{ "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) | High-conviction 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": 1, "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", "\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": [ "# SHARED 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": 6, "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 carefully 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", "| `log_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": null, "id": "0d8b7276-8213-4667-979c-d97b3729162a", "metadata": {}, "outputs": [], "source": [ "# 2f. Engineered ratios\n", "dfc = df_client_base.copy()\n", "dfc[\"log_aum_qty_mean\"] = np.log1p(dfc[\"aum_qty_mean\"].clip(lower=0))\n", "dfc[\"gross_flow_to_aum\"] = np.where(\n", " dfc[\"aum_qty_mean\"] > 1,\n", " dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"], np.nan\n", ")\n", "dfc[\"flow_direction_balance\"] = np.where(\n", " dfc[\"gross_flow_qty_sum\"] > 0,\n", " dfc[\"net_flow_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", ")\n", "dfc[\"sub_share_mean\"] = np.where(\n", " dfc[\"gross_flow_qty_sum\"] > 0,\n", " dfc[\"sub_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", ")\n", "dfc[\"redemption_bias\"] = np.where(\n", " dfc[\"gross_flow_qty_sum\"] > 0,\n", " (dfc[\"red_qty_sum\"] - dfc[\"sub_qty_sum\"]) / dfc[\"gross_flow_qty_sum\"], np.nan\n", ")\n", "dfc[\"exit_rate_per_isin\"] = np.where(\n", " dfc[\"n_isin_total\"] > 0,\n", " dfc[\"full_exit_count\"] / dfc[\"n_isin_total\"], np.nan\n", ")\n", "dfc[\"aum_final_to_peak\"] = np.where(\n", " dfc[\"aum_qty_max\"] > 0,\n", " dfc[\"aum_qty_last\"] / dfc[\"aum_qty_max\"], np.nan\n", ")\n", "dfc[\"aum_drawdown_last\"] = dfc[\"aum_drawdown_last\"].clip(0, 1)\n", "\n", "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", " dfc[f\"log_{col}\"] = np.log1p(dfc[col].clip(lower=0))\n", "\n", "# Filtres qualité\n", "dfc = dfc[(dfc[\"n_months\"] >= 6) & (dfc[\"aum_qty_mean\"] > 0)].copy()\n", "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", " cap = dfc[col].quantile(0.99)\n", " dfc = dfc[dfc[col] <= cap].copy()\n", "\n", "# Géographie\n", "top_countries = dfc[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", "top_regions = dfc[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", "dfc[\"country_grp\"] = np.where(dfc[\"country\"].isin(top_countries), dfc[\"country\"], \"Other\")\n", "dfc[\"region_grp\"] = np.where(dfc[\"region\"].isin(top_regions), dfc[\"region\"], \"Other\")\n", "\n", "# months_since_last_tx\n", "dfc = add_months_since_last_tx(dfc, df_month, ID_COL)\n", "\n", "print(f\"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", " \"log_aum_qty_mean\",\n", " \"months_since_last_tx\",\n", "]\n", "all_features_global = [c for c in base_features_global if c in dfc.columns]\n", "\n", "dfc_clean = dfc.copy() # 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 = \"log_aum_qty_mean\"\n", "if col in dfc_clean.columns:\n", " dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n", "\n", "X_global = dfc_clean[all_features_global].copy()\n", "X_global = X_global.loc[:, ~X_global.columns.duplicated()]\n", "X_global = X_global.fillna(X_global.median())\n", "\n", "scaler_global = RobustScaler()\n", "X_global_scaled = scaler_global.fit_transform(X_global)\n", "\n", "# Diagnostic\n", "X_df = pd.DataFrame(X_global_scaled, columns=X_global.columns)\n", "extreme = (X_df.abs() > 5).any(axis=1).sum()\n", "print(f\"Accounts: {X_global.shape[0]} | Features: {X_global.shape[1]}\")\n", "print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df):.1%})\")\n", "\n", "# 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(); plt.show()\n", "\n", "# 5c. Final clustering K=4\n", "RESULTS_GLOBAL = {}\n", "for k in [4]:\n", " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", " dfc[f\"cluster_k{k}\"] = km.fit_predict(X_global_scaled)\n", " RESULTS_GLOBAL[k] = {\n", " \"model\": km,\n", " \"silhouette\": silhouette_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", " \"davies_bouldin\": davies_bouldin_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", " }\n", " print(f\"K={k} | sil={RESULTS_GLOBAL[k]['silhouette']:.4f} \"\n", " f\"| db={RESULTS_GLOBAL[k]['davies_bouldin']:.4f}\")\n", " counts = dfc[f\"cluster_k{k}\"].value_counts().sort_index()\n", " props = counts / counts.sum() * 100\n", " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))" ] }, { "cell_type": "code", "execution_count": 13, "id": "1c0ea35a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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 log_aum_qty_mean months_since_last_tx\n", "cluster_k4 \n", "0 1.159 0.043 -1.000 3.0 60.000 0.400 5.167 27.0\n", "1 1.476 0.012 -1.000 3.0 12.000 0.714 3.408 127.0\n", "2 5.351 0.617 -0.006 12.0 28.897 0.667 8.763 3.0\n", "3 7.889 0.071 0.000 1.0 11.333 1.000 5.280 69.0\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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 share_fund_carmignac_investissement share_fund_carmignac_sécurité share_fund_carmignac_emergents\n", "cluster_k4 \n", "0 0.000 0.373 0.227 0.260 0.000 0.000 0.000\n", "1 0.000 0.326 0.099 0.156 0.000 0.000 0.000\n", "2 0.284 0.207 0.154 0.149 0.011 0.017 0.002\n", "3 0.768 0.000 0.000 0.000 0.000 0.000 0.000\n", "\n", "=== Distribution géographique per cluster ===\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " \"log_aum_qty_mean\", \"months_since_last_tx\",\n", "]\n", "profile_vars_behavior = [c for c in profile_vars_behavior if c in dfc.columns]\n", "\n", "prof_behavior = plot_heatmap(\n", " dfc, profile_vars_behavior, \"cluster_k4\",\n", " title=\"Cluster Signatures — Behavioral Features (K=4, robust z-score)\",\n", " figsize=(14, 4)\n", ")\n", "print(\"\\n=== Median behavioral features — K=4 ===\")\n", "print(prof_behavior.round(3).to_string())\n", "\n", "profile_vars_allocation = [\n", " c for c in [\n", " \"share_asset_fixed_income\", \"share_asset_diversified\",\n", " \"share_asset_equity\", \"share_fund_carmignac_patrimoine\",\n", " \"share_fund_carmignac_investissement\", \"share_fund_carmignac_sécurité\",\n", " \"share_fund_carmignac_emergents\",\n", " ] if c in dfc.columns\n", "]\n", "\n", "prof_allocation = plot_heatmap(\n", " dfc, profile_vars_allocation, \"cluster_k4\",\n", " title=\"Cluster signatures — Allocation produits (K=4, descriptif)\",\n", " figsize=(12, 4)\n", ")\n", "print(\"\\n=== Median allocation — K=4 ===\")\n", "print(prof_allocation.round(3).to_string())\n", "\n", "# 5e. Geographic description (post-clustering)\n", "print(\"\\n=== Distribution géographique per cluster ===\")\n", "geo_country = pd.crosstab(\n", " dfc[\"cluster_k4\"], dfc[\"country_grp\"].fillna(\"Unknown\"),\n", " normalize=\"index\"\n", ").round(3) * 100\n", "geo_region = pd.crosstab(\n", " dfc[\"cluster_k4\"], dfc[\"region_grp\"].fillna(\"Unknown\"),\n", " normalize=\"index\"\n", ").round(3) * 100\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n", "sns.heatmap(geo_country, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", " ax=axes[0], cbar_kws={\"label\": \"%\"})\n", "axes[0].set_title(\"Country distribution (% per cluster)\")\n", "sns.heatmap(geo_region, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", " ax=axes[1], cbar_kws={\"label\": \"%\"})\n", "axes[1].set_title(\"Region distribution (% per cluster)\")\n", "plt.tight_layout(); plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "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": [ "
" ] }, "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 log_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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", "text/plain": [ "
" ] }, "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 log_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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5Yc6cOXj58iUuX76MjRs3Ys2aNShbtmyuE6q/e/cO+vr62T5Q5zZUq0SJEtDR0ZHap6WllW1eoHPnzmHdunUIDQ1FamqqZH9BTaz97WsVExODuLg47NmzB3v27MnxnMwPzEOGDMHVq1fRrVs3GBsbo2HDhmjXrh3+/PPP7z5nZGSk3PHmlMT5VvXq1b87/9fbt28hFAqz/awyh1MWBkdHR2zcuBFnzpyBo6Mjnj9/jpCQELi5ucl0/vdWeJ08eTK2bt2KsWPHwsfHJ8efh5aW1ndfox+xsLCQ/L9Dhw7o3Lkzpk+fnqfeh9/ei+/evQOQ/eeiqqqKihUr4u3bt1L7y5Ytm23y+sqVKwP4+jP/mcRZxYoVMXDgQGzevBlHjx6Fra0t7O3t0aFDhx/2Rv2RhIQEjBo1CgYGBliyZInkdzs1NTVbe6CjowNVVVVMmjQJixcvRsOGDVGrVi00a9YMjo6Okt+H169fAwCqVauW6/Nmvp5VqlTJdqxq1aq4ffu21D5lZWWUK1dOat+rV68QHx8vmZPyW9HR0dn2icViLgxARETFFhNnRETFWOnSpVG2bFk8efJE7jpy+zD07YT3AoEAa9aswb1793Du3DlcunQJM2bMwObNm7Fnz57v9noTiUQAvk6a3rhx4xzLfJsAkafXi0AgQJUqVVClShU0a9YMf//9N44cOZIvKxECkKkH3K1btzB8+HDUqVMHs2fPhr6+PlRUVHDgwAGZe0LJ+jPJlLWHG/Df692hQ4dc533LHFZmYmKCkydP4vz587h06RICAgKwc+dOjBw5MlvPlawaNWr0w+vITX4NpZTVz76esjI1NUWNGjVw5MgRODo64siRI1BRUUHr1q1/eG6ZMmVynRwf+Jpc3Lx5M5ycnDBs2DBs374d5ubmUmVyStLkRkdH57v3r6qqKuzt7bFhwwakpKRku6dkVRirueb288y877OaNm0aOnXqhMDAQFy5cgXz5s2Dt7c39u7dmy2h9DOmTZuGjx8/Yt++fZIvMICvQ9q/HT6bOUx2wIABsLe3x5kzZ3D58mWsXr0aGzZswNatWwts7jBVVdVsc9uJRCLo6upi2bJlOZ7z7ZcDwNehpplDvomIiIobJs6IiIq55s2bY8+ePbh79y6sra1/+vzMiaTj4uKkJpXO7Nnwrdq1a6N27doYP348jh49ikmTJsHf3x/dunXL9QNt5rA1FRWVPPWQ+RkVK1aEpqbmd3tGGRoa4vr160hOTpbqdZbZ80Mep06dQokSJeDj4yPVE+/AgQMy16GpqZljUiW3n8m3dHR0UKpUKYhEIpleb3V1dbRp0wZt2rRBamoqRo8ejfXr12PYsGG5JkJkHSJYUIyMjCASifD69Wup3kzPnz/PVjYvr+ePetk4Ojpi0aJF+PjxI44dO4ZmzZrlOAzvW1WrVkVAQMB3y1SsWBE+Pj7o27cvBg0ahB07dkh6XwE5J2lyk9McZ99KSUmBWCxGYmKi3ImzbxkaGgL4+nPJOnw1NTUV4eHh2e7Pjx8/IikpSarX2cuXLwFAMidcZjv17cII3/Zey5S56uWIESNw584dODk5YdeuXZL5GX/Whg0bcObMGXh6esLExETqWE7DZ7P2sKxUqRKcnZ3h7OyMly9fwtHREZs2bcKyZcskXx48efIExsbGOT535uv54sWLbD3GXrx4ITn+PZUqVUJQUBBsbGxk+jlHREQgLS0t27USEREVF8IfFyEiol/Z4MGDoa6ujlmzZiEqKirb8devX2Pr1q25np/5Ye3mzZuSfUlJSfDz85MqFxsbm21oWeZQr8zhiJnJp2+TFLq6urCzs8OePXvw8ePHbDHktHqirO7fv5/jqpsPHjzA58+fcxzSlKlRo0ZIS0vD3r17JftEIhF27NghdzxKSkoQCARSvZnCw8MRGBiYray6unqOCZ1KlSohPj4ejx8/luz7+PGjZAVTWWJwcHDAqVOn8O+//2Y7nvX1/nbeIlVVVZiYmEAsFiMtLS3X52jQoIHcW35o0qQJAGDbtm1S+3O61/Pyembe07mtXtmuXTsIBALMnz8fb968+eGiAJlq166N2NhYvHnz5rvlzMzM4O3tjaSkJDg7OyMiIkJyLDNJI8uWNXmT01C8uLg4BAQEoHz58tDV1ZXpGmTRoEEDqKioYNu2bVLtx/79+xEfH4+mTZtKlU9PT5caXpyamoo9e/ZAR0cHNWrUAJBzm5WRkSH1ewx8HU6Znp4uta969eoQCoVSQ6hz+z3MydWrV7Fq1Sq4uLhkWygA+G/4bNatRIkSSE5OxpcvX6TKVqpUCaVKlZLE0qhRI5QqVQre3t7Zyma+djVr1oSuri52794tdQ0XLlzAs2fPJIuPfE/r1q2RkZEBLy+vbMfS09OzvRYPHz4EALm+mCEiIvoVsMcZEVExV6lSJSxbtgzjx49HmzZt0LFjR1SvXh2pqam4e/cuTp48ic6dO+d6fsOGDWFoaIiZM2fi+fPnUFJSwoEDB6CtrS3VI+fQoUPYtWsXWrZsiUqVKiExMRF79+5F6dKlJUkMNTU1mJqa4sSJE6hcuTLKlCmDatWqoXr16pg9ezZ69eqF9u3bo3v37qhYsSKioqJw7949fPjwIdsE+7I6fPgwjh49ipYtW6JmzZpQUVHBs2fPcODAAZQoUQIuLi65ntuyZUtYWVlh8eLFkp5LZ8+elQx/k2dOn6ZNm2Lz5s0YPHgw2rVrh+joaOzcuROVKlXKNkSxRo0aCAoKwubNm1G2bFlUqFABtWrVQps2bbBs2TKMGjUKffv2RUpKCnbt2oUqVaogJCREpjgmTpyI69evo3v37ujWrRtMTU0RGxuLkJAQBAUF4caNGwCAQYMGQU9PDzY2NtDV1cXz58+xfft2NG3aVGoIWmG7detWtuQB8DWRZG5uDgsLC7Rr1w47d+5EfHw8rK2tce3aNbx69SrbOXl5PS0sLKCkpISNGzciPj4eqqqqqFevniS5pKOjg8aNG+PkyZPQ1NSUKXEBfJ3MXVlZGVevXpWaDD8n1tbW8PDwgIuLCwYOHIgdO3ZAW1tb7jnOhgwZAgMDA9SqVQu6urp49+4dDh48iI8fP2LlypVSZT08PODp6QlfX1+pVUVlpaOjg2HDhsHT0xODBw+Gvb09Xrx4gZ07d8LS0jJborFs2bLYuHEj3r59i8qVK8Pf3x+hoaGYO3euZEGSatWqoXbt2lixYgViY2OhpaUFf3//bEmya9euwd3dHa1atULlypWRkZGBw4cPSxLLmXL7PczJhAkToKOjg8qVK+Pw4cNSxxo2bAg9Pb0cz3v58iUGDBiAVq1awdTUFEpKSjhz5gyioqLQtm1bAF+H3k+fPh2zZs1C165d0a5dO2hqauLx48dISUnB4sWLoaKigkmTJmH69Ono06cP2rZti+joaPj6+sLIyAgDBgz44c/Ezs4OPXr0gLe3N0JDQ9GwYUOoqKjg5cuXOHnyJGbOnCm1CunVq1dhaGhYYMNJiYiIFI2JMyKi30CLFi1w5MgR+Pj4IDAwELt27YKqqirMzMwwbdo0qVUjv6WiogJPT0+4ublh9erV0NfXR//+/aGpqYnp06dLytnZ2SE4OBj+/v6IioqChoYGrKyssGzZMqkhWPPmzcPcuXOxcOFCpKWlYdSoUahevTpMTU1x4MABeHp64tChQ/j8+TN0dHTwxx9/YOTIkXJfe48ePaCmpoZr167h7NmzSEhIgLa2Nho2bIhhw4Z998OekpISvL29MX/+fBw6dAhCoRB//fUXRo4cCScnJ7nma6pfvz7mz5+PjRs3YsGCBahQoQImTZqEt2/fZkucTZs2Da6urli1ahVSUlLQqVMn1KpVC9ra2vD09MSiRYuwdOlSVKhQARMmTMCrV69kTpzp6elh3759WLt2LU6fPo1du3ahTJkyMDU1xaRJk6Rev6NHj2Lz5s1ISkpCuXLl0Ldv3x+uEljQvu1JlmnUqFGSub4WLFgAbW1tHD16FIGBgahbty42bNiQrRdTXl5PfX19uLm5wdvbGzNnzkRGRgZ8fX2lemV17NgR586dQ+vWrX+4UEYmPT09NGnSBCdOnPhh4gz42htpyZIlmDhxIoYMGYItW7bIndjs0qULjh8/ji1btiA+Ph6ampqoVasWli9fnm0l06SkJAgEglwTQrIYPXo0dHR0sH37dixcuBBaWlro3r07JkyYkG11Xi0tLSxatAjz5s3D3r17oaenB1dX12xt2LJly+Dq6ooNGzZAU1MTXbt2Rd26dTFw4EBJGTMzMzRq1Ajnzp1DREQESpYsCTMzM2zcuFFqkYHcfg9zktlDc+rUqdmO+fr65vo6lStXDm3btkVQUBCOHDkCJSUlVK1aFatWrZJK4nXr1g26urrYsGEDvLy8oKysjKpVq0olxDp37gw1NTVs3LgRy5Ytg7q6Olq2bInJkydLDbf/Hnd3d9SsWRO7d+/GypUroaSkBCMjI3To0AE2NjaSciKRCKdOnULXrl25OAARERVbAvH3lmwiIiKibM6cOYORI0di586dP1xdkooeMzMzjBo1CqNHjy6U58u8X3bs2JEt8fQ9t27dQt++fSU9NIuirl27wtDQME8rbdKv68yZM5g4cSJOnz6NsmXLKjocIiKiAsE5zoiIiL4jJSVF6nFGRga2bduG0qVLS+ZUIvqeffv2oWLFij+dZLW1tUXDhg3xv//9r4Aiy5uEhAQ8fvwYY8eOVXQopCAbN25E7969mTQjIqJijUM1iYiIvmPu3LlISUmBtbU1UlNTERAQgLt372LChAn5trIgFU/Hjx9HWFgYzp8/j5kzZ8o1lK2oJs2Ar3NuZU4MT7+nrAs1EBERFVdMnBEREX1HvXr1sHnzZpw/fx5fvnyBsbEx/vnnH/Tp00fRoVERN2HCBKirq6Nr167o1auXosMhIiIiIjlwjjMiIiIiIiIiIirydu7ciV27duHt27cAvq6mPWLEiGyLP+UnJs6IiIiIiIiIiKjIO3v2LJSUlGBsbAyxWAw/Pz/4+Pjg0KFDqFatWoE8JxNnRERERERERET0S7Kzs8PkyZPRrVu3Aqmfc5wREREREREREZHCpKamIjU1VWqfqqoqVFVVcz0nIyMDJ0+eRFJSEqytrQsstmKZOEtJTlZ0CFTEaDYYqegQqIiJu7pW0SFQERIcmaLoEKiIsdTniqlElLtx6haKDoGKmE217RUdAhUxqXc3KTqEIsFFUFmmcjXWTISnp6fUvlGjRmH06NHZyoaFhaFnz5748uUL1NXVsXbtWpiamuZHuDkqlokzIiIiIiIiIiJSLCWBbOWGDRuGgQMHSu3LrbdZlSpV4Ofnh/j4eJw6dQpTp07F9u3bCyx5xsQZERERERERERHlOyWBbJmzHw3L/LassbExAKBmzZoIDg6Gr68v3N3d5Y7zexSeOIuMjMT9+/cRFRUFANDT00OtWrWgr6+v4MiIiIiIiIiIiEheqkIZu5zlgUgkyjY/Wn5SWOIsKSkJrq6u8Pf3h0AggJaWFgAgNjYWYrEYbdu2hbu7O0qWLKmoEImIiIiIiIiISE6yDtWU1fLly9GkSROUL18eiYmJOHbsGG7cuAEfH5/8faIsFJY4mz9/PoKDg+Ht7Y0GDRpASUkJwNdVEYKCgjB37lzMnz8f8+bNU1SIREREREREREQkJ1mHasoqOjoaU6dOxcePH6GhoQEzMzP4+PigYcOG+fo8WSkscRYQEABvb2/Y2NhI7VdSUkKjRo2wYMECuLi4MHFGRERERERERPQLyu+hmgsWLMjX+mShsMSZSCSCiopKrsdVVFQgEokKMSIiIiIiIiIiIsovQkUHkA8Udg3NmjWDq6srHj16lO3Yo0ePMGfOHDRv3lwBkRERERERERERUV4pCQQybUWZwnqcubq6YuLEiejcuTO0tLSgo6MDAIiJiUFcXBwaNWoEV1dXRYVHRERERERERER5UBirahY0hSXOtLS08L///Q/Pnj3DvXv3EBUVBQDQ09ND7dq1YWJioqjQiIiIiIiIiIgoj/J7VU1FUFjiLJOJiQmTZERERERERERExUxRH4YpC4UnzoiIiIiIiIiIqPjhUE0iIiIiIiIiIqIccKgmERERERERERFRDopD4kyoyCfPyMjAzZs3ERcXp8gwiIiIiIiIiIgon6kKBTJtRZlCE2dKSkpwdnZGbGysIsMgIiIiIiIiIqJ8piQQyLQVZQpNnAFAtWrVEB4erugwiIiIiIiIiIgoHykJZNuKMoUnzsaNG4fFixfj3Llz+PjxIxISEqQ2IiIiIiIiIiL69RSHoZoKXxxg6NChAIDhw4dDkKV7nlgshkAgQGhoqKJCIyIiIiIiIiIiORX1YZiyUHjizNfXV9EhEBERERERERFRPhMycZZ3dnZ2ig6BiIiIiIiIiIjymZKqwmcIy7MicQW3bt3CpEmT0LNnT0RERAAA/Pz8cOvWLQVHRkRERERERERE8hAoCWXaijKFR3fq1CkMGjQIampqCAkJQWpqKgAgISEB3t7eCo6OiIiIiIiIiIjkIVASyLQVZQpPnK1btw5ubm6YN28elJX/GzlqY2ODR48eKTAyIiIiIiIiIiKSl5KKkkxbUabwOc5evHgBW1vbbPs1NDQQFxengIiIiIiIiIiIiCivhEW8N5ksFN7jTE9PD69fv862//bt26hYsaICIiq6du/ejdatW6OOnR169+mD4ODg75YPCAhAR0dH1LGzQ5euXXHp0iWp42KxGGu9vNCiZUvY1a2LocOG4dWrVwV5CZTP/hnWEcEH5+PT1XWIuOCBE+snoU7Nqj88z6W7Pf49vgRx17xx2XcWbGtUkTpeQlUZq6f1wftzaxBzxQt7lo1AWR3NgroMykdsJ+hbYrEY+7dswMgebTGwbVMsnDIKH8Kz/939VkzUR3gtmg2Xzn9jYNummDakN56HhUqO9/mrXo7bsb3bC/JyKI/YRtC3eE8QADRx6YNZ909gZWwwVsYGY8rVg6jRqtl3z7Hp2gZzQgPhkRyGfx6cRM3W2cu3dxuPxe9uYE3SY4w9vR1lTSsXSPxUcPh5g/KKQzXzQffu3TF//nzcv38fAoEAEREROHLkCBYvXgwnJydFh1dknDx1CsuWL8ewYcOwe9cumFWvjuEjRiA6JibH8vfu3cO06dPRydERe3bvRvPmzTFu/Hg8efpUUmbzli3YtXMnZs2cie3btqFkyZIYPmIEvnz5UliXRXn05NUHjF28AzbdXNF84EK8ehcFf68J0NPWyPWcbn/XwdKJPTDP+wjq9nLDg3/f4LjXBOhnOWfZJCe0bVILTlO80GLwYpTXL4O9y0cWxiVRHrCdoJwc27MNAX574Tx2Ktw8/ocSaiWxePo4pKbm/jNMjI+D+7ihUFJSxuQFK7H4f7vQe9gYlNL4r53w3HNcahsycRYEAgHsGjcvjMsiObCNoG/xnqBMn8Lfw2/aYiz8sz0W2nZA2NmrGH54A8r/US3H8lXr22DQrjW44rMH863b4J5fAFz8NsCwRnVJmb+nuKD5mIHY6TITi+s6IjUxGaNP+UK5RInCuizKB/y8QXmlpKok01aUCcRisViRAYjFYqxfvx4bNmxAcnIyAEBVVRXOzs4YN26cXHWm/H89xUnvPn1Qo0YNzJg+HQAgEonwt4MDnJycMMjZOVv5yVOmIDk5GZ4eHpJ9ffr2hZmZGf6ZNQtisRgt//oL/fr2Rf/+/QEA8fHxsG/RAu7u7mjdqlXhXFgh0WzwezTCGqXUEH3ZCw7DluLcjdAcy1z2nYVbIS8wbvEOAIBAIMDzk8vgtTsQSzf7Q7N0Sbw7uxr9Znjj4JnbAACzyuUQfGgBGvWbhxvBzwvtegpS3NW1ig4h37GdkF9wZIqiQygQYrEYo3q2Q5uuvdC2W28AQFJiAkZ2a4Ohk/9B/eZ/5Xje7v+txb8hD+C6UvZFelbOnoLkpCTMWOqZL7ErmqW+mqJDyHdsI+hbvCfkN07dQtEhFLjl0fdwYPICXN20N9uxwbs9oVqqJLzaD5LsmxJ0COH3HmHn8JkAgMXvbuDM8o04vXwjAEBNUwNLI25h64BJuLXnaOFcRCHaVNte0SEUCn7ekF3q3U2KDqFIuFS/oUzlGgddkamct7c3AgIC8Pz5c6ipqcHa2hqTJk1C1ao/7gkpL4X3OBMIBBg+fDiuX7+OY8eOYe/evQgKCpI7aVYcpaWlITQ0FPXq1pXsEwqFqFe3Lh48eJDjOQ8ePJAqDwAN6teXlH/79i2ioqJQN0sZDQ0NWFpa4sH9+wVwFVTQVJSVMLhzU3yOT8KDf9/kWsbGwhhnr/+38IZYLMbZ649Qz8oEAGBjYQxVFWUEXvuvTNjLD3j1PkpShooethOUk8gP7xAbE42a1nUk+9RLlYaJeQ08eZT7cKw7QZdQtboF1rjPwIhurTHTpR/O+fvlWj72UzTuXb+CZq3b52f4lI/YRtC3eE9QbgRCIWx7tIdqqZJ4EXQnxzJV61vj8RnpD7mPTl1E1fo2AAC9KhWhVb4sQrOUSYmLx4vr9yRl6NfDzxskD6GSUKZNVjdu3EDv3r2xd+9ebN68Genp6Rg0aBCSkpIK7BoUvjjA9OnTMXPmTJQuXRqmpqaS/UlJSZg7dy4WLlyowOiKhk+fPiEjIwO6urpS+3V1dfHi5cscz4mKisqxfFRUlOR45j6pMjo6iIqOzqfIqTC0aVwL2xcNg7qaKt5HxaK1yzJEf07IsayetgaUlZUQESO98MbH6DiYVS4PACinq4UvqWmITUjOVqacrlbBXATlGdsJysnnmK8/J01tHan9mto6iP2U+88w8v07BB49iFZdnNChV388DwuF79qVUFJWQZO/22YrfynAH2rqpWDbqFm+xk/5h20EfYv3BH3LsKYZpgQdhIpaCXxJSIJ3p2F4H/o0x7Ka5fQRFxEltS8+IhKa5fQkxwEgLiIyhzL6BRA9FSR+3qC8EKrmb38tHx8fqceLFi1C/fr1ERISgjp16uRyVt4ovMeZn59fjnMepKSk4PDhwwqIiKhocmpdDzFXvCRbQ+uvc06cvxmKOj3noMmABQi4+hA7lwyXmj+AiH4fVwJPYlD75pItIz1drnpEYhEqVzNDj0HDUdnUDPZtHdG8TQecPXYox/IXTh1DA/u/oarKeWuIiH5VEWHPMb92Gyyu64iL67aj/9blKG9h+uMTqdjg5w0qCLL2OEtNTUVCQoLUlpqa+sP64+PjAQBaWgWXdFVYj7OEhASIxWKIxWIkJiaiRJZJIjMyMnDx4kXo6Oh8p4bfh7a2NpSUlBD9zTd10dHR0NPTy/EcPT2975bP/Dc6Ohr6+v996xMdEwOz6tVBRc/RC/dw4+F/4/3ffvwEAEhKScWzNx/x7M1H3Ah+jpDDCzGwU2Ms2eSfrY6oT/FIT8+AwTcr1pTV1UREdCwA4EN0LEqoqkCrdEmpb4HK6mriw/+XoaKH7QQBgE39xjAxryF5nJ6WBgCI+xQDbd3/7oO4TzGoZJLzhM8AUEZHD4aVKkvtM6xUGTcvnc9W9nHwPbx/8wqjZs7LU+xUsNhG0Ld4T9C3MtLSEPns6wqor+88hHEdKzQf64ydLjOylY37EAlNA+n7RMNAH3EfoiTHAUDTQF/y/8wy4fcegYomft6ggiDripne3t7w9JSeK3fUqFEYPXp0rueIRCIsWLAANjY2qF6Af2cU1uPM1tYWdnZ2EAgEcHBwQJ06dSRbvXr1MGPGDPTu3VtR4RUpKioqsLCwwPUbNyT7RCIRrt+4ASsrqxzPsbKykioPANeuXZOUNzIygp6enlSZhIQEBAcHw6pWrQK4CsqrhKQUyR+sZ28+IuVLWo7lhAIBSqio5HgsLT0Dd0JfoXnd/ya0FQgEaG5ngWsPngEA7oS+QmpaOuzr/iEpU924HIzL60nKUNHDdoIAoKR6KZQzqijZjIyrQEtHFyF3b0rKJCUm4tnjEFT7wzLXeqrXsML78NdS+z6Ev4GeQblsZS+cOIIq1cxh/J1EHCke2wj6Fu8J+hGBUAiVEqo5HnsedBfmLRpI7bP4qxGe//+caFEv3iD2/UepMmoapVGlbm1JGSp6+HmDCoKSipJM27Bhw3D79m2pbdiwYd+t283NDU+ePMHKlSsL9BoU1uPM19cXYrEY/fv3h4eHh1S3OhUVFRgaGsLAwEBR4RU5ffv2xT///IMaf/yBmjVrYvuOHUhOToZjx44AgJmzZqFs2bIYO2YMAKB3r14YNHgwtvr6oknjxjh58iRCHj3CP66uAL42Xr1798bGjRthXKkSjIyMsHbtWujr68O+eXOFXSfJTl1NFdMHt8PRC/fwISoWumVKY3h3exiV1caB0/99SD65fhIOn7uDdXvOAgBWbz8FH/fBuPPoJW4+fIHRvf5CqZIlsPXwZQBAXEIyNvtdwpKJPRATm4i4xGSsmtobQfefFpsVboorthP0LYFAgFadesBv5xYYGFVE2fKG2L9lA8ro6uHPhk0k5RZMHgXbhk3xt2M3AECrLj3hPnYIDu/cgrpNW+B52COc8/eD87hpUvUnJSbixqWz6DV0TKFeF8mHbQR9i/cEZXJcMAUPT5zHp9fvUEKjFOx6dUT1ZvXg4dAPADBg63J8fhsBvxlLAABnV2/CxAt70HLCYAQfP4c6PdvD2NYSO4ZOl9QZuGoTWs8ajY9PXiLqxRt0mDsRn99F4J5fgEKukX4eP29QfhDK2ONMVVUVqqo5J+tz4u7ujvPnz2P79u0oVy77l7v5SWGJMzs7OwBAYGAgDA0NIRDI9mL+rlo5OODTp0/wWrcOUVFRMDMzg5eXl2Ty1Q/v30OY5TWsXbs2Fi5YAM+1a+Hh4YFKlSph1cqVqJZlAYaBAwYgOTkZ7nPnIj4+HtbW1vDy8pIaNktFV4ZIBLPK5dGnfUPolSmN6NhE3A55gebOC/Ho+TtJuaoVy0KvzH9zEOwLuAk9bQ24DndEOV0t3A97g3YjV+Jjlgk8Jy3bBZFIjD3LRqCEqgpOX32I0Qu3Fer10c9jO0E5adejL76kpGDTqkVISkhA9ZpWmLJwldR8ZB/fhyM+7rPksYnZHxg3ZzH2+KyD3/ZN0C9XHn2Gj0PDFq2k6r52/jTEYjHq2/9dWJdDecA2gr7Fe4IyaZTVxUDfFdAsr4/k2Hi8ffAYHg79EHrma6JDp5IRxCKxpPzzoDvw6TUWHeZNRMcFk/HxyUusdxyKdyH/SsoELFmPEqVKoveGhVAvo4mnl2/Co1V/pOcwvzUVTfy8QflB1qGashKLxZg7dy5Onz6Nbdu2oWLFivlaf04EYrFY/ONiBefixYtQV1eHra0tAGDHjh3Yu3cvTE1N4erqKtcEbynJyT8uRL8VzQYjFR0CFTFxV9cqOgQqQoIjUxQdAhUxlvpqig6BiIqwceoWPy5Ev5VNte0VHQIVMal3Nyk6hCIh2KmNTOUsd2WfMy8nc+bMwbFjx+Dl5YUqVapI9mtoaEBNrWDevyl8Vc2lS5ciMTERABAWFoaFCxeiadOmCA8Px6JFixQcHRERERERERERyUMgFMi0yWrXrl2Ij49H37590ahRI8nm7y9b4k0eChuqmSk8PBwmJiYAgICAANjb22PChAkICQnB0KFDFRwdERERERERERHJQ6iUv/21wsLC8rU+WSg8caaiooKUlK9DZK5evQpHR0cAgJaWFhISEhQYGRERERERERERyUuoqqToEPJM4YkzGxsbLFy4EDY2NggODsaqVasAAC9fvizwlRGIiIiIiIiIiKhgCIQKnyEszxR+Ba6urlBWVsapU6cwe/ZsGBgYAPi6aEDjxo0VHB0REREREREREclDqCSUaSvKFN7jzNDQEN7e3tn2z5gxQwHREBERERERERFRfhCqKjztlGcKv4J3795997ihoWEhRUJERERERERERPmlOAzVVHjizN7eHgJB7kuPhoaGFmI0RERERERERESUHwRKXBwgz/z8/KQep6WlITQ0FJs3b8b48eMVExQREREREREREeWJkorC0055pvArMDc3z7bP0tISZcuWhY+PD/7++28FREVERERERERERHkhKOIT/8tC4Ymz3FSpUgXBwcGKDoOIiIiIiIiIiOTAxFk+SEhIkHosFovx8eNHeHp6wtjYWEFRERERERERERFRXgh/16Ga165dQ7169fIlAFtb22yLA4jFYpQvXx4rVqzIl+cgIiIiIiIiIqLC9dv2OBs8eDDKlSuHzp07o1OnTihfvrzcAfj6+ko9FgqF0NbWhrGxMZSVf/3MJBERERERERHR70j4uybOLl68iCNHjuDQoUNYu3Yt6tWrhy5duqBly5ZQVVX9qbrs7OzkCYGIiIiIiIiIiIqw33aopo6ODgYMGIABAwYgJCQEBw8ehJubG9zc3NC+fXt07do1x9UyMwUGBsr8XC1atJAnRCIiIiIiIiIiUqDfdqhmVjVq1ICenh7KlCmDDRs24MCBA9i5cydq164NNzc3VKtWLds5I0eOlKlugUCA0NDQvIZIRERERERERESFTCD8jRNnaWlpCAwMxIEDB3D16lXUrFkTrq6uaNu2LWJiYrBq1SqMHTsW/v7+2c59/PhxnoImIiIiIiIiIqKiTUlVRdEh5JlcibO5c+fi2LFjAIAOHTpg8uTJqF69uuS4uro6pk6disaNG+dPlERERERERERE9EspDkM15bqCp0+f4p9//sGlS5cwc+ZMqaRZJm1t7WwrZmYVFBSENm3aICEhIdux+Ph4tG3bFjdv3pQnPCIiIiIiIiIiUjCBUCjTVpTJFd2oUaPQqlWrbCtopqenS5JdysrK310xc+vWrejevTtKly6d7ZiGhgZ69OiBLVu2yBMeEREREREREREpmFBVWaatKJMrcdavXz/ExsZm2x8fH49+/frJVEdYWNh3h3I2bNgQISEh8oRHREREREREREQKVhx6nMmV1hOLxRAIBNn2f/78GSVLlpSpjqioKCgr5/70ysrKiImJkSc8IiIiIiIiIiJSMIFQSdEh5NlPJc5GjRoFABAIBJg2bZrUUM2MjAyEhYXB2tpaproMDAzw5MkTGBsb53g8LCwM+vr6PxMeEREREREREREVFcr5v6rmzZs34ePjg4cPHyIyMhJr165Fy5Yt8/15Mv1U4kxDQwPA1x5npUqVgpqamuSYiooKateujW7duslUV9OmTbF69Wo0btwYJUqUkDqWkpICDw8PNG/e/GfCIyIiIiIiIiKiIkKglP89zpKSkmBmZoYuXbpIOngVpJ9KnC1cuBAAYGRkBGdnZ6irq8v9xMOHD0dAQAAcHBzQu3dvVKlSBQDw/Plz7Ny5ExkZGXBxcZG7fiIiIiIiIiIiUqACGKrZtGlTNG3aNN/rzY1cc5zlR0ZPT08Pu3fvxpw5c7BixQqIxWIAX4eBNmrUCK6urtDT08vz8xARERERERERUeETyDhUMzU1FampqVL7VFVVpaYIUxSZE2edOnXCli1boKWlBUdHxxwXB8h06NAhmeo0MjLCxo0bERsbi1evXgEAjI2NoaWlJWtYORqnbpGn86n4SQ7ZougQqIgZyXaCiIh+wqBXdxUdAhUhq5JCFR0CFTGrFB0AUVElY48zb29veHp6Su0bNWoURo8eXRBR/RSZE2ctWrSQZPrye9I1LS0tWFlZ5WudRERERERERESkQDImzoYNG4aBAwdK7SsKvc2An0icZR2eWRiTrxERERERERER0a9L1qGaRWVYZk6Eig4gN0lJSbh586aiwyAiIiIiIiIiInkIlWTbijC5FgcwNzf/7hxnoaF5H/P/+vVr9OvXL1/qIiIiIiIiIiKiwiVQyv+kWGJiIl6/fi15HB4ejtDQUGhpacHQ0DDfn0+uxNm3E7alp6cjNDQUhw4dKhITtxERERERERERkYLJOFTzZzx8+BD9+vWTPF64cCGAr4taLlq0KN+fT67EWU6LA7Rq1Qqmpqbw9/dHt27dfliHnZ3dd49nZGTIExoRERERERERERUBggIYhlm3bl2EhYXle725kStxlpvatWvD1dVVprKpqalwcnJC9erVczz+9u1brF27Nj/DIyIiIiIiIiKiwiIsslPryyzfEmcpKSnw9fVF2bJlZSpvbm6OcuXKoVOnTjkef/z4MRNnRERERERERES/KIFy0Vwp82fIlTirU6eO1OIAYrEYiYmJUFNTw9KlS2Wqo1mzZoiPj8/1uJaWFhwdHeUJj4iIiIiIiIiIFO137XE2ffp0qcSZQCCAjo4OatWqBS0tLZnqcHFx+e7x8uXLSyZ4IyIiIiIiIiKiX0tBrKpZ2ORKnHXu3Dm/4yAiIiIiIiIiouLkdx2q+fjxY5nLmpuby/MURERERERERET0CxP8rkM1HR0dpYZq5kQsFkMgECA0NFSuwIiIiIiIiIiI6Bcm/E2Hanp6emLx4sUYNGgQateuDQC4d+8eNm/ejMmTJ8PCwiI/YyQiIiIiIiIiol+NUK60U5Ei1xWsX78es2bNQtOmTSX7zM3NUb58eaxevRoHDx6UqZ6MjAzcuXMHZmZm0NTUlCcUIiIiIiIiIiIqgsSCX3+oplxX8O+//6JChQrZ9leoUAFPnz6VuR4lJSU4OzsjNjZWnjCIiIiIiIiIiKioEghl24owuaIzMTGBt7c3UlNTJftSU1Ph7e0NExOTn6qrWrVqCA8PlycMIiIiIiIiIiIqqpSUZNuKMLmGarq5ucHFxQVNmzaFmZkZACAsLAwCgQDr16//qbrGjRuHxYsXY+zYsahRowbU1dWljpcuXVqeEImIiIiIiIiISIGKw1BNuRJnVlZWOHPmDI4ePYrnz58DANq0aYN27dplS3z9yNChQwEAw4cPl1qpk6tyEhERERERERH9wn7XxBkAqKuro0ePHnkOwNfXN891EBERERERERFREfO7rqoJAH5+ftizZw/evHmDPXv2wMjICFu2bEGFChXQsmVLmeuxs7OTNwQiIiIiIiIiIiqiisNQTbmuYOfOnVi0aBGaNGmCuLg4iEQiAICmpia2bt360/XdunULkyZNQs+ePREREQHga2Lu1q1b8oRHRERERERERESK9ruuqrl9+3bMmzcPw4cPh1KW1Q9q1qyJf//996fqOnXqFAYNGgQ1NTWEhIRIVupMSEiAt7e3POEREREREREREZGiCZVk24owuRJn4eHhsLCwyLZfVVUVycnJP1XXunXr4Obmhnnz5kFZ+b+RozY2Nnj06JE84RERERERERERkYKJBUKZtqJMrugqVKiQ42qXly5dgomJyU/V9eLFC9ja2mbbr6Ghgbi4OHnCIyIiIiIiIiIiRRMKZduKMLkWBxg4cCDc3d0lwyofPHiAY8eOYcOGDZg3b95P1aWnp4fXr1+jQoUKUvtv376NihUryhMeEREREREREREpWhHvTSYLuRJn3bp1Q4kSJbBq1SokJydj4sSJKFu2LGbMmIG2bdv+VF3du3fH/PnzsWDBAggEAkRERODu3btYvHgxRowYIU94xU4Tlz5oMrw3dCt/TS6+D3mC4+5rEHLyfK7n2HRtgw5zJ0K3cgV8fPICh6YuwsMT0uXbu41HoyFOKFlGE8+u3MKu4bPw8enLgrsQync7/c9hk99pRH2OhVnlCpg5uCesqlfJtXxcYhJWb/fD6et3ERufBEN9HUwb1B1N/7QEALQcOgPvIqOznefUqin+GdarwK6D8o7tBGXF+4G+xXuCciMWi3Fg60acO3EYSQkJqF7DEgPHTEG5CpW+e15M1Efs/t9aPLgRhC9fvsDAsAKGTpqFqmZfp3Pp81e9HM/rOWQU2nXvk+/XQflj9+7d2Lp1K6Kio1G9enVMmzoVlpaWuZYPCAjAWi8vvHv3DpUqVcK4sWPRuHFjyXGxWAyvdetw8OBBxMfHo3bt2pg5YwaMjY0L43IoH/CeoDwTypV2KlIEYrFYnJcKkpOTkZSUBF1d3WzHbt++DUtLS6iqquZ6vlgsxvr167FhwwbJ/GiqqqpwdnbGuHHj5IrJRVBZrvOKKst2LSDOyMDHJy8BgQD1+3fBX5OHYr51W7x/9CRb+ar1bTDx4l74TV+C4GOBqNOrIxymumCBTTu8C/m6eMPfU1zQavoIbO0/EVEv3qDD3IkwtDSD2x9/If3Ll0K+woK3NmSLokPIdycu38S01Vsw26UXrKpXwbajgTh19Q6Oe7pBt4xmtvKpaenoM2MJdLQ0MLRLaxjolsG7jzHQKFUS5lW+9u6MiY1Hxv+vkgsAT16/w+A5q7Bl7gTY1TQrtGsrDCNrDFB0CPmK7QRlxfuBvsV7Iu8Gvbqr6BAKxNHdvji62xfDprhCv1x57N+yAW9ePMNin11QVS2R4zmJ8XGYObwfLGr9iZbtO0NDSxsRb9+grKERDAy/Jmc/x0h/EXf/RhD+t2I+lm/dj7LljQr8ugqapb6aokPIdydPncKsWbMwa+ZMWFpaYseOHQg4fRqHDx+Gro5OtvL37t2D86BBGDN6NJo0aQL/EyewefNm7N69G9VMTQEAmzZvxiYfH8ydOxdGRkZY6+WFJ0+e4NDBgyhRIuf7i4oO3hN5o1aypKJDKBK+xMXIVK6EZvZ76nt27NgBHx8fREZGwtzcHP/88w+srKzkCfGH8pw4+x4bGxscPnxYpiGXqampeP36NZKSkmBiYoJSpUrJ/bzFLXGWk+XR93Bg8gJc3bQ327HBuz2hWqokvNoPkuybEnQI4fceYefwmQCAxe9u4MzyjTi9fCMAQE1TA0sjbmHrgEm4tedo4VxEISqOibMeUxbC0rQyZg11AgCIRCLYD5mO3m2aY0iXVtnK7z55AZv9AnDM0x0qyrKtWrLQZw/O3wrGSa+5EAgE+Rq/ohW3xFlO2E5QVrwf6Fu8J35OcUycicVijOrZDm269kLbbr0BAEmJCRjZrQ2GTv4H9Zv/leN5u/+3Fv+GPIDrSm+Zn2vl7ClITkrCjKWe+RK7ohXHxFnvPn1Qo0YNzJg+HcDX95Z/OzjAyckJg5yds5WfPGUKkpOT4enhIdnXp29fmJmZ4Z9ZsyAWi9Hyr7/Qr29f9O/fHwAQHx8P+xYt4O7ujtatsr9fpaKF90TeMHH21Zf4zzKVK6FRRuY6/f39MWXKFLi5uaFWrVrYunUrTp48iZMnT+bYqSuvCnSwqSw5uenTpyMhIQGqqqowNTWFlZUVSpUqhaSkJEz//19Q+o9AKIRtj/ZQLVUSL4Lu5Fiman1rPD5zRWrfo1MXUbW+DQBAr0pFaJUvi9AsZVLi4vHi+j1JGSraUtPS8ejZa9Sr9d/qtkKhEPWtzHEv7HmO55y7+QC1zKpi3oadaDxgEjqMcYP3fn9kZIhyLJ+alo6jF66jc4sGxS5pVtyxnaCseD/Qt3hPUKbID+8QGxONmtZ1JPvUS5WGiXkNPHkUnOt5d4IuoWp1C6xxn4ER3Vpjpks/nPP3y7V87Kdo3Lt+Bc1at8/P8CkfpaWlITQ0FPXq1pXsEwqFqFe3Lh48eJDjOQ8ePJAqDwAN6teXlH/79i2ioqJQN0sZDQ0NWFpa4sH9+wVwFZSfeE9QvhEqybb9hM2bN6N79+7o0qULTE1N4ebmBjU1NRw4cKBALkHhg039/PwwadIklC5dWmp/SkoKDh8+jIULFyoosqLFsKYZpgQdhIpaCXxJSIJ3p2F4H/o0x7Ka5fQRFxEltS8+IhKa5fQkxwEgLiIyhzL6BRA95bfP8QnIEImgp6UhtV+3jCaev/2Q4znhEZG4HhyNdk3qYv0/o/H6/Ue4e+9CekYGRvbI/kY28MY9xCcmo5N9gwK5Bsp/bCcoK94P9C3eE/StzOGUmtrSw2M0tXUQ+yn7nKeZIt+/Q+DRg2jVxQkdevXH87BQ+K5dCSVlFTT5O/t8x5cC/KGmXgq2jZrla/yUfz59+oSMjIxsPTV0dXXx4uXLHM+JiorKsXxUVJTkeOY+qTI6OoiKzv3+oqKB9wTlF3E+Lw6QmpqKkJAQDBs2TLJPKBSiQYMGuHu3YHqHKyxxlpCQALFYDLFYjMTERKnxzBkZGbh48SJ0chg3/buKCHuO+bXboKSWBmy6tkH/rcuxommPXN/wEn1LJBJDR0sDbsP7QElJiBomxoiI/oxNhwNyTJwdPHMFjW1qoKxOmcIPluTCdoKy4v1A3+I9QVcCT2LTqsWSx5PmLZerHpFYhKrVLdBj0HAAQGVTM4S/fIazxw7lmDi7cOoYGtj/neucaUREVIzJmDhLTU1Famqq1D5VVdVsc+Z/L6n7/HnOo6/ySmGJM1tbWwgEAggEAjg4OGQ7LhAIMHr0aAVEVjRlpKUh8tkrAMDrOw9hXMcKzcc6Y6fLjGxl4z5EQtNAT2qfhoE+4j5ESY4DgKaBvuT/mWXC7z0qqEugfFRGozSUhEJExcZL7Y/+HAe9Mlo5nqOvrQVlZSUoKf3XcFWtUB5Rn+KQmpYOVZX/moO3H6MR9CAUq6e4FMwFUIFgO0FZ8X6gb/GeIJv6jWFiXkPyOD0tDQAQ9ykG2rr//bzjPsWgkkm1XOspo6MHw0qVpfYZVqqMm5fOZyv7OPge3r95hVEz5+UpdipY2traUFJSQvQ3vX6io6Ohp6eX4zl6enrfLZ/5b3R0NPT1/+uJGh0TA7Pq1fMzfCoAvCcov4gg27Q/G7294ekpPQ/mqFGjikReqEDnOPvevEi+vr7YsmULxGIx1qxZg61bt0q2nTt34ty5cxg+fHhBhvdLEwiFUCmR82qlz4PuwryF9PA6i78a4fn/z2MS9eINYt9/lCqjplEaVerWlpShok1VRRl/mFTCtQehkn0ikQjXgh+jtlnVHM+xtjDB6/eREGVZNfPVuwjoa2tJJc0A4NDZq9DR0kBT29yXmqaij+0EZcX7gb7Fe+L3U1K9FMoZVZRsRsZVoKWji5C7NyVlkhIT8exxCKr9kft7gOo1rPA+/LXUvg/hb6BnUC5b2QsnjqBKNXMYfycRR4qnoqICCwsLXL9xQ7JPJBLh+o0bua5SZ2VlJVUeAK5duyYpb2RkBD09PakyCQkJCA4OhlWtWgVwFZSfeE9QfhGJxTJtw4YNw+3bt6W2rMMxM8mT1M2rn+5xJhaL8f79e+jq6v5wudjvLQ5gZ2cHAAgMDIShoSEnH/8OxwVT8PDEeXx6/Q4lNErBrldHVG9WDx4O/QAAA7Yux+e3EfCbsQQAcHb1Jky8sActJwxG8PFzqNOzPYxtLbFj6H+LLQSu2oTWs0bj45OXkiXkP7+LwD2/AIVcI/28AR1aYvqaLahpUhmW1SrD91ggklNS0en/P8RMW70ZZXXKYELfTgCAnq2aYqf/eSzw2YM+bezx6v1HbDhwAr3b2kvVKxKJcOjsVTg2qw9lpZ+bpJEUh+0EZcX7gb7Fe4JyIhAI0KpTD/jt3AIDo4ooW94Q+7dsQBldPfzZsImk3ILJo2DbsCn+duwGAGjVpSfcxw7B4Z1bULdpCzwPe4Rz/n5wHjdNqv6kxETcuHQWvYaOKdTrIvn07dsX//zzD2r88Qdq1qyJ7Tt2IDk5GY4dOwIAZs6ahbJly2LsmK8/z969emHQ4MHY6uuLJo0b4+TJkwh59Aj/uLoC+Hp/9e7dGxs3boRxpUowMjLC2rVroa+vD/vmzRV2nSQ73hOUH368ZORXOQ3LzK1cjRo1EBQUhJYtWwL4+hk2KCgIffr0yUOkuZMrcfb333/j2LFjqFy58nfLyjIx27Nnz/D+/XvY2toCAHbs2IG9e/fC1NQUrq6u0NLKedjZ70SjrC4G+q6AZnl9JMfG4+2Dx/Bw6IfQM5cBADqVjCAW/Xc7Pg+6A59eY9Fh3kR0XDAZH5+8xHrHoXgX8q+kTMCS9ShRqiR6b1gI9TKaeHr5Jjxa9Uf6ly+Ffn0kn9aN6iAmLgEeu48g6lMczKtUgLfrGOiV0QQAvI+MgTBLQrq8ng42uo7Bos374DjeHQY6ZdCnnT0Gd5Je9jnowWO8j4xB5xYNC/V6KG/YTlBWvB/oW7wnKDftevTFl5QUbFq1CEkJCahe0wpTFq6Smo/s4/twxMd9ljw2MfsD4+Ysxh6fdfDbvgn65cqjz/BxaNhC+j3FtfOnIRaLUd/+78K6HMqDVg4O+PTpE7zWrUNUVBTMzMzg5eUlmUfow/v3Uu8ta9eujYULFsBz7Vp4eHigUqVKWLVyJaqZmkrKDBwwAMnJyXCfOxfx8fGwtraGl5fXDztgUNHAe4LyQ4ZI1tSZ7AYOHIipU6eiZs2asLKywtatW5GcnIzOnTvn+3MBgED8vW5huWjbti3mz5+P2rVr5zmA9u3bY9KkSWjatCnCwsLQpUsXODs74/r166hatapcq2q6CCrnOS4qXtaGbFF0CFTEjKwxQNEhEBHRL2TQq4JZqYt+TZb6aooOgYiKOLWSJRUdQpEQE58kUzkdDfWfqnf79u3w8fFBZGQkLCwsMGvWLNQqoCG/ci0OMHHiRCxZsgRz5sxB9TxO4hceHg4TExMAQEBAAOzt7TFhwgSEhIRg6NCheaqbiIiIiIiIiIgUI//7m33Vp0+fAhua+S25EmdTp05FcnIyOnbsCBUVFaipSX/jcuObCQG/R0VFBSkpKQCAq1evwtHREQCgpaWFhIQEecIjIiIiIiIiIiIFK4ihmoVNrsTZjBnZly2Xl42NDRYuXAgbGxsEBwdj1apVAICXL1+iXLnsK/MQEREREREREVHRJ1J0APlArsRZp06d8i0AV1dXuLm54dSpU5g9ezYMDAwAABcvXkTjxo3z7XmIiIiIiIiIiKjw/Pys+kWPXIkzAHj9+jUOHDiAN2/eYObMmdDV1cWFCxdgaGiIatWqyVyPoaEhvL29s+3Pz15tRERERERERERUuIrDUE2hPCfduHED7du3x4MHDxAQEICkpK+rJISFhcHDw+On6nr37t13NyIiIiIiIiIi+vWIZNyKMrl6nC1fvhzjxo3DwIEDYW1tLdlfr149bN++/afqsre3h0AgyPV4aGioPCESEREREREREZEC/bZDNf/9918sW7Ys234dHR18+vTpp+ry8/OTepyWlobQ0FBs3rwZ48ePlyc8IiIiIiIiIiJSsIxikDmTK3GmoaGByMhIVKxYUWp/aGioZHJ/WZmbm2fbZ2lpibJly8LHxwd///23PCESEREREREREZECFYMpzuSb46xt27ZYtmwZIiMjIRAIIBKJcPv2bSxevBiOjo75EliVKlUQHBycL3UREREREREREVHhEotl24oyuXqcjR8/Hu7u7mjWrBkyMjLQtm1bZGRkoF27dhg+fPhP1ZWQkCD1WCwW4+PHj/D09ISxsbE84RERERERERERkYL9tkM1VVVVMW/ePIwcORL//vsvEhMT8ccff6By5co/XZetrW22xQHEYjHKly+PFStWyBMeEREREREREREpWHEYqilX4szT0xODBg1C+fLlUb58ecn+lJQU/O9//8OoUaNkrsvX11fqsVAohLa2NoyNjaGsLFd4RERERERERESkYMWgw5l8ibO1a9fCyckJJUuWlNqfnJyMtWvX/lTizM7OTp4QiIiIiIiIiIioCPtth2qKxeJswysB4PHjx9DS0vrh+YGBgTI/V4sWLX4qNiIiIiIiIiIiUjzR75Y4q1OnDgQCAQQCARwcHKSSZxkZGUhKSkLPnj1/WM/IkSNlej6BQIDQ0NCfCZGIiIiIiIiIiIqADJGiI8i7n0qczZgxA2KxGDNmzMDo0aOhoaEhOaaiogIjIyNYW1v/sJ7Hjx//fKRERERERERERPTLSBP9+pmzn0qcderUCQBQoUIF2NjYcPJ+IiIiIiIiIiLKUXEYqimU56RSpUrh2bNnksdnzpzBiBEjsGLFCqSmpspUR1BQENq0aYOEhIRsx+Lj49G2bVvcvHlTnvCIiIiIiIiIiEjBMkSybUWZXIkzV1dXvHz5EgDw5s0bjB8/HiVLlsTJkyexdOlSmerYunUrunfvjtKlS2c7pqGhgR49emDLli3yhEdERERERERERAqWJhLJtBVlciXOXr58CQsLCwDAiRMnYGdnh+XLl2PhwoUICAiQqY6wsDA0btw41+MNGzZESEiIPOEREREREREREZGCicSybUWZXJOUicViiP4/IxgUFIRmzZoBAMqXL49Pnz7JVEdUVNR350hTVlZGTEyMPOEREREREREREZGCZRT1rJgM5OpxVrNmTaxbtw5+fn64efOmJHEWHh4OPT09meowMDDAkydPcj0eFhYGfX19ecIjIiIiIiIiIiIFSxOJZdoKyrp169CzZ0/UqlULtra2ctUhV+JsxowZePToEebOnQsXFxcYGxsDAE6dOgVra2uZ6mjatClWr16NL1++ZDuWkpICDw8PNG/eXJ7wiIiIiIiIiIhIwURisUxbQUlLS0OrVq3g5OQkdx1yDdU0NzfH0aNHs+2fMmUKhELZcnHDhw9HQEAAHBwc0Lt3b1SpUgUA8Pz5c+zcuRMZGRlwcXGRJzwiIiIiIiIiIlIwRQ/VHDNmDADg4MGDctchV+IsNyVKlJC5rJ6eHnbv3o05c+ZgxYoVEP9/hlEgEKBRo0ZwdXWVedgnEREREREREREVLQU5DLOwyN3jTCAQ5Ho8NDRUpnqMjIywceNGxMbG4tWrVwAAY2NjaGlpyRMWEREREREREREVEbIOw0xNTUVqaqrUPlVVVaiqqhZEWD9FrsSZp6en1OP09HSEhobi0KFDGD169E/Xp6WlBSsrK3lCydGgV3fzrS4qHtL01RQdAhUxbCcoK0u2EfSN4MgURYdARYyPsWzz+NLvge8j6Fs2CfcVHQIVNX80U3QERYJIxh5n3t7e2XJNo0aNyjHHtGzZMmzcuPG79fn7+8PExET2QL9DrsRZy5Yts+1r1aoVTE1N4e/vj27duuU5MCIiIiIiIiIi+nXJOlRz2LBhGDhwoNS+3HqbOTs7o1OnTt+tr2LFirIFKIN8neOsdu3acHV1zc8qiYiIiIiIiIjoF5Qh41DNnxmWqaOjAx0dnbyE9VNkWwJTBikpKfD19UXZsmVlKp+WloYlS5bgr7/+QteuXbF//36p41FRUbCwsMiv8IiIiIiIiIiIqBCJRGKZtoLy7t07hIaG4t27d8jIyEBoaChCQ0ORmJgocx1y9TirU6eO1OIAYrEYiYmJUFNTw9KlS2WqY/369Th8+DCcnZ0RFxeHRYsW4cGDB3B3d5eql4iIiIiIiIiIfj2KXlVzzZo1OHTokOSxo6MjAMDX1xd169aVqQ65EmfTp0+XSpwJBALo6OigVq1aMq+IefToUcybNw/NmzcHAHTu3BlDhgzB9OnTsWDBAkm9RERERERERET065F1qGZBWbRoERYtWpSnOuRKnHXu3DlPTwoAERERqFatmuSxsbExtm3bhn79+mHy5MmYPHlynp+DiIiIiIiIiIgUI0PBPc7yg8yJs8ePH8tcqbm5+Q/L6Onp4c2bN6hQoYJkn4GBAXx9fdGvXz9Mnz5d5ucjIiIiIiIiIqKiJTVdpOgQ8kzmxJmjoyMEAsEP5x0TCAQIDQ39YX316tXD0aNHUb9+fan9mcmzvn37yhoaEREREREREREVMb9Vj7PAwMB8feIRI0bg+fPnOR4zMDDAtm3bcPXq1Xx9TiIiIiIiIiIiKhy/VeLMyMhI8n9vb2/o6uqia9euUmX279+PmJgYDB06VKb6stb5LQMDA3Tq1EnW8IiIiIiIiIiIqAgpDkM1hfKctGfPHlStWjXb/mrVqmH37t15DoqIiIiIiIiIiH5tGSKxTFtRJteqmpGRkdDX18+2X0dHB5GRkXkOioiIiIiIiIiIfm1FPSkmC7kSZ+XLl8edO3dQsWJFqf23b99G2bJl8yUwIiIiIiIiIiL6dX0pBkM15UqcdevWDQsWLEB6ejrq1asHAAgKCsLSpUvh7Owscz0ZGRm4c+cOzMzMoKmpKU8oRERERERERERUBP22Pc4GDx6Mz58/w83NDWlpaQCAEiVKYPDgwRg2bJjM9SgpKcHZ2Rn+/v5MnBERERERERERFSO/beJMIBBg8uTJGDFiBJ49ewY1NTVUrlwZqqqqP11XtWrVEB4enm3YJxERERERERER/bpSM37ToZqZSpUqBSsrqzwFMG7cOCxevBhjx45FjRo1oK6uLnW8dOnSeaqfiIiIiIiIiIgK32/b4yw/DR06FAAwfPhwCAQCyX6xWAyBQIDQ0FBFhUZERERERERERHJi4iwf+Pr6KjoEIiIiIiIiIiLKZ6npGYoOIc8Unjizs7NTdAhERERERERERJTPikOPM6GiAwCAW7duYdKkSejZsyciIiIAAH5+frh165aCIyMiIiIiIiIiInmki8QybUWZwhNnp06dwqBBg6CmpoaQkBCkpqYCABISEuDt7a3g6IiIiIiIiIiISB6p6SKZtqJM4YmzdevWwc3NDfPmzYOy8n8jR21sbPDo0SMFRkZERERERERERPLKEIll2ooyhc9x9uLFC9ja2mbbr6Ghgbi4OAVEREREREREREREeVXUk2KyUHjiTE9PD69fv0aFChWk9t++fRsVK1ZUUFRERERERERERJQX6UV8GKYsFJ446969O+bPn48FCxZAIBAgIiICd+/exeLFizFixAhFh1fkiMViHNi6EedOHEZSQgKq17DEwDFTUK5Cpe+eFxP1Ebv/txYPbgThy5cvMDCsgKGTZqGqmQUAoM9f9XI8r+eQUWjXvU++Xwflj927d2Pr1q2Iio5G9erVMW3qVFhaWuZaPiAgAGu9vPDu3TtUqlQJ48aORePGjSXHxWIxvNatw8GDBxEfH4/atWtj5owZMDY2LozLoXzANoKyYhtB32IbQZmauPRBk+G9oVv565fX70Oe4Lj7GoScPJ/rOTZd26DD3InQrVwBH5+8wKGpi/DwhHT59m7j0WiIE0qW0cSzK7ewa/gsfHz6suAuhPId2wnKaqf/OWzyO42oz7Ewq1wBMwf3hFX1KrmWj0tMwurtfjh9/S5i45NgqK+DaYO6o+mfX99/tBw6A+8io7Od59SqKf4Z1qvAroMUR1QMepwJxGKxQq9CLBZj/fr12LBhA5KTkwEAqqqqcHZ2xrhx4+Sq8+brT/kYYdFydLcvju72xbAprtAvVx77t2zAmxfPsNhnF1RVS+R4TmJ8HGYO7weLWn+iZfvO0NDSRsTbNyhraAQDw69vlj7HSDde928E4X8r5mP51v0oW96owK+roFnqqyk6hHx38tQpzJo1C7NmzoSlpSV27NiBgNOncfjwYejq6GQrf+/ePTgPGoQxo0ejSZMm8D9xAps3b8bu3btRzdQUALBp82Zs8vHB3LlzYWRkhLVeXnjy5AkOHTyIEiVyvr9+VcGRKYoOoUCwjZAP2wi2Ed9iG/EfthFf+RhbKzqEfGXZrgXEGRn4+OQlIBCgfv8u+GvyUMy3bov3j55kK1+1vg0mXtwLv+lLEHwsEHV6dYTDVBcssGmHdyH/AgD+nuKCVtNHYGv/iYh68QYd5k6EoaUZ3P74C+lfvhTyFRasQa/uKjqEAsN2Qj42CfcVHUK+O3H5Jqat3oLZLr1gVb0Kth0NxKmrd3Dc0w26ZTSzlU9NS0efGUugo6WBoV1aw0C3DN59jIFGqZIwr/J1NFlMbDwyRP/1QHry+h0Gz1mFLXMnwK6mWaFdW2FQ+qOZokMoEpqtvCBTufPjm+b7c4eHh8PLywvXrl1DVFQUypYtiw4dOsDFxQWqqqoy16PwxQEEAgGGDx+O69ev49ixY9i7dy+CgoLkTpoVZ2KxGCcP7UHH3gPxZ4MmqFS1Glymzsbn6CjcvnIx1/OO7tkGHX0DDJv8D0zMa6BseUNY2taV/BEDgDI6ulLbnaCLsKj1Z7H4I1Zcbdu2DZ07d4ajoyNMTEwwa9YsqKmpwc/PL8fyO3buRIMGDTBgwABUrVoVo0aOhIWFBXbv3g3g6/21Y8cODBkyBM2bN0f16tUxb+5cREZG4uy5c4V4ZSQvthGUFdsI+hbbCMoq+FggHp44j49PX+Ljkxc4PGsZviQkoUq9nBOE9mOdEXLyAk4v24APj5/hqOsKvL4Tgmaj+kvKtBjnjBPzPHD/yGm8DX6Mzf0moIyhAWo7/l1Yl0V5xHaCstpy5Ay6/dUInVs0hGlFQ8x26Q21Eqo4GHg1x/IHA68gNj4RHtNGwMbCFEZl9VCnZnVJ0gwAdLQ0oK+tJdku3HqAiuX0UadG9cK6LCpkGekimbaC8Pz5c4jFYri7u+P48eOYPn06du/ejZUrV/5UPQpPnE2fPh0JCQlQVVWFqakprKysUKpUKSQlJWH69OmKDq9IifzwDrEx0ahpXUeyT71UaZiY18CTR8G5nncn6BKqVrfAGvcZGNGtNWa69MM5f79cy8d+isa961fQrHX7/Ayf8lFaWhpCQ0NRr25dyT6hUIh6deviwYMHOZ7z4MEDqfIA0KB+fUn5t2/fIioqCnWzlNHQ0IClpSUe3C9+36AVR2wjKBPbCMoJ2wjKjUAohG2P9lAtVRIvgu7kWKZqfWs8PnNFat+jUxdRtb4NAECvSkVolS+L0CxlUuLi8eL6PUkZKvrYTlCm1LR0PHr2GvVqWUj2CYVC1Lcyx72w5zmec+7mA9Qyq4p5G3ai8YBJ6DDGDd77/ZGRkXNSJDUtHUcvXEfnFg0gEAgK5DpI8cQi2baC0KRJEyxcuBCNGjVCxYoV0aJFCzg7OyMgIOCn6lF44szPzw9fcui6nZKSgsOHDysgoqIrs3uzprb0EBtNbR3Efso+TjxT5Pt3CDx6EAZGFTFl4Sq0aN8ZvmtX4mLA8RzLXwrwh5p6Kdg2apZvsVP++vTpEzIyMqCrqyu1X1dXF1FRUTmeExUV9d3ymf9mK6Ojg6jo3O8vKjrYRlAmthGUE7YR9C3DmmZYFR8Czy//otf6+fDuNAzvQ5/mWFaznD7iIqTbj/iISGiW05McB4C4iMgcyugXQPRUENhOUKbP8QnIEImgp6UhtV+3jCaiPsfmeE54RCQCgu4gQyTG+n9GY3j3Nthy+AzW78/5Pgi8cQ/xicnoZN8g3+OnokMsFsu0FZb4+HhoaWn91DkKWxwgISFB8gIlJiZKzY2SkZGBixcvQieHOVh+J1cCT2LTqsWSx5PmLZerHpFYhKrVLdBj0HAAQGVTM4S/fIazxw6hyd9ts5W/cOoYGtj/nescBkRUNLCNIKLvYRtBPxIR9hzza7dBSS0N2HRtg/5bl2NF0x65Js+o+GE7QflJJBJDR0sDbsP7QElJiBomxoiI/oxNhwMwskf23oUHz1xBY5saKKtTpvCDpUIj6zDM1NRUpKamSu1TVVX9qbnIfuTVq1fYvn07pk6d+lPnKSxxZmtrC4FAAIFAAAcHh2zHBQIBRo8erYDIig6b+o1hYl5D8jg9LQ0AEPcpBtq6epL9cZ9iUMmkWq71lNHRg2GlylL7DCtVxs1L57OVfRx8D+/fvMKomfPyFDsVLG1tbSgpKSH6m14e0dHR0NPTy/EcPT2975bP/Dc6Ohr6+v99MxwdEwOz6pxzoChiG0G5YRtBANsI+rGMtDREPnsFAHh95yGM61ih+Vhn7HSZka1s3IdIaBpItx8aBvqI+xAlOQ4Amgb6kv9nlgm/96igLoHyiO0E5aaMRmkoCYWIio2X2h/9OQ56ZXLuraOvrQVlZSUoKf03sK1qhfKI+hSH1LR0qKr8l354+zEaQQ9CsXqKS8FcABUZYhlX1fT29oanp6fUvlGjRuWYF1q2bBk2btz43fr8/f1hYmIieRwREYHBgwejVatW6N69u0wxZVJY4szX1xdisRj9+/eHh4eHVFc5FRUVGBoawsDAQFHhFQkl1UuhpHopyWOxWAwtHV2E3L0JY9OvH1KSEhPx7HEIWrTvnGs91WtY4X34a6l9H8LfQM+gXLayF04cQZVq5jD+zh9GUjwVFRVYWFjg+o0bsLe3BwCIRCJcv3EDPXv2zPEcKysrXL9xA336/Lfc97Vr12BlZQUAMDIygp6eHq7fuAFzc3MAX3uGBgcHo1u3bgV8RSQPthGUG7YRBLCNoJ8nEAqhUiLnb/afB92FeYsGOLt6k2SfxV+N8Pz/50SLevEGse8/wrxFA4Tf/5ooU9MojSp1a+Piuu0FHzzJhe0E5UZVRRl/mFTCtQehaFm3NoCv7yWuBT9Gr9bNczzH2sIExy/ehEgkglD4NXn26l0E9LW1pJJmAHDo7FXoaGmgqa1lgV4HKZ5IxmGYw4YNw8CBA6X25dbbzNnZGZ06dfpufRUr/rcoRUREBPr16wdra2vMnTtXpniyUtgcZ3Z2dqhbty4CAwPRsmVL2NnZSTZra+vfPmmWE4FAgFadesBv5xbcvnoRb148hfcSN5TR1cOfDZtIyi2YPAoBfvskj1t16YlnoQ9xeOcWfHj7BlfPnsI5fz+07NBFqv6kxETcuHQWzVp3KLRrIvn17dsXBw8exJEjR/D8+XPMmz8fycnJcOzYEQAwc9YsrF6zRlK+d69euHr1Krb6+uLFixdYt24dQh49knyIFggE6N27NzZu3Ijz58/jyZMnmDVrFvT19WHfPOc/jlS0sI2grNhG0LfYRlBWjgumwLSxHXSNK8CwphkcF0xB9Wb1cGOHHwBgwNblcFwwRVL+7OpNqNGqKVpOGAwDMxO0mz0OxraWOO+5VVImcNUmtJ41GlbtW8KwphkG+K7A53cRuOf3c5Mwk+KwnaCsBnRoif2nL8PvbBCevXkPN++dSE5JRacWX+ckm7Z6M1ZsOyQp37NVU8QmJGKBzx68fBuBC7eCseHACTi1biZVr0gkwqGzV+HYrD6UlZQK85JIAUTpIpk2VVVVlC5dWmrLLXGmo6MDExOT726Z52YmzWrUqIGFCxdKkro/Q2E9zjI9e/YM79+/h62tLQBgx44d2Lt3L0xNTeHq6vrTk7YVd+169MWXlBRsWrUISQkJqF7TClMWrpKaH+Dj+3DEx32WPDYx+wPj5izGHp918Nu+CfrlyqPP8HFo2KKVVN3Xzp+GWCxGfXsuGf4raOXggE+fPsFr3TpERUXBzMwMXl5ekom7P7x/D2GW1Wlq166NhQsWwHPtWnh4eKBSpUpYtXIlqpmaSsoMHDAAycnJcJ87F/Hx8bC2toaXl5fUHIRUtLGNoExsIygnbCMok0ZZXQz0XQHN8vpIjo3H2weP4eHQD6FnLgMAdCoZSQ2veR50Bz69xqLDvInouGAyPj55ifWOQ/Eu5F9JmYAl61GiVEn03rAQ6mU08fTyTXi06o/0HBYCo6KL7QRlat2oDmLiEuCx+wiiPsXBvEoFeLuOgV4ZTQDA+8gYqfcS5fV0sNF1DBZt3gfH8e4w0CmDPu3sMbiT9H0Q9OAx3kfGoHOLhoV6PaQYIhmHahaEiIgI9O3bF4aGhpg6dSpiYmIkx7JOPfIjAnFhLl+Qg/bt22PSpElo2rQpwsLC0KVLFzg7O+P69euoWrUqFi5c+NN13nz9qQAipV+Zpb6aokOgIiY4MkXRIVARwjaCvsU2gr7lY2yt6BCoCBn06q6iQ6AixibhvqJDoCJG6Y9mig6hSKg9w1+mcvcWtMn35z548CCmT5+e47GwsDCZ61F4j7Pw8HDJhG0BAQGwt7fHhAkTEBISgqFDhyo4OiIiIiIiIiIikkdGuuL6anXu3BmdO+c+P6OsFDbHWSYVFRWkpHz9Vvfq1ato2PBrd00tLS0kJCQoMjQiIiIiIiIiIpKTWCSWaSvKFN7jzMbGBgsXLoSNjQ2Cg4OxatUqAMDLly9Rrlz2VViIiIiIiIiIiKjoK+pJMVkovMeZq6srlJWVcerUKcyePVuymubFixfRuHFjBUdHRERERERERETyyMgQybQVZQrvcWZoaAhvb+9s+2fMmKGAaIiIiIiIiIiIKD8Uhx5nCk+cvXv37rvHDQ0NCykSIiIiIiIiIiLKLyImzvLO3t4eAoEg1+OhoaGFGA0REREREREREeUHUREfhikLhSfO/Pz8pB6npaUhNDQUmzdvxvjx4xUTFBERERERERER5Ql7nOUDc3PzbPssLS1RtmxZ+Pj44O+//1ZAVERERERERERElBdiUYaiQ8gzhSfOclOlShUEBwcrOgwiIiIiIiIiIpKDKD1V0SHkmcITZwkJCVKPxWIxPn78CE9PTxgbGysoKiIiIiIiIiIiygtxBnuc5ZmtrW22xQHEYjHKly+PFStWKCgqIiIiIiIiIiLKCw7VzAe+vr5Sj4VCIbS1tWFsbAxlZYWHR0REREREREREcuBQzXxgZ2en6BCIiIiIiIiIiCifsceZnAIDA2Uu26JFiwKMhIiIiIiIiIiICgITZ3IaOXKkTOUEAgFCQ0MLOBoiIiIiIiIiIspvGRyqKZ/Hjx8r4mmJiIiIiIiIiKiQsMcZERERERERERFRDsQZv37iTKioJw4KCkKbNm2QkJCQ7Vh8fDzatm2LmzdvKiAyIiIiIiIiIiLKK1F6qkxbUaawxNnWrVvRvXt3lC5dOtsxDQ0N9OjRA1u2bCn8wIiIiIiIiIiIKM/EogyZtqJMYYmzsLAwNG7cONfjDRs2REhISCFGRERERERERERE+UUsEsm0FWUKm+MsKioKysq5P72ysjJiYmIKMSIiIiIiIiIiIsovRX0YpiwUljgzMDDAkydPYGxsnOPxsLAw6OvrF3JURERERERERESUH0QKHobp4uKCx48fIzo6GlpaWqhfvz4mTZoEAwMDmetQ2FDNpk2bYvXq1fjy5Uu2YykpKfDw8EDz5s0VEBkREREREREREeWVOCNDpq2g1KtXD6tWrcLJkyexZs0avHnzBmPHjv2pOhTW42z48OEICAiAg4MDevfujSpVqgAAnj9/jp07dyIjIwMuLi6KCo+IiIiIiIiIiPJA0UM1BwwYIPm/kZERhgwZgpEjRyItLQ0qKioy1aGwxJmenh52796NOXPmYMWKFRCLxQAAgUCARo0awdXVFXp6eooKj4iIiIiIiIiI8qAorZj5+fNnHD16FNbW1jInzQAFJs6Ar9m+jRs3IjY2Fq9evQIAGBsbQ0tLS5FhERERERERERFRHsmaOEtNTUVqqnTvNFVVVaiqquY5hqVLl2LHjh1ITk5G7dq1sX79+p86XyDO7OpFRERERERERERUyDw8PODp6Sm1b9SoURg9enS2ssuWLcPGjRu/W5+/vz9MTEwAADExMYiNjcW7d+/g6ekJDQ0NeHt7QyAQyBQbE2dERERERERERKQwP9PjLCYmBp8+ffpufRUrVszx3A8fPqBp06bYvXs3rK2tZYpNoUM1iYiIiIiIiIjo9/YzwzJ1dHSgo6Mj1/OIRCIAyJak+x4mzoiIiIiIiIiIqFi5f/8+goOD8eeff0JTUxOvX7/G6tWrUalSJZl7mwFMnBERERERERERUTGjpqaGgIAAeHh4ICkpCfr6+mjcuDFGjBjxU4sOcI4zIiIiIiIiIiKiHAgVHQAREREREREREVFRxMQZERERERERERFRDpg4IyIiIiIiIiIiygETZ0RERERERERERDlg4oyIiIiIiIiIiCgHTJwRERERERGRhFgsVnQIVMTwnqDfGRNnv5CsjZVIJFJgJERUVC1evBguLi58c0NERDIRi8XIyMhQdBhURGS+fxAIBACAN2/e8D0FQSQSSe6J9PR0BUdDVPiYOPtFiMViSWO1ZcsWBAYGIjU1VcFRkaJ9+0aGb2x+b6mpqdDV1cXHjx8xY8YM3g/Ee4Cy4T1B3/ry5QuUlJQAAMHBwUhMTFRwRKQomZ83Mr+g37RpE+bNm6fgqEjRrly5go8fPwIAli9fjmXLlik4IqLCp6zoAOjHRCIRhMKvOc64uDjs3LkTQqEQqqqqaNCgAVRUVBQcISlC1vvi3bt30NTUROnSpRUcFSmSqqoq+vTpg1KlSuHw4cOYNm0aFi9erOiwSEG+bSNEIhFKlCgBfX19ANJfyNDvIes9AUh/SM66n34fQUFB2LBhAzZv3oz58+fj9u3b2LJli6LDIgVYsWIFypQpgwEDBkjag+TkZFSrVg0CgYB/M35TSUlJcHNzQ8mSJVGjRg2cOnUKu3fvVnRYRIWOibNfQOYfr0WLFuHFixcoX748wsLCMHPmTMyfP5/Js99U5n2xcuVKnDt3DrGxsejXrx/s7e1RpUoVBUdHhS3zg6+amhoqVKiAGjVqYN++fShZsiRmz57NN7u/GbFYLGkjVq9ejaCgILx+/RqWlpaoVasWRowYwXviN5R5T/j6+uLRo0coXbo0OnbsCEtLSybPfkNisRiRkZFITk5Gq1atEBMTgwMHDkBTU1PRoVEhS0pKQkhICJKSkqCuro4uXbpARUUFkZGRKFWqFADwb8ZvSl1dHf7+/rCzs8OrV6+wZs0aVKtWTdFhERU6vkP6RRw6dAj79+/H2LFjsXz5chw/fhx//PEHpk2bhitXrnDY5m/qxIkTOHLkCIYPHw4HBwccPHgQPj4+CAsLU3RoVMgyP/AuXLgQK1euRGJiIoyNjREQEMBhm7+hzA84np6e2LlzJ0aPHo2tW7eidOnSWLNmDZ48eaLgCKkwZZ0XddWqVfDy8kJycjIePnwIZ2dnXL16FUKhkPOn/mYEAgE6dOgAIyMjvHz5EtWrV0f58uUBgHOe/UbEYjHU1dWxYsUKGBoaws/PD/v37wfwdRjv9+az4nuL4ivr34Po6GioqKhAR0cHHh4eCA8PlxzjPUC/CybOfhGRkZGwsLBA9erVoaurC11dXWzYsAEWFhZwd3fH1atXmTz7DXz7oUYgEKBXr15o3bo1ZsyYgSFDhuDRo0fYunUrk2e/iawfbi5fvozDhw9j1qxZWLRoEQ4cOIABAwbg4cOHmDlzpgKjJEWIiYnB7du3sXDhQjRs2BDv37/HuXPnMHfuXFSrVo1/M34jWYfsCgQCeHt7Y/Xq1Vi2bBkcHBwwePBgJs9+I5kfdDMyMvDlyxfUq1cPkyZNglgsxogRIxAbGwslJSWkpaUpOFIqDJnDtbW0tODq6gojIyMcOnQIBw4cgLKyMnR1dfH06VM8e/YML168wKtXr3D9+nWkpaWxF1oxlbUH8p07d6ClpYXr16/jyJEjSE5OxtixYyXJs8x7gO0FFXdMnBVxmW9ukpOT8fbtWygrK0MgEODLly8AgP79++Pdu3eYN28erl69ykarGMs69Grfvn1YtmwZTpw4AWXl/0ZcOzo6ol+/fnj8+DG2bduGkJAQRYVLBWzmzJkICQmBkpKSJHkWHR2NEiVKwNTUFMDXOc+cnJzQtGlT+Pv7Y+7cufxmsBj79mcrFAoRHh4OQ0NDnD9/HmPHjsXkyZPRrVs3pKamYt++fQgODlZQtFTYAgICYG9vj5MnT0JDQwMAUKFCBYwZMwZdunTB0KFDERQUBKFQyHaiGMu6Ml5GRgZEIhG6deuGwYMHo3fv3oiNjcXkyZMRFxcnmQbk2rVrSEpKUmTYVEAyf9czf++1tLTwzz//wNDQEHv37sXx48exYsUKTJo0CX379kX37t3Rp08fbNy4Uer9JxUfWZNmK1aswLx58xAQEID4+HiULl0aPj4+SElJwfjx4/Hq1SukpqZi4sSJWL9+vYIjJypYTJwVMTn1KAKAHj16ID09Hf/88w8AoESJEgCAkiVLYsCAATA1NcXUqVOZPCumsr7RXblyJRYsWID79+/jwoUL2LNnDx48eCAp6+joiP79++Py5cu4fPmyokKmAvT27Vu8fPkSI0aMQFhYmGQ1NCMjI6irq0slTDU0NNC9e3eULl0ahw4dwtq1axUVNhWgrG1EQkICxGIxVFVVUalSJezYsQNTpkzBlClT4OTkBODrPXT58mXJKllU/BkZGaFdu3Z48+YNPn/+DODrh+ayZcti9OjR6Ny5MwYOHIjg4GD2Iimmsn4g3rBhA0aOHAkHBwfMmzcPt27dQps2bdCvXz8kJiZi9OjRePz4MQYNGoQNGzagZMmSCo6e8lvWvxtfvnyRfAlXpkwZzJ49G5UqVUKVKlUwYMAAbN26FQEBAdi/fz8OHz4Mb29vyYIBVLxkthFr1qzB/v37MWnSJLRs2VLyhYuBgQE2b96MpKQkODk5oVu3bggJCYGLi4siwyYqcAIxW7wiI+sbGj8/P4SGhkIoFMLCwgIdOnTAvn37sGnTJvzxxx+YOHEi4uPjsWzZMlSuXBkzZ87EmDFjEBAQgP/9739o1KiRgq+GCsK///6Lffv2oX379rCyssKZM2ewfft2qKmpYcSIEbCyspKUvXjxIho2bChJqlDxEhYWBg8PD9y/fx//+9//YGZmhoiICAwdOhSVKlXCuHHjYGJiAgB49uwZVq5ciTZt2qBVq1acALyYyfq3Y/369Xjz5g2cnZ1hYmKCXbt2wc3NDe3atcOSJUsgFAoRHx+PiRMnIiUlBZs3b2YbUQzlNtH/48ePsWrVKty9exdbtmyBhYWFZKW8Dx8+4MiRI3B2dmZPkmJu5cqVknlzjYyMMGXKFJiYmGDVqlXQ0tJCYGAgNm/ejDdv3sDY2BhbtmyBiooKV1UsRrK2EZs2bcK9e/cQHh6OLl26oH79+qhatSo+ffoEd3d3vH//Hl26dEGnTp2k2oaMjAz+/SimXrx4gdGjR2Pq1Klo3LgxYmJi8OHDB1y9ehUVK1aEg4MDAGDjxo1QU1ODk5MTlJWVkZ6ezr8fVGwxcVYELVmyBMeOHUPjxo2hrq6Obdu2Ydq0aejRowcCAwPh6emJyMhIaGhoQEdHBzt27JB8Ezh58mSMGDGCqyoWQ6dPn4a7uzu0tbWxceNGGBgYSPbv3LkTJUqUwMiRI2FpaSl1Ht/YFC9ZP7g8fvxYkjzbuHEjLCws8OjRIwwZMgQ1a9ZEgwYNYGZmBm9vb2hoaGD16tUQCAS8J4qpZcuWwc/PD+PGjUPjxo0lbcTatWvh5eUFe3t7iEQixMbGIjY2FgcPHoSKigpXUyxmsv48Hz58KNlfs2ZNAF/bDU9PT9y7d0/SbnybEOGHn+Lr2bNnGDduHGbOnIl69erh/v376N27N9zc3NClSxdJuYSEBLx+/Rrm5uYQCoW8J4qp5cuXY9++fXBxcUFkZCSCgoJgbGwMFxcXmJmZ4dOnT5g3bx4ePnyIyZMno2XLlooOmQpBREQEXFxc0LNnT5iYmODAgQN4+PAhBAIBnj9/jtmzZ6Nbt25S5/C9JRV3TJwVMZcuXcLs2bOxbNky2NjY4NSpUxg/fjxcXV3Rs2dPSbnr16+jZMmSqFGjBpSUlJCSkgI1NTUFRk75LfPDT+YHmvPnz2Pfvn24cuUKNm/eDGtra0nZM2fOYPfu3YiPj8eCBQskPY2oeMm8F75Nnq1evRrBwcHYsGED/vjjDzx+/Bhr167Fv//+CwDQ09OT9BhgkqR4unXrFiZPnoylS5fC1tYWgHSS1d/fH/fv30diYiJMTU3Rp08ffjtcDGX9ma9atQonT55EamoqlJWV0bFjR4wcORLA13bDy8sL9+7dg6enp1RvZSrenj9/jgkTJsDPzw+nTp3CtGnTJMO4k5KScPXqVdjZ2UFTU1NyDj8QF08nTpzAypUrsWLFCtSsWRPXrl2T9FY2NjbGuHHjYGpqiujoaOzYsQMjR47kfVAM5fS+8NOnT5g9ezbevXuHkJAQ9OnTB40aNcKff/6JcePGwdbWlkMz6bfDd8sK9m1j9fHjR1SpUgU2NjYICAjAtGnTMHv2bPTo0QPx8fEICwuDra0t6tatKzknIyODSbNiKPO+uHjxIpo2bYpmzZpBXV0dKSkpcHV1xdy5c1G7dm0AQMuWLZGSkoIHDx6wt2ExlbWtiImJQXx8PCpXrgxzc3PMmDED8+fPx9ChQ+Ht7Y0aNWpg4cKFSE9PR1xcHCpUqMAeA8Xcp0+foK6uDnNz82x/VzIyMtCmTRu0adNG6pyMjAzeD8VMZtJs7dq12Lt3L1avXo2qVati/fr18PDwQHJyMiZNmgRzc3OMGDEC8+fPh5eXFyd1LqaytgWZyS+BQICoqCh4enpi69atmDx5smTuwydPnmD37t0oV66cpIciACZLiqnSpUujbdu2qFmzJgIDAzF9+nTMmTMHQqEQCxYsgFAoxNChQ1GzZk2MGTMGAJOoxU3WNuLZs2dQUlKCmpoaypUrB1dXV7x9+xYCgUDqy5X4+HjJXNtEvxP2OCsiDh06BAsLC4SHh+PIkSOwt7eHm5ub1GTO586dw7lz5zB69Gjo6+srOGIqDE+ePEH79u3RuXNnLFiwAAAQFBSEHTt24O3bt5gzZw5q1aqV7Tz2KipesvYiWbNmDa5cuYInT56gXr16qFOnDgYMGIDnz59j5cqVkmGb5ubmUnXwnije/P39MX36dJw4cQKGhoZSPVavXLmCcuXKSVZbpeLtyZMnWLRoEQYOHIhGjRrh/PnzmDx5Mpo3b47jx49j0KBBmDBhAgDg1atXqFixItuGYihrm3/gwAF8+fIFjo6OUFdXx9KlS7F161Y4OTlh5syZAIDU1FRJcsTLy4v3RDGT0/x0qampiI+Ph7KyMoYNGwZ7e3sMHToU6enp6NChA1JSUtCuXTtMmDCB89sVQ1l/ph4eHvD390dGRgYSEhKwYMECNGvWTFI2KSkJkZGRmDt3LqKiorB//35+8Ua/Hf5VVJDU1FTJ/318fLB8+XIIhUKUKVMGjx49wqxZszB27FhJ0iw5ORk7d+6EWCyGnp6eosKmQlapUiUsXrwYJ0+elKyoWr9+ffTq1QsVKlSAu7s7bt26le08vuEtXjLf2Hh5eWHXrl0YNmwYjh8/jvj4eGzfvh3Pnz+HiYkJxowZg1q1asHR0RGvX7+WqoP3RPGQdeXlrN97/fHHHzAxMcH69evx9u1byc87NTUV3t7eOHv2bKHHSopRvnx5NGnSBNbW1rh58yZcXV0xYcIELFy4EK1atcKGDRswZ84cAICxsTGEQmG2Fb3p1yYWiyVtwJIlS7Bq1SqoqKggNjYWANC+fXu0aNECR44cwdq1a7F69WoMGzYM4eHh8PDw4D1RzGRdPTMyMhIvXryAWCyGiooKdHV1ERUVhffv38PCwgIA8OHDB1hYWGDMmDEYN24cADBpVsxkvSc8PDywe/duTJs2Ddu2bUPt2rUxfvx4HDp0CMDX9uTQoUNwd3fHly9fsG/fPigrK0tWYSX6XTBVXMjGjh2L6dOno1y5cgC+zjXx4cMHuLq6onr16gAAZ2dnuLu7IzY2FhcuXEDJkiWxfv16REdHY926ddnmOKLiq0SJEpJVEGfNmgUAmDt3Lho0aACBQAAvLy8cOHBAMqcRFU9isRjR0dG4dOkS3N3dYW9vj2vXriE4OBgzZ86EiYkJRCIRqlevjlGjRqFKlSowMjJSdNiUz7J+GN67dy9ev36NkiVLol+/fqhcuTI6dOgAf39/LFiwAN27d0dqaqpk7kNnZ2cFR08FIaeepKVLl0aPHj2gpqaGU6dOoWHDhujUqROUlJRgaGiIBg0a4OXLl1LnMrFevGS+P9yxYweOHDkCLy8vqaFW5ubmmDlzJvbt2wd/f39UrFgRJiYm2LhxI+c+LGay/t1YvXo1Ll++jGfPnsHOzg5WVlYYPHgwVFVVYWBggLNnz0IkEmHHjh0QCoXo2LEjBAIBe6wXI9euXUO9evUkP89Hjx7hxo0bWLx4MRo1aoTAwEDcunULNjY2mDVrFgQCARwdHdG6dWsYGBigefPmUFJSYhtBvyXe8YVo9OjReP78OXR0dAB8neC/f//+0NLSQv369SXlevXqhaSkJJw+fRo+Pj74448/oKWlJekWy/kFirdNmzbh06dPmDhxIoCvybO///4bYrEYM2bMQIkSJTBr1izUr18fpUuXRo0aNRQcMRU0gUAAVVVVpKam4s8//0RgYCAmTZqEqVOnolu3bvjy5QuOHz+O2rVrw9zcXDJMk21F8fHtcN1NmzahYcOGuHDhAi5evIjZs2djwIAB0NbWxokTJzBixAiYmZlBT09P6tth3g/FR9YPs+fOncPbt2+hrKwMOzs7VK1aFV++fMHjx49hYGAANTU1pKSk4MWLF+jSpQvatm2brQ4qPjJ7o96/fx+tW7eGlZUVXrx4gQcPHmDv3r0Qi8WYPXs2Ro4ciQEDBqBUqVKSczn3YfGS+Xdj3bp12L17NxYuXIiaNWti0qRJOHDgAFq2bInq1avj77//hr+/P86dO4cKFSpg8+bNki/q2UYUDxs2bICfnx+GDBmCTp06AQBKlSqFv/76Cw0bNsS1a9cwe/ZsjBkzBn369IGzszPmzZuHxMRE9O7dW7KiqkgkYhtBvyXe9YXk/fv3+PfffzFt2jSoqqrizJkzaNmyJVxcXLB+/Xo8ePAAdnZ2KF26NABg8ODB6Ny5Mz5//gwNDQ3o6elBIBAww1/MffnyBUlJSdi2bRvU1dUxfPhwAF+TZw4ODggKCsL27dsRGxuLpUuXwtLSEgA//BQ3ufUoTUhIwLx583D58mWpCZ3Dw8Nx9OhRaGtro2rVqpLyTJIUH5n3Q3h4OB4/fgxfX19YWVkhPj4evXr1wuzZs+Hq6oqOHTuiY8eOePXqFTQ1NVGmTBn+7Simsg7FO3XqFMqXLw9NTU24u7vD19cXtra2cHR0hKurK5KSkhAREYGMjAw4ODgAAD8QFzNZ3wekp6dDRUUF2trauHnzJry8vHD58mVoamrC1NQU7969w/Dhw3H8+HGpxaXEYjH/bhQzYrEYnz59wuXLlzF79mw0a9YMQUFBuH//PmbMmCEZ7TJ48GB07NgRiYmJqFSpEhcUKobat2+P4OBgHDx4EGKxGJ07d4axsTE6dOgAgUCAgwcPokWLFpL3lgYGBihbtiyOHz+OXr16Sd6H8O8G/a7YGhaSEiVKwNjYGCdPnoS/vz/u3LkDGxsbjBs3DsnJyfjf//6HypUro3Xr1pKVSnR0dCS90wBm+IujbxMkJUqUQM+ePVGqVCmsXbsWIpEII0eOlBwzNjZGkyZN8OnTJw6zKaZSU1OhqqoKAHj37p0k8aGpqYkxY8bgn3/+QePGjdGrVy+IRCKkpKRgyZIlAIAmTZooMnQqYJs3b8b+/fuhp6eH8uXLAwA0NDTg6+uLfv36Yd68eZgyZQqsra1hbGwsOY9/O4qvI0eOSA3FO3ToEM6ePYv3798DABwcHCAUCnHx4kX8+eefmDJlCnsfFkNZ3w/4+flBIBCgdevWaNGiBZKTk7F//344OTmhUaNGsLCwwNGjR+Hn5wehUCh1H3AKkOIns8f6ly9fYGtrK+mxPmXKFEmP9aNHj6JWrVqoVq2aZPEx/t0oXkQiEcqXL49Zs2bB3d1dkjzr0qULypQpg4SEBDx58gT29vaSoZjx8fFYsGABatWqxWmCiMDEWaHR0dGBk5MT3NzcEBUVhRUrVkiSYtOnT0d6ejpcXV0BQCp5lhWTI8VL1je60dHREAgE0NHRgZ6eHjp06ACRSIT169dDIBBgxIgRSEhIQFhYGBwcHNClS5dsddCvbfv27WjZsqVk/sPVq1fj9OnTEIlEaN68OXr27Im2bdvi2bNn8PLywujRoyEUChETE4PPnz/j4MGDUFJS4gfiYqxFixbw8fHBmzdvEB4eDn19fYjFYmhra2Pbtm0YMGAAZsyYgdWrV0utqso2ovh69eqVZCheQEAA3N3d4e7ujvbt2yMhIQFfvnxB586d4ejoKNUbiR+Ii49vFwI4cuQIxo8fj9jYWNjZ2cHa2hqJiYkoU6aMpPzhw4ehoaEh+ZKGio/ckhtJSUmYM2cObty4gSlTpkh6Fb179w7Hjx+HtrY2qlWrJinPvxvFS+aCHwYGBnB1dYW7uzsOHToEoVCITp06oXTp0qhbty42btyI2NhY3L17F+np6bC0tOQ8d0T/j78BhSBzron3798jMjISpqamuHDhAp4+fSop888//6B79+5wc3PDwYMHpVbdpOIn6x8gb29vDB06FP3794eTkxOioqKgq6uLLl26YNSoUfDy8oKDgwO6du2Kp0+fomPHjgA4zKY4OX/+PLZt24Y1a9YgLi4OZ8+exZ49ezBixAg0aNAADx48wLx58xAeHo4xY8bA29sbysrK0NLSQuPGjXHo0CGo/F979x0W1bU9fPw7NAURERUr9q5Ro9i7wZpYYgd7AXuJBWuwASJFFLGACIpgQESx916IihpborF3UUEUAanz/uE75w6W3Ht/N0oc1uefxJlz5tnzzGGfvddZe21DQzIyMiRopiPe39FOrVZTunRpIiIiyJcvH0uXLuXu3bvKBMnc3JzAwEAla0DkDmlpaWRmZnLgwAGmTZuGo6MjvXv3BmDfvn2EhoaSnJys3CvUarUEzXSMpg8IDg5Wsg979OihZA5lZGRgbm7O69evOXr0KEOHDuXZs2d4eHgoWSRCN2jvlPjixQul/IepqSkTJ07kzJkzWFtbY2trS2ZmJsnJybi5uaFWq2nVqlXONl58du8HzwoUKEBkZCSbNm0CYOrUqQwcOJD79+9TuXJlNm3apDyQlfmGEKBSyx3zi3nx4gVZWVmcOXOGkJAQypQpg4ODAxUqVFCOcXR05MmTJ6xfvz4HWyq+FG9vbyIjI5k0aRLly5fH0dGRfPny4ezsTI0aNcjMzOTGjRvs378fMzMz+vXrJ8tsdNT69evZtWsXFSpUwNzcnAoVKijFW3ft2kV4eDhGRkbMnDmTcuXKfZA1IteE7tAOrN+/f5+3b99Srlw5DAwMUKlUPHjwgJ49e1KjRg1+/vlnypUr90GWgVwPuuVTT/sjIyNZvXo1sbGxTJ48mf79+wOQmJjIpEmTqFatGpMmTfrSzRVfmFqtZsqUKVhaWjJt2jTu37/PlStX2LRpEyqVCkdHRwoUKICfnx9JSUm4urrK7pk65v0NZI4ePUpycjJVqlRh0KBBfPvtt6xcuZKlS5fSqlUrDAwMePXqlZKxbmhoKPeNXEJzP4mNjWX+/PkkJCTQq1cvunXrBrzLTjQxMQEkQ1kIbRI4+0LevxlFREQQGRn50eCZpkOTteS67cyZM7i5uTF9+nQaNGjA0aNHmTx5Mubm5qSnp7Ny5UqqV6/+wXlyE9Mt2hPitWvXcvDgQW7dusW0adOU7EJ4FzyLiIjAyMiIKVOmKFlF0k/oFu3rYenSpezatYukpCTy5cvHxIkTadiwIRYWFjx48IDevXtTo0YNpk+fTsWKFXO45eJz0b4mDh06BLzbCa1hw4YATJw4kWPHjuHs7Mw333xDamoqbm5uxMfHs3HjRgwMDKSf0GGa7FQnJyeePHlCgwYNOHXqFHnz5iV//vy8evWKuLg4Nm3aRGxsLMWKFZMNQ3SMdh+xceNGPD09lQfxN27c4MiRI6xZs4b69esTHR3N5s2byZ8/PyVKlGDw4MESRM2FtINnCxYs4NWrV3To0IF+/fopx8h9Q4jsJHD2hWnf3CIiIti8eTNly5Zl8ODBVKlS5aPHCd104cIFLl68yODBgzlx4gRTpkxhwoQJyrJMc3Nz5syZQ+3atXO6qeIz0/57Dw0NJSgoiJIlS+Lh4YGlpaVy3O7du1m1ahWNGzdm+vTpOdVc8ZloXwe+vr6EhYUxd+5cWrVqxZAhQ3j27BkDBw6kY8eOSvCsbdu2DBw4kJkzZ+Zw68Xn5unpyYYNGyhSpAgvXrxgyJAhjB07FgB7e3uePn3KnTt3qFGjBoaGhgQFBUkWiQ761PjwwIEDbN++nYsXL2JnZ0fTpk2pUaMGoaGhHDt2jJUrV2ZbsisTYt1z4cIFIiIiqF+/vpKx/uzZM3x9fdmzZw/BwcFUrVpVMpQFkD14NnnyZCpVqoSTk5P0DUJ8gjxa+MI068v19PTo1asXenp6+Pv7Y2VllS1wJkEz3fftt99SqlQpMjIyWLt2LT179sTW1pbk5GRKlizJhQsX8PPzY8WKFTndVPGZafcLmqd927Ztw9vbm0mTJim1ajp27Ii5ubmSaSJ0Q3R0NI0bN1b6/WvXrnHixAlcXFxo2bIlJ0+e5Pfff6dSpUr4+PgA764FKysrjh07RqFChXKy+eIz0Uxu1Wo1sbGxXLhwgdDQUPLkycPp06dxdnYmJSWFqVOnsnr1aq5fv87Tp08pVqwYlSpVQk9PT7JIdIx20Gz//v3Ex8eTkpLC4MGDsbGxoXHjxqSmpmbbkf3IkSMUKFAg22RYJsa6Jzo6mjlz5vD69WuaNm2qvG5paYm9vT03btzg1KlTVK1alczMzGyZqBI0003/LkCuXfPMx8dH2cVdAutCfJyMpv5G7z8F/NQTHO1Jco8ePbCwsKBFixZfsqkih2luSkWKFCE+Pp4HDx7QvXt3APT19bG0tGTr1q2UK1cuh1sqvpT3g2eZmZns2rWLxYsXM3nyZAoXLgxA48aNAXlCrCsiIiJwd3dn+vTpym65+fPnp2/fvjRt2lTZAc3R0ZE+ffpgZ2dHcHAwycnJ9O7dW8lIlACJbtEeT7x+/ZqXL19SoUIFypcvT548eShVqhSGhobMmTMHPT09Jk+eTJUqVT7IXJdrQndobwjk6enJzp07KVq0KImJiURGRuLj40O5cuXIly8fb9684bfffiMoKIhnz56xYsUKmRDruMaNG/PDDz8QEhLC9u3badiwoTJusLKywtDQkDt37gAo/YJcC7rl/Xnof/L7ah6waILt0kcI8WkyovobaTqrbdu20aVLF/T19T+ZUq89SW7dujUA6enpGBoaftE2i5yhfVOysLCgUKFCrFy5klevXrFz505SUlIoV64cenp6EiDJRbT7hYEDB6JSqdizZw9z5szBxcUFc3Nz5Vi5JnRD7dq16dq1K2vWrEGtVtOzZ09KliyJsbExBgYGhIeHK8u3AYoXL86jR4+4du0aZmZmyudIgES3aMYN3t7eHD9+nPT0dABevXqFpaUlRkZGdOnSBYD58+eTkpLC7NmzP/oZQjdoxg3r1q0jKiqKVatWUbNmTXbu3MnkyZMZP348Xl5eVK5cmfv37xMVFYW5ubmyC7ME13WXZpw4fvx49PT02Lt3L0FBQYwYMQIzMzNSU1NJSUnJNoYQukU7sB4WFsYff/xB8eLFadWq1UeX52qfp+kXzp49S+3atTEyMvqibRfiayGjqr/Zy5cvcXV1ZdGiRcBfD1y1O7DU1FQJmuVCmqK+bm5uFCxYkM2bN5MvXz7CwsKUIIoESHIXze8OMGDAAJo3b07hwoWzBUmE7qhcuTJ2dnY0btyYgIAAIiIigHcB9bS0NF6+fEnevHmz3S+WL1+Oh4eHkkEidIfmbx/eZSNu3bqVDh060KpVK+7evYu/vz9paWkASvDM0dGRa9euybWQC2gy1GfMmEHNmjU5ePAgTk5OTJ8+nXz58jF58mRu3LhB9erVmTRpEp6enhI0ywU0D+oBxo4dS5s2bdi7dy/9+/fn559/ZsqUKSQlJTF+/Pgcbqn4HLKyspQxgre3N0uWLOHx48fs27ePqVOnEh0d/dHxgnYw7ZdffmHAgAHcvHnzi7dfiK+FbA7wP3o/oywtLY3w8HCOHj3KmDFj+Pbbbz96nnZnFRoayuHDh1mxYoVE+XO5ly9fKjUGZKCrWz72tO+vUuK1+xbNcbJpiO66desWGzZs4OTJkwwfPlzJMHN0dOTs2bM0a9aMGzdukJiYyLZt2/4yo1l8/U6fPs3Zs2cpU6YMnTt3Bt7VtPrpp5+ws7NjypQpynghIyMDfX19WYqXS5w4cYLKlSsTHx/P2LFjGTJkCP369SMqKorp06djbm5OREQEVlZWgCy9yk207wkrVqwgKCiIGjVq0K5dO+zs7ABZ1q/Lbt++zYYNG+jatSvffPMNly5dIiQkhJiYGFxcXGjcuHG22pmafiEsLIzFixczf/58OnTokMPfQoh/Lhlx/480N6jNmzdz//59jIyMaNu2La9evWLHjh0fPef9zsrb25sePXpI0ExHaGcM/CevA8pToIIFC0rQTAdpPw1MSUlRMkY0wbCP0dSd0ByXmZkpQRId8bHfvEKFCkpds4CAADZu3AiAu7s7TZo0ITExESsrK6KioiRopsPUajWPHj1i0KBB+Pr68uLFC+W9tm3bsmTJEn755RcWL15Mamoq8G6ZrgTNdJ9mnNCsWTMsLS25cuUKJUuWpGPHjgCYmJhgZ2dH586dKVGihHKeXBO5h3bG+ujRo7GzsyMtLY3nz5+TlJQESJkHXbVnzx6GDBlCTEwMRYsWBaBWrVoMGTKEevXqMXv2bCXzLDMzM9s81MPDgwULFkjQTIh/Q0bdf4Po6GhmzpzJ0KFD2bRpEyqVinnz5vHLL7+wb9++bMe+HzTz8PDAxcVFGfiIr5v2ZPbOnTvcunWLp0+fAij1yv6d9PR0CZrpGM014efnx7Bhwxg3bhwhISHKex+7LrTrTuzevZsLFy58uQaLz0a7jzh37hzHjh3j7NmzAFSqVIk+ffrQtGlTAgMDCQ8PB8DFxQVPT088PDwwNDQkIyNDgmY6SqVSUbJkScLCwjA2NubXX3/l8ePHyvs2NjYsWbKEtWvXEhYW9sG5Qne9//s+fvyYmzdvYmhoSEJCAlu2bCF//vzMmjULfX39/2i8IXSPdvDsp59+wtramuPHj7Ns2TJevnwp/YSOeH/BWIECBahSpQr37t0jLi5Oeb1atWoMGzaM+vXrM2LECK5cuaIET0NDQ/H29sbV1ZX27dt/0fYL8TWSpZr/Bx970j9o0CCuXr1Kp06diIuLo1mzZiQmJnL8+HGcnZ0pU6ZMtuPDw8Nxd3eXzkqHaAdFvb29OXToEI8ePaJs2bLUrVtXKdz8frF/7fOCgoLYvXs3GzZskOCZDtDuK4KCgli1ahW2trY8evSII0eO0LNnT6ZNm/bBsdrXRHh4OHPmzCEwMJAmTZrkzBcRfwvt33Xx4sXs27eP5ORkSpQoQcmSJfHy8gLg+vXrREREEB0dTe/evRk0aNBHP0PoJk1fEBMTw+DBg+ncuTMTJ05UsggAYmJiqFOnjtwncrH4+Hjs7Ox4/vw5hQoVIk+ePGzevFnq5eqYv8ou/qv3tDccW7hwIVevXsXHx0fZPVHohq1bt5KVlcWPP/7Ir7/+qmw05urqSvXq1ZXjLl++zLFjxxg5ciT6+vpcu3aN7t274+npSadOnXLwGwjx9ZDA2f/g2rVrWFhYYGlpyeXLlwkMDKR27doUK1aMhQsXYmxsTEpKCsOHD6dfv37KzU1Th8LHx4d27drl8LcQfzd/f3/WrFmDp6cnAHfv3mX58uU0bdpUmRh/qsaAt7c3s2bNUnZLE18v7QHtxYsX+f333ylZsiQtWrTgzZs37N69m3nz5jFgwAAleKZZjql9TXh6euLq6ip9hQ7x9/dn3bp1LFu2jG+++QZfX1/8/Pxo3rw5q1evBuDPP/9k9erVZGVl4enpKcGyXEbTf5w5c4ahQ4fSpUsXJkyYkC14BlKvKLfTlAUxNjamS5cushGAjtEeR4SHh/Pbb79haGhIpUqVGDBgwCfP0x5bHjt2jIoVK2JsbEzBggW/SLvFl5Gens64ceNITEwkNDQUeFcDMSQkhOfPn+Ps7Ey1atU+OE/zAP/OnTuUK1fuSzdbiK+WrPX4P1Cr1cTExNC7d2+WLl3KsWPH+OabbyhSpAiJiYl06NCBiIgI6tWrx/Pnzzl9+rRy40tLSyMtLY1Vq1bJRFgHpaSk8Ntvv+Hg4EDz5s1p3rw5ffr0YdGiRURHRxMQEADw0aCZh4cH8+fPl6DZV27GjBmkpqZmW47Xp08fFi9eTJ48eQAwNTXlhx9+YM6cOYSEhODh4QGgFPiG7Eu5pa/QHffu3eP06dO4urpSt25doqOjCQ4OxtbWlps3bzJy5Ejg3W6b48ePl90zcynNcqsGDRoQGBjIjh07mD9/PvHx8dmOkwCJ7vi//I0XKFCAfv360b17dwwMDMjMzJRrQodoxhEeHh4sWbIElUpFXFwcXl5eTJgwQamXql038/2MdQcHB+7fvy9BMx2g/TunpaVhaGiIq6srN2/eVB7WN2vWjAEDBmBpacmcOXO4dOnSB5+jWfUiQTMh/jsSOPsPaQ9oVCoV1tbWuLi4oFKpmD59OoGBgTRs2JDw8HAOHz6MpaUls2bNYv369SxdulQ518jIiB9//JFWrVrlwLcQn5uenh53797lwYMHymtGRkY0btyYVq1a8fvvvwMfDmw8PDxk2a4OuH//PomJidmWTpQoUYKJEyeSkZFBTEyM8rqxsTGdO3dmzpw5rFmzRnlaCLBu3TqpO6GjNLskVq9enfPnzzN79mymT5/OnDlzaNWqFUeOHKFHjx4AWFlZKQEUyTjTHX+1UYw27eDZihUrePXqFebm5p+3cSLHaP7G/f39lczTf+f9OmYSYNc9ly5dYvv27SxZsgRXV1eWLVtGYGAgMTExzJo1C+CjZR40D998fHxo1KhRjrVf/H20S3/4+/tz/fp1LCwsmDZtGqdOneLo0aMANG3alIEDB6Knp6fUShVC/O/ksdR/QDtV+sWLF6SkpGBlZUXnzp1p3bo1jRo1Yv78+bRv354iRYqwdOlSypcvT5kyZahXrx6Qva6V1J/QDVevXsXMzAwrKyvmz59PkyZNsLGxoW3btly8eJFLly5Rq1Yt4F3wzNLSknPnzmWrOxEVFcWcOXNk2a6OKF26NL6+vgBERETw/fffU7x4cbp3705GRgb+/v7ky5ePwYMHA5A3b146depEoUKFaN68OfBu6c2aNWv4+eefJWj2lXu/nqFGt27dgHeFeRs3bqz828rKChsbG8zNzbOdKxsB6BbN73nt2jWqVq36l3WKNJuHNGvWjGbNmgGfvq7E1y81NZVTp07RsGHDf3usWq1WroN9+/bRsmVLJatZfL3e7w80Bf01S+5UKhV169Zl4cKFTJ06lejoaBo3bpztPE3QTMo86J74+HjCw8OJjY1l7969jBo1ivr163PkyBHOnDmDtbU1+fLlo3HjxpiamlKjRo2cbrIQOkNG4/+GWq1WbkQ+Pj4MHToUW1tbunTpwtatW8nIyOCHH34gMjISPT09DAwMuHbtWrbMEpDtn3WJWq3mwYMHDB06lA0bNjB79mzCw8MpVaoUAM2bNycuLo7w8HDlOkhMTOTChQuULVtWCZplZWVhYmIiy3Z1hPaT/vj4eJYsWUKfPn1ISUnB0tKS3r174+DgwLJly1i7dq1yrImJCa1bt8bAwIC0tDQKFCjArl27+OGHH3LgW4i/Q2pqKvCvfv/w4cOEh4dz8uTJbNmod+/e5ebNm+TJk4f09HQuXLiAtbU1zs7OsiuejouJiaFbt278+eef/zYw+n62oYwndMf72Yd58uShSpUqXLhwgYyMjE/2Ae9nrY8fP57z589/9vaKz+vly5dKf6BZYmdlZcWbN284ffo08K/+oHz58hgZGZGYmAj8KyAvGeu65f0sUlNTU+zs7LC2tqZPnz44OzuzdetWjI2N2bhxI9evX1eO/eabb7LtsiqE+N9I4OwvaA9MVq1aRWhoKMOHD8fd3Z1KlSoREBDAxo0bSUhIwMrKCkdHR37++WcGDx5M165dc7j14nNRqVRKltmmTZvYunUry5cvp2rVqqjVaqytrZkyZQrXr1/n559/pkuXLgwePJj4+HicnJyAfwVkbWxsZNmuDtBeSpeamoqFhQVr1qwBwM7OTgme9erVi2HDhrFixQqWL1/+wecYGRkB7wZG4us0fvx41q5dS0pKCvCuNs2kSZMICQlh4sSJzJw5k6ioKAB+/PFHXr9+TdeuXenbty+3b9+mf//+QPZsEqF7qlSpQpMmTThy5Ajw6eWb2g/vNm3axPbt279UE8UXoPltf/31Vx4/fkxGRgampqYkJydjYGDw0T5A+36jySxatmwZjRs3/qJtF3+vkydP4uzszKNHj3B2dmbo0KHEx8djYWFBs2bNiIyMJDo6WjnezMwMc3Nzpe9Qq9XExsaybt06yVjXIZq/9c2bNxMdHY2RkRHdunXj+fPnZGRksG3bNt68eYOBgQGJiYlMnTqVuLi4bJ8hWetC/D1kqeZHPHjwACsrK1QqFZmZmSQlJXH48GHGjx+vFG5v0qQJ7u7ubNq0ibp16yqpsbVq1VKW58nORrpJkw5vbm6OiYkJhoaGnDlzhjJlyiiFNlu2bEmJEiV48OAB586do1SpUvTq1euDHa/kZvb1014esX79erKysujQoQNVq1bF09OTyZMnY2try4YNG7C0tKRnz54kJSVx7ty5bMF5oRtKliyJj48PJiYmVKtWjVOnThEQEEDdunW5fPky4eHhBAcHkz9/flq1asXMmTM5efIkxsbGTJgwQSnwLUEz3fGxpZj58+encuXKREVF4eDggJ6e3gf9wfv1ihYtWqRsJCK+btrXxNmzZ3FwcKBw4cJkZmZSpkwZfvvtN3x8fGjSpAkWFhaUKlVKebDyseV4bdu2zbHvIv4eCQkJ3Lp1i5EjR/Ls2TMiIiKwsLAAwNbWFj8/P3x8fPjtt98oV64c4eHh6OvrK7+9SqWiaNGibNq0STlP6IYnT55w7Ngx9u7dy5gxY7Czs8Pb25vx48dTuXJlJk2axI0bN7hz5w6ZmZmyEYQQn4lKLZVEs5kxYwYvX75k3LhxyrrwxMRE7OzssLOzw9bWlrS0NGUA06dPH0qUKIG3t3dONlvkkMzMTPbt28fChQtp3749/fr1o2zZsn95vEyIdZO7uztbtmzB0dGRpk2bYmlpCcCff/7JhAkTMDY2JiQkBBMTE16+fIm5ufkHu6uKr5f277hixQpWrFhB3759efXqFe7u7sp7169fZ9myZRgaGn70viEPXHTX3bt3KVy4sJJRmpKSQufOnenVqxcjRozIduz7QTNPT09cXFwki0QHxMbGUrRoUQCio6OxsrLCxMSEpKQkLl68yMuXL3FxcaFYsWIYGhoSGxtLoUKF6NatGxMmTAAgODiY5cuXK/V1hW6YMWMGW7ZsoVWrVkybNi3brofnz59n//79bN26FSsrKwoWLKjcS2RsqVs+9rBFrVazfft2fH19KVOmDHXr1sXExITY2FgcHByUjWM05/5V7UwhxP+NjM619O3bl4cPH1K0aFGCg4Pp378/33zzDfnz58fCwoJdu3Zha2uLkZGREjyrVq0ab968yemmiy9Mc0PS19enY8eOpKamsnjxYgwMDOjVqxfly5dn2LBhDB48WCn6DlKbRldFRESwbds2goKCqFq1KvBuq/CkpCQqV66Mr68vEyZMoEOHDuzfv195GihBM92hUqmUfmH06NGoVCqWLl1KyZIliY2NpVixYsC7JXpt27Zl5syZPHz4UKmNqCFBM920Z88eXF1dKV++PCNHjqRy5cpYWFjQtm1brl69mm3TGEB2XdZRMTExeHl54ejoyJ49e4iIiGD37t1YWFhgYWGBlZUVsbGxREZG4uTkRI0aNbh8+TIJCQlKWYe7d+8SFBSEk5OTXBM6QhP4qlmzJlWrVmXnzp2sXLmSQYMGUaNGDdRqNXXr1qVu3bqMGTMGtVqNqakpKpVKHrboGO2A14ULF4iPj6dIkSKUL1+eLl26UL58eQ4fPsz27dt58uSJspS3SZMmABI0E+Izkp72/1u2bBkpKSmcOHGC48ePs2rVKsLCwsjKyqJ27dpMnz6doUOHMnnyZLy8vJQAyLVr16hZs2YOt158ae9v/a3ZFc/Hx4c//viDN2/eEBcXJ1uA6yBbW1tGjhxJy5YtldcePnxIw4YNqVq1Kvfu3ePMmTMEBwdToEABbGxsGDx4MO7u7gQFBWUb4ErQTLdoD1hHjRqFsbExbm5uREVF0bdvX+WJcNmyZSldujQZGRk522Dx2dy6dQsrKyuMjIwIDQ2ldevWTJ8+nV9//ZXx48djbW3Nd999R7t27ejXrx+nTp3K1qcAhISE4OXlxaJFi2QDGR2RlZVFwYIFmTx5MklJSWzdupWiRYtmm+gWLVoUY2NjTp06pZQC0T6/WLFihIaGUqJEiZz6GuJvpplT9OvXD4DChQsTGBjIunXrGDJkiLKj5smTJ2natKlynlqtlqCZjtH0A+7u7uzdu5eUlBTMzMzImzcvfn5+1KxZk7Jly/L999/j7u7OkSNH2LBhgxI40/4MIcTfS3rb/y8pKUmZxF67do20tDRu3LhBaGgohoaGVK9enQULFuDk5MT3339PiRIleP36NYmJiUyfPj2HWy9yivZSu27dulGgQAEuXrxIamoqkydP/qCmmfi6vX37lk6dOmUrwpyVlUVaWhq3b99m4cKFnDt3jhIlStCwYUP09PSIjIykU6dOVKtWTalPJMsqdJd28Gzw4MEkJyezZMkSEhMTad26Nebm5vj4+GBqakrp0qVzurniM7h8+TKzZs2iV69e3Lt3j5CQEFq1akWnTp3o1KkTHTt25MKFCyxatIi6deuir69PREQE1tbWmJiYoFKpeP78OWfPnsXFxUWCZjqkQYMGHDt2jEOHDlGzZk2ePn2KlZWVUuNOsxlE8eLFuXPnzgfn6+npkTdvXgmafcX+KtNcc+/4/vvvUalUBAUF4e/vT/v27YmMjOTevXvs3btXOV8evummsLAwIiMjWbFiBSVKlODOnTusWrWKXr16ERkZSZEiRTA1NWXVqlXs2rVLMk+F+EJyfY0zzQ0sJiYGJycn9PX1efr0KQcPHuTUqVOsXr2a8uXLM3z4cKpUqUJsbCxBQUEAmJiYMHr0aAmO6Kj/Zhndp46V60J3rVy5ksKFC9OrVy/i4uLw9PTk4cOHtGvXjkaNGlGpUiUOHTqEv78/K1eulGKtuYx2BsmqVatYsmQJ+vr6fP/99yQlJbFkyRIMDQ1lSYUOysrKwtnZmX379pGUlMTatWupXbv2B8sxX758SUREBGfOnCEmJoZt27YpwVS1Wk1CQoL0GzpE87d+4MAB0tLS2LNnDwkJCQwfPpwWLVpkO9bHx4ebN2/i4+MjS/p1iOa3/Kt+X/v33rdvH2FhYTx+/JgiRYoQGBiIoaGhXBM65OzZs9SvXx9499sDODs7k5mZydy5c5Xj7t69y8yZM7G0tMTT0xOVSpXtAazMN4T4/HL9X5jmxmNtbU3x4sU5efIkzZo1w8zMjA4dOpCenk5QUBABAQEMGjSImjVrfpBhlpmZKZ2VDtJcG4GBgTRs2JAaNWp8MlNIc6z2oEilUsl1oaPS09OJi4tj6dKlGBoa0q1bN+bPn09aWhr58uUD3tU4Cw8Pp2DBgsoSPZF7aGeejRw5ElNTU5ydnWnXrh3fffed1KbRQdoZQzVr1mTHjh2UKFGCixcvUqFCBUxNTZV7iGbnM3t7exwcHBgyZAg+Pj54eHgonyFBM92iCZTY2NgA75bjrV27loCAAFQqlVIP9cCBAzRp0oQxY8bkWFvF38/T05O3b98yc+bMv6xDpb2SoV27dtSpU4fU1FRKliyJnp6e3Dd0yI4dO5gyZQru7u506dJFmUu8efPmg4zTsmXL0qpVK3bu3Mnbt2+VTWY05JoQ4vOTx9z/X0JCAoaGhowbN44nT54wadIkADp37syQIUO4c+cOoaGhnD9//oNzZcmVbjt58iSzZ88mLS0NfX19PpWkqf0E8Pnz5/I0UIcZGhry008/MXLkSGbMmMHWrVsxNDQkX758vHnzhoiICMaOHcvjx4/x8fFRgqkid9FMjgD69++Ps7MzrVq1UiZGMtDVHZr+X09Pj7i4ONq0acOmTZto2LAhW7duJSwsjOTkZGW8oPmv5n7SrFkz3rx5o3yG0F2a37xBgwYMGTIEMzMzli9fTnBwMPb29ri5uVGvXj309fWVh3Di65aSkkJiYiKXL1/Gx8cn286HH6O5RwBYWloqy3mzsrLkvqFDWrVqpYwjo6KilNebNGlCeno6O3fuJC0tTXlds8vq27dvv3RThRBI4Exhbm7O8uXLGT16NEOGDOGPP/5g8uTJwLvg2eDBgzl9+jTR0dE53FLxOX1sEPPTTz9hamrKL7/88slBrHbQLDg4mI4dOxIfH//Z2ytyTr58+bC3t8fe3p7p06ezY8cO5b3ff/+dIkWKsGXLFgwNDcnIyJDJsI741ETnUwF17clRz549MTAwID09XSbDOkT7vnDo0CFGjx7N3bt3KV26NNOnT6dGjRrs3r2b8PBwUlNTAVi4cCGxsbFKv/DkyRPu3r1LUlJSjn0P8WVoB0Xq16/PsGHDqFChAhEREajVanbv3q0cI/eNr59arcbY2JgpU6bQoEEDTp06xdKlS/+j4Nn778n1oDs0O6OOHTuWsWPHMn36dPbt2wdA69atsbS0JCwsjM2bN/Pq1SueP39OWFgYxYsXp1ChQjnceiFyp1xf4+xjkpOT2b17NwEBAVSvXh0vLy/gXeZRo0aNJMMsF/Dz86NQoUK0a9cOU1NTPD09uXz5MkuXLsXCwiJbir120CwsLAxvb29lEwmh+5KSkvDz8yMgIAA3Nze6dOnC27dvyZMnDyqVSjYC0CHaf/cxMTGkpaVRsWJFLC0tP3hfm3YfkZCQIEt3dYj2b378+HF27NjBwYMHqV27NmPGjKFu3bqkp6ezYMECfv/9d0qXLs2rV6+4cuUKJ0+exMDAgNjYWDw8PBg8eLDs0q0D/tO6hdr9QnJyMqmpqRQoUECW4+kgzTWRmJiIn58fZ86coXHjxkyYMOGTyza1r4+NGzdSuHBh2rRpkxPNF38z7d82NDSU+Ph4li9fDsCiRYvo2rUr8fHxzJs3j9u3b3P//n3Kli2LSqUiIiJC6qMKkUMkcPYJycnJ7Nmzh8DAQIoWLcqaNWuU92QirNvu3LlD586d0dPTY+DAgVSrVo327dvTuXNnGjRowLx584B/ZZhoB808PDxwdXWVHW5ymaSkJPz9/fHz82P16tVKrRop4KubFi1axM6dO3n16hXVq1fnhx9+wNbW9qMToPcHyJGRkaxbt478+fPnVPPFZ+Dm5sbBgwexsbEhLi6OU6dOUaVKFUaOHEn9+vVJT09n9erV3Llzh6ysLNzc3LIV+X779i158+bN6a8h/kePHj2iZMmSAKxduxZra+v/KBiq3W/IhFh3fGwM8Pr1a/z8/Dh79uwng2fvB82cnJxYtmwZbdu2/eLfQXw+3t7eREZGMnXqVBISEjh//jx79+7F1dWV7t27k5ycTGxsLJcuXaJgwYI0bdoUfX19CawLkUPkr+4TTExM6NChAykpKZw/fz7bDU2CZrrl/UFquXLlsLe3JyAgADMzM7Zs2cKxY8cYPXo0ixYtomXLlrRp0ybbYCgsLAwvLy8JmuVSmmWbxYsXp3HjxsrrEjTTDdqTmNOnT3P69Gm8vb0xNTUlMDCQ7du3k5yczLBhw7JNgD6WjbpgwQIJmumYS5cusWvXLry8vJTd0fbs2cOGDRtYuXIlhoaG1KlTh1GjRpGVlaWMIbQnPxI0+/r9/vvvdO/eHX9/f44fP862bdvYuHHjvz1Pe0nm+zuviq+X9tjy9evX5M2bF7VajZmZGfb29qjVaqX8iyZ4lpmZiZ6e3gcPZCVopntevnzJsWPHmDBhAl27dgXghx9+oESJEsycOZM8efLw/fffU65cOaW2GciGdELkJPnL+wsmJib07NkTOzu7f7t9tPh6aX7To0ePYmRkpDwBvHPnDi9fvsTZ2ZmZM2cSFBRESkoKERER1KlTBwsLCwAOHjzI3Llz8fHxoV27djn5VcTf4N8tmfgUU1NT+vbtC8i24LpG89sfOHCAo0eP0qxZM+rVqwfArFmz8PLy4uDBgwBK8Ez7GpBsVN2mr6/P27dvsz1U69ChAxkZGcyYMYOlS5cyZswYrK2ts20wI32EbqlevTojRoxgwoQJqFQqfvnlF8qUKfOX52jfW8LDw0lPT6dv375ybXzltMcR/v7+nD59mmfPntGsWTO6du1K1apVcXBwAODXX39FT0+PcePGZetDwsPDlfuGBM2+fu+PI1NTU3nw4EG21woVKsSgQYM4ffo0jo6OpKam0r1792yfI8kbQuQciQL9G5o6RVKkVXep1WoePXrEokWL8PX1VWratWnThsTERNRqNYGBgdja2lK5cmUSExMpWLCgcn6JEiVYv369BM10gPZg9/r161y8eBH495lj2gV84+PjZdKjg968ecO6devYtm0bt27dUl43MzNj8uTJVK1alUOHDik7pmkHzTw9PSVopsPy5s2LhYUFDx48AP61jP+HH36gQoUKSl2jc+fOAe/6E8lG1R3aFU+KFy9OSkoKaWlpPH78+N+epx00mzt3LpaWlnL/0AGacYS3tzdr1qyhY8eO9OjRgwsXLjB37lyuXLmCubk5Dg4O1K9fn+3btxMREaGcv3btWjw9PVm4cKHcN3SE5m997969JCcnU6xYMVq1asWePXuy9RXFihWjYsWKlC5dmk2bNn1y4yEhxJcnkaD/kAxydYt2oEOlUlGyZEl8fHzo2rUrmzdvZujQoajVaq5fv054eDgAvXr1YtmyZQQHB2fb7ahatWrK8hzxddMMdt3d3Rk2bBjDhg2ja9eunD59OtuW4Nq0g+oRERE4Ozvz6tWrL9Zm8XloBqua/2o2CWndujU3b95k06ZNyrFmZmZMmjSJ4sWLEx8fr9wvdu3axdy5cyVopuMqVKiAtbU1CxcuJCYmRnk9Li6O0qVL88MPP6BWq5XME6E7tHdUffXqFX379uXo0aMMHTqU8ePHs3v3buDDXXe1zwsLC8Pd3V2y1nXMgQMH2L9/P6tXr6Znz55UrFiRq1evkpKSgpOTE1evXsXc3Jxhw4YxdOhQevbsCUBKSgrR0dE4OTnJ9aBjbt++zapVq5TxQ4sWLXjz5g1r167l2bNnwLsa24mJiUybNo3Q0FCZfwrxDyKbA4hcRzur6Nq1ayQmJmJlZYWlpSV6enq8fPmSKVOmYGJiwuPHj7l69Sq+vr7Y2Nh89DPE10/79zx8+DDu7u5Mnz4dS0tLXF1defbsGdOmTaNZs2YYGRkp572fMeDi4sLixYuzXSvi66N9PTx//hxjY2MyMzMpUKAAjx8/xtnZmcTERHr06EG3bt2U85KSkjA2NkZPT4+0tDQOHz6MqakpTZs2zaFvIj437Wtl/PjxnD59mu7du1OkSBGOHDlCVlYWISEhnDhxAl9fXywtLXF3d5eaZjpA+7dfuXIld+7cwdbWlm+//RZ4t2FEaGgoXl5eSgBk0aJFdOnShWrVqgHv7hvu7u4SXNdBv/32G7t27WLmzJkcPnyY6dOnM2nSJIoVK8aMGTMoVaoU06ZNU5b9w782H0tLS8s21hBfp/c3k3v79i2urq7cv3+fVatWkTdvXlavXs3Bgwd5+fIl33zzDTdv3gQgMjISfX19mW8I8Q8igTORq2gHOjw9PdmxYweZmZkkJSXx/fff0717d7799lvUajWbN28mJiaGLVu20L9/f2bPnp3DrRef27Zt23j69Cl6enoMHz5ceX348OE8ePAgW/BMe0CkqWG1cOFCeUL8ldPuI3x9fTl27BivX7+mQIECjB8/nqZNm/LkyRMWLFjw0eAZ/GtCLQPe3EH7mvHx8eHy5cvExcVRokQJvLy8yJMnDwAnTpygfPnylChRIiebK/5mHh4eREZGMm/ePL799lssLS2V91xcXAgNDWXQoEFcvHiRhIQEtm3bhoGBAUFBQaxYsQIXFxe5b3zlPtXXv3z5EmNjYxwcHGjUqBGjR48mKyuLvn378vz5cxo1asTChQtlB24dd/jwYYoXL07VqlV5/fo1nTp1wsbGhrlz5wLvNh367bff+PPPPylcuDBTpkzB0NDwg8CbECJnSeBM5BraA5vQ0FB8fX1ZvHgxFStW5Pjx42zZsoWCBQvi4OCgbB+fnp7O7t276dSpk9Qd0XFZWVm0bt2a2NhYevfuzfz587O9b29vz8OHDxk/fjzfffed8jT4l19+wcvLCxcXF8kY0CG+vr6sX7+eWbNm8erVK65evcr27dtxdXWla9euPHr0iIULF3L37l0cHR1p0aJFTjdZ5CDt+0taWhoZGRkYGxujUqkke0SHHTp0iPnz57Nq1SqqVq2KWq0mISGBe/fuUadOHeBdNtrZs2exsLBg4cKFyq6ZkydPpkWLFsqOeuLrpP23/+DBAzIyMrLtgvjw4UNsbW2ZNWsWHTp04Pnz57i6utKxY0dsbGzk4YqOO3r0KCNGjKBQoUJMnTqVbt26cfToUTw8PBg5ciQ//PCDcqz2tSSbTAnxzyOBM6Hzjh8/TvPmzYF3NyJ9fX0mTZqEhYUFP//8s3LcgQMH8PHx4fvvv2fEiBEfPEGUm5ju0jztzcjIYMCAATx9+pTFixdTu3btbNdAjx49KF26NN7e3gBs376dWbNm4eHhIUGzr9j7gY2EhARGjBhB79696dGjB/BuycWyZcvw9/dn48aN1KxZk4cPHxIeHs7EiRPlqbAO+lgWyF9lhmje0z5GMkl02+7du/H392fDhg08efKE3bt3ExkZSVZWFiVLliQ0NBR4t7mIqakp8GF/I3SDp6cne/fuJT4+nqZNmzJmzBhlQ6kJEyZgZGRE165diYyMJDMzk8DAQMlM1kEfmztMnDiRx48f8+rVK2xsbChUqBCxsbEYGBhgb29PoUKF5D4hxFdAemqh00JCQnB2dlYK/GsHvpKSkoB3E2IAGxsbmjdvTnh4OGlpaR8MZCRoprs0QTMDAwOCg4MxNTXFycmJK1euZCvqHBkZqey6mpGRwdOnT/H19ZWg2Vds0KBB+Pv7Z3vt7du33Lx5E2NjY+BfG0A4ODhgbW3Nzp07SU9Pp1SpUkyePBl9fX2lHxG6Qbt4e3x8PKmpqcC7vuJTv/X7QbPMzEyZDOkQ7XuB5v8NDAzIyMhgzJgxDB48mAcPHjBkyBDmzp3LvXv3iI6OBlCCZmq1WoJmOkK7H9ixYwe7d+/mp59+YtGiRVy5cgVnZ2cuXbqEmZkZvXr14u3btyxevBi1Ws3q1aslaKajNL/n3bt3gXd9ROvWrWnSpAkzZsygQIECnD9/ns2bN7Nr1y4uXbok9wkhvhISCRA6Kzg4mDJlylCvXj2ioqIA6NOnDyqVigoVKhAUFIS9vT0VKlRQzilbtiwlSpSQ7Z9zIc0EyNDQkM2bN9O9e3dmzZqFq6srNWvWVAY2enp6SpBt2LBhMuj9yv30009Ur14d+FdWabFixWjQoAE7d+6kUaNGWFhYoFarMTExwcTEhMTERGW5lYZknOkWzd/1smXL2Lt3LxYWFtStW1fJLvxY7RntoNmWLVvImzcv7du3lz5CB2gHONLT08nKyiJPnjy0bduWxMRE7ty5Q8+ePWnQoAGFCxfm4cOHFClShHz58mX7HJkgf/1SUlIwNjZW/v6PHj3K48ePcXBwoFOnTgDUrl2bgQMHsmjRImbPnk2nTp347rvviI+Pp2jRotnGEUL3nD17lgEDBjB06FA6d+5M586dGTlyJPr6+vz00088ePBAyVAMDw+nTZs2Od1kIcR/QEZzQicNGTKE0NBQWrZsib29PWXLlmXTpk1s2LABgLFjx/LNN99gb2/PpUuXePHiBcnJyezcuRMLCwulmLPIXd4Pnunp6TFixAhu3779wXGATIi/cllZWdSpUwcjIyP8/f2ZMmUKycnJALRq1YoXL16wdu1a3rx5o9SqSkpKolChQjnccvElREVFERERga2tLeXLl1cySoAPsgzf32F3xowZ5MmTR/oIHaAdNFu3bh3jxo3D3t5eWbLfvXt3Jk2aRKdOnShYsCCvXr3C2dmZfPnyUaNGjZxsuvibjR8/nmPHjgHvrov4+HhGjBjB4sWLiY2NVY4rUqQIwcHBJCQk4OrqytmzZzEyMqJ48eJKppkEzXTH+w/b69evj7e3N+fPn8fV1ZWNGzfi7OzMli1b2Lt3L1ZWVixdupRly5axYsWKHGq1EOK/JTXOhM65du0aU6ZMYdmyZZQrV44///yTEiVK4OLiwp07d+jSpQt2dna8evWKqVOncv78eczNzTExMVF20zQ0NJTaNDrmv/k9NU+C09PTmTVrFgsXLpSMIh2WlZXF8ePHGTNmDD/++CMLFiwA3m0QcPjwYd6+fUutWrW4desWSUlJbN26VSY9Ouj9ZVNbtmxBpVLRrVs3kpOTOXLkCB4eHtSqVYulS5cC/6qbqelbZIdd3aJ93/Dy8iIqKooePXpQtGhR5s2bh62tLT/99BNmZmakpqYSHh7O0aNHefnyJeHh4bIzng558+YNYWFhDBw4ECMjI1JTU8mTJw93795lwIABlCxZEldXV8qXL6+c8+LFC77//nu+//57nJyccrD14nPRvm9orgnNa3/++SfR0dH4+flRpUoVjI2NMTY2ZurUqRQrVkz5DMk+FOLrIIEzoXMSEhL4/vvv+e677zAzMyMgIIDLly/z4MEDVq9eze3bt+nevTt9+vQBYO/evaSkpADQuXNn9PX15SamY7QnP69fv8bMzOzfnvP+NZCenv7B8jzxdTpz5gwGBgbUrVsXNzc3SpcujZ2dHadOnWL06NF07NiRhQsXAnDixAmio6N59uwZxYoVY8KECRgYGMhkWMdo9xFRUVGkpKSwa9cu2rdvT//+/YF3te8OHTqEp6cntWvXVjKONDRBM1dXV6l7+JV79eoVBQoUUP69f/9+PD09cXNz49tvv+XEiROMHDkSeFcfdcGCBeTPn58tW7bw6NEjRo4cqWQwy1ji69e+fXvq1KnDokWLAFi/fj1ZWVl06dKFggULcuvWLfr06YO1tTUzZ86kdOnSSp+SkJBA/vz55X6hg7SDZuvXr+fcuXOkpKTQsGFDevfujampKenp6SQkJPDzzz9z+fJl4uLi8PPzo2XLljnceiHEf0sCZ0KnaG5iZ86cYciQIeTJk4ft27dTsmRJ4F2xTj8/P27fvk3Xrl2xs7P74DNkQqxbtAc2oaGh3Lx5k8GDB1OmTJm/PE8yDnVTbGwsjo6OGBgYYG5uzp49e4iMjKRq1aoAnDx5kjFjxtCxY0ecnZ2VvkD7epDJsG7R/m0XL15McHAwZcuWJTY2lkqVKrFu3Trl/bdv33LkyBGmTp3KsGHDmDhxIgBBQUGsWrWKBQsWSKbZV27RokUkJSUxZswYihYtSkZGBnv37iUuLo6BAwdy9OhRpkyZgqOjI1ZWVgwbNoyePXsybdo0TExMlM+RsYRu8Pf3Z/v27Wzfvl15bdasWURHRzNy5Ejatm37QfBs1qxZWFlZZfscuR50l6enJ5s2bWLIkCE8f/6c8+fPU65cOebOnUv+/PmV47Zu3cpvv/3GrFmzZAwhxFdIim8InaIJkNy4cQN9fX3S09NZs2aN8n7ZsmUZMWIE5cuXZ8eOHQQFBX3wGTKw0R3aQbObN29y9uxZdu7cSVhYGI8ePfrkedoT6Q0bNuDi4vJF2is+v6JFizJq1Chu377Nnj17cHFxoWrVqmRlZZGVlUXTpk1Zvnw5e/bsYe7cucruu9pBVBnw6hbNb/vs2TP+/PNPwsLCCAwMxNPTk9u3bzNq1Cjl2Lx589KyZUv8/f0ZN24c8C6Qum/fPmbNmiVBMx2gp6fHlStXWL9+PbGxsRgYGNCyZUvatGlDQkICy5Ytw97enl69emFlZUWRIkUIDw9n1apV2T5HxhK6IU+ePKSkpJCWlsaSJUvw8fHBxcWFpk2bEhAQwN69e3n58iUVKlQgPDycCxcuMHXq1Gw1z0CuB121bds2Dhw4wOrVqxkxYgSNGzfmxo0bXLp0iWnTpvHmzRvl2K5duzJnzhwlG1UI8XWRwJnQSRUqVCAqKgpvb282b96crbaEJnhWsGBB7ty5Izto6jBN0GzhwoWMHz+e/Pnz88033xAUFMS6det48ODBB+doB83CwsLw8vKiXr16X7Td4u+XlZWl/L+5uTnFihWjZs2a7Nmzh5iYGPT09NDT0yMzM1MJnkVERBAaGpqDrRZfyrp16+jfvz8pKSkUKlQICwsLGjduzOLFi7ly5Uq24JmxsTGNGzdGX1+ftLQ0DAwMCAkJoUuXLjn4DcT/SjMWmDp1Km3btuXkyZMEBwfz9OlTTE1NKVWqFHFxcSQmJtKoUSPgXVClRYsWbNq0iQkTJuRk88VnoFar+eabbyhTpgxdunRh3bp1dO/eHYAFCxZQv359AgMD2bt3LwkJCVSoUIHg4GDy5ctHkSJFcrj14nPQHktkZWVhYmJCq1at+Oabbzh48CAzZ87E0dGRwYMHc+bMGebMmcPr168/+Bx5ACfE10eWagqd9vbtWw4cOMDs2bPp0qUL8+fPV957+vQplpaW6OnpybI8HXbixAkmTZpEYGAgNWvWBOCXX35h8eLFdO3alcGDB1OqVCkg+1KKsLAwPD09cXFxkXpFXzntzMOzZ89SrFgxihQpwoULFwgICEClUjFy5Eisra2znXflyhWqVq0qA1wd9P5GANevX2fChAk8f/6c8PBwKlasCLybOMfExDB58mRKlChBWFhYTjVZfAHa18WKFSvYv38/TZo0YeDAgRQtWpSnT5/Svn17+vTpQ5s2bVi9ejVpaWkEBwejUqlkGbeOcnBw4MSJE9SrVw9fX99s9e9mzZpFTEwMw4YNw8bGBgsLC+W99/sZoTtWrVpFoUKF6NWrF8+ePcPIyIjhw4fTrl07HBwciI+Pp0+fPrx69YoePXowbdq0nG6yEOJ/JL250Gl58+albdu2ODs7s337dubMmaO8V6xYMWVbcAma6Q7tp4HwbhmVqakpBQsWVN6ztbVl/PjxhISE8MsvvyiZZ5qgWXh4OB4eHhI00wFqtVqZuHh5eeHo6EhMTAwqlYrGjRszYMAA1Go1q1ev5uzZswCMHj2aLVu2ULNmTVlSoaM018Tly5d5+fIlVapUYfny5eTPnx9nZ2fi4+OBd8s4ra2tWbhwIebm5h/0L0K3aMYE8K4faNu2LadOnSI4OJgnT55QrFgxXF1diYiIYN68eSQlJREYGIhKpUKtVkvQTMdkZGTw8uVL9PX1mTBhAvr6+kybNo0nT54ox7i4uNCgQQMWLVrE+fPngX9lL0rQTHdkZmYq/799+3bWr19PtWrVALC0tOTRo0c8e/aMpk2bAu82oqpRowbOzs5MnTo1R9oshPh7ScaZyBXS0tLYv38/kydPZvLkydjb2+d0k8Rn9uTJE4oXL86RI0f46aef+OWXX6hatSpv374lb968xMfH07lzZ/T09OjduzcODg7kyZOH8PBw5s+fj7e3t9Qr0iEBAQEEBgayfPlyKlasmK1g75EjRwgLC+PPP/+kQIECJCQksG/fPtlFVcedPn2aQYMGMWPGDLp160aBAgW4efMmQ4cOpVKlSnh4eCjZI9pZyZJFovs+lXk2aNAgLC0tefbsGW/evKFs2bLo6elJplkuERUVRWRkJKampjg5OVG8eHHlPX9/f4YNGya1zHSMZsyoceTIEX7//XdMTU0ZOHCgslLh3r17jBs3jrp169KjRw+WLl2KsbExPj4+qFQq2RxCCB0ggTPxVfq/LK1MTU0lJiaGhg0bygBXx23fvh13d3eOHz8OwMiRI7l+/TqbNm2iUKFCwLvdFVetWoWlpSW+vr5s2LCB2rVrs2TJEmrUqEHbtm1z8iuIv1FqaiqjR4+mSZMmDBs2THlde7J75coV/vjjD2JjYxk5cqSSaSZ9hW5zd3dny5YtjB49ms6dO2Nubs7NmzcZNmwYlSpVws3NjcKFC+d0M0UO+FjwrFmzZvTt21fZqfv944Ru0g56aIJn+fPn5+eff84WPHv/WPF1mzdvHmXKlKFnz56YmpoSHx9PkyZNABg6dCiOjo7KsWlpaaxdu5atW7eSmJhIyZIlCQ4OxtDQUPoIIXSEBM7EV0f7BvTmzRtMTU3/68+QgY1u09SW6N+/P4MGDeLmzZvMmzePW7du4ejoiKGhIZs3bwZgzZo1tG3bls6dOzN+/HiSk5MxMTHJ4W8g/k7x8fF06tSJ6dOn061bt2x9SGpqKgkJCRQtWjTbOdJH6Ja/yhjz9PRk48aNjBs3ji5dulCgQAFu3bpF586d6d+/PzNnzsypZoscpn2trFq1ig0bNjBixAj69euXwy0TX5r2tbB161Y2b95MWloavr6+ygM5oVvGjRvHn3/+ybBhw2jfvj0FChTg3r17DBgwgEKFCrFo0SIqV66sHJ+WlsbLly+Ji4ujatWqko0qhI6R8Lf4qrw/iJ01axbPnj37j87TSE1NlQmxDnk/9p+ZmYmJiQmNGjXi3LlzwLtdVhctWoSNjQ0+Pj74+PiQkZHBypUrAciXL5/y1FiCZl+3jz0LsrCwoEaNGuzfv5/Xr18ru2cCXL16lQ0bNnyw65X0EbpFEzQLDAxk165dpKWlKe9NmTKFXr164eHhwfbt23n58iUVKlRg3759UtA5l9OueTZy5EgmTZpE3759c7hVIidoNpIC6Nq1Kx07dqRatWoULFgwh1sm/m6av/lly5bRoEEDAgMD2b17Ny9fvqRMmTKsXbuWhw8fsnjxYu7fv6+cZ2RkRNGiRalevboyzpCgmRC6QzLOxFfJ3d2d7du3M3bsWJo1a5Zt2cT7tDMNQkNDefnyJQ4ODhgZGX2p5oov4OnTpxQrVkz596VLl+jbty+LFi2ic+fOyuuxsbEYGxtjZmYGgLe3N9u3b2fdunVYWVl98XaLv492YP3p06ckJSVRpEgRzMzMiIiIYP369Xz33XeMHDmSPHnykJKSwk8//URGRgarV6+WTUJygdGjR3Py5Ek8PT1p2bJltvvAyJEjuXbtGnZ2dtjZ2SnZzJJ9qFs+tWzqr0pAvH8NyDWhO/7b0h8fO16W4ukW7d/z2bNnTJ48mYSEBPr370+HDh2UrOQ+ffpgbW3NrFmzZPwoRC4ggTPx1Tl8+DA///wzK1asoFatWgAkJycTFxdHoUKFsmUMaQ9wwsPDWbBgAR4eHnTs2DFH2i4+j4iICMLDw6lfvz5jxozB0NCQPHny4OLiwv3793FxccHCwkJ5YqxSqbh27Rq//PILe/fuJTAwkOrVq+f01xD/A+2/9SVLlnDq1Clu3LhBw4YNqVmzJmPHjmXJkiUcP36c5ORkKlSowOPHj0lPT2fz5s0YGhr+n2onin+uT/2e06ZN48CBA7i6utK6dWsleDZ//nxOnDhB2bJl8fPzk2tBB2lPiI8fP05KSgpJSUn8+OOPf3me9rWUkJCAubn5526q+AK0r4f3+4u/uh+8v/xOluPpJmdnZ27evAnA3bt3SUpKYsqUKbRv3x5zc3Nu3bqFnZ0d5cqVY+nSpR+UfBBC6BZ5PCL+8d6P7cbGxlKmTBlq1arFH3/8wapVq/jxxx/p2bMnS5cuVZZcaQ96wsLCcHd3Z/HixRI00wHaS28BatWqRfv27Tlw4AC2trb4+Pjw9OlT2rRpw927d4mNjVWW3GiuiQIFCtCgQQPCw8MlaKYDNL/rypUrCQsLY+LEiezZswcjIyMCAwO5c+cOEyZMYMqUKbRt25ZChQrRoUMHtmzZgqGhIRkZGRIo0SHaf+vJyckkJCQo7y1atIhWrVoxc+ZMDh06RFxcHACvXr1i6dKlStBMnivqHk2QxMPDg7lz5xIYGMiKFSv48ccfuXz58kfP0R5LrF27lsGDB/PmzZsv1mbxeajVauV6CA0NxdHREX9/fy5dugTwyT5ArVYrQbKDBw+SlZUlQTMdtGvXLrZu3cr06dPx9fXlyJEjNG/enOXLl7N3715evXpFhQoVCA4OJl++fBQpUiSnmyyE+Mwk40z8o31sI4DTp08zaNAgOnTowG+//Ub9+vVp0KABmZmZuLi4EBkZma1YZ3h4OO7u7ri6utK+ffuc+irib6J9TZw8eZKkpCTy589P48aNSU9Px9/fn5iYGC5fvsz48eNZtmwZ1atXJzAw8IOlNZJh9PXT/IZqtZpXr14xYcIEbG1t6dChAydPnmTs2LHMnDmTXr16ffL3lmVXuuX9Wphnzpzh2rVr9OrVi+bNm2NtbQ3A9OnTOXHiBMWKFSMjI4PU1FR27NiBvr6+LL3SYWFhYfj4+LBmzRqqVavGrl27mDRpEkFBQTRu3BjI3q9oP4Dz9vZm9uzZ2Zb/i6+bn58fgYGBNG3alEuXLlGmTBl69epFhw4dgOzjhPdXMcyZM4fg4GAaNGiQY+0Xn0doaCgRERGEhIRgYmKi3A/Gjh1LTEwMkyZN4rvvvsu2MYTcN4TQbfKIRPxjad+AVq9ezR9//MGMGTNo2LAhy5YtY9euXUycOJHGjRtTtGhRXr58yaZNm7IVfQ4KCmLZsmW4ubnRrl27nPoq4m+i/YTYy8uLrVu3YmFhwe3bt2nfvj1Tp05lzJgxpKWlERYWxpEjR0hJSSE9Pf2jgxkJmn3dtPuIpKQkjIyMSEpKokKFChw8eJApU6bg6OhIr169SEtLY+vWrVSsWJFvv/022+dI0Ey3aK4Jb29vIiIiGD9+PN27d2fp0qX8+eefJCUl0bJlS9zc3AgPD+f58+ekpaUxfvx49PX1JZCq4+7fv4+tra0SNHNycmLOnDk0btyYlJQUjI2NUalU2a6DsLAwPDw85AGcDng/uPHkyRN8fHxo2LAhly5dYs2aNaxfv56srCw6deqESqVSMli1g6ienp74+PhI0ExHZWVl8erVK/LkyYOenp7SN4wZM4Y+ffqwdOlSLCwssLGxUQKqEjQTQrdJ4Ez8Y2luQJqNAMaNG0dKSgoAbdu2pXXr1hgYGJCenk5KSgqOjo7kyZMn27K7Z8+eMXfuXAma6QjNoHX16tVs2bJFqXMXEhKCs7MzKSkpTJ06lTJlyjBw4EBsbGx4+PAh9erVUwa/MrDRHZrfcsGCBWRmZuLg4AC82wnr9OnTTJ06FVtbWwAeP37M3r17pTZRLnH06FH27t3LihUrqFOnDhcvXuTRo0fo6emxbt06DAwMaNq0KX369Ml2ntQq0i0f6/P/+OMPatWqxblz55g1axaOjo7Y2tqSlZWFn58flpaW2NnZKUGzjRs3StBMR2hfDzExMZiYmBAXF4eFhQXwruyDvb09q1evZsOGDejp6dGhQ4ds15B2EFXGlrqrW7durFmzhsmTJ+Pj44OxsTEAaWlpdOnSBUtLS1q3bg3IQ1ghcguZQYp/tP3797N9+3aWL19O7969KV26NKmpqTx69EjJDIiKimL48OHExcWxdu1a9PT0yMjIAN4Vge7SpUsOfwvxd4qNjeXWrVvMnDmTWrVqsW/fPnx8fBg1ahSnT5/Gy8tLKeZaokQJGjRooFwrEjTTDdoVBu7evcuJEyf44YcfKFGiBOPGjePIkSNYW1tjZ2eHWq3mzZs3uLq6kpaWRps2bXKw5eJLKVy4MH379qVOnTocPXoUe3t7XF1d8fT05MKFCwQHB7N///4PzpOgme7QDpJcvXqVp0+fAtCjRw+OHj3KoEGDmDlzphJcT05O5vfff+fZs2fKZ2zduhUnJyfc3NwkaPaV085Yd3NzY9SoUQwaNIjDhw9z5swZ5biaNWtib2+PpaUlPj4+REdHK++tX78eb29vCaLqOLVaTf78+Zk3bx7nzp3D3t6eS5cucfHiRXx9fVGpVNkylIUQuYOMEMU/2sOHDylbtiy1atXi2rVrHD9+nMjISGJjYxk8eDCDBg3CzMyMunXrMmHCBAwMDCRjQMeZm5vz3Xff0bBhQy5fvoybmxtjx45l4MCBmJmZsWjRIl69eoWbmxvFixdXzpOlV1+/169fY2Zmpjzd9fPz4/HjxzRp0oS6deuiVqtp0aIFU6dOxcXFBQcHB7KyskhNTeXVq1dERkbKUrxconz58hQvXpykpCSCgoIYOnQo3bp1A6BcuXJcuXKFqlWr0rZt25xtqPgstIMkixcv5syZM/Tu3ZsuXbpQtWpVihYtikqlomDBgsC7ALyrqyvx8fGMHTtW+Zzy5cvj5+dHy5Ytc+R7iL+Hdm2y+/fvc/LkSQICAkhISGDPnj2sXbuWvHnz0qNHD+Bd8GzgwIEcPXpUWYp5+/Zt/Pz8cHJykqCZjtNcK40bN2bp0qU4OzszevRoDAwMsLS0ZMWKFcqxMpYQIveQzQHEP8bHCncfO3aMESNG0L59e65cuULt2rWxtrZGpVIxd+5c9uzZQ9myZZXjZUKcO6Snp2NoaIi/vz/nzp3D09OT/PnzExISwqVLl4iPj8ff318yzHTI6NGjKVy4MPPnzwfeXQOenp6sW7eOevXqERoamu34mJgY9uzZA4CVlRX9+vWTwHouFB8fz4ABAxg8eDC9evUiMTERV1dX2rRpw3fffSd9hI5bvny5kiVUo0YNzMzMALhw4QJ+fn5cvXoVtVpN4cKFMTY2Jjg4GENDQxlL6KjAwECuXr2KhYUFs2bNAuDWrVts2LCBkydPYm9vrwTPtGkewMTFxVGqVKkv3WzxD3Dt2jVUKhWVKlVSVrbIWEKI3EX+4sU/gvaSioSEBPLmzYtKpaJFixa4ubmxe/duRo0aRePGjSlRogRPnz6lVq1aH6RIy0A3d9AMVu7cuUNiYiIqlYrU1FROnDhBly5d6NSpEyA7HOmSGTNmULRoUQDevn1L3rx5GTNmDObm5vj4+BAREaHsnKlWq7G2tlZq22lkZmbKQDeXSUtLI1++fJw7d460tDQOHz7MmzdvsLGx+aAAvNAdarWa2NhYDh8+jJOTk7JbJry7L3z77bfMnz+fFy9ecP36daysrPj222/R19eXCbEOeX8DmWfPnnHo0CFlZ12AChUqYGdnB7wLrL19+5Z+/fpl+xw9PT2MjY0laKYD/tvd1DXXUNWqVZXXZCwhRO4kf/Uix2kvqVi5ciWnTp3i+fPnVKlShQEDBtC1a1c6deqkPAVOSUnBycmJPHnyUK5cuRxuvcgJmkFPnz596N+/P7a2tqSlpWFkZJStWK8Ezb5+p0+fplatWlhZWQGwdu1aduzYgb+/PxYWFgwcOFDpE/LmzUvnzp0BlACa9gBZAiS5T7FixXBwcFB2Zi5UqBDr169HpVKhVqvlmtBRmh0QY2NjyZs3b7b39PT0SE1NBaB69erZNhSSCbFu0YwB3r59S758+Rg0aBD58uVj+fLlbNiwQQmYVahQgX79+vH69WvOnz+PnZ2dFHzXQdqB1PfHB58KqOnp6X30WCFE7iOjA5HjNDejpUuXsmHDBqZOncrTp0+5desWQ4YMwcfHh9atW5OcnMy+ffvYtGkTycnJhIeHo6enJ1lFuVidOnUIDw9n3759mJqaMmTIEFmOp0MiIiL4+eefcXNzo2PHjuTJk4fGjRvj7++Po6Mj7u7uWFhYMHLkSNRqNdOmTUOlUvHDDz8AstOVrtL0+ZrJy6d+Z81kx8bGhrp166Kvr6/UyJM+Qrd8bNKbkZFBRkYGjx49Uv6t+c2vXbvGuXPn6NWrF/nz51fOkUCq7tm4cSN+fn5ERERQvHhx+vTpQ0ZGBh4eHujp6dG3b1/gXT27iRMnUrx4cSWwLvcQ3aH9kD40NJTffvuNSpUq0ahRI2rVqvXJ31z7tYMHD9K6dWu5dwiRS8lfvsgx2jejZ8+ecfToUebOnUvHjh0BePHiBUWKFGHq1KkEBwdTunRp1Go1derUYeLEiRIgEQDUqFGDGjVqKP+Wa0J39OrVi+vXrzN37lwA2rVrR5UqVVi/fj1DhgxhypQpeHl5UbBgQUaNGoWenh5TpkyhYMGCNG3aNGcbLz4b7SwSY2PjTy631J4ImZubZ8s0kD5Cd2g/PIuLi8Pc3JysrCxKliyJnZ0dbm5uWFlZ0apVK+Dd8l0fHx+KFCmCqalpDrZcfAnW1tYEBgbi4OCAv78/lpaWSqaZJnjWu3dvAEqWLAlImQddpL2pUGBgIE2bNmXjxo2cPn2aXr160aFDhw+CZ9r/Hx4ezpw5cwgODlY2jBBC5C4ychQ54v2BrpGRETdv3sw2+SlcuDCDBg3iypUrnDlzhurVq9OhQweMjY0BWVIhPk6uCd2gWXo7e/ZsABYsWICenh7fffcdFSpUIDAwkKFDhzJ58mQleGZvb0+xYsVo2LBhDrdefA7a9419+/Yxf/58tm/fTsGCBf9t8Exz3qtXryhQoMAXbbf4vDS/7fLlyzl48CBGRka0bt0aOzs7hg8fzvPnzxk5ciQ9e/YE4N69eyQkJLBq1SrJLNIx7we81Go15cuXx9/fnzFjxjB8+HACAgIoWrQodnZ26Onp4eTkhIWFBTY2Nsp5EjTTHe9fE0+ePMHHx4eGDRty6dIl1qxZw/r168nKyqJTp06oVCqysrKU5d4AYWFheHp64uPjI0EzIXIxuTOIHKG5iXl5eeHm5kZWVhYNGzYkOjqahIQE5biSJUuir6/P3bt3AZSgGciSCiF0lVqtxsjICHi3zKZKlSokJSXh5ubG/v37SUlJoWLFigQFBXHr1i2mTJlCXFwcpqam2NraKtmoQndoT3727t3L1atXefHiBSNGjCA+Ph59ff0PNouB7BkDGzZsYNmyZbx58+aLtl18Htp1hjZv3kxwcDB9+vShRIkSHD58mPnz55ORkcH8+fNZuHAhL1684PXr11SvXp0tW7ZgaGhIRkaGBM10iKaP2LVrF/CvwHnp0qXx9fUlLS0Ne3t74uPjKVq0KL1792bevHlKNqLQLdr3jZiYGH7//Xfi4uKwsLAAoFatWtjb21O4cGE2bNig7MStp6eXLWjm4eGBi4tLthq6QojcRwJn4ovSHuhGR0dz5MgRBg4ciIWFBfXq1SMmJobt27crE5uUlBQyMjIoVqxYTjVZCPGFaQasPj4+eHp6YmxsjJOTE/Xr12fOnDns3buXlJQUJfMsOjqaVatWZfsMyTzULZrJz6JFi/Dy8sLIyIgffviBFy9eMHDgwI8Gz95fZrNw4UKsra1leZ6O0Py20dHR3Llzh7lz59KnTx8WL15M165defDgAXPnzuXly5f8+OOPLFmyBB8fH2bMmIGBgYFkreuop0+f4ujoyLBhw4B/Bc/KlCmDh4cH9+/fx9HRkRcvXig1z+Rhi+7RzjR2c3Nj1KhRDBo0iMOHD3PmzBnluJo1a2Jvb4+lpSU+Pj5ER0cr761fvx5vb29cXV1p3779F/8OQoh/FpVatgYROSAqKoorV66gVqv5+eefldednZ05ffo0BQoUoHLlyvzxxx8kJiYSFRUlA1whcpGXL18yYMAA+vXrh62trfK6k5MT27ZtY968eXz33XeYmpry8OFDihcvLlmoOu7q1auMGjUKNzc3mjRpAsCJEydYtmwZycnJrFu3DgsLCzIzMz+aMbBw4ULJGPjKOTo6MnDgQGrWrAnAmTNnWLBgAfHx8SxcuJAWLVoA70o5bNy4kW3btlGiRAlmzZqlZJnAp3fQE1+fj9Uji4mJYfLkyVSqVImAgADl9YSEBOzt7bl8+TLdunXDzc3tSzdXfAHaf9/3799nzJgxODs7k5CQwJ49e4iJiWHkyJH06NFDOee3337j6NGjjB07Fn19fW7fvs3AgQOZMWMG33//fU59FSHEP4hknIkv4v347IEDBwgJCeGPP/4gLS1NeX327Nk4ODhQtWpVnj59Sq1atZSg2ceW4QghdI9arUatVpOcnIyZmRmA0k/Mnz+fKlWqsHTpUnbu3ElqaiqlSpX65FI9oTuSkpJ4/fo1RYsWVV5r1KgRw4cP58GDB9mWbWZlZQH/qk3j6uoqQbOv3PXr1ylcuDBVqlRRXqtRowZt27ZFX1+fLVu28PbtW+BdKYc+ffrQrVs3rly5QmhoaLbPkqCZbtAOmp06dYr9+/dz9OhRrK2t8fLy4saNGwwfPlw53tjYmEqVKhEVFYWLi0tONVt8Zpq/78DAQJYuXUqjRo2oXbs2LVu2ZPjw4bRo0YLVq1cTGRmpnFOnTh0mTJig3D+KFy9OWFiYBM2EEArJOBOfnfaTn+3bt5OZmUm3bt2YP38+u3btYuLEiXTp0gUTE5Ns52kXe5adEoXIfRwcHHj9+jUbNmxAT09PqUfk6OjI6dOnKV++PMHBwTndTPEZaN83NJPj58+fM2zYMH788UcGDhyo3B/evHmjLNcsUqQIa9aswczMjF9++UUJmskyG92guS7Cw8MpXrw4LVq04O3btwQEBHDkyBGsra356aefyJMnD/Du2jl06BCtW7eWjFQdo91HeHl5sXXrViwsLLh9+zadO3dm+PDhxMXF4ejoiJmZGW3atOHMmTNkZGQo95RPbSoivk7agdSkpCSWLVtGeHg41tbWrF69Wjnu1q1bbNiwgV9//RU7Ozv69euXU00WQnxFJONMfFaanWkAbty4QWBgIEFBQRw6dAgnJydatWrF2rVr2bdvn/KkWJMpoD2YkaCZELmHpg8YPnw4b9++ZeLEicC7fkClUpGRkUFQUBDr1q0DPsxoFV837fsGoNQeKlCgAN988w179+5l//79yvvp6emUKlWK8ePHk5mZyY4dO4B3OzYvXLhQgmY6QNMnqFQqnj59yr59+1i0aBG//vorefPmZdiwYTRv3pzz58/j7e1Namoq8K42no2NjWSk6iBNH7F69Wq2bNmCr68vUVFRODo6EhkZydKlS7G0tCQ4OJiiRYty/vx5zM3NWb9+PXp6emRlZUnQTMdogmZv374lX758DBo0iKFDh3L8+HE2bNigHFehQgX69etH9erVOX/+vIwhhBD/Eck4E1/EokWLePToEc+ePePOnTvkz58fR0dH2rVrh6OjI1euXGHkyJG0bds2286ZQojcKy0tjd27dxMQEEBycjJ16tTh9u3bpKSksHPnTmVJxfv1bcTXS/v3XLt2LRcuXODBgwe0bduW7t27Y2Zmxk8//cTz58+pXLkydevWZevWrRgaGuLn50ePHj2oX78+Tk5OOfxNxN9F+5rQZJ+fP3+ekJAQbt68yYwZM2jcuDHJyckEBARw6tQpKlSowJw5c5TdeYVuio2NxdvbmxYtWtCpUyf27dvH7Nmz6devH+vXr6dx48bMnj2bokWLkp6ejqGhISCrGHTZxo0b8fPzIyIiAgsLC549e0ZoaCjBwcFMmzaNvn37Ksc+evSI4sWLo6enJ3UPhRD/lsw2xGe3efNmNm3axIgRI/Dz82PHjh2UKVMGPz8/Dhw4gLu7O7Vq1cLZ2ZmYmJicbq4Q4h9ArVZjZGREp06d8PX1pV27duTLlw9ra2t27NihZJBI0Ey3aH5PLy8vVq5cScmSJalfvz4hISHMnTuXu3fv4u3tjY2NDQ8fPmTDhg2YmZmxatUqjIyMKFasGCVKlFDq5Imvm3bQLCAgAF9fXxISEqhbty79+vWjfPnyLFy4kOjoaExMTLC3t6dWrVro6ekpQRKhu8zNzfnuu+9o1qwZly9fxs3NjbFjxzJhwgTGjBnD/v37mTJlCk+fPlWuB7VaLUEzHWZtbY2hoSEODg7Ex8djaWmJnZ0dAwcOxMPDg40bNyrHlixZUsk+lKCZEOLfkYwz8dl5e3tz9uxZQkJCgHcTo9jYWMaNG8eLFy+YOXMmNjY2rFixAnt7exnsCqHj3s8S+7/UmZGMAd2xYcMG6tatS9WqVQG4du0aY8eOxcXFhYYNGwJw6dIlXF1dKVy4MF5eXhgaGqKnp8ebN28wNTUF3t1rNm7cSFhYGGXKlMmx7yP+fu7u7mzbto1Ro0ZhY2OjbBBx7tw51q1bx71795gxYwaNGjUiNTUVIyMjVCqVZKTmAppMMn9/f86dO4enpyf58+cnJCSES5cuER8fj7+/v1wHOuj9v29N1phmJ01DQ0MCAgKwsLAgNjaWsLAwVq5cia+vLzY2NjnYciHE10juIuKz0cRkjYyMSE1NJT09HT09PdLT0ylatCiTJk0iPj6eoKAgjhw5wujRozE0NJQ6JELoOM1Ad9u2bQDZdkH8GO3soaysLLKysiRopiMePHiAn58fGzZs4ObNm8C76+Pt27fkzZsXeBdYrVWrFjNnzuTIkSMcP35cuYZMTU25efMmY8eOZfv27axZs0aCZjomKiqKqKgoAgIC6NevH0WLFiUlJYU3b95Qr149Ro8eTbly5ZgyZQpXrlwhT548qFQq1Gq1BEtyAc294M6dOyQmJqJSqUhNTeXEiRO0atWKgIAAJatI6BbN3/euXbsAlL/70qVL4+vrS1paGvb29sTHx1O0aFF69+7NvHnzaNWqVQ62WgjxtZIRhfhsNGnPNjY2/PHHH8qONpqMsvT0dFq0aIGBgQHr1q0jLS0NQIq1CpELvHz5EldXVxYtWgTwbye4mv5EE4AXusHKyoqVK1dy9epV1q5dy61btyhQoAApKSncu3cP+FewtFatWlSuXJm7d+9m+4yKFSvSvXt31q1bR/Xq1XPgW4jP6dmzZzRu3JiqVaty69Yt1q1bx48//sigQYNYtWoVVatWxdbWll69elGtWjXlPFl6lTtofuc+ffpw6dIlbG1t6dKlC48ePaJdu3bKcXLf0E1Pnz7F0dGRYcOGAf8KnpUpUwYPDw/u37+Po6MjL168oHjx4vTp0wcDAwNl0xkhhPhPyV1EfHZVqlTB2dmZVatW4e7uzpUrV3jw4AEhISFUr14dJycnoqOjpb6ZEDrs/af9+fLlY8yYMdy4cYMLFy588jztgr2hoaGMGTNGCbIL3VC9enUWLFjA1atXCQwMJCsrCwcHB2bPns3Zs2eVZZnJycmkpaVRoEAB5VxNJmKbNm2wsrLKqa8gPiNDQ0N27tyJp6cnY8eO5dy5c3Tv3p1atWqxZcsW4uLiaNiwIRMmTJDdM3OxOnXqEB4eTps2bejZsydbtmyRAIkOen8sUaxYMdauXcvNmzcZPnw48K9gavHixSlbtiwnTpzA09Mz23mStS6E+G9JryG+iO7du5MvXz7mzZvHzp07UavVFCpUiCFDhvDixQvKlCmDhYVFTjdTCPGZaJ72b968GWtra0qXLk3btm3Ztm0bO3bs4Ntvv/3gHO2gWVhYGN7e3ixYsEB2ytNB1atXx8XFhVmzZrFixQrat29Pnz59GDBgAMOHD8fExIRz586hUqn48ccflfMkq0j3DRkyhFevXnH58mX69+9P06ZNKVu2LDdu3ODixYu8fv2aQoUKKcdL1nruVaNGDWrUqKH8W2ph6hbtmmanTp0iKSkJIyMjWrZsiZeXF5MnT2b48OEEBAQAYGxsTKVKlViwYAGVKlXKyaYLIXSAbA4gvqjY2FiePHlCRkYGdevWRU9PDy8vLw4cOEBwcDBFihTJ6SYKIT6T6OhohgwZQqlSpRg5ciTNmzcnLi6Onj17smTJkmzLat4Pmnl4eODq6kr79u1zqvniC/j999/5+eefqVGjBt26dePu3bv88ssv5M2bl2LFiuHq6qrUwpQAie7T7gdSU1PJkycPAGlpaYwePRq1Ws3q1atlGZ4QOk67L/Dy8mLr1q1YWFhw+/ZtOnfuzPDhw4mLi8PR0REzMzPatGnDmTNnyMjIYMOGDejp6cl9QwjxP5HAmcgxN27cYPXq1Rw9epS1a9dmq00ihPj6fWxHu0GDBnH16lU6depEXFwczZo1IzExkePHj+Ps7PxBYffw8HDc3d0laJaLXL16VQmejR8/niJFimSbNEkWSe6i/du/ffuWTZs2cejQIeLj44mIiMDQ0FB2zxQil1i9ejXr1q1jxYoV1KpVi5CQEJydnenQoQOTJk1CT0+PBQsWkJqaiqmpKd7e3tJHCCH+FtKDiByRkZFBeno6hQoVIiQkRIJmQuggzSD12rVrPHv2DIApU6bQvHlzypcvT+fOnVm1ahWbN2/m/v37HDt2LFv9kqioKObMmcPChQslaJaL1KhRA2dnZ65evcqCBQu4d++eEjhRq9USNNMh/8mzW+3luBkZGWRlZVGqVCk2bdqEoaEhGRkZMiEWIheIjY3l1q1bzJw5k1q1arFv3z58fHwYNWoUJ06cwMPDA0NDQ/z8/Fi9ejW+vr7SRwgh/jaScSZyVHp6urLLphBCt6jVas6dO8fQoUPp3Lkz7du3p0WLFri6upI/f37GjRvHs2fPWLp0KVu2bKFNmzb4+voC75ZiRUVFYWlpKVvH51KXLl3il19+wcXFRSY9Okg7A+S/WUKlfawsvRIi90hNTeXYsWM0bNiQe/fuMWHCBAYPHszAgQMJCgpi0aJF1K9fHw8PD4oVKwZkz1gVQoj/hQTOhBBC/G0+Nkjdvn07p0+f5tChQwwfPpwyZcowZ84cFixYQOvWrUlOTuaPP/6gTp062SbBElgXmutJltnoFu3fMyAggGfPnjFx4kRMTEz+4/PS0tJkoxAhchnNuMDf359z587h6elJ/vz5CQkJ4dKlS8THx+Pv7y/3CyHE307WOwghhPhbaE9qX7x4QUpKClZWVnTu3JnWrVvTqFEj5s+fT/v27SlSpAhLly6lfPnylClThnr16gHZM0gkaCZUKhVqtVomQTpG83u6u7uzY8cOhg4dyuvXr/8ycKZ9HURERADvduyWjDMhcg/NUv07d+6QmJiISqUiNTWVEydO0KVLFzp16gR8vMaqEEL8LyRwJoQQ4n+mPan18fHhwIEDxMfHY2FhwbBhw2jZsiU//PADtWvXJiAgAAMDAy5fvkxMTEy2DQFkEizeJ8tsdNOOHTuIiopi9erV1KhRA3iXRZaamkrevHmzBc61M1nDw8OZM2cOvr6+0l8Ikcto+oE+ffrQv39/bG1tlexT7Z25JWgmhPi7yVJNIYQQ/xPtSe2qVasICgpi1qxZFC5cmMjISP788086d+5M7969MTc3JykpiVu3brFr1y6mTJkixd6FyIVWrVrFH3/8wdKlS7l+/TrR0dGEh4eTlZVFnz596NevH3ny5MnWv4SFheHh4YGbmxtt27bN4W8ghMhJV69eZd++fZiamjJkyBAMDAxk12UhxGcjgTMhhBD/Jw8ePMDKygp4t8QyKSkJe3t7unTpQr9+/ZTj3N3dOXDgAK6urlhbW3/wOTLQFUK3faz24caNG3FycmLIkCEcPnyYKlWq8O233/Lo0SN27drFli1bsLS0VI4PDw/H3d0dV1dX2WVXCPEBGUsIIT4n6V2EEEL812bMmMHLly8ZN24cNWrUQF9fH5VKRXJy8gfFux0dHTl37hyhoaEfDZzJQFcI3aVdxP/Zs2fkz58fQ0NDevfuTXx8PCdPnmTgwIE0bdqUMmXKcP/+fS5cuEBycrLyGUFBQaxcuZKFCxdmW44lhBAaMpYQQnxOsgBcCCHEf6Vv374cP36c58+fExwczOXLlwHInz8/FhYW7Nq1CwAjIyPS0tIAqFatmtQjEiIXCQ4OJjMzUwma+fr6MmTIEAYOHMiiRYtISUlh5MiR+Pn5YWdnR+nSpUlLS2P+/PmYmZlRunRp5bNOnz7NrFmzJGgmhBBCiBwhgTMhhBD/sWXLlpGSksKJEyeYOHEiDx8+JCwsjIsXLwIwffp0bt68yeTJk4F/Ffu/du0a5ubmOdVsIcQXdPz4cQICApg5cyYAe/fuJSQkhGHDhlGrVi0uXbrEqFGjSE5OxsTEhDdv3rBp0yaGDx9OXFwcfn5+6OnpkZGRAbyrh9a1a9ec/EpCCCGEyMWkxpkQQoj/mJubG7/++quyG96+fftQqVSULVuWwYMHU716dQ4cOICTkxMFCxakRIkSvH79msTERLZt2yZLKYTIBZKTk9m6dSsRERFUrFiRSpUqUaxYMTp37kxWVhYHDx7Ez88PU1NTVqxYgaGhIeHh4dy6dYtZs2ZJkW8hhBBC/KNI4EwIIcS/pSnuHRMTg5OTE/r6+jx9+pSDBw9y6tQpVq9eTfny5Rk+fDhVqlQhNjaWoKAgAExMTBg9erRMhoXIBTR/40lJSezYsYONGzdy//59XFxclKWW6enpHD16FD8/P8zMzFi2bBkmJibKZ2RmZsrSbiGEEEL8Y0jgTAghxH9l2LBhnDx5kmbNmhEQEADA9u3bCQoKokKFCgwaNIiaNWt+cJ5MhoXQbW/evMHU1BSAc+fOUa9ePcLCwvDz86NChQr4+/srm4dkZGRw5MgRXF1dadOmDbNnz87JpgshhBBCfJLUOBNCCPEfS0hIwNDQkHHjxvHkyRMmTZoEQOfOnRkyZAh37twhNDSU8+fPf3CuBM2E0F379u3D0dGRt2/f4urqyogRI3jz5g1du3Zl5MiRPHv2jOnTp5OVlQW82wGvVatWuLu7M2PGjBxuvRBCCCHEp0nGmRBCiP9KZmYmenp6REZGsmbNGqpXr46XlxcAO3bsYPHixfTo0YMxY8bkcEuFEF/KtWvX6NatGxUqVCA2NpaQkBCqVq0KQEpKClFRUWzcuJHKlSvj5uaGSqXKdr5kpAohhBDin0oCZ0IIIf5PkpOT2b17NwEBAdmCZydPnqRRo0YyCRYil9DUNZs+fTpRUVE0adIELy8vChYsqByjCZ5t2rSJIkWKsHLlyg+CZ0IIIYQQ/0SyVFMIIcT/iYmJCR07dsTe3p7r168zbNgwAJo2bYq+vj6ZmZk53EIhxOekefaqCZLXrVuXxYsXc+HCBebMmcOjR4+U44yNjenWrRtdunTBzMwMeW4rhBBCiK+FbG0mhBDi/8zExIQOHTqQkpLC+fPnycrKUop/S8aZELpL+289Pj6eQoUK0bt3bwCsrKwYMGAAADNmzKB48eIAnD59mkGDBim79Gp/hhBCCCHEP5Us1RRCCPE/S01NxcjISCbDQuQyK1as4Pjx42RmZtKrVy9atmyJpaUlV65cYcCAATRp0oQff/yRTZs2cefOHfbs2YNKpVKCZ0IIIYQQ/3QSOBNCCPG3kcmwELpN+288PDycxYsXM378eI4fP86zZ8+oW7cuw4YNo3jx4vz+++/89NNP5MuXjzx58hAcHIyhoaH0E0IIIYT4qkjgTAghhBBC/FcuXbrEtm3baNSoETY2NgD4+/tz4MABvvnmG4YPH07x4sWJi4sjMTGR0qVLo6enp2wkIIQQQgjxtZC1NEIIIYQQ4j92/Phxpk6dyt69e8mbN6/yuoODAzY2Nly5coU1a9bw+PFjChUqRNmyZdHT0yMrK0uCZkIIIYT46kjgTAghhBBC/MeaN29OmzZtSEtLY9++fSQmJirvOTg40LZtW44cOcLevXuznSe1D4UQQgjxNZKlmkIIIYQQ4qP+arOPhQsXcvr0aTp06ED//v0xNTVV3tu2bRvff/+97K4rhBBCiK+eBM6EEEIIIcQHtINmUVFRXL9+nTx58lC1alU6dOgAgLOzM+fPn6ddu3YfBM8AMjMzJXgmhBBCiK+aBM6EEEIIIcQnLVq0iK1bt1KrVi2SkpI4e/YsgwcPZvr06cC74NnFixdp2LAho0ePxsTEJIdbLIQQQgjx95EKrUIIIYQQ4qOio6PZtm0bvr6+1K1bl9TUVA4ePMj06dPJmzcvEydOZPbs2cyYMYP4+HiMjY1zuslCCCGEEH8rCZwJIYQQQoiPio+Px9zcnJo1awKQJ08eOnXqxJs3b/D09MTGxoaaNWuycOFCsrKyUKlUqNVqVCpVDrdcCCGEEOLvIdsbCSGEEEIIsrKyPnitYMGCPHz4kGvXrgGgqfBRq1YtDA0NSU5OVo7V09NTgmdCCCGEELpCAmdCCCGEELmc9kYAx44dY9euXdy8eZNq1arRoEEDgoOD+eOPP5SgmIWFBebm5qSnp2f7nE/twCmEEEII8bWSzQGEEEIIIQQAXl5ehISEYGlpyaNHj5g/fz6pqans3r0bQ0NDOnfujKWlJWvWrCEhIYGNGzfKrplCCCGE0GkSOBNCCCGEyKU09cjUajWPHj3C0dGRqVOnUq5cOTZt2oS3tzczZ87E2NiYc+fOsW3bNipWrIi5uTn+/v4YGhqSmZkpwTMhhBBC6CwJnAkhhBBC5ELayzMTEhJISEggMjKSiRMnKoGwtWvX4u7ujqOjI71791ZqmhUqVAiVSkVGRgYGBrLXlBBCCCF0l4x0hBBCCCFyIU3QzNvbm5MnT3L37l1KlCjBjz/+SPny5QEYPHgwAB4eHsTFxTF69GiMjY2Bd4E3CZoJIYQQQtdJBVchhBBCiFxEe/fMnTt3EhkZSdeuXenevTv3798nIiKCR48eKccMHjyYcePGcfbsWfLmzau8LhsBCCGEECI3kKWaQgghhBC50JkzZ9i9eze1a9emW7duAISGhuLv70/nzp2xtbWlZMmSyvHa9dA0u2sKIYQQQug6ya8XQgghhMhlnj9/zqxZs3jx4gVly5ZVXu/Xrx8A/v7+6Ovr07NnT6ysrAAkaCaEEEKIXEly7IUQQgghcpkiRYqwbNkyLC0tOXr0KNevX1fe69evHyNGjGD16tWcOHEi23kSNBNCCCFEbiNLNYUQQgghcqlr164xY8YMatasycCBA6lUqZLy3r59+/juu++UHTaFEEIIIXIjCZwJIYQQQuRiv//+O7Nnz6ZGjRoMGjSIihUrZns/MzNTgmdCCCGEyLUkcCaEEEIIkcv9/vvvODk5UaJECaZOnarUNRNCCCGEyO2kxpkQQgghRC5XvXp1nJycyJcvX7adNIUQQgghcjvJOBNCCCGEEADKrplZWVno6cnzVSGEEEIICZwJIYQQQgiFJngmhBBCCCFkqaYQQgghhNAiQTMhhBBCiH+RwJkQQgghhBBCCCGEEB8hgTMhhBBCCCGEEEIIIT5CAmdCCCGEEEIIIYQQQnyEBM6EEEIIIYQQQgghhPgICZwJIYQQQgghhBBCCPEREjgTQgghhBBCCCGEEOIjJHAmhBBCCCGEEEIIIcRHSOBMCCGEEEIIIYQQQoiPkMCZEEIIIYQQQgghhBAf8f8A1FVk4VZKvNoAAAAASUVORK5CYII=", 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" ] }, "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 log_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": [ "
