vals[finite]\n",
" labels_f = labels[finite]\n",
"\n",
" # η²\n",
" grand_mean = np.mean(vals_f)\n",
" ss_total = np.sum((vals_f - grand_mean) ** 2)\n",
" ss_between = sum(\n",
" np.sum(labels_f == k) *\n",
" (np.mean(vals_f[labels_f == k]) - grand_mean) ** 2\n",
" for k in np.unique(labels_f)\n",
" )\n",
" eta2 = ss_between / (ss_total + 1e-9)\n",
"\n",
" # ANOVA\n",
" groups = [vals_f[labels_f == k] for k in np.unique(labels_f)\n",
" if (labels_f == k).sum() > 1]\n",
" f_stat, p_val = stats.f_oneway(*groups) if len(groups) >= 2 \\\n",
" else (np.nan, np.nan)\n",
"\n",
" # Combined status: fail only if BOTH criteria fail\n",
" fail = (eta2 < 0.05) and (np.isnan(p_val) or p_val > 0.05)\n",
" note = \"\"\n",
" if eta2 < 0.05 and not fail:\n",
" note = \"low η² but significant ANOVA — retained\"\n",
"\n",
" rows.append({\n",
" \"feature\": col,\n",
" \"eta2\": round(eta2, 4),\n",
" \"F_stat\": round(f_stat, 2) if not np.isnan(f_stat) else np.nan,\n",
" \"p_value\": round(p_val, 6) if not np.isnan(p_val) else np.nan,\n",
" \"note\": note,\n",
" \"STATUS\": \"⚠ FAIL\" if fail else \"OK\",\n",
" })\n",
"\n",
" df_diag = pd.DataFrame(rows).sort_values(\"eta2\", ascending=False)\n",
" print(df_diag.to_string(index=False))\n",
" n_fail_23 = (df_diag[\"STATUS\"] == \"⚠ FAIL\").sum()\n",
" print(f\"\\n→ {n_fail_23} feature(s) failing both η² and ANOVA criteria\")\n",
"\n",
" else:\n",
" print(\"No cluster column provided — skipping.\")\n",
" df_diag = None\n",
" n_fail_23 = 0\n",
"\n",
" return check1, df_diag\n",
"\n",
"\n",
"# ── Run diagnostic on global clustering features ──────────────────────────\n",
"check1_g, diag_g = feature_diagnostic_full(\n",
" dfc = dfc,\n",
" features = base_features_global,\n",
" X_scaled = X_global_scaled,\n",
" feature_names_scaled = list(X_global.columns),\n",
" cluster_col = \"cluster_k4\",\n",
" label = \"Global clustering (K=4, 8 features)\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "1c0ea35a",
"metadata": {},
"outputs": [
{
"data": {
"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",
"=== Median behavioral features — K=4 ===\n",
" gross_flow_to_aum flow_freq flow_direction_balance n_isin_total avg_holding_months_per_isin exit_rate_per_isin aum_qty_mean months_since_last_tx\n",
"cluster_k4 \n",
"1 1.159 0.043 -1.000 3.0 60.000 0.400 174.302 27.0\n",
"2 1.476 0.012 -1.000 3.0 12.000 0.714 29.191 127.0\n",
"3 5.351 0.617 -0.006 12.0 28.897 0.667 6391.751 3.0\n",
"4 7.889 0.071 0.000 1.0 11.333 1.000 195.345 69.0\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"=== Median allocation — K=4 ===\n",
" share_asset_fixed_income share_asset_diversified share_asset_equity share_fund_carmignac_patrimoine\n",
"cluster_k4 \n",
"1 0.000 0.373 0.227 0.260\n",
"2 0.000 0.326 0.099 0.156\n",
"3 0.284 0.207 0.154 0.149\n",
"4 0.768 0.000 0.000 0.000\n"
]
}
],
"source": [
"# 5d. Cluster profiles\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",
" \"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_global = plot_heatmap_annotated(\n",
" dfc,\n",
" profile_vars = profile_vars_behavior,\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Cluster Signatures — Global Clustering (K=4)\\n\"\n",
" \"Color: robust z-score | Values: cluster medians\",\n",
" figsize = (16, 4)\n",
")\n",
"print(\"\\n=== Median behavioral features — K=4 ===\")\n",
"print(prof_global.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",
" ] if c in dfc.columns\n",
"]\n",
"\n",
"prof_alloc = plot_heatmap_annotated(\n",
" dfc,\n",
" profile_vars = profile_vars_allocation,\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Product Allocation by Cluster — Global Clustering (K=4)\\n\"\n",
" \"Color: robust z-score | Values: cluster medians | Post-clustering descriptor\",\n",
" figsize = (14, 4)\n",
")\n",
"print(\"\\n=== Median allocation — K=4 ===\")\n",
"print(prof_alloc.round(3).to_string())"
]
},
{
"cell_type": "markdown",
"id": "9fb2786e",
"metadata": {},
"source": [
"---\n",
"### 5e. Asset-Type Sub-Clustering & Cross-Analysis\n",
"\n",
"A complementary clustering is performed **within each asset type** (Fixed Income, Diversified, Equity, Alternative) using the same behavioral features restricted to each asset's positions. The cross-analysis with the global clustering uses the Adjusted Rand Index to measure how much the two segmentations overlap.\n"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "bea76665-7a28-44ac-80a3-e32c595ff630",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Asset types available ===\n",
"Product - Asset Type\n",
"Equity 2002728\n",
"Diversified 1365811\n",
"Fixed Income 933096\n",
"Alternative 210440\n",
"Private Assets 118\n",
"Name: count, dtype: int64\n",
"\n",
"Accounts per asset type:\n",
"Product - Asset Type\n",
"Diversified 4159\n",
"Fixed Income 3932\n",
"Equity 3899\n",
"Alternative 1317\n",
"Private Assets 11\n",
"Name: Registrar Account - ID, dtype: int64\n",
"\n",
"Retained asset types (>= 50 accounts): ['Alternative', 'Diversified', 'Equity', 'Fixed Income']\n",
"\n",
"============================================================\n",
"ASSET TYPE: Alternative\n",
"============================================================\n",
" k silhouette davies_bouldin\n",
" 2 0.4577 0.9931\n",
" 3 0.3432 1.1315\n",
" 4 0.2579 1.3841\n",
" 5 0.2823 1.2409\n",
" 6 0.2644 1.3500\n",
"→ Retained K: 2 (silhouette=0.4577)\n",
" n_accounts pct\n",
"cluster_alternative \n",
"0 310 23.5\n",
"1 1007 76.5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Medians — Alternative:\n",
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
"cluster_alternative \n",
"0 0.085 1.039 1.000 0.104 5.776 12.0 0.915 0.085\n",
"1 0.069 4.730 0.512 -0.072 5.063 66.0 0.000 1.000\n",
"\n",
"============================================================\n",
"ASSET TYPE: Diversified\n",
"============================================================\n",
" k silhouette davies_bouldin\n",
" 2 0.6037 0.6502\n",
" 3 0.5111 0.8181\n",
" 4 0.4851 0.9788\n",
" 5 0.4695 0.8712\n",
" 6 0.3429 1.1031\n",
"→ Retained K: 2 (silhouette=0.6037)\n",
" n_accounts pct\n",
"cluster_diversified \n",
"0 3369 81.0\n",
"1 790 19.0\n"
]
},
{
"data": {
"image/png": 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z5s1lniNTU1NYW1vj6tWrMvVqa2tnGe76I68LRSga4927dxEdHY2uXbvKLG7Rvn37LPPUZSc2NhaCIMj0CMwsKioKurq6MDMzk1umXbt28PPz++62ePHib8azbt06XL58GePGjftmTIrI/Jo9f/48NDQ0pMOE07m7u0MQBJw/f15mf5UqVWTmyStRogT++OMPXLx4Mctw9e9JfyynTp3KdijmjwoMDMTOnTsxYcIE1KpV65tlFbl2T5w4AZFIhOHDh2e5L32hjXPnzgEA+vXrJ3O/u7u7zP3prKysUK9ePZl9x44dQ7Vq1WBoaChznbu4uCAtLS3LEOH05/HDhw/ffIxERETqgENWiYh+Qvr6+gDwzeSEsjg7O6Np06bw8fHBli1b4OzsDFdXV7Ru3fq7q1uGhYVBEASsXLkSK1euzLZMdHQ0LCwspLetrKwUjs3c3ByzZs3CzJkz8eLFC1y8eBEbNmyAt7c3zM3NZVaxzOjNmzcwMzPLMjG/vKGjOjo6MDExkdlnZGSE2NhYmX1nzpzB2rVr8eDBA5k5lPJqpcjMz1VMTAzi4uKwZ88e7NmzJ9tj0hcVGDBgAC5fvozOnTvD2toaderUQatWraRD5eSJjIzMdbzfSugoIjEx8btJ6BYtWuDkyZO4efMmqlatirCwMNy7d09mOOKLFy8gCAKaNGmSbR2ZF1ewsLDIcq3/yOtCEYrG+ObNGwBf54zMSEtLCyVLllT4fN9KYC9evBgTJkyAu7s7du7ciaJFi2YpU7JkyRydLztBQUFYsWIFOnXqJDMUPDc0NTVRrFgxmX2vX7+Gubm5tP1MZ2NjI70/o8zPKQCULl0aSUlJiImJydH13KJFC/j7+2PatGlYunQpateujcaNG6NZs2YQi3/s9+8HDx5gxowZaNWqlUxy7NOnTzLD/jU0NGBiYqLQtRsWFgZzc3MYGxvLPe/r168hFouztJtmZmYwNDTM8nxm17a/fPkSDx8+lLtIQ3p7lVlBWn2XiIgKLibkiIh+Qvr6+jA3N8fjx49zXYe8LzSZe36IRCJ4e3vj1q1bOHPmDC5cuABPT0/4+flhz54930yQpPcEcXd3z9IzIl3mL3O5WSVUJBKhTJkyKFOmDBo0aIAmTZrg0KFDchNyOaVIj73r169jyJAhqFGjBmbMmAEzMzNoaWlh//79+N///qfQeRT9n6TLvEJh+vPdpk0bufPqpc/tZ2Njg2PHjuHs2bO4cOECTpw4gZ07d2LYsGEYOXKk3Bjr1q373cchz8OHD3N9bEpKCl68eIGyZct+s1zDhg1RuHBhHD16FFWrVsXRo0chFotlVm6VSCQQiUTYsGFDtv/bzKtxZrcS5I+8LhSR0xhzy8jICCKRCHFxcXLL1KhRAytWrMCIESPg4eGB7du3Z+l9lzn5I096UiizS5cuYeLEiWjQoAFmzZqV8weSiba29g8nuhSh6Gu2UKFC2LFjB65evSp9zQUFBWHPnj3YvHlzrlcLjo2NxYgRI1C6dGnMnTtX5r7NmzfDx8dHetvS0hKnT59W+rWraHIsu9eRRCJBnTp10L9//2yPKV26tMzt9B9BfmR+QSIiol8FE3JERD+phg0bYs+ePbh58yaqVKmS4+PTh/7ExcXJDA1L73GTWeXKlVG5cmWMGTMGhw8fxvjx4xEUFITOnTvL/UKW3mNGS0sLLi4uOY4xN0qWLAlDQ8Nv9uQqUaIErl69iqSkJJlecmFhYbk+7/Hjx6Gjo4NNmzbJ9JDav3+/wnUYGhpmmxiR9z/JzMTEBHp6epBIJAo937q6umjRogVatGiB5ORkjBgxAuvWrcOgQYPkJkb9/PwUikXZjh8/js+fP383Iairq4sGDRrg2LFjmDJlCoKCglC9enWZXpilSpWCIAiwsrJCmTJlfiiub70ufoSiMaYPw3358qVML6OUlBSEh4fDwcHhm+fR1NREqVKlsgy/zqxRo0aYN28eJk+ejEGDBmHz5s0yCZbMyR950pNCGd2+fRvDhw9HxYoVsWLFiiw9FJXF0tISwcHBSEhIkOkl9+zZM+n9Gb18+TJLHS9evEDhwoWlScWcvGbFYjFq166N2rVrY8qUKVi3bh2WL1+Oq1evwsXFJce9viQSCcaPH4/4+Hj4+fll6fHbrl07mR6vmV/T37p2S5UqhYsXL+Ljx49ye8lZWlpCIpHg5cuX0l6GwNchznFxcVmez+yUKlUKiYmJCr8/pF+nGc9HRESkrjiHHBHRT6p///7Q1dXFtGnTpKsSZhQWFoatW7fKPT69Z1rGOXoSExMRGBgoUy59jqmMypUrBwDSYZnpXwQzfzEtWrQonJ2dsWfPHkRERGSJQd5wJEXcvn072x45ISEh+Pjx4zeTGHXr1kVKSgr27t0r3SeRSLBjx45cx6OhoQGRSCTTMyY8PBynTp3KUlZXVzfbL/GlSpVCfHw8QkNDpfsiIiK+uXJn5hiaNm2K48eP49GjR1nuz/h8Z56DSVtbGzY2NhAE4Ztzorm4uOR6y63Q0FDMnz8fRkZG35znL12LFi0QEREBf39/hIaGonnz5jL3N2nSBBoaGvDx8clybQuCoND8VIq8Ln6EojFWrFgRJiYm2L17t8x5AwICvtnrLaPKlSvj7t273y3Xrl07eHp64saNGxgxYoTMdZLbOeSePn2KgQMHwtLSEr6+vtn2olKW33//HWlpaVle51u2bIFIJMLvv/8us//mzZvSORcB4O3btzh16hTq1Kkj7dGm6Gv248ePWeJRtB2Vx8fHBxcvXsTSpUuzHS5csmRJmddfenJOkWu3SZMmEAQh2yRr+rH169cHgCzvM+lJ+/T7v6V58+a4efMmLly4kOW+uLg4pKamyuy7d+8eDAwMvttTloiISB2whxwR0U+qVKlSWLJkCcaMGYMWLVqgbdu2sLOzQ3JyMm7evIljx45lmYg+ozp16qBEiRKYOnUqnj17Bg0NDezfvx9FihSR6d0REBCAXbt2wdXVFaVKlcKnT5+wd+9e6QT6wNehSLa2tjh69ChKly4NY2NjlC1bFnZ2dpgxYwa6d++O1q1bw83NDSVLlkRUVBRu3bqFd+/e4dChQ7l6/AcPHsThw4fh6uqKihUrQktLC0+fPsX+/fuho6ODwYMHyz3W1dUVTk5OWLhwIcLCwvDbb7/h9OnT0uFQuZmfqH79+vDz80P//v3RqlUrREdHY+fOnShVqlSWoZoVKlRAcHAw/Pz8YG5uDisrK1SqVAktWrTAkiVLMHz4cPTq1QufP3/Grl27UKZMGZnEwLeMGzcOV69ehZubGzp37gxbW1vExsbi3r17CA4OxrVr1wAAHh4eMDU1RdWqVVG0aFE8e/YMf/31F+rXr59ljq38dP36dXz58gUSiQQfP37Ev//+i9OnT0NfXx8+Pj4KzdtVv3596OnpYeHChdIkZUalSpXC6NGjsXTpUrx+/Rqurq7Q09NDeHg4Tp48CTc3N3h4eHzzHIq8Ln6EojFqaWlh9OjR8PLyQp8+fdCiRQuEh4fjwIEDCs/p9scff+DgwYN4/vz5d3sM9u7dG7GxsfDx8cGkSZOwZMkSiMXiXM0hl5CQAA8PD8TFxcHDwwNnz57N8hxk7P3bq1cvXLt2LddDnxs1aoSaNWti+fLleP36Nezt7XHp0iWcOnUKffr0yTJ83s7ODh4eHujVqxe0tbWxa9cuAMCIESOkZRR9za5evRrXr19H/fr1YWlpKW0fihUrJk2UlSpVCoaGhti9ezf09PSgq6sLJyenbJ/Xhw8fYs2aNahRowaio6Nx8OBBmfvbtm0r93lQ5NqtVasW2rZti+3bt+Ply5eoV68eJBIJbty4gZo1a6Jnz55wcHBA+/btsWfPHsTFxaFGjRq4c+cOAgIC4Orq+t3FJYCv7dDp06cxePBgtG/fHhUqVEBSUhIePXqE48eP49SpUzJDnC9fvoyGDRtyDjkiIioQmJAjIvqJ/fHHHzh06BA2bdqEU6dOYdeuXdDW1oa9vT0mT54ss4poZlpaWvDx8cGsWbOwcuVKmJmZoU+fPjA0NMSUKVOk5ZydnXHnzh0EBQUhKioKBgYGcHJywpIlS2S+KM6dOxdz5szBggULkJKSguHDh8POzg62trbYv38/fHx8EBAQgI8fP8LExATly5fHsGHDcv3Yu3TpgkKFCuHKlSs4ffo0EhISUKRIEdSpUweDBg1C+fLl5R6roaEBX19fzJs3DwEBARCLxWjcuDGGDRuGbt265Woeu9q1a2PevHnYsGED5s+fDysrK4wfPx6vX7/OkkCYPHkyvLy8sGLFCnz+/Bnt27dHpUqVUKRIEfj4+ODPP//E4sWLYWVlhbFjx+Lly5cKJ+RMTU3h7++P1atX4++//8auXbtgbGwMW1tbjB8/Xub5O3z4MPz8/JCYmIhixYqhV69eGDp0aI4fuzJt374dwNfr08DAADY2NhgxYgTc3NyynXssOzo6OmjUqBEOHz4MFxeXbBchGDhwIEqXLo0tW7Zg9erVAIBixYqhTp06aNSo0XfPoejr4kcoGmOXLl2QlpaGTZs2YdGiRbCzs8PatWvlLqSSWcOGDVGkSBEcPXpUof//iBEjEBsbK51LLrdzvn38+BFv374FACxdujTL/e3bt5dJyH369OmHFgYRi8VYu3YtvL29ERQUhAMHDsDS0hITJ06UrgyaUY0aNVC5cmWsXr0ab968ga2tLRYsWCAzDFjR12yjRo3w+vVr7N+/Hx8+fECRIkXg7OyMESNGSOfj09LSwp9//olly5Zh5syZSE1NxYIFC7K9nj5+/AhBEHDt2jVpkj2jbyXkFL12FyxYAHt7e+zbtw+LFi2CgYEBKlasKPM/mTt3LqysrBAQEICTJ0/C1NQUgwYNynZ11uwULlwY27dvh6+vL44dO4bAwEDo6+ujdOnSMs8N8LU35aNHj2QWaCEiIlJnIuFby24RERGpkZMnT2LYsGHYuXPnd1cbJVInq1evxoEDB3DixIlcLzCQlxISElCzZk14enoqNGyZ1M+8efNw/fp1HDhwgD3kiIioQOAcckREpJY+f/4sczstLQ3bt2+Hvr4+KlSooKKoiFSjb9++SExMxJEjR1QdSrauX78OCwsLpa2cTL+WDx8+YN++fRg9ejSTcUREVGCwhxwREamlqVOn4vPnz6hSpQqSk5Nx4sQJ3Lx5E2PHjsWgQYNUHR4RERERERVgTMgREZFaSp8/7eXLl/jy5Qusra3RrVs39OzZU9WhERERERFRAceEHBERERERERERUT7iHHJERERERERERET5iAk5IiIiIiIiIiKifMSEHBERERERERERUT7SVHUAeUG7iruqQ6CfjPut06oOgX4ymys3UnUI9BNhG0GZsY2gzNhOUEZsIygzthGU2TrhhapD+CkMFpVWqFxBfL7UMiFHRERERERERESqpSFSdQQ/LybkiIiIiIiIiIhI6TREzMjJw4QcEREREREREREpnbaYCTl5mJAjIiIiIiIiIiKl45BV+ZiQIyIiIiIiIiIipeOQVfmYkCMiIiIiIiIiIqXjkFX5mJAjIiIiIiIiIiKlE6s6gJ8YE3JERERERERERKR0HLIqHxNyRERERERERESkdByyKh8TckREREREREREpHRcZVU+JuSIiIiIiIiIiEjpOGRVPibkiIiIiIiIiIhI6ThkVT4m5IiIiIiIiIiISOk4ZFU+JuSIiIiIiIiIiEjpmJCTjwk5IiIiIiIiIiJSOg5ZlY8JOSIiIiIiIiIiUjou6iAfE3JERERERERERKR0HLIqHxNyRERERERERESkdByyKp/KE3KRkZG4ffs2oqKiAACmpqaoVKkSzMzMVBwZERERERERERHlFoesyqeyhFxiYiK8vLwQFBQEkUgEIyMjAEBsbCwEQUDLli0xe/ZsFC5cWFUhEhERERERERFRLomZkJNLrKoTz5s3D3fu3IGvry9CQkJw+fJlXL58GSEhIVi/fj1CQkIwb948VYVHREREREREREQ/QENbrNCWUzt27ECjRo3g6OiIzp07IyQkRG7ZAwcOwN7eXmZzdHSUKSMIAlauXIm6devCyckJffv2xYsXL3IcV06oLCF34sQJLFiwAPXq1YOGhoZ0v4aGBurWrYv58+fj+PHjqgqPiIiIiIiIiIh+gEhDrNCWE0FBQViwYAGGDRuGgIAAODg4wMPDA9HR0XKP0dfXx8WLF6XbmTNnZO7fsGEDtm/fjpkzZ2Lv3r0oXLgwPDw88OXLl1w9bkWoLCEnkUigpaUl934tLS1IJJJ8jIiIiIiIiIiIiJRFpCFSaMsJPz8/uLm5oWPHjrC1tcWsWbNQqFAh7N+/X34cIhHMzMykm6mpqfQ+QRCwbds2DBkyBK6urnBwcMCiRYsQERGBkydP5vqxf4/KEnINGjSAl5cX7t+/n+W++/fvY+bMmWjYsKEKIiMiIiIiIiIioh+loaWh0JacnIyEhASZLTk5OUt9ycnJuHfvHlxcXKT7xGIxXFxccPPmTblxJCYmomHDhqhfvz6GDBmCx48fS+8LDw9HZGSkTJ0GBgaoVKnSN+v8USpb1MHLywvjxo1Dhw4dYGRkBBMTEwBATEwM4uLiULduXXh5eakqPCIiIiIiIiIi+gFiBXu/+fr6wsfHR2bf8OHDMWLECJl9Hz58QFpaGooWLSqzv2jRonj27Fm2dZcpUwbz58+Hvb094uPjsXnzZnTt2hVHjhxBsWLFEBkZKa0jc51RUVEKxZ8bKkvIGRkZYePGjXj69Clu3bolfZCmpqaoXLkybGxsVBUaERERERERERH9IEWHow4aNAj9+vWT2aetra2UGKpUqYIqVarI3G7RogV2796N0aNHK+UcuaGyhFw6GxsbJt+IiIiIiIiIiNSMhrbG9wvha/JNkQRckSJFoKGhkWUBh+joaJl54b5FS0sL5cqVQ1hYGADAzMxMWoe5ublMnQ4ODgrVmRsqm0OOiIiIiIiIiIjUl0gsUmhTlLa2NipUqIDg4GDpPolEguDgYJlecN+SlpaGR48eSRNxVlZWMDMzk6kzISEBt2/fVrjO3FB5DzkiIiIiIiIiIlI/Yg3l9wPr168fJk2ahIoVK8LJyQlbt25FUlISOnToAACYOHEiLCwsMG7cOACAj48PKleuDGtra8TFxWHTpk148+YNOnfuDODrCqy9e/fG2rVrYW1tDSsrK6xcuRLm5uZwdXVVevzpmJAjIiIiIiIiIiKlE2srPyHXokULxMTEwNvbG5GRkShXrhw2btwoHbL69u1biMX/nTcuLg7Tp09HZGQkjIyMUKFCBezevRu2trbSMgMGDEBSUhK8vLwQFxeHatWqYePGjdDR0VF6/OlEgiAIeVb7d6SlpeHff/+Fvb09DA0NlVavdhV3pdVF6sH91mlVh0A/mc2VG6k6BPqJsI2gzNhGUGZsJygjthGUGdsIymyd8ELVIfwUrjZuqFC5mn+fyeNIfj4qnUNOQ0MD7u7uiI2NVWUYRERERERERESkZCINkUJbQaTyIatly5ZFeHg4SpYsqepQiIiIiIiIiIhISTS0FFtltSBS+Sqro0ePxsKFC3HmzBlEREQgISFBZiMiIiIiIiIiol+PWEOk0FYQqbyH3MCBAwEAQ4YMgUj03z9BEASIRCI8ePBAVaEREREREREREVEuFdThqIpQOCF36tQphSv9448/FC67bds2hcsSEREREREREdGvQUObQ1blUTghN2zYMJnbIpEIGRdozdi7LSe92pydnRUuS0REREREREREvwaRmD3k5FE4IRcaGir9+/Lly1iyZAnGjBmDKlWqAABu3ryJFStWYOzYsTkO4vr169i9ezfCw8OxcuVKWFhYIDAwEFZWVqhevXqO6yMiIiIiIiIiItUSa6h86YKfVq6emfnz58PT0xP16tWDvr4+9PX1Ua9ePUyZMgVz587NUV3Hjx+Hh4cHChUqhHv37iE5ORkAkJCQAF9f39yER0REREREREREKibW1lBoK4hylZALCwuDoaFhlv36+vp4/fp1jupau3YtZs2ahblz50JT878Oe1WrVsX9+/dzEx4REREREREREamYSCxWaCuIcvWoHR0d8eeffyIqKkq6LyoqCosXL4aTk1OO6nr+/Hm2w1INDAwQFxeXm/CIiIiIiIiIiEjFxBpihbaCSOE55DKaP38+hg8fjgYNGqB48eIAgLdv36J06dJYvXp1juoyNTVFWFgYrKysZPbfuHEDJUuWzE14am/GkHZwb/87jA10cfn2E4yYvw1PwiK+eUwJM2PMH9UZTes4QreQNp6+ikD/mZvx7/0XAIDkm5uzPW7y8r1Ytu2Ysh8CKUn9ob3QZMIgGBYzQ/jtB9gzYgZe/HNbbvnCRoZoO288qnRoBl0TI8S8fA3/0bNx9+hZAMC85xdRtLRVluPOrt6G3cO98uphkJKxjaB0bCMoO2wjKCO2E5QdthOUjm0E/Sixdq7STgVCrp4Za2trHDp0CJcuXcKzZ88AADY2NnBxcZFZbVURbm5umDdvHubPnw+RSIT379/j5s2bWLhwIYYOHZqb8NTa+L7NMaybKzy8NuLF6yjMHNoe/1s9DpU6TsWX5NRsjzE20MXZLZ44908oWg9fjqgP8bAtZYGPcZ+kZUq6jpY5pmkdJ6yf0RcBp27k5cOhH1DNrRU6LZuGnYOn4cXVm2g02h0jjm/DTPtGiI+MzlJeQ0sLo/7ejviIaKzvNAQfX7+HibUlEj/+1xN1QY02EGv8N36/REU7jD65A//6B+XLY6IfxzaC0rGNoOywjaCM2E5QdthOUDq2EaQMBXU4qiJynaoUiUSoW7cuatSoAW1t7Rwn4tINHDgQEokEffv2RVJSEnr27AltbW24u7ujV69euQ1PbY3o3hgLNhzG4bO3AAD9pm9E+MkVaNuwKvYev5btMRP6tUD4uxgMmPnfr1Iv3kTJlHkfLTs8uE2Dyjj7Tyiev45U7gMgpXEd2x+XNuxG8BZ/AMDOwVPh2LIRXNzdcHzh2izlXdzdoGdijEUuHSFJ/fphKvpluEyZhKgYmdtNJw9BxJMXeHTuSh49ClI2thGUjm0EZYdtBGXEdoKyw3aC0rGNIGUQaRTMBRsUkatUpUQiwerVq1GvXj1UqVIF4eFfX2QrVqyAv79/juoSiUQYMmQIrl69iv/973/Yu3cvgoODMXr06NyEptbKWJqhuJkxTl/9b7GLuIQkXLv7DDWdbOQe16p+Zdy4/wK7Fg1B+KkVuLZrBtzb/y63vLmJIZrXdcKWwAtKjZ+UR0NLC6WqVcSDk5ek+wRBwIOTl/Bb7arZHlOpjSueBf+LbqtnY9G7fzD9znE0mzJU7i8WGlpaqNmzHS5v3psnj4GUj20EpWMbQdlhG0EZsZ2g7LCdoHRsI0hZNLQ0FdoKolwl5NasWYOAgABMmDABWlpa0v12dnbYt29fjuqaMmUKEhISoK2tDVtbWzg5OUFPTw+JiYmYMmVKbsJTWxamX1e2fR8j++tSRHQcihU1kntcGUszDOrcEE/C3qPV0GXw9T+L5RO7o1drl2zL92rtgvjEzwg4ze7jPyt90yLQ0NRE3HvZXx7j30fCsJhZtseY/lYKVTu1gFhDAz4t+iFoziq4jhuAFtNGZFu+crsmKGxsiOAtOXtNk+qwjaB0bCMoO2wjKCO2E5QdthOUjm0EKYtIQ6zQVhDl6lEfPHgQc+bMQZs2bSDOkO22t7eXzimnqMDAQHz58iXL/s+fP+PgwYO5CU9tdGteCzGX1kg3Lc3cdfUUi0W4GfoS030O4NbDMGw6cA6bAs5jQKcG2Zbv27Yedh29IneOCPo1icQixEdE4a+BUxD2713c2Ps/HJ3ng98H98i2vItHF9w7ehaxb789gS+pDtsIUia2EeqHbQQpG9sJ9cN2gpSJbQRlhwk5+XLVL/D9+/coVapUlv2CICA1VbFGNSEhAYIgQBAEfPr0CTo6OtL70tLScP78eZiYmOQmPLVx+NwtXLv7X4JT5/+7cVqYGOJdVKx0v3lRQ9x+GCa3nrdRH/Hg2RuZfaHP36D9H9WylK1TpSzsyxRHj8nrfjR8ykMJUR+QlpoKQwtTmf0GFmaIe5f9PByxbyORlpICQSKR7nv34CmMiptDQ0sLaSkp0v0mpSxRzrUOfDsMzpsHQErBNoLkYRtBANsI+ja2EwSwnSD52EaQsogL6HBUReQqDWlra4vr169n2X/s2DGUK1dOoTqqV68OZ2dniEQiNG3aFDVq1JButWrVgqenJ3r0yD6TXlAkJH7G01cR0u3+szd4G/kRDWuWl5Yx0CsE54q/4WrIU7n1BN96AjvrYjL7ypYqhrC3WVfG6deuHm7cf4GQR6+U90BI6dJSUhB24y4c/vhvGIBIJILDHy54Fvxvtsc8vXQd5ralZRZgsbArg49v3su8OQKAS7/OiI+Ixp0jp/PmAZBSsI0gedhGEMA2gr6N7QQBbCdIPrYRpCzsISdfrh710KFDMWfOHKxfvx6CIODEiROYNm0a1q1bh2HDhilUx7Zt27BlyxYIggBvb29s3bpVuu3cuRNnzpzBkCFDchOeWlu1829M6d8KrepXRkVbS/jN6Y83kR9x8Mx/jeKxdeMxpEsj6e2Vf51ATcffMMm9JWxKmqNrs5ro37E+1u2RbfwM9AqhY+Ma2BxwPt8eD+XeyWUbUXdAN9Tq3RHFHGzQbe08aOvp4rLf14VV+m5dinbzJ0rLn1/7F3RNjOC2cgbMy5ZBxRYN0cxzKM6t3iZTr0gkQu1+nRC8dT8kaWn5+pjox7GNoHRsIyg7bCMoI7YTlB22E5SObQQpg1hDrNBWEOWq76CrqyvWrVuH1atXo3DhwvD29kb58uWxbt061KlTR6E6nJ2dAQCnTp1CiRIlZLLoJN+SLUehV1gHa6b1gbGBLi7deozWw5bJzL/wW0lzmBobSG/fuP8CncetxtwRHTF1YBu8eB2JcYt3YddR2aWl3ZrWhAjAnmNX8+vh0A+4sfd/MDAzQevZY2BYzAzhtx5gVbM+iI/4OvGqSSlLCBJBWv5D+Ft4N+2DzsunY3rIMXx8/Q6nV/rh+ELZ4QIOrnVR1NqKqx39othGUDq2EZQdthGUEdsJyg7bCUrHNoKUgUNW5RMJgiB8v1jeOX/+PHR1dVG9enUAwI4dO7B3717Y2trCy8sLRkbyV/ORR7uKu7LDpF+c+y12hSZZmys3+n4hKjDYRlBmbCMoM7YTlBHbCMqMbQRltk54oeoQfgpR3uMUKmc6cmkeR/LzUXm/wMWLF+PTp08AgIcPH2LBggWoX78+wsPD8eeff6o4OiIiIiIiIiIiyg2RWKzQVhAp3HfQ2dkZx44dg4mJCWrUqPHNIabXrl1TOIDw8HDY2NgAAE6cOIFGjRph7NixuHfvHgYOHKhwPURERERERERE9PPQ0NZSdQg/LYUTclOmTIG+vj4AwNPTU2kBaGlp4fPnzwCAy5cvo127dgAAIyMjJCQkKO08RERERERERESUfwrqCqqKUDghFxoaiqZNm0JbWxtWVlaoUqUKNDV/fHK+qlWrYsGCBahatSru3LmDFStWAABevHiBYsWKfftgIiIiIiIiIiL6KeXVcNQdO3Zg06ZNiIyMhIODA6ZPnw4nJ6dsy+7duxeBgYF4/PgxAKBChQoYO3asTPnJkycjICBA5ri6deti06ZNeRI/kIM55P766y8kJiYCAHr37o3Y2FilBODl5QVNTU0cP34cM2bMgIWFBYCviz3Uq1dPKecgIiIiIiIiIqL8JdbWVGjLiaCgICxYsADDhg1DQEAAHBwc4OHhgejo6GzLX716FS1btsS2bduwe/duFC9eHO7u7nj//r1MuXr16uHixYvSbdmyZbl+3IpQ+FFbWlpi+/btqFOnDgRBwM2bN+WugFqjRg2FAyhRogR8fX2z7FfmsFgiIiIiIiIiIspfedFDzs/PD25ubujYsSMAYNasWTh79iz279+f7VoES5fKruA6d+5cHD9+HMHBwdJp0wBAW1sbZmZmSo9XHoUTchMnTsSMGTPg6+sLkUiE4cOHZ1tOJBLhwYMHCgfw5s2bb95fokQJhesiIiIiIiIiIqKfg0isodT6kpOTce/ePQwaNEi6TywWw8XFBTdv3lSojqSkJKSmpmbpZHbt2jXUrl0bhoaGqFWrFkaPHo0iRYooNf6MFE7Iubq6wtXVFZ8+fUK1atVw7NgxFC1a9IcDaNSo0TdXbM1Jco+IiIiIiIiIiH4SmoqtspqcnIzk5GSZfdra2tDW1pbZ9+HDB6SlpWXJRxUtWhTPnj1T6FxLliyBubk5XFxcpPvq1auHxo0bw8rKCq9evcKyZcswYMAA7NmzBxoayk0qpsvxqgx6enrYtm0brKyslLKoQ2BgoMztlJQUPHjwAH5+fhgzZswP109ERERERERERPlPpGAyy9fXFz4+PjL7hg8fjhEjRig1nvXr1yMoKAjbtm2Djo6OdH/Lli2lf9vb28Pe3h6urq7SXnN5QeGMWkJCAvT19QEA5cuXx+fPn+WWTS+nCAcHhyz7HB0dYW5ujk2bNqFJkyYK10VERERERERERD8JBYesDho0CP369ZPZl7l3HAAUKVIEGhoaWRZwiI6Ohqmp6TfPsWnTJqxfvx5+fn7Z5qIyKlmyJIoUKYKXL1+qPiFXo0YNXLx4EUWLFkX16tWzHWYqCEKO55CTp0yZMrhz584P10NERERERERERPlPpOCQ1eyGp8orV6FCBQQHB8PV1RUAIJFIEBwcjJ49e8o9bsOGDVi3bh02bdoER0fH757n3bt3+PjxY54u8qBwQm7r1q3SCe+2bdumtAASEhJkbguCgIiICPj4+MDa2lpp5yEiIiIiIiIionyk5EUdAKBfv36YNGkSKlasCCcnJ2zduhVJSUno0KEDgK+LklpYWGDcuHEAvg5T9fb2xtKlS2FpaYnIyEgAgK6uLvT09PDp0yf4+PigadOmMDU1xatXr7B48WJYW1ujXr16So8/ncIJOWdn52z//lHZ9bYTBAHFixfHsmXLlHYeIiIiIiIiIiLKR3mQkGvRogViYmLg7e2NyMhIlCtXDhs3bpQOWX379i3EYrG0/O7du5GSkoKRI0fK1JM+R52GhgYePXqEwMBAxMfHw9zcHHXq1MGoUaMU6rWXW7laleH8+fPQ1dVF9erVAQA7duzA3r17YWtrCy8vryxLx35L5t52YrEYRYoUgbW1tVIWjSAiIiIiIiIiovyn6JDVnOrZs6fcIarbt2+XuX369Olv1lWoUCFs2rRJabEpSvz9IlktXrwYnz59AgA8fPgQCxYsQP369REeHo4///wzR3U5OzvLbNWrV4eNjQ2TcUREREREREREvzKxhmJbAZSrrFd4eDhsbGwAACdOnECjRo0wduxY3Lt3DwMHDvzu8adOnVL4XH/88UduQiQiIiIiIiIiIhUSaRTMZJsicpWQ09LSwufPnwEAly9fRrt27QAARkZGWRZpyM6wYcMUOo+yVmwlIiIiIiIiIqJ8lkdDVtVBrhJyVatWxYIFC1C1alXcuXMHK1asAAC8ePECxYoV++7xoaGhuTktERERERERERH9IkQFdDiqInI1h5yXlxe0tLRw/PhxzJgxAxYWFgC+LvaQl0vCEhERERERERHRL0IsVmwrgHLcQy41NRXXrl3DnDlzYGZmJnOfp6enwvUEBwdjzpw52Lt3L/T19WXui4+PR9euXTFz5kzUqFEjpyESEREREREREZGKiTS1VR3CTyvHaUhNTU3MmDEDycnJP3TirVu3ws3NLUsyDgAMDAzQpUsXbNmy5YfOQUREREREREREKsIecnLl6lE7OTn98GILDx8+/Obw1jp16uDevXs/dA4iIiIiIiIiIlINkYaGQltBlKtFHbp164Y///wT7969Q4UKFVC4cGGZ+x0cHL5bR1RUFDQ15Z9eU1MTMTExuQmPiIiIiIiIiIhUjUNW5cpVQm7s2LEAgLlz50r3iUQiCIIAkUikUO85CwsLPH78GNbW1tne//Dhwyxz1BERERERERER0a9BVECHoyoiVwm5U6dO/fCJ69evj5UrV6JevXrQ0dGRue/z589YtWoVGjZs+MPnISIiIiIiIiIiFRAXzOGoishVQs7S0vKHTzxkyBCcOHECTZs2RY8ePVCmTBkAwLNnz7Bz506kpaVh8ODBP3weIiIiIiIiIiJSAXGu0k4FQq6fmcDAQOzevRvh4eHYs2cPLC0tsWXLFlhZWcHV1fW7x5uammL37t2YOXMmli1bBkEQAHwd+lq3bl14eXnB1NQ0t+EREREREREREZEKCSIOWZUnVwm5nTt3wtvbG3369MG6desgkUgAAIaGhti6datCCTnga0+7DRs2IDY2Fi9fvgQAWFtbw8jIKDdhERERERERERHRz4IJObly9cz89ddfmDt3LoYMGQJxhgn6KlasiEePHuW4PiMjIzg5OcHJyYnJOCIiIiIiIiIidaChodhWAOWqh1x4eDjKlSuXZb+2tjaSkpJ+OCgiIiIiIiIiIvq1cciqfLl6ZqysrPDgwYMs+y9cuAAbG5sfDoqIiIiIiIiIiH5xIrFiWwGUqx5y/fr1w+zZs5GcnAwACAkJwf/+9z+sX78ec+fOVWqARERERERERET0C+Iqq3Ll6pnp3LkzdHR0sGLFCiQlJWHcuHEwNzeHp6cnWrZsqewYiYiIiIiIiIjoF8Mhq/LlOlXZpk0btGnTBklJSUhMTETRokWVGRcREREREREREf3KmJCTK1fPzJo1a/Dq1SsAQOHChZmMIyIiIiIiIiIiWWINxbYCKFcJuWPHjqFJkybo2rUrduzYgZiYGGXHRUREREREREREvzBBJFZoK4hy9agPHTqEQ4cOwdnZGZs3b8bvv/+OgQMH4vDhw0hKSlJ2jERERERERERE9KsRixXbCqBcP+qyZcti7NixOHXqFLZu3QpLS0vMnz8fderUUWZ8RERERERERET0KxKJFdsKIKWsP6urq4tChQpBS0sLnz59UkaVRERERERERET0KxMrJe2klnKdhnz16hXWrl2Lli1bomPHjrh//z5GjBiBS5cuKTM+IiIiIiIiIiL6BeXVHHI7duxAo0aN4OjoiM6dOyMkJOSb5Y8ePYpmzZrB0dERrVu3xrlz52TjFASsXLkSdevWhZOTE/r27YsXL17kOK6cyFVCzs3NDU2aNMHx48fRoUMHnDlzBlu3bkXnzp1hYGCg7BiJiIiIiIiIiOhXkwdDVoOCgrBgwQIMGzYMAQEBcHBwgIeHB6Kjo7Mt/++//2LcuHHo1KkTAgMD8ccff2DYsGF49OiRtMyGDRuwfft2zJw5E3v37kXhwoXh4eGBL1++/NDD/5ZcJeRq166Nw4cPIzAwEB4eHrCwsFB2XERERERERERE9CsTayi25YCfnx/c3NzQsWNH2NraYtasWShUqBD279+fbflt27ahXr166N+/P2xsbDB69GiUL18ef/31F4CvveO2bduGIUOGwNXVFQ4ODli0aBEiIiJw8uTJH34K5MlVQm7MmDGwtbVVdixERERERERERKQmlD1kNTk5Gffu3YOLi4t0n1gshouLC27evJntMbdu3ULt2rVl9tWtWxe3bt0CAISHhyMyMlKmTgMDA1SqVEluncqg8Ox6CxYswKhRo6Crq4sFCxZ8s+yUKVN+ODAiIiIiIiIiIvqFKZhsS05ORnJyssw+bW1taGtry+z78OED0tLSULRoUZn9RYsWxbNnz7KtOyoqCqamplnKR0VFAQAiIyOl++SVyQsKJ+Tu37+P1NRU6d/yiESiH4/qB7nfOq3qEOgns7lyI1WHQD8ZthOUEdsIyoxtBGXGdoIyYhtBmbGNoMzWqTqAn4QEiuWINvj6wsfHR2bf8OHDMWLEiLwI66egcEJu+/bt2f5NRERERERERESUmUQQFCo3aNAg9OvXT2Zf5t5xAFCkSBFoaGhkWcAhOjo6Sy+4dKampll6umUsb2ZmJt1nbm4uU8bBwUGh+HMjV3PIERERERERERERfYug4KatrQ19fX2ZLbuEnLa2NipUqIDg4GDpPolEguDgYFSpUiXbGCpXrowrV67I7Lt8+TIqV64MALCysoKZmZlMnQkJCbh9+7bcOpVB4R5yw4cPV7jSzN0MiYiIiIiIiIioYEmTKNZDLif69euHSZMmoWLFinBycsLWrVuRlJSEDh06AAAmTpwICwsLjBs3DgDQu3dv9OrVC5s3b0b9+vURFBSEu3fvYvbs2QC+Tr3Wu3dvrF27FtbW1rCyssLKlSthbm4OV1dXpcefTuGEnIGBgfRvQRDw999/w8DAABUrVgQA3Lt3D3FxcWjSpInyoyQiIiIiIiIiol9KHuTj0KJFC8TExMDb2xuRkZEoV64cNm7cKB2C+vbtW4jF/w0IrVq1KpYsWYIVK1Zg2bJlKF26NFavXg07OztpmQEDBiApKQleXl6Ii4tDtWrVsHHjRujo6Cj/Afw/kSAoOKA3g8WLFyM2NhazZs2ChoYGACAtLQ2zZs2Cnp4eJk2apPRAc2KwqLRKz08/H06ySplxMmbKiG0EZcY2gjJjO0EZsY2gzNhGUGbJNzerOoSfQnR8okLlihro5nEkP59czSG3f/9+uLu7S5NxAKChoYG+ffviwIEDSguOiIiIiIiIiIh+TWkSQaGtIMpVQi4tLQ3Pnj3Lsv/Zs2eQSCQ/HBQREREREREREf3aJApuBZHCc8hl1KFDB0ydOhWvXr2Co6MjACAkJATr16+XTqJHREREREREREQFV84nSSs4cpWQmzRpEkxNTbF582ZERkYCAMzMzODh4QF3d3elBkhERERERERERL+egjocVRG5SsiJxWIMGDAAAwYMQEJCAgBAX18/S7kbN27A0dER2traPxYlERERERERERH9UgrqcFRF5GoOuYz09fWzTcYBX5eNff/+/Y+egoiIiIiIiIiIfjGCoNhWEOWqh5yihIL6rBIRERERERERFXBpzAvJlacJOSIiIiIiIiIiKpg4hZx8TMgREREREREREZHSsYOcfEzIERERERERERGR0nHIqnx5mpATiUR5WT0REREREREREf2kOGRVvhyvsioIAt68eYMvX74oVJaIiIiIiIiIiAoerrIqX64Sck2aNMHbt2+/W/bmzZsoWbJkrgJLTEzEP//8k6tjiYiIiIiIiIhItdIEQaGtIMpxQk4sFsPa2hofP37Mg3D+ExYWht69e+fpOYiIiIiIiIiIKG9IBEGhrSDKcUIOAMaNG4dFixbh0aNHyo6HiIiIiIiIiIjUQJpEsa0gytWiDpMmTUJSUhLatm0LLS0tFCpUSOb+a9eufbcOZ2fnb96flpaWm9CIiIiIiIiIiOgnkCIpoNk2BeQqIefp6fnDJ05OTka3bt1gZ2eX7f2vX7/G6tWrf/g8RERERERERESU/wrqcFRF5Coh1759+x8+sYODA4oVKya3rtDQUCbkiIiIiIiIiIh+UQV1OKoicjWHHPB10YXly5dj7NixiI6OBgCcO3cOjx8/Vuj4Bg0aID4+Xu79RkZGaNeuXW7DIyIiIiIiIiIiFUqRSBTaCqJcJeSuXbuG1q1bIyQkBCdOnEBiYiIA4OHDh1i1apVCdQwePBjDhw+Xe3/x4sWxYMGC3IRHREREREREREQqJhEU2wqiXCXkli5ditGjR8PPzw9aWlrS/bVq1cKtW7eUFRsREREREREREf2i0iSCQltBlKuE3KNHj+Dq6pplv4mJCT58+PDDQRERERERERER0a8tRSIotBVEuUrIGRgYIDIyMsv+Bw8ewMLC4oeDIiIiIiIiIiKiX5tEEBTaCqJcJeRatmyJJUuWIDIyEiKRCBKJBDdu3MDChQu5EAMREREREREREXHI6jfkKiE3ZswY/Pbbb2jQoAESExPRsmVL9OzZE1WqVMGQIUMUrictLQ3//PMP4uLichMGERERERERERH9pDhkVT7N3Bykra2NuXPnYtiwYXj06BE+ffqE8uXLo3Tp0jmqR0NDA+7u7ggKCoKhoWFuQiEiIiIiIiIiop+Qqoejfvz4EXPmzMGZM2cgFovRpEkTTJ06FXp6enLLr1q1ChcvXsTbt29hYmICV1dXjBo1CgYGBtJy9vb2WY5dtmwZWrZsqXBsuUrI+fj4wMPDA8WLF0fx4sWl+z9//oyNGzdi+PDhCtdVtmxZhIeHo2TJkrkJhYiIiIiIiIiIfkISFfd+Gz9+PCIjI+Hn54eUlBR4enrCy8sLS5cuzbZ8REQEIiIiMGnSJNja2uL169eYOXMmIiIi4O3tLVN2wYIFqFevnvR2Tjua5WrI6urVq5GYmJhlf1JSElavXp2jukaPHo2FCxfizJkziIiIQEJCgsxGRERERERERES/HlUOWX369CkuXLiAuXPnolKlSqhevTqmTZuGI0eO4P3799keY2dnh1WrVqFRo0YoVaoUateujdGjR+P06dNITU2VKWtoaAgzMzPppqOjk6P4ctVDThAEiESiLPtDQ0NhZGSUo7oGDhwIABgyZIhMnennePDgQW5CJCIiIiIiIiIiFUpTcMhqcnIykpOTZfZpa2tDW1s71+e+efMmDA0N4ejoKN3n4uICsViMkJAQNG7cWKF6EhISoK+vD01N2RTarFmzMHXqVJQsWRJdu3ZFx44ds82VyZOjhFyNGjUgEokgEonQtGlTmROlpaUhMTERXbt2zUmV2LZtW47KExERERERERHRz0/RIau+vr7w8fGR2Td8+HCMGDEi1+eOioqCiYmJzD5NTU0YGRkhMjJSoTpiYmKwZs0adOnSRWb/yJEjUatWLRQuXBgXL17ErFmzkJiYiN69eyscX44Scp6enhAEAZ6enhgxYoTMhHZaWlqwtLRElSpVclIlnJ2dc1SeiIiIiIiIiIh+fooORx00aBD69esns09e77glS5Zgw4YN36wvKChIsQC/ISEhAYMGDYKNjU2WtRKGDRsm/bt8+fJISkrCpk2b8i4h1759ewCAlZUVqlatmqW7Xm5dv34du3fvRnh4OFauXAkLCwsEBgbCysoK1atXV8o5iIiIiIiIiIgo/yg6ZDUnw1Pd3d2l+Sl5SpYsCVNTU8TExMjsT01NRWxsLMzMzL55fEJCAvr37w89PT2sXr0aWlpa3yxfqVIlrFmzBsnJyQo/jlxl1PT09PD06VPpMq8nT57EgQMHYGtri+HDh+dojO/x48cxceJEtG7dGvfu3ZOOGU5ISICvry8TckREREREREREv6C0PFiwwcTEJMtQ1OxUqVIFcXFxuHv3LipWrAgAuHLlCiQSCZycnOQel5CQAA8PD2hra2Pt2rUKLdbw4MEDGBkZ5SgflqtVVr28vPDixQsAwKtXrzBmzBgULlwYx44dw+LFi3NU19q1azFr1izMnTtXpsdd1apVcf/+/dyER0REREREREREKpacKlFoyws2NjaoV68epk+fjpCQENy4cQNz5sxBy5YtYWFhAQB4//49mjVrhpCQEABfk3Hu7u5ITEzEvHnzkJCQgMjISERGRiItLQ0AcPr0afj7++PRo0d4+fIldu7cCV9fX/Ts2TNH8eWqh9yLFy9Qrlw5AMDRo0fh7OyMpUuX4saNGxg7diymTp2qcF3Pnz/PthecgYEB4uLichMeERERERERERGpWF70kMuJJUuWYM6cOejTpw/EYjGaNGmCadOmSe9PSUnB8+fPkZSUBAC4d+8ebt++DQBZVmE9deoUrKysoKmpiR07dmD+/PkAgFKlSmHy5Mlwc3PLUWy5SsgJggCJ5GsGMzg4GA0aNAAAFC9eHB8+fMhRXaampggLC4OVlZXM/hs3bqBkyZK5CY+IiIiIiIiIiFRM1Qk5Y2NjLF26VO79VlZWePjwofR2zZo1ZW5n5/fff8fvv//+w7HlKiFXsWJFrF27FrVr18Y///yDmTNnAgDCw8Nhamqao7rc3Nwwb948zJ8/HyKRCO/fv8fNmzexcOFCDB06NDfhqa36Q3uhyYRBMCxmhvDbD7BnxAy8+Oe23PKFjQzRdt54VOnQDLomRoh5+Rr+o2fj7tGzAIB5zy+iaGmrLMedXb0Nu4d75dXDICWbMaQd3Nv/DmMDXVy+/QQj5m/Dk7CIbx5TwswY80d1RtM6jtAtpI2nryLQf+Zm/Hv/BQAg+ebmbI+bvHwvlm07puyHQErEdoKyw3aC0rGNoOywjaB0bCMoO2wj6Efk1XBUdZCrhJynpycmTJiAkydPYvDgwbC2tgbwdYGGKlWq5KiugQMHQiKRoG/fvkhKSkLPnj2hra0Nd3d39OrVKzfhqaVqbq3Qadk07Bw8DS+u3kSj0e4YcXwbZto3QnxkdJbyGlpaGPX3dsRHRGN9pyH4+Po9TKwtkfjxv2HAC2q0gVhDQ3q7REU7jD65A//6//jywJQ/xvdtjmHdXOHhtREvXkdh5tD2+N/qcajUcSq+JKdme4yxgS7ObvHEuX9C0Xr4ckR9iIdtKQt8jPskLVPSdbTMMU3rOGH9jL4IOHUjLx8O/SC2E5QdthOUjm0EZYdtBKVjG0HZYRtBP0rVPeR+ZrlKyDk4OODw4cNZ9k+cOBFicc7WiRCJRBgyZAg8PDwQFhaGxMRE2NjYQE9PLzehqS3Xsf1xacNuBG/xBwDsHDwVji0bwcXdDccXrs1S3sXdDXomxljk0hGS1K8NZfTLcJkyCVGyy/82nTwEEU9e4NG5K3n0KEjZRnRvjAUbDuPw2VsAgH7TNyL85Aq0bVgVe49fy/aYCf1aIPxdDAbM/O9XqRdvomTKvI+Wnb+xTYPKOPtPKJ6/jlTuAyClYjtB2WE7QenYRlB22EZQOrYRlB22EfSjmJCTL1errMqjo6MDLS2tHB0zZcoUJCQkQFtbG7a2tnBycoKenh4SExMxZcoUZYb3y9LQ0kKpahXx4OQl6T5BEPDg5CX8VrtqtsdUauOKZ8H/otvq2Vj07h9Mv3MczaYMhUhOwlRDSws1e7bD5c178+QxkPKVsTRDcTNjnL7632rEcQlJuHb3GWo62cg9rlX9yrhx/wV2LRqC8FMrcG3XDLi3lz/+3dzEEM3rOmFL4AWlxk/KxXaCssN2gtKxjaDssI2gdGwjKDtsI0gZvqRKFNoKolwl5BwcHFCuXDm5W04EBgbiy5cvWfZ//vwZBw8ezE14akfftAg0NDUR9172V4X495EwLGaW7TGmv5VC1U4tINbQgE+Lfgiaswqu4wagxbQR2Zav3K4JChsbInjLPqXHT3nDwtQQAPA+RvbXpYjoOBQraiT3uDKWZhjUuSGehL1Hq6HL4Ot/Fssndkev1i7Zlu/V2gXxiZ8RcJrdx39mbCcoO2wnKB3bCMoO2whKxzaCssM2gpQhTSIotBVEuRqy6uPjI3M7NTUVDx48QEBAAEaMyL4BziwhIQGCIEAQBHz69Ak6OjrS+9LS0nD+/HmYmJjkJjwCIBKLEB8Rhb8GToEgkSDs37swtrRAkwmDcGT2yizlXTy64N7Rs4h9++3JOUl1ujWvhdXTektvtx25Ilf1iMUi3Lj/AtN9DgAAbj0MQwVbSwzo1ADbD1/OUr5v23rYdfSK3Dki6NfFdkL9sJ0gZWIboX7YRpAysY1QP2wjKC8U1GSbInKVkHN1dc2yr1mzZrC1tUVQUBA6d+783TqqV68OkUgEkUiEpk2bZrlfJBIpnNxTdwlRH5CWmgpDC9kVbA0szBD3Lvsx9rFvI5GWkgJB8l/Xz3cPnsKouDk0tLSQlpIi3W9SyhLlXOvAt8PgvHkApBSHz93CtbvPpLd1tL6+fC1MDPEuKla637yoIW4/DJNbz9uoj3jw7I3MvtDnb9D+j2pZytapUhb2ZYqjx+R1Pxo+5TG2EwSwnSD52EYQwDaC5GMbQQDbCMobyWkFcziqIpQ6h1zlypVx5YpiE3Ru27YNW7ZsgSAI8Pb2xtatW6Xbzp07cebMGQwZMkSZ4f2y0lJSEHbjLhz++K+Lr0gkgsMfLngW/G+2xzy9dB3mtqUhEomk+yzsyuDjm/cyb44A4NKvM+IjonHnyOm8eQCkFAmJn/H0VYR0u//sDd5GfkTDmuWlZQz0CsG54m+4GvJUbj3Bt57AzrqYzL6ypYoh7G3W1bP6tauHG/dfIOTRK+U9EMoTbCcIYDtB8rGNIIBtBMnHNoIAthGUNzhkVT6lJeQ+f/6Mbdu2wdzcXKHyzs7OqFmzJk6dOgVXV1c4OztLtypVqsDCwkJZoamFk8s2ou6AbqjVuyOKOdig29p50NbTxWW/r6sg9d26FO3mT5SWP7/2L+iaGMFt5QyYly2Dii0aopnnUJxbvU2mXpFIhNr9OiF4635I0tLy9THRj1u1829M6d8KrepXRkVbS/jN6Y83kR9x8Mx/H5yOrRuPIV0aSW+v/OsEajr+hknuLWFT0hxdm9VE/471sW6P7AckA71C6Ni4BjYHnM+3x0M/hu0EZYftBKVjG0HZYRtB6dhGUHbYRtCPYkJOvlwNWa1Ro4bMLyHp88AVKlQIixcvzlFdT58+xdu3b1G9enUAwI4dO7B3717Y2trCy8sLRkbyJ4ssSG7s/R8MzEzQevYYGBYzQ/itB1jVrA/iI75OvGpSyhJChov4Q/hbeDftg87Lp2N6yDF8fP0Op1f64fhC2a7ADq51UdTaiqsd/aKWbDkKvcI6WDOtD4wNdHHp1mO0HrZMZv6F30qaw9TYQHr7xv0X6DxuNeaO6IipA9vgxetIjFu8C7uOyvZudWtaEyIAe45dza+HQz+I7QRlh+0EpWMbQdlhG0Hp2EZQdthG0I9KTmUiXh6RIAg5TkUeOHBAJiEnEolgYmKCSpUq5TiB1rp1a4wfPx7169fHw4cP0bFjR7i7u+Pq1av47bffsGDBgpyGh8Gi0jk+htTb5sqNvl+IChT3WxwyQf9hG0GZsY2gzNhOUEZsIygzthGUWfLNzaoO4afQZcs1hcrt6eucx5H8fHLVQ65Dhw5KCyA8PBw2NjYAgBMnTqBRo0YYO3Ys7t27h4EDByrtPERERERERERElH9SC+hwVEUonJALDQ1VuFIHBweFy2ppaeHz588AgMuXL6Ndu3YAACMjIyQkJChcDxERERERERER/TySU7nKqjwKJ+TatWsHkUiE741wFYlEePDggcIBVK1aFQsWLEDVqlVx584drFixAgDw4sULFCtW7NsHExERERERERHRT6mgLtigCIUTcqdOncqTALy8vDBr1iwcP34cM2bMkK6uev78edSrVy9PzklERERERERERHmLCTn5FE7IWVpaSv/29fVF0aJF0alTJ5ky+/btQ0xMTI7mfitRogR8fX2z7Pf09FS4DiIiIiIiIiIi+rmkcsiqXOLcHLRnzx789ttvWfaXLVsWu3fvzlFdb968+eZGRERERERERES/HolEUGgriHK1ympkZCTMzMyy7DcxMUFkZGSO6mrUqBFEIpHc+3MyHx0REREREREREf0cvrcOQUGWq4Rc8eLF8e+//6JkyZIy+2/cuAFzc/Mc1RUYGChzOyUlBQ8ePICfnx/GjBmTm/CIiIiIiIiIiEjF0jhkVa5cJeQ6d+6M+fPnIzU1FbVq1QIABAcHY/HixXB3d89RXQ4ODln2OTo6wtzcHJs2bUKTJk1yEyIREREREREREamQwHycXLlKyPXv3x8fP37ErFmzkJKSAgDQ0dFB//79MWjQIKUEVqZMGdy5c0cpdRERERERERERUf7ikFX5cpWQE4lEmDBhAoYOHYqnT5+iUKFCKF26NLS1tXNcV0JCgsxtQRAQEREBHx8fWFtb5yY8IiIiIiIiIiJSMQ5ZlS9XCbl0enp6cHJy+qEAqlevnmVRB0EQULx4cSxbtuyH6iYiIiIiIiIiItUQCugKqor4oYScMmzbtk3mtlgsRpEiRWBtbQ1NTZWHR0REREREREREuSDhkFW5VJ7xcnZ2VnUIRERERERERESkZBIVD1n9+PEj5syZgzNnzkAsFqNJkyaYOnUq9PT05B7Tq1cvXLt2TWZfly5dMHv2bOntN2/eYObMmbh69Sp0dXXRrl07jBs3Lkcdy1SSkDt16pTCZf/44488jISIiIiIiIiIiPKCRMVDVsePH4/IyEj4+fkhJSUFnp6e8PLywtKlS795nJubG0aOHCm9XbhwYenfaWlpGDRoEExNTbF7925ERERg0qRJ0NLSwtixYxWOTSUJuWHDhilUTiQS4cGDB3kcDRERERERERERKZsqV1l9+vQpLly4gH379sHR0REAMG3aNAwcOBATJ06EhYWF3GMLFSoEMzOzbO+7ePEinjx5Aj8/P5iamqJcuXIYNWoUlixZguHDhyu84KlKEnKhoaGqOC0REREREREREeWTtFTVJeRu3rwJQ0NDaTIOAFxcXCAWixESEoLGjRvLPfbw4cM4dOgQzMzM0LBhQwwdOlTaS+7WrVuws7ODqamptHzdunUxc+ZMPHnyBOXLl1coPpXPIUdEREREREREROpH0VVWk5OTkZycLLNPW1tb4d5m2YmKioKJiYnMPk1NTRgZGSEyMlLuca1atUKJEiVgbm6Ohw8fYsmSJXj+/Dl8fHyk9WZMxgGQ3v5WvZmpLCEXHByMOXPmYO/evdDX15e5Lz4+Hl27dsXMmTNRo0YNFUVIRERERERERES5pWhCztfXV5rwSjd8+HCMGDEiS9klS5Zgw4YN36wvKChI8SAz6dKli/Rve3t7mJmZoW/fvggLC0OpUqVyXW9mKkvIbd26FW5ublmScQBgYGCALl26YMuWLUzIERERERERERH9gtLSFFtlddCgQejXr5/MPnm949zd3dG+fftv1leyZEmYmpoiJiZGZn9qaipiY2Plzg+XnUqVKgEAXr58iVKlSsHU1BQhISEyZaKiogAgR/WqLCH38OFDTJgwQe79derUwebNm/MxIiIiIiIiIiIiUhZFe8jlZHiqiYlJlqGo2alSpQri4uJw9+5dVKxYEQBw5coVSCQSODk5KXQuANLFRtOTbZUrV8a6desQHR2NokWLAgAuX74MfX192NraKlyvWOGSShYVFQVNTfn5QE1NzSyZTCIiIiIiIiIi+jVIJIJCW16wsbFBvXr1MH36dISEhODGjRuYM2cOWrZsKV1h9f3792jWrJm0x1tYWBhWr16Nu3fvIjw8HKdOncKkSZNQo0YNODg4APi6gIOtrS0mTpyI0NBQXLhwAStWrECPHj1yNOedynrIWVhY4PHjx7C2ts72/ocPH+aoqx8REREREREREf08JAoOWc0rS5YswZw5c9CnTx+IxWI0adIE06ZNk96fkpKC58+fIykpCQCgpaWF4OBgbNu2DYmJiShevDiaNGmCoUOHSo/R0NDAunXrMHPmTHTp0gWFCxdG+/btMXLkyBzFprKEXP369bFy5UrUq1cPOjo6Mvd9/vwZq1atQsOGDVUUHRERERERERER/Yi86v2mKGNjYyxdulTu/VZWVnj48KH0dvHixfHXX399t15LS8vvLizxPSpLyA0ZMgQnTpxA06ZN0aNHD5QpUwYA8OzZM+zcuRNpaWkYPHiwqsIjIiIiIiIiIqIfIEjSVB3CT0tlCTlTU1Ps3r0bM2fOxLJlyyAIX7OmIpEIdevWhZeXF0xNTVUVHhERERERERER/QBJarKqQ/hpqSwhB/zXxS82NhYvX74EAFhbW8PIyEiVYRERERERERER0Q8S0thDTh6VJuTSGRkZ5WjJWSIiIiIiIiIi+rlxyKp8P0VCjoiIiIiIiIiI1AuHrMrHhBwRERERERERESkde8jJx4QcEREREREREREpHRNy8jEhR0RERERERERESpfGIatyMSFHRERERERERERKxx5y8jEhR0RERERERERESiekMSEnDxNyRERERERERESkdFxlVT4m5IiIiIiIiIiISOk4ZFU+JuSIiIiIiIiIiEjpBIlE1SH8tJiQIyIiIiIiIiIipeOQVfmYkCMiIiIiIiIiIqWTcMiqXEzIERERERERERGR0nGVVfmYkCMiIiIiIiIiIqXjkFX5mJAjIiIiIiIiIiKl4yqr8jEhR0RERERERERESseEnHwiQRAEVQdBRERERERERERUUIhVHQAREREREREREVFBwoQcERERERERERFRPmJCjoiIiIiIiIiIKB8xIUdERERERERERJSPmJAjIiIiIiIiIiLKR0zIERERERERERER5SMm5IiIiIiIiIiIiPIRE3JERERERERERET5iAk5IiIiIiIiIiKifMSEHBERERERERERUT5iQo6IiIiIiIikBEFQdQj0k+E1QaR8TMj9QjI2ghKJRIWRENHPauHChRg8eDA/NBERkUIEQUBaWpqqw6CfRPrnB5FIBAB49eoVP1MQJBKJ9JpITU1VcTRE6oMJuV+EIAjSRnDLli04deoUkpOTVRwVqVrmD0j8wFSwJScno2jRooiIiICnpyevB+I1QFnwBz3K7MuXL9DQ0AAA3LlzB58+fVJxRKQq6d830tuJzZs3Y+7cuSqOilTt0qVLiIiIAAAsXboUS5YsUXFEROpDU9UB0PdJJBKIxV9zp3Fxcdi5cyfEYjG0tbXh4uICLS0tFUdIqpDxunjz5g0MDQ2hr6+v4qhIlbS1tdGzZ0/o6enh4MGDmDx5MhYuXKjqsEhFMrcREokEOjo6MDMzAyD7Qw8VDIIgSK+JkydPIjo6GtbW1nB0dISenp6KoyNVCA4Oxvr16+Hn54d58+bhxo0b2LJli6rDIhVYtmwZjI2N0bdvX2k7kZSUhLJly0IkEvE9o4BKTEzErFmzULhwYVSoUAHHjx/H7t27VR0WkdpgQu4XkP6m+Oeff+L58+coXrw4Hj58iKlTp2LevHlMyhVQ6dfF8uXLcebMGcTGxqJ3795o1KgRypQpo+LoKL+lJ18KFSoEKysrVKhQAf7+/ihcuDBmzJjBD9EFTMbEy8qVKxEcHIywsDA4OjqiUqVKGDp0KK+JAibjl+mFCxfi0KFD0NLSgp6eHqpUqYJx48ahSJEiKo6S8pMgCIiMjERSUhKaNWuGmJgY7N+/H4aGhqoOjfJZYmIi7t27h8TEROjq6qJjx47Q0tJCZGSkNFnP94yCSVdXF0FBQXB2dsbLly/h7e2NsmXLqjosIrXBIau/iICAAOzbtw+jRo3C0qVLceTIEZQvXx6TJ0/GpUuXOHy1gDp69CgOHTqEIUOGoGnTpjhw4AA2bdqEhw8fqjo0ymfpyZcFCxZg+fLl+PTpE6ytrXHixAkOXy2A0r84+fj4YOfOnRgxYgS2bt0KfX19eHt74/HjxyqOkPJb+jURGhqKJ0+eYMOGDTh8+DC6dOmCp0+fYvbs2fjw4YOKo6T8JBKJ0KZNG1haWuLFixews7ND8eLFAYBzyhUggiBAV1cXy5YtQ4kSJRAYGIh9+/YB+Dqc+VvzhfGzhfrKOL1BdHQ0tLS0YGJiglWrViE8PFx6H68Boh/DhNwvIjIyEuXKlYOdnR2KFi2KokWLYv369ShXrhxmz56Ny5cvMylXAGSe+0ckEqF79+5o3rw5PD09MWDAANy/fx9bt25lUq6AyPil6eLFizh48CCmTZuGP//8E/v370ffvn1x9+5dTJ06VYVRkirExMTgxo0bWLBgAerUqYO3b9/izJkzmDNnDsqWLcv3jALoyJEjWLx4MQwMDGBnZwcDAwP07NkT7dq1w7t37zBnzhwm5QqA9C/QaWlp+PLlC2rVqoXx48dDEAQMHToUsbGx0NDQQEpKioojpfyQPmeckZERvLy8YGlpiYCAAOzfvx+ampooWrQonjx5gqdPn+L58+d4+fIlrl69ipSUFPaaU1MZp7z4999/YWRkhKtXr+LQoUNISkrCqFGjpEm59GuA7QVR7jAh95NL/9CUlJSE169fQ1NTEyKRCF++fAEA9OnTB2/evMHcuXNx+fJlNoZqLOMQNH9/fyxZsgRHjx6FpuZ/I8/btWuH3r17IzQ0FNu3b8e9e/dUFS7lsalTp+LevXvQ0NCQJuWio6Oho6MDW1tbAF/nlOvWrRvq16+PoKAgzJkzh79kqrHM/1uxWIzw8HCUKFECZ8+exahRozBhwgR07twZycnJ8Pf3x507d1QULeW3tLQ03L17Fy9evMCjR4+k7x1isRhubm5o3749IiIiMG7cOMTHx6s4WsorGVdKTEtLg0QiQefOndG/f3/06NEDsbGxmDBhAuLi4qTToVy5cgWJiYmqDJvySPr7hlgshiAIMDIywvTp01GiRAns3bsXR44cwbJlyzB+/Hj06tULbm5u6NmzJzZs2CDz+ZPUR8Zk3LJlyzB37lycOHEC8fHx0NfXx6ZNm/D582eMGTMGL1++RHJyMsaNG4d169apOHKiXxMTcj+Z7HpAAUCXLl2QmpqK6dOnAwB0dHQAAIULF0bfvn1ha2uLSZMmMSmnpjJ+gF6+fDnmz5+P27dv49y5c9izZw9CQkKkZdu1a4c+ffrg4sWLuHjxoqpCpjz0+vVrvHjxAkOHDsXDhw+lq+NZWlpCV1dXJhFrYGAANzc36OvrIyAgAKtXr1ZV2JSHMrYRCQkJEAQB2traKFWqFHbs2IGJEydi4sSJ6NatG4Cv19DFixelq6aR+smcoNXQ0MDo0aPRpUsXfP78GXPmzJEmWUQiETp37gxXV1eULFmSCzyoqYxftNevX49hw4ahadOmmDt3Lq5fv44WLVqgd+/e+PTpE0aMGIHQ0FB4eHhg/fr1KFy4sIqjJ2XL+L7x5csX6Y97xsbGmDFjBkqVKoUyZcqgb9++2Lp1K06cOIF9+/bh4MGD8PX1lS70QOolvY3w9vbGvn37MH78eLi6usLAwAAAYGFhAT8/PyQmJqJbt27o3Lkz7t27h8GDB6sybKJflkhgS/rTyPhBKTAwEA8ePIBYLEa5cuXQpk0b+Pv7Y/PmzShfvrz0F+wlS5agdOnSmDp1KkaOHIkTJ05g48aNqFu3roofDeWFR48ewd/fH61bt4aTkxNOnjyJv/76C4UKFcLQoUPh5OQkLXv+/HnUqVNHmqwh9fLw4UOsWrUKt2/fxsaNG2Fvb4/3799j4MCBKFWqFEaPHg0bGxsAwNOnT7F8+XK0aNECzZo1k7YzpB4yvnesW7cOr169gru7O2xsbLBr1y7MmjULrVq1wqJFiyAWixEfH49x48bh8+fP8PPzYxuhhjJeEzExMdDR0YFIJIKuri4+f/6MDRs24OLFi6hUqRLGjh2LQoUKAfgviZc+hI1thXpavny5dF5iS0tLTJw4ETY2NlixYgWMjIxw6tQp+Pn54dWrV7C2tsaWLVugpaXFVTbVSMbX9+bNm3Hr1i2Eh4ejY8eOqF27Nn777Td8+PABs2fPxtu3b9GxY0e0b99epldcWloa3z/U1PPnzzFixAhMmjQJ9erVQ0xMDN69e4fLly+jZMmSaNq0KQBgw4YNKFSoELp16wZNTU2kpqay5yRRDjEh9xNatGgR/ve//6FevXrQ1dXF9u3bMXnyZHTp0gWnTp2Cj48PIiMjYWBgABMTE+zYsUP6y+WECRMwdOhQrrKphv7++2/Mnj0bRYoUwYYNG2BhYSHdv3PnTujo6GDYsGFwdHSUOY4fmNRLxi9EoaGh0qTchg0bUK5cOdy/fx8DBgxAxYoV4eLiAnt7e/j6+sLAwAArV66ESCTiNaGmlixZgsDAQIwePRr16tWTthGrV6/GmjVr0KhRI0gkEsTGxiI2NhYHDhyAlpYWEy9qJnOC9vLly3j79i3q1auHli1bolq1atKk3KVLl1CpUiWMGjUKurq60jqYeFFfT58+xejRozF16lTUqlULt2/fRo8ePTBr1ix07NhRWi4hIQFhYWFwcHCAWCzmF201tXTpUvj7+2Pw4MGIjIxEcHAwrK2tMXjwYNjb2+PDhw+YO3cu7t69iwkTJsDV1VXVIVM+eP/+PQYPHoyuXbvCxsYG+/fvx927dyESifDs2TPMmDEDnTt3ljmGny2JcoefwH8yFy5cwLFjx7BixQrMmzcP1atXh1gsRqFChVC4cGG0atUKx44dw5o1a+Dt7Q1/f38ULlwYnz9/BgAsXryYyTg1kT58OT1nrqWlBScnJ4SFheHNmzfSco0bN0aPHj2QmpqKuXPn4unTpzL18M1RfaR/SU6/JhwcHDBixAg4OjpKF/QoX748Nm3aBG1tbezcuRMzZsxAcnIyli5dKu31wmtC/Vy/fh1HjhzBihUr0KlTJ1hYWEivk2HDhmHx4sUoUaIEihQpAldXVwQEBEBLSwupqalMxqmZ9P/n8uXL4efnh06dOmHQoEF4/Pgx5syZg+DgYBQqVAgDBgxA3bp1cfr0aemKiumYjFNfIpEIGhoaqFWrFo4fP46+ffti6tSp6NixIxITE3Hy5EnExcVBX18f5cuXh1gsRlpaGpNxaujo0aM4fvw4Nm7ciL59+6JevXrSVZhXrVqFJ0+eoEiRIvD09ETLli3RsGFDVYdMeSDzdEnA1zmIS5YsCX9/f/Tq1Qv6+voYP348du7ciVq1aiE6OjrLMfxsSZQ7fHdVscw9EyIiIlCmTBlUrVoVJ06cwOTJkzFjxgx06dIF8fHxePjwIapXr46aNWtKj0lLS5MONyH1kX5dnD9/HvXr10eDBg2kw428vLwwZ84cVK5cGQDg6uqKz58/IyQkhAlZNZV5CFp8fDxKly4NBwcHeHp6Yt68eRg4cCB8fX1RoUIFLFiwAKmpqYiLi4OVlRV7OKi5Dx8+QFdXFw4ODlneV9LS0tCiRQu0aNFC5hh+yVZfZ8+excmTJ7FhwwY4OTnh8uXLuH37NmxtbTF//nxMnz4dzs7O8PDwQLFixdC+fXtVh0x5IGNbkN57RSQSISoqCj4+Pti6dSsmTJggnVvy8ePH2L17N4oVK4aKFStK6+EXbfWkr6+Pli1bomLFijh16hSmTJmCmTNnQiwWY/78+RCLxRg4cCAqVqyIkSNHAmAvKHWTsY14+vQpNDQ0UKhQIRQrVgxeXl54/fo1RCKRzJQ48fHx0rnMiejH8WdxFUtvBAMCAhAaGgojIyPo6ekhMDAQkyZNwsSJE9GlSxcAX3tAHDp0CJGRkTJ18I1RfT1+/BiDBg2Cp6cnAMDZ2Rn9+/eHtbU1Zs2ahdu3b0vLtmrVCp6enhCLxdn+2kW/rowr7Hp7e2Po0KHo0KEDhg4dCj8/P1hZWWHChAmoXLkyBg8ejNDQUOjr68PY2BilSpWSXhNMvqivlJQUhIeHIy4uTvr/Tu9NGRwcjCdPnmQ5hu8d6qtYsWKoV68enJyccPbsWYwdOxbTpk3DlClTEBsbizlz5uDcuXMoXLgwOnXqJLNaM6mHjF+09+/fjz179iAxMRFlypRB27ZtsW7dOrRr1w7du3cHACQnJ2Pt2rXQ1NRE+fLlVRk65YHsZiiqWbMmevbsidjYWGzYsAH9+/eHm5sb2rVrh2LFiuHu3bs4ceKEzPF831AfGT9brlq1CsOHD8fAgQPRoUMHnD17FqampqhUqRKcnJyQmJiIly9fon///vjy5Qt69eql4uiJ1AcTciqSnJws/XvTpk1YunQpxGIxjI2Ncf/+fUybNg2jRo2S/mqZlJSEnTt3QhAEmJqaqipsymelSpXCwoULcezYMekKu7Vr10b37t1hZWWF2bNn4/r161mO4xA09ZI+fGzNmjXYtWsXBg0ahCNHjiA+Ph5//fUXnj17BhsbG4wcORKVKlVCu3btEBYWJlMHrwn1kDHZnvELVvny5WFjY4N169bh9evX0v93cnIyfH19cfr06XyPlfJHdj/AODg4YMiQIUhOTsb27dvRs2dPuLm5oUaNGrC2tsbnz58RFBQEgF+01VHGL9qLFi3CihUroKWlhdjYWABA69at8ccff+DQoUNYvXo1Vq5ciUGDBiE8PByrVq3iD3tqJuNqqpGRkXj+/DkEQYCWlhaKFi2KqKgovH37FuXKlQMAvHv3DuXKlcPIkSMxevRoABzGrm4yXhOrVq3C7t27MXnyZGzfvh2VK1fGmDFjEBAQAOBrexIQEIDZs2fjy5cv8Pf3h6amJn/EIVISdpfIZ6NGjcKUKVNQrFgxAMCzZ8/w7t07eHl5wc7ODgDg7u6O2bNnIzY2VvoL9rp16xAdHY21a9dKez3wzVH96ejoSFfFnDZtGgBgzpw5cHFxgUgkwpo1a7B//35Ur15dxZFSXhIEAdHR0bhw4QJmz56NRo0a4cqVK7hz5w6mTp0KGxsbSCQS2NnZYfjw4ShTpgwsLS1VHTYpWcYv2Xv37kVYWBgKFy6M3r17o3Tp0mjTpg2CgoIwf/58uLm5ITk5Gbt370Z8fDzc3d1VHD3lhYy9oJ49e4bY2FjpXIFGRkZ49+4dnjx5gpYtWwL4Otzd1NQUPXv2RJMmTQDwi7Y6Sv+f7tixA4cOHcKaNWtkhpw5ODhg6tSp8Pf3R1BQEEqWLAkbGxts2LCBKyWqmYzvGytXrsTFixfx9OlTODs7w8nJCf3794e2tjYsLCxw+vRpSCQS7NixA2KxGG3btuWKy2rmypUrqFWrlvT/ef/+fVy7dg0LFy5E3bp1cerUKVy/fh1Vq1bFtGnTIBKJ0K5dOzRv3hwWFhZo2LAhNDQ02EYQKRFfSfloxIgRePbsGUxMTAAAV69eRZ8+fWBkZITatWtLy3Xv3h2JiYn4+++/sWnTJpQvXx5GRkbYt2+f9BcJ/pKtvjZv3owPHz5g3LhxAL4m5Zo0aQJBEODp6QkdHR1MmzYNtWvXhr6+PipUqKDiiCmviUQiaGtrIzk5GdWqVcOpU6cwfvx4TJo0CZ07d8aXL19w5MgRVK5cGQ4ODnBwcADAuV7UScYfYby9vbF582bUqVMH586dw/nz5zFjxgz07dsXRYoUwdGjRzF06FDY29vD1NRU5tdsXg/qI+MX7WXLluHs2bN4//49ypUrh6JFi2LmzJkwMjJCxYoVcfjwYaSmpuLYsWNITk5G48aN+UVbjaX3erx9+zaaN28OJycnPH/+HCEhIdi7dy8EQcCMGTMwbNgw9O3bF3p6etJjObekekl/31i7di12796NBQsWoGLFihg/fjz2798PV1dX2NnZoUmTJggKCsKZM2dgZWUFPz8/aQcAthHqYf369QgMDMSAAQOk84bq6emhcePGqFOnDq5cuYIZM2Zg5MiR6NmzJ9zd3TF37lx8+vQJPXr0kK6wyylQiJSLr6Z88vbtWzx69AiTJ0+GtrY2Tp48CVdXVwwePBjr1q1DSEgInJ2doa+vDwDo378/OnTogI8fP8LAwACmpqYQiUT8RULNffnyBYmJidi+fTt0dXUxZMgQAF+Tck2bNkVwcDD++usvxMbGYvHixXB0dASQdXEQ+rXJ6wGbkJCAuXPn4uLFizITcYeHh+Pw4cMoUqQIfvvtN2l5Jl/UR/r1EB4ejtDQUGzbtg1OTk6Ij49H9+7dMWPGDHh5eaFt27Zo27YtXr58CUNDQxgbG/O9Q02lXxObNm3C3r174e3tjerVq2P69OkICgpCt27dUL16dbRv3x779u3Dpk2bUKpUKfj5+UmHJPJ9Q31k/H+mpqZCS0sLRYoUwT///IM1a9bg4sWLMDQ0hK2tLd68eYMhQ4bgyJEjMouCCYLA9w01IwgCPnz4gIsXL2LGjBlo0KABgoODcfv2bXh6ekpH5/Tv3x9t27bFp0+fpHPP8n1DvbRu3Rp37tzBgQMHIAgCOnToAGtra7Rp0wYikQgHDhzAH3/8If1saWFhAXNzcxw5cgTdu3eXvufwfYNIudjK5hMdHR1YW1vj2LFjCAoKwr///ouqVati9OjRSEpKwsaNG1G6dGk0b95cunKNiYmJtDcdwF8k1FHmxIuOjg66du0KPT09rF69GhKJBMOGDZPeZ21tjd9//x0fPnyQ+fDNN0f1kZycDG1tbQDAmzdvpAkVQ0NDjBw5EtOnT0e9evXQvXt3SCQSfP78GYsWLQIA/P7776oMnfKYn58f9u3bB1NTUxQvXhwAYGBggG3btqF3796YO3cuJk6ciCpVqsDa2lp6HN871JMgCEhKSsL169cxbtw4ODs74/z58wgKCoKnpyeqV6+OtLQ0uLq6okGDBoiNjYWJiQkTtGoo4+eBwMBAiEQiNG/eHH/88QeSkpKwb98+dOvWDXXr1kW5cuVw+PBhBAYGQiwWyyTgOHxZ/aT3sP/y5QuqV68u7WE/ceJEaQ/7w4cPo1KlSihbtizMzMwA8H1D3UgkEhQvXhzTpk3D7NmzpUm5jh07wtjYGAkJCXj8+DEaNWokHZIaHx+P+fPno1KlSpwuiSgPsaXNJyYmJujWrRtmzZqFqKgoLFu2TJpsmzJlClJTU+Hl5QUAMkm5jJh0US8ZP0BHR0dDJBLBxMQEpqamaNOmDSQSCdatWweRSIShQ4ciISEBDx8+RNOmTdGxY8csddCv7a+//oKrq6t0fsmVK1fi77//hkQiQcOGDdG1a1e0bNkST58+xZo1azBixAiIxWLExMTg48ePOHDggHSlRPZwUE9//PEHNm3ahFevXiE8PBxmZmYQBAFFihTB9u3b0bdvX3h6emLlypXSYcsA3zvUlUgkgo6OjnTlzLNnz2LMmDHSL9rJyckICAiAlZUVateujaJFiwLgF211k3kBh0OHDmHMmDGIjY2Fs7MzqlSpgk+fPsHY2Fha/uDBgzAwMJD++EPqQ17SJDExETNnzsS1a9cwceJEaS+oN2/e4MiRIyhSpAjKli0rLc/3DfWS3ivawsICXl5emD17NgICAiAWi9G+fXvo6+ujZs2a2LBhA2JjY3Hz5k2kpqbC0dGR0xsQ5TG+svJB+lweb9++RWRkJGxtbXHu3Dk8efJEWmb69Olwc3PDrFmzcODAAZlVWEn9ZHxj8/X1xcCBA9GnTx9069YNUVFRKFq0KDp27Ijhw4djzZo1aNq0KTp16oQnT56gbdu2AMB5PdTI2bNnsX37dnh7eyMuLg6nT5/Gnj17MHToULi4uCAkJARz585FeHg4Ro4cCV9fX2hqasLIyAj16tVDQEAAtLS0kJqaymScmsi8wqEgCChVqhT8/f2hp6eHlStX4sWLF9IvXsbGxti8ebO0lwOpn+xWvUyf72vRokWYOHGizBftqKgoHD9+HO/fv5d5r+D7hnpJbwO2bdsmXcChY8eO0p5OqampMDY2RlxcHM6dOwd3d3dERERg8eLF0l4vpB4yrpwZFRUlnQZFX18fo0ePxrVr11C9enV069YNaWlpSExMxJ9//glBENCgQQPVBk95LnNSzsjICPv378e+ffsAABMmTEDv3r0RFhYGOzs77Nu3T/pDL983iPKOSOA7cb6JioqCRCLBtWvX8Ndff8Ha2hoDBw6EjY2NtMzEiRPx9u1bbN++XYWRUn5Zvnw59u/fj7Fjx+K3337DxIkToaenh7lz56JChQpIS0vD48eP8ffff8PQ0BA9evTg5Oxqavv27QgKCoKNjQ2MjY1hY2MjnXQ3KCgIe/bsgba2Njw9PVGmTJksQ854TaiPjAn7sLAwfP78GWXKlIGmpiZEIhFevXqFTp06oUKFCpg+fTrKlCmTpVcErwf1kvGaePToEYyNjaGpqQkTExM8efIEHh4eKFasGHbv3o3k5GR8/vwZEyZMwKdPn7Bt2zZeC2pOEASMHz8e5ubmmDRpEsLCwnD37l3s27cPIpEIEydOhJGREXx9ffHp0yfMnz+fq6mqmcwL/5w7dw6JiYmwt7dHnz59UKVKFaxduxYrV65EgwYNoKmpidjYWGkPey0tLb5vFBDp7yfv37/H7Nmz8fHjR3Tu3Bnt2rUD8LU3pa6uLgCwjSDKB0zI5ZPMb3L+/v7Yv39/tkm59IaSY/XV27Vr1/Dnn39i8uTJcHZ2xrlz5zBu3DgYGxsjJSUFa9euRfny5bMcxzdH9ZLxi/aWLVtw6tQpPH36FJMmTZL2hgS+JuX8/f2hra2N8ePHS3tBsZ1QLxmvh5UrVyIoKAifPn2Cnp4eRo8ejZo1a8LExASvXr2Cm5sbKlSogMmTJ8PW1lbFkVN+WLp0KQ4dOgSRSIRq1aqhV69eqFy5Mk6cOIEJEybAxsZGZiirv78/v2irufSek15eXnj79i2cnZ1x+fJlFCpUCAYGBoiNjUV0dDT27duH9+/fo1ixYpxHUM1kfN/Yu3cvlixZIv2B//Hjxzh79iw2bdqEGjVqIDg4GAcOHICBgQFKlCiBvn37MjlbAGVMys2ZMwexsbFo1qwZevToIS3Dz5dE+YMJuXyW8U3T398fBw4cQOnSpdG3b1/Y29tnW47U082bN3H79m307dsXFy9exPjx4zFq1Cjp8FRjY2PMmDEDlSpVUnWolMcyvt537NgBPz8/WFpaYvHixTA3N5eWO3r0KNatW4fatWtj8uTJqgqX8kjG68DHxwe7d+/GzJkz0aBBA/Tr1w8RERHo3bs3mjdvLk3KNW7cGL1794anp6eKo6e8FhwcjJkzZ2LWrFkIDQ3FP//8g7dv38LLywuVK1dGeHg4Dh06BEEQULx4cbRt21Y6OTe/aKsPeZ8PT548icOHD+P27dvo3r076tSpgwoVKmDHjh04f/481q5dKz2OX7TV082bN+Hv748aNWpIe9hHRETAx8cHx44dw7Zt2+Dg4MAe1QRANik3btw4lC1bFl5eXmwbiPIZP6Hls/Tx+2KxGJ07d4ZYLMb69etRsmRJmYQck3Hqr0qVKrCyskJqaiq2bNmCTp06oVu3bkhMTISlpSVu3rwJX19frFmzRtWhUh7L2C6k/zp56NAhLF++HGPHjpXOBdS8eXMYGxujZs2aqgyXlCw4OBi1a9eWtvuhoaG4ePEi5s2bh/r16+PSpUu4f/8+ypYtC29vbwBfr4WSJUvi/Pnz0sn6Sb1kTrykpqaiSZMmqFWrFmrVqoUKFSpg27ZtmDlzJqZOnYoaNWpg8ODBMsekzzFH6iHjNfH3338jJiYGSUlJ6Nu3L1xdXVG7dm18+fJFumgY8HWOUiMjI5kv2fzCrX6Cg4MxY8YMxMXFoU6dOtL95ubmGDBgAB4/fozLly/DwcFB2i6kJ+aYjFNP30u8Z5xTztvbG8bGxlxNlUgFmPVRoswTLqelpWVbLr0BBICOHTti8uTJGDRoUJ7HRz+P9I6pZmZmiIuLw6tXr6TDUzU0NGBubo6DBw/Cx8dHlWFSPsrYLvTo0QMtW7bE8+fPsWzZMkRFRUnLpSdu5LUv9Gvx9/fHyJEjsX//fuk+AwMDdO3aFXXq1JGuiDdx4kTs3r0bNjY22LZtG/bv34/Y2FiYm5tLe0GReklPvPj5+WHatGnYs2cPkpKSpPfXqFEDvXv3RqlSpbBgwQJcuXIly495/KKtPjIu5LRkyRLMnz8fAQEB8Pf3R+vWrfH8+XPo6enBxMQECQkJuHjxIjw8PPDu3TssWLCACzioudq1a6NVq1aQSCQ4fPiwzOeGkiVLQktLC8+fPwcAaZKeSRf1kvl7qCL/X7FYjNTUVJiYmHC6JCIVYUJOidI/KB06dAjA1w/C2a2Kll42/b6GDRtCQ0MDKSkp+RMoqVzGNzsTExMULVoUa9euxa5du+Dh4YEXL16gTJkyTLwUMBnbhd69e6Nly5YICwvDjBkz8PHjR5my/KKtHipVqoS2bdti06ZN0pXOLC0t8fvvv0NTUxN79uyRDmMHgOLFi+Pz588IDQ2FoaGhtB72glIfGT83+Pj4YN26dYiOjsbLly+xe/du/Pvvv9L705Ny+vr6CAwMVEG0lF/SPzds3boVgYGBWLVqFXbv3o2hQ4fi8ePHGDlyJB49egTg62IwgYGBMDY2llmFm1+01VP658SRI0eid+/eeP36Nfz8/BAXFwcA+PLlC5KSkmBsbKzCKCkvZUzY7969GzNmzMC6desQGhoqvV/ecemfH/755x9+FyVSAc4hp2QfPnxA8+bN0b59e0yaNOmbZTP+CvHlyxfo6OjkR4j0E0kffhIWFoZp06YhKSkJJiYm8PHxgZaWFucSLKAy/t/XrVuHt2/fYsaMGbwW1NSzZ8+wY8cOXLp0CR4eHujcuTMAIDk5GYMHD4aDgwPGjx8PsViMcePGoV+/fihfvjx/zVZzr1+/RkBAAFxcXFC1alU8evQIa9aswdWrV7FmzRpUqVJFWjY0NBR2dnZsI9RcTEyM9H/fsmVLnDp1ChMnTsSIESNw7NgxfPr0CcuWLUPZsmXx5s0bFC9enAs4FBAZPzcsX74cR44cga6uLipVqoSPHz/i6dOnOHjwILS0tFQcKSlb5v/9nj174OjoiOjoaKSkpMDT0xO1a9fO8nkh4+1du3Zh1qxZOHDgQLYLyhFR3mFC7gdlTpgkJydjz549OHfuHIYNGybzgTmjjI3gjh07cObMGaxZswba2tr5Ejf9nD58+CCdw4EfoNVLdomTbyVTMrYt6eWYoFVfT58+xc6dO3Hp0iX0799f2iNu4sSJ+Oeff1C3bl08fvwY8fHxOHTokLQHNq8H9XTmzBkMGTIEJUqUwPLly6WL+zx9+hRr1qxBcHAw1qxZg8qVK8scx2tC/V28eBF2dnaIiYnB8OHD0a9fP/To0QOBgYGYPHkyjI2N4e/vj5IlSwLgAg4FScbX/5o1a+Dn54cKFSqgSZMm6N69OwDws6Uae/bsGXbu3Im2bdvC0dERISEh+Ouvv3D9+nXMmzdPJimXsV3YvXs3li1bhtmzZ6NZs2YqfhREBQ8/tf2g9De+AwcOICwsDNra2mjcuDFiY2Pxv//9L9tjMjeCy5cvR8eOHZmMUxPyhinL2w/815W8SJEiTMapIYlEIn3NJyUlITk5GQCkSbbspM/rkV4uLS2NX7TVRHb/cxsbG+m8cRs3bsTevXsBAIsWLYKLiwvi4+NRsmRJBAYGMhlXADg6OqJnz5549+4d3r17J91vY2ODoUOHwsXFBV27dpUOUUzHa0J9pX9OqFu3LszNzXH37l1YWlqiefPmAABdXV10794drVu3RokSJaTHMRlXcGSc9mLo0KHo3r07kpOTERkZiU+fPgHgdBfq6tixY+jXrx+uX78OCwsLAICTkxP69euHatWqYdq0aQgODpZ+nsz4PXTx4sWYM2cOk3FEKsJv/EoQHBwMT09PWFlZYfDgwahXrx5mzZqFTp06oWbNmmjSpIm0bOZk3OLFizF//nw0bdpUVeGTEmX8kvz8+XNIJBLo6emhWLFi0vngvvdhKCUlhUMK1Ez6NeHr64tz587BwMAA9erVQ8+ePeVeFxnn9Th69CjMzMxQvXr1fI+dlCtjG3Hjxg18+vQJhQsXRo0aNVC2bFl06dIFALB582YIgoAuXbpg3rx5Mkl6JuzVn6mpKYYOHYqkpCRMmDABJiYmqFGjBoCvSbkBAwbA2toaNjY2Ko6U8kvmxNqbN2/w5MkTaGlp4ePHjwgICICdnR3GjBkDAAp93iD1k3HV9jFjxmDZsmW4cOECkpKSMGjQIBQpUkTVIZISZO75amRkBHt7e/zzzz+Ijo6Gubk5AKBcuXLw8PCAhoYGBg0ahJ07d6JixYoAvo7Q8vb25vdQIhXjkNVcyK5nQp8+fXDv3j20aNEC0dHRqFu3LuLj43HhwgXMnTsX1tbWMuX37NmDRYsWsRFUIxnfHJcvX47Tp0/j9evXKF26NKpWrYpp06YByPohOeNxfn5+OHr0KHbu3Mkv3GogY1vh5+eHdevWoVu3bnj9+jXOnj2LTp06SeeazG6IKvC1rZgxYwY2b94MFxcX1TwQUoqM/9dly5bhxIkTSExMRIkSJWBpaYmlS5cCAB4+fAh/f38EBwfDzc0Nffr0ybYOUn8fPnzAokWLEBQUhI0bN0qTchkx8VIwxcTEoHv37oiMjETRokWho6ODAwcO8Ac9NfOt3tDfui/jj7sLFizAvXv34O3tDRMTkzyLlfLfwYMHIZFI0L59e1y5cgVr165FbGws5s+fLzMX3J07d3D+/HkMHjwYGhoaCA0NRYcOHbBkyRK0aNFChY+AiJiQ+wGhoaEwMTGBubk57ty5g82bN6NSpUooVqwYFixYgMKFCyMpKQn9+/dHjx49pG+a6fN8eHt7y/SeI/Wwfv16bNq0CUuWLAEAvHjxAqtXr0adOnWkX7jlzeGwfPlyTJ06FW3atFFZ/KQcGT8o3759G/fv35eunpmQkICjR49i1v+1d59hUV3dw4d/M3RERFQQe401xiiJLbEFeyyJXWMXJBpLLFgwqIiIFBXEQhEUxICIYu8x9qioid0n9o4KoghInfeD75wMavLkyV8lDuv+kjhzzlx7rjnss/c6e681axYDBgxQgnLabam614Svry+enp7SV+iR4OBgVq5cyaJFi/jwww8JDAwkKCiIzz//nJCQEAD+85//EBISQl5eHr6+vhKEK8S0Qbnt27cTGBhIs2bNCrpJ4l9Cmx7FzMyMLl26YGhoKCto9YjuOCImJoZff/0VIyMjqlevzoABA/70PN2x5f79+6lWrRpmZmayOk7PZGdnM3r0aFJTU4mKigJe5JhctWoVDx8+xMPDg1q1ar1ynvYhzrVr16hcufK7brYQ4iWSbOQf0Gg0JCQk0KtXL/z9/dm/fz8ffvghpUqVIjU1lfbt2xMbG0vDhg15+PAhR48eVW6oWVlZZGVlsWzZMplg66GMjAx+/fVXnJyc+Pzzz/n888/p3bs38+bN48iRI4SGhgK8Nhjn4+ODu7u7BOPec1OnTiUzMzPftsTevXszf/58pZKyhYUFX375JTNmzGDVqlX4+PgAL3K7vHxNzJkzR/oKPXLjxg2OHj2Kp6cnDRo04MiRI0RERNC3b18uX76Ms7MzAB988AFjxozBx8dH6S+E/tDNI/jfftvixYvj4uJC06ZNCQoKettNEwXkn/yNFytWjP79+/P1119jaGhIbm6uBOP0iHYc4ePjw8KFC1GpVCQlJeHn58fYsWOVfLQv9ye6K+ydnJy4efOmBOP0gO7vnJWVhZGREZ6enly+fFlZBPDZZ58xYMAAbGxsmDFjBqdPn37lc7QrqiUYJ8S/gwTk/ibdgZJKpcLe3p45c+agUqmYMmUKYWFhNGrUiJiYGPbu3YuNjQ2urq5ERkbi7++vnGtsbMxXX31Fy5YtC+BbiLdNrVZz/fp1bt26pbxmbGxMkyZNaNmyJefPnwdeHTBJLkH9cPPmTVJTU/NtISlTpgzjxo0jJyeHhIQE5XUzMzM6d+7MjBkzWL58ufJ0E2DlypUsWLBArgk9VLFiRTp37kzt2rU5efIk06dPZ8qUKcyYMYOWLVvy888/0717dwDKly+v5AOSFXL6RdtHPH/+/G8FXIsXL46XlxcrVqx4B60TBUH7Nx4cHKyslP1vcnNz8/1bAvf65/Tp02zatImFCxfi6enJokWLCAsLIyEhAVdXV4DXprvQPtQLCAigcePGBdZ+8ebopkAJDg7m0qVLWFtbM3nyZA4fPsy+ffsAaNasGQMHDkStVhMTE1OQTRZC/A0SkPsbdCdDjx49UoItnTt3ZsqUKUybNo1ly5bx888/U6pUKfz9/blx4wbm5uY0bNgQAwODfIMmye+hH86dO6dcC+7u7uzevRsTExPatGnD9evX8z2VMjY2xsbGhocPH5Kdna1cT/Hx8cyYMYO5c+dK4EUPVKhQgcDAQIyMjIiNjSU9PR07Ozu+/vprhg0bRnBwcL