" ] }, "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 log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", "cluster_fixed_income \n", "0 0.060 6.239 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[\"log_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\", \"log_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": "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": 20, "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": { "image/png": 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" ] }, "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 C0 86.5 6.2 7.3\n", "Global C1 93.2 0.9 5.9\n", "Global C2 48.8 10.8 40.4\n", "Global C3 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 C0 21.3 34.6 12.0\n", "Global C1 28.2 6.5 11.9\n", "Global C2 9.5 47.9 52.5\n", "Global C3 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 C0 31.6 40.5 27.9\n", "Global C1 40.9 54.0 5.1\n", "Global C2 21.2 61.7 17.1\n", "Global C3 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 C0 14.6 18.6 54.6\n", "Global C1 23.3 30.5 12.3\n", "Global C2 7.8 22.4 26.5\n", "Global C3 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 C0 37.3 29.4 0.3 32.9\n", "Global C1 44.2 6.8 0.0 49.1\n", "Global C2 18.6 9.7 48.5 23.1\n", "Global C3 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 C0 15.8 57.2 0.9 20.7\n", "Global C1 23.1 16.2 0.0 38.0\n", "Global C2 6.2 15.0 98.3 11.5\n", "Global C3 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 C0 65.4 21.2 13.5\n", "Global C1 72.0 24.1 3.9\n", "Global C2 19.2 52.9 27.8\n", "Global C3 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 C0 28.1 10.3 28.2\n", "Global C1 38.2 14.4 10.1\n", "Global C2 6.6 20.4 46.2\n", "Global C3 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", "0 1.79\n", "1 1.50\n", "2 2.92\n", "3 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 C0 0.0 49.1 29.3 14.9 6.7\n", "Global C1 0.0 64.7 23.3 9.6 2.4\n", "Global C2 0.8 17.5 13.7 24.9 43.1\n", "Global C3 0.4 73.9 14.8 7.3 3.5\n" ] } ], "source": [ "# ============================================================\n", "# CROSS-ANALYSIS — Global clustering × Asset-type clustering\n", "# ============================================================\n", "\n", "# 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": "markdown", "id": "7228921e", "metadata": {}, "source": [ "---\n", "### 5f. Fund-Level Sub-Clustering\n", "\n", "Same logic applied within each of the top 15 funds by AUM, with a minimum of 20 accounts per fund.\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "c28bd684", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Available funds (top 20 by AUM) ===\n", "Product - Fund\n", "Carmignac Patrimoine 1.779824e+12\n", "Carmignac Sécurité 1.039756e+12\n", "Carmignac Investissement 4.742077e+11\n", "Carmignac Portfolio Sécurité 2.334162e+11\n", "Carmignac Portfolio Flexible Bond 1.935158e+11\n", "Carmignac Emergents 1.165950e+11\n", "Carmignac Portfolio Patrimoine 8.958118e+10\n", "Carmignac Portfolio Global Bond 8.130476e+10\n", "Carmignac Portfolio Credit 7.134488e+10\n", "Carmignac Portfolio Emerging Patrimoine 6.955348e+10\n", "Carmignac Portfolio Grande Europe 5.661533e+10\n", "Carmignac Court Terme 4.825378e+10\n", "Carmignac Portfolio Long-Short European Equities 4.666827e+10\n", "Carmignac Portfolio Climate Transition 4.595703e+10\n", "Carmignac Credit 2027 3.838470e+10\n", "Carmignac Absolute Return Europe 3.649769e+10\n", "Carmignac Investissement Latitude 3.288443e+10\n", "Carmignac Multi Expertise 2.605206e+10\n", "Carmignac Portfolio Emergents 2.596680e+10\n", "Carmignac Portfolio Asia Discovery 2.234114e+10\n", "\n", "Selected funds (15) :\n", " Carmignac Patrimoine : 6183 clients, AUM=1779824207927\n", " Carmignac Sécurité : 2825 clients, AUM=1039756177353\n", " Carmignac Investissement : 4982 clients, AUM=474207712295\n", " Carmignac Portfolio Sécurité : 1264 clients, AUM=233416206914\n", " Carmignac Portfolio Flexible Bond : 1431 clients, AUM=193515764737\n", " Carmignac Emergents : 4231 clients, AUM=116594983722\n", " Carmignac Portfolio Patrimoine : 1234 clients, AUM=89581181925\n", " Carmignac Portfolio Global Bond : 2114 clients, AUM=81304760901\n", " Carmignac Portfolio Credit : 1135 clients, AUM=71344877483\n", " Carmignac Portfolio Emerging Patrimoine : 1673 clients, AUM=69553477364\n", " Carmignac Portfolio Grande Europe : 2950 clients, AUM=56615328729\n", " Carmignac Court Terme : 1331 clients, AUM=48253783176\n", " Carmignac Portfolio Long-Short European Equities : 689 clients, AUM=46668268707\n", " Carmignac Portfolio Climate Transition : 3097 clients, AUM=45957034098\n", " Carmignac Credit 2027 : 327 clients, AUM=38384700194\n", "\n", "df_month_fund shape: (3865290, 19)\n", "df_client_fund shape: (20093, 23)\n", "\n", "Comptes par fund :\n", "Product - Fund\n", "Carmignac Patrimoine 3153\n", "Carmignac Investissement 2192\n", "Carmignac Emergents 1779\n", "Carmignac Portfolio Global Bond 1716\n", "Carmignac Sécurité 1622\n", "Carmignac Portfolio Grande Europe 1386\n", "Carmignac Portfolio Climate Transition 1278\n", "Carmignac Portfolio Sécurité 1161\n", "Carmignac Portfolio Patrimoine 1143\n", "Carmignac Portfolio Emerging Patrimoine 1135\n", "Carmignac Portfolio Flexible Bond 1087\n", "Carmignac Portfolio Credit 1016\n", "Carmignac Portfolio Long-Short European Equities 605\n", "Carmignac Court Terme 525\n", "Carmignac Credit 2027 295\n", "Name: Registrar Account - ID, dtype: int64\n", "\n", "============================================================\n", "FUND : Carmignac Patrimoine\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5054 0.8315 656\n", " 3 0.4949 0.8428 569\n", " 4 0.3566 1.2291 338\n", " 5 0.3844 1.1120 276\n", " 6 0.3207 1.1835 271\n", "→ K retenu : 2 (silhouette=0.5054)\n", " n_comptes pct\n", "cluster_carmignac_patrimoine \n", "0 656 20.8\n", "1 2497 79.2\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Patrimoine:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_patrimoine \n", "0 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n", "1 0.038 2.334 0.65 -0.879 4.740 83.0 0.000 1.000 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Sécurité\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5729 0.8464 309\n", " 3 0.5553 0.8254 192\n", " 4 0.4175 0.9791 96\n", " 5 0.4124 0.9532 92\n", " 6 0.2702 1.1743 83\n", "→ K retenu : 2 (silhouette=0.5729)\n", " n_comptes pct\n", "cluster_carmignac_sécurité \n", "0 309 19.1\n", "1 1313 80.9\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Sécurité:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_sécurité \n", "0 0.111 1.312 1.000 0.067 5.178 12.0 0.916 0.084 0.0\n", "1 0.071 4.471 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Investissement\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.4306 1.0230 381\n", " 3 0.4242 0.9113 363\n", " 4 0.2926 1.3034 312\n", " 5 0.3051 1.2219 216\n", " 6 0.2917 1.2180 209\n", "→ K retenu : 2 (silhouette=0.4306)\n", " n_comptes pct\n", "cluster_carmignac_investissement \n", "0 1811 82.6\n", "1 381 17.4\n" ] }, { "data": { "image/png": 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tFN7/++daEARh2rRpQvXq1WVea+7u7oKVlZWwY8cOmX1fv34tWFlZCXXr1pV5zSxatEiwsrIS2rVrJ6SkpEjLx4wZI1SrVk2ubnd3d+n9DRs2CFZWVsLff/8tLfvy5YvQqlUrwcrKSrh69apcXEFBQdKyr1+/CvXr1xeGDx8uLUtNTZU5pyAIQmxsrODk5CRMmjRJWhYcHCxYWVkJPj4+cs+LRCKRK8towoQJgr29vUxZkyZNBCsrK+Gff/6RlkVHRws2NjbCvHnzpGWLFi0SqlWrJnz69EnmcdSsWVMmvtx8Xa5bt07mPer7uDNeW+3atRO8vLyyrCs2NlawsrIS1q1bl+U+CQkJQs2aNYWpU6fKlEdGRgo1atSQKU9/v1i9erXMOezs7ARra2vhyJEj0vJnz57JvW/6+/sL9vb2wosXL2TOtXDhQqFKlSrCu3fvBEH43+u3du3aMs/9qVOnBCsrK+HMmTPSspkzZ2b6Xp+Vhg0byrwG06W/Rzdp0kSoVq2azOs8q30Vuf3M5MmThSpVqsg9J4pKf/8cM2aMTHloaKhgZWUlTJkyRaZ83rx5gpWVlRAcHCwtS78eTpw4IS2Lj48X6tevL7i5ucmd63u5/bmqiLVr18q9x2Tm4cOHgpWVlXDs2LEs9wkPDxcqV64sDB06VEhLS5PZlv7+Eh0dLVSrVk3w8PCQ2Wfr1q2ClZWVsHfvXmlZVu/L+/fvFypXrizzviMIgrBjxw7ByspKuHnzpkx5RESEYGVlJaxZs+aHj5GIiPK3bA0p3bx5MzZu3AhBELB8+XJs2rRJetu+fTvOnj2LwYMH51VukIh+Aek9B9IXBchL6f/dPnfuHFJSUrJ17KdPn3D16lW0bt0aCQkJiImJQUxMDD5+/AhnZ2eEh4cjIiJC5piuXbtCQ0Pjp3UbGRnhwIED+P333xEXF4edO3di7NixqFevHvz9/X+4SMLFixehqakp7WEGAGKxGD179szymO7du8vcr1GjhtwwnYwTesfGxiI+Ph41atTAw4cPf/p4lFGrVi1YWlpK7wuCgJMnT6Jp06YQBEH6fMfExMDZ2Rnx8fF48OABgG/z3/z7778yw89UKSEhIVuv54zPdfprq2bNmkhKSsLz589l9tXS0kLHjh0zradVq1YyE8Pb2dkBANq1a4dChQrJlKekpMi9XjO6ePEijI2N0axZM2mZtra2zOsso6JFi6J9+/Yycdra2uL169fSMg0NDem8ZBKJBJ8+fUJqaipsbGxkXlcnT56ESCTCsGHD5M6j7CIClpaWMsMKDQwMUKFCBZn42rRpg5SUFJmhdZcvX0ZcXBzatGkDQLWvSz09PTx58gTh4eGZbi9cuDA0NTVx/fp1xMbGZrrPlStXEBcXB1dXV5nYxWIxqlevnmkPxoxzjenp6aFChQooUqQIWrduLS2vWLEi9PT0ZJ7P48ePo0aNGtDT05M5l5OTE9LS0vDPP//InKdNmzbQ19eX3k9vr4x1ZtenT5/kFqPIKCoqClpaWihTpkyW+zg7OyMwMFCh248cOnQIe/fuRb9+/VC+fHllHxIA4Pfff5e5f/78eQBAv379ZMo9PDxktqcrVaqUTI9sHR0duLm54eHDh4iMjMxWLDn5XFXE1atXsXjxYvTq1Qtubm4/3Dd9rulLly4hKSkp031OnToFiUSCoUOHQiyW/VmU/v5y5coVpKSkoHfv3jL7dOnSBTo6OnLPZ2bvy8ePH4eFhQUqVqwo8/qvW7cuAMhda+mv/Y8fP/7wMRIRUf6WrSGltWvXBgCcPn0aZcqUkftgIiLKqfQvyJ8/f87zc9WuXRstW7aEn58fNm7ciNq1a8PFxQVt27b96QTlr169giAIWLZsGZYtW5bpPtHR0TA2Npbezzg062dKlSqFmTNnYsaMGQgPD8elS5ewdu1aLF++HKVKlcpygu13796hZMmSchM0ZzW0U1tbW27Yk76+vtwP9LNnz2LVqlUIDQ2VmW8mr1ZN/P65iomJQVxcHHbt2oVdu3ZlekxMTAwAYMCAAbhy5Qq6dOkCc3Nz1K9fH7/99htq1Kjxw3Nm94dlRiVLlsxym46OTrZez0+ePMHSpUtx9epVuaFr3887ZGxsnOVr9fukQfoP4azKY2NjpcP/vvf27VuYmZnJtXdWr6vSpUvL7auvr49Hjx7JlAUFBWHDhg148eKFzI/zjO3/6tUrlCpVCsWLF8/0XMrILKHy/eu+cuXKqFixIo4dOya93o4ePYoSJUpIfyT/F6/LrIwYMQJDhgxBy5YtYWVlBWdnZ7Rv3x6VK1cG8O1H/7hx4zB//nzUr18f1atXR+PGjeHm5iZ9vaYn67KaE/P7xbEye7/Q1dXNtL11dXVl5rd6+fIlHj16JJ2/63vpz1O679soPQHx/ZxZ2fWjf1jMmjULvr6+8PT0xLZt21CxYkW5fUqVKpXp3KLZcePGDUyZMgXOzs4YPXp0juoC5N8v3759C7FYLHd9lixZEnp6enj79q1Mubm5uVz7pScB3759+8P3t+/l5HP1Z/7991+MHj0ajo6OMvMZfvnyRe69sWTJkihXrhz69euHwMBAHDp0CDVr1kTTpk3Rrl076fveq1evIBaLM51fM927d+8AQO71oKWlhXLlysk9n5m9L798+RLPnj3L8vUfHR0tcz/9dcqViYmICjalVik1MTFBXFwc7t69i+joaLkvLz/7jxMRUVZ0dHRQqlQpuQm7syOrL6jfTzovEomwfPly3L59G2fPnsXFixcxefJkBAYGYteuXT/slZQ+ybeHhwcaNGiQ6T7f/9hRZpVNkUiEChUqoEKFCmjcuDFatGiBgwcP5tqKdor0uLtx4wYGDx6MWrVqYfr06ShZsiQ0NTWxb98+HD58WKHzKNom6TL28gL+93y3a9cuy3nt0ucAsrCwwPHjx3Hu3DlcvHgRJ0+exPbt2zF06FCMGDEiyxjT5+pRxveJpIwqVqwoTVT+7AdnXFwc3N3doaOjgxEjRsDMzAza2tp48OABFi5cKDO5PCD/PGWUVdtm9c+yHyUiskuR19WBAwcwceJEuLi4oH///jA0NISGhgYCAgJy1Ispt+IDvvWyWr16NWJiYqCjo4MzZ87A1dVV2kPwv3hdZqVWrVr4+++/cfr0aVy+fBl79+7Fpk2bMHPmTOn7Q9++fdG0aVOcOnUKly5dwrJly7BmzRps2rQJVatWlbb5ggULMk2qfP88ZfW8ZVWe8TUlkUhQv359eHp6Zrrv9728FKkzu4oXL/7DhJ2FhQXWrl2LPn36wMPDAzt27JBL/GWW3MlKZs9pWFgYBg8ejEqVKmH58uUyvU2VldVnS24ma/6Lz9UfSU5OxogRI6ClpYWlS5fKPG9Hjx6VLsqQLv09eeLEiejQoYP0Opk9ezYCAgKwe/dulC5dWqlYfiaz92WJRAIrKyu5ONN9H0t68j+n8/sREZFqKfUpf+bMGYwbNw6JiYnQ0dGR+RAWiURMuBFRjjRp0gS7du1CSEgIHBwcsn18+pChuLg4meFD6f+l/p69vT3s7e0xevRoHDp0COPGjcPRo0fRpUuXLH9kpPcE0tTUhJOTU7ZjVEa5cuWgp6f3w55YZcuWxbVr15CUlCTTy+3Vq1dKn/fEiRPQ1tbG+vXrZRJG+/btU7gOPT29TH/oZtUm3zMwMECxYsUgkUgUer6LFi2KNm3aoE2bNkhOTsbw4cOxevVqDBw4MMsfpz8bAqasJk2aICQkBCdPnsRvv/32w32vX7+OT58+wc/PD7Vq1ZKW/2wlvrxmYmKCp0+fQhAEmWsip6+rcuXKwc/PT6bO5cuXy+xnZmaGS5cu4dOnT7nay00Rbdq0gZ+fH06ePAkjIyMkJCTA1dVVuj23X5fZTZAUL14cnTp1QqdOnfD582e4u7tjxYoVMgl5MzMzeHh4wMPDA+Hh4XBzc8OGDRuwcOFC6fuYoaFhnr+PmZmZITExMVfPk93nq2LFij+9luzs7LBy5Up4eXmhX79+2L59u0yvvsySO1n5PhH/6tUreHp6wsDAAGvXrs2zqRNMTEwgkUjw8uVLmZ5bUVFRiIuLg4mJicz+L1++lLu203s/pu/7X3yu/sjs2bMRGhqKbdu2wcjISGZb+jDfrKSvaDpkyBDcunUL3bt3x44dOzB69GiYmZlBIpHg2bNnMgu1ZFS2bFkAwPPnz2V6AScnJ+PNmzcKvabNzMwQFhaGevXqKfT401+nP+p5R0RE+Z9SY0Lnz5+PTp06ISQkBDdu3MA///wjvV2/fj23YySiX4ynpyeKFi2KqVOnSldxy+jVq1fYtGlTlsen9yzLOCdQYmIi9u/fL7NfbGysXG+J9C/c6cMm05NW3yeLDA0NUbt2bezatQsfPnyQi+H74VHZcefOnUxXMb179y4+ffqEChUqZHmss7MzUlJSsHv3bmmZRCLBtm3blI5HQ0MDIpFIpifDmzdvcPr0abl9ixYtmmlizczMDPHx8QgLC5OWffjwQbpynSIxtGzZEidOnMDjx4/ltmd8vr+f80ZLSwsWFhYQBOGHcwo5OTkpffuR33//HSVLlsS8efPw4sULue3R0dHSFerSe59lfF0mJydj+/btPzxHXnN2dkZERIRMm3/9+lXmdZZd6T2YMj7WO3fu4Pbt2zL7tWjRAoIgwM/PT66O3OyVlxkLCwtYWVnh6NGjOHr0KEqWLCmTCM3t12X6+40iPai+r69YsWIwMzOTvnclJSXh69evMvuYmZmhWLFi0n0aNGgAHR0dBAQEZHpt5OR97HutW7dGSEgILl68KLctLi4Oqamp2a4zq/fnrNjb2+PJkycyw+IzU69ePSxevFiaIMs4tFvZOdwiIyPh4eEBkUiE9evX/3QF05xIXwn4+8/J9JjSt6f7/r04ISEB+/fvR5UqVaS99P6Lz9Ws7Nu3D7t27YK3t7d0LsqMSpUqlel7ckJCgtzrysrKCmKxWBqLi4sLxGIx/P395XoQpz8OJycnaGpqYsuWLTKPbe/evYiPj5d7PjPTunVrREREZPqe+eXLF7nP/AcPHkAkEsHe3v6ndRMRUf6lVA+3iIgI9O7dW26OICKi3GBmZoaFCxdi9OjRaNOmDdq3bw8rKyskJycjJCQEx48fz3KieACoX78+ypYtiylTpuD58+fQ0NDAvn37UKJECZn/xgcFBWHHjh1wcXGBmZkZPn/+jN27d0NHRwcNGzYE8G1oiKWlJY4dO4by5cujePHiqFSpEqysrDB9+nT06NEDbdu2RdeuXVGuXDlERUXh9u3b+Pfff3Hw4EGlHv+BAwdw6NAhuLi4wMbGBpqamnj27Bn27dsHbW1tDBo0KMtjXVxcYGdnh/nz5+PVq1eoWLEizpw5Ix2eokzPgkaNGiEwMBCenp747bffEB0dje3bt8PMzEyuB0e1atUQHByMwMBAlCpVCqampqhevTratGmDhQsXYtiwYejVqxe+fPmCHTt2oEKFCtJJ5X9m7NixuHbtGrp27YouXbrA0tISsbGxePDgAYKDg6X/8Onfvz+MjIzg6OgIQ0NDPH/+HFu3bkWjRo3k5qT6L+jr68Pf3x9eXl5wc3NDu3btUK1aNQDAw4cPcfjwYWlPTgcHB+jr62PixIno1asXRCIRDhw4kOeJpZ/p1q0btm7dirFjx6J3794oWbIkDh06JO0tqMzrqnHjxjh58iSGDh2Kxo0b482bN9i5cycsLS1lfnzWrVsX7du3x5YtW/Dy5Us0aNAAEokEN2/eRJ06deDu7p5rjzMzbdq0wfLly6GtrY3OnTvLDcnNzddl+utiyZIlaNOmDTQ1NdGkSRMULVpULi5XV1fUrl0b1apVQ/HixXHv3j2cOHFC+nyEh4ejb9++aNWqFSwtLaGhoYFTp04hKipK2ktPR0cHM2bMwPjx49GxY0e0adMGBgYGePfuHc6fPw9HR0d4e3vnyvPYv39/nDlzBoMGDUKHDh1QrVo1JCUl4fHjxzhx4gROnz6d7SRU+vM1e/ZsODs7Q0NDQ6YH4veaNWuGlStX4vr16z8dQt68eXP4+Phg8uTJGDx4MNatWwdtbW2l53Dz9PTE69ev4enpiZs3b+LmzZvSbUZGRqhfv770/sSJExEUFITTp09na+7PdJUrV0aHDh2wa9cuxMXFoVatWrh37x6CgoLg4uIinYMwXfny5TFlyhTcu3cPhoaG2LdvH6Kjo+Hr6yvd57/6XP1eTEwMZs6cCUtLS2hpaeHAgQMy25s3b57p9QF8W2Bh1qxZaNWqFcqXL4+0tDQcOHBAmigHvs1fN2jQIKxcuRI9evRAixYtoKWlhXv37qFUqVIYO3YsDAwMMHDgQPj5+cHT0xNNmzbFixcvsH37dtja2qJdu3Y/bZP27dvj2LFjmD59Oq5duwZHR0ekpaXh+fPnOH78ONatWwdbW1vp/leuXIGjoyOHlBIRFXBKJdycnZ1x7969LCdXJiLKqWbNmuHgwYNYv349Tp8+jR07dkBLSwvW1taYOHFilqsjAt+Gefr5+WHmzJlYtmwZSpYsiT59+kBPT09mKFDt2rVx7949HD16FFFRUdDV1YWdnZ3MUCvg2485Hx8f+Pr6IiUlBcOGDYOVlRUsLS2xb98++Pn5ISgoCJ8+fYKBgQGqVq2KoUOHKv3Yu3XrhsKFC+Pq1as4c+YMEhISUKJECdSvXx8DBw5E1apVszw2fQ6sOXPmICgoCGKxGM2bN8fQoUPRvXt3peaRq1evHubMmYO1a9di7ty5MDU1xbhx4/D27Vu5hNvEiRPh7e2NpUuX4suXL+jQoQOqV6+OEiVKwM/PD/PmzcOff/4JU1NTjBkzBi9fvlQ44WZkZIQ9e/bA398ff//9N3bs2IHixYvD0tIS48aNk3n+Dh06hMDAQCQmJqJ06dLo1asXhgwZku3HnluqV6+OQ4cOYf369Th37hwOHDgAsViMihUrwsvLS5okKVGiBFavXo358+dj6dKl0NPTQ7t27VCvXj30799fZfEXK1YMmzZtwuzZs7F582YULVoUbm5ucHBwwPDhw5V6XXXs2BFRUVHYtWsXLl26BEtLS/z55584fvy4XG95X19fWFtbY+/evViwYAF0dXVhY2Oj1JDz7GrTpg2WLl2KpKQkmZU40+Xm69LOzg4jR47Ezp07cfHiRUgkEpw+fTrThEKvXr1w5swZXL58GcnJyShbtixGjRolfZ2ULl0arq6uCA4OxsGDB6GhoYGKFSti6dKl0mQDALRt2xalSpXCmjVrsH79eiQnJ8PY2Bg1a9b84T82sqtIkSLYsmULAgICcPz4cezfvx86OjooX748hg8fLrOirqJatGiBXr164ciRIzh48CAEQfhhws3GxgbW1tY4duyYQnM2durUCbGxsZg/fz5GjhwJPz8/pedcS+/du27dOrlttWvXlkm4JSYmonDhwj9cUfVnZs+eDVNTUwQFBeHUqVMwMjLCwIEDM13tt3z58pg2bRoWLFiAFy9ewNTUFEuWLJGZn/S/+lz9XmJiIr5+/YqnT59i/Pjxctuzuj6Ab0NJnZ2dcfbsWURERKBIkSKwtrbG2rVrZXqOjRw5Eqampti6dSuWLFki3S/jSsvDhw+HgYEBtm7dCl9fX+jr66Nr164YM2YMNDU1f9wYgLQX3caNG3HgwAH8/fffKFKkCExNTdGrVy+Znuvx8fG4dOkSpk+f/tN6iYgofxMJSvzbfM+ePVi5ciU6duwIKysruS8fzZo1y7UAiYgo506dOoWhQ4di+/btSq+KSPS9jRs3wtfXFxcuXJBZkZcov9q/fz9mzZqFc+fO5SihlZecnJzQvn17TJgwQdWhkAps3LgR69atw6lTp364MA4REeV/SiXc0pecz7RCkQihoaE5CoqIiJT35csXmS/paWlp8PDwwP3793H58mV+gSelfP+6+vr1K9zc3CCRSHDixAkVRkakOIlEgnbt2sHV1RWDBw9WdThynjx5gm7duuHUqVN5Os8b5U8pKSlo3rw5BgwYgJ49e6o6HCIiyiGlEm5ERJR/TZkyBV++fIGDgwOSk5Nx8uRJhISEYMyYMRg4cKCqw6MCytPTE2XLlkXlypWRkJCAgwcP4smTJ1i4cCHatm2r6vCIiIiIiPKVHCfcvn79qtTcLURElDfS54l6+fIlvn79CnNzc3Tv3j3PJ5cn9bZx40bs3bsXb9++RVpaGiwtLeHp6Yk2bdqoOjQiIiIionxHqYRbWloaVq9ejZ07dyI6OhonTpxAuXLlsHTpUpiYmKBLly55ESsREREREREREVG+J/75LvJWrVqFoKAg/PHHHzIr81hZWWHv3r25FhwREREREREREVFBo1TC7cCBA/Dx8UG7du0gFv+vCmtrazx//jzXgiMiIiIiIiIiIipolEq4RUREwMzMTK5cEASkpqbmOCgiIiIiIiIiIqKCqpAyB1laWuLGjRswMTGRKT9+/DiqVKmSK4HlhJaDh6pDICIiIioQPG6fUXUIlAc22DdVdQiUB3i9qider+opOWSDqkPIFwaJyiu032ohPE/jUAWlEm5DhgzBxIkTERERAUEQcPLkSbx48QL79+9HQEBAbsdIREREREREREQFjIZI1RGojlJDSl1cXLB69WoEBwejSJEiWL58OZ49e4bVq1ejfv36uR0jEREREREREREVMBoikUI3daRUDzcAqFmzJgIDA3MzFiIiIiIiIiIiUhNaYvVMpilC6YRbus+fP0MQBJkyHR2dnFZLREREREREREQF2K88pFSphNvr16/h4+OD69ev4+vXr9JyQRAgEokQGhqaawESEREREREREVHBo67DRRWhVMLtjz/+AADMnTsXhoaGEP3CTyAREREREREREcnjkNJsevToEfbt24eKFSvmdjxERERERERERKQGlFqpUwHbtm3D+vXrERkZicqVK2PatGmws7PLcv+4uDgsWbIEf//9Nz59+gQTExNMnjwZjRo1yqMIlUy42djY4N9//2XCjYiIiIiIiIiIMpUXQ0qPHj0KX19fzJw5E9WrV8emTZvQv39/HD9+HIaGhnL7Jycno1+/fjA0NMSyZctgbGyMd+/eQU9PL9djy0iphNucOXMwffp0REREoFKlSihUSLaaypUr50pwRERERERERERUMOXFogmBgYHo2rUrOnXqBACYOXMmzp07h3379sHLy0tu/3379iE2NhY7d+6EpqYmAMDU1DT3A/uOUgm3mJgYvHr1CpMmTZKWiUQiLppAREREREREREQAFJ/DLTk5GcnJybLHamlBS0tLbr8HDx5g4MCB0jKxWAwnJyeEhIRkWveZM2dgb2+PWbNm4fTp0zAwMMBvv/2GAQMGQENDI5uPSHFKJdwmT56MqlWrYvHixVw0gYiIiIiIiIiI5Cg6pDQgIAB+fn4yZcOGDcPw4cNlyj5+/Ii0tDS5oaOGhoZ4/vx5pnW/fv0aV69eRdu2bbFmzRq8evUKM2fORGpqKoYNG5aNR5M9SiXc3r17h1WrVsHc3Dy34yEiIiIiIiIiIjWg6JBSr4ED0a9fP5my73u3KUsQBBgaGsLHxwcaGhqwsbFBREQE1q9fn/8SbnXr1kVYWBgTbkRERERERERElClFh5RmNnw0MyVKlICGhgaio6NlyqOjo2FkZJTpMSVLlkShQoVkho9WrFgRkZGRSE5OzrXE3veUSrg1adIEvr6+ePz4MaysrOQWTWjWrFmuBEdERERERERERAVTbi+aoKWlhWrVqiE4OBguLi4AAIlEguDgYLi7u2d6jKOjIw4fPgyJRAKxWAwACA8PR8mSJfMs2QYomXCbPn06AMDf319uGxdNICIiIiIiIiIiRedwy45+/fphwoQJsLGxgZ2dHTZt2oSkpCR07NgRADB+/HgYGxtj7NixAIDu3btj69atmDNnDtzd3fHy5UsEBASgV69euR5bRkol3MLCwnI7DiIiIiIiIiIiUiOKDinNjjZt2iAmJgbLly9HZGQkqlSpgnXr1kmHlL5//17akw0AypQpg/Xr18PX1xft2rWDsbExevfujQEDBuR6bBkplXDL6OvXr9DW1s6NWIiIiIiIiIiISE3k9pDSdO7u7lkOId2yZYtcmYODA3bv3p03wWRB/PNd5KWlpcHf3x8NGjSAg4MDXr9+DQBYunQp9uzZk6sBEhERERERERFRwaMhEil0U0dKJdxWrVqFoKAg/PHHH9DU1JSWW1lZYe/evbkWHBERERERERERFUxaYpFCN3Wk1JDSAwcOwMfHB/Xq1ZMuoAAA1tbWeP78ebbqioyMxJ07dxAVFQUAMDIyQvXq1VGyZEllQiMiIiIiIiIionxArKa91xShVMItIiICZmZmcuWCICA1NVWhOhITE+Ht7Y2jR49CJBJBX18fABAbGwtBEODq6opZs2ahSJEiyoRIREREREREREQqJMqrSdwKAKWGlFpaWuLGjRty5cePH0eVKlUUqmPOnDm4d+8eAgICcPfuXVy5cgVXrlzB3bt3sWbNGty9exdz5sxRJjwiIiIiIiIiIlIxsYZIoZs6UqqH25AhQzBx4kRERERAEAScPHkSL168wP79+xEQEKBQHSdPnkRAQAAcHR1lyjU0NODs7Iy5c+di0KBBmD17tjIhEhERERERERGRCom1NFQdgsoo1cPNxcUFq1evRnBwMIoUKYLly5fj2bNnWL16NerXr69QHRKJRGbBhe9pampCIpEoEx4REREREREREakYe7gpoWbNmggMDFT6xI0bN4a3tzfmzJmDqlWrymx7+PAhZsyYgSZNmihdPxERERERERERqY5IrFQ/L7WgVMLt/fv3EIlEKF26NADg7t27OHToECwtLdGtWzeF6vD29sbYsWPRsWNH6Ovrw8DAAAAQExODuLg4ODs7w9vbW5nwiIiIiIiIiIhIxTS0mHDLlrFjx6Jr165wc3NDZGQk+vbtCysrKxw6dAiRkZEYNmzYT+vQ19fHunXr8OzZM9y+fRtRUVEAACMjI9jb28PCwkKZ0IiIiIiIiIiIKB8QaTDhli1PnjyBnZ0dAODYsWOwsrLCzp07cenSJUyfPl2hhFs6CwsLJteIiIiIiIiIiNSMus7PpgilEm6pqanQ0tICAFy5cgVNmzYFAFSsWBGRkZG5Fx0RERERERERERVIGppcpTRbLC0tsXPnTty4cQNXrlxBw4YNAQAfPnxA8eLFczM+IiIiIiIiIiIqgEQaIoVu6kiphNu4ceOwa9cu9OrVC66urqhcuTIA4MyZM9KhpkRERERERERE9Ov6lRNuSg0prVOnDq5evYqEhATo6+tLy7t27YoiRYooXE9aWhpu3boFa2tr6OnpKRMKERERERERERHlQ+JfeNEEpR75ly9fkJycLE22vX37Fhs3bsSLFy9gaGiocD0aGhrw8PBAbGysMmEQEREREREREVE+paEpVuimjpR6VEOGDMH+/fsBAHFxcejatSsCAwMxdOhQbN++PVt1VapUCW/evFEmDCIiIiIiIiIiyqdEGmKFbupIqUf14MED1KxZEwBw4sQJGBoa4uzZs5g/fz62bNmSrbpGjRqF+fPn4+zZs/jw4QMSEhJkbkREREREREREVPCINUQK3dSRUnO4ffnyBcWKFQMAXLp0CS1atIBYLIa9vT3evXuXrbq8vLwAAIMHD4ZI9L8nWRAEiEQihIaGKhMiERERERERERGpkFhLI0/q3bZtG9avX4/IyEhUrlwZ06ZNU2gRzyNHjmDMmDFo1qwZVq5cmSexpVMq4WZmZoZTp06hefPmuHTpEvr27QsAiI6Oho6OTrbq2rx5szIhEBERERERERFRPpYXvdeOHj0KX19fzJw5E9WrV8emTZvQv39/HD9+/IfrCrx58wbz58+XjtjMa0ol3IYOHYpx48bB19cX9erVg4ODAwDg8uXLqFKlSrbqql27tjIhEBERERERERFRPiYS537CLTAwEF27dkWnTp0AADNnzsS5c+ewb98+6SjK76WlpWHcuHEYPnw4bt68ibi4uFyP63tKJdxatWqFGjVqSLvupatXrx5cXFyyXd+NGzewc+dOvHnzBsuWLYOxsTH2798PU1PT/yzzSEREREREREREuUdDwSGlycnJSE5OlinT0tKClpaW3H4PHjzAwIEDpWVisRhOTk4ICQnJsn5/f38YGhqiS5cuuHnzZjYegfKUXgqiZMmSqFq1KsTi/1VhZ2cHCwuLbNVz4sQJ9O/fH4ULF8aDBw+kT3BCQgICAgKUDY+IiIiIiIiIiFRI0VVKAwICUKNGDZlbZjmhjx8/Ii0tTW7oqKGhIaKiojKN4caNG9i7dy98fHzy5DFmReEebsOGDcO8efOgo6ODYcOG/XBfPz8/hQNYtWoVZs6cCTc3Nxw5ckRa7ujoiFWrVilcDxERERERERER5R8isWL9vAYOHIh+/frJlH3fu00ZCQkJGD9+PHx8fGBgYJDj+rJD4YSbrq6u9G8dHR2ZFUVz4sWLF5kOG9XV1f1PxtQSEREREREREVHu09BSLO2U2fDRzJQoUQIaGhqIjo6WKY+OjoaRkZHc/q9fv8bbt28xePBgaZlEIgEAVK1aFcePH4eZmZlCMWaXwgk3X19f6d/z5s3LtQCMjIzw6tUrmJqaypTfvHkT5cqVy7XzFCTTB7vBo0NDFNctiit3nmL43M14+urDD48pW7I45o7sgpb1bVG0sBaevf4AzxkbcOthOAAgOWRDpsdNXLIbizcfz+2HQJlgu6ontqt6YruqJ7aremk0pBda/DEQeqVL4s2dUOwaPh3h/9zJcv8i+npoP2ccHDq2QlEDfcS8fIs9o2bh/rFzAIA5Ly7BsLyp3HHn/Ddj5zDvvHoYlAVer+qF16t64/VKPyLSUHoms0xpaWmhWrVqCA4Olq4hIJFIEBwcDHd3d7n9K1asiEOHDsmULV26FJ8/f8aUKVNQunTpXI0vI6UWTejduzf8/Pygp6cnU56QkIAhQ4Zg8+bNCtfVtWtXzJkzB3PnzoVIJEJERARCQkIwf/58DBkyRJnwCrRxfVtjaHcX9Pdeh/C3UZgxpAMO+49F9U5T8DU5NdNjiusWxbmNk3H+nzC0HbYEUR/jYWlmjE9xn6X7lHMZJXNMy/p2WDO9L4JO/zeTBf7q2K7qie2qntiu6ontql5qdP0NnRdPxfZBUxF+LQRNR3lg+InNmGHdFPGR0XL7a2hqYuTfWxD/IRprOg/Gp7cRMDA3QeKn/42m8K3VDmKN/03sXNbGCqNObcOtPUf/k8dE/8PrVb3welVvvF7pZxQdUpod/fr1w4QJE2BjYwM7Ozts2rQJSUlJ6NixIwBg/PjxMDY2xtixY6GtrQ0rKyuZ49NzWd+X5zalEm7Xr19HSkqKXPnXr1+zvdqDl5cXJBIJ+vbti6SkJLi7u0NLSwseHh7o1auXMuEVaMN7NIfv2kM4dO42AKDftHV4c2op2jdxxO4T1zM95o9+bfDm3xgMmPG//wKEv5OdLDAiWnZ4brvG9jj3TxhevI3M3QdAmWK7qie2q3piu6ontqt6cRnjictrdyJ44x4AwPZBU2Dr2hROHl1xYr78HMBOHl1RzKA4Fjh1giT12w/A6JdvZPZJiIqRud9y4mB8eBqOx+ev5tGjoKzwelUvvF7VG69X+hmRhmKrlGZHmzZtEBMTg+XLlyMyMhJVqlTBunXrpENK379/L7PAp6pkK4KwsDCEhYUBAJ4+fSq9HxYWhocPH2Lv3r0wNjbOVgAikQiDBw/GtWvXcPjwYezevRvBwcEYNWpUtupRBxVMSqJMyeI4c+2htCwuIQnX7z9HHbusV3/9rZE9bj4Mx44Fg/Hm9FJc3zEdHh0aZrl/KQM9tHa2w8b9F3M1fsoc21U9sV3VE9tVPbFd1YuGpibMatgg9NRlaZkgCAg9dRkV6zlmekz1di54HnwL3f1nYcG//2DavRNoNWlIlv9119DURB13N1zZsDtPHgNljdereuH1qt54vZIiNDQLKXTLLnd3d5w9exb379/Hnj17UL16dem2LVu2/HAqtHnz5mHlypVKPZ7syNajcnNzg0gkgkgkQp8+feS2Fy5cGFOnTs1WAJMmTcKUKVOgo6MDS0tLaXliYiJ8fHxk5o5Td8ZG37o1RsTIZvM/RMehtKF+lsdVMCmJgV2aYNnWE5i//ghqVKuAJeN7ICU1FVsOXZHbv1dbJ8QnfkHQGXbH/S+wXdUT21U9sV3VE9tVvegYlYBGoUKIi5DtDREfEYnSlTP/gWdU0QzWTZ1wfdt++LXph5KW5dF9pQ80NDVxZNYyuf3t3VqgSHE9BG/cmyePgbLG61W98HpVb7xeSRG5PYdbQZKthNvp06chCAJcXFywZ88emSVVNTU1YWhoCI1sdhfcv38/xo0bBx0dHZnyL1++4MCBA2qdcOveui78p/aW3m8/YqlS9YjFItx8GI5pfn8BAG4/eoVqliYY0Llxpm9Yfds3wI5jV7McU085w3ZVT2xX9cR2VU9sV/qeSCxC/IcobPWaBEEiwatb91HcxBgt/hiY6Q94p/7d8ODYOcS+//Gk35RzvF7pe7xe8y9er6QMJtwUZGJiAgDSYaU5kZCQAEEQIAgCPn/+DG1tbem2tLQ0XLhwQSahp44Onb+N6/efS+9r/383SmMDPfwbFSstL2WohzuPXmVZz/uoTwh9/k6mLOzFO3RoVkNu3/oOlWBdoQx6Tlyd0/ApC2xX9cR2VU9sV/XEdlVvCVEfkZaaCj1jI5lyXeOSiPs387l9Yt9HIi0lBYJEIi37N/QZ9MuUgoamJtIyzE1sYGaCKi71EdBxUN48AJLB61W98XpVL7xeSRliJYaLqgulHnlQUBBKlCiBxo0bAwAWLFiA3bt3w9LSEosWLZIm5n6kZs2a0uGpLVu2lNsuEokwfPhwZcIrMBISvyAh8YtM2fvIT2hSpyruPH4NANAtVhi1bSpizZ6zWdYTfPsprMxll7KtZFYar97Lr/rTz60Bbj4Mx93/r59yH9tVPbFd1RPbVT2xXdVbWkoKXt28j8rNnHDnwEkA3743Vm7mhHN+mzM95tnlG6jdoz1EIhEEQQAAGFtVwKd3ETI/3gHAqV8XxH+Ixr0jZ/L2gRAAXq/qjtereuH1Ssr4lXu4KfXIV69eLe2RFhISgm3btuGPP/5A8eLFFR4CunnzZmzcuBGCIGD58uXYtGmT9LZ9+3acPXsWgwcPVia8Am3F9r8xyfM3/NbIHjaWJgj08cS7yE84cPaWdJ/jq8dhcLem0vvLtp5EHduKmODhCotypfB7qzrw7NQIq3fJfvDoFiuMTs1rYUPQhf/s8dA3bFf1xHZVT2xX9cR2VS+nFq+D84DuqNu7E0pXtkD3VXOgVaworgR+WwWx76ZFcJs7Xrr/hVVbUdRAH12XTUepShVg06YJWk0egvP+sj/4RSIR6vXrjOBN+yBJS/tPHxP9D69X9cLrVb3xeqWfEWuIFbqpI6V6uP37778wNzcHAJw6dQotW7ZEt27d4OjoiF69eilUR+3atQF8mxeubNmyEIlEyoSidhZuPIZiRbSxcmofFNctisu3n6Dt0MUy49UrlisFo+K60vs3H4ajy1h/zB7eCVO82iH8bSTG/rkDO47JLovdtWUdiADsOn7tv3o49P/YruqJ7aqe2K7qie2qXm7uPgzdkgZoO2s09EqXxJvboVjRqg/iP3ybmN3AzASCRJDu//HNeyxv2QddlkzDtLvH8entvzizLBAn5ssOUars4gxDc1OudqhivF7VC69X9cbrlX7mVx5SKhLS++lmQ7169bB+/XpUrVoVbm5u6Nu3L9zc3PDq1Su0b98eISEhCtd14cIFFC1aFDVr1gQAbNu2TTo81dvbG/r6Wa9ukhUtB49sH0NERET0K/K4zaFY6miDfdOf70QFDq9X9cTrVT0lh2xQdQj5QtTysQrtZzRiUR5H8t9Tqt+ek5MTpk6diilTpiA8PByNGjUCADx58kSh+dsy+vPPP/H582cAwKNHj+Dr64tGjRrhzZs3mDdvnjLhERERERERERGRionEYoVu6kipRzV9+nTY29sjJiYGy5cvR4kSJQAADx48gKura7bqevPmDSwsLAAAJ0+eRNOmTTFmzBh4e3vjwgWO1SYiIiIiIiIiKojEGhoK3dSRUoNp9fT04O3tLVc+YsSIbNelqamJL1++rXRy5coVuLm5AQD09fWRkJCgTHhERERERERERKRiYq1fdw43pfvt3bhxA+PGjcPvv/+OiIgIAMD+/ftx48aNbNXj6OgIX19f+Pv74969e2jcuDEAIDw8HKVLl/7xwURERERERERElC9xSGk2nThxAv3790fhwoXx4MEDJCcnAwASEhIQEBCQrbq8vb1RqFAhnDhxAtOnT4exsTGAb4spNGjQQJnwiIiIiIiIiIhIxUQaYoVu6kipvn2rVq3CzJkz4ebmhiNHjkjLHR0dsWrVqmzVVbZs2UyTdJMnT1YmNCIiIiIiIiIiygfEmr/ukFKlHvmLFy9Qs2ZNuXJdXV3ExcVlq6537979cHvZsmWzVR8REREREREREameSKyeCyIoQqmEm5GREV69egVTU1OZ8ps3b6JcuXLZqqtp06YQiURZbg8NDVUmRCIiIiIiIiIiUiUm3LKna9eumDNnDubOnQuRSISIiAiEhIRg/vz5GDJkSLbq2r9/v8z9lJQUhIaGIjAwEKNHj1YmPCIiIiIiIiIiUjGRpqaqQ1AZpRJuXl5ekEgk6Nu3L5KSkuDu7g4tLS14eHigV69e2aqrcuXKcmW2trYoVaoU1q9fjxYtWigTIhERERERERERqRJ7uGWPSCTC4MGD0b9/f7x69QqJiYmwsLBAsWLFci2wChUq4N69e7lWHxERERERERER/YeYcMueAwcOoEWLFihSpAgsLS1zFEBCQoLMfUEQ8OHDB/j5+cHc3DxHdRMRERERERERkWqICuXNkNJt27Zh/fr1iIyMROXKlTFt2jTY2dlluu/u3buxf/9+PHnyBABQrVo1jBkzJsv9c4tSCTdfX1/MmDEDTZs2Rbt27eDs7AwNDeWyljVr1pRbNEEQBJQpUwaLFy9Wqk4iIiIiIiIiIlKxPOjhdvToUfj6+mLmzJmoXr06Nm3ahP79++P48eMwNDSU2//atWtwdXWFo6MjtLS0sG7dOnh4eODIkSMwNjbO9fjSKZVwu3TpEi5evIjDhw9j1KhRKFy4MFq1aoW2bdvC0dExW3Vt3rxZ5r5YLEaJEiVgbm6OQoWUCo+IiIiIiIiIiFRMJBbnep2BgYHo2rUrOnXqBACYOXMmzp07h3379sHLy0tu/0WLFsncnz17Nk6cOIHg4GC4ubnlenzplMpoFSpUCE2aNEGTJk2QlJSEv//+G4cPH0bv3r1RunRpnDp1SuG6ateurUwIRERERERERESUnynYwy05ORnJyckyZVpaWtDS0pLb78GDBxg4cOD/TiEWw8nJCSEhIQqdKykpCampqdDX11dof2XluAtZkSJF4OzsjLi4OLx79w7Pnj376TGnT59WuP5mzZrlJDwiIiIiIiIiIlIBkabWz3cCEBAQAD8/P5myYcOGYfjw4TJlHz9+RFpamtzQUUNDQzx//lyhcy1cuBClSpWCk5OTQvsrS+mEW3rPtkOHDiE4OBhlypSBq6srli1b9tNjhw4dqtA5RCIRQkNDlQ2RiIiIiIiIiIhURcEhpQMHDkS/fv1kyr7v3ZYb1qxZg6NHj2Lz5s3Q1tbO9fozUirhNnr0aJw7dw6FCxdG69atMWTIEDg4OCh8fFhYmDKnJSIiIiIiIiKigkLBIaWZDR/NTIkSJaChoYHo6GiZ8ujoaBgZGf3w2PXr12PNmjUIDAxE5cqVFYorJ5RKuInFYixdujRHq5MSEREREREREZH6EhXSzNX6tLS0UK1aNQQHB8PFxQUAIJFIEBwcDHd39yyPW7t2LVavXo3169fD1tY2V2PKilLLRSxatAiNGjXKUbItODgYbdq0QUJCgty2+Ph4uLq64p9//lG6fiIiIiIiIiIiUh2RWEOhW3b069cPu3fvRlBQEJ49e4YZM2YgKSkJHTt2BACMHz9eZmXSNWvWYNmyZZg7dy5MTEwQGRmJyMhIfP78OVcf6/eUnsMtODgYwcHBiI6OhkQikdnm6+v70+M3bdqErl27QkdHR26brq4uunXrho0bN6JWrVrKhkhERERERERERKqSzWSaItq0aYOYmBgsX74ckZGRqFKlCtatWycdUvr+/XuIM8wdt3PnTqSkpGDEiBEy9WS2KENuUirh5ufnB39/f9jY2KBkyZIQiUTZruPRo0f4448/stxev359bNiwQZnwiIiIiIiIiIhIxUSauTukNJ27u3uWQ0i3bNkic//MmTN5EsPPKJVw27lzJ3x9feHm5qb0iaOiolCoUNanL1SoEGJiYpSun4iIiIiIiIiIVCgPergVFErN4ZaSkgJHR8ccndjY2BhPnjzJcvujR49QsmTJHJ2DiIiIiIiIiIhURKyh2E0NKZVw69y5Mw4dOpSjEzdq1AjLli3D169f5bZ9+fIFK1asQJMmTXJ0DiIiIiIiIiIiUg2RWKzQTR0pNaT069ev2L17N4KDg2FtbS03NHTSpEk/rWPw4ME4efIkWrZsiZ49e6JChQoAgOfPn2P79u1IS0vDoEGDlAmPiIiIiIiIiIhUTSNv5nArCJRKuD169AiVK1cGADx+/Fhmm6ILKBgZGWHnzp2YMWMGFi9eDEEQpMc7OzvD29tbusIEEREREREREREVMCL17L2mCKUSbt+v+KAsExMTrF27FrGxsXj58iUAwNzcHPr6+rlSPxERERERERERqYbAhJtq6evrw87OTtVhEBERERERERFRblHTBREUoXDCbdiwYZg3bx50dHQwbNiwH+7r5+eX48CIiIiIiIiIiKgAU9MFERShcMJNV1c307+JiIiIiIiIiIi+xyGlCvD19c307x+5efMmbG1toaWllf3IiIiIiIiIiIio4BLni5nMVCJPU40DBgxAREREXp6CiIiIiIiIiIjyI5FYsZsaytNUoyAIeVk9ERERERERERHlUxxSSkRERERERERElJu4SikREREREREREVEuYg83IiIiIiIiIiKi3MMhpXlEJBLlZfVERERERERERJRfiZlwyxNcNIGIiIiIiIiI6Bcl/nUHVir1yF+/fo20tDSUL19epjw8PByFChWCqakpACAkJCTHARIRERERERERUQH0Cw8pVeqRT5o0KdNk2p07dzBp0qQcB0VERERERERERAWbIBIrdMuubdu2oWnTprC1tUWXLl1w9+7dH+5/7NgxtGrVCra2tmjbti3Onz+v7ENSmFIJt4cPH8LR0VGu3N7eHqGhoTkOioiIiIiIiIiICjixhmK3bDh69Ch8fX0xdOhQBAUFoXLlyujfvz+io6Mz3f/WrVsYO3YsOnfujP3796NZs2YYOnQoHj9+nBuPMEtKJdxEIhE+f/4sVx4fH4+0tLQcB0VERERERERERAWcSKzYLRsCAwPRtWtXdOrUCZaWlpg5cyYKFy6Mffv2Zbr/5s2b0aBBA3h6esLCwgKjRo1C1apVsXXr1tx4hFlSKuFWq1YtBAQEyCTX0tLSsGbNGtSoUSPXgiMiIiIiIiIiooJJ0SGlycnJSEhIkLklJyfL1ZecnIwHDx7AyclJWiYWi+Hk5JTlOgK3b99GvXr1ZMqcnZ1x+/btXH2s31Nq0YRx48ahZ8+eaNWqFWrWrAkAuHHjBhISErBp06ZcDVAZHrfPqDoEIiIiogJhg31TVYdAeYDfh9UTr1f1xOuV1Jmg4HDRgIAA+Pn5yZQNGzYMw4cPlyn7+PEj0tLSYGhoKFNuaGiI58+fZ1p3VFQUjIyM5PaPiopSKDZlKZVws7S0xMGDB7Ft2zaEhYWhcOHCaN++Pdzd3VG8ePFcDpGIiIiIiIiIiAoaQVBsv4EDB6Jfv34yZVpaWnkQ0X9HqYQbABgbG2PMmDG5GQsREREREREREakJiYIZNy0tLYUSbCVKlICGhobcAgnR0dFyvdjSGRkZyfVm+9H+uUWpOdzSJSUl4dmzZwgLC5O5ERERERERERHRr01Q8KYoLS0tVKtWDcHBwdIyiUSC4OBgODg4ZHqMvb09rl69KlN25coV2NvbZ+PM2adUD7eYmBhMmjQJFy5cyHR7aGhojoIiIiIiIiIiIqKCLU2SnXSaYvr164cJEybAxsYGdnZ22LRpE5KSktCxY0cAwPjx42FsbIyxY8cCAHr37o1evXphw4YNaNSoEY4ePYr79+9j1qxZuR5bRkol3ObMmYO4uDjs3r0bvXv3hp+fH6KiorBq1SpMnDgxt2MkIiIiIiIiIqICJg/ybWjTpg1iYmKwfPlyREZGokqVKli3bp10iOj79+8hFv9vQKejoyMWLlyIpUuXYvHixShfvjz8/f1hZWWV+8FloFTC7dq1a1i5ciVsbW0hEolQtmxZ1K9fHzo6OggICEDjxo1zOUwiIiIiIiIiIipI8iDfBgBwd3eHu7t7ptu2bNkiV9a6dWu0bt06j6LJnFJzuCUmJsLAwAAAoK+vj5iYGACAlZUVHj58mHvRERERERERERFRgZQmERS6qSOlEm4VKlTAixcvAADW1tbYtWsXIiIisHPnTpQsWTJXAyQiIiIiIiIiooJHouBNHSk1pLR3796IjIwEAAwbNgyenp44dOgQNDU1MW/evFwNkIiIiIiIiIiICh5BPTuvKUSphFv79u2lf9vY2ODs2bN4/vw5ypQpIx1qSkREREREREREvy51HS6qCKUSbt8rUqQIqlWrlhtVERERERERERGRGlDX4aKKUCrhlpaWhr/++gtXr15FdHQ0JBLZp3Dz5s25EhwRERERERERERVMHFKaTXPmzEFQUBAaNWqESpUqQSQS5XZcRERERERERERUgKX9whk3pRJuR44cwdKlS9GoUaPcjoeIiIiIiIiIiNTALzyFm3IJN01NTZiZmeV2LEREREREREREpCZ+4Q5uECtzkIeHBzZv3gzhV37miIiIiIiIiIgoSxIICt3UkVI93G7evIlr167hwoULqFSpEgoVkq3Gz88vV4IjIiIiIiIiIqKCKe0XXqZUqYSbnp4emjdvntuxEBERERERERGRmviVB0YqlXDz9fXN7TiIiIiIiIiIiEiNqOtwUUUoNYfbfyExMRH//POPqsMgIiIiIiIiIiIlpEkEhW7qSKkebm5ubhCJRHLlIpEIWlpaMDc3R4cOHVC3bl2lA3v16hV69+6N0NBQpesgIiIiIiIiIiLV+JXncFOqh1uDBg3w+vVrFClSBHXq1EGdOnVQtGhRvHr1Cra2toiMjES/fv1w6tSp3I6XiIiIiIiIiIgKAIkgKHRTR0r1cPv48SP69euHoUOHypSvXLkS7969w4YNG7B8+XKsXLkSLi4umdZRu3btH54jLS1NmdCIiIiIiIiIiCgfSJH8ul3clEq4HTt2DH/99ZdcuaurKzp27IjZs2fD1dUVgYGBWdaRnJyM7t27w8rKKtPtb9++hb+/vzLhERERERERERGRiv3KQ0qVSrhpa2sjJCQE5ubmMuUhISHQ1tYGAAiCIP07M5UrV0bp0qXRoUOHTLeHhYUx4UZEREREREREVECperjop0+f4OPjg7Nnz0IsFqNFixaYMmUKihUrluX+K1aswKVLl/D+/XsYGBjAxcUFI0eOhK6ubrbOrVTCzd3dHdOnT8f9+/dha2sLALh37x727t2LgQMHAgAuXbqEKlWqZFlH48aNER8fn+V2fX19uLm5KRMeERERERERERGpWJqKE27jxo1DZGQkAgMDkZKSgsmTJ8Pb2xuLFi3KdP8PHz7gw4cPmDBhAiwtLfH27VvMmDEDHz58wPLly7N1bpEgKPfoDx48iG3btuHFixcAgAoVKsDd3R1t27YFAHz58gUikeiHvdzyyiBR+f/8nEREREQF0Qb7pqoOgfKAx+0zqg6B8gCvV/XE61U9rRbCVR1CvnDi0QeF9mtpXSrXz/3s2TO0adMGe/fulXYWu3DhAry8vHD+/HkYGxsrVM+xY8fwxx9/4Pbt2yhUSPF+a0r1cAOAdu3aoV27dlluL1y4sLJVExERERERERFRAafKIaUhISHQ09OTJtsAwMnJCWKxGHfv3kXz5s0VqichIQE6OjrZSrYBOUi4ERERERERERERZSVNwXxbcnIykpOTZcq0tLSgpaWl9LmjoqJgYGAgU1aoUCHo6+sjMjJSoTpiYmKwcuVKdOvWLdvnVzjhVrt2bRw/fhwGBgaoVasWRCJRlvtev34924EQEREREREREZH6SFFwmdKAgAD4+fnJlA0bNgzDhw+X23fhwoVYu3btD+s7evSo4kFmISEhAQMHDoSFhQWGDRuW7eMVTrhNmjQJOjo6AIDJkydn+0RERERERERERPTrUHRI6cCBA9GvXz+Zsqx6t3l4eKBDhw4/rK9cuXIwMjJCTEyMTHlqaipiY2NRsmTJHx6fkJAAT09PFCtWDP7+/tDU1FTgUchSOOGW8cH87IEpKi0tDbdu3YK1tTX09PRypU4iIiIiIiIiIlI9RYeUZmf4qIGBgdxQ0cw4ODggLi4O9+/fh42NDQDg6tWrkEgksLOzy/K4hIQE9O/fH1paWli1apXSi4GKlTrq/0VHR+Px48cICwuTuSlKQ0MDHh4eiI2NzUkYRERERERERESUz6SmSRS65QULCws0aNAA06ZNw927d3Hz5k34+PjA1dVVukJpREQEWrVqhbt37wL4lmzz8PBAYmIi5syZg4SEBERGRiIyMhJpaWnZOr9Siybcv38fEydOxLNnzyB81z1QJBIhNDRU4boqVaqEN2/eoFy5csqEQkRERERERERE+ZCiPdzyysKFC+Hj44M+ffpALBajRYsWmDp1qnR7SkoKXrx4gaSkJADAgwcPcOfOHQCQW8X09OnTMDU1VfjcSiXcJk+ejPLly2POnDkwNDT84QIKPzNq1CjMnz8fI0eORLVq1VC0aFGZ7enzxhERERERERERUcGh6BxueaV48eJYtGhRlttNTU3x6NEj6f06derI3M8JpRJur1+/xooVK2Bubp7jALy8vAAAgwcPlkncCYKQ7d5yRERERERERESUPyi6Sqk6UirhVq9ePYSFheVKwm3z5s05roOIiIiIiIiIiPIXVQ8pVSWlEm6zZ8/GxIkT8eTJE1SqVAmFCslW06xZM4Xrql27tjIhEBERERERERFRPqbqIaWqpFTC7fbt27h16xYuXLggt02ZYaA3btzAzp078ebNGyxbtgzGxsbYv38/TE1NUbNmTWVCJCIiIiIiIiIiFUpjwi17Zs+ejXbt2mHIkCEwMjLKUQAnTpzA+PHj0bZtWzx48ADJyckAvi3FGhAQwIQbEREREREREVEBlJz6687hJlbmoI8fP6Jv3745TrYBwKpVqzBz5kzMnj1bZmiqo6MjHj58mOP6iYiIiIiIiIjov5cmERS6qSOlEm4tWrTAtWvXciWAFy9eZNqLTVdXF3FxcblyDiIiIiIiIiIi+m/9ygk3pYaUli9fHosWLcLNmzdhZWUlt2hC7969Fa7LyMgIr169gqmpqUz5zZs3Ua5cOWXCIyIiIiIiIiIiFfuVh5QqlXDbs2cPihYtiuvXr+P69esy20QiUbYSbl27dsWcOXMwd+5ciEQiREREICQkBPPnz8eQIUOUCa9AazSkF1r8MRB6pUvizZ1Q7Bo+HeH/3Mly/yL6emg/ZxwcOrZCUQN9xLx8iz2jZuH+sXMAgDkvLsGwvKnccef8N2PnMO+8ehj0HbaremK7qie2q3piu6qv6YPd4NGhIYrrFsWVO08xfO5mPH314YfHlC1ZHHNHdkHL+rYoWlgLz15/gOeMDbj1MBwAkByyIdPjJi7ZjcWbj+f2Q6AMeK2qN16v6oXXKylCXXuvKSLbCTdBELBlyxYYGhqicOHCOQ7Ay8sLEokEffv2RVJSEtzd3aGlpQUPDw/06tUrx/UXJDW6/obOi6di+6CpCL8WgqajPDD8xGbMsG6K+Mhouf01NDUx8u8tiP8QjTWdB+PT2wgYmJsg8dP/huL61moHsYaG9H5ZGyuMOrUNt/Yc/U8eE7Fd1RXbVT2xXdUT21V9jevbGkO7u6C/9zqEv43CjCEdcNh/LKp3moKvyamZHlNctyjObZyM8/+Eoe2wJYj6GA9LM2N8ivss3aecyyiZY1rWt8Oa6X0RdPpmXj6cXx6vVfXG61W98HolRTHhlg2CIKBly5Y4fPgwypcvn+MARCIRBg8ejP79++PVq1dITEyEhYUFihUrluO6CxqXMZ64vHYngjfuAQBsHzQFtq5N4eTRFSfmr5Lb38mjK4oZFMcCp06QpH77kIp++UZmn4SoGJn7LScOxoen4Xh8/moePQr6HttVPbFd1RPbVT2xXdXX8B7N4bv2EA6duw0A6DdtHd6cWor2TRyx+8T1TI/5o18bvPk3BgNm/K9XTPi7KJl9IqJl5xFu19ge5/4Jw4u3kbn7AEgGr1X1xutVvfB6JUX9ykNKs71oglgshrm5OT59+pQrAUyaNAkJCQnQ0tKCpaUl7OzsUKxYMSQmJmLSpEm5co6CQENTE2Y1bBB66rK0TBAEhJ66jIr1HDM9pno7FzwPvoXu/rOw4N9/MO3eCbSaNAQicebNqqGpiTrubriyYXeePAaSx3ZVT2xX9cR2VU9sV/VVwaQkypQsjjPX/reqfVxCEq7ff446dhZZHvdbI3vcfBiOHQsG483ppbi+Yzo8OjTMcv9SBnpo7WyHjfsv5mr8JIvXqnrj9apeeL1SdqRKBIVu6kipVUrHjh2LBQsW4PHjxzkOYP/+/fj69atc+ZcvX3DgwIEc119Q6BiVgEahQoiLkP2PTXxEJPRKl8z0GKOKZnDs3AZiDQ34temHoz4r4DJ2ANpMHZ7p/vZuLVCkuB6CN+7N9fgpc2xX9cR2VU9sV/XEdlVfxkZ6AICIGNneLR+i41DaUD/L4yqYlMTALk3w9FUEfhuyGAF7zmHJ+B7o1dYp0/17tXVCfOIXBJ3h8LS8xGtVvfF6VS+8Xik7uEppNk2YMAFJSUlo3749NDU15eZy+34hhcwkJCRAEAQIgoDPnz9DW1tbui0tLQ0XLlyAgYGBMuH9MkRiEeI/RGGr1yQIEgle3bqP4ibGaPHHQByZtUxuf6f+3fDg2DnEvv/xxKSkWmxX9cR2VU9sV/XEds2fureuC/+p/1uYq/2IpUrVIxaLcPNhOKb5/QUAuP3oFapZmmBA58bYcuiK3P592zfAjmNXs5xjilSH12r+xeuVvsfr9delrsk0RSiVcJs8eXKOT1yzZk2IRCKIRCK0bNlSbrtIJMLw4Zlnu9VRQtRHpKWmQs/YSKZc17gk4v7NfP6B2PeRSEtJgSD535jof0OfQb9MKWhoaiItJUVabmBmgiou9RHQcVDePADKFNtVPbFd1RPbVT2xXdXHofO3cf3+c+l9bc1vX2ONDfTwb1SstLyUoR7uPHqVZT3voz4h9Pk7mbKwF+/QoVkNuX3rO1SCdYUy6DlxdU7Dp5/gtapeeL2qN16vlB3Jab/uHG5KJdw6dOiQ4xNv3rwZgiCgT58+WLFiBfT1/9eVWFNTE2XLloWxsXGOz1NQpKWk4NXN+6jczAl3DpwE8C3pWLmZE875bc70mGeXb6B2j/YQiUQQhG9ZY2OrCvj0LkLmDQsAnPp1QfyHaNw7ciZvHwjJYLuqJ7aremK7qie2q/pISPyChMQvMmXvIz+hSZ2quPP4NQBAt1hh1LapiDV7zmZZT/Dtp7AyLy1TVsmsNF69l19Vr59bA9x8GI67/18/5R1eq+qF16t64/VK2fEr93BTag63jL5+/YqEhASZmyJq166NOnXq4PTp03BxcUHt2rWlNwcHh18q2Zbu1OJ1cB7QHXV7d0LpyhbovmoOtIoVxZXAbyu/9N20CG5zx0v3v7BqK4oa6KPrsukoVakCbNo0QavJQ3DeX/ZNTiQSoV6/zgjetA+StLT/9DER21VdsV3VE9tVPbFd1deK7X9jkudv+K2RPWwsTRDo44l3kZ9w4Owt6T7HV4/D4G5NpfeXbT2JOrYVMcHDFRblSuH3VnXg2akRVu+S/WGnW6wwOjWvhQ1BF/6zx/Or47Wq3ni9qhder6QozuGWTYmJiVi4cCGOHTuW6WqloaGhCtf17NkzvH//HjVr1gQAbNu2Dbt374alpSW8vb1ler6pu5u7D0O3pAHazhoNvdIl8eZ2KFa06oP4D98mozQwM4GQ4YX48c17LG/ZB12WTMO0u8fx6e2/OLMsECfmy3ajruziDENzU67woiJsV/XEdlVPbFf1xHZVXws3HkOxItpYObUPiusWxeXbT9B26GKZ+ZsqlisFo+K60vs3H4ajy1h/zB7eCVO82iH8bSTG/rkDO45dlam7a8s6EAHYdfzaf/Vwfnm8VtUbr1f1wuuVFJWc+usmTkVCen/ObJg5cyauXbuGkSNHYvz48fD29kZERAR27dqFsWPHol27dgrX1bZtW4wbNw6NGjXCo0eP0KlTJ3h4eODatWuoWLEifH19sxseBonKZ/sYIiIiol/RBvumP9+JChyP2xyKpY54vaonXq/qabUQruoQ8oVuG3++qCYA7OpbO0/O/+nTJ/j4+ODs2bMQi8Vo0aIFpkyZgmLFiv30WEEQMGDAAFy8eBH+/v5wcXHJ1rmVGlJ69uxZTJ8+HS1btoSGhgZq1qyJIUOGYPTo0Th06FC26nrz5g0sLCwAACdPnkTTpk0xZswYeHt748IFdgkmIiIiIiIiIiqIUiWCQre8Mm7cODx9+hSBgYFYvXo1bty4AW9vb4WO3bRpE0QikdLnVirhFhsbi3LlygEAdHR0EBv7baWZGjVq4MaNG9mqS1NTE1++fJtQ88qVK6hfvz4AQF9fX+H54IiIiIiIiIiIKH9JTpUodMsLz549w8WLFzF79mxUr14dNWvWxNSpU3HkyBFERET88NjQ0FBs2LABc+fOVfr8SiXcTE1N8ebNGwBAxYoVcezYMQDfer7p6ur+6FA5jo6O8PX1hb+/P+7du4fGjRsDAMLDw1G6dOkfH0xERERERERERPmSKhdNCAkJgZ6eHmxtbaVlTk5OEIvFuHv3bpbHJSUlYezYsfD29kbJkiWVPr9SCbdOnTohLCwMAODl5YVt27bB1tYWvr6+6N+/f7bq8vb2RqFChXDixAlMnz5dujrphQsX0KBBA2XCIyIiIiIiIiIiFVM04ZacnIyEhASZW3Jyco7OHRUVBQMDA5myQoUKQV9fH5GRkVke5+vrCwcHh2zP2fY9pVYp7du3r/RvJycnHDt2DA8ePICZmRkqV66crbrKli2LgIAAufLJkycrExoREREREREREeUDqQoOFw0ICICfn59M2bBhwzB8+HC5fRcuXIi1a9f+sL6jR48qHmQGp0+fxtWrVxEUFKTU8RkplXD7nomJCUxMTJQ69t27dz/cXrZsWaXqJSIiIiIiIiIi1ZEoOFx04JCB6Nevn0yZlpZWpvt6eHigQ4cOP6yvXLlyMDIyQkxMjEx5amoqYmNjsxwqevXqVbx69Qq1atWSKR8+fDhq1qyJLVu2/OyhSCmVcJs9ezbMzMzQu3dvmfKtW7fi5cuXmDJlisJ1NW3a9IerPoSGhioTIhERERERERERqZAgKJZw09LSyjLB9j0DAwO5oaKZcXBwQFxcHO7fvw8bGxsA3xJqEokEdnZ2mR7j5eWFLl26yJS1bdsWkyZNQpMmTRSKL51SCbcTJ05g1apVcuUODg5Ys2ZNthJu+/fvl7mfkpKC0NBQBAYGYvTo0cqER0REREREREREKibk0YIIirCwsECDBg0wbdo0zJw5EykpKfDx8YGrq6t0/YCIiAj06dMHCxYsgJ2dHUqWLJlp77eyZcuiXLly2Tq/Ugm3T58+ZboaqY6ODj5+/JitujKb883W1halSpXC+vXr0aJFC2VCJCIiIiIiIiIiFUpLVV3CDfg235uPjw/69OkDsViMFi1aYOrUqdLtKSkpePHiBZKSknL93Eol3MzNzXHx4kWYm5vLlF+4cCHbGb+sVKhQAffu3cuVuoiIiIiIiIiI6L+l6JDSvFK8eHEsWrQoy+2mpqZ49OjRD+v42fasKL1KqY+PD2JiYlC3bl0AQHBwMAIDA7O9umhCQoLMfUEQ8OHDB/j5+ckl9IiIiIiIiIiIqGBQdNEEdaRUwq1z585ITk7G6tWrsXLlSgDfViqdMWMG3NzcslVXzZo15RZNEAQBZcqUweLFi5UJj4iIiIiIiIiIVEySKlF1CCqjVMINAHr06IEePXogJiYG2traKFasmNw+N2/ehK2t7Q9Xmti8ebPMfbFYjBIlSsDc3ByFCikdHhERERERERERqZBExUNKVSnHGa0fLcU6YMAAHDhw4IfzutWuXTunIRARERERERERUT6jylVKVS1Pu5BlNTne6dOnFa6jWbNmuRUOERERERERERH9R9I4pPS/NXToUIX2E4lECA0NzeNoiIiIiIiIiIgot6l6lVJVUknCLSwsTBWnJSIiIiIiIiKi/4jw63ZwU03CjYiIiIiIiIiI1JvkF57DTZyXlYtEoiy3BQcHo02bNkhISJDbFh8fD1dXV/zzzz95GR4REREREREREeURSapEoZs6ynbCTRAEvHv3Dl+/flVo36xs2rQJXbt2hY6Ojtw2XV1ddOvWDRs3bsxueERERERERERElA9IBEGhmzpSKuHWokULvH///qf7hoSEoFy5cplue/ToERo0aJDlsfXr18eDBw+yGx4REREREREREeUDgkRQ6KaOsj2Hm1gshrm5OT59+pSjE0dFRaFQoaxPX6hQIcTExOToHEREREREREREpBppajpcVBFKzeE2duxYLFiwAI8fP1b6xMbGxnjy5EmW2x89eoSSJUsqXT8REREREREREamOIAgK3dSRUquUTpgwAUlJSWjfvj00NTVRuHBhme3Xr1//aR2NGjXCsmXL0KBBA2hra8ts+/LlC1asWIEmTZooEx4REREREREREamYug4XVYRSCbfJkyfn+MSDBw/GyZMn0bJlS/Ts2RMVKlQAADx//hzbt29HWloaBg0alOPzEBERERERERHRfy8tNVXVIaiMUgm3Dh065PjERkZG2LlzJ2bMmIHFixdLuxCKRCI4OzvD29sbRkZGOT4PERERERERERH99wRJmqpDUBmlEm4A8OrVK+zbtw+vX7/GlClTYGhoiPPnz6Ns2bKoVKmSQnWYmJhg7dq1iI2NxcuXLwEA5ubm0NfXVzYsIiIiIiIiIiLKB37lhJtSiyZcv34dbdu2xd27d3Hy5EkkJiYC+LbQwYoVK7Jdn76+Puzs7GBnZ8dkGxERERERERGRGpCkJCt0U0dKJdwWLVqEUaNGITAwEJqamtLyunXr4vbt27kVGxERERERERERFVCCJE2hW1759OkTxo4dC0dHR9SsWROTJ0/G58+ff3pcSEgIevfuDXt7ezg6OqJnz5748uVLts6tVMLt8ePHcHFxkSs3MDDAx48flamSiIiIiIiIiIjUiKoTbuPGjcPTp08RGBiI1atX48aNG/D29v7hMSEhIfD09ISzszP27NmDvXv3omfPnhCLs5dCU2oON11dXURGRqJcuXIy5aGhoTA2NlamSiIiIiIiIiIiUiOqnMPt2bNnuHjxIvbu3QtbW1sAwNSpU+Hl5YXx48dnmb/y9fVFr1694OXlJS2rWLFits+vVA83V1dXLFy4EJGRkRCJRJBIJLh58ybmz58PNzc3ZaokIiIiIiIiIiI1kpaarNAtL4SEhEBPT0+abAMAJycniMVi3L17N9NjoqOjcefOHRgaGuL333+Hk5MT3N3dcePGjWyfX6mE2+jRo1GxYkU0btwYiYmJcHV1hbu7OxwcHDB48GBlqiQiIiIiIiIiIjWi6JDS5ORkJCQkyNySk3OWiIuKioKBgYFMWaFChaCvr4/IyMhMj3n9+jUAwM/PD126dMG6detQtWpV9O3bF+Hh4dk6v1JDSrW0tDB79mwMHToUjx8/xufPn1G1alWUL19emeqIiIiIiIiIiEjNKDqkNCAgAH5+fjJlw4YNw/Dhw+X2XbhwIdauXfvD+o4ePap4kBlIJBIAQLdu3dCpUycAQNWqVREcHIx9+/Zh7NixCtelVMLNz88P/fv3R5kyZVCmTBlp+ZcvX7Bu3ToMGzZMmWqJiIiIiIiIiEhNSFIU66U2cOAY9OvXT6ZMS0sr0309PDzQoUOHH9ZXrlw5GBkZISYmRqY8NTUVsbGxKFmyZKbHpZdbWFjIlFtYWODdu3c/POf3lEq4+fv7o3v37ihSpIhMeVJSEvz9/ZlwIyIiIiIiIiL6xSnaw01LSyvLBNv3DAwM5IaKZsbBwQFxcXG4f/8+bGxsAABXr16FRCKBnZ1dpseYmpqiVKlSePHihUx5eHg4GjZsqFB86ZSaw00QBIhEIrnysLAw6OvrK1MlERERERERERGpEUXncMsLFhYWaNCgAaZNm4a7d+/i5s2b8PHxgaurq3SF0oiICLRq1Uq6iIJIJEL//v2xZcsWHD9+HC9fvsTSpUvx/PlzdO7cOVvnz1YPt1q1akEkEkEkEqFly5YySbe0tDQkJibi999/z1YARERERERERESkfiSpKSo9/8KFC+Hj44M+ffpALBajRYsWmDp1qnR7SkoKXrx4gaSkJGlZ3759kZycDF9fX8TGxqJy5crYsGEDzMzMsnXubCXcJk+eDEEQMHnyZAwfPhy6urrSbZqamjAxMYGDg0O2AiAiIiIiIiIiIvWTV73XFFW8eHEsWrQoy+2mpqZ49OiRXLmXlxe8vLxydO5sJdzSJ6UzNTWFo6MjChVSago4IiIiIiIiIiJScxIVJ9xUSak53IoVK4Znz55J7586dQpDhgzB4sWLkZys2AoURERERERERESkvoS0NIVu6kiphJu3tzfCw8MBAK9fv8bo0aNRpEgRHD9+HH/++WduxkdERERERERERAWQJDVZoZs6UirhFh4ejipVqgAAjh07htq1a2PRokXw9fXFyZMnczVAIiIiIiIiIiIqeFS5SqmqKTUJmyAIkEgkAIDg4GA0btwYAFCmTBl8/Pgx14IjIiIiIiIiIqKCSV2TaYpQKuFmY2ODVatWoV69evjnn38wY8YMAMCbN29gZGSUm/EpZbUQruoQiIiIiAqE1aoOgIgUxuuViAqa5JANqg5BZZQaUjp58mQ8fPgQPj4+GDRoEMzNzQEAJ06cgIODQ64GSEREREREREREVJCIBEEQcquyr1+/QiwWQ1NTM7eqJCIiIiIiIiIiKlByNeFGRERERERERET0q1NqDrfKlStDJBJluT00NFTpgIiIiIiIiIiIiAoypRJufn5+MvdTU1MRGhqKoKAgDB8+PFcCIyIiIiIiIiIiKohydUjpoUOHcPToUaxatSq3qiQiIiIiIiIiIipQlFqlNCv29va4evVqblZJRERERERERERUoORawu3Lly/YvHkzSpUqlVtVEhERERERERERFThKzeFWq1YtmUUTBEHA58+fUbhwYfz555+5FhwREREREREREVFBo9Qcbn/99ZdMwk0kEsHAwADVq1eHvr5+rgZIRERERERERERUkOTqoglERL+S+fPn48WLF1i1apXMPyGIiIgoZwRB4GerGmK7EtGvROEhpWFhYQpXWrlyZaWCIdkPIYlEArE4V9e1IBX5/ssFv2wUfMnJyTA0NMS1a9cwefJkzJ07l22qBnhtEhUs48aNQ7169dCpUydVh0K5JP19OP29+PXr1zA1NeV7sxrI+NsmNTUVhQopNbsREVGBofC7nJubG0QiEX7WIU4kEiE0NDTHgf2KMv7Q27hxI0xMTNCoUSNoaWmpODLKiYxfLt69ewc9PT3o6OioOCrKKS0tLbi7u6NYsWI4cOAAJk6ciPnz56s6LMqB769ViUQCbW1tlCxZEgCTcQUd20/9xMTEQFNTE76+vihSpAjatGmj6pAoh9Kv0/T34w0bNuDatWtYvXq1qkOjHLp8+TIsLCxQunRpLFq0CCkpKZg4caKqwyIiylMKJ9xOnz6dl3H88jL+0IuLi8P27dshFouhpaUFJycnaGpqqjhCUlZ6uy5ZsgRnz55FbGwsevfujaZNm6JChQoqjo6UkX69Fi5cGKampqhWrRr27NmDIkWKYPr06fxRXwAJgiC9VpctW4bg4GC8evUKtra2qF69OoYMGcJ2LcC+7zH+/Y96KpgMDAwwYsQI6OjowNvbGwCYdCvAFi9ejOLFi6Nv377S6zIpKQmVKlWS/tOf78MFU2JiImbOnIkiRYqgWrVqOHHiBHbu3KnqsCgX8HOU6McUTriZmJhI/w4ICIChoSE6d+4ss8/evXsRExMDLy+v3IvwF5H+RjVv3jy8ePECZcqUwaNHjzBlyhTMmTOHSbcC7tixYzh48CDGjx+PkJAQ/PXXX3jx4gV69eoFa2trVYdH2ZR+vfr6+uKff/6BlZUVzM3NcfLkSXz9+pXDSwug9Pby8/PD9u3bsXjxYpQqVQqrV6/G8uXL0bx5c1SqVEnFUZKy0q/ZzZs34+HDh9DR0UH79u1ha2vLHwsFVPpwtDJlysDFxQUxMTGYMGECtLW10axZM1WHR9mUmJiIBw8eIDExEUWLFkWnTp2gqamJyMhIFCtWDAD4uVqAFS1aFEePHkXt2rXx8uVLLF++nJ+paiDj5+fp06cRHh6OYsWKwcrKCo6OjiqOjih/UOob5q5du1CxYkW58kqVKvG/FTkQFBSEvXv3YuTIkVi0aBGOHDmCqlWrYuLEibh8+TKSk5NVHSIpSCKRyNwXiUTo0aMHWrdujcmTJ2PAgAF4+PAhNm3ahEePHqkoSsqutLQ06d+XLl3CgQMHMHXqVMybNw/79u1D3759cf/+fUyZMkWFUZKyYmJicPPmTfj6+qJ+/fp4//49zp49Cx8fH1SqVInvwQVQxvfipUuXYuXKlUhKSsL9+/fh4eGBK1euQCwWy71nU/6XPvfTkiVLsHz5csTFxUFTUxPjxo3D0aNHVRwdZYcgCChatCgWL16MsmXLYv/+/di7dy8A4OvXr0hNTf3hsZR/ZXxvjY6OhqamJgwMDLBixQq8efNGuo3tWDClJ9sWLFgAHx8fXL16FRcvXsTgwYNx5MgRFUdHlD8olXCLjIyUzmmTkYGBASIjI3Mc1K8qMjISVapUgZWVFQwNDWFoaIg1a9agSpUqmDVrFq5cucIffAVAxqFpe/bswcKFC3Hs2DGZiWHd3NzQu3dvhIWFYcuWLXjw4IGqwiUFTJkyBQ8ePICGhoY06RYdHQ1tbW1YWloC+DanW/fu3dGoUSMcPXoUPj4+/AKZz33fPmKxGG/evEHZsmVx7tw5jBw5En/88Qe6dOmC5ORk7NmzB/fu3VNRtKSMjHPyiUQiBAQEYNmyZVi4cCFatmwJT09PJt0KsIMHD2Lz5s0YM2YMli5dio0bN6JNmzaYOnUqjh8/rurwSEHpw7v19fXh7e0NExMTBAUFYd++fShUqBAMDQ3x9OlTPHv2DC9evMDLly9x7do1pKSksNdbPpax99OtW7egr6+Pa9eu4eDBg0hKSsLIkSOlSbf0dkxJSVFZvKSco0eP4tChQ1i6dCnWrl2LRo0aIT4+/oeJcqJfiVIJtzJlyuDWrVty5Tdv3kSpUqVyHNSvJv1HX1JSEt6+fYtChQpBJBLh69evAIA+ffrg3bt3mD17Nq5cucIPo3xMIpFIvzQsWbIEc+fOxZ07d3D+/Hns2rULd+/ele7r5uaGPn364NKlS7h06ZKqQqafePv2LcLDwzFkyBA8evQIGhoaAL4Nsy9atKhMslRXVxddu3aFjo4OgoKC4O/vr6qw6ScyXqsJCQkQBAFaWlowMzPDtm3bMH78eIwfPx7du3cH8O11cOnSJXz48EGVYZMSTp48iaZNm+L48ePQ1dUFAJiammLEiBHo1KkTvLy8EBwcDLFYzCR5AfPy5UvY29ujRo0aKFasGOzs7DBgwAA4Oztj4sSJOH/+vKpDpJ9Iv+bSrz99fX1MmzYNZcuWxe7du3HkyBEsXrwY48aNQ69evdC1a1e4u7tj7dq1XOEyH8uYbFu8eDFmz56NkydPIj4+Hjo6Oli/fj2+fPmC0aNH4+XLl0hOTsbYsWO5OEYBkH7Npv+T6vnz53BycoK9vT1OnjyJefPmYfr06Wjfvj0+f/6MZ8+eqTJcIpVTKuHWpUsXzJ07F/v27cPbt2/x9u1b7N27F76+vujatWtux6h2MhtuCADdunVDamoqpk2bBgDQ1tYGABQpUgR9+/aFpaUlJkyYwKRbPpb+5eLx48dITEzEpk2bsGXLFixcuBClS5fGypUrZZJu7du3x6xZs+Dp6amqkOknTExM4O3tDVtbW3h6ekqHAJcrVw5aWlrYvn27zJeJlJQU2NvbY/bs2RgyZIiqwqYfyPhDYPXq1fD19cXz589RtGhRuLi4YM+ePWjYsCG6desGAIiPj4evry8+f/6Mxo0bqzByUoaJiQl+++03vH79Gp8+fQLw7QdDqVKlMHz4cHTs2BH9+vXDvXv32FumgDEyMkJ4eDj+/fdfaVn58uXRokULfPnyBQMHDsTly5dVGCH9SMZ/fHz9+lXag7x48eKYPn06zMzMUKFCBfTt2xebNm3CyZMnsXfvXhw4cAABAQHShRQo/0n/jF2+fDn27t2LcePGwcXFRfpPD2NjYwQGBiIxMRHdu3dHly5d8ODBAwwaNEiVYdNPZFy45PPnzwC+jfAwMDDAqVOnMGHCBPzxxx/o1q0bBEHA+fPncezYMSQkJKgybCKVEglKfFIJgoCFCxdiy5Yt0sSPtrY2PD09MWzYsFwPUp1k/KG3f/9+hIaGQiwWo0qVKmjXrh327NmDDRs2oGrVqhg7dizi4+OxcOFClC9fHlOmTMGIESNw8uRJrFu3Ds7Ozip+NJSZv//+G7NmzUKJEiWwdu1aGBsbS8u3b98ObW1tDB06FLa2tjLHpaWlSXtPUf6Q8YtFWFgYVqxYgTt37mDt2rWoUqUKHj58iAEDBsDGxgZOTk6wtrZGQEAAdHV1sWzZMohEIrZrPrZw4ULs378fo0aNQoMGDaTXqr+/P1auXImmTZtCIpEgNjYWsbGx+Ouvv6CpqclJ9vOxrNomLCwMS5cuRUhICDZu3IgqVapIr+9///0XBw8ehIeHB3vM5FNZtevNmzcxa9YsNG/eHF26dJFewzdu3MCOHTtQt25ddOjQge2aD2Vs0w0bNuD27dt48+YNOnXqhHr16qFixYr4+PEjZs2ahffv36NTp05ybcnP1/ztxYsXGD58OCZMmIAGDRogJiYG//77L65cuYJy5cqhZcuWAIC1a9eicOHC6N69OwoVKiRdEIXylzNnzqB06dKoWrUqFixYgMjISPz55584cOAAZs6ciZSUFEyePFk6MiAhIQEjR46ElZUVJkyYoOLoiVRHqYRbuvRuooULF0b58uWhpaWVm7GptQULFuDw4cNo0KABihYtii1btmDixIno1q0bTp8+DT8/P0RGRkJXVxcGBgbYtm0bihQpAgD4448/MGTIEFSoUEHFj4KA/31pTP/xdu7cOezZsweXL19GYGAgHBwcpPueOnUKO3fuRHx8PObOnQsLCwsVRk4/kt6e3yfdli1bhnv37mHNmjWoWrUqwsLC4O/vj8ePHwP41uNi48aNTMzkczdu3MAff/yBP//8EzVr1gQgm2A9evQo7ty5g8+fP8PS0hLu7u78IZDPZbze7t+/Ly23sbEB8O369fPzw+3bt6VJ84xtDoDtmw9lbKN9+/bhw4cPKFSoEAYMGAAAWLlyJQ4dOoSGDRuiefPmKFWqFObMmQMDAwPpitFs1/xr0aJF2LNnDwYNGoTIyEgEBwfD3NwcgwYNgrW1NT5+/IjZs2fj/v37+OOPP+Di4qLqkElBERERGDRoEH7//XdYWFhg3759uH//PkQiEZ4/f47p06ejS5cuMscwiZo/JScnS0d5NGjQAGfOnMGOHTtgbW0NAJg/fz4CAwOxZMkSVKhQAWKxGPPnz0dMTAz27NmDQoUKyX3eEv0qcpRwI+VcvHgR06dPx8KFC+Ho6IgTJ05g9OjR8Pb2xu+//y7d79q1ayhSpAiqVasGDQ0NfPnyBYULF1Zh5PQj58+fR6NGjQAA169fR0BAAD58+AAfHx/Y29tL9zt8+DDu3r2LiRMnMhmTT2X84R4dHY34+HiUL18eAPD69WvMmTMH9+/fR0BAAKpVq4aEhASkpqYiLi4OpqamEIvF/IGXz/39999YunQpdu3ahaJFi8okzbP6ws8fAvlXxi/yS5cuxfHjx5GcnIxChQqhffv2GDp0KIBvSbeVK1fi9u3b8PPzg52dnSrDpp/I2K5LlizBli1bYGdnhzt37qBq1apYtGgRSpcujQ0bNuDcuXO4fv269B/A+/btg6amJn/k5WPHjh3DkiVLsHjxYtjY2ODq1avw8PCAhYUFzM3NMWrUKFhaWiI6Ohrbtm3D0KFD+R6cT2X2D8aPHz9i+vTpePfuHR48eAB3d3c4OzujRo0aGDVqFGrWrMkhpAWMk5MTEhISMG/ePLRp00bmu+7UqVNx8eJFxMXFwdLSEoULF8aGDRugqanJ70/0S2PC7T/w/YfQvn37cPToUaxfvx4nT57EhAkTpL3b4uPj8ejRI2mPi3R8o8rfnjx5grZt26Jjx46YO3cuACA4OBjbtm3D27dvMWPGDFSvXl3uOPaAyn8y/jhbvnw5Ll++jCdPnqBu3bqoVasW+vbti+fPn2PJkiXS4aWVK1eWqYPtmv8dPXoUkyZNwrFjx1C2bFmZnqqXL19G6dKlpSvQUsHh7++Pbdu2YdmyZahYsSJWr16NLVu2wNPTE+PGjQPwLek2Z84cFCtWjBN0FxCRkZGYOnUqRo4ciUqVKiEqKgp9+vSBrq4uVqxYgbJlyyIuLg7Pnz8HANja2kJDQ4P/+MjnLl68iFu3bmHkyJE4ffo0Jk2ahHHjxkEsFmPu3LlwdnaGl5eXtJcqwO/D+VHG7zzPnj2DhoYGChcujNKlSyMqKgpv376FSCSS+QdHt27d0KpVK/Tr109VYVM2SCQSfP78WbowWGRkJFasWCE3PU5YWBji4uJQvHhxWFpa8h/QRFBy0QTKnvQPoaCgIISFhUFfXx/FihXD/v37MWHCBIwfP146OfeNGzdw8OBBREZGytTBLxf5m5mZGebPn4/jx49LF72oV68eevToAVNTU8yaNQs3btyQO45JmfwnPdm2cuVK7NixAwMHDsSRI0cQHx+PrVu34vnz57CwsMCIESNQvXp1uLm54dWrVzJ1sF3zj4yL1GT8/1LVqlVhYWGB1atX4+3bt9I2S05ORkBAAM6cOfOfx0o58+TJE9y6dQsLFixArVq1cO/ePezfvx/t2rVDYGAgFi9eDACoXLkyZs+ejZUrV6o4YlJEYGAg+vfvj9TUVBgbG0NTUxNlypTB9u3bER8fj1GjRuHVq1fQ09ODvb097O3toaGhgbS0NP7Iy0cy+/9+nTp14O7ujtjYWKxduxaenp7o2rUr3NzcULp0ady/fx8nT56UOZ7fh/MXQRCkn58rVqzAsGHD4OXlhY4dO+LcuXMwMjJC9erVYWdnh8TERLx8+RKenp74+vUrevXqpeLo6Ucyfn8Si8XQ1dXFoUOHsGfPHlSsWBHDhg2Tmb4BAEqXLo3atWvDysoKYrEYEomE78P0y+OvwjyUnJws/Xv9+vVYtGgRxGIxihcvjocPH0r/W5s+uWRSUhK2b98OQRBgZGSkqrBJCdra2mjVqhVmzpyJgwcPSpNuTk5O6NGjB4oWLYp9+/apOEpShCAIiIqKwsWLFzFr1iw0bdoUL1++xL179zBo0CBYWFhAIpHAysoKw4YNw4ABA2BiYqLqsCkTGX8I7N69G4sWLYK/v790iHC7du0QFhaGuXPn4vz58/j7778xZMgQxMfHw8PDQ8XRU3aVKVMGDRs2hIODA/755x94e3tjzJgx8PX1RatWrbBmzRrMmDEDAGBubi79MUD5y/dtUqNGDSQkJOD+/fuIj4+X7mNkZCSdE9XDwwPv37+XOY6Jmfwj42qkkZGRePHiBQRBgKamJgwNDREVFYX379+jSpUqAIB///0XVapUwYgRIzBq1CgA4LDgfChju65YsQI7d+7ExIkTsWXLFtjb22P06NEICgoC8O3zOCgoCLNmzcLXr1+l83qlr0xL+UvGXov37t3DrVu38PTpU2nybOXKlbC0tMTw4cMREhKC+Ph4jBw5EsuXLwfwvwQ5/wFNBDDlnAdGjhyJSZMmoXTp0gCA58+f499//4W3tzesrKwAAB4eHpg1axZiY2Nx/vx5FClSBKtXr0Z0dDRWrVolN1k75T8bNmzAx48fMXbsWADfkm4tWrSAIAiYPHkytLW1MXXqVNSrVw86OjqoVq2aiiMmRYhEImhpaSE5ORk1atTA6dOnMW7cOEyYMAFdunTB169fceTIEdjb26Ny5crS4aQc5pK/fD80eMOGDahfvz7Onz+PCxcuYPr06ejbty9KlCiBY8eOYciQIbC2toaRkZHMDwG2af6U2bBtHR0ddOvWDYULF8aJEydQv359dOjQARoaGihbtiycnJwQHh4ucyx/DOQ/6W0SGhqKsmXLws7ODitXrkT//v0xb948zJ8/H/r6+hAEAQYGBti8eTPmzp2LUqVKqThyykzGf3wsW7YMly5dwrNnz1C7dm3Y2dnB09MTWlpaMDY2xpkzZyCRSLBt2zaIxWK0b98eIpGI0zTkM1evXkXdunWlbfLw4UNcv34d8+fPh7OzM06fPo0bN27A0dERU6dOhUgkgpubG1q3bg1jY2M0adKEQ77zsYzX7JIlS3Do0CFoamri7du3GDNmDNq3bw9DQ0OsXLkSw4YNQ+/evVG+fHmkpqbi4MGDAJggJ5IhUK4aNmyY0KZNG+Hr16+CIAjC1atXBWtra6F27drC6dOnZfZdu3at0LVrV8HW1lbo1q2b4OXlJSQnJwuCIAipqan/eeykuC9fvggrVqwQqlevLqxcuVJu28SJEwVra2th3LhxMtvS0tL+yzBJARKJRK4sNjZWaNGihTB69GihVq1awrZt26Tbnj59KvTt21c4c+bMfxkmKen169fC4MGDhTt37giCIAhxcXHCb7/9JnTu3Fm4e/eudL/w8HAhJiZG+npISUlRSbz0cxnfR8+cOSNs2bJF2LFjh/Ds2TNBEL69B/fs2VMYM2aMIAiCkJSUJAwdOlQ4fPhwpnVQ/nPp0iXB2tpa2L59uxAXFycIgiDcv39fqFu3rjB48GDh06dPgiDItyO/O+VfK1euFOrWrSucPXtWiIyMFPr06SM0bdpUePTokSAI374Td+jQQWjUqJHQs2dP6ffhzD6jSXUCAgKE1q1bC3/99Ze0LDw8XNi0aZMgkUiE4OBgoX79+sKWLVsEQRCEfv36CTVq1BC2bt0qUw/fg/M/f39/oX79+sLVq1cFQRAEHx8foVq1asKiRYuE6Oho6X779u0T/vrrL+n3Jn5/IpLFfyvkovfv3+Px48eYOHEitLS0cOrUKbi4uGDQoEFYvXo17t69i9q1a0NHRwcA4OnpiY4dO+LTp0/Q1dWFkZERl6/Pp4Tvehtqa2vj999/R7FixeDv7w+JRCJdBU9bWxvm5uZo2LAhPn78yN4U+VhycjK0tLQAAO/evUPx4sUhEomgp6eHESNGYNq0aWjQoAF69OgBiUSCL1++YMGCBQCAhg0bqjJ0UkBgYCD27t0LIyMjlClTBgCgq6uLzZs3o3fv3pg9ezbGjx8PBwcHmJubS4/jnCP5W/r76IIFC3DixAmUKVMGenp6mDVrFjZv3oyaNWvCzc0N3t7eSExMREREBNLS0tCyZUsAsv+9J9X7/vMVAOrXr4/u3bvD398fGhoaaN26NapVq4Z169ZhwIABmDJlCmbPno3ixYvLHMceqfmPIAj4+PEjLl26hOnTp6Nx48YIDg7GnTt3MHnyZOnID09PT7Rv3x6fP3+GmZkZJ1vPp9q2bYt79+7hr7/+giAI6NixI8zNzdGuXTuIRCL89ddfaNasmXS6HGNjY5QqVQpHjhxBjx49pNc634Pzn4y/V8LDw3Hnzh3MmDEDderUwalTp3Dw4EG4urpizZo1AIAePXqgdOnS6Nixo7QOzp1JJI9XRC5KT7QcP34cR48exa1bt+Do6IhRo0YhKSkJ69atQ/ny5dG6dWtoa2sDAAwMDGBgYCCtgz/08p+MH0DR0dEQiUQwMDCAkZER2rVrB4lEgtWrV0MkEmHIkCFISEjAo0eP0LJlS3Tq1EmuDlK9rVu3wsXFRTrse9myZfj7778hkUjQ5P/au8+wKo734eNfuiAqooK9G1QUjRprYje22HvvJfaK2BsiSlOwUQREURBB7L23qKiJ3dhbFAugCEjd54XP2Rwsifn/Ejkk9+dN4jm755q9htmduXfmnkaN6N69O61bt+b27dusWLGC0aNHo6+vT0xMDHFxcURERKhJuWWAp7uaNGnC6tWrefjwIY8ePaJAgQIoikLevHlZu3Yt/fv3Z9q0aSxdujTTTrPSVnXf1q1b2bp1KytWrMDOzo7Nmzdz8OBBNY9X8+bN0dfX5+jRo1SvXh17e3tZJqyDoqOjsba2Vv+t/aycPXs2BgYGuLu7oygKrVu3VoNuHTt2pGTJkurOs0J3adI0JCcnU6NGDTVNg729vZqmYdu2bVSpUoVy5cpRoEABQPrDuigjI4NChQoxY8YM5s2bpwbdOnXqhIWFBW/evOHmzZs0btxYXTIaHx+Pk5MTVapUkXQ5Okz7RdTt27cpU6YMLVu25Ntvv+X8+fPMnz+f0aNH06dPH0xMTAgMDCQxMZHRo0eTJ08e9Xfk+SrEh+RJ9jeytLSkR48ezJ07lxcvXuDu7q4G06ZOnUpaWhqzZs0CyBR00yYDPd2i3fn39vZm7969pKSkYG5ujpeXF/nz56dTp04YGhri4uLCli1b0NPTw8jICBcXF0BmU+iaw4cPs3btWq5evYqDgwNRUVGEhoYyY8YMzp8/z8WLF7l16xYzZ85UdyKNjIwkV65c2NraMnDgQAwNDeXNu455P6itKArFixcnLCyMjh07snTpUubMmUPJkiUBsLCwwN/fH2dnZ8qVK5dFpRb/V/fv36dly5bY2dmxd+9e5s2bx7x582jTpg1v3rwhOTmZjh070r59e/XvQtqsbvnhhx8oVqwYK1euBN7lRS1atCiNGjXCyMgIgBkzZqAoCs7Ozujp6dG8eXMqVqzIrl27KF68eFYWX3zCpwIqiYmJzJkzhzNnzmBvb6/OgPrtt9/YsWMHefPmzXQvln6T7tFsNGNtbc2sWbOYN28emzdvRl9fnw4dOmBubk6tWrXw9fXl1atXXLhwgbS0NCpXriy5+HSYdr0sWLCAkJAQfvrpJ5o1a0aOHDnYvXs3NWrUoFu3bgDkyZOHKlWqcOXKFXLnzp2VRRciW9BTlI/s0y3+Mk0HY/369SxYsIBy5cpha2vLgAEDKFu2rHqco6Mj4eHh2Nvb06lTJ3U5m9BtHh4ehIeHM2HCBEqXLo29vT05c+bE0dERW1tb0tPTuXnzJvv27SN37tz06tVLZlPosLVr17Jz507KlCmDhYUFZcqUoUOHDgDs3LmT0NBQjI2NmTZtGqVKlfpgoC71qlu0O4sPHjzg7du3lCpVCkNDQ/T09Hj48CGdO3fG1taWmTNnUqpUqQ8GhVKn2YubmxsJCQnUrVuXyZMnZxrAR0RE8PDhQ4YMGYKZmRnw6SCAyBqrV69m8+bNbN++Xf1s1KhRnDx5Eg8PD+rWrasG3eDdRlP379+nb9++dO7cmZw5cwLSbnWN9r34xYsX5MqVi/T0dMzMzNi7dy8zZsygRo0arFixgvT0dJKTkxk/fjzJycmsXr1a6jKb0NRzdHS0ugFc+/bt6dy5M+np6Xh4ePDrr7+SL18+5s2bh5GRkbTVbODu3bv4+fnRvn17vvnmGxRFISMjgx9//JE8efLg7OyMvr4+I0eOZPDgwVSrVg2Q56sQf0YCbn+zFy9ekJGRwZkzZ1i3bh0lSpRg6NChlClTRj3G3t6eJ0+esHbt2iwsqfhcZ86cwdnZGQcHB2rWrMmRI0eYOHEiFhYWpKamsnLlSipWrPjBeTKbQvdoDwYCAwM5cOAAt2/fZsqUKbRr1049bufOnYSFhWFsbMykSZPUt+7SqdA92nW6dOlSdu7cSUJCAjlz5mTcuHHUqlULS0tLHj58SNeuXbG1tcXBwSHTixChuz41IyI8PBxfX1+io6OZOHEivXv3BiA+Pp4JEyZQoUIFJkyY8KWLKz7Thg0b8PHxYdu2bfj6+pKens6kSZMYM2YMp0+fxtnZmXr16qkvJWfNmsWxY8ewsbFRd3IXukV5b2foI0eOkJiYiI2NDf369ePrr79m5cqVLF26lIYNG2JoaMirV6/UNA0SlMle3g+6xcXF0aVLF9q3bw+8m9GoeeEh/WHdt2PHDpYsWUKuXLnw9fUlb9686rM3NDSU2bNn06BBA3777TcURSEyMhJDQ0PpFwvxGWRe798oPT2d/PnzY2VlxQ8//ECnTp24f/8+Pj4+3L59Wz1u8eLFrFmzBnjXQRG6zcjIiLZt21KzZk2OHz/OlClTmDhxIhs3bsTAwIAZM2bwyy+/fHCedC50j2Y5BED//v1p0aIFZmZmRERE8OzZM/W4Vq1a0bVrV54+fUp4eLj6uXQqdIt2MGbZsmWEhYUxefJkDh8+jJWVFUuWLGHXrl3ExMRQrFgxNm7cyPHjx9m4cWMWl1x8Du36PXjwIAcPHuT06dMAdOrUifLly6s5NR8+fMitW7cYP348L1++ZMyYMYA8Y3WRoijY2tpSrlw5OnXqRFBQEN27dwfeBWpq1qyJg4MDx48fJzY2Fng3eF+1apUabJN61S0ZGRnq83Hjxo2sW7eOHj160KpVKzIyMujXrx9nz57lxx9/JCAggFy5cmFlZUWDBg3YvHkzRkZGpKWlSbAtG3l/eWnevHkJDw8nODgYINPsYukP67709HSsra25f/8+KSkp6Ovrk5qaCkC3bt1YsGAB+fPnp169emqwLT09XfrFQnwGmeH2D9AeJISFhREREUHJkiXp378/NjY2Hz1O6Lbnz5+TN29ehg8fTvny5Zk0aRKJiYkMGzaMCxcuUL9+fVasWJHVxRSfSbvtBQcHs3XrVkqXLs2ECRPUhM0Ap06dolatWtJOdcypU6eoU6eO+u/r168zZ84cfvzxRxo0aMCJEycYM2YM5cqV4+7du4wZM4aWLVtiaWnJs2fPyJcvnwzsshFXV1fWr19PgQIFePHiBQMGDGDUqFEADBkyhKdPn3L37l1sbW0xMjIiICBAZstkA8OHD+fYsWPY2dnh6emZ6d47fvx4zp07R+HChUlJSSEpKYnt27djYGAgfScdduHCBcLCwvjmm2/UNA3Pnj1j2bJl7N69m6CgIMqXLy9L+v9FtGe6TZw4kXLlyjFr1iwJxGRDBw8eZMmSJZiamuLp6Ym1tXWm2Yna916ZtSjE55OW8g/QvPXR19enS5cu6Ovr4+PjQ7FixTIF3KTDqPs0ncICBQoQExPDw4cP1e2vDQwMsLKyYsuWLZQqVSqLSyr+Cu022qtXL9LT09m5cyfu7u5MnDiR/PnzA6hBHRkM6I6wsDAWL16Mg4ODugtwrly56N69O/Xq1VMTctvb29OtWzd69uxJUFAQiYmJdO3aFSsrK0A6i7pMc99VFIXo6GguXLhAcHAwJiYmnD59GkdHR5KSkpg8eTK+vr7cuHGDp0+fUrBgQcqVK4e+vr7Urw5LS0sjMTERY2NjJkyYwMmTJ5k6dSozZ86kRIkSwLu8qcHBwTx79ozU1FQmTJggO0PruFOnTjF79mxev35NvXr11M+trKwYMmQIN2/e5OTJk5QvX5709PRMy9GkTnXXny0Z1J7p5unpiYWFhexGms1o6qpx48akp6cTFBTElClTWLRoEdbW1qSmpmJkZJRp3CrPVyE+n7SWv+j9N6uf6vxpD+g7deqEpaUl9evX/5JFFX8D7c6CpaUl+fLlY+XKlbx69YodO3aQlJREqVKl0NfXl4FANqPdRvv27Yuenh67d+9m9uzZLFiwAAsLC/VYqVfdUaVKFdq1a8fq1atRFIXOnTtTpEgRTE1NMTQ0JDQ0lObNm9O5c2cAChUqxOPHj7l+/Xqm3bSks6ibtJ+xr1+/JjY2ljJlylC6dGlMTEwoWrQoRkZGzJ49G319fSZOnIiNjc0Hs8elfnWXoaEhuXPnxtPTE4CCBQsSFhaGo6MjM2bMUINuvXr1ynSeBFF1W506dfjhhx9Yt24d27Zto1atWurLq2LFimFkZMTdu3eB3++/EpDRPe+Pcz6njjQvOSwtLQHJd6uLIiMjadCgAXnz5v3gO+0AabNmzcjIyCA4OJipU6fi6OhI4cKFs6DEQvx7yBSrv0jzENq6dSuAurzhU8dqvmvUqBEGBgbqeniRvWjq0dnZmbx58xIREUHOnDkJCQlR61mCMtmPdhvt06cP3333Hfnz55dtznXYV199Rc+ePalTpw5+fn6EhYUB7wLiKSkpxMbGkiNHjkyd/eXLl+Pi4iK5n7IBzTPWw8ODAQMGYG9vz4ULF3j16hUAxsbGtG3blrlz57JmzRocHR0/+RtCt6WnpwPQunVrunbtSmpqKgsWLOD+/fsAH/StJNimuzR1OWbMGPr27cvjx48JCAjg9evXACQnJ5OUlJTpRZbQPYqiqPfPkJAQZs+ezapVq7h+/br6/afO07TPs2fPylhHx3Tt2pWtW7eSJ0+eTx6j3T9q3rw5ffr04fnz5/j7+3+pYgrxryU53P4PYmNjadmyJR06dGDKlCl/eKz2W57k5GRMTEy+RBHFPyw2NladNi9v3XXPx96u/tEbV+03uprjJE+Qbrt9+zbr16/nxIkTDB48WJ3RZm9vz9mzZ/n222+5efMm8fHxbN26VXI/6bj3c58uX76cnj17Eh8fT2BgIN26dcPe3l7dtTIlJYWNGzeye/du1q5dK7Mpsint+/LOnTvZtGkT8fHxeHl5UbBgwSwunfgrtNuwh4cHO3bswMzMjCpVqhAXF8ft27fZsmULRkZGWVxS8THv119oaCiVK1fm5cuXpKamMm3aNOrUqfNBX0r73xs2bGDu3LlERERQsWLFLLkOkdnp06eZM2cOAQEBFCxYkOfPn2fKl/k+7fo8c+YM1atXlwkFQvyPZOTxGd5/y5ozZ05GjhzJzZs3uXDhwifP075pBQcHM3LkSFJSUv7RsorP96mZiZ/6HH5/u5c3b14Jtuko7d3SkpKS1DanCaJ9jGY5hOa49PR0CczokI/VW5kyZdS8bX5+furOo4sXL6Zu3brEx8dTrFgxIiMjJdiWDWjq5vTp02ry7aFDhzJx4kTc3d0JCQnB1dVVbc/GxsZ0795dDbbJu8PsSbvuWrVqxQ8//ECVKlXUXIsi+9CeMT5+/Hg6duzIkydPePjwIXXq1GHnzp3qbqRC92juwXfu3CEhIQFfX198fX2ZM2cOFSpUYPr06Zw6dSpTm9Ue54SEhODh4cGSJUsk2KZDDAwMuHv3Lg8ePGDOnDmMGjXqD8ei2vVbs2ZNCbYJ8TeQGW5/QUREBDVq1KB48eI8ffqU0aNHY2dnx8yZMz849v2HkKurK/Pnz6dly5ZfutjiI7QH33fv3iUjI4OcOXOqb9Q/lY9Nu141SUSFbvL29ubIkSPkypWL7777jt69ewMfr1vtet21axcFChSgRo0aX7zM4kPabfXcuXMkJCRgamrKN998A8Cvv/5KaGgoJ06cYMCAAXTr1g3InO9JAuO6T1EUfvvtN5o0aQLAlClTGDBggPr9/v37GT9+PL169WL8+PGZZotLviDd81fr5GPHS5A8e3p/ptTZs2epVasWgwcPJmfOnNJeddju3btZuHAhefPmxcfHRw18X7t2DX9/f86fP4+joyN16tTJ1JcKCQnBxcUFJycnmjdvnpWXID7Cw8ODwMBAjIyMCAkJoWzZsn94vHYbvXfvHgUKFCBnzpxfoqhC/CtJT+YznTp1imnTpjFw4EA2bdqEnp4ec+fOZcOGDezduzfTse8H21xcXFiwYIEE23SEdo4KDw8PxowZQ5cuXRgxYoSaD0izG9r752nqNSAggF69esmbWh2iPQsqICAAf39/atasSe7cuVm6dCmLFi0CPsy7qF2voaGhjB8/Xmai6gjtturu7s706dOZMWMGbm5uTJw4EXiX061r1658++23BAUFsWbNGuD3fE/auWWE7tLT06NIkSKEhIRgamrKTz/9xG+//aZ+37RpU5YsWUJgYCAhISEfnCt0i6ZOfHx88PX1/azj33+e/tFsc6G73p/pVqNGDY4dO4aXlxexsbHSXnXI+3Mu8uTJg42NDffv3+fly5fq5xUqVGDQoEF88803DBs2jMuXL6vBtuDgYDw8PCTYpmO0xzDm5uYkJyeTnJxMTEzMH56n3Sdeu3YtEyZMUHMxCiH+b2QU8gnvv1mtU6cOtWrV4sqVK1y8eJFDhw7x7bffMm7cONauXYuNjY26s5b24F3e+Oge7YGAZvYhvHuLs3z5cmJjY3Fzc8PAwEB98LwfRF21ahXTp0+XgbyO0G6vv/zyCzly5MDFxYX69evz5s0batasydy5c4F3M2c0u8rq6+t/MBPV09OTunXrZtm1iN9pt9Xw8HC8vLyoXLkyy5Ytw9vbm9evX+Pr64uNjQ1du3bl1atXXLx4MVN7lcFd9pGRkUHVqlXx9fWlf//+eHl5MW7cOKytrQFo0qQJ69ato2rVqllbUPFZkpOTOXnyJLVq1frTY7UD43v37qVBgwaS81ZH/NFMw099p6+vr64CmDBhAsnJyVy+fFmWfusYzfNxy5YtZGRk0KFDB/T09EhOTmbq1Kk4OTmpy0PLly9Pr169KFasGBUqVADg+vXrLFiwAFdXVxnn6BhNQDQwMBArKysiIiKIjIxk8ODBeHl50aBBgw/OeX+s4+npyZw5cyhUqNAXLbsQ/zqK+EPXrl1ToqOjFUVRlIsXLyrjxo1TAgIClF27din169dXmjdvrtSvX18JCgpS0tPT1fM2b96s2NjYKHv27Mmqoos/kJiYqPz444+Kn5+f+llycrJy+PBhpU6dOoqvr6/6eUZGhvr/GzZsUKpVq6bs3r37i5ZXfJyDg4Py9u1b9d9RUVGKjY2NUqNGDeWnn35SP09MTFQ2btyoVKpUSVm8ePEHvyP1qrvu3bunDBw4UDl8+LCiKIpy5MgRpWrVqsqcOXOUhg0bKsOGDVOPffDggXof1m63IvvQ1N/p06cVW1tbZerUqcrTp08/OC41NfVLF038Ce0+kIaTk5MyZMgQJTU1VUlLS/voedptNSQkRLGxsVFOnjz5j5VTfD7tOg0JCVEcHByUmTNnKkFBQX94nnadHjlyRHn8+LESExPzj5VT/N+lpKQow4YNU3r27Kl+duzYMWXYsGFKx44dlatXr370PE17vnPnzhcpp/g8749FK1SooFy5ckXJyMhQkpKSlFmzZimVK1dW+1QfO0/TJ5YxrBB/D1lS+gmKohAVFUXXrl1ZunQpR48epXLlyhQoUID4+HhatGhBWFgY1atX5/nz55w+fVp9y5eSkkJKSgqrVq3i+++/z+IrER+jr6/PvXv3ePjwofqZsbExderUoWHDhly9ehX4cLmhzFjUHQ8ePCA+Pj7T2/XChQszbtw40tLSiIqKUj83NTWlTZs2zJ49m9WrVxMcHKx+t2bNGlkOocNKlChBmzZtqFixIufPn2fGjBk4ODgwe/ZsGjZsyOHDh+nUqRMAxYoVU5czycy27ElTfzVr1sTf35/t27czb968D5bByOxi3aO5F2uWA6elpWFubk5iYiKGhoYfzYuq3VY1KTi8vLyoU6fOFy27+DhNnbq4uLBkyRL09PR4+fIlbm5ujB07Vk2/8EdpGoYOHcqDBw/Imzfvl78A8QHtukpJScHIyAgnJydu3bqlrvj49ttv6dOnD1ZWVsyePZuLFy9+8Dua9lyqVKkvU3DxWTRt9tChQ6SlpeHo6EjFihXR09MjR44cTJs2jQ4dOjB27FiOHj36wXna+fhkDCvE3ySLA3465WMzIrZu3apMnz5dqVOnjrJ69Wpl//79Sr169ZSDBw8qiqIoCQkJSlRU1AdvblNSUr5ImcWfu3z5svLgwQNFURRl7ty5yr59+xRFURR3d3elX79+yi+//JLpeA8PD6V3796Z6lBmLOq2jRs3KgkJCYqiKEp0dLTi5eWl2NnZKQEBAZmOS0hIUA4ePKjOjomLi1O+++47Zdu2bV+6yOIjPjUDRsPDw0Oxt7dXZzWuXr1aGTlypDJ9+vQ/PVdkvY/NgPqzY48dO6b06tXrL50rviztujlz5oxSuXJlpVGjRkr9+vWVPn36KLa2tsrSpUuVs2fPKrdv31aSk5M/+A2ZZay7fvnlF+W7775TZ42np6cr586dU+rWratMmjQp07HvrwioXr269Jt0lL+/v+Ll5aVcv35dURRFCQ8PVzp06JBp5tPJkyeVbt26KdOmTcuqYor/gwcPHigVKlRQbGxsFH9/f0VRMrfNt2/fKnPnzlVsbGyUCxcuqJ/v2LFDqVy5srRZIf5mskvp/6edh+LFixckJSVRrFgxAN68ecPhw4eZN28ezZs3V/NQLF26VM3bBp/e2VJkDUVRePToEZ07d6Zjx47Ex8ezefNmwsPDKV++PFFRUcydOxc7Ozs6dOhAjRo1iI+PZ9SoURQvXpz58+cD7/429u/fj7GxMQ0bNszaixJA5jfoMTExtGnTBktLSzZu3IipqSnPnj0jLCwMf39/Ro8eTf/+/T/4jZSUFIyNjXnz5g3m5uZf+AqEtuTk5Ez5mg4dOsSzZ88oWrQoxYsXV+/F48aN4+HDh4SHh5OamsqECROoXr26Wr9yD84erl+/Tvny5f90F8r361PqV/dER0erOfZOnTpFsWLFMDMzIyEhgV9++YXY2FgWLFhAwYIFMTIyIjo6mnz58tG+fXvGjh0LQFBQEMuXL1f7WCJrvd8ujxw5wqxZs9i2bRu5c+dWn79Hjx5l8uTJLFmyhDp16mQ6T3at1G0xMTH07NmT6OhoihYtyo8//kjlypVxcXGhWLFijBgxQt2V8tKlS9ja2sqOwTpMeW/n39TUVE6dOsW8efMoUaIEvr6+6uxxTT2+ffuW4OBg+vXrp84Yv3PnDk+fPpU8xkL8zSTgRuYblaenJ/v37ycmJgZLS0sGDRpEgwYNsLCw4OHDh/j5+XH16lUuXbrEggUL1KVMQnft2bOHGTNm8PbtW7y8vGjYsKFa50eOHMHLy4uEhASMjIwwMjIiJSWFiIgIjIyM1OP+bGAovhztutAEaq5fv87kyZMxNDRk/fr1atBt06ZNBAYG0q9fP0aOHJnFJRcfM2bMGGxtbenbty+mpqa4uLiwfv16ihYtytOnTylfvjydOnWiffv2HDlyBEdHR8zMzDA0NOTt27ds2bIFQ0PDDzqcQjdFRUXRu3dvtm7dyldfffWHx8p9V7dFRUXh5uaGvb09u3fvJiwsjF27dqkBOHgXkBs2bBizZs3C1taWS5cuERcXR8OGDTE0NOTevXsMGDCASZMm0bp16yy8GgEQGxurLv28ePEidnZ23Llzhy5duuDs7EyzZs3UYx89ekSPHj2YOXNmpqVna9asYcWKFRJA1SHvPx9TUlIICQnh2LFjNGjQgBUrVtCzZ08ePnzIwYMH8fb2plq1apl+Q+7Huun9IFpGRgZmZmYAHD16lIkTJ1K/fn3c3Nw+OF4jLS0NfX19qV8h/iH/+SQo2g+hVatWERwczPTp08mfPz/h4eH4+fkRHR1N165dKVasGPb29ty+fZudO3fSrl27LC69+COah4qFhQVmZmYYGRlx5swZSpQooeacaNCgAYULF+bhw4ecO3eOokWL0qVLFwwNDUlLS1Pf+shDSDdodxTWrl1LRkYGLVq0oHz58ri6ujJx4kR69OjB+vXrsbKyonPnziQkJHDu3DkJyOioIkWK4OnpiZmZGRUqVODkyZP4+flRrVo1Ll26RGhoKEFBQeTKlYuGDRsybdo0Tpw4gampKWPHjsXQ0FBmPmUjNjY21K1bl8OHD/PVV199chCnKIr6+aZNmzAxMaFNmzZfurjiD2RkZJA3b14mTpxIQkICW7ZswdraOlOdWltbY2pqysmTJ6lWrRo1atTIdH7BggUJDg6mcOHCWXUZ4v87ceIEERERTJgwgYCAACIjI9m7dy+WlpZ8++23hIeHY25urubXy507NxYWFmpOMEVRePbsGWvWrGHmzJkSbNMhmr5PREQEhQoVok6dOrRv356IiAjS0tLYunUrfn5+GBoaEh8fz+TJk9m4cSP58uVTf0P6wbpH+17r4+PDxYsXuX79Oi1atOC7775TA22TJk1i4sSJuLm5oa+v/0F/WHKiCvHP+s/OcHv48KG6TCk9PZ2EhASGDBlC27Zt6dWrl3rc4sWL2b9/P05OTpk6ihraQRmhu9LT09m7dy8LFy6kefPm9OrVi5IlS/7h8TKA112LFy9m8+bN2NvbU69ePaysrAD49ddfGTt2LKampqxbtw4zMzNiY2OxsLBAT09Pgm46RLsuVqxYwYoVK+jevTuvXr1i8eLF6nc3btzAy8sLIyMjPDw8PvgduQfrrk8F05ydnTl69Cg7d+4EPpx9of3vkJAQFi1ahIuLC02bNv0yBRefzdXVFT8/PypVqsSUKVP45ptvgHd1qAmaTpgwAT09PXWGhdBNO3bswNfXl/T0dJ49e0ZISIj6cvKnn37C29ubt2/fUr9+fUqVKkVoaCixsbGEh4dn6i9pVogI3fLkyRMWLVrEnj17GDlyJD179uTVq1eMGTOGqVOnUqNGDW7evMmCBQtIT09nw4YNEmTLJtzd3QkNDWX69OmkpKSwYcMGUlNTCQwMxMLCghMnTjBp0iQqV66Mn59fVhdXiP+c/+SddOrUqSxYsIArV64A73ba0dPTIzExMdNOowD29vbkzZs3066G2mSgp9s0b14NDAxo2bIlEyZMYM+ePYSGhnLnzh0ABg0axLFjxzKdJ8E23RUWFsbWrVsJCAigQ4cOWFlZkZKSQmxsLF999RXLli0jJSWFFi1akJycTN68eSXYpoM0S7UBRowYwciRI1m3bh3nz58nOjpaPc7GxoZmzZqxd+9eHj169MHvyD1Yd2mep/fu3ePNmzfq55rdDb29vQH+MNjm6uqKs7OzBNt0jKbtVq1aFXd3dwoXLoyXl5e6652enp5a/yVLliQ1NRV4V79CN7Vu3ZoKFSpw8+ZNvv7660zf1a5dm9GjR1O1alXWrl1LQEAAJiYmhIWFYWBgQHp6unqsBNt0g/ZupACFChXCw8ODRYsWsXXrVqZMmcLu3bvp3Lkzx48fJzExEVtbW9avX68G297/DaF7bt26xZEjR1i+fDlt27alSJEi3Lp1i379+mFpaYm+vj7fffcdCxYsQFEUqVMhssB/bqTSvXt3Hj16hLW1NUFBQfTu3ZvKlSuTK1cuLC0t2blzJz169MDY2FhNql6hQoVMgwWRfWg6/JpBXPv27YF3ufquXbvGmzdvePnyJbVr187CUopP6dGjB8OHD6dBgwbqZ48ePaJWrVqUL1+e+/fvc+bMGYKCgsiTJw9Nmzalf//+LF68mICAgEzBGAm26R7tJL4//vgjpqamODs7ExkZSffu3bGwsADeDdiLFy9OWlpa1hZY/GW7d+/GycmJ0qVLM3z4cL766issLS1p1qwZV65cITU1FSMjI/V4TTsNDQ2VpOs6TPNs1QRC8+fPT2BgIH5+fujp6fHdd98BsH//furWrSs5NHWcZlZ/pUqVKF++PDt27GDlypX069cPW1tbFEWhWrVqVKtWjZEjR6IoCubm5ujp6cksYx2kPbv4woULxMTEUKBAAUqXLk3btm0pXbo0hw4dYtu2bTx58kRdNqxJlv9+gn2hu9LT00lKSsLOzo69e/cyZcoUHBwc6NSpE0lJSRw4cIC6devStGlT9X4tdSvEl/WfekJ6eXmRlJTE8ePHOXbsGKtWrSIkJISMjAyqVKmCg4MDAwcOVNe5a2Y5Xb9+nUqVKmVx6cX/QnuGU/v27cmTJw+//PILycnJTJw48YOcbSLrvX37llatWqn5YuBdJyElJYU7d+6wcOFCzp07R+HChalVqxb6+vqEh4fTqlUrKlSogIuLCyDLg3Wddse+f//+JCYmsmTJEuLj42nUqBEWFhZ4enpibm5O8eLFs7q44k/cvn2bYsWKYWxsTHBwMI0aNcLBwYGffvqJMWPGUKNGDZo0acL3339Pr169OHnyZKaAOsC6detwc3Nj0aJFmZKxC92jea7WrFkTPT091qxZw/Lly7l79y7Hjh3j7t277Nu3TzYf0nGaZ6QmpUr+/Pnx9/dnzZo1DBgwgAoVKgDv8rzVq1dPPU9RFOk36SBNO1u8eDF79uwhKSmJ3LlzkyNHDry9valUqRIlS5akdevWLF68mMOHD7N+/fpMu1NKW9U9mvutZqaw5r5qampKWFgYS5YsYdKkSfTo0QOAa9euceDAAUqXLp1p5qnUrRBf1n8qh5uzszM//fQTkZGR+Pr6snfvXvT09ChZsiT9+/enYsWK7N+/n1mzZpE3b14KFy7M69eviY+PZ+vWrdKp0FF/Zangp46VYJtuW7lyJfnz56dLly68fPkSV1dXHj16xPfff0/t2rUpV64cBw8exMfHh5UrV6q7rInsQ3swvmrVKpYsWYKBgQGtW7cmISGBJUuWYGRkJIN2HXbp0iWmT59Oly5duH//PuvWrePAgQMUKVIEgFOnTnHhwgUCAwOpVq0aJ06coEGDBixatAgzMzP09PR4/vw5jo6ONG/enFatWmXxFYnPof1cvXDhAps2beLixYtYW1uzcuXKTDt+i6z3R3WhfX/duXMnAQEBFC1alObNmxMeHs79+/fZs2eP1GU2EBISgoeHBytWrKBw4cLcvXuXVatWce/ePcLDwylQoIB67M6dO2nevLm8nNRh2m3z/RfJo0ePZt++fYwfP55hw4YB715ajxkzBn19fVasWCH9JiGy0H8i4KbpXERFRTFr1iwMDAx4+vQpBw4c4OTJk/j6+lK6dGkGDx6MjY0N0dHRBAQEAGBmZsaIESNkBlQ24O/vT61atbC1tf3TWU2av4mMjAz09PSk86jDUlNTWbRoEevWrcPZ2Zn27duTmppKSkoKOXPmBN7lXBw9erTasZD6zJ60O5Tr1q3D0dGRZcuW0aRJE1m6lA1kZGTg6OjI3r17SUhIIDAwkCpVqnywbDQ2NpawsDDOnDlDVFQUW7duVWcvKopCXFycBM11xOcGuLWDOImJiSQnJ5MnTx709fWl3eoQ7b7Pp+pVuy737t1LSEgIv/32GwUKFMDf318CqDro7NmzmTYsAXB0dCQ9PZ05c+aox927d49p06ZhZWWFq6srenp6mfrK0lZ1k3Z7CwwM5PTp0+TMmZPSpUszYsQI4uLiGD9+PDdv3qRv376kpKQQFRXFixcv2Lx5s7ysFCKL/ScCbtoGDRrEiRMn+Pbbb9WdWrZt20ZAQABlypShX79+H10+KsvSdN+gQYOIiYkhNDQUY2PjT3YItT+Pjo7G2tr6SxdV/EUJCQn4+vri7e2Ns7Mz7dq1A+DNmzfs2rWLffv28eTJEyIiIqRjkc1p192mTZto3749hoaGMsDTYdo7UkZERODs7EyBAgXo1q0bHTt2xNzcXH2Gav6rqc8BAwaQL18+XFxc1N8QuuHx48fq7MTAwEBq1KjxWek1tNuw3It1h6urK2/fvmXatGl/mqNL+3777NkzkpOTKVKkiARQddD27duZNGkSixcvpm3bturnU6ZM4e7du2zcuDHT8T4+PuzYsYPg4GDMzc2/dHHFX6TdFleuXImvry8dOnQgLi6Oo0ePUrVqVZYsWYKhoSELFizg9u3b5MiRg1KlSuHg4CATRoTQAf+pXlBcXBxGRkaMHj2aJ0+eMGHCBADatGnDgAEDuHv3LsHBwZw/f/6DcyXYpls+tsvO+PHjMTc3Z8OGDerMtfdpP7iCgoJo2bIlMTEx/3h5xf8mZ86cDBkyhCFDhuDg4MD27dvV765evUqBAgXUt3hpaWkywNMhn9oR61PverR3RuvcuTOGhoakpqZKsE1Hae6p+vr6vHz5ksaNG7Np0yZq1arFli1bCAkJITExUX2Gav6rqf9vv/2WN2/eZNrVUmS9q1ev0qRJE44ePcqCBQtYuXIluXLl+tPztIOmqampUqc6Iikpifj4eC5duoSnp6cabPvU/Vk7T5SVlRXFihVTj5eBu25p2LAhw4cPZ+rUqURGRqqf161bl9TUVHbs2EFKSor6ealSpYB3Sw6F7tP0fX7++WceP36Ml5cXM2fOxM3NjcDAQG7evIm9vT0mJibMmzcPHx8f/Pz8mDFjhgTbhNAR/6mekIWFBcuXL2fEiBEMGDCAa9euMXHiROBd0K1///6cPn2aU6dOZXFJxZ/RdOK9vb3ZtGkTr1+/pmLFilSuXJn9+/cTFxcHZB7sawfbQkJCWL58OfPnz5ct7LOJnDlzMmzYMIYMGYK9vT1bt27F3NycKVOm4OjoiKGhIenp6dKx0CHaMyiioqI4efIkz549A35P9vsx2sE1zYsSoXu0X2wcPHiQESNGcO/ePYoXL46DgwO2trbs2rWL0NBQkpOTAVi4cCHR0dHq38WTJ0+4d+8eCQkJWXYd4kMVK1Zk2LBhjB07lvDwcIKCgihRosQfnqP9jA0NDSU0NFR2FtYBiqJgamrKpEmTqFmzJidPnmTp0qWfFXR7/zsJoOoWzW6xo0aNYtSoUTg4OLB3714AGjVqhJWVFSEhIURERPDq1SueP39OSEgIhQoVIl++fFlcevG59u/fz+zZszl58iRWVlbAu7q3tbXFxcWFqKgo9u3bB6DmQ9UcI31iIbLef+7JaWBggJ6eHq1atWLw4MFcvXpVDbr98MMPzJ8/n+HDh2dxKcXnuHv3Ll5eXuobnV27djFhwgRevHjB0qVLgXedQ81yJ+1gm4uLC/PmzaN169ZZeQniL3o/6Hbs2DFy5Mihvo2Xmai6RTM4W7RoERMmTODHH39k7NixBAcHf3Kwp91Wg4ODGThwIPHx8V+87OKPaQdTjx07xp49e7h9+zZeXl6cP38eY2NjZs6cia2tLTt27GDq1KkMGjSIyMhIdaAXHR1NXFwcrq6uaj5GkbW0Z54WKlSIpKQkUlJS+O233/70PO1g25w5c7CyspLBng7QBM5y5crF0KFDqVmzJqdOnfrToJv2bMWNGzdy8ODBL1108Qfeb3Oa4PaYMWPYsmULuXPnZuHChVhaWhIcHEz9+vUZPHgwL1++xMvL6w9fegndUqBAAUqUKMGzZ884efIk8PuLyRIlSmBubs7r168zff7+/wshss5/LoebtsTERHbv3o2/vz/W1tasXr1a/U5ytumej+UbWbp0KX5+fowePZozZ86QL18+vv32WxYtWsS8efNo3LhxpuNDQkJwc3NTd8ET2dObN2/Yvn27uuRQ6BbtgcDp06dZtGgR06dPx9zcHH9/f+7fv0+TJk0YNGhQplxC7wfGXV1dmT9/Pi1btszKyxF/wNnZmQMHDtC0aVNevnzJyZMnsbGxYfjw4XzzzTekpqbi6+vL3bt3ycjIwNnZOVPS9bdv35IjR46svgxB5mfsq1evyJMnD9HR0QQHBxMQEMDixYtp2bLlB/kUtc/TvNBydnamWbNmWXId4ncfy335+vVrvL29OXv2LHXq1GHs2LEf5HTTPm/jxo3MmjULLy8vqVMd5OHhQXh4OJMnTyYuLo7z58+zZ88enJyc6NixI4mJiURHR3Px4kXy5s1LvXr1MDAwkKWG2cytW7fw9PTkwYMH9O/fn/bt2wOQnJxMu3bt6Nu3Lz179szaQgohPuo/HXCDd0G3zZs3c/78eVxcXGS6fDZw5MgRjI2NqVOnDgDjxo2jUKFC9OvXj2nTphEXF8f9+/epWbMmCxYsUJeMHjhwgJEjR+Lp6cn333+flZcg/r+PBVH/anJ86TTqrv3793PkyBHy5s2r5sx8/fo1bm5u3LhxI1PQTbseNYN2JycnCYzrsIsXLzJq1Cjc3NzUHfJ2797N+vXrMTQ0ZMyYMVStWhVFUcjIyFBfYkmb1T3a9+KVK1dy9+5devTowddffw28C6wGBwfj5uamPj8XLVpE27ZtqVChAvBuls3ixYul3eoI7Tp9/fo1OXLkQFEUTExMiIuLw8fHh6ioqExBt/T0dPT19T9YESABVN0UGxvLwIED6dmzJ126dAHg5cuX+Pn5ERAQgJub20dXcsikguzp2rVr+Pj4cOHCBZo2bUrBggU5f/48t2/fZseOHfJcFUJH/eejS2ZmZnTu3BlXV9c/zGUhsp6iKDx+/JhFixaxbNky3NzcAGjcuDHx8fEoioK/vz89evTgq6++Ij4+nrx586rnFy5cmLVr10qwTUdoDwZu3LjBL7/8Avz5FHjtNhoTEyMdDB315s0b1qxZw9atW7l9+7b6ee7cuZk4cSLly5fn4MGDagJv7WCbq6urDNqzAQMDA96+fZtp4NaiRQu6du3K2bNnWbp0KVFRUejp6ak7k0pOGd2kuRe7uLiwZs0amjRpou5QCuDg4ED37t0ZN24cixYtomfPnhw5coRy5coBEBAQgKurKwsXLpR2qwO0n68+Pj6MHz+eTp06sWTJEq5fv46FhQVDhw6lRo0a/PTTT3h5ealBce1lipoXHxJs0w3vz5FITk7m4cOHmfpN+fLlo1+/flSsWBF7e3siIiI++B0JtmVPFSpUYNiwYdjZ2bFp0yaOHTtGw4YN2b17t5rHWAihe/7zATcAExMTNQeUzHDTLdrBFT09PYoUKYKnpyft2rUjIiKCgQMHoigKN27cIDQ0FIAuXbrg5eVFUFBQphwVFSpUUGdhiKynaWuLFy9m0KBBDBo0iHbt2nH69OlMO2pp026jYWFhODo68urVqy9WZvFpmoGA5r/m5ua4urrSqFEjbt26xaZNm9Rjc+fOzYQJEyhUqBAxMTHqYGHnzp3MmTNHgm3ZRI4cObC0tOThw4fA73X/ww8/UKZMGeLj4/H29ubcuXPAu3u45JTRXQcPHmTHjh0EBgbSvHlzChQoQGxsLD///DMA06dPZ/To0dy4cYPChQuzZcsWNXh6+fJlZsyYIS+0dITmOenh4cHq1atp2bIlnTp14sKFC8yZM4fLly+rQbdvvvmGbdu2ERYWpp4fGBgoAVQdpLl/7tmzh8TERAoWLKgGXLTzLBYsWJCyZctSvHhxNm3a9MldwUX2U758eUaOHEnjxo0xNjbOtEmCjGGF0E3/+SWlQndpv6G9fv068fHxFCtWDCsrK/T19YmNjWXSpEmYmZnx22+/ceXKFZYtW0bTpk0/+htCN2jXyaFDh1i8eDEODg5YWVnh5OTEs2fPmDJlCt9++y3Gxsbqee8nCF6wYAHu7u6Z6ltkDe06ff78OaampqSnp5MnTx5+++03HB0diY+Pp1OnTmreEYCEhARMTU3R19cnJSWFQ4cOYW5uTr169bLoSsRfNWPGDPbv38+yZcuoXr06enp6vHz5krlz51KtWjWOHz+OgYEBAwcOpFatWlldXPEHdu3ahY+PD+vXr+fJkyfs2rWL8PBwMjIyKFKkCMHBwcC72avm5uYApKSkZLpPC92xf/9+3N3dcXZ2xs7OjuPHj/Pjjz9SunRpDAwMmD9/Pra2tsTGxrJr1y66deuGgYEBSUlJjBs3jh9++IE2bdpk9WWI99y5c4eJEyfSoUMH+vbty9atW1m/fj12dnYMHjwYKysrEhMTmThxIt26daNBgwbyouNf6PLly6xevZoXL17Qvn17OnXqlNVFEkJ8ggTchE7SDq64urqyfft20tPTSUhIoHXr1nTs2JGvv/4aRVGIiIggKiqKzZs307t3b2bMmJHFpRefY+vWrTx9+hR9fX0GDx6sfj548GAePnyYKeimnW9Ek1Nm4cKFMptCB2i31WXLlnH06FFev35Nnjx5GDNmDPXq1ePJkyfMnz//o0E3INNOeRIgzx6062rMmDGcPn2ajh07UqBAAQ4fPkxGRgbr1q3j+PHjLFu2DCsrKxYvXiwbJOgI7Xar+f99+/bh6elJgQIFuHXrFnXr1sXW1pZixYoxY8YMXFxc1Nyp7/+G0D0///wzO3fuZNq0aRw6dAgHBwcmTJhAwYIFmTp1KkWLFmXKlClUr15dPUfzrJVAqu54P9/a27dvcXJy4sGDB6xatYocOXLg6+vLgQMHiI2NpXLlyty6dQuA8PBwDAwM5Nmqoz5VL3+WY09z3o0bN9T0Ou7u7uqLECGEbpGAm9A52g+g4OBgli1bhru7O2XLluXYsWNs3ryZvHnzMnToUCpVqgRAamoqu3btolWrVpIfKBvIyMigUaNGREdH07VrV+bNm5fp+yFDhvDo0SPGjBlDkyZN1I7/hg0bcHNzY8GCBbLMRccsW7aMtWvXMn36dF69esWVK1fYtm0bTk5OtGvXjsePH7Nw4ULu3buHvb099evXz+oii/+RdsDF09OTS5cu8fLlSwoXLoybmxsmJiYAHD9+nNKlS1O4cOGsLK74/7SfsampqWRkZKh1FRERwd27d6lQoQI1a9Ykf/78PHr0iNGjRzN37lzs7OyysujiEz41cI+NjcXU1JShQ4dSu3ZtRowYQUZGBt27d+f58+fUrl2bhQsXSvA0Gzh06BCFChWifPnyvH79mlatWtG0aVPmzJkDvNsR/Oeff+bXX38lf/78TJo0CSMjI9kgQUe9vxPw48ePMTU1pVu3buTNm/eTmwtphu16eno8ePCAx48fU7p0aaytrb9o+YUQn08CbkJnHDt2jO+++w54t4udgYEBEyZMwNLSkpkzZ6rH7d+/H09PT1q3bs2wYcM+6GjKDni6TdPJSEtLo0+fPjx9+hR3d3eqVKmSqR47depE8eLF8fDwAGDbtm1Mnz4dFxcXCbZlsfdnP8TFxTFs2DC6du2qLmtIT0/Hy8sLHx8fNm7cSKVKlXj06BGhoaGMGzdOBgD/Etr335SUFNLS0jA1NUVPT09myegg7fpas2YNp06dIjExka+//prx48cDv9+j09PTefPmDVOmTFE3QZF2q3u06/Thw4ekpaVRqlQp9ftHjx7Ro0cPpk+fTosWLXj+/DlOTk60bNmSpk2bysynbODIkSMMGzaMfPnyMXnyZNq3b8+RI0dwcXFh+PDh/PDDD+qx2n8P0h/WTdp15OLiQnh4OGXLliUmJob09HSCgoKwtrb+oP60g3Rr167FxcWFyMhISpcunSXXIYT4PPKUFTph3bp1ODo6qhsfaD9gEhISANTdd5o2bcp3331HaGgoKSkpH3QWpXOh2zTBNkNDQ4KCgjA3N2fWrFlcvnw5U2Lf8PBwdap8WloaT58+ZdmyZRJsy2L9+vXDx8cn02dv377l1q1bmJqaAr9vbqHZBW/Hjh2kpqZStGhRJk6ciIGBgeympcM+9h7uU+/m9PX11e+MjIzUBM6KokiwTcdobzrj5uaGn58f5cuXp2XLlnh7ezN37lxev36Nnp4eycnJBAcHM2HCBJ49e0ZAQIC0Wx2lqVNXV1cGDhxI586dGTNmDDdu3EBRFHLnzk3ZsmXZvHkzO3fuxMHBgdjYWDXYpr05ldAN79dJvXr1aNq0KdbW1nh5ebFw4UJu3LhBrVq1uHTpEi9evFDvw9p9YukP6yZNHcXExBAfH09gYCBBQUG4ublhZWVFp06diI6OxtDQkLS0NCBzsC0kJIRly5bh7OwswTYhsgEJuIksFxQURLFixahevTqRkZFq0E1PT48yZcqwb98+bt++nenNesmSJSlcuLDsvJRNaToRRkZG6pb106dP/yDopq+vrwbnBg0aJMsQdcD48eMZOnQogNoRLFiwIDVr1mTHjh2Zdh01MzPDzMyM+Ph4jIyMMv2OzJTRTRkZGWr9xcTEkJycDKDOePoYTYBNc156erosT9Mhmp2cNXWyb98+9u7di6enJ+PGjaNYsWIYGhoSFhbGrFmziI+Px8TEhFy5cvH111+zceNGjIyM1JnnQjdot8ft27eza9cuxo8fz6JFi7h8+TKOjo5cvHiR3Llz06VLF96+fYu7uzuKouDr6yt5M3WYpk7u3bsHvOszNWrUiLp16zJ16lTy5MnD+fPniYiIYOfOnVy8eFHuudlMREQELVu25NatW+TNmxd9fX0qVKjAnDlzKFWqFJ07d+bZs2cYGhqSmpqaKdjm4uLCvHnzaNWqVRZfhRDic8hTVmSpAQMGEBwcTIMGDRgyZAglS5Zk06ZNrF+/HoBRo0ZRuXJlhgwZwsWLF3nx4gWJiYns2LEDS0tLNe+MyH7eD7rp6+szbNgw7ty588FxINud64KMjAyqVq2KsbExPj4+TJo0icTERAAaNmzIixcvCAwM5M2bN+qSwoSEBPLly5fFJRefS9POvLy86Nu3L0OGDGHJkiUAn5zhpB1s27x5M3v37pVZMzpi0aJFuLm5ER0dDbwLkqekpNCrVy++/vprjhw5wvjx45k9ezZ+fn7s27cPV1dXEhMT6dChA6NGjcLQ0JD09HSZLaMjkpKSgN9fWhw5coTffvuNoUOHqnm9QkNDefHiBYsWLeLq1au0atUKHx8f1q5di5+fnxpAleeq7jp79iwtWrRg8eLFXLt2jTZt2nD16lUuXbrEiBEjmD59OvXr1+f58+fqi2qRfRQoUICvvvqKmzdvqi8kFUWhTJkyzJkzhzJlylC/fn1iY2PV70NCQnB3d8fJyUlWewiRjUgON5Flrl+/zqRJk/Dy8qJUqVL8+uuvFC5cmAULFnD37l3atm1Lz549efXqFZMnT+b8+fNYWFhgZmam7k5qZGQkyX510F+pE80MttTUVKZPn87ChQtlFoWOy8jI4NixY4wcOZIOHTowf/584N3GCYcOHeLt27fY2dlx+/ZtEhIS2LJliwzWs5HIyEjc3d0ZNmwYN2/e5NSpU1SsWFHNp6idhFu7rYeGhjJ79mxWrFhB48aNs6z84ncuLi6cOnWKunXr0qdPH6ytrXnz5g1xcXGYm5szePBgvv/+e4YOHcrjx4/p1asXT58+ZejQoUyYMCGriy/eM2bMGFq3bk3z5s3JyMggLi6OunXrAjBixAjGjBmjHvv8+XP69euHpaUlY8eOpUaNGmpblZltuudj/aZdu3axZs0ajIyMaN68OY0bN6Z79+5Mnz5dDbjs27ePxo0bS79Jh32svaWmpvLzzz8zd+5c9PX12bBhAzlz5lS/v3HjBhs3bmTatGkYGBgQFRVF7969Wbp0qQTbhMhmJOAmskxcXBytW7emSZMm5M6dGz8/Py5dusTDhw/x9fXlzp07dOzYkW7dugGwZ88e9c1umzZtMDAwkISwOki70/j69Wty5879p+e8X4+pqakfLEEUWefMmTMYGhpSrVo1nJ2dKV68OD179uTkyZOMGDGCli1bsnDhQuDdjpSnTp3i2bNnFCxYkLFjx6ozZGRAoJveHwxs3rwZPT092rdvT2JiIocPH8bFxQU7OzuWLl0K/L6xzfvLXBYuXMj333+fJdchfqd9H165ciV79+5Vg24FCxYE4Pbt24wYMUKt2xcvXuDp6UnXrl2pUKGCtFcd8+bNG0JCQujbty/GxsYkJydjYmLCvXv36NOnD0WKFMHJySlTTqcXL17QunVrWrduzaxZs7Kw9OKPaN+DNfWq+ezXX3/l1KlTeHt7Y2Njg6mpKaampkyePFltyyAbJOgq7bo9f/48b9++JUeOHFSrVg2Ac+fOsWDBAuDdRgjaQbf3Xb16lYoVK/7zhRZC/K0k4CayhOYBdObMGQYMGICJiQnbtm2jSJEiwLu8Fd7e3ty5c4d27drRs2fPD35DBvC6R7tjERwczK1bt+jfvz8lSpT4w/NklqLuio6Oxt7eHkNDQywsLNi9ezfh4eGUL18egBMnTjBy5EhatmyJo6PjR2c+yUBAd2nXU2RkJElJSezcuZPmzZvTu3dv4N2mGAcPHsTV1ZUqVaqoM900NME2WeaiW7TvxytWrGDfvn3UrVuXvn37Ym1tzdOnT2nevDndunWjcePG+Pr6kpKSQlBQUKbNbUTWa968OVWrVmXRokXAu4F5RkYGbdu2JW/evNy+fZtu3bpRo0YNpk2bRvHixdW2HRcXR65cuaS/pKO02+natWs5d+4cSUlJ1KpVi65du2Jubk5qaipxcXHMnDmTS5cu8fLlS7y9vWnQoEEWl158rsWLF7Nt2zZMTEx4/PgxLVq0oHfv3lSvXp2oqCgWLlyInp4egYGBmJubZzpXxjtCZG8yn1xkCU3n4ubNmxgYGJCamsrq1avV70uWLMmwYcMoXbo027dvJyAg4IPfkIePbtHuNN66dYuzZ8+yY8cOQkJCePz48SfP0x7wr1+/Xn3TJ3SDtbU1P/74I3fu3GH37t0sWLCA8uXLk5GRQUZGBvXq1WP58uXs3r2bOXPmqLsKawdQZdCum7Tbnru7O3PmzCE0NJRbt26xd+9edQOTHDly0LhxY+zt7dm/f7+a0w0gICAADw8PFi5cKME2HaO9A+WIESNo1qwZJ0+eJCgoiCdPnlCwYEGcnJwICwtj7ty5JCQk4O/vr26CIe1WN/j4+GBsbKwG2+BdSo41a9awb98+YmNjKVOmDKGhoURFReHk5MTDhw/Vtm1hYSE7zOow7V1mly9fToUKFShWrBjbt29n9uzZ6qZDBQoUYNWqVdjb29OjRw/q1auXxSUXnys0NJTIyEi8vLwICQlh3bp1PHjwAD8/P65du0aNGjWwt7cnJibmo31gGe8Ikb1JwE1kqTJlyhAZGYmHhwcRERGZljxogm558+bl7t27siOpjtN0GhcuXMiYMWPIlSsXlStXJiAggDVr1vDw4cMPznl/m3M3NzeqV6/+RcstPk476b2FhQUFCxakUqVK7N69m6ioKPT19dHX1yc9PV0NuoWFhREcHJyFpRZ/habtPXv2jF9//ZWQkBD8/f1xdXXlzp07/Pjjj+qxOXLkoEGDBvj4+DB69Gjg3czFvXv3Mn36dFlGqqM+FXRbt24dz549o3Xr1uzZs4fly5ezfv16NZm+zDjWHSYmJiQlJZGSksKSJUvw9PRkwYIF1KtXDz8/P/bs2ZMp6HbhwgUmT56sbpShIYN23bV161b279+Pr68vw4YNo06dOty8eZOLFy8yZcoU3rx5ox7brl07Zs+erW48JXTflStXqFOnDlWrViVfvnxUr16duXPncuvWLcLDwwGoXr06y5Ytw9HRMYtLK4T4u8mSUqET3r59y/79+5kxYwZt27Zl3rx56ndPnz7FysoKfX19WXqo444fP86ECRPw9/enUqVKAGzYsAF3d3fatWtH//79KVq0KJB5inxISAiurq4sWLBAZsnoAO3ZimfPnqVgwYIUKFCACxcu4Ofnh56eHsOHD6dGjRqZzrt8+TLly5eXmTHZyJo1awgODqZQoUK4urpSoEABMjIyiIqKYsKECVSuXJmVK1d+cF5KSgrGxsay1CWb+Njy0m+//Zbu3burqRzeP05kPUVRuHDhAsuXL+fx48dER0ezbds29Tk6ffp0zp49y8CBA2nRogUWFhbcuHGDxYsX4+vrK3Wpo7TbWUZGBgcPHiQqKgoHBwcOHDjAtGnTGDVqFPr6+nh4eNCgQQNmz579WTlxhe7QjFkmTpxIamoqnp6epKenqzOIw8LCcHV1ZceOHeTPn189T56rQvy7yJNY6IQcOXLQrFkzHB0d2bZtG7Nnz1a/K1iwoPqWXoJtukV7FhS8m/Fibm5O3rx51e969OjBmDFjWLduHRs2bFBnumk6E6Ghobi4uEiwTUcoiqIOBNzc3LC3tycqKgo9PT3q1KlDnz59UBQFX19fzp49C7ybObN582YqVaokb9113Ptttnbt2ujr63P58mVevXoFvJsV9c033+Dh4cGVK1fo3r37B79jbGwMyKyZ7OL9mW7Nmzdny5YtHD58+IPjhO7Q09OjWrVqGBgY8ODBAypVqkSuXLnU7xcsWMA333xDQEAAe/fuJSYmBhsbG1avXp2pzoVu0bSzVatWER4eTtOmTRk4cCBxcXGsXLmSQYMG0adPH1q2bEnevHk5duzYR198CN2mGbM0aNCAvXv3curUKQwMDNTnpomJCcWKFcPMzCzTefJcFeLfRXpWQmeYmJjw/fff4+joSGhoKL6+vpm+l4GA7tHUyZMnT9TPYmNjiY+PR19fn7dv3wLQunVr8uXLx9atW4mMjCQ5ORl4F2ybN2+e5H/SIZoOop+fH+Hh4bi7u9O0aVNMTEwAaNiwIX369EFPT48pU6bQoUMHrl27xg8//KD+hsxw012aNnvp0iViY2OxsbFh+fLl5MqVC0dHR2JiYoB3fwc1atRg4cKFWFhYyMD9X0A7ADN8+HAmTJjw0WCq0B1paWnExsZiYGDA2LFjMTAwYMqUKZmeuQsWLKBmzZosWrSI8+fPA6gpOKTfpFu08+ht27aNtWvXUqFCBQCsrKx4/Pgxz549U/OzvX79GltbWxwdHZk8eXKWlFn871q2bEnXrl0ZMWIEBw4cICYmhri4OLZu3Ur+/PkxNTXN6iIKIf5BsqRU/KP+L0tAk5OTiYqKolatWjJwzwa2bdvG4sWLOXbsGPBuIHfjxg02bdpEvnz5gHc7Xa5atQorKyuWLVvG+vXrqVKlCkuWLMHW1pZmzZpl5SWI9yQnJzNixAjq1q3LoEGD1M+1dy28fPky165dIzo6muHDh6sz26TN6r7Tp0/Tr18/pk6dSvv27cmTJw+3bt1i4MCBlCtXDhcXFywtLYHM93BZbqh7PlUnf/TsfX+5kixfyj4iIyMJDw/H3NycWbNmUahQIfU7Hx8fBg0aJHWpg96+fUuOHDnUfx8+fJirV69ibm5O37591TZ4//59Ro8eTbVq1ejUqRNLly7F1NQUT09P9PT0pK1mY0+ePCEwMJDg4GCsra0xMjIiR44chIWFYWRkJM9XIf7FJOAm/jHaD483b958sM3155DOhe6LiYmhW7du9O7dm379+nHr1i3mzp3L7du3sbe3x8jIiIiICABWr15Ns2bNaNOmDWPGjCExMfGDqfQi68XExNCqVSscHBxo3759pracnJxMXFwc1tbWmc6Rtpq9LF68mM2bNzNixAjatGmDhYUFt27dYtCgQZQrVw5nZ+dMOWWE7tFul8eOHSMpKYmEhAQ6dOjwh+dpB+Pi4uKwsLD4p4sq/kfa91dN0C1XrlzMnDkzU9Dt/WNF1ps7dy4lSpSgc+fOmJubExMTQ926dQEYOHAg9vb26rEpKSkEBgayZcsW4uPjKVKkCEFBQRKQ+Re5cOEC0dHRGBoa0qhRIwwMDORlpRD/cnLnFv8I7Y7BqlWrmD59Os+ePfus8zSSk5Ol06hj3o/Pp6enY2ZmRu3atTl37hzwbufZRYsW0bRpUzw9PfH09CQtLU3NP5IzZ051gCDBtqz3sXculpaW2Nrasm/fPl6/fq3uRgrvdttav349r1+/znSOtFXdpF2/2vdXe3t7OnXqhJeXF9u2bePVq1eULVsWf39/Tp48iY+PT1YUV/wFmmesi4sLc+bMwd/fnxUrVtChQwcuXbr00XO0g22BgYH0798/0w6IQjcZGBio7bd9+/Z07tyZhIQEJkyYwMuXLz84VuiOFy9esGHDBnbu3MmrV6+wtLRkz549WFlZcerUKX799Vf1WGNjY/r374+/vz+rVq0iODhY3TlYgm26R/v5mpKS8lnnfP3117Ro0YKmTZtiYGBAenq6BNuE+JeTu7f4R2g6BosXLyY4OJi6deuSmpr6h+doJ2sPDg7G19f3sx9g4svQDNSePn0KvOvY58iRgy5durB//362bduGnp4ehQsXZt68eWzYsIGwsDDWrFmDsbExHh4evH79mtq1a2flZYj/T3sjkqdPn3L79m01kNaiRQsePnxIQECAGvxOSkrCx8eHK1euZErcLXSXpn79/f3ZuXNnpnvqpEmT6NKlCy4uLmzbto3Y2FjKlCnD3r17mTJlSlYVWfwFISEhbN68mWXLlhESEsL48eO5du1apiCaZlCoHWwLCQlRk7P/X2afiy9Ps1M7QLt27WjZsiUVKlQgb968WVwy8TGaAKmXlxc1a9bE39+fXbt2ERsbS4kSJQgMDOTRo0e4u7vz4MED9TxjY2Osra2pWLGi+rJLAjK6SXM/9fHxYcuWLcCHGxO9T9OGNS8xJZAqxL+f3MHFP+bQoUNs3bqVFStWYGdnB0BiYiIvX74kX758mWY3aQ8EQkNDWbhwIS4uLupOeEJ3hIWFERoayjfffMPIkSMxMjLCzs6OXr16sX37durUqYOlpSX6+vpYWVmhp6fH9evX2bBhA3v27MHf359ixYpl9WX852kHuJcsWcLJkye5efMmtWrVolKlSowaNYrHjx9z9OhRdu/eTZkyZfjtt99ITU0lIiICPT29/1OORpE1oqKiOHHiBCYmJjRo0EC9t06ePJnbt2/j5+dHYmIiPXv2pGjRooAsTcsOHjx4QI8ePahQoQI7d+5k1qxZzJ49mzp16pCUlISpqekHuZ9CQkJwcXHByclJNqvRAX/lPqp939Xe8EKWG+q20aNHM3HiRIKDg9HT06NFixaULl2akJAQunXrhpOTE9OnT/9o30juwbrvt99+Izw8nFatWpEzZ85PHqfd1h8+fEjJkiWlDyXEf4A8ncXf5v2ladHR0ZQoUQI7OzuuXbvGqlWr6NChA507d2bp0qXqTJr337ovXrwYd3d3WrZs+cWvQXzo/bd1dnZ2NG/enP3799OjRw88PT15+vQpjRs35t69e0RHR6u74WnqNU+ePNSsWZPQ0FAqVqyYFZch3qOpm5UrVxISEsK4cePYvXs3xsbG+Pv7c/fuXcaOHcukSZNo1qwZ+fLlo0WLFmzevFld4iIdRd30sWXCK1asoEWLFjg4OHDo0KFMM90KFy6MsbExUVFRmQYLMtDTLR+bOXHt2jXS0tI4d+4c06dPZ+LEifTo0YOMjAy8vb1Zv3498Htdbty4UYJtOkT7Ofl+u/1UimU9PT3S0tI++B2hWzQBUEdHR+zt7TEwMCA+Ph5XV1d2795NXFwcZcqUITQ0lAsXLjB58mSio6OzuNTir9CecWpubs6FCxeAj7dH7bHOunXraNmyZabdhoUQ/2KKEH+D9PR09f/j4+MVRVGUn376SbGxsVHGjh2rNGjQQJk0aZKyceNGZcOGDUqlSpWUGzduZPqNkJAQpVq1asru3bu/aNnFp2nX6/Hjx5U9e/YoJ0+eVBRFUVJSUpRly5Yp/fv3V6pXr66sWbNGqVGjhtK3b18lLS3tg9/KyMj4YuUWn6aph4yMDCU2Nlbp27evsmvXLkVR3tVx1apVlY0bN2Y69n0fq1+hG7TbbEJCghIbG5vp+wkTJijVqlVTdu3apbx48UL97OrVq5n+NoRu0a7Xy5cvK0+ePFEURVG2bdumtGvXTrG1tVXbraK8ew4PGTJE8fDwUD+LjIxUbGxslL17936xcotP025n69atUyZNmqR4e3srv/zyy0eP+dhn+/fvz/S3IXTLjh07lBo1aijXrl1T+8bjx49XvvvuOyUkJESJi4tTFEVRrl+/rgwcOFDqUsdpt733+0F9+/ZVBg0a9KfnbdiwQalZs6ayY8eOf6aQQgidI0tKxf9MeymDr68v165dY+rUqdSqVQsvLy927tzJuHHjqFOnDtbW1sTGxrJp06ZMMywCAgLw8vLC2dmZ77//PqsuRWhRtJYcurm5sWXLFiwtLblz5w7Nmzdn8uTJjBw5kpSUFEJCQjh8+DBJSUmkpqZ+dGmLzIbKetptNSEhAWNjYxISEihTpgwHDhxg0qRJ2Nvb06VLF1JSUtiyZQtly5bl66+/zvQ7MvNJN72/Wc2ZM2e4fv06Xbp04bvvvqNGjRq4ubnh4OCAo6MjBQsWJC0tjeTkZL766iv09PRkaZoO0r4Xu7u7c+bMGbp27Urbtm0pX7481tbW6Onpqbm87t27h5OTEzExMYwaNUr9ndKlS+Pt7U2DBg2y5DpEZppnore3N/7+/tSrV4+NGzdy+vRpunTpQosWLT5Yuq+8l35j9uzZBAUFUbNmzSy7DvFpsbGxFClShKJFi6ppVNzd3Rk1ahQeHh7o6enRpEkTbGxsWL16NSDLg3WZpu1t2rSJmzdvMnjwYPLnz4+enh6TJk1i0qRJHDp0iEaNGqnnKO+t4pEZxkL890jATfzPtDdI2LZtG6NHjyYpKQmAZs2a0ahRIwwNDUlNTSUpKQl7e3tMTEwyLS189uwZc+bMkWCbDtF0EHx9fdm8ebOai2/dunU4OjqSlJTE5MmTKVGiBH379qVp06Y8evSI6tWry8BdR2nqY/78+aSnpzN06FDgXVLn06dPM3nyZHr06AG8y0myZ88eLCwssqq44i/S1K+HhwdhYWGMGTOGjh07snTpUn799VcSEhJo0KABzs7OhIaG8vz5c1JSUhgzZoy6W5oEU3WP5l68fPlyNm7ciIeHB7a2thgaGlK2bFmGDx+Ot7c3c+fOZc6cOeTPnx9TU1M2bNiAoaGhWq+VK1fO4isR8GFA5cmTJ3h6elKrVi0uXrzI6tWrWbt2LRkZGbRq1Up9nurp6WUauLu6uuLp6SnBNh2WkZHBq1evMDExQV9fX82rOHLkSLp168bSpUuxtLSkadOmamBG+k26R7vNZmRkcPXqVa5evUqrVq3o3r07NWvWpE6dOlhZWXHx4kUaNWqk1qemzW7YsAEPDw8JtgnxH6SnKJ9IEiHEX7Bv3z7mzZvH8uXL1Q0SkpOTefHiBYULFyYjI4OIiAgiIyNJSkoiNDRUzQMluy/prujoaDw8PKhfvz6tWrVi7969zJgxg169erFu3Trq1KnDmDFjKFu2bKbzZOCuW7TfsN67d49hw4axYMECatSowZEjRxg9ejTfffcdy5cvR1EUEhISmDBhAm/fviUgIEDqMhs5cuQICxcuxNnZmapVq/LLL7/Qo0cPihUrRpEiRRg0aBD16tX74Dy5F+suRVGIjo5m1KhRDBw4kFatWqnfaQaCz54948WLF9y4cYNixYrx9ddfY2BgIPWqY7QH7lFRUZiZmbFy5UrGjBlDuXLlALh8+TK+vr68fPmS3r1706JFi0y/IbNkso/4+HjatGmDnZ0dnp6e6ue//PILYWFhWFlZMXLkSHnGZhN79uzB1tZW3Vho3bp1XLhwgYMHD9KrVy/u3r3LqVOnCAsLo0yZMup5x48fZ/DgwSxdulTarBD/QdILE3+LR48eUbJkSezs7Lh+/TrHjh0jPDyc6Oho+vfvT79+/cidOzfVqlVj7NixGBoaykAgG7CwsKBJkybUqlWLS5cu4ezszKhRo+jbty+5c+dm0aJFvHr1CmdnZwoVKqSeJ51H3fD69Wty586daenSb7/9Rt26dalWrRqKolC/fn0mT57MggULGDp0KBkZGSQnJ/Pq1SvCw8Nl5lM2kz9/frp3707VqlU5cuQIkydPxsnJiTJlytC3b1+CgoJITEykWbNmmc6Te7Hu0sySiI6OJkeOHJm+09fXJzk5GYCKFStmmjmenp4u9apDtJcGOzs7Ex4eDkBSUhK1a9dWA26VKlViyJAh+Pv74+npSZ48eahTpw4Aa9euZdmyZRJsywYURSFXrlzMnTuXadOmMWTIEEaPHo2iKCxbtoyCBQsyZswYQF5S6jpFUXjx4gXjx4+nYcOGjB8/nnLlytG7d286duxIr1698Pf3Jy4ujsTERA4ePEiZMmXUei1SpAghISFUrVo1qy9FCJEFpCcm/jLlI1vYlylThsWLFzNu3DguX75MlSpV6NevH3p6esyZM4d27drRvHlztYMoA4HswcTEhIYNG2JkZMSpU6coV64cHTp0AMDIyIi2bdsSExODtbV1FpdUvG/EiBHkz5+fefPmAZCamkpMTAyhoaFUr14907KVPn36UKFCBXbv3g1AsWLF6NWrlwTGs6HSpUtTqFAhEhISCAgIYODAgbRv3x6AUqVKcfnyZcqXL/9BwE3ojo89Y9PS0khLS+Px48fqvzXt8vr165w7d44uXbqQK1cu9RwZwOsO7Tp98OABJ06cwM/Pj7i4OHbv3k1gYCA5cuSgU6dOwLugW9++fTly5Ii6ZPTOnTt4e3sza9YsCbZlA5r6rlOnDkuXLsXR0ZERI0ZgaGiIlZUVK1asUI+Vtqp7tNusnp4eBQoUICQkhJEjR7Js2TJGjBiBjY0NZmZmVKtWjfLly/PmzRvc3d3ZsGED/fr1w9jYGHj37BVC/HfJKEr8JdrLIeLi4siRIwd6enrUr18fZ2dndu3axY8//kidOnUoXLgwT58+xc7OjvT09Ey/I52L7EMzqLt79y7x8fHo6emRnJzM8ePHadu2rbq8SXK26ZapU6eqgdC3b9+SI0cORo4ciYWFBZ6enoSFhdGlSxcURUFRFGrUqKHm39OQwHj2Y2pqiqmpKTExMTx//px8+fIB75Y22djY8OOPP9KkSZMsLqX4FO376MuXL7GwsCAjI4MiRYrQs2dPnJ2dKVasGA0bNgQgJSUFT09PChQogLm5eRaWXPwRzX3V39+fK1euULt2bapUqQKgJtT39fUFUINuVatWVWfEZGRkUKhQIUJCQtTlbCJ7MDY2pkaNGkRGRnL9+nX09PQoV64c+vr68kJLh2nabGJiImZmZiiKgp2dHStWrGD48OEsX748U0oVU1NTzMzMmD17Nu3bt2fPnj20adMmKy9BCKEj5C4vPpv2coiVK1dy8uRJnj9/jo2NDX369KFdu3a0atUKIyMj0tPTSUpKYtasWZiYmMjbnWxM0+no1q0bvXv3pkePHqSkpGBsbJxpkwsJtumG06dPY2dnR7FixQAIDAxk+/bt+Pj4YGlpSd++fdW2mSNHDrVDqAm8aQfcJDCefaWkpJAzZ07OnTtHSkoKhw4d4s2bNzRt2hQ9PT1ZwqSjNPfR5cuXc+DAAYyNjWnUqBE9e/Zk8ODBPH/+nOHDh9O5c2cA7t+/T1xcHKtWrfpgR0uR9d7fGfrZs2ccPHiQGjVqqMeUKVOGnj17Au8Ccm/fvqVXr16ZfkdfXx9TU1MJtumIv9rONH8H5cuXVz+TF1q6z9vbm5s3bzJlyhQKFCiAoihUrlwZb29v+vbti56enjrTTfP3YGpqirGxMampqVlceiGErpARsvhsmofJ0qVLCQwMpF27dvzwww/o6+szYMAADh06hJGREYmJiWzbto0hQ4bw4sUL/P390dfXJyMjI4uvQPwvqlatSmhoKI0bN6Zz585s3rxZXXIodENYWBj9+vVjz549al6nOnXq8Ntvv2Fvb09MTAw5c+Zk+PDhDB48mClTprB9+3Y1R5QETf89ChYsyNChQ7l79y4bN24kIyODtWvXqkEZCbbpFu39qyIiIggKCqJbt24ULlyYQ4cOMW/ePNLS0pg3bx4LFy7kxYsXvH79mooVK7J582Z1EyIJtukWzT317du35MyZk379+jFw4ECOHTvG+vXr1ePKlClDr169qFixIufPn0f2M9Ndmh1jgQ/q6VP1pq+v/9nHiqzz/jilTJkybN++nWXLlvH8+XN1x+BKlSoxYcIEDhw4gIeHBw8fPlTPOXbsGDdv3lRnsAohhOxSKv6U9pu8Z8+eMXz4cIYMGULLli0BePHiBT4+PuogoXjx4uzbt4/bt28zbtw4yQP1Lyb1qnscHR3ZtGkTc+bM4fvvv8fMzIzbt28zYMAAypYti5ubG3nz5iUxMRFvb2+8vb1ZvXr1R3euFLpFM0tC89j+VHBF+54dExODgYGBunmGtFnddurUKU6ePEnFihXVZ+yGDRvYsmULRYoUYcaMGeTNm1ddJq4hMxZ118aNG/H29iYsLAxLS0uePXtGcHAwQUFBTJkyhe7du6vHPn78mEKFCqntXAKoukW7ToKDg/n5558pV64ctWvXxs7O7oNjPnbegQMHaNSokbzg0jHa99D79+9jbGxMoUKFuHjxIt27d6dTp06MHj0aKysr4F27Pn78OCkpKaxYsUKtz8ePH6MoisxGFUKo5G4v/pD2m7yXL19ibGzMrVu3MnXs8+fPT79+/fjqq684c+YM5ubmtGjRgkmTJmFoaCjT5v/FpF51R0pKCgAzZsygc+fOzJ8/n/3795OQkECZMmXw9/fn1q1bTJw4kdjYWMzMzBgyZAizZ8+mVq1aWVx68Tm0Z8toloV+jGYWG7zbaThPnjzqZ9JmdYe9vT2XL19W/33mzBmcnJyIiIggZ86c6uddu3alXbt2/Pbbbzg6OhITE5Mp2CYzFnVbjRo1MDIyYujQocTExGBlZUXPnj3p27cvLi4ubNy4UT22SJEi6ooACbbpHu0dvz09PUlPT2fjxo0sXbpU3XRI+/4LmYNtoaGhjBw5kqioqC9fePFR69ev5+rVq+o91MXFheHDh9O+fXt69uxJbGwsERERhIeHs2zZMn7++WcSEhI4fPgwLVq0YNWqVejr66vP4yJFikiwTQiRiQTcxB/SDPDc3NxwdnYmIyODWrVqcerUKeLi4tTjihQpgoGBAffu3QPe5TDQkIGAEP8sRVHU3bA2btyIjY0NCQkJODs7s2/fPpKSkihbtiwBAQHcvn2bSZMm8fLlS8zNzenRo4csDdZx2stc9u7dS7NmzYiNjcXAwOBPg26ae/irV69kAK9Dbty4Qf78+bGxsVE/s7W1pVmzZhgYGLB582bevn0LvHuGduvWjfbt23P58mWCg4Mz/ZbUq+54f0maoiiULl0aHx8fkpOTGTx4sLqztyboNmvWLPbv35/pPJn9pFver9cnT57g6emJu7s77u7umJubs3btWnbu3AmgLj3UDraFhITg4uKCp6enuvOsyFoPHz7E29ubDRs28ODBA/bt28eWLVuYOHEiDg4OVKlSheHDh3Pz5k0iIyM5duwYY8eOpU2bNjx69Ejd7Vteeggh/og80cVHab+dO3XqFIcPH6Zv375YWlpSvXp1oqKi2LZtG2/evAEgKSmJtLQ0ChYsmFVFFuI/S9Oh9/T0xNXVFVNTU2bNmsU333zD7Nmz2bNnD0lJSepMt1OnTrFq1apMvyEzn3STdtL1PXv2cOXKFV68eMGwYcPU5aIfC7ppD/TWr1+Pl5eXer8WWc/GxobJkydjZGREaGgoR48eJWfOnAwdOpSuXbvy8OFDlixZouZi1NfXp0uXLkyePJkRI0ZkcenFp2jaqnbgRVEUihcvzrJly0hJSWHIkCFq0K1r167MnTtX3XVW6B7te3BUVBRXr17l5cuXWFpaAmBnZ8eQIUPInz8/69evV2e66evrfxBsW7BgQabNpkTWKlasGKtWreLKlSusXbuW48ePM3jwYJo2bUqHDh0YOXIkU6dOZfr06SQkJLBu3TpmzJjBmDFjJHemEOKzSQ438YciIyO5fPkyiqIwc+ZM9XNHR0dOnz5Nnjx5+Oqrr7h27Rrx8fFERkbKwF2ILBAbG0ufPn3o1asXPXr0UD+fNWsWW7duZe7cuTRp0gRzc3MePXpEoUKF5I1sNrJo0SIOHDhAu3btuHv3LufPn8fMzIygoCAsLS0z5Z95fwmTo6MjLi4utGjRIisvQfx/2gP4p0+fMn36dJ4+fcrMmTOpXbs2SUlJ+Pj4cOLECapVq8b48eMxMTHJ9BuSs013PX36lKZNm1KrVi1Wr14N/N4mr127Rt++falSpQrOzs7kz59fPU/yK+oe7Xups7Mz4eHhwLuXzFOnTs20m+zly5fx9/fn+vXrzJw5kzp16gCwdu1ali1bxrx582jevPmXvwjxp65cucKsWbN4+PAh/fv3z/RS49WrVzg4OFC4cOFM4yCQ+7AQ4vPIDDeRyfvx1/3797Nu3TquXbum5oiCd3mihg4dSvny5Xn69Cl2dnZqsO1TS5yEEP8MRVFQFIXExERy584N/J7Tbd68edjY2LB06VJ27NhBcnIyRYsW/cPliEK3XLlyhR07djBnzhxGjhyJq6sr8+bNU3c91J7p9v4SpsWLF+Pm5ibBNh2hHWzTzAofOXIkNjY2ODk5cerUKUxNTRkyZAjffvstP//8M/Pmzcv0/AVJ1aBL3l9uWLBgQQIDA7l16xaDBw8Gfp+FXKhQIUqWLMnx48dxdXXNdJ4E23SL9r30wYMHnDhxAj8/P1xdXWnTpg2BgYFqAA6gUqVK9O3bl+bNm6tLRu/cuYO3tzezZs2SYJsOs7W1xcnJCXNzc/bv38/Vq1fV7/LkyYOlpSUPHjz44Dy5DwshPocE3IRKu3Oxbds2IiMjWbZsGT179uTOnTtERESQmJioHt+mTRtmzJiBl5cXU6dOVfNAyQNIiC9LT08PS0tLypYty9q1a8nIyMDY2Ji0tDTS09MpWrQoKSkp7NixI9NMGWmr2UNCQgKvX7/G2tpa/ax27doMHjyYhw8fZlpeqhn8h4SE4OrqipOTkyxh0hHawTY/Pz+WLVtGXFwc1apVo1evXpQuXZqFCxdy6tQpdVMTOzs79PX1MTIyyuLSi4/RrtOTJ0+yb98+jhw5Qo0aNXBzc+PmzZtq0A3e5bctV64ckZGRLFiwIKuKLT6Dpj/s7+/P0qVLqV27NlWqVKFBgwYMHjyY+vXr4+vrmynoVrVqVcaOHaveiwsVKkRISAitW7fOqssQn8nGxoYVK1aQnp7OmjVruHbtGgBv3rzh9u3bkjJHCPF/Jq/TBJC503jz5k38/f3JyMggd+7czJo1i8TERAIDA8mRIwctWrQgR44c6jnag3Z5QyvEl6dpi4MHD8bJyYlx48bh6emJoaEhGRkZpKWlERAQQNmyZYHMwXWhW7TrRlOvpUqVonjx4hw9epSSJUtiYGCAoaEhderUoXTp0jx//pxhw4axevVqcufOzYYNG9Rgm8yq0B2aZ+zixYvZunUrP/74o5qjrXr16gCsWbMGZ2dnpk6dSu3atZk4cSLGxsZqEnZJpq87tDclcXNzY8uWLVhaWnLnzh3atGnD4MGDcXNzw97envbt29O4cWPOnDlDWloaX331lbqzobz40C3a7SwhIYFnz55x8OBBatSooR5TpkwZevbsCbwLyL19+zbT8lJ4195NTU1lx8pspHz58ixcuJDJkyczZMgQKlWqhLGxMcnJycyaNQuQ/pMQ4q+TnpsAfh8ILFq0CC8vL0xMTHj69ClOTk7s3bsXZ2dn7Ozs8PHxYe/evSQlJUnHXwgdoWmLVatWZcCAAdy9e5cmTZowceJEOnXqxI0bNyhdurQ6aJfOom56v240O8fmyZOHypUrs2fPHvbt26d+n5qaStGiRRkzZgzp6els374dgJcvX7Jw4UIJtumgyMhIIiMj8fPzo1evXlhbW5OUlMSbN2+oXr06I0aMoFSpUkyaNInLly9jYmLywY6zQjdo2qqvry+bN29m2bJlREZGYm9vT3h4OEuXLsXKyoqgoCCsra05f/48FhYWrF27Fn19fTIyMiTYpoM07ezt27fqsv2BAwdy7Ngx1q9frx5XpkwZevXqRcWKFTl//vwHKVlE9lSxYkU8PDwwMzPj8ePHNG7cmE2bNskGCUKI/zPZNEGoIiIiWLhwIYGBgeoSNAcHB+Li4vjxxx9p2rQpDg4OHDx4EDc3N7777rusLrIQ4v/TvHVNTU3lt99+IyQkhISEBExMTJgyZYqaX1EGeLpJe1ZFYGAgFy5c4OHDhzRr1oyOHTuSO3duxo8fz/Pnz/nqq6+oVq0aW7ZswcjICG9vbzp16sQ333yjvoUXusnHx4cbN27g5ubG7du3OX78OBs2bCBnzpw0a9aM4cOHc/r0aX766SdGjRol7VXHRUdH4+HhQf369WnVqhV79+5lxowZ9OrVi7Vr11KnTh1mzJiBtbU1qamp6tJg2SBBt23cuBFvb2/CwsKwtLTk2bNnBAcHExQUxJQpU+jevbt67OPHjylUqBD6+voy++lf5OLFi2zatIm5c+fKDGMhxP9EAm5C5eHhwdmzZ1m3bh3w7i1fdHQ0o0eP5sWLF0ybNo2mTZuyYsUKhgwZIjllhPhC3u/o/V8CZzLAyx7c3NzYuHEjnTp1Umet2dnZMWbMGEqWLElgYCAnT57kzZs3FCpUCA8PD0xMTBgyZAi1atVi0KBBADLo01EBAQEsWrSIwYMHc+DAAcqVK0elSpV48uQJJ0+eZP369eTLl089XoLkui05OZmjR49Sq1Yt7t+/z9ixY+nfvz99+/ZV6/qbb77BxcVFzQElQRndd+fOHUaMGIG5uTk+Pj5YWloSHR3N+vXrWbduHVOmTKFr166ZzpGAzL+Ppq1K3Qoh/hcy+hLqA0WTpyA1NRUTExNSU1OxtrZmwoQJDB8+nICAAAwNDdXtsmUgIMSXoenobd26lbZt26oJmT/VAdS8R9F0FEHyK+qi9evXU61aNcqXLw/A9evX2bVrF56entSqVQuA1q1b4+TkxPLly3Fzc2PYsGH8+OOPvHnzBnNzc+Ddy5LLly8zY8YMGcjruAEDBvDq1SsuXbpE7969qVevHiVLluTmzZv88ssvvH79OlPATZ6xus3ExISGDRtiZGTEqVOnKFeuHB06dADAyMiItm3bEhMTg5WVlXqOtFHd8v6zVFEUSpcujY+PDyNHjmTw4MH4+flhbW1Nz5490dfXZ9asWVhaWtK0aVP1PAnI/PvIcn4hxN9B7iBC7fw1bdqUa9eu4evrC6DOYEtNTaV+/foYGhqyZs0aUlJSABkICPElxcbG4uTkxKJFi4A/79xr2nVqaqp0FnXQw4cP8fb2Zv369dy6dQt4V6dv374lR44cwLuXGnZ2dkybNo3Dhw9z7NgxtS7Nzc25desWo0aNYtu2baxevZoSJUpk2fWIP6cJhI8bN44VK1bQq1cvSpYsSUpKCosWLSJv3rxSh9mQ5mXG3bt3iY+PR09Pj+TkZI4fP07Dhg3x8/NTc7YJ3aO5p+7cuRP4PchSvHhxli1bRkpKCkOGDCEmJgZra2u6du3K3LlzadiwYRaWWnwpEiAXQvyvZBQmVDY2Njg6OrJq1SoWL17M5cuXefjwIevWraNixYrMmjWLU6dOERUVldVFFeJf7/3BWc6cORk5ciQ3b97kwoULnzxPe7lScHAwI0eOVIPkQncUK1aMlStXcuXKFQIDA7l9+zZ58uQhKSmJ+/fvA+/+BjIyMrCzs+Orr77i3r17mX6jbNmydOzYkTVr1lCxYsUsuArxV2gG8vBuZtTbt29Zt24dw4cP58WLF6xatUoCM9mQ5n7brVs3Ll68SI8ePWjbti2PHz/m+++/V4+TFx+66+nTp9jb22dakq8oCiVKlMDFxYUHDx5gb2/PixcvKFSoEN26dcPQ0FDd2EYIIYT4FHn6i0w6duyIm5sbkZGRjBw5kl69evHs2TMGDBhAjhw5KFGiBJaWllldTCH+9TSDs4iICB48eICxsTHNmjXj1atX6m6U79MOtoWEhODh4UGnTp0wNjb+YuUWn69ixYrMnz+fK1eu4O/vT0ZGBkOHDmXGjBmcPXsWIyMj9PX1SUxMJCUlhTx58qjnagI3jRs3plixYll1CULL56TEfX8X2oyMDIoWLZppFzwJzGRPVatWJTQ0lMaNG9O5c2c2b94sQRkd9X5Qu2DBggQGBnLr1i0GDx4M/N5WCxUqRMmSJTl+/Diurq6ZzpNUDUIIIf6MbJogPio6OponT56QlpZGtWrV0NfXx83Njf379xMUFESBAgWyuohC/OudOnWKAQMGULRoUYYPH853333Hy5cv6dy5M0uWLMk0e+L9YJuLiwtOTk40b948q4ovPtPVq1eZPn06lSpVonnz5hw5coS1a9cyePBgzMzMOHfuHM+ePVMH8EL3aOeB+iv5TbWPlbyo/z6yWY3u0W6rJ0+eJCEhAWNjYxo0aEBUVBQTJ06kXLly+Pn5Ae82xpg7dy59+/alXLly0kaFEEL8JRJwE3/q5s2b+Pr6cuTIEQIDA6lQoUJWF0mIf6WPbYTQr18/rly5QqtWrXj58iXffvst8fHxHDt2DEdHxw9yPoWGhrJ48WIJtmUzV69eZebMmdja2tK+fXvu3bvHhg0byJEjBwULFsTJyQkjIyMJyugg7Xbr5+fHs2fPGDduHGZmZp99XkpKisxEFeIfpv1iys3NjS1btmBpacmdO3do06YNgwcP5uXLl9jb25M7d24aN27MmTNnSEtLY/369ejr68s9WAghxF8iATfxh9LS0vj111/Ztm0bHTt2pFy5clldJCH+9a5fv46lpSVWVlZcunQJf39/qlSpQsGCBVm4cCGmpqYkJSUxePBgevXqpQ7aIyMjcXBwwNPTM9PsN5E9XLlyRQ26jRkzhgIFCmQaIMpsGd22ePFitm/fzsCBA2nRogUFCxb85LHa9RoWFga8S+kgA3kh/nm+vr6sWbOGFStWYGdnx7p163B0dKRFixZMmDABfX195s+fT3JyMubm5nh4eGBkZPSHu4MLIYQQHyNPDfGHDA0NqVixIhMmTJBgmxD/MEVRiIqKomvXrixdupSjR49SuXJlChQoQHx8PC1atCAsLIzq1avz/PlzTp8+nWmGTEpKCqtWrZJgWzZla2uLo6MjV65cYf78+dy/f18NyiiKIsE2HbZ9+3YiIyNZuXIl/fv3p2DBgqSkpBAfH09qamqmY7WDbaGhocycOZO8efNKsE2ILyA6Oprbt28zbdo07Ozs2Lt3L56envz4448cP34cFxcXjIyM8Pb2xtfXl2XLlkl+RSGEEP9nMsNNCCGykPbgW2Pbtm2cPn2agwcPMnjwYEqUKMHs2bOZP38+jRo1IjExkWvXrlG1atVMg/TU1FSMjIy+9CWIv9nFixfZsGEDCxYskAFeNrFq1SquXbvG0qVLuXHjBqdOnSI0NJSMjAy6detGr169MDEx+WiuRWdnZ5o1a5bFVyDEf0NycjJHjx6lVq1a3L9/n7Fjx9K/f3/69u1LQEAAixYt4ptvvsHFxUWdpfqx57QQQgjxOSTgJoQQWUR7ecqLFy9ISkpSd5x88+YNhw8fZt68eTRv3pzLly+jKApLly7NlLdN8sn8O2kGeLKESfd8bPC9ceNGZs2axYABAzh06BA2NjZ8/fXXPH78mJ07d7J582asrKzU4yXXohBZR/NyysfHh3PnzuHq6kquXLlYt24dFy9eJCYmBh8fH7n3CiGE+J/J+hQhhMgCiqKonXlPT0/2799PTEwMlpaWDBo0iAYNGvDDDz9QpUoV/Pz8MDQ05NKlS0RFRWUKuEmw7d9JT08v09+I0A3amxs8e/aMXLlyYWRkRNeuXYmJieHEiRP07duXevXqUaJECR48eMCFCxdITExUfyMgIICVK1eycOFCWf4tRBbQLM+/e/cu8fHx6OnpkZyczPHjx2nbti2tWrUCPr6RkRBCCPFXyAw3IYT4wrRnyKxatYqAgACmT59O/vz5CQ8P59dff6VNmzZ07doVCwsLEhISuH37Njt37mTSpEmSy0uILywoKIhevXqpAe5ly5axa9cuzMzMqFq1KhMmTMDU1JTExETMzMxQFIXU1FRGjBhBRkYGfn5+6sB9+PDhtGzZknbt2mXlJQnxn/fzzz/Tu3dvSpUqpQbTN2/eLM9YIYQQfxsJuAkhxBfy8OFDdcloeno6CQkJDBkyhLZt29KrVy/1uMWLF7N//36cnJyoUaPGB78ju1UK8eUcO3aM6dOnU6dOHRYtWsSePXuYPXs29vb2XLlyhcuXL2NqasqKFSswMzPjzZs37Nq1i23bthEfH8/GjRvVpOvSboXQLVeuXGHv3r2Ym5szYMAADA0Npa0KIYT420jATQghvoCpU6cSGxvL6NGjsbW1BSA+Pp6ePXvSs2dPevTokWm5Wrdu3ShcuDAeHh5ZWWwh/vMSExPZsmULYWFhlC1blnLlylGwYEHatGlDRkYGBw4cwNvbG3Nzc1asWIGRkRGhoaHcvn2b6dOnywBeiGxE2qoQQoi/kyQmEEKIf1j37t05duwYz58/JygoiEuXLgGQK1cuLC0t2blzJwDGxsakpKQAUKFCBcnPJkQWS0tLw8zMjLZt29KtWzdu376Nj48PJiYmAOjr69OwYUOGDx9OQkICo0ePJjU1ld69ezN79mwMDQ1JT0+XAbwQ2YS0VSGEEH8nCbgJIcQ/yMvLi6SkJI4fP864ceN49OgRISEh/PLLLwA4ODhw69YtJk6cCPy+CcL169exsLDIqmIL8Z/35s0bdfB9/fp1unXrRpcuXTA3N2fjxo1kZGQAYGRkRMOGDRk2bBh3797F3d090+9I4FwIIYQQ4r9JXuMIIcQ/KCEhQd0g4fr166SkpHDz5k2Cg4MxMjKiYsWKzJ8/n1mzZtG6dWsKFy7M69eviY+Px8HBIYtLL8R/0969e4mMjMTd3R13d3ciIiI4fPgw7dq1Q09Pj+DgYBwcHHB2dkZfXx9DQ0MaNmyIhYUFX3/9dVYXXwghhBBC6ADJ4SaEEP8AzU6kUVFRzJo1CwMDA54+fcqBAwc4efIkvr6+lC5dmsGDB2NjY0N0dDQBAQEAmJmZMWLECMn9JEQWuX79Ou3bt6dMmTJER0ezbt06ypcvD0BSUhKRkZFs3LiRr776CmdnZzWorpGeni4z24QQQggh/uMk4CaEEP+wQYMGceLECb799lv8/PwA2LZtGwEBAZQpU4Z+/fpRqVKlD86TQbsQX54myO3g4EBkZCR169bFzc2NvHnzqsdogm6bNm2iQIECrFy58oOgmxBCCCGE+G+THG5CCPEPiouLw8jIiNGjR/PkyRMmTJgAQJs2bRgwYAB3794lODiY8+fPf3CuBNuE+HI07x817a5atWq4u7tz4cIFZs+ezePHj9XjTE1Nad++PW3btiV37tzIu0shhBBCCPE+meEmhBD/sPT0dPT19QkPD2f16tVUrFgRNzc3ALZv3467uzudOnVi5MiRWVxSIf6bMjIy0Nd/9w7y5cuX5MuXT/3u0qVL9OnTh/r16zN16lQKFSoEwOHDh2nYsKG6fFz7N4QQQgghhJCAmxBCfCGJiYns2rULPz+/TEG3EydOULt2bZnRJkQWW7FiBceOHSM9PZ0uXbrQoEEDrKysuHz5Mn369KFu3bp06NCBTZs2cffuXXbv3o2enp4adBNCCCGEEEJDAm5CCPEFJSYmsnv3bvz9/bG2tmb16tXqd5KzTYgvSztQFhoairu7O2PGjOHYsWM8e/aMatWqMWjQIAoVKsTVq1cZP348OXPmxMTEhKCgIIyMjCTYJoQQQgghPkoCbkII8YUlJiayefNmzp8/j4uLiyxDEyKLXbx4ka1bt1K7dm2aNm0KgI+PD/v376dy5coMHjyYQoUK8fLlS+Lj4ylevDj6+vqyi7AQQgghhPgkCbgJIUQWSE5OxtjYWHI/CZHFjh07hqOjI4mJiSxcuJBvv/1W/c7Hx4cDBw5QuXJlBg4cSOHChdXvpN0KIYQQQog/Ij1FIYTIAiYmJmruJxm0C5F1vvvuOxo3bkxKSgp79+4lPj5e/W7o0KE0a9aMw4cPs2fPnkznSbsVQgghhBB/RGa4CSGEEOI/4Y9mpS1cuJDTp0/TokULevfujbm5ufrd1q1bad26teRYFEIIIYQQn00CbkIIIYT419MOtkVGRnLjxg1MTEwoX748LVq0AMDR0ZHz58/z/ffffxB0A9nYRAghhBBCfD4JuAkhhBDiP2PRokVs2bIFOzs7EhISOHv2LP3798fBwQF4F3T75ZdfqFWrFiNGjMDMzCyLSyyEEEIIIbIj2VpLCCGEEP8Jp06dYuvWrSxbtoxq1aqRnJzMgQMHcHBwIEeOHIwbN44ZM2YwdepUYmJiMDU1zeoiCyGEEEKIbEoCbkIIIYT4T4iJicHCwoJKlSoB7zYvadWqFW/evMHV1ZWmTZtSqVIlFi5cSEZGhrqxiZ6eXhaXXAghhBBCZDeyxZYQQggh/nUyMjI++Cxv3rw8evSI69evA6DJqmFnZ4eRkRGJiYnqsfr6+mrQTQghhBBCiL9KAm5CCCGE+FfR3iDh6NGj7Ny5k1u3blGhQgVq1qxJUFAQ165dU4NplpaWWFhYkJqamul3PrWjqRBCCCGEEH9GNk0QQgghxL+Sm5sb69atw8rKisePHzNv3jySk5PZtWsXRkZGtGnTBisrK1avXk1cXKlKLGIAAAMxSURBVBwbN26UXUiFEEIIIcTfQgJuQgghhPhX0ORbUxSFx48fY29vz+TJkylVqhSbNm3Cw8ODadOmYWpqyrlz59i6dStly5bFwsICHx8fjIyMSE9Pl6CbEEIIIYT4n0nATQghhBDZnvYy0ri4OOLi4ggPD2fcuHFqAC0wMJDFixdjb29P165d1Zxt+fLlQ09Pj7S0NAwNZT8pIYQQQgjxv5NepRBCCCGyPU2wzcPDgxMnTnDv3j0KFy5Mhw4dKF26NAD9+/cHwMXFhZcvXzJixAhMTU2BdwE7CbYJIYQQQoi/i2QDFkIIIUS2pb0b6Y4dOwgPD6ddu3Z07NiRBw8eEBYWxuPHj9Vj+vfvz+jRozl79iw5cuRQP5cNEoQQQgghxN9JlpQKIYQQIts7c+YMu3btokqVKrRv3x6A4OBgfHx8aNOmDT169KBIkSLq8dr53jS7lQohhBBCCPF3kbUTQgghhMjWnj9/zvTp03nx4gUlS5ZUP+/VqxcAPj4+GBgY0LlzZ4oVKwYgwTYhhBBCCPGPkvUTQgghhMjWChQogJeXF1ZWVhw5coQbN26o3/Xq1Ythw4bh6+vL8ePHM50nwTYhhBBCCPFPkSWlQgghhPhXuH79OlOnTqVSpUr07duXcuXKqd/t3buXJk2aqDuWCiGEEEII8U+SgJsQQggh/jWuXr3KjBkzsLW1pV+/fpQtWzbT9+np6RJ0E0IIIYQQ/zgJuAkhhBDiX+Xq1avMmjWLwoULM3nyZDVvmxBCCCGEEF+K5HATQgghxL9KxYoVmTVrFjlz5sy0M6kQQgghhBBfisxwE0IIIcS/kmYX0oyMDPT15R2jEEIIIYT4ciTgJoQQQoh/LU3QTQghhBBCiC9JXvcKIYQQ4l9Lgm1CCCGEECIrSMBNCCGEEEIIIYQQQoi/kQTchBBCCCGEEEIIIYT4G0nATQghhBBCCCGEEEKIv5EE3IQQQgghhBBCCCGE+BtJwE0IIYQQQgghhBBCiL+RBNyEEEIIIYQQQgghhPgbScBNCCGEEEIIIYQQQoi/kQTchBBCCCGEEEIIIYT4G0nATQghhBBCCCGEEEKIv9H/A/TTDeIG8v41AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Investissement:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_investissement \n", "0 0.025 1.069 0.738 -1.000 3.241 92.0 0.000 1.000 0.000\n", "1 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Sécurité\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.8029 0.3052 180\n", " 3 0.6465 0.4761 180\n", " 4 0.6612 0.5242 61\n", " 5 0.7213 0.4794 61\n", " 6 0.7007 0.6254 44\n", "→ K retenu : 2 (silhouette=0.8029)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_sécurité \n", "0 981 84.5\n", "1 180 15.5\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Sécurité:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_sécurité \n", "0 0.061 7.231 0.419 0.000 6.043 72.0 0.0 1.0 0.0\n", "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Flexible Bond\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.6085 0.7567 122\n", " 3 0.3985 1.1704 75\n", " 4 0.4165 0.9067 34\n", " 5 0.3106 1.1499 32\n", " 6 0.2713 1.1373 32\n", "→ K retenu : 2 (silhouette=0.6085)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_flexible_b \n", "0 965 88.8\n", "1 122 11.2\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Flexible Bond:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_flexible_b \n", "0 0.060 3.925 0.562 -0.156 3.982 81.0 0.000 1.000 0.000\n", "1 0.742 6.079 1.650 0.119 7.743 0.0 0.677 0.323 0.085\n", "\n", "============================================================\n", "FUND : Carmignac Emergents\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.4352 1.1772 508\n", " 3 0.4735 0.8703 290\n", " 4 0.4071 1.0186 140\n", " 5 0.2776 1.2986 137\n", " 6 0.2956 1.2394 125\n", "→ K retenu : 3 (silhouette=0.4735)\n", " n_comptes pct\n", "cluster_carmignac_emergents \n", "0 345 19.4\n", "1 1144 64.3\n", "2 290 16.