4JtampKR07dmTp0qVKMv8nT56wfPlyfvjhB7km3nMvT5a1unXrRqlSpdi/fz9NmjShW7duwIsAnIODA7Vq1cp3rlTO1E/x8fEMHDiQrKysvxVwLVq0qFwLei4zM5PDhw8rFbb/ikajUVa67Ny5k8zMTFkdpwdersL9+PFjVCqVsvVQpVLRoEED5s6dy/79+zly5Ihynqyw13/JycnExMSwfPlyJk6cyNatW/nkk08oV64cx44dU6rpNmnSBFdXV2bPnl3ALRZC/DcysvsvNBqNMgAOCAhg6NCh9O3bly5durBhwwZycnL48ssviYuLQ61WY2hoyMWLF/OthAEpM65PNBoNt27dYujQoaxevZrp06cTExNDuXLlAPj8889JSkoiJiZGuQ5SU1M5deoUlSpVUgKyeXl5mJuby/ZlPaG7MiE5OZmFCxfSu3dvMjIysLGxoVevXjg5ObFo0aJ8QTlzc3NatWqFoaEhWVlZFCtWjK1bt/Lll18WwLcQb0JmZibwR7+/d+9eYmJiOHToUL7Vs9evX+fy5cuYmJiQnZ3NqVOnsLe3x8PD45UHOUK/aPuLrKwsHj16BLw6EX/5WHhR1f369etvvX3i3Xj5NzcxMaFGjRqcOnWKnJycP+0DXl5lP2bMGE6ePPnW2yversePHytzDu1D3fLly/Ps2TOOHj0K/LGSskqVKhgbG5Oamgr88eBGVtjrl5dXvVpYWNCvXz/s7e3p3bs3Hh4ebNiwATMzM9asWcOlS5eUYz/88ENllb0Q4t9LAnJ/QXfAs2zZMqKiohg+fDje3t5Ur16d0NBQ1qxZQ0pKCuXLl8fFxYUffviBwYMH07Vr1wJuvXhbVCoV5cuXx93dnbVr17JhwwYWL15MzZo10Wg02NvbM3HiRC5dusQPP/xAly5dGDx4MMnJybi5uQF/BHodHBxk+7Ie0H0ynZmZibW1NcuXLwegX79+SlCuZ8+eDBs2jCVLlrB48eJXPsfY2Bh4MeAS76cxY8awYsUKMjIygBe5f8aPH8+qVasYN24c06ZNIz4+HoCvvvqKp0+f0rVrV/r06cPVq1f55ptvgPyrX8T77+VJlUqlomPHjjx79kzZnvi61W+645CoqChcXFyUCbh4/2l/819++YW7d++Sk5ODhYUF6enpGBoavrYPeN1KqEWLFtGkSZN32nbxZh06dAgPDw/u3LmDh4cHQ4cOJTk5GWtraz777DPi4uKU1XAAlpaWWFlZKcEWjUZDYmIiK1eulBX2ekT7t75u3TqOHDmCsbEx3bp14+HDh+Tk5LBx40aePXuGoaEhqampTJo0iaSkpHyfISurhfh3k7Xtr3Hr1i3Kly+PSqUiNzeXtLQ09u7dy5gxY5SE+02bNsXb25u1a9fSoEED7O3tKVKkCPXq1aNevXoAUulKT2mrXllZWWFubo6RkRHHjh2jYsWKSoLUFi1aUKZMGW7dusWJEycoV64cPXv2fKUCmtwk33+6VdAiIyPJy8ujffv21KxZE19fXyZMmEDfvn1ZvXo1NjY29OjRg7S0NE6cOJFvsi30Q9myZQkICMDc3JxatWpx+PBhQkNDadCgAWfOnCEmJoaIiAiKFi1Ky5YtmTZtGocOHcLMzIyxY8cqidklGKdfXvd3bmxszLhx4wgPD+fSpUvUqFEj3/uvq8I9e/ZsPvzww3fSZvH26N43jh8/jpOTEyVLliQ3N5eKFSvy66+/EhAQQNOmTbG2tqZcuXLKAxvtedpgnKenJ23atCmw7yLejJSUFK5cuYKzszMPHjwgNjYWa2trAPr27UtQUBABAQH8+uuvVK5cmZiYGAwMDJTfXqVSYWtry9q1a5XzhH64d+8e+/fvZ8eOHYwaNYp+/fqxYMECxowZwwcffMD48eP5/fffuXbtGrm5uVLAQ4j3jEojGWDzmTp1Ko8fP2b06NHUqVMHeLHdsF+/fvTr14++ffuSlZWlDIx69+5NmTJlWLBgQUE2WxSQ3Nxcdu7cqeSA69+/P5UqVfrL42WirZ+8vb1Zv349Li4uNGvWDBsbGwD+85//MHbsWMzMzFi1ahXm5uY8fvwYKyurV6rtiveX7u+4ZMkSlixZQp8+fXjy5Ane3t7Ke5cuXWLRokUYGRm99r4hD3L0i27gJSwsjL1799K1a1e6deuGoaEhN27cYOjQoYwYMYJevXop19HrkrPLFjT9kJiYiK2tLfBiC3L58uUxNzcnLS2N3377jcePHzNnzhxKly6NkZERiYmJlChRgm7dujF27FgAIiIiWLx4Me7u7nJN6JGpU6eyfv16WrZsyeTJk/NVwTx58iS7du1iw4YNlC9fnuLFiyv3Ehlb6hfd+4aWRqNh06ZNBAYGUrFiRRo0aIC5uTmJiYk4OTlhZWWV79zXfYYQ4t9JAnI6+vTpw+3bt7G1taVatWp88803ypPoQYMGkZeXR2RkJIASlJs5cybPnj1Tyk2LwuHlG118fDzz58+nU6dO9OzZkypVqjBs2DAGDx7M559/XoAtFe9CbGws/v7+hIaGUrNmTeBFH5GWlkbx4sW5cuUKY8eO5enTp+zatQsTExMACcbpGd1+YenSpfj7+1O2bFmioqIoXbq0ctyGDRuYNm0aO3bsUHJPCv3z7NkzZfv5wYMHsbGxYdGiRdy7d48nT57g5OREmzZt2LFjB0FBQfz4449KoEYrKiqK+fPnM3fuXMk1qgcSEhLw8/PDxcWF7du3Exsby7Zt2/L97omJiYwYMQI3Nzfq1KnDmTNnSElJoWXLlhgaGnL9+nWGDBnCxIkT6dSpUwF+G/GmaANqUVFR5OTksGXLFipVqsSgQYOoU6dOvrHCs2fP0Gg0WFhYoFKp5CGOntEdR5w6dYrk5GRKlSpFlSpVsLCw4OzZs+zdu5dt27Zx7949rK2tmT17Nk2bNn3tZwgh/v2kB///Fi1aREZGBgcPHuTAgQMsW7aM6Oho8vLy+Oijj5gyZQpDhw5lwoQJ+Pn5KU+iLl68SN26dQu49eJde7nEvLZKYkBAABcuXODZs2ckJSVJqXk91LdvX5ydnWnRooXy2u3bt2nUqBE1a9bkxo0bHDt2jIiICIoVK4aDgwODBw/G29ub8PDwfANnCcbpF92n0t9++y1mZmZ4eXkRHx9Pnz59lCfYlSpVokKFCn+rkqJ4P+3atYvo6Gj8/f0JCAhQ8j8tWLCApKQkwsPDiY+PJzAwkI8++gi1Ws2ZM2ewtbVVJuenTp1i5cqVeHh4SDBOT+Tl5VG8eHEmTJhAWloaGzZswNbWNt8E2tbWFjMzMw4fPqykRNE9v3Tp0kRFRVGmTJmC+hriDdPOKfr37w9AyZIlCQsLY+XKlQwZMkSpsHro0CGaNWumnKfRaCQYp2e0/YC3tzc7duwgIyMDS0tLTE1NCQoKom7dulSqVIlOnTrh7e3Nzz//zOrVq/MF5CQYJ8T7RXrx/y8tLU2ZHF+8eJGsrCx+//13oqKiMDIyonbt2syePRs3Nzc6depEmTJlePr0KampqUyZMqWAWy8Kiu7Wom7dulGsWDF+++03MjMzmTBhwis548T77fnz53Ts2DFf8uy8vDyysrK4evUqc+fO5cSJE5QpU4ZGjRqhVquJi4ujY8eO1KpVCx8fH0C2Lusz3aDc4MGDSU9PZ+HChaSmptKqVSusrKwICAjAwsKCChUqFHRzxVtSrVo1jh49Svfu3UlKSiIqKkpJdWFra8uUKVO4ffs2p0+fZvny5UoydgcHB6VvqFSpEosWLXolt5x4f3366afs37+fn376ibp163L//n3Kly+PWq1Go9EoBZ/s7Oy4du3aK+er1WpMTU0lGPce+6uV8dp7R6dOnVCpVISHhxMcHEy7du2Ii4vjxo0b7NixQzlfHurpp+joaOLi4liyZAllypTh2rVrLFu2jJ49exIXF0epUqWwsLBg2bJlbN26VbatC/GeK/RbVrU3xoSEBNzc3DAwMOD+/fvs2bOHw4cPExISQpUqVRg+fDg1atQgMTGR8PBwAMzNzRk5cqQEXfTU/7Kd8M+OletCfy1dupSSJUvSs2dPkpKS8PX15fbt27Rt25bGjRtTvXp1fvrpJ4KDg1m6dKkk2S1kdFe8LFu2jIULF2JgYECnTp1IS0tj4cKFGBkZydYSPaTt911dXYmLi+OTTz5h4cKFWFtbv3aL2ZMnTzh+/DgLFizg+++/x8HBQYL2ekj7t757926ysrLYvn07KSkpDB8+nObNm+c7NiAggMuXLxMQECCpDfSI9rf8q35f9/feuXMn0dHR3L17l1KlShEWFoaRkZFcE3rk+PHjfPLJJ8Af1bg9PDzIzc1l5syZynHXr19n2rRp2NjY4Ovri0qlynePkPmGEO+vQv+Xq72h2dvbY2dnx6FDh/jss8+wtLSkffv2ZGdnEx4eTmhoKIMGDaJu3bqvrIjLzc2VTlAPaa+NsLAwGjVqRJ06df50kqQ9VnewpVKp5LrQU9nZ2SQlJeHv74+RkRHdunXD3d2drKwsihQpArzIIRcTE0Px4sWVrYqi8NBdKefs7IyFhYWy9fCLL76Q3D96SNv/a3/Tli1b0qpVK6ZOnYqrqyvTpk2jQoUKr/zmxYoV45NPPqFIkSJcvnw53yo5oT+0ARgHBwfgxbbEFStWEBoaikqlUvLN7t69m6ZNmzJq1KgCa6t483x9fXn+/DnTpk37y6T7ujsv2rZtS/369cnMzKRs2bKo1Wq5b+iRzZs3M3HiRLy9venSpUu+PIEvr5CtVKkSLVu2ZMuWLTx//lzJT6ol14QQ7y95LP//paSkYGRkxOjRo7l37x7jx48HoHPnzgwZMoRr164RFRXFyZMnXzlXBs767dChQ0yfPp2srCwMDAz4s0Wluk8sHz58KE8v9ZiRkRHff/89zs7OTJ06lQ0bNmBkZESRIkV49uwZsbGxfPfdd9y9e5eAgAAlSCsKF+2kC+Cbb77Bw8ODli1bKhMuGUDrD93+/8cffyQyMpLGjRvj4ODA6tWrSUhIwNPTk9u3byvnbNiwQfn/YsWKYWNjw/Xr18nLy/vT+4x4/2l/208//ZQhQ4ZgaWnJ4sWLiYiIwNHRES8vLxo2bIiBgYHycE+83zIyMkhNTeXMmTMEBATkq4T5Otp7BICNjY2yrTkvL0/uG3qkZcuWyjgyPj5eeb1p06ZkZ2ezZcsWsrKylNe1VXefP3/+rpsqhHiLJCD3/1lZWbF48WJGjhzJkCFDuHDhAhMmTABeBOUGDx7M0aNHOXLkSAG3VLxNrxscff/991hYWPDjjz/+6eBYdzIWERFBhw4dSE5OfuvtFQWnSJEiODo64ujoyJQpU9i8ebPy3vnz5ylVqhTr16/HyMiInJwc2ZaoJ/5sAvVnARTdSVePHj0wNDQkOztbJtl6RPe+cPfuXWJjY1m9ejXbtm3jyZMnVK9enZiYGE6cOMGsWbPYvn07zs7OLFmyRLk2jh49yoULFxg8eDBqtVquDz2mG2z55JNPGDZsGFWrViU2NhaNRsO2bduUY+S+8f7TaDSYmZkxceJEPv30Uw4fPoy/v//fCsq9/J5cD/pDWyn3u+++47vvvmPKlCns3LkTgFatWmFjY0N0dDTr1q3jyZMnPHz4kOjoaOzs7ChRokQBt14I8SYV+hxyr5Oens62bdsIDQ2ldu3a+Pn5AS9WSjVu3FhWxBUCQUFBlChRgrZt22JhYYGvry9nzpzB398fa2vrfFsNdINx0dHRLFiwQCn+IfRfWloaQUFBhIaG4uXlRZcuXXj+/DkmJiaoVCrJBaVHdP/uExISyMrKolq1atjY2Lzyvi7dPiIlJUW2MOupuXPn8p///AeNRsPNmzdJTU1l4sSJtGvXDisrK65cucKYMWMwNTXFxMSElStXYmRkBPyxgkZ7LYn319/NC6nbL6Snp5OZmUmxYsVkW6Ie0l4TqampBAUFcezYMZo0acLYsWP/dPuq7vWxZs0aSpYsSevWrQui+eIN0/1to6KiSE5OZvHixQDMmzePrl27kpyczKxZs7h69So3b96kUqVKqFQqYmNjJf+sEHpGAnJ/Ij09ne3btxMWFoatrS3Lly9X3pMJtn67du0anTt3Rq1WM3DgQGrVqkW7du3o3Lkzn376KbNmzQL+WBGjG4zz8fHB09NTKh4VMmlpaQQHBxMUFERISIiSC0gSL+unefPmsWXLFp48eULt2rX58ssv6du372snVi8PvOPi4li5ciVFixYtqOaLt2Dr1q3MmDGDyMhIypUrh4WFBePHjychIYFRo0bRvn17ihUrxpMnT3j69Gm+fFBqtVomVnrizp07lC1bFoAVK1Zgb29P3bp1/+t5uv2GTLT1x+vGAE+fPiUoKIjjx4//aVDu5WCcm5sbixYtok2bNu/8O4i3Z8GCBcTFxTFp0iRSUlI4efIkO3bswNPTk6+//pr09HQSExM5ffo0xYsXp1mzZhgYGEjAXgg9I3/Nf8Lc3Jz27duTkZHByZMn890oJRinX14e/FauXBlHR0dCQ0OxtLRk/fr17N+/n5EjRzJv3jxatGhB69at8w2yoqOj8fPzk2BcIaXdvmpnZ0eTJk2U1yUYpx90J0dHjx7l6NGjLFiwAAsLC8LCwti0aRPp6ekMGzYs38TqdatnZ8+eLcE4PfT48WPKli1LuXLlMDc3B2D+/Pl89913zJ8/H41GQ/v27bGysqJYsWIAkg9Kz5w/f56vv/6a4OBgDhw4wMaNG1mzZs1/PU93a2p2drayalK833THlk+fPsXU1BSNRoOlpSWOjo5oNBolDY42KJebm5tvy7r2Qa8E4/TP48eP2b9/P2PHjqVr164AfPnll5QpU4Zp06ZhYmJCp06dqFy5spI7DqSQoBD6SP6i/4K5uTk9evSgX79+/7VMuXh/aX/Tffv2YWxsrDyxvHbtGo8fP8bDw4Np06YRHh5ORkYGsbGx1K9fH2trawD27NnDzJkzCQgIoG3btgX5VcQb8N+2jvwZCwsL+vTpA0j5eX2j/e13797Nvn37+Oyzz2jYsCEArq6u+Pn5sWfPHgAlKKd7DcjqWf2Xl5fHkydPMDExQa1Wk5GRgZmZGaNGjaJnz56sXr0aeDHh0lbHk/GEfqlduzYjRoxg7NixqFQqfvzxRypWrPiX5+jeW2JiYsjOzqZPnz5y/3jP6Y4jgoODOXr0KA8ePOCzzz6ja9eu1KxZEycnJwB++eUX1Go1o0ePzvfAPyYmRrlvSDDu/ffyODIzM5Nbt27le61EiRIMGjSIo0eP4uLiQmZmJl9//XW+z5FFIULoHxkN/hfaPFCSXFd/aTQa7ty5w7x58wgMDFRyBrZu3ZrU1FQ0Gg1hYWH07duXDz74gNTUVIoXL66cX6ZMGSIjIyUYpwd0B9GXLl3it99+A/77SjfdxMvJyckymdJDz549Y+XKlWzcuJErV64or1taWjJhwgRq1qzJTz/9pFTQ0w3G+fr6SjBOz3Xr1g2NRqMUgzIzMwMgKyuLrl27Ur16dcLDw9m2bRupqakF2VTxhulmfrGzsyMjI4OsrCzu3r37X8/TDcbNnDkTGxsbuX/oAe04YsGCBSxfvpwOHTrQvXt3Tp06xcyZMzl79ixWVlY4OTnxySefsGnTJmJjY5XzV6xYga+vL3PnzpX7hp7Q/q3v2LGD9PR0SpcuTcuWLdm+fXu+vqJ06dJUq1aNChUqsHbtWqm4LUQhIBGmv0m2nukX3QCKSqWibNmyBAQE0LVrV9atW8fQoUPRaDRcunSJmJgYAHr27MmiRYuIiIjIV/2qVq1afPLJJwXyPcSbpR1Ee3t7M2zYMIYNG0bXrl05evRovtLzunSD9bGxsXh4ePDkyZN31mbxdmgHwdr/aou7tGrVisuXL7N27VrlWEtLS8aPH4+dnR3JycnK/WLr1q3MnDlTgnF6TqPRULRoUWbNmsWJEydwdHTk9OnT/PbbbwQGBmJgYICfnx+NGjXC19eX3bt3yyRLT+hW2H3y5Al9+vRh3759DB06lDFjxrBt2zbg1SrMuudFR0fj7e0tq+z1zO7du9m1axchISH06NGDatWqce7cOTIyMnBzc+PcuXNYWVkxbNgwhg4dSo8ePYAXBV6OHDmCm5ubXA965urVqyxbtkwZPzRv3pxnz56xYsUKHjx4ALzIYZ6amsrkyZOJioqS+acQhYAUdRCFju4qqIsXL5Kamkr58uWxsbFBrVbz+PFjJk6ciLm5OXfv3uXcuXMEBgbi4ODw2s8Q7z/d33Pv3r14e3szZcoUbGxs8PT05MGDB0yePJnPPvsMY2Nj5byXVzjMmTOH+fPn57tWxPtH93p4+PAhZmZm5ObmUqxYMe7evYuHhwepqal0796dbt26KeelpaVhZmaGWq0mKyuLvXv3YmFhQbNmzQrom4h3KSsri9OnT+Ph4cGjR48wNDTExsaGiIgITE1NAfDw8GDAgAH/dSuj+PfT7SeWLl3KtWvX6Nu3Lx9//DEAXl5eREVF4efnpwRW5s2bR5cuXahVqxbw4r7h7e0tQXs99Ouvv7J161amTZvG3r17mTJlCuPHj6d06dJMnTqVcuXKMXnyZCX9AfxRNC4rKyvfWEO8n14uAvj8+XM8PT25efMmy5Ytw9TUlJCQEPbs2cPjx4/58MMPuXz5MgBxcXEYGBjIfEOIQkACcqJQ0Q2g+Pr6snnzZnJzc0lLS6NTp058/fXXfPzxx2g0GtatW0dCQgLr16/nm2++Yfr06QXcevG2bdy4kfv376NWqxk+fLjy+vDhw7l161a+oJzuQEubI2zu3LnyRPs9p9tHBAYGsn//fp4+fUqxYsUYM2YMzZo14969e8yePfu1QTn4Y6IuA+nC6+LFi6hUKqpXr45areb58+dKUE7oFx8fH+Li4pg1axYff/wxNjY2yntz5swhKiqKQYMG8dtvv5GSksLGjRsxNDQkPDycJUuWMGfOHLlvvOf+rK9//PgxZmZmODk50bhxY0aOHEleXh59+vTh4cOHNG7cmLlz50pFdj23d+9e7OzsqFmzJk+fPqVjx444ODgwc+ZM4EWxqF9//ZX//Oc/lCxZkokTJ2JkZPRKQE8IoZ8kICcKDd0BU1RUFIGBgcyfP59q1apx4MAB1q9fT/HixXFycqJu3brAi4pn27Zto2PHjpLXRc/l5eXRqlUrEhMT6dWrF+7u7vned3R05Pbt24wZM4YvvvhCeXr9448/4ufnx5w5c2SFgx4JDAwkMjISV1dXnjx5wrlz59i0aROenp507dqVO3fuMHfuXK5fv46LiwvNmzcv6CaLt+B/nSi/bmIukyr99dNPP+Hu7s6yZcuoWbMmGo2GlJQUbty4Qf369YEXq+eOHz+OtbU1c+fOVaqoTpgwgebNmysVFsX7Sfdv/tatW+Tk5OSrinn79m369u2Lq6sr7du35+HDh3h6etKhQwccHBzkoY2e27dvHyNGjKBEiRJMmjSJbt26sW/fPnx8fHB2dubLL79UjtW9lqQ4mBCFhwTkhN47cOAAn3/+OfDiBmdgYMD48eOxtrbmhx9+UI7bvXs3AQEBdOrUiREjRrwysZKbo/7STrpzcnIYMGAA9+/fZ/78+Xz00Uf5roHu3btToUIFFixYAMCmTZtwdXXFx8dHgnHvsZe3B6WkpDBixAh69epF9+7dgRdBlUWLFhEcHMyaNWuoW7cut2/fJiYmhnHjxknARQ/p3gNeDsz9VaDu5ffk3qG/tm3bRnBwMKtXr+bevXts27aNuLg48vLyKFu2LFFRUcCLojDa6rqyHVE/+fr6smPHDpKTk2nWrBmjRo1SCoGNHTsWY2NjunbtSlxcHLm5uYSFhclKaj30urnDuHHjuHv3Lk+ePMHBwYESJUqQmJiIoaEhjo6OlChRQlZIClGIyR1A6LVVq1bh4eGhFGbQnRSlpaUBLybaAA4ODnz++efExMSQlZX1ygBJJlT6SxuMMzQ0JCIiAgsLC9zc3Dh79my+ZNxxcXFKFd6cnBzu379PYGCgBOPeY4MGDSI4ODjfa8+fP+fy5ctKpUxt4Q4nJyfs7e3ZsmUL2dnZlCtXjgkTJmBgYKD0I0I/6BZriYqKwsXFheDgYE6fPg2gVF9/3XnaidWePXvyVdwV7zfd31v7/4aGhuTk5DBq1CgGDx7MrVu3GDJkCDNnzuTGjRscOXIEQAnGaTQaCcbpCd0+f/PmzWzbto3vv/+eefPmcfbsWTw8PDh9+jSWlpb07NmT58+fM3/+fDQaDSEhIRKM01Pa3/P69evAiz6iVatWNG3alKlTp1KsWDFOnjzJunXr2Lp1K6dPn5ZgnBCFnNwFhN6KiIigfPnyNGzYkPj4eCUop1KpqFq1Krt27eLKlSv5VrZUqlSJMmXKSAW8Qkg7sTIyMmLdunUAuLq6vhKUU6vVSvBu2LBhslXxPff999/j5OQEvAiyApQuXZpPP/2ULVu25Kuaam5ujrm5Oampqcq2My1ZIadftL95UFAQAQEB5ObmsmbNGvz9/dm+fbtyzMtBGt0iL6NGjSIhIeHdN168cbpVUbOzs5Wq223atGHIkCHUqVOHKVOmMHHiRAYMGEC1atUoVaoURYoUyfc5MvF+/2VkZAB/9Pn79u3j7t27ODk5KbnBYmJiePToEfPmzeP8+fN07NiR4OBgIiMjCQ0NxcjIiJycHAnG6anjx4/Tvn17vL29uXDhAp07d+b8+fOcOXOGkSNH4urqSvPmzXn48KEyNxFCFF6yZVXopSFDhnD37l127NjBtWvXCA4O5vLly3z11Vf069cPgMGDB3Pz5k0WLlxImTJlMDc3Z+TIkVhaWhIQEFDA30AUFG2wLTs7mx49evDw4UMiIyOpWrVqQTdNvGG6qxOCg4M5f/48np6emJubExMTw7p162jUqBFOTk5YWFiQlZXFsGHDaNCgAd9//30Bt168DS+vWJk5cyYdOnSgUaNGnD59muXLl/Po0SP69+9Px44dlXNUKpUSbImOjsbX1xdPT09J1q8HdK+JlStXcuTIEdLT0/n444+VfkAbjM3NzeXZs2dMnjyZZ8+esXLlSgnW65ExY8bQqVMn2rVrR15eHikpKTRt2hSAkSNHMmbMGOXYhw8fMmjQIKytrRk7diz29vZKHyEr4/TL61IYbNu2jZUrV2JkZES7du1o3bo1ffr0wdXVVdlVsWvXLlq3bi19hBCFnNwNhN65ePEiDx8+ZNmyZcCLp9murq5Uq1aNjRs3snr1agD8/f2pVq0aQ4cOpU+fPvTp04ekpCRlS6LEqvXL3/09dVfKrV27ls8++4xKlSq93caJAqGdEOXl5VGjRg12797N3LlzAejduzeff/45hw4donfv3kydOpVvvvmG5ORkRo8eXZDNFm+J7iQ5ISGB8+fPk5SUhLW1NQD16tXD0dGRkiVLsnr1amWlnFqtzheM8/HxkcqZekJ367Kfnx+hoaHUrFmTDh06EBQUxKxZs3j69CkqlYrMzEyioqIYP348Dx48IDw8XLaz65Fnz55Rr149WrVqBbwYW1pbW7N9+3ZKlSrF4cOHuXr1qnJ8qVKliIiI4Pfff2fbtm35AjYSjNMfuqtnMzMzldc6dOiAu7s7Dg4OLFmyBFdXV+rWrcvOnTu5f/8+8GKFrYGBgbI6XwhROMkKOaF3UlJS6NSpE1988QWWlpaEhoZy5swZbt26RUhICFevXuXrr7+md+/eAOzYsUPZgtC5c2fl5ih5f/SH7tPLp0+fYmlp+V/PefkayM7OfmWbong/HTt2DENDQxo0aICXlxcVKlSgX79+HD58mJEjR9KhQwclMHfw4EGOHDnCgwcPKF26NGPHjsXQ0FAqZ+oZ3T7Cy8uLuLg44MX2tKlTp9K/f3/l2LNnzxIWFsbFixf54YcfaNKkCQCRkZEEBgbi7u4ueSXfc0+ePKFYsWLKv3ft2oWvry9eXl58/PHHHDx4EGdnZ+BF/tnZs2dTtGhR1q9fz507d3B2dlYe7shY4v3Xrl076tevz7x584AXf+t5eXl06dKF4sWLc+XKFXr37o29vT3Tpk2jQoUKSp+SkpJC0aJF5X6hh3Qf4kRGRnLixAkyMjJo1KgRvXr1wsLCguzsbFJSUvjhhx84c+YMSUlJBAUF0aJFiwJuvRDi30ICckKvaG+Ox44dY8iQIZiYmLBp0ybKli0LvEiyGhQUxNWrV+natauyfVWXTLT1i+6AKSoqisuXLzN48GAqVqz4l+f9VRVF8f5KTEzExcUFQ0NDrKys2L59O3FxcdSsWROAQ4cOMWrUKDp06ICHh4fSF+heDzLJ1i+6v+3NmzcZNWoUHh4epKSksH37dhISEnB2dlYq7gL8+uuv7Nu3j++++w4DAwOuXr3KwIEDmTp1Kp06dSqoryLegHnz5pGWlsaoUaOwtbUlJyeHHTt2kJSUxMCBA9m3bx8TJ07ExcWF8uXLM2zYMHr06MHkyZMxNzdXPkfGEvohODiYTZs2sWnTJuU1V1dXjhw5grOzM23atHklKOfq6kr58uXzfY5cD/rL19eXtWvXMmTIEB4+fMjJkyepXLkyM2fOpGjRospxGzZs4Ndff8XV1VXGEEIIhayZFnpFG3j5/fffMTAwIDs7m+XLlyvvV6pUiREjRlClShU2b95MeHj4K58hAyb9oRuMu3z5MsePH2fLli1ER0dz586dPz1Pd4K+evVq5syZ807aK94+W1tbvv32W65evcr27duZM2cONWvWJC8vj7y8PJo1a8bixYvZvn07M2fOVKox6wZnZSCtX7S/bVhYGP7+/jRu3JiPPvqIFi1aMHz4cJo3b05ISIiyag6gfv36jB07FgMDA/Ly8rCzsyM6OlqCcXpArVZz9uxZIiMjSUxMxNDQkBYtWtC6dWtSUlJYtGgRjo6O9OzZk/Lly1OqVCliYmKUNBlaMpbQDyYmJmRkZJCVlcXChQsJCAhgzpw5NGvWjNDQUHbs2MHjx4+pWrUqMTExnDp1ikmTJpGYmJjvc+R60E8bN25k9+7dhISEMGLECJo0acLvv//O6dOnlVySWl27dmXGjBnK6lkhhAAJyAk9VbVqVeLj41mwYAHr1q3Dzc1NeU8blCtevDjXrl2TXHF6TBuMmzt3LmPGjKFo0aJ8+OGHhIeHs3LlSm7duvXKObrBuOjoaPz8/GjYsOE7bbd48/Ly8pT/t7KyonTp0tStW1dZAaVWq1Gr1eTm5ipBudjYWKKiogqw1eJt0r0m0tLSePDgAT/99BPXr19XXq9atSr9+vWjWbNmhIWFvfZ6UKvVmJmZUa5cuXfRbPGWaMcCkyZNok2bNhw6dIiIiAju37+PhYUF5cqVIykpidTUVBo3bgy8CNY0b96ctWvXMnbs2IJsvngLNBoNH374IRUrVqRLly6sXLmSr7/+GoDZs2fzySefEBYWxo4dO0hJSaFq1apERERQpEgRSpUqVcCtF2+D7n0jLy8Pc3NzWrZsyYcffsiePXuYNm0aLi4uDB48mGPHjjFjxgyePn36yufIgz0hhJZsWRV67fnz5+zevZvp06fTpUsX3N3dlffu37+PjY0NarVatifqsYMHDzJ+/HjCwsKoW7cuAD/++CPz58+na9euDB48WJlI624p0VZKnDNnjuSDes/prpQ8fvw4pUuXplSpUpw6dYrQ0FBUKhXOzs7Y29vnO+/s2bPUrFlTBs567vnz55iamnLv3j3Wrl3L4sWLcXNzy5fS4OrVqyxdupS8vDx8fX3lfqGndPuKJUuWsGvXLpo2bcrAgQOxtbXl/v37tGvXjt69e9O6dWtCQkLIysoiIiIClUol29n1lJOTEwcPHqRhw4YEBgbmyy/o6upKQkICw4YNw8HBQSkCA1JNVZ8tW7aMEiVK0LNnTx48eICxsTHDhw+nbdu2ODk5kZycTO/evXny5Andu3dn8uTJBd1kIcS/lNwlhF4zNTWlTZs2eHh4sGnTJmbMmKG8V7p0adRqdb4KSeL9p/v0El7k+7KwsKB48eLKe3379mXMmDGsWrWKH3/8UVkppw3GxcTEKJUSJRj3fnu5SqKLiwsJCQmoVCqaNGnCgAED0Gg0hISEcPz4cQBGjhzJ+vXrqVu3rmwt0XNr1qyhU6dOJCcnY2dnR+/evRkxYgQ+Pj5ER0crx1WpUoVx48bh4+ODSqWSldV6SjsmgBf9QJs2bTh8+DARERHcu3eP0qVL4+npSWxsLLNmzSItLY2wsDDlmpBgnH7Jycnh8ePHGBgYKFvUJ0+ezL1795Rj5syZw6effsq8efM4efIk8MdqSwnG6Q/dasmbNm0iMjKSWrVqAWBjY8OdO3d48OABzZo1A14UEKtTpw4eHh5MmjSpQNoshHg/yMhB6D0TExPatm2LSqViwoQJlCtXDkdHR+V9GTDpF+3vee/ePezs7AB4/PgxqamplC1bVlkN06lTJ5YtW8bGjRsxNTXFyckJExMTYmJicHd3Z8GCBbRt27Ygv4p4A7TB9tDQUOLi4li8eDHVqlXDxMQEgJYtWwIvVkROnjyZYsWKkZKSgr+/v/IZMsnWX/b29oSFheHk5ERwcDA2NjbKyjgfHx/UajW9evUCUIoDyaoX/aYNyqnVakaOHAm8qLIKMGjQIDp16sQnn3zCs2fPqFSpEmq1WlbG6SlDQ0OKFy/O0qVLgRc5SOPi4nB3d8fNzU0ZY8yePZvy5cvTqlUrAHnIq0e0Y0btA9uff/6ZW7duMWLECOrWravsrLCwsMDKyorY2Fjy8vLw9/fHzMyMNm3aoFKppKiHEOJPyZZV8V76J1tMMzMzSUhIoFGjRjJw1nObNm3C29ubAwcOAODs7MylS5dYu3YtJUqUAF5U21y2bBk2NjYEBgayevVqPvroIxYuXEidOnVo06ZNQX4F8QZlZmYycuRImjZtyrBhw5TXdSfRZ8+e5cKFCyQmJuLs7KysjJO+Qn+8HEjT3ke0lVWNjIwIDQ3F2tqaxMREoqOjWbp0KYGBgTg4OBRgy0VBeN321c8++4w+ffoowdmXjxP6STeYEh8fT1xcHEWLFuWHH35QgnKvO1a832bNmkXFihXp0aMHFhYWJCcn07RpUwCGDh2Ki4uLcmxWVhYrVqxgw4YNygPgiIgIjIyMpI8QQvwlCciJ947uje3Zs2dYWFj8z58hAyb9ps3d8c033zBo0CAuX77MrFmzuHLlCi4uLhgZGbFu3ToAli9fTps2bejcuTNjxowhPT0dc3PzAv4G4k1KTk6mY8eOTJkyhW7duuXrQzIzM0lJScHW1jbfOdJH6K+tW7fSsWNH4I+g3I0bNxg1ahQmJiaEhIRgbW3NvXv32L9/P927d5fAbCGl21csW7aM1atXM2LECPr371/ALRPvmu61sGHDBtatW0dWVhaBgYHKgz6hX0aPHs1//vMfhg0bRrt27ShWrBg3btxgwIABlChRgnnz5vHBBx8ox2dlZfH48WOSkpKoWbOmrJ4VQvwtEq4X75WXB8eurq48ePDgb52nlZmZKRNtPfLyM4Xc3FzMzc1p3LgxJ06cAF5USpw3bx4ODg4EBAQQEBBATk6Osg2lSJEiylNuCca93173jMna2po6deqwa9cunj59qlRTBTh37hyrV69+pQqa9BH66f79+7i4uCgrJbW5vypWrIiPjw83b97ExcWFR48eKTnlJI9g4aWbU87Z2Znx48fTp0+fAm6VKAjaAmAAXbt2pUOHDtSqVYvixYsXcMvEm6b9m1+0aBGffvopYWFhbNu2jcePH1OxYkVWrFjB7du3mT9/Pjdv3lTOMzY2xtbWltq1ayvjDAnGCSH+GwnIifeKNhjn7e1NVFQUTZs2JTs7+y/P0U3qHhUVpVRFE/pBu3X5/v37wItAiqmpKT179mT37t1s2rQJlUpFmTJlcHd358cffyQ2NpaVK1dibGzMggULePr0KY0bNy7IryHeAN0CLffv3+fKlStKoK19+/bcunWL8PBwJSifkZFBcHAw586do2jRogXZdPGWvFzkpXTp0qxYsYLLly8zfPhw4I8+xM7OjkqVKnHw4EF8fX3znSeTKv3x8jWh9WcbRnQD+N26dcPAwCBfgnfxfvtfNgrpFnTp06cPbm5u+YK2Qv+MHj2aUqVKERUVxc6dO3ny5AlVqlQhOjqahIQEPD09lcJgL5MHe0KIv0O2rIr3zt69e/nhhx9YsmQJ9erVAyA9PZ2kpCRKlCiRb4WTbq65mJgYZs+ejY+PDx06dCiQtou3IzY2lpiYGD755BMlF5SJiQlz5szh5s2bzJkzB2tra+UJt0ql4uLFi/z444/s2LGDsLAwateuXdBfQ/wf6P6tL1y4kMOHD/P777/TqFEj6taty3fffcfChQs5cOAA6enpVK1albt375Kdnc26deswMjL6R7kpxb+X7orqw4cPk5aWhrGxMS1atCAhIYEJEyZQvXp1QkNDgRerp2fNmsXAgQOpXr26TKb0kO41ceDAATIyMkhLS+Orr776y/N0+4aUlBSsrKzedlPFO6B7Pbzc///V/eDlbYiyLVE/eXh4cPnyZQCuX79OWloaEydOpF27dlhZWXHlyhX69etH5cqV8ff3fyX1hRBC/B0SkBP/ei8PiqKjo9m0aRNRUVFcuHCBffv2sX79elJSUujWrRujRo3C0tIy33nR0dH4+Pgwd+5cqZypB15OkHvp0iX279/PmjVrMDU1pXnz5gwYMIBr164xc+ZM5s+fT506dfKdd+/ePU6ePEndunWpWLFiQX0V8YYtXbqUlStXMn/+fKpWrcqcOXM4ePAgcXFxVKpUiV9++YUjR47w5MkTypYty9ChQ6WAgx7S7f/9/PzYsGED1tbWXL16lc6dOzN8+HCSkpJwcXHB0tKS1q1bc+zYMXJycli9erWyKkqCcvrJx8eH7du3U6pUKZKSkrCwsMDd3Z0PP/zwlWN1r6UVK1YQHx/PqlWr/lH+WvHvofu7RkVF8euvv1K9enUaN26sPOx9XVBO97U9e/bQqlUrSdivh7Zu3cqMGTOIjIykXLlyWFhYMH78eBISEhg1ahTt27enWLFiXLp0CW9vb0JCQuQ6EEL8I9JziH813S1oz549A6By5cqcOHGCcePG8e2333LlyhWGDx/O999/z+rVq5Wti7or43x8fPD09JRgnB7QDaodOnSInTt3kpycjKOjI1u3bqV9+/acP3+eL7/8kt9//53k5GS8vb3Jzc3NN1iys7OjY8eOEox7z2mfKWk0GlJSUvjll1+YOXMmTZs25fLlyxw4cICpU6dSuXJlAJo0acL48eOZNWsWTk5OGBoaSp4XPaTt/0NCQli/fj2BgYHEx8fj4uJCXFwc/v7+2NjYEBERga2tLSdPnsTKyorIyEhlC5oE4/RTdHS0ck1ER0fz/fffc+HCBWWMAfn7Fd0He0uXLmXYsGESjNMD2t81KCiIgIAAcnNzWbNmDf7+/mzfvl05Rnfdwsu7LkaNGkVCQsK7b7x46x4/fkzZsmUpV66csvNm/vz51KtXjwULFrBjxw6SkpKoUaMGy5cvl63LQoh/TGYg4l9LN/ASEhLChQsXmDp1Ko0aNWLRokVs3bqVcePG0aRJE2xtbXn8+DFr167Nlx8uPDycRYsW4eXlJcE4PaCbD/DlVS/t2rVj0qRJjBo1iqysLKKjo/n555/JyMggOzv7tU8uZXvi+023j9BuR0xLS6Nq1ars2bOHiRMn4uLiQs+ePcnKymLDhg1Uq1aNjz/+ON/nSOBFPyUmJnLlyhWmTZtGvXr12LlzJwEBAXz77bdERkaSm5vL9OnTCQoKIjs7GyMjI0C2n+m7mzdv0rdvX2rVqsXWrVtxc3NjxowZNGnShIyMDMzMzFCpVPlWSGpX2Xt6etKuXbsC/gbi/+LlFfb37t0jICCARo0acfr0aZYvX05kZCR5eXl07NgRlUqlPBzWDc76+voSEBDAp59+WlBfRbxFeXl5PHnyBBMTE9RqtdI3jBo1it69e+Pv74+1tTUODg5KoFZWyAkh/gkZcYp/Ld0CDps2bWL06NFkZGQA0KZNG1q1aoWhoSHZ2dlkZGTg4uKCiYlJvlxgDx48YObMmRKM0xMvr3rR5hFctWoVHh4eZGRkMGnSJCpWrMjAgQNxcHDg9u3bNGzYUBlUy4BJf2h/y9mzZ5Obm4uTkxPwojLa0aNHmTRpEn379gXg7t277NixQ3I/FSJWVlZ88cUXNGrUiDNnzuDl5cV3333HwIEDsbS0ZN68eaSkpODj40Pp0qWBF0F/Ccbpj9f1+RcuXKBevXqcOHECV1dXXFxc6Nu3L3l5eQQFBWFjY0O/fv2UYNyaNWskGKcndK+HhIQEzM3NSUpKwtraGoB69erh6OhISEiIsnW9ffv2+a4h3eCsjC31V7du3Vi+fDkTJkwgICAAMzMzALKysujSpQs2Nja0atUKkIe7Qoj/G5mZin+1Xbt2sWnTJhYvXkyvXr2oUKECmZmZ3LlzR6l0Fh8fr+QDWrFiBWq1mpycHAAmT55Mly5dCvhbiDfpr1a9HD16FD8/PyUJb5kyZfj000+Va0WCcfpBdwvR9evXOXjwIF9++SVlypRh9OjR/Pzzz9jb29OvXz80Gg3Pnj3D09OTrKwsWrduXYAtF++SiYkJLVu2xNLSkiNHjlC9enUleb+RkRFdunTBxMQEGxsb5RyZWOkP3eDLuXPnlHQW3bt3Z9++fQwaNIhp06YpQfv09HTOnz/PgwcPlM/YsGEDbm5ueHl5STDuPae7wt7Ly4tvv/2WQYMGsXfvXo4dO6YcV7duXRwdHbGxsSEgIIAjR44o70VGRrJgwQIJzuo5jUZD0aJFmTVrFidOnMDR0ZHTp0/z22+/ERgYiEqlYsyYMVJxWQjxRshjYPGvdvv2bSpVqkS9evW4ePEiBw4cIC4ujsTERAYPHsygQYOwtLSkQYMGjB07VpKzFwJ/Z9XLkydP8PLyws7OTjlPtiW+/54+fYqlpWW+3D93796ladOmNGjQAI1GQ/PmzZk0aRJz5szBycmJvLw8MjMzefLkCXFxccoAWq6HwkF7L7h27RqpqamoVCoyMzM5ePAgXbp0oWPHjsDrV1KJ95du8GX+/PkcO3aMXr160aVLF2rWrImtrS0qlYrixYsDLwL7np6eJCcn89133ymfU6VKFYKCgmjRokWBfA/xZujmfrt58yaHDh0iNDSUlJQUtm/fzooVKzA1NaV79+7Ai6DcwIED2bdvn7Il9erVqwQFBeHm5ibBOD2nvVaaNGmCv78/Hh4ejBw5EkNDQ2xsbFiyZIlyrIwlhBD/V1JlVfxrvK6a1f79+xkxYgTt2rXj7NmzfPTRR9jb26NSqZg5cybbt2+nUqVKyvEy0S4ctPmegoODOXHiBL6+vhQtWpRVq1Zx+vRpkpOTCQ4Olgm2Hhk5ciQlS5bE3d0deHEN+Pr6snLlSho2bEhUVFS+4xMSEpTE3OXLl6d///4SsC/Efv31V7755hsqV65MVlYWxsbGrF+/Xq4FPbd48WJlVVOdOnWwtLQE4NSpUwQFBXHu3Dk0Gg0lS5bEzMyMiIgIjIyMZCyhp8LCwjh37hzW1ta4uroCcOXKFVavXs2hQ4dwdHRUgnK6tA92kpKSKFeu3LtutvgXuHjxIiqViurVqys7ceT+IYR4E6QnEf8KuqsTUlJSMDU1RaVS0bx5c7y8vNi2bRvffvstTZo0oUyZMty/f5969eq9slRcBtCFg6x6KXymTp2Kra0tAM+fP8fU1JRRo0ZhZWVFQEAAsbGx9OzZE41Gg0ajwd7eXskdqCXVVAuv+vXrExMTw86dO7GwsGDIkCESoNVjGo2GxMRE9u7di5ubG02aNFHey8vL4+OPP8bd3Z1Hjx5x6dIlypcvz8cff4yBgYFcE3rk5cI/Dx484KeffsLe3l45pmrVqvTr1w94EbB7/vw5/fv3z/c5arUaMzMzCcbpgdc9/P8r2muoZs2aymsylhBCvEnSm4gCp7u1ZOnSpRw+fJiHDx9So0YNBgwYQNeuXenYsaPy1DojIwM3NzdMTEyoXLlyAbdeFATtYKp3795888039O3bV1n1optkWYJx77+jR49Sr149ypcvD8CKFSvYvHkzwcHBWFtbM3DgQKVPMDU1pXPnzgBKYE534C0B+8KtTp061KlTR/m3BF70l7YiZmJiIqampvneU6vVZGZmAlC7du18haBkoq1ftGOA58+fU6RIEQYNGkSRIkVYvHgxq1evVgJxVatWpX///jx9+pSTJ0/Sr18/ySeph3QDtC+PD/4sUKdWq197rBBCvCkyWxUFTnuT8/f3Z8WKFXTt2pUvv/wStVrNkCFD2Lt3L0ZGRqSnp7Np0yYcHR159OgRYWFhqNVq8vLyCvgbiIKiXfXSunVrevTooWxB0xb1EO+32NhYBg0axI4dO5QJdJMmTbh79y4uLi4kJydTpEgRnJ2dGT58OJMnT2bz5s3KZFwCsuKvSOBFf7xugpyTk0NOTg537txR/q118eJFNm/eTGpqar5zJGivf9asWUOnTp1ITk7Gzs6O3r17M2LECHx8fIiOjlaOq1KlCuPGjcPHxweVSiVBFz2j+/A/KioKFxcXgoODOX36NMCf/ua6wbg9e/aQl5cn9w4hxBslPYooMLo3uQcPHrBv3z5mzpxJhw4dAHj06BGlSpVi0qRJREREUKFCBTQaDfXr12fcuHGy3UgAsupFn/Xs2ZNLly4xc+ZMANq2bUuNGjWIjIxkyJAhTJw4ET8/P4oXL863336LWq1m4sSJFC9enGbNmhVs44UQ74TuqpekpCSsrKzIy8ujbNmy9OvXDy8vL8qXL0/Lli0ByMrKIiAggFKlSmFhYVGALRfvgr29PWFhYTg5OREcHIyNjY2yMs7Hxwe1Wk2vXr0AKFu2LCDpLvSRbjGosLAwmjVrxpo1azh69Cg9e/akffv2SlBOe6zu/8fExDBjxgwiIiKUQh9CCPEmyKxVFIiXB9DGxsZcvnw539PpkiVLMmjQIM6ePcuxY8eoXbs27du3x8zMDJCtJeL15JrQD9otyNOnTwdg9uzZqNVqvvjiC6pWrUpYWBhDhw5lwoQJSlDO0dGR0qVL06hRowJuvRDiXdGOJRYvXsyePXswNjamVatW9OvXj+HDh/Pw4UOcnZ3p0aMHADdu3CAlJYVly5a9MgEX77eXA2kajYYqVaoQHBzMqFGjGD58OKGhodja2tKvXz/UajVubm5YW1vj4OCgnCfBOP3x8jVx7949AgICaNSoEadPn2b58uVERkaSl5dHx44dUalU5OXlKSvtAaKjo/H19SUgIECCcUKIN07uOKJAaG+Ofn5+eHl5kZeXR6NGjThy5AgpKSnKcWXLlsXAwIDr168DKME4kK0lQugrjUaDsbEx8GK7UY0aNUhLS8PLy4tdu3aRkZFBtWrVCA8P58qVK0ycOJGkpCQsLCzo27evbFsWohDQ3V62bt06IiIi6N27N2XKlGHv3r24u7uTk5ODu7s7c+fO5dGjRzx9+pTatWuzfv16jIyMyMnJkWCcHtGOLbdu3Qr8sQ2xQoUKBAYGkpWVhaOjI8nJydja2tKrVy9mzZqlrJ4U+kU3GJeQkMD58+dJSkrC2toagHr16uHo6EjJkiVZvXq1UpldrVbnC8b5+PgwZ86cfDmKhRDiTVFpJEmCeId0n0QfOXIET09PPD09+fDDD1m2bBlbtmyhV69efPXVV1hYWJCRkcHQoUNp0aIFzs7OBdx6IcS7FBAQwKpVq3Bzc+Pp06ccPXqUn3/+mVmzZtGuXTvMzMy4cuUKnTt3pn///ri6uhZ0k4UQ79iRI0c4fPgwtWvXVlJe/Pjjj2zYsIGyZcsyffp0ihcvrlRn1srNzZUHe3ro/v37ODg40KhRI5YvXw78Mfa8cOECAwcO5KOPPsLLy4uSJUsq50m6C/2iO9/w8vIiLi4OgIyMDKZOnZqvku7Zs2cJCwvj4sWL/PDDD0pV5sjISAIDA3F3d6ddu3bv/ksIIQoFCciJAhEfH8/Zs2fRaDT88MMPyuseHh4cPXqUYsWK8cEHH3DhwgVSU1OJj4+XgZIQhcjjx48ZMGAA/fv3p2/fvsrrbm5ubNy4kVmzZvHFF19gYWHB7du3sbOzk8m1EHrOxcWFgQMHUrduXQCOHTvG7NmzSU5OZu7cuTRv3hx4EWxbs2YNGzdupEyZMri6uiqrYuDPKyqK98/r8r0lJCQwYcIEqlevTmhoqPJ6SkoKjo6OnDlzhm7duuHl5fWumyveAd2/75s3bzJq1Cg8PDxISUlh+/btJCQk4OzsTPfu3ZVzfv31V/bt28d3332HgYEBV69eZeDAgUydOpVOnToV1FcRQhQCEuEQ78TLg9/du3eze/duGjRooOSKApg+fTqbNm3it99+4+7du9SrV49JkyZhaGgoT7OFKCQ0Gg0ajYb09HQsLS2BP3LKubu7c+nSJfz9/Xn+/DndunWjXLlygKx4EUKfXbp0iZIlS1KjRg3ltTp16tCmTRvWrl3L+vXr+fTTTzE1NcXAwIDevXujVqsJCwsjKiqK0aNHK+dJME4/6AbjDh8+TFpaGsbGxrRo0QI/Pz8mTJig5I2DF2lPqlevzuzZs6levXpBNl28Rdq/77CwMM6dO0fjxo356KOPAChXrhzm5uaEhIQAKEG5+vXrU79+feDFdWVnZ0d0dLQyvhBCiLdFVsiJt043GLdp0yZyc3Pp1q0b7u7ubN26lXHjxtGlSxfMzc3znac7uZatBEIUPk5OTjx9+pTVq1ejVquVfE8uLi4cPXqUKlWqEBERUdDNFEK8I9rxRExMDHZ2djRv3pznz58TGhrKzz//jL29Pd9//z0mJibAi4n1Tz/9RKtWrSRYr2d0x5Z+fn5s2LABa2trrl69SufOnRk+fDhJSUm4uLhgaWlJ69atOXbsGDk5Oco9RR7i6BfdAG1aWhqLFi0iJiYGe3t7JQAHcOXKFVavXs0vv/xCv3798m1fFUKId02KOoi3SlupCOD3338nLCyM8PBwfvrpJ9zc3GjZsiUrVqxg586dPH/+XDkH8hdtkGCcEIWHtg8YPnw4z58/Z9y4ccCLfkClUpGTk0N4eDgrV64E8id3F0LoH22foFKpuH//Pjt37mTevHn88ssvmJqaMmzYMD7//HNOnjzJggULyMzMBF4kZ3dwcMDAwIDc3NyC/AriDdOOLUNCQli/fj2BgYHEx8fj4uJCXFwc/v7+2NjYEBERga2tLSdPnsTKyorIyEjUajV5eXkSjNMz2mDc8+fPKVKkCIMGDWLo0KEcOHCA1atXK8dVrVqV/v37U7t2bU6ePCljCCFEgZIVcuKdmDdvHnfu3OHBgwdcu3aNokWL4uLiQtu2bXFxceHs2bM4OzvTpk2bfJVUhRCFV1ZWFtu2bSM0NJT09HTq16/P1atXycjIYMuWLRgYGLw2f5AQQn/o/o1rV8ufPHmSVatWcfnyZaZOnUqTJk1IT08nNDSUw4cPU7VqVWbMmKGkwxD6KTExkQULFtC8eXM6duzIzp07mT59Ov379ycyMpImTZowffp0bG1tyc7OxsjICJBdF/pszZo1BAUFERsbi7W1NQ8ePCAqKoqIiAgmT55Mnz59lGPv3LmDnZ0darVa8koKIQqMzGLEW7du3TrWrl3LiBEjCAoKYvPmzVSsWJGgoCB2796Nt7c39erVw8PDg4SEhIJurhDiX0Cj0WBsbEzHjh0JDAykbdu2FClSBHt7ezZv3qyseJFgnBD6SzcYFxoaSmBgICkpKTRo0ID+/ftTpUoV5s6dy5EjRzA3N8fR0ZF69eqhVquV4IvQX1ZWVnzxxRd89tlnnDlzBi8vL7777jvGjh3LqFGj2LVrFxMnTuT+/fvK9aDRaCQYp8fs7e0xMjLCycmJ5ORkbGxs6NevHwMHDsTHx4c1a9Yox5YtW1ZZLSnBOCFEQZEVcuKtW7BgAcePH2fVqlXAiyXliYmJjB49mkePHjFt2jQcHBxYsmQJjo6OMogWQs+9vKrtn+TxkRUOQhQe3t7ebNy4kW+//RYHBwdsbW0BOHHiBCtXruTGjRtMnTqVxo0bk5mZibGxMSqVSlbQFgLalW/BwcGcOHECX19fihYtyqpVqzh9+jTJyckEBwfLdaCHXv771q5y01ZWNTIyIjQ0FGtraxITE4mOjmbp0qUEBgbi4OBQgC0XQog/yN1JvDXaWK+xsTGZmZlkZ2ejVqvJzs7G1taW8ePHk5ycTHh4OD///DMjR47EyMhI8rwIoee0A+iNGzcCKFtP/4y26iq8GIDn5eVJME6IQiI+Pp74+HhCQ0Pp378/tra2ZGRk8OzZMxo2bMjIkSOpXLkyEydO5OzZs5iYmKBSqdBoNBKEKQS094Jr166RmpqKSqUiMzOTgwcP0rJlS0JDQ5VVUEK/aP++t27dCqD83VeoUIHAwECysrJwdHQkOTkZW1tbevXqxaxZs2jZsmUBtloIIfKTkYp4a7TLvx0cHLhw4YJS4Ui7Ai47O5vmzZtjaGjIypUrycrKApAku0IUAo8fP8bT05N58+YB/NeJs7Y/0Qb2hRCFw4MHD2jSpAk1a9bkypUrrFy5kq+++opBgwaxbNkyatasSd++fenZsye1atVSzpMtaIWD9nfu3bs3p0+fpm/fvnTp0oU7d+7Qtm1b5Ti5b+in+/fv4+LiwrBhw4A/gnIVK1bEx8eHmzdv4uLiwqNHj7Czs6N3794YGhqSk5NTwC0XQogX5O4k3roaNWrg4eHBsmXL8Pb25uzZs9y6dYtVq1ZRu3Zt3NzcOHLkiOSPE0KPvbw6oUiRIowaNYrff/+dU6dO/el5uomWo6KiGDVqlBK8F0LoPyMjI7Zs2YKvry/fffcdJ06c4Ouvv6ZevXqsX7+epKQkGjVqxNixY6WaaiFWv359YmJiaN26NT169GD9+vUSeNFDL48lSpcuzYoVK7h8+TLDhw8H/gjS2tnZUalSJQ4ePIivr2++82SVvRDi30J6I/FOfP311xQpUoRZs2axZcsWNBoNJUqUYMiQITx69IiKFStibW1d0M0UQrwl2tUJ69atw97engoVKtCmTRs2btzI5s2b+fjjj185RzcYFx0dzYIFC5g9e7ZUThSiEBkyZAhPnjzhzJkzfPPNNzRr1oxKlSrx+++/89tvv/H06VNKlCihHC+r7AuvOnXqUKdOHeXfkmtUv+jmjDt8+DBpaWkYGxvTokUL/Pz8mDBhAsOHDyc0NBQAMzMzqlevzuzZs6levXpBNl0IIf6UFHUQ71RiYiL37t0jJyeHBg0aoFar8fPzY/fu3URERFCqVKmCbqIQ4i05cuQIQ4YMoVy5cjg7O/P555+TlJREjx49WLhwYb7tRS8H43x8fPD09KRdu3YF1XwhxDum2w9kZmZiYmICQFZWFiNHjkSj0RASEiLbEYXQc7p9gZ+fHxs2bMDa2pqrV6/SuXNnhg8fTlJSEi4uLlhaWtK6dWuOHTtGTk4Oq1evRq1W/6MCUkII8bZJQE4UmN9//52QkBD27dvHihUr8uV+EUK8/15X4XDQoEGcO3eOjh07kpSUxGeffUZqaioHDhzAw8ODihUr5js+JiYGb29vCcYJUUjpTsSfP3/O2rVr+emnn0hOTiY2NhYjIyOppipEIRESEsLKlStZsmQJ9erVY9WqVXh4eNC+fXvGjx+PWq1m9uzZZGZmYmFhwYIFC6SPEEL8q8k6blEgcnJyyM7OpkSJEqxatUqWkguhh7SD34sXL2JtbY2NjQ0TJ04kLCyMKlWq0LRpU+bOnYuZmRkZGRns37+f/v37K+fFx8czY8YMAgIC8q2eE0LoB91g25/RfT8nJ4e8vDzKlStHcHCwkiNMtiUKof8SExO5cuUK06ZNo169euzcuZOAgAC+/fZbIiMjyc3NZfr06QQFBZGdna0UkZM+QgjxbyYr5ESB0r1hCiH0i0aj4cSJEwwdOpTOnTvTrl07mjdvjqenJ0WLFmX06NE8ePAAf39/1q9fT+vWrQkMDARebEmLj4/HxsaGli1bFuwXEUK8cborVv6XrWS6x8oWNCEKj8zMTPbv30+jRo24ceMGY8eOZfDgwQwcOJDw8HDmzZvHJ598go+PD6VLlwb+XtBfCCEKkgTkhBBCvDGvG/xu2rSJo0eP8tNPPzF8+HAqVqzIjBkzmD17Nq1atSI9PZ0LFy5Qv379fJNrCdgLoZ90g3GhoaE8ePCAcePGYW5u/rfPy8rKkgIvQhQy2nFBcHAwJ06cwNfXl6JFi7Jq1SpOnz5NcnIywcHBsj1VCPHekPW7Qggh3gjdyfKjR4/IyMigfPnydO7cmVatWtG4cWPc3d1p164dpUqVwt/fnypVqlCxYkUaNmwI5F/xIsE4IfSTtp/w9vZm8+bNDB06lKdPn/5lQE6j0SjnxcbGAi8quMsKOSEKD+3W02vXrpGamopKpSIzM5ODBw/SpUsXOnbsCLw+h60QQvwbSUBOCCHE/5nuZDkgIIDdu3eTnJyMtbU1w4YNo0WLFnz55Zd89NFHhIaGYmhoyJkzZ0hISMhXyEEm10IUDps3byY+Pp6QkBDq1KkDvFj1lpmZiampab6AvO7K25iYGGbMmEFgYKD0F0IUMtp+oHfv3nzzzTf07dtXWS2rm2tWgnFCiPeFbFkVQgjxf6I7WV62bBnh4eG4urpSsmRJ4uLi+M9//kPnzp3p1asXVlZWpKWlceXKFbZu3crEiRMl2bIQhdCyZcu4cOEC/v7+XLp0iSNHjhATE0NeXh69e/emf//+mJiY5OtfoqOj8fHxwcvLizZt2hTwNxBCFKRz586xc+dOLCwsGDJkiBR5EUK8lyQgJ4QQ4h+5desW5cuXB15sNU1LS8PR0ZEuXbrQv39/5Thvb292796Np6cn9vb2r3yODKCF0G+vyy25Zs0a3NzcGDJkCHv37qVGjRp8/PHH3Llzh61bt7J+/XpsbGyU42NiYvD29sbT05N27dq9668ghPiXk7GEEOJ9JL2WEEKI/9nUqVN5/Pgxo0ePpk6dOhgYGKBSqUhPT38l6bqLiwsnTpwgKirqtQE5GUALob90iy88ePCAokWLYmRkRK9evUhOTubQoUMMHDiQZs2aUbFiRW7evMmpU6dIT09XPiM8PJylS5cyd+7cfNvShBBCS8YSQoj3kWywF0II8T/p06cPBw4c4OHDh0RERHDmzBkAihYtirW1NVu3bgXA2NiYrKwsAGrVqiX5noQoRCIiIsjNzVWCcYGBgQwZMoSBAwcyb948MjIycHZ2JigoiH79+lGhQgWysrJwd3fH0tKSChUqKJ919OhRXF1dJRgnhBBCCL0iATkhhBB/26JFi8jIyODgwYOMGzeO27dvEx0dzW+//QbAlClTuHz5MhMmTAD+KNJw8eJFrKysCqrZQoh36MCBA4SGhjJt2jQAduzYwapVqxg2bBj16tXj9OnTfPvtt6Snp2Nubs6zZ89Yu3Ytw4cPJykpiaCgINRqNTk5OcCLfHNdu3YtyK8khBBCCPHGSQ45IYQQf5uXlxe//PKLUh1x586dqFQqKlWqxODBg6lduza7d+/Gzc2N4sWLU6ZMGZ4+fUpqaiobN26ULSVCFALp6els2LCB2NhYqlWrRvXq1SldujSdO3cmLy+PPXv2EBQUhIWFBUuWLMHIyIiYmBiuXLmCq6urJGcXQgghRKEgATkhhBD/lTYpe0JCAm5ubhgYGHD//n327NnD4cOHCQkJoUqVKgwfPpwaNWqQmJhIeHg4AObm5owcOVIm2UIUAtq/8bS0NDZv3syaNWu4efMmc+bMUbacZmdns2/fPoKCgrC0tGTRokWYm5srn5Gbmytb3IUQQgih9yQgJ4QQ4n8ybNgwDh06xGeffUZoaCgAmzZtIjw8nKpVqzJo0CDq1q37ynkyyRZCvz179gwLCwsATpw4QcOGDYmOjiYoKIiqVasSHBysFH3Jycnh559/xtPTk9atWzN9+vSCbLoQQgghxDsnOeSEEEL8bSkpKRgZGTF69Gju3bvH+PHjAejcuTNDhgzh2rVrREVFcfLkyVfOlWCcEPpr586duLi48Pz5czw9PRkxYgTPnj2ja9euODs78+DBA6ZMmUJeXh7woiJiy5Yt8fb2ZurUqQXceiGEEEKId09WyAkhhPif5ObmolariYuLY/ny5dSuXRs/Pz8ANm/ezPz58+nevTujRo0q4JYKId6Vixcv0q1bN6pWrUpiYiKrVq2iZs2aAGRkZBAfH8+aNWv44IMP8PLyQqVS5TtfVtAKIYQQorCRgJwQQoh/JD09nW3bthEaGpovKHfo0CEaN24sk2shCglt3rgpU6YQHx9P06ZN8fPzo3jx4sox2qDc2rVrKVWqFEuXLn0lKCeEEEIIUZjIllUhhBD/iLm5OR06dMDR0ZFLly4xbNgwAJo1a4aBgQG5ubkF3EIhxNukfaarDb43aNCA+fPnc+rUKWbMmMGdO3eU48zMzOjWrRtdunTB0tISeR4shBBCiMJOSt0JIYT4x8zNzWnfvj0ZGRmcPHmSvLw8JWm7rJATQn/p/q0nJydTokQJevXqBUD58uUZMGAAAFOnTsXOzg6Ao0ePMmjQIKVqs+5nCCGEEEIUNrJlVQghxP9ZZmYmxsbGMskWopBZsmQJBw4cIDc3l549e9KiRQtsbGw4e/YsAwYMoGnTpnz11VesXbuWa9eusX37dlQqlRKUE0IIIYQorCQgJ4QQ4o2RSbYQ+k33bzwmJob58+czZswYDhw4wIMHD2jQoAHDhg3Dzs6O8+fP8/3331OkSBFMTEyIiIjAyMhI+gkhhBBCCCQgJ4QQQggh/kenT59m48aNNG7cGAcHBwCCg4PZvXs3H374IcOHD8fOzo6kpCRSU1OpUKECarVaKQAhhBBCCFHYyZ4iIYQQQgjxtx04cIBJkyaxY8cOTE1NldednJxwcHDg7NmzLF++nLt371KiRAkqVaqEWq0mLy9PgnFCCCGEEP+fBOSEEEIIIcTf9vnnn9O6dWuysrLYuXMnqampyntOTk60adOGn3/+mR07duQ7T3JLCiGEEEL8QbasCiGEEEKI1/qrIi1z587l6NGjtG/fnm+++QYLCwvlvY0bN9KpUyeptiyEEEII8SckICeEEEIIIV6hG4yLj4/n0qVLmJiYULNmTdq3bw+Ah4cHJ0+epG3btq8E5QByc3MlKCeEEEII8RoSkBNCCCGEEH9q3rx5bNiwgXr16pGWlsbx48cZPHgwU6ZMAV4E5X777TcaNWrEyJEjMTc3L+AWCyGEEEL8+0lmXSGEEEII8VpHjhxh48aNBAYG0qBBAzIzM9mzZw9TpkzB1NSUcePGMX36dKZOnUpycjJmZmYF3WQhhBBCiPeCBOSEEEIIIcRrJScnY2VlRd26dQEwMTGhY8eOPHv2DF9fXxwcHKhbty5z584lLy8PlUqFRqNBpVIVcMuFEEIIIf7dpNyVEEIIIYQgLy/vldeKFy/O7du3uXjxIgDaTCf16tXDyMiI9PR05Vi1Wq0E5YQQQgghxF+TgJwQQgghRCGnW8Bh//79bN26lcuXL1OrVi0+/fRTIiIiuHDhghJss7a2xsrKiuzs7Hyf82cVWYUQQgghRH5S1EEIIYQQQgDg5+fHqlWrsLGx4c6dO7i7u5OZmcm2bdswMjKic+fO2NjYsHz5clJSUlizZo1UURVCCCGE+AckICeEEEIIUUhp871pNBru3LmDi4sLkyZNonLlyqxdu5YFCxYwbdo0zMzMOHHiBBs3bqRatWpYWVkRHByMkZERubm5EpQTQgghhPgfSUBOCCGEEKIQ0t2mmpKSQkpKCnFxcYwbN04JsK1YsQJvb29cXFzo1auXkjOuRIkSqFQqcnJyMDSUGmFCCCGEEP8rGUEJIYQQQhRC2mDcggULOHToENevX6dMmTJ89dVXVKlSBYDBgwcD4OPjQ1JSEiNHjsTMzAx4EdCTYJwQQgghxD8jmXeFEEIIIQoR3WqqW7ZsIS4ujq5du/L1119z8+ZNYmNjuXPnjnLM4MGDGT16NMePH8fU1FR5XQo4CCGEEEL8c7JlVQghhBCiEDp27Bjbtm3jo48+olu3bgBERUURHBxM586d6du3L2XLllWO1803p622KoQQQggh/hnZZyCEEEIIUcg8fPgQV1dXHj16RKVKlZTX+/fvD0BwcDAGBgb06NGD8uXLA0gwTgghhBDiDZK9BkIIIYQQhUypUqVYtGgRNjY27Nu3j0uXLinv9e/fnxEjRhASEsLBgwfznSfBOCGEEEKIN0O2rAohhBBCFFIXL15k6tSp1K1bl4EDB1K9enXlvZ07d/LFF18oFVeFEEIIIcSbIwE5IYQQQohC7Pz580yfPp06deowaNAgqlWrlu/93NxcCcoJIYQQQrxhEpATQgghhCjkzp8/j5ubG2XKlGHSpElK3jghhBBCCPF2SA45IYQQQohCrnbt2ri5uVGkSJF8lVWFEEIIIcTbISvkhBBCCCEEgFJFNS8vD7VantsKIYQQQrwtEpATQgghhBAKbVBOCCGEEEK8PfLoUwghhBBCKCQYJ4QQQgjx9klATgghhBBCCCGEEEKId0gCckIIIYQQQgghhBBCvEMSkBNCCCGEEEIIIYQQ4h2SgJwQQgghhBBCCCGEEO+QBOSEEEIIIYQQQgghhHiHJCAnhBBCCCGEEEIIIcQ7JAE5IYQQQgghhBBCCCHeIQnICSGEEEIIIYQQQgjxDklATgghhBBCCCGEEEKId+j/AR8N5GiRczm7AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Medians — Diversified:\n",
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
"cluster_diversified \n",
"0 0.044 3.042 0.625 -0.578 5.063 80.0 0.000 1.000\n",
"1 0.085 0.217 1.000 -0.675 5.150 12.0 0.907 0.093\n",
"\n",
"============================================================\n",
"ASSET TYPE: Equity\n",
"============================================================\n",
" k silhouette davies_bouldin\n",
" 2 0.3706 1.3811\n",
" 3 0.4255 0.9469\n",
" 4 0.2870 1.3650\n",
" 5 0.2594 1.4419\n",
" 6 0.2784 1.3111\n",
"→ Retained K: 3 (silhouette=0.4255)\n",
" n_accounts pct\n",
"cluster_equity \n",
"0 767 19.7\n",
"1 748 19.2\n",
"2 2384 61.1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Medians — Equity:\n",
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
"cluster_equity \n",
"0 0.071 0.067 1.046 -0.935 4.552 12.0 0.975 0.025\n",
"1 0.646 3.610 3.588 -0.099 8.474 0.0 0.154 0.846\n",
"2 0.025 3.296 0.576 -0.835 3.976 90.0 0.000 1.000\n",
"\n",
"============================================================\n",
"ASSET TYPE: Fixed Income\n",
"============================================================\n",
" k silhouette davies_bouldin\n",
" 2 0.6775 0.5104\n",
" 3 0.4227 0.8458\n",
" 4 0.4350 0.9964\n",
" 5 0.4607 0.9170\n",
" 6 0.4388 0.9468\n",
"→ Retained K: 2 (silhouette=0.6775)\n",
" n_accounts pct\n",
"cluster_fixed_income \n",
"0 3140 79.9\n",
"1 792 20.1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Medians — Fixed Income:\n",
" flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n",
"cluster_fixed_income \n",
"0 0.060 6.239 0.48 0.000 5.146 69.0 0.000 1.000\n",
"1 0.182 2.310 1.50 0.471 7.273 2.0 0.998 0.002\n",
"\n",
"============================================================\n",
"SUMMARY — Asset-type clustering\n",
"============================================================\n",
" Alternative : K=2, sil=0.4577, n=1317\n",
" Diversified : K=2, sil=0.6037, n=4159\n",
" Equity : K=3, sil=0.4255, n=3899\n",
" Fixed Income : K=2, sil=0.6775, n=3932\n"
]
}
],
"source": [
"# ============================================================\n",
"# ASSET-TYPE SUB-CLUSTERING\n",
"# ============================================================\n",
"\n",
"print(\"=== Asset types available ===\")\n",
"print(df_aum[ASSET_COL].value_counts())\n",
"\n",
"# Build account × asset type monthly panel\n",
"df_rel_m_asset = df_rel_m.copy()\n",
"df_rel_m_asset = df_rel_m_asset.merge(\n",
" df_aum[[ID_COL, ISIN_COL, \"month\", ASSET_COL]].drop_duplicates(),\n",
" on=[ID_COL, ISIN_COL, \"month\"], how=\"left\"\n",
")\n",
"\n",
"tmp_asset = df_rel_m_asset.copy()\n",
"tmp_asset[\"isin_held_flag\"] = (tmp_asset[\"aum_qty\"] > 0).astype(int)\n",
"tmp_asset[\"isin_active_flag\"] = (tmp_asset[\"gross_flow_qty\"] > 0).astype(int)\n",
"\n",
"df_month_asset = (\n",
" tmp_asset.dropna(subset=[ASSET_COL])\n",
" .groupby([ID_COL, ASSET_COL, \"month\"], as_index=False)\n",
" .agg(\n",
" aum_qty = (\"aum_qty\", \"sum\"),\n",
" net_flow_qty = (\"net_flow_qty\", \"sum\"),\n",
" gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n",
" sub_qty = (\"sub_qty\", \"sum\"),\n",
" red_qty = (\"red_qty\", \"sum\"),\n",
" n_tx = (\"n_tx\", \"sum\"),\n",
" n_isin_held = (\"isin_held_flag\", \"sum\"),\n",
" )\n",
" .sort_values([ID_COL, ASSET_COL, \"month\"])\n",
" .reset_index(drop=True)\n",
")\n",
"\n",
"df_month_asset[\"active_month\"] = (df_month_asset[\"gross_flow_qty\"] > 0).astype(int)\n",
"df_month_asset[\"flow_direction\"] = np.where(\n",
" df_month_asset[\"gross_flow_qty\"] > 0,\n",
" df_month_asset[\"net_flow_qty\"] / df_month_asset[\"gross_flow_qty\"], np.nan\n",
")\n",
"df_month_asset[\"aum_peak\"] = df_month_asset.groupby(\n",
" [ID_COL, ASSET_COL])[\"aum_qty\"].cummax()\n",
"df_month_asset[\"aum_drawdown\"] = np.where(\n",
" df_month_asset[\"aum_peak\"] > 0,\n",
" 1 - df_month_asset[\"aum_qty\"] / df_month_asset[\"aum_peak\"], np.nan\n",
")\n",
"\n",
"# Feature engineering per account × asset type\n",
"reference_date = df_month_asset[\"month\"].max()\n",
"last_active_asset = (\n",
" df_month_asset[df_month_asset[\"active_month\"] == 1]\n",
" .groupby([ID_COL, ASSET_COL])[\"month\"].max()\n",
" .reset_index(name=\"last_active_month\")\n",
")\n",
"last_active_asset[\"months_since_last_tx_asset\"] = (\n",
" (reference_date.to_period(\"M\") -\n",
" last_active_asset[\"last_active_month\"].dt.to_period(\"M\"))\n",
" .apply(lambda x: x.n)\n",
")\n",
"\n",
"df_client_asset = (\n",
" df_month_asset.groupby([ID_COL, ASSET_COL], as_index=False)\n",
" .agg(\n",
" n_months = (\"month\", \"nunique\"),\n",
" n_active_months = (\"active_month\", \"sum\"),\n",
" flow_freq = (\"active_month\", \"mean\"),\n",
" aum_qty_mean = (\"aum_qty\", \"mean\"),\n",
" aum_qty_max = (\"aum_qty\", \"max\"),\n",
" aum_qty_last = (\"aum_qty\", \"last\"),\n",
" gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n",
" net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n",
" n_tx_total = (\"n_tx\", \"sum\"),\n",
" avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n",
" aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n",
" )\n",
")\n",
"\n",
"df_client_asset = df_client_asset.merge(\n",
" last_active_asset[[ID_COL, ASSET_COL, \"months_since_last_tx_asset\"]],\n",
" on=[ID_COL, ASSET_COL], how=\"left\"\n",
")\n",
"df_client_asset[\"months_since_last_tx_asset\"] = (\n",
" df_client_asset[\"months_since_last_tx_asset\"]\n",
" .fillna(df_client_asset[\"months_since_last_tx_asset\"].max() + 1)\n",
")\n",
"df_client_asset[\"gross_flow_to_aum\"] = np.where(\n",
" df_client_asset[\"aum_qty_mean\"] > 1,\n",
" df_client_asset[\"gross_flow_qty_sum\"] / df_client_asset[\"aum_qty_mean\"], np.nan\n",
")\n",
"df_client_asset[\"flow_direction_balance\"] = np.where(\n",
" df_client_asset[\"gross_flow_qty_sum\"] > 0,\n",
" df_client_asset[\"net_flow_qty_sum\"] / df_client_asset[\"gross_flow_qty_sum\"], np.nan\n",
")\n",
"df_client_asset[\"aum_final_to_peak\"] = np.where(\n",
" df_client_asset[\"aum_qty_max\"] > 0,\n",
" np.clip(df_client_asset[\"aum_qty_last\"] / df_client_asset[\"aum_qty_max\"], 0, 1), np.nan\n",
")\n",
"df_client_asset[\"aum_qty_mean\"] = np.log1p(\n",
" df_client_asset[\"aum_qty_mean\"].clip(lower=0)\n",
")\n",
"df_client_asset = df_client_asset[\n",
" (df_client_asset[\"n_months\"] >= 6) &\n",
" (df_client_asset[\"aum_qty_mean\"] > 0)\n",
"].copy()\n",
"\n",
"print(\"\\nAccounts per asset type:\")\n",
"print(df_client_asset.groupby(ASSET_COL)[ID_COL].nunique().sort_values(ascending=False))\n",
"\n",
"# Select asset types with enough accounts\n",
"min_accounts = 50\n",
"asset_counts = df_client_asset.groupby(ASSET_COL)[ID_COL].nunique()\n",
"valid_assets = asset_counts[asset_counts >= min_accounts].index.tolist()\n",
"print(f\"\\nRetained asset types (>= {min_accounts} accounts): {valid_assets}\")\n",
"\n",
"# Feature set\n",
"asset_features = [\n",
" \"flow_freq\", \"gross_flow_to_aum\", \"avg_n_isin_held\",\n",
" \"flow_direction_balance\", \"aum_qty_mean\",\n",
" \"months_since_last_tx_asset\", \"aum_final_to_peak\", \"aum_drawdown_last\",\n",
"]\n",
"\n",
"# Clustering loop\n",
"ASSET_RESULTS = {}\n",
"\n",
"for asset in valid_assets:\n",
" print(f\"\\n{'='*60}\")\n",
" print(f\"ASSET TYPE: {asset}\")\n",
" print(f\"{'='*60}\")\n",
"\n",
" df_a = df_client_asset[df_client_asset[ASSET_COL] == asset].copy()\n",
" feats = [c for c in asset_features if c in df_a.columns]\n",
"\n",
" d = df_a.copy()\n",
" d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n",
"\n",
" for col in [\"avg_n_isin_held\", \"months_since_last_tx_asset\",\n",
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
" if col not in d.columns:\n",
" continue\n",
" d[col] = winsorize_mad(d[col], n_sigma=3)\n",
"\n",
" for col in [\"gross_flow_to_aum\"]:\n",
" if col not in d.columns:\n",
" continue\n",
" vals = d[col].to_numpy(dtype=float)\n",
" d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n",
"\n",
" for col in [\"flow_freq\"]:\n",
" if col not in d.columns:\n",
" continue\n",
" vals = d[col].to_numpy(dtype=float)\n",
" d[col] = np.log1p(np.clip(vals, 0, None))\n",
"\n",
" X_a = d[feats].fillna(d[feats].median()).to_numpy()\n",
" X_a_scaled = RobustScaler().fit_transform(X_a)\n",
"\n",
" best_k, best_sil = 2, -1\n",
" rows_k = []\n",
" max_k = min(6, len(df_a) // 50)\n",
"\n",
" for k in range(2, max_k + 1):\n",
" km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n",
" labels = km.fit_predict(X_a_scaled)\n",
" sil = silhouette_score(X_a_scaled, labels)\n",
" db = davies_bouldin_score(X_a_scaled, labels)\n",
" rows_k.append({\"k\": k, \"silhouette\": round(sil, 4), \"davies_bouldin\": round(db, 4)})\n",
" if sil > best_sil:\n",
" best_sil, best_k = sil, k\n",
"\n",
" print(pd.DataFrame(rows_k).to_string(index=False))\n",
" print(f\"→ Retained K: {best_k} (silhouette={best_sil:.4f})\")\n",
"\n",
" km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n",
" cluster_col = f\"cluster_{asset.lower().replace(' ','_')}\"\n",
" df_a[cluster_col] = km_final.fit_predict(X_a_scaled)\n",
"\n",
" counts = df_a[cluster_col].value_counts().sort_index()\n",
" props = counts / counts.sum() * 100\n",
" print(pd.DataFrame({\"n_accounts\": counts, \"pct\": props.round(1)}))\n",
"\n",
" profile_vars_asset = [c for c in asset_features if c in df_a.columns]\n",
" prof = plot_heatmap(\n",
" df_a, profile_vars_asset, cluster_col,\n",
" title=f\"Cluster Signatures — {asset} (K={best_k}, robust z-score)\",\n",
" figsize=(14, 4)\n",
" )\n",
" print(f\"\\nMedians — {asset}:\")\n",
" print(prof.round(3).to_string())\n",
"\n",
" ASSET_RESULTS[asset] = {\n",
" \"df\": df_a, \"cluster_col\": cluster_col,\n",
" \"k\": best_k, \"silhouette\": best_sil, \"profile\": prof,\n",
" }\n",
"\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"SUMMARY — Asset-type clustering\")\n",
"print(\"=\"*60)\n",
"for asset, res in ASSET_RESULTS.items():\n",
" print(f\" {asset:20s}: K={res['k']}, sil={res['silhouette']:.4f}, n={len(res['df'])}\")"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "d986e1f1-57b9-4884-8507-a8e39cbe8c9a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available columns: ['Registrar Account - ID', 'cluster_k4', 'cluster_carmignac_patrimoine', 'cluster_carmignac_sécurité', 'cluster_carmignac_investissement', 'cluster_carmignac_portfolio_sécurité', 'cluster_carmignac_portfolio_flexible_b', 'cluster_carmignac_emergents', 'cluster_carmignac_portfolio_patrimoine', 'cluster_carmignac_portfolio_global_bon', 'cluster_carmignac_portfolio_credit', 'cluster_carmignac_portfolio_emerging_p', 'cluster_carmignac_portfolio_grande_eur', 'cluster_carmignac_court_terme', 'cluster_carmignac_portfolio_long-short', 'cluster_carmignac_portfolio_climate_tr', 'cluster_carmignac_credit_2027']\n",
"Shape: (7177, 17)\n"
]
},
{
"data": {
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5uLioXv26OrD/wB33ObD/gHr0ejbdugaP1NcvP/9iaK0QWcogdu28W7JkidauXavnnntOa9as0a5du7RmzRp7luA08pbOp2rPByt3wdy6GX1Tx74+ou3v/q5Gbz8uN6/M/7ElxiXKnGq+bXpMzzyeirsUZ6uy4aC+3/SDQg8f0ZIVCzO0fVDJII1++w2VrVBWcbFxWrZ4uV54tq+++OpzFSx05yuD4fxObjupiFMRCpkQcsfndyzdocDygQqqffd73P1XsRpFVbJOkHwCfRR7OVZ7VuzR95N/ULvxbdNNwYIHw5d4OQdZKuPe+3mh8njl1l+vf6UUc4pcTa5665u5+nzvJss234f+rq/++kmnIy+otH9xjW8zWF+/+L4endVTqeb7T3HYoUoT5c3lq6W71ht5KnAyF85f0P69++Xp6aHps6boWlSUJo1/V9FR0Ro3Ycz9G0C2l3gzUQtmf6wmrR5Tbp+Mdd799ss2xcXGqVUI9w02Alkq5yBLWadp6Xry9fTRV6E/PVA7H+9Zpdwe3vr6mQ+UkpoqVxcXzf7jU208utk2hcLhpKamauXctSpTpZSKlipsWd9nzHP6eNwSvdrhDbm4usjDy0P93n5egUULPFC7yD6uRV1TSkqK/APST4/p7++vUydP33Gf8PDw26bT9A/wV3h4xmdagXXIUsawa+edu7u7/Pz8lJKSIkl6+OGHNXHiRHuW4DQCq/7rZqvF0zrzfnn9B13cdUHFH834F+fApYuXNW3ydM39aLY8PTM2B3i1GlVVrcY/U19Ur1FNXdt315qVazXgpX5GlYosFBcepz+W7FCrUS3l5nH7R8PZ3Wd18eBFdZjcIVPtlm7wz2jN/CXyK1+J/Fr1yipdOnhJRaoyhRiQWWSpjOtavYW612yjnstG6tDlE6pepIKmdhyui9FX9enutHuqfLn/O8v2f188rr/CjurImxvVuGxt/XJs532P0atuR30X+rsuxlw17DzgfFLNqTKZTJrw7jvy9fWRJCW+lqjhQ1/XyNGvM/ouh0tOSta4196RzNLQUS9neL9NX32ruo88rIBAprUHHgRZyjqdK7fQb2f26Gp85AO106rco2pX/jG9/v1UHY88o4oBpfX6o311JT5C60N/tlG1cCQrZq1S2KmLenXOK+nWf73wG92Iu6FXpg6Uj19u7f/9L308brH+N/tlFS19/+8K7tYuAGQndu288/DwkNlsVsmSJbV48WIVLVpU169ft2cJTsvd2125C/oo/kq8Vft7+HjI5GLSzZib6dbfjLl51/vqIXsIPRSqyMhr6vFkL8u6lJQU7duzXys/X6Xf926Vq6vrPdtwc3dThUrldf7seYOrRVaJOBWhhOgErRv5z+gRc6pZl0Iv6fB3h1WxeUXFXI7VsueXp9vv5+m/qGDFgmozpnWGjpOnoK+8fD0VczmGzjsbcuECpxyDLJVxk0KGasrPiywddH9fPK4S+QrrtabPWzrv/utU5AVdjYtUmYDi9+28K5GvsJqWr6snF/3P5rXDuQUEBCgwsICl406SSpUuJbPZrMuXrygoqEQWVoeslJyUrHGvv6NLF69o+ofvZXjU3aWwy9q7Y5/GTX3L4ApzLrJUzkGWyrzCvgVUr1h1DfnmwTs5/9egtz7eu0rfHNsqSToWcUaFfQPVp1ZXOu+yoRWzVunv7Yc0bNZLylcgr2X91Qvh2rz2V41e+LqK/P+ouWJli+r4gZPa8tVvenrYk1a1i+wlX958cnV1VUR4+osGIiIiFBBw54uZAgICFBHxn+3D7749bIcsZQy7dt698soriouL0/DhwzVmzBjFxMRozBimjsmI5IRkXb8Sr6L17nzT1vtxcXNRniA/RRwOV6HgtA9Gc6pZEaHhCnq8lC1LhYN5uF5tfb42fYfL22++o5KlgtTzhR737biT0jr7jh87oUcerW9UmchiRaoUUacpHdOt+3X+b/Ir4qdqHarK09dTFZtVSPf82uFfqU7POipRq3iGjxMfEa+EuJuZumcegH+QpTLO28PrtqkvU8ypcjHdfcreon6B8vfOq0sx4fdt/7k6HXQlLlKbDv/6wLUie6kRXF0/fv+jrsdfl3futM+7M2fOyMXFRQULMv14TnWr4+782Qua8eEU+eXNk+F9v13/nfLmz6v6j9Y1sEIgZyBLZV6nSs0VeSNaW0/veuC2vNw9Zf5PPku9Tz6D8zGbzfpi9mrt/+0vDZsxWAGF03ecJN5MlCSZ/vNtv4uLSeZUs9XtIntx93BXpcqVtOOPHWrS7HFJadOl7vhjp7o/3e2O+1SrUU07/tipZ3s+Y1n3x/Y/VK16NbvUDNiaXTvv6tdP++Lf19dXixYtsuehnc7hLw8qsHpB5fL31s2oBB1dFyqTi0mF6xaVJN2MTtDN6Ju6/v8j8WLPx8jNy01e+XPJw8dDkrRj6jYVrFlYJZukdc6Val5GBxbuk1+Qn/KWyqdTP55U8s0UFXsk41+8w/nkzp1bZcuVSbcuVy4v+eX1s6wfM3KcCgQW0OChAyVJH83/RFWrVVGxEsUUFxurTxct16WwS+rQJXNTJsJ5uOdyV77i+dKtc/N0k6evp2X9nTrcfAJyyzfQ17K8etga1epeSyXrBCkpIUn7Vu1XybpByuWXS7GXY7Xrs93KUzCPilYvauwJ5TDMLZ5zkKUybuPBrRrRrI/OXbukQ5dOqEaxCnql8bNasnOdJCm3Ry692bK/1h74UZdjIlQ6oJgmtRuiE+Hn9H3oNks73/ZfoHV//6z5v31hWWcymdTz4fZatutrpaSm2P3cYF/X46/r3NlzluUL5y/oyOEjyuPnp8JFCmn2jLm6cuWK3pn0tiSpddtW+mjBJxrz5jj1H9RPUVFRmjl1tjp0as+UmdnYjes3dOFcmGX54oVLOn7khHzz+Mo/IL/GDB+vY6HHNHHWeKWmpiry/68i9/Xzlbu7uyRpWL/X9Ojjj6hT938yd2pqqr5d971atmsuV7f7X3QH65Clcg6yVOaYZFLHis20LvQnpfyn083fO68CvPOphF/aBeLl/EsqPum6LsZeVczNOEnSxx0m6KeT2/X5XxskSZtP7VTf2t10MfaqjkeeVaUCZdSzRketPfSDfU8Mhloxc5V2/bRH/d/pI09vT0VHxkiScuX2koenhwqVKKgCRQP02fQv1aV/B+XOk1t//v6XQvcc1cCJfS3tzBz2vmo8Wk2PdXo0Q+0i++nR61mNHvmWHqpSWVWqVtGypZ/pxo0b6tgpLSu9MeJNBQYG6pVhaVORP9PjKb3wXF8tWbRUjRo/qm83faeDfx/S6HGjs/I0cgSylDHs2nkXHR2tadOmafv27TKZTGrQoIGGDh0qPz8/e5bhFBKu3dD+D/coKT5JHr4eylc2v+qPelSevmn3LDuz+bSOf33Usv0f7/0uSarWu4aKPZI2Fc/1q/FKjP1nmswidYoqMS5RR9cdUWLMTfkWz6M6Q+oxbSZ06eKldFc8xcbEasLYSYoIj5BvHl9VqlxRnyz7UKXLMEoT9xYdFq2k6/9cRXftbKSObz2uxPhEeefzVpFqRVTryZpydefLJ1tyISTlGGSpjBuydrLGth6k2V1GKtA3v8Kir+rj7av1zvcLJKWNwqtauJx61A5R3ly+Cou5qh+PbNfYb95XYkqSpZ3SAcUVkDv9xQ1Ny9VTUP4iWrzzK3ueErLIoYOH1Ld3f8vytPdmSJJCOrTT2xPHKvxquC5dvGR53ju3t+Z/9L7enfienu3WQ35586p5y2Ya9PIAu9cO+zly6KiG9h1uWZ43Le29pmVIc/Xq30PbtmyXJPXtnv51MOOjKapRu7okKezcRUVHRad7fs+Ovbp86Ypad2xpZPk5Hlkq5yBLZU794jVUJE+g1h6+vXOtW5U2Gljnacvy0i7vSpLe+HGG1oX+JEkq7ldI+XL9M9J44tYFeqnus3qz8UDl9/bT1fhIrfz7G83ftcLgM4E9bV2f9h3ljKFz063v+fpTqt+qrlzdXDV4cj+t/fBrzXvjI928kagCRQL03IinVaVeZcv2V8PCFRcdl+F2kf20at1S1yKvad6c+QoPj1CFihU0b8H78v//aTAvXbwkF5d/Ru7WCK6hSe9N1NzZ72vOzLkqEVRCM+dMV7lyZbPqFHIMspQxTGaz+e7jkW1swIABKlSokLp1SxvaunLlSoWFhWn+/PmZamfor8PvvxFwB+PqjcrqEuCE5v+9IKtLgBN6PXiE3Y7VYk0vm7f5fefFNm8TD85WWcpjWA0DqkNOEPUe04Qi86ISI++/EfAfRbyD7HYsslTOYassVWVuOyPKQw4wu/OgrC4BTqhBwcZZXQKckJer/W5ZQ5Yyhl1H3p0+fTpdIBo9erRat25tzxIAAMh2mJ4g5yBLAQBge2SpnIMsBQCA7ZGljGHXO8IGBgYqMvKfqy4jIyNVsGBBe5YAAEC242LAIzMuX76sV199VXXr1lW1atUUEhKiv/76y/K82WzWrFmz1LBhQ1WrVk29evXS6dOnrT7fnIwsBQCA7ZGlcg6yFAAAtkeWMoZdRt5NmjRJkuTn56eQkBA1bpw21Hfr1q2qVauWPUoAAAAGiI6O1lNPPaW6devqo48+Ur58+XTmzJl09w356KOP9Omnn2ry5MkqVqyYZs2apRdeeEGbNm2Sp6dnFlbvPMhSAABkT2Qp+yBLAQCQPWXnLGWXzjtfX1/L/8uXL29Z3717d3scHgCAbC0rbwz80UcfqVChQpYvRCSpePHilp/NZrOWLl2qAQMGqFmzZpKk9957Tw0aNNCPP/6otm3b2r1mZ0SWAgDAOGSp7I8sBQCAcchSxrBL593gwYPtcRgAAGAjiYmJSkxMTLfOw8NDHh4e6db9/PPPatiwoV5++WXt2rVLBQsW1NNPP60nn3xSknT+/HldvXpVDRo0sOzj6+ur6tWra9++fQ4dkhwJWQoAAOdClnIsZCkAAJwLWcpOnXe3xMXFadq0adq2bZskqWHDhho6dKh8fHzsWQYAANmKETcGXrBggebOnZtu3eDBg/XSSy+lW3fu3Dl9/vnn6t27t/r376+//vpL77zzjtzd3dWpUyddvXpVkuTv759uP39/f4WHh9u87uyOLAUAgO2RpXIOshQAALZHljKGXTvvxo0bp1y5cmnmzJkymUxasWKFxo0bpylTptizDAAAshUjpifo16+fevfunW7df69uktKmH6hSpYqGDRsmSapcubKOHTumFStWqFOnTjavK6cjSwEAYHtkqZyDLAUAgO2RpYxh1867I0eOaP369ZblsWPHqn379vYsAQAAZMCdpiK4kwIFCqhMmTLp1pUuXVrfffed5XlJioiIUGBgoGWbiIgIVaxY0YYV5wxkKQAAnANZyjGRpQAAcA5kKcnFngdLTU1VXFycZTk+Pl6pqan2LAEAgGzHZDLZ/JFRNWvW1KlTp9KtO336tIoWLSpJKlasmAoUKKDt27dbno+Li9Off/6p4OBg2/wCchCyFAAAtkeWyjnIUgAA2B5ZyhgZHnmXkpKikJAQbdq0yeqDdezYUd26dVPr1q0lSd9++606d+5sdXsAAMDOV+L8x3PPPaennnpKH3zwgVq3bq0DBw7oyy+/1Ntvvy0pLcD17NlT8+fPV1BQkIoVK6ZZs2YpMDBQzZo1y8LK7Y8sBQCAYyJLOQeyFAAAjoksZYwMd965uroqf/78unHjhnLlymXVwfr06aNy5crpjz/+kCS99tpratSokVVtAQCArFetWjXNnTtX06dP1/vvv69ixYpp1KhR6aYf6tu3r27cuKG33npLMTExqlWrlj7++GN5enpmYeX2R5YCAAD/RZbKOLIUAAD4r+ycpUxms9mc0Y1HjRqlQ4cOqVWrVvL29ras79mzpyHF3c3QX4fb9XjIPsbVG5XVJcAJzf97QVaXACf0evAIux2ry4YXbd7m6nYf2rxNOE6W8hhWw67HQ/YR9d6vWV0CnFBUYmRWlwAnVMQ7yG7HIks5D0fJUlXmtrPr8ZB9zO48KKtLgBNqULBxVpcAJ+Tl6n3/jWyELGWMDI+8kySz2axKlSrpzJkzmTrIoEGD7jlP6dy5czPVHgAAgDMiSwEAAFiPLAUAAHKKTHXeTZo0yaqDOPrcoQAAOLPM3MgXWYssBQCA4yFLOQ+yFAAAjocsZYxMdd7FxsZqxowZCgsL0wcffKDjx48rNDRU7drde7qATp06PVCRAADg7lwISU6DLAUAgOMhSzkPshQAAI6HLGUMl8xs/NZbbykgIEDnz5+XJBUrVkwfffTRffcLDQ3VN998Y1keNWqUBg8erMGDB+vPP//MZMkAAADOiSwFAABgPbIUAADIKTLVeXf69GkNHDhQbm5pA/a8vLxkNpvvu9/cuXOVN29ey/LevXvVtGlT1a9fXx9//HHmKgYAAOmYDHjAGGQpAAAcD1nKeZClAABwPGQpY2Rq2kx3d/d0ywkJCRkKSWFhYapfv75l2cvLyzJlwaZNmzJTAgAA+A+mJ3AeZCkAABwPWcp5kKUAAHA8ZCljZKrzrm7dupo/f75u3rypbdu2afHixWrevPl990tKSkq3PGfOHMvPMTExmSkBAADAaZGlAAAArEeWAgAAOUWmps185ZVX5OLiIh8fH02fPl01a9bU4MGD77tfcnKy4uLiLMvFixeXlHaj4f8GKAAAkDkuJpPNHzAGWQoAAMdDlnIeZCkAABwPWcoYmRp5d/z4cfXr10/9+vWzrAsNDVXFihXvuV/btm01YsQITZo0Sb6+vpLSAtIbb7yhtm3bWlE2AACA8yFLAQAAWI8sBQAAcopMjbwbOXJkhtb9V//+/eXl5aVGjRqpY8eO6tixoxo1aiQPDw8NGDAgMyUAAID/MJlMNn/AGGQpAAAcD1nKeZClAABwPGQpY2Ro5F1ERISuXr2qhIQEHTlyxHIz4Li4OF2/fv3+B3Fz09SpU3XmzBkdOnRIklS5cmUFBQU9QOkAAEDixsDOgCwFAIDjIks5PrIUAACOiyxljAx13m3YsEFLlizRlStX0l2R5OPjoz59+mT4YEFBQQQjAACQ45ClAAAArEeWAgAAOU2GOu+ee+45Pffcc3r//fc1aNAgo2sCAACZwPVNjo8sBQCA4yJLOT6yFAAAjossZYxM3fPu0Ucf1Y0bNyRJmzZt0rvvvqvLly8bUhgAAMgYF5PJ5g8YgywFAIDjIUs5D7IUAACOhyxljEx13r355pvy8PDQ6dOnNXPmTLm5uWnUqFFG1QYAAJCtkKUAAACsR5YCAAA5RaY671xdXeXq6qqtW7fqqaee0v/+9z9FREQYVRsAAMgArnByHmQpAAAcD1nKeZClAABwPGQpY2Sq8y4xMVHh4eH65ZdfVKdOHUlSSkqKIYUBAABkN2QpAAAA65GlAABATpGpzrtevXqpVatW8vX11UMPPaSzZ8/Kz8/PqNoAAEAGmEwmmz9gDLIUAACOhyzlPMhSAAA4HrKUMdwys3HXrl3VtWtXy3KxYsW0cOFCmxcFAAAyjukEnAdZCgAAx0OWch5kKQAAHA9ZyhiZ6rz76quv7ri+Y8eONigFAAAgeyNLAQAAWI8sBQAAcopMdd79/PPPlp8TExO1Z88eVa9enZAEAEAW4vom50GWAgDA8ZClnAdZCgAAx0OWMkamOu9mz56dbvncuXOaOXOmLesBAACZxPQEzoMsBQCA4yFLOQ+yFAAAjocsZQyXB9m5ePHiOnbsmK1qAQAAyFHIUgAAANYjSwEAgOwqUyPvfvrpJ8vPqamp+vPPP+Xh4WHzogAAQMZxhZPzIEsBAOB4yFLOgywFAIDjIUsZI1Odd4sXL/5nRzc3lShRQjNmzLB1TQAAANkSWQoAAMB6ZCkAAJBTZKrz7tNPPzWqDgAAYCUTVzg5DbIUAACOhyzlPMhSAAA4HrKUMTLUeRcaGnrP5ytWrGiTYgAAQOY90A1sYRdkKQAAHBdZyvGRpQAAcFxkKWNkqPNu4MCBd33OZDKlm3McAAAA6ZGlAAAArEeWAgAAOU2GOu9+/vlno+sAAABWYnoCx0eWAgDAcZGlHB9ZCgAAx0WWMkamRjT+/PPPiomJsSxHR0dr8+bNtq4JAABkgovJZPOHM4uMjNTmzZv1008/6cqVK1ldTjpkKQAAHA9ZKj2yFAAAyAyyVHq2ylKZ6rybNWuW8uTJY1nOkyePZs2aZfXBAQAAbOm7775TixYtNHfuXM2ZM0fNmzfX6tWrs7osC7IUAABwZGQpAAAA69kyS2Vo2sy7MZlMSklJeZAmAADAA3L2K5IeRHx8vHLnzm1Znjt3rlauXKlSpUpJkjZv3qw333xTXbp0yaoS74ksBQBA1iNLkaUAAID1yFLGZKlMjbzLnTu39u7da1nes2dPusIAAADsqXPnzvrxxx8ty25uboqIiLAsh4eHy8PDIytKuyOyFAAAcCRkKQAAAOsZmaUyNfJu+PDhGjx4sEqXLi1JOn36tN5//32rDgwAAGwjJ98Y+JNPPtHbb7+ttWvX6q233tIbb7yhoUOHKjU1VcnJyXJxcdHkyZOzukwLshQAAI6HLEWWAgAA1iNLGZOlMtV5FxwcrE2bNmn//v2W5X/PNW4vjxQNtvsxkT3EJcVmdQlwQievXcrqEoB7clHODUnFihXThx9+qA0bNqhHjx7q0aOHfvjhB505c0apqakqXbq0PD09s7pMC0fJUuN7dLf7MZE9xCbFZHUJcEJLDi/P6hLghEbWGmW3Y5GlyFKZ9Uz9BnY/JrKHmESyFDIvNOrvrC4BTqiGfx27HYssZUyWytS0mZLk5+enxo0bq3HjxlkSkAAAAP6rXbt2WrVqlUJDQ9WjRw+ZzWZVqlTJob5suoUsBQAAHA1ZCgAAwHpGZKlMjbwDAACOJydPTyBJW7Zs0YkTJ1SxYkVNmDBBO3fu1KuvvqpHH31Ur7zyiry8vLK6RAAA4MDIUmQpAABgPbKUMVkq0yPvAACAY3ExmWz+cBaTJ0/WyJEj9ddff+mtt97S+++/rzp16mjNmjXy9PRUx44dtWXLlqwuEwAAODCyFFkKAABYjyxlTJai8w4AADittWvX6sMPP9SMGTO0atUqrV+/XpLk4eGhIUOGaO7cuVqwYEEWVwkAAOCYyFIAAADWMzJLZWjazKVLl97z+Z49e1p1cAAA8OBMOfjGwLly5dL58+dVpUoVXbp0SR4eHumeL1u2rD777LMsqu4fZCkAABwXWYosBQAArEeWMiZLZajz7vDhw1Y1DgAAYKRhw4bp9ddf1zvvvKOEhARNnjw5q0u6I7IUAABwRGQpAAAA6xmZpTLUeTdp0iSbHRAAANhWTr4xcPv27fXoo4/q3LlzKlmypPLkyZPVJd0RWQoAAMdFliJLAQAA65GljMlSGeq8+7fLly/r2LFjunnzpmVd06ZNbVYQAADIHGe6ka8R8uXLp3z58mV1GRlGlgIAwLGQpchSAADAemQpY7JUpjrvVq1apXnz5ikqKkolS5ZUaGioqlevTkgCAADIALIUAACA9chSAAAgp3DJzMZLlizR2rVrVaJECa1Zs0ZLlixRyZIlDSoNAABkhEkuNn/AGGQpAAAcD1nKeZClAABwPGQpY2Tqt+Du7i4/Pz+lpKRIkh5++GGFhoYaUhgAAMgYF5PJ5g8YgywFAIDjIUs5D7IUAACOhyxljExNm+nh4SGz2aySJUtq8eLFKlq0qK5fv25UbQAAANkKWQoAAMB6ZCkAAJBTZKrz7pVXXlFcXJyGDx+uMWPGKCYmRmPGjDGqNgAAkAEmrkhyGmQpAAAcD1nKeZClAABwPGQpY2Sq865+/fqSJF9fXy1atMiQggAAALIrshQAAID1yFIAACCnyFTnXXR0tKZNm6bt27fLZDKpQYMGGjp0qPz8/IyqDwAA3IdJXOHkLMhSAAA4HrKU8yBLAQDgeMhSxnDJzMYjRoyQq6ur5syZo9mzZ8vV1VUjRowwqjYAAJAB3BjYeZClAABwPGQp50GWAgDA8ZCljJGpkXenT5/W/PnzLcujR49W69atbV4UAABAdkSWAgAAsB5ZCgAA5BSZ6rwLDAxUZGSk8ufPL0mKjIxUwYIFDSkMAABkDDcGdh5kKQAAHA9ZynmQpQAAcDxkKWNkqPNu0qRJkiQ/Pz+FhISocePGkqStW7eqVq1axlUHAADuyyVzs2AjC5ClAABwXGQpx0eWAgDAcZGljJGhzjtfX1/L/8uXL29Z3717d2OqAgAAyEbIUgAAANYjSwEAgJwmQ513gwcPNroOAABgJaYncHxkKQAAHBdZyvGRpQAAcFxkKWNk6p53cXFxmjZtmrZt2yZJatiwoYYOHSofHx9DigMAAMhOyFIAAADWI0sBAICcIlOTkY4bN04pKSmaOXOmZs2apZSUFI0bN86o2gAAQAaYTCabP2AMshQAAI6HLOU8yFIAADgespQxMjXy7siRI1q/fr1leezYsWrfvr3NiwIAABnnIkKNsyBLAQDgeMhSzoMsBQCA4yFLGSNTI+9SU1MVFxdnWY6Pj1dqaqrNiwIAAMiOyFIAAADWI0sBAICcIlMj7zp27Khu3bqpdevWkqRvv/1WnTt3vu9+sbGxmjNnjkwmk1566SWtWLFC69evV4UKFfTmm2/Kz8/PuuoBAADTCTgRshQAAI6HLOU8yFIAADgespQxMjXyrk+fPnrttdcUHx+v+Ph4vfbaa3r++efvu9/o0aNlNpsVHx+vAQMG6Ny5cxo/frwCAgI0adIkq4sHAACSi8lk8weMQZYCAMDxkKWcB1kKAADHQ5YyRqZG3klS48aN1bhx40ztc+LECc2cOVMpKSlq0KCBFi1aJDc3N1WrVo25yQEAQI5ClgIAALAeWQoAAOQEGeq8GzRo0D2HPs6dO/feB3FLO4yrq6sKFy5sWTaZTHJxydTgPwAA8B8mbgzs8MhSAAA4LrKU4yNLAQDguMhSxshQ512zZs0e6CAmk0mJiYny8PDQypUrLesTEhJkNpsfqG0AAABHR5YCAACwHlkKAADkNBnqvOvUqdMDHWT27NmWK6Tc3d0t6yMjIzV06NAHahsAgJzOxcTVwo6OLAUAgOMiSzk+shQAAI6LLGWMDHXehYaG6tSpU2rdurUkadSoUYqJiZEk9e3bV9WrV7/n/nnz5tXly5dVrFixdOtTU1P18MMPW1M3AAD4f/eaQgiOgSwFAIDjIks5PrIUAACOiyxljAx1ic6dO1d58+a1LO/du1dNmzZV/fr19fHHH993//fee08HDx68bf2hQ4c0ZcqUjFcLAADghMhSAAAA1iNLAQCAnCZDnXdhYWGqX7++ZdnLy0udOnXSM888o8jIyPvu/9dff6lly5a3rW/RooV2796diXIBAMB/mQz4D7ZFlgIAwHGRpRwfWQoAAMdFljJGhqbNTEpKSrc8Z84cy8+3pim4l+Tk5Ls+5+LCfKgAADwIF6YncHhkKQAAHBdZyvGRpQAAcFxkKWNkKKEkJycrLi7Osly8eHFJUmxs7G0BKiP735LR/QEAAJwZWQoAAMB6ZCkAAJDTZKjzrm3bthoxYoRiY2Mt62JjY/XGG2+obdu2Gdp/+PDhio6OtqyLjo7WyJEjM7Q/AAC4O0eanuDDDz9UhQoVNGHCBMu6mzdvaty4capbt66Cg4P10ksvKTw83Ban7jTIUgAAOC6ylOMjSwEA4LjIUsbIUOdd//795eXlpUaNGqljx47q2LGjGjVqJA8PDw0YMOC++w8YMEB58uTRY489Ztn/scceU+7cuTVw4MAHPgkAAJD1Dhw4oBUrVqhChQrp1k+cOFG//PKLZs6cqU8//VRXrlzR4MGDs6jKrEGWAgAA90OWujuyFAAAuJ/slqUydM87Nzc3TZ06VWfOnNGhQ4ckSZUrV1ZQUFCGDuLq6qp3331XgwYN0sGDByVJDz30kEqUKGFl2QAA4BZHmFs8Pj5ew4cP1zvvvKP58+db1sfGxmr16tWaOnWq6tevLyktNLVp00b79+9XjRo1sqhi+yJLAQDguMhSjo8sBQCA4yJLGSNDnXe3BAUFZTgY3UmJEiUIRgAA2JjJlKGB9JmSmJioxMTEdOs8PDzk4eFxx+3ffvttNW7cWA0aNEgXkv7++28lJSWpQYMGlnVlypRRkSJFHD4kGYEsBQCA4yFLOQ+yFAAAjocsZYxMdd4BAICcYcGCBZo7d266dYMHD9ZLL71027YbN27UoUOHtGrVqtueCw8Pl7u7u/LkyZNuvb+/v65evWrbogEAABwEWQoAAMB6ZCk67wAAcHoPciPfu+nXr5969+6dbt2drm66ePGiJkyYoIULF8rT09PmdQAAABiNLAUAAGA9spQx6LwDAMDJGTG3+L2mIvi3gwcPKiIiQp07d7asS0lJ0a5du7R8+XJ98sknSkpKUkxMTLqrnCIiIlSgQAGb1w0AAJBZZCkAAADrkaWMYZfOu6VLl97z+Z49e9qjDAAAYGP16tXT119/nW7dyJEjVbp0afXt21eFCxeWu7u7tm/frpYtW0qSTp48qbCwMIeeV9zRkKUAAMieyFL2QZYCACB7ys5Zyi6dd4cPH7bHYbKVHRt2acfG3Yq6HCVJCgwK1ONPN1KFh8ul285sNmvJW5/p2O7jemZ0N1VuUPGO7aUkp+iHJT/r6O7jirx4TV65PVUmuLRa9m6mPP6+Rp8O7OjPPQf0xdKVOnroqCLCIzV++lg1fPwRSVJyUrI+mbdIO37bqYvnLym3j7dq1q2pF19+QQGBAXdtc92XX2v9qq91KeyyJKlk6SD1fPFZ1W1Yxy7nBOO1K9VKIaVapVt3Kf6yxuyYJEl6psKTqpS/vPw88uhmSqJORJ/SmhNf6/L1K3dt87lKT6tB4fSvkYMRhzX7zwW2P4EczmTAFU4Z5ePjo/Lly6db5+3trbx581rWd+nSRZMnT5afn598fHz0zjvvKDg42OFDkiMhSz24P9cd0J7P96hy68qq91zddM+ZzWZ9P/kHXfjzgpr+r4mCHg66azt7V+7Tqe2nFB8RLxc3F/mX8letbrUUWM6xr9hDxu3f86dWLPlCRw4fU8TVCE2Y/rYebdLQ8rzZbNbC+Yv19ZqNiouNU9UaVTRs1BAVDyp21zYXzl+sxQvSf3FcomRxLftqiWHngax1YP1f2rtiryq1qqS6PdPy0Dfjv9Xlw5fTbVe+aXk1eKH+HdtITU7V3pX7dH7/ecVdiZN7LncVqVJYtZ6qJe983oafQ05Clsr+yFIPzhbva1La5+j+Vft19JdjSoxPVGD5QNV/vp7yFM5z133gXLZ/vVN/bNyla///nWbBoAJq+sxjqvhw2nva6lnrdXzfCcVExMozl4eCKpVQ6xeaK7DEnfN0SnKKvlv8k47sOqqIi9fkldtL5YJLq/ULzZXHn9dNdrF26Xrt3LxbYWcvysPDXeWrltMzA7urSFBhyzY/fvWzfv9hu04dOa0b1xO08LsPlNs39z3bTU1J1cpP1ujX735XVES08gfkU+O2j6pzrw5Z+vmf3ZCljGGXzrtJkybZ4zDZSp6APGrZu5n8i+aXzNLeH/dr+dsrNGhuPxUMCrRst+2rPzI0o2zSzSSFnbikx59qpEKlC+pGbII2LvhWn477XINmv2jcicDuEm4kqEz50mrdoaXe+t+49M8l3NSxw8fVo++zKlO+tOJiYjVnyny9MeQtLfhs3l3bLFAwQH1fekHFShSVWdJ3X3+vN4eO0Ycr5qtUmZLGnhDs5kLcRc3c/8/rIMWcavn5bOw57by8W5EJUfJ281ZIqVYaUmOARm17W2aZ79rm3xGHteTwZ5bl5NRkY4qHQxs1apRcXFz08ssvKzExUQ0bNtSYMWOyuiynQpZ6MFdPXNWRH48oX4l8d3z+4KZDyui/NfwK51G93vXkG+irlMRkHdx0UN9N/E5PzHpCufJ42bBqZJW0LFVGbTq21pvDbn+v+mzxCq3+bI1Gjh+hIkUL6eN5i/TqwNe1dM0ieXrefVqXUmVKavqCqZZlV1dXQ+pH1gs/Ea6jPx2943tO+cfLqUbXYMuym8fdXwfJicmKOBWh6p2qK3+JfLoZn6idS3fqp6k/K2RCO0Nqh2MiSz04stSDsdX7miT9/fXfOvTdYT3av6F8An20b+V+fT/5B3Wc0vG++8I5+BXIo9bPN1dAUX+ZzWbt+WG/lo79XC+/P0CFSgaqWLkiCm5STXkL+OlG7A39sOwXfTxqqUYsGSoXV5fb2ku8maQLx8PU5OnHVKR0IV2Pu6Gv52/S4jGf6eW5/bPgDGGEw/tC1bJLM5WpVFopKSla8cFKTRjyrqZ9NlleudL+nXXzZqKq162m6nWr6fMPvsxQu+uWbdAPa3/SwDf7qVjpojp5+JTmT/xI3rlzqfWTLY08JTgQZ81Sdr/n3eXLl3Xs2DHdvHnTsq5p06b2LsPhVapXId1yi15NtXPjbp0LPW/pvAs7cUm/rd6ugbNf1ORnpt2zPa/cXnp+Yo9060IGtNb8IR8r6kq08gb62fYEkGXqNqxz1xFxPr65NfWDd9Ote2XEYA14drAuX7yigoUD77hfg8bpr5rrM/h5rV+5QYcOHKbzLhtJNacqJjH2js/9Grbd8nOEIrXu5Ea9Vfd1+efKr/AbEXdtMzk1+a5twnZcDLgx8IP49NNP0y17enpqzJgxThGMnAFZKnOSEpK0Zc5WPfLiI/pzzZ+3PR9xOkJ/b/xb7SeGaEX/L+7bXpmGZdIt1+lRR0d/OaZrZyKVq2oRm9WNrFOvYV3Va1j3js+ZzWatXL5aPfo+q0f/f2aDN8aPUMemXfTbL7+paasmd23X1dVV/gH5DakZjiMpIUlb3/9VDfrU159fHbjteVdPN3nnzZWhtjy8PdRyVIt06+r1qqsNozcqLjxOPgE+NqkZZKmchiyVObZ8XzObzTr07WFV71hNJWqXkCQ9OqChVgz4Qmd3n1XpBqVsWjuyRuV66WcFa9W7mf7YsEtnQ8+pUMlA1W1T+58nC+VTy+eaauaAebp2OUr+RW7PSrlye6nv5F7p1nUY1E5zX16ga1eilC8wrwFnAXsbNeO1dMsD33xRfdsO0snQ06ocnPaaatstbcaog3szPpr66F/HVPvRmqr5SA1JUmDhAvr9x+06fuikbQqHJLKUUezaebdq1SrNmzdPUVFRKlmypEJDQ1W9enVC0n2kpqTq718PKTEhSSUqFpckJSYk6ct3VytkUBv55rfuH20J12/KZErr2EPOFR8bL5PJJJ/7DDO/JSUlRVt+2KqEGwl6qFplg6uDPQV6B+jdR8YpKTVJJ6NPa+2JDbp2M+q27TxcPNSgcF1dvRGuawm3P/9v5fOW1ZSG43U96YaOXDumdSc3Kj75ujEnkIMx1UPOQZbKvO0Lt6t4cDEVrVrkts675JvJ2jJni+o/X0/eeTM/BV1KcoqO/HREHt4eyh9Ep0xOcPHCRUWGR6p23VqWdT6+PqpUtZL+/vPQPTvvzp+9oE7Nu8rDw0MPVausfi/3UcHCBe1RNuzoj0U7VCy4qIpULXLHL7lP/n5SJ387qVx5c6l4zWKq3qm63Dwz/s/yxOuJkimtYw+2Q5bKOchSmWfL97W4K3G6EXVDhav8c8GTh7eHCpQpoKvHrtJ5lw2lpqTqwK8HlXgzUUGVit/2fGJConZ/v0/5C+WTX4GMT4GZEJ8gk8mkXHynmW1dj78hSfLJk7HvK++mfNVy+mndLwo7e1FFShTW6WNndOTPo+rx8tO2KBP/jyxlDLt23i1ZskRr167Vc889pzVr1mjXrl1as2aNPUtwKpdOXdaCYZ8oOTFZHrk89MzobgoMSpv/edOH36pE5eKqXP/O97i7n6TEZH238EdVa1xVXrk9bVk2nEjizUQtmP2xmrR6XLl97v1hePLYKQ16Lm1oca5cufT2tDEqWebu9wSCczkVfUaLD32my9evyM/TT+1KtdTwWi9r3I53dTMl7YrUxkUfUecy7eXl5qlL8Zc1c/98pZhT7trmwYjD2nf1T4XfiFSBXAHqWKatXqrRT+/unnnPqTYB3B1ZKnNObjupiFMRCpkQcsfndyzdocDygQqqnbnPs7N7zmnz7M1KTkyWd15vtXyjhbyYMjNHiAiPlCTl808/bVj+/PkUGRF51/0qV62kkW+/phIliysiPFKLPliiwc+/oiWrFso7N/cuyy5ObjuliNMRajf+zlNalm5QWj4BueWdz1uRZ69pz4o9ir4YoyZDH89Q+8mJKdrz+R6Vrl+KzjvASmSpzLH1+9qN6LQv43P5pc9Nufy8LM8he7h46rLmDfnI8p1mz7eeSncboO1f79Smj79XYkKiChQLUJ9Jz8nNPWNfUyclJumbT75X9ceqMiAhm0pNTdWSmctUoVp5lShze6dvZnTo0U434m9o2FOvy8XFRampqerW7wk92vIRG1ULGMeunXfu7u7y8/NTSkral70PP/ywJk6caM8SnEpAsQANfr+/EuIT9Pdvh7Rq2lfq+14vRVyM1Mk/T2vQ3H5WtZuSnKIVE1fKbDar/eC2Nq4aziI5KVnjXhsvmc0aOurl+25fvGQxfbziA8XFxWvrj79q8ltTNPPjaXTgZRMHI/+ZcuBC/EWdijmjSQ3eUu3AGvr94g5J0o5Le3Q48oj8PPOoefEmevGhXnpv76y73sdu95V9lp/D4i/qQlyYJjQYrQr5yir02jFjTyiHMZluvy8AsieyVMbFhcfpjyU71GpUS7l53B55z+4+q4sHL6rD5A6ZbrvwQ4XU8d0OSohN0JGfjuqXmZsV8k475fLL2JRRyHn+PQ1nmfJlVKlKJT3Z5in9/P1mtevUJgsrg63ER8Rr59KdajGq+V3v2VShaXnLz/lK5JN3vlz6bsL3irkcozwF7z3aIDU5VVtmb5ZZUr3n69mydIgslZOQpTLO6Pc1ZG8FivnrlXkDlHD9pv769aC+nLpG/aY8b+nAq9GkmsrVLKOYyFhtXfW7lk/4QgNm9JG7h/s9201JTtHyCV/KLKnTS9z/NbtaOG2Jzp08r3EfjH7gtrb/tEO/fb9NL40doOKli+n00TNaMmu58gfkU+M2j9qgWkhkKaPYtfPOw8NDZrNZJUuW1OLFi1W0aFFdv870aXfj5u5qmeu5aLkiunA0TNvW/SF3D3dFXozUO09MTrf9ZxO+VMmHSqjPe73u2mZKcoo+n7hKUVei9cLknoy6y6GSk5I17vV3dOniFU3/cMp9R91Jaf/IKVqiqCSpQuXyCj14RKs/X6v/vTnE4GqRFW4k39Dl61dVIFcBy7qElAQl3EjQlRvhOhl9RjMaTVRwgWradXlvhtoMT4hQbGKcCuQqQOedjTna3OIwDlkq4yJORSghOkHrRq63rDOnmnUp9JIOf3dYFZtXVMzlWC17fnm6/X6e/osKViyoNmNa37Vtdy93uRdyV55CeRRYLlCrhqzS0V+OqXrHaoadDxzDrXvWXYu4poAC/pb1kZHXVLZ82Qy345vHR8VLFNOFcxdsXiOyRvjJCCXEJOjrURss68ypZl0OvazQ70PVY+mzcnFJ/6VGQJkASVLspdh7fsmdmpyqzbM3Ky48Xi3faMGoOwOQpXIOslTGGfG+dutCpxvRCfLO98/I8xvRCUxBns24ubspoGhaVipWrojOH7mg3776Q11eaS8p7T52uXJ7KaCov0pULKaxXSbp4O+HVePxu+fpWx13UZej1Pe93oy6y6YWTluivb/v19h5b8g/8MHfF5a/v0IderTTI83rS5JKlCmuq5fC9dXSr+m8syGylDHs2nn3yiuvKC4uTsOHD9eYMWMUExPjdDcJzEpms1nJSSlq+uzjqt2qZrrnZg+YrzYvtlTFuuXvsvc/HXcRYRHqM/k5eedhip6c6FbH3fmzFzTjwynyy2vd1XBms1lJiYk2rg6OwtPVQwVy+euPxJg7Pm+SZJJJbqaMf4zk9fRTbndvRSdG26hKIOchS2VckSpF1GlKx3Trfp3/m/yK+Klah6ry9PVUxWYV0j2/dvhXqtOzjkrUytzULOZUKSXp7tMII/soXLSw8gfk156de1WuYlpnXXxcvA7/dVgdu7bPcDvXr9/QhfNhahHQ3KhSYWdFqhRWh3fTvwZ+W/C7/Ir4qWpIldu+4JakyDPXJEm58t191O6tjruYS7Fq9WZLefnyRSXwIMhSGWfE+5pPoI9y5c2liwcvyr9k2pfyidcTdfXEVVX4Ty5D9mI2m5WSdOdZe27dVSP5Hnn6Vsdd+IUIvfheb+XmO81sx2w2a9H0pdq5ZY/GvD9KgUUC779TBtxMSLztfmwuri4ym7mdCxyfXTvv6tdP6+H29fXVokWL7Hlop/Pdoh9VvnY55Q30083rN/Xn5r906sBp9XrnWfnm95Fvfp/b9slbwE/5C/1z/40ZfeeqRa+meuiRSkpJTtFnE1bq4vGL6jHuKaWmmhUbGSdJyuWbS27ud54CAc7nxvUb6a7ivnjhko4fOS7fPHnkH5BfY4a/rWOhxzVx1nilpqYq8v/v3eLr5yt397TpCYb1G65HH39Enbp3lCR9NPsT1XnkYRUsHKjr8Tf00zc/a//uP/XevEl2Pz8Yo0vZ9joQflCRCdfk55FHIaVbK9Vs1q7LexTg5a/aBYN1KDJUsYlxyueZV62CmikxNUl/RxyytDGu7kitPbFB+8P/kqerh9qVbKW9V/9UTGKsCuTyV+cy7XX1RrgORYRm4ZlmT9wYOOcgS2Wcey535Sue/r5kbp5u8vT1tKz3znv7P/p9AnLLN9DXsrx62BrV6l5LJesEKSkhSX+uPaAStYvLO6+3EmITdPj7UF2/dl2l6pU09HxgP9ev39CFs//OUhd1LPS48vj5qmDhgur6TBct/WiZipUoqsJFC+uT9xfJv0CAGj7e0LLPkBf/p0ebNFSX7p0kSe9Pn69HGjVQwcIFFX41XIvmL5GLq4uatWpi9/ODMe76nuOT9p4TczlGp34/paI1isnT11PXzkZq16e7VLBiQeUv8c9V5Wv+t1a1utdU0MNBSk1O1S+zNiviVISaDW+q1FSzrkel3RPK08dDrm78G85WyFI5B1kq44x4XzOZTKrcqpIOrD2gPIV85VvAV3tX7pN3Xm+VqF3C3qcIg3yz8AdVeLic8hbw080bidr/ywGdPHBaz0/ooYiLkTqw5W+Vq1VWuf28FX01Rpu//FXuHm6qWKecpY2pL8xWq+ebqcojlZWSnKJl47/QheNh6vX2szKnpio2MlbSre807fr1NgzyydQl+v2H7Rr+7hDl8vZSVESUJMnbx1senmmzDkRFRCkqIlqXzl+WJJ09cV65vL0UUMhfPnnSvisf/9IkPdy4tlo9kXaRXK2GNbR2yXoFFAxQsdJFdfroGW1c8a0eb9vI/ieZjZGljGHXd7fo6GhNmzZN27dvl8lkUoMGDTR06FD5+fnZswynEB8Vr1VT1yo2Mk5euT1VqFRB9XrnWZWtWSbDbYSfj9DN6zclSTERsQr944gkae6gBem2e+Hd51S6Wkmb1Y6sdeTQUQ3t+6pled60DyRJLUOaq1f/ntq2ZbskqW/3/un2m/HRVNWoXV2SFHbuoqKj/hlxdS0ySpNGv6fI8Ejl9smt0uVK6b15k1S7Xi2jTwd2ks8zr/o81FO53XMrLjFOx6NPavKeGYpLiperyVVl/UqrafHG8nbLpZjEWB2LOqH39sxSbFKcpY1CuQsql1vaFZapZrOK+hRRvcIPy9stl6JuxuhwZKjWndykZDOjUwBrkaXsLzosWknX00aam1xMig6L0s/TjyshNkGevp4qUDpAbca2vu3LLTivIweP6JW+wyzLc6fNlyS1CmmpUeNf19O9uivhRoKmjp+uuNg4VQ2uqqnzJsvT85+pDMPOhSn62j8jza9eDte4ke8oJipGefP5qWpwVX2wdK7y5s9rt/NC1nJ1c1XY3xd16NvDSrqZpNz5cyuoTpCq/We63ZiLMUq8niRJir92Xef2nJMkrR/5dbr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sjT4m005cOqOi3WpatnjYjflfLNCvP/+mf86dl7uHu0qWKqGefYOUN1/eRC3/48afNPCjwapeo5omTZ9g3WJhd8jgSM1sfs+769ev688//9TmzZuNPynNvM6jVPuVSmo3+yO9MqCBfjryp34ZuEjZ02eRJJ269o+CFn6qVwa8rsrD2+ifm5f104AFyuSdIcF1pnX31KELJ9R94XBb7UaqExoaqvfe7iYXFxdNnjVBy9Z8rZ4fBsnbx/uFy4aFhunTwSMVUL6MDSqFJP246UdNHDdJXd5/T8tWLlWhIgX1/nvdFRIc8tzlLl++oknjJ6t0GX8bVYofNv2oCeMmqsv7XbR85VIVLlJI3d57X8EJHKvIyEjlzJlTPfv2VKZMmWxcrWMyWOE/2K/UkKUsZd7bI1X75Ypq92V/vTKssX46tk2/9Jmv7On8JEn9XuuknjXfUtevh6n86NaKiLqnH3t/IXcXtwTXmdbdU4cunVT3pSNstRuwA3yWwRzjho3Xnh179fGogVq0cr7KBgaoT5cPdfP6zXjnP3zgiEZ9PFavN6mvxasWaMT4YTr+1wl9NnyijStPfchSqQtZKvHm9Rin2v5V1G5SH73So45+OrBFv4xYouwZHp3fytouwOTnnSkfKjY2Vqu2b3zuev86f9Jkucr9W9hid5BM9u3Zr1ZtW2rRsvma/cUMPXz4UO937qH79+6/cNkrl69o8oSp8uccTqpEBnccZCnrsMmVd4+tXLlSs2bN0p07d5Q3b16dOHFCJUuWVM2aKad3jYeru5qXravGk7pp64k9kqThq6erYeka6lbrDQ1ZMVnLtq83WabvkjHq9GorlchdWL8e3RHven84tEU/HNpi9fpTs6/mL1GWLH4aMmKQcVr2nNkTtey4kRNUp35tOTk5actvW61VIp7w1cIlatayqZo0ayxJ+njoYG3940+tXf2d3u38TrzLxMTEaFC/weoW1FX79x1QWGiYLUtOtb5a+LWatWxmcqy2/LFVa1evVcfO7z4zf/FXiqn4K8UkSdMmTbNprY6K4QlSj9SQpSzFw9VdzUvXVuOZQdp6eq8kafj6mWpY8lV1q95WQ9ZOVe+a7TXy+zlad+hXSVL7+QN0feKfauJfS9/sif+k0w9/bdUPf/FZn9rwWYakehD5QH9s3qLRU0aqVJmSkqR3u3XQtj+2a+2Kdeoc1PGZZY4ePqas2bOqxZvNJUnZc2ZToxYNtXTBMpvWnhqRpVIPslTiebi5q3nFemo8srO2Ht0tSRq+bIoalqulbvXbacjXE3T9jmlnhMYVauu3Izt07vrF5677YczDZ5ZFyjXz8+kmj4ePGqqaVero2LHjKhNQOsHlYmJiNLjfEHXt/p4O7DugsLBwa5cKO0MGdxxkKeuw6ZV3ixYt0po1a5Q7d26tXr1aixYtUt68eW1ZgtW5OLvIxdlFkdEPTKbfj4pU5ULPXpXl6uyq915trTsRoTp0/oStykQ8tv6+TUWLFdGgDz5WvWqvq32rd7R25boXLrdh7fe6cumKOnaNv8EIlhcdFa3jx46rfIXyxmlOTk4qH1hehw8eTnC5ubM+V4YMGdS0eRMbVAnp32NV4aljVeEFxwpA/FJDlrIUFyfnhDNZgdLKlymnsqXLrF+O/9txKvR+uHb9fViB+UvaulzYMT7LYI6YmBjFxMTKzd30Sl53d3cdPnAk3mWKlXhZN67d0I6tOxUXF6eQ4BD9/ssfqlClfLzzA0g6slTiGc9vRcWTpV4OeGZ+v3SZ1CCghr78+ZsXrrtg9ny6vHC3zn6xVV9/MFW5Mieu4zRShseNcL6+Ps+d7/PZ85QhYwY1ad7YFmXBzpDBARs33rm6usrX11cxMTGSpLJly+rEiZTVYBUeGaHtp/ZrSJPuypbOT04GJ71ZqZECC/orW7rMxvka+L+qsC8PKnLhX+pTr4Nqj+2g4PDbyVg5rly6otXfrlWu3Lk0Zc4kNWvVRJPHTdH3321KcJkL5y9q5pQ5GjZ6iFxcbHoha6p2+84dxcTEKGMm06FmM2bMoFu3guNd5sC+A1q7+jt98unHtigR/3f7zu0EjlXGBI8Vko7hCVKP1JClLCX8wT1tP3NAQ17vpmy+mR9lsvINFfhSKWXzzaysvo+GUbkeavq36HrYLWX1zRzfKpFK8VkGc6RJm0bFSxbTos+/0q0btxQTE6MfN/yso4ePKfhm/EM9lfB/RZ+MGayh/T7VqwG11bhGc3l5eanvwN62LT4VIkulHmSpxAu/H6Htx/dpSJseypbBT05OTnqzelMFFi6tbOn9npn/7RrNFXY/Qqu3//Dc9e46dVAdpnyg14a1V7dZg5UvSy5tHbtCXp5prbUrsCOxsbGaMG6SSvmXVIGCBRKc78C+g/pu9Tp9PHywDauDPSGDOxaylHXYtPHOzc1NcXFxyps3rxYuXKiff/5Z9+7ds2UJNtFu9kcyGAy6MnObHiw6qp5122vZ9g2KjYszzvPbsZ0qNaiRKg5vrR8Ob9W3PaYqs0/C97yD9cXGxqpw0ULq1quLChctpCYtGqtR80Zas2JtvPPHxMRo6IDh6vx+R+XOm9u2xSJJIiIiNHjAEH0yfIjSp0+f3OUAgNlSS5aylHbz+8sgg65M2KIHsw+pZ823tGz394qNi03u0gCkAh+PGqi4uDg1rd1SNcvW0aqlq1XztRpycor/ZMS5s/9o6mcz1KFLe81bNlcTZo3T1SvXNGHkJBtXDqRcZKmkaTep96PzW4v26MHq0+rZsIOWbVlncn7rsXdrt9KS39fqwVOjHjzth32/a+W2jTryzwn9dGCL6g/voHRpfdSq8uvW2g3YkbEjP9PZ02c1ZsKoBOeJiIjQkIFDNWT4IKVPn852xQGAnbHppUK9evVSeHi4PvroIw0dOlShoaEaOnSoLUuwib9vXFD1kW8qjbunfDy9dO3OTS3vMUV/3/h3zO97D+7r7PULOnv9gnadOahTE39Wx+otNXbd3GSsPHXLlDmj8ubPazItb748+v2X3+Od/17EPR0/ekKnTpzWxDGTJT1qAIyLi1Ml/2qaOmeSAso/O1Qq/rv06dLJ2dlZwbdMey0HB4coU6aMz8x/8cIlXbl8Rb269zZOi419dOK2zCtltfb71cqVO5dVa06t0qdLn8CxCo73WMFc9EhKLVJLlrKUv29eVPUJ7ZXG7f+Z7O5NLX9vkv6+eUnX7t6SJGXxyahrd/+950oW70w6ePF4cpUMO8RnGcyVI1cOzZg/Vffv3VdExD1lypxRQz8armw5s8U7/9dfLtUrpYrrjQ5tJEkFCr0kT09PdX+npzoFdVSmzLzfrIcslVqQpZLm72sXVH1g60fnt9J469rtG1reb4b+vnbBZL7KL5dVkZwF1HpcUJK3cTciVKeunFOBbHksVTbs1NiRn2nrH1s1b9HnypI1S4LzXfr/OZze3T8wTnt8DqdsiQpavWGlcuXOafV6kbzI4I6GLGUNNm28CwwMlCR5e3trwYIFttx0srj34L7uPbivdGl8VPeVKuq37LME53UyOMndxS3B52F9JUq9ogv/mAbQi+cvKmu2rPHOn9YrrZasWmwybdU3q7Vv936NnjhS2XPE/6Uc/52rm6uKvlxUu3fuVo1ar0p6FOR279ytNm+0fmb+fPnzauV335pMmzF1lu5FRKjfoI+UNWv8xxj/3eNjtWvnLpNjtSuBYwXzEJFSj9SWpSzlXtR93Yv6fyYrVkn9Vk7QuVuXdPXOTdUsUkGHLj4aLsvbI63K5y+h2X8sT+aKYU/4LMN/5ZnGU55pPBUWGqbdO/aoW+8u8c73IDJSzs7OJtOcnP8/WE48V7nAcshSqQdZyjzG81tpfVTXv6r6LRxj8nzHOq219/RhHf4n6R2g0nqk0UtZ8+ir26stVS7sTFxcnMaNGq/fNv+uLxbOUY6cOZ47f978efXt2mUm02ZNm6OIiAh9NPADZX1Owx9SDjK4YyFLWYdNG+/u3r2riRMnaseOHTIYDKpYsaL69OkjX19fW5ZhdXVeqSyDwaCTV8+pQJY8Gv9Gf524+rcWbFmlNO6eGty4m9bt/1VX79xQJq/06l77LeVIn0Urdv17b7VfBi7Smr0/a+bPX0uS0rqnUYGs//ZCypc5p0rmKaqQ8Du6GHzV5vuYErVp11qd23fVwi8Wq2bdGjp25JjWrlynAUP7GeeZNXWObl6/qaGjh8jJyUkvFcxvso70GdLLzd3tmemwvHYd3tSQgUP1cvGXVfyVYlqyeKnu37+vxk0bSZI+HjBEfn5+6tm3h9zd3Z8ZS93bx1uSnjvGOiyjXYe3NGTgJypW/GUVf6W4vv7/sWrS9NFNpwcP+Fh+fn7q1benpEc3JT579u9H/46O1o3rN3Ti+EmlSeOp3HkYohapW2rJUpZSp1glGWTQyevnVCBzHo1v+aFOXDunBdvXSJKmbF6sjxt01ekb53Xu1iWNaNxTV+7c0NoDvxjX8Uvf+Vpz4BfN/G2ppP9nMr9//xbly5RTJXMVUUjEXV0MIZOlVHyWwRy7tu2WJOXKk0uXL17WrMlzlDtvbtVvXE+SNGfqF7p146Y+HjVIklSxWkV99ukErfn2O5WvWFa3bgZr+viZKlq8iDL5ZUq2/QBSErJU0tTxr/ro/Nblv1UgWx6Nf2eQTlw6qwW/rDDO4+3ppZaVGuiDL0fGu45fRi7Vmh0/aub3iyRJ498drPW7f9H5G5eVPUMWDX+jj2JiY7Tsj3U22SfY3tgR47Rp44+aPH2C0qRJo1s3H42A4eXtJQ8PD0nSkIFD5eeXWT36BMV/DsfbSxLncFIbMjhSO5s23g0YMEBZs2bV9OnTJUkrVqzQgAEDNHv2bFuWYXW+abw1pvWHypkhq0LC72jVnh81+NtJehjzUM5OTiqS/SW9XaWpMnlnUHD4be35+4iqjGirY5fPGNfxUpbcyuT97725AvIX1+8fLzE+ntzu0Q1bF25ZrXfm9rfdzqVgLxcvqnGTR2v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"text/plain": [
"<Figure size 1800x2500 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"Global × Carmignac Patrimoine\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 39.6 24.8 35.7\n",
"Global C2 51.0 4.5 44.5\n",
"Global C3 34.2 12.3 53.5\n",
"Global C4 83.5 1.6 14.8\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 14.0 57.6 22.3\n",
"Global C2 22.2 12.8 34.2\n",
"Global C3 9.6 22.7 26.5\n",
"Global C4 54.2 6.9 17.0\n",
"\n",
"============================================================\n",
"Global × Carmignac Sécurité\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 83.2 6.2 10.6\n",
"Global C2 85.7 1.6 12.7\n",
"Global C3 44.3 10.5 45.2\n",
"Global C4 88.3 0.6 11.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 21.6 35.4 12.9\n",
"Global C2 27.4 11.2 19.0\n",
"Global C3 9.1 47.3 43.5\n",
"Global C4 42.0 6.2 24.7\n",
"\n",
"============================================================\n",
"Global × Carmignac Investissement\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 55.3 44.4 0.3\n",
"Global C2 71.8 28.2 0.0\n",
"Global C3 45.0 33.2 21.8\n",
"Global C4 91.3 8.5 0.2\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 16.0 36.7 1.5\n",
"Global C2 25.5 28.7 0.0\n",
"Global C3 10.3 21.7 96.6\n",
"Global C4 48.3 12.9 1.9\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Sécurité\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 94.9 3.6 1.5\n",
"Global C2 96.3 2.9 0.9\n",
"Global C3 66.3 26.6 7.2\n",
"Global C4 81.2 18.2 0.6\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 22.9 5.8 15.9\n",
"Global C2 28.6 5.7 11.6\n",
"Global C3 12.7 34.2 60.9\n",
"Global C4 35.9 54.2 11.6\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Flexible Bond\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 92.6 7.3 0.1\n",
"Global C2 94.3 5.7 0.0\n",
"Global C3 56.1 39.5 4.4\n",
"Global C4 91.9 7.9 0.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 22.0 12.2 1.8\n",
"Global C2 27.5 11.6 0.0\n",
"Global C3 10.5 52.1 91.1\n",
"Global C4 39.9 24.1 7.1\n",
"\n",
"============================================================\n",
"Global × Carmignac Emergents\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 69.8 12.3 17.8 0.1\n",
"Global C2 79.1 2.0 18.9 0.0\n",
"Global C3 48.0 9.0 28.0 15.0\n",
"Global C4 92.5 0.5 7.0 0.0\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 18.6 53.8 23.4 0.6\n",
"Global C2 26.0 10.9 30.6 0.0\n",
"Global C3 10.1 31.1 29.2 98.9\n",
"Global C4 45.2 4.1 16.8 0.6\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Patrimoine\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 95.1 1.2 2.9 0.7\n",
"Global C2 93.7 1.9 4.3 0.1\n",
"Global C3 71.1 7.9 16.8 4.1\n",
"Global C4 81.4 2.8 12.3 3.5\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 22.9 8.2 6.6 7.0\n",
"Global C2 27.7 15.5 12.0 1.3\n",
"Global C3 13.5 42.3 30.2 30.6\n",
"Global C4 35.8 34.1 51.2 61.1\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Global Bond\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 90.3 5.1 2.1 2.5\n",
"Global C2 92.5 5.3 2.1 0.2\n",
"Global C3 57.3 27.2 10.2 5.3\n",
"Global C4 70.3 24.1 2.4 3.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 23.9 6.6 12.2 19.9\n",
"Global C2 30.1 8.4 15.0 1.6\n",
"Global C3 12.0 27.9 46.9 33.3\n",
"Global C4 34.1 57.1 26.0 45.2\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Credit\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 90.3 0.1 9.6\n",
"Global C2 96.5 0.0 3.5\n",
"Global C3 73.2 4.5 22.3\n",
"Global C4 86.0 0.0 14.0\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 21.3 3.6 16.8\n",
"Global C2 28.0 0.0 7.6\n",
"Global C3 13.7 96.4 30.9\n",
"Global C4 37.1 0.0 44.8\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Emerging Patrimoine\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 89.6 7.4 3.0 0.0\n",
"Global C2 92.1 7.0 0.9 0.0\n",
"Global C3 56.3 32.9 6.3 4.5\n",
"Global C4 93.1 6.4 0.4 0.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2\n",
"Global C1 21.4 13.8 30.1 0.0\n",
"Global C2 27.1 16.1 11.0 0.0\n",
"Global C3 10.7 48.4 50.7 96.4\n",
"Global C4 40.8 21.6 8.2 3.6\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Grande Europe\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 78.6 0.2 21.2\n",
"Global C2 91.0 0.0 9.0\n",
"Global C3 57.5 10.2 32.3\n",
"Global C4 90.1 0.1 9.8\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 19.6 2.4 28.0\n",
"Global C2 27.9 0.0 14.6\n",
"Global C3 11.3 94.5 33.8\n",
"Global C4 41.1 3.1 23.7\n",
"\n",
"============================================================\n",
"Global × Carmignac Court Terme\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 96.7 2.4 0.9\n",
"Global C2 96.6 3.1 0.2\n",
"Global C3 79.0 16.7 4.4\n",
"Global C4 97.5 2.4 0.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 21.2 10.0 19.4\n",
"Global C2 26.0 16.2 5.6\n",
"Global C3 13.7 55.6 70.8\n",
"Global C4 39.1 18.2 4.2\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Long-Short European Equities\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2 Fund C3\n",
"Global C1 97.2 1.2 0.1 1.0 0.5\n",
"Global C2 98.6 0.4 0.0 0.7 0.3\n",
"Global C3 74.6 4.0 2.0 15.0 4.4\n",
"Global C4 95.2 0.4 0.8 2.4 1.3\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2 Fund C3\n",
"Global C1 21.5 20.5 4.3 5.6 7.1\n",
"Global C2 26.9 8.4 0.0 4.5 6.1\n",
"Global C3 13.1 56.6 51.1 65.9 52.0\n",
"Global C4 38.6 14.5 44.7 24.0 34.7\n",
"\n",
"============================================================\n",
"Global × Carmignac Portfolio Climate Transition\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 86.3 0.0 13.7\n",
"Global C2 88.5 0.0 11.5\n",
"Global C3 53.8 6.6 39.6\n",
"Global C4 93.0 0.1 6.9\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1\n",
"Global C1 21.1 0.0 19.0\n",
"Global C2 26.7 0.0 19.7\n",
"Global C3 10.4 96.2 43.7\n",
"Global C4 41.7 3.8 17.5\n",
"\n",
"============================================================\n",
"Global × Carmignac Credit 2027\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2 Fund C3\n",
"Global C1 98.2 0.1 0.1 1.2 0.4\n",
"Global C2 99.7 0.0 0.0 0.0 0.3\n",
"Global C3 85.1 2.7 6.1 4.3 1.8\n",
"Global C4 98.8 0.3 0.0 0.7 0.1\n",
"\n",
"% per fund cluster (each column sums to 100%):\n",
" Not exposed Fund C0 Fund C1 Fund C2 Fund C3\n",
"Global C1 20.9 2.4 2.7 19.5 17.1\n",
"Global C2 26.2 0.0 0.0 0.0 14.3\n",
"Global C3 14.4 76.2 95.9 57.5 60.0\n",
"Global C4 38.6 21.4 1.4 23.0 8.6\n",
"\n",
"============================================================\n",
"Adjusted Rand Index — coherence: global clustering × fund clustering\n",
"============================================================\n",
"(1 = identical, 0 = independent, <0 = worse than random)\n",
"\n",
" Carmignac Patrimoine : ARI=0.0238 (n=3000 shared accounts)\n",
" Carmignac Sécurité : ARI=0.0119 (n=1477 shared accounts)\n",
" Carmignac Investissement : ARI=0.0426 (n=2053 shared accounts)\n",
" Carmignac Portfolio Sécurité : ARI=0.0820 (n=1047 shared accounts)\n",
" Carmignac Portfolio Flexible Bond : ARI=-0.0448 (n=944 shared accounts)\n",
" Carmignac Emergents : ARI=0.0153 (n=1640 shared accounts)\n",
" Carmignac Portfolio Patrimoine : ARI=0.0118 (n=1029 shared accounts)\n",
" Carmignac Portfolio Global Bond : ARI=0.0799 (n=1584 shared accounts)\n",
" Carmignac Portfolio Credit : ARI=0.0090 (n=901 shared accounts)\n",
" Carmignac Portfolio Emerging Patrim : ARI=-0.0332 (n=996 shared accounts)\n",
" Carmignac Portfolio Grande Europe : ARI=-0.0264 (n=1247 shared accounts)\n",
" Carmignac Court Terme : ARI=-0.0347 (n=423 shared accounts)\n",
" Carmignac Portfolio Long-Short Euro : ARI=0.0516 (n=495 shared accounts)\n",
" Carmignac Portfolio Climate Transit : ARI=-0.0456 (n=1141 shared accounts)\n",
" Carmignac Credit 2027 : ARI=0.0470 (n=238 shared accounts)\n",
"\n",
"============================================================\n",
"Fund exposure by global cluster\n",
"============================================================\n",
"\n",
"Average number of funds held per global cluster:\n",
"cluster_k4\n",
"1 2.42\n",
"2 1.72\n",
"3 5.98\n",
"4 1.66\n",
"Name: n_funds_held, dtype: float64\n",
"\n",
"Distribution of fund count per global cluster:\n",
" 0 fund(s) 1 fund(s) 2 fund(s) 3 fund(s) 4 fund(s) 5 fund(s) 6 fund(s) 7 fund(s) 8 fund(s) 9 fund(s) 10 fund(s) 11 fund(s) 12 fund(s) 13 fund(s) 14 fund(s) 15 fund(s)\n",
"Global C1 4.5 42.8 18.9 11.2 8.9 5.8 2.6 2.0 1.2 0.4 0.4 0.5 0.2 0.2 0.3 0.1\n",
"Global C2 8.6 56.9 16.6 7.1 4.3 2.5 0.8 1.0 0.8 0.6 0.4 0.2 0.1 0.1 0.0 0.0\n",
"Global C3 7.3 11.6 8.0 7.2 10.1 5.5 7.6 6.5 7.3 5.3 5.8 4.4 4.3 3.8 4.1 1.4\n",
"Global C4 8.7 61.9 15.3 4.6 3.0 1.5 1.3 1.1 1.0 0.6 0.6 0.2 0.1 0.0 0.1 0.0\n",
"\n",
"============================================================\n",
"Summary — ARI comparison: asset-type vs fund-level\n",
"============================================================\n",
" level name ARI n\n",
"Asset-type Equity 0.1579 3689\n",
"Asset-type Fixed Income 0.1112 3742\n",
" Fund Carmignac Portfolio Sécurité 0.0820 1047\n",
" Fund Carmignac Portfolio Global Bond 0.0799 1584\n",
" Fund Carmignac Portfolio Long-Short Euro 0.0516 495\n",
" Fund Carmignac Credit 2027 0.0470 238\n",
" Fund Carmignac Investissement 0.0426 2053\n",
"Asset-type Diversified 0.0344 3978\n",
"Asset-type Alternative 0.0274 1164\n",
" Fund Carmignac Patrimoine 0.0238 3000\n",
" Fund Carmignac Emergents 0.0153 1640\n",
" Fund Carmignac Sécurité 0.0119 1477\n",
" Fund Carmignac Portfolio Patrimoine 0.0118 1029\n",
" Fund Carmignac Portfolio Credit 0.0090 901\n",
" Fund Carmignac Portfolio Grande Europe -0.0264 1247\n",
" Fund Carmignac Portfolio Emerging Patrim -0.0332 996\n",
" Fund Carmignac Court Terme -0.0347 423\n",
" Fund Carmignac Portfolio Flexible Bond -0.0448 944\n",
" Fund Carmignac Portfolio Climate Transit -0.0456 1141\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ============================================================\n",
"# CROSS-ANALYSIS — Global clustering × Fund-level clustering\n",
"# ============================================================\n",
"\n",
"# Step 1. Merge fund cluster labels into global dataframe\n",
"dfc_cross_fund = 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_cross_fund = dfc_cross_fund.merge(df_f, on=ID_COL, how=\"left\")\n",
"\n",
"print(\"Available columns:\", dfc_cross_fund.columns.tolist())\n",
"print(\"Shape:\", dfc_cross_fund.shape)\n",
"\n",
"# Step 2. Contingency tables: global clusters × fund clusters\n",
"fund_list = list(FUND_RESULTS.keys())\n",
"n_funds = len(fund_list)\n",
"n_cols = 3\n",
"n_rows = (n_funds + n_cols - 1) // n_cols\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(18, 5 * n_rows))\n",
"axes = axes.flatten()\n",
"\n",
"for i, (fund, res) in enumerate(FUND_RESULTS.items()):\n",
" cluster_col = res[\"cluster_col\"]\n",
" if cluster_col not in dfc_cross_fund.columns:\n",
" continue\n",
" ct = pd.crosstab(\n",
" dfc_cross_fund[\"cluster_k4\"],\n",
" dfc_cross_fund[cluster_col].fillna(-1).astype(int),\n",
" normalize=\"index\"\n",
" ).round(3) * 100\n",
" col_names = {\n",
" c: f\"Fund C{c}\" if c >= 0 else \"Not exposed\"\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",
" sns.heatmap(\n",
" ct, cmap=\"Greens\", annot=True, fmt=\".1f\",\n",
" ax=axes[i], cbar_kws={\"label\": \"%\"},\n",
" vmin=0, vmax=100,\n",
" )\n",
" axes[i].set_title(f\"Global × {fund[:35]} (% per global cluster)\",\n",
" fontsize=9)\n",
" axes[i].set_xlabel(\"Fund cluster\", fontsize=8)\n",
" axes[i].set_ylabel(\"Global cluster\", fontsize=8)\n",
" axes[i].tick_params(labelsize=8)\n",
"\n",
"# Hide empty subplots\n",
"for j in range(i + 1, len(axes)):\n",
" axes[j].set_visible(False)\n",
"\n",
"plt.suptitle(\"Cross-Analysis: Global Clustering × Fund-Level Clustering\",\n",
" fontsize=14, y=1.01)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Step 3. Detailed contingency tables\n",
"for fund, res in FUND_RESULTS.items():\n",
" cluster_col = res[\"cluster_col\"]\n",
" if cluster_col not in dfc_cross_fund.columns:\n",
" continue\n",
" print(f\"\\n{'='*60}\")\n",
" print(f\"Global × {fund}\")\n",
" print(f\"{'='*60}\")\n",
"\n",
" ct_row = pd.crosstab(\n",
" dfc_cross_fund[\"cluster_k4\"],\n",
" dfc_cross_fund[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\"Fund C{c}\" if c >= 0 else \"Not exposed\"\n",
" for c in ct_row.columns]\n",
" print(\"\\n% per global cluster (each row sums to 100%):\")\n",
" print(ct_row.to_string())\n",
"\n",
" ct_col = pd.crosstab(\n",
" dfc_cross_fund[\"cluster_k4\"],\n",
" dfc_cross_fund[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\"Fund C{c}\" if c >= 0 else \"Not exposed\"\n",
" for c in ct_col.columns]\n",
" print(\"\\n% per fund cluster (each column sums to 100%):\")\n",
" print(ct_col.to_string())\n",
"\n",
"# Step 4. Adjusted Rand Index\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"Adjusted Rand Index — coherence: global clustering × fund clustering\")\n",
"print(\"=\"*60)\n",
"print(\"(1 = identical, 0 = independent, <0 = worse than random)\\n\")\n",
"\n",
"for fund, res in FUND_RESULTS.items():\n",
" cluster_col = res[\"cluster_col\"]\n",
" if cluster_col not in dfc_cross_fund.columns:\n",
" continue\n",
" mask = dfc_cross_fund[cluster_col].notna()\n",
" labels_global = dfc_cross_fund.loc[mask, \"cluster_k4\"].values\n",
" labels_fund = dfc_cross_fund.loc[mask, cluster_col].values\n",
" ari = adjusted_rand_score(labels_global, labels_fund)\n",
" print(f\" {fund[:35]:35s} : ARI={ari:.4f} (n={mask.sum()} shared accounts)\")\n",
"\n",
"# Step 5. Fund exposure per global cluster\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"Fund exposure by global cluster\")\n",
"print(\"=\"*60)\n",
"\n",
"fund_cols = [res[\"cluster_col\"] for res in FUND_RESULTS.values()\n",
" if res[\"cluster_col\"] in dfc_cross_fund.columns]\n",
"dfc_cross_fund[\"n_funds_held\"] = dfc_cross_fund[fund_cols].notna().sum(axis=1)\n",
"\n",
"print(\"\\nAverage number of funds held per global cluster:\")\n",
"print(dfc_cross_fund.groupby(\"cluster_k4\")[\"n_funds_held\"].mean().round(2))\n",
"\n",
"print(\"\\nDistribution of fund count per global cluster:\")\n",
"ct_fund_multi = pd.crosstab(\n",
" dfc_cross_fund[\"cluster_k4\"],\n",
" dfc_cross_fund[\"n_funds_held\"],\n",
" normalize=\"index\"\n",
").round(3) * 100\n",
"ct_fund_multi.index = [f\"Global C{i}\" for i in ct_fund_multi.index]\n",
"ct_fund_multi.columns = [f\"{c} fund(s)\" for c in ct_fund_multi.columns]\n",
"print(ct_fund_multi.to_string())\n",
"\n",
"# Step 6. Summary ARI comparison — asset vs fund\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"Summary — ARI comparison: asset-type vs fund-level\")\n",
"print(\"=\"*60)\n",
"\n",
"rows_ari = []\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",
" mask = dfc_cross[cluster_col].notna()\n",
" ari = adjusted_rand_score(\n",
" dfc_cross.loc[mask, \"cluster_k4\"].values,\n",
" dfc_cross.loc[mask, cluster_col].values\n",
" )\n",
" rows_ari.append({\"level\": \"Asset-type\", \"name\": asset,\n",
" \"ARI\": round(ari, 4), \"n\": mask.sum()})\n",
"\n",
"for fund, res in FUND_RESULTS.items():\n",
" cluster_col = res[\"cluster_col\"]\n",
" if cluster_col not in dfc_cross_fund.columns:\n",
" continue\n",
" mask = dfc_cross_fund[cluster_col].notna()\n",
" ari = adjusted_rand_score(\n",
" dfc_cross_fund.loc[mask, \"cluster_k4\"].values,\n",
" dfc_cross_fund.loc[mask, cluster_col].values\n",
" )\n",
" rows_ari.append({\"level\": \"Fund\", \"name\": fund[:35],\n",
" \"ARI\": round(ari, 4), \"n\": mask.sum()})\n",
"\n",
"df_ari_summary = pd.DataFrame(rows_ari).sort_values(\"ARI\", ascending=False)\n",
"print(df_ari_summary.to_string(index=False))\n",
"\n",
"# Visualisation\n",
"fig, ax = plt.subplots(figsize=(10, 5))\n",
"colors = [\"#1f77b4\" if l == \"Asset-type\" else \"#2ca02c\"\n",
" for l in df_ari_summary[\"level\"]]\n",
"ax.barh(df_ari_summary[\"name\"], df_ari_summary[\"ARI\"], color=colors)\n",
"ax.axvline(0, color=\"black\", linewidth=0.8)\n",
"ax.axvline(0.1, color=\"gray\", linestyle=\"--\", linewidth=0.8,\n",
" label=\"ARI = 0.1 (weak agreement)\")\n",
"ax.set_xlabel(\"Adjusted Rand Index\")\n",
"ax.set_title(\"Coherence between global clustering and sub-clusterings\\n\"\n",
" \"(asset-type in blue, fund-level in green)\")\n",
"ax.legend()\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "05d06b16",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available columns: ['Registrar Account - ID', 'cluster_k4', 'cluster_alternative', 'cluster_diversified', 'cluster_equity', 'cluster_fixed_income']\n",
"Shape: (7177, 6)\n"
]
},
{
"data": {
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cPSwsTElJSWrQoIE1ygMAAABgYdeuXVPnzp1Vr149zZ07VwULFtTp06dVoEAB0z5z587VwoULNWnSJPn7+2v69Onq2bOnvv/+ezk5OVmx+ryDLAcAAADgbraa5azSeebh4WH2/oknnjB7X6RIEUuWAwAAAOQ5j9o6+XPnzlXhwoU1ceJEU1vx4sVN/240GvX111+rX79+atGihSRp8uTJCg4O1k8//aTWrVtbvOa8iCwHAAAAWBdZzjKs0nl294cIAAAAAD///LMaNWqkQYMGaefOnSpUqJBefPFFdezYUZIUHh6uiIgIBQcHm47x8PBQtWrVtGfPnkc2cNkashwAAACAu9lqlrNK51l6rly5ohMnTkiSSpcuLS8vLytXBAAAANguSwxWTExMNHseliQ5OjrK0dExzb5nz57V0qVL1aNHD/Xt21f79+/XuHHj5ODgoPbt2ysiIkKS5O3tbXact7e3IiMjc+4mcF9kOQAAAMByyHKWYfXOs7i4OI0dO1Zr165VamqqJMne3l5t27bV+++/LxcXFytXCAAAAOBBzJkzR6GhoWZtAwYM0MCBA9PsazQaVblyZQ0dOlSSVLFiRR09elTLli1T+/btLVIvsoYsBwAAANgmstwj0Hk2adIk7dy5U7NmzVKtWrUkSbt379a4ceM0adIkjRkzxsoVAgAAALbHoJwfrtinTx/16NHDrC29kYqS5OvrqzJlypi1lS5dWps3bzZtl6SoqCj5+fmZ9omKilJQUFB2lo1MIssBAAAAlkeWswy7rOyclJSkihUr6siRI9lWwObNmzV+/HiFhITI3d1d7u7uCgkJ0dixY00fLgAAAIDcx9HR0fQd/84ro8BVs2ZNnTx50qzt1KlTKlasmCTJ399fvr6+2r59u2l7bGys9u7dqxo1auTcTdgIshwAAACAzCLLZbHzzMHBQUWKFDEtyZEd4uPj5ePjk6bd29tb8fHx2XYdAAAAAP+yM+T8Kyteeukl7d27V7Nnz9bp06e1bt06rVixQi+++KIkyWAwqHv37po1a5a2bNmiw4cP6+2335afn59atGiRA5+QbSHLAQAAALaBLGcZWeo8k6S+fftq2rRpio6OzpYCqlevrhkzZighIcHUFh8fr9DQUFWvXj1brgEAAADg0Va1alWFhoZqw4YNevrpp/XZZ5/pvffe0zPPPGPa59VXX1XXrl01cuRIPffcc4qLi9O8efPk5ORkxcpzD7IcAAAAgOxmq1nOYDQajVk5oF27djp9+rSSk5NVtGhRubq6mm1fvXp1lgo4cuSIevbsqcTERNP6lmFhYXJyctL8+fNVrly5LJ1Pksb+dCzLxwCW1LdeSWuXANyTh4vVH4kJZOjdDWHWLgG4p0/aPrprtt+t7dxdOX6Nta/WzvFrIPNyQ5aTpIrv/fBAxwF4eAt61rN2CUCeFlTUw9olAHlaAZcszzWyCrKcZWT5t6PZPY0uMDBQP/zwg9atW6cTJ05Ikp5++mm1adNGzs7O2XotAAAAAMiryHIAAAAAkDlZ7jwbMGBAthfh4uKijh07Zvt5AQAAAKTPkMV17JH7keUAAACA3I8sZxkPtC5XTEyMNm/erDNnzqhnz57y9PTUP//8Ix8fHxUqVOi+x2/ZsiXT12revPmDlAgAAAAA+A+yHAAAAADcX5Y7z8LCwtSjRw95eHjo3Llz6tixozw9PfXDDz/owoULmjx58n3P0b9//0xdy2Aw6NChQ1ktEQAAAMB92DFcMc8hywEAAAC5H1nOMrLceTZp0iS1b99eb7/9tmrUqGFqDwkJ0Ztvvpmpc4SFhWX1sgAAAACAh0CWAwAAAIDMscvqAfv379cLL7yQpr1QoUKKiIjIlqIAAAAA5CyDIedfeLSQ5QAAAIDcjyxnGVmeeebo6KjY2Ng07adOnZKXl1emzxMfH6/t27eradOmkqSpU6cqMTHRtN3Ozk6DBw+Wk5NTVksEAAAAAPwHWQ4AAAAAMifLM8+aNWummTNnKikpydR2/vx5TZkyRS1btsz0eVavXq3ly5eb3i9atEh79uzRwYMHdfDgQa1bt05Lly7NankAAAAAMsFgMOT4C48WshwAAACQ+5HlLCPLnWfvvvuu4uLiFBwcrISEBHXr1k0tW7aUm5ubhgwZkunzrFu3Th07djRrmzp1qhYuXKiFCxfqrbfe0saNG7NaHgAAAIBMYKmPvIcsBwAAAOR+ZDnLyPKyjR4eHlqwYIF2796tsLAwxcXFqVKlSgoODs7Sec6cOaPAwEDTeycnJ7MezapVq+qDDz7IankAAAAAgHSQ5QAAAAAgc7LcebZmzRq1atVKtWrVUq1atUztiYmJ+v7779WuXbtMnScmJsZsXfwdO3aYbU9NTTXbDgAAACD72DGcMM8hywEAAAC5H1nOMrK8bOOwYcN0/fr1NO03btzQsGHDMn2ewoUL6+jRoxluP3z4sAoXLpzV8gAAAAAA6SDLAQAAAEDmZLnzzGg0pvvAuEuXLsnDwyPT52nSpIlmzJihhISENNvi4+M1c+ZMhYSEZLU8AAAAAJlgsMALjxayHAAAAJD7keUsI9PLNrZr104Gg0EGg0EvvfSS8uX799CUlBSFh4ercePGmb5w3759tWnTJj355JPq0qWLSpYsKUk6efKkFi9erOTkZPXt2zfzdwIAAAAASIMsBwAAAABZk+nOsxYtWkiSDh06pEaNGsnNzc20zcHBQcWKFVPLli0zfWEfHx8tXbpUo0eP1tSpU2U0GiVJBoNBwcHBGj16tHx8fDJ9PgAAAACZl94MJNgmshwAAABgO8hylpHpzrMBAwZIkooVK6bWrVvL0dHxoS9evHhxzZ8/X9HR0Tpz5owkqUSJEvL09HzocwMAAAAAyHIAAAAAkFWZ7jy7o379+rpy5YrpAdD79u3TunXrVLZsWXXq1OmBivD09CRkAQAAABZkx2DFPIcsBwAAAOR+ZDnLsMvqAW+88YZ27NghSYqIiNDLL7+s/fv36+OPP1ZoaGi2FwgAAAAAeHhkOQAAAADInCx3nh09elRVq1aVJG3cuFGBgYFatmyZpkyZotWrV2d7gQAAAACyn8FgyPEXHi1kOQAAACD3I8tZRpY7z5KTk01r5G/btk3NmjWTJJUuXVoRERHZWx0AAAAAIFuQ5QAAAAAgc7LceVa2bFktW7ZMu3bt0rZt29SkSRNJ0uXLl1nrHgAAAMglDIacf+HRQpYDAAAAcj+ynGVkufPszTff1PLly9WtWze1bt1aQUFBkqSff/7ZtAQIAAAAAODRQpYDAAAAgMzJl9UD6tWrpx07dig2NlYFChQwtXfs2FEuLi7ZWhwAAACAnME69nkPWQ4AAADI/chylpHlzjNJsre3NwtbkuTv758tBQEAAAAAcgZZDgAAAADuL8udZ82aNbtnz+aWLVseqiAAAAAAOc+OwYp5DlkOAAAAyP3IcpaR5c6zl156yex9cnKyDh48qP/973/q2bNnthUGAAAAAMg+ZDkAAAAAyJyH7jy7Y/HixTpw4MBDFwQAAAAg57FOft5DlgMAAAByP7KcZdhl14maNGmizZs3Z9fpAAAAAAAWQJYDAAAAAHNZnnmWkU2bNsnT0zO7TgcAAAAgBzFWEXeQ5QAAAIDcgyxnGVnuPGvXrp3ZtECj0ajIyEhduXJFo0aNytbiAAAAAADZgywHAAAAAJmT5c6zFi1amL03GAzy8vJS3bp1VaZMmWwrDAAAAEDOsWOd/DyHLAcAAADkfmQ5y8hy59mAAQNyog4AAAAAQA4iywEAAABA5mSq8yw2NjbTJ3R3d3/gYgAAAABYBoMV8wayHAAAAGBbyHKWkanOs9q1a5utjZ8eo9Eog8GgQ4cOZUthAAAAAICHQ5YDAAAAgKzLVOfZ119/ndN1AAAAALCg+3WowDaQ5QAAAADbQpazjEx1ntWtWzen6wAAAAAAZDOyHAAAAABknV1WD1i1apU2btyYpn3jxo1avXp1thQFAAAAIGcZDDn/wqOFLAcAAADkfmQ5y8hy59nnn3+uggULpmn39vbW7Nmzs6UoAAAAADnLzmDI8RceLWQ5AAAAIPcjy1lGppZtvNv58+fl7++fpr1o0aK6cOFCthQFAAAAANZ05coV7du3TykpKapSpYr8/PysXdJDI8sBAAAAyAuyI89lufPM29tbhw8fThO6wsLC5OnpmeUCAAAAAFgegwkztnnzZg0fPlwlS5ZUcnKyTp48qZEjR+rZZ5+1dmkPhSwHAAAA5H5kuXvLrjyX5c6z1q1ba/z48XJzc1OdOnUkSf/3f/+nCRMmqHXr1lk9HQAAAABY1Y0bN+Tm5mZ6Hxoaqm+++UalSpWSJP36668aMWJEru88I8sBAAAAsDU5leey3Hn2+uuv69y5c3r55ZeVL9+tw1NTU9W2bVsNGTIkq6cDAAAAYAUGhiuadOjQQW+99ZZatGghScqXL5+ioqJMYSsyMlKOjo7WLDFbkOUAAACA3I8sZy6n8lyWO88cHR31ySef6NSpUzp06JCcnZ0VGBioYsWKZfniAAAAAGBt8+fP1wcffKDVq1dr5MiRGj58uIYMGaLU1FQlJyfLzs5OkyZNsnaZD40sBwAAAMDW5FSeMxiNRmMO1GtVB8JjrV0CcE8F3XP/yGXYtqm/nbB2CUCGOlcuYu0SgHuqU7qAtUvIlIGrD+X4NT5tXyHHr5Gd1q9frxkzZqhbt256/vnndfr0aaWmpqp06dJycnKydnl5xr6z5DnAWj7546S1SwDytK7Vi1q7BCBPaxbkbe0SMoUsl77sznN2OVAjAAAAAOQ6Tz/9tFauXKmwsDB169ZNRqNRFSpUoOMMAAAAAB5x2Z3nsrxsIwAAAIDcj3XyzW3dulXHjx9XUFCQxo8fr//7v//Tm2++qcaNG+v111+Xs7OztUsEAAAAALJcOnIizzHzDAAAAECeNmnSJA0bNkz79+/XyJEjNXPmTNWtW1fffvutnJyc1K5dO23dutXaZQIAAAAA/iOn8hydZwAAAEAeZGfI+VdusXr1an3++ef6+OOPtXLlSn333XeSJEdHRw0ePFihoaGaM2eOlasEAAAAALLcf+VUnsvUso1hYWGZPmFQUFCWiwAAAAAAa3FxcVF4eLgqV66sixcvytHR0Wx72bJltWTJEitV93DIcgAAAABsWU7luUx1nrVr104Gg0FGozHd7Xe2GQwGHTp0KMtFAAAAALCs3DaaMCcNHTpU77zzjsaNG6f4+HhNmjTJ2iVlG7IcAAAAYFvIcuZyKs9lqvNsy5Yt2XIxAAAAAHjUPPPMM2rcuLHOnj2rkiVLKn/+/NYuKduQ5QAAAADYspzKc5nqPCtWrFi2XAwAAADAo8FgYLji3QoWLKiCBQtau4xsR5YDAAAAbAtZLq2cyHOZ6jxLz7Fjx3T+/HklJSWZtTdv3vyhiwIAAAAA5AyyHAAAAADcW5Y7z86ePav+/fvryJEjZmvn3+ntZJ18AAAA4NHHOvl5D1kOAAAAyP3IcpZhl9UDxo8fL39/f23btk3Ozs7asGGDFi1apMqVK2vhwoU5USMAAAAA4CGR5QAAAAAgc7LcebZnzx4NGjRIXl5esrOzk8FgUO3atTV06FCNGzcuJ2oEAAAAkM0Mhpx/4dFClgMAAAByP7KcZWS58yw1NVVubm6Sbj2E7fLly5JuPYj65MmT2VsdAAAAACBbkOUAAAAAIHOy/MyzcuXK6fDhwypevLiqVaumefPmycHBQStWrFDx4sVzokYAAAAA2cyO4YR5DlkOAAAAyP3IcpaR5Zln/fr1U2pqqiRp0KBBCg8PV5cuXbR161YNHz482wsEAAAAADw8shwAAAAAZE6WZ541btzY9O8BAQHatGmToqOjVaBAARno8QQAAAByhSyPokOuR5YDAAAAcj+ynGVkufPsbhcuXJAkFSlSJFuKAQAAAADkPLIcAAAAAGQsy51nycnJCg0N1cKFCxUXFydJcnV1VdeuXTVgwAA5ODhke5EAAAAAshcTjfIeshwAAACQ+5HlLCPLnWdjx47Vjz/+qLfeekvVq1eXJP39998KDQ1VdHS0xowZk901AgAAAAAeElkOAAAAADIny51n69ev17Rp0xQSEmJqCwoKUpEiRTR06FACFwAAAJAL2DFcMc8hywEAAAC5H1nOMrL8bDlHR0f5+/unaff392eZDwAAAAB4RJHlAAAAACBzstx51qVLF3322WdKTEw0tSUmJmrWrFnq2rVrthYHAAAAIGcYDDn/wqOFLAcAAADkfmQ5y8jUso0DBgwwe79t2zY1adJEQUFBkqSwsDAlJSWpQYMG2V8hAAAAgGxnRyDKE8hyAAAAgG0hy1lGpjrPPDw8zN4/8cQTZu+LFCmSfRUBAAAAALIFWQ4AAAAAsi5TnWcTJ07M6ToAAAAAWBAPmc4byHIAAACAbSHLWUamOs/Sc+XKFZ04cUKSVLp0aXl5eWVbUQAAAACAnEGWAwAAAIB7y3LnWVxcnMaOHau1a9cqNTVVkmRvb6+2bdvq/fffl4uLS7YXCQAAACB7MVgx7yHLAQAAALkfWc4y7LJ6wKRJk7Rz507NmjVLu3bt0q5du/TZZ59p586dmjRpUk7UCAAAAAB4SGQ5AAAAAMicLM8827x5s2bMmKF69eqZ2kJCQuTk5KTBgwdrzJgx2VogAAAAgOxnx2jFPIcsBwAAAOR+ZDnLyPLMs/j4ePn4+KRp9/b2Vnx8fJYLSElJMXu/d+9e7dy5U0lJSVk+FwAAAAAgfWQ5AAAAAMicLHeeVa9eXTNmzFBCQoKpLT4+XqGhoapevXqmz3P58mV17txZVapUUdeuXXXt2jX16dNHnTp1Urdu3fT000/r8uXLWS0PAAAAQCYYLPAPHi1kOQAAACD3I8tZRpY7z4YPH66//vpLTZo00UsvvaSXXnpJISEh2rNnj4YPH57p80yZMkVGo1GhoaHy9fVVnz59FBsbq61bt+rnn3+Wl5eXZs+endXyAAAAAADpIMsBAAAAQOZk+ZlngYGB+uGHH7Ru3TqdOHFCkvT000+rTZs2cnZ2zvR5tm3bZhrhWLNmTdWvX18LFixQoUKFJEmDBg3S+++/n9XyAAAAAGQC6+TnPWQ5AAAAIPcjy1lGljvPJMnFxUUdO3Z8qAvHxMSYwpWnp6dcXFxUtGhR0/aAgABFREQ81DUAAAAAAP8iywEAAADA/WWq82zLli2ZPmHz5s0ztZ+3t7ciIiJUpEgRSVKXLl1UoEAB0/aYmBi5uLhk+roAAAAAMo/RinkDWQ4AAACwLWQ5y8hU51n//v0zdTKDwaBDhw5lat+goCDt2bNHVatWlSS9+eabZtt3796t8uXLZ+pcAAAAAIC0yHIAAAAAkHWZ6jwLCwvL9gvPmjXrnturVKmiOnXqZPt1AQAAANzqLIHtI8sBAAAAtoUsZxkP9MwzS7gzihEAAAAAkHuQ5QAAAADkdpnuPIuPj9f27dvVtGlTSdLUqVOVmJho2m5nZ6fBgwfLyckpU+c7cOCAPvzwQ82aNUvu7u5m265fv67XXntNw4cPV1BQUGZLBAAAAJBJrJOfd5DlAAAAANtBlrMMu8zuuHr1ai1fvtz0ftGiRdqzZ48OHjyogwcPat26dVq6dGmmL7xgwQLVr18/TdiSJA8PDwUHB2vevHmZPh8AAAAAIC2yHAAAAABkTaZnnq1bt069evUya5s6daqKFy8uSVq7dq2WLFmil19+OVPn27t3r1599dUMtzdr1kwrV67MbHkAAAAAsoBl8vMOshwAAABgO8hylpHpmWdnzpxRYGCg6b2Tk5PZg+mqVq2qY8eOZfrCly5dkpubW4bbXV1dFRERkenzAQAAAADSIssBAAAAQNZkeuZZTEyM2br4O3bsMNuemppqtv1+vLy8dPLkSdNox/86ceKEChYsmOnzAQAAAMg8O4Yr5hlkOQAAAMB2kOUsI9MzzwoXLqyjR49muP3w4cMqXLhwpi8cHBys2bNnp7vNaDRq9uzZCg4OzvT5AAAAAABpkeUAAAAAIGsy3XnWpEkTzZgxQwkJCWm2xcfHa+bMmQoJCcn0hfv166cjR47o+eef1/fff6+wsDCFhYXp+++/1/PPP6+jR4+qb9++mT4fAAAAgMyzM+T860F9/vnnKl++vMaPH29qS0hI0JgxY1SvXj3VqFFDAwcOVGRkZDZ8EraPLAcAAADYjkc5y0m2k+cyvWxj3759tWnTJj355JPq0qWLSpYsKUk6efKkFi9erOTk5CwFpBIlSmjBggUaNmyYhg4dalpz32g0qmzZsvriiy8UEBCQtbsBAAAAkKvt27dPy5YtU/ny5c3aJ0yYoK1bt+qTTz6Rh4eHxo4dqwEDBmjZsmVWqjT3IMsBAAAAsARbynOZ7jzz8fHR0qVLNXr0aE2dOlVGo1GSZDAYFBwcrNGjR8vHxydLF69SpYrWr1+vQ4cO6dSpUzIajSpVqpQqVKiQtbsAAAAAkCWP4jL5N27c0FtvvaVx48Zp1qxZpvbr169r1apVmjJliho0aCDpVvhq1aqV/v77b1WvXt1KFecOZDkAAADAdjyKWU6yvTyX6c4zSSpevLjmz5+v6OhonTlzRtKtUYeenp4PVUSFChUIWQAAAEAe98EHHygkJETBwcFmYevAgQNKSkoye45WmTJlVLRo0Uc6bD1KyHIAAAAAcpKt5bksdZ7d4enp+dAhCwAAAID12CnnhysmJiYqMTHRrM3R0VGOjo5p9t2wYYMOHjyolStXptkWGRkpBwcH5c+f36zd29tbERER2Vu0jSPLAQAAALnbo5blJNvMcw/UeQYAAAAA9zNnzhyFhoaatQ0YMEADBw40a7tw4YLGjx+vL774Qk5OTpYsEQAAAADwH5nNcpLt5jk6zwAAAIA8yBLr5Pfp00c9evQwa0tvpOI///yjqKgodejQwdSWkpKinTt3avHixZo/f76SkpIUExNjNloxKipKvr6+OXcDAAAAAPCIeZSynGS7eY7OMwAAACAPsrNA4LrXsh53q1+/vtatW2fWNmzYMJUuXVqvvvqqihQpIgcHB23fvl1PPPGEJOnEiRM6f/78I7s+PgAAAADkhEcpy0m2m+es0nkWFhaW6X2DgoJysBIAAAAA1ubu7q7AwECzNldXV3l6epran332WU2aNEkFChSQu7u7xo0bpxo1ajzSYcsWkeUAAAAA3M1W85xVOs/atWsng8Ego9GY7vY72wwGgw4dOmTh6gAAAADbZ2eJtT6y0XvvvSc7OzsNGjRIiYmJatSokUaNGmXtsvIcshwAAABgXbkty0m5M88ZjBmlnhx07ty5TO9brFixLJ//QHhslo8BLKmge+amvALWMvW3E9YuAchQ58pFrF0CcE91ShewdgmZ8vmO0zl+jd71A3L8GrCsnM5ykrTvLHkOsJZP/jhp7RKAPK1r9aLWLgHI05oFeVu7hEwhy1mGVWaePWiIwsP7Z99fWrv8a504ekhXoyL19pgpqteoqWn7zZtxWjT3U/3fH78qNuaa/AoXVasOL+iJNs/d87w3Yq9ryfyZ2vG/nxV7PUa+fkXUo/8bqlWvUU7fEmxc3I0b+mJOqP63dYuir15R2cAgDRj6roIqVk53/w8/GK7NG75L0x5QqowWLFuTw9UiL2lW1ktPV/TTb8evaM0/lyVJHk72alPRT4G+bnLKZ6eI2ET9dDRK+y5cz/A8T5T30RPlfczaLl1P0Ie/8IsLZM13y7/Uzj9+0YXw03J0dFK5ilXU6ZWBKur/7xfe+TMm6p89/6erVyLl7OyichWr6oVXBqho8ZIZnnfnH79oy4ZvderYIcVej9H40EUKKBOY4f7IPXLhYEU8AshyecfBfX/puxX/Zse3xkxR3Yb/Zsfoq1FaNHeG9u3eoRux11WhSk31HPC2iviXyPCcP234Vlt/3KCzp45LkkqXq6DOPfurXFD63+2BvKxtZT+1rVzIrO1CTLyGf39Ubo72alvZT5ULe8jL1UHXE5K151yMVu+/pJtJqRmeM79TPj1XvbAqF3aXi4O9jkTc0OLd53U5NjGnbwfIVTat/Fp/b/9VF8PPyMHJUWWCqqhd99dU+Ha2irp0QSN6P5vusb3eHqdaDZuluy3+ZpzWfD1Le//8TTeuX5O3X1E1ffp5NXmqfY7dC2wTWc4yrNJ5lp5jx47p/PnzSkpKMmtv3ry5lSqyTQk3b6pkmUA1f+oZTR71VprtX86apgN7dur1YWPlV7io/t61Q3OnT5KXt6/qBIeke86kpCSNefs1FfAsqLdGTZaXj58iLl2Qm7tHTt8O8oApE0bp5PFjGjZ6gnx8/PTjpvV6a8Cr+mLZGvn6FUqzf/+h7+rV/kNM71OSk/Vq1+cU0rylJcuGjSvu6awGAZ46fy3erP3FGkXl4mCnL/4vXLGJKapZLL+61y6qj7ee0rmYhAzPdyEmQbO3nzG9T7X4nHDYgkP7/9LjbZ5X6cAKSklJ0YovZ+nD4QP14ZzlcnZ2kSSVKhukhk2fkLdfYcVej9G3i+bqw+ED9fGCNbKzt0/3vAnxN1W+UjXVa9Jc86dPsOQtAcglyHK2KSH+pgJKB6rpk89oymjz7Gg0GjV55BvKly+f3h4zTS5ublq/crE+eLufPp6/Us4uLume85+9u9Wo6RMKrFRNjo6OWrP8K417p7+mzf9G3j5+lrgtIFcJj47XlF//HVSXejsoeLrkk6eLg5b/fUHnYxLk7eqg7rWLydPFQZ/9cSaj02lA4wClpBo14/fTik9KUcvyPnqzaSmN+P6IElMIIcAdRw/sUUirZxVQroJSU1K0duFsfTp6sEaGLpGTs4sK+vhp0pfrzI753+a1+nH1ElWqWT/D8676YoYO79utHkNGyduviA7+/aeWzZ6qAl4+qlavcU7fFoAssnrn2dmzZ9W/f38dOXLEbO18w+3uU9bJz1416zVUzXoNM9x++J99eqzl06pcvbYkqeXTHfTj+lU6GvZPhp1nP29aq9iYa5ow4wvly+cgSfIrzDRzPLyE+Hj99stPGjd5hqrVuPUz+fKrr2n777/qu2+Xq2ffQWmOcXf3kO7quP3f1i26fj1GTz7dzkJVw9Y52hvUpWZRrdh7UY8Hms8YK+nlopX7LupM9K1OtZ+ORimkjJf8PZ3v2XmWajTqekJKjtYN2/fOuBlm7/sMHanXOj+hU0cPKahKTUlSs1b/jmj0LVRUz7/UV++91kURly6oUFH/dM/bqHkrSVLEpfM5VDmsJTeuk49HC1nOttWo21A16qafHS+cO6Ojh/Zr2rwVKl6yjCTp1deH6dWOLfXHL5vUvFX6I+hff2+82fu+Q9/Xn7//rAN//Z9CWj6dvTcA2IBUo1Ex8clp2s9dSzDrJIuITdS3+y/q1frFZWdIfzBeIQ9HlfVx1Yjvj+j87WyycNd5fdyuguoFeOr3E1dz7D6A3Gbg6I/N3nd/fYTe7t5aZ46HqVylGrKzt1eBgubL+/29Y6tqNWomZxfXDM97PGy/6jdrpcDb+azxE+30++a1OnX0IJ1nyBKynGXYWbuA8ePHy9/fX9u2bZOzs7M2bNigRYsWqXLlylq4cKG1y8tzyleqqp3bf1NUxGUZjUbt37NT58PPqFrtjEdN7Nz2m8pXrKq5Mz7UK88+rsE9O2rV4i+UksIvgvFwUlJSlJqSIkcn82fEOTk568DePZk6x/ffrVbNOvVVuAgdusgez1YtrEOXYnU0Mi7NtlNXbqp60fxydbCTQVL1oh7KZ2fQ8ai0+97Nx81Ro1qW0fDmpdWlZhF5ulh9bAtsQFzcrWcGuXmk//yt+Pib+u2HdfItXFTevmln8gLA/ZDl8q6kxFtLvDk4/vs93c7OTg4Ojjp04O9MnycxIV7Jyclyz58/u0sEbEIhDydNaxukD58ur1frF5eXq0OG+7o42Cs+KTXDVSzy2d36RWvSXTsYJSWnpqqcr1t2lg3YnJtxNyRJru7p///q9LEwhZ88quAWbe55njJBVbTv/35XdFSEjEajDu/brcvnzqpijbrZXjOAh2f1zrM9e/Zo0KBB8vLykp2dnQwGg2rXrq2hQ4dq3Lhx1i4vz+k14G0VL1FKvV94Sp2eqKdxwwbq1UHvqFLVmhkec+lCuLb/tkWpKakaPnGGnu/aS999s0irFs+3YOWwRa5ubqpYpZoWfjFHkRGXlZKSoh83rtPBA3sVFRl53+MjIy7r/7b/T63bdrBAtcgLqhf1kH8BJ204FJHu9q92nZO9nTTuqUBNfrq8nq9WWAt2hivyRlK6+0vS6as3tWzPBX2+I1wr912Sl6uDBjQMkJO91f8XjVwsNTVVi+ZMU2DFaqYZAXf8uH6lerYPUa/2Idq7a7veHR+qfA4Z/yIGtstgyPkXbBtZLu8qVqKkfPwKa8m8UMVej1FSUpLWLPtSURGXFB11/+/pdyyaO0Ne3j6qUrNeDlYL5E4nouI0/8+zmvbrKX2965x83R30bvPScs6XNie4O9qrTSU/bT1+JcPzXYxJUOSNRD1XtZBcHexkb2fQU0E+8nJ1lKczg/eAjKSmpuqbeZ+oTIWqKhZQJt19tv20ToX9S6pMhSr3PFfH3kNVuHgpDXulrQY820ShY4bqhT5v6P/bu+/wpuq/jeN3uktb6Kbs3YJQKEukTEV/YBUZCg6GCsqQMkRZogiKgAxB9hQBQUWGCCJbcIAID1taBFr2puzSnecPSjTSMtscmr5fXrkuclY+J5xI7nzHKVO+cnaUDjtGlrMNw/91TEtLk4fHjR4uPj4+OnPmjEqWLKlChQopNjb2Dnsjqy3//hv9HbVHfT8erYD8BbR39zZNG/upfPwCVKlqxoHGnGZWPh8fderZX46OjioVXE7nz53Rkvmz1bJtBxufAexNv4FDNWLwB2r5bAM5ODqqTEg5PfG/p/V39N477rvqxx/k6emlWvW43wYenLebk5qF5tfkTUeVkkl3zqfLBsjd2VGTNh7RtaRUVQjy1KvVCmn8b0d08krG0zZGn7lm+fNJJerwhev64KlSCivkpc1HLmXLucD+zZowXMcOxeiDkVNvWVfr8UYKrfyoLsad048L52rc0Pc0YNQ0ubi4GlApgJyMLJd7OTk5692BIzVp1Ed6vdnjcnBwVGiVR1X50VqW6TvvZPHXM/X7+lUaNGoq/wYBGdh98qrlz8cu3WhMG9G4rKoXzWc1xaKbk4N61Cuuk5cStWTP6UyPl2qWJvx2WK8/Wljjny+v1DSz9p6+ql0nrojfSIHMfTNllE4cidG7QydnuD4pMVFbflmtiJav3fFY65ctUOy+v9S5/3D5BgbpwF879M2UG/c8KxdWPYsrB/CgDG88K1OmjPbt26ciRYqoUqVKmj59upydnTV//nwVKVLE6PJylcTEBM2bMUG9B41U1cduzLNbvFQZHTqwTz98NyfTxjMfP385OjnJ0dHRsqxw0RK6GHdeycnJcqY3Ox5AocJFNGbyl7p+PV7x167Jzz9AH/V/VwUyuTfPTWazWT8tXaynnn6WaxBZorC3m7xcndSzbnHLMkcHk0r6uatWCR8NWxejOiV99OnPMTp95cZURicuJ6qkXx7VKuGtBbsyD7L/lpCSprNXk+Tv4XLnjYEMzJo4Qtv//E3vj5iS4XSMeTw8lcfDU0GFiqp02VB1bNFAWzeuV3j9hgZUCyMxvhUPiiyXu5UKLqeRU77WtatXlJKSonzePuoX2Valgh+5474/zJ+t77/5UgOGT1KxkmVsUC2Q811PTtPpK4kK9PwnJ7g5Oahn/eJKSE7TuN8OK/UObdeHLyRo4MoDcnd2kJODSVcSU/X+U6V0KO56NlcP5EzfTBmlPVt+V8+hE+XjH5jhNts3rlNSYoJqPP70bY+VlJioJV9NVsd+QxVa7cY9RQsXL62jMfu15vt5NJ7hnpDlbMPwxrPOnTvr+vUb/0h369ZNHTt2VKtWreTt7a3Ro0ffYW9kpdSUFKWkpMhksv74OTg4ypyWlul+ZctX0q/rVigtLU0ODjf2PXHssHz8/Gm0QJZxd88jd/c8unL5krb8sVEdI9++7fY7t23V8WNHFPEcUzYia+w/G6/hP8dYLXsprIDOXE3SugPn5ZI+zeJ/O1unmc0y3UNfThdHk/w9XPR/xy4/cM3IXcxms2ZPGqmtG9er/6eTFBhU6K72McuslOTMpxYFgMyQ5SBJHp5ekqSTx47o4N9Reum1zrfdfsm3s7Rw7gy9P2yCSoXcuaENwA2uTg4K8HTRpUMpkm42nJVQSlqaxv56KNPZMTJyPfnGbzyBni4q7uOuxbvvrqMfkFuYzWZ9O/Uz7fhjg3p+MkH++Qtmuu3va5apYvXa8srnc9tjpqamKDWj310dHWQ2Z/67KwDjGN54VqdOHcufixUrphUrVujixYvKly+fTEyumeWuX4/XqeNHLc/PnDqh2AP75OmVVwH5C6h8paqaPfVzubi6KiB/Af218/+0YfWPerXzPw0VY4cNkK9/gFq/0VWS1PC5F/TTkvn6YsJIRTR9USePH9GieTMV0fwlm58f7M+WP36X2WxWkWLFdfzoEU0Z95mKFiuhRo2bSpKmTRijc2fPqN/AIVb7Lf9hkcqVr6gSpejJiqyRmJqmU+kjym5KSjUrPilVp64kycEknb2apBaVgrT0rzM3pm0s4KXgAA/N2HzMsk+nmkW05+QV/XbooiSp8SMB2nv6quLiU5TPzUkNy/orzWzWtuM0nuHefDlhuDatX6m3B4yUm3seXYy7cc+ZPB6ecnF105mTx/XHL6sVWqWGvPL5KO7cGS2dP0suLq6qVD3ccpxeb7ZQy9feUvVaj0uSrl65pPNnTuvC+Rv3+jt57LAkKZ+Pr7x9/W18lshKfNfGgyLL2bdbsuNJ6+y4acNq5c3nI//AIB2JPaCZE0fq0fD6qlStpmWfcenZsVV6dvz+my/17azJ6t7vEwUEFdCF9H+r3NI7ygH4R8uwIO04fkXn45Pk7easpqGBMpulzUc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"text/plain": [
"<Figure size 1800x1200 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"Global × Alternative\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 86.5 6.2 7.3\n",
"Global C2 93.2 0.9 5.9\n",
"Global C3 48.8 10.8 40.4\n",
"Global C4 91.1 1.1 7.9\n",
"\n",
"% per asset cluster (each column sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 21.3 34.6 12.0\n",
"Global C2 28.2 6.5 11.9\n",
"Global C3 9.5 47.9 52.5\n",
"Global C4 41.0 11.0 23.6\n",
"\n",
"============================================================\n",
"Global × Diversified\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 31.6 40.5 27.9\n",
"Global C2 40.9 54.0 5.1\n",
"Global C3 21.2 61.7 17.1\n",
"Global C4 64.2 33.9 1.8\n",
"\n",
"% per asset cluster (each column sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 14.6 18.6 54.6\n",
"Global C2 23.3 30.5 12.3\n",
"Global C3 7.8 22.4 26.5\n",
"Global C4 54.4 28.5 6.6\n",
"\n",
"============================================================\n",
"Global × Equity\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Asset C0 Asset C1 Asset C2\n",
"Global C1 37.3 29.4 0.3 32.9\n",
"Global C2 44.2 6.8 0.0 49.1\n",
"Global C3 18.6 9.7 48.5 23.1\n",
"Global C4 70.7 3.2 0.2 25.9\n",
"\n",
"% per asset cluster (each column sums to 100%):\n",
" Not exposed Asset C0 Asset C1 Asset C2\n",
"Global C1 15.8 57.2 0.9 20.7\n",
"Global C2 23.1 16.2 0.0 38.0\n",
"Global C3 6.2 15.0 98.3 11.5\n",
"Global C4 54.9 11.6 0.9 29.8\n",
"\n",
"============================================================\n",
"Global × Fixed Income\n",
"============================================================\n",
"\n",
"% per global cluster (each row sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 65.4 21.2 13.5\n",
"Global C2 72.0 24.1 3.9\n",
"Global C3 19.2 52.9 27.8\n",
"Global C4 34.5 61.5 4.0\n",
"\n",
"% per asset cluster (each column sums to 100%):\n",
" Not exposed Asset C0 Asset C1\n",
"Global C1 28.1 10.3 28.2\n",
"Global C2 38.2 14.4 10.1\n",
"Global C3 6.6 20.4 46.2\n",
"Global C4 27.2 54.9 15.5\n",
"\n",
"============================================================\n",
"Adjusted Rand Index — coherence between global and asset-type clusterings\n",
"============================================================\n",
"(1 = identical, 0 = independent, <0 = worse than random)\n",
"\n",
" Alternative : ARI=0.0274 (n=1164 shared accounts)\n",
" Diversified : ARI=0.0344 (n=3978 shared accounts)\n",
" Equity : ARI=0.1579 (n=3689 shared accounts)\n",
" Fixed Income : ARI=0.1112 (n=3742 shared accounts)\n",
"\n",
"============================================================\n",
"Multi-asset exposure by global cluster\n",
"============================================================\n",
"\n",
"Average number of asset types per global cluster:\n",
"cluster_k4\n",
"1 1.79\n",
"2 1.50\n",
"3 2.92\n",
"4 1.40\n",
"Name: n_asset_types, dtype: float64\n",
"\n",
"Distribution of asset type count per global cluster:\n",
" 0 asset type(s) 1 asset type(s) 2 asset type(s) 3 asset type(s) 4 asset type(s)\n",
"Global C1 0.0 49.1 29.3 14.9 6.7\n",
"Global C2 0.0 64.7 23.3 9.6 2.4\n",
"Global C3 0.8 17.5 13.7 24.9 43.1\n",
"Global C4 0.4 73.9 14.8 7.3 3.5\n"
]
}
],
"source": [
"# Step 1. Merge asset cluster labels into global dataframe\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(\"Available columns:\", dfc_cross.columns.tolist())\n",
"print(\"Shape:\", dfc_cross.shape)\n",
"\n",
"# Step 2. Contingency tables: global clusters × asset clusters\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",
" if cluster_col not in dfc_cross.columns:\n",
" continue\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",
" col_names = {\n",
" c: f\"Asset C{c}\" if c >= 0 else \"Not exposed\"\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",
" sns.heatmap(\n",
" ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n",
" ax=axes[i], cbar_kws={\"label\": \"%\"},\n",
" vmin=0, vmax=100,\n",
" )\n",
" axes[i].set_title(f\"Global × {asset} (% per global cluster)\")\n",
" axes[i].set_xlabel(f\"{asset} cluster\")\n",
" axes[i].set_ylabel(\"Global cluster\")\n",
"\n",
"plt.suptitle(\"Cross-Analysis: Global Clustering × Asset-Type Clustering\",\n",
" fontsize=14, y=1.02)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Step 3. Detailed contingency tables (row % and column %)\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",
" print(f\"\\n{'='*60}\")\n",
" print(f\"Global × {asset}\")\n",
" print(f\"{'='*60}\")\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 \"Not exposed\"\n",
" for c in ct_row.columns]\n",
" print(\"\\n% per global cluster (each row sums to 100%):\")\n",
" print(ct_row.to_string())\n",
"\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 \"Not exposed\"\n",
" for c in ct_col.columns]\n",
" print(\"\\n% per asset cluster (each column sums to 100%):\")\n",
" print(ct_col.to_string())\n",
"\n",
"# Step 4. Adjusted Rand Index\n",
"from sklearn.metrics import adjusted_rand_score\n",
"\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"Adjusted Rand Index — coherence between global and asset-type clusterings\")\n",
"print(\"=\"*60)\n",
"print(\"(1 = identical, 0 = independent, <0 = worse than random)\\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",
" 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",
" ari = adjusted_rand_score(labels_global, labels_asset)\n",
" print(f\" {asset:20s} : ARI={ari:.4f} (n={mask.sum()} shared accounts)\")\n",
"\n",
"# Step 5. Multi-asset exposure by global cluster\n",
"print(\"\\n\" + \"=\"*60)\n",
"print(\"Multi-asset exposure by global cluster\")\n",
"print(\"=\"*60)\n",
"\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(\"\\nAverage number of asset types per global cluster:\")\n",
"print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n",
"\n",
"print(\"\\nDistribution of asset type count per global cluster:\")\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 type(s)\" for c in ct_multi.columns]\n",
"print(ct_multi.to_string())"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "f276e2b4-2290-449e-ad67-1d5953073ec5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved: Figures/donut_geography_global.png\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1800x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved: Figures/donut_asset_global.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved: Figures/donut_fund_global.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x500 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ============================================================\n",
"# DONUT CHARTS — Geographic, Asset-type, Fund distribution\n",
"# by global cluster\n",
"# ============================================================\n",
"\n",
"def plot_donuts_by_cluster(dfc, var_col, cluster_col, title,\n",
" top_n=6, figsize=(18, 5), save_path=None):\n",
" clusters = sorted(dfc[cluster_col].unique())\n",
" n_clusters = len(clusters)\n",
" fig, axes = plt.subplots(1, n_clusters, figsize=figsize)\n",
"\n",
" all_cats = dfc[var_col].fillna(\"Unknown\").value_counts().head(top_n + 1).index.tolist()\n",
" palette = sns.color_palette(\"tab10\", len(all_cats))\n",
" color_map = {cat: palette[i] for i, cat in enumerate(all_cats)}\n",
"\n",
" for ax, cluster in zip(axes, clusters):\n",
" subset = dfc[dfc[cluster_col] == cluster][var_col].fillna(\"Unknown\")\n",
" counts = subset.value_counts()\n",
" counts = counts.reindex(all_cats, fill_value=0)\n",
" counts = counts[counts > 0]\n",
" colors = [color_map[c] for c in counts.index]\n",
" n = subset.shape[0]\n",
"\n",
" wedges, texts, autotexts = ax.pie(\n",
" counts.values,\n",
" labels=None,\n",
" colors=colors,\n",
" autopct=lambda p: f\"{p:.1f}%\" if p > 5 else \"\",\n",
" pctdistance=0.75,\n",
" wedgeprops=dict(width=0.5, edgecolor=\"white\", linewidth=1.5),\n",
" startangle=90,\n",
" )\n",
" for autotext in autotexts:\n",
" autotext.set_fontsize(8)\n",
"\n",
" ax.set_title(f\"Cluster {cluster}\\n(n={n:,})\", fontsize=11, pad=8)\n",
"\n",
" legend_patches = [\n",
" plt.matplotlib.patches.Patch(color=color_map[c], label=c)\n",
" for c in all_cats if c in dfc[var_col].fillna(\"Unknown\").values\n",
" ]\n",
" fig.legend(\n",
" handles=legend_patches,\n",
" loc=\"lower center\",\n",
" ncol=min(len(legend_patches), 7),\n",
" fontsize=15,\n",
" frameon=False,\n",
" bbox_to_anchor=(0.5, -0.05)\n",
" )\n",
" fig.suptitle(title, fontsize=13, y=1.02)\n",
" plt.tight_layout()\n",
"\n",
" if save_path:\n",
" fig.savefig(save_path, dpi=150, bbox_inches=\"tight\")\n",
" print(f\"Saved: {save_path}\")\n",
"\n",
" plt.show()\n",
"\n",
"\n",
"# ── 1. Geographic distribution ────────────────────────────────────────────\n",
"dfc[\"country_grp_clean\"] = dfc[\"country_grp\"].str.strip().str.title()\n",
"top_countries = dfc[\"country_grp_clean\"].value_counts().head(6).index\n",
"dfc[\"country_grp_clean\"] = np.where(\n",
" dfc[\"country_grp_clean\"].isin(top_countries),\n",
" dfc[\"country_grp_clean\"], \"Other\"\n",
")\n",
"\n",
"plot_donuts_by_cluster(\n",
" dfc,\n",
" var_col = \"country_grp_clean\",\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Geographic Distribution by Cluster — Global Clustering (K=4)\",\n",
" top_n = 6,\n",
" figsize = (18, 5),\n",
" save_path = \"Figures/donut_geography_global.png\"\n",
")\n",
"\n",
"# ── 2. Asset-type distribution ────────────────────────────────────────────\n",
"asset_cols = [c for c in dfc.columns if c.startswith(\"share_asset_\")]\n",
"\n",
"if asset_cols:\n",
" dfc[\"dominant_asset\"] = (\n",
" dfc[asset_cols]\n",
" .rename(columns=lambda c: c.replace(\"share_asset_\", \"\")\n",
" .replace(\"_\", \" \").title())\n",
" .idxmax(axis=1)\n",
" )\n",
" dfc.loc[dfc[asset_cols].sum(axis=1) == 0, \"dominant_asset\"] = \"Not exposed\"\n",
"\n",
" plot_donuts_by_cluster(\n",
" dfc,\n",
" var_col = \"dominant_asset\",\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Dominant Asset Type by Cluster — Global Clustering (K=4)\",\n",
" top_n = 6,\n",
" figsize = (18, 5),\n",
" save_path = \"Figures/donut_asset_global.png\"\n",
" )\n",
"\n",
"# ── 3. Fund distribution ──────────────────────────────────────────────────\n",
"fund_name_map = {\n",
" \"share_fund_carmignac_patrimoine\": \"Patrimoine\",\n",
" \"share_fund_carmignac_sécurité\": \"Sécurité\",\n",
" \"share_fund_carmignac_investissement\": \"Investissement\",\n",
" \"share_fund_carmignac_portfolio_sécurité\": \"Port. Sécurité\",\n",
" \"share_fund_carmignac_portfolio_flexible_bond\": \"Port. Flexible Bond\",\n",
" \"share_fund_carmignac_emergents\": \"Emergents\",\n",
" \"share_fund_carmignac_portfolio_patrimoine\": \"Port. Patrimoine\",\n",
" \"share_fund_carmignac_portfolio_global_bond\": \"Port. Global Bond\",\n",
" \"share_fund_carmignac_portfolio_global_bon\": \"Port. Global Bond\",\n",
" \"share_fund_carmignac_portfolio_credit\": \"Port. Credit\",\n",
" \"share_fund_carmignac_portfolio_emerging_patrimoine\": \"Port. Emerg. Patrim.\",\n",
" \"share_fund_carmignac_portfolio_grande_europe\": \"Port. Grande Europe\",\n",
" \"share_fund_carmignac_court_terme\": \"Court Terme\",\n",
" \"share_fund_carmignac_portfolio_long-short_european\": \"Port. L/S Europe\",\n",
" \"share_fund_carmignac_portfolio_climate_transition\": \"Port. Climate Trans.\",\n",
" \"share_fund_carmignac_credit_2027\": \"Credit 2027\",\n",
"}\n",
"\n",
"fund_cols = [c for c in dfc.columns if c.startswith(\"share_fund_\")]\n",
"\n",
"if fund_cols:\n",
" fund_renamed = dfc[fund_cols].rename(columns=fund_name_map)\n",
" dfc[\"dominant_fund\"] = fund_renamed.idxmax(axis=1)\n",
" dfc.loc[dfc[fund_cols].sum(axis=1) == 0, \"dominant_fund\"] = \"Not exposed\"\n",
"\n",
" plot_donuts_by_cluster(\n",
" dfc,\n",
" var_col = \"dominant_fund\",\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Dominant Fund by Cluster — Global Clustering (K=4)\",\n",
" top_n = 7,\n",
" figsize = (18, 5),\n",
" save_path = \"Figures/donut_fund_global.png\"\n",
" )\n",
" "
]
},
{
"cell_type": "markdown",
"id": "16115b05",
"metadata": {},
"source": [
"---\n",
"## 6. Part 2 — Top 400 Accounts Clustering\n",
"\n",
"### Objective\n",
"Focus on the accounts representing the highest AUM (> €5M as of October 2025), which together account for over 97% of total assets. On this restricted universe, the longer and denser time series allow for additional features — in particular, **lagged correlations between flows and fund performance** — that are too sparse to use on the full dataset.\n",
"\n",
"### Additional features (vs global clustering)\n",
"| Feature | Description |\n",
"|---|---|\n",
"| `corr_flow_fund_lag3` | Correlation between flow-to-AUM and fund return lagged 3 months |\n",
"| `corr_flow_fund_lag6` | Same at 6-month lag |\n",
"| `corr_flow_rate_lag3` | Correlation between flow-to-AUM and interest rate change lagged 3 months |\n",
"| `activity_intensity` | Number of transactions per month |\n",
"| `flow_to_aum_vol` | Volatility of the flow-to-AUM ratio |\n",
"\n",
"### Preprocessing\n",
"Identical to Part 1: MAD winsorization, clip p90 + log-transform for `gross_flow_to_aum` and `flow_freq`, RobustScaler.\n"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "083087d6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selected accounts (AUM > €5M): 431\n",
"Accounts after quality filters: 427\n",
"Feature set: 13 features\n",
"['log_aum_qty_mean', 'flow_freq', 'gross_flow_to_aum', 'n_tx_total', 'n_isin_total', 'avg_holding_months_per_isin', 'exit_rate_per_isin', 'flow_direction_balance', 'aum_drawdown_last', 'months_since_last_tx', 'corr_flow_fund_lag3', 'corr_flow_fund_lag6', 'corr_flow_rate_lag3']\n",
"Accounts: 427 | Features: 13\n",
"Points > 5 std after scaling: 12 (2.8%)\n",
"Features with extreme values after scaling:\n",
"months_since_last_tx 12\n",
" k inertia silhouette davies_bouldin\n",
" 2 3292.213936 0.317621 1.447549\n",
" 3 2891.756531 0.158566 1.801947\n",
" 4 2599.086861 0.167596 1.749729\n",
" 5 2420.318207 0.166294 1.797919\n",
" 6 2302.475137 0.152136 1.803708\n",
" 7 2200.224213 0.148174 1.844575\n",
" 8 2127.271606 0.143511 1.938188\n",
" 9 2069.314390 0.118802 1.986200\n",
"10 1998.491936 0.113821 2.007113\n"
]
},
{
"data": {
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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=0.3176 | db=1.4475\n",
" n_accounts pct\n",
"cluster_k2 \n",
"0 325 76.1\n",
"1 102 23.9\n",
"\n",
"K=4 | sil=0.1676 | db=1.7497\n",
" n_accounts pct\n",
"cluster_k4 \n",
"0 127 29.7\n",
"1 67 15.7\n",
"2 38 8.9\n",
"3 195 45.7\n",
"\n",
"K=5 | sil=0.1663 | db=1.7979\n",
" n_accounts pct\n",
"cluster_k5 \n",
"0 67 15.7\n",
"1 37 8.7\n",
"2 62 14.5\n",
"3 137 32.1\n",
"4 124 29.0\n",
"\n"
]
},
{
"data": {
"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",
"=== Cluster medians — K=2 ===\n",
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total 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 11.425 4.452 0.786 1872.0 32.0 48.347 0.637 0.073 1.00 0.00 0.0 0.054 0.050 -0.041\n",
"1 10.777 2.652 0.154 24.0 7.0 35.523 0.381 0.347 0.17 0.83 2.0 0.024 0.014 -0.025\n"
]
},
{
"data": {
"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",
"=== Cluster medians — K=5 ===\n",
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total 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 10.975 1.488 0.557 819.0 25.0 52.905 0.567 -0.487 1.000 0.000 0.0 0.002 0.016 -0.024\n",
"1 11.174 1.389 0.043 4.0 2.0 42.429 0.250 0.557 0.303 0.697 19.0 -0.000 -0.007 -0.012\n",
"2 10.357 4.383 0.372 90.5 12.5 32.149 0.434 0.287 0.077 0.923 1.0 0.042 0.025 -0.034\n",
"3 11.045 5.471 0.777 1448.0 24.0 40.857 0.688 0.245 1.000 0.000 0.0 0.009 -0.008 0.005\n",
"4 11.994 5.155 0.926 4935.5 47.5 57.100 0.620 0.037 1.000 0.000 0.0 0.158 0.130 -0.140\n",
"seg_2D\n",
"Highly active 137\n",
"Dormant 136\n",
"Small rebalancers 77\n",
"Occasional large movers 77\n",
"Name: count, dtype: int64\n"
]
},
{
"data": {
"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",
"=== Overall churn rates ===\n",
"churn_hard 0.684\n",
"churn_soft 0.775\n",
"churn_warning 0.321\n",
"dtype: float64\n",
"\n",
"=== Churn rates by cluster — K=2 ===\n",
" n_accounts churn_hard churn_soft churn_warning\n",
"cluster_k2 \n",
"0 325 0.883 0.969 0.385\n",
"1 102 0.049 0.157 0.118\n"
]
},
{
"data": {
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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 rates by cluster — K=5 ===\n",
" n_accounts churn_hard churn_soft churn_warning\n",
"cluster_k5 \n",
"0 67 0.612 0.925 0.955\n",
"1 37 0.108 0.297 0.108\n",
"2 62 0.000 0.032 0.048\n",
"3 137 0.964 0.978 0.117\n",
"4 124 0.927 0.984 0.403\n"
]
},
{
"data": {
"image/png": 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bCg4O1uuvv24785OY+CvB3f++iJczZ067K8XFnwVIbL7720rO5s2b1ahRI9trKlOmjCpXrqxNmzbZgkVkZKQOHDignj172oUKSXY/OuzcuVPPPfdcov394+dL7fZOKQ8PD7uw4OrqKn9//xR9Nsa/9h9++EGNGjVK1Rigf/75J9nPkmvXrilHjhwJBlffr0KFCgoJCUnR+u4Pki1atFCLFi1sj5s2baoGDRqoe/fumjdvXoLLk8efSUxsXA+Q2QgWQDqK/yJL7PKRyUmsW0PevHkNXRI0uS+8Bw8i4r+YUrq+OXPmyNPTU5GRkVq5cqXCw8MTdBexWCxasWKF1qxZo/DwcLt+wvny5XvoOs6ePStJGjVqVJLz/Pfff8qbN6/eeustBQYG6tlnn1XlypXVqFEjvfTSS7Zf8h7mwau+lCpVSs7Oznb9wF966SVt3bpVP//8s2rVqqW9e/fq2rVrDx0snNZ9Ii369++vvXv3KiAgQKVLl9bTTz+tVq1a2bqHJOfs2bOyWq1Jnn15cHB5kSJFEj34fVBMTEyKu4M8yM3NLUVn0BJz6dIlVa1aNcH0cuXK2Z6//0D3wX3AyclJpUuX1sWLF5Ndz6xZs5Q3b96HnlmMf3/cPyYh3p07d+zeP25ubknOd39bSTl16pT++OMPtW3bVufOnbNNr1OnjlavXq1bt27Z/XCR3AF/ZGSkbt26pfLlyye7ztRu75QqWrRognFJefPm1fHjxx+6bMmSJdW7d2+FhIRo8+bNqlmzpho3bqw2bdqkaL9KbszC22+/reXLl2vo0KFasmRJou+xvHnzJjtGIzVq1qypqlWrJntp6kfxil/IfggWQDry9PRU4cKFdfLkyVQtl1Tf+/u/2JL60khqYF9yBx9JdUlI6eC/mjVr2n6dfe6559S6dWu99dZbWr9+va3t+fPna/bs2erQoYOGDh2qvHnzytnZWe+9916K1hM/z8iRI5O8hGT8mYIWLVqoZs2a+vrrr/Xjjz9qyZIlWrRokebMmaNGjRql6DXdL7Ft3aBBA3l5eWnTpk2qVauWNm3apEKFCj30wCH+wOr48eN2XVDSg9lsttt3vL29tX37du3atUt79uzRV199pTVr1mjQoEEaMmRIsm1ZLBY5OTlp0aJFie6PD56VedjBbbytW7dq9OjRKZr3Qe3atbONEciKzp49q9DQUL3zzjt23ZPu3LmjuLg4hYeHy9PTU/ny5Uu2G1NERIRdF6lChQrpypUric4nJd6d6n6bNm2SJAUFBSkoKCjB8zt27FCHDh1S8ArTX1KfYxaLJdHpRsclBQYGql27dvrmm2/0448/avLkyVqwYIFCQ0NVtGjRJJfLly9fsj+0FCpUSCEhIeratatee+01rVq1KsHZ3tjYWFu30YcpUKDAQ19r0aJFdebMmQTT49eR1vF4QHoiWADp7LnnntOnn36qQ4cOqXr16unWbp48eRL9ort06VK6rSMtcuXKpcGDB2v06NHatm2bWrZsKenewUudOnX03nvv2c3/77//2n0BJnWgEX+2wdPTM0W/+hUuXFjdunVTt27ddP36dbVr107z589PUbA4d+6c3dmNc+fOyWKx2J31MZlMatWqlTZs2KC33npLO3fuVKdOnR56MPDUU08pb9682rJliwYMGJCmA6Wkzl5dunQpwVkZDw8PW1eK2NhYvfHGG5o/f75ee+015cyZM8ntXapUKVmtVpUoUUJly5ZNdY1JadCgQYq7gzzoYQfQyXniiScSPQg7ffq07fn73f/LvnQv2J47dy7ZsTFXrlyRxWLR5MmTNXny5ATPN2nSRD179tSYMWPk4+OjHDly6Pfff7fr5hIbG6tjx47pxRdftE2rUKGC9u/fbzuzEO+3336TpGTv1WC1WrV582bVqVMn0b7/H3/8sTZv3qwOHTrY9p0TJ04k2V6BAgXk6en50B9LUrq948+OPngW62FnhpLzsF/q468U9frrr9tuUPjJJ5/YBqcnply5cvrqq6+SbbdkyZJasmSJevToob59+2r16tV2g6sPHTqUpjEWSblw4UKi4SH+zKq3t3eK1gVkJC43C6Szfv36ycPDQ++++66uXbuW4Pnz589r+fLlqW63VKlS+u+//+wu13r16lV9/fXXhupND61bt1bRokXtLgNpMpkSnJnYtm1bgl9i4/s9P3jg7Ofnp1KlSmnp0qWJdiOKHwdgNpsTHKQULFhQhQsXTrQ7SWJWr15t93jVqlWS7l1H/n5t27bVzZs3NXbsWEVFRSV5Cdr7ubu7q1+/fjp16pRmzJiR6NmaL774QocPH06yjZIlS+q3336zez3fffddgsuOPtjH2tXVVd7e3rJarYqLi7PVIyU8sHvhhRdkMpn00UcfJajRarWmuf924cKFVb9+/TT9S2qMUEo0atRIhw8f1qFDh2zToqKiFBoaquLFiydoe+PGjbbxMNK9S75GREQk2AfuV758ec2dOzfBv/Lly+uJJ57Q3LlzbZdCzZ07t+rVq6dNmzbZreeLL75QVFSU3bil5s2by2w269NPP7VNi42N1fr161W1atVkrwh18OBBXbx4Ue3bt1fz5s0T/GvRooX279+vK1eu2C64sG7dugQ/UMTvA87OzmratKm+++47HTlyJMH64udL6faOH0t24MAB23xms1mhoaFJvqaHSeoz5NatW7p7967dNB8fHzk7Oz/0s6FatWq6efPmQ8dy+Pr6asGCBYqKilKfPn3sPt/ix1ik5N/9YywSu/T37t27dfToUTVs2DDBc0ePHlXu3Lkf2l0NyAycsQDSWalSpTRjxgwNHz5cLVq0sN15OzY2VocOHdL27dvTNOi1RYsWmjFjhgYPHqwePXooJiZGn3zyicqWLZvi+zVkFBcXF/Xs2VPTpk3T999/r2eeeUbPPvus5s6dq9GjR6t69eo6ceKENm/enOAX9lKlSilPnjxau3atcuXKJQ8PD1WpUkUlS5bU5MmT1b9/f7Vq1Urt27dXkSJFbJfR9PT01Pz583X79m01atRIzZo1U4UKFeTh4aG9e/fqyJEjid77ITHh4eEaMGCAGjZsqF9//VWbNm1Sq1atEnRtqFSpknx8fLR9+3Z5e3un6FK20r2w+ddff2np0qXav3+/mjVrJi8vL127dk07d+7U4cOHk73pWUBAgHbs2KF+/frpxRdf1Pnz57V582a7Af+S1LdvX3l5ealGjRoqWLCgTp8+rVWrVtkN4o2v+cMPP1SLFi3k4uKi5557TqVKldKwYcNsV7tp2rSpcuXKpfDwcNvZmeTu15HVvPrqq9qyZYv69++vHj16KG/evNq4caPCw8M1Z86cBN0B8+bNq5dfflnt27e3XW62dOnSyd6boECBAol2b4v/4eDB54YPH64uXbqoR48e6tSpk/7++2+FhISoQYMGdgGmatWqat68uT744ANdv35dpUuX1oYNG3Tx4kVNmTIl2de9efNmmUwmPfvss4k+37hxY3344YfaunWrevfurXfffVddu3ZVu3bt1LlzZ5UoUUIXL17Url279MUXX0iS3nzzTf3444+2ur29vRUREaHt27drzZo1ypMnT4q3d/ny5VWtWjV98MEHunnzpvLmzautW7cmCACpkdRnyPHjxzVx4kQ1b95cZcqUkdls1hdffCGTyaRmzZol2+azzz6rHDlyaO/evXb3E0lM9erVNWfOHA0YMEC9e/fW6tWrlT9//jSPsejSpYsqVqwoPz8/5c6dW3/88YfWrVunYsWKJXpn+b179+q5555jjAWyBIIFkAGaNGmiTZs2acmSJfrmm2/0ySefyNXVVb6+vgoMDEzTjZTy58+vjz76SFOnTtX06dNVokQJvfnmmzp37pzDg4Ukde7cWfPmzdOiRYv0zDPPaMCAAYqOjtbmzZu1detWVapUSQsWLNDMmTPtlnNxcdHUqVP1wQcfaPz48bp7966CgoJUsmRJ1alTR59++qk+/vhjrVq1SlFRUSpUqJCqVKli+7J3c3NT165d9eOPP+qrr76S1WpVqVKlNG7cuCQvA/mgWbNmafbs2Zo5c6Zy5Mih7t27a+TIkYnO27ZtW02fPj1Vd3h2dnbWtGnT1KRJE4WGhmrp0qW6deuW8ufPr1q1auntt99Otttcw4YNFRgYqJCQEL333nvy8/PT/Pnz9f7779vN17lzZ23evFkhISGKiopS0aJF1aNHD73++uu2eapUqaKhQ4dq7dq12rNnjywWi7755ht5eHjo1VdfVZkyZbRs2TLNnTtX0r1+3U8//XSiN2fMyry8vLR27VpNnz5dq1at0p07d+Tr66v58+cnetA9YMAAHT9+XAsXLtTt27dVr149jRs3Ll3vJl65cmWFhIRoxowZCgoKUq5cudSxY0e9+eabCeadNm2aZs2apU2bNunmzZu22u+/pPOD4uLitH37dlWvXj3JCyT4+PioRIkS2rRpk3r37q0KFSooNDRUs2fP1ieffKI7d+7oiSeesOuaVaRIEds8mzdv1q1bt1SkSBE988wztrE2qdneM2bM0NixY7Vw4ULlyZNHHTt2VJ06ddS7d+/Ub1Ql/RlSq1YtNWjQQN99952uXLkid3d3+fr6atGiRapWrVqybcZfxnbbtm0PDRbSvS5/06ZN04gRI9S/f38tW7YswX1IUurFF1/U7t279eOPPyomJkaFChVSQECABg8eLC8vL7t5T506pRMnTiR5Y0YgszlZuVUjAKTY8uXLFRQUpG+//TZBP31kP/v371fPnj0T3OsA+Pnnn9WjRw9t27Yt0RvTZQVTpkzRzz//rPXr13PGAlkCYywAIIWsVqs+//xz1apVi1ABPOJq1qypp59+WosXL3Z0KYm6ceOGPv/8cw0bNoxQgSyDrlAA8BBRUVH69ttvtX//fp04cUIff/yxo0sCkAmyaqiQ7nWPvX+wPJAVECwA4CEiIyM1YsQI5cmTRwMGDFCTJk0cXRIAAFkOYywAAAAAGMYYCwAAAACGESwAAAAAGPbYjbGwWCy6e/eunJ2duYoCAAAAkAyr1SqLxaIcOXIkuLnogx67YHH37l0dOXLE0WUAAAAA2Ya/v79cXV2TneexCxbxScvf318mk8nB1WQ9ZrNZR44cYfsgTdh/YAT7D9KKfQdGsP8kL377POxshfQYBov47k8mk4mdJxlsHxjB/gMj2H+QVuw7MIL9J3kpGULA4G0AAAAAhhEsAAAAABhGsAAAAABgmEPHWBw4cEBLlizR77//roiICM2dO1dNmzZNdpn9+/dr6tSpOnnypIoVK6aBAweqffv2mVQxAKSexWJRbGyso8vI8sxmsyQpJiaGfs4P4eLiwjYCkOU4NFhERUXJ19dXHTp00ODBgx86/4ULF/Taa6+pS5cumjFjhsLCwvTuu++qUKFCatiwYSZUDACpExsbqzNnzshisTi6lCzParUqR44cOnfuHPcZSoF8+fKpaNGibCsAWYZDg0WjRo3UqFGjFM+/du1alShRQoGBgZIkb29vHTx4UMuWLSNYAMhyrFarLl++LJPJpJIlS6boUn2PM6vVqujoaLm7u3OwnAyr1aqoqChdvXpVklSsWDEHVwQA92Sry83++uuvqlevnt20Bg0a6L333kt1W/Gn3GEvfruwfZAW7D/24uLidPv2bRUvXlzu7u6OLifLi7+7a86cOQkWD+Hm5iar1aqrV6+qYMGCj323KD57YAT7T/JSs12yVbC4du2avLy87KZ5eXnp1q1biomJkZubW4rb4u7byWP7wAj2n/9jMplkNpsVFRXl6FKyjejoaEeXkC04OTkpNjaW99t92BYwgv3HuGwVLNITd1dMHHefhBHsP/ZiYmJ07tw5ubu7p+qHj8cVXaFSx9nZWa6uripduvRjv3/x2QMj2H+SF799UiJbBQsvLy9du3bNbtq1a9fk6emZ6g9V7q6YPLYPjGD/ucdkMsnJycn2DynD9kqZ+O3E++3/sC1gBPuPcdlqJGG1atW0b98+u2l79+5VtWrVHFMQADxmwsPD5evrq2PHjjm6lATWr1+vmjVrZtr65syZo7Zt22ba+gAgq3NosLh9+7aOHTtm+4IKDw/XsWPHdOnSJUnSzJkzNXLkSNv8Xbp00YULFzRt2jSdOnVKq1ev1rZt29SrVy9HlA8AaWLN5AGCmb0+AMhuuMBG+nBoV6jff/9dPXv2tD0OCgqSJLVr105Tp05VRESELl++bHu+ZMmSWrBggYKCgrRixQoVLVpUkydP5lKzALIVJ5NJF996W7GnT2f4ulzLlVPxGdMzfD1GxcbGysXFxdFlJCouLi7L1gYgCRaz5Jyybk0mk0mVKlXKsPYfJw4NFnXq1NHx48eTfH7q1KmJLrNx48YMrAoAMl7s6dOK+eMPR5eRJIvFoiVLlig0NFSXL1+Wl5eXOnfurNatW0u6d8PS9957T4cPH1bp0qU1YcIEVa9eXdK9LkI7d+7UF198YWtv2bJlWrFihb799ltJUmBgoP7991/5+/tr9erVcnV11fLly9W0aVMFBwdr1apVibadEnv27NF7772nv//+WzVq1FBQUJAKFy4sSTp8+LA+/PBD/fHHH7p7964qVqyo0aNHq3LlyrblfX19NW7cOH3//ffat2+f+vbtqzfeeEMLFy7UsmXLFB0drRdffFEFChQwvJ2RfvjFGXacTdK6ftK1E+nftpeP1GFx+rf7CMhWg7cBAJlj5syZ+uyzzzR69Gg99dRTunr1qs6cOWN7/sMPP9SoUaNUunRpffjhhxoxYoS++uor5ciR8q+VsLAweXp6KiQkxG76rFmz0tx2TEyMli5dqmnTpsnZ2Vlvv/223n//fc2cOVPSvS64L730kt59911J0tKlS/Xqq69qx44d8vT0tLXz0UcfacSIERozZoxMJpO2bt2qOXPmaOzYsXrqqaf0xRdfaOXKlSpZsmSKXy9SiV+cYdS1E9Ll3xxdxWOFYAEAsHPr1i2tWLFCY8eOVbt27SRJpUqVUs2aNRUeHi5J6tOnj5599llJ0pAhQ9SyZUudO3dO3t7eKV6Ph4eHJk+eLFdXV0n3zoIYbTsuLk4TJkxQqVKlJEndunXTxx9/bHv+wZusTpo0STVr1tSBAwf03HPP2aa3atVKHTp0sD1+88031bFjRwUEBEiShg8frrCwMN25cyfFrxepxC/OQLZDsAAA2Dl9+rRiY2NVt27dJOfx9fW1/b9QoUKSpMjIyFQFCx8fH1uoSK+23d3dbaFCkgoXLqzr16/bHl+7dk2zZs3STz/9pOvXr8tisSg6Otp20ZB4fn5+do9PnTqlLl262E2rVq2a9u/f/9CaYAC/OAPZCsECAGAnZ86cD53n/sHM8fecsFgstsdWq9Vu/rt37yZoI6k+8fd3eXqw7Yd5sLvUg7WMGjVK//zzj8aMGaMnnnhCrq6u6ty5s+Li4uyW8/DwSNH6AAD/J1vdxwIAkPHKlCkjNze3BPcNSqkCBQro2rVrdgf0WeW+F7/88ot69OihRo0aqXz58nJ1ddWNGzceupy3t7d++83+l/MHHz9uuIwxgAdxxgIAYCdnzpzq37+/pk+fLhcXF9WoUUORkZE6efJkgjEKialTp44mTpyoRYsWqXnz5tqzZ4/27NljNzjaUcqUKaNNmzbJ399ft27d0rRp0+Tm5vbQ5Xr27KnAwED5+fmpRo0a2rx5s06ePPlYD97OyMsm52rYUIWHD0v3dgFkLIIFjLNaJKcMPPmV0e0DDuBarlyWXs/rr78uk8mk4OBgXb16VYUKFUowxiAp3t7eGjdunBYsWKB58+bphRdeUJ8+fRQaGpqmWtLTlClT9L///U/t2rVTsWLFNHz4cE2bNu2hy7Vo0ULnz5/X9OnTdefOHTVr1kxdu3bVDz/8kAlVZ10Zddlk13Jl071NABnPyfpgR9hHnNls1q+//qpq1arJZOIycw9K8/b5/VPp9tX0LyhXYcmvc/q3iwzB+8teTEyMzpw5o7Jly9r9Km41m+WUidsns9eXVlarVVFRUfLw8LCNrUDSktq/MtOZ9h0yJFjkadVSxWfMkBY8kzGDt4tVlV77Pv3bRdbC/pMuUvPdzhkLpI/bV6X/Lj18PgCZfpCfHUIFACD7I1gAALKFfv366eDBg4k+99prr2nAgAGZXBEA4H4ECwBAtjBlyhTFxMQk+lzevHkzuRoAwIMIFgCAbKFIkSKOLgEAkAwutQMAAADAMIIFAAAAAMMIFkjA3d3d0SUAAIBHGHdufzQxxuJxYDFLzim73KTJZFKlSpUyuCAAAPA4487tjyaCxePA2SSt6yddO5H+bT/ZVGoyNv3bBQAAjzTu3P7oIVg8Lq6dyJi7T3r5pH+bALKs8PBwNWnSRBs3blTFihUdXU66slqtGjt2rHbs2KGbN28+kq8RADISYywAILNZMrlvcWavL5v6/vvvtWHDBs2fP18//PCDypcvL19fX+3cudPRpQFAtsAZCwDIbBnZPfFBXj5Sh8UZvx6DYmNj5eLi4tAaLly4oEKFCqlGjRoOrQMAsiuCBQA4QkZ1T0wnFotFS5YsUWhoqC5fviwvLy917txZrVu3lnTvIPy9997T4cOHVbp0aU2YMEHVq1eXJM2ZM0c7d+7UF198YWtv2bJlWrFihb799ltJUmBgoP7991/5+/tr9erVcnV11fLly9W0aVMFBwdr1apVibadnIsXL2rSpEk6ePCg4uLiVLx4cY0cOVKNGjWSJP3000+aNm2a/vzzT+XLl08vvfSShg0bphw5cigwMFAbNmyQJPn6+qp48eK2dgcNGiRJKl68uK1+AEBCBAsAQAIzZ87UZ599ptGjR+upp57S1atXdebMGdvzH374oUaNGqXSpUvrww8/1IgRI/TVV18pR46Uf62EhYXJ09NTISEhdtNnzZqVprYnTpyouLg4rVq1Sh4eHvrrr7/k4eEhSbpy5YpeffVVtWvXTu+//77OnDmjd999Vzlz5tQbb7yhMWPGqGTJkgoNDdXnn38uk+nelfTq1aunoKAgNWzY0DYNAJA4ggUAwM6tW7e0YsUKjR07Vu3atZMklSpVSjVr1lR4eLgkqU+fPnr22WclSUOGDFHLli117tw5eXt7p3g9Hh4emjx5slxdXSXdOwtipO1Lly6pWbNm8vX1lSSVLFnS9tyaNWtUtGhRjR07Vk5OTvL29taVK1c0Y8YMDRo0SLlz51auXLlkMplUqFAhu3bz5MmTYBoAICEGbwMA7Jw+fVqxsbGqW7dukvPEH7xLsh10R0ZGpmo9Pj4+tlCRHm337NlT8+bNU5cuXRQcHKw///zT9typU6dUvXp1OTk52aY99dRTioqK0t9//52qugEAiSNYAADs5MyZ86Hz3D/QOv5g3WKx2B5brVa7+e/evZugDXd390Tbvr/L04NtJycgIEA7d+5U27ZtdeLECXXs2FErV6586HIAgPRBsAAA2ClTpozc3Ny0b9++NC1foEABXbt2zS5cHDt2LL3KS1axYsXUtWtXffTRR+rdu7dCQ0MlSd7e3jp06JBdTQcPHlSuXLlUtGjRJNtzcXGR2czlegEgJQgWAAA7OXPmVP/+/TV9+nRt3LhR58+f16+//qrPPvssRcvXqVNHkZGRWrRokc6fP6/Vq1drz549GVy1NGXKFO3Zs0cXLlzQ0aNHtX//ftu4jJdffll///23Jk2apFOnTmnnzp2aM2eOevfuLWfnpL8KixcvrrCwMEVEROjmzZsZ/hoAIDtj8DYAOEJm3bU+jet5/fXXZTKZFBwcrKtXr6pQoULq0qVLipb19vbWuHHjtGDBAs2bN08vvPCC+vTpYzt7kFEsFosmTpyov//+W56enmrYsKFGjx4tSSpSpIgWLlyoadOmKTQ0VPny5VPHjh01cODAZNscNWqUpk6dqs8++0xFihThcrMAkAyCBQBkNos5c29aZzHfuylfKjg7O2vgwIGJHngfP37c7nGePHkSTOvatau6du1qN23AgAG2/0+dOjVBuyVKlNAvv/xiu0RsUm0n5X//+1+yz9euXVuff/55ks/36tVLvXr1spvWuHFjNW7cOEXrB4DHHV2hACCzpfIgP9utDwDwWOKMBQAgW+jXr58OHjyY6HOvvfaa3RkRAEDmI1gAALKFKVOmKCYmJtHn8ubNm8nVAAAeRLAAAGQLRYoUcXQJAIBkMMYCAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAECKhYeHy9fXV8eOHXN0KVkW2wjA44rLzQJAZrNaJKdM/F0ns9f3mCtWrJh++OEH5c+f39GlAECmIlgAQGZzcpZ+/1S6fTXj15WrsOTXOePXY1BsbKxcXFwcXUayzGaznJyc5OycfEgzmUwqVKhQJlUFAFkHP2EBgCPcvir9dynj/6UxvFgsFi1atEjPP/+8/Pz89Oyzz2revHm25y9cuKAePXqoatWqatOmjQ4dOmR7bs6cOWrbtq1de8uWLVPjxo1tjwMDA/X6669r3rx5atCggZo3b67w8HDVqFFDX331VZJtJ8Vqtapu3bravn27bVrbtm3VoEED2+Off/5Zfn5+io6OliSFhISodevWqlatmho1aqTx48fr9u3btvnXr1+vmjVr6ptvvlGLFi3k7++vS5cuqXHjxpo/f75Gjx6t6tWr69lnn9Wnn35qW+7BrlD79++Xr6+vwsLC1L59e1WtWlVdunTR6dOn7V7Dxx9/rHr16ql69eoaM2aMZsyYkWA7AkBWRrAAACQwc+ZMLVq0SK+//rq2bt2qGTNmyMvLy/b8hx9+qL59+2rjxo0qU6aMRowYobt376ZqHWFhYTpz5oxCQkK0YMEC2/RZs2alum0nJyfVqlVLP/30kyTp5s2bOnXqlGJiYnTq1ClJ0oEDB+Tv7y93d3fbMmPGjNGXX36pqVOnat++fZo+fbpduzExMVq0aJEmT56sL7/8UgULFpR0L5T4+flp48aNevnllzV+/PgEQeFBH374oQIDA7Vu3TqZTCa98847tuc2bdqk+fPn66233tL69etVrFgxffLJJynckgCQNRAsAAB2bt26pRUrVujtt99Wu3btVKpUKdWsWVMBAQG2efr06aNnn31WZcuW1ZAhQ3Tx4kWdO3cuVevx8PDQ5MmTVb58eZUvX95w27Vr17YFiwMHDqhSpUp203766SfVrl3bNn+vXr1Ut25dlShRQvXq1dOwYcO0bds2uzbj4uI0fvx41ahRQ+XKlbOFkmeeeUbdunVT6dKl1b9/f+XPn1/79+9Ptr7hw4erdu3aevLJJ/Xqq6/q0KFDunPnjiRp1apV6tixozp06KCyZctq8ODB8vHxScFWBICsg2ABALBz+vRpxcbGqm7duknO4+vra/t//HiCyMjIVK3Hx8dHrq6u6dZ2rVq19NdffykyMlIHDhxQ7dq1bcEiLi5Ohw4dsgsWe/fu1SuvvKKGDRuqevXqGjlypP755x9bVylJcnFxsasnsRqdnJzk5eWl69evJ1tfYq8rfpkzZ86oSpUqdvM/+BgAsjqCBQDATs6cOR86z/0DrZ2cnCTdG5cR/9hqtdrNn1hXpvhf/x+UI8f/XVfkwbaT4+vrq7x58+qnn36yBYs6derowIEDOnLkiO7evavq1atLujcO4rXXXpOvr6/mzJmj9evXa+zYsZLunaWI5+bmZqshqRqTes3p9boAILsgWAAA7JQpU0Zubm7at29fmpYvUKCArl27ZnegnRn3dHBycrINtj558qSeeuop+fr6KjY2Vp9++qn8/Pzk4eEhSTp69KisVqsCAwNVrVo1lS1bVlevZsJVupJQtmxZHTlyxG7ag48BIKsjWAAA7OTMmVP9+/fX9OnTtXHjRp0/f16//vqrPvvssxQtX6dOHUVGRmrRokU6f/68Vq9erT179mRw1ffUrl1bW7ZsUcWKFZUrVy45OzurZs2a2rx5s2rVqmWbr3Tp0oqLi9PKlSt14cIFbdy4UWvXrs2UGhPTvXt3ff7559qwYYPOnj2rjz/+WMePH0/0bAkAZFUOv4/F6tWrtWTJEkVERKhChQr63//+l2y/0mXLlumTTz7R5cuXlT9/fjVr1kwjRoxI0al7AMgychXO0ut5/fXXZTKZFBwcrKtXr6pQoULq0qVLipb19vbWuHHjtGDBAs2bN08vvPCC+vTpo9DQ0DTVkhq1a9eW2Wy2G0tRu3ZtffPNN3bTKlSooNGjR2vRokX64IMPVLNmTb355psaNWpUhteYmDZt2ujChQt6//33defOHb344otq164dZy0AZCtO1od1Cs1AW7du1ciRIzVhwgRVrVpVy5cv1/bt27V9+3bbJf3ut3nzZr3zzjt67733VL16dZ09e1aBgYFq2bKlRo8enaJ1ms1m/frrr6pWrZpMJlN6v6Ssa8Ez0uXf0r9d/wCpw2Jp/5x718xPb7mfkOq8kf7tIkM8tu+vJMTExOjMmTMqW7as3Nzc/u8J7rydKKvVqqioKHl4ePBLvaTevXvLy8srwSVw4yW5f2WiM+07KOaPP9K93TytWqr4jBkZ991VrKr02vfp3y5Shf0ne0jNd7tDv2lCQkLUqVMndejQQU8++aQmTJggNzc3rVu3LtH5Dx06pBo1aqh169YqUaKEGjRooFatWunw4cOZXDkAGJDZB/nZIFQ87qKjoxUSEqKTJ0/q1KlTCg4O1t69e9WuXTtHlwYAKeawrlCxsbE6evSoXnvtNds0Z2dn1a9fP8m7rFavXl2bNm3S4cOHVaVKFV24cEG7d+9O051JzWZzmmvPbh6FX44fp79Xdhb/d+LvdY/ZbJbVarX9Q/Lit1FS26p///46ePBgos+9+uqrGjBgQIbVlhl2796tefPmKTY2VmXLllVwcLDq1auX5PaI36/MZrND3nN8t8AI9p/sIzWv02HB4saNGzKbzQm6PBUsWDDJu5e2bt1aN27c0Msvvyyr1aq7d++qS5cuafoyeVz6rbq7u6tSpUqOLsOw48eP211bHlnb4/L+SokcOXIoOjqay4qmQlLv9TFjxigmJibR5/LmzauoqKiMLCvDzZ07N8G05F7TnTt3FBcXpz///DMjy0oU3y0wgv3n0eXwwdupsX//fi1YsEDjxo1TlSpVdP78eU2ZMkVz587VoEGDUtWWv7//I5GWHxeJ3aAKWY/ZbNaRI0d4f/1/MTExOnfunNzd3R3WBz47sVqtio6Olru7e6JjLMqUKZP5RWVhzs7OcnFx0ZNPPsn+lUZ8t8CIx2X/if9uTwmHBYv8+fPLZDIluFPp9evX5eXllegys2fPVps2bRQQECDp3h80KipKY8eO1cCBA+XsnPJ+xCaTiQOfbIS/VfbC++sek8kkJycn2z+kDNsrZeK3E++3tGO7wQj2n4QcNqLP1dVVlStXVlhYmG2axWJRWFiY7c6oD4qJiUkQHuL/qPRfBpBV8fmEjMB+BSCrcWhXqN69e2vUqFHy8/NTlSpVtHz5ckVHR6t9+/aSpJEjR6pIkSIaMWKEJOm5555TSEiIKlWqZOsKNXv2bD333HOkRgBZTvznUmxsrNzd3R1cDR418eMvXFxcHFwJANzj0GDRokULRUZGKjg4WBEREapYsaIWL15s6wp1+fJluzMUAwcOlJOTk2bNmqUrV66oQIECeu655zR8+HBHvQQASFKOHDnk4eGhiIgIubi4pKq75uPIarXqzp07cnZ2pitUMuLv93H16lXly5ePH9YAZBkOH7zdvXt3de/ePdHnVq5cafc4R44cGjx4sAYPHpwZpQGAIU5OTipWrJjOnDmjc+fOObqcLM9qtSouLk4uLi4EixTIly+fihYt6ugyAMDG4cECAB5lrq6uKl++vGJjYx1dSpZnNpv1559/6sknn+RX+IdwcXFhGwHIcggWAJDBnJ2duRxoCsTfhMnNzY2DZgDIhujwCwAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIcHi9WrV6tx48by9/dXQECADh8+nOz8//77ryZMmKAGDRrIz89PzZo10+7duzOpWgAAAACJyeHIlW/dulVBQUGaMGGCqlatquXLl6tv377avn27ChYsmGD+2NhY9e7dWwULFtTs2bNVpEgRXbp0SXny5HFA9enHajbLyWRydBkAAABAmjk0WISEhKhTp07q0KGDJGnChAnatWuX1q1bp1dffTXB/OvWrdPNmze1du1aubi4SJJKlCiRqTVnBCeTSRffeluxp0+ne9u5GjZU4eHD0r1dAAAA4H4OCxaxsbE6evSoXnvtNds0Z2dn1a9fX4cOHUp0mW+//VbVqlXTxIkT9c0336hAgQJq1aqV+vfvL1M2/8U/9vRpxfzxR7q361qubLq3CQAAADzIYcHixo0bMpvNCbo8FSxYUKeT+OX+woUL2rdvn1q3bq2FCxfq/PnzmjBhgu7evavBgwenav1msznNtae37B6KMkNW+nshafF/J/5eSAv2n+zlUfjuYl9zHPaf7CM1r9OhXaFSy2q1qmDBgpo0aZJMJpP8/Px05coVLVmyJNXB4siRIxlUZeq4u7urUqVKji4jyzt+/Liio6MdXQZSKKu8v5A9sf9kfY/KdxffLY7B/vPocliwyJ8/v0wmk65fv243/fr16/Ly8kp0mUKFCilHjhx2KbdcuXKKiIhQbGysXF1dU7x+f3//RyItPy58fX0dXQJSwGw268iRI7y/kCbsP8hsfLfAiMdl/4n/bE4JhwULV1dXVa5cWWFhYWratKkkyWKxKCwsTN27d090mRo1aujLL7+UxWKRs/O9K+WePXtWhQoVSlWokO6dguOLK/vgb5W98P6CEew/yCzsZzCC/Schh97Honfv3goNDdWGDRt06tQpjR8/XtHR0Wrfvr0kaeTIkZo5c6Zt/q5du+qff/7RlClTdObMGe3atUsLFixQt27dHPUSAAAAAMjBYyxatGihyMhIBQcHKyIiQhUrVtTixYttXaEuX75sOzMhScWKFdOSJUsUFBSkNm3aqEiRIurZs6f69+/vqJcAAAAAQFlg8Hb37t2T7Pq0cuXKBNOqV6+u0NDQjC4LAAAAQCo4tCsUAAAAgEcDwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhhoLFuXPntGfPHsXExEiSrFZruhQFAAAAIHtJ030sbty4oeHDh2vfvn1ycnLSV199pZIlS+qdd95R3rx5FRgYmN51AgAAAMjC0nTGIigoSCaTSbt27ZKbm5tteosWLbRnz550Kw4AAABA9pCmMxY//vijlixZoqJFi9pNL1OmjC5dupQuhQEAAADIPtJ0xiIqKsruTEW8f/75R66uroaLAgAAAJC9pClY1KxZUxs3brSbZrFYtHjxYtWpUyc96gIAAACQjaSpK9Tbb7+tXr166ffff1dcXJymT5+uv/76Szdv3tQnn3yS3jUCAAAAyOLSFCx8fHy0Y8cOrVq1Srly5VJUVJSef/55devWTYULF07vGgEAAABkcWkKFpcuXVKxYsU0cODARJ974oknDBcGAAAAIPtI0xiLJk2aKDIyMsH0GzduqEmTJoaLAgAAAJC9pClYWK1WOTk5JZgeFRWlnDlzGi4KAAAAQPaSqq5QQUFBkiQnJyfNmjVL7u7utufMZrMOHz6sChUqpG+FAAAAALK8VAWLP/74Q9K9MxYnTpyQi4uL7TlXV1dVqFBBffr0Sd8KAQAAAGR5qQoWK1eulCSNHj1aY8aMkaenZ4YUBQAAACB7SdNVoeK7RAEAAACAlMZgIUlHjhzRtm3bdPnyZcXFxdk999FHHxkuDAAAAED2kaarQm3ZskVdu3bV6dOn9fXXX+vu3bs6efKk9u3bp9y5c6d3jQAAAACyuDQFi/nz52v06NGaP3++XFxcNGbMGG3fvl0vvviiihUrlt41AgAAAMji0hQsLly4oEaNGkm6dzWoqKgoOTk5qVevXgoNDU3XAgEAAABkfWkKFnny5NHt27clSYULF9bJkyclSf/++6+io6PTrzoAAAAA2UKaBm/XqlVLe/fula+vr5o3b64pU6Zo37592rt3r+rWrZveNQIAAADI4tIULP73v//pzp07kqSBAwfKxcVFv/zyi1544QVukAcAAAA8htLUFSpfvnwqUqTIvQacnfXqq69q9uzZKly4sNq1a5euBQIAAADI+lJ1xiI2NlZz5szRjz/+KFdXV/Xr109NmzbVunXrNGvWLJlMJr3yyisZVSsAAACALCpVwWL27Nn69NNPVb9+ff3yyy8aOnSo2rdvr19//VWBgYFq3ry5TCZTRtUKAAAAIItKVbDYvn273n//fTVp0kQnTpxQmzZtdPfuXW3atElOTk4ZVSMAAACALC5VYyyuXLkiPz8/SZKPj49cXV3Vq1cvQgUAAADwmEtVsDCbzXJxcbE9NplM8vDwSPeiAAAAAGQvqeoKZbVaFRgYKFdXV0n3BnOPHz9e7u7udvN99NFH6VchAAAAgCwvVcHiwUvJtmnTJl2LAQAAAJA9pSpYBAUFZVQdAAAAALKxNN0gDwAAAADuR7AAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYVkiWKxevVqNGzeWv7+/AgICdPjw4RQtt2XLFvn6+ur111/P4AoBAAAAJMfhwWLr1q0KCgrSoEGDtGHDBlWoUEF9+/bV9evXk10uPDxc77//vmrWrJlJlQIAAABIisODRUhIiDp16qQOHTroySef1IQJE+Tm5qZ169YluYzZbNZbb72lN954QyVLlszEagEAAAAkxqHBIjY2VkePHlX9+vVt05ydnVW/fn0dOnQoyeXmzp2rggULKiAgIDPKBAAAAPAQORy58hs3bshsNqtgwYJ20wsWLKjTp08nuszPP/+szz//XBs3bjS0brPZbGj59GQymRxdQpaXlf5eSFr834m/F9KC/Sd7eRS+u9jXHCdb7z+ehSWrRXLKuN/nrVaLLBZrhrWfGql5nzg0WKTWrVu3NHLkSE2aNEkFChQw1NaRI0fSqSpj3N3dValSJUeXkeUdP35c0dHRji4DKZRV3l/Inth/sr5H5buL7xbHyPb7j1u+e6Hi90+l21fTv/1cheXk11nHj/+R7fZPhwaL/Pnzy2QyJRioff36dXl5eSWY/8KFC7p48aIGDhxom2axWCRJlSpV0vbt21WqVKkUrdvf3z97p+XHjK+vr6NLQAqYzWYdOXKE9xfShP0HmY3vFhhy+6r036UMaz6r7J/xn80p4dBg4erqqsqVKyssLExNmzaVdC8ohIWFqXv37gnmL1eunDZv3mw3bdasWbp9+7bGjBmjokWLpnjdJpOJL65shL9V9sL7C0aw/yCzsJ8hK8uO+6fDu0L17t1bo0aNkp+fn6pUqaLly5crOjpa7du3lySNHDlSRYoU0YgRI5QzZ075+PjYLZ8nTx5JSjAdAAAAQOZxeLBo0aKFIiMjFRwcrIiICFWsWFGLFy+2dYW6fPmynJ0dflVcAAAAAMlweLCQpO7duyfa9UmSVq5cmeyyU6dOzYiSAAAAAKQCpwIAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwDpyt3d3dElAAAAByBYAEiexZziWU0mkypVqiSTyZQh7QMAgKwrh6MLAJDFOZukdf2kayfSv20vH6nD4vRvFwAAZDqCBYCHu3ZCuvybo6sAAABZGF2hAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYliWCxerVq9W4cWP5+/srICBAhw8fTnLe0NBQvfzyy6pVq5Zq1aqlXr16JTs/AAAAgIzn8GCxdetWBQUFadCgQdqwYYMqVKigvn376vr164nOv3//frVs2VIrVqzQ2rVrVaxYMfXp00dXrlzJ5MoBAAAAxHN4sAgJCVGnTp3UoUMHPfnkk5owYYLc3Ny0bt26ROefOXOmunXrpooVK8rb21uTJ0+WxWJRWFhYJlcOAAAAIJ5Dg0VsbKyOHj2q+vXr26Y5Ozurfv36OnToUIraiI6O1t27d5U3b96MKhMAAADAQ+Rw5Mpv3Lghs9msggUL2k0vWLCgTp8+naI2ZsyYocKFC9uFk5Qwm82pmj8jmUwmR5eQ5WWlv9fjJjP2T/6+kP5vP2B/yB4ehe8u9jXHeRT2n4yWVfbP1NTh0GBh1MKFC7V161atWLFCOXPmTNWyR44cyaCqUsfd3V2VKlVydBlZ3vHjxxUdHe3oMh47mbV/8vfF/bLK5zOS9qh8d/HZ4xiPyv6T0bLj/unQYJE/f36ZTKYEA7WvX78uLy+vZJddsmSJFi5cqJCQEFWoUCHV6/b39yctZyO+vr6OLgEZiL8vpHu/ih05coTPZ2QaPnuQlWWV/TP+szklHBosXF1dVblyZYWFhalp06aSZBuI3b179ySXW7RokebPn68lS5bI398/Tes2mUx8cWUj/K0ebfx9cT8+n5FZ2M+QlWXH/dPhXaF69+6tUaNGyc/PT1WqVNHy5csVHR2t9u3bS5JGjhypIkWKaMSIEZLudX8KDg7WzJkzVbx4cUVEREiSPDw8lCtXLoe9DgAAAOBx5vBg0aJFC0VGRio4OFgRERGqWLGiFi9ebOsKdfnyZTk7/9/Fq9auXau4uDgNGTLErp3BgwfrjTfeyNTaAQAAANzj8GAhSd27d0+y69PKlSvtHn/77beZURIAAACAVHD4DfIAAAAAZH8ECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAwOPFs7BktWTsOjK6fSALyuHoAgAAADKVWz7JyVn6/VPp9tX0bz9XYcmvc/q3C2RxBAsAAPB4un1V+u+So6sAHhl0hQKyOavZ7OgS0o7uCAAAPDI4YwFkc04mky6+9bZiT59O97ZzNWyowsOHpXu7NnRHAADgkUGwAB4BsadPK+aPP9K9XddyZdO9zUTRHQEAgGyPrlAAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAyL6sluzdPgA8QnI4ugAAANLMyVn6/VPp9tX0bztXYcmvc/q3CwCPKIIFACB7u31V+u+So6sAgMceXaEAAAAAGEawAABkGe7u7o4uAQCQRnSFAgBkHItZcjalaFaTyaRKlSplcEEAgIxCsAAAZBxnk7Sun3TtRPq3/WRTqcnY9G8XAJAmBAsAQMa6dkK6/Fv6t+vlk/5tAgDSjDEWAAAAAAwjWAAAAAAwLEsEi9WrV6tx48by9/dXQECADh8+nOz827ZtU/PmzeXv76/WrVtr9+7dmVQpAAAAgMQ4PFhs3bpVQUFBGjRokDZs2KAKFSqob9++un79eqLz//LLLxoxYoQ6duyojRs3qkmTJho0aJBOnMiAgYEAAAAAUsThwSIkJESdOnVShw4d9OSTT2rChAlyc3PTunXrEp1/xYoVatiwofr16ydvb28NGzZMlSpV0qpVqzK5cgAAAADxHBosYmNjdfToUdWvX982zdnZWfXr19ehQ4cSXebXX39VvXr17KY1aNBAv/76a0aWCgAAACAZDr3c7I0bN2Q2m1WwYEG76QULFtTp06cTXebatWvy8vJKMP+1a9dStE6r1SrpXqgxmVJ206aMZjKZlMPHRzldXdO/7VKlZTabpUKVJeec6d6+8pWTzGbJo4ikDNieHl6S2XzvNSBR7D/JYP9xOJPJxP7ziOKzJxnsOw/F/pOMLLb/xNcRfwydHCdrSubKIFeuXNEzzzyjtWvXqnr16rbp06ZN04EDB/TZZ58lWMbPz09Tp05Vq1atbNNWr16tuXPnau/evQ9dZ2xsrI4cOZI+LwAAAAB4DPj7+8v1IUHQoWcs8ufPL5PJlGCg9vXr1xOclYjn5eWV4OxEcvM/KEeOHPL395ezs7OcnJzSVjgAAADwGLBarbJYLMqR4+GxwaHBwtXVVZUrV1ZYWJiaNm0qSbJYLAoLC1P37t0TXaZatWrat2+fevXqZZu2d+9eVatWLUXrdHZ2fmjaAgAAAJA6Dr8qVO/evRUaGqoNGzbo1KlTGj9+vKKjo9W+fXtJ0siRIzVz5kzb/D179tSePXu0dOlSnTp1SnPmzNHvv/+eZBABAAAAkPEcesZCklq0aKHIyEgFBwcrIiJCFStW1OLFi21dmy5fvixn5//LPzVq1NCMGTM0a9YsffDBBypTpozmzp0rHx8fR70EAAAA4LHn0MHbAAAAAB4NDu8KBQAAACD7I1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWsLN69Wo1btxY/v7+CggI0OHDhx1dErKBAwcOaMCAAWrQoIF8fX21c+dOR5eEbGLBggXq0KGDqlevrnr16un111/X6dOnHV0Wsok1a9aodevWqlGjhmrUqKHOnTtr9+7dji4L2dDChQvl6+urKVOmOLqUbI1gAZutW7cqKChIgwYN0oYNG1ShQgX17ds3wZ3RgQdFRUXJ19dX48aNc3QpyGZ++ukndevWTaGhoQoJCdHdu3fVt29fRUVFObo0ZANFixbVW2+9pfXr12vdunWqW7euBg0apJMnTzq6NGQjhw8f1tq1a+Xr6+voUrI9LjcLm4CAAPn7+2vs2LGS7t0FvVGjRurRo4deffVVB1eH7MLX11dz585V06ZNHV0KsqHIyEjVq1dPq1atUq1atRxdDrKh2rVr6+2331ZAQICjS0E2cPv2bbVv317jxo3TvHnzVKFCBY0ZM8bRZWVbnLGAJCk2NlZHjx5V/fr1bdOcnZ1Vv359HTp0yIGVAXic/Pfff5KkvHnzOrgSZDdms1lbtmxRVFSUqlev7uhykE1MnDhRjRo1sjv+Qdo5/M7byBpu3Lghs9msggUL2k0vWLAg/Z0BZAqLxaL33ntPNWrUkI+Pj6PLQTZx/PhxdenSRXfu3JGHh4fmzp2rJ5980tFlIRvYsmWL/vjjD33++eeOLuWRQbAAAGQJEyZM0MmTJ7VmzRpHl4JspGzZstq4caP+++8/7dixQ6NGjdKqVasIF0jW5cuXNWXKFC1dulQ5c+Z0dDmPDIIFJEn58+eXyWRKMFD7+vXr8vLyclBVAB4XEydO1K5du7Rq1SoVLVrU0eUgG3F1dVXp0qUlSX5+fjpy5IhWrFihiRMnOrgyZGVHjx7V9evX1b59e9s0s9msAwcOaPXq1Tpy5IhMJpMDK8yeCBaQdO+DuXLlygoLC7MNurVYLAoLC1P37t0dXB2AR5XVatWkSZP09ddfa+XKlSpZsqSjS0I2Z7FYFBsb6+gykMXVrVtXmzdvtps2evRolStXTv379ydUpBHBAja9e/fWqFGj5OfnpypVqmj58uWKjo62S/NAYm7fvq3z58/bHoeHh+vYsWPKmzevnnjiCQdWhqxuwoQJ+vLLL/Xxxx8rV65cioiIkCTlzp1bbm5uDq4OWd3MmTP1zDPPqFixYrp9+7a+/PJL/fTTT1qyZImjS0MW5+npmWAsl4eHh/Lly8cYLwMIFrBp0aKFIiMjFRwcrIiICFWsWFGLFy+mKxQe6vfff1fPnj1tj4OCgiRJ7dq109SpUx1VFrKBTz75RJLUo0cPu+lBQUH8qIGHun79ukaNGqWrV68qd+7c8vX11ZIlS/T00087ujTgscR9LAAAAAAYxn0sAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAA6c7X11c7d+50dBkAgExEsAAApFpERIQmTZqkJk2ayM/PT40aNdKAAQMUFhaW7uvav3+/fH199e+//6Z72wCA9JPD0QUAALKX8PBwde3aVXny5NHIkSPl4+Oju3fv6ocfftCECRO0fft2R5eYKKvVKrPZrBw5+OoDgIzAGQsAQKpMmDBBTk5O+uyzz9SsWTOVLVtW5cuXV+/evRUaGppg/sTOOBw7dky+vr4KDw+XJF28eFEDBgxQrVq1VK1aNbVs2VK7d+9WeHi4evbsKUmqVauWfH19FRgYKEmyWCxasGCBGjdurCpVqqhNmzZ2oSZ+vbt371b79u3l7++vgwcPZuSmAYDHGj/bAABS7J9//tGePXs0fPhweXh4JHg+T548aWp34sSJiouL06pVq+Th4aG//vpLHh4eKlasmObMmaM33nhD27dvl6enp9zc3CRJCxYs0KZNmzRhwgSVKVNGBw4c0Ntvv60CBQqodu3atrZnzpypUaNGqWTJkmmuDwDwcAQLAECKnT9/XlarVeXKlUvXdi9duqRmzZrJ19dXklSyZEnbc3nz5pUkFSxY0BYMYmNjtWDBAoWEhKh69eq2ZQ4ePKhPP/3ULlgMGTJETz/9dLrWCwBIiGABAEgxq9WaIe327NlT48eP1w8//KD69evrhRdeUIUKFZKc/9y5c4qOjlafPn3spsfFxalixYp20/z9/TOkZgCAPYIFACDFSpcuLScnJ50+fTrFyzg73xvOd38oiYuLs5snICBADRo00K5du/Tjjz9q4cKFGjVqlHr06JFom1FRUZLudYcqUqSI3XOurq52j93d3VNcKwAg7Ri8DQBIsXz58qlBgwZavXq17eD+foldErZAgQKS7l2iNt6ff/6ZYL5ixYqpa9eu+uijj+wGgru4uEiSzGazbV5vb2+5urrq0qVLKl26tN2/YsWKGXuRAIA0IVgAAFJl3LhxslgsCggI0I4dO3T27FmdOnVKK1asUOfOnRPMX6pUKdsg7LNnz2rXrl1aunSp3TxTpkzRnj17dOHCBR09elT79++Xt7e3JKl48eJycnLSrl27FBkZqdu3b8vT01N9+vRRUFCQNmzYoPPnz+vo0aNauXKlNmzYkCnbAQBgj65QAIBUKVmypNavX6/58+fr/fff19WrV1WgQAFVrlxZ48ePTzC/i4uLZs6cqfHjx6tNmzby9/fXsGHDNHToUNs8FotFEydO1N9//y1PT081bNhQo0ePliQVKVJEb7zxhmbOnKnRo0frpZde0tSpUzVs2DAVKFBACxYsUHh4uHLnzq1KlSppwIABmbUpAAD3cbJm1Eg8AAAAAI8NukIBAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAM+3+Hxms2YfOKaQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"===== Cluster profile — K=2 =====\n",
" n_accounts aum_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",
"0 325 91586.099 0.786 4.452 1872.0 48.347 0.637 0.073 1.00 0.0 0.054 -0.041\n",
"1 102 47913.297 0.154 2.652 24.0 35.523 0.381 0.347 0.17 2.0 0.024 -0.025\n",
"\n",
"===== Cluster profile — K=5 =====\n",
" n_accounts aum_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",
"3 137 62616.679 0.777 5.471 1448.0 40.857 0.688 0.245 1.000 0.0 0.009 0.005\n",
"4 124 161746.356 0.926 5.155 4935.5 57.100 0.620 0.037 1.000 0.0 0.158 -0.140\n",
"0 67 58391.143 0.557 1.488 819.0 52.905 0.567 -0.487 1.000 0.0 0.002 -0.024\n",
"2 62 31466.909 0.372 4.383 90.5 32.149 0.434 0.287 0.077 1.0 0.042 -0.034\n",
"1 37 71234.484 0.043 1.389 4.0 42.429 0.250 0.557 0.303 19.0 -0.000 -0.012\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 6a. Account selection — AUM > €5M as of October 2025\n",
"ref_date = pd.Timestamp(\"2025-10-01\")\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\"Selected accounts (AUM > €5M): {len(selected_accounts)}\")\n",
"\n",
"df_month_top400 = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n",
"\n",
"# ── 6b. Feature engineering ───────────────────────────────────────────────\n",
"dfc_top400 = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n",
"\n",
"dfc_top400[\"aum_qty_mean\"] = np.log1p(dfc_top400[\"aum_qty_mean\"].clip(lower=0))\n",
"dfc_top400[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_top400[\"gross_flow_qty_mean\"].clip(lower=0))\n",
"dfc_top400[\"gross_flow_to_aum\"] = dfc_top400[\"gross_flow_qty_sum\"] / (dfc_top400[\"aum_qty_mean\"].abs() + EPS)\n",
"dfc_top400[\"flow_direction_balance\"] = np.where(\n",
" dfc_top400[\"gross_flow_qty_sum\"] > 0,\n",
" dfc_top400[\"net_flow_qty_sum\"] / dfc_top400[\"gross_flow_qty_sum\"], np.nan\n",
")\n",
"dfc_top400[\"exit_rate_per_isin\"] = np.where(\n",
" dfc_top400[\"n_isin_total\"] > 0,\n",
" dfc_top400[\"full_exit_count\"] / dfc_top400[\"n_isin_total\"], np.nan\n",
")\n",
"dfc_top400[\"aum_drawdown_last\"] = dfc_top400[\"aum_drawdown_last\"].clip(0, 1)\n",
"dfc_top400[\"aum_final_to_peak\"] = np.where(\n",
" dfc_top400[\"aum_qty_max\"] > 0,\n",
" (dfc_top400[\"aum_qty_last\"] / dfc_top400[\"aum_qty_max\"]).clip(0, 1), np.nan\n",
")\n",
"\n",
"# Performance reactivity features — viable on large accounts (denser time series)\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_top400.groupby(ID_COL):\n",
" g = g.sort_values(\"month\")\n",
" rows_corr.append({\n",
" ID_COL: acc,\n",
" \"corr_flow_fund_lag3\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"ret_fund_m\"].values, 3),\n",
" \"corr_flow_fund_lag6\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"ret_fund_m\"].values, 6),\n",
" \"corr_flow_rate_lag3\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"delta_rate_m\"].values, 3),\n",
" })\n",
"df_corr_top400 = pd.DataFrame(rows_corr)\n",
"dfc_top400 = dfc_top400.merge(df_corr_top400, on=ID_COL, how=\"left\")\n",
"\n",
"# Recency feature\n",
"dfc_top400 = add_months_since_last_tx(dfc_top400, df_month_top400, ID_COL)\n",
"\n",
"# Quality filters\n",
"dfc_top400 = dfc_top400[\n",
" (dfc_top400[\"n_months\"] >= 6) & (dfc_top400[\"aum_qty_mean\"] > 0)\n",
"].copy()\n",
"\n",
"# Geographic grouping\n",
"top_countries_t = dfc_top400[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n",
"top_regions_t = dfc_top400[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n",
"dfc_top400[\"country_grp\"] = np.where(dfc_top400[\"country\"].isin(top_countries_t), dfc_top400[\"country\"], \"Other\")\n",
"dfc_top400[\"region_grp\"] = np.where(dfc_top400[\"region\"].isin(top_regions_t), dfc_top400[\"region\"], \"Other\")\n",
"\n",
"print(f\"Accounts after quality filters: {len(dfc_top400)}\")\n",
"\n",
"# ── 6c. Feature selection ─────────────────────────────────────────────────\n",
"# Removed vs initial set:\n",
"# flow_to_aum_vol : EXTREME values (max 2.5e13), ratio~0 — no discriminant power\n",
"# activity_intensity : highly redundant with n_tx_total (corr=0.98)\n",
"# avg_n_isin_held : highly redundant with n_isin_total (corr=0.91)\n",
"base_features_top400 = [\n",
" \"aum_qty_mean\",\n",
" \"flow_freq\",\n",
" \"gross_flow_to_aum\",\n",
" \"n_tx_total\",\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_top400 = [c for c in base_features_top400 if c in dfc_top400.columns]\n",
"print(f\"Feature set: {len(all_features_top400)} features\")\n",
"print(all_features_top400)\n",
"\n",
"# ── 6d. Preprocessing — MAD winsorization + RobustScaler ─────────────────\n",
"dfc_top400_clean = dfc_top400.copy()\n",
"\n",
"# Impute NaN with 0 (absence of activity = neutral)\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_top400_clean.columns:\n",
" dfc_top400_clean[col] = dfc_top400_clean[col].fillna(0)\n",
"\n",
"# MAD 3-sigma clip\n",
"for col in [\"n_isin_total\", \"exit_rate_per_isin\", \"avg_holding_months_per_isin\",\n",
" \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n",
" if col in dfc_top400_clean.columns:\n",
" dfc_top400_clean[col] = winsorize_mad(dfc_top400_clean[col], n_sigma=3)\n",
"\n",
"# Clip p90 + log-transform (heavy right tails / asymmetric distributions)\n",
"for col, p_clip in [\n",
" (\"gross_flow_to_aum\", 90),\n",
"]:\n",
" if col in dfc_top400_clean.columns:\n",
" vals = dfc_top400_clean[col].to_numpy(dtype=float)\n",
" dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, p_clip)))\n",