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Emergents:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_emergents \n", "0 0.070 0.031 1.000 -0.926 3.362 12.0 0.907 0.093 0.000\n", "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Patrimoine\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5909 0.5603 251\n", " 3 0.6446 0.5163 170\n", " 4 0.6254 0.5994 100\n", " 5 0.6019 0.7216 74\n", " 6 0.5870 0.7977 72\n", "→ K retenu : 3 (silhouette=0.6446)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_patrimoine \n", "0 238 20.8\n", "1 735 64.3\n", "2 170 14.9\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Patrimoine:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_patrimoine \n", "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", "1 0.057 5.620 0.458 0.0 5.613 80.0 0.0 1.0 0.0\n", "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Global Bond\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.7570 0.3758 294\n", " 3 0.8452 0.2188 202\n", " 4 0.8204 0.3165 97\n", " 5 0.8294 0.3355 94\n", " 6 0.8277 0.3595 60\n", "→ K retenu : 3 (silhouette=0.8452)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_global_bon \n", "0 1244 72.5\n", "1 270 15.7\n", "2 202 11.8\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Global Bond:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_global_bon \n", "0 0.073 7.429 0.373 0.000 4.423 69.0 0.0 1.0 0.0\n", "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Credit\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.7000 0.5933 107\n", " 3 0.5964 0.6651 36\n", " 4 0.4836 0.7926 17\n", " 5 0.2673 1.1077 17\n", " 6 0.2966 1.0748 17\n", "→ K retenu : 2 (silhouette=0.7000)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_credit \n", "0 107 10.5\n", "1 909 89.5\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Credit:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_credit \n", "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", "1 0.069 2.494 0.684 0.098 5.962 25.0 0.0 1.0 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Emerging Patrimoine\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5535 1.0735 255\n", " 3 0.5964 0.7555 133\n", " 4 0.4753 0.9800 69\n", " 5 0.4225 1.1074 30\n", " 6 0.4453 1.0458 35\n", "→ K retenu : 3 (silhouette=0.5964)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_emerging_p \n", "0 850 74.9\n", "1 152 13.4\n", "2 133 11.7\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Emerging Patrimoine:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_emerging_p \n", "0 0.038 3.181 0.500 -0.613 5.206 83.0 0.000 1.000 0.000\n", "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Grande Europe\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.3729 1.1301 232\n", " 3 0.3476 1.1497 217\n", " 4 0.2731 1.3479 165\n", " 5 0.2535 1.3399 147\n", " 6 0.2606 1.3154 118\n", "→ K retenu : 2 (silhouette=0.3729)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_grande_eur \n", "0 232 16.7\n", "1 1154 83.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Grande Europe:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_grande_eur \n", "0 0.519 4.254 1.00 -0.034 7.587 0.0 0.398 0.602 0.034\n", "1 0.029 1.864 0.59 -0.524 4.093 81.0 0.000 1.000 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Court Terme\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.4725 0.9119 113\n", " 3 0.4110 0.8591 109\n", " 4 0.3617 1.1573 108\n", " 5 0.3467 1.2485 57\n", " 6 0.3690 1.1097 34\n", "→ K retenu : 2 (silhouette=0.4725)\n", " n_comptes pct\n", "cluster_carmignac_court_terme \n", "0 412 78.5\n", "1 113 21.5\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Court Terme:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_court_terme \n", "0 0.053 7.561 0.333 -0.023 1.924 86.5 0.00 1.00 0.000\n", "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Long-Short European Equities\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.3490 1.3504 188\n", " 3 0.3816 1.0159 119\n", " 4 0.3969 0.9229 54\n", " 5 0.3535 1.0391 54\n", " 6 0.3742 1.0386 46\n", "→ K retenu : 4 (silhouette=0.3969)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_long-short \n", "0 107 17.7\n", "1 54 8.9\n", "2 333 55.0\n", "3 111 18.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Long-Short European Equities:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_long-short \n", "0 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", "1 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", "2 0.119 6.673 0.635 0.000 6.731 32.0 0.0 1.0 0.0\n", "3 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Climate Transition\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.6663 0.6410 156\n", " 3 0.5630 0.7450 57\n", " 4 0.4067 0.9958 37\n", " 5 0.2259 1.2463 37\n", " 6 0.2268 1.2256 18\n", "→ K retenu : 2 (silhouette=0.6663)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_climate_tr \n", "0 156 12.2\n", "1 1122 87.8\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Climate Transition:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_climate_tr \n", "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", "1 0.025 1.503 0.583 -0.792 4.215 92.0 0.0 1.0 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Credit 2027\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.2840 1.4117 134\n", " 3 0.3331 1.1580 49\n", " 4 0.3456 1.0712 39\n", " 5 0.3182 1.2795 40\n", " 6 0.3321 1.1970 26\n", "→ K retenu : 4 (silhouette=0.3456)\n", " n_comptes pct\n", "cluster_carmignac_credit_2027 \n", "0 47 15.9\n", "1 118 40.0\n", "2 91 30.8\n", "3 39 13.2\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Credit 2027:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_credit_2027 \n", "0 0.130 5.183 0.634 0.041 6.130 7.0 0.000 1.000 0.0\n", "1 0.851 2.353 1.577 0.574 9.763 0.0 0.842 0.158 0.0\n", "2 0.083 1.024 1.000 1.000 6.967 16.0 1.000 0.000 0.0\n", "3 0.000 0.000 0.912 -0.869 6.620 130.0 0.405 0.595 0.0\n", "\n", "============================================================\n", "SUMMARY — Fund-level clustering\n", "============================================================\n", " Carmignac Patrimoine : K=2, sil=0.5054, n=3153\n", " Carmignac Sécurité : K=2, sil=0.5729, n=1622\n", " Carmignac Investissement : K=2, sil=0.4306, n=2192\n", " Carmignac Portfolio Sécurité : K=2, sil=0.8029, n=1161\n", " Carmignac Portfolio Flexible Bond : K=2, sil=0.6085, n=1087\n", " Carmignac Emergents : K=3, sil=0.4735, n=1779\n", " Carmignac Portfolio Patrimoine : K=3, sil=0.6446, n=1143\n", " Carmignac Portfolio Global Bond : K=3, sil=0.8452, n=1716\n", " Carmignac Portfolio Credit : K=2, sil=0.7000, n=1016\n", " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.5964, n=1135\n", " Carmignac Portfolio Grande Europe : K=2, sil=0.3729, n=1386\n", " Carmignac Court Terme : K=2, sil=0.4725, n=525\n", " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=605\n", " Carmignac Portfolio Climate Transition : K=2, sil=0.6663, n=1278\n", " Carmignac Credit 2027 : K=4, sil=0.3456, n=295\n", "\n", "============================================================\n", "ARI — coherence: global clustering × fund clustering\n", "============================================================\n", " Carmignac Patrimoine : ARI=0.0238 (n=3000)\n", " Carmignac Sécurité : ARI=0.0119 (n=1477)\n", " Carmignac Investissement : ARI=0.0426 (n=2053)\n", " Carmignac Portfolio Sécurité : ARI=0.0820 (n=1047)\n", " Carmignac Portfolio Flexible Bond : ARI=-0.0448 (n=944)\n", " Carmignac Emergents : ARI=0.0153 (n=1640)\n", " Carmignac Portfolio Patrimoine : ARI=0.0118 (n=1029)\n", " Carmignac Portfolio Global Bond : ARI=0.0799 (n=1584)\n", " Carmignac Portfolio Credit : ARI=0.0090 (n=901)\n", " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0332 (n=996)\n", " Carmignac Portfolio Grande Europe : ARI=-0.0264 (n=1247)\n", " Carmignac Court Terme : ARI=-0.0347 (n=423)\n", " Carmignac Portfolio Long-Short European : ARI=0.0516 (n=495)\n", " Carmignac Portfolio Climate Transition : ARI=-0.0456 (n=1141)\n", " Carmignac Credit 2027 : ARI=0.0470 (n=238)\n" ] } ], "source": [ "print(\"=== Available funds (top 20 by AUM) ===\")\n", "top_funds_aum = (\n", " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", " .sort_values(ascending=False)\n", " .head(20)\n", ")\n", "print(top_funds_aum.to_string())\n", "\n", "# Step 1. Select top funds by AUM with minimum account count\n", "# Critères : top 15 par AUM total + au moins 20 clients\n", "min_clients_per_fund = 20\n", "n_top_funds = 15\n", "\n", "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", "\n", "valid_funds = (\n", " aum_by_fund_total[\n", " clients_by_fund >= min_clients_per_fund\n", " ]\n", " .sort_values(ascending=False)\n", " .head(n_top_funds)\n", " .index.tolist()\n", ")\n", "print(f\"\\nSelected funds ({len(valid_funds)}) :\")\n", "for f in valid_funds:\n", " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", "\n", "# Step 2. Build account × fund monthly panel\n", "df_rel_m_fund = df_rel_m.copy()\n", "df_rel_m_fund = df_rel_m_fund.merge(\n", " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", " on=[ID_COL, ISIN_COL, \"month\"],\n", " how=\"left\"\n", ")\n", "\n", "# Monthly panel par compte x fund\n", "tmp_fund = df_rel_m_fund.copy()\n", "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", "\n", "df_month_fund = (\n", " tmp_fund.dropna(subset=[FUND_COL])\n", " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", " .agg(\n", " aum_qty = (\"aum_qty\", \"sum\"),\n", " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", " sub_qty = (\"sub_qty\", \"sum\"),\n", " red_qty = (\"red_qty\", \"sum\"),\n", " n_tx = (\"n_tx\", \"sum\"),\n", " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", " )\n", " .sort_values([ID_COL, FUND_COL, \"month\"])\n", " .reset_index(drop=True)\n", ")\n", "\n", "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", "df_month_fund[\"flow_direction\"] = np.where(\n", " df_month_fund[\"gross_flow_qty\"] > 0,\n", " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", " np.nan\n", ")\n", "df_month_fund[\"sub_share\"] = np.where(\n", " df_month_fund[\"gross_flow_qty\"] > 0,\n", " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", " np.nan\n", ")\n", "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", " [ID_COL, FUND_COL]\n", ")[\"aum_qty\"].cummax()\n", "df_month_fund[\"aum_drawdown\"] = np.where(\n", " df_month_fund[\"aum_peak\"] > 0,\n", " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", " np.nan\n", ")\n", "\n", "# Lag performance pour réactivité\n", "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", " [ID_COL, FUND_COL]\n", ")[\"ret_fund_m\"].shift(1)\n", "df_month_fund[\"buy_on_perf\"] = (\n", " (df_month_fund[\"net_flow_qty\"] > 0) &\n", " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", ").astype(int)\n", "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", "\n", "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", "\n", "# Step 3. Feature engineering per account × fund\n", "reference_date = df_month_fund[\"month\"].max()\n", "\n", "# months_since_last_tx par fund\n", "last_active_fund = (\n", " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", " .groupby([ID_COL, FUND_COL])[\"month\"]\n", " .max()\n", " .reset_index(name=\"last_active_month\")\n", ")\n", "last_active_fund[\"months_since_last_tx_fund\"] = (\n", " (reference_date.to_period(\"M\") -\n", " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", " .apply(lambda x: x.n)\n", ")\n", "\n", "df_client_fund = (\n", " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", " .agg(\n", " n_months = (\"month\", \"nunique\"),\n", " n_active_months = (\"active_month\", \"sum\"),\n", " flow_freq = (\"active_month\", \"mean\"),\n", " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", " aum_qty_max = (\"aum_qty\", \"max\"),\n", " aum_qty_last = (\"aum_qty\", \"last\"),\n", " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", " n_tx_total = (\"n_tx\", \"sum\"),\n", " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", " sub_share_mean = (\"sub_share\", \"mean\"),\n", " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", " has_perf_months = (\"has_perf\", \"sum\"),\n", " )\n", ")\n", "\n", "# Merge months_since_last_tx\n", "df_client_fund = df_client_fund.merge(\n", " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", " on=[ID_COL, FUND_COL], how=\"left\"\n", ")\n", "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", "df_client_fund[\"months_since_last_tx_fund\"] = (\n", " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", ")\n", "\n", "# Ratios protégés\n", "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", " df_client_fund[\"aum_qty_mean\"] > 1,\n", " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", " np.nan\n", ")\n", "df_client_fund[\"flow_direction_balance\"] = np.where(\n", " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", " np.nan\n", ")\n", "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", " df_client_fund[\"aum_qty_max\"] > 0,\n", " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", " np.nan\n", ")\n", "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", ")\n", "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", " df_client_fund[\"has_perf_months\"] >= 6,\n", " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", " np.nan\n", ")\n", "\n", "# Filtre qualité\n", "df_client_fund = df_client_fund[\n", " (df_client_fund[\"n_months\"] >= 6) &\n", " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", " (df_client_fund[FUND_COL].isin(valid_funds))\n", "].copy()\n", "\n", "print(\"df_client_fund shape:\", df_client_fund.shape)\n", "print(\"\\nComptes par fund :\")\n", "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", "\n", "# 4. Features pour le clustering par fund ───────────────────────────────\n", "fund_features = [\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " \"avg_n_isin_held\",\n", " \"flow_direction_balance\",\n", " \"log_aum_qty_mean\",\n", " \"months_since_last_tx_fund\",\n", " \"aum_final_to_peak\",\n", " \"aum_drawdown_last\",\n", " \"buy_on_perf_rate\",\n", "]\n", "\n", "# Step 5. Clustering loop across all selected funds\n", "FUND_RESULTS = {}\n", "\n", "for fund in valid_funds:\n", " print(f\"\\n{'='*60}\")\n", " print(f\"FUND : {fund}\")\n", " print(f\"{'='*60}\")\n", "\n", " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", " feats = [c for c in fund_features if c in df_f.columns]\n", "\n", " # Preprocessing\n", " d = df_f.copy()\n", " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", "\n", " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " med = np.nanmedian(vals)\n", " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", " if mad > 0:\n", " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", " else:\n", " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", "\n", " for col in [\"gross_flow_to_aum\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", "\n", " for col in [\"flow_freq\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, None))\n", "\n", " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", " X_f_scaled = RobustScaler().fit_transform(X_f)\n", "\n", " # K-selection\n", " best_k = 2\n", " best_sil = -1\n", " rows_k = []\n", " max_k = min(6, len(df_f) // 20)\n", "\n", " for k in range(2, max_k + 1):\n", " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", " labels = km.fit_predict(X_f_scaled)\n", " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", " sizes = pd.Series(labels).value_counts()\n", " if sizes.min() < 10:\n", " continue\n", " sil = silhouette_score(X_f_scaled, labels)\n", " db = davies_bouldin_score(X_f_scaled, labels)\n", " rows_k.append({\n", " \"k\": k,\n", " \"silhouette\": round(sil, 4),\n", " \"davies_bouldin\": round(db, 4),\n", " \"min_cluster_size\": sizes.min(),\n", " })\n", " if sil > best_sil:\n", " best_sil = sil\n", " best_k = k\n", "\n", " df_k = pd.DataFrame(rows_k)\n", " print(df_k.to_string(index=False))\n", " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", "\n", " # Clustering final\n", " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", "\n", " # Sizes\n", " counts = df_f[cluster_col].value_counts().sort_index()\n", " props = counts / counts.sum() * 100\n", " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", "\n", " # Heatmap\n", " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", " prof = plot_heatmap(\n", " df_f, profile_vars_fund, cluster_col,\n", " title=f\"Cluster Signatures — {fund[:40]} (K={best_k}, robust z-score)\",\n", " figsize=(14, 4)\n", " )\n", " print(f\"\\nMedians — {fund}:\")\n", " print(prof.round(3).to_string())\n", "\n", " FUND_RESULTS[fund] = {\n", " \"df\": df_f,\n", " \"cluster_col\": cluster_col,\n", " \"k\": best_k,\n", " \"silhouette\": best_sil,\n", " \"profile\": prof,\n", " \"n\": len(df_f),\n", " }\n", "\n", "# Step 6. Summary\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"SUMMARY — Fund-level clustering\")\n", "print(\"=\"*60)\n", "for fund, res in FUND_RESULTS.items():\n", " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", "\n", "# 7. Croisement avec le clustering global ───────────────────────────────\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"ARI — coherence: global clustering × fund clustering\")\n", "print(\"=\"*60)\n", "\n", "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", "\n", "for fund, res in FUND_RESULTS.items():\n", " cluster_col = res[\"cluster_col\"]\n", " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", "\n", " mask = dfc_fund_cross[cluster_col].notna()\n", " if mask.sum() < 10:\n", " continue\n", " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", " ari = adjusted_rand_score(labels_global, labels_fund)\n", " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" ] }, { "cell_type": "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": 28, "id": "083087d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PART 2 — CLUSTERING 400 GRANDS COMPTES ()\n", "Selected accounts (AUM > €5M): 431\n", "After filters: 427 accounts\n", "Accounts: 427 | Features: 16\n", "Points > 5 std after scaling: 38 (8.9%)\n", " k inertia silhouette davies_bouldin\n", " 2 4295.803536 0.648934 0.554878\n", " 3 3612.735780 0.271561 1.316068\n", " 4 3157.857186 0.201780 1.498467\n", " 5 2952.884036 0.197975 1.433778\n", " 6 2760.262346 0.152972 1.688634\n", " 7 2593.416835 0.180291 1.599408\n", " 8 2486.253809 0.171637 1.658369\n", " 9 2404.806299 0.146315 1.714646\n", "10 2333.195111 0.150386 1.685274\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "K=2 | sil=0.6489 | db=0.5549\n", " n_comptes pct\n", "cluster_k2 \n", "0 389 91.1\n", "1 38 8.9\n", "\n", "K=4 | sil=0.2018 | db=1.4985\n", " n_comptes pct\n", "cluster_k4 \n", "0 71 16.6\n", "1 36 8.4\n", "2 217 50.8\n", "3 103 24.1\n", "\n", "K=5 | sil=0.1985 | db=1.4319\n", " n_comptes pct\n", "cluster_k5 \n", "0 67 15.7\n", "1 29 6.8\n", "2 90 21.1\n", "3 229 53.6\n", "4 12 2.8\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Medians K=2 (400_accounts) ===\n", " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", "cluster_k2 \n", "0 11.204 4.335 0.763 1436.0 11.471 28.0 46.273 0.606 0.114 1.000 0.000 0.0 0.047 0.046 -0.040\n", "1 11.126 1.506 0.043 4.0 1.380 2.5 40.357 0.292 0.580 0.303 0.697 17.5 0.006 -0.004 -0.008\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Medians K=5 (400_accounts) ===\n", " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", "cluster_k5 \n", "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", "seg_2D\n", "Highly active 137\n", "Dormant 136\n", "Small rebalancers 77\n", "Occasional large movers 77\n", "Name: count, dtype: int64\n" ] }, { "data": { "image/png": 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", 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" ] }, "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 per cluster K=2 (400_accounts) ===\n", " n_clients churn_hard churn_soft churn_warning\n", "cluster_k2 \n", "0 389 0.740 0.823 0.342\n", "1 38 0.105 0.289 0.105\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Churn per cluster K=5 (400_accounts) ===\n", " n_clients churn_hard churn_soft churn_warning\n", "cluster_k5 \n", "0 67 0.015 0.075 0.134\n", "1 29 0.138 0.276 0.138\n", "2 90 0.944 0.978 0.478\n", "3 229 0.882 0.987 0.349\n", "4 12 0.000 0.333 0.083\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 6a. Account selection — AUM > €5M as of October 2025\n", "ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n", "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", "\n", "aum_account = (\n", " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", ")\n", "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", "selected_accounts = aum_account[ID_COL]\n", "print(f\"Selected accounts (AUM > €5M): {len(selected_accounts)}\")\n", "\n", "# Filtrer df_month sur les top accounts\n", "df_month_400_accounts = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n", "\n", "# 6b. Feature engineering\n", "dfc_400_accounts = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n", "\n", "dfc_400_accounts[\"log_aum_qty_mean\"] = np.log1p(dfc_400_accounts[\"aum_qty_mean\"].clip(lower=0))\n", "dfc_400_accounts[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_400_accounts[\"gross_flow_qty_mean\"].clip(lower=0))\n", "dfc_400_accounts[\"gross_flow_to_aum\"] = dfc_400_accounts[\"gross_flow_qty_sum\"] / (dfc_400_accounts[\"aum_qty_mean\"].abs() + EPS)\n", "dfc_400_accounts[\"flow_direction_balance\"] = np.where(\n", " dfc_400_accounts[\"gross_flow_qty_sum\"] > 0,\n", " dfc_400_accounts[\"net_flow_qty_sum\"] / dfc_400_accounts[\"gross_flow_qty_sum\"], np.nan\n", ")\n", "dfc_400_accounts[\"redemption_bias\"] = dfc_400_accounts[\"red_qty_sum\"] - dfc_400_accounts[\"sub_qty_sum\"]\n", "dfc_400_accounts[\"exit_rate_per_isin\"] = np.where(\n", " dfc_400_accounts[\"n_isin_total\"] > 0,\n", " dfc_400_accounts[\"full_exit_count\"] / dfc_400_accounts[\"n_isin_total\"], np.nan\n", ")\n", "dfc_400_accounts[\"aum_drawdown_last\"] = dfc_400_accounts[\"aum_drawdown_last\"].clip(0, 1)\n", "dfc_400_accounts[\"aum_final_to_peak\"] = np.where(\n", " dfc_400_accounts[\"aum_qty_max\"] > 0,\n", " (dfc_400_accounts[\"aum_qty_last\"] / dfc_400_accounts[\"aum_qty_max\"]).clip(0, 1), np.nan\n", ")\n", "dfc_400_accounts[\"activity_intensity\"] = dfc_400_accounts[\"n_tx_total\"] / (dfc_400_accounts[\"n_months\"] + EPS)\n", "dfc_400_accounts[\"flow_to_aum_vol\"] = dfc_400_accounts[\"rel_flow_to_aum_vol_avg\"]\n", "\n", "# Performance reactivity features (lag 3 & 6 months) — viable on large accounts due to 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_400_accounts.groupby(ID_COL):\n", " g = g.sort_values(\"month\")\n", " flow = g[\"flow_to_aum_m\"].values\n", " ret = g[\"ret_fund_m\"].values\n", " rate = g[\"delta_rate_m\"].values\n", " rows_corr.append({\n", " ID_COL: acc,\n", " \"corr_flow_fund_lag3\": corr_lag(flow, ret, 3),\n", " \"corr_flow_fund_lag6\": corr_lag(flow, ret, 6),\n", " \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n", " })\n", "df_corr_400_accounts = pd.DataFrame(rows_corr)\n", "dfc_400_accounts = dfc_400_accounts.merge(df_corr_400_accounts, on=ID_COL, how=\"left\")\n", "\n", "# Recency feature\n", "dfc_400_accounts = add_months_since_last_tx(dfc_400_accounts, df_month_400_accounts, ID_COL)\n", "\n", "# Quality filters\n", "dfc_400_accounts = dfc_400_accounts[(dfc_400_accounts[\"n_months\"] >= 6) & (dfc_400_accounts[\"aum_qty_mean\"] > 0)].copy()\n", "\n", "# Geographic grouping\n", "top_countries_l = dfc_400_accounts[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", "top_regions_l = dfc_400_accounts[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", "dfc_400_accounts[\"country_grp\"] = np.where(\n", " dfc_400_accounts[\"country\"].isin(top_countries_l), dfc_400_accounts[\"country\"], \"Other\"\n", ")\n", "dfc_400_accounts[\"region_grp\"] = np.where(\n", " dfc_400_accounts[\"region\"].isin(top_regions_l), dfc_400_accounts[\"region\"], \"Other\"\n", ")\n", "\n", "print(f\"After filters: {len(dfc_400_accounts)} accounts\")\n", "\n", "# Feature selection — Top 400 accounts enrichi (15 variables)\n", "base_features_400_accounts = [\n", " \"log_aum_qty_mean\",\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " \"flow_to_aum_vol\",\n", " \"activity_intensity\",\n", " \"n_tx_total\",\n", " \"avg_n_isin_held\",\n", " \"n_isin_total\",\n", " \"avg_holding_months_per_isin\",\n", " \"exit_rate_per_isin\",\n", " \"flow_direction_balance\",\n", " \"aum_drawdown_last\",\n", " \"months_since_last_tx\",\n", " \"corr_flow_fund_lag3\",\n", " \"corr_flow_fund_lag6\",\n", " \"corr_flow_rate_lag3\",\n", "]\n", "all_features_400_accounts = [c for c in base_features_400_accounts if c in dfc_400_accounts.columns]\n", "\n", "# Preprocessing — RobustScaler + winsorisation MAD \n", "dfc_400_accounts_clean = dfc_400_accounts.copy()\n", "\n", "for col in [\"flow_direction_balance\", \"months_since_last_tx\",\n", " \"corr_flow_fund_lag3\", \"corr_flow_fund_lag6\", \"corr_flow_rate_lag3\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " dfc_400_accounts_clean[col] = dfc_400_accounts_clean[col].fillna(0)\n", "\n", "for col in [\"n_isin_total\", \"avg_n_isin_held\", \"exit_rate_per_isin\",\n", " \"avg_holding_months_per_isin\", \"months_since_last_tx\",\n", " \"activity_intensity\", \"flow_to_aum_vol\",\n", " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", "\n", "for col in [\"gross_flow_to_aum\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", " vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n", " dfc_400_accounts_clean[col] = np.log1p(vals)\n", "\n", "for col in [\"flow_freq\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", "\n", "for col in [\"log_aum_qty_mean\", \"log_gross_flow_qty_mean\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", "\n", "for col in [\"n_tx_total\"]:\n", " if col in dfc_400_accounts_clean.columns:\n", " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", "\n", "X_400_accounts = dfc_400_accounts_clean[all_features_400_accounts].copy()\n", "X_400_accounts = X_400_accounts.loc[:, ~X_400_accounts.columns.duplicated()]\n", "X_400_accounts = X_400_accounts.replace([np.inf, -np.inf], np.nan).fillna(X_400_accounts.median())\n", "\n", "scaler_400_accounts = RobustScaler()\n", "X_400_accounts_scaled = scaler_400_accounts.fit_transform(X_400_accounts)\n", "\n", "# Diagnostic\n", "X_df_l = pd.DataFrame(X_400_accounts_scaled, columns=X_400_accounts.columns)\n", "extreme_l = (X_df_l.abs() > 5).any(axis=1).sum()\n", "print(f\"Accounts: {X_400_accounts.shape[0]} | Features: {X_400_accounts.shape[1]}\")\n", "print(f\"Points > 5 std after scaling: {extreme_l} ({extreme_l/len(X_df_l):.1%})\")\n", "\n", "# 6e. K-selection\n", "rows_l = []\n", "for k in range(2, 11):\n", " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", " labels = km.fit_predict(X_400_accounts_scaled)\n", " rows_l.append({\n", " \"k\": k, \"inertia\": km.inertia_,\n", " \"silhouette\": silhouette_score(X_400_accounts_scaled, labels),\n", " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, labels),\n", " })\n", "df_kdiag_400_accounts = pd.DataFrame(rows_l)\n", "print(df_kdiag_400_accounts.to_string(index=False))\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "for ax, col, title in zip(axes,\n", " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", " ax.plot(df_kdiag_400_accounts[\"k\"], df_kdiag_400_accounts[col], marker=\"o\")\n", " ax.set_title(title); ax.set_xlabel(\"K\")\n", "plt.suptitle(\"K-selection — 400 top accounts (400_accounts)\")\n", "plt.tight_layout(); plt.show()\n", "\n", "# Clustering K=2, 4, 5 (comme 400_accounts)\n", "RESULTS_400_accounts = {}\n", "for k in [2, 4, 5]:\n", " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", " dfc_400_accounts[f\"cluster_k{k}\"] = km.fit_predict(X_400_accounts_scaled)\n", " RESULTS_400_accounts[k] = {\n", " \"model\": km,\n", " \"silhouette\": silhouette_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", " }\n", " print(f\"K={k} | sil={RESULTS_400_accounts[k]['silhouette']:.4f} \"\n", " f\"| db={RESULTS_400_accounts[k]['davies_bouldin']:.4f}\")\n", " counts = dfc_400_accounts[f\"cluster_k{k}\"].value_counts().sort_index()\n", " props = counts / counts.sum() * 100\n", " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", " print()\n", "\n", "# Profile vars — top 400 accounts (avec les corrélations)\n", "profile_vars_400_accounts = [\n", " \"log_aum_qty_mean\",\n", " \"gross_flow_to_aum\",\n", " \"flow_freq\",\n", " \"n_tx_total\",\n", " \"avg_n_isin_held\",\n", " \"n_isin_total\",\n", " \"avg_holding_months_per_isin\",\n", " \"exit_rate_per_isin\",\n", " \"flow_direction_balance\",\n", " \"aum_drawdown_last\",\n", " \"aum_final_to_peak\",\n", " \"months_since_last_tx\",\n", " \"corr_flow_fund_lag3\",\n", " \"corr_flow_fund_lag6\",\n", " \"corr_flow_rate_lag3\",\n", "]\n", "profile_vars_400_accounts = [c for c in profile_vars_400_accounts if c in dfc_400_accounts.columns]\n", "\n", "for k in [2, 5]:\n", " prof_l = plot_heatmap(\n", " dfc_400_accounts, profile_vars_400_accounts, f\"cluster_k{k}\",\n", " title=f\"Cluster signatures — 400 top accounts K={k} (robust z-score)\",\n", " figsize=(16, 4)\n", " )\n", " print(f\"\\n=== Medians K={k} (400_accounts) ===\")\n", " print(prof_l.round(3).to_string())\n", "\n", "# 2D Segmentation (comme 400_accounts)\n", "thr_int = dfc_400_accounts[\"gross_flow_to_aum\"].median()\n", "thr_freq = dfc_400_accounts[\"flow_freq\"].median()\n", "\n", "def quadrant(row):\n", " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", " low_frq = row[\"flow_freq\"] < thr_freq\n", " if low_int and low_frq: return \"Dormant\"\n", " if low_int and not low_frq: return \"Small rebalancers\"\n", " if not low_int and low_frq: return \"Occasional large movers\"\n", " return \"Highly active\"\n", "\n", "dfc_400_accounts[\"seg_2D\"] = dfc_400_accounts.apply(quadrant, axis=1)\n", "print(dfc_400_accounts[\"seg_2D\"].value_counts())\n", "\n", "plt.figure(figsize=(8, 5))\n", "for name, g in dfc_400_accounts.groupby(\"seg_2D\"):\n", " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=15, label=name)\n", "plt.yscale(\"log\")\n", "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", "plt.xlabel(\"Activity frequency\")\n", "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", "plt.title(\"2D behavioral segmentation — 400 top accounts\")\n", "plt.legend(markerscale=2)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Analyse churn (comme 400_accounts)\n", "dfc_400_accounts[\"churn_hard\"] = (dfc_400_accounts[\"aum_final_to_peak\"] < 0.10).astype(int)\n", "dfc_400_accounts[\"churn_soft\"] = (\n", " (dfc_400_accounts[\"aum_final_to_peak\"] < 0.40) &\n", " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.40)\n", ").astype(int)\n", "dfc_400_accounts[\"churn_warning\"] = (\n", " (dfc_400_accounts[\"flow_direction_balance\"] < 0) &\n", " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.20)\n", ").astype(int)\n", "\n", "print(\"\\n=== Overall churn rates ===\")\n", "print(dfc_400_accounts[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].mean().round(3))\n", "\n", "for k in [2, 5]:\n", " churn_profile = (\n", " dfc_400_accounts.groupby(f\"cluster_k{k}\")\n", " .agg(\n", " n_clients = (ID_COL, \"count\"),\n", " churn_hard = (\"churn_hard\", \"mean\"),\n", " churn_soft = (\"churn_soft\", \"mean\"),\n", " churn_warning = (\"churn_warning\", \"mean\"),\n", " )\n", " )\n", " print(f\"\\n=== Churn per cluster