"\n",
"for col in [\"flow_freq\", \"n_tx_total\"]:\n",
" if col in dfc_top400_clean.columns:\n",
" vals = dfc_top400_clean[col].to_numpy(dtype=float)\n",
" dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, None))\n",
"\n",
"# months_since_last_tx : MAD~0 (64% zeros) → log-transform before scaling\n",
"# so RobustScaler can normalize the right tail (values 1-54)\n",
"col = \"months_since_last_tx\"\n",
"if col in dfc_top400_clean.columns:\n",
" vals = dfc_top400_clean[col].to_numpy(dtype=float)\n",
" dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, None))\n",
"\n",
"# MAD 3-sigma clip for log-scale variables\n",
"for col in [\"aum_qty_mean\"]:\n",
" if col in dfc_top400_clean.columns:\n",
" dfc_top400_clean[col] = winsorize_mad(dfc_top400_clean[col], n_sigma=3)\n",
"\n",
"# Build X\n",
"X_top400 = dfc_top400_clean[all_features_top400].copy()\n",
"X_top400 = X_top400.loc[:, ~X_top400.columns.duplicated()]\n",
"X_top400 = X_top400.replace([np.inf, -np.inf], np.nan).fillna(X_top400.median())\n",
"\n",
"scaler_top400 = RobustScaler()\n",
"X_top400_scaled = scaler_top400.fit_transform(X_top400)\n",
"\n",
"# Scaling diagnostic\n",
"X_df_t = pd.DataFrame(X_top400_scaled, columns=X_top400.columns)\n",
"extreme = (X_df_t.abs() > 5).any(axis=1).sum()\n",
"print(f\"Accounts: {X_top400.shape[0]} | Features: {X_top400.shape[1]}\")\n",
"print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df_t):.1%})\")\n",
"\n",
"extreme_by_feat = (X_df_t.abs() > 5).sum().sort_values(ascending=False)\n",
"if extreme_by_feat[extreme_by_feat > 0].shape[0] > 0:\n",
" print(\"Features with extreme values after scaling:\")\n",
" print(extreme_by_feat[extreme_by_feat > 0].to_string())\n",
"else:\n",
" print(\"All features clean after scaling.\")\n",
"\n",
"# ── 6e. K-selection ───────────────────────────────────────────────────────\n",
"rows_k = []\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_top400_scaled)\n",
" rows_k.append({\n",
" \"k\": k, \"inertia\": km.inertia_,\n",
" \"silhouette\": silhouette_score(X_top400_scaled, labels),\n",
" \"davies_bouldin\": davies_bouldin_score(X_top400_scaled, labels),\n",
" })\n",
"df_kdiag_top400 = pd.DataFrame(rows_k)\n",
"print(df_kdiag_top400.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_top400[\"k\"], df_kdiag_top400[col], marker=\"o\")\n",
" ax.set_title(title)\n",
" ax.set_xlabel(\"K\")\n",
"plt.suptitle(\"K-selection — Top 400 Accounts\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# ── 6f. Final clustering K=2, 4, 5 ───────────────────────────────────────\n",
"RESULTS_TOP400 = {}\n",
"for k in [2, 4, 5]:\n",
" km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n",
" dfc_top400[f\"cluster_k{k}\"] = km.fit_predict(X_top400_scaled)\n",
" RESULTS_TOP400[k] = {\n",
" \"model\": km,\n",
" \"silhouette\": silhouette_score(X_top400_scaled, dfc_top400[f\"cluster_k{k}\"]),\n",
" \"davies_bouldin\": davies_bouldin_score(X_top400_scaled, dfc_top400[f\"cluster_k{k}\"]),\n",
" }\n",
" print(f\"K={k} | sil={RESULTS_TOP400[k]['silhouette']:.4f} \"\n",
" f\"| db={RESULTS_TOP400[k]['davies_bouldin']:.4f}\")\n",
" counts = dfc_top400[f\"cluster_k{k}\"].value_counts().sort_index()\n",
" props = counts / counts.sum() * 100\n",
" print(pd.DataFrame({\"n_accounts\": counts, \"pct\": props.round(1)}))\n",
" print()\n",
"\n",
"# ── 6g. Profile variables for visualization ───────────────────────────────\n",
"profile_vars_top400 = [\n",
" \"aum_qty_mean\",\n",
" \"gross_flow_to_aum\",\n",
" \"flow_freq\",\n",
" \"n_tx_total\",\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_top400 = [c for c in profile_vars_top400 if c in dfc_top400.columns]\n",
"\n",
"for k in [2, 5]:\n",
" prof = plot_heatmap(\n",
" dfc_top400, profile_vars_top400, f\"cluster_k{k}\",\n",
" title=f\"Cluster Signatures — Top 400 Accounts (K={k}, robust z-score)\",\n",
" figsize=(16, 4)\n",
" )\n",
" print(f\"\\n=== Cluster medians — K={k} ===\")\n",
" print(prof.round(3).to_string())\n",
"\n",
"# ── 6h. 2D behavioral segmentation ───────────────────────────────────────\n",
"thr_int = dfc_top400[\"gross_flow_to_aum\"].median()\n",
"thr_freq = dfc_top400[\"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_top400[\"seg_2D\"] = dfc_top400.apply(quadrant, axis=1)\n",
"print(dfc_top400[\"seg_2D\"].value_counts())\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"for name, g in dfc_top400.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 (share of active months)\")\n",
"plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n",
"plt.title(\"2D Behavioral Segmentation — Top 400 Accounts\")\n",
"plt.legend(markerscale=2)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# ── 6i. Churn analysis ────────────────────────────────────────────────────\n",
"dfc_top400[\"churn_hard\"] = (dfc_top400[\"aum_final_to_peak\"] < 0.10).astype(int)\n",
"dfc_top400[\"churn_soft\"] = (\n",
" (dfc_top400[\"aum_final_to_peak\"] < 0.40) &\n",
" (dfc_top400[\"aum_drawdown_last\"] > 0.40)\n",
").astype(int)\n",
"dfc_top400[\"churn_warning\"] = (\n",
" (dfc_top400[\"flow_direction_balance\"] < 0) &\n",
" (dfc_top400[\"aum_drawdown_last\"] > 0.20)\n",
").astype(int)\n",
"\n",
"print(\"\\n=== Overall churn rates ===\")\n",
"print(dfc_top400[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n",
"\n",
"for k in [2, 5]:\n",
" churn_profile = (\n",
" dfc_top400.groupby(f\"cluster_k{k}\")\n",
" .agg(\n",
" n_accounts = (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 rates by 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 Rates by Cluster — Top 400 Accounts (K={k})\")\n",
" plt.ylabel(\"Rate\")\n",
" plt.xlabel(\"Cluster\")\n",
" plt.xticks(rotation=0)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"# ── 6j. Full cluster profile table ────────────────────────────────────────\n",
"for k in [2, 5]:\n",
" print(f\"\\n===== Cluster profile — K={k} =====\")\n",
" prof = (\n",
" dfc_top400.groupby(f\"cluster_k{k}\")\n",
" .agg(\n",
" n_accounts = (ID_COL, \"count\"),\n",
" aum_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_accounts\", ascending=False)\n",
" )\n",
" print(prof.round(3).to_string())\n",
"\n",
"# ── 6k. Inter-cluster distance matrix ─────────────────────────────────────\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",
" idx = np.random.default_rng(42).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",
" for b in np.cumsum(np.unique(labels_sub, return_counts=True)[1])[:-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_top400_scaled,\n",
" dfc_top400[\"cluster_k5\"].values,\n",
" title=\"Inter-cluster Distance Matrix — Top 400 Accounts (K=5)\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "b394752d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selected accounts (AUM > €5M): 431\n"
]
}
],
"source": [
"ref_date = pd.Timestamp(\"2025-10-01\") # first day of month (panel convention)\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\"Selected accounts (AUM > €5M): {len(selected_accounts)}\")"
]
},
{
"cell_type": "markdown",
"id": "078c2442",
"metadata": {},
"source": [
"---\n",
"### 6h. Visualization — Top 400 Accounts\n",
"\n",
"The 2D intensity-frequency space provides an intuitive view of behavioral profiles. The churn analysis links clusters to concrete retention risk signals.\n"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "715c7165",
"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": {
"image/png": 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",
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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N6erVq5fj91YirROIPiIBAQGCtbW1wjJvb2/B2tpa+PXXX5XKJycnKy379ttvhfr16wupqamCIAhCWlqa0LRpU6Fbt27iMkEQhJ07dwrW1taCt7e3uCwmJkawtrYW9u7dKy7z8/MTrK2thVWrVimsp3v37kKPHj3Ex8eOHROsra2FzZs3i8ukUqng6+urVKcqly5dEqytrYVLly4pbXtQUJC4LDU1VWjWrJkwfvx4cVlERITKdchkMqF9+/bC0KFDBZlMJi5PTk4WWrduLQwZMkRctmLFCsHa2lqYNm2aQh3jxo0TGjduLD7etGmTYG1tLcTHx6vdFlXtqKpvBUEQHj58KFhbWws7duxQWD569GihVatWCnGre+22bdsUls+ZM0dwcnIS94/vv/9ecHZ2FjIyMtTWlRd+fn6Ck5OT0nJra2uhbt26wv379xWWT58+XWjWrJmQkJCgsHzSpElCw4YNxTg3b94sWFtbC0eOHBHLJCUlCe3atVPaN1q1aiX4+fkpxeDt7a2wT+/fv1+oW7eucOXKFYVyv/76q2BtbS2Eh4crxG9nZyc8efJEXBYZGanUxlOnThXq1q0rREREKK1f3l+//fabYG1tLURFRYnPpaWlCa6urirjzurChQuCtbW1cPr06Vy3T95mv//+u8J6+vXrJzg5OQnv3r0TBKHg78+jR48q9YFcq1atBGtra+Hs2bNKz6n6jBo6dKjQpk0blXVk7af4+HjB3t5eWLhwobisa9euwsiRI3OMVdU6Dx06pFS/Jv2Y03bnty/knw+NGzcWXr9+LZY9efKkQr+/efNGsLa2FtavX5/j9srZ2dkJs2fP1qgsEdGn5t27d4K1tbUwZswYjV+j6XmBn5+f0KpVK6XXy88ts9ep6lxp7969grW1tTB48GCFc7/58+cLtra2wtu3b3OMVX6+vnTpUpXPZY1Pk/NCeTwRERHCy5cvBS8vL6FNmzZCbGxsjnEIgiAsW7ZMsLOzUzjGpaamCi4uLgrn2Q0bNhQCAgJyrU8Tqs69u3XrJjRt2lR49eqVuCwyMlKoW7euMHXqVIV47e3tFdo4Pj5eqFevnrBixQpxmabnF/K2i4mJEZd5eXkpnDPIFcb54tu3b4UGDRoIffr0EVJSUhSey7pvZd8vVH0XEwTlttX0/ETdNq9evVpwcnISHj16pLB86dKlgq2trfDs2TOF9To7Oyt97xozZozg5eWV4/o14eTklGs7Z5WamipIpVKFZTExMYK9vb3Cd2V5W3bq1Enh+/eWLVsEa2tr4a+//hIEIW/f09VJTk4WWrZsKSxbtkxh3UePHlVZ/ttvvxUcHR013maiguL0CPRJMDY2VjmJe9Zf0N+/f4+EhAS4uLggOTlZvGzp9u3biI+PR//+/RXm/+nRowdKly6tcQwDBgxQeNywYUOFS3TPnTsHIyMj9O3bV1xmYGCgNJour0xMTBTm+DU2NoaDgwNiYmJyfW1kZCQeP36MLl264NWrV0hISEBCQgKSkpLQtGlTXLlyReEyHADo37+/wmMXFxe8fv0a79+/BwCUKVMGQOblSNlfmx9WVlaoX7++wuU8r1+/Fn8Jz+nyHSsrK9ja2uLIkSPiMqlUimPHjqF169bi/lGmTBkkJycrXEJeWBo1aoQ6deqIjwVBwPHjx9G6dWsIgiD2QUJCAtzd3fHu3TvxMrizZ8+iYsWK6Nixo/j6kiVLKuxTeRUcHIzatWujVq1aCutu0qQJAChdAubm5qYweqRu3bowNTUV9zeZTIaTJ0+iVatWcHBwUFqfvL86deqE4sWLK/Tr+fPn8erVqxxHTwMQL7OT72s5kbdZ586dxWVGRkbw8fFBUlISrly5AqDw3p9y1apVQ/PmzZWWZ/2MevfuHRISEtC4cWPExMTg3bt3CmXr1KmjcEmXmZkZrKysFN7rZcqUwf379/H48WO1sWRdZ2pqKhISElC/fn0AEPc1TfsxLzTtCzlPT0+ULVtWfCzfdvn2lihRAkZGRrh8+TLevHmT6/rLli2b6yWaRESfKvl5XKlSpfL0utzOC/Ij+7lSVvIrk+RcXFwglUpzHT0nl/18XZW8nBe+ePEC3t7eSE9PR2BgICwsLHJ9jaenJ9LT03H8+HFxWWhoKN6+fSteBSaP4+bNm3jx4kWudebVy5cvERkZiR49eihcyVa3bl24ubnhzJkz4rJu3bohLS0NwcHB4rIjR44gIyND4ZxNk/OLvCqM88XQ0FAkJiZi5MiRSnMla2Pe+7yen2QXHByMhg0bokyZMgrn5m5ubpBKpUrnS+3bt4eZmZnCsjJlyuDvv/9WmlaqsBkbG8PAIDMFJZVK8erVK5iYmMDKygp//vmnUvmePXsqfP/Ofq6nje/pv/zyC9LT0zFq1CiNypcpUwYpKSlK0/8RFRZOj0CfhMqVK6uccP3+/ftYvnw5Ll26JJ6MyskTIs+ePQOQOU9XVkZGRqhevbpG6y9evLjSwbJs2bIKB+pnz56hYsWKSjdIU3f5lKY+++wzpROMsmXL4q+//sr1tfLETk6XgL97904hcVK1alWF5+UnQm/evIGpqSk8PT2xe/duzJw5E8uWLUPTpk3Rrl07dOzYUTyI51W3bt3w3Xff4enTp7CwsEBwcDDS09NzvSEdkHli/MMPP+DFixeoXLkyLl++jPj4eHTq1Eks88UXX+Do0aMYMWIEKleujGbNmqFTp05o0aJFvuLNSdZLtoHMy+nevn2LnTt3YufOnSpfI5+r7enTp6hRo4ZSf8svtc+PJ0+e4MGDB2on24+Pj1d4rOoypLJly4qXLSYkJOD9+/fi5frqlClTBq1atcKhQ4cwceJEAJmXulWuXFlMGOdG0OBOz/I2y77vyS/hl7//C+v9KZe93+XCw8OxcuVK3LhxQ+nk8N27dwonpOraPuvnzIQJEzB27Fh06NAB1tbWcHd3R7du3VC3bl2xzOvXr7Fq1SocOXJEqX/ln4ua9mNeaNoXctm3V/45JN/XjI2NMWXKFCxatAjNmjVD/fr10bJlS3Tv3l1hOhQ5QRB4EzIiIjVMTU0BAImJiXl6XW7nBfmh7pgJqD8P1WR9xYoVw2effZZrubycF37zzTcoVqwYjhw5ovLYo0rdunVRq1YtHD16FH369AGQmQQtX768wjnQlClT4O/vj5YtW8LOzg4eHh7o3r27xt9PciI/5qo6h6xduzbOnz8v3qitdu3acHBwwMGDB8V4Dx48CCcnJ4XvT5qcX+RVYZwvRkdHA4BWz3Gyyuv5SXZPnjzBX3/9pfbcPPsczqreLyNGjMCFCxfQp08f1KhRA82aNUPnzp3FafIKi0wmw9atW7Fjxw7ExsYq3N8l648Dcrm9nwv6PT02NhYbNmzArFmzNP5BSr6/8JyRPhQmbemToGpOqrdv38Lb2xumpqaYMGECLC0tUbx4cdy5cwdLly7VyihQOUNDQ63V9SHXLT8oTZ06Fba2tirLmJiYKDxWl3iV11WiRAkEBgYiLCwMISEhOHfuHI4cOYKdO3di48aN+YrXy8sLCxYswMGDBzF69GgcOHAA9vb24hyaOenUqROWLVuGo0ePYvDgwTh69ChKly6tcOJtbm6O/fv34/z58zh79izOnj2Lffv2oXv37li0aFGe481J9n1Vvh927dpVaW4zuew36SgIqVSq0AcymQzW1taYNm2ayvLZv9yo6z9NEqjZde/eHcHBwbh27Rqsra1x+vRpDBgwINfkvnyOvIJ8IfzQVH1GRUdHY/DgwahVqxb8/f1RpUoVGBkZ4cyZM9i8ebPSZ5Qm751GjRrhxIkTOHXqFEJDQ7Fnzx5s2bIFAQEB4hetiRMn4vr16xg2bBhsbW1hYmICmUyG4cOH56sfC4sm+9rgwYPRunVrnDx5EufPn8dPP/2EX375BVu2bFGaw+7t27f5nl+RiOhjZ2pqikqVKuH+/ft5ep0mn9Xqkh+qbgwMqD5myuV2HpqTrKMAc5KX88L27dtj//792Lp1K77++utc65bz9PTEmjVrkJCQAFNTU5w+fRpeXl4oVqyYQhkXFxecOHECoaGh2LBhA9atW4eVK1fCw8ND43VpQ/fu3TFv3jz8/fffSEtLw40bN5RuBlxY5xf6cr6obj9W9Z0yL+cnqupr1qwZhg8frvL5mjVrKjxW9X6pXbs2goODxe9ix48fx44dOzBu3DiFGzFr25o1a/DTTz+hV69e+Oqrr1C2bFkYGBhg/vz5KveBgryfNbFixQpUrlwZjRs3Fq+A/eeffwBkJr9jY2NRtWpVhTjevn2LkiVL5vg5RKRNTNrSJ+vy5cviL76NGjUSl2e/q7j8F74nT54o/KKZnp6O2NhYhRFqBVG1alWEhYUhOTlZYTSf/NfewqTuJEP+C6WpqSnc3Ny0tj4DAwM0bdoUTZs2xbRp07BmzRr8+OOPCAsLU7uenH7NLFeuHFq2bImDBw+iS5cuuHbtGqZPn65RLNWrV4ejoyOOHj0Kb29vHD9+HG3btlUamW1sbIzWrVujdevWkMlkmDNnDnbu3ImxY8cq/bqrTWZmZihVqhRkMlmufWBhYYF79+4pjRh89OiRUll1o1yePXum8Mu0paUl7t69i6ZNm2rlF2UzMzOYmppq9KWvefPmMDMzw8GDB1G/fn0kJydrNHpanqzP/l5WxcLCAn/99RdkMpnCCZl8ehT5+7+g78/8tN3p06eRlpaG//3vfwojDbJPSZFX5cqVQ69evdCrVy8kJibC29sbK1euRJ8+ffDmzRtcvHgR48ePx5dffim+Jvt0Cpr2Y162W9O+yCtLS0sMHToUQ4cOxePHj9G9e3ds3LgRS5cuFcu8ePEC6enpam+SRkREQKtWrbBz505cv35dvLmUNpQpU0btOYm+0vS80NvbG5aWllixYgVKly6NkSNHalS/p6cnVq1ahePHj6NChQp4//49vLy8lMpVqlQJAwcOxMCBAxEfH48ePXpgzZo1BU7ayo+5qs4hHz58iPLlyysM3PD09MTChQtx6NAhpKSkwMjISOGqNU3PL9TJ6XxC2+eL8quo7t+/n6dzfPko0OyjhtVNzZHb+Ym6bba0tERSUlKBv5uZmJjA09MTnp6eSEtLw/jx47FmzRqMGjVKaVoIbTl27BhcXV0xf/58heX5/eG8oN/Tnz9/jidPnqBt27ZKzwUEBAAArly5ojCFRmxsrEYDg4i0hXPa0idLnhTI+ktdWloaduzYoVDO3t4eZmZm+O2335CWliYuDwoK0upIPnd3d6Snp2PXrl3iMplMhsDAQK2tQx15Eir79tjb28PS0hIbN25UeTlc9stvNPH69WulZfJRvFnbV9MY5bp164aoqCgsXrwYhoaGKk9s1fH09MSNGzewd+9evHr1SuEkE4DSPJcGBgbi6FZ5zOnp6Xjw4AFevnyp8Xo1YWhoiA4dOuDYsWO4d++e0vNZ+6BFixZ4+fKlwpxiycnJCvuUXPXq1XHz5k2FNv/jjz/w/PlzhXKdOnXCixcvVNaRkpKCpKSkPG2PgYEB2rZtiz/++AO3bt1Sej7r+7FYsWLw8vLC0aNHsW/fPlhbW2v0I0nlypVRpUoV3L59O9eyLVq0QFxcnMK8xhkZGdi2bRtMTEzEH3QK+v6U7795ufxPPjopa5u8e/cOe/fu1biO7LLvy6VKlYKlpaW4H6gbEbVlyxaFx5r2Y162W9O+0FRycjJSU1MVlllaWqJUqVJKnzXyfUWbSQgioo/N8OHDYWJigpkzZ4qj0bKKjo5WOl5owtLSEu/evcPdu3fFZS9fvsSJEycKFG9h0eS8MKtx48Zh6NChWLZsmdL3DHVq164Na2trHDlyRJxaIetxUCqVKh1bzc3NUalSJYUYEhIS8ODBgzzPv1mpUiXY2tpi//79Cufe9+7dQ2hoqFJS2MzMDM2bN8eBAwdw8OBBuLu7K0wNp+n5hTolS5ZU+x1A2+eL7u7uKFWqFNauXat0HpHTCE8LCwsYGhoqzSn766+/KjzW9PxE3TZ36tQJ169fx7lz55See/v2LTIyMtTGKJd9HzY2Nkbt2rUhCALS09NzfX1+GRoaKrXh0aNH8z0vc0G/p3/11VdYvXq1wr+vvvoKQObn3erVq5WmRvvzzz/h7Oycr3iJ8oMjbemT1aBBA5QtWxb+/v7w8fGBRCLB77//rnQgMTIywsSJEzFr1iwMGjQInp6eiI2Nxb59+7QyZ5Rc27Zt4ejoiEWLFiE6Ohq1atXC6dOnxfkoC3PeHEtLS5QpUwa//fYbSpUqBRMTEzg6OqJ69er4/vvvMWLECHTu3Bk9e/ZE5cqV8eLFC4SFhcHU1BRr1qzJ07pWr16Nq1evwsPDAxYWFoiPj8eOHTvw2Wef5TiPkp2dHQDg+++/h7u7u1Ji1sPDA+XKlUNwcDBatGgBc3NzjWPq1KkTFi1ahEWLFqFcuXJKv1zPnDkTb968QZMmTVC5cmU8e/YM27dvh62trTgy78WLF/D09ESPHj2wcOHCvDRJrr7++muEhYWhb9++6NOnD+rUqYM3b97gzp07uHjxIi5fvgwg8+YbgYGB8PPzw507d1CxYkX8/vvvKi/f6dOnD44dO4bhw4ejU6dOiI6OxsGDB5XmaO3WrRuOHj2K2bNnIywsDM7OzpBKpXj48CGCg4Oxfv16lTeiysnkyZMRGhoKHx8f9O3bF7Vr10ZcXByCg4OxY8cOhV+zu3fvjm3btiEsLAxTpkzReB1t2rTBiRMncp2ntF+/fti5cyf8/f1x584dWFhY4NixY+JobfkcfgV9f9ra2sLQ0BDr1q3Du3fvYGxsjCZNmuS4nzZr1gxGRkYYPXo0+vfvj8TEROzevRvm5uaIi4vTuC2y8vLyQuPGjWFnZ4dy5crh1q1bOHbsGLy9vQFkjqpv1KgR1q9fj/T0dFSuXBmhoaEqRy1r0o952W5N+0JTjx8/xuDBg9GxY0fUqVMHhoaGOHnyJP755x+lH3UuXLiAqlWr5npJIhHRp8zS0hJLly7FpEmT4OnpiW7dusHa2hppaWm4fv06goODVd74Nzeenp5YunQpvvzyS/j4+CAlJQW//vorrKys8n2DqsKkyXlhdn5+fnj//j3mzp2LUqVKaXzfhRUrVqB48eLo3bu3wlUoiYmJ8PDwQIcOHVC3bl2YmJjgwoULuHXrFvz9/cVygYGBWLVqFbZu3QpXV9c8befUqVMxYsQI9OvXD71790ZKSgq2b9+O0qVLK4yWlevevbt4ab088SWXl/MLVezs7PDrr7/i559/Ro0aNWBmZqYwslKb54umpqaYNm0aZs6cid69e6Nz584oU6YM7t69i5SUFLVTo5UuXRodO3bE9u3bIZFIUL16dYSEhCjN36vp+Ym6bR42bBhOnz6N0aNHo0ePHrCzs0NycjLu3buHY8eO4dSpU0r3Uslu2LBhqFChApydnWFubo6HDx9i+/bt8PDwyPV86/Tp0+IPLOnp6fjrr7/w888/AwBat26dY8K8ZcuWWL16NaZNm4YGDRrg3r17OHjwYL6/Uxf0e3rWG/jKye8X4eDgoDQC9/bt23j9+jXatGmTr3iJ8oNJW/pklS9fHmvWrMGiRYuwfPlylClTBl27dhUPhln169cPUqkUGzZswOLFi2FtbY3//e9/+Omnn7QWj6GhIdauXYt58+YhKCgIBgYGaNeuHcaNG4cBAwYU2mUqQOYBb+HChfjhhx8wZ84cZGRkYMGCBahevTpcXV2xc+dO/Pzzz9i+fTuSkpJQsWJFODo6ol+/fnleV+vWrfH06VNxVGv58uXRuHFjjB8/Pse7fLZv3x4+Pj44fPgwDhw4AEEQFE5sjI2N4enpiR07dmh0IpzVZ599hgYNGuDatWvo06cPjIyMFJ7v2rUrdu3ahR07duDt27eoWLEiOnXqhPHjx+f75ml5UaFCBezevRurV6/GiRMn8Ouvv6JcuXKoU6eOwolpyZIlsXnzZnz33XfYvn07SpQogS5duqBFixZK8141b94c/v7+2LRpE+bPnw97e3vx/ZCVgYEBVq9ejc2bN+P333/HiRMnULJkSVSrVg0+Pj75uslZ5cqVsWvXLvz00084ePAg3r9/j8qVK6NFixZKCWZ7e3t8/vnnePDgQa53Ac6qV69e2L59O8LDw1WekMmVKFEC27Ztw9KlSxEUFIT379/DysoKCxYsUPjiWdD3Z8WKFREQEIC1a9dixowZkEql2Lp1a45J21q1amHFihVYvnw5Fi1ahAoVKmDAgAEwMzPTePqP7Hx8fHD69GmEhoYiLS0NVatWxcSJExU+85YtW4bvvvsOO3bsgCAIaNasGdatW4fmzZsr1KVJP+ZluzXtC0199tln8PLywsWLF3HgwAEYGhqiVq1aWL58OTp06CCWk8lkOHbsGHr37s2bShAR5aJNmzY4cOAANmzYgFOnTuHXX3+FsbExbGxs4O/vj759++a5zvLly2PVqlVYuHAhlixZgmrVqmHy5Ml48uSJXiZt83teGBAQgKSkJEyfPh2lSpVSeUl2Vp6enli+fDmSk5OVrgIrUaIEBgwYgNDQUBw/fhyCIMDS0hKzZ8/GF198oZXtdHNzw/r167FixQqsWLECxYoVQ6NGjfDNN9+oTIi1atUKZcuWhUwmU5nU0vT8QpVx48bh2bNnWL9+PRITE9G4cWOFpK22zxf79OkDc3Nz/PLLL/j5559RrFgx1KpVC4MHD86xvpkzZyIjIwO//fYbjI2N0bFjR0ydOhWdO3cWy2h6fqJum0uWLIlt27Zh7dq1CA4Oxv79+2FqaoqaNWvm+n1Krl+/fjh48CA2bdqEpKQkfPbZZ/Dx8cHYsWNzfe3x48cRFBQkPv7zzz/x559/ituWU9J29OjRSE5OxsGDB3HkyBHUq1cPa9euxbJly3Jdb07bUtjf0+WCg4NRtWpVjW9yR6QNEkGf7ipCREpOnjyJcePGYceOHYV+R8+ibv78+dizZw9CQ0OVLmX5lIWFhcHX1zdfoyz0Qffu3VG2bNk8X3I5aNAgVKpUCUuWLCmkyPj+/BicPHkSX3/9NU6cOIFKlSrpOhwiIqIiKSMjA82bN0erVq2U5iz9EPT5fJGKvrS0NLRu3RojRozAoEGDdB0OfUI4py2RHklJSVF4LJVKsW3bNpiamorTA5BqqampOHDgADp06MCE7Ufk1q1biIyMRPfu3fP82smTJ+Po0aNqbwCRV3x/fpzWrVuHgQMHMmFLRERUACdPnkRCQkK+ztkKSp/OF+njtHfvXhQrVgwDBgzQdSj0ifnop0d4+/YtBg8eDKlUCqlUCl9f33xdtkP0IXz33XdISUlBgwYNkJaWhuPHj+P69euYPHmyynlJCYiPj8eFCxdw7NgxvH79Gr6+vroOibTg3r17uHPnDjZu3IiKFSvC09Mzz3XUr19fo5uRaYrvz4/Tzp07dR0CERFRkXXz5k1xXtN69eqhcePGH2zd+ni+SB+nAQMGMGFLOvHRJ21LlSqFwMBAlCxZEklJSejcuTPatWuH8uXL6zo0IiVNmjTBpk2bEBISgtTUVNSoUQPffvuteJMgUhYVFYUpU6bA3NwcM2fOhK2tra5DIi04duwYVq9eDSsrK/zwww+FOqezpvj+JCIiIlL066+/4sCBA6hbt67Wb8abG308XyQi0qZPak7b169fo2fPntizZ0+ud1QkIiIiIiIiIiIi0gW9n9P2ypUrGD16NNzd3WFjY4OTJ08qlQkMDETr1q3h4OCAPn36ICIiQuH5t2/fomvXrvDw8MCwYcOYsCUiIiIiIiIiIiK9pfdJ26SkJNjY2GD27Nkqnz9y5AgWLFiAcePGISgoCHXr1sWwYcMQHx8vlilTpgwOHDiAU6dO4eDBg/jnn38+VPhEREREREREREREeaL3c9p6eHjAw8ND7fObNm1C37590atXLwBAQEAAQkJCsHfvXowcOVKhbIUKFVC3bl1cvXoVHTt2zHXdMpkMGRkZMDAwgEQiKdiGEBEREVGBCIIAmUyGYsWKwcBA78ce6A2e0xIRERHpD03PafU+aZuTtLQ03LlzB6NGjRKXGRgYwM3NDdevXwcA/PPPPyhRogRMTU3x7t07XL16VeO7/mVkZODWrVuFEjsRERER5Y+DgwOMjY11HUaRwXNaIiIiIv2T2zltkU7avnr1ClKpFObm5grLzc3N8fDhQwDAs2fP8O2330IQBAiCAG9vb9jY2GhUvzzbXa9ePRgaGmo3eBWkUin+/PPPD7Y+0g72W9HDPiuaPqV+S0tLw08//QQA+Oqrr4pscupT6rOPiT73mzw2jrLNG3l7OTg46F2f6hupVIpbt26xrT6gD9XmaWlp+OGHHwAAkydPLrLHVm3gfv7hsc0/PLa5brDdNSNvp9zOaYt00lYTjo6O+P333/P1WvnlY8bGxh8safsh10fawX4rethnRdOn1m8ZGRkAMre3qH6x/NT67GOhz/0mj42X+OeNvL0MDQ31rk/1FdvqwyvsNjc0NBSPrezfTGyHD49t/uGxzXWD7a6Z3M5pi/QwhfLly8PQ0FDhpmMAEB8fjwoVKugoKiIiIiIiIiIiIqL8K9JJW2NjY9jZ2eHixYviMplMhosXL6JBgwY6jIyIiIiIiIiIiIgof/R+eoTExERER0eLj2NjYxEZGYmyZcuiatWqGDJkCPz8/GBvbw9HR0ds2bIFycnJ6Nmzpw6jJiIiIiIiIiIiIsofvU/a3r59G76+vuLjBQsWAAB69OiBhQsXwtPTEwkJCVixYgXi4uJga2uL9evXf9DpEaRSKdLT07VSDwCkpKRw7o8ihP1W9LDPtM/IyIhtSURERERERKQlep+0dXV1xV9//ZVjGW9vb3h7e3+giP4jCAL+/vtvvH79Wmv1FStWDE+ePOENNooQ9lvRwz4rHOXKlcNnn33GNtUCQ0NDeHh4iH8TERFRwfDYSkRERY3eJ231mTxhW6lSJZiYmBQ4USEIApKTk1GyZEkmPYoQ9lvRwz7TLkEQkJSUhJcvXwIAqlSpouOIij5DQ0O0bNlS12EQERF9NHhsJSKiooZJ23ySSqViwtbc3FwrdQqCAJlMhhIlSjCRVISw34oe9pn2lSxZEgDw8uVLVKpUiSNYiIi07I8//sDChQshCAJGjBiBPn366DokIiIiIipETNrmk3wOWxMTEx1HQkSkH+Sfh+np6UzaFpAgCIiLiwMAVKxYkT8uEH3iMjIysHDhQmzduhWmpqbo2bMn2rZti/Lly+s6NKIig8dWIiIqagx0HUBRx4M9EVEmfh5qT3p6Ov73v//hf//7n1ZudElERVtERATq1KmDypUro1SpUmjRogVCQ0N1HRZRkcJjKxERFTUcaUtEREREVIiuXLmCDRs24Pbt24iLi8Pq1avRtm1bhTKBgYHYsGED4uLiULduXXz77bdwdHQEkDn1TOXKlcWylStXxosXLz7oNuRJWBhw7x5gbQ24uhbeawqpPpPbtyG5fRuoW7fgsYSFAUePZv7dqVPO9W3YAFy5AjRqBAwbplxP9u3JvkyTMh9qW/K7Dxw/nnP9WesFMuO5dg0wNATq1cvss+zrlL/m7l3A2DhzWUAAEB+v2NbZt09ef/Z4sparXh24eDGzrrJlgTdvAKkUqFQJqFZNfT3q2jKnNlb1XPZYjI1Vt7m8XGxsZlwWFrA8fBgSAOjSRbEN5O174EDmtllaAm3aqG/X7PtfWtp/cQCK/ZX9+ez7afbn5O8Jc/PMvlVXt7p9bMMGYOvWzL/d3ZXrUPe+UdVmue3zADBjRmabNW0KdO2q1D5mJ08CqamZ+6t8n8y6H+b2vtF0/8hpX8hN9veYJu/jD/1ZpE0FjUtft4vyTl/7UiC1MjIyhKtXrwoZGRlKzyUnJwt//vmnkJycrLX1yWQy4f3794JMJtNanQVhbW0tnDhxQtdh6D196zdN+fn5CWPGjMmxTKtWrYRNmzZpXGdMTIxgbW0t/Pnnn2rL7N27V2jYsKHGdRYGVX2mSeyUs8L4XMwqp8/kj01qaqowZ84cYc6cOUJqaqquw8m3T6nPPib63G/6HFtOQkJChB9++EE4fvy4yvOrw4cPC3Z2dsKePXuE+/fvCzNnzhRcXFyEf/75RxAEQTh69KgQEBAgll+3bp2wfv16jdcvb7ekpCQhNTVV6V96erpCeVVl5P/S0tJyLjt1qpBqZCSkGhkJacWKCcLUqWLZtLQ01fVOnSqkGRkJApD5b+pU9WVVxKBUNksMqUZGmsXw7z/pN9+IcaQXK5ZZl5qyWaWnp+fYFrIs26aybNOmimUbN/6v3mzbk+rjIy6TSSSZ9TZuLGQYGv5XZupUpdfJsrRDRkZGzu0glSqWzR6DfB2alM3ShkplU1OFpKQkIXrQIKX6pVnilUqlqmP491+GgYHYb1IDg//WmeU170xM/ju2/ru/SSWSzLZXU3eGoeF/9apoU3VlZRKJ2nKpTZsql1VX97/7izB1amZZQKGe7OXT5fVOnSrIZDKV7wexbLFi/73nGjfOcdvEsv/2iVLZLLGkZa03a7wq/qVNnSpumwAIaVmfr1ZNsWzWz4jsZbO9T9PS0jLfQ/KyxYqpjqG+jbgvKHz2qGuLLPuk0vs+W7wK9TZunPl5kkNbyD777L/PHkND5c+enD5Pcui7vLzvZVn6QuHzREUbi+/lqVMVy2bfL6dOzXwvy+vN+v7U5LNHw88pqVSq9HxSUpJw6dIlISkpSeG8QSyr5rNKZVk1xy6lz4gc4s1ar/j+1ELZrMfwwiorCDmfG2Qtm5GRIba7JsfwnOrN9XivrbI5HLdSU1M1rjd7WZXH+yz7pybntBJBEARdJ471lVQqxY0bN+Dk5KQ0P2NKSgoePXoEKysrlChRQivrE/69A7uJiUmhX2YcFxeHNWvWICQkBC9evIC5uTlsbW0xaNAgNG3aFABgY2OjciRIfoSFhcHX1xdXrlxBmTJlClyfKq9fv8Z3332HP/74AwYGBmjfvj1mzJiBUqVKFWqcH7LfVImIiMD8+fNx9+5dlCxZEo0aNcIPP/yAYsVyHkjv7++Pt2/f4ueff1ZbJiEhASVLlhRvMpWb2NhYtGnTBvv374etra3KMvv27cP8+fNx9epVjeosDH5+fnj9+jXWrFkj9plUKkVCQgLKly+fa9uRaoXxuZhVTp/JH5u0tDQsWLAAADBt2jQYy0cGFTGfUp99TPS53/Q5Nk2pOr/q06cPHBwcMGvWLACATCaDh4cHfHx8MHLkSFy7dg0bNmzA6tWrAQDz5s2Do6MjunTpotE65e0WHByMjIwMpefr1KmD/v37i48XLVqk9vJxS0tL+Pr6io9/+OEHJCUlqSxb9elTjFi3DtLQUMDVFStXrsSbN29Ulq348iXGZjknWb1kCf5JTFRZtmzZshg/frz4eMOGDXj+/LnKsiaJifhmyRIxhq1btyI6OlplWSMDA0z/tw8AYMcXX+C+fLSZCjNnzhT/3rt3LyIjI9WWnTZvHoz/bdOgtWsRoSZeAJiyeDFKJSVB+ssvOGpggPDYWLVlv1q+HOVevwYAHG/XDhebNVNbdszq1TDfvx9wdcWZM2dw7tw5tWWHDh2KqlWrAgAu7tyJU/fvqy3r7e2NmjVrAgCu7tmD4Lt31Zbt168fPv/8cwDAzZs3cfDgQbVle+/ahbrr1gGurvjzwAHsi4hQW7bb/v1wunEDAHDv88/x68CBassC//XH45o1sWXwYLXl2h4/jmYXLgAAnlativUjR6ot6xESgpYhIQCAlxUr4n/jxqkt2zQ0FO1PnAAAvC5XDj9NnKi2bEMTE3SeOhUAkGhigqX//q1K/Rs30H3/fgBA8tmzWHz6tNqy9e7cQZ/du8XHAXPmqC37+b17+GLHDgCA9JdfsOjxY6SrOTep8fgxBm/eLD5e8s03SFLzfUz+GSG3fOJEvClXTmXZ7J8RP48di7hKlVSWLWtoiInffis+XjdiBJ5ZWKgsK/+MkNs0fz6i09JUljVKS4Ofl5c4Cu+3335DVFSUyrIAMDtLm+7u0wd/2tmpLZv1M2J/9+646eSktqz8MwIADi1ejHA1n8FA5mdE6cOHAVdXnDx5EpcuXVJbdszq1aj077zPIS1b4kzLlmrLDh06FFVjYmDYrBlC3dxwsn17tWUHbd6Mmo8fAwAuN2qEo15easvm5TOiZ8+eqFevHgDgzz//xL59+9SW7dKlC+rXrw8AuH//Pnbu3Km2bMeOHeHi4gIAePz4MbZv3662bF4+I5o3bw4PDw8AmfmYtWvXqi3bpEkT8Tzh9evXWLVqldqyDRs2RKd/R/UnJibixx9/VFvW0dERXbt2BZD5fWPx4sVqy9ra2qJXr17i4++//15t2aznEVKpFIsXL4ZUKlVZNi/nEVWqVMGwLFee5HQeUaFCBYwePVp8vGbNGvzzzz8qyyqcR4SFYePmzeo/I0xMMHnyZPFxjucRRkbw8/MTH+f0GVGsWDF07Ngx13NaZib0QExCEvZff4q496koW1yCPo1qwtJc80RjXsXGxmLAgAEoU6YMpk6dCmtra2RkZOD8+fMICAhAcHBwoa27oARBgFQqVZlUmzJlCuLi4rBp0yakp6dj+vTpmDVrFpYtW6aDSP+Tnp4OIyOjQqt/0qRJqFmzJvbu3QuZTIbLly9rrW4zMzOt1aXvDA0NUbFiRV2HoTekUikkEgkMDDj1ORFRYUpLS8OdO3cwatQocZmBgQHc3Nxw/fp1AJlfsu7fv48XL17A1NQUZ8+exdixY7UWw9u3b3Hj34QXkJk0Vuf9+/cKZVUlgbOLPnkSCcWLI01NIkSVdDUJWyCzzbLGoO7LnqoY3r9/r7aMkMN2q5I1htf/Jk41kZhDwjarhOBgvP93igxtkbfD33//nWO5e/fu4eXLlwCAVzkkbAEgKipK3P6EHBK2APDw4UMk/tu3MTExGsf7NoeE7ccuVU1yIDcxOSRsCyIhODhzmgE9JktOzvdrMxISAFNTtc/L90kg87NT11Kjo4EKFXIsI49Z/p7Whnv37iEjNBRWWqsxU14+Ix4/fiweV549e5Zj2ejoaMjHK+Y2vVBsbKyYb1CX9MuPv//+WzxuvHv3LseyL1++FMvmdoz7559/xLKpqak5lk1ISBDL5nb8fv36tcJxLifZzyNykpfziKSkJIWyOZ1HpKSkKJRNSUlRWzbreYTZyZM5xpuRkaFQb07nETKZTKGsVj4jchyH+4kr7OkR0jKkgv+em0JNv0NCLf/DQu1ph4Va/oeEmn6HBP89N4W0DGnuleTD8OHDhebNmwuJiYlKz71580b8O+vle5cuXRKsra0Vnv/zzz8Fa2trISYmRhAEQYiNjRVGjRoluLi4CPXr1xc8PT2FkJAQ8bLzrP/8/PwEQci83GDNmjVCq1atBAcHB6FLly7C0aNHxXXI1xsSEiL06NFDsLOzEy5duqQUd1RUlGBtbS1ERESIy86cOSPY2NgIf//9t8Zto2o7s7p586YwePBgoXHjxoKzs7MwcOBA4datWwqX2ltbWwuBgYHCqFGjhPr16wsrVqwQBEEQVq9eLTRp0kRwcnISpk+fLixZskTo2rWrQv27du0SOnbsKNjb2wsdOnQQtm/fnmvMbdu2FX777TeNt1FOPj3C+vXrhWbNmgmNGzcW5syZo3CpQPbpEaKiooT+/fsL9vb2QqdOnYTQ0FCF/UTe18eOHRO8vb0FR0dHoUuXLsK1a9fEOrJOjxATEyPY2Ngo9JsgCMKmTZuEli1bKlzyklVQUJDQo0cPwcnJSXBzcxMmT54sXkIqd+/ePWHkyJFCgwYNBCcnJ2HAgAHCkydPhBUrVijtj5cuXVKYHkEqlQrNmzcXAgMDFeq8c+eOYGNjI8TGxgqCkPl+mT59uuDq6io0aNBA8PHxESIjI9W2uXwdhw8fFgYMGCA4ODgIPXv2FB4+fCjcvHlT3KZhw4YJ8fHx4uukUqmwcuVKoXnz5oKdnZ3QtWtX4cyZM+Lz/fr1ExYvXqywrvj4eKFevXrC5cuXBUHIvOxk4cKFgru7u1C/fn2hd+/eCu8leb+cPHlS6NSpk2BrayvExMQIly5dEnr16iXUr19faNiwodCvXz9x+7Pj9Ajak5rK6RFId/S53/Q5Nk1lnx7h77//FqytrRWOlYIgCIsWLRJ69+4tPj558qTQvn37fB335e327t07ISkpSelfSkqKkJGRIf5TVUb+Lzk5WX3Zs2cVL2f+9zLpjNBQISMjQ0hOTlau89/XZL/0OfnsWY1jUKg3WwzyS5RzjCHLa7PGIL+cOWnNGtWXw/9bZ0ZGhpCSkpJjW8iy1Jty7pxi2Wz1y8tm/PKLkHLuXM6XVMunR1B1ObOKsvKY5ZdmqvuXlpYmbltqDjEknT2rcdlUIyMh7dy5/8r+G8P7kBCVZaUGBmK8abnUqzQ9gop+Uzs9Qk71Zr30OQ9lc5weIY9lU9au/a9sLtMNpGepN/38eZXvB7FsHqYxyFo245dfcu7jvEyPkK1sWk5ljXKYHuHffVH8jFizRrFsLlMTKHz2rF2bc9+pet/7++dab67TI2Qt++97WdymnD5PcolX4/f92bO5fp5kbeO0tDQhIzRUo88eadZ65e9PNZ/xCp8neficSktLU3r+3bt3wqVLl4R3796JUw6IZdW8N5LOnlUuq6a9VH1GqNsu+VQB8nrT09Nz3La8lM16DC+ssrmdG2Qtm5qaKrZ7ns8j8nK811bZ0FCVnxFZ+1LTerOXVTo3yLZ/anJOy6RtDgo7aeu/56ZQ0/+QUMNP+V9N/8zErba9evVKsLGxEdasWZNr2bwmbUeOHCkMGTJEuHv3rhAdHS2cPn1auHz5spCRkSEcO3ZMsLa2Fh4+fCi8fPlSePv2rSAIgvDzzz8LHTt2FM6ePStER0cLe/fuFezt7YWwsDCF9Xbp0kU4f/688OTJE+HVq1dKse7evVtwcXFRWJaeni7Y2toKx48fV9imvXv3qt3m3JK2Fy5cEPbv3y9ERUUJUVFRwvTp0wU3NzfhxYsXCknbpk2bCnv27BGio6OFp0+fCr///rvg4OAg7NmzR3j48KGwcuVKwdnZWSFp+/vvvwvNmjUTjh07JkRHRwvHjh0TGjduLOzbt09tvIIgCAsWLBA8PDzEftCUn5+f4OzsLMyaNUuIiooSTp8+LdSvX1/YuXOnWCZr0jYjI0Po0KGDMGTIECEyMlK4cuWK0Lt3b5VJ244dOwp//PGH8PDhQ2H8+PFCq1atxHluss9pO2TIEGHOnDkKsXXp0kX46aef1Ma+e/duISQkRIiOjhauX78u9OvXTxg+fLj4/N9//y00btxY+PLLL4WIiAjh4cOHwp49e4QHDx4I79+/F7766ith8ODBwosXL4SXL18KqampSnPaLly4UBgwYIDCerMvGzx4sDBq1CghIiJCePTokbBw4UKhcePGKvfR7O1z9uxZISoqSujbt6/Qo0cPwdvbW7h69apw584doV27dsKsWbPE123atElwdnYWDh06JDx48EBYvHixYGdnJzx69EgQBEHYvn270LJlS4U5erdt26awbMaMGUK/fv2EK1euCE+ePBHWr18v2Nvbi3Xs3btXsLOzE/r16yeEh4cLDx48EN69eyc0bNhQWLhwofDkyRMhKipK2Ldvn/D06VOV28ekrfYwaUu6pM/9ps+xaSq/SduC+KDtlmXuQgEQhH9/qNf6awqpvqxz2oqv3bpVcZn839ateYsjp1iyzL8pAILg6vrfc97eqtefvXz29WizXfOyLarK5tBmGRkZwnNf39zrz6leda/N8ppUIyOlpK3YdprUrapN8/Mve1/lVLeK7cixHlVtp0nMFgaC4Gacr3bNNZb8tmmVKnnv76yyv6dU/atqoLoedTHl9B7KMidtnvpK3fZqsv/nFm9uMWfn5ZX3erKv284u9z4u6Ge8hnI99hU0Lh1tl74rkudqOuhLTduJ0yPoSHR8En67EgNBzfOCAPx2JQZjW9VBdTMT7a3338sCatWqpbU65Z49e4YOHTrAxsYGAFC9enXxubJlywIAzM3Nxbli09LSsHbtWmzatAkNGjQQXxMeHo6dO3eicePG4usnTJiAZjnM0fXPP/8oXcpfrFgxlC1bFnH/zssDAFZWVihdunS+t1E+36/cd999BxcXF4SHh6Njx47i8s6dOyvM/7J9+3b07t1bXPbll18iNDRU4VKHlStXwt/fH+3/nQ+oevXqiIqKws6dO9GjRw+V8QQFBSEoKAjDhg2Dj48P1q1bhzp16gAANm7ciH379uHQoUNqt6ds2bKYNWsWDA0NUbt2bXh4eODixYvo27evUtnQ0FDExMRg27Zt4jQCkyZNwpAhQ5TKDh06FC3/nQNpwoQJ8PLywpMnT1C7dm2lsr1798acOXPEeTvv3LmDe/fu5TjXbu/evcW/q1evjhkzZqB3795ITExEqVKlEBgYCFNTU/zwww/i1BRWVv9dvFO8eHEYGxujYsWKauch7tq1KzZt2oRnz56hatWqkMlkOHz4MMaMGQMAuHr1KiIiInDx4kVxvlE/Pz+cPHkSx44dQ79+/dTGP3ToUDRv3hwA4Ovri8mTJ2Pz5s1o2LChuH1Z52TasGEDRowYAa9/53/65ptvEBYWhi1btmD27Nno1KkT5s+fj/DwcHH+pUOHDsHLywsSiQTPnj3Dvn378Mcff4h3Hx82bBjOnTuHffv2iXP0pKenY86cOaj77yVvr1+/xrt379CqVStYWloCgMo+JO0zNDQUP2+K6rydRKSZ8uXLw9DQEPHx8QrL4+PjUSGXS1710qJFQM+eebsDc35eU0j1CQsWINLODjYADOrW/e9O6KrkMN+tQhzq7vaeVVhY5p3ur1z5707yctu2ARJJ5v9yfn5Ajx6537FdW+2adVvePAMaWgItO6ova20NDB+u/JyaNns6YQIqjhoFw+PHMxeoaqtFiwB3WyDiCuDYCKhkmxnPtWuAoSFQr17mZftZtzXLvmB49y6avnwJlCgBw2++AeLjFds6e18Bqvsua7nq1YGLFzPrKlsWePMGkEqBSpWAatXU1xMWlnvdWZer25ey1lO9OmBsrNzXWV8bGwtUqwaphQUSDh+G+ZtYGJS+DThnXu4P22JAvAzoNQOITM7cNktLoE0bte2qtP+lpf0XB/BfGfnfWZ/Pvp9mf07+njA3z+xbdXWr2rfl76mtWzMfu7v/V8e9Q0D8caBaMSA2AzBvD/T0V93e/7ZZju9fAHj+HJgxI7PNmjYFunZViE964QKiT56EZdu2med29+4Bd+8q7oc53b0+p8+T7M+p2xdy8+23wOHDysvXr1f8TFIV1717wIkTip9T3t7AwoWZf2vzM15bCnrs0faxi3RHj/uSSVsd+f3GUxhIJJAK6tK2gIFEgv3Xn2J8m8+1tl4hh/UVlK+vL+bMmYPz58/Dzc0N7du3F5M/qjx58gTJyckYOnSowvL09HSlm1g5ODhoJcaCztf7zz//YPny5bh8+TLi4+Mhk8mQnJysNC+Yvb29wuNHjx7hiy++UFjm6OgoTgSflJSE6OhozJgxA99mmTQ/IyNDbZJZJpNh2bJlmDBhAgYOHIjy5ctj4MCBWLt2LZycnHDv3j0xCahOnTp1FBJCFStWxL1791SWffToET777DOFeV8d1cyzJk/cy+sEMufPUZXwa9u2LebOnYsTJ07Ay8sLQUFBcHV1RbVq1dTGffv2baxatQp3797FmzdvxP36+fPnqFOnDiIjI+Hi4lKguYRtbW1Ru3ZtHDp0CCNHjsTly5eRkJAgJuf/+usvJCUlwTXbB3pKSoraicnlsraPubm5ymUJCQkAMufMefnyJZydnRXqcHZ2xt1/540zMzNDs2bNcODAAbi4uCAmJgbXr19HQEAAgMw5p6RSqcIPC0DmDyflstzswcjISCGOcuXKoWfPnhg2bBiaNWuGpk2bolOnTqik5qYPpD2GhobiDzhE9HEzNjaGnZ0dLl68KN50RCaT4eLFi/D29tZxdPnk6pr3Lzz5eU0h1Zdkbw/BySkzESiva+pUIOsNW/z8NKs/L3EMG6Y+MbJ1KzBunPIXyqx1q1qXNtvV1RV4ewQI3QlEAYhaAjSbCLQLUC47bFhmrHlpM1dXwM1N/fMnZgPhyzP/Dt+eue45Ktatql5XVxgCyPHIqq79ciunrs9yqkddv+TUXwXp3+zlpFJEOzvDrGIGsDFLq1QrBlRDZkLe2yVvdea0Tar+zqkuuZzeEznVl+vrhwGxV4H4KMC8DlBNxbbm570zb576+FxdkVC8OCzlny157f/cntfGe13dZ11u+7h8vVluLgUA2L4d+PLL/2LTo0SYqKBx6et2Ud7paV8yaasj/7xPhUQCqB1qi8wf1P95n/NE0nlVo0YNSCQSPHz4ME+vk9+MKGvSN/tdhfv06QN3d3eEhIQgNDQUv/zyC/z8/ODj46OyTvko07Vr14qj/+Sy3ym9ZMmSOcZXoUIFMckll5GRgTdv3mj15lJ+fn54/fo1ZsyYgapVq8LY2Bj9+vVTagsTk7yNjpa3xXfffSfe1VJO3Y2g4uPjERcXJ94xs0+fPkhMTMSQIUPw/fff49ixY9iyZUuO681+QzeJRKKVxH7WZKl8JKu6m5oYGxuje/fu2LdvH9q1a4eDBw9ixowZautOSkrCsGHD4O7ujqVLl6J8+fJ4/vw5hg0bJvZDiRIlCrwNQOZdRg8ePIiRI0fi0KFDcHd3R/ny5QFk3pmzYsWK2Jb11+R/5TaaW1X7ZO0LiUSS401g1MX6/fff49tvv8WhQ4dgbW0tJmCTkpJgaGiIvXv3Ko3azLqvlihRQmnk8YIFC+Dj44Nz587h6NGjWL58OTZt2gSnHO5oS0REihITExV+0IuNjUVkZCTKli2LqlWrYsiQIfDz84O9vT0cHR2xZcsWJCcno2fPnjqMmhTowygcXX+hjL0KhC5XXBa6HLDtojrppc02y+u6s8tpBOPHJK/baeGSmfzO2rbNJmnWpkVdNZdPYzvzKr/vWzUDf3Dv3sf9niMqZEza6kgF0+LILTcmEwRUMC2u1fWWK1cO7u7uCAwMhI+Pj1Jy8e3bt+L0BVnJpx6Ii4sTpzq4q+LusFWqVMGAAQMwYMAALFu2DLt27YKPj4+YpJJKpWLZ2rVrw9jYGM+ePVOYCiE/GjRogLdv3+L27dviKNdLly5BJpOpHQ2aH9euXcPs2bPh4eEBIHNk56tXr3J9nZWVFW7duoXu3buLy27duiX+XaFCBVSqVAkxMTHo2rWrRrGULVsWJUqUwJUrV8TpJQYPHozExERMnjwZrVu31uq2W1lZ4e+//8Y///wjXq6ZdRsKok+fPujcuTN27NgBqVSa4wjDhw8f4vXr15gyZQqqVKkCIHPkbVY2NjYICgpCenq6ytG2RkZGCvuiOp07d8by5ctx+/ZtHDt2TBy5CgB2dnb4559/YGhomOOo4IIyNTVFpUqVcO3aNYX3ybVr1xT6t02bNpg1axbOnTuHQ4cOoVu3buJztra2kEqlSEhIEKdPyIt69eqhXr16GDVqFPr164dDhw4xaVvIBEHAmzdvAGS+19VN40FERcPt27fhm2UE0oIFCwAAPXr0wMKFC+Hp6YmEhASsWLECcXFxsLW1xfr164vm9AgfM10nTXUtPkr9cnXJL221WX7WLefnByxeDEEiwZuyZYFRo1B2wYL8HVv1Ofn773aKpk7NTMDlpl1AZvI7p1Gn9GnJz/tW3XQxuU0jQ0Q5Uj2EjwpdNycLyHLJ2goC0L2BhdbXPXv2bMhkMvTp0wfHjh3D48eP8eDBA2zdulXtPJyWlpaoUqUKVq5cicePHyMkJAQbN25UKDNv3jycO3cOMTExuHPnDsLCwsTL4S0sLCCRSBASEoKEhAQkJibC1NQUQ4cOxYIFCxAUFITo6GjcuXMH27ZtQ1BQUJ62qXbt2mjevDm+/fZbREREIDw8HN999x28vLwURvF27NgRJ06cyLW+e/fuITIyUvwnT1DXrFkTBw4cwIMHD3Dz5k1MmTJFo1Gd3t7e2LNnD4KCgvD48WP8/PPP+OuvvxROFidMmIBffvkFW7duxaNHj/DXX39h79692LRpk8o6jY2N4evri9WrV2Pbtm14/Pgxrl69irt378LExATh4eF5HlGdk2bNmqF69erw8/PD3bt3ER4ejuXLl2ul7tq1a6N+/fpYunQpvLy8cmzTqlWrwsjICNu2bUNMTAxOnTqlNP/twIED8f79e0yePBm3bt3C48ePsX//frE9LCwscP/+fTx8+BAJCQlKI6XlqlWrhgYNGmDGjBmQSqVo3bq1+JybmxucnJwwbtw4nD9/HrGxsbh27Rp+/PFHrSWz5YYNG4Z169bhyJEjePjwIZYuXYq7d+8qJABMTEzQpk0b/PTTT3jw4AE6d+4sPmdlZYUuXbpg6tSpOH78OGJiYhAREYG1a9ciJCRE7XpjYmKwbNkyXL9+HU+fPsX58+fx+PHjQpkTmxSlp6fjp59+wk8//aR2/ySiosPV1RV//fWX0r+F8rn+kHmu8Mcff+D27dvYvXu30pU3RKLYq8DN3zL//5DM6+RtuT6sOyxMTGSmFyuGnyZOxE8lSyL9woW8x+DnBzRpknkJeJMmmY/1RZbtFC1erH4+5uyquQD1+zNhS/knn1ohK02nkSEitTjSVkcszU3Qv1F1/HY1RuWIW4kE6O9SXas3IZOrXr069u3bhzVr1mDRokV4+fIlzMzMYGdnhzlz5qh8jZGREZYtW4Y5c+aga9eucHBwwMSJE/HVV1+JZWQyGebOnYu///4bpqamaN68OaZNmwYAqFy5MsaPH49ly5Zh2rRp6N69OxYuXIiJEyfCzMwMa9euRWxsLEqXLo169eph9OjRed6upUuX4rvvvsOgQYNgYGCA9u3bY+bMmQplHj16hHfv3uVa18CBAxUeGxoa4s8//8S8efPw7bffokePHqhSpQomTZqERRr8gt21a1fExMRg0aJFSE1NRadOndCjRw+F5F6fPn1QokQJbNiwAYsXL4aJiQmsra0xaNAgtfVOmjQJFhYWCAwMxJIlS1C+fHm0b98ep06dwjfffINRo0Zh586dSjdpyw9DQ0OsXr0aM2fORO/evVG9enVMnToVo0ePRvHiBR8R3rt3b1y/fl3hBm6qmJmZYeHChfjhhx+wbds22NnZwc/PT7xBGJB5U5ctW7ZgyZIl8PHxgYGBAWxtbcU5fvv27YtLly6hd+/eSEpKwtatW2FhofoHki5duiAgIADdu3dXSCZLJBL88ssvWL58OaZNm4ZXr16hQoUKcHFx0frIKF9fX7x//x4LFy4U5wb++eefUbNmTaVYR44ciUaNGqFq1aoKzy1YsAD/+9//sHDhQrx8+RLlypWDk5OTeMM4VUqWLImHDx8iKCgIr1+/RqVKlTBw4ED0799fq9tHRET0Uctt7sy8ODE726XsE1XPKVsYqunwUvr8rlvdJdtRUUAONzlWoi4p2rOnfiSleGk66QN9mEaG6CMjEQrzzlRFnFQqxY0bN+Dk5KQ0D2RKSgoePXoEKyurfM+fmS6VYdb+2/jtSgwMJBJIJJlTIggC0L9Rdcztbg8jQw6G1neCICApKQkmJiZ5usxqyJAhqFChApYsWVKI0RWu8PBwfPHFFzhx4gQsLS0LVNfq1asRHByMgwcPaik69fLbZ5QzbXwu5iSnz+SPTVpamnj59LRp05Tm+S4qPqU++5joc7/pc2z6jO2mOa23lTaTrLFXgfVtlJcPP/VhR0hqMwmNPLZ5XtcdFpY5KhZAmpERFvx734RpbdvCOC9J223blG+yBGTeIE7N/Ts+qCzbqeDSJZWJM34mfHhs8w+Pba4bbHfNaNpOHGmrQ0aGBljQyxFjW9XB/utPEfc+FeWKG6B3oxqwNC+l6/BIi5KTk/Hbb7/B3d0dBgYGOHz4MC5cuKB26gN9deLECZiYmKBGjRqIjo7GvHnz4OzsXKCEbWJiIp4+fYrAwEBMnDhRe8ESERER6VJBb56VXUHmddUmXd7AKa/rll+ynX2UbKNGeVuvvs/XqWo7eWk6EVGRx6StHqhuZoLxbT5XGP1HHxeJRIIzZ85gzZo1SE1NhZWVFVauXAk3Nzddh5YniYmJWLp0KZ49e4by5cvDzc0NfgWcz+u7777DoUOH0LZt21ynRiAiIiIqMrSdZNXlnLJFmfyS7bt3gceP81dHUUiK8tJ0IqKPDpO2RB9AiRIlsHnzZl2HUWDdu3dH9+7dtVrnwoULFW7EQkRERPRR0HaSVZdzyhZ1rq5AgwbAv1MP5Yu2kqJhYYWXWHV1ZbKWiOgjwqQtERERERGRthVGkrVdQOb0ClqcU5byoKBJUT8/xdG6U6dmJoOJiIhUYNKWiIhIzxgYGMDFxUX8m4iIiqj8JFlzG4mpyzllizCdH1vDwpTn1l28OHP0LkfHEhGRCkzaEhER6ZlixYrBy8tL12EQEZE25CXJqo8jMQvzcv4PSOfH1nv31C8vwu1KRESFh8N3iIiIiIiIdE3dSMywMN3EA2QmkZs0AXx9M/8v4A1oP2nW1nlbTkREnzwmbYmIiPSMIAhITExEYmIiBEHQdThERPQh5DQSUxf0MYlcADo/trq6Zo6czsrPj6NsiYhILU6PQEREpGfS09OxdOlSAMC0adNgbGys44iIiKjQ6dtIzI/scn69OLYuWpQ5h+1HMN0EEREVPo60JbVsbGxw8uRJXYdBKuzbt0+8kcKH5O/vj7Fjx6p9XldxERERERV5+jYSU9+SyB8LV1fAx4cJWyIiyhVH2n6i4uLisGbNGoSEhODFixcwNzeHra0tBg0ahKZNm2p9fWFhYfD19cWVK1dQpkwZrdcPAP/73/9w5swZREZGwsjICFevXs13XUFBQdi+fTuioqJgYGAAOzs7DBs2DK1atdJixPnn6ekJDw8PXYdBRERERNqkTyMx5UnkrFMk6Mvl/LFXgfgowLyO5jd5y+rKFeDhQ923MRERUQ6YtNUHrx4DEbuB9y9gVLw84PwFYGZVaKuLjY3FgAEDUKZMGUydOhXW1tbIyMjA+fPnERAQgODg4EJbd0EJggCpVIpixZR33fT0dHTs2BFOTk7Ys2dPvtexaNEibN++HRMnTkTbtm2RkZGBAwcOYOzYsZgxYwa8vb0LsglaUaJECZQoUULXYRSKtLQ0XgoOtgMREVGhKmjSrzC5uupPIlGfkshyJ2YDocv/e9xsItAuIG91tGoFpKdn/j11auZ2EhER6RlOj6BL0nTgwATgJycgZAEQvhlGocuAFQ0yl0vTC2W1AQEBkEgk2L17Nzp06AArKyt8/vnnGDJkCHbt2qXyNWFhYbCxscHbt2/FZZGRkbCxsUFsbCwA4OnTpxg9ejQaNWoEJycneHl54cyZM4iNjYWvry8AoFGjRrCxsYG/vz8AQCaTYe3atWjdujUcHR3RtWtXhaSxfL1nzpxBz5494eDggPDwcJUxTpgwAYMHD4Z1AS7ZunHjBjZu3IipU6di2LBhqFGjBmrXro1JkyZh0KBBWLhwIZ4/fy6WDw8Ph4+PD9zc3NC4cWMMGzYMb968Ebdt3bp1aNeuHezt7dGyZUv873//E1+7ZMkSdOjQAfXr10ebNm2wfPlypKf/1+d3796Fj48PGjRoAGdnZ/Ts2RO3bt0CoHoagh07dqBt27awt7dHhw4dsH//foXnbWxssHv3bowbNw7169dH+/btcerUKfF5qVSK6dOni33RoUMHbNmyJd9tCQDR0dEYM2YM3Nzc0KBBA/Tq1QsXLlxQKNO6dWusXr0aU6dOhbOzM2bNmgUA2LVrFzw8PFC/fn2MGzcOmzZtUtrmkydPokePHnBwcECbNm2watUqZGRkqI1HPr3DmjVr0LZtWzRq1Eh8zaJFi9C4cWO0aNECe/fuVXjdX3/9BV9fXzg6OsLV1RXffvstEhMTAQDnz5+Hg4ODwnsDAL7//ntxvweAq1ev4osvvoCjoyM8PDzw/fffIykpKcd2SEtLw9y5c+Hu7g4HBwe0atUKa9euzUMPEBERkZITs4H1bYCgUZn/n5it64j0mz5dzh97VTFhC2Q+js3/FXZF+eZqRET0cWPSVpcOfw1c2wpAAAQpJLJ0SAQpJBAylx/+WuurfP36Nc6dO4eBAwfCxMRE6fmCTF0wd+5cpKWlYfv27Th48CCmTJkCExMTVKlSBStXrgQABAcH4/z585gxYwYAYO3atdi/fz8CAgJw+PBhDB48GN988w0uX76sUPeyZcvw9ddf48iRI7Cxscl3jK1btxZjUeXQoUMwMTFBv379lJ4bMmQI0tPTcezYMQCZSevBgwejTp062Lx5MwIDA9GqVStIpVIx5nXr1mHs2LE4cuQIli5digoVKoj1lSpVCgsWLMDhw4cxY8YM7N69G5s3bxafnzJlCj777DPs2bMH+/btw4gRI2BkZKQy7hMnTmD+/PkYMmQIDh48iP79+2P69Om4dOmSQrlVq1ahU6dOOHDgAFq0aIEpU6bg9evXADKTzJ999hl++uknHD58GOPGjcOPP/6II0eOaNS2qiQlJcHDwwObN29GUFAQmjdvjtGjR+PZs2cK5TZu3Ii6deti//79GDt2LMLDwzF79mz4+vpi//79cHNzw5o1axRec/XqVfj5+cHX1xdHjhzB3LlzsW/fPqVy2V26dAkvX77E+vXr4e/vj5UrV2LUqFEoW7Ysdu3ahf79+2P27Nn4+++/xW0YNmwYypYtiz179mD58uW4cOECvvvuOwBA06ZNUaZMGXG/ADIT4EePHkWXLl0AZCavR4wYgfbt2+PAgQP48ccfER4eLtahrh22bduG06dPY/ny5QgODsaSJUtgYWGRv84gIiKiwkn60YcTH5W35ZpSd9M1ItKe2KvAzd/4eUuUB5weQVcSHv2XsFXp38Rt88lA+ZpaW210dDQEQUCtWrW0Vqfcs2fP0KFDBzGpWr16dfG5smXLAgDMzc3FxHBaWhrWrl2LTZs2oUGDBuJrwsPDsXPnTjRu3Fh8/YQJE9CsWbMCx1i9enWUL19e7fOPHz+GpaWlysvSK1euDFNTUzx+/BgAsH79etjb22P27NlISkqCiYmJOMr3/fv32Lp1K2bNmoUePXoAACwtLRVGima9oVe1atXw6NEjHD58GCNGjACQ2Z7Dhg1D7dq1AQA1a9ZUG/eGDRvQo0cPDBw4EABgZWUljhpu0qSJWK5Hjx7o3LkzAGDy5MnYtm0bIiIi0KJFCxgZGWHChAkKbXXjxg0EBwfD09NT7bpzUrduXdStW1d8PHHiRJw8eRKnT59WmGaiSZMmGDp0qPj4xx9/RIsWLTBs2DBxe65fv46QkBCxzKpVqzBy5EixfatXr46vvvoKS5YswZdffqk2pnLlymHmzJlISUlBvXr1sH79eqSkpGD06NEAgFGjRmHdunUIDw+Hl5cXDh06hLS0NCxatEj8oWPWrFkYPXo0pkyZggoVKsDT0xOHDh1Cnz59AAAXL17E27dv0aFDBwCZP0506dIFgwcPBpDZlzNmzICPjw/mzJmD4sWLq2yH58+fo0aNGmjYsCEkEgkTtkRERAWVU9JP36ZJIGXmdfK2XFPlpAV7PRHlTBvTmhB9gpi01ZVbewCJASDkcIIgMcic69bjG62tVhDUJYkLztfXF3PmzMH58+fh5uaG9u3bKyTssnvy5AmSk5MVklRA5ty0tra2CsscHBy0EqMml/tr2kaRkZHo2LGjyucePnyItLQ0hYRpdkeOHMHWrVsRExODpKQkZGRkwNTUVHx+yJAhmDlzJn7//Xe4ubmhY8eOsLS0VLu+7KODnZ2dsXXrVoVlWUcpm5iYwNTUFAkJCeKywMBA7N27F8+ePUNqairS09Nz7MPcJCYmYtWqVQgJCUFcXBykUilSUlKURtra29srPH706BHatm2rsMzR0VEhaXv37l1cu3ZNYWStVCpFamoqkpOTUbJkSZUx1alTBwYG/11kUKFCBXz++efiY0NDQ5QrVw7x8fEAgAcPHsDGxkZhZLqzszNkMhkePXqEChUqoEuXLujXrx9evHiBypUr4+DBg2jZsqX4A8Xdu3fx119/4eDBg2IdgiBAJpMhNjZWTMxnb4cePXpg6NCh6NixI5o3b46WLVvC3d1d5XbRx8XAwAD169cX/yYiIi0prKSfPtLneXvzq5pLZrJHIfkzSaPtE4+t4eEwkMmyvN4YCP8KKPGISSSiwqDuCgfbLh/PZxNRIWHSVlcSX2qWtE18qdXV1qhRAxKJBA8fPszT6+RJg6wJzazzrwJAnz594O7ujpCQEISGhuKXX36Bn58ffHx8VNYpn89z7dq1qFy5ssJz2Ue6qkvAaVvNmjURHh6u8iZQL168wPv378URrzndCEw+clKd69evY8qUKRg/fjzc3d1RunRpHD58GJs2bRLLjB8/Hp07d8aZM2dw9uxZrFixAj/++CPatWuX7+3LPr2CRCKB7N+T1sOHD2PRokXw8/NDgwYNUKpUKWzYsAE3b97M9/oWLVqECxcuwM/PD5aWlihRogQmTJigtO/kp3+TkpIwfvx4tG/fXum5nNo/+03sJBKJymWyrCfzuXB0dISlpSWOHDmCAQMG4MSJE1i4cKFCrP3791f5XqhSpYr4d/Z2sLOzw6lTp3D27FlcuHABEydOhJubG1asWKFxbFQ0FStWDN27d9d1GEREH58CJP2KlI95VFu7gMxkTx4T0uKxtXt3oHFtYOMYwNwAqPbveSCTSESFg1c4EOUbk7a6UqoSIOSSFBJkmeW0qFy5cnB3d0dgYCB8fHyU5rV9+/atynltzczMAABxcXHiVAd3795VKlelShUMGDAAAwYMwLJly7Br1y74+PiIyUL5fK8AULt2bRgbG+PZs2cKUyHokpeXF7Zt24adO3cqJdg2btwIIyMj8ZJ3GxsbXLx4EePHj1eqp2bNmihRogQuXbqkME2E3PXr11G1alWMGTNGXJZ99CmQOS2AlZUVBg8ejMmTJ2Pv3r0qk7a1atXCtWvXxKkCAODatWuoU0fzUSPXrl1DgwYNxCkWgMzpNAri+vXr6NGjhxhzYmIinj59muvrrKyscPv2bYVl8puwydWrVw+PHj1CjRo1ChRjbmrXro2goCBxCgwgs60MDAxgZWUlluvSpQsOHjyIypUrw8DAAC1btlSINSoqKl+xmpqawtPTE56enujQoQOGDx+O169fo1y5cgXdNCIiok9TPpN+RcanMKqtmkvBtsWyBFBfeTo0JpGICsGndIUDkZbxmktdceitWdLWsY/WVz179mzIZDL06dMHx44dw+PHj/HgwQNs3bpV5Q24gMz5WOU3FHv8+DFCQkKwceNGhTLz5s3DuXPnEBMTgzt37iAsLEy87NvCwgISiQQhISFISEhAYmIiTE1NMXToUCxYsABBQUGIjo7GnTt3sG3bNgQFBeV5u549e4bIyEg8e/YMUqkUkZGRiIyMRGJiolhm0KBB2L59u9o6GjRoAF9fXyxevBgbN25EdHQ0Hjx4gB9//BFbt26Fn5+fODJy5MiRuHXrFgICAnDv3j08fPgQO3bsQEJCAooXL44RI0ZgyZIl2L9/P6Kjo3Hjxg3s3r0bQOaI5+fPn+Pw4cOIjo7G1q1bcfLkSTGOlJQUzJ07F2FhYXj69CnCw8Nx69YtsT2zGz58OIKCgrBjxw48fvwYmzZtwokTJ5SmnshJjRo1cPv2bZw7dw6PHj3C8uXLlRKleVWjRg2cOHECkZGRuHv3Lr7++muNRrB6e3vjzJkz2LRpEx4/fozffvsNZ8+ehUQiEcuMGzcOv//+O1atWoX79+/jwYMHOHz4MH788ccCxZxdly5dYGxsDH9/f9y7dw+XLl3Cd999h27duincWK5Lly64c+cO1qxZgw4dOiiM1B4xYgSuX7+OuXPnIjIyEo8fP8bJkycxd+7cHNe9adMmHDp0CA8ePMCjR48QHByMihUrFuiGgVQ0CIKAtLQ0pKWlFeq0NkREn6xqLkD9/h9ngq6wbtZVxCkcW81Un1MziURUCORXOGT1MV7hQFQIONJWV8ysAGffHG5GJsl8Xos3IZOrXr069u3bhzVr1mDRokV4+fIlzMzMYGdnhzlz5qh8jZGREZYtW4Y5c+aga9eucHBwwMSJE/HVV1+JZWQyGebOnYu///4bpqamaN68OaZNmwYg8yZe48ePx7JlyzBt2jR0794dCxcuxMSJE2FmZoa1a9ciNjYWpUuXRr169cSbQuXFihUrFJK98kuLt27dCldXVwBATEwMXr16lWM9M2bMgI2NDXbs2IHly5fD0NAQ9erVw+rVq9G6dWuxnJWVFTZu3IgffvgBe/fuRYkSJeDo6Cje6Gvs2LEwNDTEihUr8PLlS1SsWBH9+/cHALRp0waDBg3C3LlzkZaWhpYtW2LMmDFYtWoVgMzpKF6/fg0/Pz/8888/KF++PNq3b69wo7Cs2rZti+nTp2Pjxo2YP38+LCwsMH/+fHG7NdG/f39ERkZi0qRJkEgk8PLywhdffIGzZ89qXEd2/v7+mD59Ovr374/y5ctjxIgRCkl0dRo2bIiAgACsWrUKy5cvh7u7OwYPHozAwECxTPPmzbFmzRqsXr0a69atQ7FixVCrVi3xZmDaUrJkSWzYsAHz5s1D7969UbJkSbRv3x7+/v4K5WrUqAFHR0dERERg+vTpCs/VrVsX27Ztw/Lly/HFF18AyHwf5naDt1KlSmH9+vV48uQJDAwM4ODggF9++YVznH4C0tPTsWDBAgDAtGnTVN4ckYiISCWOalNJ6dj6KUyTQaQvPvYrHIgKiUTgEB61pFIpbty4AScnJxgaGio8l5KSgkePHsHKyirHuU1zXkE6cPjrzMStxACCxCBzdK0gg8TZF/BaBhga5V4P6ZQgCOKl81lHgpJ2zZw5UxzNXFDss8Khlc/FHOT0mfyxSUtL+yiStp9Sn31M9Lnf9Dk2fcZ209xH01ZKc9pOAtrN0VU0OfpQba7y2Pox3qxNAx/Nfl6EsM0/PLa5brDdNaNpO3GkrS4ZGgFdVwDNJwMRu4H3L5Be3AxGzgMyR+ISfcI2bNiAZs2aoWTJkjh79iz279+P2bNn6zosIiIiIv3HUW2aKejcuERERIWISVt9UL4m4PENIAhIT0qCUbabgxF9iiIiIrB+/XokJiaievXqmDFjhtanPiAiIiL6aDEhSUREVKQxaUtEeumnn37SdQhERERERB8lk1eRkET8BVS0ZnKfiEhPMWlLRERERERE9ImQnJoD2wsr/lvweQfAYyqTt0REeoa3ICciIiIiIiL6FMRehUHWhC0A3D8GrG+TeQM7IiLSGxxpS0REpGcMDAxQr1498W8iIiIqGB5b/xUfpf650OWZN7D7lEbchoUB9+4B1taAq6uuoyEiUsCkLRERkZ4pVqwYb7xHRESkRTy2/su8Ts7Px0d9OklbPz9g8eL/Hk+dCixapLt4iIiy+YR/YiQiIiIiIiL6hFRzgcxtgvrnc0vqfizCwhQTtkDm47Aw3cRDRKQCk7ZEREREREREnwihzRxEuq+GrE47xSeaTfp0Rtneu5e35UREOsCkLallY2ODkydP6joM+sjExcVhyJAhcHJygotL5klh1n0tNjYWNjY2iIyM1GWYRDqVlpaGgIAABAQEIC0tTdfhEBERFXk8tipKKm8LYcBOYPgpoMfazP/bzdF1WB+OtXXelhMR6QDntP1ExcXFYc2aNQgJCcGLFy9gbm4OW1tbDBo0CE2bNtX6+sLCwuDr64srV66gTJkyWq8fAEaPHo27d+8iPj4eZcuWRdOmTTFlyhRUrlw5z3ECgEQiQalSpVC9enW4ublh8ODBqFSpUqHE/qH4+Pigbt26mDFjhs5i2Lx5M+Li4rB//36ULl0aAHD+/HmULVtWZzEREREREX2Sqrl8OqNrs3J1zZzDNusUCX5+vBkZEekVJm31QOy7WBx+eBjxyfEoXaw0ult3R/Uy1QtvfbGxGDBgAMqUKYOpU6fC2toaGRkZOH/+PAICAhAcHFxo6y4oQRAglUpRrJjyrtukSROMHj0aFStWxIsXL7B48WJ89dVX+O233/K8nuDgYJiamuL9+/f4888/sX79euzduxdbt26FjY1NvuNPT0+HkZFRvl+vzzTdtpiYGNjZ2aFmzZrisooVKxZiZERERERERNksWgT07Jk5JYK1NRO2RKR3OD2CDqXL0jHnwhx47vPEzzd/xu57u7H+z/XwCvLCnAtzkC5LL5T1BgQEQCKRYPfu3ejQoQOsrKzw+eefY8iQIdi1a5fK14SFhcHGxgZv374Vl0VGRsLGxgaxsbEAgKdPn2L06NFo1KgRnJyc4OXlhTNnziA2NlYcvdqoUSPY2NjA398fACCTybB27Vq0bt0ajo6O6Nq1q0LSWL7eM2fOoGfPnnBwcEB4eLjKGAcPHgwnJydYWFjA2dkZI0aMwI0bN5Cenvd2NDc3R8WKFWFlZQUvLy/8+uuvKF++PObMmSOWkclkWLVqFTw8PODq6oru3bvj7Nmz4vPyy/yPHDkCb29vODg44ODBg/D398fYsWOxZs0auLm5wcXFBatWrUJGRgYWLVqExo0bo0WLFti7d69CTEuWLEGHDh1Qv359tGnTBsuXL1fYtpUrV6Jbt27Yv38/WrdujYYNG2LSpEl4//49AMDf3x+XL18WE89Z+y671q1bY/Xq1Zg8eTKcnJzQvHlzBAYGKpSxsbHBjh07MHr0aDg5OWHNmjUAgB07dqBt27awt7dHhw4dsH//foV6jx07hv379yvsB7lNxXHv3j0MHz4cDRo0gJubG7755hskJCSIzwcHB6NLly5wdHSEq6srBg8ejKSkJLX1ERERERERwdUV8PFhwpaI9BJH2urQvEvzsO/+PggQIAgCZJCJz+27vw8AMMdtjlbX+fr1a5w7dw6TJk2CiYmJ0vMFmbpg7ty5SE9Px/bt22FiYoKoqCiYmJigSpUqWLlyJcaPHy+OYC1RogQAYO3atThw4AACAgJQs2ZNXLlyBd988w3MzMzQuHFjse5ly5bBz88P1atX1yjG169f4+DBg2jQoIHC6E8bGxssWLAAPXv2zNO2lShRAv3798eCBQsQHx8Pc3NzbN26FZs2bUJAQACsrKxw5MgRjB07FocOHVIYRbp06VL4+/vD1tYWxYsXx+XLl3Hp0iV89tln2L59O65du4YZM2bg+vXraNSoEXbt2oUjR45g9uzZaNasGT777DMAQKlSpbBgwQJUqlQJ9+7dw7fffotSpUphxIgR4rqio6Nx6tQprFmzBm/fvsXEiROxbt06TJo0CTNmzMDjx4/x+eefY8KEzDvGmpmZqd3mDRs2YPTo0Rg/fjzOnz+PefPmoWbNmmjWrJlYZtWqVfj6668xY8YMGBoa4sSJE5g/fz6mTZsGNzc3hISEYPr06fjss8/QpEkT7NmzB1OnToWpqSlmzJgh7gc5efv2LQYNGoQ+ffpg2rRpSE1NxdKlSzFx4kRs3boVL1++xNdff41vvvkGbdu2RWJiIq5evQpBEPLUx0RERERERET0CYq9CsRHAeZ19GrKGCZtdSTmXYyYsFVFgIB99/dhuMNwVCtdTWvrjY6OhiAIqFWrltbqlHv27Bk6dOggTh9Qvfp/UzzI5ys1NzcXk65paWlYu3YtNm3ahAYNGoivCQ8Px86dOxWSthMmTFBIFqqzZMkSBAYGIjk5WWH0p5yVlZU4j2peydvs6dOnMDc3x4YNGzBixAh4eXkhKSkJU6ZMQVhYGLZs2YLZs2eLrxs0aBDat2+vUFe5cuUwc+ZMGBgYoFatWli/fj1SUlIwevRoAMCoUaOwbt06hIeHw8vLCwAwduxY8fXVqlXDo0ePcPjwYYWkrSAIWLBgAUxNTQEAXbt2xcWLFzFp0iSULl0aRkZGKFGihEbTETg7O2PkyJEAMtvt2rVr2Lx5s0I/dO7cGb169RIfT548GT169MDAgQPF1924cQMbN25EkyZNYGZmBmNjY41jAIDt27ejXr16mDx5srhs/vz58PDwwKNHj5CUlISMjAy0a9cOFhYWAFCgKSyIiIiIiIiI6BNxYjYQuvy/x80mAu0CdBWNAiZtdeTIwyOQSCQ5jgaUSCQ4/PAwRtUfpbX1FuboQ19fX8yZMwfnz5+Hm5sb2rdvj7p166ot/+TJEyQnJ2Po0KEKy9PT02Fra6uwzMHBQaMYhg0bht69e+PZs2dYtWoV/Pz8sHbtWkgkEgAo0Hy9Wdvu/fv3ePnyJZydnRXKODs74+7duwrL7O3tleqqU6cODAz+m52kQoUK+Pzzz8XHhoaGKFeuHOLj48VlR44cwdatWxETEyMmKuXJWTkLCwuFZZUqVVKoIy+cnJyUHm/ZsiXHbXv48CH69eunsMzZ2Rlbt27NVwwAcPfuXYSFhYmJ/ayio6Ph7u6Opk2bokuXLnB3d4e7uzs6dOjAG5sRERERERERkXqxVxUTtkDmY9suejHilklbHYlPiYcBDBSmRMjOQGKA+JT8JdzUqVGjBiQSCR4+fJin18kTjFkTl9nniu3Tpw/c3d0REhKC0NBQ/PLLL/Dz84OPj4/KOuVzjq5duxaVK1dWeM7Y2FjhccmSJTWK08zMDGZmZrCyskLt2rXh4eGBGzduqEz45ZW8zapVy9vIZ1XTUGS/kZpEIlG5TCbL3D+uX7+OKVOmYPz48XB3d0fp0qVx+PBhbNq0Kcd6gcJN1KvaNm1LSkpCq1atMGXKFKXnKlasCENDQ2zatAnXrl1DaGgotm3bhh9//BG7du1SGO1NVJQYGBiIP+Rk/YGHiIiI8ofHViIiUhIfpX65HiRtebTSEfMS5jkmbAFAJshgXsJcq+stV64c3N3dERgYqPJGTVlvNJaVfO7TuLg4cVn2EaUAUKVKFQwYMACrVq1SuLGZfF5ZqVQqlq1duzaMjY3x7Nkz1KhRQ+FflSpV8r+R/5InPNPS0gpcV0pKCnbu3IlGjRrBzMwMpqamqFSpEq5du6ZQ7tq1a6hTp06B15fd9evXUbVqVYwZMwYODg6oWbMmnj17lud6jIyMxHbJzc2bN5Ue165dO8fX1KpVS+ttYmdnh/v378PCwkJpP5EnjSUSCRo2bIgJEyZg//79MDIyyvHGZkT6rlixYvjiiy/wxRdfqPwxhoiIqMiIvQrc/C3zfx3isZWIiJSYq8lVqFv+gTFpqyOetTxzHQEpCAK8anlpfd2zZ8+GTCZDnz59cOzYMTx+/BgPHjzA1q1blS5tl7O0tBRvKPb48WOEhIRg48aNCmXmzZuHc+fOISYmBnfu3EFYWJiY5LOwsIBEIkFISAgSEhKQmJgIU1NTDB06FAsWLEBQUBCio6Nx584dbNu2DUFBQXnapps3b2L79u2IjIzE06dPcfHiRUyePBmWlpYKo2w7duyIEydO5FpffHw84uLi8PjxYxw+fBgDBgzAq1evMGfOHLHMsGHDsG7dOhw5cgSPHz/GsmXLcPfuXfj6+uYpdk3UqFEDz58/x+HDhxEdHY2tW7fmKylpYWGBmzdvIjY2FgkJCTkmcK9du4Z169bh0aNHCAwMRHBwcK7bNnz4cAQFBWHHjh14/PgxNm3ahBMnTihNgZEXX3zxBd68eYPJkycjIiIC0dHROHfuHKZNmwapVIqbN29izZo1uHXrFp49e4bjx48jISGhUOZtJiIiIqI8ODEbWN8GCBqV+f+J2bm/Rhv0JFFMRER6rppL5hy2WTWbpBejbAFOj6Az1UtXR8/Pe6q9GZkEEvT8vKdWb0Imrrt6dezbtw9r1qzBokWL8PLlS5iZmcHOzk4hKZmVkZERli1bhjlz5qBr165wcHDAxIkT8dVXX4llZDIZ5s6di7///humpqZo3rw5pk2bBgCoXLkyxo8fj2XLlmHatGno3r07Fi5ciIkTJ8LMzAxr165FbGwsSpcujXr16ok35NJUiRIlcPz4caxcuRJJSUmoWLEimjdvjrFjxypMtfDo0SO8e/cu1/o6duwIiUQCExMTVK9eHc2aNcOQIUMUbp7l6+uL9+/fY9GiRYiPj0edOnXw888/o2bNmnmKXRNt2rTBoEGDMHfuXKSlpaFly5YYM2YMVq1alad6hg4dCn9/f3h5eSElJQWnTp1SO93DkCFDcPv2baxevRqmpqbw9/dH8+bNc6y/bdu2mD59OjZu3Ij58+fDwsIC8+fPh6ura57izKpy5cr49ddfsXTpUgwbNgxpaWmoWrUqmjdvDgMDA5iamuLKlSvYsmUL3r9/j6pVq8Lf3x8eHh75XicRERERFZCu5gnU4xvKEBGRHmoXkHlsio/KHGGrJwlbAJAIhTnhZREnlUpx48YNODk5wdDQUOG5lJQUPHr0CFZWVihRokS+6k+XpWPepXnYd38fJBIJDCQGkAkyCIKAnp/3xIwmM2BkYKSNTaFCJAgCkpKSYGJiIt7wrKhr3bo1fH19MXjwYF2HUig+xj7TB9r4XMxJTp/JH5u0tDQsXboUADBlyhSleb6Lik+pzz4m+txv+hybPmO7aS7fbRV7VS+/7OnUzd8yR9hm12MtUL+/+FCr+2fs1cwRvdkNP4W0So4fxbFVG/iZ8OGxzT88trlusN01o2k7caStDhkZGGGO2xwMdxiOww8PIz45HmWKlUE3626oXoY3UCIi+pRlv9kjERHpKY7sVE0X8wTmdEOZSo48thIRUZHCpK0eqFa6GkbVH6Uw+o+IiIiIiPScrqYAKArk8wQqJLQLeZ5APb+hDBERUV4waUtESk6fPq3rEIiIiIj0X04jOz/1pC3w4ecJzClRnJZWuOsmIiLSMiZtiYiIiIiI8oMjO3NXzeXDJrDlieL7JzIff97uw62biIhIiwx0HQAREREREVGRJB/ZmVVhTwFAuYs8CJxZmPlvfZvMeYeJiIiKGI60LSCZTKbrEIiI9AI/D4mI6JP0oacAoJypm2e4TiddRENERJRvTNrmk7GxMQwMDPDs2TNUrFgRxsbGkEgkBapTEASkpqbCwMCgwHXRh8N+K3rYZ9olCALS0tIQFxcHAwMDGBsb6zqkIk8ikaBGjRri30REpOc+9BQApJ6aeYYlrx7y2EpEREUKk7b5ZGBgACsrKzx//hzPnj3TSp2CICA9PR1GRkY8kShC2G9FD/uscJiYmMDS0hIGBpx5p6CMjIwwePBgXYdBRERU9KiZT9iokjUGD2ZinYiIig4mbQvA2NgYlpaWyMjIgFQqLXB9UqkUd+/eRZ06dWBoaKiFCOlDYL8VPewz7TM0NESxYsWYBCciIiLdks8znHWKBM4zTERERRCTtgUkkUhgZGQEIyOjAtclT/yWKFGCiaQihP1W9LDPiIiIiD5inGeYiIg+AkzaEhER6Zm0tDT89NNPAICvvvqK8wQTERHlVbZ5hnlsJSKiooZJWyIiIj2UlJSk6xCIiIg+Kjy2EhFRUcKkLREREREREX18Yq/+N0VCJUddR0NERJQnTNoSERERERFpU9ZkIedT1Y0TsxVvRtZkIgADHQVDRESUd0zaEhERERERaUv2ZGGziZk3xqIPJ/aqYh8AwKVVgGSCTsIhIiLKD/7USEREREREpA2qkoWhyzOX04cTH6XrCIiIiAqMSVsiIiIiIiJtUJcsZBLxwzKvo+sIiIiICoxJWyIiIj0jkUhQtWpVVK1aFRKJRNfhEBGRptQlC5lE/LCquWROS5GFpMl4HluJiKhI4Zy2REREesbIyAgjRozQdRhERJRX8mShwpy2k3gzMl1oFwDYdhFvCGdUzQU8shIRUVHCpC0REREREZG2ZEsWMmGrQ9Vc2P5ERFRkMWlLRERERESkTUwW0scu9ip/mCAiKmRM2hIREemZ9PR0rF69GgAwbtw4GBkZ6TgiIiKioo3HVi06MTvbFCATM0eYExGRVvFGZERERHpGEAS8efMGb968gSAIug6HiIioyOOxVUtiryombIHMx7FXdRENEdFHjUlbIiIiIiIiIspdfFTelhMRUb4xaUtEREREREREuTOvk7flRESUb0zaEhEREREREVHuqrlkzmGbVbNJvBkZEVEh4I3IiIiIiIiIiEgz7QIA2y6ZUyKY12HCloiokDBpS0RERERERESaq+bCZC0RUSH76JO2z58/x9SpUxEfHw9DQ0OMHTsWnTp10nVYREREakkkElSsWFH8m4iIiAqGx1YiIipqPvqkraGhIaZPnw5bW1vExcWhZ8+e8PDwgImJia5DIyIiUsnIyAhjx47VdRhEREQfDR5biYioqPnok7aVKlVCpUqVAAAVK1ZE+fLl8ebNGyZtiYiIiIiIiIiISC8Z6DqA3Fy5cgWjR4+Gu7s7bGxscPLkSaUygYGBaN26NRwcHNCnTx9ERESorOv27duQyWSoUqVKYYdNRERERERERERElC96n7RNSkqCjY0NZs+erfL5I0eOYMGCBRg3bhyCgoJQt25dDBs2DPHx8QrlXr9+DT8/P8ydO/dDhE1ERJRv6enp+Pnnn/Hzzz8jPT1d1+EQEREVeTy2EhFRUaP30yN4eHjAw8ND7fObNm1C37590atXLwBAQEAAQkJCsHfvXowcORIAkJaWhnHjxmHEiBFwdnbOcwxSqTR/wedzPR9qfaQd7Leih31WNH1K/ZaRkYG4uDjxbwMDvf+NVaVPqc8+Jvrcb/oYExEVDYIgiMdWQRDUFwwLA+7dA6ytAVfXDxQdERGRMr1P2uYkLS0Nd+7cwahRo8RlBgYGcHNzw/Xr1wFkHpD9/f3RpEkTdO/ePV/ruXXrljbC1dv1kXaw34oe9lnR9Cn0W0ZGhvh3REQEihUr0ofrT6LPPkbsNyL65Pj5AYsX//d46lRg0SLdxUNERJ+0Iv0t8NWrV5BKpTA3N1dYbm5ujocPHwIAwsPDceTIEYX5cBcvXgwbGxuN1+Pg4ABDQ0PtBa6GVCrFrVu3Ptj6SDvYb0UP+6xo+pT6LS0tDcHBwQAAR0dHGBsb6zii/PmU+uxjos/9Jo+NiEjrwsIUE7ZA5uOePTniloiIdKJIJ2014eLigrt37xaoDkNDww/6peVDr4+0g/1W9LDPiqZPod+ybt/HsL0fwzZ8ithvRPRJuXdP/XImbYmISAeK5iR5/ypfvjwMDQ2VbjoWHx+PChUq6CgqIiIiIiIiKlKsrfO2nIiIqJAV6aStsbEx7OzscPHiRXGZTCbDxYsX0aBBAx1GRkREREREREWGq2vmHLZZ+flxlC0REemM3k+PkJiYiOjoaPFxbGwsIiMjUbZsWVStWhVDhgyBn58f7O3t4ejoiC1btiA5ORk9e/bUYdRERET5J5FIULZsWfFvIiIiKhiNjq2LFmXOYXvvXuYIWyZsiYhIh/Q+aXv79m34+vqKjxcsWAAA6NGjBxYuXAhPT08kJCRgxYoViIuLg62tLdavX8/pEYiIqMgyMjLCxIkTdR0GERHRR0PjY6urK5O1RESkF/Q+aevq6oq//vorxzLe3t7w9vb+QBERERERERERERERFR69T9oSERERERER5VnsVSA+CjCvA1Rz0XU0REREecKkLRERkZ5JT0/H5s2bAQCDBw+GkZGRbgMiIiIqak7MBkKXiw/Tm0zE5phqAHhsJSKiooFJWyIiIj0jCAKePXsm/k1ERER5EHtVIWELAMKlVXgmmZD5N4+tRERUBBjoOgAiIiIiIiIirYmP0nUEREREBcakLREREREREX08zOvoOgIiIqICY9KWiIhID0TEReDgg4OIiIvQdShERERFWzUXoNlExWVNxuskFCIiovzinLZEREQ69uPVH7Hxzkbx8RCbITqMhoiI6CPQLgCw7ZI5VYJ5HaCSIxC2QNdRERERaYwjbYmIiHQoIi5CIWELAFsjt+ooGiKiDyj2KnDzt8z/iQpDNRegfv/M/4mIiIoYjrQlIiLSoSdvn6hcXqx4MRgbGn/gaIiIPpATs4HQ5f89bjYxc2QkUSEyMTHRdQhEREQaY9KWiIhIh2qUqaG0TGogRZdhXeBY0VEHERERFbLYq4oJWyDzsW0XjoikQmNsbIxvvvlG12EQERFpjNMjEBER6ZBjRUcMtRuqsGyY/TAmbIno4xUflbflRERERJ8gjrQlIiLSsUkuk9CmRhs8efsENcrUYMKWiD5u5nXytpyIiIjoE8SkLRERkR5wrOgoJmvT09MRGBgIABg4cCCMjIx0GRoRkXZVc8mcw1ZhTttJnBqBChWPrUREVNQwaUtERKRnBEHAkydPxL+JiD467QIy57CNj8ocYcuELRUyHluJiKioYdKWiIiIiIg+vGouTNYSERERqaFx0nbVqlUalfvyyy/zHQwRERERERERERHRpy5PSdtKlSrB3Nxc7eUkEomESVsiIiIiIiIiIiKiAtA4aduiRQtcunQJ9vb26NWrF1q1agUDA4PCjI2IiIiIiIiIiIjok6Nx1vWXX37BiRMnUL9+fSxevBgtWrTAkiVL8PDhw8KMj4iIiIiIiIiIiOiTkqehspUrV8aoUaNw7Ngx/Pjjj0hISEDv3r3Rv39/pKSkFFaMREREnxwjIyMYGRnpOgwiIqKPBo+tRERUlGg8PUJ2Dg4OePr0KaKiohAZGYmMjAxtxkVERPTJMjY2xvTp03UdBhER0UeDx1YiIipq8py0vX79Ovbu3YujR4+iZs2a6NmzJ7p06QJTU9PCiI+IiIiIiIiIiIjok6Jx0nbdunUICgrCq1ev0KVLFwQGBqJu3bqFGRsRERERERERERHRJ0fjpO2yZctQtWpVdOrUCRKJBEFBQSrLTZs2TWvBERERfYoyMjKwa9cuAEDfvn1RrFi+ZzMiIiIi8NhKRERFj8ZHqkaNGgEA7t+/r7aMRCIpeERERESfOJlMJh5vZTKZjqMhIiIq+nhsJSKiokbjpO22bdsKMw4iIiIiog/G19cXq1atQpkyZRSWv3//HmPHjsXWrVt1FBkRERERUT5uREZEREQUEReBJ2+foEaZGnCs6KjrcIjy7PLly0hPT1danpqaivDwcB1ERERERET0H42Ttl9++aXK5aVLl0bNmjXRp08fmJmZaS0wIiIi0k8/Xv0RG+9sFB8PtRuKSS6TdBgRkebu3r0r/h0VFYW4uDjxsUwmw7lz51C5cmVdhEZEREREJNI4aVu6dGmVy9++fYtdu3Zhw4YN2L59O6ytrbUWHBEREemXiLgIhYQtAGy8sxFtarThiFsqErp37w6JRAKJRIJBgwYpPV+iRAnMnDlTB5EREREREf1H46TtggUL1D4nk8kwc+ZM/PDDD1izZo1WAiMiIiL98+TtE7XLmbSlouDUqVMQBAFt27bF7t27Fa4UMzIygrm5OQwNDXUYIRERERGRlua0NTAwgK+vL4YPH66N6oiIiEhP1ShTI0/LifSNhYUFAMVpEoqCcePG4fLly2jatClWrFih63CIiIiIqJBp7UZkJUuWREpKiraqIyIi+mQZGxtj9uzZug5DJceKjhhqN1RhioRh9sM4ypaKnKCgIJQvXx4tW7YEACxevBi7du1CnTp1sGzZMjG5qy98fX3Rq1cv7N+/X9ehEBVJ+nxsJSIiUsVAWxWFhoaiZs2a2qqOiIiI9NQkl0kI9AzEfPf5CPQMxMSGE3UdElGerVmzBsWLFwcAXL9+HYGBgfjmm29Qrly5HKcF0xVXV1eUKlVK12EQERER0Qei8UjbU6dOqVz+7t073LlzB3v27MH333+vtcCIiIhIfzlWdOToWirS/v77b9SokTmtx8mTJ9GhQwf069cPzs7O8PHxyVNdV65cwYYNG3D79m3ExcVh9erVaNu2rUKZwMBAbNiwAXFxcahbty6+/fZbODryPURFXOxVID4KMK8DVHPRdTREREQfFY2TtuPGjVO5vFSpUrCyssL3338PLy8vrQVGRET0qcrIyEBQUBAAoEePHihWTGuzGRHRv0xMTPD69WtUrVoVoaGhGDx4MACgePHiSE1NzVNdSUlJsLGxQa9evfDll18qPX/kyBEsWLAAAQEBqF+/PrZs2YJhw4YhODgY5ubmAIBu3bpBKpUqvXbDhg2oXLly3jeQqLCdmA2ELv/vcbOJQLsAXUWTKx5biYioqNH4SFXUbtZARERUVMlkMvz5558AMhM5RKR9bm5umDlzJmxtbfH48WN4eHgAAO7fv5/n+Ww9PDzE16uyadMm9O3bF7169QIABAQEICQkBHv37sXIkSMBAL///ns+t0RzqpLCpEjeRmyrXDy9CsOsCVsACF0OqY0nYJG3Ebcfqs3T09PFY2vnzp0hkUgKdX36jPv5h8c2//DY5rrBdteMpu2jtZ8X3759iwMHDsDb21tbVRIRERERFYrZs2dj+fLleP78OVasWIHy5csDAO7cuaPVq8fS0tJw584djBo1SlxmYGAANzc3XL9+XWvr0cStW7c+6PqKMrZVzsxiTsNKxfLoa6eREJe/r5iF3eYZGRni3xERERxpC+7nusA2//DY5rrBdteOAh+pLl68iD179uDEiRMoWbIkk7ZEREREpPfKlCmDWbNmKS2fMGGCVtfz6tUrSKVScRoEOXNzczx8+FDjegYPHoy7d+8iOTkZLVq0wE8//YQGDRrkKRYHBwcYGhrm6TWfGqlUilu3brGtclMxA7ixUGmxpXNrWFo45amqD9XmaWlpCA4OBgA4OjrC2Ni40Nal77iff3hs8w+Pba4bbHfNyNspN/lK2j5//hx79+7Fvn378Pz5c3h6emLVqlVo2rRpfqojIiIiItKJ5ORkPHv2DOnp6QrL69atq6OIVNu8eXOB6zA0NOQXKA2xrXJh6Zo5h63CnLaTYGjpmu8qC7vNs9bN/s3Edvjw2OYfHttcN9ju2qFx0jY9PR0nT57Enj17cPXqVTRv3hxTp07F119/jTFjxqBOnTqFGScRERERkdYkJCTA398f586dU/l8ZGSkVtZTvnx5GBoaIj4+XmF5fHw8KlSooJV1EOlEuwDAtgsQHwWY1wGq5W0uWyIiIsqZgaYFW7Roge3bt6N9+/Y4e/YsVq1ahY4dOxZmbEREREREhWLevHl49+4ddu3ahRIlSmD9+vVYuHAhatSogf/9739aW4+xsTHs7Oxw8eJFcZlMJsPFixfzPL0Bkd6p5gLU78+ELRERUSHQeKStVCqFRCKBRCLhEGciIiIiKtLCwsLw888/w8HBARKJBFWrVkWzZs1gamqKtWvXomXLlhrXlZiYiOjoaPFxbGwsIiMjUbZsWVStWhVDhgyBn58f7O3t4ejoiC1btiA5ORk9/8/efcc1cf9/AH8lARy4UHAyBAciW3FbseK2aNVqa1WqUq2zalvr6FC0Fm1rHbVfRxUctf3Wto66f4462rpQFFS0VZGhVgE3qECS3x98iQQSSMgll/F6Ph59lNxd7t65S3LnO+97fwYMMMIrIyIiIiJroHPS9tixY9i3bx9++eUXzJ8/H506dULfvn0hkUiMGR8REZHNsbe3x8yZM1V/E5HwcnJyULNmTQBA9erVce/ePXh6eqJp06a4dOmSXuu6cOECIiIiVI+jo6MBAP3798eCBQvQu3dv3Lt3D8uWLUNGRgZ8fHywZs0atkcgMiGeW61UehxbdBCR1dI5aVuhQgX07dsXffv2RWpqKn799Vd89tlnyM/Px4oVKzBgwAC0bduWVbhERBYsISMBKY9S4FHNAwEuAWKHY7MkEolNj2pNZAqenp5ITk6Gq6srvL298dNPP8HV1RX//e9/4eLiote62rRpgytXrpS6zLBhwzBs2DBDQiYiA/DcaoX2zy42GN6Ugl7LRERWQuekbVHu7u6YOnUqJk+ejGPHjuHXX3/FO++8A0dHR5w8eVLoGImIyAQWxy1GzMUY1eNRvqMwNWSqiBERERlPREQEMjIyAAATJ07E22+/jR07dsDe3h4LFiwQOToiIipVepx6whYoeOwTzopbIrIa5UraFpJKpQgNDUVoaCju3buH7du3CxUXERGZUEJGglrCFgBiLsYgzCOMFbciyM/Px86dOwEAr7zyCuzsDDpdE5EG/fr1U/3t5+eH33//HdevX0e9evVUbROIyHrw3Gplsq5qn86kLRFZCalQK6pZsyZGjhwp1OqIiMiEUh6l6DWdjEuhUOD8+fM4f/48FAqF2OEQ2YRKlSrB19eXCVsiK8Vzq5Wp1Vi/6UREFog/LxIRETyqeeg1nYjIEhUOEKaLwgGLiIjIDLmGFPSwVetpO5VVtkRkVZi0JSIiBLgEYJTvKLUWCZF+kWyNQERW5dKlSzotJ5FIjBwJEREZrFtUQQ/brKsFFbZM2BKRlWHSloiIAABTQ6YizCMMKY9S4FHNgwlbIrI6Gzdu1Ps5//77L2rXrg2pVLCuYkRkKulxLxJ6tXldY5VcQ5isJSKrxaQtERGpBLgEMFlLRFRE7969sX37dri5uYkdChHpY/9s9Vvn206BgEO6EBERGZ3eSVu5XI4tW7bgxIkTyMrKKtHEfcOGDYIFR0REREQkJqVSKXYIRKSv9Dj1hC0AnFgOSN4VJRwiIqLy0DtpO3/+fGzduhWhoaFo0qQJe34RERERERGR+ci6KnYEREREBtM7abtr1y4sWbIEoaGhxoiHiIjI5tnb2+ODDz5Q/U1ERER6qNW4xCR75OODN7sC9YN4biUiIougd1Mfe3t7uLu7GyMWIiIiQsHI9Y6OjnB0dOQdLURERPpyDQE6TFGbJOkwFY5NOvDcSkREFkPvSttRo0Zhw4YN+PTTT3myIyIiIiKrxutdIgvVLQrwCS9olVCrcUEil4iIyILonbQ9c+YMTp48iaNHj6JJkyaws1NfxfLlywULjoiIyBbl5+dj3759AIAePXqUONcSkelwIDIiC+YaokrW8txKRESWRu8zVbVq1dCtWzdjxEJEREQAFAoF4uLiAIDnXCKR7d69G7Vr1xY7DCIyEM+tRERkafRO2kZHRxsjDiIiIiIik8nJycHq1atx4sQJZGVlQaFQqM0/ePAgAKBevXpihEdERERENo73hBARERGRzfn4449x6tQp9OvXDy4uLuxdS0RERERmpVxJ271792LPnj24ffs28vLy1OZt3bpVkMCIiIhIfAkZCUh5lAKPah4IcAkQOxwiwRw9ehSrVq1Cy5YtxQ6FiIiIiKgEqb5P2LBhA2bOnAlnZ2dcunQJ/v7+qFGjBtLS0tCpUydjxEhEREQiWBy3GEN3D8WsP2Zh6O6hWBy3WOyQiARTrVo11KhRQ+wwiIiIiIg00jtp+8MPP2DevHn45JNPYG9vj9GjRyM2NhbDhw/H48ePjREjERERmVhCRgJiLsaoTYu5GIOEjASD17vj2g6D10NkqMmTJ2Pp0qV4+vSp2KEQEREREZWgd3uE27dvIzg4GABQsWJFZGdnAwD69euH119/HZ9++qmwERIREZHJpTxK0Tq9vG0SFsctVksEj/IdhakhU8u1LiJDxcbGIjU1Fe3bt4erqyvs7NQvi9nyi4iIiIjEpHfS1tnZGQ8fPkSDBg1Qr149nDt3Ds2aNUN6ejqUSqUxYiQiIrIp9vb2mDx5supvMXhU89Brelm0Ve6GeYSxVy6JomvXrmKHQEQmZA7nViIiIn3onbRt27YtDh06hObNm2PgwIGIjo7Gvn37cOHCBXTr1s0YMRIREdkUiUQieq/NAJcAjPIdpZZojfSLLHeC1RiVu0SGmDhxotghEJEJmcO5lYiISB96J23nzZsHhUIBABg6dChq1KiB+Ph4dOnSBa+//rrgARIREdmihIwEpDxKgUc1D9GSmlNDpiLMI0yQOISu3CXzeI9YsqVLl6JNmzYIDg5GhQoVxA6HiIiIiEiN3klbqVQKqfTF+GV9+vRBnz59BA2KiIjIln196mvE/RkHALjgdAEj/UaK1vs1wCVAkISg0JW7to79gQ137tw5rFu3Dvn5+fD390erVq3Qpk0btGjRAhUrVhQ7PCISmFwux8GDBwEAYWFhkMlkIkdERERUOr2TtgAQFxeH//73v0hLS8OyZctQp04dbNu2Da6urggJCRE6RiIiIpuRkJGADRc3oP+j/gCASzUulej9aqkVlkJW7toy9gcWRmxsLPLz83H+/HnExcXh1KlT2LhxI3Jzc+Hv748ff/xR7BCJSEByuRzHjx8HAHTu3JlJWyIiMnt6J2337duHDz/8EOHh4bh06RJyc3MBAE+ePMGqVauYtCUiIjJAWb1fLb3CUqjKXVvG/sDCsbOzQ8uWLVGzZk1Ur14djo6OOHjwIK5fvy52aERERERk4/RO2q5YsQJRUVF49dVXsWvXLtX0Fi1aYMWKFYIGR0REZGtK6/1qiRWW13KuIf16OjxreGqN0Vwqh80ljrKwP7AwfvrpJ5w6dQqnTp1Cbm4uQkJC0Lp1a4wfPx7e3t5ih0dERERENk7vpG1ycrLGatqqVavi0aNHggRFRERkqwJcAhDhE4HHqY9V0wp7v+64tkPjc8y1wnLJ2SVYd30d8L+iRU1VweZSOWwuceiC/YGFMXv2bNSsWRMjR47Em2++CUdHR7FDIiIiIiJS0Ttp6+zsjNTUVLi6uqpNP3PmDNzc3AQLjIiIyFZNbDER0fuiAQAxPWLQon4LAJZVYZmQkYB1l9apTdPUm9ccKodNEYfQVbzsD2y45cuX4/Tp09i9eze++eYbNG/eHK1bt0br1q3RsmVLVKpUSewQiYiIiMiG6Z20HTx4MObPn4/PP/8cEokEd+7cQXx8PBYuXIjx48cbI0YiIiKb5efsp/rbkiosdem7ai69WY0dh7GqeNkf2DBdu3ZF165dAQCPHz9GXFwc9u7di7Fjx0IikSAxMVHkCImIiIjIlumdtB0zZgwUCgVGjBiBp0+fYtiwYXBwcMCoUaMwfPhwY8RIRERE/yN2haWuFaO6VAWbS+WwMeMwl2pi0uz+/fs4ffo0Tp06hZMnT+Lq1auoVq0aB9YlIiIiItHpnbSVSCQYN24cIiMjkZqaipycHDRq1Ih9wIiIiMqpeCLU3t4e48aNAwDY29uXWF6sCkt9KkYDXAIwovkItRYJxauCzaVy2JhxmEs1MZUUHh6Oa9euoVq1amjVqhUGDx6MVq1aoVmzZmKHRkRGUNa5lYiIyNzonbQt5ODggMaNGwsZCxERkc3RlgitXbu2iFGpS8hIwB83/9C7YnRKiylwe+aGCnUrwLOGp8blxK4cNnYc5lJNTCW98cYbaNWqFZo2bSp2KERkAhKJxKzOrURERGXRO2n7/PlzbNy4ESdPnkRWVhaUSqXa/K1btwoWHBERkTEIPSiUIXHokwgVI+7iSeXiyqoYbVS5EYK8giCTybQuYy69WY0Rh7lUE1NJQ4cOVf1deD0rkUjECoeIiIiISI3eSdtZs2bhzz//RI8ePRAQEMCLWyIisijGGhSqPLTdOp98Pxn3Lt4DALz00kuQyWSixK0pqVwcK0bLZi7VxFTStm3bsHbtWty4cQMA0LBhQ0RGRuLVV18VNS4iEp5cLsexY8cAvDi3EhERmTO9k7aHDx/G6tWr0bJlS2PEQ0REJLjCCtU8RZ5ZDQqlLeHpVsUNO47sAABUa1oNdvZ2osStLalciBWjujOXamJ6ITY2FkuXLsXQoUMxZcoUAMCZM2cwZ84cPHjwACNGjBA1PiISllwux5EjRwAA7du3Z9KWiIjMnt5J2zp16nDQMSIishhl3d4PmH5QqKJtDjTdOn849bDq8ah9o9DBrYPG9Rg7bm1J5bGBY/FSg5dMnoQ0l7YWZB02btyIOXPmqFXVhoWFoUmTJvjmm2+YtCUiIiIiUemdtJ0+fTq++uorREVFoUGDBsaIiYiIiohPvY/kzGx4Ojsi2N1J7HAsii639wOmvcVfU5uDTb03qZKRABCxMwL90V+1zNGbRzWuy9hxa+vHOiFoglG3q4k5tbUg65CRkYHg4OAS04ODg5GRkSFCREREREREL+idtPX398fz58/RtWtXVKxYEfb29mrzT506JVhwRES2bsGeJKw8cl31eGyoF2b08hExIstS1u39gGlv8S9t4LHwRuEAgB3Xdmh8bqcGndSSt6aK2xz6seo7YBuRLjw8PLBnzx6MHTtWbfru3bvRsGFDcYIiIiIiIvofvZO27733Hu7evYupU6fC2dmZA5ERERlJfOp9tYQtAKw8ch09fOuy4lZH2ipRo9pHwV5qb/IkpLYkctE2B9pififwHbwT+I4oyVOx+7Hqst+I9DVp0iRMnToVp0+fRosWLQAAZ8+exYkTJ7BkyRJxgyMiIiIim6d30jY+Ph4//fQTmjVrZox4iIjof5Izs7VOZ9JWN9pu7x/QZIDO6xCyj6q2hGzR6QEuAYjwicDj1MeqaUWram0xSanLfrNW7ONrPD169MDmzZuxbt06HDx4EADg5eWFn3/+Gc2bNxc5OiIiIiKydXonbb28vPDs2TNjxEJEREV4Omse9FHbdNLMkNv7he6jqi2JXDymiS0mInpfNADg47Yfo4JDBSRkJJQauzUn93Tdb9aGfXyNz8/PD1999ZXYYRARERERlaB30vb999/HggULMHXqVDRt2rRET9sqVaoIFhwRkS0LdnfC2FAvtRYJ40K9WGVbDuW5vd9YfVR1SSLb2dnh7bffxo9JPyLqZBTwv05ExZN2hYnav279hZ3Xd6qmW2Nyzxx665oS+/gax5MnT3Relte0RNal8Nxa+DcREZG50/tsVXiiGzFihNp0pVIJiUSCpKQkQQIT0oQJE3Dq1Cm0a9cOy5YtEzscIiIAulVGzujlgx6+dZGcmQ1PZ0cmbE3ImH1UC59fuI3i65NKpchyyML6m+tVCVtAPWlXvAqzKGtN7ondW9eU2MfXOEJCQnQej8Ecr2mJqPykUikaNGggdhhEREQ60ztpu2HDBmPEYVQREREYOHAgtm3bJnYoREQA9LvtOdjdiclaERizj6oux7+0pB0ArQnbosvZanLPGlpF2HIfX2Mqeh178+ZNLFq0CP3790dQUBAA4Ny5c9i6dSvef/99kSIkIiIiIiqgd9K2devWxojDqNq0aYOTJ0+KHQaRuNLjgKyrQK3GgGuI2NHYNF1ve7aGxJMlM1YfVV2Ov1wux/Nrz9H0YVP8U+0fKCVK1bIe1Ty0JnSLMpfk3t9ZuUiOv4lGtaua5McHa+kDa6t9fI2t6HXsW2+9hRkzZuCVV15RTQsLC0PTpk2xefNm9O/fX4wQichI5HI5Tpw4AQBo27YtZDKZyBERERGVzuyb+Zw+fRpr167FhQsXkJGRgW+//RZdu3ZVW2bTpk1Yu3YtMjIy0KxZM3zyyScICOA/aohU9s8G/lzy4nGHKUC3KLGisXm63PZsLYmnsph7YtoYfVR1Of5yuRwXj19EAAJwreo1yCVyALon7cwlubdw7xWsPnYPwD0AwNhQL8zo5WO07VlbH1hb6+NraufOnUNUVMlzoZ+fHz7++GMRIiIiY5LL5Thw4AAAoFWrVkzaEhGR2TP7pG1OTg68vb0xcOBATJw4scT83bt3Izo6GlFRUQgMDMT69esRGRmJvXv3olatWiJETGRm0uPUE7ZAwWOfcFbciqSs256tLfGkjaUkpoXuo6rvbe8xPWJw8+lNtaSdpirMcK9wtKvfzmySe/Gp97H6WLLatJVHrqOHb12jVdxaYx9YW+rja2p169bF5s2b8eGHH6pN//nnn1G3bl2RoiIiIiIiKmD2SdvQ0FCEhoZqnR8bG4vBgwdj4MCBAICoqCgcPnwYv/76K8aMGSNIDHK5XJD16LodU22PhGHux02S8TekGqYrMv6Gsl6wyeMxB2IfM9+avhjRfATWXVqnmjay+Uj41vSFXC5H8oNkjc9LfpAM35q+JorSuBIzEzUmpl92exn+zv4anyP2cRNKWccfUH+NPk4+CKwTqJqemJmIlEcpeNntZbzs9rKqCrPofjOHfXTt7mOt0wMaVDPKNt2quGmdbg77xFKY82dNyJhmzZqFSZMm4dixY6o7tBISEpCSkoJvvvlGsO0QEREREZWHzknbp0+folKlSsaMRW+5ubm4ePEi3nnnHdU0qVSK9u3bIz4+XrDtJCYmCrYuc9weCcNcj1vl+wpouhn5SpYCOefOmTocsyLmMess7Qw3Lzf8+/xf1K1QF42kjXDuf8fjec5zjc95/u9znHt0znRBGtGf9//UOP1o4lHInUpPypjrZ00fpR1/AMjPz1f9nZCQADu7gtP15n83Y3fmbtW83s69MbjuYMgfyXEu/cXzzUHevVwt02/i3LkMo223t3PvEvtInm5++8cSWMNnrTShoaHYt28ffvzxR1y/fh0A0KVLF7zxxhuoV6+eyNERERERka3TOWnbtm1btG3bFl26dEGXLl3g4uJizLh0cv/+fcjl8hJtEGrVqqW6+AaAESNG4PLly3j69Ck6deqEpUuXIjhY9wpDf39/k/Q8ksvlSExMNNn2SBjmf9yCoFBcgfSvZaopivaT0fTlISLGJC5zOWZBCNI6Pa1iWolKzIEtBpomMBOQZcrw3c3vSkzv5N+p1EpbczhuQtF2/IGCHyX37t0LAAgICICDgwMSMxOx+8JuteV2Z+7GkJAhWveZmIIAXM9Nwnd/vGhZ8E4nTwwO8zbydoMwJHOIxgpk0o05f9YKYxNKvXr18N577wm2PiIiIiIioeictN2zZw8OHjyIPXv24LPPPkOzZs1UCVxvb+P+A8xQ69atM+j5MpnMpP9oMfX2SBhmfdy6zwOa9wOyrgK1GkPKXrYAzPuYvd/qfXRr2M1qByAKqhNUoidrpF8kguoElflccz5uQin6+gpfb9qTNI3L/nn7T6Q9SSv1fSLWgG8zevnAy+Ex7Gs2QKPaVY3Wy7a4oDpBOr2XqHTW/lkbOnQoWrdujdatW6NFixaoUKGC2CEREREREanonLStX78+hg8fjuHDh+Px48c4cuQIDh48iLVr16J69eqqBG7r1q1NdoHv5OQEmUyGrKwstelZWVlwdnY2SQxEFsM1hAOPWRhrH4BoashUhHmEGZxMFCshaWraBipbeX6l6m9Ng7mJPeBb01oOCApqIOi1ga0cczKuDh06IC4uDuvWrUN+fj78/PzUkrjm1haMiIiIiGxLuQYiq1q1Kl555RW88soryMvLw6lTp3Do0CHMmjUL2dnZ+Pjjj9G3b1+hYy3BwcEBvr6+OH78OLp27QoAUCgUOH78OIYNG2b07RMRkWEMTUyLnZDUl67JRjs7O7z11luqv4GCfVW8Orm4mIsxCPMIU607ISNB44BvRZexNJZ2zMl8jR8/HkBBD+nExEScPn0aJ0+exNq1ayGRSKy+py+RrdF0biUiIjJnBp+t7O3t0aFDB3To0AGffPIJLl26pDaAiqGys7ORmpqqepyeno6kpCRUr14d9evXx8iRIzF9+nT4+fkhICAA69evx9OnTzFgwADBYiAiIvNjbgnJshKy+iQbpVIpGjZsWGJ60erktMdpWHF+RYllUh6lqLaf8iilxPziyxjC1BWvQh9zVuwSAKSlpeHvv//G5cuXceXKFTg6OiIkhHemEFkbbedWIiIicyX4T4zNmzcXdH0XLlxARESE6nF0dDQAoH///liwYAF69+6Ne/fuYdmyZcjIyICPjw/WrFnD9ghERFbO2AlJfZSVkBUy2VhYnZyQkaAxaVu0jYK2lgraputDjIpXIY85K3bp/fffx6lTp5Cbm4tWrVqhVatWGDNmDLy9vSGRSMQOj4iIiIhsnNnfF9KmTRtcuXKl1GWGDRvGdghERDZG34SksaoqdUnI6ptslMvlOHPmDACgZcuWGvvBamqXEOkXqbY+XZYpD7GqnIVKQptblTaJY9euXXBycsKgQYPQtm1btGzZkn1siayYLudWIiIic2L2SVsiInPDW6rNgz4JSWNWVeqSkNU32SiXy7Fnzx4AQFBQkNZ/WOoymJtQA74VJVaVs1BJaF3j52fdup08eRJxcXE4deoUvv76a1y7dg0+Pj6qwcg6duwodohEJCBdz61ERETmgklbIiI98JZq8zI1ZCo8qnvgQuYF+Dn7YUCTkv3MjV1VqUtCNsAlAP61/JGY9WJgo0bVGyHlUQquPrgKe6l9uRODugzmZuiAb8UZs+1CWYRIQusSPz/r1q969eoICwtDWFgYACAlJQUrVqzA2rVr8d133yEpKUnkCImIiIjIlumdtP3ll1/Qpk0buLm5GSMeIrIU6XFA1lWgVmPA1TYGbOEt1eanaGLt579/RsrDlBKJNWNXhepS/ZmQkaCWsAWAaw+vYdYfs9SmmWtisHjFqbHaLujK0CR0WfHzs24b7t+/j9OnT+PUqVM4efIkrl27hqpVq+Lll19Gq1atxA6PiIiIiGyc3knb1atX45NPPkGdOnXQqlUr1S1kHh7Gr64hIjOxfzbw55IXjztMAbpFiRWNyZjTwFeke2LNFFWhZVV/anvvFFcYf7Pqzcpc1lS37murOC3rNSdkJCD5QTKe5zxHEIKMFl95lRY/P+u2oX379nByckJISAgGDx6M1q1bw9vbW+ywiIiIiIgAlCNp+3//93+4c+eOqg/Y2rVr8emnn8LFxQWtW7fGV199ZYw4ichcpMepJ2yBgsc+4VZfcSvmLeFUkq6JNVNVhZZW/anPeyTlUUqZSVtT3bpfVmJc22suHl9axTS83+r9UrcVn3ofyZnZ8HR2RLC7kzAvoAza4udn3Tb89ttvaNKkidhhEBGRpbLBOw+JyLTK1dO2Tp066Nu3L7p164a4uDjs2rULO3bswO7du5m0JbJ2WVe1T7fyixWxbwkndfok1owxGJc+NL13tCkrMWjKW/fLU3GqKb51l9ahon1FvNTgJY3PW7AnCSuPXFc9HhvqhRm9fAyI3DD8rNsGJmyJiKjcbPTOQyIyLb2Ttn/88QdOnTqFU6dO4dKlS2jUqBFatWqFpUuXsv8XkS2o1Vi/6VZG7OQfvaBvYk3owbj0VfS989fNv7AzeWeJZQrjz83N1boeU966X56KU23xrTy/EivPryxRFRyfel+VsJVWTIXUIROrT6aih29dk1XcasLPum3Yu3cv9uzZg9u3byMvL09t3tatW0WKioiIzJoN33lIRKald9L27bffRs2aNTFy5EisXr0a1apVM0ZcRGSuXEMKfklW+2V5qk1doIid/KMXdOmrak5Jt8L3TnijcAzxGYKURynIU+TBXmqvFqOdnR2GDBmi+rsoU966X56K07LiKF4VnJyZDQBwcNmDCs5HVMutSszASvdPDQnfYPysW7cNGzZg8eLFGDBgAA4ePIgBAwYgLS0NiYmJGDp0qNjhEZHASju3EunFhu88JCLT0vtsNWPGDMTFxWHNmjXYsGGDaiCy1q1bw9PT0xgxEpG56RZV8EsyeziRGdC1r6qx+r6WV2HMmpLKUqkUTZs21fo8oW/dLy25rW/FqS6tIIpWBXs6O0JaMVUtYQsAf2b+jISMV5k0JaP54YcfMG/ePLzyyivYsmULRo8eDTc3NyxduhQPHz4UOzwiElhp51Yivdj4nYdEZDp6J21HjBiBESNGAACuXLmC06dP49ixY5g3bx5q1qyJo0ePCh0jEZkj1xAma0knYlS7mrLvqy6xaHr9hiSVhbx1X5c49K04LYzvaNpRrEpcVWJ+2uM0JGQkIMAlAMHuTugaIMXxxyXXY4yWD0SFbt++jeDgYABAxYoVkZ1dUPXdr18/vP766/j0U3ErvYmIyEzxzkMiMpFy3ReiVCpx6dIlnDp1CidPnsSZM2egUChQs2ZNoeMjIiILJla1qyn7vpZG2+svK6ksl8uRmJgIAPD394dMJiuxbiFu3TdmcjvAJQC+NX2RdjsNuzN3q81bcX4FVpxfodofE19qh+O7l5dYhzFaPhAVcnZ2xsOHD9GgQQPUq1cP586dQ7NmzZCeng6lUil2eEQkMF3OrUQ6452HRGQCeidtx44di7Nnz+LJkydo1qwZWrdujUGDBqFVq1bsb0tERCpiVruasu+rJgkZCTh285jW119WUlkul2P79u0AgObNmxvtH5amSG4PrjsYQ0KG4M/bf2Ll+ZVq84q+H4Ru+UBUlrZt2+LQoUNo3rw5Bg4ciOjoaOzbtw8XLlxAt27dxA6PiARmqnMr2RDeeUhERqZ30tbT0xOvv/46QkJCULVqVWPEREREVkDMalcxk4DFq2uLK2xpoImpK0tNFYe/sz/SnqRpnFf4fhCy5QOZjrkN9qePefPmQaFQAACGDh2KGjVqID4+Hl26dMHrr78ucnREREREZOv0TtpOnz7dGHEQEZGVyVPkaZxuqsSkGElATdXFxRXGYg6VpZriCPcKVyXchYxHlwSxEC0fyHTMfbC/0uTn52PlypV47bXXULduXQBAnz590KdPH5EjIyIiIiIqUK6etqdOnUJMTAyuXbsGAGjUqBHefvtthITw1gAyc+lx7DtEZALaqk0NTUz+nZWL5PibaFS7KoLdncpc3tRJQG3VxYWKvn5zqSwtGsdft/7Cjus7sOP6DgDCJuHMJVFNwjCnwf7Kw87ODmvXrsWrr74qdihERERERBrpnbTdvn07Zs2ahW7dumH48OEAgLNnz2LEiBGIjo5GeHi44EESCWL/7GIjfE4paCBPRILSVm0a1T4KA5oMKPd6F+69gtXH7gG4BwAYG+qFGb18yr0+Q2i7JVxbNem4wHHo2KBjiWSWqZLKZd3CXjht1h+z1KZrSsIZcju8uSSqdWXJt/4bm7kM9meItm3b4vTp03B1dRU7FCIiIiKiEvRO2q5cuRLTpk3DiBEjVNMiIiIQGxuL//znP0zaknlKj1NP2AIFj33CWXFLJDBtyRx7qX251xmfeh+rjyWrTVt55Dp6+NbVqeJWyORbabeEa6smHR803qBtGkLXW9h1ScIJcTu8MRLVxkiuCvFarTnpay59mQ3RqVMnLFq0CH///Td8fX1RqVIltflhYWEiRUZEREREVI6kbVpaGl5++eUS07t06YKvv/5akKCIBJd1Vft0Jm2JBGWMZE5yZrbW6WUlbYXsu6nLLeGmqibVJSGozy3sZR03c70d3hh9VYV4rZbc71UX1tDuIiqq4G6b2NjYEvMkEgmSkpJMHRIRERERkYreSdt69erh+PHj8PBQ/8fdX3/9hXr16gkWGJGgajXWbzp73xKVmzGSOZ7OjnpNLyR0olHXW8ILq0njU+9jy9l0eDo76lQRXMjOzg6vvfaa6u/ihKyeLRpzacfNHG+HN1Yi2dDXaq4JbqFZWruL4i5fvix2CERkQmWdW4mIiMyN3merkSNH4rPPPkNSUhKCg4MBFPS03bp1Kz766CPBAyQShGtIQQ9btZ62UzUnZI3Z+5bJYLIRQidzgt2dMOYlT7UWCeNCvcpMhAqdaNSninjBniSsPHJd9VifHrxSqRS+vr4a5wlZPVtcacfNHG+HN1Yi2dDXqi2uP27+YXGJzbKYerA/IqLyKu3cSkREZI70Ttq++eabcHFxQUxMDPbu3QsA8PLywuLFi9G1a1fBAyQSTLeogh62pSVNjdn7lgOhkY0pbzJH223/03t6w9P+IexrNkCj2lV1qlwVOtGoaxVxfOp9tYQtoF8P3tIIWT2ribbjZo63wxsrkWzoa/3r5l8ap684vwLP859rbZNgzT1wzcWGDRt0XjYiIsKIkRARERERla5c94V069YN3bp1EzoWIuNzDSk9+Wqs3rccCI1IJ2Xd9t+0lgOCghpAJpPptD5Nybc+7kMNSojpUkVsSA9eAFAoFKp+mj4+PpBKpap5QlbP6qvouvIUebCX2iMhI8FkCcbiSU1jJpLLu98SMhKwM3mn1vnaqqKN1QOXiWB169atU3t8//59PH36FNWqVQMAPHr0CJUqVULNmjWZtCWyMqWdW4mIiMwRm/kQFaVv71td/bNf+3QmbYkAGK8P6NSQqbh5qxG2XTgPRa4z/pvkjhrPknRuVaBJWVXE5e3BWyg/Px+//PILAGDmzJlwcHBQ27ZQ1bPlEeASgIMpB00+yJa2pKYx+6qWZ79pq4QuvkzR9RrrvW/tg6GVx6FDh1R/79ixAz/88APmz58PLy8vAMD169fxySef4PXXXxcrRCIyktLOrUREROZIp6Rtq1atIJFIdFrhqVOnDAqISFT69L4lIkEZqz9pfOp9/PKXDEAL1TShWhVoE+zuhLGhXmotEnTpwaur4olKANhxbYdJqinFGGRryz9bSt2mOfVV1aU1Q/FljPHet5XB0AyxdOlSLFu2TJWwBQpafs2cORPvvvsu+vbtK2J0RERERGTrdErazpo1y9hxEJkPXXrf6qtJN+DIAs3TiQiA8fqTGtqqoLxm9PJBD9+6SM7Mhqezo+DbKkxUmrqa0ljJdW2Kvz5TbNMQmiqhiypeFZ2QkYDUx6kalzXkvW/q42SJMjIykJ+fX2K6QqFAVlaWCBEREREREb2gU9L28uXLmDx5MipXrozTp08jODgYdnbsrEBWrKzet+VZHyt4yYyZQ99LY/UnNbRVga407cNgdyejJobFqKY0VnJdE02vz9jbFIKmSmhNn6/SEtKGvvdNeZwsVbt27TB79mx89tlnqhHlL1y4gDlz5qBdu3YiR0dEREREtk6nzOv333+P0aNHo3LlyoiIiMAff/yBWrVqGTs2IutijApeIgGYU99LY/QnNXarAkCcfZiQkYBtV7dpnGfMakpjDv5VXGn9YY21TaEUb9lQPFZtCelxgePQsUFHg1+bKY+Tpfr8888xffp0DBw4UFWMIJfL0bFjR8yfP1/k6IiIiIjI1umUtG3QoAE2btyIDh06QKlUIj4+HtWrV9e4bKtWrQQNkMiqCF3BS2Qgc+x7aYz+pIa2KiitElmMfVhahSZg/GpKYw7+VZS21xHVPgoDmgwwyjZNRVtC2q2qm2D701THyVLVrFkT3333HW7cuIFr164BKOhp6+npKXJkREREREQ6Jm0//PBDzJ49G6tWrYJEIsHEiRM1LieRSJCUlCRogEREZDy21PeyvK0KyqqiNfU+LKtlgKmqKUtLrhcmud2quBm8jeLVouFe4bCX2iMhI8Gi36Omal9gToO0mauGDRuiYcOGWue3aNEC27dvh5ubYe9nIiIiIiJ96JS07dq1K7p27Yrs7Gy0bNkSe/fuZXsEsm3pcS/aHNQLFjsaonKzhb6XhvTr1aWK1hj7UCaToV+/fqq/i9KWJB7UdBBebfyq6Am64knu3s69EYSgcq0rISMBjZ0aI6p9FOyl9vjr5l/YcX0HdlzfAUDcVh6GYvsCy6FUKsUOgYgEUNq5lYiIyBzpNZqYo6MjNmzYAFdXVw5ERrZr/2y1AcUk7d8Far0qWjhEhrD2xJGhvWZ1qaI1ZB/Gp97X2LJBJpMhKChI43O0JYObVwnDwXMVcBBX0Nm7tlEHQNNGU5J7d+ZuDMkcgqA6QXqtq/ixe8XrFexM3qm2jFoCveiPaRbShobtC4iITKe0cysREZE50jvz2rp1a2PEYdZyc3M1/horlUrVkte5ubla1yGRSGBvb1/qsnK5HPn5+cjLy1PbXl5entYqj+LrFWpZAHBwcCjXsvn5+VAoFIIsa29vD4lEYtRl5XI55HK5+gI3zwL3rgM1vWDfsM2LZVNOQf7ncqh9dP76DxzaNUFubnNUqFABUqlU+3qLsLOzM/qyCoUC+fn5WpeVyWSq95o5LKtUKpGXlyfIskU/n8WXLfysFX62S1u2tPUCpX/uhf6O0LasoZ/7CQETEFo/FGmP0+BZ01OVODK374jixw0o/XN/IfMC1ieuhwwFy8olclWSr7lTc52+IzyqeUCilECqlKrNb1CpgeoY2dvbq5JvyfeT4VbFDX7OfhqPYdHPZ/SuC1h77MXgaJEdPfF+d2+Nyxb93Der3gwjvUdiQ9IG1bLelV/BB5seAHgACRT49uAVdGrijHGdGyPQrYbWGDR9Ps+nPUBKVjY8ajmiRcNaen2WVUluJSBTvjiPXb93Hc2dmqstW9p6ix47hUQBpUSJndd3llhv4bqbnfkVOLEcMigggwLoMAXKrnPK/R0h1LJA2d8RRdsXmMt3RH5+fonPmr7rBYzzHVHa+Y+IiIiIyJqwXFYHX3/9tcZ/qDZp0gRvvvmm6vFXX32l9R9yHh4eGDFihOrx0qVLkZOTo3HZ8+fPY8yYMarH3377LR4+fKhxWRcXF4wfP171+LvvvkNGRobGZatXr44pU6aoHq9btw63bt3SuGzlypUxbdo01eNNmzYhJUVzxZm9vT1mzZqlerx582b8888/GpcFgNmzZ6v+3rp1Ky5duqR12ZkzZ6r+Ibdz506cP39e67IffPABHB0dAQD79u1DXFyc1mUnT56MGjVqAAAOHjyI48ePa1nyH4wL2oPa/aIAAMeOn8IRybslFzuRDJz4Am+//TYaNGhQMOnECRw4cEBrDG+99Zaqh96ZM2ewZ88ercsOGTIETZs2BQAkJiZi+/btWpd97bXX4OvrCwBISkrCL7/8onXZfv36qSoOrl69ih9//FHrsr169VL9aJOamor169drXbZr167o0KEDAOD27dtYs2aN1mVDQ0PRuXNnAEBGRgZWrFihddl27dqhe/fuAICHDx9i6dKlWpcNCQlBnz59AAA5OTn46quvSiyzd+9eAEBgYCBeffVVAAWJhejoaK3rbd68OQYNGqR6XNqyxvqOqF+/PkaPHq16LOR3RL8p/VSPzfU7ovC4AWV/R/RHf9Xfv7n9hlxZLlIepSDtVJpO3xEBLgEYIhuC3OvqCbId3+3ADhTcoj9u3DjUrl0bAS4BuHfxHnYceTGvuMLviPjU+/jz+EkMr5Sumpd7Jh7RZ14s26VLF9SpUweNGzfW+B1R9LXtf95Y9Xcj2T285HADSAd2f78fu4vFUPgdkZCRgHOJ55B8LFljrBcB/J9nK3wU0RuAbt8RHp4FVcAuz1wQeidUNS8xNRGJSFQ91uU7ovD1Xap+CZecCt4D1fKqofut7mrLnU89j/OQApJ30U4Zh+44Cvy5BA9dw7B08+9a4y38jkjISMDVu1eR+Eui1mVt9Tui6GcNMI/rCDs7O/Ts2VPjPCKi0igUCly9ehUA0LhxY9UPmEREROaKZyqissRvLLjtFgAq1xQ3FiIymL69ZlvWaSncxu8WDNaZnJld5qKHDh3Cjz/+WGp1a3ktjluMobuH4ofLP5S63O9XMhCfeh8AsO2fbWWut7BVhLGEuoaWvVCh+5oThEUV7of5J+cbEBVZu8JqfiKybPn5+fjxxx+Ndm4lIiISmkTJ0RW0ksvlOHfuHJo3b26y9ggJCQkIDAxExYoVVdPZHsGE7RESfwF2TFJfFvmQ9F8FBL5RsOz+ucCJ5ar5ijYTcL5mHwQEBLA9goHLmrI9QkJCAgICAtgeoZzLAuK0Ryh63ICyP/fLzy5XtRGQS+SI9I/ElJZTNC57IfMCUh+nwr2qO4LrBWttoVJ0OT9nv7LbrRyar/rOsIMc0g6TEe89BQP/8wekUN9nP45ui0C3GsjNzcWiRYsAFFQTy2QyrZ/782kPMPi7U1CiIAYJFJAVW++CAf7oG1RwF8Cl+5cwfO/wgmWLtH4Y6bUQ3+x5rvY8OSRYNDgYjd3uYdiuYSXaRMT0iIGfsx8A9c/n+TvnkfwgGa6OrpDflKsds+LLavuOKDx2he0RIv0iMbnFZMTfjlfb/7h5FlhfUFWvao8AQBl5AHl1AjXuMwC4eO8iIvZFFDwo0nah6GsqZGvfEfn5+SU+a/quFzBee4RLly4hKCjIZAMJBQcH47fffoObm5tJtmcMhde0ptxvlor7yvRMtc9zc3NVdz8UvVPHFvF9bnrc56bHfS4O7nfd6LqfDG6P8OTJE5w4cQKenp5o1KiRoaszSw4ODjq92fQ58WtaVi6Xw87OTu0fRABKPC6NOSyrzyB15rBs0eQB6jQFoCHBWKvxi2V7RgF+4aoBb+T1gmF37hwcHBzUbrNSW68+MQi4rFQq1fl9aQ7LSiQSkyxb+FnT9NnWZ72A4Z97IZY1h8+9Kb4jSjtu2tb7Xtv30LVR1xIDPRVftrQBy4p+5kpbLiEjoeSAUulxwIkl6kH9uQTBPuEYE9oYK4+86Gk7LtQLrRrV1rgfNH3ui27vndBGqnUpIS3xLdaobg3VeyrtSZpqulKihFxSkAyWVbqPfFQtsW1PZ0ekPIpXW7bQzac30cKhRYnnBNYJRGCdwIKLkTvnSj2PavuO0HbsWtRvgRYosk3PtkCHiWoDRKLDVEjcWqG0T1F69ovWFJBA9dq0vSZAyzEugyV+RxQmk8u6/hHjO0KMnrbfffcd6tSpY/LtEhEREZFt0ztpO3nyZLRq1QrDhg3Ds2fPMHDgQNy8eRNKpRJff/01evToYYw4iUzDNQToMKXEP/5LjETuGvJiGgdFITNQnmSSrSg60JMmCRkJaolYAKoBy4o+r7TlDqYc1JzMzbqqeaNZVzGj1xvo4VsXyZnZ8HR2RLC7k86vSVPyeOv4ETh85S7+uJqJMykPVPPGhXqprVtbe4hOns3xJNS+RCI52N0JsgzNz9G31YS+yjp2Kt2iAJ8XP6aV+M7WQFvs2qaXlrAny6RUKrF3716cPHkS9+7dK1mpv7ygQj4kpOz3ExERERGR0PRO2sbFxWHcuHEAgP3790OpVOL06dPYunUrVqxYwaQtWSF2ECHzxmSSYVIeae59mvIoRS1hqG25P27+oT3pW6uxxucUVu8HuzvplawFSk8eT+0WgKndvBGfel9rMriw72zRdUT6RRYkSHtBYyK5tOcYi94/RBT9MU0H+rwmXRP7ZFnmz5+Pn376CW3atIGzszN71xIRERGRWdE7afv48WNUr14dAHDs2DF0794dlSpVQufOnfHll18KHiCRSaXHqVfZAgWPfcL1SgYQmQqTSYbTteJS23JKLT/spDxKQUCjcN2q90txIfMCbj69qUpe6pJk1pQMLprInRoyFWEeYRqTotoSyaU9R2im+iFC19eka2KfLMtvv/2G5cuXIzRUjwHuiIiIiIhMRO+kbb169RAfH4/q1avj2LFj+PrrrwEAjx49sulm7mQlSrmVmUlbMkdMJhlO14pLbcu91OAlrDy/ssR6VUnecty6X9SofaMglxa0YRnlOwphHmEalyutVcGCPUlqbQ/GhnphRi8dWw8UoXO7AgMY44eI0qp2dXlN+rZSIMtQpUoVuLq6ih0GEREREZFGeidtIyIiMG3aNFSuXBn169dHmzZtAACnT59G06ZNBQ+QyKTKuJWZyNwwmSQMXSsutS1XZtJXz1v3ZTIZAl8KxLqL66CQvOizWZi81KdVQXzqfbWELQCsPHIdPXzr6t2awRT0/SGirDYKQlTtitEegoxv0qRJ+Pbbb/H555+jYsWKYodDREYmk8nQq1cv1d9ERETmTu+k7dChQxEQEIB///0X7du3h1QqBQC4ublhypQpQsdHZFq6DkRGVA6l9RktLyaThKNrFamm5YRuHSCTySDzkOFa2rUS81Iepei1veTMbNXf0oqpkDpkQpHrjOTMQLNM2urzQ0RZCdkt/2wRrGrXlO0hyDR69eqFnTt3ol27dnB1dYWdnfpl8datW0WKjIiMQSaToXXr1mKHQUREpDO9k7YA4O/vD39/fwCAXC7H33//jeDgYFWvWyKzlR5XjluUORCZUPQeWMiKaL493UeQdTOZZB6Ebh1QVvJS1+15OjsCABxc9qCC8xHV9FMPHmAAZqota+rPqKYfMnT9IaKsNgrFE7pFlbd9iCnaQ5DpTJ8+HRcvXkTfvn05EBkRERERmR29k7bz589H06ZNMWjQIMjlcgwbNgzx8fGoVKkSVq5cqWqXQGR29s8uVkE7paDXZFEciMxoTDWwkDkyxe3pTCYZpjB5qLBPQYXK90RPfisUClTLroaIuhHYcHsD8L9cUnmqqIPdnfBaezn23T+iNn1X2g94M6OPan2m/oyW9kOGLj9ElNZGAYDWhC3A9iFU4MiRI1izZg1CQnh+J7IFCoUCqampAAB3d3fVHaNERETmSu+k7b59+9C3b18AwO+//4709HTs2bMH27dvx+LFi/Hf//5X8CCJDKZrMpYDkRmFMQYWsiRFb08vPt0cb0+3NYXJw+KVqGL+sJCfn4/169cDANaPXo+bT28alEgO9ZVg3x8lpxdWnJrqM1pYyfs8pyZWHnmgNq/4Dxll/RBRWiWytoQuwPYh9ELdunVRpUoVscMgIhMpem6dOXMmB9EmIiKzp/fPi/fv34eLiwuAggqFnj17wtPTEwMHDsTff/8teIBEgigtGVsUByIzirIq4qxd4e3puk63ZQkZCdhxbQcSMhKMup341PvYcjYdP51Oxcoj1yGtmKqWsAUKkpbGjkMXfs5+CG8UblCiUVuC83lOTQCm+YwujluMobuHYtYfsxB1diwcXPaUWEbbDxyaFLZRKKowIavt9Ua1j8KUllP0ipus14wZM/Dll18iPT1d7FCIiIiIiErQu9LW2dkZV69ehYuLC44dO4Y5c+YAAJ49e8ZROMl86ZqM5UBkRqHPwELWKNjdCWNDvdRuBR8X6sUq22JMdXt+8dvyAUDqkKlx2fL2PjU3mvrEPs8MxYe/JuD//rmAnv4uGp8n1Gc0MTOxRCVvBecjyH/sC8Uzd9U0fX/I0NZGQVtf3AFNBhjwKsjaTJs2DU+fPkW3bt1QsWJF2Nvbq80/deqUSJEREREREZUjaTtgwABMmTIFLi4ukEgkaN++PQDg/Pnz8PLyEjxAIkHok4ztFlXQNkHvActIG10HFrJmM3r5oIdv3RKDLlEBY92eX3ygK039hQFAkeus8fnW9MPC1JCpcKvQGjN2HIIi1xl2VS/C0fM/OP4YOP4X4F/LH4lZiarlhfyMaqvYlTpkqpK25f0hQ1sbBQ7QR2WZNWuW2CEQEREREWmld9J20qRJaNKkCf7991/07NlT1QtIJpNh9OjRggdIZDxK7bNcQ5isFRgTKAUVt0zWalba7fnlfa9oGuiqaZ2qGpdVPHPH88xQtRYJ1vjDgjTPA/mPWmhsB5GYlYio9lGwl9oL/hnVlvxeEN4F0jwPo/2QwQH6qDT9+/cXOwQiIiIiIq30TtoCQM+ePUtM44UvmTVdByIjo2ICxXYVDkClLRkodAsNTRW1K49cx8KB/hqXXzjQH/ayQCjsh6BC5XtW+8NCYfsBbe0g7KX2CG8ULvh2/Z39NVbbv+bfQfBtEenq1q1bpc6vX7++iSIhIiIiIiqpXEnbU6dOISYmBteuXQMANGrUCG+//TZCQpj8ItMpKwmkprSByJi0JRJc0bYEh++uK7NXrdAtNLQNaGUvk2rsL/x6q8K+qq6lrrd4uwVD6fU9JoDC/sqrT6ZqnG+sdhCJmYlo7NTYaJW8ROXRpUsXSCQSrfOTkpJMGA0RERERkTq9k7bbt2/HrFmz0K1bNwwfPhwAcPbsWYwYMQLR0dEIDxe+QoeoOL0HLNJ1IDIiMljRtgTSiqlw9NStV62QLTS0DWjl6eyIAS1c9eovXJhYPXJRiV/+ejHg5thQL8zo5VPuGEv7HpPJZOjatavqbyEV9ldelZiBPzN/Vk03VjuIzf9uxu4Lu1WPR/mOMria19TJbrJO27ZtU3ucl5eHpKQkxMbGYupU4QdBJCJxGfPcSkREZAx6J21XrlyJadOmYcSIEappERERiI2NxX/+8x8mbcnoyjVgkT4DkRFRuRVvS6DtNnxtvWqFaqFRWFFavKK2MEGra3/h4olVB5dQ5Gb0AlDQbqGHb91S11M8uVhYqauwTyn1e0wmk6FDB+O1Dgh2d8JK90+RkPGqUZOfiZmJ2J25W21azMUYeFT3wIAmA8q1Tr1/tCPSolmzZiWm+fv7o3bt2li7di26d+8uQlREZCzGPrcSEREJTe+kbVpaGl5++eUS07t06YKvv/5akKCISlPuAYu6RRX0sM26WlBhy4QtkeCKtyVQ5DprXM5Yt+EXVVhRWt52Bpp+IKrgfAT5j32heFbQTiE5M1vreosnF5tX6oeTZ9sBAOyqnUWlBiWfY8jAa+Vh7D7T2r6vZ/81GykPU/ROtpbrRzsiPXl6eiIxMVHsMIiIiIjIxkn1fUK9evVw/PjxEtP/+usv1KtXT5CgiEpj0IBFriFA4BtM2BIZSfG2BIpn7nieGao2zVi34WsS7O6EAS1cIauUhh3XdiAhI0Hn52pLOBatHtbWhkFTcvHS0+2QVizoJVtWMluhUODmzZu4efMmFAqFzjGbm9K+l2Muxuh1PIDSf7QjdQkZCXq/523NkydP1P57/Pgxrl27hiVLlsDDw/g/LBGRaVnLuZWIiGyH3pW2I0eOxGeffYakpCQEBwcDKOhpu3XrVnz00UeCB0hUnNADFhGRcDS1JYhsPgG9QsaI1oO0vLfTa0s4FiZci7ZbKK60hK/imbsqmV3B+YhqXtHvsfz8fKxZswYAMHPmTDg4OJQaq7n2ePV39kdv594lWiQU0rey2KAf7WwIW0joJiQkpMRAZEqlEvXq1ePdY0RWSN9zKxERkdj0Ttq++eabcHFxQUxMDPbu3QsA8PLywuLFi1WN3YmMTcgBi4hIWNraEojxOTXkdnpNPxD1cR+K1v7hZbZbKCvhCwC5Gb3wefchqFD5nkHfY+aeoBtcdzBaNW6FqBNRJebpm2zlj3ZlYwsJ3W3YsEHtsVQqhZOTEzw8PGBnp/clMhERERGRoPS6Is3Pz8fKlSvx2muv4ccffzRWTEQ6MXYvRiIqP10H+jK2cvfA/p/y/kCkKbnYvFI/nPxfL1ygoFL3NX8fndanjaUk6Po37o+0x2mCJFv5o13pDH3P25LWrVsDAK5evYpbt24hLy8PDx8+xI0bNwAAYWFhIkZHRERERLZOr6StnZ0d1q5di1dffdVI4RAREQlHiNvpy/sDkabkYnzb++UeGE0TS0rQCZlsNcaPdubaYkJfbCGhu7S0NEycOBFXrlyBRCKBUqkEAFXLhKSkJDHDIyIiIiIbp/e9X23btsXp06fh6upqjHiIiIgEI9Tt9IUJvTxFHuyl9jon9oonF4WuQLa0BJ253iFh7i0m9MEWErqbP38+GjRogNjYWISFheHnn3/GgwcPsHDhQkyfPl3s8NTcvn0bH374IbKysiCTyTB+/Hj06tVL7LCIiIiIyIj0Ttp26tQJixYtwt9//w1fX19UqlRJbT5vJSMiInNiaIVn8YReIVMm9rRVgRozQRefKmxVsLmylBYT+mALCd3Ex8dj/fr1qFmzJqRSKaRSKUJCQvDee+/hs88+w7Zt28QOUUUmk2HWrFnw8fFBRkYGBgwYgNDQUFSuXFns0IiIiIjISPRO2kZFFQwkEhsbW2KeRCLhrWRERGR2ylvhqSmhV8hUib3lZ5cj9sqLc25hsrgwqdq59gjBE3QL9iRh5ZHrqsdjQ70wo5dh/XdNSZ+EsyW1mNCHuVY1mxOFQgFHR0cAgJOTE+7evQsvLy80aNAAycnJIkenrnbt2qhduzYAwMXFBU5OTnj48CGTtkRERERWTO+k7eXLl40RBxERlZOtVESKQVtCr+h8YyTGZDIZQkNDcSf7DuZfng9IXsyLuRiDm7ca4Ze/ZKppBUnVcEG2HZ96Xy1hCwArj1xHD9+6FvH+0jfhbGktJkg4TZo0wZUrV+Dm5obAwECsWbMG9vb22Lx5M9zc3PRa1+nTp7F27VpcuHABGRkZ+Pbbb9G1a1e1ZTZt2oS1a9ciIyMDzZo1wyeffIKAAP2/Py5cuACFQoF69erp/VwiW1Z4bi38m4iIyNzpnbQlsgnpcUDWVaBWY8A1ROxoiLSy9IpIc1dW4q6s+eUd3Eomk6Fz587YcW0HlJnKEvO3XTgPoIXqsZBJ1eTMbK3TzT1pW56EM3vA2q5x48bh6dOnAIB3330X77zzDoYOHYoaNWpg8eLFeq0rJycH3t7eGDhwICZOnFhi/u7duxEdHY2oqCgEBgZi/fr1iIyMxN69e1GrVi0AQL9+/SCXy0s8d+3atahTpw4A4MGDB5g+fTrmzZun78slsnmF51YiIiJLoXPS9tmzZzh+/DhefvllAMCiRYuQm5urmi+VSjFlyhRUqFBB+CiJTGn/bODPJS8ed5gCdIsSKxoirSy9ItISaEroFSorsSfE4FbaksKKXOcS0wxNqhZWbOfJFRrnezo7lnvdplLehDN7wNqml156SfW3h4cH9u7diwcPHqB69eqQSCSlPLOk0NBQVQWfJrGxsRg8eDAGDhwIoKDd2OHDh/Hrr79izJgxAIDt27eXuo3c3FxMmDABo0ePRosWLUpdVhtNSWFSV7iPuK9Mh/vc9LjPTY/73PS4z8XB/a4bXfePzknbrVu34siRI6qk7ffff48mTZqokrTJycmoU6cORowYoX+0ROYiPU49YQsUPPYJZ8UtmR1Lroi0JEUTenmKPNhL7ctM7Bk6uJVSqURGRgbqoi5GNh+J2Esvetr2cR+K/ya5l3iOIUnV4hXbQW7VcS7toerxuFAvs3lPlVa9rG0f6LJv2AOWAKBGjRqCrzM3NxcXL17EO++8o5omlUrRvn17xMfH67QOpVKJGTNmoG3btnj11VfLHUtiYmK5n2truK9Mz9j7XKlU4smTJwCAKlWq6P3jjDXi+9z0uM9Nj/tcHNzvwtA5abtjxw68/fbbatMWLVqk6vm1fft2/PDDD0zakn7MrQ1B1lXt080hPqIiDElQkX70TegZOrhVXl4eVqxYAQCYOXMmujbsqpaorPFMPclqSFJVU8X2ubSHWDjQH/YyqVn1Si6rejnY3QljQ70E2zdEQrh//z7kcrmqDUKhWrVq4fr161qepe7MmTPYvXs3vL29ceDAAQDAF198AW9vb71i8ff3Zy/PMsjlciQmJnJfmZCp9nlubi6++OILAMCHH34IBwcHo23L3PF9bnrc56bHfS4O7nfdFO6nsuictE1NTUXTpk1VjytUqKD262RAQADmzp2rZ5hk0wxtQ2CMhG+txvpNJxKRrgkqWx+oTIzXL/TgVsWTxjN6+aCHb11BXpe2im17mRQDWriWe71C07V6Wch9Q2QuQkJCBBkMWCaT8R9QOuK+Mj1j7/Oi6+bxLcD9YHrc56bHfS4O7ndh6Jy0ffTokVoP2xMnTqjNVygUavOJSmVoGwJj9Z11DSlYl9q6p7LKlsxWWQmqD377DdsunIci1xmKZ+42N1CZWAO1mWJwq2B3J70SktqS15ZSsa1P9bK++0ZXtv4DCJWPk5MTZDIZsrKy1KZnZWXB2blkf2oiIiIiIkCPpG3dunXxzz//wMvLS+P8K1euoG7duoIFRlbOkDYEhiR8danO7RZVsC5zattAVAptCaoZh6Kx7/4PqNSg4PHzzFCsPNLLZgYqE3ugNnMa3Kq05LWltBQQunpZX2L9AECWz8HBAb6+vjh+/Di6du0KoKDY4fjx4xg2bJjI0RERERGRudI5adupUycsW7YMnTt3Vg0+VujZs2f49ttvSx01l0iNIW0Iypvw1ac61zWEyVqyaAkZCdiV9oPatArOR5D/2BfJmYFml5ADhK9iNIeB2sxhcCtdkteW0FLAFNXL2oj9AwCZv+zsbKSmpqoep6enIykpCdWrV0f9+vUxcuRITJ8+HX5+fggICMD69evx9OlTDBgwQMSoiYiIiMic6Zy0HTt2LPbu3YuePXti6NChaNiwIQAgOTkZmzZtQn5+PsaOHWusOMnaGNKGoDwJX0PbMRBZGG23kksdMs3utnfAOFWMprzt35xvm9eWvD6WegbpeU9VVcDGaikgJLGql83hBwAybxcuXEBERITqcXR0NACgf//+WLBgAXr37o179+5h2bJlyMjIgI+PD9asWcP2CERERESklc5JW2dnZ/z444+YM2cOFi1aBKVSCQCQSCRo37495syZwwtP0k952xCUJ+FrSDsGIguk7Zbx/n6GVdkaIzlprCpGU932b+63zWtKUju47MF3144A1woej/IdhakhU00cWfmIUb1sKX1/STxt2rTBlStXSl1m2LBhbIdARERERDrTOWkLAG5ubli7di0ePHigugXM3d0dNWrUMEZsZAvK24ZA34SvIe0YiCyQplvJ+7gPxYKX+5Z7ncZKThqzitHYt/0bK+Esk8nQrl071d+GKJ68llZMRQXnI2rLxFyMQZhHmN7JUHOuMBaSpfT9JSIi7YQ8txIREZmCXknbQjVq1GCilsSnT8LXkHYMRBZKyFvJjdnT09hVjMa87d9YCWeZTIbu3buX+/nFFU1e38p/jFVJJZdJeZSi13vE3CuMhWYJfX+JiEg7oc+tRERExlaupC2RRSpvOwYiCybUreTGrIa15CpGS7ptvjB5/Uuim8b5z3Nq6rwuWx2YyxL6/hIRERERkXVg0pYsV3pc+frhMllLpDdjJycttYrRWAlnpVKJhw8fAgCqV68OiURi0PqKkuZ54HlmqFqLhOeZoZDmae6DrAkH5iIiIktjzHMrERGRMTBpS5Zp/+xirQ6mFFTSEpFRmKIa1pRVjEL2YjVGwjkvLw9Lly4FAMycORMODg4Gr7OQp7MjcjN6If+xL6QOmVDkOkPxzF2vBLwhSXxb6YNLRETmxZjnViIiImNg0pbEVZ5q2fQ49YQtUPDYJ5xVtGQ2EjISBOkla04stRq2OGP0YrWk2+ZfJOABxTN3APon4DUl8QFg38V/S12PrfXBJSIiIiIiKi8mbUk85a2WzbqqfTqTtmQGFsctRszFGNXjUb6jMDVkqogRCceSkpOa2Gov1uKESMD38K2r177kviciIiIiItKdVOwAyEZpq5ZNjyv7ubUa6zedyIQSMhLUErYAEHMxBgkZCSJFREWV1ovVnMWn3seWs+mIT70v2DqD3Z0woIVruROm+u5LS933REREREREYmClLYnDkGpZ15CCqly1Kt2prLIls5DyKEXrdF3aJLDfp3EZe0A1Y1j0f1ew6o9U1WOxWwoUtv5Q2NfUOF/ffaxpOj8HRERERERk65i0JXEYWi3bLaqgh62+/XCJjMyjmode04tiv0/jM8WAavrQJTm59o9kADLV47JaChizn3Lx1h9tWvTDybPtVI9L25e67nt+DoiIiIiIiJi0JbEIUS3rGsJkLZmdAJcAjPIdpZbYivSLLDN5Vp5+n4Ym52y1mtFcBlQzJDmZnJmtMW5j9lPW1Prj0tPt+GpoL0jzPHTal2Xte/a9JSIiIiIiKsCkLYmH1bJkpaaGTEWYR5heCdXS+n0aIzln69WMYg+oVlZyUiqVIiQkBJlPnkMRLynxfE0tBbT1Uw7zCBOk4lZb648Kle8hvFEHnddT2r7X93NARESkq8Jza+HfRERE5o5JWxIXq2XJSgW4BOiVKNOn36ehyTldqxlttRLXFMpKTtrZ2aFPnz4AgNvVknRq52BoP+WyGNL6Q1eW2HOYiIgsQ9FzKxERkSVg0paIyAzo02vV0OScLtWMtl6Ja6iyEt76JCd1bedQnqSqPon58rb+0Ie59RwmIiIiIiISi9UnbX///XcsWLAASqUSo0ePxqBBg8QOiYhII2Mm54oqK2HIvqKG0SXhXVZyUqlUIicnBwBQuXJlndo56JtULU9ivjytP/RlLj2HiYjIuhQ/t0okJdsPERERmROrTtrm5+djwYIF2LBhA6pUqYIBAwaga9eucHLiPwCJyDwZIzmnaRulJQzZV7T89El4l5aczMvLw1dffQUAmDlzJhwcHHTavq5JVUMS8/q2/igPsXsOExGR9SnvuZWIiEgsVp20TUhIQOPGjVGnTh0AQKdOnfDnn3/ilVdeETkyIiLDGFrxWFrCkH1Fy0/fhLcxkpO6JFWZmCciIiIiIjJvZj1s5unTpzF27Fh07NgR3t7eOHDgQIllNm3ahC5dusDf3x+DBg1CQkKCat7du3dVCVsAqFOnDu7cuWOS2ElH6XHA+f8W/J+Mi/va6gS4BCC8UXi5qx6D3Z0woIVriSRdYSVuUewrqhtLSXhbSpxERERERES2yqwrbXNycuDt7Y2BAwdi4sSJJebv3r0b0dHRiIqKQmBgINavX4/IyEjs3bsXtWrVEiFiK3VwHpB2EnBrA4R9Itx6988G/lzy4nGHKUC3KOHWTy9wX5Oe2Fe0fMx5IK2EjARVZXawe4DZxklERERERERmnrQNDQ1FaGio1vmxsbEYPHgwBg4cCACIiorC4cOH8euvv2LMmDGoXbu2WmXtnTt3EBBg3D58VuerpsCT/+3DG8eA+I3AB38bvt70OPUkIlDw2CcccA0xfP30Avc1lRP7ipaPOSa8F8ctVuuBPMp3FGb0mmp2cQotPvW+Vb8+IiIiIiKyXmadtC1Nbm4uLl68iHfeeUc1TSqVon379oiPjwcABAQE4J9//sGdO3dQpUoVHD16FOPHj9d7W3K5XLC4ddmOqbZXpkPzIHtSrJ3EkzuQ758DdDGs4laS8bfG3hyKjL+hrBds0LpNzeyOWzHWtK+FYu7HjDSzpOMW0KAaAhpUA1C+eIs+Ry6XG/SaEzMT1RK2ABBzMQYvu72MgAb+BsVZFjGP2cK9V7D6WLLq8ZiXPDG9p7fJ47BE5vxZM8eYiIiIiIiMwWKTtvfv34dcLi/RBqFWrVq4fr3gdk87OztMnz4dERERUCgUePvtt+HkpH+lTWJioiAxm+v2tPG+sBNVNEx/emEnrtQMN2jdle8r4KNh+pUsBXLOnTNo3WIxl+NWnDXua6GY6zGj0tnCccvPz1f9nZCQADu78p+u/7z/p8bpRxOPQu5kmgSYqY/Z31m5WH3sntq01ceS4Wn/EE1rcbRwXdnCZ42IiIiIyFxZbNJWV2FhYQgLCzNoHf7+/pDJZAJFpJ1cLkdiYqLJtlcWSVIj4OE/JaZXdmmEoKAgA9ceBIXiCqR/LVNNUbSfjKYvDzFwvaZnbsetJOvZ10Ix/2NGmtjSccvPz8etW7cAAEFBQWUmbRMzE1X9av2d/dXmyTJl+O7mdyWe08m/U4llhWaMY3Yu7YGq5UGQWw2NyyTH3wRwr8R0+5oNEBTUQJA4rJk5f9YKYyMi0pdUKkVgYKDqbyIiInNnsUlbJycnyGQyZGVlqU3PysqCs7OzoNuSyWQm/UeLqbenVedpwNW9JSZLO08DhIiv+zygeT8g6ypQqzGkFt5f1WyOmyZWtq+FYtbHjLSyheMmk8nQv39/nZbV1K92ashU1eOgOkEY5TtKbZlIv0gE1QkSLN6yGHrMCnvTHvsnA1vjb6mmjw31woxeJe8laFS7qsb1NKpd1erfO0Kyhc8aEdkOOzs7vPrqq2KHQUREpDOLTdo6ODjA19cXx48fR9euXQEACoUCx48fx7Bhw0SOzkq4hgAdpqgPYtVhqrCDV7mGcDAsU+G+JrI6CRkJGvvVhnmEIcDlxcCbU0OmIswjTFWNW3SeuVuwJwkrj1zXOG/lkevo4Vu3xCBjwe5OGBvqpfa8caFeHIyMiIiIiIgshlknbbOzs5Gamqp6nJ6ejqSkJFSvXh3169fHyJEjMX36dPj5+SEgIADr16/H06dPMWDAABGjtjLdogCfcFWFJpN+RETGp1QqkZeXBwCwt7eHRCLRuFzKoxSt04snZgNcAiwqWQsUVNhqS9gWSs7M1piMndHLBz1866paKTBhS0Rk23Q9txIREZkLs07aXrhwAREREarH0dHRAID+/ftjwYIF6N27N+7du4dly5YhIyMDPj4+WLNmjeDtEWweKzSJiEwqLy9Pdc6bOXMmHBw0D57lUc1Dr+mWJjkzu8xlPJ0dtc4LdndispaIiADofm4lIiIyF2adtG3Tpg2uXLlS6jLDhg1jOwRjS49jpS0RkRkKcAnQ2K/W0ipqtSktIQuw5QEREREREVkvs07akhnYP7tYT9spBS0TiIjILOjSr7ZwIC9LaxOgqTftgOD66NjExeJeCxERERERkT6YtCXt0uPUE7ZAwWOfcFbcEhGZkdL61RYfyGtsqBdm9PIxVWgGY29aIiIiIiKyRVKxAyAzlnVVv+lERFYoPvU+tpxNR3zqfbFD0ZumgbxWHrluca8l2N0JA1q4MmFLREREREQ2g5W2pF2txvpNJyKyMpZepaptIK/kzGwmQImIiIiIiMwYK21JO9eQgh62RXWYytYIRGQTrKFKVdtAXmUN8EVERERERETiYqUtla5bVEEP26yrBRW2TNgSkY0Qs0pVKpWiefPmqr/LS9NAXuNCvVhlS0RENkeocysREZGpMGlLZXMNYbKWiGxGfOp9JGdmI0+u0DjfFFWqdnZ2GDRokCDr4kBeREREwp5biYiITIFJWyIiov8p3sM2yK06zqU9VD221CrVYHcni4ybiIiIiIjIVjFpS0REBM09bM+lPcTCgf6wl0lZpUpEREREREQmw6QtERERtPewtZdJMaCFq0ljyc3NRXR0NABg5syZcHBwMOn2iYiIrA3PrUREZGmYtCUiItEU9o81hypWbb1qTdHDloiIiIiIiKgoJm2JiEgUxfvHjg31woxePqLFE+zuhLGhXmoxWWoPWyIiIiIiIrJsTNoSEZHJaeofu/LIdfTwrStqknRGLx/08K1rNtW/REREREREZJuYtCUiIpPT1j82OTNb9ERpsLuT6DEQERERERGRbZOKHQAREdke9o8lIiIiIiIi0o5JWyIiMrnC/rFFsX+sacSn3seWs+mIT70vdihERERERESkBdsjEBGRKNg/VjupVIomTZqo/haKuQ3+RkREZCrGOrcSEREZC5O2REQkGvaP1czOzg5vvvmmoOs018HfiIiITMEY51YiIiJj4k+MRERENqC0wd+IiIiIiIjIvDBpS0REZAM4+BsREREREZHlYNKWiIjIzOTm5uLzzz/H559/jtzcXEHWycHfiIjIlhnj3EpERGRM7GlLRERkhvLy8gRfJwd/IyIiW2aMcysREZGxMGlLRERkQzj4GxERERERkfljewQiIiIiIiIiIiIiM8KkLREREREREREREZEZYdKWiIiIiIiIiIiIyIywpy0RmY341PscIMkapMcBWVeBWo0B1xCxoyEiIiIiIiKyOEzaEpFZWLAnCSuPXFc9HhvqhRm9fESMiMpl/2zgzyUvHneYAnSLEisaiyWRSODh4aH6m4iIiAzDcysREVkaJm2JSHTxqffVErYAsPLIdfTwrcuKW0uSHqeesAUKHvuEs+JWT/b29hgxYoTYYRAREVkNnluJiMjSsKctEYkuOTNbr+lkprKu6jediIiIiIiIiDRipS0Ric7T2VGv6WSmajXWbzrZLPavJiIiIiIiKh2TtkQkumB3J4wN9VJrkTAu1IvJHEvjGlLQw1atp+1UtkYoh9zcXCxduhQAMHnyZDg4OIgckXDYv5qIiMRgzedWIiKyTkzaEpFZmNHLBz1861pc9R0rBovpFlXQwzbrakGFLRO25ZaTkyN2CIJj/2oiIhKTNZ5biYjIejFpS0RmI9jdyaISN6wY1MI1hMla0qi0/tWW9NknIiIiIiIyNg5ERkRUDtoqBuNT74sUEZH5Y/9qIiIiIiIi3TBpS0RUDqVVDBKRZoX9q4ti/2oiIiIiIqKS2B6BiKgcWDFIVD6W2r+aiIiIiIjIlFhpS0RUDqwYJCq/YHcnDGjhys8LERERERGRFqy0JSIqJ2upGIxPvW/xr8HaSCQS1K9fX/U3ERERGYbnViIisjRM2hIRGSDY3cmiE50L9iSpDag2NtQLM3r5iBgRAYC9vT1Gjx4tdhhERERWg+dWIiKyNEzaEhHZqPjU+2oJWwBYeeQ6evjWVSWiWYVLRERERJZEqVQiPz8fcrlc7FBUCmN59uwZZDKZyNHYBu5zcXC/F5DJZLCzszP4zg4mbYmIbFRyZrbW6cHuTqzCJSIiIiKLkpubi9u3byMnJ0fsUNQolUrY2dkhJSWF7TlMhPtcHNzvL1SuXBn16tWDg4NDudfBpC0RkY3ydHbUOl2XKlwynry8PHz77bcAgAkTJsDe3l7kiIiIiCwbz63WT6FQIDk5GTKZDPXr14eDg4PZJI2USiWePn2KSpUqmU1M1o77XBzc7wX7IDc3FxkZGUhOTkaTJk0glUrLtS4mbYmIbFSwuxPGhnqpJWfHhXoh2N0JW86ma3xOYRUuGZdSqcTDhw9VfxMR2az0OCDrKlCrMeAaInY0ZMF4brV+ubm5UCgUcHNzQ+XKlcUOR41SqYRCoUDFihVtNpFlatzn4uB+L1CpUiXY29sjJSUFubm5qFixYrnWw6QtEZENm9HLBz1865boW1taFS4REZFJ7J8N/LnkxeMOU4BuUWJFQ0QWorwVbUREQhLiu4jfZkRENi7Y3QkDWriqVdAWVuEWVViFS0REZHTpceoJW6DgcXqcGNEQERERmRyTtkREpNGMXj7YOr49vh4ciK3j22M6ByEjIiJTybqq33QiIhvg7e2NAwcOiB0GabBlyxaEhJi+jc+MGTMwfvx4rfPFiouEwfYIRESkVbC7E6triYjI9Go11m86EZGFy8jIwMqVK3H48GHcuXMHtWrVgo+PD9566y20a9dO8O2dPHkSEREROH36NKpVqyb4+gFgxYoVOHLkCJKSkmBvb4+4uPLfLbF161Z8//33uHr1KqRSKXx9fREZGYmXX35ZwIjLr3fv3ggNDRU7DLIyrLQlIiIiIiLz4hpS0MO2qA5TORgZEZnG/RvAkS+B3dMK/n//hlE3l56ejgEDBuDEiRP48MMPsWPHDqxZswZt2rRBVJR59/JWKpXIz8/XOC8vLw89e/bEkCFDDNrGwoUL8emnn6J379747bff8Msvv6Bly5YYP348vv/+e4PWLZSKFSuiVq1aYodhFLm5uWKHYBbE2A9M2hIREZkZiUQCFxcXuLi42PSoq0Rk47pFAW8fBPqvKvh/tzliR0QWjOdW0ok8D/jtXWBpEHA4GoiLLfj/0qCC6fI8o2w2KioKEokEP//8M3r06AFPT080adIEI0eOxObNmzU+5+TJk/D29sajR49U05KSkuDt7Y309HQAwM2bNzF27Fi0atUKQUFB6NOnD44cOYL09HREREQAAFq1agVvb2/MmDEDAKBQKLBq1Sp06dIFAQEB6Nu3L/bu3Vtiu0eOHMGAAQPg7++PM2fOaIzx3XffxYgRI9C0adNy75tz584hJiYGH374ISIjI+Hh4YFGjRph6tSpeOutt7BgwQLcvn1btfyZM2cwfPhwBAUFITQ0FJGRkXj48KHqtX333Xfo1q0b/Pz80LlzZ6xYsUL13C+//BI9evRAYGAgwsLCsGTJEuTlvTjmly9fxvDhwxEcHIwWLVpgwIABSExMBKC5DcEPP/yArl27ws/PDz169MC2bdvU5nt7e+Pnn3/GhAkTEBgYiO7du+PgwYOq+XK5HLNmzVIdix49emD9+vXl3pcAkJqainHjxqF9+/YIDg7GwIED8ddff6kt06VLF3z77bf48MMP0aJFC3z66acAgM2bNyM0NBSBgYGYMGECYmNjS7zmgwcP4s0330RAQADCwsKwfPlyrUl94EV7h5UrV6J9+/YICQlRPWfhwoVo3bo1OnXqhF9//VXteVeuXEFERAQCAgLQpk0bfPLJJ8jOzgYA/PHHH/D391f7bADAZ599pnrfA0BcXJwq1tDQUHz22WfIyckpdT/k5uZi7ty56NixI/z9/fHyyy9j1apVehwB/bA9AhERkZmxt7cvtTcVEZHNcA1hdS0JgudW0smu94GzGwAoAaW84L9CZzcU/L/vMkE3+eDBAxw7dgxTp05F5cqVS8w3pHXB3LlzkZeXh++//x6VK1fG1atXUblyZdSrVw/ffPMNJk2ahL1796JKlSqoWLEiAGDVqlX47bffEBUVhYYNG+L06dOYNm0aatasidatW6vWvWjRIkyfPh1ubm4GxdilSxf0798fkyZN0jh/586dqFy5Ml5//fUS80aOHInY2Fjs27cPI0aMQFJSEkaMGIGBAwdi1qxZyMvLw/nz5yGXy1Ux//zzz5g5cyZatmyJu3fvIjk5WbU+R0dHREdHo3bt2vj777/xySefwNHREaNHjwYAfPDBB/Dx8cGcOXMgk8lUbR802b9/Pz7//HPMnDkT7du3x+HDhzFr1izUrVsXbdu2VS23fPlyTJs2DR9++CE2btyIDz74AL///jtq1KgBhUKBunXrYunSpahRowbi4+Px6aefwsXFBb179y7X/s7JyUFoaCimTp0KBwcHbNu2DWPHjsXevXtRv3591XIxMTGYMGECJk6cCKAgGT579mx88MEH6NKlC/766y8sW6b+WYiLi8P06dMxbdo0tG/fHmlpafjkk08AQLUeTU6cOIG6devi+++/x9mzZ/HRRx8hPj4erVq1wubNm7F7927Mnj0bHTp0QN26dZGTk4PIyEgEBwfjl19+QVZWFj7++GPMmzcPCxYsQLt27VCtWjXs27cPgwYNAlCQAN+zZw+mTJkCoCB5PXr0aEyePBmff/457t27h3nz5mHevHmIjo7Wuh82btyIQ4cOYcmSJahXrx5u376Nf//9t1zHQhdM2hIRERERERGRbbuX/CJhq5GyYP5L7wFODQXbbGpqKpRKJby8vARbZ6Fbt26hR48e8Pb2BgC4ubmp5lWvXh0AUKtWLVXSNTc3F6tWrUJsbCyCg4NVzzlz5gx++ukntaTtu+++iw4dOhgco5ubG5yctI+hcePGDbi7u8PBwaHEvDp16qBKlSq4ceMGAGDNmjXw8/PDnDlzoFQqkZOTA39/f0gkEjx58gQbNmzAp59+iv79+wMA3N3d1SpFi/6w4+rqiuTkZOzatUuVtL116xYiIyPRqFEjAEDDhg21xr127Vr0798fQ4cOBQB4enqqqoaLJm379++PV155BQDw3nvvYePGjUhISECnTp1gb2+Pd999V21fnTt3Dnv37i130rZZs2Zo1qyZ6vGUKVNw4MABHDp0CMOGDVNNb9u2LUaNGqV6vHjxYnTq1AmRkZGq1xMfH4/Dhw+rllm+fDlGjx6N8PBwVK5cGe7u7pg8eTK+/PLLUpO2NWrUwMcffwypVAovLy+sWbMGz549w9ixYwEA77zzDr777jucOXMGffr0wc6dO5Gbm4uFCxeqfuj49NNPMXbsWHzwwQdwdnZG7969sXPnTlXS9vjx43j06BF69OgBoODHifDwcIwYMQJAwbH86KOPMHz4cMyZMwcVKlTQuB9u374NDw8PtGzZEhKJBA0aNND7GOiDSVsiIiIiIiIism2JvwASqXp1bXESKZDwMxA6TbDNKpXaksSGi4iIwJw5c/DHH3+gffv26N69u1rCrriUlBQ8ffpULUkFFPSm9fHxUZvm7+8vSIy63O6v6z5KSkpCz549Nc67fv06cnNz1RKmxe3evRsbNmxAWloacnJykJ+fjypVqqjmjxw5Eh9//DG2b9+O9u3bo2fPnnB3d9e6veLVwS1atMCGDRvUphUm1AGgcuXKqFKlCu7du6eatmnTJvz666+4desWnj9/jry8vFKPYVmys7OxfPlyHD58GBkZGZDL5Xj27Blu3bqltpyfn5/a4+TkZHTt2lVtWkBAgFrS9vLlyzh79ixWrlypakMjl8vx/PlzPH36FJUqVdIYU+PGjSGVvuje6uzsjCZNmqgey2Qy1KhRA1lZWQCAa9euwdvbW60yvUWLFlAoFEhOToazszPCw8Px+uuv486dO6hTpw527NiBzp07q36guHz5Mq5cuYIdO3ao1qFUKqFQKJCenq5KzBffD/3798eoUaPQs2dPvPTSS+jcuTM6duyo8XUJgUlbIiIiM5OXl4fvvvsOADB69Gitt10RERGRbnhupTJl39UtaZt9V9DNenh4QCKR4Pr163o9rzDJVTShWbT/KgAMGjQIHTt2xOHDh/Hnn39i9erVmD59OoYPH65xnYX9PFetWoU6deqozSte6aotASe0hg0b4syZM8jNzS0Rw507d/DkyRNVxWthiwdNCisntYmPj8cHH3yASZMmoWPHjqhatSp27dqF2NhY1TKTJk3CK6+8giNHjuDo0aNYtmwZFi9ejG7dupX79RX/LpJIJFAoFACAXbt2YeHChZg+fTqCg4Ph6OiItWvX4vz58+Xe3sKFC/HXX39h+vTpcHd3R8WKFfHuu++WeO+U5/jm5OSo9l+lSpXU+oeXtv/t7NRTkxKJROO0wv2ii4CAALi7u2P37t0YMmQI9u/fjwULFqjF+sYbb2j8LNSrV0/1d/H94Ovri4MHD+Lo0aP466+/MGXKFLRv375EqwihcCAyIiIiM6NUKpGRkYGMjAyjVl8QERHZCp5bqUyOtQFlGUkhpaJgOQHVqFEDHTt2xKZNm9QGQSpUfDClQjVr1gQAZGRkqKZdvny5xHL16tXDkCFDsHz5crWBzQqThYX9XgGgUaNGcHBwwK1bt+Dh4aH2X9FElin16dMHOTk5+Omnn0rMi4mJgb29veqWd29vbxw/flzjeho2bIiKFSvixIkTGufHx8ejfv36GDduHPz9/dGwYcMS1adAQVuAESNGICYmBt27dy8xQFYhLy8vnD17Vm3a2bNn0bhx41Jfb/Hlg4ODMXToUDRv3hweHh5ITU3V+fmaxMfHo3///ujWrRu8vb3h7OyMmzdvlvk8T09PXLhwQW1a4SBshZo3b47k5GS4u7uXeP8UraQ1VKNGjXDlyhW1z8vZs2chlUrh6empmhYeHo4dO3bg0KFDkEql6Ny5s1qsV69eLRGnh4eHxlYcRVWpUgW9e/fGZ599hsWLF2Pfvn148OCBYK+vKCZtiYjIasSn3seWs+mIT70vdihEREREZEn8X9MtaRswSPBNz549GwqFAoMGDcK+fftw48YNXLt2DRs2bNA4ABdQ0I+1cECxGzdu4PDhw4iJiVFbZv78+Th27BjS0tJw8eJFnDx5UnXbd4MGDSCRSHD48GHcu3cP2dnZqFKlCkaNGoXo6Ghs3boVqampuHjxIjZu3IitW7fq/bpu3bqFpKQk3Lp1C3K5HElJSUhKSkJ2drZqmbfeegvff/+91nUEBwcjIiICX3zxBWJiYpCamopr165h8eLF2LBhA6ZPn65KKI8ZMwaJiYmYM2cOrly5guTkZPz444+4d+8eKlSogNGjR+PLL7/Etm3bkJqainPnzuHnn38GUFDxfPv2bezatQupqanYsGEDDhw4oIrj2bNnmDt3Lk6ePImbN2/izJkzSExMVO3P4t5++21s3boVP/zwA27cuIHY2Fjs37+/ROuJ0nh4eODChQs4duwYkpOTsWTJkhKJUn15eHhg//79SEpKwuXLl/H+++/rVME6bNgwHDlyBLGxsbhx4wb++9//4ujRo2rVtBMmTMD27duxatUq/PPPP7h27Rp27dqFxYsXGxRzceHh4XBwcMCMGTPw999/48SJE5g3bx769esHZ2dnteUuXryIlStXokePHmrJ2NGjRyM+Ph5z585FUlISbty4gQMHDmDu3Lmlbjs2NhY7d+7EtWvXkJycjL1798LFxcWgwfhKw/YIRERkFRbsScLKIy9uKxsb6oUZvXxKeQYRERER0f/U9ARaRJQyGJmkYL6Ag5AVcnNzw5YtW7By5UosXLgQd+/eRc2aNeHr64s5c+ZofI69vT0WLVqEOXPmoG/fvvD398eUKVMwefJk1TIKhQJz587Fv//+iypVquCll17CzJkzARQM4jVp0iQsWrQIM2fOxKuvvooFCxZgypQpqFmzJlatWoX09HRUrVoVzZs3Vw0KpY9ly5apJXtfffVVAMCGDRvQpk0bAEBaWhru3y+94OKjjz6Ct7c3fvjhByxZsgQymQzNmzfHt99+iy5duqiW8/T0RExMDL7++msMGjQIFSpUQGBgoGqgr/Hjx0Mmk2HZsmW4e/cuXFxc8MYbbwAAwsLC8NZbb2Hu3LnIzc1F586dMW7cOCxfvhxAQTuKBw8eYPr06cjMzISTkxO6d++uNlBYUV27dsWsWbMQExODzz//HA0aNMDnn3+uet26eOONN5CUlISpU6dCIpGgT58+ePPNN3H06FGd11HcjBkzMGvWLLzxxhtwcnLC6NGj1ZLo2rRs2RJRUVFYvnw5lixZgo4dO2LEiBHYtGmTapmXXnoJK1aswPLly7F+/XrY2dnBy8tLNRiYUCpVqoS1a9di/vz5eO2111CpUiV0794dM2bMUFvOw8MDAQEBSEhIwKxZs9TmNWvWDBs3bsSSJUvw5ptvAij4HJY1wJujoyPWrFmDlJQUSKVS+Pv7Y/Xq1YJWEhclUfLeEK3kcjnOnTuHoKAgyGQyq9seCYPHzfLwmFmm0o5bfOp99P/PXyWes3V8ewS7ax+N1lzl5uYiOjoaADBz5swyb9ExV/ysWSZzPm7mHJs5437THfeV6Zlqn1vLuVUI1vo+f/bsGZKTk+Hp6Vlqb9NSyfOAXe8XJG4l0v/1uFUU/NciAuizCJDp3w9ZqVQiJycHlStXVqtMJOPhPje+jz/+GNevX8cPP/ygmsb9/kJp30m6fg+z0paIiCxecqbmX4eTM7MtMmlLRERERCKQ2QN9lwEvvQck/Fww6FiV2oD/IKNU2BJZkrVr16JDhw6oVKkSjh49im3btmH27Nlih2XVmLQlIiKL5+nsqNd0IiIiIiKtnBoCodPEjoLIrCQkJGDNmjXIzs6Gm5sbPvroI8FbH5A6Jm2JiMjiBbs7YWyol1pP23GhXhZbZSuRSFC9enXV30RERGQYnluJiAyzdOlSsUOwOUzaEgktPQ7IugrUagy4hogdDZHNmNHLBz186yI5Mxuezo4Wm7AFCgaWmDJlithhEBERWQ2eW4mIyNIwaUskpP2zgT+XvHjcYQrQLUqsaIhsTrC7k0Una4mIiIiIiIgAQCp2AERW42acesIWKHicHidGNERGk5CRgB3XdiAhI0HsUIiIiIiIiIisEittiQQiybqmeUbWVbZJIIsUn3q/RKuBxXGLEXMxRrXMKN9RmBoyVawQrVZeXh7WrVsHABgxYgTs7e3FDYiIiMjC8dxKRESWhklbIoEoazXSPKNWY9MGQiSABXuS1Ab1Ghvqhd4heWoJWwCIuRiDMI8wBLgEmDpEq6ZUKnHr1i3V30RERGQYnluJiMjSsD0CkVAahBT0sC2qw1RW2ZLZiE+9jy1n0xGfer/M5YombAFg5ZHrOJp8SePyKY9SBIuRiIiIiIiIiFhpSySsblGAT3hBS4RajZmwJbOhqXJ2Ri8fjcsmZ2ZrnK7IddY43aOah+EBEhERERFRqby9vfHtt9+ia9euYodiU7755hscOHAA27dvL9fzZ8yYgUePHuE///kPAGD48OFo1qwZPvroIyHDJCvESlsiobmGAIFvMGFLZkNb5ay2iltPZ0eN019yb4lRvqPUpkX6RbI1AhERERGRgTIyMjBv3jyEhYXBz88PoaGhGDt2LI4fP26U7Z08eRLe3t549OiRUdZfVG5uLvr16wdvb28kJSXp9VxTxmkq33zzDSZPnizoOmfMmIHx48cLuk4SHyttiYisnLbK2eTMbNUAY0UFuzthbKiXWqJ3XKgXgt2dEOw+FWEeYUh5lAKPah5M2BIRERGR9UlOBjZtAu7cAerUAYYOBTw9jba59PR0DBkyBNWqVcOHH36Ipk2bIj8/H3/88QeioqKwd+9eo23bUEqlEnK5HHZ22tNLX3zxBWrXro3Lly+bMDLzVaNGDbFDIAvBSlsiIiunrXJW23QAmNHLB1vHt8fXgwOxdXx7TC/SSiHAJQDhjcKZsCUiIiIi65KXB4wZAzRqBMyZA6xaVfD/Ro0KpuflGWWzUVFRkEgk+Pnnn9GjRw94enqiSZMmGDlyJDZv3qzxOZoqUJOSkuDt7Y309HQAwM2bNzF27Fi0atUKQUFB6NOnD44cOYL09HREREQAAFq1agVvb2/MmDEDAKBQKLBq1Sp06dIFAQEB6Nu3r1rSuHC7R44cwYABA+Dv748zZ85ofW1HjhzBn3/+ienTpxu8nzR5+PAhPvzwQ7Rq1QqBgYF4++23cePGDQDA06dP0bJlyxJJ7wMHDiAoKAhPnjwBAHz55Zfo0aMHAgMDERYWhiVLliBPz2P9zz//4J133kGLFi0QHByMN998E6mpqRqXHT58OObPn696nJubi4ULF+Kll15CUFAQBg0ahJMnT6rmb9myBSEhITh27Bh69eqF4OBgREZG4u7duwAKKne3bt2KgwcPwtvbG97e3jh58iRyc3Mxd+5cdOzYEf7+/nj55ZexatUqvV4XiYuVtkREVq60ytmynlfWMmQ8lStXFjsEIiIiq8JzK5VpwgRgzRpAqQTk8oL/Cq1ZU/D/1asF3eSDBw9w7NgxTJ06VeN7tFq1auVe99y5c5GXl4fvv/8elStXxtWrV1G5cmXUq1cP33zzDSZNmoS9e/eiSpUqqFixIgBg1apV+O233xAVFYWGDRvi9OnTmDZtGmrWrInWrVur1r1o0SJMnz4dbm5uWmPMzMzEJ598gm+//Va1/uK8vb0RHR2NAQMGlOs1zpgxAykpKVixYgWqVKmCLymTu+oAADLzSURBVL/8EmPGjMHOnTtRqVIl9O7dG1u2bEHPnj1Vz/n111/Ro0cPVKlSBQDg6OiI6Oho1K5dG3///Tc++eQTODo6YvTo0TrFcOfOHQwbNgytW7fG+vXrUaVKFZw9exb5+fk6PX/u3Lm4evUqFi9ejNq1a2P//v14++23sWPHDjRs2BAA8OzZM8TExOCLL76AVCrFtGnTsHDhQixatAijRo3CtWvX8OTJE0RHRwMAqlevjo0bN+LQoUNYsmQJ6tWrh9u3b+Pff//VY++S2Ji0JSKyATN6+aCHb10kZ2bD09mRyVgz5+DggGnTpokdBhERkdXguZXKdP36i4StJkplwfyZMwVtlZCamgqlUgkvLy/B1lno1q1b6NGjB7y9vQEAbm5uqnnVq1cHANSqVUuVdM3NzcWqVasQGxuL4OBg1XPOnDmDn376SS1p++6776JDhw5at61UKjFjxgy88cYb8Pf3V1X/Fufp6YmqVauW6/XduHEDhw4dwo8//ogWLVoAAL766it07twZBw8eRKdOnTBo0CAMGTIEd+/eRe3atZGVlYWjR48iNjZWtZ6ivWBdXV2RnJyMXbt26Zy03bRpE6pUqYKvv/4a9vb2qteli1u3bmHLli34/fffUadOHQBAZGQkjh07hi1btuC9994DAOTl5SEqKgru7u4AgKFDh6oGNnN0dETFihWRm5sLFxcX1bpv374NDw8PtGzZEhKJBA0aNNApJjIfTNoSEdkIVs4SEREREWnxww+AVKpeXVucVFrQ6/bjjwXbrFJbklgAERERmDNnDv744w+0b98e3bt3R7NmzbQun5KSgqdPn2LUKPXBh/Py8uDj46M2zd/fv9Rtb9y4EdnZ2XjnnXdKXc6Qfr3Xrl2DnZ0dAgMDVdOcnJzg6emJa9euoVOnTggICEDjxo2xbds2jBkzBr/99hvq16+PVq1aqZ6ze/dubNiwAWlpacjJyUF+fr6qClcXSUlJCAkJUSVs9fH3339DLperVQIDBQn0or1vK1WqpErYAlAloEvTv39/jBo1Cj179sRLL72Ezp07o2PHjnrHSOJh0paIiIiIiIiIbNudO7olbe/cEXSzHh4ekEgkuH79etkLq4VSMERR0aRv8T6sgwYNQseOHXH48GH8+eefWL16NaZPn47hw4drXGdOTg6AghYJhVWfhRwcHNQeV6pUqdT4Tpw4gXPnzpVI7g4cOBDh4eFYuHBhqc8X0qBBg7Bp0yaMGTMGW7ZswYABAyCRSAAA8fHx+OCDDzBp0iR07NgRVatWxa5du9QqccuirfWDLnJyciCTyfDrr79CJpOpzSvaLqP4QG8SiaTMhL+vry8OHjyIo0eP4q+//sKUKVPQvn17LFu2rNzxkmkxaUtERGRm8vLysGnTJgAFtz6V51d7IiIieoHnVipTnTqAQlH6MgpFwXICqlGjBjp27IhNmzZh+PDhJfraPnr0SGPP2Jo1awIAMjIyVK0OLl++XGK5evXqYciQIRgyZAgWLVqEzZs3Y/jw4arPgLxIkrpRo0ZwcHDArVu31FohlMfHH3+MKVOmqB7fvXsXkZGRWLx4sVplrCEaNWqE/Px8nD9/XtUe4f79+0hOTkajRo1Uy/Xt2xdffvklNmzYgKtXr6J///6qefHx8ahfvz7GjRunmnbr1i294vD29sbWrVuRl5en93eLj48P5HI57t27h5CQEL2eW5S9vT0UGt6/VapUQe/evdG7d2/06NEDb7/9Nh48eKBWxUvmSyp2AERERKROqVQiJSUFKSkpRr1ljoiIyFbw3EplevNN3ZK2Q4cKvunZs2dDoVBg0KBB2LdvH27cuIFr165hw4YNeP311zU+x93dXTWg2I0bN3D48GHExMSoLTN//nwcO3YMaWlpuHjxIk6ePKlKZjZo0AASiQSHDx/GvXv3kJ2djSpVqmDUqFGIjo7G1q1bkZqaiosXL2Ljxo3YunWrXq+pfv36aNq0qeq/wgG13N3dUbduXdVyPXv2xP79+8tc399//42kpCTVf5cvX0bDhg0RFhaGTz75BHFxcbh8+TKmTZuGOnXqICwsTPXc6tWro1u3bvjiiy/QoUMHte17eHjg9u3b2LVrF1JTU7FhwwYcOHBAr9c6dOhQPHnyBO+99x4SExNx48YNbNu2TafqaU9PT4SHh+PDDz/E//3f/yEtLQ0JCQlYtWoVDh8+rHMMDRo0wJUrV3D9+nXcu3cPeXl5iI2Nxc6dO3Ht2jUkJydj7969cHFxMWhwOzItVtoSERERERERkW3z8gLeflv7YGQSScF8AQchK+Tm5oYtW7Zg5cqVWLhwIe7evYuaNWvC19cXc+bM0fgce3t7LFq0CHPmzEHfvn3h7++PKVOmYPLkyaplFAoF5s6di3///RdVqlTBSy+9hJkzZwIA6tSpg0mTJmHRokWYOXMmXn31VSxYsABTpkxBzZo1sWrVKqSnp6Nq1apo3rw5xo4dK/jrBoDk5GQ8fvy4zOWGFkuWy2QyXLp0CdHR0Zg/fz7Gjh2LvLw8hISEYPXq1bC3t1drF/Haa69h586dGDhwoNp6wsLC8NZbb2Hu3LnIzc1F586dMW7cOCxfvlzn1+Dk5IT169fjyy+/xPDhwyGVSuHj44OWLVvq9Pzo6GisWLECCxYswN27d1GjRg0EBQWhc+fOOscwePBgnDp1CgMHDkROTg42bNgAR0dHrFmzBikpKZBKpfD398fq1atVrTXI/EmU/JlRK7lcjnPnziEoKKhEbxFr2B4Jg8fN8vCYWSZbOm65ubmIjo4GAMycObNEDzFLYUvHzJqY83Ez59jMGfeb7rivTM9U+9xazq1CsNb3+bNnz5CcnAxPT8/y9xjNywMmTChI3EqlBf8pFAX/vf028O23QDlaayiVSuTk5KBy5cqqXqpkXMX3+bZt2xAdHY1jx47Z9Off2Phef6G07yRdv4dZaUtEREREREREZG8PrF4NzJwJbNpUMOhY3boFrROMUGFLxvf06VNkZmbiu+++wxtvvMGELVkUJm2JTCk9Dsi6CtRqDLiWv8k4ERERERERGYmnJ/Dxx2JHQQJYs2YNVq1ahZCQEIwZM0bscIj0wqQtkansnw38ueTF4w5TgG5RYkVDREREREREZNUmTZqEd999V+wwiMqF3YeJTCE9Tj1hCxQ8To8TIxoisgD29vawL0fPNCIiItKM51YiIrIkrLQlMoWsq9qns00CERXj4OCAWbNmiR0GERGR1eC5lYiILA2TtkSmUKuxftOJrEhCRgJSHqXAo5oHAlwCxA6HiIiIiKyYUqkUOwQiIkG+i5i0JTIF15CCHrZqPW2nsspWZImZiUh7ksZkohEtjluMmIsxqsejfEdhashUESMiIiIiImtU2PoiJycHlSpVEjkaIrJ1OTk5AGBQWx4mbYlMpVsU4BNe0BKhVmMmbEW2+d/N2H1ht+oxk4nCS8hIUEvYAkDMxRiEeYQxSV6G/Px8bN68GQAwePBg2NnxdE1ERGQInlutn0wmQ40aNXD37l0AQOXKlSGRSESOqoBSqcTz588hlUrNJiZrx30uDu73gn2Qk5ODu3fvokaNGpDJZOVel02cqSZMmIBTp06hXbt2WLZsmdjhkC1zDWGy1gwkZiZid+ZutWlMJgov5VGK1uncz6VTKBT4559/VH8TkW179OgRRowYAblcDrlcjoiICAwePFjssIgsCs+ttqFu3boAoErcmgulUom8vDzY29vbbCLL1LjPxcH9/kKNGjVU30nlZRNJ24iICAwcOBDbtm0TOxQiMgNMJpqGRzUPvaYTEZFmjo6O2LRpEypVqoScnBy88sor6NatG5ycnMQOjYjIrEgkEtSrVw+1a9dGXl6e2OGoyOVyXL58GY0bNzao6o50x30uDu73Avb29oK8fptI2rZp0wYnT54UOwwiMhNMJppGgEsARvmOUmuREOkXycQ4EZGeZDKZqj9jbm4uAA60Q0RUGplMZlYJI7lcDgCoWLGiWcVlzbjPxcH9Liyp2AGcPn0aY8eORceOHeHt7Y0DBw6UWGbTpk3o0qUL/P39MWjQICQkJIgQKRFZC39nf/R27q02jclE45gaMhWbem/C5x0/x6bemzCl5RSxQyIiEpwprmcfPXqEvn37IjQ0FJGRkahZs6ZQ4RMRERGRGRK90jYnJwfe3t4YOHAgJk6cWGL+7t27ER0djaioKAQGBmL9+vWIjIzE3r17UatWLQBAv379VNn8otauXYs6deoY/TUQkeUZXHcwhoQMQdqTNHhU82DC1ogCXAK4f4nIqpnierZatWr47bffkJmZiYkTJ6JHjx5wdnY2+msjIiIiInGInrQNDQ1FaGio1vmxsbEYPHgwBg4cCACIiorC4cOH8euvv2LMmDEAgO3bt5skViKyLv7O/giqEyR2GEREZOFMeT3r7OyMZs2aIS4uDj179jQ8eCIiIiIyS6InbUuTm5uLixcv4p133lFNk0qlaN++PeLj442+/cJeYbm5uSbpxVFYXWGq7ZEweNwsD4+ZZbKl45abmws7OzvV35bKlo6ZNTHn41YYmyX1cxXiejYzMxMVK1ZElSpV8PjxY8TFxWHIkCE6x2Dqa1pLZs7vf2tlqn1uLedWIfB9bnrc56bHfS4O7nfd6HpNa9ZJ2/v370Mul6tuGytUq1YtXL9+Xef1jBgxApcvX8bTp0/RqVMnLF26FMHBwWU+T6FQAAAuXbqkX+AGMvX2SBg8bpaHx8wy2cpxK6ygu3LlisiRGM5Wjpm1MefjVniNZgmEuJ69desWPvnkEyiVSiiVSgwbNgze3t46xyDWNa0l474yPVPsc2s6twqB73PT4z43Pe5zcXC/66asa1qzTtoKZd26deV6np2dHfz9/SGVSiGRSIQNioiIiIj0olQqoVAoVNVytiIgIMCgdmC8piUiIiIyH7pe05r1Fa+TkxNkMhmysrLUpmdlZZlk4AWpVAoHBwejb4eIiIiIrJPY17MAr2mJiIiILJFU7ABK4+DgAF9fXxw/flw1TaFQ4Pjx4zq1NyAiIiIiEhOvZ4mIiIioPESvtM3OzkZqaqrqcXp6OpKSklC9enXUr18fI0eOxPTp0+Hn54eAgACsX78eT58+xYABA0SMmoiIiIioAK9niYiIiEhoEqXIw++ePHkSERERJab3798fCxYsAAB8//33WLt2LTIyMuDj44OPP/4YgYGBpg6ViIiIiKgEXs8SERERkdBET9oSERERERERERER0Qtm3dOWiIiIiIiIiIiIyNYwaUtERERERERERERkRpi0JSIiIiIiIiIiIjIjTNqakU2bNqFLly7w9/fHoEGDkJCQIHZIVIpVq1Zh4MCBCA4ORrt27TB+/Hhcv35d7LBID6tXr4a3tzfmz58vdihUijt37uCDDz5AmzZtEBAQgPDwcCQmJoodFpVCLpdjyZIl6NKlCwICAtC1a1d8++23YBt983L69GmMHTsWHTt2hLe3Nw4cOKA2X6lUYunSpejYsSMCAgIwYsQI3LhxQ5xgiQSkyzXc8+fPERUVhTZt2iA4OBiTJk1CZmamSBFbH03XYNznwivrGorf88LT5RqI+90wQly/PHjwAO+//z5atGiBkJAQzJo1C9nZ2SZ8FZaltH2el5eHL7/8EuHh4QgKCkLHjh3x4Ycf4s6dO2rr4D4vHyZtzcTu3bsRHR2NCRMmYOvWrWjWrBkiIyORlZUldmikxalTpzB06FBs3rwZsbGxyM/PR2RkJHJycsQOjXSQkJCA//73v/D29hY7FCrFw4cPMWTIENjb2+O7777Drl27MH36dFSvXl3s0KgU3333HX788Ud8+umn2L17Nz744AOsWbMGGzduFDs0KiInJwfe3t6YPXu2xvnfffcdNm7ciDlz5mDz5s2oVKkSIiMj8fz5cxNHSiQsXa7hPv/8c/z+++9YsmQJNm7ciLt372LixIkiRm09tF2DcZ8LS5drKH7PC0+XayDud8MIcf3ywQcf4OrVq4iNjcXKlSsRFxeHTz/91FQvweKUts+fPXuGS5cuYdy4cdiyZQuWL1+O5ORkjBs3Tm057vNyUpJZeO2115RRUVGqx3K5XNmxY0flqlWrRIyK9JGVlaVs2rSp8tSpU2KHQmV48uSJsnv37so///xTOWzYMOVnn30mdkikxZdffqkcMmSI2GGQnsaMGaOcOXOm2rSJEycq33//fZEiorI0bdpUuX//ftVjhUKh7NChg3LNmjWqaY8ePVL6+fkpd+7cKUaIREZT/Bru0aNHSl9fX+WePXtUy1y9elXZtGlTZXx8vEhRWgdt12Dc58Ir6xqK3/PGUdY1EPe7sMpz/VL43ZKQkKBa5siRI0pvb2/lv//+a7rgLVTxfa7J+fPnlU2bNlXevHlTqVRynxuClbZmIDc3FxcvXkT79u1V06RSKdq3b4/4+HgRIyN9PH78GABYAWgB5s6di9DQULXPHJmnQ4cOwc/PD++++y7atWuHV199FZs3bxY7LCpDcHAwTpw4geTkZADA5cuXcebMGXTq1EnkyEhX6enpyMjIUPuerFq1KgIDA3ltQlan+DXchQsXkJeXp/b+b9SoEerXr49z586JEaLV0HYNxn0uvLKuofg9bxxlXQNxvxuXLvs3Pj4e1apVg7+/v2qZ9u3bQyqVskWlQJ48eQKJRIJq1aoB4D43hJ3YARBw//59yOVy1KpVS216rVq12CPVQigUCnz++edo0aIFmjZtKnY4VIpdu3bh0qVL+OWXX8QOhXSQlpaGH3/8ESNHjsTYsWORmJiIzz77DPb29ujfv7/Y4ZEWY8aMwZMnT9CrVy/IZDLI5XJMnToVffv2FTs00lFGRgYAaLw2YY9JsiaaruEyMzNhb2+v+sdmoVq1aqk+G6S/0q7BuM+FV9Y1FL/njaOsayDud+PSZf9mZmaiZs2aavPt7OxQvXp1ft8I4Pnz5/jqq6/Qp08fVKlSBQD3uSGYtCUSQFRUFP755x/88MMPYodCpbh9+zbmz5+PmJgYVKhQQexwSAdKpRJ+fn547733AADNmzfHP//8g//+979M2pqxPXv2YMeOHVi0aBEaN26MpKQkREdHo3bt2jxuRGRWeA1nGrwGMz1eQ4mD10Bky/Ly8jB58mQolUpERUWJHY5VYHsEM+Dk5ASZTFZi0LGsrCw4OzuLFBXpau7cuTh8+DDWr1+PunXrih0OleLixYvIysrCgAED0Lx5czRv3hynTp3Cxo0b0bx5c8jlcrFDpGJcXFzQqFEjtWleXl64deuWSBGRLr744guMGTMGffr0gbe3N1599VW89dZbWLVqldihkY5cXFwAgNcmZNW0XcM5OzsjLy8Pjx49Uls+KytL9dkg/ZR1DcZ9LryyrqH4PW8cZV0Dcb8bly7719nZGffu3VObn5+fj4cPH/L7xgB5eXmYMmUKbt26hZiYGFWVLcB9bggmbc2Ag4MDfH19cfz4cdU0hUKB48ePIzg4WMTIqDRKpRJz587F/v37sX79eri5uYkdEpWhbdu22LFjB7Zt26b6z8/PD+Hh4di2bRtkMpnYIVIxLVq0UPUEK3Tjxg00aNBApIhIF8+ePYNEIlGbJpPJoFQqRYqI9OXq6goXFxe1a5MnT57g/PnzvDYhi1fWNZyfnx/s7e3V3v/Xr1/HrVu3EBQUZOJorUNZ12Dc58Ir6xqK3/PGUdY1EPe7cemyf4ODg/Ho0SNcuHBBtcyJEyegUCgQEBBg8pitQWHCNiUlBevWrYOTk5PafO7z8mN7BDMxcuRITJ8+HX5+fggICMD69evx9OlTDBgwQOzQSIuoqCjs3LkT//nPf+Do6KjqxVK1alVUrFhR5OhIkypVqpToOVy5cmXUqFGDvYjN1FtvvYUhQ4Zg5cqV6NWrFxISErB582bMnTtX7NCoFC+//DJWrlyJ+vXrq24NjI2NxcCBA8UOjYrIzs5Gamqq6nF6ejqSkpJQvXp11K9fHxEREVixYgU8PDzg6uqKpUuXonbt2ujatauIURMZrqxruKpVq2LgwIFYsGABqlevjipVquCzzz5DcHAwE4jlpMs1GPe5sMq6hpJIJPyeN4KyroG43w1n6PVLo0aN8NJLL+GTTz5BVFQU8vLyMG/ePPTp0wd16tQR62WZtdL2uYuLC959911cunQJq1atglwuV51Xq1evDgcHB+5zA0iULHsxG99//z3Wrl2LjIwM+Pj44OOPP0ZgYKDYYZEW3t7eGqdHR0cz2W5Bhg8fjmbNmuGjjz4SOxTS4vfff8fXX3+NGzduwNXVFSNHjsTgwYPFDotK8eTJEyxduhQHDhxAVlYWateujT59+mDChAlwcHAQOzz6n5MnTyIiIqLE9P79+2PBggVQKpVYtmwZNm/ejEePHqFly5aYPXs2PD09RYiWSDi6XMM9f/4cCxYswK5du5Cbm4uOHTti9uzZvI1TQMWvwbjPhVfWNRS/54WnyzUQ97thhLh+efDgAebNm4dDhw5BKpWie/fu+Pjjj+Ho6GjKl2IxStvnEydORFhYmMbnbdiwAW3atAHAfV5eTNoSERERERERERERmRH2tCUiIiIiIiIiIiIyI0zaEhEREREREREREZkRJm2JiIiIiIiIiIiIzAiTtkRERERERERERERmhElbIiIiIiIiIiIiIjPCpC0RERERERERERGRGWHSloiIiIiIiIiIiMiMMGlLREREREREREREZEaYtCUik9qyZQtCQkJ0Xv7kyZPw9vbGo0ePBI/lzJkzCA8Ph6+vL8aPHy/4+q3Jzz//jFGjRqkez5gxg/vMBIp/Xn788UeMHTtWxIiIiIjIlLy9vXHgwAGD1jF8+HDMnz+/1GW6dOmCdevWCbpdS2bMf4OIRZ/XZI2vn8gSMWlLRKWKj4+Hj48PxowZo/dzi1/8AUDv3r2xb98+ndcRHByMP/74A1WrVgWgf9K3NAsWLECzZs1w8OBBLFiwQJB1WqPnz59j6dKlmDBhgtih6MUYF5vffPMN+vXrZ7LnFTdw4EBcvHgRcXFxBq+LiIiISJs//vgDnTp1EjsMk9AlqW0Niv+7Sqhlich4mLQlolL98ssvGDZsGE6fPo07d+4YvL6KFSuiVq1aOi/v4OAAFxcXSCQSg7ddXGpqKtq2bYu6deuiWrVqJeYrlUrk5+cLvl1Ls3fvXlSpUgUtW7YUOxSb5+DggFdeeQUbNmwQOxQiIiKyYi4uLnBwcBA7DNJDXl5eqfP1+XeVMf8NRkS6Y9KWiLTKzs7G7t27MWTIEHTu3Blbt24tscyhQ4cwcOBA+Pv7o02bNqpqzOHDh+PmzZuIjo6Gt7c3vL29AahXyiYnJ8Pb2xvXrl1TW+e6devQtWtXAOrVkidPnsTMmTPx+PFj1Tq/+eYbLF++HK+88kqJ2Pr164clS5aUmJ6eng5vb288ePAAs2bNgre3N7Zs2aLa1pEjRzBgwAD4+/vjzJkzUCgUWLVqFbp06YKAgAD07dsXe/fuVVvnkSNH0KNHDwQEBGD48OHYsmWLWpWnpkrLdevWoUuXLmrTfv75Z/Tq1Qv+/v7o2bMnNm3aVCLu//u//8Pw4cMRGBiIvn37Ij4+Xm0dZ86cUc1v1aoVIiMj8fDhQ2zbtg1t2rRBbm6u2vLjx4/HtGnTSuynQrt378bLL7+sdT4A5Obm4rPPPkO7du3g7++PIUOGICEhQW2ZgwcPonv37vD398fw4cOxdevWMithvb298fPPP2PChAkIDAxE9+7dcfDgwVJjAQr2VUREBACgVatW8Pb2xowZM3Dv3j106NABK1euVC179uxZ+Pn54fjx46Wuc8uWLVi+fDkuX76sev9t2bIFAHDr1i2MGzcOwcHBaNGiBSZPnozMzMwynxcbG4vw8HAEBQUhNDQUc+bMQXZ2dqlxdOnSBYcOHcKzZ8/K3A9ERERkmKNHj2LIkCEICQlBmzZt8M477yA1NRUA8MYbb+DLL79UW/7evXvw9fXF6dOnAQB3797FmDFjEBAQgC5dumDHjh0a70Yrzf3790u9Fjp16hRee+01+Pn5oWPHjvjqq69KLTzIysrC2LFjVTH99ttvJZYp2h5B12vQzZs3IzQ0FIGBgZgwYQJiY2N1vkOu8Fr5l1/+v717j4qq2uMA/h0CUxyztIsPIpSxsesjGam8gNTlolA8JL2AkMhLfJWSAoEJCoKlYMQV6CJgYmJkLsBBHi2Xei+v8kkmiOKSAWFERYPrpCDy2vcP15zrYQYYBJNbv89arMU5+3H22Wf++M2effbOwF//+ldIJBKEh4ejs7MTKSkpMDc3h6mpKRITE3nleovBHq1XKpXib3/7G0xMTLB+/Xrcu3cPwMMlv06fPo19+/Zxcdq1a9e48hUVFVi0aBFmzZoFV1dXVFdXc2mVlZVYunQpd+1FixahvLy8z3tVfh86duwYFxsvW7YMN27c4OU7duwYFi5ciJkzZ8LKygoJCQm85zp16lSkp6dj1apVMDY25sW36nR/C62+vh6rVq3CG2+8AWNjY9jZ2aGwsFBtXmWbi4uL8e6770IikWDZsmW4detWn/dLCHl8NGhLCOnR999/DyMjIxgZGWHBggXIzMwEY4xLLygowJo1a/D2229DKpXi66+/xmuvvQbgYYA0fvx4+Pn5oaSkBCUlJSr1T548GTNmzEBOTg7v/OHDh9UOwkokEmzcuBFCoZCr08fHB05OTpDJZLxBwosXL+Ly5cv4+9//rlLPhAkTUFJSAqFQiI0bN6KkpAS2trZcekxMDAICApCfn4+pU6ciKSkJUqkUW7ZsQV5eHry8vPDxxx/j9OnTAIAbN25gzZo1sLS0hFQqhbOzM2JiYvrZ2w/ve+fOnVi/fj3y8/Ph7++PuLg4lcHy2NhYLFu2DFKpFJMmTUJAQAAXwF26dAleXl4QiUT47rvvkJ6eDktLS3R2duKdd95BZ2cnL9BvbGxEYWGh2n5SKi0txcyZM3tte3R0NI4cOYLt27fj0KFDMDQ0hK+vL+7cuQMAkMvl+Oijj2BlZYXs7Gy4uroiNjZWo35JSEjAu+++i8OHD+Ott95CYGAgV29PJkyYgPj4eAAPZwqXlJQgJCQEY8aMwWeffYaEhASUl5fj3r17CAoKwpIlS2Bqatprnba2tvDx8cErr7zCff5sbW3R1dWFDz74AAqFAmlpaUhNTYVcLsf69et7LQcAAoEAISEhyM3Nxfbt23Hy5EmVL3/dzZgxA52dnTh//rxG/UcIIYSQx3f//n14e3sjMzMTe/fuhUAgwIcffoiuri44ODggPz+fFx/n5+dDT0+PG6wMDg7GrVu3kJaWhvj4eBw8eBCNjY39akNvsVBDQwNWrFiBmTNnIjs7G+Hh4cjIyFAZ3HzUhg0bcOPGDezbtw9xcXFIT0/XqE29xaClpaUICwuDh4cHpFIpzMzM+hxE7K6urg5FRUXYvXs3YmJikJGRgRUrVqChoQFpaWkIDAzEP/7xDy4G6isGe7Te48ePY9euXUhKSsKZM2eQkpICAAgJCYFEIoGLiwsXp02YMIF3zxs2bEBmZiaeeeYZbNy4kUsLDAzE+PHjkZGRgaysLCxfvhw6Ojoa3WtraysSExMRFRWFb7/9Fr/++iuv3WfPnkVwcDA8PDyQn5+PiIgIZGVlqfRpQkIC5s+fj5ycnF7jeXUiIiLQ1taG/fv3IycnB4GBgdDV1e21zXv27EF0dDT279+PGzduICoqql/XJIT0EyOEkB4sXryY7d27lzHGWHt7O5szZw47efIkLz0gIKDH8paWliw1NZV3LjMzk5mYmHDHqampbN68edxxdXU1E4vFrKqqijHG2MmTJ5lYLGYKhUJteSVfX18WFhbGHUdGRjJ3d/de78/ExIRlZmZyx8prHT16lDv34MEDNmvWLPbTTz/xym7cuJH5+/szxhiLiYlhtra2vPQdO3bw2h0XF8cWLFjAy5OamsosLS2543nz5rGcnBxeni+//JItXryYMcaYXC5nYrGYHTx4kEu/cuUKr7/8/f2Zq6trj/ccFhbGfH19ueM9e/YwKysr1tXVpTa/QqFgYrGYnTlzhnc+ODiYrV69mjHGWHNzM5s+fTo7fPgwl97W1sbmzp3LUlJSuP6wt7fn1fHFF1/w+kgdsVjMYmNjuePm5mYmFotZYWFhj2WUun92HhUeHs6sra2Zv78/s7e3Zw8ePOizPsbUP8eSkhL25z//mV2/fp07p3wu58+f77GcOt9//z178803ueOePu9vvPEGy8rK0qjNhBBCCBk8jY2NTCwWs8uXL7PGxkY2bdo0Xpy0ePFitmPHDsYYY1VVVUwsFrOysjIu/erVq0wsFqvEyD3pKxb64osvmI2NDS+W279/PzM2NmadnZ2MMcbc3d3Z1q1bGWP/i7WVMcqj7Xy0TY/GxJrEoOvWrWMrVqzgtT0gIEBtHKNOXFwcmzVrFrt79y53zsfHh1laWnL3wRhjNjY2LCkpiTGmeQzWvd6oqCjm7OzMHT/aP0rKOPLHH3/kzhUUFDCxWMxaW1sZY4xJJJLHiscyMzOZWCxmP//8M3dO+QyU7fb09GS7du3ilZNKpczc3Jw7FovF7NNPP9X4ut1jY3t7exYfH69RXmWba2truTz79+9nZmZmGl+fENJ/NNOWEKJWdXU1ysvLuRmv2trasLW1RUZGBpfn0qVLfc5O7IudnR3q6+vx888/AwBycnIwffp0iESiftXj4uKCvLw8PHjwAG1tbY/1a7PSo7NKa2trcf/+ffj4+EAikXB/2dnZ3KtxMpmMm2GsZGxs3K9rtrS0oK6ujvu1X/mXmJjIXUdJudQE8HC9MeDhq3hA38/ExcUFP/zwA7c+cVZWFhYuXNjjelXKV/B7W9Osrq4O7e3tmD17NndOR0cHr732Grf0RU1NDWbMmMEr173PevLo/erq6kIoFHL3+7iCg4PR2dmJI0eO4PPPPx/Qmm0ymQzjx4/nzcqYMmUKnnvuOd4rdOr8+OOP8PT0hIWFBSQSCYKCgnDnzh3cv3+/13LPPvtsn3kIIYQQMnBXr16Fv78/rKysMHv2bFhZWQF4+KbVmDFjYG5uzi0vIJfLce7cOTg4OAB4GP9oa2tj+vTpXH2GhoYYPXp0v9rQWywkk8kgkUh4sZyJiQlaWlpw8+ZNlbpkMhm0tbV5cZlIJFK7v0Nv7egeg9bU1Ki8maVprKekr68PoVDIHb/44ouYMmUKtLS0eOeUs4I1jcG616unp6fxbGd196ws6+3tjdDQUHh5eSE5OVklZu+NtrY2r7+Uz0AZO1dWVuLLL7/kfS/YtGkTbt++zYsBu8fX/eHh4YHExES4uroiLi4OlZWVveYfMWIEXn75Ze64P/1ICHk82k+7AYSQoSkjIwMdHR2wsLDgzjHGMGzYMGzevBmjRo3C8OHDB3ydP/3pT/jLX/6C3NxcGBsbIzc3F25ubv2ux9LSEsOGDcPRo0eho6ODjo4OvPPOO4/VphEjRnD/t7S0AACSkpIwbtw4Xr7+DPQJBALeq3MAeGtSKa8TGRmJWbNm8fI9GqgC4L12pQzQu7q6AKDPZzJt2jS8+uqrkEqlMDc3R1VVFRYtWtRj/ueffx4CgaDXdWeftO6vmQkEAu5+H1ddXR1u3bqFrq4u1NfX8wLy38q1a9ewcuVKuLm5Yf369Rg9ejRKS0sREhKC9vZ23uewO4VCgTFjxvyGrSWEEEL+mFatWgV9fX1s3boVenp66Orqgr29Pbfpk4ODA7Zu3YpNmzYhNzcXYrF40OOKJxELDbQd3WPQwaCtzR+eEAgEas/195rd6wCgEpdrUrb7Pa9duxb29vYoLCxEUVER4uLiEBsbi/nz5/erfeq0tLRg7dq1sLa2Vkl79tlnuf97W86gL87Ozpg7dy4KCgrwww8/IDk5GcHBwVi6dKna/Oqehab9SAh5PDTTlhCioqOjA9nZ2diwYQOkUin3l52dDT09PeTm5gIAxGJxr5s36ejoaBRUKdcDO3fuHORyOW99WXV1dnZ2qpzX1tbGe++9h6ysLGRlZcHOzm5QBpVFIhGGDRuG69evw9DQkPen/FVfJBKpbDrQfb3RMWPG4JdffuEFNpcuXeL+f/HFF6Gnpwe5XK5yHQMDA43bO3Xq1D431HJycuL6yczMjDc7obthw4ZhypQpqKqq6jHPyy+/DB0dHfz000/cufb2dpSXl2PKlCkAHq5ffOHCBV45TTZqGAjlF4vun5e2tjZ8/PHHsLW1xUcffYTQ0FCNZwmo+0yLRCLcvHmTt3lEVVUVfv31V27GuLpyFRUVYIxhw4YNMDY2xuTJkzXazKGurg4PHjzAtGnTNGozIYQQQh7Pf/7zH9TU1GD16tUwNTWFSCSCQqHg5bGyskJbWxuKi4uRm5vLzbIFHsY/HR0duHjxIneutrZWpY6BEIlEOHfuHC/GLC0txciRIzF+/HiV/EZGRujo6ODFZdXV1QP+gf5pxHqaxGCa0PQ7izqTJ0+Gl5cX9uzZA2tra2RmZmpUrqdnoGz3tGnTUFNTo/K9wNDQUGVCx0BMmDABbm5uSEhIgLe3Nw4ePDhodRNCBo4GbQkhKgoKCqBQKODk5ASxWMz7s7a25pZIWLNmDfLy8hAXFweZTIbLly8jOTmZq0dfXx9nzpxBQ0NDr6+zz58/H83NzQgPD8ecOXNUZrQ+Sl9fHy0tLThx4gSampp4rwc5Ozvj5MmTKC4ufuylEboTCoXw8fHBtm3bcOjQIdTV1aGiogJpaWncBmGurq64evUqoqKiUF1djZycHJXNw+bMmYOmpiakpKSgrq4O33zzDYqLi3l5/Pz8kJycjH379qGmpgaXL19GZmYmUlNTNW7vihUrUF5ejvDwcFRWVkImkyE9PZ3X/w4ODmhoaMDBgwc16qe5c+fyBmS709XVhZubG6Kjo1FUVISqqips2rQJra2tcHJyAgAsXrwYNTU12LFjB2pqapCfn8/1UU9LMwyUvr4+BAIBCgoK0NTUhObmZgAPN5S4e/cuQkNDsXz5ckyaNIm3qURfdV67dg2XLl1CU1MT2traYGZmBrFYjMDAQFRUVKCsrAxBQUF48803udfe1JUzNDREe3s70tLSIJfLIZVKceDAgT7bcPbsWRgYGPBeTyOEEELI4Bs9ejSef/55fPfdd6itrcWJEyewfft2Xh5dXV1YWVlh586dkMlkvM10RSIRzMzMsHnzZpSVleHixYvYtGkThg8fPmjxz/vvv4+bN28iMjISMpkMx44dQ3x8PLy9vdUO7hkZGcHCwgJhYWE4f/48Lly4gNDQ0AFPdnB3d0dhYSFSU1Nx9epVHDhwAEVFRU8szgOgUQymCX19fZw/fx7Xrl1DU1OTRgO4ra2tiIiIwKlTp1BfX4/S0lKUl5drPFiso6ODyMhI7hl88sknMDY25paU+PDDD5GdnY2EhARcuXIFMpkMeXl5Gm/kq4lPP/0UxcXFkMvlqKiowKlTp/q9RB0h5MmiQVtCiIqMjAyYmZlh1KhRKmk2Nja4cOECKisrMWfOHOzcuRP/+te/4OjoCE9PT94v6n5+fqivr8e8efN6XWdVKBTC0tISlZWVvNkJ6syePRuurq5Yt24dTE1NsXv3bi5t0qRJkEgkMDIyUlliYCDWrVuHDz74AElJSbC1tYWvry8KCgrw0ksvAQAmTpyI+Ph4HD9+HI6Ojjhw4IDKrrUikQhhYWFIT0+Ho6MjysrK4OPjw8vj7OyMrVu3IisrCw4ODli6dCkOHTrEXUcTkydPxp49e1BZWQlnZ2e4urri+PHjvNeZRo0aBWtra4wcORLz5s3rs04nJycUFhbi7t27PeYJDAyEjY0NgoKCsHDhQtTW1mL37t3cmm0GBgbYuXMnjh49igULFuDbb7/FqlWrAPRvmYn+GDduHNauXYuYmBiYmZkhMjISp06dwr59+xAdHQ2hUAgtLS1ER0fj7NmzSE9P77NOGxsbWFhYwMPDA6ampsjNzYVAIMA///lPPPfcc3B3d4eXlxcMDAx4QbW6cq+++io++eQTpKSkwN7eHjk5OfD39++zDXl5eXBxcRlQ3xBCCCGkb1paWoiNjUVFRQXs7e2xbds2BAUFqeRzcHBAZWUlXn/9dUycOJGXFhUVhbFjx2LJkiVYs2YNXFxcMHLkSN4r7gMxbtw4JCcno6ysDI6OjggPD4eTkxNWr17dY5lt27ZBT08P7u7uWLt2LVxcXDB27NgBtcPExARbtmxBamoqHB0dUVxcDC8vr0G7T3U0icE04ePjg2eeeQZ2dnYwNTXF9evX+yyjpaWFO3fuIDg4GDY2Nli3bh3eeust+Pn5aXTN4cOHY/ny5QgICICbmxt0dXV57bawsMCuXbtQUlICJycnuLi4YO/evdDX1+/XvfWmq6sLERER3PebSZMmISwsbNDqJ4QMnIDRIiSEkN8Jxhisra3x/vvvw9vb+6m25dSpU/Dw8MCZM2c02tjht+bp6YlXXnkFoaGhGuX38/PD9OnTsXLlykFrQ2JiIg4cOIDCwsJBq/P37sqVK/D09MSRI0fU/qhCCCGEkKHt5s2bePvtt7F3794Bb+g71IWGhqK6ulqjH8b/SLKysvDZZ5/h7NmzT7sphJAhjjYiI4T8LjQ1NSEvLw+//PJLrxtr/dEpFAqcPn0ap0+f7tcv6UFBQfj3v/89oGt/8803mDlzJl544QWUlpbiq6++wpIlSwZU5x/N7du3ERUVRQO2hBBCyP+JEydOoKWlBWKxGLdv38aOHTugr6+P119//Wk3bdB99dVXMDc3x4gRI1BUVASpVEozNwkhZABo0JYQ8rtgamqKF154AREREdwr+UTVwoULoVAoEBgYCCMjI43LvfTSSz3uJKup2tpaJCYmQqFQYOLEifD29h7QzN3NmzcjJydHbZqDgwMiIiL6XaednV2Pr8Rt2bIFCxYs6Hedg8nMzOypXp8QQggh/dPR0YHY2FjI5XKMHDkSEokEn3/+OXR0dHD48OEeBzUnTpyIvLy837i1A1NWVobdu3ejubkZBgYGCAkJgbOzM4ChH2MNJl9fX5SWlqpNW7lyJfT09J7IdZ9EbEwIebpoeQRCCCH/lxobG3Hv3j21aUKh8LHWZquvr0dHR4fatLFjx0IoFPa7TkIIIYQQde7du4fGxka1adra2oO6funT9keKsRoaGtDa2qo2Tbm53ZPwJGJjQsjTRYO2hBBCCCGEEEIIIYQQMoRoPe0GEEIIIYQQQgghhBBCCPkfGrQlhBBCCCGEEEIIIYSQIYQGbQkhhBBCCCGEEEIIIWQIoUFbQgghhBBCCCGEEEIIGUJo0JYQQgghhBBCCCGEEEKGEBq0JYQQQgghhBBCCCGEkCGEBm0JIYQQQgghhBBCCCFkCKFBW0IIIYQQQgghhBBCCBlC/gtxwUffmAOq7QAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1400x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"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",
"=== Medians K=5 (Top400) ===\n",
" log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total 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 10.975 1.488 0.557 819.0 25.0 52.905 0.567 -0.487 1.000 0.000 0.0 0.002 0.016 -0.024\n",
"1 11.174 1.389 0.043 4.0 2.0 42.429 0.250 0.557 0.303 0.697 19.0 -0.000 -0.007 -0.012\n",
"2 10.357 4.383 0.372 90.5 12.5 32.149 0.434 0.287 0.077 0.923 1.0 0.042 0.025 -0.034\n",
"3 11.045 5.471 0.777 1448.0 24.0 40.857 0.688 0.245 1.000 0.000 0.0 0.009 -0.008 0.005\n",
"4 11.994 5.155 0.926 4935.5 47.5 57.100 0.620 0.037 1.000 0.000 0.0 0.158 0.130 -0.140\n",
"\n",
"=== Overall churn rates ===\n",
"churn_hard 0.684\n",
"churn_soft 0.775\n",
"churn_warning 0.321\n",
"dtype: float64\n",
"\n",
"=== Churn per cluster K=2 ===\n",
" n_clients churn_hard churn_soft churn_warning\n",
"cluster_k2 \n",
"0 325 0.883 0.969 0.385\n",
"1 102 0.049 0.157 0.118\n"
]
},
{
"data": {
"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 per cluster K=5 ===\n",
" n_clients churn_hard churn_soft churn_warning\n",
"cluster_k5 \n",
"0 67 0.612 0.925 0.955\n",
"1 37 0.108 0.297 0.108\n",
"2 62 0.000 0.032 0.048\n",
"3 137 0.964 0.978 0.117\n",
"4 124 0.927 0.984 0.403\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"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",
"0 325 91586.099 0.786 4.452 1872.0 48.347 0.637 0.073 1.00 0.0 0.054 -0.041\n",
"1 102 47913.297 0.154 2.652 24.0 35.523 0.381 0.347 0.17 2.0 0.024 -0.025\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",
"3 137 62616.679 0.777 5.471 1448.0 40.857 0.688 0.245 1.000 0.0 0.009 0.005\n",
"4 124 161746.356 0.926 5.155 4935.5 57.100 0.620 0.037 1.000 0.0 0.158 -0.140\n",
"0 67 58391.143 0.557 1.488 819.0 52.905 0.567 -0.487 1.000 0.0 0.002 -0.024\n",
"2 62 31466.909 0.372 4.383 90.5 32.149 0.434 0.287 0.077 1.0 0.042 -0.034\n",
"1 37 71234.484 0.043 1.389 4.0 42.429 0.250 0.557 0.303 19.0 -0.000 -0.012\n"
]
}
],
"source": [
"# 1. 2D behavioral segmentation: relative intensity vs activity frequency\n",
"thr_int = dfc_top400[\"gross_flow_to_aum\"].median()\n",
"thr_freq = dfc_top400[\"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_top400[\"seg_2D\"] = dfc_top400.apply(quadrant, axis=1)\n",
"print(dfc_top400[\"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_top400.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 — Top 400 Accounts\")\n",
"plt.legend(markerscale=2)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 2. K=5 clusters in the 2D intensity-frequency space\n",
"labels_map = {\n",
" 0: \"Cluster 0: Large & 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_top400[~dfc_top400[\"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 — Intensity / Frequency Space (excluding extreme outlier C2)\")\n",
"plt.ylim(0.1, 1000)\n",
"plt.legend(markerscale=2)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# 3. Dual view: trading intensity and churn/loyalty dimensions\n",
"if \"log_n_tx_total\" not in dfc_top400.columns:\n",
" dfc_top400[\"log_n_tx_total\"] = np.log1p(dfc_top400[\"n_tx_total\"].clip(lower=0))\n",
"\n",
"thr_log_tx = dfc_top400[\"log_n_tx_total\"].median()\n",
"thr_churn = dfc_top400[\"aum_drawdown_last\"].median()\n",
"thr_hold = dfc_top400[\"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_top400[~dfc_top400[\"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(\"Trading intensity vs. frequency (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_top400[~dfc_top400[\"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 risk vs. loyalty (clusters 1 and 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. Cluster signature heatmap — K=5\n",
"prof_louis_k5 = plot_heatmap(\n",
" dfc_top400, profile_vars_top400, \"cluster_k5\",\n",
" title=\"Cluster signatures — 400 top accounts K=5 (robust z-score)\",\n",
" figsize=(16, 4)\n",
")\n",
"print(\"\\n=== Medians K=5 (Top400) ===\")\n",
"print(prof_louis_k5.round(3).to_string())\n",
"\n",
"# 5. Churn analysis\n",
"dfc_top400[\"churn_hard\"] = (dfc_top400[\"aum_final_to_peak\"] < 0.10).astype(int)\n",
"dfc_top400[\"churn_soft\"] = (\n",
" (dfc_top400[\"aum_final_to_peak\"] < 0.40) &\n",
" (dfc_top400[\"aum_drawdown_last\"] > 0.40)\n",
").astype(int)\n",
"dfc_top400[\"churn_warning\"] = (\n",
" (dfc_top400[\"flow_direction_balance\"] < 0) &\n",
" (dfc_top400[\"aum_drawdown_last\"] > 0.20)\n",
").astype(int)\n",
"\n",
"print(\"\\n=== Overall churn rates ===\")\n",
"print(dfc_top400[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n",
"\n",
"for k in [2, 5]:\n",
" churn_profile = (\n",
" dfc_top400.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 per 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 rates by cluster — Top 400 accounts (K={k})\")\n",
" plt.ylabel(\"Rate\")\n",
" plt.xlabel(\"Cluster\")\n",
" plt.xticks(rotation=0)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"# 6. Inter-cluster distance matrix\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_top400_scaled,\n",
" dfc_top400[\"cluster_k5\"].values,\n",
" title=\"Inter-cluster Distance Matrix — Top 400 Accounts (K=5)\"\n",
")\n",
"\n",
"# 7. Full cluster profile table\n",
"for k in [2, 5]:\n",
" print(f\"\\n===== K={k} =====\")\n",
" prof = (\n",
" dfc_top400.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": "markdown",
"id": "c97f67e5",
"metadata": {},
"source": [
"---\n",
"## 7. Cross-Analysis: Global vs Top 400 Accounts\n",
"\n",
"The Adjusted Rand Index (ARI) measures whether the two segmentations agree on the accounts they share. An ARI close to 0 means the two clusterings are independent — which is expected and desirable, as they are built on different feature sets and objectives.\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "b2716808",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accounts present in both analyses: 293\n",
"\n",
"Croisement K=4 x K=5 (n=293) :\n",
" Top 400 Accounts C0 Top 400 Accounts C1 Top 400 Accounts C2 Top 400 Accounts C3 Top 400 Accounts C4\n",
"Global C1 20.0 39.0 30.0 9.0 2.0\n",
"Global C2 0.0 100.0 0.0 0.0 0.0\n",
"Global C3 20.0 0.0 15.0 41.0 23.0\n",
"Global C4 4.0 59.0 30.0 7.0 0.0\n"
]
},
{
"data": {
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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 Global x Top 400 Accounts : 0.1341\n",
"(0 = independent segmentations, 1 = identical)\n"
]
}
],
"source": [
"# Comptes communs\n",
"common_ids = set(dfc[ID_COL]).intersection(set(dfc_top400[ID_COL]))\n",
"print(f\"Accounts present in both analyses: {len(common_ids)}\")\n",
"\n",
"# Croisement des clusterings sur les shared accounts\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_top400[dfc_top400[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(\"Global clustering (K=4) x 400 top accounts (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 = independent segmentations, 1 = identical)\")"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "5a3ec2e8-d19f-43d5-80c7-5deb19c33197",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_heatmap_annotated(dfc, profile_vars, cluster_col, title, figsize=(16, 5)):\n",
" \"\"\"\n",
" Heatmap colored by robust z-score, annotated with actual cluster medians.\n",
" \"\"\"\n",
" # Real medians\n",
" prof_median = dfc.groupby(cluster_col)[profile_vars].median()\n",
"\n",
" # Robust z-scores for color\n",
" prof_z = prof_median.copy().astype(float)\n",
" for col in profile_vars:\n",
" vals = prof_median[col].values\n",
" med = np.median(vals)\n",
" mad = np.median(np.abs(vals - med)) * 1.4826\n",
" if mad > 0:\n",
" prof_z[col] = (vals - med) / mad\n",
" else:\n",
" prof_z[col] = np.zeros(len(vals))\n",
" prof_z = prof_z.clip(-3, 3)\n",
"\n",
" # Format annotations with actual medians\n",
" def fmt(val):\n",
" if abs(val) >= 1000:\n",
" return f\"{val:,.0f}\"\n",
" elif abs(val) >= 10:\n",
" return f\"{val:.1f}\"\n",
" elif abs(val) >= 0.01:\n",
" return f\"{val:.2f}\"\n",
" else:\n",
" return f\"{val:.3f}\"\n",
"\n",
" annot = prof_median.applymap(fmt)\n",
"\n",
" # Row labels: Cluster 1, 2, ... (1-indexed) with cluster size\n",
" cluster_sizes = dfc[cluster_col].value_counts().sort_index()\n",
" row_labels = [\n",
" f\"Cluster {i} (n={cluster_sizes.get(i, '?'):,})\"\n",
" for i in prof_median.index\n",
" ]\n",
"\n",
" fig, ax = plt.subplots(figsize=figsize)\n",
" sns.heatmap(\n",
" prof_z,\n",
" cmap=\"RdBu_r\",\n",
" center=0,\n",
" annot=annot,\n",
" fmt=\"\",\n",
" linewidths=0.5,\n",
" linecolor=\"white\",\n",
" ax=ax,\n",
" cbar_kws={\"label\": \"Robust z-score\", \"shrink\": 0.8},\n",
" xticklabels=profile_vars,\n",
" yticklabels=row_labels,\n",
" )\n",
" ax.set_title(title, fontsize=13, pad=12)\n",
" ax.tick_params(axis=\"x\", rotation=45, labelsize=9)\n",
" ax.tick_params(axis=\"y\", rotation=0, labelsize=9)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" return prof_median\n",
"\n",
"\n",
"# ── Global clustering ──────────────────────────────────────────────────────\n",
"prof_global = plot_heatmap_annotated(\n",
" dfc,\n",
" profile_vars = profile_vars_behavior,\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Cluster Signatures — Global Clustering (K=4)\\n\"\n",
" \"Color: robust z-score | Values: cluster medians\",\n",
" figsize = (16, 4)\n",
")\n",
"\n",
"# ── Product allocation (post-clustering descriptor) ───────────────────────\n",
"prof_alloc = plot_heatmap_annotated(\n",
" dfc,\n",
" profile_vars = profile_vars_allocation,\n",
" cluster_col = \"cluster_k4\",\n",
" title = \"Product Allocation by Cluster — Global Clustering (K=4)\\n\"\n",
" \"Color: robust z-score | Values: cluster medians | Post-clustering descriptor\",\n",
" figsize = (14, 4)\n",
")\n",
"\n",
"# ── Top 400 accounts ──────────────────────────────────────────────────────\n",
"prof_top400 = plot_heatmap_annotated(\n",
" dfc_top400,\n",
" profile_vars = profile_vars_top400,\n",
" cluster_col = \"cluster_k5\",\n",
" title = \"Cluster Signatures — Top 400 Accounts (K=5)\\n\"\n",
" \"Color: robust z-score | Values: cluster medians\",\n",
" figsize = (18, 5)\n",
")"
]
},
{
"cell_type": "markdown",
"id": "bcaac8cc-54bf-4edf-be3c-520ef1eeb464",
"metadata": {},
"source": [
"# VISUALISATION CLUSTERING — GLOBAL + TOP 400"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "e42c50aa-0343-47b9-b562-78137d63d5e9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"GLOBAL CLUSTERING (K=4)\n",
"============================================================\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WN1m5phUbG4uuXbvCz8+vWvn9+/fj2LFj9U7Utra2sLW1xenTp9V264yNjU2NfZGZmZkAqtcilHFycgLwbERtYxKJRJgzZw4mT56MqKgopTXj5+nUqRPeeecd7N+/X+mAMXV9H2UXWbJRyMpoa2tjzZo1KCwsxKZNm2BiYoLJkycrlHn//ffr3Ed99+5dHDt2DMeOHatWbtSoUXBwcMDRo0fl2yoqKnD37l35SOKaLFy4UOWa5PPGizSGTp064ZNPPsEnn3yCW7du4b333sPOnTvx1VdfNfi5a2qpkP2dZWRkKHRdlJWVISsrS6HFqaZj/PTTT+jYsSM2bdqkUGbDhg3qCF3jmKgFYurUqTh27BiWLFmCXbt2oV27dgr7VblytbKywujRoxETE4N9+/ZhwoQJCvu/++47XLhwAePGjatVP+eZM2cA/O/H5u7du7h06RL8/f0VZtKSKS8vx7x583D58uV6jx6eOXMmZs+ejYCAAKxbt67aRA7nz59HeXl5rQfbeHt74/z58zh16pRCjbKsrAwxMTEwNzdXqGUkJiYqHfR19uxZAKh3874q+vTpAxcXF+zevRv/+Mc/6nxLk2wEeERERLV96vo+Ojk5QUdHB1euXMGbb75ZYzkdHR1s2LABn3zyCVauXAljY2OFi0tV+qjDwsKq7T9+/Dji4uKwZs2aat/5mzdvorS0VOFe+JpeU1Pz5MkTaGtrK3xHOnXqhDZt2qCsrKxRYpCNxi8sLFTY7uHhAR0dHezZswfe3t7yRHvw4EEUFhaif//+Cseo+nzgf60QlbsuLl++jJSUlFpdcAsdE7VAvPzyy/jqq68wd+5cDB06VD4TlFQqRVZWFo4dOwZtbW2lCbXq4C7gWS1l+vTpWLx4MTIyMhAUFIRz587Ja87nz5/H6dOn0bt3b/mUlpXdv39fXtsoLy+Xj541MzOTN3vHxsZCKpXW+APcv39/tGrVCrGxsQqJOjExUemP7qBBg2ocmDJs2DDcuHEDW7duxdWrVzFixAj5zGTnzp1DYmIi1q9fr/Cc551n3LhxOHToEGbNmoUxY8agW7duyM/PR1xcHP744w+sWbNGoS/R19cXHTp0wBtvvIGOHTviyZMn+PXXX3HmzBk4OzurPBq3sLBQoVZXWW0mQpkyZQpmzZqFw4cP48MPP6zTuWW16iNHjlTbV5/vY2V6enro168fEhMTXziXduvWrbF9+3ZMnDgRS5cuhZGRkfy7pUoftbJR69euXQPw7EKtbdu2Cvt+/fVXtG7dutZjBpqSW7du4aOPPsLQoUPRpUsXiEQinDp1Cg8fPpTfrdHQunXrBpFIhPDwcBQWFkJXVxd9+/aFubk5PvvsM2zatAlTp07FwIEDkZmZiX379sHZ2RnvvPOO/BiOjo6Ii4vDqlWr4OzsDAMDAwwcOBADBgzAzz//DD8/PwwYMABZWVmIjo5Gly5dlI61aGqYqAVk0KBBiI2Nxc6dO/HLL7/g0KFD0NLSgrW1Nfr3748PP/xQadPZtm3bqm0TiUSYPn062rRpg127dmHfvn344YcfsG7dOkilUtjZ2WHJkiWYMGGC0nszr127hgULFgB4lvTNzMzw1ltvYdasWfJ+vdjYWFhbW9fYnGdsbAw3NzfExcUpXAycO3cO586dq1bexsbmuSNIZ8+ejb59+2LPnj347rvv8PjxYxgbG6NHjx7YvHlztQuGF51n7969CAsLw6lTp3D48GHo6enB0dER27dvh7e3t8JzQkJCcPr0afz444948OABpFIpOnbsiOnTp2PatGl1nqpR5t69e/L3uaraJOq33noLnTp1ws6dO/HBBx+88BakqmR91cr6f1X9PlY1ZswY+Pv74+7duy+cIMXIyAg7duzAhAkTMHv2bISHh7+wT1ddTpw4gcGDB2vsXv2GZGlpieHDhyMxMRE//PADRCIR7Ozs8PXXX2PIkCGNEoOFhQWCgoKwbds2LF26FGKxGJGRkTA3N4e/vz/atm2LvXv3YtWqVTAxMcEHH3yAOXPmKPw+TZgwAdeuXcPhw4exa9cu2NjYYODAgRg9ejQePnyI/fv34/z58+jSpQvWrVuHEydOqDyeQEi0pEIZDUBEzZJYLMawYcPw9ttv17hgi6Zdu3YNo0aNwpEjR5r85BjU/HAKUSJqUCKRCLNmzcK+ffsEu8zl9u3bMWTIECZpEiTWqImImoiysjI8fvz4uWWMjIxqPXuhOjx9+lTpAK/KanP/ONWMfdRERE1EcnJytVvXqlq1ahVGjx7dSBE9m1hGNvd2TWpz/zjVjDVqIqIm4vHjx0hPT39umS5duiidw72hPHjw4IXzozs6OtZ52lL6HyZqIiIiAeNgMiIiIgFjHzWerbZSUVEBbW3tF07IT0REVF9SqRQSiQStWrV64VK5TNR4NsdvWlqapsMgIqIWxtnZ+YUj4pmo8b+VYZydnes8sxMREVFdicVipKWlvbA2DTBRA/jfiiyVFx8nIiJqaLXpbuVgMiIiIgFjoiYiIhIwNn0TEZGgicVipKamIi8vD23btoWLi0uL6qZkoiYiIsFKSEjA5s2bce/ePfk2S0tL+Pr6VluOtrli0zcREQlSQkICAgMDYWdnh7CwMMTFxSEsLAx2dnYIDAxEQkKCpkNsFEzUREQkOGKxGJs3b4a7uztCQkLg6OgIAwMDODo6IiQkBO7u7tiyZQvEYrGmQ21wTNRERCQ4qampuHfvHnx8fKrda6ytrQ0fHx/cvXsXqampGoqw8TBRExGR4OTl5QEAbG1tle6XbZeVa86YqImISHDatm0LAMjMzFS6X7ZdVq45Y6ImIiLBcXFxgaWlJaKioiCRSBT2SSQSREVFwcrKCi4uLhqKsPEwURMRkeCIRCL4+voiMTERAQEBSE9PR0lJCdLT0xEQEIDExETMmDGjRdxPrSWVSqWaDkLTxGIxUlJS0LNnzxbxoRMRNRXK7qO2srLCjBkzmvR91HXJO5zwhIiIBMvb2xuenp6cmYyIiEioRCIRXF1dNR2Gxmi0j3rbtm0YM2YMXF1d4e7uDl9fX2RkZCiUKS0tRVBQEPr06QNXV1f4+/vj4cOHCmWys7Px6aefokePHnB3d8eaNWtQUVHRmC+FiIioQWg0UV+8eBE+Pj44cOAAvv32W1RUVGDKlCkoKSmRl1m5ciXOnDmDr7/+Gnv27MGDBw/w+eefy/eLxWJ89tlnKC8vR3R0NFavXo0jR45gw4YNmnhJRERE6iUVkNzcXGnXrl2lFy9elEqlUmlBQYHU0dFR+uOPP8rL3Lx5U9q1a1dpcnKyVCqVSuPj46UODg7SnJwceZl9+/ZJ3dzcpKWlpbU6b0VFhfS3336TVlRUqO/FEBER1aAueUdQt2cVFhYCAExMTAAAV65cQXl5OTw8PORlXnnlFVhbWyMlJQUAkJKSgq5du6Jdu3byMv369UNRURFu3rzZeMETERE1AMEMJpNIJFi5ciXc3NzQtWtXAMDDhw+ho6MDY2NjhbLm5ubIycmRl6mcpAHIH8vK1FZLmNydiIg0ry75RjCJOigoCH/88Qf27dunsRjS0tI0dm4iIiJlBJGog4ODER8fj71798LS0lK+vV27digvL0dBQYFCrTo3NxcWFhbyMlVXT5GNCpeVqS1nZ+cWdW8eERFphlgsrnXlUKOJWiqVYsWKFTh58iT27NmDjh07Kux3cnKCjo4OEhMTMWTIEABARkYGsrOz0bNnTwBAz549sXXrVuTm5sLc3BwA8Ouvv8LQ0BBdunSpUzwikYiJmoiIBEWjiTooKAjHjh3D5s2b0aZNG3mfspGREfT19WFkZIQxY8Zg9erVMDExgaGhIUJCQuDq6ipP1P369UOXLl2wYMECzJ8/Hzk5Ofj666/h4+MDXV1dDb46IiKi+tPoXN/29vZKt69atQqjR48G8GzCk9WrV+P48eMoKytDv379EBgYqNCs/ffff+PLL7/ExYsX0bp1a4waNQpz585Fq1a1uw7hXN9ERNSY6pJ3uCgHmKiJiKhx1SXvCOo+aiIiIlLERE1ERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNREREQCptFEfenSJUyfPh39+vWDvb09Tp06pbB/0aJFsLe3V/hvypQpCmXy8/Mxd+5cuLm5oVevXliyZAmKi4sb82UQERE1mFaaPHlJSQns7e0xZswYfP7550rLeHl5YdWqVfLHurq6CvvnzZuHnJwcfPvttygvL8eSJUuwfPlyrF+/vkFjJyIiagwaTdT9+/dH//79n1tGV1cXFhYWSvf9+eefOHfuHA4ePAhnZ2cAQEBAAD799FMsWLAA7du3V3vMREREjUmjibo2Ll68CHd3dxgbG6Nv37744osvYGZmBgBITk6GsbGxPEkDgIeHB7S1tZGamorBgwfX6VxisVitsRMRESlTl3wj6ETt5eWFwYMHo0OHDvjrr7/wz3/+E9OmTcP+/fshEonw8OFDtG3bVuE5rVq1gomJCXJycup8vrS0NHWFTkREpBaCTtTDhw+X/1s2mGzQoEHyWra6OTs7QyQSqf24RERElYnF4lpXDmudqIuKimodgKGhYa3L1kXHjh1hZmaG27dvw93dHe3atUNeXp5CmYqKCjx+/LjGfu3nEYlETNRERCQotU7UvXr1gpaW1nPLSKVSaGlp4dq1a/UOTJl79+4hPz9fnoRdXV1RUFCAK1euwMnJCQBw4cIFSCQSuLi4NEgMRETUuMRiMVJTU5GXl4e2bdvCxcWlRVWqap2oIyMj1X7y4uJi3LlzR/44KysL165dg4mJCUxMTLBp0yYMGTIE7dq1w19//YV169ahc+fO8PLyAgC88sor8PLywrJlyxAUFITy8nKsWLECw4cP54hvIqJmICEhAZs3b8a9e/fk2ywtLeHr6wtvb28NRtZ4tKRSqVRTJ09KSsLkyZOrbR81ahS+/PJL+Pn54erVqygsLMRLL70ET09PzJo1C+3atZOXzc/Px4oVK/Dvf/8b2traeOuttxAQEIA2bdrUOg6xWIyUlBT07NmzRV2lEREJWUJCAgIDA+Hu7g4fHx/Y2toiMzMTUVFRSExMRFBQUJNN1nXJO/VK1E+ePEF2djbKy8sVtjs4OKh6SI1goiYiEhaxWAwfHx/Y2dkhJCQE2tr/m0hTIpEgICAAmZmZ2Lt3b5P83a5L3lFp1HdeXh4WL16MhIQEpfsbqo+aiIhahtTUVNy7dw/Lli1TSNIAoK2tDR8fH/j5+SE1NRWurq4airJxqDTXd2hoKAoKCnDgwAHo6+sjIiICq1evRufOnbFlyxZ1x0hE1ODEYjGSk5Nx+vRpJCcncwIkDZPd0WNra6t0v2x71Tt/miOVatRJSUnYvHkznJ2doaWlBWtra3h6esLQ0BDbtm3DgAED1BwmEVHD4YAl4ZFNZpWZmQlHR8dq+zMzMxXKNWcq1ahLSkrkb46JiYn8iqZr1664evWq+qIjImpgsgFLdnZ2CAsLQ1xcHMLCwmBnZ4fAwMAau/ioYbm4uMDS0hJRUVGQSCQK+yQSCaKiomBlZdUibsVVKVHLRt4Bz2YM279/P+7fv4/o6GiVJhohItIEsViMzZs3w93dHSEhIXB0dISBgQEcHR0REhICd3d3bNmyhc3gGiASieDr64vExEQEBAQgPT0dJSUlSE9PR0BAABITEzFjxowmOZCsrlRK1JMnT5bPpf35558jISEBAwYMwJ49ezBnzhy1BkhE1FBkA5Z8fHxqHLB09+5dpKamaijCls3b2xtBQUHIyMiAn58fhg0bBj8/P2RmZjbpW7PqSqU+6nfffVf+bycnJ5w5cwYZGRmwsrJqEf0FRNQ8cMCS8Hl7e8PT07NFz0ymUo1606ZNePLkifxx69at5U1GmzZtUltwREQNqfKAJWWjvlvSgCUhE4lEcHV1xZtvvglXV9cWlaQBFSc86datG86fPw9zc3OF7Y8ePYKHh0eTu4+aE54QtUyySTVMTEyQn5+P+/fvy/e1b98epqamKCgoaLKTapBw1SXvqFSjli2+UdX169dhYmKiyiGJiBqdSCTCgAEDcOPGDZSVlWHu3Lk4ePAg5s6di7KyMty4cQP9+/dnkiaNqlMf9euvvw4tLS1oaWlhyJAhCslaLBajpKQE48ePV3uQREQNQSwWIz4+Hvb29nj8+DHWr18v32dlZQV7e3ucPXsW06ZNY7ImjalTol6yZAmkUimWLFkCf39/GBkZyffp6OjAxsam2U/lRkTNR+VpKh0cHKoNWLp+/XqLmaaShKtOiXrUqFEAgA4dOsDV1RU6OjoNEhQRUWOoPOpbNmCpMo76JiFQ6fas3r17QywW46effsKff/4JAHj11VcxcOBANg8RUZPBaSqpKVApUd++fRuffvop7t+/L7/i3L59OywtLbF9+3Z06tRJrUESETWEytNUKltKsSVNU0nCpdKo75CQEHTs2BHx8fE4cuQIjhw5gjNnzqBDhw4ICQlRd4xERA2C01RSU6DSfdQ9e/bE/v37YW9vr7D9+vXr+PDDD5GcnKy2ABsD76MmatmUrZ5lZWWFGTNmtJhpKqlx1SXvqNT0rauri+Li4mrbi4uLOcCMiJocTlNJQqZS0/eAAQOwfPlyXL58GVKpFFKpFCkpKfjyyy8xcOBAdcdIRNTgWvo0lSRcKtWoAwICsHDhQowbNw6tWj07hFgsxsCBA7FkyRK1BkhERNSSqZSojY2NsWXLFty+fVt+e9Yrr7yCzp07qzU4IiKilq5eq2d17twZAwcOxMCBA9G5c2c8ffqUq2cRERGpkUqJOiwsDCUlJdW2P3nyBGFhYfUOioiIiJ7h6llEREQCxtWziIiIBIyrZxER4Vllg/dRkxCpvHqWm5ub/Nasmmzfvh3jx4+HsbGx6hESETUwZTOTWVpawtfXlzOTkcap1Efdu3fvFyZpANi6dSseP36syimIiBpFQkICAgMDYWdnh7CwMMTFxSEsLAx2dnYIDAxEQkKCpkOkFk6lRF1bKkwjTkTUaMRiMTZv3gx3d3eEhITA0dERBgYGcHR0REhICNzd3bFlyxaIxWJNh0otWIMmaiIiIUtNTcW9e/fg4+MDqVSK5ORknD59GsnJyZBKpfDx8cHdu3eRmpqq6VCpBVNpZjIiouYgLy8PAJCdnY0VK1ZU66OeMmWKQjkiTWCiJqIWq23btgCAlStXwt3dHcuWLYOtrS0yMzMRFRWFlStXKpQj0gSNNn1funQJ06dPR79+/WBvb49Tp04p7JdKpfjmm2/Qr18/uLi44KOPPsKtW7cUyuTn52Pu3Llwc3NDr169sGTJEqVLcBIRVeXo6AiRSARTU1MEBwcr9FEHBwfD1NQUIpEIjo6Omg6VWrAGTdS9evWCnp5ejftLSkpgb2+PwMBApfvDw8OxZ88efPnllzhw4ABat26NKVOmoLS0VF5m3rx5uHnzJr799lts3boVv/32G5YvX67210JEzU96ejrEYjEePXqE5cuXIz09HSUlJUhPT8fy5cvx6NEjiMVipKenazpUasFUbvqWSCS4ffs2cnNzq43ufv311wE8S7TP079/f/Tv31/pPqlUisjISMyYMQODBg0CAKxduxYeHh44deoUhg8fjj///BPnzp3DwYMH4ezsDODZEpyffvopFixYgPbt26v68oioBZD1PS9duhQ7duyAn5+ffJ+VlRWWLl2K0NBQ9lGTRqmUqFNSUjB37lxkZ2dXS9JaWlq4du1avQPLyspCTk4OPDw85NuMjIzQo0cPJCcnY/jw4UhOToaxsbE8SQOAh4cHtLW1kZqaisGDB9c7DiJqvmR9z9bW1oiKiqo2M9n169cVyhFpgkqJOjAwEE5OTti+fTssLCyULtBRXzk5OQAAc3Nzhe3m5uZ4+PAhAODhw4fV/oBatWoFExMT+fPrgvdKErUsjo6OsLS0xN69exEcHAwXFxf5PolEgr1798LKygqOjo78fSC1qsv3SaVEffv2bWzYsAGdO3dW5emClZaWpukQiKiRDRkyBJGRkZg1axbefPNNWFpa4t69ezh9+jSuXbuGyZMn87eBNEqlRO3i4oLbt283aKK2sLAAAOTm5uKll16Sb8/NzYWDgwMAoF27dtX6jioqKvD48WP58+vC2dmZk/ATtTA9e/aEra0ttm7dio0bN8q3W1lZITAwEF5eXhqMjporsVhc6wtAlRL1pEmTsGbNGjx8+BBdu3atNu+3LJHWR4cOHWBhYYHExER069YNAFBUVITLly/jww8/BAC4urqioKAAV65cgZOTEwDgwoULkEgkCk1YtSUSiZioiVqgAQMGwMvLi6tnkSCplKj9/f0BPFv2UkZLSwtSqbROg8mKi4tx584d+eOsrCxcu3YNJiYmsLa2xuTJk7FlyxZ07twZHTp0wDfffIOXXnpJPgr8lVdegZeXF5YtW4agoCCUl5djxYoVGD58OEd8E1GdiEQiLtNLgqQlVWHljL///vu5+21sbGp1nKSkJEyePLna9lGjRmH16tWQSqXYsGEDDhw4gIKCArz22msIDAyEra2tvGx+fj5WrFiBf//739DW1sZbb72FgIAAtGnTptavRywWIyUlBT179uQVNFELxfWoqTHVJe+olKibGyZqopaN61FTY6tL3ql10/fp06fh7e0NHR0dnD59+rll33zzzdoeltSMtQKiupGtR61sru/AwEAEBQUxWZNG1bpG7eDggF9++QXm5ubPHSymrglPGlNzqVGzVkBUN2KxGD4+PrCzs0NISAi0tf83q7JEIkFAQAAyMzOxd+/eJv3bQMLTIDVq2Qw9Vf9NwsBaAVHdydajXrZsmXw96sqtUT4+PvDz80NqaioHmpHGqG2Zy4KCAhgbG6vrcFQHYrEYmzdvhru7u0KtwNHRESEhIQgICMCWLVvg6enJWgFRJVyPmpoClVbP2r59O+Li4uSPZ86cid69e8PLy4u1bQ2Q1Qp8fHwUmu4AQFtbGz4+Prh79y5SU1M1FCGRMMmmIA4NDYWdnR3CwsIQFxeHsLAw2NnZITQ0VKEckSaolKijo6NhaWkJAPjll1+QmJiIiIgIeHt7Y+3atWoNkF5MdrVf+ba1ymTbWSsgUiRbj9rMzEzpetRmZmZcj5o0TqVE/fDhQ1hZWQEAzpw5g7fffhv9+vXD1KlTOSeuBsiu9jMzM5Xul21nrYBIkWw96vz8fKXrUefn53M9atI4lRK1sbEx7t69CwA4d+4c3N3dATxbQ5orzDQ+FxcXWFpaIioqChKJRGGfRCJBVFQUrKysVJpWlag5k7UyLVmyBBkZGfDz88OwYcPg5+eHzMxM+eyLbI0iTVJpMNlbb72FefPmoXPnzsjPz5ePJr527VqzW1GrKRCJRPD19UVgYCCWLl2K3r17Q09PD6Wlpbh48SIuXLiAoKAgDiQjqoLrUVNToFKiXrx4MWxsbHD37l3Mnz9fPl1nTk4OJkyYoNYAqXa8vb0xbtw4xMTEIDExUb5dJBJh3LhxvDWLSInKrVEhISEKt2CxNYqEQqVEraOjI79tobKPPvqovvGQihISErB//3707dsXvXv3hr6+Pp4+fYqLFy9i//796N69O5M1URWVW6MCAgLg4+OjMAdBYmIiW6NI42o9M1lznkK0qc9MxtmViOpH2ax+VlZWmDFjBi9wqUE0yMxkfn5+8ilE/fz8aizXFKcQbeoqz65U033UnF2JqGbe3t7w9PTkPPkkSJxCtBngfdRE9ScWi3Hz5k1kZ2fD2tpafo81kaapbQpRZUaOHInt27fL77mmhlH5PmoHB4dqtQLeR030fFu3bkVMTIzC7aVbt27F2LFjMX36dA1GRtTAiTorKwsVFRUNeQrC/0aubtiwAfn5+bh//758X/v27WFqasqRq0Q12Lp1K6Kjo2FiYgJXV1f5QMzk5GRER0cDAJM1aZRKE56QsIhEIgwYMAA3btxAWVkZ5s6di4MHD2Lu3LkoKyvDjRs30L9/fzbjEVVRVlaGmJgY6OnpoaioCPHx8Thx4gTi4+NRVFQEPT09xMTEoKysTNOhUgvWoDVqahxisRjx8fGwt7dHfn4+1q9fL99naWkJe3t7nD17FtOmTWOyJqrk6NGjEIvFEIvFMDMzQ48ePdC6dWs8efIEly9fxqNHj+Tlxo4dq+FoqaVijboZkI369vb2hpaWVrX93t7eXD2LSImsrCwAgJ6eHvLz8xEfH48ff/wR8fHxyM/Ph66urkI5Ik1gjboZkI3mjoiIgLu7O5YtW6YwaUNERIRCOSJ65uHDhwCA0tJSpX3Ujx8/VihHpAlM1M2AqakpAMDJyUlhwhNHR0eEhIRg1qxZSEtLk5cjzRCLxbxPV2DMzMzk/y4sLER8fLz8ceU5CSqXI2psKifqxMREJCYmIjc3t9qKTatWrQIABAcHw9zcvH4RUp2IxWJcvnxZngycnJw0HRJB+cxXlpaW8PX15cxXGiTrgwagdOU5ZeWIGptKiXrTpk0ICwuDk5MTLCwslPaLAs/uo6aGl5+fDwBIS0vDiBEjUFpaKt8nW0WrcjlqXAkJCQgMDFTaLREYGIigoCAmaw2p7dwCnIOANEmlRB0dHY1Vq1bhvffeU3M4pAr+2AiXWCzG5s2b4e7urrRbIiAgAFu2bIGnpyebwTWgtn3P7KMmTVIpUZeXl8PNzU3dsZCKZFMdGhsbIzo6GlevXpU3fXfv3h3jx49HQUEBHB0dNR1qi8N52IWtoKBAreWIGoJKt2e9//77iI2NVXcspKL09HSIxWLk5+cjKCgIurq6cHd3h66uLoKCgpCfnw+xWIz09HRNh9ricB52ovoTi8VITk7G6dOnkZycrDDVa0ugUo26tLQUBw4cQGJiIuzt7dGqleJhFi9erJbgqHZkP/JLlixBRESEwupmlpaWWLJkCUJDQ5kMNKDyPOzKWjQ4D7tmGRkZqbUcqR8HYqpYo75x4wYcHBygpaWF33//HVevXpX/xyUuG5/sR/7BgwdKB/Y9ePBAoRw1Htk87FFRUUpHFUdFRXEedg2qaSCsquVIvWQDMe3s7BAWFoa4uDiEhYXBzs4OgYGBSEhI0HSIjUKlGvWePXvUHQfVg4uLC0xNTREeHl5tZPHevXsRHh4OU1NTJgMNEIlE8PX1RWBgIAICAuDj46Mw6jsxMRFBQUEcSKYhT58+VWs5Uh8OxPwfTiHaQrBGoDne3t4ICgpCRkYG/Pz8MGzYMPj5+SEzM5O3ZmlYeXm5WsuR+sgGYvr4+EAqlSr0UUulUvj4+LSYqZE5M1kzkJqaivz8fEybNg2xsbEKfdRWVlaYOnUqIiIiOLJYg7y9veHp6cmZyQTm999/V2s5Uh/ZmJrs7GysWLGiWh/1lClTFMo1Z0zUzYDsizpq1CiMHz++WjIoLS1FREREi/hCC5lIJOKFksDUdvlKLnPZ+GRjalauXKl0sqCVK1cqlGvOmKibgaoji6smA44sJlJOS0sLUqm0VuWocVWeHyI4OFh+d5GjoyOCg4MxduzYFjM/hOAT9caNG7Fp0yaFbba2tjhx4gSAZ7eKrV69GnFxcSgrK0O/fv0QGBiIdu3aaSJcjag8srjyoAuAI4uJnkdXV1dhyt3nlaPGJZsf4tGjRwgICICNjQ1KS0uhp6eHv//+Wz7/enp6erNvqRJ8ogaAV199Fd9++638ceV+vZUrV+Ls2bP4+uuvYWRkhBUrVuDzzz9HdHS0JkLVCI4sJlJNRUWFWsuR+si66vr27YsLFy5U29+nTx8kJSW1iC69JpGoRSIRLCwsqm0vLCzEoUOH8NVXX8Hd3R3As8Q9bNgwpKSkoGfPno0cqebIRhZv3ry52mAyjiwmUq42zd51KUfqI+uqu3DhArS1tRXmIdDW1kZSUpJCueasSSTq27dvo1+/ftDT00PPnj0xd+5cWFtb48qVKygvL4eHh4e87CuvvAJra+sWl6gBjiwmqquqfc+V/1YqT1PJPurG5+DgIP/366+/jsmTJ8tbCiMjI+WJunK55krwidrFxQWrVq2Cra0tcnJyEBYWBh8fH8TGxuLhw4fQ0dGBsbGxwnPMzc2Rk5NT53M1h/ljxWIxJBKJ/L/m8JqIapKdnY2ioiKVn6+np4eSkhL545r+XvT09FSeddHQ0BDW1tYqPbclO3r0qMLj69evIzMzs9qYgqNHj2Ls2LGNGZpa1OW3WfCJun///vJ/Ozg4oEePHnjjjTfw448/Ql9fX63nSktLU+vxGltqaipiY2MV+mzatm2LkSNHciCZAEgkEmRkZKCgoADGxsaws7OrtqIW1V5RURG+/PLLRmmWLikpwYwZM1R6rra2NgIDA2FoaKjmqJq38+fPAwCcnJxw6dIleQ0aePaeOjk54cqVKzh//jxeffVVTYXZKASfqKsyNjbGyy+/jDt37sDDwwPl5eXyHz6Z3NxcpX3aL+Ls7Nxkm4nPnTuHyMhI9O3bFxMmTJA3Ee3btw+RkZEIDAyEl5eXpsNssc6dO4etW7dWm7Rh+vTp/FzqITIysl416rKyMsyaNeuF5b755huVR36zRq0aS0tLXLlyBVeuXEHfvn3Ru3dv6OnpobS0FBcvXpQPMLO0tGyS3ZxisbjWlcMml6iLi4vx119/wcLCAk5OTtDR0UFiYiKGDBkCAMjIyEB2drZKH5xIJGqSiVosFmPr1q1wd3dHUFAQrly5gqSkJLRt2xbBwcEIDAzEtm3b4OXl1SRfX1OXkJCAoKAg9OnTB56engq3mAQFBXGwXz107Nix3sfw9PTEL7/88tz9PXr0qPd5qG4GDx6MU6dOQSQSITAwENevX0deXh6sra3x9ttvY8SIERCLxRg8eHCz/10TfKJes2YN3njjDVhbW+PBgwfYuHEjtLW1MWLECBgZGWHMmDFYvXo1TExMYGhoiJCQELi6ujbJKyxVyebEHTlyJCZNmlSt1jZixAj8+uuvnEJUA2QLC1hZWeHSpUsKt5mIRCJYWVm1mIUFhCo0NBRLly5Vmqw9PT0RGhqqgahINsGJWCzG8OHDq436lj2uusxycyT4V3jv3j3MmTMH+fn5aNu2LV577TUcOHBAPiR/yZIl0NbWxsyZMxUmPGlJZH3S4eHh8PDwqDbVXkREhEI5ajyyiygAMDMzw5QpU+Du7o7ExETs2LED2dnZ8nK8iNKc0NBQPHnyBGvWrEF8fDwGDBiAhQsXonXr1poOrcXKz8+X/1vZErHKyjVXgk/U//rXv567X09PD4GBgS0uOVdmamoK4Fkfu7Ll4GbNmoW0tDR5OWo8srXATU1NERMTI7/6HzFiBIYOHYr3338f+fn58nKkOa1bt8aECRMQHx+PCRMmMElrmOz3qlOnTnj69KnC30j79u2hp6eHO3futIjfNQ45JWpAslt6hg0bVq2JrlWrVnj77bcVyhGRIhMTE0RGRsLPzw+jRo2Cn58fdu/eDRMTE02H1mgEX6OmF5M1/Vy5ckXpFKJXrlxRKEeN7/fff4dEIqk2D/sff/yhwaiIhEv2e5WWloZ33nlHYQWz8PBw+eOW8LvGRN0MyPrrp06dWuN61OHh4S1iqj2hsbGxAQD89ttvSi+ifvvtN4VyRPRM5d+rqsuMVn7cEn7XmKibAdnqWenp6di1axdiY2ORnZ0Na2trjBw5EsHBwVw9S0PeffddbN26Ffr6+rh586bCRVT79u3Rpk0bPH36FO+++64GoyQSHkdHR/no7j59+qBDhw4oKyuDrq4usrKykJSUBG1tbS5zSU2DbPWs5cuX491331WYYi8iIgKlpaUIDg7m7T8aoKuri7FjxyI6Oho6Ojro0aMHpFIptLS0cPv2bRQXF2P8+PFcRpGoirS0NPno7uTkZIWZyWR/LxKJBGlpaXjttdc0EmNjYaJuZqrOg1ubtXapYU2fPh0pKSm4fv16tf40BwcHTJ8+XTOBEQlYSkqK/N9VF0Wp/DglJaXZJ2qO+m4GxGIx1qxZ89wya9as4QIdGrJ161Zcv35d6b7r169j69atjRwRkfDJatPdu3dHTEwMPD09YWtrC09PT8TExKB79+4K5ZozJupm4L///S+Ki4sBPLv3cN68eTh06BDmzZsnv8ewuLgY//3vfzUYZctUVlaGAwcOAEC15m3Z4wMHDlQbLEPU0snWb7h16xbeeecd/PLLL8jMzMQvv/yCd955B7du3VIo15wxUTcDJ06cAPBswob9+/fDxsYGKSkpsLGxwf79++UTN8jKUeM5cuSI/Iq/ppGrEokER44cafTYiIRMNpq78jKklcm2c9Q3NQl//vkngGczk/3jH/+oNte3bJk4WTlqPKmpqfJ/i0Qi9OjRA+bm5sjNzcXly5fl3RGpqakYN26cpsIkEpza1pRbQo2aiboZaNOmDQDg4sWL6NWrFwwMDORLf7Zt2xaXLl1SKEeNR9YlATyrOVfufqg8IKZyOSJ6tjRsbcv16dOngaPRLCbqZsDDwwPp6ekAIJ9AAwAePnyIjIwMhXLUuConYKlUqrCv8mMmaiJFtR1T0xLG3rCPuhno2rWrWsuR+lRNzvUtR9RS5OTkqLVcU8ZE3QxU7pNWRzlSHx0dHbWWI2opysvL1VquKWOibgYOHTqk1nKkPqxRE1F9MVE3A4WFhWotR+rz999/q7UcEbU8HEzWDBgaGiI3N7dW5ahxVVRUqLVcU3b//n08fvxY02E81+3btxX+L1QmJiZo3769psOgRsJE3Qx07ty5Vj8snTt3boRoqLLazjjW3Gcmu3//PiZOmozysqYx93xoaKimQ3guHV097N0TyWTdQjBRNwN37txRazlSn9rOr97c52F//PgxystK8cSuPyT6JpoOp0nTfvoYyDiLx48fM1G3EEzUzcCjR4/UWo6ooUj0TSBp007TYRA1KRxM1gxwMBkRUfPFRN0M1HaZt5awHBwRUXPDRE1ERCRgTNREREQCxkRNREQkYBz1LQDZ2dkoKipqlHP9/vvvKj3P0NAQ1tbWao5G+JrCZwO03M+HqCVgotaw/Px8TJw4sdEGen366acqPU9bWxuHDx+GqampegMSsKby2QBN5/PRfpKv6RCaPL6HLQ8TtYaZmppi79699aq15eXlYdGiRS8st3r1arRt21alcxgaGgo+CaibOj6b/Px8LFiw4IXl1q5dW6/3t6l8Pq0zEzQdAlGTw0QtAOpostTR0Xnucm86Ojro27dvvc/T0qjjs9HX18fTp0+fu7937971Pk9T8MTWG5LWppoOo0nTfpLPC54Whom6mTh58iQGDx6sNFnr6Ojg5MmTGoiKAODEiRMYOnSo0mStr6+PEydOaCAqzZC0NuXMZER1xFHfzcjJkyexb98+GBgYAAAMDAywb98+JmkBOHHiBKKjo2FsbAwAMDY2RnR0dItK0kSkGtao66gpLNU3e/ZshIaGYvbs2SgqKqrXaOKG1BBL9Qn98/H390doaCj8/f1RUFCAgoICTYdUIy6lSCQMTNR1wKX61EvdS/U1pc9H6J8N0DBLKWo/Fe5FVFPB97DlaTaJOioqCjt27EBOTg4cHBywbNkyuLi4qPUcXKpPfRpiqT5+Puqj7s/HxMQEOrp6QMZZNURHOrp6MDHhd7ylaBaJOi4uDqtWrUJQUBB69OiB3bt3Y8qUKThx4gTMzc3Vf0KpVP3HbGka8j3k51N/an4P27dvj717IgXdLQEAt2/fRmhoKJYuXYrOnTtrOpwaNZVuo5ycHJSUlKj1mMrUZxyOgYEBLCws1BiN+j+fZpGov/32W3zwwQcYM2YMACAoKAjx8fE4dOhQvSaRqAlvjRA2fj7C1L59e7Unl8acOU5VTWHWuPv378Nn4iRUlJdpOhSVCK0rqZWOLqL27lHb973JJ+qysjKkp6fjs88+k2/T1taGh4cHkpOT63QssVj83P2GhoZopaPbZL/MQtNKRxeGhoYvfN9ri5+Peqn781G3x48fN9jMcer84dfW1sbBgwcF3VQtFoshEejn3BRJxGKI//+/mtTl70pLKm3a7YT379+Ht7c3oqOj4erqKt++du1aXLp0CTExMS88hlgsRkpKSq3O9+jRIxQXF6sarlL5+fkoLRX2ACg9PT21z3zVpk0bmJmZqfWY6v58msJnAzSdz0fdcnNz8eTJE02H8VytW7dumC44Nbtz5w5ycnLUeszCwsLnTsT0IrW5fXHo0KEqHx94Ns+EkZFRvY5RlYWFBTp16lSrsj179oRIJHpumSZfo1YnZ2fnF75hRETNUc+ePTUdQjXz58/Hm2++WeP+06dPN2I06iUWi5GWllarsk0+UZuZmUEkEiE3N1dhe25uLtq1q9sMSCKRiImaiEhA4uPjMW/ePPz222/ybb169cJXX32lwagaV5NP1Lq6unB0dERiYiIGDRoEAJBIJEhMTMTEiRM1HB0REdVXS0rKyjT5RA0AH3/8MRYuXAgnJye4uLhg9+7dePLkCUaPHq3p0IiIiOqlWSTqYcOGIS8vDxs2bEBOTg66deuGiIiIOjd9ExERCU2zSNQAMHHiRDZ1ExFRs8PVs4iIiASs2dSo60N2K7lQJ3YgIqLmRZZvajOVCRM1IJ/ZqLb3tBEREalDbWbWa/Izk6mDRCJBRUUFtLW1oaWlpelwiIiomZNKpZBIJGjVqhW0tZ/fC81ETUREJGAcTEZERCRgTNREREQCxkRNREQkYEzUREREAsZETUREJGBM1ERERALGRE1ERCRgTNTNyKVLlzB9+nT069cP9vb2OHXqlKZDov+3bds2jBkzBq6urnB3d4evry8yMjI0HRYB2LdvH0aOHAk3Nze4ublh3LhxOHv2rKbDohps374d9vb2CA0N1XQojYaJuhkpKSmBvb09AgMDNR0KVXHx4kX4+PjgwIED+Pbbb1FRUYEpU6agpKRE06G1eJaWlpg3bx4OHz6MQ4cOoW/fvvDz88Mff/yh6dCoitTUVERHR8Pe3l7ToTQqzkzWTNnb2yMsLAyDBg3SdCikRF5eHtzd3bF37168/vrrmg6Hqujduzfmz5+PsWPHajoU+n/FxcUYPXo0AgMDsWXLFjg4OGDp0qWaDqtRsEZNpAGFhYUAABMTEw1HQpWJxWIcP34cJSUlcHV11XQ4VElwcDD69+8PDw8PTYfS6Lh6FlEjk0gkWLlyJdzc3NC1a1dNh0MAbty4gfHjx6O0tBQGBgYICwtDly5dNB0W/b/jx4/j6tWrOHjwoKZD0QgmaqJGFhQUhD/++AP79u3TdCj0/2xtbfH999+jsLAQP/30ExYuXIi9e/cyWQvA3bt3ERoaip07d0JPT0/T4WgEEzVRIwoODkZ8fDz27t0LS0tLTYdD/09XVxedO3cGADg5OSEtLQ2RkZEIDg7WcGSUnp6O3NxcjB49Wr5NLBbj0qVLiIqKQlpaGkQikQYjbHhM1ESNQCqVYsWKFTh58iT27NmDjh07ajokeg6JRIKysjJNh0EA+vbti9jYWIVtixcvhp2dHaZNm9bskzTARN2sFBcX486dO/LHWVlZuHbtGkxMTGBtba3ByCgoKAjHjh3D5s2b0aZNG+Tk5AAAjIyMoK+vr+HoWrb169fD29sbVlZWKC4uxrFjx3Dx4kXs2LFD06ERAENDw2pjOQwMDGBqatpixngwUTcjV65cweTJk+WPV61aBQAYNWoUVq9eramwCMB3330HAJg0aZLC9lWrVik06VHjy83NxcKFC/HgwQMYGRnB3t4eO3bsgKenp6ZDIwLA+6iJiIgEjfdRExERCRgTNRERkYAxURMREQkYEzUREZGAMVETEREJGBM1ERGRgDFRExERCRgTNRERkYAxURM1M1lZWbC3t8e1a9c0HUqdLVq0CL6+vpoOg0hQmKiJ6LkOHz6MXr16aTqMav7zn/+ge/fuePfddzUdClGDYqImokYhFoshkUjUcqyCggIsXLgQ7u7uajkekZAxURM1URKJBOHh4Rg8eDCcnJwwYMAAbNmypVo5ZTXiU6dOwd7eXv74+vXrmDRpElxdXeHm5obRo0cjLS0NSUlJWLx4MQoLC2Fvbw97e3ts3LgRAFBWVoY1a9bAy8sLPXv2xNixY5GUlFTtvKdPn8awYcPg7OyM7OzsOr3G1NRU9O3bF9u3b1fYHhgYiBEjRqBnz551Oh5RU8TVs4iaqPXr1yMmJgaLFy/Ga6+9hgcPHiAzM1OlY82bNw/dunXDl19+CZFIhGvXrkFHRweurq5YsmQJNmzYgBMnTgB4tsQgAAQHB+PmzZv417/+hZdeegknT57E1KlTERsbi5dffhkA8PTpU4SHhyMkJASmpqYwNzevdUyJiYnw9/fH/PnzMW7cOPn2Q4cO4a+//sK6deuUXpgQNTdM1ERNUFFRESIjI7F8+XKMGjUKANCpUyf06tULWVlZdT5ednY2pkyZgldeeQUA5IkWeLZmtpaWFiwsLBTKHz58GGfOnEH79u0BAFOmTMG5c+dw+PBhzJkzBwBQXl6OL7/8Eg4ODnWK5+TJk1iwYAFCQ0MxbNgw+fZbt25h/fr1iIqKQqtW/PmiloHfdKImKCMjA2VlZejbt69ajvfxxx8jICAAR48ehYeHB4YOHYpOnTrVWP7333+HWCzG0KFDFbaXlZXB1NRU/lhHR0ehib02UlNTER8fjw0bNmDQoEHy7WKxGHPnzoW/vz9sbW3rdEyipoyJmqgJ0tPTq3VZbW1tVF12vry8XOGxv78/RowYgbNnzyIhIQEbNmzAv/71LwwePFjpMUtKSiASiXDo0CGIRCKFfbKmcQDQ19eHlpZWrWMFgI4dO8LU1BQHDx5E//79oaOjAwAoLi7GlStXcO3aNaxYsQLAs356qVSK7t27Y8eOHRxcRs0SEzVRE/Tyyy9DX18fFy5cQMeOHZ9b1szMDMXFxSgpKZEn0evXr1crZ2trC1tbW3z00UeYM2cODh06hMGDB0NHRwdisVihbLdu3SAWi5GXl6f2W7fMzMywadMmTJo0CV988QW+/vpr6OjowNDQELGxsQpl9+3bhwsXLmDDhg3o0KGDWuMgEgqO+iZqgvT09DBt2jSsW7cO33//Pe7cuYOUlBTExMRUK9ujRw+0bt0a//znP3Hnzh3Exsbi8OHD8v1Pnz5FcHAwkpKS8Pfff+M///kP0tLS5P3VNjY2KCkpQWJiIvLy8vDkyRPY2tpi5MiRWLBgAX7++Wf89ddfSE1NxbZt2xAfH1/v12dubo7du3cjIyMDc+fORUVFBbS1tdG1a1eF/8zNzaGnp4euXbsq1OSJmhMmaqImytfXFx9//DE2bNiAYcOGYfbs2cjLy6tWztTUFOvWrUNCQgJGjhyJ48ePw9/fX75fW1sb+fn5WLhwIYYMGYIvvvgC3t7emDlzJgDAzc0N48ePxxdffAF3d3dEREQAAFatWoX33nsPq1evxttvvw1fX1+kpaXByspKLa/PwsICu3fvxo0bNzBv3rxqtXqilkJLWrXzioiIiASDNWoiIiIB42AyImo0rq6uNe4LDw8X5JziRJrGpm8iajS3b9+ucV/79u2hr6/fiNEQNQ1M1ERERALGPmoiIiIBY6ImIiISMCZqIiIiAWOiJiIiEjAmaiIiIgFjoiYiIhIwJmoiIiIBY6ImIiISsP8DcGwaXbGVn14AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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wa2vrYmPq5clgE7WlpSVq166NGzduFNsnGyPMyspSu97GjRsDAK5fv47mzZsrLXP9+nUAUOmPXPaGPnfunDxRJyYmQiQSYdOmTdi0aVOx18TFxWHChAlqx/4mJycnAMCff/5ZpnreZGJiglevXindJ9te0oSm6tWrw9PTE56enrC1tcWqVatw6tQprc5yV6ZVq1byWd8+Pj4YNmwYJk+ejMTERLV7G8aMGYMDBw5g/fr1xbq4tfl+tLGxAfC65VxSy3/u3Ll4/vw5fv75Z1hbWyu9dejJkycqjVGbm5vLz8XSpUvRs2dPGBsby+N9/vw5gNcTLQsLC4v1XDx//lzeM1SS8ePH4+zZs6XGosy2bdvw4YcfKt0nkUhQq1Yt/PDDD0r3v/0BfefOHfmXY23+bbyLsl6P58+fY/jw4bCwsMCECRPQoEEDmJqa4sqVK/jhhx8gkUhKrVcikaBp06byseu3aXNeyJvHVOd8qzrkWBozMzNERkbizJkzOHHiBJKSkpCQkIBdu3Zh06ZN7xyiKW34piIYbKIGXrdYo6OjkZqailatWmmlTm9vbwiFQsTGxpY4oWz//v2oVq2aSl06srHJN1tacXFxaNq0qXzM5E27du1CfHx8mRO1o6MjHB0dcezYMa3dOuPg4FDiWGRmZiaA1xPISuPi4gLg9dhdRRIKhZg0aRI+//xzREZGqn2fZoMGDdC/f3/s2rVL6YQxbb0fZV+yZLNYlTEyMsKSJUuQm5uLVatWwdraGp9//rlCmU8++UTtMer79+8jPj4e8fHxxcr5+vqiWbNmiI2NlW8rKirC/fv3FWYiKzN9+nR5wlfXu7qAGzRogOTkZHh4eJSaFCQSCWbMmAELCwt88cUXiIiIQM+ePdGjR493vq603gJNnD17Fjk5OVi1ahXatm0r367sy1xJx2/QoAGuXbsGLy8vrcQokUhw584dhd482d+17L5/dc63thkZGcHLywteXl6YOXMmIiIisHz5cpw5c0blHjZdMehEPWrUKMTHx2PWrFnYsmUL3nvvPYX9JXUdvoudnR0GDRqE6Oho7Nixo9hkg507d+L333/HkCFDVPrGevz4cQD/ftjcv38f586dw/jx4xVW0pIpLCzElClT8Mcff5R59vCECRMwceJEzJkzB8uWLSs2Fvfrr7+isLBQ5YlV3t7e+PXXX3H06FGFFqVIJEJ0dDRq1aqlMFM5OTlZaRfZyZMnAaDM3fua+PDDD9GqVSts3boVX3zxhdq3NMlmgG/YsKHYPm29H11cXGBsbIzLly/jP//5T4nljI2NERYWhq+++grff/89rKysFL5cajJGHR4eXmz/wYMHkZCQgCVLlhR7z//1118oKChQuBe+pN+pPPTu3Rs7duzA6tWriy2CU1RUhPz8fPn45ubNm3Hp0iWsWbMGXbt2xZkzZzB//nx4enq+c4KSbEb88+fP1bpb4F1k3bVvvidEIhF27Nih9PjKusJ79+6NkydPYvfu3cUWxnn16hUkEkmpd0G8LTIyUj6UIpVKERkZCWNjY/nfsTrnW5tycnLkPU0ysh5PdW9F0wWDTtSNGjXCDz/8gMmTJ6NXr17ylaCkUimysrIQHx8PIyMjpQn17cldwOs/nsDAQMycORMZGRkIDg5GUlKSvOX866+/4tixY2jXrp18Scs3PXjwQN7aKCwslM+etbW1lXd7x8XFQSqVlvgB3KVLF1SrVg1xcXEKiTo5OVnph66Pj0+JM7v79OmD69evIyIiAlevXkXfvn3lK5MlJSUhOTkZoaGhCq9513GGDBmCvXv34ttvv8XgwYPRvHlz5OTkICEhATdu3MCSJUsUxuKCgoJQr149fPTRR6hfvz5evnyJ3377DcePH4erq6vG93Dn5uYqtOrepMrM3ICAAHz77bfYt29fsUkmpZG1qmNiYortK8v78U2mpqbo1KkTkpOTS11Lu3r16li3bh2GDx+O2bNnw9LSUv7e0mSMWtms9fT0dACvv6i9ndB+++03VK9eXWctmnbt2mHIkCFYu3Yt0tPT0bFjRxgbG+PmzZtITEzE7Nmz0atXL/z9999YsWIFBg0aJG/9L168GAMHDkRwcDBWrFhR4jFatmwJAAgJCUGnTp0gFArld2toyt3dHdbW1pgxYwZGjBgBgUCA2NhYpV/mWrZsiYSEBCxatAiurq4wNzdHt27dMGDAABw6dAjz5s2TTxwTi8XIyMhAYmIiNmzYIB/2UYWpqSmSkpIwffp0tGrVCklJSThx4gQCAwPl113V861t4eHhOH/+PLp06QIHBwc8fvwYO3bsQN26dTV6n1c0g07UwOsPlri4OGzatAmnT5/G3r17IRAIYG9vjy5duuCzzz5T2nW2du3aYtuEQiECAwNRo0YNbNmyBTt27MCBAwewbNkySKVSODk5YdasWRg2bJjSBUTS09Mxbdo0AK+Tvq2tLXr06IFvv/1WPq4XFxcHe3v7ErvzrKys4OHhgYSEBIUvA0lJSUhKSipW3sHB4Z23YE2cOBHt27fHzz//jJ07d+LZs2ewsrJC69atsXr16mJfGEo7zvbt2xEeHo6jR49i3759MDU1RcuWLbFu3Tp4e3srvCYkJATHjh3DoUOH8PDhQ0ilUtSvXx+BgYEYPXq0xrNts7Oz5ef5baok6h49eqBBgwbYtGkTPv30U7XHsGRj1crGfzV9P75t8ODBGD9+PO7fv1/qAimWlpbYuHEjhg0bhokTJ2L9+vUljulqW2JiIrp3766ze/WB15P1XFxcEBUVheXLl0MoFMLBwQH9+/eXJ6/p06fD1tYWs2bNkr+uUaNGmDRpEhYuXIiEhIQSV6rr0aMHRowYgYMHD+LAgQOQSqVlTtS2traIiIjAkiVL8NNPP8HKygr9+/eHl5dXsTsChg0bhvT0dOzbtw9btmyBg4MDunXrBiMjI4SHh2PLli2IjY3FL7/8gurVq6NevXoYMWKE2j1WQqEQGzZswPz587Fs2TLUqFED48aNKzZEV9r5Lg/dunXD3bt3sXfvXjx9+hS2trZo164dxo8fr3TpYH0jkGrSv0tEek0sFqNPnz7o3bt3iQ9s0bX09HT4+voiJiamxImXVDnMmDEDhw8fxqVLl3QdSpVk0EuIElVVQqEQ3377LXbs2KG3j7lct24devbsySRNVAq2qImIKlhp94ULhUK1V9AqD7m5uSXeUilTu3btCmtRqxpPVWPwY9RERBWttPvCHRwc8L///a8CI1Ju4cKFSic+vkm2LkRF0Ld4Kgpb1EREFezy5cvvvC/c1NRUL2Yj//XXX3j48OE7y1TkjH19i6eiMFETERHpMU4mIyIi0mOVeoxaIpGgqKgIRkZG5bJMHxERUXmQSqWQSCSoVq1aqQ8GqdSJuqioCGlpaboOg4iISCOurq6lPpGvUidq2bcQV1dXvXjCCRERkSrEYjHS0tJUejZ2pU7Usu5uoVDIRE1ERJWOKsO2nExGRESkx5ioiYiI9JhOu75XrlyJVatWKWxzdHREYmKijiIioqpMLBYjNTUVT548Qc2aNdGqVSsOm5He0/kY9QcffIDNmzfLf+YfDRGVh1OnTmH16tXIzs6Wb6tbty6CgoKKPWKVSJ/ovOtbKBSidu3a8v/0YSF6IqpaTp06hXnz5sHJyQnh4eFISEhAeHg4nJycMG/ePJw6dUrXIRKVSOeJ+tatW+jUqRP+85//YPLkybh3756uQyKiKkQsFmP16tXw8vJCSEgIWrZsCXNzc7Rs2RIhISHw8vLCmjVrIBaLdR0qkVI67fpu1aoVFi1aBEdHRzx69Ajh4eHw9/dHXFwcLCwsVK6Hf2BEVJKUlBRkZ2dj9uzZkEqlxT4vhg4digkTJiAlJQVubm66CZIMjjp5S6eJukuXLvJ/N2vWDK1bt8ZHH32EQ4cOwc/PT+V6uDoZEZXk4sWLAF4/yzglJaXYftnzjWXliPSNzieTvcnKygqNGjXC7du31XodVyYjoneJjIyEpaUlWrRoUWzflStXAAAeHh5sUVOFka1Mpgq9StR5eXm4c+cOateurdbruDIZEZXEzc0NdevWxc6dOxESEqKwZKNEIkFUVBTs7Ozg5ubGzxHSSzqdTLZkyRKcPXsWWVlZuHjxIsaNGwcjIyP07dtXl2ERURUiFAoRFBSE5ORkzJkzB1euXEF+fj6uXLmCOXPmIDk5GWPGjGGSJr2l0xZ1dnY2Jk2ahJycHNSsWRNt2rTB7t27eYsWEWmVt7c3goODsXr1aowdO1a+3c7ODsHBwbyPmvSaQCqVSnUdhKbEYrF8pia/DRNRabgyGekLdfKXXo1RExGVJ6FQCHd3d12HQaQWnS94QkRERCVjoiYiItJjTNRERER6jImaiIhIjzFRExER6TEmaiIiIj3GRE1ERKTHmKiJiIj0GBM1ERGRHmOiJiIi0mNM1ERERHqMiZqIiEiPMVETERHpMSZqIiIiPcZETUREpMeYqImIiPQYEzUREZEeY6ImIiLSY0zUREREeoyJmoiISI8xURMREekxJmoiIiI9xkRNRESkx5ioiYiI9BgTNRERkR7Tq0S9bt06ODs7Y+HChboOhYiIdEwkEiE6OhorVqxAdHQ0RCKRrkPSiWq6DkAmNTUVUVFRcHZ21nUoRESkYxEREYiOjoZYLFbY5ufnh8DAQB1GVvE0StT5+flYt24dfv/9dzx+/BgSiURh/7Fjx9SqLy8vD1OnTkVISAjWrFmjSUhERFRFREREICoqCra2tggICICXlxeSk5OxceNGREVFAYBBJWuNEvWcOXNw9uxZDBgwALVr14ZAIChTEAsWLECXLl3QoUMHJmoiIgMm6+62tbVFdHQ0qlV7nab69u2LXr16wc/PD9HR0fjqq69gYmKi42grhkaJ+tSpU1i7di3atGlT5gAOHjyIq1evYs+ePRrX8WbXCBERVV4xMTEQi8UYOXIkBAKBwue7QCDAl19+ieXLlyMmJgaffPKJDiMtG3XylkaJ2srKCjY2Npq8VMH9+/excOFCbNq0CaamphrXk5aWVuZYiIhI91JTUwEAlpaWSElJKbbf0tJSXq5JkyYVGZrOaJSov/32W6xYsQJLlixB9erVNT74lStX8PjxYwwaNEi+TSwW49y5c4iMjERaWhqEQmGp9bi6uqpUjoiI9Ntff/2F06dPIzc3F97e3sX2x8fHAwBatWoFNze3Co5Oe8RiscqNTIFUKpWqe4CBAwfi9u3bkEqlqFevnnwMQSYmJkalel68eIF79+4pbJs5cyacnJwwevRoNG3a9J2vF4vFSElJgZubGxM1EVEVIBKJ0Lt3b1hZWSmMUQNAUVER/Pz88Pz5cxw6dKhSj1Grk780alH7+PhoFNjbLCwsiiVjc3Nz2NjYlJqkiYio6jExMYGfnx+ioqLg5+eHr776Sj7re9OmTXj69CmGDh1aqZO0ujRK1OPGjdN2HERERAD+vfUqOjoaoaGh8u1CoRBDhw41qFuzAA27vvUFu76JiKoukUiE2NhY3Lt3D/b29hgwYECVaUmXS9d3u3btkJiYiJo1a6Jt27bvvHf67NmzqkdLRESkhKwb3NCpnKhnzpwJCwsL+b/LusgJERERlU7lRO3r6yv/95u3UxEREVH50ejpWVeuXMH169flPx89ehRBQUH48ccfDfbpJkREROVBo0Q9d+5c3Lx5EwBw584dTJw4EdWrV0diYiKWLVumzfiIiIgMmkaJ+ubNm2jevDkA4NChQ2jXrh1CQ0OxaNEiHDlyRKsBEhERGTKNErVUKpU/2jI5OVm+zJudnR2ePn2qveiIiIgMnEYLnri4uGDNmjXw8vLCuXPnMH/+fABAVlYW3nvvPW3GR6TXqvJ9nkS6JhaLkZqaiidPnqBmzZpo1aqVQa6ZoVGinjVrFqZOnYqjR48iMDAQDRs2BAAcPnwY7u7uWg2QSF9FREQgOjpa4XF1ERER8PPzM7iVk4i07dSpU1i9ejWys7Pl2+rWrYugoCClD+uoyrS6MllBQQGMjIxgbGysrSrfiSuTka5EREQgKioKNjY26NGjB+zt7XHv3j0cOXIEOTk5BrnMIZG2nDp1CvPmzYOXlxf8/f3h6OiIzMxMREZGIjk5GcHBwZU+WauTv7iEKJGaZE/3MTMzg6WlZbFv/Lm5uXj16lWlf7oPkS6IxWL4+/vDyckJISEhMDL6dyqVRCLBnDlzkJmZie3bt1fqz3118pfKk8natWuHJ0+eAADatm2Ldu3alfgfUVUWGxsLsViMvLw8ODk5ITw8HAkJCQgPD4eTkxPy8vIgFosRGxur61CJKp3U1FRkZ2fD399fIUkDgJGREfz9/XH//n2kpqbqKMKKp9ESorNmzSq3gIj03d27dwEAnp6eCt/4W7ZsiZCQEEybNg3nz5+XlyMi1ckahI6Ojkr3y7bLyhkCjZYQffPf77Ju3ToMHToUVlZW6kdGpOeaNm2q9Bv/Bx98gPPnz+soKqLKrWbNmgCAzMxMtGzZstj+zMxMhXKGQKP7qFUVERGBZ8+elechiCqcbLGfhIQEFBUVKewrKirCoUOHFMoRkepatWqFunXrIjIyUr5eh4xEIkFkZCTs7OzQqlUrHUVY8co1UVfieWpEJXr//fcBADk5OfDz80NcXBz++ecfxMXFwc/PDzk5OQrliEh1QqEQQUFBSE5Oxpw5c3DlyhXk5+fjypUrmDNnDpKTkzFmzJhKPZFMXRrdR01kyGTf+I2MjJCdnY3Q0FD5PiMjI9jb20MqlRrUN34ibfL29kZwcDBWr16NsWPHyrfb2dlViVuz1MVETaQm2Tf+efPm4cMPP4SDgwMKCgpgamqKu3fv4syZMwgODjaob/xE2ubt7Y2OHTtyZTIwURNp5M1v/L///rt8u6F+468suCQlVUZM1EQa4jf+yoVLUlYuvF7/UnsyWVFREfbv349//vmn1LKenp4wNTXVKDCiykAoFMLd3R3/+c9/4O7uziStp2RLUipboGbevHk4deqUrkOkN/B6KdJoCdHWrVsjISEBDg4O5RGTyriEKBGVxlCWpKwqDOV6lcsSom9q1aoV0tPTNQqOiKgicUnKyoXXqziNxqg/++wzLF68GNnZ2WjZsiWqV6+usL9Zs2ZaCY6IqKy4JGXlwutVnEaJetKkSQCAkJAQ+TaBQACpVAqBQMDWNhHpDS5JWbm8eb2aNWtWbLKmIV4vjRL1sWPHtB0HEVG5eHNJSmVjnoa4JKU+k12vsLAw5OTk4MGDB/J9derUgY2NjcFdL40StbYmke3YsQM7d+6UP2Xogw8+QFBQELp06aKV+omI3lygZs6cOfD394ejoyMyMzMRGRmJ5ORkLlCjR4RCIbp27YqoqCjY2NigcePGEIlEMDExwePHj3H9+nUMHTrUoK6XRrO+AWD//v2IiopCVlYWdu3aBQcHB2zZsgX16tWDj4+PSnX873//g1AoRMOGDSGVSrF//35s3LgRMTEx+OCDD0p9PWd9E5GqlN2Xa2dnhzFjxhjcfbn6TDbr++nTpygoKCi239TUFDVr1jSoWd8atah37NiBsLAwfPHFF4iIiJA/4cTKygpbt25VOVF369ZN4eeJEydi586dSElJUSlRExGpigvUVA6yWd8ynp6ecHd3x6VLl3D+/HkUFBTIZ327u7vrMNKKo1Gi3r59O0JCQuDj44N169bJt7u4uGDJkiUaBSIWi5GYmIj8/HyDOflEVLFkC9SQ/rp37x6A1xOUDx06BDMzMwCAv78/Xr16hd69e0MqleLevXsGcy01StRZWVlKn7VrYmKCly9fqlWXbLyhoKAA5ubmCA8PR5MmTdSqQywWq1WeiIj0U0JCAoDXLWljY2OFz3djY2O0adMG58+fR0JCAnr16qWrMMtMnbylUaKuV68e0tPTi00qS0pKQuPGjdWqy9HREfv370dubi4OHz6M6dOnY/v27Wol67S0NLWOSURE+unx48fy/1+8eLHYLP0396ekpOgixAqnUaIeOXIkFixYAJFIBOD1mEJ8fDzWrVuncG+1KkxMTNCwYUMAr7vO09LSsG3bNixYsEDlOlxdXTnORERUBTg5OSE7OxsZGRnYt28fPvvsM/ks/Z07d8rvo3ZycoKbm5tugy0DsVisciNTo0Tt5+cHU1NT/PTTT3j58iUmT56M999/H7NmzcLHH3+sSZVyEolE/gVAVUKhkImaiKgKmDVrFvr27QsAuHHjBiZMmCDfV7t2bYVyhvK5r/FjLvv374/+/fvj5cuXyM/PR61atdSuIzQ0FN7e3rCzs0NeXh7i4+Nx9uxZbNy4UdOwiCoUn29MpF0WFhZo1qwZrl27hsePH6NNmzZwc3NDSkoKLl68COD1MtUWFhY6jrTilOl51I8fP5Z3QwgEArWXdHv8+DGmT5+Ohw8fwtLSEs7Ozti4cSM6duxYlrCIKgSfl0tUPiIiIhAYGIhr167hwoULuHDhgnxfs2bNEBERocPoKp5GC568ePECwcHBOHjwoPweaqFQiN69e2PevHmwtLTUeqDKcMET0hXZ83K9vLxKXOmKyZqobF68eIFFixbh3r17sLe3x8yZM6tMS1qd/KVRov7uu++Qnp6OOXPmyO9ju3TpEhYuXIjmzZtj+fLlmkWuJiZq0gVDeV4uEZWfcn8e9YkTJ7Bw4UJ07twZFhYWsLCwQOfOnRESEoLjx49rFDRRZcHn5RJRRdJojNrGxkZp97aFhQWsrKzKHBSRPnvzebnKJpMZ4vNyiaj8aJSox4wZg8WLF2Pp0qXy6fKPHj3CsmXLEBQUpNUAifSNbNJkTEwM4uLiik0m69evn0I5IqKy0GiMeuDAgbh16xYKCwthZ2cHALh//z6MjY3RqFEjhbIxMTFaCVQZjlGTLojFYgwePBg5OTnw8vLC8OHD5ZPJtm/fjuTkZNjY2GDv3r18XxKRUuX+9CxVn45FZKgEAoGuQyCiKkKjRD1u3DiVysXHxyM/Px/m5uaaHIZIL6WmpiInJwejR49GXFwcxo4dK99nZ2eHUaNGYcOGDQb1GD4iKj9lWvCkNHPnzkXr1q2ZqKlKkU0S8/X1xdChQ4tNJisoKMCGDRs4mYyojEQiEWJjY+X3UQ8YMAAmJia6DqvClWui1mD4m0jvySaJZWZmomXLlsVazbLV+jiZjEhzERERiI6OVngcZEREBPz8/BAYGKjDyCqeRvdRExmyVq1aoW7duoiMjJSvzCcjkUgQGRkJOzs7tGrVSkcRElVuERERiIqKgpWVFaZMmYK9e/diypQpsLKyQlRUlMEtIcpETaQmoVCIoKAgJCcnY86cObhy5Qry8/Nx5coVzJkzB8nJyRgzZgxnfBNpQCQSITo6Gra2toiOjkbfvn1Rq1Yt9O3bV2G7uk9ZrMyYqIk04O3tjeDgYGRkZGDs2LHo06cPxo4di8zMTK7zTVQGsbGxEIvFCAgIQLVqiqOz1apVw1dffQWxWIzY2FgdRVjxynWMmqgq8/b2RseOHfmYSyItunfvHgDAy8tL6X7Zdlk5Q1CuidrBwaHYNyKiqkQoFPIWLCItsre3BwAkJyejb9++xfYnJycrlDMEGnd9P3/+HNHR0QgNDUVOTg4A4MqVK3jw4IG8THx8vHzlMiIiotIMGDAAQqEQGzduREFBAS5duoRjx47h0qVLKCgowKZNmyAUCjFgwABdh1phNGruXrt2DSNHjoSlpSXu3r2LTz/9FDY2Njhy5Aju37+PpUuXajtOIiIyACYmJvDz80NUVBR69+6tcGeFkZERJBIJhg4dalD3U2vUol68eDF8fX1x5MgRhZPVpUsXnD9/XmvBERGR4WnRogUAKL398c39hkKjRJ2WloahQ4cW216nTh08evSozEEREZFhEovFWL16NTp06IDExESMHTsWvr6+GDt2LBITE9GhQwesWbNGYSGUqk6jrm8TExO8ePGi2PabN29yNSYiItJYamoqsrOz8X//938wMzODn5+fwn5/f3+MHTvWoNbS16hF3a1bN4SHh6OwsFC+7d69e/jhhx/Qo0cPrQVHRESGRbZGvqOjo9L9su2GtJa+Rol6xowZyM/PR4cOHVBQUIARI0agR48eqFGjBiZOnKjtGImIyEC8uZa+Moa4lr5GXd+WlpbYvHkzLly4gGvXriE/Px8tW7ZEhw4dtB0fEREZkDfX0g8JCYGR0b/tSUNdS1+jFvX+/fshEonQpk0b+Pv7Y/To0ejQoQNEIhH279+v5RCJiMhQcC394gRSDZ5F2bx5c/z666+oVauWwvanT5+iQ4cOSE9P11qA7yIWi5GSkgI3NzeDumhERFXdqVOnsHr1amRnZ8u32dnZYcyYMVViLX118pdGXd9SqRQCgaDY9gcPHsDS0lKTKomIiOS4lv6/1ErUAwcOhEAggEAgwBdffKGwjrdYLEZWVhY6d+6s9SCJiMjwcC3919RK1D4+PgCA9PR0dOrUCTVq1JDvMzY2hoODA2/PIiK9JRKJEBsbi3v37sHe3h4DBgwwqKUoK5s9e/Zg1apV8p/HjRuHTz75RIcR6YZGY9QxMTHo06cPTE1Ny3TwtWvX4siRI8jIyICZmRnc3d0xZcoUODk5qfR6jlETkaoiIiIQHR2tsKKVUCiEn58fAgMDdRgZKdO1a9cS9504caLC4igv6uQvjWZ9+/r6ljlJA8DZs2fh7++P3bt3Y/PmzSgqKkJAQADy8/PLXDcRkUxERASioqJgZWWFKVOmYO/evZgyZQqsrKwQFRWFiIgIXYdIb3g7Sb///vvv3F/VadSiFovF2LJlCw4dOoT79+8rrFAGvE7Amnjy5Am8vLywfft2tG3bVqU42KImoncRiUTo3bs3rKysEB0drTC3pqioCH5+fnj+/DkOHTrEbnA98GZ398yZM9GzZ0/5vsOHD2PRokUAKn83eLnP+l61ahWio6Px1Vdf4aeffkJgYCDu3r2Lo0ePYuzYsRoFDQC5ubkAAGtra7Vep+vF2e/du6d07XN9ZGFhYVAPXFeG18uwxMTEQCwWY+TIkRAIBAqfFwKBAF9++SWWL1+OmJiYSv3BX1W8OSbt4+OjcL18fHzkiXrVqlXw9fWt8Pi0RZ28pVGijouLQ0hICLp27YqVK1eib9++aNCgAZydnfHHH39oUiUkEgm+//57eHh4oGnTpmq9Ni0tTaNjasOLFy8wf/58aNAxoRNGRkaYN28eLCwsdB2KTvB6GZ7U1FQAr1dUTElJKbZfdktpamoqmjRpUpGh0TtYW1vj4sWLyMjIwPPnz2FlZQUnJydYWFjIv2gru55VkUaJ+p9//pEn0xo1ashbwh999BFWrFihUSDBwcG4ceMGduzYofZrXV1dddr1vW3bNq220G7fvo1FixZh5syZaNCggdbqBdhCA3i9DM1ff/2F06dPIzc3V+lCGfHx8QBeL13p5uZWwdFRSZ49e4bQ0FCFBU/q1q2r8Ldbma+XWCxWuZGpUaKWPXfa3t4e9evXx+nTp9GyZUukpaVpNMazYMECnDhxAtu3b0fdunXVfr1QKNRpoq5fv75W65P9Lo6Ojmr3LlDpeL0Mi6+vL9atW4fNmzejT58+xcaot2zZAqFQCF9fX8510QPjxo2Td39LJBKEh4fD0dERmZmZCA4OVihnKNdLo1nf3bt3R3JyMgBgxIgRWLFiBXr06IFp06Zh8ODBKtcjlUqxYMEC/PLLL9i6davWP0CJiExMTODn54enT5/Cz88PcXFx+OeffxAXF6ewnRPJ9MOb484PHz7E2LFjMXz4cIwdOxYPHz5UWq6q06hFPWXKFPm/+/TpA3t7e1y6dAkNGzZEt27dVK4nODgY8fHxWL16NWrUqIFHjx4BeD1mZGZmpkloRETFyO6Tjo6ORmhoqHy7UCjE0KFDeR+1HpHNKXiTsmdPp6amGsyqZWon6sLCQsydOxdBQUHyFrCbm5tGYwU7d+4E8LpV/qZFixZh0KBBatdHRFWPtmbpd+vWDd7e3jhx4gQePXqE2rVro2vXrqhWrRr+/PNPLUTKOQXaIEvKgwcPxt69e4vtl21XlryrKrUTtbGxMY4cOYKgoKAyH/z69etlroOIqq6cnBwMHz4cEomkXOrfvXu3VuszMjLCvn37YGNjo9V6DUnNmjUBAHv37oWtrS0CAgLg5eWF5ORkbNy4UZ68ZeUMgUZd3z4+Pjh27Bi+/PJLLYdDRPQvGxsbbN++Xauz9G/duoWFCxdi9uzZaNiwodbqBV63qJmky6ZZs2YAXjcKd+zYgWvXriElJQUODg7YsWMH+vfvj8LCQnk5Q6BRom7YsCHCw8Nx8eJFtGzZEtWrV1fY//nnn2slOCKi8upKbtiwIWfp6yHZ7XKFhYUYOHAgCgoK5PtMTU3lK2HGx8fDz89PJzFWNI0S9Z49e2BpaYnLly/j8uXLCvsEAgETNRERaeTevXtaLVcVaJSo//e//2k7DiIiIvlaGo0bN0ZYWBjWr1+PrKws1KtXD6NHj8b48eORkZGh0ZoblZVGiVpVHh4eiI2N5f3RRESkEtljju/cuYO+ffvKl/s9f/48YmNjYWxsrFDOEJRroq4s6ykTEZF+eP78OYDXTz17m1QqlW+XlTMEGq1MRkREVB6srKy0Wq4qYKImIiK98ffffwMAzM3NMWHCBIV9EyZMgLm5uUI5Q1CuXd9ERETqkN1JlJ+fj7CwMIV9b/789h1HVVm5tqgFAkF5Vk9ERFXM2+tylLVcVVCuiZqTyYiISB1vJuBp06bBxcUFtWvXhouLC6ZNm6a0XFWnUaJetWoVXr58WWz7q1ev5M8RBYD169ejTp06mkdHREQG5cCBA/J/L126FJcvX8ajR49w+fJlLF26VGm5qk6jRB0eHo78/Pxi21++fInw8HD5z56ennzGKxERURlolKilUqnS8edr167B2tq6zEERERG9zVDnPak167tt27YQCAQQCATo2bOnwkkTi8XIz8/H0KFDtR4kEREZBkdHR2RmZird9+a8J0dHx4oKSefUStSzZs2CVCrFrFmzMH78eFhaWsr3GRsbw8HBAe7u7loPkoiIDIOqk5ANabKyWona19cXAFCvXj24u7vL11wlIiLSBqFQqNVyVYHKifrFixewsLAAALRo0QIFBQUKzwl9k6wcERGROjIyMrRaripQOVG3bdsWv/76K2rVqgVPT0+lg/qySWbp6elaDZKIiAwDu76LUzlRb926VT6je+vWrQY7+46IiKgiqZyo27VrJ//3hx9+WC7BEBERkSKN7qNeuXIlJBJJse25ubmYNGlSmYMiIiKi1zRK1Hv27MGwYcNw584d+bYzZ86gX79+uH37ttaCIyIiMnQaJeoDBw6gTp06GDBgAHbv3o0lS5YgICAAAwYMQFRUlLZjJCIiMlgaPY/a2toaK1aswI8//oi5c+eiWrVqWL9+Pby8vLQdHxERGRAjIyOlQ6vKyhkKjX/Tn3/+Gdu2bcPHH3+MevXqISQkBNeuXdNmbEREZGBUSdLqlKsKNErUAQEBWLVqFRYvXozQ0FDs378fnp6e+PTTT7F+/XqV6zl37hwCAwPRqVMnODs74+jRo5qEQ0REVGVplKglEgkOHDiAXr16AQDMzMwQHByMsLAwbN26VeV68vPz4ezsjHnz5mkSBhERUZWn0Rj15s2bcf78eSxbtgx37txBWFgY6tSpg5ycHPz0008q19OlSxd06dJFkxCIiKgKqlGjBvLy8lQqZyg0StSHDx/GtGnT0K9fP1y9ehUikQjA6/XA165dC09PT60GWRqxWKxSuQcPHuDZs2flHE3ZyW5xy8zMVPl30yVra2vUqVNH6/XyepUPXi9eLwD466+/cPPmTa3WeevWLeTm5papDlUniRkZGSE0NLRMx7K0tETDhg3LVMfbGjVqhCZNmpRaTp33nkCqwYKpAwcOxJdffomBAwfC3d0dBw4cQP369XH16lWMHj0ap0+fVrdKODs7Izw8HD4+Piq/RiwWIyUlRaWyT58+xeIlS1BUWKh2bPRu1YyNMWP6dNja2mqtTl6v8sPrVbmUx/UCgPDwcIN6sEVFcXJywtixY1Uu7+bmVuqTwDRqUWdmZiptNVtaWuL58+eaVFkmrq6upf6if/75J4oKC/HSqQskZtYVFFnVZ/TqGapnnISDgwOaNm2qtXp5vcoHr1flUl7XCwCmT5+uly3qc+fOITs7u9RydevWRdu2bct0LF23qNPS0lSqU6NE/d577+H27duoV6+ewvYLFy6gfv36mlRZJkKhsNRELdsvMbOGpMZ7FRGWQVHlGqhbH8DrVV54vSoXbV8v4HUvprOzs1br1IauXbuqVC47OxuTJ08u32D0hEazvj/99FMsXLgQf/zxBwQCAR48eIADBw5gyZIl+Oyzz7QdIxERkcHSqEX99ddfQyKR4Msvv8TLly8xfPhwmJiY4KuvvsKIESNUricvL09hbfCsrCykp6fD2toa9vb2moRGRERUpWiUqAUCAcaMGYOAgADcvn0b+fn5aNy4sdrT5S9fvozPP/9c/vOiRYsAAL6+vli8eLEmoREREVUpGiVqGRMTE5UGzUvy4Ycf4vr162UJgYiIqEoznFXNiYiIKiEmaiIiIj3GRE1ERKTHyjRGTVTejF7m6DqEKoXnk6jyYaImvVY985SuQyAi0ikmatJrLx29Ialuo+swqgyjlznl+uWHLXbt4vkkgIma9Jykug2XpKxE2ANCpH1M1ESkNewB0a7y7gGhyoGJmoi0hj0gRNrH27OIiIj0GBM1ERGRHmOiJiIi0mNM1ERERHqMiZqIiEiPGdysby4goF08n0RE5cvgEjXvSSQqP0avnuk6hCqF55MAA0zUXJBBu7ggAwGAtbU1jE1MgYyTug6lyjE2MYW1tbWuwyAdMrhEzQUZKhe2KLSrvM5nnTp1sP3nbXj2TP+v161bt7Bw4ULMnj0bDRs21HU4pbK2tkadOnV0HQbpkMElaqoc2EIrP+XVQqtTp06lSigNGzZE06ZNdR0GUamYqEkvsYVWfthCI6pcmKhJb7GFRkTE+6iJiIj0GhM1ERGRHmOiJiIi0mNM1ERERHqMiZqIiEiP6UWijoyMRLdu3eDq6go/Pz+kpqbqOiQiIiK9oPNEnZCQgEWLFmHs2LGIiYlBs2bNEBAQgMePH+s6NCIiIp3TeaLevHkzPv30UwwePBhNmjRBcHAwzMzMsHfvXl2HRkREpHM6XfBEJBLhypUr+Oabb+TbjIyM0KFDB1y6dEnlesRiscplymOtY4EoDwJxodbrLQ9SoTGkJjW0Vp/sfIrFYpWugz64d+8eXrx4obX6bt++DQDIzMzU+jmwsLCAvb29VuusbHi9qCSV5TNHGXVi12mifvr0KcRiMWrVqqWwvVatWsjIyFC5nrS0NJWOVc3YGNW5drTWVTM2xt27d5Gfn6/rUEr14sULzJ8/H1KpVOt1L1q0SOt1GhkZYd68ebCwsNB63ZUBrxe9S0pKiq5DqBBVYglRV1dXCIXCUsu1aNGiXNaOfvToEV6+fKn1estD9erVUbt2ba3WWdnWjt62bZtWW2jliS00Xi8qmZubm65D0JhYLFapkQnoOFHb2tpCKBQWmzj2+PFjvPee6o+iFAqFKiVqe3v7cvkjat68udbrpPJTv359XYdAauD1MixmZmZ49eqVSuVU+dyvCnQ6mczExAQtW7ZEcnKyfJtEIkFycjLc3d11GBkREelCYmKiVstVBTqf9T1y5Ejs3r0bMTEx+PvvvzF//ny8fPkSgwYN0nVoRESkAydOnCjT/qpG52PUffr0wZMnTxAWFoZHjx6hefPm2LBhg1pd30REVLWcOHECvXr1UugGNzMzM6iWtIxAWh7TKSuIWCxGSkoK3NzcDGasgoiIKj918pfOu76JiIioZEzUREREekznY9RlIeu1r8yr0xARkeGR5S1VRp8rdaKWSCQAVFuZjIiISN/I8ti7VOrJZBKJBEVFRTAyMoJAINB1OERERCqRSqWQSCSoVq0ajIzePQpdqRM1ERFRVcfJZERERHqMiZqIiEiPMVETERHpMSZqIiIiPcZETUREpMeYqImIiPQYEzUREZEeY6LWI+fOnUNgYCA6deoEZ2dnHD16VNch0TusXbsWgwcPhru7O7y8vBAUFISMjAxdh0Ul2LFjB/r16wcPDw94eHhgyJAhOHnypK7DIhWsW7cOzs7OWLhwoa5D0Qkmaj2Sn58PZ2dnzJs3T9ehkArOnj0Lf39/7N69G5s3b0ZRURECAgKQn5+v69BIibp162LKlCnYt28f9u7di/bt22Ps2LG4ceOGrkOjd0hNTUVUVBScnZ11HYrOcGUyPeXs7Izw8HD4+PjoOhRS0ZMnT+Dl5YXt27ejbdu2ug6HVNCuXTtMnToVfn5+ug6FlMjLy8OgQYMwb948rFmzBs2aNcPs2bN1HVaFY4uaSEtyc3MBANbW1jqOhEojFotx8OBB5Ofnw93dXdfhUAkWLFiALl26oEOHDroORacq9dOziPSFRCLB999/Dw8PDzRt2lTX4VAJrl+/jqFDh6KgoADm5uYIDw9HkyZNdB0WKXHw4EFcvXoVe/bs0XUoOsdETaQFwcHBuHHjBnbs2KHrUOgdHB0dsX//fuTm5uLw4cOYPn06tm/fzmStZ+7fv4+FCxdi06ZNMDU11XU4OsdETVRGCxYswIkTJ7B9+3bUrVtX1+HQO5iYmKBhw4YAABcXF6SlpWHbtm1YsGCBjiOjN125cgWPHz/GoEGD5NvEYjHOnTuHyMhIpKWlQSgU6jDCisVETaQhqVSK//73v/jll1/w888/o379+roOidQkkUggEol0HQa9pX379oiLi1PYNnPmTDg5OWH06NEGlaQBJmq9kpeXh9u3b8t/zsrKQnp6OqytrWFvb6/DyEiZ4OBgxMfHY/Xq1ahRowYePXoEALC0tISZmZmOo6O3hYaGwtvbG3Z2dsjLy0N8fDzOnj2LjRs36jo0eouFhUWxuR7m5uawsbExyDkgTNR65PLly/j888/lPy9atAgA4Ovri8WLF+sqLCrBzp07AQAjRoxQ2L5o0SKFLjvSD48fP8b06dPx8OFDWFpawtnZGRs3bkTHjh11HRrRO/E+aiIiIj3G+6iJiIj0GBM1ERGRHmOiJiIi0mNM1ERERHqMiZqIiEiPMVETERHpMSZqIiIiPcZETUREpMeYqIkqkaysLDg7OyM9PV3XoahtxowZCAoK0nUYRJUOEzWRAdu3bx88PT11HUYxFy5cQIsWLTBgwABdh0Kkc0zURFRmYrEYEolEK3U9f/4c06dPh5eXl1bqI6rsmKiJ9JBEIsH69evRvXt3uLi4oGvXrlizZk2xcspaxEePHoWzs7P852vXrmHEiBFwd3eHh4cHBg0ahLS0NJw5cwYzZ85Ebm4unJ2d4ezsjJUrVwIARCIRlixZgs6dO8PNzQ1+fn44c+ZMseMeO3YMffr0gaurK+7du6fW75iamor27dtj3bp1CtvnzZuHvn37ws3NTa36iKoqPj2LSA+FhoYiOjoaM2fORJs2bfDw4UNkZmZqVNeUKVPQvHlzzJ8/H0KhEOnp6TA2Noa7uztmzZqFsLAwJCYmAnj9KEEAWLBgAf766y8sX74c77//Pn755ReMGjUKcXFxaNSoEQDg1atXWL9+PUJCQmBjY4NatWqpHFNycjLGjx+PqVOnYsiQIfLte/fuxZ07d7Bs2TKlX0yIDBETNZGeefHiBbZt24a5c+fC19cXANCgQQN4enoiKytL7fru3buHgIAANG7cGADkiRZ4/exsgUCA2rVrK5Tft28fjh8/jjp16gAAAgICkJSUhH379mHSpEkAgMLCQsyfPx/NmjVTK55ffvkF06ZNw8KFC9GnTx/59ps3byI0NBSRkZGoVo0fTUQy/Gsg0jMZGRkQiURo3769VuobOXIk5syZg9jYWHTo0AG9evVCgwYNSiz/559/QiwWo1evXgrbRSIRbGxs5D8bGxsrdLGrIjU1FSdOnEBYWBh8fHzk28ViMSZPnozx48fD0dFRrTqJqjomaiI9Y2pqqnJZIyMjvP1I+cLCQoWfx48fj759++LkyZM4deoUwsLCsHz5cnTv3l1pnfn5+RAKhdi7dy+EQqHCPlnXOACYmZlBIBCoHCsA1K9fHzY2NtizZw+6dOkCY2NjAEBeXh4uX76M9PR0/Pe//wXwepxeKpWiRYsW2LhxIyeXkcFioibSM40aNYKZmRl+//131K9f/51lbW1tkZeXh/z8fHkSvXbtWrFyjo6OcHR0xJdffolJkyZh79696N69O4yNjSEWixXKNm/eHGKxGE+ePNH6rVu2trZYtWoVRowYge+++w4//fQTjI2NYWFhgbi4OIWyO3bswO+//46wsDDUq1dPq3EQVSac9U2kZ0xNTTF69GgsW7YM+/fvx+3bt5GSkoLo6OhiZVu3bo3q1avjxx9/xO3btxEXF4d9+/bJ97969QoLFizAmTNncPfuXVy4cAFpaWny8WoHBwfk5+cjOTkZT548wcuXL+Ho6Ih+/fph2rRpOHLkCO7cuYPU1FSsXbsWJ06cKPPvV6tWLWzduhUZGRmYPHkyioqKYGRkhKZNmyr8V6tWLZiamqJp06YKLXkiQ8NETaSHgoKCMHLkSISFhaFPnz6YOHEinjx5UqycjY0Nli1bhlOnTqFfv344ePAgxo8fL99vZGSEnJwcTJ8+HT179sR3330Hb29vTJgwAQDg4eGBoUOH4rvvvoOXlxc2bNgAAFi0aBEGDhyIxYsXo3fv3ggKCkJaWhrs7Oy08vvVrl0bW7duxfXr1zFlypRirXoi+pdA+vYAFxEREekNtqiJiIj0GCeTEZFWuLu7l7hv/fr1ermmOFFlwK5vItKKW7dulbivTp06MDMzq8BoiKoOJmoiIiI9xjFqIiIiPcZETUREpMeYqImIiPQYEzUREZEeY6ImIiLSY0zUREREeoyJmoiISI8xURMREemx/weF2vC3p06xkgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Lly4Sj1+RUaNGSZyI3bp1i6k8lD3R4fP5aN26NSIjIwGUngRFRUVhwoQJEo8PQO7BedevX4e9vb3EiU+dOnXg5uaGzZs347///pNI5sOHD5dItGW72qqa9N3c3CS6LMeMGYNff/0V169fZ5J+2e9GdnY2CgoK4OTkhBMnTiA+Pr7Cil3Z+4pbzNq2bYvz589Lle3UqZPEQGMbGxvo6uoyXYjFxcW4cuUKevToIZHwxcSv/4ULF9C2bVvo6elJvJedOnVCQEAAoqKiMHjw4EpfG0BJk744mckaVezt7Y2cnBykpaVh8eLFch23omujyzsxMDAwkOiH7d69OywtLTF37lz8/vvvGD9+PIDSmt/169fh7u4u0afl6OiIixcvIiEhAZaWllWK+3PiJv2avsb78x+Qrl27omvXrsjLy8OjR48QGhqK48ePY/r06fjzzz/l6tvX0dGptL9bbNWqVbC0tERWVhZOnz6NqKgouQYkfV7b/1x1fB7FNYDPOTs7w9TUFMeOHYO+vn65XQ5sE1JZoaGhuH//fpXGl5SUlFSaODIyMmRe6sqGvr7+Fw8iS05OBgCZ3ysrKyvcvHmTSfJOTk4oKirCgwcPYGJigvfv38PJyQn//fcf0wJw9+5dNG/eXOIEoiLp6en49OkTc5JflqWlJeuk/3nt+8WLFwCA//3vfzLLi38HxAmIy5a/5ORkmV1ZzZo1Y/aXfbzPTzbEXWzyXB74+etYp04dNGjQQKJl699//8Vvv/2G27dvS1XQsrKyKjz+1atXsWPHDjx58kSiz13W51xW7VtfX595Xunp6cjOzsY333xT4WO+fPkSz549k9mKKT4OW0qZ9OvWrYsGDRrIHKwi/iDKc9mOlZUVgNL+txYtWsgs8+zZMwBgNWJY/AZGRUUxSf/ChQsoKCjAvn37sG/fPqn7hISEYO7cuVWOvSzxFy8uLu6LjlOWhoYGPn36JHOfeHt5g8m0tbXh5OQEJycnGBgYYPv27QgPD+f0agVZ7O3tmbNrV1dXjB07FgsXLsSFCxeq3AoyY8YMnD17Frt375Zqxufy8yhOJB8/fiy3RWLVqlXIzMzE4cOHoa+vL9E8L5aens6qT19HR4d5LTZs2IC+fftCXV2diVf84/X27VsUFhZKtahkZmbKTGZlzZkzB3fu3Kk0FlkOHTqEDh06yHVfedja2kJTUxNRUVEwMzODkZERLC0t4eTkhKNHj6KgoIBp8q9pn3+/xCeGGzZskDkWqLLumZpUXpdeeSe3XyIzMxPu7u7Q1dXF3Llz0bhxY2hqauLRo0fYtGlThQPj7t69ixkzZqBdu3bw9PREgwYNoK6ujtOnT+PcuXNS5ct7jav6vIqLi9G5c2dMmTJF5v7Pr/6qiFImfaC0Jv37778jOjoa9vb2nBzTxcUFAoEAf/zxR7mD+c6cOQM1NTV07dq10uOJ+3LL1gBDQkJgbW2NWbNmSZU/ceIEzp0798VJ39LSEpaWlggLC+Pscipzc/Ny+24TEhIASJ/Ny2JrawsASE1N/eKYqkIgEGDBggWYMGECAgMDZdbYK9K4cWMMHjwYJ06ckFnD4erzKD5hE0+YJAufz8f69euRlZWF7du3Q19fHxMmTJAo891331W5T//Nmzc4d+6czB+3YcOGwcbGBn/88QezraioCG/evKl0RrOlS5fKPeFLRc2wbIk/l+LPaVnx8fEwMDBgumY0NDRgb2+Pu3fvwszMjGmGbtu2LQoKCnD27FmkpaWhXbt2rB/f0NAQWlpaMkery4qJLXHXjJGRUYWtX+JylVUCqtLUb2ZmVu7rKd5fXV6+fImOHTsyf+fk5CA1NRUuLi4AgDt37iAjIwPbt2+XeJ/YnHhfvHgRmpqa2Lt3r0QL0+nTp+WK1dDQELq6ujIrBGU1btwYubm5rFsxK6K0SX/KlCk4d+4cVqxYgQMHDqB+/foS++U5gzQ1NcXw4cPx+++/4+jRoxg7dqzE/mPHjuH27dtwc3Nj1S989epVAP/3w/XmzRtERUVhzpw5EjPIiRUWFmLRokV4+PDhF48Cnzt3LubPnw8PDw9s3LgRamqSH4WbN2+isLCQ9aA2FxcX3Lx5E1euXJGo5RQUFOD333+HkZGRxIjziIgImU1V4qbML+3CkIf4EpyDBw/if//7X5UvcxOP5N+zZ4/UPq4+j7a2tlBXV0dsbCzTPymLuro6fH198f3332Pt2rXQ09OTOFGVp0/fz89Pav/58+cRGhqK9evXS33m//vvP+Tn50vMtVDec1Kkhg0bokWLFjhz5gx++OEHpmk5Li4Of//9t1Rfadu2bXHgwAG8evVK4qoAKysr7N69GwCqNIhPIBCgS5cuuHLlCpKTk5mE+Pz5c9y8eVPu59W1a1fo6upi165d6NChg9Sluenp6TA0NIShoSHatWuH06dPY9KkSRIJuWz3jPgqjsqavwGgW7duOHjwIO7fv8+8/7m5uTh58iTMzc2rde6EEydOYPjw4czzPXbsGIqKipikL25VKPudKygowNGjRys9tkAgAI/Hk2glS0pKkriMsyr4fD5cXV1x9uxZxMTESPXri19/8ZwXN27ckKpQZmZmQkdHR+o3vDxKm/SbNm2KTZs2YeHChejXrx8zA1pJSQmSkpJw7tw58Pl8mcn584F1QOmbM336dCxfvhzx8fHw8vKSeANu3ryJsLAwtG/fXuYc1CkpKUwtqLCwkBkFbWBgwDTth4SEoKSkpNwf827dukFNTQ0hISESST8iIkLmD7irq2u5/XQDBgzAs2fPsHPnTjx+/BgDBw5kZuS7ceMGIiIisHnzZon7VPQ4bm5uOH36NObNm4cRI0agRYsWyMjIQGhoKP7991+sX79e4sx45syZsLCwQI8ePdCoUSPk5eXh1q1buHr1Kuzs7OSeIyArK0uitlkWm0l7Jk+ejHnz5iEoKAhjxoyp0mOLa/vBwcFS+77k81iWpqYmunTpgoiIiErnttfW1kZAQADc3d3x008/oW7dusxnS54+fVlN1k+ePAFQetL3+eVbt27dgra2Nie1k+q2ZMkSTJ06FW5ubvjuu++YS/bq1q0rMZsfAOZSyDdv3kgkd/FAMHNz8yoPBp0zZw5u3LiBcePGYcyYMRCJRDhy5AiaN2/OdBlWla6uLlavXo0lS5Zg+PDhGDBgAAwNDZGcnIzr16/D0dERq1atAgB4eHhgzJgxGDZsGNzc3GBhYYHXr1/j2rVrzPepVatWAIBff/0VAwYMgLq6Onr06CFzgOq0adNw/vx5TJ06FePHj4e+vj7OnDmDpKQkbNu27Yuu0KlMYWEhJk6ciP79+yMhIQFHjx5F27Ztmc++g4MD9PX1sWzZMowfPx48Hg9//PEHqxPvbt26Yf/+/ZgyZQoGDhyI9+/f4+jRo2jcuLHc79OCBQvw999/Y/z48Rg1ahSsrKyQmpqKCxcu4OjRo9DT08PkyZPx119/Yfr06Rg2bBhatWqFvLw8xMXF4eLFiwgLCyv38snPKW3SB0p/pEJCQrBv3z78/fffOH36NHg8HszMzNCtWzeMGTNGZvPgrl27pLYJBAJMnz4dderUwYEDB3D06FGcPXsWGzduRElJCZo1a4YVK1Zg7NixMie7efLkCZYsWQKg9ATCwMAAffr0wbx585h+0JCQEJiZmZXbZKmnpwdHR0eEhoZKnFjcuHEDN27ckCpvbm5e4eCc+fPno2PHjjh8+DCOHTuGjx8/Qk9PD61bt4a/v7/UyUdlj3PkyBH4+fnhypUrCAoKgqamJlq1aoWAgADmLFvMx8cHYWFh+PPPP/Hu3TuUlJSgUaNGmD59OqZOncr6rPVzb9++ZV7nz7FJ+n369EHjxo2xb98+qdHQbIj79mX1l8v7efzciBEjMGfOHLx586bSy3Tq1q2LvXv3YuzYsZg/fz52795dY33gFy5cQO/evRU2F0RVdOrUCXv27IGvry98fX2hpqaGdu3aYfHixVJXMDg4OEAgEEBLS0vi/RIn/arU8sVsbGywd+9erFu3Dr6+vjAxMcGcOXOQmpoqdzIBgEGDBqFhw4YICAjA3r17UVBQAGNjYzg5OWH48OESj3/y5Els3boVx44dQ35+PszMzNC/f3+mjL29PebNm4fjx4/jxo0bKC4uRlhYmMykX79+fRw/fhwbN27EkSNHkJ+fD6FQiJ07d0pd1sa1VatWISQkBL6+vigsLMS3334LDw8PpsXCwMAAO3fuxPr16/Hbb79BT08PgwcPhrOzc6VXcjk7O2PNmjXYvXs31q5dCwsLCyxatAivX7+W+30yNjZmXvuQkBBkZ2fD2NgYLi4uTOVTW1sbhw8fxq5du3DhwgWcOXMGurq6aNq0KebMmSNzmvHy8EqqY6QEIaTaiEQiDBgwAP379y93MSZFe/LkCYYNG4bg4OByB70SQmqe0k7DS4iyEggEmDdvHo4ePfrVLq0bEBCAvn37UsIn5CtDNX1CCKkmOTk5MudnKMvQ0PCrunzua/Pp06dKBw9yMV+DqlDqPn1CCFGkffv2Yfv27RWWCQsLq3RaW1UWGhqK5cuXV1impudrqM2opk8IIdXk1atXla7a2LZtW05XQVQ27969q3T9hlatWpU7NTWRREmfEEIIURE0kI8QQghREdSnX4ni4mIUFRWBz+fLveIUIYQQUlZJSQmKi4uhpqZWrZMVfY6SfiWKiooQExOj6DAIIYQoITs7uxq98oCSfiXEZ2B2dnZ0WQ0hhBBOiEQixMTE1GgtH6CkXylxk75AIKCkTwghhFM13W1MA/kIIYQQFUFJnxBCCFERtap5PyoqCnv37kVsbCxSU1Ph5+cnc7nPsiIjI/HLL7/g33//hampKWbMmCGxuhQhipSYmIjJkyejsLAQ6urq2Lt3Lxo3bqzosFRafHw8pkyZguLiYvD5fOzZswfNmjVTdFgqT9bqfNeuXavxOGq7WpX0c3NzIRQKMWLECKk1rmV59eoVfvjhB4wePRqbNm1CREQEPDw80KBBA3Tt2rUGIiakfD179kRxcTHzd2FhISZMmAA+n4+//vpLgZGprs8TS3FxMb7//nsAlGAUqbzleLt3707vSxXVqub9bt26Yf78+ejduzer8sePH4eFhQWWLVsGKysruLu7o2/fvjhw4ED1BkpIJcomfB0dHcyZM4dZl7y4uBg9e/ZUZHgqqbJ13qt7HXgiG70v3KpVSb+qHjx4AGdnZ4ltXbp0wYMHDxQTECEobdIXJ/yTJ08iNDQUI0aMQGhoKE6ePAmgNPEnJiYqMkyVEh8fz9y2tbVFs2bNUL9+fTRr1gy2trYyy5HqxzahU+Jnr1Y171dVWloa6tevL7Gtfv36yM7OxqdPn6ClpcX6WCKRiOvwWElOTkZ2drZCHpsNXV1dmJmZKTqMWmXy5MkASmv4RkZGEp8tIyMj6OjoIDc3F5MnT8aFCxcUFaZKmTJlCnM7NjaWuZ2WliZV7vLlyzUWF2FPUb/R8lJUvEqd9LmkiFn5srOzsXr1anzNayLx+Xx4enpCV1dX0aHUGoWFhQCA3r17y2x16t69O0JDQ1FYWEitUjWk7NiKysrRe/J1oveFHaVO+vXr15c6U09LS4Ourm6VavmA4mbkO3ToEGc1/cTERKxbtw7Lly/nbIQ41fSrTl1dHYWFhbh8+TLmzp0rtX/lypVMuTZt2tRwdKQy9J58nWrb+yKeka+mKXXSb9OmDcLDwyW23bp1S64Ph6Jm5GvUqBFnxxLHb2lpCWtra86OS6pm7969mDBhAnJzc/H+/Xs0bNiQ2ffu3Tvk5uYy5WgWyJrRsGFDvHv3jlU5ek++TvS+sFOrkn5OTo7E4KakpCQ8efIE+vr6MDMzw+bNm5GSkoINGzYAAEaPHo3AwEBs2LABI0aMwO3bt/Hnn39i165dinoKhKBx48bg8/koLi7GqFGjoKOjgwkTJuDQoUNMwufz+XS9fg36+PEjp+UIN9TU1FBUVMSqHGGnVo3ej42NxdChQzF06FAAwLp16zB06FD4+voCAFJTU/HmzRumfKNGjbBr1y7cunULQ4YMwf79++Hj40PX6BOF++uvv5iFNnJzc7Fz506JhE/X6dcstoOqattgsdpOU1OT03KkltX0O3TogGfPnpW7/5dffpF5nzNnzlRjVITI56+//qIZ+b4SGhoaTI1ST08PmZmZzL6yf9fkEqiETsaqQ61K+oQom8aNG9MlYF+Bss3DmZmZEAqF6NChAyIjIyUqGtSMXLPY9tNTfz579AkmhKg8Q0NDidr9s2fPZLYqGhoa1mRYKk9dXZ3TcoSSPiFESXzJRFaOjo548eIFq3JxcXFyPQZAl7hWVU5ODqflCCV9QogSyMjIgLu7O+tJduQVFBSEoKAgue/P5/MRFBSEevXqcReUEhNPZMVVOUJJnxCiBOrVq4cjR4580URWp06dwqVLl8rd36dPH3z33XdyHx8orelTwieKREmfEKIUvrTZfMWKFTA0NMSJEyckpr7m8Xhwc3PD9OnTvzREQhSuVl2nT4iyEYlEuH//PsLCwnD//n269EjBpk+fjosXL2LUqFEAgFGjRuHixYuU8InSoJo+IQoSHh4Of39/vH37ltlmYmKCmTNnwsXFRYGRqTYNDQ24urri5MmTcHV1pWvzFYjH47FacIzH49VANMqBavqEKEB4eDg8PT3RrFkz+Pn5ITQ0FH5+fmjWrBk8PT2l1owgRBXRJXvco6RPSA0TiUTw9/eHs7MzfHx80KpVK+jo6KBVq1bw8fGBs7MzduzYQU39ROXRNLzckzvpnzlzBqNHj0aXLl3w+vVrAMCBAwdw5coVzoIjRBlFR0fj7du3GDduHDP/vhifz8e4cePw5s0bREdHKyhCQr4OeXl5nJYjcib9o0eP4pdffkG3bt2QlZXFXBurp6eHgwcPchogIcomPT0dQOkSx7KIt4vLEaKqaO597smV9I8cOQIfHx/MmDFDoqZia2v7RbNVEaIKxFO5JiQkyNwv3k5TvhJVx3atA1oTgT25kn5SUhJatGghtV1DQ4OaWQiphL29PUxMTBAYGCg1g1xxcTECAwNhamoKe3t7BUVIyNdBS0uL03JEzqRvYWGBJ0+eSG2/ceMGrKysvjgoQpSZQCDAzJkzERERAQ8PDzx69Ai5ubl49OgRPDw8EBERgRkzZtDKYUTlUU2fe3K9UpMmTYK3tzcKCgoAlA5MOnfuHAICAuDj48NpgIQoIxcXF3h5ecHf3x+zZs1itpuamsLLy4uu0ycEgLa2Nj58+MCqHGFHrqQ/cuRIaGpq4rfffkNeXh4WLlyIhg0bYsWKFfj222+5jpEQpeTi4oLOnTsjOjoa6enpMDQ0hL29PdXwCfn/2A5mpUGv7MndJjJ48GAMHjwYeXl5yM3NhZGREZdxEaISBAIBHBwcFB0GIV8lcWsyV+WInEn/1atXEIlEaNq0KbS1tZmmlRcvXkBNTQ0WFhacBkkIIUT1sJmCtyrliJwD+ZYvX4779+9LbX/48CGWL1/+xUERQgghbNc9oPUR2JMr6T9+/BiOjo5S29u0aSNzVD8hhBBSVXXq1OG0HJEz6fN4POTk5Ehtz8rKopmRCCGEcILtqHwavc+eXEm/Xbt22LVrl0SCF4lECAgIQNu2bTkLjhBCiOrKyMjgtByRcyDfokWLMG7cOPTr1w9OTk4AgLt37yI7O5vm3ieEEMIJGr3PPblq+s2bN8fZs2fRv39/vH//Hjk5ORgyZAj+/PNPWFtbcx0jIYQQFUQL7nBP7uv0jY2NsWDBAi5jIYQQQkg1kjvpZ2ZmIjo6Gu/fv5e6RnLo0KFfGhchhBAVp6mpyWoRN01NzRqIRjnIlfT/+usvLFq0CLm5udDV1QWPx2P28Xg8SvqEEEK+mLa2NqukT6P32ZMr6a9fvx4jRozAggUL6MUmhBBSLWhyHu7JNZAvJSUFEyZMoIRPCCGk2vD57FIU23JEzqTfpUsXxMTEcB0LIYQQwsjOzua0HJGzeb9bt27YuHEjnj9/Dmtra6ipSR6mV69enARHiLITiUS0tC4h5aCkzz25kv7KlSsBAH5+flL7eDwezb9PCAvh4eHw9/fH27dvmW0mJiaYOXMmXFxcFBgZIV+H4uJiTssROZP+06dPuY6DEJUSHh4OT09PODs7Y+XKlbC0tERCQgICAwPh6ekJLy8vSvxE5QkEAlYT71DrGHs0+oGQGiYSieDv7w9nZ2f4+PigVatW0NHRQatWreDj4wNnZ2fs2LGDZhkjKo9G73NP7sl5cnNzERUVheTkZBQWFkrsmzBhwhcHRoiyio6Oxtu3b7Fy5UqpUcd8Ph/jxo3DrFmzEB0dDQcHBwVFSQhRRnIl/cePH2PatGnIy8tDXl4e9PX18eHDB2hra8PQ0LBak35gYCD27t2L1NRU2NjYYOXKlbC3t5dZNigoCMuXL5fYpqGhQVceEIVKT08HAFhaWsrcL94uLkcIIVyRq3l/3bp16NGjB6KioqCpqYmTJ0/i6tWraNWqFZYuXcp1jIzQ0FCsW7cOs2bNQnBwMGxsbDB58mS8f/++3Pvo6uri5s2bzL+rV69WW3yEsGFoaAgASEhIkLlfvF1cjhBV9fkU719ajsiZ9J88eYJJkyaBz+dDIBCgoKAApqamWLx4MbZs2cJ1jIz9+/dj1KhRGDFiBJo3bw4vLy9oaWnh9OnT5d6Hx+OhQYMGzL/69etXW3yEsGFvbw8TExMEBgZKjTouLi5GYGAgTE1Ny23BIkRVsB2gRwP52JOreV9NTY3pizQyMkJycjKsrKygq6srcfkRlwoKCvDo0SP88MMPzDY+n49OnTrh/v375d4vNzcXPXr0QHFxMVq2bIkFCxbgm2++qfLjK8OgKvFzEIlESvF8arPp06fDy8sLK1asQLt27aCpqYn8/HxERUUhMjISnp6eAJTjc1cb0Xfl65Cfn8+6XG17nxQVr1xJv2XLloiJiUHTpk3Rrl07+Pr64sOHD/jjjz/kSqhsfPjwASKRCEZGRhLbjYyMEB8fL/M+lpaWWLt2LYRCIbKysrBv3z6MHj0a58+fh4mJSZUeXxnGASQlJQEA4uLikJubq+BoVFvdunXRrVs3hIeH4/bt28x2Pp+Pbt26oW7dunjw4IHiAlRx9F35OhQVFbEuR98XduRK+vPnz0dOTg5ze8mSJVi9ejWaNm2KtWvXchrgl3BwcJAY/ezg4IABAwbg+PHj+PHHH6t0LDs7u1rfhKSjowMAsLa2hrW1tYKjUW03btzA9evX0b59e5ibm6OgoAAaGhp4/fo1rl+/ju7du6Nr166KDlNl0Xel9mnTpo2iQ6gSkUikkMqkXEnfzs6OuW1kZIS9e/dyFlB5DAwMIBAIpAbtvX//nnU/vbq6Olq0aIHExMQqP75AIKj1SV8cvzI8l9pMJBJh586dsLa2xsuXLxEZGcnsMzExgbW1NXbt2oWuXbvS+6Qg9F2pfeh9YqfWTM6joaGBVq1aISIigtlWXFyMiIgI1tcyi0QixMXFoUGDBtUVJiGVEl+nHxcXh2bNmsHPzw+hoaHw8/NDs2bNEBcXhzdv3iA6OlrRoRJClAzrmv7QoUPB4/FYlQ0ODpY7oIpMmjQJS5cuha2tLezt7XHw4EHk5eVh+PDhAIAlS5bA2NgYCxcuBABs374dbdq0QZMmTZCZmYm9e/ciOTkZI0eOrJb4CGEjLS0NANC+fXv4+Pgwg2LFM/ItX74ckZGRTDlCCOEK66Tv6upanXGwMmDAAKSnp8PX1xepqalo0aIF9uzZwzTvv3nzRmKGs8zMTKxcuRKpqanQ19dHq1atcPz4cTRv3lxRT4EQZGRkAAC6du0qc0a+Ll26IDIykilHCCFcYZ30Z8+eXZ1xsObu7g53d3eZ+w4fPizx94oVK7BixYqaCIsQ1urVqwegdDDfgAEDJBJ/cXExbt68KVGOEEK4Umv69AlRFuKWqcjISHh4eODRo0fIzc3Fo0eP4OHhwQzso4mkCCFck2v0vkgkwoEDB/Dnn3/izZs3Ugvu3Llzh5PgCFFG4hn59PX18fz5c8yaNYvZZ2JiAqFQiMzMTJqRjxDCOblq+tu3b8f+/fsxYMAAZGVlYeLEiejduzd4PN5X0w1AyNdKIBBg5syZzOj9efPmYcmSJZg3bx4sLS0RFxeHGTNm0CVIhBDOyVXTDwkJgY+PD7p3745t27Zh4MCBaNy4MYRCIR4+fMh1jIQoHRcXF3h5ecHf31/iMlRTU1N4eXnBxcVFgdERwp3k5GRkZ2dX++PExcXJdT9dXV2YmZlxHM3XS66kn5aWxsxSVadOHWRlZQEAevToga1bt3IXHSFKzMXFBR07dsQff/yB5ORkmJmZYciQIdDQ0FB0aIRwIiMjA+7u7lILS1WHadOmyXU/Pp+PoKAglRk4K1fSNzY2RmpqKszMzNCoUSP8/fffaNWqFWJiYugHixCWwsPD4e/vL7FI1enTpzFz5kyq6ROlUK9ePRw5ckTumv6aNWvw8uXLSss1adIEP/30k1yPoaurqzIJH5Az6ffu3RsRERFo3bo1xo8fj8WLF+PUqVNITk7GxIkTOQ6REOUTHh4OT09PODs7Y+XKlbC0tERCQgICAwPh6elJTfxEaXxJ07mvry+GDBnCqpy+vr7cj6NK5Er6ixYtYm4PGDAApqamePDgAZo0aYKePXtyFhwhykgkEsHf3x/Ozs4yZ+Tz8PDAjh070LlzZxrMR1Savr4+zM3N8fr163LLmJubU8KvAk6u03dwcMCkSZMo4RPCgnju/XHjxsmckW/cuHE09z4h/19gYCDMzc1l7jM3N0dgYGANR1S7yVXTB4D4+HgcOXIEz58/BwBYWVnB3d0dzZo14yw4QpRReno6AMDS0lLmfvF2cTlCVF1gYCA+fvyIBQsW4Pnz57CyssKWLVuohi8HuWr6Fy9exKBBg/Do0SPY2NjAxsYGjx8/xqBBg3Dx4kWuYyREqRgaGgIAEhISZO4XbxeXI4SUNvUvXboUALB06VJK+HKSq6a/ceNGTJs2DfPmzZPY7uvri40bN6Jv376cBEeIMhLPyBcYGCjRpw+Uzr0fGBgIU1NTmpGPEMI5uWr6qampGDp0qNT2wYMHIzU19UtjIkSpiWfki4iIkDn3fkREBM3IRwipFnLV9Nu3b4+7d++iSZMmEtvv3bsHJycnTgIjRJmVnZGv7Nz7NCMfIaQ6sU76YWFhzO2ePXti06ZNePToEVq3bg0AePjwIS5cuIA5c+ZwHyUhSohm5COE1DTWSb9sbUTs6NGjOHr0qMQ2b29vjBkz5ssjI0TJhYeHw8/PDykpKcy2U6dOYdasWVTTJ4RUC9ZJ/+nTp9UZByEqJTw8HKtWrYKmpqbE9oyMDKxatQre3t6U+AkhnJP7On02Bg0ahICAAJiamlbnwxBSq4hEImzZsgVA6cRWHTp0gJaWFj59+oTIyEjcvn0bW7ZsoRn5CCGcq9akn5SUhKKioup8CEJqnQcPHiAjIwONGzdGQkICbt++zewzNjZG48aNkZiYiAcPHqBt27YKjJQQomw4mYaXEMLegwcPAACJiYn48OGDxL4PHz4gMTFRohwhhHClWmv6hBBpbNcWr4k1yBUpJSUFHz9+VHQYMomXc2WzrKsi6evrw9jYWNFhkFqEkj4hNaxu3brM7TZt2qBRo0bIz8+HpqYmXr16hTt37kiVUzYpKSlwHz8BhQX5ig6lQmvWrFF0CBVS19DEkcOHKPET1ijpE1LDytZu79y5wyT5isopm48fP6KwIB95zbqhWIvmUJcH/9NHIP46Pn78SEmfsEZJn5AalpaWxmm52qxYSx/FdeorOgxCVEa1Jn1vb28YGRlV50MQUuuUXT1PQ0MDBQUFzN+amprIz8+XKkdITfiax1kANNaCC3In/YiICEREROD9+/dSA47WrVsHoPQ6fUKIpNzcXOa2o6MjOnTowCR78XX6n5cjpLrVlnEWAI21+BJyJf3t27fDz88Ptra2aNCgAXg8HtdxEaK00tPTmdv379+XuE6/7Ax9ZcsRUt1onAU3vvaxFnIl/ePHj2PdunUyl9clhFRMR0eHuV1SUiKxr+zfZcsRUlNonIVyk2tynsLCQjg6OnIdCyEqoU+fPgAAbW1t1KtXT2KfgYEBtLW1JcoRQghX5Er63333HUJCQriOhRCV4OjoCB0dHeTl5aGwsBCjRo3CvHnzMGrUKBQUFCAvLw86Ojp0Yk0I4Zxczfv5+fk4efIkIiIiIBQKoaYmeZjly5dzEhwhykggEGDZsmVYtWoVPnz4gJMnT0qVWbZsGS22QwjhnFxJ/9mzZ7CxsQEAxMXFSeyjQX2EVM7FxQWjR4/GiRMnJPrxeTwe3NzcaFldQki1kCvpHz58mOs4CFEp4eHhOHHiBDp27Ij27dszl+zduXMHJ06cQMuWLSnxE0I498Wr7L19+xZv377lIhZCVIJIJIK/vz+cnZ3h7e2Npk2bQlNTE02bNoW3tzecnZ2xY8cOiEQiRYdKCFEyctX0i4uL4e/vj/379zMTiNSpUweTJk3CjBkzwOfTir2ElCc6Ohpv377FoEGD4ObmJnE9vqGhIUaMGIFbt24hOjoaDg4OCoyUEKJs5MrOv/76KwIDA7Fw4UIEBwcjODgY8+fPx5EjR7B161auY5QQGBiInj17ws7ODiNHjkR0dHSF5f/880/069cPdnZ2GDRoEK5fv16t8RFSGXGS3717t9QEPOnp6di9e7dEOUII4YpcST84OBg+Pj4YO3YsbGxsYGNjg3HjxuHnn39GUFAQ1zEyQkNDsW7dOsyaNQvBwcGwsbHB5MmT8f79e5nl//nnHyxcuBDfffcdzpw5g169emHWrFlSgw8JqUmfX5vP4/EwYsQIqUGwn5cjhJAvJVfS//jxI5o1aya1vVmzZtW6WMP+/fsxatQojBgxAs2bN4eXlxe0tLRw+vRpmeUPHTqErl27YsqUKbCyssKPP/6Ili1b4siRI9UWIyGVSUxMZG7v27cPV69exZw5c3D16lXs27dPZjlCCOGCXH36NjY2CAwMhIeHh8T2wMBA5lI+rhUUFODRo0f44YcfmG18Ph+dOnXC/fv3Zd7nwYMHmDhxosS2Ll264MqVK1V+fGUYVCV+DiKRSCmeT21VtgssICAA7dq1Y0bvR0VFSZQbPHiwIkKsdvT54w5X32fxMQQfk8DPy/ji46kqXkE2gMrfF0V9B+RK+osXL8YPP/yAW7duoU2bNgBKE+ybN2+Y/kiuffjwASKRSGqpXiMjI8THx8u8T1paGurXry9VXp51ymNiYqp8n69NUlISgNK5FWgFN8WrX78+7ty5I7HgDp/Ph6GhIdOf/+DBAwVFV73En0VKLvITv3ZcfZ8/fPgAHp8Prdf/fPGxVB2Pz8fr16+/yt9ZuZJ++/btceHCBRw9epRJuL1798bYsWO/ylWFuGBnZ1fpDGlf+1rUWlpazP9f82IuX/Na1FxKS0tDhw4dpJbWjYyMZMqIT6qVjfjzp50QruBIaj9ra2tYW1tzcixTU1PmhOxr9PbtW+zfvx+TJk2CiYmJosMpl4WFRaWt3iKRSCGVSbmSPgAYGxtj/vz5XMZSIQMDAwgEAqlBe+/fv5eqzYvVr19fqlZfUfmKCASCCpN+SkoK/jdxUq1Yi3rdunWKDqFCX/Na1Fzw9/fHzJkzAQCfPn2CUCiEpaUlEhISJK4u8ff3V9qpeMXPK8/SBcXa9RQbTC3Fz8uAdkJ4pb9NVdGqVSu0atWKk2NVh7i4OOzfvx/Ozs6cneioGtZJ/+nTp7C2tgafz8fTp08rLFsd/foaGhpo1aoVIiIi4OrqCqB0voCIiAi4u7vLvE+bNm1w+/ZtiX79sl0SXKK1qLnxta9FzYX8/P87MXz48CFmzZpVaTllVaxdj5ZxJaQGsU76Q4cOxd9//w0jIyMMHToUPB5Pai1woPTyoydPnnAapNikSZOwdOlS2Nrawt7eHgcPHkReXh6GDx8OAFiyZAmMjY2xcOFCAMCECRMwfvx47Nu3D926dUNoaChiY2Ph7e1dLfEBtBY1qRzb6+/pOn1CCNdYJ/2wsDAYGhoytxVhwIABSE9Ph6+vL1JTU9GiRQvs2bOHaa5/8+aNxGyAjo6O2LRpE3777Tds2bIFTZs2hZ+fHzULEYUSf4/8/PwgEAgwffp0Zt/OnTshEokwa9YsphwhhHCFddI3NzdnbicnJ8PBwUFqSd2ioiLcv39foizX3N3dy23Ol7UQUP/+/dG/f/9qi4eQqrK3t4eJiQkCAwPh4+ODa9euMfuKi4vh4eEBU1NT2NvbKy5IQohSkmtyngkTJsgcpZ6VlYUJEyZ8cVCEKDOBQICZM2ciIiICHh4eePToEXJzc/Ho0SN4eHggIiICM2bMUNpBfIQQxZFr9H5JSYnUlKEAkJGRAW1t7S8OihBl5+LiAi8vL/j5+UkM5DMxMYGXlxctq0sIqRZVSvqzZ88GUDpYb9myZdDQ0GD2iUQiPHv2jFYFI6QKZJ08E0JIdalS0q9bty6A0pp+nTp1mMleAEBdXR1t2rTByJEjuY2QECUUHh4OT09PdOjQAZ07d0ZBQQE0NDTw+vVreHp6Um2fEFItqpT0xZO6mJubY/LkydSUT4gcRCIR/P39YWpqijt37qC4uJjZx+fzYWpqih07dqBz587Ur08I4ZRcA/mGDBmClJQUqe0vXrz4qqdwJORrEB0djbdv3yI5OVlqrouSkhIkJyfjzZs3iI6OVlCEhBBlJVfSX758ucyV7R4+fIjly5d/cVCEKLN3794xt9XV1SX2lf27bDlCCOGCXEn/8ePHcHR0lNrepk2bapuNjxBl8ejRI07LEUIIW3Jdssfj8ZCTkyO1PSsri9bJJqQSqampzG1HR0eMHz+eWXDn8OHDzFK7ZcsRQggX5Krpt2vXDrt27ZJI8CKRCAEBAWjbti1nwRGijD5fSCcuLg7Xrl1DXFxcheUIIeRLyVXTX7RoEcaNG4d+/frByckJAHD37l1kZ2fj4MGDnAZIiLIxMDAAAKipqSEyMpKp2QOlrWhqamooKipiyhFCgOzsbPj5+QEoXbdizZo10NXVVXBUtY9cSb958+Y4e/YsAgMD8fTpU2hpaWHIkCFwd3dHvXr1OA6REOViamoKoHStis+VlJQw28XlCFF106dPl1jS/eHDhxg4cCBsbGywc+dOBUZW+8iV9AHA2NgYCxYs4DIWQlRC69atceTIEVblCFF1nyf8sp4+fYrp06dT4q8Cufr0gdLm/EWLFmH06NHMNftnzpzB3bt3OQuOEGVUdjIeLsoRoqyys7PLTfhiT58+RXZ2dg1FVPvJVdO/ePEilixZgkGDBuHRo0coKCgAUPoG7dq1i+nnJ4RIu3z5MutyHTp0qOZoCKleycnJciflrVu3siq3dOlSzJs3T67H0NXVhZmZmVz3rY3kSvo7duyAl5cXhg4divPnzzPbHR0dsWPHDs6CI0QZvXnzhtNyhHytMjIy4O7uXu2tVo8ePcK0adPkui+fz0dQUJDKjEeTK+knJCTIrM3XrVsXmZmZXxwUIcqs7KV4GhoaTEvZ53/TJXuktqtXrx6OHDkid02/Kok8ICBArsfQ1dVVmYQPyJn069evj8TERFhYWEhsv3fvHho1asRJYIQoq7JT7ZZN+J///fkUvYTURjXVdG5tbV0jj1PbyTWQb9SoUVizZg0ePnwIHo+HlJQUnD17FuvXr8eYMWO4jpEQpVJ2SWouyhFCCFty1fSnTZuG4uJiTJw4EXl5eXB3d4eGhga+//57jB8/nusYCVEqbJsSVaHJkf/po6JDqLXotSPyqHLSF4lE+OeffzBu3DhMnjwZiYmJyM3NhZWVFerUqVMdMRKiVPh8dg1sbMvVRvr6+lDX0ATirys6lFpNXUMT+vr6ig6D1CJVTvoCgQDff/89QkNDoaenh+bNm1dHXIQoLbpOv3RyryOHD+Hjx6+ztvry5UusWbMGP/30E5o0aaLocMqlr68PY2NjRYdBahG5mve/+eYbJCUl0aA9QuSQkZHBabnaytjY+KtPWE2aNKEBYkSpyNV++OOPP2L9+vW4evUq3r17h+zsbIl/hJDyFRYWMrd5PJ7EvrJ/ly1HCCFckHsgHwDMmDFD4keqpKQEPB4PT5484SY6QpSQsbExYmNjAZR+Z8oq+/fXXgsmpLrx+XxW3VzKPP6Fa3Il/UOHDnEdByEq45tvvkFYWBircoSoss9bwr60HJEz6bdv357rOAhRGQYGBpyWI0RZiUQiTsuRKiT9p0+fwtraGnw+v9JVj2xsbL44MEKUFdupqmlKa0II11gn/aFDh+Lvv/+GkZERhg4dCh6PJ9UfCYD69AmphK6uLqflCCGELdZJPywsDIaGhsxtQoh8yp4UGxgYoHfv3jAzM0NycjIuX76MDx8+MOX69++vqDAJIUqIddI3NzeXeZsQUjVpaWkASufW19DQwMmTJ5l9xsbG0NLSwqdPn5hyhBDClSrV9Nnq1auXXMEQogrEK+l9+vRJ6nKkDx8+MPs/X4GPEEK+FOukP2vWLIm/P+/TL3vJBPXpE1I+a2tr3L17F0DFk/PQTHCEEK5VafS+2K1bt7Bp0ybMnz8fDg4OAID79+/jt99+w4IFC7iPkhAl4uDggKNHjwIANDQ0YGFhgYKCAmhoaODdu3fIz89nyhFCCJfkuk5/7dq1WL16NZycnJhtXbt2hba2NlauXIk///yTswAJUTZlZw/LyspCVlZWpeUIIYQLcv2qJCYmQk9PT2q7rq4uXr9+/cVByZKRkYGFCxfC0dERTk5OWLFiBXJyciq8z/jx4yEUCiX+rVq1qlriI4QtWnCHEHYEAgGn5YicSd/Ozg6//PKLxOjitLQ0bNy4Efb29pwFV9aiRYvw33//Yf/+/di5cyfu3r3LKoGPGjUKN2/eZP4tWbKkWuIjhK2y19+rqUk2tpX9m67TJ6pOXV2d03JEzqS/du1apKamonv37ujduzd69+6N7t27IyUlBWvWrOE6Rjx//hw3btyAj48PWrduDScnJ3h4eOD8+fNISUmp8L5aWlpo0KAB849+SImi3bx5E0Bpgv98ql0DAwMm8YvLEaKqaO597snVp9+kSROcPXsWf//9N+Lj4wEAVlZW6NSpU7W8+Pfv34eenh7s7OyYbZ06dQKfz0d0dDR69+5d7n1DQkJw9uxZNGjQAD169MDMmTOhra3NeYyEsBUXFwcAKCoqQmpqqsS+sn+LyxGiqvLy8jgtR+RM+kDpmVWXLl3QpUuXcssMGjQIAQEBMDU1lfdhAJR2HYhnAxRTU1ODvr6+1I9mWQMHDoSZmRkaNmyIZ8+eYdOmTUhISMD27durHENlCzrQgg/cEolESvua1qlTh3U5ZX0Nvnbi112ZP4fKpra9T4qKV+6kz0ZSUhKKiorK3b9p0ybs3r27wmOEhobK/fhubm7MbaFQiAYNGmDixIlITExE48aNq3SsmJiYCvcnJSXJFSORLS4uDrm5uYoOo1oYGxuzLvfgwYPqDYbIJP4+K/PnUNnQd4Wdak36lfn+++8xbNiwCss0atQI9evXR3p6usT2oqIifPz4EQ0aNGD9eK1btwYAvHz5sspJ387OrsIRojo6OlU6HqmYtbW10k5Oc/78eVbl8vPz0aZNm+oNhsgk/j4r8+ewNuDz+VKzVpZXrrZ9V0QiUaWVyeqg0KRvaGgo1Wwvi4ODAzIzMxEbGwtbW1sAwO3bt1FcXFylqwXEMwVW5URBTCAQVJj06ZIRblX2etdmb9++ZV1OWV+Dr534dVfmz2FtIGsl1/LK0fvETq2Y/cPKygpdu3bFypUrER0djXv37uHnn3/Gt99+yzSVpqSkoF+/foiOjgZQOpeAn58fYmNjkZSUhLCwMCxduhTt2rWDjY2NIp8OUXF0nT4h7NB1+txTaE2/KjZt2oSff/4Z//vf/8Dn89GnTx94eHgw+wsLC5GQkMCM4lRXV0dERAQOHTqE3NxcmJqaok+fPpg5c6aingIhAMC6j5j6komqq0pNn7BTa5J+vXr1sHnz5nL3W1hY4NmzZ8zfpqamOHLkSE2ERkiVsOmjrEo5QpQVn89nNcqdpqxmT65XSrwgSGW8vb1hZGQkz0MQorQo6RPCjoaGBqfliJw1fScnJ9jb26Ndu3bo0KEDHBwcoKWlJVVu0KBBXxwgIcqG7fW5te26Y0LI10+upL9//37cvXsXd+7cwcGDB1FUVARbW1u0b98e7du3R+fOnbmOkxClUadOHVYziLGdxIcQZUUz8nFP7pq+k5MTpk+fjqKiIsTExODEiRPYs2cPAgICmEvjCCHS2E4DTdNFE1VHXWHck3sgX0JCAu7cuYM7d+4gMjIShYWF6N69O9q3b89lfIQoncLCQk7LEUIIW3Il/a5duyI/P59pzp86dSqEQiGtdEQIC3TtMSHs8Hg8VpfjUe5hT67R+4aGhsjLy0NaWhrz79OnT1zHRohSsrS05LQcIcqKRu9zT66a/h9//IHMzExERUUhKioKW7ZswfPnz9GiRQt06NAB8+fP5zpOQpRGSkoKp+UIUVb6+vp49+4dq3KEHbn79PX09NCrVy84OjrCwcEBYWFhOH/+PB4+fEhJnxBCyBdr0qQJq6TfpEmTGohGOciV9C9dusQM4Hv+/Dn09fXRtm1bLF26lAbyEVKJ+vXr499//2VVjhBVxibhV6UckTPpe3p6ol27dnBzc0O7du0gFAq5josQpWVmZsZpOUKU1fv37zktR+RM+hEREVzHQYjKYPv9iYiIwJw5c6o5GkK+XrTgDvfk7tMXiUS4cuUKnj9/DgBo3rw5evXqRZcZEVKJ9PR0TssRoqwo6XNPrqT/8uVLTJs2DSkpKcxlRQEBATAxMUFAQAAaN27MaZCEKBOae58QdmhOC+7JdZ2+j48PGjVqhGvXriE4OBjBwcG4evUqLCws4OPjw3WMhCgVmoaXEHbYLplLS+uyJ9crFRUVhcWLF6NevXrMNgMDAyxatAhRUVFcxUaIUmI7Kp9G7xNVV1BQwGk5ImfS19DQQE5OjtT2nJwcqKurf3FQhBBCCCV97smV9Lt3745Vq1bh4cOHKCkpQUlJCR48eIDVq1ejZ8+eXMdIiFLJyMjgtBwhyorGv3BProF8Hh4eWLp0Kdzc3KCmVnoIkUiEnj174qeffuI0QEKUTW5uLqflCFFWtOAO9+RK+np6etixYwdevHiB+Ph4AICVlRVNhUgIC7S0LiHsCAQCFBUVsSpH2JH7On0AaNq0KZo2bcpRKISoBj6fz6o5kkYkE1VHSZ97rJP+unXrWB90+fLlcgVDiCrQ1tZmVYunS/aIqlNXV0d+fj6rcoQd1kk/KCgI33zzDQQCQYX9LNS3QkjFtLS0kJmZyaocIaqMbT6hvMMe66SflZWFbdu2wcjICL169cKpU6dgYGBQnbERopRoRDIhRFFYdxrq6+sjKSkJAPD69Wua65gQOVHthRB22DbbU/M+e6xr+n369MG4cePQsGFD8Hg8jBgxotyBRmFhYZwFSIiy0dPTQ1paGqtyhKgytl1c1BXGHuuk//PPP6N3795ITEyEj48PRo4ciTp16lRnbIQoJTajkatSjhBl9enTJ07LkSpesufi4gIAePToESZMmABdXd1qCYoQZZadnc1pOUKUVV5eHqfliJzX6Vfl8j1CiCSakY8QdtiOHaMxZuzR7B+E1DDx1NVclSNEWRkaGnJajlDSJ6TGNWzYkNNyhCirzp07c1qOUNInpMaxHQtDY2aIqtPR0eG0HKGkT0iNe/v2LaflCFFWISEhnJYjlPQJqXE0ep8QdjIyMjgtRyjpE1Lj2C6kQwvuEFVXXFzMaTlCSZ+QGufs7MxpOcKt2NhYTJs2DQAwbdo0xMbGKjgi1UUz8nGv1iT9HTt2YPTo0WjdujWcnJxY3aekpARbt25Fly5dYG9vj4kTJ+LFixfVGyghlZg+fTqn5Qh3unfvjtmzZ0tsmz17Nrp3766YgFQcXd7KvVqT9AsLC9GvXz+MGTOG9X12796Nw4cPY/Xq1Th58iS0tbUxefJkVuszE1Jdnj17xmk5wo3KEjsl/prHdv0JWqeCvVqT9OfOnYuJEyfC2tqaVfmSkhIcOnQIM2bMgKurK2xsbLBhwwa8e/cOV65cqeZoCSnfP//8A6D8S/LE28XlSPUr24S/Z88eBAQEAAACAgKwZ88emeVI9UtOTua0HJFzGt7aICkpCampqejUqROzrW7dumjdujXu37+Pb7/9tkrHq2xtc/F+wcck8PMyqhxvuQrzwCv+ehdeKeGrAercDTjjFZSOWBeJRJytJ//ff/9x2q3z8uVLZGVlyX3/+/fvAwCaNm2KRo0a4fHjx8jJyUGdOnXQsmVLvHr1CrGxsbh+/ToyMzPleoy6deuiSZMmcsf4uaZNm6J58+acHa86JCcny33FQ9km/cLCQiQmJgIAEhIS0LhxY4lyO3bskDtGXV1dmJmZyX1/Uj6ufi9qiqLiVdqkn5qaCgAwMjKS2G5kZMRqWdPPxcTEVLj/w4cP4PH50HpNtbMvxePz8fr1a87mnvfz80N8fDwnx+JSbGysRM0xLS0NL1++ZP5OSkpCUlKSIkKT0qxZM8yaNUvRYZQrOzsbq1ev5mQO9hkzZjC3Za0zUnZ/VfH5fHh6etLES9XgwYMHig6hVlBo0t+0aRN2795dYZnQ0FBYWVnVUETls7Ozg0AgqLCMqakp5z/SHz58+KrHIGhqasLAwIDTY1pYWMDGxoaz4y1duvSrqumnpaUhIiICAGBsbIxvvvkGdevWRVZWFv7991+kpKQAKB29X79+fbkeQxVr+ocOHZK7pl82kcuqyVe2ny2q6VefNm3aKDqEKhGJRJVWJquDQpP+999/j2HDhlVYplGjRnIdu0GDBgCA9+/fS8xh/v79e7kSikAgqDTpt2rVCq1atarysUn1EgqFEAqFig6DIRKJMGLECGRkZCAjIwM3b95k9mlqagIADAwM4OPjU+lnjvwfeX8rAGD79u1ME7+6urrECc5///0nUa5FixbyB0m+SPPmzaGlpYVPnz5JvC8A6LvCkkKTvqGhYbWtjmRhYYEGDRogIiKC+ZJmZ2fj4cOHVboCgBCuCQQCLFiwAJ6enlLN0SUlJeDxeJg/fz79iNUgW1tb5vaUKVMAAH369MGlS5fKLUeq37Vr1ySumvg80ZctR9ipNaP3k5OT8eTJEyQnJ0MkEuHJkyd48uQJcnJymDL9+vXD5cuXAQA8Hg8TJkzAjh07EBYWhmfPnmHJkiVo2LAhXF1dFfU0CAEAuLi4wMvLS+qk18jICF5eXnBxcVFQZKrr88TxecKnxKIYlb3u9L5UTa0ZyOfr64vg4GDm76FDhwIo7cfr0KEDgNKRtmX7WqdOnYq8vDysWrUKmZmZaNu2Lfbs2cM0oRKiSC4uLujcuTOio6ORnp4OQ0ND2NvbUw1fga5du4bY2FiJ0fzbt2+nGr6CfV7jL7udVA2vhIvhrkpMJBLhwYMHaNOmDf0YE0II4YSickutad4nhBBCyJehpE8IIYSoiFrTp68o4t6P2jbbEyGEkK+XOKfUdA87Jf1KiNdpVsQkCoQQQpSbOMfUFBrIV4ni4mIUFRWBz+eDx+MpOhxCCCFKoKSkBMXFxVBTUwOfX3M97ZT0CSGEEBVBA/kIIYQQFUFJnxBCCFERlPQJIYQQFUFJnxBCCFERlPQJIYQQFUFJnxBCCFERlPQJIYQQFUFJXwVERUVh+vTp6NKlC4RCIa5cuaLokFTerl27MGLECDg4OMDZ2RkzZ85EfHy8osNSeUePHsWgQYPg6OgIR0dHuLm54fr164oOi5QREBAAoVCINWvWKDqUWomSvgrIzc2FUCiEp6enokMh/9+dO3cwbtw4nDx5Evv370dRUREmT56M3NxcRYem0kxMTLBo0SIEBQXh9OnT6NixI2bNmoV///1X0aERANHR0Th+/DiEQqGiQ6m1aEY+FSMUCuHn5wdXV1dFh0LKSE9Ph7OzM44cOYJ27dopOhxSRvv27bF48WKMHDlS0aGotJycHAwfPhyenp7YsWMHbGxs8NNPPyk6rFqHavqEfAWysrIAAPr6+gqOhIiJRCKcP38eubm5cHBwUHQ4Ks/b2xvdunVDp06dFB1KrUar7BGiYMXFxVi7di0cHR1hbW2t6HBU3rNnzzB69Gjk5+dDR0cHfn5+aN68uaLDUmnnz5/H48ePcerUKUWHUutR0idEwby8vPDvv//i6NGjig6FALC0tMSZM2eQlZWFixcvYunSpThy5AglfgV58+YN1qxZg3379kFTU1PR4dR6lPQJUSBvb29cu3YNR44cgYmJiaLDIQA0NDTQpEkTAICtrS1iYmJw6NAheHt7Kzgy1fTo0SO8f/8ew4cPZ7aJRCJERUUhMDAQMTExEAgECoywdqGkT4gClJSU4Oeff8bly5dx+PBhNGrUSNEhkXIUFxejoKBA0WGorI4dOyIkJERi2/Lly9GsWTNMnTqVEn4VUdJXATk5OUhMTGT+TkpKwpMnT6Cvrw8zMzMFRqa6vLy8cO7cOfj7+6NOnTpITU0FANStWxdaWloKjk51bd68GS4uLjA1NUVOTg7OnTuHO3fuYO/evYoOTWXp6upKjXXR0dFBvXr1aAyMHCjpq4DY2FhMmDCB+XvdunUAgGHDhuGXX35RVFgq7dixYwCA8ePHS2xft26dRDMmqVnv37/H0qVL8e7dO9StWxdCoRB79+5F586dFR0aIZyg6/QJIYQQFUHX6RNCCCEqgpI+IYQQoiIo6RNCCCEqgpI+IYQQoiIo6RNCCCEqgpI+IYQQoiIo6RNCCCEqgpI+IYQQoiIo6ROi5JKSkiAUCvHkyRNFh1Jly5Ytw8yZMxUdBiFKg5I+IaRKgoKC4OTkpOgwpNy7dw8tW7bEkCFDFB0KIV8tSvqEEIUQiUQoLi7m5FiZmZlYunQpnJ2dOTkeIcqKkj4hSqK4uBi7d+9G7969YWtri+7du2PHjh1S5WTV1K9cuQKhUMj8/fTpU4wfPx4ODg5wdHTE8OHDERMTg8jISCxfvhxZWVkQCoUQCoXYtm0bAKCgoADr169H165d0aZNG4wcORKRkZFSjxsWFoYBAwbAzs4OycnJVXqO0dHR6NixIwICAiS2e3p6YuDAgWjTpk2VjkeIqqFV9ghREps3b8bvv/+O5cuXo23btnj37h0SEhLkOtaiRYvQokULrF69GgKBAE+ePIG6ujocHBywYsUK+Pr64sKFCwBKlzkFAG9vb/z333/49ddf0bBhQ1y+fBlTpkxBSEgImjZtCgD49OkTdu/eDR8fH9SrVw9GRkasY4qIiMCcOXOwePFiuLm5MdtPnz6NV69eYePGjTJPcggh/4eSPiFKIDs7G4cOHcKqVaswbNgwAEDjxo3h5OSEpKSkKh8vOTkZkydPhpWVFQAwSRsA6tatCx6PhwYNGkiUDwoKwtWrV2FsbAwAmDx5Mm7cuIGgoCAsWLAAAFBYWIjVq1fDxsamSvFcvnwZS5YswZo1azBgwABm+4sXL7B582YEBgZCTY1+zgipDH1LCFEC8fHxKCgoQMeOHTk53qRJk+Dh4YE//vgDnTp1Qr9+/dC4ceNyy8fFxUEkEqFfv34S2wsKClCvXj3mb3V1dYluBDaio6Nx7do1+Pr6wtXVldkuEomwcOFCzJkzB5aWllU6JiGqipI+IUpAU1OTdVk+n4+SkhKJbYWFhRJ/z5kzBwMHDsT169cRHh4OX19f/Prrr+jdu7fMY+bm5kIgEOD06dMQCAQS+8TN/wCgpaUFHo/HOlYAaNSoEerVq4dTp06hW7duUFdXBwDk5OQgNjYWT548wc8//wygdFxDSUkJWrZsib1799LAPkI+Q0mfECXQtGlTaGlp4fbt22jUqFGFZQ0MDJCTk4Pc3FwmIT99+lSqnKWlJSwtLTFx4kQsWLAAp0+fRu/evaGurg6RSCRRtkWLFhCJREhPT+f8cj4DAwNs374d48ePx48//ojffvsN6urq0NXVRUhIiETZo0eP4vbt2/D19YWFhQWncRCiDGj0PiFKQFNTE1OnTsXGjRtx5swZJCYm4sGDB/j999+lyrZu3Rra2trYsmULEhMTERISgqCgIGb/p0+f4O3tjcjISLx+/Rr37t1DTEwM079vbm6O3NxcREREID09HXl5ebC0tMSgQYOwZMkSXLp0Ca9evUJ0dDR27dqFa9euffHzMzIywsGDBxEfH4+FCxeiqKgIfD4f1tbWEv+MjIygqakJa2triRYGQkgpSvqEKImZM2di0qRJ8PX1xYABAzB//nykp6dLlatXrx42btyI8PBwDBo0COfPn8ecOXOY/Xw+HxkZGVi6dCn69u2LH3/8ES4uLpg7dy4AwNHREaNHj8aPP/4IZ2dn7NmzBwCwbt06DB06FL/88gv69++PmTNnIiYmBqamppw8vwYNGuDgwYN49uwZFi1aJNXaQAipHK/k8849QgghhCglqukTQgghKoIG8hFCFMbBwaHcfbt37/4q5/gnpDaj5n1CiMK8fPmy3H3GxsbQ0tKqwWgIUX6U9AkhhBAVQX36hBBCiIqgpE8IIYSoCEr6hBBCiIqgpE8IIYSoCEr6hBBCiIqgpE8IIYSoCEr6hBBCiIqgpE8IIYSoiP8H2mvjKKvwVdMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"============================================================\n",
"TOP 400 CLUSTERING (K=5)\n",
"============================================================\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x300 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.metrics import silhouette_samples\n",
"from pandas.plotting import parallel_coordinates\n",
"\n",
"# ------------------------------------------------------------\n",
"# GENERIC FUNCTION\n",
"# ------------------------------------------------------------\n",
"def visualize_clustering(df, X_scaled, feature_names, cluster_col, title_prefix):\n",
"\n",
" print(f\"\\n{'='*60}\")\n",
" print(f\"{title_prefix}\")\n",
" print(f\"{'='*60}\")\n",
"\n",
" # ========================================================\n",
" # 1. PCA projection (2D)\n",
" # ========================================================\n",
" pca = PCA(n_components=2)\n",
" X_pca = pca.fit_transform(X_scaled)\n",
"\n",
" plt.figure(figsize=(7,5))\n",
" sns.scatterplot(\n",
" x=X_pca[:,0], y=X_pca[:,1],\n",
" hue=df[cluster_col],\n",
" palette=\"tab10\",\n",
" s=20\n",
" )\n",
" plt.title(f\"{title_prefix} — PCA projection\")\n",
" plt.xlabel(\"PC1\")\n",
" plt.ylabel(\"PC2\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # ========================================================\n",
" # 3. Parallel coordinates\n",
" # ========================================================\n",
" df_plot = df[feature_names + [cluster_col]].copy()\n",
" df_plot[cluster_col] = df_plot[cluster_col].astype(str)\n",
"\n",
" plt.figure(figsize=(12,5))\n",
" parallel_coordinates(df_plot, cluster_col, colormap=\"tab10\", alpha=0.2)\n",
" plt.xticks(rotation=45)\n",
" plt.title(f\"{title_prefix} — Parallel coordinates\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # ========================================================\n",
" # 4. Boxplots (distribution per cluster)\n",
" # ========================================================\n",
" for col in feature_names:\n",
" plt.figure(figsize=(5,3))\n",
" sns.boxplot(x=cluster_col, y=col, data=df)\n",
" plt.title(f\"{title_prefix} — {col}\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # ========================================================\n",
" # 5. Silhouette distribution\n",
" # ========================================================\n",
" sil_vals = silhouette_samples(X_scaled, df[cluster_col])\n",
"\n",
" plt.figure(figsize=(6,4))\n",
" sns.histplot(sil_vals, bins=30)\n",
" plt.title(f\"{title_prefix} — Silhouette distribution\")\n",
" plt.xlabel(\"Silhouette value\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" # ========================================================\n",
" # 6. Business 2D plot (intensity vs frequency)\n",
" # ========================================================\n",
" if \"flow_freq\" in df.columns and \"gross_flow_to_aum\" in df.columns:\n",
"\n",
" plt.figure(figsize=(7,5))\n",
" sns.scatterplot(\n",
" data=df,\n",
" x=\"flow_freq\",\n",
" y=\"gross_flow_to_aum\",\n",
" hue=cluster_col,\n",
" size=\"aum_qty_mean\" if \"aum_qty_mean\" in df.columns else None,\n",
" sizes=(20,200),\n",
" alpha=0.7\n",
" )\n",
" plt.yscale(\"log\")\n",
" plt.title(f\"{title_prefix} — Intensity vs Frequency\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"\n",
"# ============================================================\n",
"# RUN FOR GLOBAL\n",
"# ============================================================\n",
"visualize_clustering(\n",
" df = dfc,\n",
" X_scaled = X_global_scaled,\n",
" feature_names= all_features_global,\n",
" cluster_col = \"cluster_k4\",\n",
" title_prefix = \"GLOBAL CLUSTERING (K=4)\"\n",
")\n",
"\n",
"# ============================================================\n",
"# RUN FOR TOP 400\n",
"# ============================================================\n",
"visualize_clustering(\n",
" df = dfc_top400,\n",
" X_scaled = X_top400_scaled,\n",
" feature_names= all_features_top400,\n",
" cluster_col = \"cluster_k5\",\n",
" title_prefix = \"TOP 400 CLUSTERING (K=5)\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "fc913550-7c1d-44ee-aa36-e7b027b98e2e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Top discriminant features:\n",
"months_since_last_tx 2953.000000\n",
"avg_holding_months_per_isin 519.522790\n",
"n_isin_total 24.250000\n",
"gross_flow_to_aum 10.461616\n",
"log_aum_qty_mean 5.029849\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>months_since_last_tx</th>\n",
" <th>avg_holding_months_per_isin</th>\n",
" <th>n_isin_total</th>\n",
" <th>gross_flow_to_aum</th>\n",
" <th>log_aum_qty_mean</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cluster_k4</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>27.0</td>\n",
" <td>60.000000</td>\n",
" <td>3.0</td>\n",
" <td>1.159420</td>\n",
" <td>5.166510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>127.0</td>\n",
" <td>12.000000</td>\n",
" <td>3.0</td>\n",
" <td>1.476151</td>\n",
" <td>3.407548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.0</td>\n",
" <td>28.896552</td>\n",
" <td>12.0</td>\n",
" <td>5.351092</td>\n",
" <td>8.762920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>69.0</td>\n",
" <td>11.333333</td>\n",
" <td>1.0</td>\n",
" <td>7.889030</td>\n",
" <td>5.279875</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" months_since_last_tx avg_holding_months_per_isin n_isin_total \\\n",
"cluster_k4 \n",
"1 27.0 60.000000 3.0 \n",
"2 127.0 12.000000 3.0 \n",
"3 3.0 28.896552 12.0 \n",
"4 69.0 11.333333 1.0 \n",
"\n",
" gross_flow_to_aum log_aum_qty_mean \n",
"cluster_k4 \n",
"1 1.159420 5.166510 \n",
"2 1.476151 3.407548 \n",
"3 5.351092 8.762920 \n",
"4 7.889030 5.279875 "
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def select_top_features(df, feature_names, cluster_col, top_n=5):\n",
" # Select most discriminant features based on variance of cluster medians\n",
" \n",
" prof = df.groupby(cluster_col)[feature_names].median()\n",
" \n",
" # variance entre clusters\n",
" var_between = prof.var(axis=0).sort_values(ascending=False)\n",
" \n",
" top_features = var_between.head(top_n).index.tolist()\n",
" \n",
" print(\"\\nTop discriminant features:\")\n",
" print(var_between.head(top_n))\n",
" \n",
" return top_features\n",
" \n",
" prof = df.groupby(cluster_col)[feature_names].median()\n",
"\n",
"def plot_radar(df, feature_names, cluster_col, title):\n",
" \n",
" prof = df.groupby(cluster_col)[feature_names].median()\n",
" \n",
" # NORMALISATION (clé !!!)\n",
" prof_norm = (prof - prof.min()) / (prof.max() - prof.min() + 1e-9)\n",
" \n",
" labels = prof_norm.columns\n",
" num_vars = len(labels)\n",
" \n",
" angles = np.linspace(0, 2*np.pi, num_vars, endpoint=False).tolist()\n",
" angles += angles[:1]\n",
" \n",
" fig, ax = plt.subplots(figsize=(6,6), subplot_kw=dict(polar=True))\n",
" \n",
" for cluster_label, row in prof_norm.iterrows():\n",
" values = row.values.tolist()\n",
" values += values[:1]\n",
" ax.plot(angles, values, label=f\"Cluster {cluster_label}\")\n",
" ax.fill(angles, values, alpha=0.1)\n",
" \n",
" ax.set_xticks(angles[:-1])\n",
" ax.set_xticklabels(labels)\n",
" \n",
" plt.title(title)\n",
" plt.legend(loc=\"upper right\", bbox_to_anchor=(1.3,1.1))\n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
" return prof\n",
"\n",
"top_features_global = select_top_features(\n",
" dfc,\n",
" all_features_global,\n",
" \"cluster_k4\",\n",
" top_n=5\n",
")\n",
"\n",
"plot_radar(\n",
" dfc,\n",
" top_features_global,\n",
" \"cluster_k4\",\n",
" title=\"GLOBAL — Radar (Top discriminant features)\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "0b87d9ff-cca1-4c0b-a12f-64a9c09c5c8b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Top discriminant features:\n",
"n_tx_total 4.121397e+06\n",
"n_isin_total 2.883250e+02\n",
"avg_holding_months_per_isin 9.944313e+01\n",
"months_since_last_tx 7.050000e+01\n",
"gross_flow_to_aum 3.969037e+00\n",
"log_aum_qty_mean 3.438283e-01\n",
"dtype: float64\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>n_tx_total</th>\n",
" <th>n_isin_total</th>\n",
" <th>avg_holding_months_per_isin</th>\n",
" <th>months_since_last_tx</th>\n",
" <th>gross_flow_to_aum</th>\n",
" <th>log_aum_qty_mean</th>\n",
" </tr>\n",
" <tr>\n",
" <th>cluster_k5</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>819.0</td>\n",
" <td>25.0</td>\n",
" <td>52.904762</td>\n",
" <td>0.0</td>\n",
" <td>1.488451</td>\n",
" <td>10.974937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" <td>42.428571</td>\n",
" <td>19.0</td>\n",
" <td>1.388519</td>\n",
" <td>11.173746</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>90.5</td>\n",
" <td>12.5</td>\n",
" <td>32.149303</td>\n",
" <td>1.0</td>\n",
" <td>4.382506</td>\n",
" <td>10.356551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1448.0</td>\n",
" <td>24.0</td>\n",
" <td>40.857143</td>\n",
" <td>0.0</td>\n",
" <td>5.470824</td>\n",
" <td>11.044803</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4935.5</td>\n",
" <td>47.5</td>\n",
" <td>57.100000</td>\n",
" <td>0.0</td>\n",
" <td>5.154737</td>\n",
" <td>11.993787</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" n_tx_total n_isin_total avg_holding_months_per_isin \\\n",
"cluster_k5 \n",
"0 819.0 25.0 52.904762 \n",
"1 4.0 2.0 42.428571 \n",
"2 90.5 12.5 32.149303 \n",
"3 1448.0 24.0 40.857143 \n",
"4 4935.5 47.5 57.100000 \n",
"\n",
" months_since_last_tx gross_flow_to_aum log_aum_qty_mean \n",
"cluster_k5 \n",
"0 0.0 1.488451 10.974937 \n",
"1 19.0 1.388519 11.173746 \n",
"2 1.0 4.382506 10.356551 \n",
"3 0.0 5.470824 11.044803 \n",
"4 0.0 5.154737 11.993787 "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top_features_top400 = select_top_features(\n",
" dfc_top400,\n",
" all_features_top400,\n",
" \"cluster_k5\",\n",
" top_n=6\n",
")\n",
"\n",
"plot_radar(\n",
" dfc_top400,\n",
" top_features_top400,\n",
" \"cluster_k5\",\n",
" title=\"TOP 400 — Radar (Top discriminant features)\"\n",
")"
]
}
],
"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",
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