K={k} (400_accounts) ===\")\n", " print(churn_profile.round(3).to_string())\n", "\n", " churn_profile[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].plot(\n", " kind=\"bar\", figsize=(8, 4)\n", " )\n", " plt.title(f\"Churn by cluster — K={k} (400_accounts)\")\n", " plt.ylabel(\"Rate\"); plt.xlabel(\"Cluster\")\n", " plt.tight_layout(); plt.show()\n", "\n", "# Matrice de distance inter-cluster\n", "def plot_distance_matrix(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n", " n = X_scaled.shape[0]\n", " idx = np.arange(n)\n", " if n > max_points:\n", " rng = np.random.default_rng(42)\n", " idx = rng.choice(idx, size=max_points, replace=False)\n", " X_sub = X_scaled[idx]\n", " labels_sub = np.asarray(labels)[idx]\n", " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", " X_sub = X_sub[order]; labels_sub = labels_sub[order]\n", " D = pairwise_distances(X_sub)\n", " plt.figure(figsize=(8, 7))\n", " sns.heatmap(D, cmap=\"viridis\")\n", " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", " for b in np.cumsum(counts)[:-1]:\n", " plt.axhline(b, color=\"red\", linewidth=2)\n", " plt.axvline(b, color=\"red\", linewidth=2)\n", " plt.title(title); plt.tight_layout(); plt.show()\n", "\n", "plot_distance_matrix(\n", " X_400_accounts_scaled,\n", " dfc_400_accounts[\"cluster_k5\"].values,\n", " title=\"Distance matrix — K=5 (400_accounts)\"\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "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": 30, "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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", 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", 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", 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" ] }, "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 avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", "cluster_k5 \n", "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", "\n", "=== 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", "0 389 0.740 0.823 0.342\n", "1 38 0.105 0.289 0.105\n" ] }, { "data": { "image/png": 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", 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" ] }, "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 0.015 0.075 0.134\n", "1 29 0.138 0.276 0.138\n", "2 90 0.944 0.978 0.478\n", "3 229 0.882 0.987 0.349\n", "4 12 0.000 0.333 0.083\n" ] }, { "data": { "image/png": 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rVKgg6c649RIlSqhQoUJ6/PHH9cUXX+iNN96QdGcYVMmSJdWgQYNU2z9z5owqVqyofPmy5tdtmzZttGbNGr3zzjuaNm2aGjZsqCeeeEJPPvnkPcd/nzp1SpI0YsSIFOe5efOmw0XDqfWjRFarNc1DQu5mMplUrFixDC17/vx5+fr62n/uEiXeJeruoFy+fPkkbVSoUEHR0dGKjIxUiRIlkl3P5s2btX//foegmZzE8JDcmPnEQJE4j4eHR4rB+Pbt2w7BITkxMTGaO3eu1q1bp0uXLjkMU7t586b9/2fOnFGrVq1SbSstfTa92zo9Uvp99M8//yRZ393eeustjRw5Us2aNVONGjXUtGlTdezYUWXLls1wPZLUsWNHXb58WXPmzFHRokWTDItMdK9rNNKqSJEi6ty5s+bNm6e///47ye9Ym83GhdvIkQgWQBby9vaWr6+vjh07lq7lUjoi9t+dhZT+qKR0pDW1HZOUdkBtaRhD7+7unmR5q9WqPn366J9//lH//v1VqVIleXl56dKlSxo5cmSajqwnJCTIx8dHU6dOTfb9xJ1PFxcXzZgxQwcOHND333+vHTt26H//+59CQkK0atWqdJ8tSknHjh21ZcsW/frrrzKbzfruu+/Uo0ePTL94M1Fav18PDw+FhoZqz5492r59u3bs2KHNmzdr1apV+vTTT1M9upr4/Q4fPjzF29DefdentNxJ7OLFi6led5KaMmXK6LvvvsvQstll8uTJat26tdzc3OwXRyeG8L///ltxcXEqWbKkihQpInd392SfOZA4LfGGDiVKlJDValVERIR8fHzs88XGxur69evJ3vjhv9577z37tTG1atVSwYIF5eLi4vRrYdL7e0oy9vuoTZs2qlOnjr7++mvt3LlTCxcu1Pz58zVz5kw1bdo0xeWKFCmi+Ph4+zUvd8uXL58++ugj9e/fX5MmTVLBggWTvXYmrc+XKFiw4D3DYmKYuH79epJgcePGjQxfbwdkJYIFkMUef/xxrVq1Svv371dAQECmtVuoUKFkzyhcuHAh09aRUX/++adOnTql999/Xx07drRP37lzZ5J5U9rxKFeunMLCwlS7du17/gGW7tzvvVatWho6dKg2bdqkt956S5s3b1bXrl1TXe706dNJjv4lHskvU6aMfVqTJk1UrFgxbdq0SQ8//LCio6PTdJvTcuXK6bffflNcXFyKQ12Sk57v19XVVQ0bNlTDhg0VGBioOXPmaPr06dqzZ48aNWqU4jZOPIrr7e2daUdapTs7ySEhIRla1sgtkMuUKaOwsLAkO4cnTpywv/9fp0+fTtLGqVOn5OnpmepZk4sXL+qLL75I9m5gnTp1UtWqVfX555/L1dVVZrNZhw4dSjLfwYMHVbZsWXudicHu0KFDDjvAhw4dUkJCgqpWrZraR9fWrVvVsWNH+92RpDtnOv57tkK60x/vdaAjLX02rds68WzX3X05K39P+fr6qmfPnurZs6ciIiLUqVMnzZkzJ9VgUalSJUl37mKV0rbOnz+/Zs+erd69e+vdd99VoUKFkgwpS21o3H8FBwerc+fOqc6TGFrv7ouXLl1SXFxctj6vBUgrggWQxfr3769NmzbpnXfe0eLFi1W8eHGH98+cOaPvv/8+2VvOpqZcuXK6efOmfv/9d/sfwsuXL6f5bkhZKfGI43+PMNpstmTv8594t5obN2443LLzqaee0vLly/XJJ5/Y7/WfKD4+XlFRUSpUqJD++ecfFSpUyGHnOXEn7V63bZT+f5slDg/5999/tWHDBlWrVs1hKEy+fPnUtm1bffHFFzp+/LjMZvM9d/YkqVWrVtq+fbtCQ0OTDJ9IbThDWr/f69evq0iRIg7T7v78/93G/+Xn56dy5crp008/Vbt27ZKc3YmMjMzQsKT8+fNnalBJq8cee0yrVq1SaGioBg4caJ++aNEiubi4JHn42P79+3X48GH73YIuXryob7/9Vk2aNEn1TM+sWbOSTPvyyy+1efNmvf/++w5Hl1u3bq1p06YpPDxc/v7+ku7sfO/evVt9+/a1z9egQQMVKVJEK1ascNgBXrFihTw9PdWsWbNUP3ty9S5dujTJmYFWrVpp1qxZ+vrrr5PsFCf2x7T02bRua29vbxUtWlS//PKLQ1vLly9P9fPci5eXV5L+bLVaFRUVZb/uSpJ8fHzk6+t7z98FiQd9Dh06lOrPtbe3txYsWKDnnntOb775pubNm+cwXDOtgfq/17sl93N26dIlrV27VhaLJcnZqsSgmpkHqoDMQrAAsli5cuU0depUDR06VG3atLE/eTs2Nlb79+/Xli1b7nnkKjlt2rTR1KlT9eqrr+r5559XTEyMVqxYoYoVK97znu1ZrVKlSipXrpzef/99Xbp0Sd7e3tq6dWuyR+ATd+rGjx+vxo0by2QyqW3btqpXr566deumuXPn6ujRo3r00Ufl5uamU6dOacuWLRo1apSefPJJrV+/XitWrFDLli1Vrlw53bp1S6tXr5a3t3eSHcnkVKhQQaNGjVJ4eLh8fHy0du1aRUREKDg4OMm8HTt21NKlS7Vnzx778zrupWPHjtqwYYOCg4N18OBBPfLII4qOjlZYWJh69OiR4pOD0/r9zpo1S7/88ouaNm2qMmXKKCIiQsuXL1epUqXst5ZNvIh35cqVKlCggLy8vFSzZk2VLVtW48eP14ABA9SuXTt17txZJUuW1KVLl7Rnzx55e3trzpw5afqcOUHz5s1Vv359TZ8+XefPn5fFYtHOnTv17bff6oUXXkhya1+z2ax+/fo53G5W0j2fAp/cd5b4TIHHHnvMYSfxueee05o1azRw4ED17dtX+fLl06JFi+Tj4+MQLDw8PDRkyBCNGzdOQ4YMUZMmTfTLL79o48aNGjp0aJLweLdmzZrp888/l7e3t6pUqaIDBw5o165dSZbr16+ftm7dqtdff11dunRRjRo19M8//+i7775TUFCQqlatmqY+m55t3bVrV82bN0+jRo2Sn5+ffvnlF508eTLVz3MvNWrUUFhYmEJCQuTr66sHH3xQFStWVNOmTdW6dWtVrVpVXl5e2rVrl8LDwx3O5CSnbNmyMpvNCgsLsz/3JSXFihVTSEiIevTooVdeeUWLFy+235Y5I4F6ypQpOnPmjBo2bChfX1+dP39eK1euVFRUlEaNGpVk/l27dumBBx7gVrPIkQgWQDZo0aKFNm7cqIULF+rbb7/VihUr5O7ubn+wU+K92NOjaNGi+vjjjzVp0iRNmTLFft/306dPOz1YuLm5ac6cORo/frzmzp2r/Pnz64knnlDPnj2TDB9q1aqVnn/+eX355ZfauHGjbDab2rZtK0kaN26c/Pz8tHLlSk2fPl0mk0llypRRhw4d7M9hqFevnsLDw7V582ZdvXpVBQsWVM2aNTV16tQ0XbBZoUIFvfvuu5o8ebJOnjypBx98UNOnT1eTJk2SzOvn56eHHnpIx48fv+fdoBKZTCbNnz9fs2fP1hdffKFt27apSJEiql27dpIH3f1XWr/f5s2b6/z581q7dq2uXbumokWLql69enrttdfsR27d3Nw0adIkffDBBxo7dqzi4+MVHByssmXLqn79+lq1apU++eQTLVu2TFFRUSpRooRq1qypbt26pekz5hSurq6aPXu2ZsyYoc2bN2vdunUqU6aMhg8f7rATn6hu3bqqVauWZs2apQsXLqhKlSoKDg5O05motPL29tbSpUs1ceJEzZ49WwkJCapfv74CAwOTHKXu2bOn3Nzc9Omnn+q7775T6dKlFRgYmKazmaNGjZKrq6s2bdqk27dvq3bt2goJCVH//v0d5itQoIBCQ0M1c+ZMff3111q/fr18fHzUsGFDlSxZUlLa+mx6tnXiAze3bt2qr776So899pgWLFiQ4o0Z0mLkyJEaPXq0PvzwQ8XExKhTp04aN26cevTooZ07d2rbtm2y2WwqV66cxowZk6aHOXbp0kUfffSRYmJi7jn8snTp0lq4cKF69uypAQMGaNmyZXrooYcy9FkeffRRnT17VqGhobpx44YKFiyounXratCgQUmevZGQkKCtW7fqmWee4eJt5EguNmde1QUAuUzHjh1VuHBhLV682NmlwACLxaKePXtq9OjRzi4FOcTNmzfVsmVLvfXWW/e8NstZvvnmGw0bNkxff/31PS/oB5yB51gAQBqFh4fr6NGjDhekA8gbChYsqH79+mnhwoXpfiZMdpk/f7569uxJqECOxRkLALiHP//8U4cPH9ann36qa9eu6dtvvzV09yI4H2csACDzccYCAO5h69atCgwMVHx8vD744ANCBQAAyeCMBQAAAADDOGMBAAAAwDCCBQAAAADD7rvnWCQkJCg+Pl6urq7cAxoAAABIhc1mU0JCgvLlyydX19TPSdx3wSI+Pl7h4eHOLgMAAADINfz9/eXu7p7qPPddsEhMWv7+/jKZTE6uJuexWq0KDw9n+yBD6D8wgv6DjKLvwAj6T+oSt8+9zlZI92GwSBz+ZDKZ6DypYPvACPoPjKD/IKPoOzCC/pO6tFxCwMXbAAAAAAwjWAAAAAAwjGABAAAAwDCnXmOxd+9eLVy4UIcOHdKVK1c0a9YstWzZMtVl9uzZo0mTJunYsWMqXbq0Bg0apM6dO2dTxQAAAM5ltVoVFxfn7DLyDKvVKkmKiYm5L6+xcHNzy7TP7dRgERUVJYvFoi5duujVV1+95/xnz57VwIED1b17d02dOlVhYWF65513VKJECTVp0iQbKgYAAHAOm82mv//+W9evX3d2KXmKzWZTvnz5dPr06fv2GWdFihRRqVKlDH9+pwaLpk2bqmnTpmmef+XKlXrwwQc1cuRISVLlypW1b98+LVq0iGABAADytMRQ4evrKy8vr/t2Jziz2Ww2RUdHy9PT877bpjabTVFRUbp8+bIkqXTp0obay1W3mz1w4IAaNmzoMK1x48aaOHGikyoCAADIelar1R4qfHx8nF1OnpL4ZGkPD4/7LlhIkqenpyTp8uXL8vX1NTQsKlcFi6tXr6p48eIO04oXL65///1XMTEx8vDwSHNbiePp4Chxu7B9kBH0HxhB/0FG3Q99JyYmRjabTZ6enrLZbM4uJ09J3J7383ZN7FfJ7U+n5+cqVwWLzBQeHu7sEnI0tg+MoP/ACPoPMiqv9518+fLZAwYyX3R0tLNLcJrbt28rLi5Ov//+u6F2clWwKF68uK5eveow7erVq/L29k7X2QpJPLY9BTzWHkbQf2AE/QcZdT/0nZiYGJ0+fVqenp7p3udB6u7naywSubq6ys3NTVWqVEn2jEVaQ3uuCha1atXSjz/+6DBt165dqlWrVrrb4rHtqWP7wAj6D4yg/yCj8nLfMZlMcnFxsf/LC86dO6cWLVpow4YNqlatmrPLcdi269at08SJE/XLL79ky7pnzpypb775Rp9//nm2rO9uiZ/d6M+QUx+Qd+vWLR09elRHjx6VdKeDHT16VBcuXJAkTZs2TcOHD7fP3717d509e1aTJ0/W8ePHFRoaqq+++kovvviiM8oHAAA5ROIFqPcbWzZfV5Ld60Pu4tQzFocOHVLv3r3tr4ODgyVJnTp10qRJk3TlyhVdvHjR/n7ZsmU1d+5cBQcHa8mSJSpVqpTGjx/PrWYBAMhrEqySa9qOnJpMJlWvXj3L2s/JXEwmnX/rbcWeOJHl63KvVEllpk7J8vUYFRsbK3d3d2eXkay4uDi5ubk5u4ws49RgUb9+ff3xxx8pvj9p0qRkl9mwYUMWVgUAAJzO1SSt7S9d/TPz2y5ulrosyPx2nST2xAnFHDni7DJSlJCQoIULF2r16tW6ePGiihcvrm7duql9+/aS7jwAeeLEiTp48KDKly+voKAgBQQESEp+iNCiRYu0ZMkSfffdd5KkkSNH6saNG/L391doaKjc3d21ZMkStWjRQjNnztTSpUuTbTstduzYoYkTJ+rvv/9W7dq1FRwcLF9fX0nSwYMHNX36dB05ckTx8fGqVq2aAgMDVaNGDfvyFotFY8aM0Y8//qjdu3erX79+eu211zRv3jwtWrRI0dHReuqpp1SsWDHD2zknyFXXWAAA8rb7dTgLUnD1T+nib86uAgZNmzZNa9asUWBgoB555BFdvnxZJ0+etL8/ffp0jRgxQuXLl9f06dM1bNgwbdu2TfnypX03NSwsTN7e3goJCXGYbqTtmJgYffrpp5o8ebJcXV319ttv6/3339e0adMk3RnS37FjR73zzjuSpE8//VQvvfSStm7dKm9vb3s7H3/8sYYNG6ZRo0bJZDJp8+bNmjlzpkaPHq1HHnlEn3/+uZYuXaqyZcum+fPmVAQLAEDWYTgLcF/7999/tWTJEo0ePVqdOnWSJJUrV0516tTRuXPnJEl9+/ZVs2bNJElDhgxR27Ztdfr0aVWuXDnN6/Hy8tL48ePtQ6Ayo+24uDgFBQWpXLlykqSePXvqk08+sb9/90Ob33vvPdWpU0d79+7V448/bp/erl07denSxf76zTff1DPPPKOuXbtKkoYOHaqwsDDdvn07zZ83pyJYAACyDsNZgPvaiRMnFBsbqwYNGqQ4j8Visf+/RIkSkqTIyMh0BQuz2ZzsdRVG2vb09LSHCkny9fVVRESE/fXVq1f14Ycf6ueff1ZERIQSEhIUHR1tvwlRIj8/P4fXx48fV/fu3R2m1apVS3v27LlnTTkdwQIAkLUYzgLct/Lnz3/Pef57MXPi7V4TEhLsr+9+IGB8fHySNlIaRpla2/dy93Cpu2sZMWKErl+/rlGjRumBBx6Qu7u7unXrpri4OIflvLy80rS+vMCpt5sFAABA3lWhQgV5eHho9+7dGVq+WLFiunr1qsMOfeJjCpzt119/1fPPP6+mTZvqoYcekru7u65du3bP5SpXrqzffnM82HL369yKYAEAAIAskT9/fg0YMEBTpkzRhg0bdObMGR04cEBr1qxJ0/L169dXZGSk5s+frzNnzig0NFQ7duzI4qrTpkKFCtq4caOOHz+u3377TW+99Vaanoreu3dvrV27VmvXrtXJkyc1Y8YMHTt2LBsqznoMhQIAAMjF3CtVytHreeWVV2QymTRjxgxdvnxZJUqUSHKNQUoqV66sMWPGaO7cuZo9e7ZatWqlvn37avXq1RmqJTNNmDBB7777rjp16qTSpUtr6NChmjx58j2Xa9Omjc6cOaMpU6bo9u3bat26tXr06KGffvopG6rOWi62uweu5XFWq1UHDhxQrVq1DD2yPK9i+8AI+g+SNfexrLnGovTD0sAfM79d5Bz0HbuYmBidPHlSFStWdDgqbrNa5ZKNv2+ze33ZwWazKSoqSl5eXvbrMO43KfUvKX1/2xkKBQAAkEtl905+XgsVyFwMhQIAAMB9pX///tq3b5/9tc1ms5+tGDhwoF5++WVnlZarESwA4D6WF4c1AMC9TJgwQTExMZLuhIro6Gh5enrKxcVFhQsXdnJ1uRfBAgDuYy4mk86/9bZiT5zI9LYLNGki36FvZHq7AGBUyZIl7f/nGovMQ7AAgPtc7IkTijlyJNPbda9UMdPbBADkXFy8DQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAACAbHfu3DlZLBYdPXrU2aVkOpvNpnfffVf16tXLs58xOQQLAACA3CrBmrfXl0v9+OOPWr9+vebMmaOffvpJDz30kCwWi7755htnl5aluN0sAABAbuVqktb2l67+mfXrKm6WuizI+vUYFBsbK3d3d6fWcPbsWZUoUUK1a9d2ah3ZjWABAACQm139U7r4m7OrSFFCQoIWLlyo1atX6+LFiypevLi6deum9u3bS7qzEz5x4kQdPHhQ5cuXV1BQkAICAiRJM2fO1DfffKPPP//c3t6iRYu0ZMkSfffdd5KkkSNH6saNG/L391doaKjc3d21ZMkStWjRQjNnztTSpUuTbTs158+f13vvvad9+/YpLi5OZcqU0fDhw9W0aVNJ0s8//6zJkyfr999/V5EiRdSxY0e98cYbypcvn0aOHKn169dLkiwWi8qUKWNvd/DgwZKkMmXK2OvPSwgWAAAAyDLTpk3TmjVrFBgYqEceeUSXL1/WyZMn7e9Pnz5dI0aMUPny5TV9+nQNGzZM27ZtU758ad9NDQsLk7e3t0JCQhymZ7TtcePGKS4uTsuWLZOXl5f++usveXl5SZIuXbqkl156SZ06ddL777+vkydP6p133lH+/Pn12muvadSoUSpbtqxWr16tzz77TCaTSZLUsGFDBQcHq0mTJvZpeQ3BAgAAAFni33//1ZIlSzR69Gh16tRJklSuXDnVqVNH586dkyT17dtXzZo1kyQNGTJEbdu21enTp1W5cuU0r8fLy0vjx4+3D4Ey2vaFCxfUunVrWSwWSVLZsmXt7y1fvlylSpXS6NGj5eLiosqVK+vSpUuaOnWqBg8erIIFC6pAgQIymUwqUaKEQ7uFChVKMi0v4eJtAAAAZIkTJ04oNjZWDRo0SHGexJ13Sfad7sjIyHStx2w2J3tdRUbb7t27t2bPnq3u3btrxowZ+v333+3vHT9+XAEBAXJxcbFPe+SRRxQVFaW///47XXXnNQQLAAAAZIn8+fPfcx43Nzf7/xN31hMSEuyvbTabw/zx8fFJ2vD09Ex326np2rWrvvnmGz399NP6888/9cwzz2jp0qX3XO5+R7AAAABAlqhQoYI8PDy0e/fuDC1frFgxXb161SFcZNczIUqXLq0ePXro448/Vp8+fbR69WpJUuXKlbV//36Hmvbt26cCBQqoVKlSKbbn5uYmqzVv366XYAEAAIAskT9/fg0YMEBTpkzRhg0bdObMGR04cEBr1qxJ0/L169dXZGSk5s+frzNnzig0NFQ7duzI4qqlCRMmaMeOHTp79qwOHz6sPXv22K/LeO655/T333/rvffe0/Hjx/XNN99o5syZ6tOnj1xdU961LlOmjMLCwnTlyhX9888/Wf4ZnIGLtwEAAHKz4uYcvZ5XXnlFJpNJM2bM0OXLl1WiRAl17949TctWrlxZY8aM0dy5czV79my1atVKffv2tZ89yCoJCQkaN26c/v77b3l7e6tJkyYKDAyUJJUsWVLz5s3T5MmTtXr1ahUpUkTPPPOMBg0alGqbI0aM0KRJk7RmzRqVLFkyT95u1sV298C1PM5qterAgQOqVatWnr3VlxFsHxhB/8mdTnbuopgjRzK93ULt2qrM1KnS3Mey5h77pR+WBv6Y+e0i56Dv2MXExOjkyZOqWLGiPDw8/v+NBOudh+Rll+xeXzaw2WyKioqSl5eXwwXZ95MU+5fS97edoVAAACDdbHl8rHiukd07+XksVCBzMRQKAACkm4vJpPNvva3YEycyve0CTZrId+gbmd4ukKh///7at2+f/bXNZrOfrRg4cKBefvllZ5WWqxEsAABAhsSeOJElw+jcK1XM9DaB/5owYYJiYmIk3QkV0dHR8vT0lIuLiwoXLuzk6nIvggUAAADuKyVLlrT/n2ssMg/XWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAIBsd+7cOVksFh09etTZpeRYuW0bcbtZAACA3MqWILlk43Hi7F7ffa506dL66aefVLRoUWeXkiYECwAAgNzKxVU6tEq6dTnr11XAV/LrlvXrMSg2Nlbu7u7OLiNVVqtVLi4ucnVNPaSZTCaVKFEim6oyjsgJAACQm926LN28kPX/MhheEhISNH/+fD3xxBPy8/NTs2bNNHv2bPv7Z8+e1fPPP6+HH35YHTp00P79++3vzZw5U08//bRDe4sWLVLz5s3tr0eOHKlXXnlFs2fPVuPGjfXkk0/ahxBt27YtxbZTYrPZ1KBBA23ZssU+7emnn1bjxo3tr3/55Rf5+fkpOjpakhQSEqL27durVq1aatq0qcaOHatbt27Z51+3bp3q1Kmjb7/9Vm3atJG/v78uXLig5s2ba86cOQoMDFRAQICaNWumVatW2Ze7eyjUnj17ZLFYFBYWps6dO+vhhx9W9+7ddeLECYfP8Mknn6hhw4YKCAjQqFGjNHXq1CTbMSsQLAAAAJBlpk2bpvnz5+uVV17R5s2bNXXqVBUvXtz+/vTp09WvXz9t2LBBFSpU0LBhwxQfH5+udYSFhenkyZMKCQnR3LlzDbXt4uKiunXr6ueff5Yk/fPPPzp+/LhiYmJ0/PhxSdLevXvl7+8vT09P+zKjRo3SF198oUmTJmn37t2aMmWKQ7sxMTGaP3++xo8fry+++EI+Pj6S7oQSPz8/bdiwQc8995zGjh2bJCjcbfr06Ro5cqTWrl0rk8mk//3vf/b3Nm7cqDlz5uitt97SunXrVLp0aa1YsSKNW9IYggUAAACyxL///qslS5bo7bffVqdOnVSuXDnVqVNHXbt2tc/Tt29fNWvWTBUrVtSQIUN0/vx5nT59Ol3r8fLy0vjx4/XQQw/poYceMtx2vXr17MFi7969ql69usO0n3/+WfXq1bPP/+KLL6pBgwZ68MEH1bBhQ73xxhv66quvHNqMi4vT2LFjVbt2bVWqVMkeSh577DH17NlT5cuX14ABA1S0aFHt2bMn1fqGDh2qevXqqUqVKnrppZe0f/9+3b59W5K0bNkyPfPMM+rSpYsqVqyoV199VWazOQ1b0TiCBQAAALLEiRMnFBsbqwYNGqQ4j8Visf8/8XqCyMjIdK3HbDYne11FRtuuW7eu/vrrL0VGRmrv3r2qV6+ePVjExcVp//79DsFi165deuGFF9SkSRMFBARo+PDhun79un2olCS5ubk51JNcjS4uLipevLgiIiJSrS+5z5W4zMmTJ1WzZk2H+e9+nVUIFgAAAMgS+fPnv+c8bm5u9v+7uLhIunNdRuJrm83mMH9yQ5kSj/6np+3UWCwWFS5cWD///LM9WNSvX1979+5VeHi44uPjFRAQIOnOdRADBw6UxWLRzJkztW7dOo0ePVrSnbMUiTw8POw1/Fe+fI73UkruM6e2THo+V1YjWAAAACBLVKhQQR4eHtq9e3eGli9WrJiuXr3qsKOdHc90cHFxsV9sfezYMT3yyCOyWCyKjY3VqlWr5OfnJy8vL0nS4cOHZbPZNHLkSNWqVUsVK1bU5cvZcJeuFFSsWFHh4eEO0+5+nVUIFgAAAMgS+fPn14ABAzRlyhRt2LBBZ86c0YEDB7RmzZo0LV+/fn1FRkZq/vz5OnPmjEJDQ7Vjx44srvqOevXq6csvv1S1atVUoEABubq6qk6dOtq0aZPq1q1rn698+fKKi4vT0qVLdfbsWW3YsEErV67MlhqT06tXL3322Wdav369Tp06pU8++UR//PFHsmdLMpvTn2MRGhqqhQsX6sqVK6patarefffdVMeBLVq0SCtWrNDFixdVtGhRtW7dWsOGDUvTqTYAAIA8p4Bvjl7PK6+8IpPJpBkzZujy5csqUaKEunfvnqZlK1eurDFjxmju3LmaPXu2WrVqpb59+2r16tUZqiU96tWrJ6vV6nAtRb169fTtt986TKtataoCAwM1f/58ffDBB6pTp47efPNNjRgxIstrTE6HDh109uxZvf/++7p9+7aeeuopderUKVvOWrjY7jWIKwtt3rxZw4cPV1BQkB5++GEtXrxYW7Zs0ZYtW+y34PqvTZs26X//+58mTpyogIAAnTp1SiNHjlTbtm0VGBiYpnVarVYdOHBAtWrVkslkyuyPlOuxfWAE/Sd3Otm5i2KOHMn0dgu1a6syU6dKcx+TLv6W6e2r9MPSwB8zv12kGX0n+8TExOjkyZOqWLGiPDw8/v8NnrxtmM1mU1RUlLy8vLLlqL4z9OnTR8WLF09yC9xEKfYvpe9vu1N7RkhIiJ599ll16dJFVapUUVBQkDw8PLR27dpk59+/f79q166t9u3b68EHH1Tjxo3Vrl07HTx4MJsrBwAAyAGyeyc/j4WKvCg6OlohISE6duyYjh8/rhkzZmjXrl3q1KlTlq/baUOhYmNjdfjwYQ0cONA+zdXVVY0aNUrxqYgBAQHauHGjDh48qJo1a+rs2bP64YcfsuVJggAAAMgb+vfvr3379tlf22w2+9mKgQMH6uWXX3ZWaYa5uLjohx9+0Jw5c3T79m1VrFhRM2fOVKNGjbJ83U4LFteuXZPVak0y5MnHxyfFpw22b99e165d03PPPSebzab4+Hh17949Q1++1WrNUN15XeJ2YfsgI+g/uU9eGLJGf3MO+k72slqtstls9n8wZvz48YqJiZF0J1TExMTYbwdbuHDhXL2N8+fPr5CQkCTTU/tMif3KarUm+blIz8+J0y/eTo89e/Zo7ty5GjNmjGrWrKkzZ85owoQJmjVrlgYPHpyutrLrtlu5FdsHRtB/cgdPT09Vr17d2WUY9scffzg8hApZj77jHPny5VN0dHSOeF5BblewYEEVLFgwxfejoqKysRrnu337tuLi4vT7778basdpwaJo0aIymUxJniwYERGh4sWLJ7vMRx99pA4dOtgfA2+xWBQVFaXRo0dr0KBBcnVN+7g/f3//PHG0JbNZrVaFh4ezfZAh9B84Q3JPsgXSIjf1nZiYGJ0+fVqenp5JLq6FMTabTdHR0fL09MyzF2/fi6urq9zc3FSlSpVkL95O6wFDpwULd3d31ahRQ2FhYWrZsqWkO08MDAsLU69evZJdJiYmJkl4SNx5Se8pK5PJxI5PKtg+MIL+g+xEX0NG5aa+YzKZ7Du99+vOb1ZzcXG5r7eti4uL4b/fTh0K1adPH40YMUJ+fn6qWbOmFi9erOjoaHXu3FmSNHz4cJUsWVLDhg2TJD3++OMKCQlR9erV7UOhPvroIz3++OO56pcDAABAeri5uUm6M0TH09PTydUgr0kc+pXYzzLKqcGiTZs2ioyM1IwZM3TlyhVVq1ZNCxYssA+FunjxosMZikGDBsnFxUUffvihLl26pGLFiunxxx/X0KFDnfURAAAAspzJZFKRIkV0+fJlScrTz1zIbjabTbdv35arq+t9t00Tn+Fx+fJlFSlSxPCBeqdfvN2rV68Uhz4tXbrU4XW+fPn06quv6tVXX82O0gAAAHKMUqVKSZI9XCBz2Gw2xcXFyc3N7b4LFomKFCli719GOD1YAAAA4N5cXFxUunRp+fr6Ki4uztnl5BlWq1W///67qlSpcl8OrXdzc8u0z02wAAAAyEW4QUbmSnxOg4eHB9vVIJ7LDgAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMOcHixCQ0PVvHlz+fv7q2vXrjp48GCq89+4cUNBQUFq3Lix/Pz81Lp1a/3www/ZVC0AAACA5ORz5so3b96s4OBgBQUF6eGHH9bixYvVr18/bdmyRT4+Pknmj42NVZ8+feTj46OPPvpIJUuW1IULF1SoUCEnVA8AAAAgkVODRUhIiJ599ll16dJFkhQUFKTt27dr7dq1eumll5LMv3btWv3zzz9auXKl3NzcJEkPPvhgttYMAAAAICmnBYvY2FgdPnxYAwcOtE9zdXVVo0aNtH///mSX+e6771SrVi2NGzdO3377rYoVK6Z27dppwIABMplM6Vq/1Wo1VH9elbhd2D7ICPpP7pPe3505Ef3NOeg7yCv425W69GwXpwWLa9euyWq1Jhny5OPjoxMnTiS7zNmzZ7V79261b99e8+bN05kzZxQUFKT4+Hi9+uqr6Vp/eHh4hmu/H7B9YAT9J3fw9PRU9erVnV2GYX/88Yeio6OdXcZ9hb6DvIi/XcY5dShUetlsNvn4+Oi9996TyWSSn5+fLl26pIULF6Y7WPj7++eJoy2ZzWq1Kjw8nO2DDKH/wBksFouzS0AuRd+BxN+ue0ncPmnhtGBRtGhRmUwmRUREOEyPiIhQ8eLFk12mRIkSypcvn8OXXqlSJV25ckWxsbFyd3dP8/pNJhOdJxVsHxhB/0F2oq8ho+g7+C/+dhnntNvNuru7q0aNGgoLC7NPS0hIUFhYmAICApJdpnbt2jpz5owSEhLs006dOqUSJUqkK1QAAAAAyFxOfY5Fnz59tHr1aq1fv17Hjx/X2LFjFR0drc6dO0uShg8frmnTptnn79Gjh65fv64JEybo5MmT2r59u+bOnauePXs66yMAAAAAkJOvsWjTpo0iIyM1Y8YMXblyRdWqVdOCBQvsQ6EuXrwoV9f/zz6lS5fWwoULFRwcrA4dOqhkyZLq3bu3BgwY4KyPAAAAAEA54OLtXr16qVevXsm+t3Tp0iTTAgICtHr16qwuCwAAAEA6OHUoFAAAAIC8gWABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADDMULA4ffq0duzYoZiYGEmSzWbLlKIAAAAA5C4Zut3stWvXNHToUO3evVsuLi7atm2bypYtq//9738qXLiwRo4cmdl1AgAAAMjBMnTGIjg4WCaTSdu3b5eHh4d9eps2bbRjx45MKw4AAABA7pChMxY7d+7UwoULVapUKYfpFSpU0IULFzKlMAAAAAC5R4bOWERFRTmcqUh0/fp1ubu7Gy4KAAAAQO6SoWBRp04dbdiwwWFaQkKCFixYoPr162dGXQAAAABykQwNhXr77bf14osv6tChQ4qLi9OUKVP0119/6Z9//tGKFSsyu0YAAAAAOVyGgoXZbNbWrVu1bNkyFShQQFFRUXriiSfUs2dP+fr6ZnaNAAAAAHK4DAWLCxcuqHTp0ho0aFCy7z3wwAOGCwMAAACQe2ToGosWLVooMjIyyfRr166pRYsWhosCAAAAkLtkKFjYbDa5uLgkmR4VFaX8+fMbLgoAAABA7pKuoVDBwcGSJBcXF3344Yfy9PS0v2e1WnXw4EFVrVo1cysEAAAAkOOlK1gcOXJE0p0zFn/++afc3Nzs77m7u6tq1arq27dv5lYIAAAAIMdLV7BYunSpJCkwMFCjRo2St7d3lhQFAAAAIHfJ0F2hEodEAQAAAICUwWAhSeHh4frqq6908eJFxcXFObz38ccfGy4MAAAAQO6RobtCffnll+rRo4dOnDihr7/+WvHx8Tp27Jh2796tggULZnaNAAAAAHK4DAWLOXPmKDAwUHPmzJGbm5tGjRqlLVu26KmnnlLp0qUzu0YAAAAAOVyGgsXZs2fVtGlTSXfuBhUVFSUXFxe9+OKLWr16daYWCAAAACDny1CwKFSokG7duiVJ8vX11bFjxyRJN27cUHR0dOZVBwAAACBXyNDF23Xr1tWuXbtksVj05JNPasKECdq9e7d27dqlBg0aZHaNAAAAAHK4DAWLd999V7dv35YkDRo0SG5ubvr111/VqlUrHpAHAAAA3IcyNBSqSJEiKlmy5J0GXF310ksv6aOPPpKvr686deqUqQUCAAAAyPnSdcYiNjZWM2fO1M6dO+Xu7q7+/furZcuWWrt2rT788EOZTCa98MILWVUrAAAAgBwqXcHio48+0qpVq9SoUSP9+uuvev3119W5c2cdOHBAI0eO1JNPPimTyZRVtQIA8P+8fSVbguSSoZPvaZPV7QNAHpKuYLFlyxa9//77atGihf7880916NBB8fHx2rhxo1xcXLKqRgAAkvIocmen/9Aq6dblzG+/gK/k1y3z2wWAPCpdweLSpUvy8/OTJJnNZrm7u+vFF18kVAAAnOfWZenmBWdXAQD3vXSd37VarXJzc7O/NplM8vLyyvSiAAAAAOQu6TpjYbPZNHLkSLm7u0u6czH32LFj5enp6TDfxx9/nHkVAgAAAMjx0hUs7r6VbIcOHTK1GAAAAAC5U7qCRXBwcFbVAQAAACAX4x56AAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAw3JEsAgNDVXz5s3l7++vrl276uDBg2la7ssvv5TFYtErr7ySxRUCAAAASI3Tg8XmzZsVHByswYMHa/369apatar69euniIiIVJc7d+6c3n//fdWpUyebKgUAAACQEqcHi5CQED377LPq0qWLqlSpoqCgIHl4eGjt2rUpLmO1WvXWW2/ptddeU9myZbOxWgAAAADJyefMlcfGxurw4cMaOHCgfZqrq6saNWqk/fv3p7jcrFmz5OPjo65du2rfvn0ZWrfVas3Qcnld4nZh+yAj6D+5j8lkcnYJOR79OXl5oe/w3ULib9e9pGe7ODVYXLt2TVarVT4+Pg7TfXx8dOLEiWSX+eWXX/TZZ59pw4YNhtYdHh5uaPm8ju0DI+g/uYOnp6eqV6/u7DJyvD/++EPR0dHOLiNHySt9h+8W/8XfLuOcGizS699//9Xw4cP13nvvqVixYoba8vf3zxNHWzKb1WpVeHg42wcZQv9BXmSxWJxdArII3y0k/nbdS+L2SQunBouiRYvKZDIluVA7IiJCxYsXTzL/2bNndf78eQ0aNMg+LSEhQZJUvXp1bdmyReXKlUvTuk0mE50nFWwfGEH/QV5CX867+G7xX/ztMs6pwcLd3V01atRQWFiYWrZsKelOUAgLC1OvXr2SzF+pUiVt2rTJYdqHH36oW7duadSoUSpVqlS21A0AAADAkdOHQvXp00cjRoyQn5+fatasqcWLFys6OlqdO3eWJA0fPlwlS5bUsGHDlD9/fpnNZoflCxUqJElJpgMAAADIPk4PFm3atFFkZKRmzJihK1euqFq1alqwYIF9KNTFixfl6ur0u+ICAAAASIXTg4Uk9erVK9mhT5K0dOnSVJedNGlSVpQEAAAAIB04FQAAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAADuL96+ki0ha9eR1e0DOVCOePI2AABAtvEoIrm4SodWSbcuZ377BXwlv26Z3y6QwxEsAADA/enWZenmBWdXAeQZDIUCAAAAYBjBAgAAAPc1T09PZ5eQJxAsAAAAkLckWNM8q8lkUvXq1WUymbKk/fsJ11gAAAAgb3E1SWv7S1f/zPy2i5ulLgsyv908gGABAACAvOfqn9LF35xdxX2FoVAAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAMhUnp6ezi4BAAA4AcECQOoSrGme1WQyqXr16jKZTFnSPgAAyLnyObsAADmcq0la21+6+mfmt13cLHVZkPntAgCAbEewAHBvV/+ULv7m7CoAAEAOxlAoAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYliOCRWhoqJo3by5/f3917dpVBw8eTHHe1atX67nnnlPdunVVt25dvfjii6nODwAAACDrOT1YbN68WcHBwRo8eLDWr1+vqlWrql+/foqIiEh2/j179qht27ZasmSJVq5cqdKlS6tv3766dOlSNlcOAAAAIJHTg0VISIieffZZdenSRVWqVFFQUJA8PDy0du3aZOefNm2aevbsqWrVqqly5coaP368EhISFBYWls2VAwAAAEjk1GARGxurw4cPq1GjRvZprq6uatSokfbv35+mNqKjoxUfH6/ChQtnVZkAAAAA7iGfM1d+7do1Wa1W+fj4OEz38fHRiRMn0tTG1KlT5evr6xBO0sJqtaZr/vtF4nZh+yCRyWTK8nXQ35wnO77f3I7+mTz6zr3Rd5yHv12ZJz2f06nBwqh58+Zp8+bNWrJkifLnz5+uZcPDw7OoqryB7QNJ8vT0VPXq1bN8PX/88Yeio6OzfD1wlF3fb25H/0yKvpM29B3n4G+X8zg1WBQtWlQmkynJhdoREREqXrx4qssuXLhQ8+bNU0hIiKpWrZrudfv7+3O0JRlWq1Xh4eFsH2Qri8Xi7BKAFNE/kVH0nbztfvl+E/cN08KpwcLd3V01atRQWFiYWrZsKUn2C7F79eqV4nLz58/XnDlztHDhQvn7+2do3SaTiR3nVLB9kJ3oa8jJ6J/IKPpO3sb3m5TTh0L16dNHI0aMkJ+fn2rWrKnFixcrOjpanTt3liQNHz5cJUuW1LBhwyTdGf40Y8YMTZs2TWXKlNGVK1ckSV5eXipQoIDTPgcAAABwP3N6sGjTpo0iIyM1Y8YMXblyRdWqVdOCBQvsQ6EuXrwoV9f/v3nVypUrFRcXpyFDhji08+qrr+q1117L1toBAAAA3OH0YCFJvXr1SnHo09KlSx1ef/fdd9lREgAAAIB0cPoD8gAAAADkfgQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQLI5WxWq7NLyDhvX8mWkLXryOr2AQCAJCmfswtAHmBLkFyyMKNmdfu5nIvJpPNvva3YEycyve0CTZrId+gbmd6unUeRO9/toVXSrcuZ334BX8mvW+a3CwAAkiBYwDh2DJ0u9sQJxRw5kuntuleqmOltJuvWZenmhexZFwAAyBIEC2QOdgwBAADua4wvAQAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAANLK21eyJWTtOrK6/SySz9kFAAAAALmGRxHJxVU6tEq6dTnz2y/gK/l1y/x2swHBAkl4eno6uwQAAICc7dZl6eYFZ1eRoxAs7gcJVsnVlKZZTSaTqlevnsUFAQAAIK8hWNwPXE3S2v7S1T8zv+0qLaUWozO/XQAAAOQqBIv7xdU/pYu/ZX67xc2Z3yYAAAByHe4KBQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAw3JEsAgNDVXz5s3l7++vrl276uDBg6nO/9VXX+nJJ5+Uv7+/2rdvrx9++CGbKs0aNqvV2SUAAAAAhuRzdgGbN29WcHCwgoKC9PDDD2vx4sXq16+ftmzZIh8fnyTz//rrrxo2bJjefPNNPf7449q0aZMGDx6sdevWyWw2O+ETGOdiMun8W28r9sSJTG+7QJMm8h36Rqa3CwAAAPyX04NFSEiInn32WXXp0kWSFBQUpO3bt2vt2rV66aWXksy/ZMkSNWnSRP3795ckvfHGG9q1a5eWLVumcePGZWvtmSn2xAnFHDmS6e26V6qY6W0CAAAAd3PqUKjY2FgdPnxYjRo1sk9zdXVVo0aNtH///mSXOXDggBo2bOgwrXHjxjpw4EBWlgoAAAAgFU49Y3Ht2jVZrdYkQ558fHx0IoVhQVevXlXx4sWTzH/16tU0rdNms0m6E2pMJlMGqs58JpNJ+cxm5Xd3z/y2y5WX1WqVStSQXPNnevsqUkmyWiWvkpKyYHt6FZes1jufAcmi/6SC/nNP9J9U0H9SRd9JBX3H6UwmE/0nkyTWkbgPnRoXW1rmyiKXLl3SY489ppUrVyogIMA+ffLkydq7d6/WrFmTZBk/Pz9NmjRJ7dq1s08LDQ3VrFmztGvXrnuuMzY2VuHh4ZnzAQAAAID7gL+/v9zvcSDBqWcsihYtKpPJpIiICIfpERERSc5KJCpevHiSsxOpzX+3fPnyyd/fX66urnJxcclY4QAAAMB9wGazKSEhQfny3Ts2ODVYuLu7q0aNGgoLC1PLli0lSQkJCQoLC1OvXr2SXaZWrVravXu3XnzxRfu0Xbt2qVatWmlap6ur6z3TFgAAAID0cfpzLPr06aPVq1dr/fr1On78uMaOHavo6Gh17txZkjR8+HBNmzbNPn/v3r21Y8cOffrppzp+/LhmzpypQ4cOpRhEAAAAAGQ9p99utk2bNoqMjNSMGTN05coVVatWTQsWLLAPbbp48aJcXf8//9SuXVtTp07Vhx9+qA8++EAVKlTQrFmzcu0zLAAAAIC8wKkXbwMAAADIG5w+FAoAAABA7kewAAAAAGAYwQIAAACAYQQLAAAAAIYRLOAgNDRUzZs3l7+/v7p27aqDBw86uyTkAnv37tXLL7+sxo0by2Kx6JtvvnF2Scgl5s6dqy5duiggIEANGzbUK6+8ohMnTji7LOQSy5cvV/v27VW7dm3Vrl1b3bp10w8//ODsspALzZs3TxaLRRMmTHB2KbkawQJ2mzdvVnBwsAYPHqz169eratWq6tevX5InowN3i4qKksVi0ZgxY5xdCnKZn3/+WT179tTq1asVEhKi+Ph49evXT1FRUc4uDblAqVKl9NZbb2ndunVau3atGjRooMGDB+vYsWPOLg25yMGDB7Vy5UpZLBZnl5LrcbtZ2HXt2lX+/v4aPXq0pDtPQW/atKmef/55vfTSS06uDrmFxWLRrFmz1LJlS2eXglwoMjJSDRs21LJly1S3bl1nl4NcqF69enr77bfVtWtXZ5eCXODWrVvq3LmzxowZo9mzZ6tq1aoaNWqUs8vKtThjAUlSbGysDh8+rEaNGtmnubq6qlGjRtq/f78TKwNwP7l586YkqXDhwk6uBLmN1WrVl19+qaioKAUEBDi7HOQS48aNU9OmTR32f5BxTn/yNnKGa9euyWq1ysfHx2G6j48P450BZIuEhARNnDhRtWvXltlsdnY5yCX++OMPde/eXbdv35aXl5dmzZqlKlWqOLss5AJffvmljhw5os8++8zZpeQZBAsAQI4QFBSkY8eOafny5c4uBblIxYoVtWHDBt28eVNbt27ViBEjtGzZMsIFUnXx4kVNmDBBn376qfLnz+/scvIMggUkSUWLFpXJZEpyoXZERISKFy/upKoA3C/GjRun7du3a9myZSpVqpSzy0Eu4u7urvLly0uS/Pz8FB4eriVLlmjcuHFOrgw52eHDhxUREaHOnTvbp1mtVu3du1ehoaEKDw+XyWRyYoW5E8ECku78Yq5Ro4bCwsLsF90mJCQoLCxMvXr1cnJ1APIqm82m9957T19//bWWLl2qsmXLOrsk5HIJCQmKjY11dhnI4Ro0aKBNmzY5TAsMDFSlSpU0YMAAQkUGESxg16dPH40YMUJ+fn6qWbOmFi9erOjoaIc0DyTn1q1bOnPmjP31uXPndPToURUuXFgPPPCAEytDThcUFKQvvvhCn3zyiQoUKKArV65IkgoWLCgPDw8nV4ecbtq0aXrsscdUunRp3bp1S1988YV+/vlnLVy40NmlIYfz9vZOci2Xl5eXihQpwjVeBhAsYNemTRtFRkZqxowZunLliqpVq6YFCxYwFAr3dOjQIfXu3dv+Ojg4WJLUqVMnTZo0yVllIRdYsWKFJOn55593mB4cHMxBDdxTRESERowYocuXL6tgwYKyWCxauHChHn30UWeXBtyXeI4FAAAAAMN4jgUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFACDTWSwWffPNN84uAwCQjQgWAIB0u3Llit577z21aNFCfn5+atq0qV5++WWFhYVl+rr27Nkji8WiGzduZHrbAIDMk8/ZBQAAcpdz586pR48eKlSokIYPHy6z2az4+Hj99NNPCgoK0pYtW5xdYrJsNpusVqvy5eNPHwBkBc5YAADSJSgoSC4uLlqzZo1at26tihUr6qGHHlKfPn20evXqJPMnd8bh6NGjslgsOnfunCTp/Pnzevnll1W3bl3VqlVLbdu21Q8//KBz586pd+/ekqS6devKYrFo5MiRkqSEhATNnTtXzZs3V82aNdWhQweHUJO43h9++EGdO3eWv7+/9u3bl5WbBgDuaxy2AQCk2fXr17Vjxw4NHTpUXl5eSd4vVKhQhtodN26c4uLitGzZMnl5eemvv/6Sl5eXSpcurZkzZ+q1117Tli1b5O3tLQ8PD0nS3LlztXHjRgUFBalChQrau3ev3n77bRUrVkz16tWztz1t2jSNGDFCZcuWzXB9AIB7I1gAANLszJkzstlsqlSpUqa2e+HCBbVu3VoWi0WSVLZsWft7hQsXliT5+PjYg0FsbKzmzp2rkJAQBQQE2JfZt2+fVq1a5RAshgwZokcffTRT6wUAJEWwAACkmc1my5J2e/furbFjx+qnn35So0aN1KpVK1WtWjXF+U+fPq3o6Gj17dvXYXpcXJyqVavmMM3f3z9LagYAOCJYAADSrHz58nJxcdGJEyfSvIyr653L+f4bSuLi4hzm6dq1qxo3bqzt27dr586dmjdvnkaMGKHnn38+2TajoqIk3RkOVbJkSYf33N3dHV57enqmuVYAQMZx8TYAIM2KFCmixo0bKzQ01L5z/1/J3RK2WLFiku7cojbR77//nmS+0qVLq0ePHvr4448dLgR3c3OTJFmtVvu8lStXlru7uy5cuKDy5cs7/CtdurSxDwkAyBCCBQAgXcaMGaOEhAR17dpVW7du1alTp3T8+HEtWbJE3bp1SzJ/uXLl7Bdhnzp1Stu3b9enn37qMM+ECRO0Y8cOnT17VocPH9aePXtUuXJlSVKZMmXk4uKi7du3KzIyUrdu3ZK3t7f69u2r4OBgrV+/XmfOnNHhw4e1dOlSrV+/Plu2AwDAEUOhAADpUrZsWa1bt05z5szR+++/r8uXL6tYsWKqUaOGxo4dm2R+Nzc3TZs2TWPHjlWHDh3k7++vN954Q6+//rp9noSEBI0bN05///23vL291aRJEwUGBkqSSpYsqddee03Tpk1TYGCgOnbsqEmTJumNN95QsWLFNHfuXJ07d04FCxZU9erV9fLLL2fXpgAA/IeLLauuxAMAAABw32AoFAAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwLD/AyeUqGImOx3/AAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=2 =====\n", " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", "cluster_k2 \n", "0 389 73435.780 0.763 4.335 1436.0 46.273 0.606 0.114 1.000 0.0 0.047 -0.040\n", "1 38 67965.743 0.043 1.506 4.0 40.357 0.292 0.580 0.303 17.5 0.006 -0.008\n", "\n", "===== K=5 =====\n", " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", "cluster_k5 \n", "3 229 58391.143 0.763 4.083 1386.0 45.412 0.643 0.116 1.000 0.0 0.020 -0.014\n", "2 90 302331.761 0.992 4.668 7761.5 62.937 0.621 0.017 1.000 0.0 0.160 -0.144\n", "0 67 38200.766 0.351 3.243 88.0 33.000 0.419 0.263 0.169 1.0 0.028 -0.039\n", "1 29 106782.844 0.043 1.013 4.0 42.429 0.333 0.783 0.180 30.0 0.013 -0.012\n", "4 12 46632.822 0.079 4.102 8.0 33.394 0.360 0.250 0.378 7.0 -0.000 0.008\n" ] } ], "source": [ "# 1. 2D behavioral segmentation: relative intensity vs activity frequency\n", "thr_int = dfc_400_accounts[\"gross_flow_to_aum\"].median()\n", "thr_freq = dfc_400_accounts[\"flow_freq\"].median()\n", "\n", "def quadrant(row):\n", " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", " low_frq = row[\"flow_freq\"] < thr_freq\n", " if low_int and low_frq: return \"Dormant (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_400_accounts[\"seg_2D\"] = dfc_400_accounts.apply(quadrant, axis=1)\n", "print(dfc_400_accounts[\"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_400_accounts.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_400_accounts[~dfc_400_accounts[\"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_400_accounts.columns:\n", " dfc_400_accounts[\"log_n_tx_total\"] = np.log1p(dfc_400_accounts[\"n_tx_total\"].clip(lower=0))\n", "\n", "thr_log_tx = dfc_400_accounts[\"log_n_tx_total\"].median()\n", "thr_churn = dfc_400_accounts[\"aum_drawdown_last\"].median()\n", "thr_hold = dfc_400_accounts[\"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_400_accounts[~dfc_400_accounts[\"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_400_accounts[~dfc_400_accounts[\"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_400_accounts, profile_vars_400_accounts, \"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_400_accounts[\"churn_hard\"] = (dfc_400_accounts[\"aum_final_to_peak\"] < 0.10).astype(int)\n", "dfc_400_accounts[\"churn_soft\"] = (\n", " (dfc_400_accounts[\"aum_final_to_peak\"] < 0.40) &\n", " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.40)\n", ").astype(int)\n", "dfc_400_accounts[\"churn_warning\"] = (\n", " (dfc_400_accounts[\"flow_direction_balance\"] < 0) &\n", " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.20)\n", ").astype(int)\n", "\n", "print(\"\\n=== Overall churn rates ===\")\n", "print(dfc_400_accounts[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n", "\n", "for k in [2, 5]:\n", " churn_profile = (\n", " dfc_400_accounts.groupby(f\"cluster_k{k}\")\n", " .agg(\n", " n_clients = (ID_COL, \"count\"),\n", " churn_hard = (\"churn_hard\", \"mean\"),\n", " churn_soft = (\"churn_soft\", \"mean\"),\n", " churn_warning = (\"churn_warning\", \"mean\"),\n", " )\n", " )\n", " print(f\"\\n=== Churn 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_400_accounts_scaled,\n", " dfc_400_accounts[\"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_400_accounts.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": 31, "id": "b2716808", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "COMPARAISON — Global approach vs 400 top accounts\n", "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 C0 39.0 27.0 0.0 23.0 11.0\n", "Global C1 0.0 100.0 0.0 0.0 0.0\n", "Global C2 16.0 1.0 8.0 74.0 1.0\n", "Global C3 30.0 44.0 0.0 11.0 15.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Adjusted Rand Index Global x Top 400 Accounts : 0.3394\n", "(0 = independent segmentations, 1 = identical)\n" ] } ], "source": [ "# Comptes communs\n", "common_ids = set(dfc[ID_COL]).intersection(set(dfc_400_accounts[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_400_accounts[dfc_400_accounts[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k5\"]]\n", " .rename(columns={\"cluster_k5\": \"cluster_400_accounts\"}),\n", " on=ID_COL\n", " )\n", ")\n", "\n", "print(f\"\\nCroisement K=4 x K=5 (n={len(dfc_compare)}) :\")\n", "ct = pd.crosstab(\n", " dfc_compare[\"cluster_global\"],\n", " dfc_compare[\"cluster_400_accounts\"],\n", " normalize=\"index\"\n", ").round(2) * 100\n", "ct.index = [f\"Global C{i}\" for i in ct.index]\n", "ct.columns = [f\"Top 400 Accounts C{i}\" for i in ct.columns]\n", "print(ct.to_string())\n", "\n", "plt.figure(figsize=(8, 5))\n", "sns.heatmap(ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", " cbar_kws={\"label\": \"%\"})\n", "plt.title(\"Croisement clustering global (K=4) x 400 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": null, "id": "b50d0209-deed-4ab2-ab2c-cb862282d7b5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "3b85bdca-920a-46ab-8032-0f15dcdc083b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }