diff --git a/.ipynb_checkpoints/clustering-checkpoint.ipynb b/.ipynb_checkpoints/clustering-checkpoint.ipynb new file mode 100644 index 0000000..766b124 --- /dev/null +++ b/.ipynb_checkpoints/clustering-checkpoint.ipynb @@ -0,0 +1,3610 @@ +{ + "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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", + "text/plain": [ + "
" + ] + }, + "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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H9O3bV7r92LFj0NPTg7Ozs8zrUalSJWhra0uH4l28eBEpKSno3bu3zFxS3xr2rahOnTpBU1NTer9WrVoAvs4DCQD37t1DeHg4+vbtK9MDCIA0lg8fPuD+/fvo2LGjTG8le3t7ODk54ezZs1keN2OvKzU1NVSuXBmCIMiU6+vro2zZstJYgK+vmbW1NcqVKyfzmtWtWxcAvjt88dOnTzAwMJC7PTIyEurq6ll69GVkb2+f5TyQd/vW+XH16lWsXLkSLVu2lA6tV1bmtin9nOnbt69MD72uXbtCV1c3y3uirq6O7t27S+9ramqie/fuiIqKkv5fKkpXVxcAcP78eSQmJirzdL7pyZMnmDx5Mpo0aYJhw4Z9s26RIkWgoaGBK1euZDssFPjaA/Tz588YPHhwlrkg08/xO3fuICoqCm5ubjJ1GjVqhHLlymU7J2rmdlnR//eMDAwM8PHjx28+RyIioh8dh6wSERWQ9C9jmYcX5QdHR0c0b94c/v7+2LRpExwdHeHq6oq2bdvKJBmyExYWBkEQ4OfnBz8/v2zrREVFwczMTHr/W1/SMzM1NcXMmTMxY8YMvHjxAufPn8e6deuwfPlymJqayp0k/s2bNyhevDiKFi0qUy5vOJeWlhaMjIxkygwMDLJ8+Tx9+jRWr16N+/fvy8y1lV+ThWd+raKjoxEbG4tdu3Zh165d2e6TPhx00KBBuHjxIrp27QorKys4OzujTZs2qFmz5jcfMyIiQul4FVnh0tbW9ptzj2WmqamJefPmoUuXLtDS0sK8efNkXu+XL18iLi5ObjImKioKwNdzAgDKlCkjs93IyOibySVFlCpVSuZ+etItfZ6x9GSYra2t3GOkx1e2bNks26ytrXH+/Pksk9pnflw9Pb1sz2U9PT18+vRJev/ly5d4+vTpd1+zb/lWQnzcuHHYvHkzRo4ciQ0bNmR7zhkYGOToPMjO06dP4enpifLly2POnDm5OhaQ9f8t/T0pV66cTLmmpiYsLS3x+vVrmXJTU9Msiw6kn2+vX7/Odj5MeSwtLdG/f38EBgbi8OHDqFWrFlxcXNCuXTvpjyjKio+Ph6enJ8zMzLBw4ULp/1NycnKWNs/IyAiamprw9vbGggUL4OzsjKpVq6JRo0bo0KGD9H8+LCwMAFC+fHm5j/utc7xcuXK4du2aTJm6ujpKlCghU6bo/3tGgiBwQQciIvrpMSFHRFRAdHV1YWpqmqsJ5+V9Acm8UIFIJMLy5ctx48YNnD59Gv/88w8mT56MwMBA7Nq165u99CQSCQDA3d0dDRo0yLZO5iSYMitpikQilC1bFmXLlkWjRo3QrFkzHDp0KE9WbQSgUI+9f//9Fx4eHqhduzamT5+O4sWLQ0NDA/v27cOff/6p0OMo+p6ky9gjD/jf692uXTu58+qlz+1nbW2NY8eO4cyZM/jnn39w4sQJbN++HcOHD8eIESPkxli/fv3vPg95Hj58qPS+33L+/HkAwJcvX/Dy5UtYWlpKt0kkEhgbG8PX1zfbfTMnp/KDvPnNvpW0yq/HlXcuZ4xFIpHA1tZWOi9fZpmTIJkZGhrKXdQA+JqYDQwMhJubG4YMGYKtW7fC3t5epk52yR95jIyMsjyvt2/fYsCAAdDV1cXatWulP2LkRkGs8iuvDUj/385o4sSJ6NixI06dOoULFy5gzpw5CAgIwO7du7/7Hn3LxIkT8eHDB+zZs0fmdbt+/bpM71MAOHXqFCwsLNCvXz+4uLjg5MmTOH/+PPz8/LB27Vps3rw53+Zm09TUzHKOK/P/Hhsbm+v5BYmIiFSNCTkiogLUuHFj7Nq1C9evX0f16tVzvH/GXjoZh8ml91LIrFq1aqhWrRpGjx6Nw4cPw9vbGyEhIejatavcL5HpiRENDY1c93ZRlKWlJfT19b/Zk6tUqVK4fPkyEhMTZXrJpffiUMbx48ehpaWFDRs2yPQc3Ldvn8LH0NfXzzaRIe89yczIyAg6OjqQSCQKvd7a2tpo1aoVWrVqheTkZHh5eWHNmjUYMmSI3ORDYGCgQrEUlAcPHmDlypXo1KkTHjx4gKlTp+Lw4cPSXkKlS5dGaGgoatSokSWBmVF6b7IXL17IJPSio6MVTgwpK/3xHj16JPd9S4/v+fPnWbY9e/YMxYoVy9L7SlmlS5fGgwcPUK9ePaV6DpUrVw4nTpz4Zh1LS0ts2LABffr0wYABA7Bt2zaZ3onZJX/kSU8Kpfv48SPc3d2RnJyM7du3Z7sKdV5If0+ePXsmc84kJycjPDw8y3v54cOHLL0YX7x4AQDSBTDS2+LMC1pk7m2XLn0V1GHDhuG///6Dm5sbduzYgdGjRyv1nNauXYuTJ0/C398f1tbWMtvShxFnlLHXa+nSpeHu7g53d3e8ePECHTp0wMaNG+Hr6yv94eXx48ewsrLK9rEznuOZe7g9f/48S4/P7Cj6/57u/fv3SElJyfJciYiIfjacQ46IqAANHDgQ2tramDp1KiIjI7NsDwsLw+bNm+Xun/4F6erVq9KyhIQEBAcHy9SLiYnJ0pOnQoUKACAdlpme1MqcTDI2NoajoyN27dqFDx8+ZIkh82qaOXHz5s1sV2G9desWPn36lO2wp3T169dHSkoKdu/eLS2TSCTYtm2b0vGoqalBJBLJ9GYLDw/HqVOnstTV1tbONvFWunRpxMXF4cGDB9KyDx8+SFe0VSSG5s2b4/jx43j06FGW7Rlf78xzJmlqasLa2hqCIHxzrkAnJyelb3ktJSUFkyZNgqmpKaZMmYL58+cjMjIS8+bNk9Zp2bIl0tLSsl0ZNDU1Vfo+ODk5QUNDA1u3bpU537/1P5RXKlWqBAsLCwQFBWU5L9JjMTU1RYUKFRAcHCxT59GjR7hw4QIaNmyYZ/G0bNkS79+/l/n/SJeUlPTN1Y+Br8n7mJgYmXnpsmNnZ4eAgAAkJCTA3d1dZj5JZeeQS0hIwODBg/H+/XusXbs2yxDkvJR+zmzZskXmnNm7dy/i4uKyvCepqakyQ8mTk5Oxa9cuGBkZoVKlSgCyb5fT0tKyvBfx8fFITU2VKbO1tYVYLJYZLi+vrcnOxYsXsWzZMgwdOhSurq5ZtqcPI85409LSQmJiIr58+SJTt3Tp0tDR0ZHGUr9+fejo6CAgICBL3fTXrnLlyjA2NsbOnTtlnsPZs2fx9OlT6UrV36Lo/3u6O3fuAIBSP2oRERH9SNhDjoioAJUuXRq+vr4YPXo0WrVqhfbt28PW1hbJycm4fv06jh07hk6dOsnd39nZGaVKlcKUKVPw7NkzqKmpYd++fShWrJhMj6wDBw5gx44dcHV1RenSpfH582fs3r0burq6+O233wB8HTppY2ODo0ePokyZMjA0NET58uVha2uL6dOno2fPnmjbti26desGS0tLREZG4saNG3j37h0OHTqk1PM/ePAgDh8+DFdXV1SuXBkaGhp4+vQp9u3bBy0tLQwdOlTuvq6urnBwcMCCBQsQFhaGcuXK4e+//5b2hFKmV1DDhg0RGBiIgQMHok2bNoiKisL27dtRunTpLEM1K1WqhNDQUAQGBsLU1BQWFhaoWrUqWrVqBV9fX3h6eqJPnz5ISkrCjh07ULZsWYUnfR87diwuX76Mbt26oWvXrrCxsUFMTAzu3r2L0NBQXLlyBQAwYMAAmJiYoEaNGjA2NsazZ8+wdetWNGzYME+G9xWE9Pn6Nm3aBF1dXdjb22P48OFYtmwZWrRogYYNG8LR0RHdu3dHQEAA7t+/D2dnZ2hoaODFixc4duwYpkyZghYtWsDIyAju7u4ICAjAkCFD0LBhQ9y7dw/nzp3L9+FsYrEYM2bMgIeHBzp06IBOnTqhePHiePbsGZ48eYINGzYAAMaPH49Bgwahe/fu6NKlC5KSkrB161bo6enB09Mzz+Jp3749jh49iunTp+Py5cuoUaMG0tLS8OzZMxw7dgzr169HlSpV5O7fqFEjqKur4+LFizKLGGSnevXqWLFiBYYOHYr+/ftj27ZtKFasmNJzyHl7e+PWrVvo3Lkznj59iqdPn0q36ejoyCSaVqxYAX9/fwQFBaFOnTo5fiwjIyMMGTIE/v7+GDhwIFxcXPD8+XNs374dVapUQbt27WTqm5qaYt26dXj9+jXKlCmDkJAQ3L9/H7Nnz4aGhgaAr3OsVatWDUuWLEFMTAwMDAwQEhKSJfl26dIlzJo1Cy1atECZMmWQlpaGgwcPSpPy6eS1NdkZM2YMjIyMUKZMGRw8eFBmm7OzM0xMTLLd78WLF+jXrx9atGgBGxsbqKmp4eTJk4iMjETr1q0BfJ1mYdKkSZg6dSq6dOmCNm3aQF9fHw8ePEBSUhIWLFgADQ0NeHt7Y9KkSejduzdat26NqKgoBAUFwdzcHP369fvue6Lo/3u6ixcvolSpUvk2rJaIiKigMCFHRFTAmjRpgkOHDmHDhg04deoUduzYAU1NTdjZ2WHixIkyq4hmpqGhAX9/f8ycORN+fn4oXrw4fv/9d+jr68vMHeXo6Ijbt28jJCQEkZGR0NPTg4ODA3x9fWWGac2ZMwezZ8/G/PnzkZKSAk9PT9ja2sLGxgb79u2Dv78/Dhw4gE+fPsHIyAgVK1bE8OHDlX7u3bt3R5EiRXDp0iX8/fffiI+PR7FixeDs7IwhQ4Z88wuWmpoaAgICMHfuXBw4cABisRhNmzbF8OHDs6zwp6h69eph7ty5WLduHebNmwcLCwt4e3vj9evXWRJyEydOhI+PD5YtW4akpCR07NgRVatWRbFixeDv748//vgDixYtgoWFBcaMGYOXL18qnJAzMTHBnj17sHLlSvz111/YsWMHDA0NYWNjA29vb5nX7/DhwwgMDERCQgJKlCiBPn36fHdFxR/F3bt3ERAQgN69e0tX/wSAwYMH49SpU5g6dSqOHDkCfX19zJo1C5UrV8bOnTuxdOlSqKmpwdzcHO3atUONGjWk+44aNQqamprYuXMnLl++DAcHB2zcuBFDhgzJ9+fToEEDbN68GStXrsTGjRshCAIsLS1l/oednJywfv16LF++HMuXL4e6ujpq166NcePGyfwv5pZYLMbKlSuxadMmHDx4EH/99ReKFi0KCwsL9OnT55u9T4Gv5+Bvv/2Go0ePfjchB3ztPbVw4UKMHTsWgwYNkiZYlZHeu3Tfvn1Zhoubm5vLJOQSEhIgEonkJpoU4eXlBSMjI2zduhXz58+HgYEBunXrhjFjxkiTbOkMDAzwxx9/YM6cOdi9ezdMTEzg4+OTpZ329fWFj48P1q5dC319fXTp0gV16tRB//79pXXs7OxQv359nD59Gu/fv0fRokVhZ2eHdevWySwOIa+tyU56r9kJEyZk2RYUFCT3dSpRogRat26N0NBQHDp0CGpqaihXrhyWLVsmkxzs2rUrjI2NsXbtWqxatQrq6uooV66cTKKtU6dOKFKkCNatWwdfX19oa2vD1dUV48aNy7ICsTyK/r9LJBIcP34cXbp04aIORET00xMJ+T07MRERUT46efIkhg8fju3bt393tVEiku/ff/9Fnz59pL1mf0RdunRBqVKlsHz5clWHQipw8uRJjB07Fn/99Ve+zTNIRERUUDiHHBER/TSSkpJk7qelpWHLli3Q1dWVzudERMqpVasWnJ2dsX79elWHkq34+Hg8ePAAI0eOVHUopCLr1q1Dr169mIwjIqJCgT3kiIjopzFlyhQkJSWhevXqSE5OxokTJ3D9+nWMGTOmQIYoEhERERER5QUm5IiI6KeRPn/ay5cv8eXLF1hZWcHNzQ29e/dWdWhEREREREQKY0KOiIiIiIiIiIioAHEOOSIiIiIiIiIiogLEhBwREREREREREVEBYkKOiIiIiIiIiIioAKmrOoD8oFndXdUh0A/G/cbfqg6BfjAbq7moOgQiIvqJ8FqCMuJ1BGXGNoIyWyO8UHUIP4ShojIK1fsVX69CmZAjIiIiIiIiIiLVUhOpOoIfFxNyRERERERERESU59REzMjJw4QcERERERERERHlOU0xE3LyMCFHRERERERERER5jkNW5WNCjoiIiIiIiIiI8hyHrMrHhBwREREREREREeU5DlmVjwk5IiIiIiIiIiLKc2JVB/ADY0KOiIiIiIiIiIjyHIesyseEHBERERERERER5TkOWZWPCTkiIiIiIiIiIspzXGVVPibkiIiIiIiIiIgoz3HIqnxMyBERERERERERUZ7jkFX5mJAjIiIiIiIiIqI8xyGr8jEhR0REREREREREeY4JOfmYkCMiIiIiIiIiojzHIavyMSFHRERERERERER5jos6yMeEHBERERERERER5TkOWZWPCTkiIiIiIiIiIspzHLIqn8oTchEREbh58yYiIyMBACYmJqhatSqKFy+u4siIiIiIiIiIiEhZHLIqn8oScgkJCfDx8UFISAhEIhEMDAwAADExMRAEAa1bt8asWbNQtGhRVYVIRERERERERERKEjMhJ5dYVQ88d+5c3L59GwEBAbh16xYuXryIixcv4tatW1i7di1u3bqFuXPnqio8IiIiIiIiIiLKBTVNsUK3nNq2bRtcXFxQpUoVdO3aFbdu3ZJbd//+/bCzs5O5ValSRaaOIAjw8/ND/fr14eDggH79+uHFixc5jisnVJaQO3HiBObPn48GDRpATU1NWq6mpob69etj3rx5OH78uKrCIyIiIiIiIiKiXBCpiRW65URISAjmz5+P4cOH48CBA7C3t8eAAQMQFRUldx9dXV2cP39eejt9+rTM9nXr1mHLli2YMWMGdu/ejaJFi2LAgAH48uWLUs9bESpLyEkkEmhoaMjdrqGhAYlEUoARERERERERERFRXhGpiRS65URgYCC6deuGzp07w8bGBjNnzkSRIkWwb98++XGIRChevLj0ZmJiIt0mCAKCgoLg4eEBV1dX2NvbY+HChfjw4QNOnjyp9HP/HpUl5Bo1agQfHx/cu3cvy7Z79+5hxowZaNy4sQoiIyIiIiIiIiKi3FLTUFPolpycjPj4eJlbcnJyluMlJyfj7t27cHJykpaJxWI4OTnh+vXrcuNISEhA48aN0bBhQ3h4eODx48fSbeHh4YiIiJA5pp6eHqpWrfrNY+aWyhZ18PHxwdixY9GpUycYGBjAyMgIABAdHY3Y2FjUr18fPj4+qgqPiIiIiIiIiIhyQaxg77eAgAD4+/vLlHl6esLLy0um7OPHj0hLS4OxsbFMubGxMZ49e5btscuWLYt58+bBzs4OcXFx2LhxI3r06IEjR46gRIkSiIiIkB4j8zEjIyMVil8ZuUrIvXz5EmFhYahduzaKFCkCQRAgUnAFDQMDA6xfvx5Pnz7FjRs3pE/SxMQE1apVg7W1dW5CIyIiIiIiIiIiFVJ0OOqQIUPQv39/mTJNTc08iaF69eqoXr26zP1WrVph586dGDVqVJ48hjKUSsh9/PgRo0ePxqVLlyASiXDixAlYWlpi8uTJMDAwwMSJExU+lrW1NZNvRERERERERESFjJqm2vcr4WvyTZEEXLFixaCmppZlAYeoqCiZeeG+RUNDAxUqVEBYWBgAoHjx4tJjmJqayhzT3t5eoWMqQ6k55ObPnw81NTWcOXMGRYoUkZa3atUK//zzT54FR0REREREREREPyeRWKTQTVGampqoVKkSQkNDpWUSiQShoaEyveC+JS0tDY8ePZIm4iwsLFC8eHGZY8bHx+PmzZsKH1MZSvWQu3DhAjZs2IASJUrIlJcpUwZv3rzJk8CIiIiIiIiIiOjnJVbL+7VE+/fvjwkTJqBy5cpwcHDA5s2bkZiYiE6dOgEAxo8fDzMzM4wdOxYA4O/vj2rVqsHKygqxsbHYsGED3rx5g65duwL4ugJr3759sXr1alhZWcHCwgJ+fn4wNTWFq6trnsefTqmEXEJCgkzPuHSfPn3KszG+RERERERERET08xJr5n1CrlWrVoiOjsby5csRERGBChUqYP369dIhq2/fvoVY/L/HjY2NxbRp0xAREQEDAwNUqlQJO3fuhI2NjbTOoEGDkJiYCB8fH8TGxqJmzZpYv349tLS08jz+dEol5GrVqoXg4GCZye8kEgnWr1+POnXqKHyctLQ0/Pfff7Czs4O+vr4yoRARERERERER0Q8oP3rIAUDv3r3Ru3fvbLdt2bJF5v7kyZMxefLkbx5PJBJh5MiRGDlyZJ7F+D1KJeTGjRuHfv364c6dO0hJScGiRYvw5MkTxMTEYMeOHQofR01NDe7u7ggJCWFCjoiIiIiIiIioEFF0ldVfkVIJOVtbWxw/fhxbt26Fjo4OEhIS0LRpU/Tq1UtmRQpFlC9fHuHh4bC0tFQmFCIiIiIiIiIi+gGpaSi2yuqvSKmEHADo6enBw8Mj1wGMGjUKCxYswMiRI1GpUiVoa2vLbNfV1c31YxARERERERERUcESs4ecXEon5L58+YKHDx8iKioKEolEZluTJk0UPs7gwYMBAB4eHhCJ/vdGCYIAkUiE+/fvKxsiERERERERERGpCIesyqdUQu7cuXOYMGECPn78mGVbTpNoQUFByoRAREREREREREQ/MDVNDlmVR6mE3Jw5c9CiRQsMHz5cuqysshwdHXO1PxERERERERER/XhEYvaQk0ep9WcjIyPRv3//XCfj0v3777/w9vZGjx498P79ewBAcHAw/v333zw5PhERERERERERFSyxmlih269IqWfdvHlzXL58OU8COH78OAYMGIAiRYrg7t27SE5OBgDEx8cjICAgTx6DiIiIiIiIiIgKllhTTaHbr0ipIas+Pj4YOXIkrl27BltbW6iryx6mb9++Ch9r9erVmDlzJjp06IAjR45Iy2vUqIHVq1crEx4REREREREREamYSPxr9n5ThFIJuT///BMXLlyApqYmrly5IrNNJBLlKCH3/Plz1KpVK0u5np4eYmNjlQmPiIiIiIiIiIhU7FcdjqoIpRJyy5Ytg5eXFwYPHgxxLrOdJiYmCAsLg4WFhUz5tWvXYGlpmatjF1bTPTrAveNvMNTTxsWbT+A1LwhPwj58c59SxQ0xb2RXNHeuAu0imnj66gMGztiI/+69AAAkX9+Y7X4Tl+7GkqBjef0UKI80HNYHzcYNgX6J4gi/eR+7vKbjxdWbcusXNdBH+7neqN6pBbSNDBD98jX2jJqFO0fPAADmPj8P4zIWWfY7szIIOz198utpUB5jG0GZ8ZygjHg+UEa8lqDssJ2gdGwjKLfEmkqlnX4JSr0yKSkpaNWqVa6TcQDQrVs3zJ07F/PmzYNIJML79+9x/fp1LFiwAMOGDcv18Qsb734tMdzNFQN81uPF60jMGNYRf64ci6qdp+BLcmq2+xjqaePMpsk4e/UB2nouReTHONiUNsOn2M/SOpauo2T2ae7sgLXT++HAqWv5+XQoF2p2a4MuS6Zi+9CpeHH5OlxGucPreBBm2LkgLiIqS301DQ2M/GsL4j5EYW0XD3x6/R5GVuZI+PS/nqjza7eDWO1/4/dLVbbFqJPb8N+ekAJ5TpR7bCMoM54TlBHPB8qI1xKUHbYTlI5tBOUFDlmVT6mEXIcOHRASEoKhQ4fmOoDBgwdDIpGgX79+SExMRO/evaGpqQl3d3f06dMn18cvbLx6NsX8dYdx+MwNAED/aesRfnIZ2jeugd3Hr2S7z7j+rRD+LhqDZvzvV6kXbyJl6ryPkh0e3K5RNZy5+gDPX0fk7ROgPOM6ZiAurNuJ0E17AADbh05BldYucHLvhuMLss6/6OTeDTpGhljo1BmS1K8XU1Evw2XqxEdGy9xvPtEDH568wKOzl/LpWVBeYxtBmfGcoIx4PlBGvJag7LCdoHRsIygviNR+zQUbFKFUqlIikWD9+vXo3bs3Zs+ejfnz58vcckIkEsHDwwOXL1/Gn3/+id27dyM0NBSjRo1SJrRCrax5cZQsboi/L9+TlsXGJ+LKnWeo42Atd782Davh2r0X2LHQA+GnluHKjulw7/ib3PqmRvpoWd8Bm4L/ydP4Ke+oaWigdM3KuH/ygrRMEATcP3kB5erVyHafqu1c8Sz0P7itnIWF765i2u3jaDFpmNxfLNQ0NFCndwdc3Lg7X54D5T22EZQZzwnKiOcDZcRrCcoO2wlKxzaC8oqahrpCt1+RUgm5hw8fokKFChCJRHj06BHu3bsnvd2/fz9Hx5o0aRLi4+OhqakJGxsbODg4QEdHBwkJCZg0aZIy4RVaZib6AID30bK/Ln2IikUJYwO5+5U1L44hXRvjSdh7tBm2BAF7zmDp+J7o09Yp2/p92johLiEJB/5m9/Efla5JMaipqyP2vewvj3HvI6Bfoni2+5iUK40aXVpBrKYG/1b9ETJ7BVzHDkKrqV7Z1q/WoRmKGuojdNPePI+f8gfbCMqM5wRlxPOBMuK1BGWH7QSlYxtBeUWkJlbo9itSKg25ZcuWPAsgODgY3t7e0NXVlSlPSkrCwYMHc9zjrjBxa1kXK6f+b8Xa9iOWKXUcsViEa/deYJr/fgDAjYdhqGRjjkFdGmHL4YtZ6vdr3wA7jl6SO0cE/ZxEYhHiPkRi6+BJECQShP13B4bmZmg2bgiOzPLLUt9pQHfcPXoGMW+/PYEvqQ7bCMqM5wRlxPOB8hqvJQofthOUl9hGUHZ+1WSbInLdL/Ddu3cAgBIlSuRov/j4eAiCAEEQ8PnzZ2hpaUm3paWl4dy5czAyMspteD+1w2dv4MqdZ9L7Wv/fjdPMSB/vImOk5abG+rj5MEzucd5GfsL9Z29kyh48f4OOTWpmqetcvTzsypZEr4lrchs+5aP4yI9IS02FvpmJTLmeWXHEvst+Ho6YtxFIS0mBIJFIy97dfwqDkqZQ09BAWkqKtNyotDkquDojoFPu54mk/MM2gjLjOUEZ8Xygb+G1BAFsJ0g+thGUV8S/6HBURSj1ykgkEqxatQqBgYFISEgAAOjo6KB///7w8PBQaPXVWrVqQSQSQSQSoXnz5lm2i0QieHll37X1VxGfkIT4hCSZsrcRn9C4TkXcfPQKAKCnUwSOlcth7Z7Tco8TeuMJbK1kE6blS5dA2NusK+P079AA1+69wK3/Pz79mNJSUhB27Q7smzjh5sETAL7+z9g3ccIZ/6Bs93l64V849mwPkUgEQRAAAGa2ZfHpzXuZD0cAcOrfFXEfonD7yN/5+0QoV9hGUGY8Jygjng/0LbyWIIDtBMnHNoLyCnvIyafUK7N06VJs27YNY8eOxYEDB3DgwAGMHj0aW7duhZ9f1q6o2QkKCsKmTZsgCAKWL1+OzZs3S2/bt2/H6dOn4eHhoUx4hdqK7X9h0sA2aNOwGirbmCNw9kC8ifiEg6f/k9Y5tsYbHt1dpPf9tp5AnSrlMMG9NawtTdGjRR0M7NwQa3bJNn56OkXQuWltbDxwrsCeDynv5JL1qD/IDXX7dkYJe2u4rZ4LTR1tXAz8ugpSv82L0WHeeGn9c6u3QtvIAN38psO0fFlUbtUYLSYPw9mVsh+oIpEI9fp3QejmfZCkpRXoc6LcYxtBmfGcoIx4PlBGvJag7LCdoHRsIygviNXECt1+RUr1kDtw4ADmzJmDJk2aSMvs7e1hZmaGmTNnYvTo0d89hqOjIwDg1KlTKFWqFEQikTKh/HJ8Nx2FTlEtrJr6Owz1tHHhxmO0Hb5EZv6FcpamMDHUk96/du8Fuo5diTlenTFlcDu8eB2BsYt2YMdR2aWluzWvAxGAXccuF9TToVy4tvtP6BU3QttZo6FfojjCb9zHiha/I+7D14lXjUqbQ5AI0vofw99iefPf0XXpNEy7dQyfXr/D336BOL5AdriAvWt9GFtZcLWjnxTbCMqM5wRlxPOBMuK1BGWH7QSlYxtBeYFDVuUTCel9SXOgSpUqOHToEMqWLStT/uzZM3To0AG3bt1S+Fjnzp2DtrY2atWqBQDYtm0bdu/eDRsbG/j4+MDAQP5qPvJoVnfP8T5UuLnfYFdokrWxmsv3KxEREf0/XktQRryOoMzYRlBma4QXqg7hhxC5fKxC9UxGLM7nSH48SvULtLe3x7Zt27KUb9u2Dfb29jk61qJFi/D582cAwMOHDzF//nw0bNgQ4eHh+OOPP5QJj4iIiIiIiIiIVEwkFit0+xUp1Xdw3LhxGDJkCC5evIhq1aoBAG7cuIG3b99i3bp1OTpWeHg4rK2tAQAnTpyAi4sLxowZg7t372Lw4MHKhEdERERERERERCqmpqmh6hB+WEqlIR0dHXHs2DE0bdoUcXFxiIuLQ9OmTXHs2DHp0FNFaWhoICnp68o+Fy9ehLOzMwDAwMAA8fHxyoRHREREREREREQqJlITK3T7FSk9u56ZmZlCizd8T40aNTB//nzUqFEDt2/fxrJlywAAL168QIkSJb69MxERERERERER/ZDyazjqtm3bsGHDBkRERMDe3h7Tpk2Dg4NDtnV3796N4OBgPH78GABQqVIljBkzRqb+xIkTceDAAZn96tevjw0bNuRL/ICSPeT27duHo0ePZik/evRolifwPT4+PlBXV8fx48cxffp0mJmZAfi62EODBg2UCY+IiIiIiIiIiFRMrKmu0C0nQkJCMH/+fAwfPhwHDhyAvb09BgwYgKioqGzrX758Ga1bt0ZQUBB27tyJkiVLwt3dHe/fv5ep16BBA5w/f156W7JkidLPWxFK9ZBbu3YtZs6cmaXc2NgY06ZNQ8eOHRU+VqlSpRAQEJClfPLkycqERkREREREREREP4D86CEXGBiIbt26oXPnzgCAmTNn4syZM9i3b1+2axEsXiy7guucOXNw/PhxhIaGokOHDtJyTU1NFC9ePM/jlUephNybN29gYWGRpbxUqVJ4+/Ztjo/1LaVKlcrR8YiIiIiIiIiISPVEYrU8PV5ycjLu3r2LIUOGSMvEYjGcnJxw/fp1hY6RmJiI1NRUGBgYyJRfuXIF9erVg76+PurWrYtRo0ahWLFieRp/Rkol5IyNjfHw4cMsSbkHDx7A0NAwR8dycXGBSCSSu/3+/fvKhEhERERERERERKqkrtgqq8nJyUhOTpYp09TUhKampkzZx48fkZaWBmNjY5lyY2NjPHv2TKHH8vX1hampKZycnKRlDRo0QNOmTWFhYYFXr15hyZIlGDRoEHbt2gU1tbxNKqZTKiHXunVrzJ07Fzo6OqhduzaAr5nEefPmoXXr1jk6VnBwsMz9lJQU3L9/H4GBgXmyaAQRERERERERERU8kYLJrICAAPj7+8uUeXp6wsvLK0/jWbt2LUJCQhAUFAQtLS1pecZclp2dHezs7ODq6irtNZcflErIjRw5Eq9fv0a/fv2grv71EBKJBO3bt89xEs3e3j5LWZUqVWBqaooNGzagWbNmyoRIRERERERERESqpOCQ1SFDhqB///4yZZl7xwFAsWLFoKamlmUBh6ioKJiYmHzzMTZs2IC1a9ciMDAw21xURpaWlihWrBhevnz5YyXkNDU1sWzZMjx//hwPHjxAkSJFYGtrC3Nz8zwLrGzZsrh9+3aeHY+IiIiIiIiIiAqOSMEhq9kNT5VXr1KlSggNDYWrqyuArx3EQkND0bt3b7n7rVu3DmvWrMGGDRtQpUqV7z7Ou3fv8OnTp3xd5EGphFy6smXLomzZsrkKID4+Xua+IAj48OED/P39YWVllatjExERERERERGRiuTxog4A0L9/f0yYMAGVK1eGg4MDNm/ejMTERHTq1AkAMH78eJiZmWHs2LEAvg5TXb58ORYvXgxzc3NEREQAALS1taGjo4PPnz/D398fzZs3h4mJCV69eoVFixbBysoKDRo0yPP40ymVkEtLS8P+/ftx6dIlREVFQSKRyGwPCgpS+Fi1atXKsqiDIAgoWbIklixZokx4RERERERERESkavmQkGvVqhWio6OxfPlyREREoEKFCli/fr10yOrbt28hFoul9Xfu3ImUlBSMGDFC5jjpc9Spqanh0aNHCA4ORlxcHExNTeHs7IyRI0cq1GtPWUol5ObOnYsDBw6gYcOGKF++/DdXSf2ezMk7sViMYsWKwcrKSjo/HRERERERERER/VwUHbKaU71795Y7RHXLli0y9//+++9vHqtIkSLYsGFDnsWmKKUyXkeOHMGyZcvQsGHDXAfg6OiY62MQEREREREREdEPJh96yBUWSiXkNDQ0ULp0aaUf9NSpUwrXbdKkidKPQ0REREREREREqiFSY0JOHqUScu7u7ggKCoKPj49Sw1WHDx+uUD2RSIT79+/n+PhERERERERERKRi+TRktTBQKiF37do1XL58GefOnUP58uWzzPXm7+//zf0fPHigzMMSEREREREREdFPQsQhq3IplZDT19dH06ZN8zoWIiIiIiIiIiIqLDKsdkqylErIzZ8/P9cPHBoaitmzZ2P37t3Q1dWV2RYXF4cePXpgxowZqF27dq4fi4iIiIiIiIiICpZIXVPVIfywVJaq3Lx5M7p165YlGQcAenp66N69OzZt2lTwgRERERERERERUe6JxYrdfkEK95Dr2LEjNm3aBAMDA3To0OGbizkcOHDgu8d7+PAhxo0bJ3e7s7MzNm7cqGh4RERERERERET0A+Eqq/IpnJBr0qQJNDW/djV0dXXN9QNHRkZmWQxCJjB1dURHR+f6cYiIiIiIiIiISAU4ZFUuhRNynp6e2f79LX/++SdcXFygra2dZZuZmRkeP34MKyurbPd9+PAhihcvrmh4RERERERERET0AxH9osNRFZGvr4yPjw+ioqKy3dawYUP4+fnhy5cvWbYlJSVhxYoVaNy4cX6GR0RERERERERE+UWsptjtF6TUKquKEgRB7jYPDw+cOHECzZs3R69evVC2bFkAwLNnz7B9+3akpaVh6NCh+RkeERERERERERHlF3G+pp1+aip7ZUxMTLBz507MmDEDS5YskSbvRCIR6tevDx8fH5iYmKgqPCIiIiIiIiIiygVBxCGr8qg0VWlubo5169YhJiYGL1++BABYWVnBwMBAlWEREREREREREVFuMSEn1w/Rd9DAwAAODg6qDoOIiIiIiIiIiPKK2q85P5wifoiEHBERERERERERFS4csipfvibkzM3Noa7OnB8RERERERER0S+HCTm58jVb9ueff+bn4YmIiIiIiIiI6EfFVVblUviVqV27NkQikUJ1r1y5onRARERERERERET08+OQVfkUTshNnjxZ+venT5+wevVq1K9fH9WqVQMA3LhxA+fPn8ewYcPyPEgiIiIiIiIiIvrJMCEnl8IJuY4dO0r/9vLywogRI9C7d29pWd++fbF161ZcvHgR/fr1y9MgiYiIiIiIiIjoJyPmKqvyKJWqPH/+PBo0aJClvEGDBggNDc11UERERERERERE9HMTRGKFbr8ipZ61oaEhTp06laX81KlTMDQ0zG1MRERERERERET0sxOLFbv9gpRa7sLLywtTp07FlStX4ODgAAC4desW/vnnH8yePTtPAyQiIiIiIiIiop/QL9r7TRFKJeQ6deoEa2trBAUF4a+//gIAlCtXDtu3b0fVqlXzNEAiIiIiIiIiIvoJiZVKO/0SlH5lqlatisWLF+dlLEREREREREREVEjk1/xw27Ztw4YNGxAREQF7e3tMmzZNOoIzO0ePHoWfnx9ev36NMmXKwNvbGw0bNvxfnIKA5cuXY8+ePYiNjUWNGjUwY8YMlClTJl/iB5ScQw4AwsLCsHTpUowdOxZRUVEAgLNnz+Lx48d5FhwREREREREREf2kRGLFbjkQEhKC+fPnY/jw4Thw4ADs7e0xYMAAaW4qs//++w9jx45Fly5dEBwcjCZNmmD48OF49OiRtM66deuwZcsWzJgxA7t370bRokUxYMAAfPnyJVdP/1uUSshduXIFbdu2xa1bt3D8+HEkJCQAAB4+fIgVK1bkaYBERERERERERPQTEqspdsuBwMBAdOvWDZ07d4aNjQ1mzpyJIkWKYN++fdnWDwoKQoMGDTBw4EBYW1tj1KhRqFixIrZu3Qrga++4oKAgeHh4wNXVFfb29li4cCE+fPiAkydP5volkEephNzixYsxatQoBAYGQkNDQ1pet25d3LhxI69iIyIiIiIiIiKin5QgEit0U1RycjLu3r0LJycnaZlYLIaTkxOuX7+e7T43btxAvXr1ZMrq168vzV+Fh4cjIiJC5ph6enqoWrWq3GPmBaUSco8ePYKrq2uWciMjI3z8+DHXQRERERERERER0U9OwSGrycnJiI+Pl7klJydnOdzHjx+RlpYGY2NjmXJjY2NERkZmG0JkZCRMTEzk1o+IiJCWKXrMvKDUog56enqIiIiApaWlTPn9+/dhZmaWJ4HlhvuNv1UdAv1gNlZzUXUI9INhO0FERDnBawnKiNcRlBnbCMpsjaoD+EFIIFKo3rqAAPj7+8uUeXp6wsvLKz/C+iEolZBr3bo1fH194efnB5FIBIlEgmvXrmHBggXo0KFDHodIREREREREREQ/G4kgKFRvyJAh6N+/v0yZpqZmlnrFihWDmppalgUcoqKisvSCS2diYpKlp1vG+sWLF5eWmZqaytSxt7dXKH5lKDVkdfTo0ShXrhwaNWqEhIQEtG7dGr1790b16tXh4eGR1zESEREREREREdFPRlDwpqmpCV1dXZlbdgk5TU1NVKpUCaGhodIyiUSC0NBQVK9ePdsYqlWrhkuXLsmUXbx4EdWqVQMAWFhYoHjx4jLHjI+Px82bN+UeMy8o1UNOU1MTc+bMkS4T+/nzZ1SsWBFlypTJ4/CIiIiIiIiIiOhnlCZRrIdcTvTv3x8TJkxA5cqV4eDggM2bNyMxMRGdOnUCAIwfPx5mZmYYO3YsAKBv377o06cPNm7ciIYNGyIkJAR37tzBrFmzAAAikQh9+/bF6tWrYWVlBQsLC/j5+cHU1DTb9RPyilIJuUuXLqFu3booWbIkSpYsKbNt586d6NGjR54ER0REREREREREP6d8yMehVatWiI6OxvLlyxEREYEKFSpg/fr10iGob9++hVj8vwGhNWrUgK+vL5YtW4YlS5agTJkyWLlyJWxtbaV1Bg0ahMTERPj4+CA2NhY1a9bE+vXroaWllfdP4P+JBEHBAb0ZVK5cGX369MGYMWOgoaEBAIiOjsbkyZNx7do1XL16Nc8DzYmhojIqfXz68XCSVcqMkzETEVFO8FqCMuJ1BGXGNoIyS76+UdUh/BCi4hIUqmesp53Pkfx4lJpDLigoCCdPnkSXLl3w5MkTnDlzBm3btkV8fDyCg4PzOEQiIiIiIiIiIvrZpEkEhW6/IqWGrNaoUQPBwcGYPn06OnbsCEEQMGLECAwaNAgikWJL2hIRERERERERUeElUXUAPzClesgBwIsXL3Dnzh2UKFECampqeP78ORITE/MyNiIiIiIiIiIi+kkJgmK3X5FSCbm1a9eie/fucHZ2xp9//ok9e/bg/v37aNeuHa5fv57XMRIRERERERER0U+GQ1blU3oOuZUrV2LatGnQ0tKCra0t9uzZg6ZNm6JPnz55HSMREREREREREf1kJArefkVKzSF36NAhGBkZyZRpaGhgwoQJaNy4cZ4ERkREREREREREP69fdTiqIpRKyGVOxmXk6OiodDBERERERERERFQ4pDEjJ5fCCTlPT0/88ccf0NXVhaen5zfr+vv75zowIiIiIiIiIiL6ef2i08MpROGEnJ6envRvXV1diESifAmIiIiIiIiIiIh+fuwgJ5/CCTlXV1doaWkBAP744498C4iIiIiIiIiIiH5+HLIqn8KrrHp6eiIuLg4AUKFCBURFReVbUERERERERERE9HOTCIrdfkUKJ+SMjIxw48YNAIAgCByySkREREREREREcgmCYrdfkcJDVnv06IFhw4ZBJBJBJBLB2dlZbt379+/nOrCEhATcvXsXtWvXzvWxiIiIiIiIiIioYHHIqnwKJ+S8vLzQqlUrhIWFwcPDA/Pnz5dZ6CGvhYWFoW/fvnmS3CMiIiIiIiIiooIlYUJOLoUTcgBgbW0Na2treHp6okWLFihatOg361+7dg1VqlSBpqZmroIkIiIiIiIiIqKfS5pE1RH8uHKUkEvn6empUL1Bgwbh4MGDsLS0zLLN0dHxm/umpaUpExoREREREREREf0AUiTMyMmjVEJOUcI3uiYmJyfDzc0Ntra22W5//fo1Vq5cmV+hERERERERERFRPuKQVfnyNSH3Lfb29ihRogQ6duyY7fYHDx4wIUdERERERERE9JPikFX5VJaQa9SoEeLi4uRuNzAwQIcOHQouICIiIiIiIiIiyjMcsiqfyhJyQ4cO/eb2kiVLYv78+QUUDRERERERERER5SUJR6zKla8JOZFIlJ+HJyIiIiIiIiKiH1QaM3Jy5TghJwgC3r59C2NjY2hpaX23LhERERERERER/XpSmJCTS5zTHQRBQLNmzfD27dvv1r1+/TosLS2VCoyIiIiIiIiIiH5eEkFQ6PYrynEPObFYDCsrK3z69CkfwiEiIiIiIiIiosKAQ1bly3EPOQAYO3YsFi5ciEePHuXqwdPS0nD16lXExsbm6jhERERERERERPRjSZEICt1+RUot6jBhwgQkJiaiffv20NDQQJEiRWS2X7lyRaHjqKmpwd3dHSEhIdDX11cmFCIiIiIiIiIi+gGpejjqp0+fMHv2bJw+fRpisRjNmjXDlClToKOjI7f+ihUrcP78ebx9+xZGRkZwdXXFyJEjoaenJ61nZ2eXZd8lS5agdevWCsemVEJu8uTJyuyWrfLlyyM8PJxzzRERERERERERFSISFfd+8/b2RkREBAIDA5GSkoLJkyfDx8cHixcvzrb+hw8f8OHDB0yYMAE2NjZ4/fo1ZsyYgQ8fPmD58uUydefPn48GDRpI7+e0o5lSCbmOHTsqs1u2Ro0ahQULFmDkyJGoVKkStLW1Zbbr6urm2WMREREREREREVHBUOVw1KdPn+Kff/7B3r17UaVKFQDA1KlTMXjwYIwfPx5mZmZZ9rG1tcWKFSuk90uXLo1Ro0Zh3LhxSE1Nhbr6/9Jo+vr6KF68uNLxKZWQA4CwsDDs27cPr169wpQpU2BsbIyzZ8+iVKlSKF++vMLHGTx4MADAw8MDIpFIWi4IAkQiEe7fv69siEREREREREREpCJpCg5ZTU5ORnJyskyZpqYmNDU1lX7s69evQ19fX5qMAwAnJyeIxWLcunULTZs2Veg48fHx0NXVlUnGAcDMmTMxZcoUWFpaokePHujcubNMXut7lErIXblyBYMGDUKNGjVw9epVjB49GsbGxnj48CH27duXpRvftwQFBSkTAhERERERERER/cAUHbIaEBAAf39/mTJPT094eXkp/diRkZEwMjKSKVNXV4eBgQEiIiIUOkZ0dDRWrVqF7t27y5SPGDECdevWRdGiRXH+/HnMnDkTCQkJ6Nu3r8LxKZWQW7x4MUaNGoX+/fujevXq0vK6deti69atOTqWo6OjMiEQEREREREREdEPTNEhq0OGDEH//v1lyuT1jvP19cW6deu+ebyQkBDFAvyG+Ph4DBkyBNbW1vD09JTZNnz4cOnfFStWRGJiIjZs2JD/CblHjx7B19c3S7mRkRE+fvyY4+P9+++/2LlzJ8LDw+Hn5wczMzMEBwfDwsICtWrVUiZEIiIiIiIiIiJSIUWHrOZkeKq7u/t31zawtLSEiYkJoqOjZcpTU1MRExPz3bnf4uPjMXDgQOjo6GDlypXQ0ND4Zv2qVati1apVSE5OVvh5KJWQ09PTQ0RERJaVUe/fv5/tpHjfcvz4cYwfPx5t27bF3bt3pWOG4+PjERAQwIQcEREREREREdFPKC0fFnUwMjLKMhQ1O9WrV0dsbCzu3LmDypUrAwAuXboEiUQCBwcHufvFx8djwIAB0NTUxOrVq6GlpfXdx7p//z4MDAxyNOedWOGaGbRu3Rq+vr6IiIiASCSCRCLBtWvXsGDBAnTo0CFHx1q9ejVmzpyJOXPmyEyQV6NGDdy7d0+Z8IiIiIiIiIiISMWSUyUK3fKDtbU1GjRogGnTpuHWrVu4du0aZs+ejdatW0s7k71//x4tWrTArVu3AHxNxrm7uyMhIQFz585FfHw8IiIiEBERgbS0NADA33//jT179uDRo0d4+fIltm/fjoCAAPTu3TtH8SnVQ2706NGYNWsWGjVqhLS0NLRu3RppaWlo06YNPDw8cnSs58+fZ9sLTk9PD7GxscqER0REREREREREKpYfPeRywtfXF7Nnz8bvv/8OsViMZs2aYerUqdLtKSkpeP78ORITEwEAd+/exc2bNwEgyyqsp06dgoWFBdTV1bFt2zbMmzcPAFC6dGlMnDgR3bp1y1FsSiXkNDU1MWfOHAwfPhyPHj3C58+fUbFiRZQpUybHxzIxMUFYWBgsLCxkyq9du5ZlSCwREREREREREf0cVJ2QMzQ0xOLFi+Vut7CwwMOHD6X369SpI3M/O7/99ht+++23XMemVELO398fAwYMQMmSJVGyZElpeVJSEtavX59l9Ylv6datG+bOnYt58+ZBJBLh/fv3uH79OhYsWIBhw4YpE16h1XBYHzQbNwT6JYoj/OZ97PKajhdXb8qtX9RAH+3neqN6pxbQNjJA9MvX2DNqFu4cPQMAmPv8PIzLWGTZ78zKIOz09Mmvp0F5bLpHB7h3/A2Getq4ePMJvOYF4UnYh2/uU6q4IeaN7IrmzlWgXUQTT199wMAZG/HfvRcAgOTrG7Pdb+LS3VgSdCyvnwLlIbYTlBHPB8qM5wRlh9cSlI5tBGWHbQTlRn4NRy0MlErIrVy5Em5ubihatKhMeWJiIlauXJmjhNzgwYMhkUjQr18/JCYmonfv3tDU1IS7uzv69OmjTHiFUs1ubdBlyVRsHzoVLy5fh8sod3gdD8IMOxfERURlqa+moYGRf21B3IcorO3igU+v38PIyhwJn/43DHh+7XYQq6lJ75eqbItRJ7fhvz25Xx6YCoZ3v5YY7uaKAT7r8eJ1JGYM64g/V45F1c5T8CU5Ndt9DPW0cWbTZJy9+gBtPZci8mMcbEqb4VPsZ2kdS9dRMvs0d3bA2un9cODUtfx8OpRLbCcoI54PlBnPCcoOryUoHdsIyg7bCMotVfeQ+5EplZATBAEikShL+YMHD2BgYJCjY4lEInh4eGDAgAEICwtDQkICrK2toaOjo0xohZbrmIG4sG4nQjftAQBsHzoFVVq7wMm9G44vWJ2lvpN7N+gYGWKhU2dIUr82lFEvw2XqxEfKLv/bfKIHPjx5gUdnL+XTs6C85tWzKeavO4zDZ24AAPpPW4/wk8vQvnEN7D5+Jdt9xvVvhfB30Rg043+/Sr14EylT532U7PyN7RpVw5mrD/D8dUTePgHKU2wnKCOeD5QZzwnKDq8lKB3bCMoO2wjKLSbk5MvRKqu1a9eGo6MjRCIRmjdvDkdHR+mtZs2acHd3R8uWLXMUwKRJkxAfHw9NTU3Y2NjAwcEBOjo6SEhIwKRJk3J0rMJKTUMDpWtWxv2TF6RlgiDg/skLKFevRrb7VG3nimeh/8Ft5SwsfHcV024fR4tJwyASZ/+Wq2looE7vDri4cXe+PAfKe2XNi6NkcUP8ffl/qxHHxifiyp1nqONgLXe/Ng2r4dq9F9ix0APhp5bhyo7pcO8of/y7qZE+WtZ3wKbgf/I0fspbbCcoI54PlBnPCcoOryUoHdsIyg7bCMoLX1IlCt1+RTnqITd58mQIgoDJkyfDy8sLenp60m0aGhowNzdH9erVcxRAcHAwvL29oaurK1OelJSEgwcPYv78+Tk6XmGka1IMaurqiH0v+6tC3PsIlLDPviE0KVcadi5OuLItGP6t+qO4TRm4rZoNNQ0NHJnll6V+tQ7NUNRQH6Gb9ubLc6C8Z2aiDwB4Hy3769KHqFiUMJbfU7WseXEM6doYfluPY8GGI6hZqSyWju+JlNRUbDl8MUv9Pm2dEJeQhAN/s/v4j4ztBGXE84Ey4zlB2eG1BKVjG0HZYRtBeYE95OTLUUKuY8eOAL6uQlGjRg2oqys14hUAEB8fD0EQIAgCPn/+DC0tLem2tLQ0nDt3DkZGRkof/1cnEosQ9yESWwdPgiCRIOy/OzA0N0OzcUOy/YB0GtAdd4+eQczbb0/OSarj1rIuVk7tK73ffsQypY4jFotw7d4LTPPfDwC48TAMlWzMMahLo2w/IPu1b4AdRy/JnSOCfl5sJygjng+UGc+JwofXEpSX2EYUPmwjKD8wISefUhk1HR0dPH36FHZ2dgCAkydPYv/+/bCxsYGnpyc0NTW/e4xatWpBJBJJh79mJhKJ4OXlpUx4hU585EekpaZC38xEplzPrDhi32U/xj7mbQTSUlIgSP7X9fPd/acwKGkKNQ0NpKWkSMuNSpujgqszAjoNzZ8nQHni8NkbuHLnmfS+lsbXf18zI328i4yRlpsa6+PmwzC5x3kb+Qn3n72RKXvw/A06NqmZpa5z9fKwK1sSvSauyW34lM/YTlBGPB8oM54TBPBaguRjG0EA2wjKH8lpv+ZwVEXkaA65dD4+Pnjx4gUA4NWrVxg9ejSKFi2KY8eOYdGiRQodIygoCJs2bYIgCFi+fDk2b94svW3fvh2nT5+Gh4eHMuEVOmkpKQi7dgf2TZykZSKRCPZNnPAs9L9s93l64V+Y2pSRWXzDzLYsPr15L/PhCABO/bsi7kMUbh/5O3+eAOWJ+IQkPH31QXq79+wN3kZ8QuM6FaV19HSKwLFyOVy+9VTucUJvPIGtVQmZsvKlSyDsbdbVs/p3aIBr917g1qNXefdEKF+wnaCMeD5QZjwnCOC1BMnHNoIAthGUP9IkgkK3X5FSCbkXL16gQoUKAICjR4/C0dERixcvxvz583HixAmFjuHo6Ig6derg1KlTcHV1lVkgonr16jAzM1MmtELr5JL1qD/IDXX7dkYJe2u4rZ4LTR1tXAz8ugpSv82L0WHeeGn9c6u3QtvIAN38psO0fFlUbtUYLSYPw9mVQTLHFYlEqNe/C0I374MkLa1AnxPl3ortf2HSwDZo07AaKtuYI3D2QLyJ+ISDp/934XRsjTc8urtI7/ttPYE6VcphgntrWFuaokeLOhjYuSHW7JK9QNLTKYLOTWtj44FzBfZ8KHfYTlBGPB8oM54TlB1eS1A6thGUHbYRlFtMyMmn1JBVQRAg+f+uyaGhoWjUqBEAoGTJkvj48WOOjvX06VO8ffsWtWrVAgBs27YNu3fvho2NDXx8fGBgIH+yyF/Jtd1/Qq+4EdrOGg39EsURfuM+VrT4HXEfvk68alTaHEKGk/hj+Fssb/47ui6dhmm3juHT63f42y8QxxfIdgW2d60PYysLrnb0k/LddBQ6RbWwaurvMNTTxoUbj9F2+BKZ+RfKWZrCxPB/C7Bcu/cCXceuxByvzpgyuB1evI7A2EU7sOOo7PLz3ZrXgQjArmOXC+rpUC6xnaCMeD5QZjwnKDu8lqB0bCMoO2wjKLeSU5mIl0ckCEKOU5F9+/ZFyZIlUa9ePUydOhVHjhyBlZUVrly5gokTJ+LvvxXvity2bVt4e3ujYcOGePjwITp37gx3d3dcvnwZ5cqVU2qV1aGiMjnehwq3jdVcvl+JfinuNzhkgoiIFMdrCcqI1xGUGdsIyiz5+kZVh/BD6L7pikL1dvVzzOdIfjxK9ZCbPHkyxo0bh5MnT2Lo0KGwsrICABw/fhzVq1fP0bHCw8Nhbf11Ke0TJ07AxcUFY8aMwd27dzF48GBlwiMiIiIiIiIiIhVL/UWHoypCqYScvb09Dh8+nKV8/PjxEItzNi2dhoYGkpKSAAAXL15Ehw4dAAAGBgaIj49XJjwiIiIiIiIiIlKx5FSusiqPUgk5ebS0tHK8T40aNTB//nzUqFEDt2/fxrJlywB8XTiiRIkS396ZiIiIiIiIiIh+SL/qgg2KULqHXMblrTO7f/++wsfy8fHBzJkzcfz4cUyfPl26uuq5c+fQoEEDZcIjIiIiIiIiIiIVY0JOPqUScv7+/jL3U1NTcf/+fRw4cABeXl45OlapUqUQEBCQpXzy5MnKhEZERERERERERD+AVA5ZlUuphJyrq2uWshYtWsDGxgYhISHo2rWrwsd68+bNN7eXKlUqx/EREREREREREZFqSdhDTq48nUOuWrVq8PHxydE+Li4ueTb8lYiIiIiIiIiIfgyCwIScPHmWkEtKSkJQUBBMTU1ztF9wcLDM/ZSUFNy/fx+BgYEYPXp0XoVHREREREREREQFKI1DVuVSKiFXu3ZtmV5tgiDg8+fPKFKkCBYtWpSjY9nb22cpq1KlCkxNTbFhwwY0a9ZMmRCJiIiIiIiIiEiFBObj5FIqITdp0iSZhJxIJIKRkRGqVq0KAwODPAmsbNmyuH37dp4ci4iIiIiIiIiIChaHrMqnVEKuU6dOeRZAfHy8zH1BEPDhwwf4+/vDysoqzx6HiIiIiIiIiIgKDoesyqdwQu7BgwcKHzS7Yajy1KpVK8uiDoIgoGTJkliyZInCxyEiIiIiIiIioh+HwFVW5VI4IdehQweIRKLvdjcUiUQ5Whk1KChI5r5YLEaxYsVgZWUFdfU8XQSWiIiIiIiIiIgKiIRDVuVSOON16tSpfAnA0dExX45LRERERERERESqI1HxkNVPnz5h9uzZOH36NMRiMZo1a4YpU6ZAR0dH7j59+vTBlStXZMq6d++OWbNmSe+/efMGM2bMwOXLl6GtrY0OHTpg7NixOepYpnBNc3Nz6d8BAQEwNjZGly5dZOrs3bsX0dHRGDx48DePlZPkXpMmTRSuS0REREREREREPwaJioesent7IyIiAoGBgUhJScHkyZPh4+ODxYsXf3O/bt26YcSIEdL7RYsWlf6dlpaGIUOGwMTEBDt37sSHDx8wYcIEaGhoYMyYMQrHptSY0F27dsHX1zdLefny5TF69OjvJuSGDx+u0OPkdPgrERERERERERH9GFS5yurTp0/xzz//YO/evahSpQoAYOrUqRg8eDDGjx8PMzMzufsWKVIExYsXz3bb+fPn8eTJEwQGBsLExAQVKlTAyJEj4evrC09PT2hqaioUn1IJuYiIiGwDMzIyQkRExHf3z8kCEURERERERERE9PNJS1VdQu769evQ19eXJuMAwMnJCWKxGLdu3ULTpk3l7nv48GEcOnQIxYsXR+PGjTFs2DBpL7kbN27A1tYWJiYm0vr169fHjBkz8OTJE1SsWFGh+JRKyJUsWRL//fcfLC0tZcqvXbsGU1NTZQ5JRERERERERESFiKKrrCYnJyM5OVmmTFNTU+HeZtmJjIyEkZGRTJm6ujoMDAy+2ZmsTZs2KFWqFExNTfHw4UP4+vri+fPn8Pf3lx43YzIOgPS+Ip3UpLEoXDODrl27Yt68eUhNTUXdunUBAKGhoVi0aBHc3d0VOkZoaChmz56N3bt3Q1dXV2ZbXFwcevTogRkzZqB27drKhEhERERERERERCqkaEIuICBAmvBK5+npCS8vryx1fX19sW7dum8eLyQkRPEgM+nevbv0bzs7OxQvXhz9+vVDWFgYSpcurfRxM1MqITdw4EB8+vQJM2fOREpKCgBAS0sLAwcOxJAhQxQ6xubNm9GtW7csyTgA0NPTQ/fu3bFp0yYm5IiIiIiIiIiIfkJpaYqtsjpkyBD0799fpkxe7zh3d3d07Njxm8eztLSEiYkJoqOjZcpTU1MRExMjd3647FStWhUA8PLlS5QuXRomJia4deuWTJ3IyEgAyNFxlUrIiUQijBs3DsOGDcPTp09RpEgRlClTJkddCR8+fIhx48bJ3e7s7IyNGzcqEx4REREREREREamYoj3kcjI81cjIKMtQ1OxUr14dsbGxuHPnDipXrgwAuHTpEiQSCRwcHBR6LADSxUbTk23VqlXDmjVrEBUVBWNjYwDAxYsXoaurCxsbG4WPK1a4ZjZ0dHTg4OAAW1vbHI/rjYyMhLq6/Hygurp6lkwmERERERERERH9HCQSQaFbfrC2tkaDBg0wbdo03Lp1C9euXcPs2bPRunVr6Qqr79+/R4sWLaQ93sLCwrBy5UrcuXMH4eHhOHXqFCZMmIDatWvD3t4ewNcFHGxsbDB+/Hg8ePAA//zzD5YtW4ZevXrlKDemVA+5vGBmZobHjx/Dysoq2+0PHz7MUVc/IiIiIiIiIiL6cUgUHLKaX3x9fTF79mz8/vvvEIvFaNasGaZOnSrdnpKSgufPnyMxMREAoKGhgdDQUAQFBSEhIQElS5ZEs2bNMGzYMOk+ampqWLNmDWbMmIHu3bujaNGi6NixI0aMGJGj2FSWkGvYsCH8/PzQoEEDaGlpyWxLSkrCihUr0LhxYxVFR0REREREREREuZFfvd8UZWhoiMWLF8vdbmFhgYcPH0rvlyxZElu3bv3ucc3Nzb+7sMT3qCwh5+HhgRMnTqB58+bo1asXypYtCwB49uwZtm/fjrS0NAwdOlRV4RERERERERERUS4IkjRVh/DDUllCzsTEBDt37sSMGTOwZMkSCMLXrKlIJEL9+vXh4+MDExMTVYVHRERERERERES5IElNVnUIPyyVJeSA/3Xxi4mJwcuXLwEAVlZWMDAwUGVYRERERERERESUS0Iae8jJo9KEXDoDA4McLTlLREREREREREQ/Ng5Zle+HSMgREREREREREVHhwiGr8jEhR0REREREREREeY495ORjQo6IiIiIiIiIiPIcE3LyMSFHRERERERERER5Lo1DVuViQo6IiIiIiIiIiPIce8jJx4QcERERERERERHlOSGNCTl5mJAjIiIiIiIiIqI8x1VW5WNCjoiIiIiIiIiI8hyHrMrHhBwREREREREREeU5QSJRdQg/LCbkiIiIiIiIiIgoz3HIqnxMyBERERERERERUZ6TcMiqXEzIERERERERERFRnuMqq/IxIUdERERERERERHmOQ1blY0KOiIiIiIiIiIjyHFdZlY8JOSIiIiIiIiIiynNMyMknEgRBUHUQREREREREREREvwqxqgMgIiIiIiIiIiL6lTAhR0REREREREREVICYkCMiIiIiIiIiIipATMgREREREREREREVICbkiIiIiIiIiIiIChATckRERERERERERAWICTkiIiIiIiIiIqICxIQcERERERERERFRAWJCjoiIiIiIiIiIqAAxIUdERERERERERFSAmJAjIiIiIiIiKUEQVB0C/WB4ThDlPSbkfiIZG0GJRKLCSIjoR7VgwQIMHTqUF01ERKQQQRCQlpam6jDoB5F+/SASiQAAr1694jUFQSKRSM+J1NRUFUdDVHgwIfeTEARB2ghu2rQJp06dQnJysoqjIlXLfIHEC6ZfW3JyMoyNjfHhwwdMnjyZ5wPxHKAseE5QZl++fIGamhoA4Pbt2/j8+bOKIyJVSf++kf7D/8aNGzFnzhwVR0WqduHCBXz48AEAsHjxYvj6+qo4IqLCQ13VAdD3SSQSiMVfc6exsbHYvn07xGIxNDU14eTkBA0NDRVHSKqQ8bx48+YN9PX1oaurq+KoSJU0NTXRu3dv6Ojo4ODBg5g4cSIWLFig6rBIRTK3ERKJBFpaWihevDgA2R966NeQ8ZwAZL98ZyynX0doaCjWrl2LwMBAzJ07F9euXcOmTZtUHRapwJIlS2BoaIh+/fpJ24PExESUL18eIpGInxm/qISEBMycORNFixZFpUqVcPz4cezcuVPVYREVGkzI/QTSPxT/+OMPPH/+HCVLlsTDhw8xZcoUzJ07l0m5X1T6ebF06VKcPn0aMTEx6Nu3L1xcXFC2bFkVR0cFLf0LdZEiRWBhYYFKlSphz549KFq0KKZPn86L6F+MIAjSNsLPzw+hoaEICwtDlSpVULVqVQwbNoznxC8o/ZwICgrCvXv3oKuri/bt26NKlSpMyv2CBEFAREQEEhMT0aJFC0RHR2Pfvn3Q19dXdWhUwBISEnD37l0kJCRAW1sbnTt3hoaGBiIiIqCjowMA/Mz4RWlrayMkJASOjo54+fIlli9fjvLly6s6LKJCg1deP4kDBw5g7969GDlyJBYvXowjR46gYsWKmDhxIi5cuMDhq7+oo0eP4tChQ/Dw8EDz5s2xf/9+bNiwAQ8fPlR1aFTA0r9Iz58/H0uXLsXnz59hZWWFEydOcPjqLyj9i5O/vz+2b98OLy8vbN68Gbq6uli+fDkeP36s4gipIGWcd3bZsmVYtWoVEhMTcefOHbi7u+PixYsQi8Wcn/YXIxKJ0K5dO5ibm+PFixewtbVFyZIlAYBzyv1CBEGAtrY2lixZglKlSiE4OBh79+4F8HU487fmC+O1ReGV8fMgKioKGhoaMDIywooVKxAeHi7dxnOAKHeYkPtJREREoEKFCrC1tYWxsTGMjY2xdu1aVKhQAbNmzcLFixeZlPsFZP6yJBKJ0LNnT7Rs2RKTJ0/GoEGDcO/ePWzevJlJuV9Exi9N58+fx8GDBzF16lT88ccf2LdvH/r164c7d+5gypQpKoySVCE6OhrXrl3D/Pnz4ezsjLdv3+L06dOYPXs2ypcvz8+MX0jGocsikQgBAQHw8/ODr68vmjdvjoEDBzIp9wtJ/wKdlpaGL1++oG7duvD29oYgCBg2bBhiYmKgpqaGlJQUFUdKBSF92LqBgQF8fHxgbm6OAwcOYN++fVBXV4exsTGePHmCp0+f4vnz53j58iUuX76MlJQU9porpDL2mP7vv/9gYGCAy5cv49ChQ0hMTMTIkSOlSbn0c4DtBZFymJD7waVfNCUmJuL169dQV1eHSCTCly9fAAC///473rx5gzlz5uDixYtsDAuxjEPQ9uzZA19fXxw9ehTq6v8bed6hQwf07dsXDx48wJYtW3D37l1VhUv5bMqUKbh79y7U1NSkSbmoqChoaWnBxsYGwNc55dzc3NCwYUOEhIRg9uzZ/CWzEMv83orFYoSHh6NUqVI4c+YMRo4ciXHjxqFr165ITk7Gnj17cPv2bRVFSwXtxIkTcHFxwbFjx6CnpwcAsLCwwIgRI9C5c2cMHjwYoaGhEIvFbCcKsYwrJaalpUEikaBr164YOHAgevXqhZiYGIwbNw6xsbHS6VAuXbqEhIQEVYZN+ST9fz39/97AwADTpk1DqVKlsHv3bhw5cgRLliyBt7c3+vTpg27duqF3795Yt26dzPUnFR4Zk3FLlizBnDlzcOLECcTFxUFXVxcbNmxAUlISRo8ejZcvXyI5ORljx47FmjVrVBw50c+JCbkfTHY9oACge/fuSE1NxbRp0wAAWlpaAICiRYuiX79+sLGxwYQJE5iUK6QyXkAvXboU8+bNw82bN3H27Fns2rULt27dktbt0KEDfv/9d5w/fx7nz59XVciUj16/fo0XL15g2LBhePjwoXR1PHNzc2hra8skYvX09NCtWzfo6uriwIEDWLlyparCpnyUsY2Ij4+HIAjQ1NRE6dKlsW3bNowfPx7jx4+Hm5sbgK/n0Pnz56WrplHhZ25ujjZt2uDVq1f49OkTgK9fxk1NTeHl5YVOnTqhf//+uH37Nnu9FFIZv2ivXbsWw4cPR/PmzTFnzhz8+++/aNWqFfr27YvPnz/Dy8sLDx48wIABA7B27VoULVpUxdFTXsv4ufHlyxfpj3uGhoaYPn06SpcujbJly6Jfv37YvHkzTpw4gb179+LgwYMICAiQLvRAhUt6G7F8+XLs3bsX3t7ecHV1lf6QY2ZmhsDAQCQkJMDNzQ1du3bF3bt3MXToUFWGTfTTEglsSX8YGS+UgoODcf/+fYjFYlSoUAHt2rXDnj17sHHjRlSsWBFjx45FXFwcfH19UaZMGUyZMgUjRozAiRMnsH79etSvX1/Fz4byw6NHj7Bnzx60bdsWDg4OOHnyJLZu3YoiRYpg2LBhcHBwkNY9d+4cnJ2dpckaKlwePnyIFStW4ObNm1i/fj3s7Ozw/v17DB48GKVLl8aoUaNgbW0NAHj69CmWLl2KVq1aoUWLFpy4vZDJ+NmxZs0avHr1Cu7u7rC2tsaOHTswc+ZMtGnTBgsXLoRYLEZcXBzGjh2LpKQkBAYGso0ohOQt0PDgwQMsW7YM169fx6ZNm1ChQgXpyonv3r3DoUOH4O7uzp4vhdzSpUul8xKbm5tj/PjxsLa2xrJly2BgYIBTp04hMDAQr169gpWVFTZt2gQNDQ2uslmIZGwjNm7ciBs3biA8PBydO3dGvXr1UK5cOXz8+BGzZs3C27dv0blzZ3Ts2FGmbUhLS+PnRyH1/PlzeHl5YcKECWjQoAGio6Px7t07XLx4EZaWlmjevDkAYN26dShSpAjc3Nygrq6O1NRUfn4Q5RATcj+ghQsX4s8//0SDBg2gra2NLVu2YOLEiejevTtOnToFf39/REREQE9PD0ZGRti2bZv0l8tx48Zh2LBhXGWzEPrrr78wa9YsFCtWDOvWrYOZmZm0fPv27dDS0sLw4cNRpUoVmf14wVS4ZPxC9ODBA2lSbt26dahQoQLu3buHQYMGoXLlynBycoKdnR0CAgKgp6cHPz8/iEQinhOFlK+vL4KDgzFq1Cg0aNBA2kasXLkSq1atgouLCyQSCWJiYhATE4P9+/dDQ0ODq2sWMhnfzzt37kjLK1euDOBru+Hv748bN25I243MiRZ+qSq8nj59ilGjRmHKlCmoW7cubt68iV69emHmzJno3LmztF58fDzCwsJgb28PsVjMc6KQWrx4Mfbs2YOhQ4ciIiICoaGhsLKywtChQ2FnZ4ePHz9izpw5uHPnDsaNGwdXV1dVh0wF4P379xg6dCh69OgBa2tr7Nu3D3fu3IFIJMKzZ88wffp0dO3aVWYfXlsSKYcJuR/MP//8g+nTp8PX1xc1atTA8ePHMXr0aPj4+KBHjx7SepcvX0bRokVRqVIlqKmpISkpCUWKFFFh5JTX0r9UpX9ROnPmDPbs2YMLFy4gMDAQ1atXl9Y9efIkdu7cibi4OMybN0/aM4oKl/RzIXNSzs/PD7dv38batWtRsWJFPHjwACtXrsSjR48AACYmJtIeDky+FE7//vsvxo0bh0WLFqFWrVoAZJO3ISEhuHnzJj5//gwbGxv07t2bv2YXQhnf82XLluHYsWNITk6Guro62rdvj+HDhwP42m6sWrUKN27cgL+/v0zvaircnj17hjFjxiA4OBjHjx/HxIkTpcPZExIScPHiRTg6OkJfX1+6D79oF05Hjx7F0qVLsWTJElSuXBmXLl2S9q62srLCqFGjYGNjg6ioKGzbtg3Dhw/neVAIZXdd+PHjR0yfPh1v3rzB3bt30bt3b9SvXx81a9bEqFGjUKtWLQ5RJcojvApXscyN4IcPH1C2bFnUqFEDJ06cwMSJEzF9+nR0794dcXFxePjwIWrVqoU6depI90lLS2MyrhBKPy/OnTuHhg0bolGjRtDW1kZSUhJ8fHwwe/ZsVKtWDQDg6uqKpKQk3Lp1i70jC6mMbUV0dDTi4uJQpkwZ2NvbY/LkyZg7dy4GDx6MgIAAVKpUCfPnz0dqaipiY2NhYWHBHg6F3MePH6GtrQ17e/ssnytpaWlo1aoVWrVqJbNPWloaz4dCJj0Zt3LlSuzevRt+fn4oV64c1qxZgxUrViAxMRHe3t6wt7fHsGHDMHfuXKxatYqTcRdSGduC9KSaSCRCZGQk/P39sXnzZowbN046t+Tjx4+xc+dOlChRQtqjEgCTMIWUrq4uWrdujcqVK+PUqVOYNGkSZsyYAbFYjHnz5kEsFmPw4MGoXLkyRowYAYDJ2cImYxvx9OlTqKmpoUiRIihRogR8fHzw+vVriEQimR9t4uLipHOZE1HusYfcD+LAgQOoUKECwsPDcejQIbi4uGDmzJkyk3CfPn0ap0+fhpeXF4oXL67iiKkgPH78GG3btkWnTp0wb948AEBoaCi2bduG169fY8aMGahatWqW/dgLqnDJ2Otl+fLluHDhAh4/foy6deuidu3a6NevH549e4alS5dKh6/a29vLHIPnROEWEhKCSZMm4ejRoyhVqpRMD9sLFy6gRIkS0tV3qXB7/Pgx/vjjD/Tv3x/169fHmTNnMG7cODRu3BhHjhzBgAEDMGbMGADAy5cvYWlpybahEMrY5u/btw9fvnxBhw4doK2tjUWLFmHz5s1wc3PDlClTAADJycnSpMuqVat4ThQy2c3/l5ycjLi4OKirq2PIkCFwcXHB4MGDkZqainbt2iEpKQlt2rTBmDFjOH9gIZTxPV2xYgVCQkKQlpaG+Ph4zJs3D40aNZLWTUhIQEREBGbPno3IyEjs3buXP+gR5RF+2qpIcnKy9O8NGzZg8eLFEIvFMDQ0xL179zB16lSMHDlSmoxLTEzE9u3bIQgCTExMVBU2FbDSpUtjwYIFOHbsmHSF3Xr16qFnz56wsLDArFmz8O+//2bZjxfShUv6BdOqVauwY8cODBkyBEeOHEFcXBy2bt2KZ8+ewdraGiNGjEDVqlXRoUMHhIWFyRyD50ThkHEl7oy/p1WsWBHW1tZYs2YNXr9+LX2/k5OTERAQgL///rvAYyXVKFmyJH777TdUr14dV69ehY+PD8aMGYP58+ejRYsWWLt2LWbMmAEAsLKyglgszrLCO/3cBEGQtgELFy7EsmXLoKGhgZiYGABA27Zt0aRJExw6dAgrV66En58fhgwZgvDwcKxYsYLnRCGTcTXViIgIPH/+HIIgQENDA8bGxoiMjMTbt29RoUIFAMC7d+9QoUIFjBgxAqNGjQIAJuMKmYznxIoVK7Bz505MnDgRW7ZsQbVq1TB69GgcOHAAwNf25MCBA5g1axa+fPmCPXv2QF1dXboqLxHlDlPbBWzkyJGYNGkSSpQoAeDrXB7v3r2Dj48PbG1tAQDu7u6YNWsWYmJicPbsWRQtWhRr1qxBVFQUVq9enWUOKSq8tLS0pKtiTp06FQAwe/ZsODk5QSQSYdWqVdi3b590zigqnARBQFRUFP755x/MmjULLi4uuHTpEm7fvo0pU6bA2toaEokEtra28PT0RNmyZWFubq7qsCmPZfySvXv3boSFhaFo0aLo27cvypQpg3bt2iEkJATz5s1Dt27dkJycLJ1b0t3dXcXRU37Iruerrq4uunfvjiJFiuD48eNwdnZGx44doaamhlKlSsHJyQkvXryQ2ZcJ+8Il/fpw27ZtOHToEFatWiUz5Mze3h5TpkzBnj17EBISAktLS1hbW2PdunWcW7KQyfi54efnh/Pnz+Pp06dwdHSEg4MDBg4cCE1NTZiZmeHvv/+GRCLBtm3bIBaL0b59e4hEIvawL0QuXbqEunXrSt/Pe/fu4cqVK1iwYAHq16+PU6dO4d9//0WNGjUwdepUiEQidOjQAS1btoSZmRkaN24MNTU1thFEeYj/SQXIy8sLz549g5GREYCvCzP8/vvvMDAwQL169aT1evbsiYSEBPz111/YsGEDKlasCAMDA2n3YM7fULht3LgRHz9+xNixYwF8Tco1a9YMgiBg8uTJ0NLSwtSpU1GvXj3o6uqiUqVKKo6Y8ptIJIKmpiaSk5NRs2ZNnDp1Ct7e3pgwYQK6du2KL1++4MiRI6hWrRrs7e2lw1XZVhQemYctb9y4Ec7Ozjh79izOnTuH6dOno1+/fihWrBiOHj2KYcOGwc7ODiYmJjK/ZvN8KDwyfkk+ffo0Xr9+DXV1dTg6OqJcuXL48uULHjx4ADMzMxQpUgRJSUl4/vw5OnfujNatW2c5BhUe6b1nb968iZYtW8LBwQHPnz/HrVu3sHv3bgiCgOnTp2P48OHo168fdHR0pPtybsnCJf1zY/Xq1di5cyfmz5+PypUrw9vbG/v27YOrqytsbW3RrFkzhISE4PTp07CwsEBgYKC0AwDbiMJh7dq1CA4OxqBBg9CxY0cAgI6ODpo2bQpnZ2dcunQJ06dPx4gRI9C7d2+4u7tjzpw5+Pz5M3r16iVdYVcikbCNIMpD/G8qIG/fvsWjR48wceJEaGpq4uTJk3B1dcXQoUOxZs0a3Lp1C46OjtDV1QUADBw4EJ06dcKnT5+gp6cHExMTiEQi/iJRyH358gUJCQnYsmULtLW14eHhAeBrUq558+YIDQ3F1q1bERMTg0WLFqFKlSoA+KWqsJHXAzY+Ph5z5szB+fPnZSbiDg8Px+HDh1GsWDGUK1dOWp/Jl8Ij/XwIDw/HgwcPEBQUBAcHB8TFxaFnz56YPn06fHx80L59e7Rv3x4vX76Evr4+DA0N+dlRSGUcknj8+HGULFkS+vr6mDVrFoKCglCrVi106NABPj4+SEhIwPv375GWlobmzZsDAL9oFzIZrwNSU1OhoaGBYsWK4erVq1i1ahXOnz8PfX192NjY4M2bN/Dw8MCRI0dkFgUTBIGfG4WMIAj4+PEjzp8/j+nTp6NRo0YIDQ3FzZs3MXnyZOnonIEDB6J9+/b4/PkzSpcuzYWgCqG2bdvi9u3b2L9/PwRBQKdOnWBlZYV27dpBJBJh//79aNKkifTa0szMDKampjhy5Ah69uwpvQ7h5wZR3mIrW0C0tLRgZWWFY8eOISQkBP/99x9q1KiBUaNGITExEevXr0eZMmXQsmVL6co1RkZG0t50AH+RKIwyJ160tLTQo0cP6OjoYOXKlZBIJBg+fLh0m5WVFX777Td8/PiRw40KqeTkZGhqagIA3rx5I02o6OvrY8SIEZg2bRoaNGiAnj17QiKRICkpCQsXLgQA/Pbbb6oMnfJZYGAg9u7dCxMTE5QsWRIAoKenh6CgIPTt2xdz5szB+PHjUb16dVhZWUn342dH4XXo0CGZIYkHDhzA33//jbdv3wIAmjdvDrFYjHPnzqFmzZoYP348e0sWQhmvB4KDgyESidCyZUs0adIEiYmJ2Lt3L9zc3FC/fn1UqFABhw8fRnBwMMRiscx5wKlQCp/0HvZfvnxBrVq1pD3sx48fL+1hf/jwYVStWhXly5eXLhrHz43CRSKRoGTJkpg6dSpmzZolTcp17twZhoaGiI+Px+PHj+Hi4iIdkhoXF4d58+ahatWqnC6JKB+xpS0gRkZGcHNzw8yZMxEZGYklS5ZIk22TJk1CamoqfHx8AEAmKZcRky6FS8YL6KioKIhEIhgZGcHExATt2rWDRCLBmjVrIBKJMGzYMMTHx+Phw4do3rw5OnfunOUY9HPbunUrXF1dpfNL+vn54a+//oJEIkHjxo3Ro0cPtG7dGk+fPsWqVavg5eUFsViM6OhofPr0Cfv374eamhq/aBdiTZo0wYYNG/Dq1SuEh4ejePHiEAQBxYoVw5YtW9CvXz9MnjwZfn5+Mqvsso0ovF6+fCkdknjixAnMmjULs2bNQtu2bREfH48vX76gU6dO6NChg0zvKX7RLjwyL+Bw6NAhjB49GjExMXB0dET16tXx+fNnGBoaSusfPHgQenp60h9/qPCQlzRJSEjAjBkzcOXKFYwfP17aC+rNmzc4cuQIihUrhvLly0vr83OjcElfqMXMzAw+Pj6YNWsWDhw4ALFYjI4dO0JXVxd16tTBunXrEBMTg+vXryM1NRVVqlThPIJE+Yz/WQUgfS6Pt2/fIiIiAjY2Njh79iyePHkirTNt2jR069YNM2fOxP79+2VWYaXCJ+MHW0BAAAYPHozff/8dbm5uiIyMhLGxMTp37gxPT0+sWrUKzZs3R5cuXfDkyRO0b98eAIcbFSZnzpzBli1bsHz5csTGxuLvv//Grl27MGzYMDg5OeHWrVuYM2cOwsPDMWLECAQEBEBdXR0GBgZo0KABDhw4AA0NDaSmpjIZV0hkXuFQEASULl0ae/bsgY6ODvz8/PDixQvpFy9DQ0Ns3LhR2suBfg3JyclIS0vDyZMnMWHCBIwfPx7dunUDAJw4cQLbtm1DQkKC9LNCEAQm4wqZ9DYgKChI2luyc+fO0p5OqampMDQ0RGxsLM6ePQt3d3d8+PABixYtkvZ6ocIh48qZkZGR0mlQdHV1MWrUKFy5cgW1atWCm5sb0tLSkJCQgD/++AOCIKBRo0aqDZ7yXeaknIGBAfbt24e9e/cCAMaNG4e+ffsiLCwMtra22Lt3r/SHXn7fIMo/IoGfxAUmMjISEokEV65cwdatW2FlZYXBgwfD2tpaWmf8+PF4+/YttmzZosJIqaAsXboU+/btw5gxY1CuXDmMHz8eOjo6mDNnDipVqoS0tDQ8fvwYf/31F/T19dGrVy8ONyqktmzZgpCQEFhbW8PQ0BDW1tbSSXdDQkKwa9cuaGpqYvLkyShbtmyWXi48JwqPjAn7sLAwJCUloWzZslBXV4dIJMKrV6/QpUsXVKpUCdOmTUPZsmWz9Irg+VC4yOudsG/fPqxbtw7v37/H2LFj0bt3bwBAXFwcxowZgwoVKmDMmDEFHS4VMEEQ4O3tDVNTU0yYMAFhYWG4c+cO9u7dC5FIhPHjx8PAwAABAQH4/Pkz5s2bx9VUC5nMC/+cPXsWCQkJsLOzw++//47q1atj9erV8PPzQ6NGjaCuro6YmBhpD3sNDQ1+bvwi0j9P3r9/j1mzZuHTp0/o2rUrOnToAOBrb0ptbW0A7FFNVBCYkCsgmT/k9uzZg3379mWblEtvKDlWv3C7cuUK/vjjD0ycOBGOjo44e/Ysxo4dC0NDQ6SkpGD16tWoWLFilv344Vi4ZPyivWnTJpw6dQpPnz7FhAkTpL0hga9JuT179kBTUxPe3t7SXlBsJwqXjOeDn58fQkJC8PnzZ+jo6GDUqFGoU6cOjIyM8OrVK3Tr1g2VKlXCxIkTYWNjo+LIKb9kPCf+/vtvAF9XxqtTpw4AYNSoUTh37hzmzJmDKlWq4MuXL/jjjz8QHR2N3bt3Q11dne1EIZbem9bHxwdv376Fo6MjLl68iCJFikBPTw8xMTGIiorC3r178f79e5QoUYILvRQyGduI3bt3w9fXV/oD/+PHj3HmzBls2LABtWvXRmhoKPbv3w89PT2UKlUK/fr1Y3L2F5QxKTd79mzExMSgRYsW6NWrl7QOPzeICgYTcgUs44fmnj17sH//fpQpUwb9+vWDnZ1dtvWocLp+/Tpu3ryJfv364fz58/D29sbIkSOlw1MNDQ0xffp0VK1aVdWhUj7L+P++bds2BAYGwtzcHIsWLYKpqam03tGjR7FmzRrUq1cPEydOVFW4lE8yngf+/v7YuXMnZsyYgUaNGqF///748OED+vbti5YtW0qTck2bNkXfvn0xefJkFUdP+c3X1xfbt29H8eLFERkZif79+8PT0xMAMGjQILx79w7Pnz9HpUqVoKGhgcDAQPZ6KYTkXR+ePHkShw8fxs2bN9GzZ084OzujUqVK2LZtG86dO4fVq1fLDF3mF+3C5/r169izZw9q164t7WH/4cMH+Pv749ixYwgKCoK9vT17VBMA2aTc2LFjUb58efj4+LBtICpg/CmkgKWP3xeLxejatSvEYjHWrl0LS0tLmYQck3GFX/Xq1WFhYYHU1FRs2rQJXbp0gZubGxISEmBubo7r168jICAAq1atUnWolM8ytgvpv04eOnQIS5cuxZgxY6RzAbVs2RKGhobSnjFUOISGhqJevXrSdv/Bgwc4f/485s6di4YNG+LChQu4d+8eypcvj+XLlwP4ei5YWlri3LlzMDY2VmX4lE/SvzQLgoD379/j+vXr2LZtG7S0tHD58mXMmTMHiYmJGDduHNatW4eHDx/i3bt3KFGiBMqXLw+xWMxeL4VMxmTcX3/9hejoaCQmJqJfv35wdXVFvXr18OXLF+miYcDXOUoNDAxkvmTzC3fhExoaiunTpyM2NhbOzs7SclNTUwwaNAiPHz/GxYsXYW9vj7S0NJmes0zGFU7fS7xnnFNu+fLlMDQ05GqqRCrAq7Q8lPlXS3m/OGX88t25c2cYGRnht99+K8hQScXSP+yKFy+O6OhovHr1Cp06dQIAqKmpwdTUFAcPHkTZsmVVHCkVlMxJubS0NISEhGDJkiUYO3YsTExMAAD16tUDwF+0C4s9e/Zg4cKFmDhxonT1ZD09PfTo0QPOzs7SFfHGjx+P7t27o2fPnggKCkJCQgK6desm7UHJxEvhkvF6IjY2Fh8/foS1tTXKlSsHLS0tWFhYQENDA9OnT4dYLMbYsWNhZ2eXpac9z4nCI+NCTr6+vjhy5AjMzMwQFxeHffv2Yfny5Shbtix0dHQQHx+PGzduIDAwEB8+fMCqVav4RbuQq1evHtq0aYOtW7fi8OHDqFOnjvS6wdLSEhoaGnj+/DkASNsFnguFS+bvoYq8v+k/3KQn8dlGEBU8XqnlofRG8NChQ2jXrh3U1NTkDi3I+OW7cePGAICUlBRoaGgUaMykGhk/7IyMjGBsbIzVq1cjJiYGR44cQWJiIsqWLQuxWMzEyy8kY7vQt29fiEQiHDt2DNOnT8fcuXNhaGgorctzonCoWrUq2rdvjw0bNkAQBHTp0gXm5uYoWrQo1NXVsWvXLukwdgAoWbIkXr9+jQcPHkBfX196HCZeCpf064alS5fin3/+QUpKCgAgJiYGpqam0NTURLt27QAAs2bNQmJiIqZOnZrtMahwSL9u2Lx5M4KDg7FmzRpUrlwZR44cwdixYzFixAgsXrwYtra2CAsLQ3BwMAwNDaWrcjNpX3ilXyeOGDECYrEYx48fR2BgIIYMGQJ9fX18+fIFiYmJMtcQVLhkTNjv3LkT9+/fR8mSJdGoUaNshyln3C+9Xbh69SqqVq0KTU3NAo2d6FfHq7U89vHjR8ybNw8LFiwA8O0L4owN45cvX5iM+wWlT8b8xx9/oFixYti/fz90dHSwc+dOaXKGiZdfS/r7DgB9+vRBgwYNYGJiIpN8ocLD1tYWPXv2RL169bB+/Xrs2bMHwNdEfXJyMj5+/IgiRYrIfF6sXLkSixYtkvZ4ocIj/X8f+Np78uDBg2jRogUaNWqEFy9eYO3atUhOTgYAaVJu/PjxePDgAc+FX0B6j/pJkyahcuXKOHXqFHx8fDBx4kTo6Ohg7NixePz4MSpWrIgxY8bA19eXybhfQHoHAADw9PSEi4sLjh8/jt69e2PatGnw9vbG58+fMWLECBVHSvlBIpFIrxGWLl2KZcuW4c2bNzhx4gTGjRuH0NDQbK8XMibpduzYgT59+uDJkycFHj/Rr46LOuRS5h5wycnJ2LVrF86ePYvhw4ejevXq2e6XsRHctm0bTp8+jVWrVvFXiV/cx48fpXM48AK6cMnu18lvDQ3I2Lak1+NiL4XX06dPsX37dly4cAEDBw6U9ogbP348rl69ivr16+Px48eIi4vDoUOHvtkDm35+ly9fxtWrV2FlZYW2bdsC+Dpn2OjRo9GzZ094e3tLrxdSU1OhpqbGIYm/iPPnz8PW1hbR0dHw9PRE//790atXLwQHB2PixIkwNDTEnj17YGlpCYBD0H4lGT8TVq1ahcDAQFSqVAnNmjVDz549AXB6g8Ls2bNn2L59O9q3b48qVarg1q1b2Lp1K/7991/MnTsX9erVk5mbNL1d2LlzJ5YsWYJZs2ahRYsWKn4WRL8eXsnnUvoH3/79+xEWFgZNTU00bdoUMTEx+PPPP7PdJ3MjuHTpUnTu3JnJuEIiYw8HRcoBSH+1KlasGJNxhVDGXy8TExOlPVzSk2zZSZ/XI71eWloaky+FRHbvubW1tXTeuPXr12P37t0AgIULF8LJyQlxcXGwtLREcHAwk3GFmCAIeP36NX7//Xf4+/sjMjJSuq1p06ZYtmwZduzYgSVLluDLly8Avg5XZjKu8Eu/Tqhfvz5MTU1x584dmJubo2XLlgAAbW1t9OzZE23btkWpUqWk+/Gc+HVk7GE/bNgw9OzZE8nJyYiIiMDnz58BcLqLwurYsWPo378//v33X5iZmQEAHBwc0L9/f9SsWRNTp06V9pRLS0uT+R66aNEizJ49m8k4IhXh1XweCA0NxeTJk+Hu7o69e/dCJBJh5syZ2LFjB06cOCFTN3MybtGiRZg7d670gop+bhm/JD9//hxPnz7Fu3fvAEA6H9z3pKSkMBlXyKSfEwEBARgwYAC8vLywdetW6bbszouM83ocPXoU169fL7iAKd9kbCOuXbuGc+fO4erVqwCA8uXLo3v37nB2dsbGjRuxa9cuAMDcuXPh6+uLRYsWQUNDA6mpqUzGFVIikQjm5ubYuXMnihYtikuXLuHNmzfS7a6urli2bBk2bdqEnTt3/l979x0WxdU+fPy7VEFERMUW1FhijTGKvSuWaLA37A3EbixYMNiQjkTEQhEUxYDYe+/lUVETS6KJvaOCKE3qvn/47mSx5Ck/lbjcn3+U3Zm9zl4ze+bMPefc91v7Ct315vF9+PAh169fx9DQkMTERDZt2kShQoVwcXFBX1//PxpvCN2jHZT74YcfsLGx4dixYyxevJjnz59LP6Ej3lzgVrhwYapUqcKdO3eIj49XXq9WrRrDhw+nXr16jBw5ksuXLytB2cjISPz9/XF3d6d9+/aftP1CiL/IktX/wbtmJgwePJgrV67QsWNH4uPjadq0KUlJSRw7dgw3NzfKlSuXa/vo6Gi8vb2lE9Qh2sFWf39/Dh48yIMHDyhfvjx16tRREm6/WaRBe7/w8HB27drF2rVrJSinA7T7ivDwcJYvX469vT0PHjzg8OHD9OzZk2nTpr21rfY5ER0dzezZswkLC6Nx48Z580XEB6F9XBcuXMjevXtJTU2ldOnSlClTBj8/PwCuXbtGTEwMp06donfv3gwePPidnyF0k6YviI2NZciQIdjZ2TFx4kRl1gNAbGwstWvXlutEPpaQkEC/fv14+vQpRYsWxdjYmI0bN0o+Yh3zd7Oh/+497UJxHh4eXLlyhYCAAKWaptANW7ZsIScnh27duvGvf/1LKRDn7u5O9erVle0uXbrE0aNHcXJyQl9fn6tXr9K9e3d8fX3p2LFjHn4DIYQE5P4Prl69iqWlJVZWVly6dImwsDC++eYbSpYsiYeHByYmJqSlpTFixAj69++vXDQ1eT4CAgJo165dHn8L8aEFBwezYsUKfH19Abh9+zZLliyhSZMmyg33+3I4+Pv74+LiolTPE58v7YHyr7/+ym+//UaZMmVo3rw5ycnJ7Nq1i7lz5zJw4EAlKKdZlqp9Tvj6+uLu7i59hQ4JDg5m1apVLF68mK+//prAwECCgoJo1qwZISEhAPzxxx+EhISQk5ODr6+vBOHyGU3/cebMGYYNG0bnzp2ZMGFCrqAcSD6o/E6THsXExITOnTtLAQcdoz2OiI6O5pdffsHQ0JDKlSszcODA9+6nPbY8evQolSpVwsTEhCJFinySdotPIzMzk3HjxpGUlERkZCTwOsfkmjVrePr0KW5ublSrVu2t/TQTA27dusWXX375qZsthHiDrHn5H6jVamJjY+nduzeLFi3i6NGjfP311xQvXpykpCQ6dOhATEwMdevW5enTp5w+fVq5oGZkZJCRkcHy5cvlBlsHpaWl8csvv+Do6EizZs1o1qwZffr0wcvLi1OnThEaGgrwzmCcj48P8+bNk2DcZ27GjBmkp6fnWpbYp08fFi5ciLGxMQBmZmZ8//33zJ49mzVr1uDj4wOgJGaH3Evapa/QHXfu3OH06dO4u7tTp04dTp06RUREBPb29ly/fh0nJyfgdfXV8ePHSzXVfEqz7Kx+/fqEhYWxfft25s2bR0JCQq7tJPCiO/6X33jhwoXp378/3bt3x8DAgOzsbDkndIhmHOHj48NPP/2ESqUiPj4ePz8/JkyYoOSj1c5L+uYMe0dHR+7evSvBOB2gfZwzMjIwNDTE3d2d69evK5MAmjZtysCBA7GysmL27NlcvHjxrc/RrNKRYJwQ/wwSkPsPaQ+UVCoVNjY2LFiwAJVKxfTp0wkLC6NBgwZER0dz6NAhrKyscHFxYfXq1SxatEjZ18jIiG7dutGyZcs8+BbiY9PT0+P27dvcu3dPec3IyIhGjRrRsmVLfvvtN+DtAZOPj48sX9YBd+/eJSkpKdcSktKlSzNx4kSysrKIjY1VXjcxMcHOzo7Zs2ezYsUK5ekmwKpVqySvh47SVM2sXr0658+fZ9asWUyfPp3Zs2fTsmVLDh8+TI8ePQCwtrZWAjMyQ053/F2BH23aQbmlS5fy4sULLCwsPm7jRJ7R/MaDg4OVmbL/zpt54iRwr3suXrzItm3b+Omnn3B3d2fx4sWEhYURGxuLi4sLwDvTXWge6gUEBNCwYcM8a7/4cLRToAQHB3Pt2jUsLS2ZNm0aJ0+e5MiRIwA0adKEQYMGoaenp+SiFUL8c8ljtP+A9pTxZ8+ekZaWhrW1NXZ2drRq1YqGDRsyb9482rdvT/HixVm0aBEVKlSgXLly1K1bF8idN0zye+iGK1euYG5ujrW1NfPmzaNx48bY2trStm1bfv31Vy5evEitWrWA10E5Kysrzp07lyuvx+bNm5k9e7YsX9YRZcuWJTAwEICYmBg6depEqVKl6N69O1lZWQQHB1OwYEGGDBkCQIECBejYsSNFixalWbNmwOslSCtWrODHH3+UYNxn7s18kRpdu3YFXidUbtSokfK3tbU1tra2WFhY5NpXCjjoFs3xvHr1KlWrVv3bPFCaoi9NmzaladOmwPvPK/H5S09P5+TJkzRo0ODfbqtWq5XzYO/evbRo0UKZhS0+X2/2B5pCDJqlhyqVijp16uDh4cHUqVM5deoUjRo1yrWfJhgn6S50T0JCAtHR0cTFxbFnzx5GjRpFvXr1OHz4MGfOnMHGxoaCBQvSqFEjzMzMqFGjRl43WQjxb8go/99Qq9XKBS4gIIBhw4Zhb29P586d2bJlC1lZWXz//fds2LABPT09DAwMuHr1aq6ZMCBlxnWJWq3m3r17DBs2jLVr1zJr1iyio6P54osvAGjWrBnx8fFER0cr50FSUhIXLlygfPnySjAuJycHU1NTWb6sI7RnJiQkJPDTTz/Rp08f0tLSsLKyonfv3jg6OrJ48WJWrlypbGtqakqrVq0wMDAgIyODwoULs3PnTr7//vs8+BbiQ0hPTwf+6vcPHTpEdHQ0J06cyDV79vbt21y/fh1jY2MyMzO5cOECNjY2uLm5SZVEHRcbG0vXrl35448//m3A9c3ZkTKe0B1vzpY0NjamSpUqXLhwgaysrPf2AW/Osh8/fjznz5//6O0VH9fz58+V/kCz1NDa2prk5GROnz4N/NUfVKhQASMjI5KSkoC/Av0yw163vDnr1czMjH79+mFjY0OfPn1wc3Njy5YtmJiYsG7dOq5du6Zs+/XXX+equiuE+GeSgNzf0B7wLF++nMjISEaMGIG3tzeVK1cmNDSUdevWkZiYiLW1Nc7Ozvz4448MGTKELl265HHrxceiUqmUWXHr169ny5YtLFmyhKpVq6JWq7GxsWHKlClcu3aNH3/8kc6dOzNkyBASEhJwdXUF/gr02trayvJlHaC9pDA9PR1LS0tWrFgBQL9+/ZSgXK9evRg+fDhLly5lyZIlb32OkZER8HrAJT5P48ePZ+XKlaSlpQGvc/9MmjSJNWvWMHHiRGbOnMnmzZsB6NatGy9fvqRLly707duXmzdvMmDAACD37Behe6pUqULjxo05fPgw8P5lrNoPBdevX8+2bds+VRPFJ6A5tv/61794+PAhWVlZmJmZkZqaioGBwTv7AO3rjWYm1OLFi2nUqNEnbbv4sE6cOIGbmxsPHjzAzc2NYcOGkZCQgKWlJU2bNmXDhg2cOnVK2d7c3BwLCwul71Cr1cTFxbFq1SqZYa9DNL/1jRs3curUKYyMjOjatStPnz4lKyuLrVu3kpycjIGBAUlJSUydOpX4+PhcnyGz7IX4Z5Mlq+9w7949rK2tUalUZGdnk5KSwqFDhxg/fryScL9x48Z4e3uzfv166tSpo0wRrlWrlrJMUSpd6SbNsgALCwtMTU0xNDTkzJkzlCtXTkmQ2qJFC0qXLs29e/c4d+4cX3zxBb169XqrAppcJD9/2stEVq9eTU5ODh06dKBq1ar4+voyefJk7O3tWbt2LVZWVvTs2ZOUlBTOnTuXK+gvdEOZMmUICAjA1NSUatWqcfLkSUJDQ6lTpw6XLl0iOjqaiIgIChUqRMuWLZk5cyYnTpzAxMSECRMmKInZJRinO961JLVQoUJ89dVXbN68GUdHR/T09N7qD97MB+Xl5aUUgBGfN+1z4uzZszg6OlKsWDGys7MpV64cv/zyCwEBATRu3BhLS0u++OIL5YHNu5Yltm3bNs++i/gwEhMTuXHjBk5OTjx58oSYmBgsLS0BsLe3JygoiICAAH755Re+/PJLoqOj0dfXV469SqWiRIkSrF+/XtlP6IZHjx5x9OhR9uzZw5gxY+jXrx/+/v6MHz+er776ikmTJvHnn39y69YtsrOzpYCHEJ8ZlVoywOYyY8YMnj9/zrhx45R190lJSfTr149+/fphb29PRkaGMjDq06cPpUuXxt/fPy+bLfJIdnY2e/fuxcPDg/bt29O/f3/Kly//t9vLjbZu8vb2ZtOmTTg7O9OkSROsrKwA+OOPP5gwYQImJiasWbMGU1NTnj9/joWFxVvVdsXnS/s4Ll26lKVLl9K3b19evHiBt7e38t61a9dYvHgxhoaG77xuyIMc3XX79m2KFSumzIBNS0vDzs6OXr16MXLkyFzbvhmM8/X1ZcGCBTLrRQfExcVRokQJAE6dOoW1tTWmpqakpKTw66+/8vz5cxYsWEDJkiUxNDQkLi6OokWL0rVrVyZMmABAREQES5YsUfIXC90wY8YMNm3aRMuWLZk2bVquKpjnz59n3759bNmyBWtra4oUKaJcS2RsqVve9RBHrVazbds2AgMDKVeuHHXq1MHU1JS4uDgcHR2Vgj+aff8uN6kQ4p9FRv1a+vbty/379ylRogQREREMGDCAr7/+mkKFCmFpacnOnTuxt7fHyMhICcpVq1aN5OTkvG66+MQ0Fzp9fX2+++470tPTWbhwIQYGBvTq1YsKFSowfPhwhgwZoiTrB8n9o6tiYmLYunUr4eHhVK1aFXhdkj4lJYWvvvqKwMBAJkyYQIcOHdi3b5/y9FKCcbpDpVIp/cLo0aNRqVQsWrSIMmXKEBcXR8mSJYHXSxXbtm3LzJkzuX//vpJ7UkOCcbpp9+7duLu7U6FCBZycnPjqq6+wtLSkbdu2XLlyJVexH0CqcOuo2NhY/Pz8cHZ2Zvfu3cTExLBr1y4sLS2xtLTE2tqauLg4NmzYgKurKzVq1ODSpUskJiYq6S1u375NeHg4rq6uck7oCE1ArWbNmlStWpUdO3awbNkyBg8eTI0aNVCr1dSpU4c6deowZswY1Go1ZmZmqFQqeYijY7QDaRcuXCAhIYHixYtToUIFOnfuTIUKFTh06BDbtm3j0aNHypLmxo0bA0gwTojPkPTg/9/ixYtJS0vj+PHjHDt2jOXLlxMVFUVOTg7ffPMN06dPZ9iwYUyePBk/Pz8lsHL16lVq1qyZx60Xn9qbJeY1VRIDAgL4/fffSU5OJj4+XkrN6yB7e3ucnJxo0aKF8tr9+/dp0KABVatW5c6dO5w5c4aIiAgKFy6Mra0tQ4YMwdvbm/Dw8FwDZwnG6RbtgfCoUaMwMTHB09OTzZs307dvX+UJdvny5SlbtixZWVl522Dx0dy4cQNra2uMjIyIjIykVatWTJ8+nX/961+MHz8eGxsb2rRpQ7t27ejfvz8nT57M1acArFmzBj8/P7y8vKTwj47IycmhSJEiTJ48mZSUFLZs2UKJEiVy3UCXKFECExMTTp48qaRE0d6/ZMmSREZGUrp06bz6GuID09xT9O/fH4BixYoRFhbGqlWrGDp0qFJh9cSJEzRp0kTZT61WSzBOx2j6AW9vb/bs2UNaWhrm5uYUKFCAoKAgatasSfny5enUqRPe3t4cPnyYtWvXKgE57c8QQnwepBf//1JSUpSb46tXr5KRkcGff/5JZGQkhoaGVK9enfnz5+Pq6kqnTp0oXbo0L1++JCkpienTp+dx60Ve0V5y2LVrVwoXLsyvv/5Keno6kydPfitnnPi8vXr1io4dO+ZKnp2Tk0NGRgY3b97Ew8ODc+fOUbp0aRo0aICenh4bNmygY8eOVKtWTcn/JMtLdJd2UG7IkCGkpqby008/kZSURKtWrbCwsCAgIAAzMzPKli2b180VH8GlS5dwcXGhV69e3LlzhzVr1tCyZUs6duxIx44d+e6777hw4QJeXl7UqVMHfX19YmJisLGxwdTUFJVKxdOnTzl79iwLFiyQYJwOqV+/PkePHuXgwYPUrFmTx48fY21treQQ1BTxKFWqFLdu3Xprfz09PQoUKCDBuM/Y382M11w7OnXqhEqlIjw8nODgYNq3b8+GDRu4c+cOe/bsUfaXh3q6KSoqig0bNrB06VJKly7NrVu3WL58Ob169WLDhg0UL14cMzMzli9fzs6dO2WmrBCfuXyfQ05zYYyNjcXV1RV9fX0eP37MgQMHOHnyJCEhIVSoUIERI0ZQpUoV4uLiCA8PB8DU1JTRo0dL0EVH/TfLCd+3rZwXumvZsmUUK1aMXr16ER8fj6+vL/fv36ddu3Y0bNiQypUrc/DgQYKDg1m2bJkk2c1ntGe8LF++nJ9++gl9fX06depESkoKP/30E4aGhrK0RAfl5OTg5ubG3r17SUlJYeXKlXzzzTdvLUt9/vw5MTExnDlzhtjYWLZu3aoEadVqNYmJidJv6BDNb33//v1kZGSwe/duEhMTGTFiBM2bN8+1bUBAANevXycgIEBSG+gQzbH8u35f+3jv3buXqKgoHj58SPHixQkLC8PQ0FDOCR1y9uxZ6tWrB7w+9gBubm5kZ2czZ84cZbvbt28zc+ZMrKys8PX1RaVS5XqwK/cbQny+8v0vV3NBs7GxoVSpUpw4cYKmTZtibm5Ohw4dyMzMJDw8nNDQUAYPHkzNmjXfmhGXnZ0tnaAO0pwbYWFhNGjQgBo1arx3ZpNmW+3BlkqlkvNCR2VmZhIfH8+iRYswNDSka9euzJs3j4yMDAoWLAi8ziEXHR1NkSJFlKWKIv/Qninn5OSEmZkZbm5utGvXjjZt2kjuHx2kPcOpZs2abN++ndKlS/Prr79SsWJFzMzMlGuIphKeg4MDjo6ODB06lICAAHx8fJTPkGCcbtEEYGxtbYHXyxJXrlxJaGgoKpVKyTe7f/9+GjduzJgxY/KsreLD8/X15dWrV8ycOfNv83xpr7xo164dtWvXJj09nTJlyqCnpyfXDR2yfft2pkyZgre3N507d1buJZKTk9+aIVu+fHlatmzJjh07ePXqlVIcSEPOCSE+X/JY/v9LTEzE0NCQcePG8ejRIyZNmgSAnZ0dQ4cO5datW0RGRnL+/Pm39pWlZ7rtxIkTzJo1i4yMDPT19XnfpFLtJ5ZPnz6Vp5c6zNDQkB9++AEnJydmzJjBli1bMDQ0pGDBgiQnJxMTE8PYsWN5+PAhAQEBSpBW5C+amy6AAQMG4ObmRsuWLZUbLhlA6w5N/6+np0d8fDytW7dm/fr1NGjQgC1bthAVFUVqaqoyXtD8q7meNG3alOTkZOUzhO7SHPP69eszdOhQzM3NWbJkCRERETg4OODp6UndunXR19dXHu6Jz1taWhpJSUlcunSJgICAXJUw30VzjQCwsrJSljXn5OTIdUOHtGzZUhlHbt68WXm9cePGZGZmsmPHDjIyMpTXNVV3X7169ambKoT4iGTU9/9ZWFiwZMkSRo8ezdChQ/n999+ZPHky8DooN2TIEE6fPs2pU6fyuKXiY3rX4OiHH37AzMyMn3/++b2DY+1gXEREBN999x0JCQkfvb0i7xQsWBAHBwccHByYPn0627dvV9777bffKF68OJs2bcLQ0JCsrCy5ydYR77uBel+gXvumq2fPnhgYGJCZmSk32TpE+7pw8OBBRo8eze3btylbtizTp0+nRo0a7Nq1i+joaNLT0wHw8PAgLi5O6RcePXrE7du3SUlJybPvIT4N7WBLvXr1GD58OBUrViQmJga1Ws2uXbuUbeS68flTq9WYmJgwZcoU6tevz8mTJ1m0aNF/FJR78z05H3SHplLu2LFjGTt2LNOnT2fv3r0AtGrVCisrK6Kioti4cSMvXrzg6dOnREVFUapUKYoWLZrHrRdCfEj5Pofcu6SmprJr1y5CQ0OpXr06fn5+wOuZUg0bNpQZcflAUFAQRYsWpV27dpiZmeHr68ulS5dYtGgRlpaWuZYaaAfjoqKi8Pf3V4p/CN2XkpJCUFAQoaGheHp60rlzZ169eoWxsTEqlUoKOOgQ7d99bGwsGRkZVKpUCSsrq7fe16bdRyQmJsoSZh2ifcyPHTvG9u3bOXDgAN988w1jxoyhTp06ZGZmMn/+fH777TfKli3LixcvuHz5MidOnMDAwIC4uDh8fHwYMmSIVG3XAf9pXkjtfiE1NZX09HQKFy4syxJ1kOacSEpKIigoiDNnztCoUSMmTJjw3uWr2ufHunXrKFasGK1bt86L5osPTPvYRkZGkpCQwJIlSwDw8vKiS5cuJCQkMHfuXG7evMndu3cpX748KpWKmJgYyT8rhI6RgNx7pKamsnv3bsLCwihRogQrVqxQ3pMbbN1269Yt7Ozs0NPTY9CgQVSrVo327dtjZ2dH/fr1mTt3LvDXjBjtYJyPjw/u7u5S8SifSUlJITg4mKCgIEJCQpRcQJJ4WTd5eXmxY8cOXrx4QfXq1fn++++xt7d/543VmwPvDRs2sGrVKgoVKpRXzRcfgaenJwcOHMDW1pb4+HhOnjxJlSpVcHJyol69emRmZhISEsKtW7fIycnB09MzV3L2V69eUaBAgbz+GuL/6MGDB5QpUwaAlStXYmNj8x8FWbX7DbnR1h3vGgO8fPmSoKAgzp49+96g3JvBOFdXVxYvXkzbtm0/+XcQH4+/vz8bNmxg6tSpJCYmcv78efbs2YO7uzvdu3cnNTWVuLg4Ll68SJEiRWjSpAn6+voSsBdCx8iv+T1MTU3p0KEDaWlpnD9/PteFUoJxuuXNwe+XX36Jg4MDoaGhmJubs2nTJo4ePcro0aPx8vKiRYsWtG7dOtcgKyoqCj8/PwnG5VOa5aulSpWiUaNGyusSjNMN2jdHp0+f5vTp0/j7+2NmZkZYWBjbtm0jNTWV4cOH57qxetfs2fnz50swTsdcvHiRnTt34ufnp1TL2717N2vXrmXZsmUYGhpSu3ZtRo0aRU5OjjKG0L6pkmDc5++3336je/fuBAcHc+zYMbZu3cq6dev+7X7aS1PfrMQrPl/aY8uXL19SoEAB1Go15ubmODg4oFarlTQ4mqBcdnY2enp6bz3olWCc7nn+/DlHjx5lwoQJdOnSBYDvv/+e0qVLM3PmTIyNjenUqRNffvmlkjsOpJCgELpIftF/w9TUlJ49e9KvX79/W6ZcfL40x/TIkSMYGRkpTyxv3brF8+fPcXNzY+bMmYSHh5OWlkZMTAy1a9fG0tISgAMHDjBnzhwCAgJo165dXn4V8QH8u6Uj72NmZkbfvn0BKT+vazTHfv/+/Rw5coSmTZtSt25dAFxcXPDz8+PAgQMASlBO+xyQ2bO6TV9fn1evXuV6WNehQweysrKYMWMGixYtYsyYMdjY2OQqDCR9hG6pXr06I0eOZMKECahUKn7++WfKlSv3t/toX1uio6PJzMykb9++cm585rTHEcHBwZw+fZonT57QtGlTunTpQtWqVXF0dATgX//6F3p6eowbNy5XHxIdHa1cNyQY9/l7cxyZnp7OvXv3cr1WtGhRBg8ezOnTp3F2diY9PZ3u3bvn+hyZFCKE7pHo0r+hyQMlyXV1l1qt5sGDB3h5eREYGKjkDGzdujVJSUmo1WrCwsKwt7fnq6++IikpiSJFiij7ly5dmtWrV0swTgdoD6KvXbvGr7/+Cvz7mW7aiZcTEhLkZkoHJScns2rVKrZu3cqNGzeU183NzZk8eTJVq1bl4MGDSgU97WCcr6+vBON0WIECBbC0tOTevXvAX+kMvv/+eypWrKjkjTp37hzwuj+R2bO6QzvzS6lSpUhLSyMjI4OHDx/+2/20g3Fz5szByspKrh86QDOO8Pf3Z8WKFXz33Xf06NGDCxcuMGfOHC5fvoyFhQWOjo7Uq1ePbdu2ERMTo+y/cuVKfH198fDwkOuGjtD81vfs2UNqaiolS5akZcuW7N69O1dfUbJkSSpVqkTZsmVZv379ewtGCSF0h0SY/kMyeNYt2gEUlUpFmTJlCAgIoEuXLmzcuJFhw4ahVqu5du0a0dHRAPTq1YvFixcTERGRq/pVtWrVlGVK4vOmGUR7e3szfPhwhg8fTpcuXTh9+nSu0vPatIP1MTExuLm58eLFi0/WZvFxaAbBmn81xV1atWrF9evXWb9+vbKtubk5kyZNolSpUiQkJCjXi507dzJnzhwJxum4ihUrYmNjg4eHB7Gxscrr8fHxlC1blu+//x61Wq3MlBG6Q7vC7osXL+jbty9Hjhxh2LBhjB8/nl27dgFvV2HW3i8qKgpvb2+ZZa9j9u/fz759+wgJCaFnz55UqlSJK1eukJaWhqurK1euXMHCwoLhw4czbNgwevbsCUBaWhqnTp3C1dVVzgcdc/PmTZYvX66MH5o3b05ycjIrV67kyZMnwOsc5klJSUybNo3IyEi5/xQiH5CiDiLf0Z4FdfXqVZKSkrC2tsbKygo9PT2eP3/OlClTMDU15eHDh1y5coXAwEBsbW3f+Rni86d9PA8dOoS3tzfTp0/HysoKd3d3njx5wrRp02jatClGRkbKfm/OcFiwYAELFy7Mda6Iz4/2+fD06VNMTEzIzs6mcOHCPHz4EDc3N5KSkujRowddu3ZV9ktJScHExAQ9PT0yMjI4dOgQZmZmNGnSJI++ifjYtM+V8ePHc/r0abp3707x4sU5fPgwOTk5rFmzhuPHjxMYGIiVlRXe3t6SM04HaB/7ZcuWcevWLezt7fn222+B14U+IiMj8fPzUwIrXl5edO7cmWrVqgGvrxve3t4StNdBv/zyCzt37mTmzJkcOnSI6dOnM2nSJEqWLMmMGTP44osvmDZtmpL+AP4qGpeRkZFrrCE+T28WAXz16hXu7u7cvXuX5cuXU6BAAUJCQjhw4ADPnz/n66+/5vr16wBs2LABfX19ud8QIh+QgJzIV7QDKL6+vmzfvp3s7GxSUlLo1KkT3bt359tvv0WtVrNx40ZiY2PZtGkTAwYMYNasWXncevGxbd26lcePH6Onp8eIESOU10eMGMG9e/dyBeW0B1qaHGEeHh7yRPszp91HBAYGcvToUV6+fEnhwoUZP348TZo04dGjR8yfP/+dQTn460ZdBtL5g/Y5ExAQwKVLl4iPj6d06dL4+flhbGwMwPHjx6lQoQKlS5fOy+aKD8zHx4cNGzYwd+5cvv32W6ysrJT3FixYQGRkJIMHD+bXX38lMTGRrVu3YmBgQHh4OEuXLmXBggVy3fjMva+vf/78OSYmJjg6OtKwYUNGjx5NTk4Offv25enTpzRs2BAPDw+pyK7jDh06RKlSpahatSovX76kY8eO2NraMmfOHOB1sahffvmFP/74g2LFijFlyhQMDQ3fCugJIXSTBOREvqE9YIqMjCQwMJCFCxdSqVIljh07xqZNmyhSpAiOjo7UrFkTeF3xbNeuXXTs2FHyuui4nJwcWrVqRVxcHL1792bevHm53ndwcOD+/fuMHz+eNm3aKE+vf/75Z/z8/FiwYIHMcNAhgYGBrF69GhcXF168eMGVK1fYtm0b7u7udOnShQcPHuDh4cHt27dxdnamefPmed1kkYe0ry8ZGRlkZWVhYmKCSqWS2S467ODBg8ybN4/ly5dTtWpV1Go1iYmJ3Llzh9q1awOvZ8+dPXsWS0tLPDw8lCqqkydPpnnz5kqFRfF50v7t37t3j6ysrFxVMe/fv4+9vT0uLi506NCBp0+f4u7uznfffYetra08tNFxR44cYeTIkRQtWpSpU6fStWtXjhw5go+PD05OTnz//ffKttrnkhQHEyL/kICc0HnHjh2jWbNmwOsLnL6+PpMmTcLS0pIff/xR2W7//v0EBATQqVMnRo4c+dYTT7k46i7N0+msrCwGDhzI48ePWbhwId98802uc6BHjx6ULVsWf39/ALZt24aLiws+Pj4SjPuMvRkwSUxMZOTIkfTu3ZsePXoAr5eeLF68mODgYNatW0fNmjW5f/8+0dHRTJw4UZ5i66B3zVr5u5ksmve0t5GZL7pt165dBAcHs3btWh49esSuXbvYsGEDOTk5lClThsjISOB1URgzMzPg7f5G6AZfX1/27NlDQkICTZo0YcyYMUohsAkTJmBkZESXLl3YsGED2dnZhIWFyUxqHfSue4eJEyfy8OFDXrx4ga2tLUWLFiUuLg4DAwMcHBwoWrSoXCeEyMfkCiB02po1a3Bzc1MKM2gH1FJSUoDXN9oAtra2NGvWjOjoaDIyMt4aIEkwTndpgnEGBgZERERgZmaGq6srly9fzpWMe8OGDUoV3qysLB4/fkxgYKAE4z5jgwcPJjg4ONdrr1694vr165iYmAB/Fe5wdHTExsaGHTt2kJmZyRdffMHkyZPR19dX+hGhG7ST7ickJJCeng687ived6zfDMZlZ2fLTZYO0b4WaP5vYGBAVlYWY8aMYciQIdy7d4+hQ4cyZ84c7ty5w6lTpwCUYJxarZZgnI7Q7ge2b9/Orl27+OGHH/Dy8uLy5cu4ublx8eJFzM3N6dWrF69evWLhwoWo1WpCQkIkGKejNMfz9u3bwOs+olWrVjRu3JgZM2ZQuHBhzp8/z8aNG9m5cycXL16U64QQ+ZxEGITOioiIoFy5ctStW5fNmzcD0KdPH1QqFRUrViQ8PBwHBwcqVqyo7FO+fHlKly4tZcbzIc2NlaGhIRs3bqR79+64uLjg7u5OzZo1lQGTnp6eErwbPny4DKY/cz/88APVq1cH/poFW7JkSerXr8+OHTto2LAhlpaWqNVqTE1NMTU1JSkpSVl2piEz5HSL5ne9ePFi9uzZg6WlJXXq1FFmQ74rt492MG7Tpk0UKFCA9u3bSx+hA7QDJ5mZmeTk5GBsbEzbtm1JSkri1q1b9OzZk/r161OsWDHu379P8eLFKViwYK7PkRvvz19aWhomJibK7//IkSM8fPgQR0dHOnbsCMA333zDoEGD8PLyYtasWXTs2JE2bdqQkJBAiRIlco0jhO45e/YsAwcOZNiwYdjZ2WFnZ4eTkxP6+vr88MMP3Lt3T5lRGR0dTevWrfO6yUKIPCSjRKGThg4dSmRkJC1atMDBwYHy5cuzfv161q5dC8DYsWP5+uuvcXBw4OLFizx79ozU1FR27NiBpaWlkoRb5C9vBuX09PQYOXIkN2/efGs7QG60P3M5OTnUrl0bIyMjgoODmTJlCqmpqQC0bNmSZ8+esXLlSpKTk5VcYCkpKRQtWjSPWy4+hc2bNxMTE4O9vT0VKlRQZsAAb82KfLPi8owZMzA2NpY+QgdoB+NWrVrFuHHjcHBwUFIXdO/enUmTJtGxY0eKFCnCixcvcHNzo2DBgtSoUSMvmy4+sPHjx3P06FHg9XmRkJDAyJEjWbhwIXFxccp2xYsXJyIigsTERNzd3Tl79ixGRkaUKlVKmRknwTjd8eZD/Hr16uHv78/58+dxd3dn3bp1uLm5sWnTJvbs2YO1tTWLFi1i8eLFLF26NI9aLYT4p5AcckLnXL16lSlTprB48WK+/PJL/vjjD0qXLs2CBQu4desWnTt3pl+/frx48YKpU6dy/vx5LCwsMDU1VaqrGhoaSu4fHfPfHE/Nk+vMzExcXFzw8PCQGVA6LCcnh2PHjjFmzBi6devG/PnzgdeFHQ4dOsSrV6+oVasWN27cICUlhS1btsjNlA56c/nYpk2bUKlUdO3aldTUVA4fPoyPjw+1atVi0aJFwF95STV9i1Rc1i3a1w0/Pz82b95Mjx49KFGiBHPnzsXe3p4ffvgBc3Nz0tPTiY6O5siRIzx//pzo6GiplKhDkpOTiYqKYtCgQRgZGZGeno6xsTG3b99m4MCBlClTBnd3dypUqKDs8+zZMzp16kSnTp1wdXXNw9aLj0X7uqE5JzSv/fHHH5w6dYqgoCCqVKmCiYkJJiYmTJ06lZIlSyqfIbMlhcjfJCAndE5iYiKdOnWiTZs2mJubExoayqVLl7h37x4hISHcvHmT7t2706dPHwD27NlDWloaAHZ2dujr68vFUcdo31S9fPkSc3Pzf7vPm+dAZmbmW8sUxefpzJkzGBgYUKdOHTw9PSlbtiz9+vXj5MmTjB49mu+++w4PDw8Ajh8/zqlTp3jy5AklS5ZkwoQJGBgYyE22jtHuIzZv3kxaWho7d+6kffv2DBgwAHidW/DgwYP4+vryzTffKDOkNDTBOHd3d8kr+Zl78eIFhQsXVv7et28fvr6+eHp68u2333L8+HGcnJyA1/ln58+fT6FChdi0aRMPHjzAyclJmXEtY4nPX/v27alduzZeXl4ArF69mpycHDp37kyRIkW4ceMGffr0wcbGhpkzZ1K2bFmlT0lMTKRQoUJyvdBB2sG41atXc+7cOdLS0mjQoAG9e/fGzMyMzMxMEhMT+fHHH7l06RLx8fEEBQXRokWLPG69EOKfQgJyQqdoLo5nzpxh6NChGBsbs23bNsqUKQO8TrIaFBTEzZs36dKlC/369XvrM+RGW7doD5giIyO5fv06Q4YMoVy5cn+7n8yQ1E1xcXE4OztjYGCAhYUFu3fvZsOGDVStWhWAEydOMGbMGL777jvc3NyUvkD7fJCbbN2ifWwXLlxIREQE5cuXJy4ujsqVK7Nq1Srl/VevXnH48GGmTp3K8OHDmThxIgDh4eEsX76c+fPny8y4z5yXlxcpKSmMGTOGEiVKkJWVxZ49e4iPj2fQoEEcOXKEKVOm4OzsjLW1NcOHD6dnz55MmzYNU1NT5XNkLKEbgoOD2bZtG9u2bVNec3Fx4dSpUzg5OdG2bdu3gnIuLi5YW1vn+hw5H3SXr68v69evZ+jQoTx9+pTz58/z5ZdfMmfOHAoVKqRst2XLFn755RdcXFxkDCGEUEhyE6FTNIGXP//8E319fTIzM1mxYoXyfvny5Rk5ciQVKlRg+/bthIeHv/UZMmDSHdrBuOvXr3P27Fl27NhBVFQUDx48eO9+2jfoa9euZcGCBZ+kveLjK1GiBKNGjeLmzZvs3r2bBQsWULVqVXJycsjJyaFJkyYsWbKE3bt3M2fOHKUas3ZwVgbSukVzbJ88ecIff/xBVFQUYWFh+Pr6cvPmTUaNGqVsW6BAAVq0aEFwcDDjxo0DXgdo9+7di4uLiwTjdICenh6XL19m9erVxMXFYWBgQIsWLWjdujWJiYksXrwYBwcHevXqhbW1NcWLFyc6Oprly5fn+hwZS+gGY2Nj0tLSyMjI4KeffiIgIIAFCxbQpEkTQkND2bNnD8+fP6dixYpER0dz4cIFpk6dmiunHMj5oKu2bt3K/v37CQkJYeTIkTRq1Ig///yTixcvMm3aNJKTk5Vtu3TpwuzZs5XZs0IIARKQEzqqYsWKbN68GX9/fzZu3Jgrd4cmKFekSBFu3bolFVV1mCYY5+Hhwfjx4ylUqBBff/014eHhrFq1inv37r21j3YwLioqCj8/P+rWrftJ2y0+vJycHOX/FhYWlCxZkpo1a7J7925iY2PR09NDT0+P7OxsJSgXExNDZGRkHrZafCqrVq1iwIABpKWlUbRoUSwtLWnUqBELFy7k8uXLuYJyJiYmNGrUCH19fTIyMjAwMGDNmjV07tw5D7+B+L/SjAWmTp1K27ZtOXHiBBERETx+/BgzMzO++OIL4uPjSUpKomHDhsDrYE3z5s1Zv349EyZMyMvmi49ArVbz9ddfU65cOTp37syqVavo3r07APPnz6devXqEhYWxZ88eEhMTqVixIhERERQsWJDixYvncevFx6A9lsjJycHU1JSWLVvy9ddfc+DAAWbOnImzszNDhgzhzJkzzJ49m5cvX771OfJgTwihIUtWhU579eoV+/fvZ9asWXTu3Jl58+Yp7z1+/BgrKyv09PRkeaIOO378OJMmTSIsLIyaNWsC8PPPP7Nw4UK6dOnCkCFD+OKLL4DcS0qioqLw9fVlwYIFkg/qM6c9U/Ls2bOULFmS4sWLc+HCBUJDQ1GpVDg5OWFjY5Nrv8uXL1O1alUZOOugNws4XLt2jQkTJvD06VOio6OpVKkS8PqGPDY2lsmTJ1O6dGmioqLyqsniE9A+L5YuXcq+ffto3LgxgwYNokSJEjx+/Jj27dvTp08fWrduTUhICBkZGURERKBSqWQ5u45ydHTk+PHj1K1bl8DAwFz5BV1cXIiNjWX48OHY2tpiaWmpvPdmPyN0x/LlyylatCi9evXiyZMnGBkZMWLECNq1a4ejoyMJCQn06dOHFy9e0KNHD6ZNm5bXTRZC/EPJVULotAIFCtC2bVvc3NzYtm0bs2fPVt4rWbKkUn5egnG6Q/vpJbxeTmZmZkaRIkWU9+zt7Rk/fjxr1qzh559/VmbKaYJx0dHR+Pj4SDBOB6jVauWGyM/PD2dnZ2JjY1GpVDRq1IiBAweiVqsJCQnh7NmzAIwePZpNmzZRs2ZNWVqiozTnxKVLl3j+/DlVqlRhyZIlFCpUCDc3NxISEoDXy1ltbGzw8PDAwsLirf5F6BbNmABe9wNt27bl5MmTRERE8OjRI0qWLIm7uzsxMTHMnTuXlJQUwsLCUKlUqNVqCcbpmKysLJ4/f46+vj4TJkxAX1+fadOm8ejRI2WbBQsWUL9+fby8vDh//jzw12xLCcbpjuzsbOX/27ZtY/Xq1VSrVg0AKysrHjx4wJMnT2jSpAnwuoBYjRo1cHNzY+rUqXnSZiHE50FmyIl8ISMjg3379jF58mQmT56Mg4NDXjdJfGSPHj2iVKlSHD58mB9++IGff/6ZqlWr8urVKwoUKEBCQgJ2dnbo6enRu3dvHB0dMTY2Jjo6mnnz5uHv7y/5oHRIaGgoYWFhLFmyhEqVKuVKtHz48GGioqL4448/KFy4MImJiezdu1eq6uq406dPM3jwYGbMmEHXrl0pXLgw169fZ9iwYVSuXBkfHx9ltov2LGqZ9aL73jdTbvDgwVhZWfHkyROSk5MpX748enp6MjMun9i8eTMbNmzAzMwMV1dXSpUqpbwXHBzM8OHDJVecjtGMGTUOHz7Mb7/9hpmZGYMGDVJWVty5c4dx48ZRp04devTowaJFizAxMSEgIACVSiVFPYQQ7yUBOfFZ+l+WmKanpxMbG0uDBg1k4Kzjtm3bhre3N8eOHQPAycmJa9eusX79eooWLQq8rra5fPlyrKysCAwMZO3atXzzzTf89NNP1KhRg7Zt2+blVxAfUHp6OqNHj6Zx48YMHz5ceV37Jvry5cv8/vvvxMXF4eTkpMyMk75Ct3l7e7Np0yZGjx6NnZ0dFhYWXL9+neHDh1O5cmU8PT0pVqxYXjdT5IF3BeWaNm1K3759lcrtb24ndJN2MEUTlCtUqBA//vhjrqDcm9uKz9vcuXMpV64cPXv2xMzMjISEBBo3bgzAsGHDcHZ2VrbNyMhg5cqVbNmyhaSkJMqUKUNERASGhobSRwgh/pYE5MRnR/vClpycjJmZ2X/9GTJg0m2a3B0DBgxg8ODBXL9+nblz53Ljxg2cnZ0xNDRk48aNAKxYsYK2bdtiZ2fH+PHjSU1NxdTUNI+/gfiQEhIS6NixI9OnT6dr1665+pD09HQSExMpUaJErn2kj9AtfzfDzdfXl3Xr1jFu3Dg6d+5M4cKFuXHjBnZ2dgwYMICZM2fmVbNFHtM+V5YvX87atWsZOXIk/fv3z+OWiU9N+1zYsmULGzduJCMjg8DAQOVBn9At48aN448//mD48OG0b9+ewoULc+fOHQYOHEjRokXx8vLiq6++UrbPyMjg+fPnxMfHU7VqVZk9K4T4j0i4XnxW3hwcu7i48OTJk/9oP4309HS50dYhbz5TyM7OxtTUlIYNG3Lu3DngddVdLy8vbG1tCQgIICAggKysLJYtWwZAwYIFlafcEoz7vL3rGZOlpSU1atRg3759vHz5UqmmCnDlyhXWrl37VhU06SN0iyYYFxYWxs6dO8nIyFDemzJlCr169cLHx4dt27bx/PlzKlasyN69eyURdz6nnVPOycmJSZMm0bdv3zxulcgLmgJgAF26dOG7776jWrVqFClSJI9bJj40zW9+8eLF1K9fn7CwMHbt2sXz588pV64cK1eu5P79+yxcuJC7d+8q+xkZGVGiRAmqV6+ujDMkGCeE+Hdkhpz4LHl7e7Nt2zbGjh1L06ZNcy0feZP2zIjIyEieP3+Oo6MjRkZGn6q54hN4/PgxJUuWVP6+ePEiffv2xcvLCzs7O+X1uLg4TExMMDc3B8Df359t27axatUqrK2tP3m7xYejHbB//PgxKSkpFC9eHHNzc2JiYli9ejVt2rTByckJY2Nj0tLS+OGHH8jKyiIkJESKu+QDo0eP5sSJE/j6+tKiRYtc1wEnJyeuXr1Kv3796NevnzL7WmZL6pb3LR/7u1QYb54Dck7ojv82Bcq7tpclibpF+3g+efKEyZMnk5iYyIABA+jQoYMyi7pPnz7Y2Njg4uIi40chxP9MAnLis3Po0CF+/PFHli5dSq1atQBITU0lPj6eokWL5prhpD1wio6OZv78+fj4+PDdd9/lSdvFxxETE0N0dDT16tVjzJgxGBoaYmxszIIFC7h79y4LFizA0tJSecKtUqm4evUqP//8M3v27CEsLIzq1avn9dcQ/wfav/WffvqJkydP8ueff9KgQQNq1qzJ2LFj+emnnzh27BipqalUrFiRhw8fkpmZycaNGzE0NPyfclOKf673Hc9p06axf/9+3N3dadWqlRKUmzdvHsePH6d8+fIEBQXJuaCDtG+0jx07RlpaGikpKXTr1u1v99M+lxITE7GwsPjYTRWfgPb58GZ/8XfXgzeXIcqyRN3k5ubG9evXAbh9+zYpKSlMmTKF9u3bY2FhwY0bN+jXrx9ffvklixYteiv1hRBC/CfkcY74x3szZhwXF0e5cuWoVasWv//+O8uXL6dbt2707NmTRYsWKUvPtAdTUVFReHt7s3DhQgnG6QDtJcgAtWrVon379uzfvx97e3sCAgJ4/PgxrVu35vbt28TFxSlLjzTnROHChalfvz7R0dESjNMBmuO6bNkyoqKimDhxIrt378bIyIiwsDBu3brFhAkTmDJlCm3btqVo0aJ06NCBTZs2YWhoSFZWlgRgdIj2bz01NZXExETlPS8vL1q2bMnMmTM5ePAg8fHxALx48YJFixYpwTh5Xql7NMEXHx8f5syZQ1hYGEuXLqVbt25cunTpnftojyVWrlzJkCFDSE5O/mRtFh+HWq1WzofIyEicnZ0JDg7m4sWLAO/tA9RqtRJ8O3DgADk5ORKM00E7d+5ky5YtTJ8+ncDAQA4fPkyzZs1YsmQJe/bs4cWLF1SsWJGIiAgKFixI8eLF87rJQojPlMyQE/9o7yrgcPr0aQYPHkyHDh345ZdfqFevHvXr1yc7O5sFCxawYcOGXElWo6Oj8fb2xt3dnfbt2+fVVxEfiPY5ceLECVJSUihUqBCNGjUiMzOT4OBgYmNjuXTpEuPHj2fx4sVUr16dsLCwt5YYyYyoz5/mGKrVal68eMGECROwt7enQ4cOnDhxgrFjxzJz5kx69er13uMty890y5u5Rs+cOcPVq1fp1asXzZo1w8bGBoDp06dz/PhxSpYsSVZWFunp6Wzfvh19fX1ZgqbDoqKiCAgIYMWKFVSrVo2dO3cyadIkwsPDadSoEZC7X9F+sOfv78+sWbNypUEQn7egoCDCwsJo0qQJFy9epFy5cvTq1YsOHToAuccJb666mD17NhEREdSvXz/P2i8+jsjISGJiYlizZg2mpqbK9WDs2LHExsYyadIk2rRpk6ugh1w3hBD/C3mkI/6xtC9sISEh/P7778yYMYMGDRqwePFidu7cycSJE2nUqBElSpTg+fPnrF+/Pley7vDwcBYvXoynpyft2rXLq68iPhDtJ9p+fn5s2bIFS0tLbt68Sfv27Zk6dSpjxowhIyODqKgoDh8+TFpaGpmZme8cJEkw7vOm3UekpKRgZGRESkoKFStW5MCBA0yZMgVnZ2d69epFRkYGW7ZsoVKlSnz77be5PkeCcbpFc074+/sTExPD+PHj6d69O4sWLeKPP/4gJSWFFi1a4OnpSXR0NE+fPiUjI4Px48ejr68vAVodd/fuXezt7ZVgnKurK7Nnz6ZRo0akpaVhYmKCSqXKdR5ERUXh4+MjD/Z0wJtBk0ePHhEQEECDBg24ePEiK1asYPXq1eTk5NCxY0dUKpUy41Y7OOvr60tAQIAE43RUTk4OL168wNjYGD09PaVvGDNmDH369GHRokVYWlpia2urBGolGCeE+F9IQE78Y2kubJoCDuPGjSMtLQ2Atm3b0qpVKwwMDMjMzCQtLQ1nZ2eMjY1zLT988uQJc+bMkWCcjtAMhkNCQti0aZOSR3DNmjW4ubmRlpbG1KlTKVeuHIMGDcLW1pb79+9Tt25dZVAtAybdoTmW8+fPJzs7G0dHR+B1ZbTTp08zdepU7O3tAXj48CF79uyR3E/5xJEjR9izZw9Lly6ldu3a/Prrrzx48AA9PT1WrVqFgYEBTZo0oU+fPrn2k1xQuuVdff7vv/9OrVq1OHfuHC4uLjg7O2Nvb09OTg5BQUFYWVnRr18/JRi3bt06CcbpCO3zITY2FlNTU+Lj47G0tARep79wcHAgJCSEtWvXoqenR4cOHXKdQ9rBWRlb6q6uXbuyYsUKJk+eTEBAACYmJgBkZGTQuXNnrKysaNWqFSAPd4UQ/zdyZyr+0fbt28e2bdtYsmQJvXv3pmzZsqSnp/PgwQNlJsPmzZsZMWIE8fHxrFy5Ej09PbKysoDXybs7d+6cx99CfEhxcXHcuHGDmTNnUqtWLfbu3UtAQACjRo3i9OnT+Pn5KUl4S5cuTf369ZVzRYJxukE708Lt27c5fvw433//PaVLl2bcuHEcPnwYGxsb+vXrh1qtJjk5GXd3dzIyMmjdunUetlx8KsWKFaNv377Url2bI0eO4ODggLu7O76+vly4cIGIiAj27dv31n4SjNMd2sGXK1eu8PjxYwB69OjBkSNHGDx4MDNnzlSC9qmpqfz22288efJE+YwtW7bg6uqKp6enBOM+c9oz7D09PRk1ahSDBw/m0KFDnDlzRtmuZs2aODg4YGVlRUBAAKdOnVLeW716Nf7+/hKc1XFqtZpChQoxd+5czp07h4ODAxcvXuTXX38lMDAQlUqVa0a1EEL8X8jIU/yj3b9/n/Lly1OrVi2uXr3KsWPH2LBhA3FxcQwZMoTBgwdjbm5OnTp1mDBhAgYGBjLDQcdZWFjQpk0bGjRowKVLl/D09GTs2LEMGjQIc3NzvLy8ePHiBZ6enpQqVUrZT5agff5evnyJubm58jQ6KCiIhw8f0rhxY+rUqYNaraZ58+ZMnTqVBQsW4OjoSE5ODunp6bx48YINGzbIksR8okKFCpQqVYqUlBTCw8MZNmwYXbt2BeDLL7/k8uXLVK1albZt2+ZtQ8VHoR18WbhwIWfOnKF379507tyZqlWrUqJECVQqFUWKFAFeB/bd3d1JSEhg7NixyudUqFCBoKAgWrRokSffQ3wY2rnf7t69y4kTJwgNDSUxMZHdu3ezcuVKChQoQI8ePYDXQblBgwZx5MgRZUnqzZs3CQoKwtXVVYJxOk5zrjRq1IhFixbh5ubG6NGjMTAwwMrKiqVLlyrbylhCCPF/JUUdxD/GuxKuHz16lJEjR9K+fXsuX77MN998g42NDSqVijlz5rB7927Kly+vbC832vlDZmYmhoaGBAcHc+7cOXx9fSlUqBBr1qzh4sWLJCQkEBwcLDPidMjo0aMpVqwY8+bNA16fA76+vqxatYq6desSGRmZa/vY2Fh2794NgLW1Nf3795eAfT6UkJDAwIEDGTJkCL169SIpKQl3d3dat25NmzZtpI/QcUuWLFFmNdWoUQNzc3MALly4QFBQEFeuXEGtVlOsWDFMTEyIiIjA0NBQxhI6KiwsjCtXrmBpaYmLiwsAN27cYO3atZw4cQIHBwclKKdN82AnPj6eL7744lM3W/wDXL16FZVKReXKlZWVODKWEEJ8CNKTiH8E7aUliYmJFChQAJVKRfPmzfH09GTXrl2MGjWKRo0aUbp0aR4/fkytWrXemiouA+j8QTMIunXrFklJSahUKtLT0zl+/DidO3emY8eOgFS80iUzZsygRIkSALx69YoCBQowZswYLCwsCAgIICYmRqmkqlarsbGxUXIHamRnZ8sAOp/JyMigYMGCnDt3joyMDA4dOkRycjK2trZvJe4XukOtVhMXF8ehQ4dwdXVVqqfC6+vCt99+y7x583j27BnXrl3D2tqab7/9Fn19fbnR1iFvFv558uQJBw8eVCotA1SsWJF+/foBrwN2r169on///rk+R09PDxMTEwnG6YD3VVt/H805VLVqVeU1GUsIIT4k6U1EntNeWrJs2TJOnjzJ06dPqVKlCgMHDqRLly507NhReWqdlpaGq6srxsbGfPnll3ncepEXNIOpPn36MGDAAOzt7cnIyMDIyChXkmUJxn3+Tp8+Ta1atbC2tgZg5cqVbN++neDgYCwtLRk0aJDSJxQoUAA7OzsAJTCnPfCWwEv+U7JkSRwdHZVK3UWLFmX16tWoVCrUarWcEzpKUxEzLi6OAgUK5HpPT0+P9PR0AKpXr56rEJTcaOsWzRjg1atXFCxYkMGDB1OwYEGWLFnC2rVrlUBcxYoV6d+/Py9fvuT8+fP069dPEvXrIO0A7Zvjg/cF6vT09N65rRBCfCgy6hB5TnORW7RoEWvXrmXq1Kk8fvyYGzduMHToUAICAmjVqhWpqans3buX9evXk5qaSnR0NHp6ejILKh+rXbs20dHR7N27FzMzM4YOHSrLEnVITEwMP/74I56ennz33XcYGxvTqFEjgoODcXZ2xtvbG0tLS5ycnFCr1UybNg2VSsX3338PSOUzXaXp8zU3Re87zpqbKFtbW+rUqYO+vr6Sg1D6CN3yrpvprKwssrKyePDggfK35phfvXqVc+fO0atXLwoVKqTsIwFa3bNu3TqCgoKIiYmhVKlS9OnTh6ysLHx8fNDT06Nv377A63yBEydOpFSpUkrAXq4hukP74X9kZCS//PILlStXpmHDhtSqVeu9x1z7tQMHDtCqVSu5dgghPijpUUSe0b7IPXnyhCNHjjBnzhy+++47AJ49e0bx4sWZOnUqERERlC1bFrVaTe3atZk4caIEXgQANWrUoEaNGsrfck7ojl69enHt2jXmzJkDQLt27ahSpQqrV69m6NChTJkyBT8/P4oUKcKoUaPQ09NjypQpFClShCZNmuRt48VHoz3rxcTE5L3LTrVvsCwsLHLNjJA+QndoP5SLj4/HwsKCnJwcypQpQ79+/fD09MTa2pqWLVsCr5cxBwQEULx4cczMzPKw5eJTsLGxISwsDEdHR4KDg7GyslJmxmmCcr179wagTJkygKS70EXaxaDCwsJo0qQJ69at4/Tp0/Tq1YsOHTq8FZTT/n90dDSzZ88mIiJCKfQhhBAfgoxIRZ54cwBtZGTE9evXc91UFStWjMGDB3P58mXOnDlD9erV6dChAyYmJoAsLRHvJueEbtAsQZ41axYA8+fPR09PjzZt2lCxYkXCwsIYNmwYkydPVoJyDg4OlCxZkgYNGuRx68XHoH3d2Lt3L/PmzWPbtm0UKVLk3wblNPu9ePGCwoULf9J2i49Lc2yXLFnCgQMHMDIyolWrVvTr148RI0bw9OlTnJyc6NmzJwB37twhMTGR5cuXy0woHfNmIE2tVlOhQgWCg4MZM2YMI0aMIDQ0lBIlStCvXz/09PRwdXXF0tISW1tbZT8JxumON8+JR48eERAQQIMGDbh48SIrVqxg9erV5OTk0LFjR1QqFTk5Ocqyd4CoqCh8fX0JCAiQYJwQ4oOTK47IE5qLo5+fH56enuTk5NCgQQNOnTpFYmKisl2ZMmXQ19fn9u3bAEowDmRpiRC6Sq1WY2RkBLxeblSlShVSUlLw9PRk3759pKWlUalSJcLDw7lx4wZTpkwhPj4eMzMz7O3tldmzQndo31Tt2bOHK1eu8OzZM0aOHElCQgL6+vpvFfmB3DMc1q5dy+LFi0lOTv6kbRcfh3Yep40bNxIREUGfPn0oXbo0hw4dYt68eWRlZTFv3jw8PDx49uwZL1++pHr16mzatAlDQ0OysrIkGKdDNH3Ezp07gb8C8mXLliUwMJCMjAwcHBxISEigRIkS9O7dm7lz5yqzJ4Vu0b5uxMbG8ttvvxEfH4+lpSUAtWrVwsHBgWLFirF27VqlMruenl6uYJyPjw8LFizIlaNYCCE+FAnIiU9KewB96tQpDh8+zKBBg7C0tKRu3brExsaybds25YYpLS2NrKwsSpYsmVdNFkJ8YpqBcEBAAL6+vpiYmODq6kq9evWYPXs2e/bsIS0tTZkpd+rUKZYvX57rM2SmpG7R3FR5eXnh5+eHkZER33//Pc+ePWPQoEHvDMq9udzIw8MDGxsbWaaoIzTH9tSpU9y6dYs5c+bQp08fFi5cSJcuXbh37x5z5szh+fPndOvWjZ9++omAgABmzJiBgYGBzLLXUY8fP8bZ2Znhw4cDfwXlypUrh4+PD3fv3sXZ2Zlnz54pOeXkIY7u0Z4Z7enpyahRoxg8eDCHDh3izJkzynY1a9bEwcEBKysrAgICOHXqlPLe6tWr8ff3x93dnfbt23/y7yCEyB9UaikVI/LA5s2buXz5Mmq1mh9//FF53c3NjdOnT1O4cGG++uorfv/9d5KSkti8ebMMnIXIR54/f87AgQPp378/9vb2yuuurq5s3bqVuXPn0qZNG8zMzLh//z6lSpWSWbM67sqVK4waNQpPT08aN24MwPHjx1m8eDGpqamsWrUKS0tLsrOz3znDwcPDQ2Y4fOacnZ0ZNGgQNWvWBODMmTPMnz+fhIQEPDw8aN68OfA6pcW6devYunUrpUuXxsXFRZkVA++vqCg+P+/K9xYbG8vkyZOpXLkyoaGhyuuJiYk4ODhw6dIlunbtiqen56durvgEtH/fd+/eZcyYMbi5uZGYmMju3buJjY3FycmJHj16KPv88ssvHDlyhLFjx6Kvr8/NmzcZNGgQM2bMoFOnTnn1VYQQ+YDMkBOfxJtx3/3797NmzRp+//13MjIylNdnzZqFo6MjVatW5fHjx9SqVUsJxr1rOZIQQveo1WrUajWpqamYm5sDKP3EvHnzqFKlCosWLWLHjh2kp6fzxRdfvHfJotAdKSkpvHz5khIlSiivNWzYkBEjRnDv3r1cy1dzcnKAv3L/uLu7SzDuM3ft2jWKFStGlSpVlNdq1KhB27Zt0dfXZ9OmTbx69Qp4ndKiT58+dO3alcuXLxMZGZnrsyQYpxu0g3EnT55k3759HDlyBBsbG/z8/Pjzzz8ZMWKEsr2JiQmVK1dm8+bNLFiwIK+aLT4yze87LCyMRYsW0bBhQ7755htatGjBiBEjaN68OSEhIWzYsEHZp3bt2kyYMEG5fpQqVYqoqCgJxgkhPjqZISc+Ou0nVdu2bSM7O5uuXbsyb948du7cycSJE+ncuTOmpqa59tNO0i2VM4XIfxwdHXn58iVr165FT09Pyffk7OzM6dOnqVChAhEREXndTPERaF83NDfdT58+Zfjw4XTr1o1BgwYp14fk5GRl2Wrx4sVZsWIF5ubm/Pzzz0owTpYb6QbNeREdHU2pUqVo3rw5r169IjQ0lMOHD2NjY8MPP/yAsbEx8PrcOXjwIK1atZIZtDpGu4/w8/Njy5YtWFpacvPmTezs7BgxYgTx8fE4Oztjbm5O69atOXPmDFlZWco15X3FYMTnSTtAm5KSwuLFi4mOjsbGxoaQkBBluxs3brB27Vr+9a9/0a9fP/r3759XTRZCCJkhJz4uTaUigD///JOwsDDCw8M5ePAgrq6utGzZkpUrV7J3717lybZmZoP2IEmCcULkH5o+YMSIEbx69YqJEycCr/sBlUpFVlYW4eHhrFq1Cnh7Bq74vGlfNwAlt1PhwoX5+uuv2bNnD/v27VPez8zM5IsvvmD8+PFkZ2ezfft24HUFbw8PDwnG6QBNn6BSqXj8+DF79+7Fy8uLf/3rXxQoUIDhw4fTrFkzzp8/j7+/P+np6cDr3IO2trYyg1YHafqIkJAQNm3aRGBgIJs3b8bZ2ZkNGzawaNEirKysiIiIoESJEpw/fx4LCwtWr16Nnp4eOTk5EozTMZpg3KtXryhYsCCDBw9m2LBhHDt2jLVr1yrbVaxYkf79+1O9enXOnz8vYwghRJ6SGXLik/Dy8uLBgwc8efKEW7duUahQIZydnWnXrh3Ozs5cvnwZJycn2rZtm6uSqhAi/8rIyGDXrl2EhoaSmppK7dq1uXnzJmlpaezYsUNZWvJm/iDx+dI+nitXruTChQvcu3ePtm3b0r17d8zNzfnhhx94+vQpX331FXXq1GHLli0YGhoSFBREjx49qFevHq6urnn8TcSHon1OaGbLnz9/njVr1nD9+nVmzJhBo0aNSE1NJTQ0lJMnT1KxYkVmz56tVGsWuikuLg5/f3+aN29Ox44d2bt3L7NmzaJ///6sXr2aRo0aMWvWLEqUKEFmZiaGhoaArLrQZevWrSMoKIiYmBgsLS158uQJkZGRREREMG3aNPr27ats++DBA0qVKoWenp7klRRC5Bm5ixEf3caNG1m/fj0jR44kKCiI7du3U65cOYKCgti/fz/e3t7UqlULNzc3YmNj87q5Qoh/ALVajZGRER07diQwMJB27dpRsGBBbGxs2L59uzLjRYJxukVzPP38/Fi2bBllypShXr16rFmzhjlz5nD79m38/f2xtbXl/v37rF27FnNzc5YvX46RkRElS5akdOnSSh5C8XnTDsaFhoYSGBhIYmIiderUoX///lSoUAEPDw9OnTqFqakpDg4O1KpVCz09PSX4InSXhYUFbdq0oWnTply6dAlPT0/Gjh3LhAkTGDNmDPv27WPKlCk8fvxYOR/UarUE43SYjY0NhoaGODo6kpCQgJWVFf369WPQoEH4+Piwbt06ZdsyZcoosyUlGCeEyCsyQ058dP7+/pw9e5Y1a9YAr2+44uLiGDduHM+ePWPmzJnY2tqydOlSHBwcZBAthI57c1bb/5LHR2Y46I61a9dSp04dqlatCsDVq1cZO3YsCxYsoEGDBgBcvHgRd3d3ihUrhp+fH4aGhujp6ZGcnIyZmRnw+lqzbt06oqKiKFeuXJ59H/HheXt7s3XrVkaNGoWtra1S2OPcuXOsWrWKO3fuMGPGDBo2bEh6ejpGRkaoVCqZQZsPaGa+BQcHc+7cOXx9fSlUqBBr1qzh4sWLJCQkEBwcLOeBDnrz962Z5aaprGpoaEhoaCiWlpbExcURFRXFsmXLCAwMxNbWNg9bLoQQf5Grk/hoNLFeIyMj0tPTyczMRE9Pj8zMTEqUKMGkSZNISEggPDycw4cPM3r0aAwNDSXPixA6TjOA3rp1K0Cuqpjvoj3bKScnh5ycHAnG6Yh79+4RFBTE2rVruX79OvD6/Hj16hUFChQAXgdsa9WqxcyZMzl8+DDHjh1TziEzMzOuX7/O2LFj2bZtGytWrJBgnI7ZvHkzmzdvJjQ0lP79+1OiRAnS0tJITk6mbt26jB49mi+//JIpU6Zw+fJljI2NUalUqNVqCcLkA5prwa1bt0hKSkKlUpGens7x48dp2bIloaGhyiwooVs0v++dO3cCKL/7smXLEhgYSEZGBg4ODiQkJFCiRAl69+7N3LlzadmyZR62WgghcpORivhoNNO/bW1t+f3335UKR5oZcJmZmTRv3hwDAwNWrVpFRkYGgCTZFSIfeP78Oe7u7nh5eQH82xtnTX+iCewL3WBtbc2yZcu4cuUKK1eu5MaNGxQuXJi0tDTu3LkD/BWErVWrFl999RW3b9/O9RmVKlWie/furFq1iurVq+fBtxAf05MnT2jUqBFVq1blxo0brFq1im7dujF48GCWL19O1apVsbe3p1evXlSrVk3ZT5ag5Q+a49ynTx8uXryIvb09nTt35sGDB7Rr107ZTq4buunx48c4OzszfPhw4K+gXLly5fDx8eHu3bs4Ozvz7NkzSpUqRZ8+fTAwMFCKBQkhRF6Tq5P46KpUqYKbmxvLly/H29uby5cvc+/ePdasWUP16tVxdXXl1KlTkj9OCB325uyEggULMmbMGP78808uXLjw3v20Ey1HRkYyZswYJXgvdEP16tWZP38+V65cISwsjJycHBwdHZk1axZnz55VlqempqaSkZFB4cKFlX01Mydbt26NtbV1Xn0F8REZGhqyY8cOfH19GTt2LOfOnaN79+7UqlWLTZs2ER8fT4MGDZgwYYJUU83HateuTXR0NK1bt6Znz55s2rRJAi866M2xRMmSJVm5ciXXr19nxIgRwF9B2lKlSlG+fHmOHz+Or69vrv1klr0Q4p9CeiPxSXTv3p2CBQsyd+5cduzYgVqtpmjRogwdOpRnz55Rrlw5LC0t87qZQoiPRDM7YePGjdjY2FC2bFnatm3L1q1b2b59O99+++1b+2gH46KiovD392f+/PlSOVEHVa9enQULFuDi4sLSpUtp3749ffr0YeDAgYwYMQJTU1POnTuHSqWiW7duyn4yC0r3DR06lBcvXnDp0iUGDBhAkyZNKF++PH/++Se//vorL1++pGjRosr2Mss+/6pRowY1atRQ/pZco7pFO2fcyZMnSUlJwcjIiBYtWuDn58fkyZMZMWIEoaGhAJiYmFC5cmXmz59P5cqV87LpQgjxXlLUQXxScXFxPHr0iKysLOrUqYOenh5+fn7s37+fiIgIihcvntdNFEJ8JKdOnWLo0KF88cUXODk50axZM+Lj4+nZsyc//fRTruVFbwbjfHx8cHd3p3379nnVfPEJ/Pbbb/z444/UqFGDrl27cvv2bX7++WcKFChAyZIlcXd3V3KNSuBF92n3A+np6RgbGwOQkZHB6NGjUavVhISEyHJEIXScdl/g5+fHli1bsLS05ObNm9jZ2TFixAji4+NxdnbG3Nyc1q1bc+bMGbKysli7di16enpy3RBC/CNJQE7kmT///JOQkBCOHDnCypUrc+V+EUJ8/t5V4XDw4MFcuXKFjh07Eh8fT9OmTUlKSuLYsWO4ubm9lZA/Ojoab29vCcblI1euXFGCcuPHj6d48eK5bsZk1kv+on3sX716xfr16zl48CAJCQnExMRgaGgo1VSFyCdCQkJYtWoVS5cupVatWqxZswY3Nzc6dOjApEmT0NPTY/78+aSnp2NmZoa/v7/0EUKIfzTpmUSeyMrKIjMzk6JFi7JmzRoJxgmhgzSD36tXr/LkyRMApkyZQrNmzahQoQJ2dnYsX76cjRs3cvfuXY4ePZorP8zmzZuZPXs2Hh4eEozLR2rUqIGbmxtXrlxh/vz53LlzRwnIqNVqCcbpkP/kmbD2suSsrCxycnL44osvWL9+PYaGhmRlZcmNthD5QFxcHDdu3GDmzJnUqlWLvXv3EhAQwKhRozh+/Dg+Pj4YGhoSFBRESEgIgYGB0kcIIf7xZIacyFOZmZlK1VUhhG5Rq9WcO3eOYcOGYWdnR/v27WnevDnu7u4UKlSIcePG8eTJExYtWsSmTZto3bo1gYGBwOslaZs3b8bKyoqWLVvm7RcReeLixYv8/PPPLFiwQG6mdJD2jJX/ZimZ9rayBE2I/CM9PZ2jR4/SoEED7ty5w4QJExgyZAiDBg0iPDwcLy8v6tWrh4+PDyVLlgRyz7AVQoh/IgnICSGE+GDeNfjdtm0bp0+f5uDBg4wYMYJy5coxe/Zs5s+fT6tWrUhNTeX333+ndu3auW6uJWAvNOeTLDfSLdrHMzQ0lCdPnjBx4kRMTU3/4/0yMjKkwIsQ+YxmXBAcHMy5c+fw9fWlUKFCrFmzhosXL5KQkEBwcLBcL4QQnw1Z9yGEEOKD0L5ZfvbsGWlpaVhbW2NnZ0erVq1o2LAh8+bNo3379hQvXpxFixZRoUIFypUrR926dYHcM14kGCdUKhVqtVpurnSM5nh6e3uzfft2hg0bxsuXL/82IKd9HsTExACvK7jLDDkh8g9NyoJbt26RlJSESqUiPT2d48eP07lzZzp27Ai8O4etEEL8E0lATgghxP+Z9s1yQEAA+/fvJyEhAUtLS4YPH06LFi34/vvv+eabbwgNDcXAwIBLly4RGxubq5CD3FyLN8lyI920fft2Nm/eTEhICDVq1ABez3pLT0+nQIECuQLy2jNvo6OjmT17NoGBgdJfCJHPaPqBPn36MGDAAOzt7ZXZstqV2iUYJ4T4XMiSVSGEEP8n2jfLy5cvJzw8HBcXF4oVK8aGDRv4448/sLOzo3fv3lhYWJCSksKNGzfYuXMnU6ZMkST9QuRDy5cv5/fff2fRokVcu3aNU6dOER0dTU5ODn369KF///4YGxvn6l+ioqLw8fHB09OTtm3b5vE3EELkpStXrrB3717MzMwYOnQoBgYGUoVbCPHZkYCcEEKI/8m9e/ewtrYGXi81TUlJwcHBgc6dO9O/f39lO29vb/bv34+7uzs2NjZvfY4MoIXQbe/KLblu3TpcXV0ZOnQohw4dokqVKnz77bc8ePCAnTt3smnTJqysrJTto6Oj8fb2xt3dXaouCyHeImMJIcTnSHotIYQQ/7UZM2bw/Plzxo0bR40aNdDX10elUpGamvpW0nVnZ2fOnTtHZGTkOwNyMoAWQndpF1948uQJhQoVwtDQkN69e5OQkMCJEycYNGgQTZo0oVy5cty9e5cLFy6QmpqqfEZ4eDjLli3Dw8Mj17I0IYTQkLGEEOJzJAvshRBC/Ff69u3LsWPHePr0KREREVy6dAmAQoUKYWlpyc6dOwEwMjIiIyMDgGrVqkm+JyHykYiICLKzs5VgXGBgIEOHDmXQoEF4eXmRlpaGk5MTQUFB9OvXj7Jly5KRkcG8efMwNzenbNmyymedPn0aFxcXCcYJIYQQQqdIQE4IIcR/bPHixaSlpXH8+HEmTpzI/fv3iYqK4tdffwVg+vTpXL9+ncmTJwN/FWm4evUqFhYWedVsIcQndOzYMUJDQ5k5cyYAe/bsYc2aNQwfPpxatWpx8eJFRo0aRWpqKqampiQnJ7N+/XpGjBhBfHw8QUFB6OnpkZWVBbzON9elS5e8/EpCCCGEEB+c5JATQgjxH/P09ORf//qXUh1x7969qFQqypcvz5AhQ6hevTr79+/H1dWVIkWKULp0aV6+fElSUhJbt26VJSVC5AOpqals2bKFmJgYKlWqROXKlSlZsiR2dnbk5ORw4MABgoKCMDMzY+nSpRgaGhIdHc2NGzdwcXGR5OxCCCGEyBckICeEEOLf0iRlj42NxdXVFX19fR4/fsyBAwc4efIkISEhVKhQgREjRlClShXi4uIIDw8HwNTUlNGjR8tNthD5gOY3npKSwvbt21m3bh13795lwYIFypLTzMxMjhw5QlBQEObm5ixevBhTU1PlM7Kzs2WJuxBCCCF0ngTkhBBC/FeGDx/OiRMnaNq0KaGhoQBs27aN8PBwKlasyODBg6lZs+Zb+8lNthC6LTk5GTMzMwDOnTtH3bp1iYqKIigoiIoVKxIcHKwUfcnKyuLw4cO4u7vTunVrZs2alZdNF0IIIYT45CSHnBBCiP9YYmIihoaGjBs3jkePHjFp0iQA7OzsGDp0KLdu3SIyMpLz58+/ta8E44TQXXv37sXZ2ZlXr17h7u7OyJEjSU5OpkuXLjg5OfHkyROmT59OTk4O8LoiYsuWLfH29mbGjBl53HohhBBCiE9PZsgJIYT4r2RnZ6Onp8eGDRtYsWIF1atXx8/PD4Dt27ezcOFCevTowZgxY/K4pUKIT+Xq1at07dqVihUrEhcXx5o1a6hatSoAaWlpbN68mXXr1vHVV1/h6emJSqXKtb/MoBVCCCFEfiMBOSGEEP+T1NRUdu3aRWhoaK6g3IkTJ2jYsKHcXAuRT2jyxk2fPp3NmzfTuHFj/Pz8KFKkiLKNJii3fv16ihcvzrJly94KygkhhBBC5CeyZFUIIcT/xNTUlO+++w4HBweuXbvG8OHDAWjSpAn6+vpkZ2fncQuFEB+T5pmuJvhep04dFi5cyIULF5g9ezYPHjxQtjMxMaFr16507twZc3Nz5HmwEEIIIfI7KXUnhBDif2ZqakqHDh1IS0vj/Pnz5OTkKEnbZYacELpL+7eekJBA0aJF6d27NwDW1tYMHDgQgBkzZlCqVCkATp8+zeDBg5WqzdqfIYQQQgiR38iSVSGEEP9n6enpGBkZyU22EPnM0qVLOXbsGNnZ2fTq1YsWLVpgZWXF5cuXGThwII0bN6Zbt26sX7+eW7dusXv3blQqlRKUE0IIIYTIryQgJ4QQ4oORm2whdJv2bzw6OpqFCxcyfvx4jh07xpMnT6hTpw7Dhw+nVKlS/Pbbb/zwww8ULFgQY2NjIiIiMDQ0lH5CCCGEEAIJyAkhhBBCiP/SxYsX2bp1Kw0bNsTW1haA4OBg9u/fz9dff82IESMoVaoU8fHxJCUlUbZsWfT09JQCEEIIIYQQ+Z2sKRJCCCGEEP+xY8eOMXXqVPbs2UOBAgWU1x0dHbG1teXy5cusWLGChw8fUrRoUcqXL4+enh45OTkSjBNCCCGE+P8kICeEEEIIIf5jzZo1o3Xr1mRkZLB3716SkpKU9xwdHWnbti2HDx9mz549ufaT3JJCCCGEEH+RJatCCCGEEOKd/q5Ii4eHB6dPn6ZDhw4MGDAAMzMz5b2tW7fSqVMnqbYshBBCCPEeEpATQgghhBBv0Q7Gbd68mWvXrmFsbEzVqlXp0KEDAG5ubpw/f5527dq9FZQDyM7OlqCcEEIIIcQ7SEBOCCGEEEK8l5eXF1u2bKFWrVqkpKRw9uxZhgwZwvTp04HXQblff/2VBg0aMHr0aExNTfO4xUIIIYQQ/3ySWVcIIYQQQrzTqVOn2Lp1K4GBgdSpU4f09HQOHDjA9OnTKVCgABMnTmTWrFnMmDGDhIQETExM8rrJQgghhBCfBQnICSGEEEKId0pISMDCwoKaNWsCYGxsTMeOHUlOTsbX1xdbW1tq1qyJh4cHOTk5qFQq1Go1KpUqj1suhBBCCPHPJuWuhBBCCCEEOTk5b71WpEgR7t+/z9WrVwHQZDqpVasWhoaGpKamKtvq6ekpQTkhhBBCCPH3JCAnhBBCCJHPaRdwOHr0KDt37uT69etUq1aN+vXrExERwe+//64E2ywtLbGwsCAzMzPX57yvIqsQQgghhMhNijoIIYQQQggA/Pz8WLNmDVZWVjx48IB58+aRnp7Orl27MDQ0xM7ODisrK1asWEFiYiLr1q2TKqpCCCGEEP8DCcgJIYQQQuRTmnxvarWaBw8e4OzszNSpU/nyyy9Zv349/v7+zJw5ExMTE86dO8fWrVupVKkSFhYWBAcHY2hoSHZ2tgTlhBBCCCH+SxKQE0IIIYTIh7SXqSYmJpKYmMiGDRuYOHGiEmBbuXIl3t7eODs707t3byVnXNGiRVGpVGRlZWFgIDXChBBCCCH+WzKCEkIIIYTIhzTBOH9/f06cOMHt27cpXbo03bp1o0KFCgAMGTIEAB8fH+Lj4xk9ejQmJibA64CeBOOEEEIIIf43knlXCCGEECIf0a6mumPHDjZs2ECXLl3o3r07d+/eJSYmhgcPHijbDBkyhHHjxnH27FkKFCigvC4FHIQQQggh/neyZFUIIYQQIh86c+YMu3bt4ptvvqFr164AREZGEhwcjJ2dHfb29pQpU0bZXjvfnKbaqhBCCCGE+N/IOgMhhBBCiHzm6dOnuLi48OzZM8qXL6+83r9/fwCCg4PR19enZ8+eWFtbA0gwTgghhBDiA5K1BkIIIYQQ+Uzx4sVZvHgxVlZWHDlyhGvXrinv9e/fn5EjRxISEsLx48dz7SfBOCGEEEKID0OWrAohhBBC5FNXr15lxowZ1KxZk0GDBlG5cmXlvb1799KmTRul4qoQQgghhPhwJCAnhBBCCJGP/fbbb8yaNYsaNWowePBgKlWqlOv97OxsCcoJIYQQQnxgEpATQgghhMjnfvvtN1xdXSldujRTp05V8sYJIYQQQoiPQ3LICSGEEELkc9WrV8fV1ZWCBQvmqqwqhBBCCCE+DpkhJ4QQQgghAJQqqjk5OejpyXNbIYQQQoiPRQJyQgghhBBCoQnKCSGEEEKIj0cefQohhBBCCIUE44QQQgghPj4JyAkhhBBCCCGEEEII8QlJQE4IIYQQQgghhBBCiE9IAnJCCCGEEEIIIYQQQnxCEpATQgghhBBCCCGEEOITkoCcEEIIIYQQQgghhBCfkATkhBBCCCGEEEIIIYT4hCQgJ4QQQgghhBBCCCHEJyQBOSGEEEIIIYQQQgghPiEJyAkhhBBCCCGEEEII8Qn9P1xnkkuYeFBfAAAAAElFTkSuQmCC", + "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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Hx9+3lozs3btXvXr1Uu3atVWtWjW1bt1aX3zxRYb73+vZF+XKldPHH39seh8bG6sJEyaoadOmqlSpkurXr6/u3bvr77//lnTr5/bnn3/W+fPnTT+nTZs2NR2fmJioGTNm6PHHHzfd75QpU9L8N6RcuXIaO3asvv32W7Vq1UqVK1fWb7/9ZtoeEhKin376SUaj8YE/JwAAgKwiV92S3bnq7txkNBrVtWtX1atXT5GRkaZ9EhMT1bp1azVv3lxxcXGm9rVr16p9+/aqUqWK6tSpoyFDhqT5zi1JK1asUPPmzVWlShU999xz2rVr1wPXe+f784IFC0znrVSpkp599lnt27cvzf7Hjx/Xa6+9pnr16qlKlSp64okn9NFHH5ntc/DgQfXs2VM1atRQ9erV9dJLL+mvv/4y2+dOntq1a5fGjx+vevXqqVatWho5cqQSExMVExOjt956S7Vr11bt2rU1ZcqUNN+XU1NT9fnnn5u+Y4eEhGjkyJHp5rF/IzuSHcmOAJB5zDwDcomffvpJgYGBqlq16kOdZ8SIEVq9erWeeOIJde/eXfv27dPcuXN1/PhxzZo1y2zfU6dOaciQIXrhhRfUrl07rVq1Sq+99prmz5+vBg0aSLr1ZfKHH37Qk08+qYCAAEVERGjFihXq0qWLNmzYoIIFC2a5xmeeeUZ79uzRxIkTlT9/ftNIyT///FMDBw5UzZo1NXjw4Eyf7+bNm+l2TOXPn1/58t36z+D06dM1e/ZshYaGKjQ0VH///bdeeeUVJSUlZbn+9JQuXVqDBg3SjBkz1LFjR9NSFzVq1FDNmjU1a9Ysbdy4UV26dDEdk5iYqM2bN6tFixZycnLK8Nx79uyRwWBIswxl5cqVtXLlStWpU0dxcXHasGGDOnfuLEn6+uuvdfXqVfXs2fOB7mfs2LHKnz+/BgwYoJMnT2rZsmW6cOGCFi1aZFquZc2aNXrnnXfUsGFDvfHGG7p586aWLVumF198UatXr1ZAQIDpfMnJyerRo4dq1qypt99+W87Ozhle+04o9fPz08CBA5WamqpZs2aZloy5l4iICL3wwgu6efOmunbtqgIFCmj16tXq16+f6Uv93WbPni2DwaBevXopMjJSX3zxhV5++WWtXbvWVOOmTZsUHx+vTp06ycvLS/v27dPixYt16dIlzZgxI8uf7e+//64+ffrI399f3bp1k6+vr44fP66ff/5ZL730UpbP92+jRo3S5s2b1aVLF5UuXVrR0dHavXu3jh8/rooVK6pv3766fv26Ll26pGHDhkmS3NzcJN0KhP369dPu3bvVoUMHlS5dWkeOHNEXX3yhU6dOpXk2wo4dO/Tdd9+pc+fOKlCggNnSRxUrVtTnn3+uo0ePKigo6KHvCwAAIDPIVdmbqzw8POTg4GDWZjAYNHHiRD3zzDMaNWqUZs6cKenWQMSjR49q0aJFpplCs2fP1vTp0/XUU0/pueeeU1RUlBYvXqzOnTtrzZo1yp8/vyTpq6++0siRI02dUmfPnlW/fv3k6el5347Oe1m/fr1u3Lihjh07ymAwaP78+Ro4cKB++OEH032FhYWpc+fOypcvnzp27KiiRYvqzJkz+vHHHzVkyBBJ0tGjR9W5c2e5ubmpZ8+eypcvn1asWKGuXbtq8eLFaX7exo8fL19fXw0cOFB79+7VihUr5OHhoT179qhw4cIaMmSIfv31Vy1YsEBBQUFmswdHjhyp1atXq3379uratavOnTunJUuW6ODBg1q2bFmaP4+7kR3JjllBdgSQ5xkBPPKuX79uDAoKMr766qtptl27ds0YGRlpet28edO0bcaMGcagoCDT+0OHDhmDgoKMw4cPNzvH5MmTjUFBQcbt27eb2po0aWIMCgoybt682ayOBg0aGNu2bWtqS0hIMKakpJid7+zZs8ZKlSoZZ86cadYWFBRkXLVqVabuOSUlxTh06FBjhQoVjD/88IMxLCzMWLt2beOzzz5rjI2NzdQ57lwzo9eePXuMRqPRGBkZaaxYsaKxd+/extTUVNPxH374oTEoKMj49ttvm9r+/ZnesWrVKmNQUJDx7NmzprYuXboYu3TpYnq/b9++DD+Djh07Gp9//nmzti1bthiDgoKMO3bsuOd9vvHGG8Y6deqkab948aKxVatWpvt98cUXjbGxscaYmBhjvXr1jBs2bLjnedNz5z7btWtnTExMNLXPmzfPGBQUZPzhhx+MRqPRGBsba6xVq5ZxxIgRZseHh4cba9asadb+9ttvG4OCgoxTp07NVA19+vQxVq1a1Xjp0iVT26lTp4wVKlRI82fTpEkTsz+/CRMmGIOCgow7d+40tcXGxhqbNm1qbNKkielneceOHcagoCBjo0aNjNevXzftu3HjRmNQUJDxiy++MLXd/Xfujrlz5xrLlStnPH/+vKkto5+duyUnJ5tquXbtmtm2u382/32ue/39CgoKMs6YMcP0vmbNmsYxY8bcs47evXsbmzRpkqZ9zZo1xuDgYLPPz2g0GpctW2YMCgoy7t692+y6wcHBxqNHj6Z7jT///NMYFBT0QD+HAMNC4vEAAMa+SURBVAAAD4Jclf256k5W+ff3bqPRaFy+fLkxKCjIuHbtWuNff/1lLF++vHHChAmm7efOnTOWL1/eOHv2bLPjDh8+bKxQoYKpPTEx0Vi/fn1jmzZtjAkJCab9VqxYYQwKCjLLXBlp0qSJsXfv3mnuqU6dOsbo6GhT+w8//GAMCgoy/vjjj6a2zp07G6tXr2723d5oNP9+/uqrrxorVqxoPHPmjKnt8uXLxurVqxs7d+5saruTp1555RWz4zt27GgsV66cceTIkaa25ORkY+PGjc3ub+fOncagoCDjt99+a1bLr7/+mm77v5EdyY5kRwDIPJZtBHKB2NhYSUp3He+uXbuqfv36pteSJUsyPM8vv/wiSerevbtZ+yuvvGK2/Q5/f3+z0VTu7u5q27atDh48qPDwcEm31ra/8zyAlJQUXb16Va6uripZsqQOHjyY1Vs1sbOz0+TJkxUSEqIhQ4aoe/fu8vX11bx580wjmTKrY8eOWrhwYZpXmTJlJEnbtm1TUlKSunTpYvaQ6+wYqZVZbdq00d69e3XmzBlT27p161S4cGHVqVPnnsdGR0ebLbFxR6FChbR69WqtWbNGGzZs0KJFi+Tm5qaZM2eqZMmSatmypXbt2qXnn39eoaGhGj9+fIbLzPxbx44dzUY0durUSfny5TP9DG3btk0xMTFq1aqVoqKiTC87OztVrVpVf/zxR5pzdurU6b7XTUlJ0fbt29WsWTOz0beBgYFq1KjRfY//5ZdfVKVKFdWqVcvU5ubmpo4dO+r8+fM6duyY2f5t27aVu7u76f2TTz4pPz8/s78rd490jIuLU1RUlKpXry6j0ZjlvwMHDx7UuXPn1K1bN9Mo2zuy6wHs+fPn1969e3X58uUsH7tp0yaVLl1apUqVMvtzvfOw8X//udauXdv09yy9OiTp6tWrWa4DAADgQZCrsj9XBQcH33P/hg0bavz48XrrrbdUrFgxDR061LT9+++/V2pqqp566imz75a+vr4KDAw0fbc8cOCAIiMj9cILL5g9W61du3by8PDI4idirmXLlmZZ6k5OOHv2rCQpKipKO3fu1LPPPqsiRYqYHXvn+3lKSop+//13NW/eXMWKFTNt9/f319NPP63du3ebfvbueO6558y+31epUkVGo9G01L8k2dvbq1KlSqZapFvfxz08PNSgQQOzz6xixYpydXVNN2fdjexIdswKsiOAvI5lG4Fc4E6ouXtd+DvGjh2rGzduKCIiQm+++eY9z3P+/HnZ2dmpePHiZu1+fn7Knz+/zp8/b9YeGBiY5ktXiRIlTOfy8/NTamqqvvzySy1dulTnzp1TSkqKaV8vL6/M3mK6HBwcNHz4cLVs2VKRkZEaM2aMChQokOXzBAYGplnT/W4XLlyQ9M+93eHt7Z1usMgJLVu21MSJE/Xtt99qwIABun79un766Se9/PLLmfria8xg7W8HBweVL1/e9P748eNaunSpli9frujoaPXp00e9e/dW3bp1NWzYMM2ZM0eDBg267/UCAwPN3ru5ucnPz8/0M3Tq1ClJGXdA3h0qpFvPlsjM+vmRkZGKj49Pc/30akrPhQsX0l2ip1SpUqbtdy8D8e9zGgwGBQYGmv1duXDhgmbMmKEff/wxzdr9/w7J93MnGOfkUhRvvPGG3nnnHT322GOqWLGiQkND1bZtW7Ogn5HTp0/r+PHjGT6o+e5nWkgyW14lI9kV7AAAAO6HXJWzuSo9EydOVPPmzXXt2jUtX77crPPg1KlTMhqNatGiRbrH3lli/05e+/d3cwcHh0x9h72Xfy/5eCf/xcTESMrc9/OoqCjdvHlTJUuWTLOtdOnSSk1N1cWLF1W2bFlT+7874u50Av67Hg8PD7OMcfr0aV2/fj3T38fTQ3YkO2YW2RFAXkfnGZALeHh4yM/PL83DciWZvsydO3cu0+fLzi8cc+bM0fTp0/Xss8/qtddek6enp+zs7DRx4sSHfpjr1atX1b9/fxUoUEC+vr4aMWKESpYsmeFoJEvI6LO7O9w+CE9PTzVp0kTr1q3TgAEDtGnTJiUmJuqZZ56577FeXl6mcHc/kyZN0jPPPKOKFStqzZo18vT0VJ8+fSRJPXv2zHQAup87f/ZTpkyRn59fmu329vZm7+8eaZubpKSkqHv37rp27Zp69uypUqVKydXVVZcvX9Y777yj1NRUi9SRlZ/Lli1bqlatWvr+++/1+++/a8GCBZo3b54+/vhjhYaG3vM6qampCgoKMq1n/2//DrH3ev7AnbD4IL+4AQAAeBDkKsvnqj/++MM0Q+nIkSOqXr26aVtqaqoMBoPmzZuXJh9I6c8QzG7pXVfKuIMpu2SUfe6XiVJTU+Xj46OpU6emu/1+z/IiO1oP2dEc2RFAbkDnGZBLPPbYY/rqq6+0b98+ValS5YHOUbRoUaWmpur06dMqXbq0qT0iIkIxMTFmD2SVbo0UMhqNZl+u7owKu7Pv5s2bVbduXU2cONHs2JiYmIf6YnPjxg317t1bV65c0aJFi+Tv769OnTqpe/fuWrZsWaZGJWXWnVF/p06dMhtBFRUVlWY02J3lAmJiYsyWRrgzGvJe7heu27Rpo1dffVX79u3TunXrVKFCBbPRiRkpVaqU1q1bp+vXr99z2ZKffvpJe/bs0ZYtWyRJV65ckb+/v2m7v79/ppdjOH36tGm5BenWn1d4eLgaN24sSabP0cfHJ8ujU+/Fx8dHTk5OOn36dLo13U+RIkV08uTJNO0nTpwwbb/XOY1Go06fPq1y5cpJuvULgFOnTun99983e4j377//ft9a0nPnczty5EiWPrd/j5C9I6OfS39/f3Xu3FmdO3dWZGSk2rVrpzlz5pgCUEY/q8WLF1dYWJjq16//0L8suvOLqbv/WwQAAJDTyFU5l6v+7cqVKxo/frwaNmwoBwcHvf/++2rYsKHpnosXLy6j0aiAgIB0Z23dcec7+unTp81msSQlJencuXP3XDryYd39/Twj3t7ecnFxyTBn2NnZpZlR9qCKFy+u7du3q0aNGvfsbMgI2fGfmu6H7HgL2RFAXpb7hmoAeVTPnj3l4uKid999VxEREWm2Z2Zk3J0vN1988YVZ+8KFC82233HlyhV9//33pvexsbFas2aNypcvbxoRZm9vn+ba33333QOtiX1HYmKiXn31VR07dkyffvqpgoOD5e3trYULF8re3l6vvPKK6dkA2SEkJEQODg5avHix2b38+3OSZFqaZefOnaa2uLg4rVmz5r7XcXFxkZT2S+odjRs3VoECBTR//nzt3LkzU7POJKlatWoyGo06cOBAhvskJiZq8uTJ6tevn3x8fCRJvr6+On36tJKTkyXdWpbD19c3U9dcsWKFkpKSTO+XLVum5ORkUwBq1KiR3N3dNXfuXLP97oiKisrUdf7N3t5eISEh2rp1q9nP2OnTp/Xbb7/d9/jQ0FDt27dPe/bsMbXFxcVp5cqVKlq0aJrRt2vWrDFbPmPTpk1mQe/OiMe7f26MRqO+/PLLB7q/ihUrKiAgQF9++WWan5N7/R13d3dXgQIFtGvXLrP2pUuXmr1PSUnR9evXzdp8fHzk7+9v9swCFxeXNPtJ0lNPPaXLly9r5cqVabbFx8enuwRSRv7++295eHhkqoMYAAAgu5Crci5X/dt7772n1NRUTZgwQWPHjlW+fPk0fPhw0322aNFC9vb2mjlzZpp7NxqNpucbVapUSd7e3lq+fLnZd9bVq1dnehbVg/L29lbt2rW1atWqNJ0Ld2q2t7dXgwYNtHXrVrOZixEREVq/fr1q1qyZZunBB/XUU08pJSVFn3zySZptycnJ9/08yI5kR7IjAGQeM8+AXKJEiRKaOnWqXn/9dT355JNq3bq1goODZTQade7cOa1fv152dnb3XPs7ODhY7dq104oVKxQTE6PatWtr//79Wr16tZo3b242GuzONYcPH679+/fLx8dHq1atUmRkpCZNmmTa57HHHtOsWbM0bNgwVa9eXUeOHNG6deseau35TZs2affu3ZozZ47Zsh5FihTRggUL1LlzZy1cuFBvvfVWps538OBBrV27Nk178eLFVb16dXl7e+uVV17R3Llz1adPH4WGhurgwYP69ddf04zybNCggYoUKaLhw4frxIkTsre316pVq1SgQIH7zj4rXry48ufPr+XLl8vNzU2urq6qUqWK6bNycHBQq1attHjxYtnb26tVq1aZur+aNWvKy8tL27dvz3A98TtfyLt162ZqCw0N1dixY/X666+revXqmj17ttkDqu8lKSlJL7/8sp566imdPHlSS5cuVc2aNdWsWTNJt76Qjx49Wm+99Zbat2+vli1bytvbWxcuXNAvv/yiGjVqaOTIkZm61r8NGDBA//3vf9WpUyd16tRJqampWrx4scqWLatDhw7d89jevXtrw4YN6tWrl7p27SpPT0+tWbNG586d08cff5xm+Q9PT0+9+OKLat++vSIjI/XFF18oMDBQHTp0kHRr5Gbx4sX1/vvv6/Lly3J3d9fmzZsfOMTb2dlp9OjR6tevn9q2bav27dvLz89PJ06c0LFjx7RgwYIMj33++ef16aefavjw4apUqZJ27dqVZqTkjRs3FBoaqieeeELBwcFydXXVtm3btH//fr3zzjum/SpWrKiNGzdq0qRJqly5slxdXdW0aVO1adNG3333nUaNGqU//vhDNWrUUEpKik6cOKFNmzZp/vz5qly5cqbuddu2bWrSpAnr1gMAAIsiVz14rsqKVatW6eeff9bkyZNNn+WIESP05ptvaunSpercubOKFy+uwYMHa9q0aTp//ryaN28uNzc3nTt3Tj/88IM6dOigHj16yMHBQYMHD9bIkSP10ksvqWXLljp37py++eabh37mWWaMGDFCnTp1Urt27dSxY0cFBATo/Pnz+vnnn005c/Dgwdq2bZtefPFFvfjii7K3t9eKFSuUmJh432foZUWdOnXUsWNHzZ07V4cOHVKDBg3k4OCgU6dOadOmTRo+fLiefPLJDI8nO5IdJbIjAGQWnWdALtK8eXOtW7dOn332mX7//XetWrVKBoNBRYoUUWhoqDp16nTfJSvGjx+vgIAArV69Wj/88IN8fX3Vp08fDRgwIM2+JUqU0HvvvacpU6bo5MmTCggI0EcffaRGjRqZ9unbt69u3rypdevWaePGjapQoYLmzp2radOmPfB9PvPMMypbtqzZw4rvKF26tJYsWZKlkLR+/XqtX78+TXu7du1MIXLw4MFydHTU8uXL9ccff6hKlSr67LPPTGu63+Hg4KCZM2dqzJgxmj59uvz8/PTSSy8pf/78Ga7lffexkydP1ocffqjRo0crOTlZkyZNMruXNm3aaPHixapfv77Zshj34ujoqNatW2vTpk0aOnRomu0RERH65JNPNHXqVDk6OprafXx8NGPGDE2aNEnbtm1T06ZN0/05SM/IkSO1bt06zZgxQ0lJSWrVqpVGjBhh9mW2devW8vf316effqoFCxYoMTFRBQsWVK1atdS+fftMXSc9lSpV0rx58zRlyhRNnz5dhQsX1qBBg3TixAnTEhoZ8fX11fLly/XBBx9o8eLFSkhIULly5TRnzhw99thjafbv27evDh8+rE8//VQ3btxQ/fr1NWrUKNMsQgcHB82ZM0fjx4/X3Llz5eTkpMcff1ydO3dWmzZtHuj+GjVqpC+++EKzZs3SZ599JqPRqGLFiplCV0b69++vqKgobd68Wd99950aN26s+fPnm4ViZ2dnderUSb///ru2bNkio9Go4sWLa9SoUXrxxRdN+7344os6dOiQvvnmG33++ecqWrSomjZtKjs7O82aNUuff/651q5dq++//14uLi4KCAhQ165d77nczt2OHz+uI0eO6N13332gzwgAAOBhkKseLFdl1qVLlzRp0iQ1adJE7dq1M6tny5Ytmjp1qho3bqxixYqpd+/eKlGihD7//HPNmjVL0q1nITVo0EBNmzY1HduxY0elpKRowYIFmjJlioKCgjR79mxNnz492+v/t+DgYK1cuVLTp0/XsmXLlJCQoCJFiuipp54y7VO2bFktWbJE06ZN09y5c2U0GlWlShV98MEHpufpZZexY8eqUqVKWr58uT766CPZ29uraNGieuaZZ1SjRo17Hkt2JDtKZEcAyCyDMaefggoAuVjTpk1Vp04dTZ482SLXCwsLU5s2bdKsg34/Z8+e1VNPPaV58+ZlOIIwO3zzzTcaNmyYvv7660yPErOUO0vS3FmXH4+uCRMmaNeuXfrmm28YPQgAAABYENmR7JibkB0BWBPPPAOAR8jKlSvl6uqqFi1aZOm4YsWK6dlnn9Wnn36aQ5U9WuLj483enzp1Sr/++qvq1KljpYqQWVevXtXXX3+twYMHE34AAAAACyM7kh1zC7IjAGtj2UYAeAT8+OOPOnbsmFauXKnOnTvL1dU1y+cYM2ZMDlT2aGrevLnatWunYsWK6fz581q+fLkcHBzUs2dPa5eG+yhQoIDZQ7cBAAAAWBbZkeyYG5AdAVgbnWcA8AgYP368IiIi1LhxYw0cONDa5TzyGjVqpA0bNig8PFyOjo6qVq2ahg4dqhIlSli7NAAAAADAI4LsCAB4UDzzDAAAAIDV7dy5UwsWLNCBAwcUHh6uWbNmqXnz5qbtRqNRM2bM0FdffaWYmBjVqFFDo0ePNvvlV3R0tMaNG6effvpJdnZ2atGihYYPHy43Nzcr3BEAAAAA5A22mOd45hkAAAAAq4uLi1O5cuU0atSodLfPmzdPixYt0ujRo7Vy5Uq5uLioR48eSkhIMO3zxhtv6NixY1q4cKHmzJmjXbt2aeTIkZa6BQAAAADIk2wxzzHzDAAAAMAjpVy5cmYjFY1Goxo1aqTu3burR48ekqTr168rJCREkydPVqtWrXT8+HG1bNlSX3/9tSpXrixJ+vXXX9W7d2/98ssvKliwoNXuBwAAAADyClvJc8w8AwAAAPBIO3funMLDwxUSEmJq8/DwUNWqVU0Pkt+zZ4/y589vClqSFBISIjs7O+3bt8/iNQMAAAAAcm+ey2eVqwIAAACweYmJiUpMTDRrc3R0lKOjY5bOEx4eLkny8fExa/fx8VFERIQkKSIiQt7e3mbb8+XLJ09PT9PxAAAAAID7y64sJ+XePGeTnWef7zxj7RKAeyrs5mLtEoB7Cg3ys3YJQIY2/n3R2iUA99S+amFrl5ApLtUH5Pg1prxSTjNnzjRrGzBggAYOHJjj10bu1eCD36xdApBnfdyhqrVLAPI0T1cHa5cA5Gml/XLH72zJcpZhk51nAAAAAKyvT58+6t69u1nbg4xU9PO7NagjMjJS/v7+pvbIyEgFBwdLknx9fRUVFWV2XHJysq5du2Y6HgAAAABwf9mV5aTcm+d45hkAAACQFxnscvzl6Ogod3d3s9eDBK6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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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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+ "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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x3B9//KH09HSVL19eXl5ecnV11cWLFzO1kTEt40YKZcuWlclkUmJiok13qLS0NF25ciXLGy5kZ9GiRZo7d666d++u0aNHy9PTU87OzpoxY0a+fpZuZc+JeXbfF/Z8JzzyyCP6z3/+Y/08bdiwQREREQoNDc30ULyrV6/medwYUJQRLIAi6sknn9TatWt18ODBfH1KdenSpbM8+Tp79my+bSMnzGazTp8+bdOlJuNBaBUrVrRO8/Ly0hNPPKFt27apU6dO+umnn/Taa6/dsf3KlSvLbDbr2LFjqlOnTo7ryviFNePOThmyO1nPuLPNyy+/rJ9++km9e/fW6tWrb3unpDJlyqhEiRIym812/7J/q1mzZll/Xc+trMYWZMXb21srVqxQ7969NXLkSK1YscLmGD137lyex1hcv35dQ4cO1YkTJxQeHp5tN7ysVK9eXdu2bcs0xufcuXP697//rX//+9+Z1unatatq166tTz75RM7OzqpVq5Z++eWXTMvFxMSoUqVK1quJGcfUL7/8olatWlmX++WXX2Q2m3PUFTDDrl271KxZM82YMcNm+q0nz5UrV9bPP/+s9PT0bLthVa5cWV9//XWmGx78U8WKFWU2m3Xy5EmbK3qXLl3S1atXbT5/WV3xTEtLyzJ85dTtAo2Xl5e6d++u7t276++//1ZwcLDmz5+fKVgkJCTk6j0GcBPBAiiiBg8erG3btmnSpEmKiIiw3jklw6lTp/Tll19mecvZ26lcubL++usvHTlyxPoP84ULF/Sf//wn32rPqaioKOsAU4vFoqioKLm4uKh58+Y2y3Xp0kUjRozQO++8I4PBoI4dO96x7bZt22r27Nn64IMPshy8nd3JTUb3kB9++MF68mgymbRu3Tqb5a5duyY3Nzebbim1atWSs7OzTVcaDw+PTCdmBoNB7du317Zt2zRkyJBMD35LSkpSmTJl7riPWbndgPb8VL58ea1YsUJ9+vTRkCFDFBkZab3KktcxFiaTSWPGjNGhQ4e0cOHCXAfqhg0bymKx6JdffrE5hrK6y9H27du1Y8cOvf322zZXl9q3b685c+YoNjbWegel+Ph47d+/XwMHDrQu9+ijj8rLy0urV6+2CRarV6+Wu7u7nnjiiRzXbTAYMv2i/+mnn+r8+fOqUqWKdVq7du20Z88eRUVFZbobUsYx3a5dO0VFRWnBggU2g7f/uUyrVq307rvvWu/YlCHj7+yf+1OpUiX9+OOPNu2sW7cuz93tJMnd3T3LHzcuX75sE6RKlCihypUr69y5czbL/fXXXzp16pTNDR0A5AzBAiiiKleurNmzZ2vs2LHq0KGD9cnbaWlpOnjwoHbu3JmnJ9d26NBBs2fP1ogRI9SvXz+lpqZq9erVqlatmuLi4gpgT7JWvHhx7du3TxMmTFD9+vW1b98+7dmzR0OHDs10Ut2qVSt5eXlp586datmyZaY78WSlSpUqGjp0qBYuXKg+ffqoXbt2cnV1VWxsrMqVK6dx48Zlud7DDz+shg0b6t1339Wff/4pT09P7dixQzdu3LBZbv/+/Zo6daqeeuopVa1aVSaTSZ988ok1NGTw8/NTdHS0wsPDVa5cOT300ENq0KCBxo0bp++++049e/ZUUFCQatasqT///FNxcXGKjo7W999/n4d3tXBVrVpVy5cvV79+/TRo0CCtXr1alSpVyvMYi5kzZ+qLL77Qk08+qStXruiTTz6xmX+ncTWNGzeWl5eXoqOjbYJFVk89z7izWcuWLW2Otz59+mj9+vUaMmSIBg4cqGLFimnlypXy8fGxCRZubm4aNWqUpk6dqlGjRunxxx/Xjz/+qK1bt2rs2LG3HeNwqyeeeEIffPCBQkJCFBAQoF9//VXbtm3LNAbp2Wef1ZYtWxQWFqaYmBg1btxYKSkpio6OVu/evdW2bVs9+uij6tKliyIjI3Xy5Ek9/vjjMpvNOnDggJo1a6bg4GDVrl1bXbt21dq1a3X16lU98sgjio2N1ebNm61tZAgKCtKbb76pkSNHKjAwUEeOHNHXX39tVzckPz8/rV69WgsXLlSVKlVUpkwZNW/eXB07dlTTpk3l5+cnLy8vxcbGateuXZkGq3/77beyWCw8eRvIA4IFUIS1adNGW7du1fLly/X5559r9erVcnV1tT5oLePZCLnh7e2tBQsWaObMmZo1a5YeeughvfLKKzp58mShBguDwaBly5ZpypQpmjVrlkqUKKERI0ZYb635T66ururQoYM+/vjjHD8bQJJGjx6thx56SB999JHee+89ubu7y2g03rGN2bNna/LkyVqyZIlKly6tHj16qFmzZjZ30TEajWrRooW+/PJLnT9/3tr20qVL1bBhQ+tyEydO1OTJk/X+++8rNTVVXbt2VYMGDeTr66v169frgw8+0H/+8x+tXr1aXl5eqlmzZra3cb0b1alTR4sWLdKgQYPUv39/ffzxxzkeE3GrjAfCffnll/ryyy8zzb/T35urq6s6deqknTt3Zvl8jZwoWbKkIiMjNWPGDH344Ycym81q1qyZQkJCMgXevn37ysXFRStWrNAXX3yhChUqKCQkJNdXEYcOHaqUlBRt27ZNO3bsUN26dbV48WLNmTPHZjmDwaClS5fqww8/1L///W999tln8vLyUqNGjWzG5ISFhcloNGrDhg165513VKpUKdWrV8/mCtBbb72lhx56SJs3b9bu3bvl6+urIUOGZLqbVM+ePZWQkKANGzZo3759aty4scLDw+16fsTw4cN19uxZLVu2TH///beaNm2q5s2bq1+/fvriiy/0zTffKC0tTQ8++KDGjBmjQYMG2ay/c+dONW7cONPgcwB35mQpyJFbAHCPmDFjhjZs2KBvvvkmV7d2RdFy+vRpPf3001q6dGmmLnW49128eFFt2rTRu+++m+WVKAC3l/XtFQCgCLl+/bq2bt2q9u3bEypwW5UqVVL37t21ZMkSR5eCAhAREaFatWoRKoA84ooFgCIrMTFR3377rXbt2qXdu3dr8+bNubrDE+BIqampme4udqusbrcLAAWFMRYAiqzff/9dr776qnx8fDRp0iRCBe4pO3bsUEhIyG2XufV2uwBQkLhiAQDAPejChQv6/fffb7uMn5+fPD09C6kiAEUdwQIAAACA3Ri8DQAAAMBuRW6Mhdls1o0bN+Ts7Jztk3EBAAAASBaLRWazWcWKFZOz8+2vSRS5YHHjxg3FxsY6ugwAAADgnuHv73/Hu8wVuWCRkbT8/f1lMBgcXA1gH5PJpNjYWI5nALiL8N2M+0nG8XynqxVSEQwWGd2fDAYDH3bcNzieAeDuw3cz7ic5GULA4G0AAAAAdiNYAAAAALAbwQIAAACA3YrcGAsAAIB7mclkUnp6uqPLwH3CxcUl38YCESwAAADuARaLRX/88YeuXLni6FJwn/Hy8tIDDzxg9zPeCBYAAAD3gIxQUa5cOXl4ePCgX9jNYrEoOTlZFy5ckCRVqFDBrvYIFgAAAHc5k8lkDRU+Pj6OLgf3EXd3d0nShQsXVK5cObu6RTF4GwAA4C6XMabCw8PDwZXgfpRxXNk7dodgAQAAcI+g+xMKQn4dVwQLAAAAAHYjWAAAAKDQJSQkyGg06vDhw44uJZNNmzapSZMmhba9+fPnq0uXLoW2vYJCsADucRmDrgAARY/JbLmvt4d7C3eFAvKL2SQ5588DZnLKYDCobt26hbpNKwfsLwDAlsHZSaPXHNTvF64V+LZqliupub0CCnw79kpLS5Orq6ujy8hSenq6XFxcHF1GgSFYAPnF2SBtHCxd+tXRlRQ831pS92WOrgIAIOn3C9cUd/aqo8vIltls1vLly7Vu3TqdO3dOvr6+eu6559SpUydJ0unTpzVjxgzFxMSoSpUqCg0NVUDAzQAzf/587d69W5988om1vZUrV2rVqlX64osvJEkTJ07U1atX5e/vr6ioKLm6umrVqlVq06aN5s+fr8jIyCzbzol9+/ZpxowZ+uOPP9SoUSOFhYWpXLlykqSYmBi99957+u9//6sbN26oTp06CgkJkZ+fn3V9o9GoN998U1999ZX279+vQYMGaeTIkVqyZIlWrlyplJQUPf300ypTpozd7/PdgGAB5KdLv0rnfnZ0FQAA3DXmzJmj9evXKyQkRI0bN9aFCxd0/Phx6/z33ntPEyZMUJUqVfTee+9p3Lhx+uyzz1SsWM5PU6Ojo1WyZEmFh4fbTLen7dTUVK1YsULvvPOOnJ2d9a9//Utvv/225syZI0n6+++/9eyzz2rSpEmSpBUrVuill17Srl27VLJkSWs7CxYs0Lhx4/T666/LYDBox44dmj9/viZPnqzGjRvrk08+UWRkpCpVqpTj/b1bESwAAABQIK5du6ZVq1Zp8uTJ6tq1qySpcuXKatKkiRISEiRJAwcO1BNPPCFJGjVqlDp27KiTJ0+qRo0aOd6Oh4eH3nrrLWsXqPxoOz09XaGhoapcubIkqW/fvlq4cKF1fvPmzW2WnzZtmpo0aaIffvhBTz75pHX6M888o+7du1tfv/LKK+rRo4eCgoIkSWPHjlV0dLSuX7+e4/29Wzl88HZUVJRat24tf39/BQUFKSYm5rbLr1y5Uu3bt1f9+vXVqlUrzZgx4774iwAAALjfxMfHKy0tTY8++mi2yxiNRuv/ly1bVpKUlJSUq+3UqlUry3EV9rTt7u5uDRWSVK5cOSUmJlpfX7p0SZMmTVK7du3UuHFjNW7cWMnJyTp79qxNO/Xq1bN5fezYMTVo0MBmWsOGDXNU093OoVcsduzYobCwMIWGhqpBgwaKiIjQoEGDtHPnziwfV79t2zbNmTNHM2bMUEBAgE6cOKGJEyfKyclJISEhDtgDAAAAZKd48eJ3XOafg5kzHtRmNputry0W2ztR3bhxI1Mb2d0h8XZt38mt3aVurWXChAm6cuWKXn/9dT344INydXXVc889l+np1UXpaekOvWIRHh6unj17qnv37qpZs6ZCQ0Pl5uamjRs3Zrn8wYMH1ahRI3Xq1EkPPfSQWrRooWeeeeaOVzkAAABQ+KpWrSo3Nzft378/T+uXKVNGly5dsjmhv1uee/HTTz+pX79+atWqlR5++GG5urrq8uXLd1yvRo0a+vln2/GYt76+VznsikVaWpri4uI0ZMgQ6zRnZ2cFBgbq4MGDWa4TEBCgrVu3KiYmRvXr19fp06e1d+/ePD1QxGQy5bl2ICsGQ9G79SqfIwDILOO7MT+/I00mkywWi/VPhoxf4QvTrVcQbsfV1VWDBw/WrFmzVKxYMTVq1EhJSUn6/fffrd2j/rlP//yvxWJR06ZNlZSUpKVLl6p9+/bat2+f9u3bpxIlSmS5zq013q7tnOxjdm1KN0PTJ598onr16unatWuaNWuW3Nzcslzvn6/79etnvXtUo0aNtG3bNv3222+qVKlSrt7b/JRRo8lkynTc5uY4dliwuHz5skwmU6YuTz4+PoqPj89ynU6dOuny5cvq06ePLBaLbty4oV69emno0KG53n5sbGye6gay4u7u7rjnSTjQ0aNHlZKS4ugyAOCulN/nGsWKFVNKSoq1K4+zs7Pc3d1Vs1zJO6yZPzK2k5qamuPuRJLUv39/mc1mzZ07VxcvXpSvr6969Oih1NRUa3vJycmSZP035fr160pOTlaFChUUEhKiFStWaOHChWrTpo2Cg4O1adMm6zoZJ8MZrzPavFPbt5OWliaLxWKzXMaY3oxpkyZN0ltvvaVu3bqpfPnyGjFihM6cOaO0tLRM6/3z9RNPPGENW2lpaWrTpo169Oih6OjoO9ZVUK5fv6709HQdOXLErnacLA6KRufPn1fLli21Zs0am/sJv/POO/rhhx+0fv36TOt89913euWVVzRmzBjVr19fp06d0vTp0xUUFKThw4fnaLsmk0mHDh2Sv79/kfyFGQXHYDBIi1sWjdvNVmggDfmKKxYAkAWTyaTY2Nh8PddITU3VyZMnVa1aNeuv4pJkttx8SF5hMZktKsTNoZCkpqbq+PHjqlKlis3xJf3veG7YsOEdj2eHXbHw9vaWwWCwGV0vSYmJifL19c1ynblz56pz587W23MZjUYlJydr8uTJGjZsmJydcz5kxGAwECwAO/EZAoDs5ee5hsFgkJOTk/WPdXohn+QXZohB4ck4ruw9Zh0WLFxdXeXn56fo6Gi1bdtW0s1R+tHR0QoODs5yndTU1EzhIWPnHdUnDQAAAPeWwYMH68CBA1nOGzJkSJ662cPBt5sdMGCAJkyYoHr16ql+/fqKiIhQSkqKunXrJkkaP368ypcvr3HjxkmSnnzySYWHh6tu3brWrlBz587Vk08+yS+nAAAAyJHp06dbx2HcytPTs5CruX84NFh06NBBSUlJmjdvni5evKg6depo2bJl1q5Q586ds7lCMWzYMDk5Oen999/X+fPnVaZMGT355JMaO3aso3YBAAAA95jy5cs7uoT7kkODhSQFBwdn2/UpMjLS5nWxYsU0YsQIjRgxojBKAwAAAJBDDn1AHgAAAID7A8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAApdQkKCjEajDh8+7OhS8p3FYtEbb7yhpk2b3rf7mBWCBQAAwL3KbLq/t3eP+uqrr7R582YtWrRIX3/9tR5++GEZjUbt3r3b0aUVKIffbhYAAAB55GyQNg6WLv1a8NvyrSV1X1bw27FTWlqaXF1dHVrD6dOnVbZsWTVq1MihdRQ2ggUAAMC97NKv0rmfHV1Ftsxms5YvX65169bp3Llz8vX11XPPPadOnTpJunkSPmPGDMXExKhKlSoKDQ1VQECAJGn+/PnavXu3PvnkE2t7K1eu1KpVq/TFF19IkiZOnKirV6/K399fUVFRcnV11apVq9SmTRvNnz9fkZGRWbZ9O2fOnNG0adN04MABpaenq2LFiho/frxatWolSfr+++/1zjvv6MiRI/Ly8tKzzz6rMWPGqFixYpo4caI2b94sSTIajapYsaK13eHDh0uSKlasaK3/fkKwAAAAQIGZM2eO1q9fr5CQEDVu3FgXLlzQ8ePHrfPfe+89TZgwQVWqVNF7772ncePG6bPPPlOxYjk/TY2OjlbJkiUVHh5uMz2vbU+dOlXp6en66KOP5OHhod9//10eHh6SpPPnz+ull15S165d9fbbb+v48eOaNGmSihcvrpEjR+r1119XpUqVtG7dOm3YsEEGg0GS1Lx5c4WFhenxxx+3TrvfECwAAABQIK5du6ZVq1Zp8uTJ6tq1qySpcuXKatKkiRISEiRJAwcO1BNPPCFJGjVqlDp27KiTJ0+qRo0aOd6Oh4eH3nrrLWsXKHvbPnv2rNq3by+j0ShJqlSpknXexx9/rAceeECTJ0+Wk5OTatSoofPnz2v27NkaPny4SpUqpRIlSshgMKhs2bI27ZYuXTrTtPsJg7cBAABQIOLj45WWlqZHH30022UyTt4lWU+6k5KScrWdWrVqZTmuIq9tP//88/rwww/Vq1cvzZs3T0eOHLHOO3bsmAICAuTk5GSd1rhxYyUnJ+uPP/7IVd33G4IFAAAACkTx4sXvuIyLi4v1/zNO1s1ms/W1xWKxWf7GjRuZ2nB3d89127cTFBSk3bt3q0uXLvr111/Vo0cPRUZG3nG9oo5gAQAAgAJRtWpVubm5af/+/Xlav0yZMrp06ZJNuCisZ0JUqFBBvXv31oIFCzRgwACtW7dOklSjRg0dPHjQpqYDBw6oRIkSeuCBB7Jtz8XFRSbT/X27XoIFAAAACkTx4sX14osvatasWdqyZYtOnTqlQ4cOaf369Tlav1mzZkpKStLSpUt16tQpRUVFad++fQVctTR9+nTt27dPp0+fVlxcnL777jvruIw+ffrojz/+0LRp03Ts2DHt3r1b8+fP14ABA+TsnP2pdcWKFRUdHa2LFy/qzz//LPB9cAQGbwMAANzLfGvd1dt5+eWXZTAYNG/ePF24cEFly5ZVr169crRujRo19Oabb2rx4sX68MMP1a5dOw0cONB69aCgmM1mTZ06VX/88YdKliypxx9/XCEhIZKk8uXLa8mSJXrnnXe0bt06eXl5qUePHho2bNht25wwYYJmzpyp9evXq3z58vfl7WadLLd2XLvPmUwmHTp0SA0bNrxvb/V1tzCZLTI4O915wfvJ4pZ39b3E802FBtKQrxxdBQDclQriXCM1NVXHjx9XtWrV5Obm9r8ZZtPNh+QVlsLeHgpFtseXcnc8c8UCBcbg7KTRaw7q9wvXHF1KgXvCWFb/al/b0WUAAIqawj7JJ1TgNggWKFC/X7imuLNXHV1GgatRtoSjSwAAADk0ePBgHThwIMt5Q4YM0dChQwu5ovsDwQIAAABFyvTp05WamprlPE9Pz0Ku5v5BsAAAAECRUr58eUeXcF/idrMAAAAA7EawAAAAAGA3ggUAAAAAuxEsAAAAANiNYAEAAADAbndFsIiKilLr1q3l7++voKAgxcTEZLtsv379ZDQaM/156aWXCrFiAAAA2CMhIUFGo1GHDx92dCl3rXvtPXL47WZ37NihsLAwhYaGqkGDBoqIiNCgQYO0c+dO+fj4ZFp+/vz5Sk9Pt76+cuWKunTpoqeeeqowywYAAHA4k9kkQyE+Dbuwt1fUVahQQV9//bW8vb0dXUqOODxYhIeHq2fPnurevbskKTQ0VHv27NHGjRuzvArh5eVl83r79u1yc3MjWAAAgCLH4GzQxK8mKv7P+ALfVnXP6prZcmaBb8deaWlpcnV1dXQZt2UymeTk5CRn59t3HjIYDCpbtmwhVWU/hwaLtLQ0xcXFaciQIdZpzs7OCgwM1MGDB3PUxsaNG9WxY0d5eHjkatsmkylXyyP3DAZ+0bjf8TkCgMwyvhvz8zvSZDLJYrFY/2RwcnJS/J/xOpxUeF1l/rn9nDCbzVqxYoXWrVunc+fOydfXV88995yeeeYZSdKpU6c0Y8YMxcTEqEqVKpoyZYoCAgIk3eyp8vnnn2vLli3W9iIiIhQREaEvvvhCkjRx4kT99ddf8vf3V1RUlFxdXRUREaG2bdtq3rx5+uijj7Js+3b7FxgYqDfffNP6w/Wzzz6rxMRE7du3T5J04MAB9e/fX99//73c3d0VHh6uTZs2KSEhQZ6ennryySf16quvqkSJEpKkTZs2KSwsTG+//bbmzJmjEydOaNeuXXr++efVs2dPnTp1Sjt37pSnp6eGDh2q5557TtLNrlBt27bV5s2bVadOHX333Xd64YUXFB4ertmzZ+vYsWOqXbu2ZsyYoerVq1v34cMPP1RkZKRSU1PVoUMHeXt7a9++fTbv4637bLFYZDKZMh23uTmOHRosLl++LJPJlKnLk4+Pj+Lj75y8Y2Ji9Ouvv2r69Om53nZsbGyu10HOubu7q27duo4uAwXs6NGjSklJcXQZAHBXyu9zjWLFiiklJUVms1nSzR9j3d3d83UbOZGammqtISfmzp2rzZs3a9y4cWrYsKEuXbqkEydOKDU1VZL07rvvauzYsQoJCdEHH3ygV155RZ988omKFSum9PR0mc1mJScnW9tLS0uTxWKxTjOZTIqOjpabm5sWLlxorfFObd9OQECAvv32W7Vs2VJXr17VsWPHVLx4ccXFxalatWr65ptv5OfnZ63jxo0bevXVV1WxYkUlJCRo5syZmjlzpkJCQqw1p6SkaPHixZo0aZI8PT3l7u4ui8Wi8PBwDRs2TM8//7w+//xzhYaGyt/fX1WrVrXuR2pqqpKTk3X9+nVJ0pw5czRmzBh5e3tr+vTpCgkJUXh4uKSbwwwWLVqkiRMnqmHDhtq1a5c++ugjPfjggzbv4z9dv35d6enpOnLkSI7/XrPi8K5Q9tiwYYNq1aql+vXr53pdf39/flEH7GQ0Gh1dAgDcdUwmk2JjY/P1XCM1NVUnT56Uu7u73Nzc8qXNvMrN9q9du6bVq1frjTfeUFBQkKSb/3Y89thjSkhIkCQNHjxY7du3lySNGTNGzzzzjC5duqTq1avLxcVFzs7ONj1TXF1d5eTkZJ1mMBjk4eGhsLAwaxeonLR9O82bN9e6devk4eGh6Oho1a1bV76+voqNjZWfn58OHTqkZs2aWWt48cUXrevWrFlTqampmjJliqZNm2at+caNGwoNDVXt2rWtyzo5OalVq1bq37+/9b35+OOPFRMTo7p161rfazc3N3l4eKh48eKSpHHjxql58+aSpKFDh2rIkCEyGAwqXry41q9fr+7du6t3796SpDp16uj7779XcnJytj18nJ2d5eLiopo1a2b6+804nnPCocHC29tbBoNBiYmJNtMTExPl6+t723WTk5O1fft2jRo1Kk/bNhgMBAvATnyGACB7+XmuYTAY5OTkZP3jSLnZ/vHjx5WWlqbmzZtnWi/jtdFotP5/uXLlJElJSUmqUaOGdXpW6/5zXq1atawn3Tlt+3aaNm2qGTNm6PLly/rhhx/UtGlT+fr66vvvv1ePHj108OBBDR482Nr2t99+q8WLFys+Pl7Xrl2TyWTS9evXlZqaKnd3dzk5OcnFxUW1a9e22RcnJyebGp2cnOTr66vExMRM+/jP1/9s55/79eCDD+r48ePq06ePzXbq16+v/fv3Z/t3l9G2vcesQ2836+rqKj8/P0VHR1unmc1mRUdH37H/286dO5WWlqbOnTsXdJkAAADIg3+e7GfHxcXF+v8ZJ74ZXa2cnJwyjem4ceNGpjay6xJ2u7Zvx2g0ytPTU99//701WDRr1kw//PCDYmNjdePGDeu5akJCgoYMGSKj0aj58+dr06ZNmjx5siTZ3MnUzc0tyxP7W7tlZbXPt1snN/tV0Bz+HIsBAwZo3bp12rx5s44dO6YpU6YoJSVF3bp1kySNHz9ec+bMybTehg0b1LZt23vm9lsAAABFTdWqVeXm5qb9+/fnaf0yZcro0qVLNifahfFMBycnJzVp0kSff/65fvvtNzVu3FhGo1FpaWlau3at6tWrZ+1WFBcXJ4vFYh3TUK1aNV24cKHAa8xOtWrVMnVdKqyxxQ4PFh06dNCECRM0b948denSRYcPH9ayZcusXaHOnTunixcv2qwTHx+vAwcOqEePHo4oGQAAADlQvHhxvfjii5o1a5a2bNmiU6dO6dChQ1q/fn2O1m/WrJmSkpK0dOlSnTp1SlFRUdY7MxW0pk2bavv27apTp45KlCghZ2dnNWnSRNu2bdMjjzxiXa5KlSpKT09XZGSkTp8+rS1btmjNmjWFUmNWgoODtWHDBm3evFknTpzQwoULdfTo0ULpQndXDN4ODg5WcHBwlvMiIyMzTatevbqOHj1a0GUBAADc9ap73n4gsqO38/LLL8tgMGjevHm6cOGCypYtq169euVo3Ro1aujNN9/U4sWL9eGHH6pdu3YaOHCg1q1bl6dacqNp06YymUxq2rSpzbTPP//cZlrt2rUVEhKipUuX6t1331WTJk30yiuvaMKECQVeY1Y6d+6s06dP6+2339b169f19NNPq2vXroVy1cLJktubEd/jTCaTDh06pIYNGzLwtBB0nLdPcWevOrqMAte5QQXN691IWtxSOvezo8speBUaSEO+cnQVAHBXKohzjdTUVB0/flzVqlWzuWsPT95GTgwYMEC+vr6aNWtWlvOzO76k3B3Pd8UVCwAAAOReYZ/kEyrufikpKVqzZo1atGghZ2dnbd++Xd9++631ORcFiWABAACAImXw4ME6cOBAlvOGDBmioUOHFnJF+cfJyUl79+7VokWLdP36dVWrVk3z589XYGBggW+bYAEAAIAiZfr06danWt/K09OzkKvJX25ublq5cqVDtk2wAAAAQJFSvnx5R5dwX3L47WYBAAAA3PsIFgAAAPeIInYzTxSS/DquCBYAAAB3ORcXF0lScnKygyvB/SjjuMo4zvKKMRYAAAB3OYPBIC8vL124cEGS5OHhUShPUsb9zWKxKDk5WRcuXJCXl5fdz10hWAAAANwDHnjgAUmyhgsgv3h5eVmPL3sQLAAAAO4BTk5OqlChgsqVK6f09HRHl4P7hIuLS749IZ5gAQAAcA8xGAz5diII5CcGbwMAAACwG8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4cHi6ioKLVu3Vr+/v4KCgpSTEzMbZe/evWqQkND1aJFC9WrV0/t27fX3r17C6laAAAAAFkp5siN79ixQ2FhYQoNDVWDBg0UERGhQYMGaefOnfLx8cm0fFpamgYMGCAfHx/NnTtX5cuX19mzZ1W6dGkHVA8AAAAgg0ODRXh4uHr27Knu3btLkkJDQ7Vnzx5t3LhRL730UqblN27cqD///FNr1qyRi4uLJOmhhx4q1JoBAAAAZOawrlBpaWmKi4tTYGDg/4pxdlZgYKAOHjyY5TpffPGFGjZsqKlTpyowMFDPPPOMFi1aJJPJVFhlAwAAAMiCw65YXL58WSaTKVOXJx8fH8XHx2e5zunTp7V//3516tRJS5Ys0alTpxQaGqobN25oxIgRudo+YaTgGQwGR5eAAsbnCAAyy/hu5DsS94PcHMcO7QqVWxaLRT4+Ppo2bZoMBoPq1aun8+fPa/ny5bkOFrGxsQVUJSTJ3d1ddevWdXQZKGBHjx5VSkqKo8sAgLsS5xooahwWLLy9vWUwGJSYmGgzPTExUb6+vlmuU7ZsWRUrVszml/Dq1avr4sWLSktLk6ura4637+/vzy/qgJ2MRqOjSwCAu47JZFJsbCznGrgvZBzPOeGwYOHq6io/Pz9FR0erbdu2kiSz2azo6GgFBwdnuU6jRo3073//W2azWc7ON4eHnDhxQmXLls1VqJBudtPhww7Yh88QAGSPcw0UNQ59jsWAAQO0bt06bd68WceOHdOUKVOUkpKibt26SZLGjx+vOXPmWJfv3bu3rly5ounTp+v48ePas2ePFi9erL59+zpqFwAAAADIwWMsOnTooKSkJM2bN08XL15UnTp1tGzZMmtXqHPnzlmvTEhShQoVtHz5coWFhalz584qX768nn/+eb344ouO2gUAAAAAugsGbwcHB2fb9SkyMjLTtICAAK1bt66gywIAAACQCw7tCgUAAADg/kCwAAAAAGA3ggUAAAAAuxEsAAAAANiNYAEAAADAbgQLAAAAAHYjWAAAAACwG8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsBvBAgAAAIDdCBYAAAAA7HZXBIuoqCi1bt1a/v7+CgoKUkxMTLbLbtq0SUaj0eaPv79/IVYLAAAA4FbFHF3Ajh07FBYWptDQUDVo0EAREREaNGiQdu7cKR8fnyzXKVmypHbu3Gl97eTkVFjlAgAAAMiCw69YhIeHq2fPnurevbtq1qyp0NBQubm5aePGjdmu4+TkpLJly1r/+Pr6FmLFAAAAAG7l0GCRlpamuLg4BQYGWqc5OzsrMDBQBw8ezHa95ORkPfnkk2rVqpWGDRum3377rTDKBQAAAJANh3aFunz5skwmU6YuTz4+PoqPj89ynWrVqmnGjBkyGo3666+/tGLFCvXq1Uvbt2/XAw88kONtm0wmu2rHnRkMBkeXgALG5wgAMsv4buQ7EveD3BzHDh9jkVsBAQEKCAiwed2hQwetWbNGY8aMyXE7sbGxBVAdMri7u6tu3bqOLgMF7OjRo0pJSXF0GQBwV+JcA0WNQ4OFt7e3DAaDEhMTbaYnJibmeNyEi4uL6tSpo1OnTuVq2/7+/vyiDtjJaDQ6ugQAuOuYTCbFxsZyroH7QsbxnBMODRaurq7y8/NTdHS02rZtK0kym82Kjo5WcHBwjtowmUz69ddf1apVq1xt22Aw8GEH7MRnCACyx7kGihqHd4UaMGCAJkyYoHr16ql+/fqKiIhQSkqKunXrJkkaP368ypcvr3HjxkmSFixYoIYNG6pKlSq6evWqli9frrNnzyooKMiRuwEAAAAUaQ4PFh06dFBSUpLmzZunixcvqk6dOlq2bJm1K9S5c+fk7Py/m1ddvXpVb7zxhi5evChPT0/5+flpzZo1qlmzpqN2AQAAACjyHB4sJCk4ODjbrk+RkZE2r1977TW99tprhVEWAAAAgBxy+APyAAAAANz7CBYAAAAA7EawAAAAAGA3ggUAAAAAuxEsAAAAANjNrmBx8uRJ7du3T6mpqZIki8WSL0UBAAAAuLfk6Xazly9f1tixY7V//345OTnps88+U6VKlfTaa6/J09NTEydOzO86AQAAANzF8nTFIiwsTAaDQXv27JGbm5t1eocOHbRv3758Kw4AAADAvSFPVyy++eYbLV++XA888IDN9KpVq+rs2bP5UhgAAACAe0eerlgkJyfbXKnIcOXKFbm6utpdFAAAAIB7S56CRZMmTbRlyxabaWazWcuWLVOzZs3yoy4AAAAA95A8dYX617/+pf79++uXX35Renq6Zs2apd9//11//vmnVq9end81AgAAALjL5SlY1KpVS7t27dJHH32kEiVKKDk5Wf/3f/+nvn37qly5cvldIwAAAIC7XJ6CxdmzZ1WhQgUNGzYsy3kPPvig3YUBAAAAuHfkaYxFmzZtlJSUlGn65cuX1aZNG7uLAgAAAHBvyVOwsFgscnJyyjQ9OTlZxYsXt7soAAAAAPeWXHWFCgsLkyQ5OTnp/fffl7u7u3WeyWRSTEyMateunb8VAgAAALjr5SpY/Pe//5V084rFr7/+KhcXF+s8V1dX1a5dWwMHDszfCgEAAADc9XIVLCIjIyVJISEhev3111WyZMkCKQoAAADAvSVPd4XK6BIFAAAAAFIeg4UkxcbG6tNPP9W5c+eUnp5uM2/BggV2FwYAAADg3pGnu0Jt375dvXv3Vnx8vP7zn//oxo0b+u2337R//36VKlUqv2sEAAAAcJfLU7BYtGiRQkJCtGjRIrm4uOj111/Xzp079fTTT6tChQr5XSMAAACAu1yegsXp06fVqlUrSTfvBpWcnCwnJyf1799f69aty9cCAQAAANz98hQsSpcurb///luSVK5cOf3222+SpKtXryolJSX/qgMAAABwT8hTsHjkkUf07bffSpKeeuopTZ8+XZMmTdK4ceP06KOP5rq9qKgotW7dWv7+/goKClJMTEyO1tu+fbuMRqNefvnlXG8TAAAAQP7J012h3njjDV2/fl2SNGzYMLm4uOinn35Su3btcv2AvB07digsLEyhoaFq0KCBIiIiNGjQIO3cuVM+Pj7ZrpeQkKC3335bTZo0ycsuAAAAAMhHebpi4eXlpfLly99swNlZL730kubOnaty5cqpa9euuWorPDxcPXv2VPfu3VWzZk2FhobKzc1NGzduzHYdk8mkV199VSNHjlSlSpXysgsAAAAA8lGugkVaWprmzJmjbt26qVevXtq9e7ckaePGjWrbtq1WrVqlF154IVftxcXFKTAw8H8FOTsrMDBQBw8ezHa9Dz74QD4+PgoKCspN+QAAAAAKSK66Qs2dO1dr165VYGCgfvrpJ40ePVrdunXToUOHNHHiRD311FMyGAw5bu/y5csymUyZujz5+PgoPj4+y3V+/PFHbdiwQVu2bMlN6ZmYTCa71sed5eZYwL2JzxEAZJbx3ch3JO4HuTmOcxUsdu7cqbfffltt2rTRr7/+qs6dO+vGjRvaunWrnJyccl1obl27dk3jx4/XtGnTVKZMGbvaio2NzaeqkBV3d3fVrVvX0WWggB09epQ7wQFANjjXQFGTq2Bx/vx51atXT5JUq1Ytubq6qn///nkOFd7e3jIYDEpMTLSZnpiYKF9f30zLnz59WmfOnNGwYcOs08xmsySpbt262rlzpypXrpyjbfv7+/OLOmAno9Ho6BIA4K5jMpkUGxvLuQbuCxnHc07kKliYTCa5uLhYXxsMBnl4eOSuun9wdXWVn5+foqOj1bZtW0k3g0J0dLSCg4MzLV+9enVt27bNZtr777+vv//+W6+//roeeOCBHG/bYDDwYQfsxGcIALLHuQaKmlwFC4vFookTJ8rV1VXSzcHXU6ZMkbu7u81yCxYsyHGbAwYM0IQJE1SvXj3Vr19fERERSklJUbdu3SRJ48ePV/ny5TVu3DgVL15ctWrVslm/dOnSkpRpOgAAAIDCk6tgceutZDt37mx3AR06dFBSUpLmzZunixcvqk6dOlq2bJm1K9S5c+fk7Jynu+ICAAAAKCS5ChZhYWEFUkRwcHCWXZ8kKTIy8rbrzpw5syBKAgAAAJALXAoAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsBvBAkDulSwnk9nk6CoKVVHbXwAAcquYowsAcA9y85LB2aCJX01U/J/xjq6mwFX3rK6ZLWc6ugwAAO5qBAsAeRb/Z7wOJx12dBkAAOAuQFcoAAAAAHYjWAAAAACwG8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBud0WwiIqKUuvWreXv76+goCDFxMRku+xnn32mbt26qUmTJmrYsKG6dOmiLVu2FF6xAAAAADJx+JO3d+zYobCwMIWGhqpBgwaKiIjQoEGDtHPnTvn4+GRa3tPTU8OGDVP16tXl4uKiL7/8Uq+99pp8fHz0+OOPO2APAAAAADj8ikV4eLh69uyp7t27q2bNmgoNDZWbm5s2btyY5fLNmjXT//3f/6lGjRqqXLmyXnjhBRmNRh04cKCQKwcAAACQwaFXLNLS0hQXF6chQ4ZYpzk7OyswMFAHDx684/oWi0X79+/X8ePH9eqrr+Zq2yaTKdf1IncMBoOjSwDyFd8bAHIi47uC7wzcD3JzHDs0WFy+fFkmkylTlycfHx/Fx8dnu95ff/2lli1bKi0tTc7OznrzzTf12GOP5WrbsbGxeaoZOePu7q66des6ugwgXx09elQpKSmOLgPAPYJzDRQ1Dh9jkRclSpTQli1blJycrOjoaM2cOVOVKlVSs2bNctyGv78/v6gDyBWj0ejoEgDcA0wmk2JjYznXwH0h43jOCYcGC29vbxkMBiUmJtpMT0xMlK+vb7brOTs7q0qVKpKkOnXq6NixY1qyZEmugoXBYODDDiBX+M4AkBuca6CocejgbVdXV/n5+Sk6Oto6zWw2Kzo6WgEBATlux2w2Ky0trSBKBAAAyDV3d3dHlwAUOod3hRowYIAmTJigevXqqX79+oqIiFBKSoq6desmSRo/frzKly+vcePGSZIWL16sevXqqXLlykpLS9PevXu1detWTZkyxYF7AQAA7kpmk+RcuFcNDAaD48YZOmB/gQwODxYdOnRQUlKS5s2bp4sXL6pOnTpatmyZtSvUuXPn5Oz8vwsrycnJCg0N1R9//CE3NzdVr15ds2bNUocOHRy1CwAA4G7lbJA2DpYu/eroSgqeby2p+zJHV4EizOHBQpKCg4MVHByc5bzIyEib12PHjtXYsWMLoywAAHA/uPSrdO5nR1cB3Pcc/oA8AAAAAPc+ggUAAAAAuxEsAAAAANiNYAEAAADAbgQLAAAAAHYjWAAAAACwG8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsBvBAgAAAIDdCBYAAAAA7EawAAAAAGC3uyJYREVFqXXr1vL391dQUJBiYmKyXXbdunXq06ePHnnkET3yyCPq37//bZcHAAAAUPAcHix27NihsLAwDR8+XJs3b1bt2rU1aNAgJSYmZrn8d999p44dO2rVqlVas2aNKlSooIEDB+r8+fOFXDkAAACADA4PFuHh4erZs6e6d++umjVrKjQ0VG5ubtq4cWOWy8+ZM0d9+/ZVnTp1VKNGDb311lsym82Kjo4u5MoBAAAAZCjmyI2npaUpLi5OQ4YMsU5zdnZWYGCgDh48mKM2UlJSdOPGDXl6euZq2yaTKVfLI/cMBoOjSwDyFd8bwL2nKP5bxHcV8lNujieHBovLly/LZDLJx8fHZrqPj4/i4+Nz1Mbs2bNVrlw5BQYG5mrbsbGxuVoeuePu7q66des6ugwgXx09elQpKSmOLgNADhXVf4v4roKjODRY2GvJkiXasWOHVq1apeLFi+dqXX9//yL5KwaAvDMajY4uAQDuiO8q5CeTyZTjH+QdGiy8vb1lMBgyDdROTEyUr6/vbdddvny5lixZovDwcNWuXTvX2zYYDAQLALnCdwaAewHfVXAUhw7ednV1lZ+fn83A64yB2AEBAdmut3TpUi1cuFDLli2Tv79/YZQKAAAA4DYc3hVqwIABmjBhgurVq6f69esrIiJCKSkp6tatmyRp/PjxKl++vMaNGyfpZvenefPmac6cOapYsaIuXrwoSfLw8FCJEiUcth8AAABAUebwYNGhQwclJSVp3rx5unjxourUqaNly5ZZu0KdO3dOzs7/u7CyZs0apaena9SoUTbtjBgxQiNHjizU2gEAAADc5PBgIUnBwcEKDg7Ocl5kZKTN6y+++KIwSgIAAACQCw5/QB4AAACAex/BAgAAAIDdCBYAAAAA7EawAAAAAGA3ggUAAAAAuxEsAAAAANiNYAEAAADAbgQLAAAAAHYjWAAAAACwG8ECAAAAgN0IFgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsJvDg0VUVJRat24tf39/BQUFKSYmJttlf/vtN40cOVKtW7eW0WjUypUrC69QAAAAANlyaLDYsWOHwsLCNHz4cG3evFm1a9fWoEGDlJiYmOXyKSkpeuihhzRu3DiVLVu2kKsFAAAAkB2HBovw8HD17NlT3bt3V82aNRUaGio3Nzdt3Lgxy+Xr16+vCRMmqGPHjnJ1dS3kagEAuPeZzBZHl4CCUrKcTGaTo6soVEVtf+92xRy14bS0NMXFxWnIkCHWac7OzgoMDNTBgwcLfPsmEwdiQTMYDI4uAchXfG/gfmAwGDR6zUH9fuGao0spcE8Yy+pf7Ws7uozC4+Ylg7NBE7+aqPg/4x1dTYGr7lldM1vO5Lu5gOXm/XVYsLh8+bJMJpN8fHxspvv4+Cg+vuA/DLGxsQW+jaLM3d1ddevWdXQZQL46evSoUlJSHF0GkGcZ382/X7imuLNXHV1OgatRtoSjS3CI+D/jdTjpsKPLKDR8N989HBYsHM3f359f1AHkitFodHQJAIBb8N1csEwmU45/kHdYsPD29pbBYMg0UDsxMVG+vr4Fvn2DwUCwAJArfGcAwN2H7+a7h8MGb7u6usrPz0/R0dHWaWazWdHR0QoICHBUWQAAAADywKFdoQYMGKAJEyaoXr16ql+/viIiIpSSkqJu3bpJksaPH6/y5ctr3Lhxkm4O+D527Jj1/8+fP6/Dhw/Lw8NDVapUcdh+AAAAAEWdQ4NFhw4dlJSUpHnz5unixYuqU6eOli1bZu0Kde7cOTk7/++iyoULF/Tss89aX69YsUIrVqxQ06ZNFRkZWdjlAwAAAPj/HD54Ozg4WMHBwVnOuzUsPPTQQzp69GhhlAUAAAAgFxz6gDwAAAAA9weCBQAAAAC7ESwAAAAA2I1gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsBvBAgAAAIDdCBYAAAAA7EawAAAAAGA3ggUAAAAAuxEsAAAAANiNYAEAAADAbgQLAAAAAHYjWAAAAACwG8ECAAAAgN0IFgAAAADsdlcEi6ioKLVu3Vr+/v4KCgpSTEzMbZf/9NNP9dRTT8nf31+dOnXS3r17C6lSAAAAAFlxeLDYsWOHwsLCNHz4cG3evFm1a9fWoEGDlJiYmOXyP/30k8aNG6cePXpoy5YtatOmjYYPH65ff/21kCsHAAAAkMHhwSI8PFw9e/ZU9+7dVbNmTYWGhsrNzU0bN27McvlVq1bp8ccf1+DBg1WjRg2NGTNGdevW1UcffVTIlQMAAADI4NBgkZaWpri4OAUGBlqnOTs7KzAwUAcPHsxynUOHDql58+Y201q0aKFDhw4VZKkAAAAAbqOYIzd++fJlmUwm+fj42Ez38fFRfHx8lutcunRJvr6+mZa/dOlSjrZpsVgk3Qw1BoMhD1UjpwwGg+o8UELFi8DbXNXHXSaTSSrrJzkXd3Q5Bc+rumQyqZZnLbk6uTq6mgJXtXRVmUymm3/HwD2O7+b7GN/NKAAZ72/GOfTtODRYOILZbJYk/fe//3VwJUVD7xqSang4uoxCkHzzqlmVwVIVR9dSSA4dUtcSXaUSji6kcHBVFPcTvpvvY3w3o4BknEPfjkODhbe3twwGQ6aB2omJiZmuSmTw9fXNdHXidsvfqlixYvL395ezs7OcnJzyVjgAAABQBFgsFpnNZhUrdufY4NBg4erqKj8/P0VHR6tt27aSbqah6OhoBQcHZ7lOw4YNtX//fvXv39867dtvv1XDhg1ztE1nZ2e5ut7/lwcBAACAwuTwu0INGDBA69at0+bNm3Xs2DFNmTJFKSkp6tatmyRp/PjxmjNnjnX5559/Xvv27dOKFSt07NgxzZ8/X7/88ku2QQQAAABAwXP4GIsOHTooKSlJ8+bN08WLF1WnTh0tW7bM2rXp3Llzcnb+X/5p1KiRZs+erffff1/vvvuuqlatqg8++EC1atVy1C4AAAAARZ6TJSdDvAEAAADgNhzeFQoAAADAvY9gAQAAAMBuBAsAAAAAdiNYAAAAALAbwQIAAACA3Rx+u1kAOZeUlKSNGzfq0KFD1ifQ+/r6KiAgQN26dVOZMmUcXCEAACiquGIB3CNiYmL01FNPKTIyUqVKlVKTJk3UpEkTlSpVSpGRkXr66acVGxvr6DIBALc4d+6cQkJCHF0GUOB4jgVwj+jZs6dq166t0NBQOTk52cyzWCx68803dfToUa1du9ZBFQIAsnLkyBF17dpVhw8fdnQpQIGiKxRwjzhy5IjCwsIyhQpJcnJy0gsvvKCuXbs6oDIAKNo+//zz284/ffp0IVUCOBbBArhH+Pr6KjY2VjVq1MhyfmxsrHx9fQu5KgDA8OHD5eTkpNt1AsnqRyHgfkOwAO4RgwYN0htvvKFffvlFzZs3t4aIS5cuKTo6WuvXr9f48eMdXCUAFD1ly5bVm2++qbZt22Y5//Dhw+rWrVshVwUUPoIFcI/o27evvL29tXLlSq1evVomk0mSZDAY5Ofnp7CwMHXo0MHBVQJA0ePn56e4uLhsg8WdrmYA9wsGbwP3oPT0dF2+fFmS5O3tLRcXFwdXBABF148//qjk5GS1bNkyy/nJycn65Zdf1LRp00KuDChcBAsAAAAAduM5FgAAAADsRrAAAAAAYDeCBQAAAAC7ESwAAAAA2I1gAQDId0ajUbt373Z0GQCAQkSwAADk2sWLFzVt2jS1adNG9erVU6tWrTR06FBFR0fn+7a+++47GY1GXb16Nd/bBgDkHx6QBwDIlYSEBPXu3VulS5fW+PHjVatWLd24cUNff/21QkNDtXPnTkeXmCWLxSKTyaRixfinDwAKAlcsAAC5EhoaKicnJ61fv17t27dXtWrV9PDDD2vAgAFat25dpuWzuuJw+PBhGY1GJSQkSJLOnDmjoUOH6pFHHlHDhg3VsWNH7d27VwkJCXr++eclSY888oiMRqMmTpwoSTKbzVq8eLFat26t+vXrq3PnzjahJmO7e/fuVbdu3eTv768DBw4U5FsDAEUaP9sAAHLsypUr2rdvn8aOHSsPD49M80uXLp2ndqdOnar09HR99NFH8vDw0O+//y4PDw9VqFBB8+fP18iRI7Vz506VLFlSbm5ukqTFixdr69atCg0NVdWqVfXDDz/oX//6l8qUKWPzhOM5c+ZowoQJqlSpUp7rAwDcGcECAJBjp06dksViUfXq1fO13bNnz6p9+/YyGo2SpEqVKlnneXp6SpJ8fHyswSAtLU2LFy9WeHi4AgICrOscOHBAa9eutQkWo0aN0mOPPZav9QIAMiNYAAByzGKxFEi7zz//vKZMmaKvv/5agYGBateunWrXrp3t8idPnlRKSooGDhxoMz09PV116tSxmebv718gNQMAbBEsAAA5VqVKFTk5OSk+Pj7H6zg73xzO989Qkp6ebrNMUFCQWrRooT179uibb77RkiVLNGHCBPXr1y/LNpOTkyXd7A5Vvnx5m3murq42r93d3XNcKwAg7xi8DQDIMS8vL7Vo0UJRUVHWk/t/yuqWsGXKlJF08xa1GY4cOZJpuQoVKqh3795asGCBzUBwFxcXSZLJZLIuW6NGDbm6uurs2bOqUqWKzZ8KFSrYt5MAgDwhWAAAcuXNN9+U2WxWUFCQdu3apRMnTujYsWNatWqVnnvuuUzLV65c2ToI+8SJE9qzZ49WrFhhs8z06dO1b98+nT59WnFxcfruu+9Uo0YNSVLFihXl5OSkPXv2KCkpSX///bdKliypgQMHKiwsTJs3b9apU6cUFxenyMhIbd68uVDeBwCALbpCAQBypVKlStq0aZMWLVqkt99+WxcuXFCZMmXk5+enKVOmZFrexcVFc+bM0ZQpU9S5c2f5+/trzJgxGj16tHUZs9msqVOn6o8//lDJkiX1+OOPKyQkRJJUvnx5jRw5UnPmzFFISIieffZZzZw5U2PGjFGZMmW0ePFiJSQkqFSpUqpbt66GDh1aWG8FAOAfnCwFNRIPAAAAQJFBVygAAAAAdiNYAAAAALAbwQIAAACA3QgWAAAAAOxGsAAAAABgN4IFAAAAALsRLAAAAADYjWABAAAAwG4ECwAAAAB2I1gAAAAAsBvBAgAAAIDdCBYAAAAA7Pb/ABT6vhZGJulPAAAAAElFTkSuQmCC", + "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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qLVSokA4cOJDoA27CvkndcCE5EyZM0Lp16/Tqq6+qWrVqypcvn0wmk4YOHerQ36W0Sut/KyRj/01o1aqV7QrH3r17tXDhQs2fP18hISFq3Lix3bZ37txJ9pbCAJJGsABysGeeeUarVq3S4cOHHfqU6vz58yd5ReHSpUsOO0ZqxMfH6/z583ZDas6cOSNJduPkvby81KRJE23atElt2rTRL7/8kqrJpSVLllR8fLzCw8NVsWLFVNeV8A3rw98US8l/i5twZ5tBgwbpl19+UZcuXbRixYoU75Tk7e2tPHnyKD4+3mHf7CeYOnWq7VvztEpqbkFSChYsqEWLFqlLly564403tGjRIrs+evny5XTNsUjOhQsXlDt37mSfPZGgbNmy2r59u92y27dvKyoqSgsWLNCCBQsS7dOsWTM1a9ZMn332mYoUKSJvb2/99ttvibY7evSo3bCtihUras2aNQoPD7cbXvXrr7/a1qdWwjyKh+cW3Lt3L1EfLFmy5CO/bChZsqR+/fVXxcXFJTvBv3jx4goNDU00POn06dO29dKD0CclvgKZkf+tKFy4sLp166Zu3brpxo0bateunebMmWMXLO7fv6/Lly8neXc7AMkjWAA5WN++fbVp0ya9//77+vzzz+Xr62u3/ty5c/rvf/+b5C1nU1KyZEn9/fffOnHihO2D0tWrV/Xdd985rPbUWr58uW3yttVq1fLly+Xq6qp69erZbffiiy9qyJAhmjJlisxmc6oePta8eXNNmzZNn376aZKTt5P7NjZhjsrBgwdtHw4tFotWr15tt11kZKTc3d3thpxUqFBBLi4udkNkPD09E30wM5vNatmypTZt2qT+/furQoUKdusjIiLk7e39yPeYlJQmtDtSkSJFtGjRInXt2lX9+/fXsmXLbFdZ0jvHIqn3feLECX3//fdq2LDhI5/bUa1aNa1Zs0bnz5+3DZ/x8fHRp59+mmjbpUuX6siRI/roo4/sAlWLFi20YcMGXb582Ta0MDQ0VH/++afdZOhmzZopODhYX375pe22x1arVStXrlSRIkXS9GVAUlcaly1blujKQIsWLfTpp5/qu+++SzTPIqFPt2jRQrt27dLy5csT3VksYZtGjRpp1apVttsFJ1iyZIltvfTgymnBggX1888/27X15Zdfpvq9JSWp3wmLxaKoqCi7YYQJV5H+OeTs1KlTunfvnkO/cAFyAoIFkIOVLFlS06ZN09ChQ9WqVSvbk7djY2N1+PBhbdu2Te3bt09zu61atdK0adM0ZMgQ9ejRQzExMVqxYoXKlCmT6H7xGSl37tzas2ePRowYoSpVqmjPnj3atWuXBgwYkOjDZePGjeXl5aVt27apUaNG8vHxeWT7pUqV0oABA/TZZ5+pa9euatGihdzc3BQWFqbChQtr2LBhSe731FNPqVq1avroo490+/ZtFShQQFu2bEn0TIX9+/dr/Pjxeu6551S6dGlZLBZ9/fXXttCQoHLlygoNDdXixYtVuHBhPfnkk6pataqGDRumAwcOqFOnTurYsaPKly+v27dv69ixYwoNDdVPP/2UjrOauUqXLq2FCxeqR48e6tOnj1asWKESJUqke47F22+/LXd3d1WvXl0+Pj46deqUVq9eLXd392TvQPWwJk2aKFeuXNq3b5/tQXYeHh5JPuF5x44dCgsLS7RuwIAB2rZtm3r27KmePXsqKipKCxcuVIUKFdShQwfbdkWLFlXPnj21cOFC3b9/X4GBgdqxY4d+/vlnTZs2LU0Px2vSpIm+/vpr5c2bV+XLl9eRI0e0b98+u1ssS1KfPn307bff6q233lKHDh1UuXJl3b59W99//73GjRsnf39/vfTSS9qwYYOCg4N19OhR1axZU9HR0QoNDVWXLl3UvHlzNW3aVHXr1tWMGTN08eJF+fn5ae/evdq5c6deffVVuxtAdOzYUfPmzdOoUaMUEBCgn3/+2XZlMb2S+p0oU6aMGjdurJYtW8rf31+enp7at2+fwsLC7K7kSNK+ffvk4eHh8Kt9QHZHsAByuGbNmmnjxo1auHChdu7cqRUrVsjNzc32UKmE+8CnRcGCBTVr1ixNnjxZU6dOtd1z/uzZs5kaLMxmsxYsWKCxY8dq6tSpypMnj4YMGaLBgwcn2tbNzU2tWrXSl19++chJ2w9766239OSTT+qLL77QjBkz5OHhIT8/v0e2MW3aNI0ePVrz5s1T/vz59fLLL6tu3brq1auXbRs/Pz81aNBA//3vf3XlyhVb2/Pnz1e1atVs2wUFBWn06NH6+OOPFRMTo3bt2qlq1ary9fXVmjVrbN9Ar1ixQl5eXipfvnyqPkQ/LipWrKg5c+aoT58+eu211/Tll18+8o4+yWnevLk2bdqkJUuWKDIyUgULFtSzzz6rIUOGpGo8va+vrxo1aqStW7fagkVaFStWTF988YUmT56s6dOny9XVVY0bN1ZQUFCiuSDvvvuuChQooFWrVmndunUqXbq0pk6dqjZt2qTpmKNGjZKLi4s2bdqke/fuqUaNGlq8eLH69u1rt12ePHm0fPlyhYSE6LvvvtP69evl4+OjevXq2c652WzW/PnzNXv2bH3zzTfavn27vLy8VKNGDdsVJRcXF82ePVszZ87Uli1btG7dOhUvXlzDhw9X79697Y6Z8NDLb7/9Vlu3blWjRo20YMGCRFcV0yKp34nx48erS5cu2rt3r7Zv3y6r1aqSJUtqzJgxdg8hlKRt27bp2WeffeRkcAD2TFZnztoCgMfIpEmT9NVXX2nv3r1purUrcpaff/5ZPXr00NatW1W6dGlnlwMHO378uNq1a6f169enaR4LACnlwaQAkEPcu3dPGzduVMuWLQkVSFGtWrX0r3/9K8mJ2sj65s2bp5YtWxIqgHTgigWAHO3GjRvat2+fvv32W+3YsYNvKZGl3L17V1FRUSluk5pnhwCAIzDHAkCOdurUKb377rvy8fHR+++/T6hAlrJo0SLNmjUrxW1S8+wQAHAErlgAAJBFnT9/XufPn09xm5o1a9qe+A0AGYlgAQAAAMAwJm8DAAAAMCzHzbGIj4/X/fv35eLikuxTcQEAAABIVqtV8fHxypUrl1xcUr4mkeOCxf379xUWFubsMgAAAIAsIzAwMNFDPP8pxwWLhKQVGBjI7feSYLFYFBYWxvlButB/YAT9B+lF34ER9J+UJZyfR12tkHJgsEgY/mQ2m+k8KeD8wAj6D4yg/yC96Dswgv6TstRMIWDyNgAAAADDCBYAAAAADCNYAAAAADAsx82xAAAAyMosFovi4uKcXUa2YbFYJEkxMTE5co6Fq6urw963U4PFwYMHtXDhQv3222+6du2aPv30UzVv3jzFfQ4cOKDJkyfrjz/+ULFixTRw4EC1b98+kyoGAABwDqvVqr/++ku3bt1ydinZitVqVa5cuXT27Nkc+4wzLy8vFS1a1PD7d2qwiIqKkp+fnzp06KAhQ4Y8cvvz58+rf//+6ty5s6ZNm6bQ0FC9//77KlSokBo2bJgJFQMAADhHQqgoXLiwPD09c+yHYEezWq2Kjo6Wh4dHjjunVqtVUVFRunr1qiSpWLFihtpzarBo3LixGjdunOrtV65cqSeffFJBQUGSpHLlyunQoUNasmQJwQIAAGRbFovFFip8fHycXU62kvBkaXd39xwXLCTJw8NDknT16lUVLlzY0LCoLDXH4siRI6pXr57dsgYNGmjSpElpbithPB3sJZwXzg/Sg/4DI+g/SK+c0HdiYmJktVrl4eEhq9Xq7HKylYTzmZPPa0K/iomJkbu7u926tPxeZalgcf36dfn6+tot8/X1VWRkZJInIiVhYWGOLi9b4fzACPoPjKD/IL2ye9/JlSuXLWDA8aKjo51dgtPcu3dPcXFxOnHihKF2slSwcCQe2540HmsPI+g/MIL+g/TKCX0nJiZGZ8+elYeHR5q+SMWj5eQ5FglcXFzk6uqq8uXLJ3nFIrWhPUsFC19fX12/ft1u2fXr15U3b940/5Lx2PaUcX5gBP0HRtB/kF7Zue+YzWaZTCbb/7KDCxcuqFmzZtqwYYMqVqzo7HLszu26des0adIk/fzzz5ly7JCQEO3YsUNff/11phzvnxLeu9HfoSz1gLxq1app//79dsv27dunatWqOacgAADwWEiYgJrTWOIzd1hUZh8PWYtTr1jcvXtX586ds72+cOGCjh8/rgIFCuiJJ57Q9OnTdeXKFU2ZMkWS1LlzZy1fvlxTpkxRhw4dtH//fm3dulVz58511lsAAAAZId4iuaTum1Oz2axKlSplWPuPM7OLSW+tPKxTVyMz/FjlC+fVJ52rZ/hxjIqNjZWbm5uzy0hSXFycXF1dnV1GhnFqsPjtt9/Us2dP2+vg4GBJUrt27TR58mRdu3ZNly9ftq0vUaKE5s6dq+DgYC1dulRFixbVBx98wK1mAQDIblzM0tq+0vWTjm/bt4LUYYHj23WSU1cjdezSHWeXkaz4+HgtXLhQq1ev1uXLl+Xr66tXXnlFbdq0kfTgOWWTJk3S0aNHVapUKY0bN07Vqz8IMEkNEVqyZImWLl2q77//XpIUFBSkO3fuKDAwUMuXL5ebm5uWLl2qZs2aKSQkRMuWLUuy7dTYs2ePJk2apL/++ks1atRQcHCwChcuLEk6evSoZsyYof/973+6f/++KlasqJEjR6py5cq2/f38/DRmzBjt3r1b+/fvV58+ffTGG29o3rx5WrJkiaKjo/X888/L29vb8Hl+HDg1WNStW1e///57susnT56c5D4bNmzIwKoAAM6SU4ezIBnXT0qXf3V2FTBo+vTpWrNmjUaOHKmaNWvq6tWrOnPmjG39jBkzNGLECJUqVUozZszQsGHDtH37duXKlfqPqaGhocqbN68WL15st9xI2zExMVq0aJGmTJkiFxcXvffee/rwww81ffp0SQ9G3rz00kt6//33JUmLFi3S66+/rm+//VZ58+a1tTNr1iwNGzZMo0aNktls1pYtWxQSEqLRo0erZs2a+vrrr7Vs2TKVKFEi1e/3cZWlJm8DALIYhrMAOVpkZKSWLl2q0aNHq127dpKkkiVLqlatWrpw4YIkqXfv3mrSpIkk6c0331Tr1q119uxZlStXLtXH8fT01AcffGAbAuWItuPi4jRu3DiVLFlSktStWzd99tlntvX/fLbahAkTVKtWLR08eFDPPPOMbfkLL7ygDh062F6/8847evnll9WxY0dJ0tChQxUaGqp79+6l+v0+rggWAICMw3AWIEc7ffq0YmNj9fTTTye7jZ+fn+3fhQoVkiRFRESkKVhUqFAhyXkVRtr28PCwhQpJKly4sG7cuGF7ff36dX388cf66aefdOPGDcXHxys6OlqXLl2yaycgIMDudXh4uDp37my3rFq1ajpw4MAja3rcESwAABmL4SxAjpU7d+5HbvPwZOaE273Gx8fbXv/zgYD3799P1EZywyhTavtR/jlc6p+1jBgxQrdu3dKoUaP0xBNPyM3NTa+88ori4uLs9vP09EzV8bKDLHW7WQAAAGQdpUuXlru7e6LHBaSWt7e3rl+/bveB/vjx444qz5BffvlFPXr0UOPGjfXUU0/Jzc1NN2/efOR+5cqV06+/2n/Z8s/XWRXBAgAAABkid+7c6tevn6ZOnaoNGzbo3LlzOnLkiNasWZOq/evWrauIiAjNnz9f586d0/Lly7Vnz54Mrjp1SpcurY0bNyo8PFy//vqr3n333VQ9sLlnz55au3at1q5dqzNnzmjmzJn6448/MqHijMdQKAAAgCysfOG8j97IiccZNGiQzGazZs6cqatXr6pQoUKJ5hgkp1y5chozZozmzp2r2bNnq0WLFurdu7dWr16drlocaeLEifrPf/6jdu3aqVixYho6dKjt2WspadWqlc6dO6epU6fq3r17atmypbp06aIff/wxE6rOWCbrPweuZXMWi0VHjhxRtWrVDD2yPLvi/MAI+g+SNLdRxsyxKFZV6r/b8e3i8UHfsYmJidGZM2dUpkwZu2/FLfFWmV1MmVZHZh8vM1itVkVFRcnT09M2DyOnSa5/SWn7285QKAAAgCwqsz/kZ7dQAcdiKBQAAABylL59++rQoUO211ar1Xa1on///howYICzSsvSCBYAAADIUSZOnKiYmBhJD0JFdHS0PDw8ZDKZVKBAASdXl3URLAAgB8uO46UB4FGKFCli+zdzLByHYAEAOZjZxaS3Vh7WqauRDm+7iV8hvdfS3+HtAgAeTwQLAMjhTl2N1LFLdxzebrlCeRzeJgDg8cVdoQAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAABkugsXLsjPz0/Hjx93dikOZ7Va9Z///Ed16tTJtu8xKQQLAACArCrekr2Pl0Xt3r1b69ev15w5c/Tjjz/qqaeekp+fn3bs2OHs0jIUd4UCAADIqlzM0tq+0vWTGX8s3wpShwUZfxyDYmNj5ebm5tQazp8/r0KFCqlGjRpOrSOzESwAAACysusnpcu/OruKZMXHx2vhwoVavXq1Ll++LF9fX73yyitq06aNpAcfwidNmqSjR4+qVKlSGjdunKpXry5JCgkJ0Y4dO/T111/b2luyZImWLl2q77//XpIUFBSkO3fuKDAwUMuXL5ebm5uWLl2qZs2aKSQkRMuWLUuy7ZRcvHhREyZM0KFDhxQXF6fixYtr+PDhaty4sSTpp59+0pQpU3TixAl5eXnppZde0ttvv61cuXIpKChI69evlyT5+fmpePHitnYHDx4sSSpevLit/uyEYAEAAIAMM336dK1Zs0YjR45UzZo1dfXqVZ05c8a2fsaMGRoxYoRKlSqlGTNmaNiwYdq+fbty5Ur9x9TQ0FDlzZtXixcvtlue3rbHjx+vuLg4ffHFF/L09NSpU6fk6ekpSbpy5Ypef/11tWvXTh9++KHOnDmj999/X7lz59Ybb7yhUaNGqUSJElq9erW++uormc1mSVK9evUUHByshg0b2pZlNwQLAAAAZIjIyEgtXbpUo0ePVrt27SRJJUuWVK1atXThwgVJUu/evdWkSRNJ0ptvvqnWrVvr7NmzKleuXKqP4+npqQ8++MA2BMpo25cuXVLLli3l5+cnSSpRooRt3ZdffqmiRYtq9OjRMplMKleunK5cuaJp06Zp8ODBypcvn/LkySOz2axChQrZtZs/f/5Ey7ITJm8DAAAgQ5w+fVqxsbF6+umnk90m4cO7JNuH7oiIiDQdp0KFCknOq0hv2z179tTs2bPVuXNnzZw5UydOnLCtCw8PV/Xq1WUymWzLatasqaioKP31119pqju7IVgAAAAgQ+TOnfuR27i6utr+nfBhPT4+3vbaarXabX///v1EbXh4eKS57ZR07NhRO3bs0IsvvqiTJ0/q5Zdf1rJlyx65X05HsAAAAECGKF26tNzd3bV///507e/t7a3r16/bhYvMeiZEsWLF1KVLF82aNUu9evXS6tWrJUnlypXT4cOH7Wo6dOiQ8uTJo6JFiybbnqurqyyW7H27XoIFAAAAMkTu3LnVr18/TZ06VRs2bNC5c+d05MgRrVmzJlX7161bVxEREZo/f77OnTun5cuXa8+ePRlctTRx4kTt2bNH58+f17Fjx3TgwAHbvIyuXbvqr7/+0oQJExQeHq4dO3YoJCREvXr1kotL8h+tixcvrtDQUF27dk23b9/O8PfgDEzeBgAAyMp8KzzWxxk0aJDMZrNmzpypq1evqlChQurcuXOq9i1XrpzGjBmjuXPnavbs2WrRooV69+5tu3qQUeLj4zV+/Hj99ddfyps3rxo2bKiRI0dKkooUKaJ58+ZpypQpWr16tby8vPTyyy9r4MCBKbY5YsQITZ48WWvWrFGRIkWy5e1mTdZ/DlzL5iwWi44cOaJq1apl21t9GcH5gRH0n6yp9cw9OnbpjsPbbVu1mGZ2qSHNbZQx99gvVlXqv9vx7eLxQd+xiYmJ0ZkzZ1SmTBm5u7v//4p4y4OH5GWWzD5eJrBarYqKipKnp6fdhOycJNn+pbT9bWcoFAAASDNLfI76XvLxldkf8rNZqIBjMRQKAACkmdnFpLdWHtapq5EOb7uJXyG919Lf4e0CCfr27atDhw7ZXlutVtvViv79+2vAgAHOKi1LI1gAAIB0OXU1MkOG0ZUrlMfhbQIPmzhxomJiYiQ9CBXR0dHy8PCQyWRSgQIFnFxd1kWwAAAAQI5SpEgR27+ZY+E4zLEAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAme7ChQvy8/PT8ePHnV3KYyurnSNuNwsAAJBFWeItMmfi07Az+3g5XbFixfTjjz+qYMGCzi4lVQgWAAAAWZTZxayg3UE6fft0hh+rbIGymtxocoYfx6jY2Fi5ubk5u4wUWSwWmUwmubikPHjIbDarUKFCmVSVcQyFAgAAyMJO3z6t4xHHM/x/6Q0v8fHxmj9/vp599lkFBASoSZMmmj17tm39+fPn1aNHD1WtWlVt27bV4cOHbetCQkL04osv2rW3ZMkSNW3a1PY6KChIgwYN0uzZs9WgQQM999xztiFE27dvT7bt5FitVj399NPatm2bbdmLL76oBg0a2F7//PPPCggIUHR0tCRp8eLFatOmjapVq6bGjRtr7Nixunv3rm37devWqVatWtq5c6datWqlwMBAXbp0SU2bNtWcOXM0cuRIVa9eXU2aNNGqVats+/1zKNSBAwfk5+en0NBQtW/fXlWrVlXnzp11+rT9z+azzz5TvXr1VL16dY0aNUrTpk1LdB4zAsECAAAAGWb69OmaP3++Bg0apC1btmjatGny9fW1rZ8xY4b69OmjDRs2qHTp0ho2bJju37+fpmOEhobqzJkzWrx4sebOnWuobZPJpNq1a+unn36SJN2+fVvh4eGKiYlReHi4JOngwYMKDAyUh4eHbZ9Ro0bpm2++0eTJk7V//35NnTrVrt2YmBjNnz9fH3zwgb755hv5+PhIehBKAgICtGHDBnXt2lVjx45NFBT+acaMGQoKCtLatWtlNpv173//27Zu48aNmjNnjt59912tW7dOxYoV04oVK1J5Jo0hWAAAACBDREZGaunSpXrvvffUrl07lSxZUrVq1VLHjh1t2/Tu3VtNmjRRmTJl9Oabb+rixYs6e/Zsmo7j6empDz74QE899ZSeeuopw23XqVPHFiwOHjyoSpUq2S376aefVKdOHdv2r732mp5++mk9+eSTqlevnt5++21t3brVrs24uDiNHTtWNWrUUNmyZW2hpFGjRurWrZtKlSqlfv36qWDBgjpw4ECK9Q0dOlR16tRR+fLl9frrr+vw4cO6d++eJOmLL77Qyy+/rA4dOqhMmTIaMmSIKlSokIqzaBzBAgAAABni9OnTio2N1dNPP53sNn5+frZ/J8wniIiISNNxKlSokOS8ivS2Xbt2bZ06dUoRERE6ePCg6tSpYwsWcXFxOnz4sF2w2Ldvn1599VU1bNhQ1atX1/Dhw3Xr1i3bUClJcnV1tasnqRpNJpN8fX1148aNFOtL6n0l7HPmzBlVqVLFbvt/vs4oBAsAAABkiNy5cz9yG1dXV9u/TSaTpAfzMhJeW61Wu+2TGsqU8O1/WtpOiZ+fnwoUKKCffvrJFizq1q2rgwcPKiwsTPfv31f16tUlPZgH0b9/f/n5+SkkJETr1q3T6NGjJT24SpHA3d3dVsPDcuWyv5dSUu85pX3S8r4yGsECAAAAGaJ06dJyd3fX/v3707W/t7e3rl+/bvdBOzOe6WAymWyTrf/44w/VrFlTfn5+io2N1apVqxQQECBPT09J0rFjx2S1WhUUFKRq1aqpTJkyunr1aobXmJwyZcooLCzMbtk/X2cUggUAAAAyRO7cudWvXz9NnTpVGzZs0Llz53TkyBGtWbMmVfvXrVtXERERmj9/vs6dO6fly5drz549GVz1A3Xq1NHmzZtVsWJF5cmTRy4uLqpVq5Y2bdqk2rVr27YrVaqU4uLitGzZMp0/f14bNmzQypUrM6XGpHTv3l1fffWV1q9frz///FOfffaZfv/99ySvljgaz7EAAADIwsoWKPtYH2fQoEEym82aOXOmrl69qkKFCqlz586p2rdcuXIaM2aM5s6dq9mzZ6tFixbq3bu3Vq9ena5a0qJOnTqyWCx2cynq1KmjnTt32i3z9/fXyJEjNX/+fH300UeqVauW3nnnHY0YMSLDa0xK27Ztdf78eX344Ye6d++enn/+ebVr1y5TrlqYrI8axJXBli9froULF+ratWvy9/fXf/7znxQnmCxZskQrVqzQ5cuXVbBgQbVs2VLDhg1L1Rg+6cEDSY4cOaJq1arJbObJkf/E+YER9J+sqfXMPTp26Y7D221btZhmdqkhzW0kXf7V4e2rWFWp/27Ht4tUo+9knpiYGJ05c0ZlypSRu7u7bTlP3jbOarUqKipKnp6emfKtvjP06tVLvr6+iW6BmyC5/iWl7W+7U4dCbdmyRcHBwRo8eLDWr18vf39/9enTJ9mZ8Js2bdL06dM1ZMgQbdmyRRMnTtSWLVv00UcfZXLlAAAAzpfZH/KzW6jIjqKjo7V48WL98ccfCg8P18yZM7Vv3z61a9cuw4/t1KFQixcvVqdOndShQwdJ0rhx47Rr1y6tXbtWr7/+eqLtDx8+rBo1aqhNmzaSpCeffFIvvPCCfv01A77NAAAAQLbUt29fHTp0yPbaarXarlb0799fAwYMcFZphplMJv3www+aM2eO7t27pzJlyigkJET169fP8GM7LVjExsbq2LFj6t+/v22Zi4uL6tevn+zj1qtXr66NGzfq6NGjqlKlis6fP68ffvghUx5RDgAAgOxh4sSJiomJkfQgVERHR8vDw0Mmk0kFChRwcnXGuLu7a8mSJU45ttOCxc2bN2WxWGyPM0/g4+OT7GPM27Rpo5s3b6pr166yWq26f/++OnfunK5UabFY0lV3dpdwXjg/SA/6T9aTHebC0N+cg76TuSwWi6xWq+1/MKZw4cK2f/8zWCQsy0kS+pXFYkn0e5GW35MsdVeoAwcOaO7cuRozZoyqVKmic+fOaeLEifr00081ePDgNLWVWffzzao4PzCC/pM1eHh4qFKlSs4uw7Dff//d7um2yHj0HefIlSuXoqOjH4sHoWVHWakvONq9e/cUFxenEydOGGrHacGiYMGCMpvNiSZq37hxQ76+vknu88knn6ht27bq2LGjpAdPRYyKitLo0aM1cOBAubikfi56YGBgtvi2xdEsFovCwsI4P0gX+g+cwc/Pz9klIIvKSn0nJiZGZ8+elbu7e7JPmUb6JHXFIqcxmUxydXVV+fLlk7wrVGq/MHRasHBzc1PlypUVGhqq5s2bS3rwKPLQ0FB17949yX1iYmIShYeEDy9pvWRlNpv54JMCzg+MoP8gM9HXkF5Zqe+4u7vLZDIpOjra9sRnOJbJZMqxwSI6Olomk0nu7u6Gfi+cOhSqV69eGjFihAICAlSlShV9/vnnio6OVvv27SVJw4cPV5EiRTRs2DBJ0jPPPKPFixerUqVKtqFQn3zyiZ555pks9R8HAACAtDCbzfLy8tLVq1clKVs/cyGzWa1W3bt3Ty4uLjnunCY8w+Pq1avy8vIy/HnaqcGiVatWioiI0MyZM3Xt2jVVrFhRCxYssA2Funz5st0VioEDB8pkMunjjz/WlStX5O3trWeeeUZDhw511lsAAADIFEWLFpUkW7iAY1itVsXFxcnV1TXHBYsEXl5etv5lhNMnb3fv3j3ZoU/Lli2ze50rVy4NGTJEQ4YMyYzSAAAAHhsmk0nFihVT4cKFFRcX5+xysg2LxaITJ06ofPnyOXIEjKurq8Pet9ODBQAAAFKPeWyOlXA7VaPzCyCl/jZKAAAAAJAMggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMMzpwWL58uVq2rSpAgMD1bFjRx09ejTF7e/cuaNx48apQYMGCggIUMuWLfXDDz9kUrUAAAAAkpLLmQffsmWLgoODNW7cOFWtWlWff/65+vTpo23btsnHxyfR9rGxserVq5d8fHz0ySefqEiRIrp06ZLy58/vhOoBAAAAJHBqsFi8eLE6deqkDh06SJLGjRunXbt2ae3atXr99dcTbb927Vrdvn1bK1eulKurqyTpySefzNSaAQAAACTmtKFQsbGxOnbsmOrXr///xbi4qH79+jp8+HCS+3z//feqVq2axo8fr/r16+uFF17QnDlzZLFYMqtsAAAAAElw2hWLmzdvymKxJBry5OPjo9OnTye5z/nz57V//361adNG8+bN07lz5zRu3Djdv39fQ4YMSdPxCSNJSzgvnB+kB/0n6zGbzc4uwTD6m3PQd5Bd8LcrZWk5L04dCpVWVqtVPj4+mjBhgsxmswICAnTlyhUtXLgwzcEiLCwsg6rMHjg/MIL+kzV4eHioUqVKzi7DsN9//13R0dHOLiNHoe8gO+Jvl3FOCxYFCxaU2WzWjRs37JbfuHFDvr6+Se5TqFAh5cqVy+5bkrJly+ratWuKjY2Vm5tbqo8fGBiYLb5tcTSLxaKwsDDOD9KF/gNn8PPzc3YJyKLoO5D42/UoCecnNZwWLNzc3FS5cmWFhoaqefPmkqT4+HiFhoaqe/fuSe5To0YNffPNN4qPj5eLy4PpIX/++acKFSqUplAhPbiES+dJHucHRtB/kJnoa0gv+g4ext8u45z6HItevXpp9erVWr9+vcLDwzV27FhFR0erffv2kqThw4dr+vTptu27dOmiW7duaeLEiTpz5ox27dqluXPnqlu3bs56CwAAAADk5DkWrVq1UkREhGbOnKlr166pYsWKWrBggW0o1OXLl21XJiSpWLFiWrhwoYKDg9W2bVsVKVJEPXv2VL9+/Zz1FgAAAADoMZi83b1792SHPi1btizRsurVq2v16tUZXRYAAACANHDqUCgAAAAA2QPBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgmKFgcfbsWe3Zs0cxMTGSJKvV6pCiAAAAAGQt6brd7M2bNzV06FDt379fJpNJ27dvV4kSJfTvf/9bBQoUUFBQkKPrBAAAAPAYS9cVi+DgYJnNZu3atUvu7u625a1atdKePXscVhwAAACArCFdVyz27t2rhQsXqmjRonbLS5curUuXLjmkMAAAAABZR7quWERFRdldqUhw69Ytubm5GS4KAAAAQNaSrmBRq1YtbdiwwW5ZfHy8FixYoLp16zqiLgAAAABZSLqGQr333nt67bXX9NtvvykuLk5Tp07VqVOndPv2ba1YscLRNQIAAAB4zKUrWFSoUEHffvutvvjiC+XJk0dRUVF69tln1a1bNxUuXNjRNQIAAAB4zKUrWFy6dEnFihXTwIEDk1z3xBNPGC4MAAAAQNaRrjkWzZo1U0RERKLlN2/eVLNmzQwXBQAAACBrSVewsFqtMplMiZZHRUUpd+7chosCAAAAkLWkaShUcHCwJMlkMunjjz+Wh4eHbZ3FYtHRo0fl7+/v2AoBAAAAPPbSFCz+97//SXpwxeLkyZNydXW1rXNzc5O/v7969+7t2AoBAAAAPPbSFCyWLVsmSRo5cqRGjRqlvHnzZkhRAAAAALKWdN0VKmFIFAAAAABI6QwWkhQWFqatW7fq8uXLiouLs1s3a9Ysw4UBAAAAyDrSdVeozZs3q0uXLjp9+rS+++473b9/X3/88Yf279+vfPnyObpGAAAAAI+5dAWLOXPmaOTIkZozZ45cXV01atQobdu2Tc8//7yKFSvm6BoBAAAAPObSFSzOnz+vxo0bS3pwN6ioqCiZTCa99tprWr16tUMLBAAAAPD4S1ewyJ8/v+7evStJKly4sP744w9J0p07dxQdHe246gAAAABkCemavF27dm3t27dPfn5+eu655zRx4kTt379f+/bt09NPP+3oGgEAAAA85tIVLP7zn//o3r17kqSBAwfK1dVVv/zyi1q0aMED8gAAAIAcKF1Doby8vFSkSJEHDbi46PXXX9cnn3yiwoULq127dg4tEAAAAMDjL01XLGJjYxUSEqK9e/fKzc1Nffv2VfPmzbV27Vp9/PHHMpvNevXVVzOqVgAAAACPqTQFi08++USrVq1S/fr19csvv+itt95S+/btdeTIEQUFBem5556T2WzOqFoBAAAAPKbSFCy2bdumDz/8UM2aNdPJkyfVtm1b3b9/Xxs3bpTJZMqoGgEASCxvYVniLTK7ZNwXWhndPgBkJ2kKFleuXFFAQIAkqUKFCnJzc9Nrr71GqAAAZD53L5ldzAraHaTTt087vPmyBcpqcqPJDm8XALKrNAULi8UiV1dX22uz2SxPT0+HFwUAQGqdvn1axyOOO7sMAMjx0hQsrFargoKC5ObmJunBZO6xY8fKw8PDbrtZs2Y5rkIAAAAAj700BYt/3kq2bdu2Di0GAAAAQNaUpmARHBycUXUAAAAAyMLS9YA8AAAAAHgYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGDYYxEsli9frqZNmyowMFAdO3bU0aNHU7Xf5s2b5efnp0GDBmVwhQAAAABS4vRgsWXLFgUHB2vw4MFav369/P391adPH924cSPF/S5cuKAPP/xQtWrVyqRKAQAAACTH6cFi8eLF6tSpkzp06KDy5ctr3Lhxcnd319q1a5Pdx2Kx6N1339Ubb7yhEiVKZGK1AAAAAJKSy5kHj42N1bFjx9S/f3/bMhcXF9WvX1+HDx9Odr9PP/1UPj4+6tixow4dOpSuY1sslnTtl90lnBfOD9KD/pP1mM1mZ5fw2KM/Jy079B1+tpD42/UoaTkvTg0WN2/elMVikY+Pj91yHx8fnT59Osl9fv75Z3311VfasGGDoWOHhYUZ2j+74/zACPpP1uDh4aFKlSo5u4zH3u+//67o6Ghnl/FYyS59h58tHsbfLuOcGizSKjIyUsOHD9eECRPk7e1tqK3AwMBs8W2Lo1ksFoWFhXF+kC70H2RHfn5+zi4BGYSfLST+dj1KwvlJDacGi4IFC8psNieaqH3jxg35+vom2v78+fO6ePGiBg4caFsWHx8vSapUqZK2bdumkiVLpurYZrOZzpMCzg+MoP8gO6EvZ1/8bPEw/nYZ59Rg4ebmpsqVKys0NFTNmzeX9CAohIaGqnv37om2L1u2rDZt2mS37OOPP9bdu3c1atQoFS1aNFPqBgAAAGDP6UOhevXqpREjRiggIEBVqlTR559/rujoaLVv316SNHz4cBUpUkTDhg1T7ty5VaFCBbv98+fPL0mJlgMAAADIPE4PFq1atVJERIRmzpypa9euqWLFilqwYIFtKNTly5fl4uL0u+ICAAAASIHTg4Ukde/ePcmhT5K0bNmyFPedPHlyRpQEAAAAIA24FAAAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAyFnyFpYl3pKhh8jo9oHHUS5nFwAAAJCp3L1kdjEraHeQTt8+7fDmyxYoq8mNJju8XeBxR7AAAAA50unbp3U84rizywCyDYZCAQAAIEfz8PBwdgnZAsECAAAA2Usa5riYzWZVqlRJZrM5Q9rPSRgKBQAAgOzFxSyt7StdP+n4tn0rSB0WOL7dbIBgAQAAgOzn+knp8q/OriJHYSgUAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAcysPDw9klAAAAJyBYAEhZvCXVm5rNZlWqVElmszlD2gcAAI+vXM4uAMBjzsUsre0rXT/p+LZ9K0gdFji+XQAAkOkIFgAe7fpJ6fKvzq4CAAA8xhgKBQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAw7LEIFsuXL1fTpk0VGBiojh076ujRo8luu3r1anXt2lW1a9dW7dq19dprr6W4PQAAAICM5/RgsWXLFgUHB2vw4MFav369/P391adPH924cSPJ7Q8cOKDWrVtr6dKlWrlypYoVK6bevXvrypUrmVw5AAAAgARODxaLFy9Wp06d1KFDB5UvX17jxo2Tu7u71q5dm+T206dPV7du3VSxYkWVK1dOH3zwgeLj4xUaGprJlQMAAABIkMuZB4+NjdWxY8fUv39/2zIXFxfVr19fhw8fTlUb0dHRun//vgoUKJCmY1ssljRtn1MknBfODxKYzeYMPwb9zXky4+eb1dE/k0bfeTT6jvPwt8tx0vI+nRosbt68KYvFIh8fH7vlPj4+On36dKramDZtmgoXLqz69eun6dhhYWFp2j6n4fxAkjw8PFSpUqUMP87vv/+u6OjoDD8O7GXWzzero38mRt9JHfqOc/C3y3mcGiyMmjdvnrZs2aKlS5cqd+7cado3MDCQb1uSYLFYFBYWxvlBpvLz83N2CUCy6J9IL/pO9pZTfr4Jnw1Tw6nBomDBgjKbzYkmat+4cUO+vr4p7rtw4ULNmzdPixcvlr+/f5qPbTab+eCcAs4PMhN9DY8z+ifSi76TvfHzTcypk7fd3NxUuXJlu4nXCROxq1evnux+8+fP12effaYFCxYoMDAwM0oFAAAAkAKnD4Xq1auXRowYoYCAAFWpUkWff/65oqOj1b59e0nS8OHDVaRIEQ0bNkzSg+FPM2fO1PTp01W8eHFdu3ZNkuTp6ak8efI47X0AAAAAOZnTg0WrVq0UERGhmTNn6tq1a6pYsaIWLFhgGwp1+fJlubj8/4WVlStXKi4uTm+++aZdO0OGDNEbb7yRqbUDAAAAeMDpwUKSunfvru7duye5btmyZXavv//++8woCQAAAEAaOP0BeQAAAACyPoIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAFkcZZ4q7NLSL+8hWWJt2ToITK6fQAA8EAuZxeArM8Sb5HZxZxl28/qzC4mvbXysE5djXR42038Cum9lv4Ob9fG3UtmF7OCdgfp9O3TDm++bIGymtxossPbBQAAiREsYBgfDJ3v1NVIHbt0x+HtliuUx+FtJuX07dM6HnE8U44FAAAyBsECDsEHQwAAgJyNORYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAABAauUtLEu8JUMPkdHtZ5Rczi4AAAAAyDLcvWR2MStod5BO3z7t8ObLFiiryY0mO7zdzECwQCIeHh7OLgEAAOCxdvr2aR2POO7sMh4rBIucIN4iuZhTtanZbFalSpUyuCAAAABkNwSLnMDFLK3tK10/6fi2yzeXmo12fLsAAADIUggWOcX1k9LlXx3frm8Fx7cJAACALIe7QgEAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwLDHIlgsX75cTZs2VWBgoDp27KijR4+muP3WrVv13HPPKTAwUG3atNEPP/yQSZVmDEu81dklAAAAAIbkcnYBW7ZsUXBwsMaNG6eqVavq888/V58+fbRt2zb5+Pgk2v6XX37RsGHD9M477+iZZ57Rpk2bNHjwYK1bt04VKlRwwjswzuxi0lsrD+vU1UiHt93Er5Dea+nv8HYBAACAhzk9WCxevFidOnVShw4dJEnjxo3Trl27tHbtWr3++uuJtl+6dKkaNmyovn37SpLefvtt7du3T1988YXGjx+fqbU70qmrkTp26Y7D2y1XKI/D2wQAAAD+yalDoWJjY3Xs2DHVr1/ftszFxUX169fX4cOHk9znyJEjqlevnt2yBg0a6MiRIxlZKgAAAIAUOPWKxc2bN2WxWBINefLx8dHp06eT3Of69evy9fVNtP3169dTdUyr9cF8htjYWJnN5nRU7Xhms1kVi+ZR7gwop7SPhywWi1SosuSS2/EH8CorWSyqUKCC3ExuDm++dP7SslgsD94DkkT/SR7959HoP8mj/6SMvpM8+o7zmc1m+o+DJNSR8Bk6JSZrarbKIFeuXFGjRo20cuVKVa9e3bZ8ypQpOnjwoNasWZNon4CAAE2ePFkvvPCCbdny5cv16aefat++fY88ZmxsrMLCwhzzBgAAAIAcIDAwUG5uKQcpp16xKFiwoMxms27cuGG3/MaNG4muSiTw9fVNdHUipe3/KVeuXAoMDJSLi4tMJlP6CgcAAAByAKvVqvj4eOXK9ejY4NRg4ebmpsqVKys0NFTNmzeXJMXHxys0NFTdu3dPcp9q1app//79eu2112zL9u3bp2rVqqXqmC4uLo9MWwAAAADSxunPsejVq5dWr16t9evXKzw8XGPHjlV0dLTat28vSRo+fLimT59u275nz57as2ePFi1apPDwcIWEhOi3335LNogAAAAAyHhOv91sq1atFBERoZkzZ+ratWuqWLGiFixYYBvadPnyZbm4/H/+qVGjhqZNm6aPP/5YH330kUqXLq1PP/00yz7DAgAAAMgOnDp5GwAAAED24PShUAAAAACyPoIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAgByNexk5htNvNwvnioiI0Nq1a3XkyBHbE819fX1VvXp1tW/fXt7e3k6uEAAAIGMFBgbq66+/Vrly5ZxdSpbG7WZzsKNHj6pv375yd3dX/fr15ePjI0m6ceOGQkNDFRMTowULFigwMNDJlSIrunz5smbOnKng4GBnl4LHVExMjH777Td5eXmpfPnyduvu3bunrVu36qWXXnJOcXishYeH68iRI6pWrZrKlSun8PBwLV26VLGxsWrbtq3q1avn7BLxmErub9LSpUvVtm1beXl5SZJGjhyZiVVlHwSLHKxTp07y9/fXuHHjZDKZ7NZZrVaNGTNGv//+u1atWuWkCpGVnThxQu3atdPx48edXQoeQ2fOnFGfPn106dIlmUwm1axZUx999JEKFy4sSbp+/boaNmxI/0Eiu3fv1qBBg5QnTx5FR0dr1qxZGjFihPz9/RUfH6+DBw9q4cKFhAskyd/fX/7+/sqXL5/d8oMHDyogIEAeHh4ymUxaunSpkyrM2hgKlYOdOHFCwcHBiUKFJJlMJr366qtq166dEypDVrBz584U158/fz6TKkFWNG3aND311FP66quv9Pfff2vSpEnq0qWLli1bpieeeMLZ5eEx9tlnn6lPnz4aOnSoNm/erHfffVddunTR0KFDJUnTp0/X/PnzCRZI0jvvvKNVq1ZpxIgRdn2kcuXKmjx5cqKrp0gbgkUO5uvrq7CwsGTHE4aFhcnX1zeTq0JWMXjwYJlMphQnvCUVWgFJOnz4sBYvXixvb295e3trzpw5Gjt2rLp166alS5fKw8PD2SXiMfXHH3/oww8/lCQ9//zzGj58uFq2bGlb36ZNG61bt85Z5eEx9/rrr+vpp5/We++9p6ZNm+qdd96Rq6urs8vKNggWOVifPn30n//8R7/99pvq1atnCxHXr19XaGio1qxZo+HDhzu5SjyuChUqpDFjxqh58+ZJrj9+/Ljat2+fyVUhq4iJiVGuXP//J8hkMmncuHEaP368unfvrunTpzuxOjzuEr60cHFxkZubm92wljx58ujvv/92VmnIAqpUqaJ169Zp/Pjx6tChg6ZNm8YXYQ5CsMjBunXrpoIFC2rJkiVasWKFLBaLJMlsNqty5coKDg5Wq1atnFwlHleVK1fWsWPHkg0Wj7qagZytbNmySV4xHT16tCRp4MCBzigLWUDx4sX1559/qmTJkpKkVatWqVixYrb1ly9fVqFChZxVHrKIPHny6MMPP9TmzZvVq1cv22cgGEOwyOFatWqlVq1aKS4uTjdv3pQkFSxYkMuCeKS+ffsqKioq2fUlS5Zk8huS9eyzz2rz5s1J3vVp9OjRio+P18qVKzO/MDz2unTpovj4eNvrChUq2K3fvXu3nn766cwuC1lU69atVbNmTf3222/M73IA7goFAAAAwDCevA0AAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQBwOD8/P+3YscPZZQAAMhHBAgCQZteuXdOECRPUrFkzBQQEqHHjxhowYIBCQ0MdfqwDBw7Iz89Pd+7ccXjbAADH4TkWAIA0uXDhgrp06aL8+fNr+PDhqlChgu7fv68ff/xR48aN07Zt25xdYpKsVqssFovdE78BAI7DFQsAQJqMGzdOJpNJa9asUcuWLVWmTBk99dRT6tWrl1avXp1o+6SuOBw/flx+fn66cOGCJOnixYsaMGCAateurWrVqql169b64YcfdOHCBfXs2VOSVLt2bfn5+SkoKEiSFB8fr7lz56pp06aqUqWK2rZtaxdqEo77ww8/qH379goMDNShQ4cy8tQAQI7G1zYAgFS7deuW9uzZo6FDh8rT0zPR+vz586er3fHjxysuLk5ffPGFPD09derUKXl6eqpYsWIKCQnRG2+8oW3btilv3rxyd3eXJM2dO1cbN27UuHHjVLp0aR08eFDvvfeevL29VadOHVvb06dP14gRI1SiRIl01wcAeDSCBQAg1c6dOyer1aqyZcs6tN1Lly6pZcuW8vPzkySVKFHCtq5AgQKSJB8fH1swiI2N1dy5c7V48WJVr17dts+hQ4e0atUqu2Dx5ptv6l//+pdD6wUAJEawAACkmtVqzZB2e/bsqbFjx+rHH39U/fr11aJFC/n7+ye7/dmzZxUdHa3evXvbLY+Li1PFihXtlgUGBmZIzQAAewQLAECqlSpVSiaTSadPn071Pi4uD6bzPRxK4uLi7Lbp2LGjGjRooF27dmnv3r2aN2+eRowYoR49eiTZZlRUlKQHw6GKFClit87Nzc3utYeHR6prBQCkH5O3AQCp5uXlpQYNGmj58uW2D/cPS+qWsN7e3pIe3KI2wYkTJxJtV6xYMXXp0kWzZs2ymwju6uoqSbJYLLZty5UrJzc3N126dEmlSpWy+1+xYsWMvUkAQLoQLAAAaTJmzBjFx8erY8eO+vbbb/Xnn38qPDxcS5cu1SuvvJJo+5IlS9omYf/555/atWuXFi1aZLfNxIkTtWfPHp0/f17Hjh3TgQMHVK5cOUlS8eLFZTKZtGvXLkVEROju3bvKmzevevfureDgYK1fv17nzp3TsWPHtGzZMq1fvz5TzgMAwB5DoQAAaVKiRAmtW7dOc+bM0YcffqirV6/K29tblStX1tixYxNt7+rqqunTp2vs2LFq27atAgMD9fbbb+utt96ybRMfH6/x48frr7/+Ut68edWwYUONHDlSklSkSBG98cYbmj59ukaOHKmXXnpJkydP1ttvvy1vb2/NnTtXFy5cUL58+VSpUiUNGDAgs04FAOAhJmtGzcQDAAAAkGMwFAoAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGDY/wFdi5Ays5evbgAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "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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+ "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", 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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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 +} diff --git a/.ipynb_checkpoints/clustering_global-checkpoint.ipynb b/.ipynb_checkpoints/clustering_global-checkpoint.ipynb index 592ff81..07649d6 100644 --- a/.ipynb_checkpoints/clustering_global-checkpoint.ipynb +++ b/.ipynb_checkpoints/clustering_global-checkpoint.ipynb @@ -1311,6 +1311,1736 @@ "import subprocess\n", "subprocess.run([\"jupyter\", \"nbconvert\", \"--to\", \"html\", \"clustering_clean.ipynb\"])" ] + }, + { + "cell_type": "code", + "execution_count": 206, + "id": "b56a53c8-c1eb-4117-a028-ba9b6c1c45af", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Types d'assets disponibles ===\n", + "Product - Asset Type\n", + "Equity 2023860\n", + "Diversified 1377424\n", + "Fixed Income 948728\n", + "Alternative 214235\n", + "Private Assets 219\n", + "Name: count, dtype: int64\n", + "\n", + "df_month_asset shape: (1745996, 15)\n", + "df_client_asset shape: (13328, 20)\n", + "\n", + "Comptes par asset type:\n", + "Product - Asset Type\n", + "Diversified 4161\n", + "Fixed Income 3934\n", + "Equity 3901\n", + "Alternative 1319\n", + "Private Assets 13\n", + "Name: Registrar Account - ID, dtype: int64\n", + "\n", + "Asset types retenus (>= 50 comptes) : ['Alternative', 'Diversified', 'Equity', 'Fixed Income']\n", + "\n", + "============================================================\n", + "ASSET TYPE : Alternative\n", + "============================================================\n", + " k silhouette davies_bouldin\n", + " 2 0.4568 0.9959\n", + " 3 0.3416 1.1374\n", + " 4 0.2564 1.3750\n", + " 5 0.2815 1.2393\n", + " 6 0.2640 1.3549\n", + "→ K retenu : 2 (silhouette=0.4568)\n", + " n_comptes pct\n", + "cluster_alternative \n", + "0 311 23.6\n", + "1 1008 76.4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Alternative:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", + "cluster_alternative \n", + "0 0.085 1.037 1.000 0.104 5.777 12.0 0.914 0.086\n", + "1 0.069 4.729 0.512 -0.072 5.067 66.0 0.000 1.000\n", + "\n", + "============================================================\n", + "ASSET TYPE : Diversified\n", + "============================================================\n", + " k silhouette davies_bouldin\n", + " 2 0.6029 0.6519\n", + " 3 0.5108 0.8195\n", + " 4 0.4847 0.9830\n", + " 5 0.4697 0.8759\n", + " 6 0.3327 1.1264\n", + "→ K retenu : 2 (silhouette=0.6029)\n", + " n_comptes pct\n", + "cluster_diversified \n", + "0 3368 80.9\n", + "1 793 19.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Diversified:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", + "cluster_diversified \n", + "0 0.044 3.045 0.625 -0.577 5.064 80.0 0.000 1.000\n", + "1 0.085 0.218 1.000 -0.682 5.156 12.0 0.907 0.093\n", + "\n", + "============================================================\n", + "ASSET TYPE : Equity\n", + "============================================================\n", + " k silhouette davies_bouldin\n", + " 2 0.3701 1.3831\n", + " 3 0.4248 0.9505\n", + " 4 0.2858 1.3678\n", + " 5 0.2587 1.4438\n", + " 6 0.2779 1.3114\n", + "→ K retenu : 3 (silhouette=0.4248)\n", + " n_comptes pct\n", + "cluster_equity \n", + "0 2384 61.1\n", + "1 769 19.7\n", + "2 748 19.2\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Equity:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", + "cluster_equity \n", + "0 0.025 3.296 0.576 -0.835 3.976 90.0 0.000 1.000\n", + "1 0.071 0.064 1.056 -0.935 4.554 12.0 0.975 0.025\n", + "2 0.646 3.610 3.588 -0.099 8.474 0.0 0.154 0.846\n", + "\n", + "============================================================\n", + "ASSET TYPE : Fixed Income\n", + "============================================================\n", + " k silhouette davies_bouldin\n", + " 2 0.6758 0.5130\n", + " 3 0.4226 0.8457\n", + " 4 0.4348 0.9977\n", + " 5 0.4601 0.9193\n", + " 6 0.4386 0.9478\n", + "→ K retenu : 2 (silhouette=0.6758)\n", + " n_comptes pct\n", + "cluster_fixed_income \n", + "0 3142 79.9\n", + "1 792 20.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Fixed Income:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", + "cluster_fixed_income \n", + "0 0.060 6.231 0.48 0.000 5.142 69.0 0.000 1.000\n", + "1 0.182 2.224 1.50 0.472 7.279 2.0 0.998 0.002\n", + "\n", + "============================================================\n", + "RÉSUMÉ — Clustering par asset type\n", + "============================================================\n", + " Alternative : K=2, sil=0.4568, n=1319\n", + " Diversified : K=2, sil=0.6029, n=4161\n", + " Equity : K=3, sil=0.4248, n=3901\n", + " Fixed Income : K=2, sil=0.6758, n=3934\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CLUSTERING PAR TYPE D'ASSET\n", + "# ============================================================\n", + "\n", + "# ── 0. Vérification des types d'assets disponibles ────────────────────────\n", + "print(\"=== Types d'assets disponibles ===\")\n", + "print(df_aum[ASSET_COL].value_counts())\n", + "\n", + "# ── 1. Construction du panel par asset type ───────────────────────────────\n", + "# Pour chaque compte x asset type, on agrège les features comportementales\n", + "\n", + "# Merge AUM avec flows pour avoir les flux par asset type\n", + "df_rel_m_asset = df_rel_m.copy()\n", + "df_rel_m_asset = df_rel_m_asset.merge(\n", + " df_aum[[ID_COL, ISIN_COL, \"month\", ASSET_COL]].drop_duplicates(),\n", + " on=[ID_COL, ISIN_COL, \"month\"],\n", + " how=\"left\"\n", + ")\n", + "\n", + "# Panel mensuel par compte x asset type\n", + "tmp_asset = df_rel_m_asset.copy()\n", + "tmp_asset[\"isin_held_flag\"] = (tmp_asset[\"aum_qty\"] > 0).astype(int)\n", + "tmp_asset[\"isin_active_flag\"] = (tmp_asset[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month_asset = (\n", + " tmp_asset.dropna(subset=[ASSET_COL])\n", + " .groupby([ID_COL, ASSET_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " )\n", + " .sort_values([ID_COL, ASSET_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month_asset[\"active_month\"] = (df_month_asset[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month_asset[\"flow_direction\"] = np.where(\n", + " df_month_asset[\"gross_flow_qty\"] > 0,\n", + " df_month_asset[\"net_flow_qty\"] / df_month_asset[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_asset[\"sub_share\"] = np.where(\n", + " df_month_asset[\"gross_flow_qty\"] > 0,\n", + " df_month_asset[\"sub_qty\"] / df_month_asset[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_asset[\"aum_peak\"] = df_month_asset.groupby(\n", + " [ID_COL, ASSET_COL]\n", + ")[\"aum_qty\"].cummax()\n", + "df_month_asset[\"aum_drawdown\"] = np.where(\n", + " df_month_asset[\"aum_peak\"] > 0,\n", + " 1 - df_month_asset[\"aum_qty\"] / df_month_asset[\"aum_peak\"],\n", + " np.nan\n", + ")\n", + "\n", + "print(\"\\ndf_month_asset shape:\", df_month_asset.shape)\n", + "\n", + "# ── 2. Feature engineering par compte x asset type ────────────────────────\n", + "# months_since_last_tx par asset\n", + "reference_date = df_month_asset[\"month\"].max()\n", + "\n", + "last_active_asset = (\n", + " df_month_asset[df_month_asset[\"active_month\"] == 1]\n", + " .groupby([ID_COL, ASSET_COL])[\"month\"]\n", + " .max()\n", + " .reset_index(name=\"last_active_month\")\n", + ")\n", + "last_active_asset[\"months_since_last_tx_asset\"] = (\n", + " (reference_date.to_period(\"M\") - last_active_asset[\"last_active_month\"].dt.to_period(\"M\"))\n", + " .apply(lambda x: x.n)\n", + ")\n", + "\n", + "df_client_asset = (\n", + " df_month_asset.groupby([ID_COL, ASSET_COL], as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", + " sub_share_mean = (\"sub_share\", \"mean\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " )\n", + ")\n", + "\n", + "# Merge months_since_last_tx\n", + "df_client_asset = df_client_asset.merge(\n", + " last_active_asset[[ID_COL, ASSET_COL, \"months_since_last_tx_asset\"]],\n", + " on=[ID_COL, ASSET_COL], how=\"left\"\n", + ")\n", + "max_months = df_client_asset[\"months_since_last_tx_asset\"].max()\n", + "df_client_asset[\"months_since_last_tx_asset\"] = (\n", + " df_client_asset[\"months_since_last_tx_asset\"].fillna(max_months + 1)\n", + ")\n", + "\n", + "# Ratios protégés\n", + "df_client_asset[\"gross_flow_to_aum\"] = np.where(\n", + " df_client_asset[\"aum_qty_mean\"] > 1,\n", + " df_client_asset[\"gross_flow_qty_sum\"] / df_client_asset[\"aum_qty_mean\"],\n", + " np.nan\n", + ")\n", + "df_client_asset[\"flow_direction_balance\"] = np.where(\n", + " df_client_asset[\"gross_flow_qty_sum\"] > 0,\n", + " df_client_asset[\"net_flow_qty_sum\"] / df_client_asset[\"gross_flow_qty_sum\"],\n", + " np.nan\n", + ")\n", + "df_client_asset[\"aum_final_to_peak\"] = np.where(\n", + " df_client_asset[\"aum_qty_max\"] > 0,\n", + " np.clip(df_client_asset[\"aum_qty_last\"] / df_client_asset[\"aum_qty_max\"], 0, 1),\n", + " np.nan\n", + ")\n", + "df_client_asset[\"log_aum_qty_mean\"] = np.log1p(\n", + " df_client_asset[\"aum_qty_mean\"].clip(lower=0)\n", + ")\n", + "\n", + "# Filtre qualité\n", + "df_client_asset = df_client_asset[\n", + " (df_client_asset[\"n_months\"] >= 6) &\n", + " (df_client_asset[\"aum_qty_mean\"] > 0)\n", + "].copy()\n", + "\n", + "print(\"df_client_asset shape:\", df_client_asset.shape)\n", + "print(\"\\nComptes par asset type:\")\n", + "print(df_client_asset.groupby(ASSET_COL)[ID_COL].nunique().sort_values(ascending=False))\n", + "\n", + "# ── 3. Sélection des asset types avec suffisamment de comptes ─────────────\n", + "min_accounts = 50\n", + "asset_counts = df_client_asset.groupby(ASSET_COL)[ID_COL].nunique()\n", + "valid_assets = asset_counts[asset_counts >= min_accounts].index.tolist()\n", + "print(f\"\\nAsset types retenus (>= {min_accounts} comptes) : {valid_assets}\")\n", + "\n", + "# ── 4. Features pour le clustering par asset ──────────────────────────────\n", + "asset_features = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"avg_n_isin_held\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx_asset\",\n", + " \"aum_final_to_peak\",\n", + " \"aum_drawdown_last\",\n", + "]\n", + "\n", + "# ── 5. Clustering par asset type ──────────────────────────────────────────\n", + "ASSET_RESULTS = {}\n", + "\n", + "for asset in valid_assets:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"ASSET TYPE : {asset}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " df_a = df_client_asset[df_client_asset[ASSET_COL] == asset].copy()\n", + " feats = [c for c in asset_features if c in df_a.columns]\n", + "\n", + " # Preprocessing\n", + " d = df_a.copy()\n", + " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", + "\n", + " for col in [\"avg_n_isin_held\", \"months_since_last_tx_asset\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " med = np.nanmedian(vals)\n", + " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", + " if mad > 0:\n", + " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", + " else:\n", + " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", + "\n", + " for col in [\"gross_flow_to_aum\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", + "\n", + " for col in [\"flow_freq\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + " X_a = d[feats].fillna(d[feats].median()).to_numpy()\n", + " X_a_scaled = RobustScaler().fit_transform(X_a)\n", + "\n", + " # K-selection\n", + " best_k = 2\n", + " best_sil = -1\n", + " rows_k = []\n", + " max_k = min(6, len(df_a) // 50) # K max raisonnable selon taille\n", + "\n", + " for k in range(2, max_k + 1):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_a_scaled)\n", + " sil = silhouette_score(X_a_scaled, labels)\n", + " db = davies_bouldin_score(X_a_scaled, labels)\n", + " rows_k.append({\"k\": k, \"silhouette\": round(sil, 4), \"davies_bouldin\": round(db, 4)})\n", + " if sil > best_sil:\n", + " best_sil = sil\n", + " best_k = k\n", + "\n", + " df_k = pd.DataFrame(rows_k)\n", + " print(df_k.to_string(index=False))\n", + " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", + "\n", + " # Clustering final\n", + " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", + " df_a[f\"cluster_{asset.lower().replace(' ','_')}\"] = km_final.fit_predict(X_a_scaled)\n", + " cluster_col = f\"cluster_{asset.lower().replace(' ','_')}\"\n", + "\n", + " # Tailles\n", + " counts = df_a[cluster_col].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + " # Heatmap comportement\n", + " profile_vars_asset = [c for c in asset_features if c in df_a.columns]\n", + " prof = plot_heatmap(\n", + " df_a, profile_vars_asset, cluster_col,\n", + " title=f\"Cluster signatures — {asset} (K={best_k}, robust z-score)\",\n", + " figsize=(14, 4)\n", + " )\n", + " print(f\"\\nMédianes — {asset}:\")\n", + " print(prof.round(3).to_string())\n", + "\n", + " ASSET_RESULTS[asset] = {\n", + " \"df\": df_a,\n", + " \"cluster_col\": cluster_col,\n", + " \"k\": best_k,\n", + " \"silhouette\": best_sil,\n", + " \"profile\": prof,\n", + " }\n", + "\n", + "# ── 6. Résumé global ──────────────────────────────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"RÉSUMÉ — Clustering par asset type\")\n", + "print(\"=\"*60)\n", + "for asset, res in ASSET_RESULTS.items():\n", + " print(f\" {asset:20s} : K={res['k']}, sil={res['silhouette']:.4f}, \"\n", + " f\"n={len(res['df'])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "78b9b46c-577c-4e00-80ef-07e4aeb807be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Colonnes disponibles : ['Registrar Account - ID', 'cluster_k4', 'cluster_alternative', 'cluster_diversified', 'cluster_equity', 'cluster_fixed_income']\n", + "Shape : (7179, 6)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "============================================================\n", + "Global x Alternative\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 91.1 1.1 7.8\n", + "Global C1 48.7 10.7 40.5\n", + "Global C2 86.5 6.2 7.3\n", + "Global C3 93.2 0.9 5.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 41.0 11.0 23.5\n", + "Global C1 9.5 47.9 52.7\n", + "Global C2 21.2 34.6 12.0\n", + "Global C3 28.2 6.5 11.8\n", + "\n", + "============================================================\n", + "Global x Diversified\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 64.2 33.9 1.8\n", + "Global C1 21.1 61.7 17.2\n", + "Global C2 31.6 40.4 27.9\n", + "Global C3 40.9 54.0 5.1\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 54.4 28.5 6.6\n", + "Global C1 7.8 22.5 26.7\n", + "Global C2 14.6 18.5 54.4\n", + "Global C3 23.3 30.5 12.3\n", + "\n", + "============================================================\n", + "Global x Equity\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 70.6 25.9 3.2 0.2\n", + "Global C1 18.7 23.1 9.7 48.6\n", + "Global C2 37.4 32.8 29.5 0.3\n", + "Global C3 44.2 49.1 6.8 0.0\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 54.8 29.9 11.6 0.9\n", + "Global C1 6.3 11.5 15.0 98.3\n", + "Global C2 15.8 20.6 57.2 0.9\n", + "Global C3 23.1 38.0 16.2 0.0\n", + "\n", + "============================================================\n", + "Global x Fixed Income\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 34.5 61.5 4.0\n", + "Global C1 19.3 52.9 27.9\n", + "Global C2 65.4 21.2 13.3\n", + "Global C3 72.0 24.1 3.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 27.2 54.8 15.5\n", + "Global C1 6.6 20.4 46.4\n", + "Global C2 28.1 10.3 28.0\n", + "Global C3 38.2 14.4 10.1\n", + "\n", + "============================================================\n", + "Adjusted Rand Index — cohérence global x asset\n", + "============================================================\n", + "(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\n", + "\n", + " Alternative : ARI=0.0278 (n=1166 comptes communs)\n", + " Diversified : ARI=0.0347 (n=3980 comptes communs)\n", + " Equity : ARI=0.1587 (n=3691 comptes communs)\n", + " Fixed Income : ARI=0.1106 (n=3743 comptes communs)\n", + "\n", + "============================================================\n", + "Exposition multi-asset par cluster global\n", + "============================================================\n", + "\n", + "Nombre moyen d'asset types par cluster global :\n", + "cluster_k4\n", + "0 1.40\n", + "1 2.92\n", + "2 1.79\n", + "3 1.50\n", + "Name: n_asset_types, dtype: float64\n", + "\n", + "Distribution du nombre d'asset types par cluster global :\n", + " 0 asset(s) 1 asset(s) 2 asset(s) 3 asset(s) 4 asset(s)\n", + "Global C0 0.4 73.9 14.8 7.3 3.5\n", + "Global C1 0.8 17.5 13.6 25.0 43.1\n", + "Global C2 0.0 49.2 29.3 14.8 6.7\n", + "Global C3 0.0 64.7 23.3 9.6 2.4\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CROISEMENT — clustering global x clustering par asset type\n", + "# ============================================================\n", + "\n", + "# ── 1. Merge des labels asset dans dfc ────────────────────────────────────\n", + "dfc_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_a = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_cross = dfc_cross.merge(df_a, on=ID_COL, how=\"left\")\n", + "\n", + "print(\"Colonnes disponibles :\", dfc_cross.columns.tolist())\n", + "print(\"Shape :\", dfc_cross.shape)\n", + "\n", + "# ── 2. Tables de contingence global x asset ───────────────────────────────\n", + "fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n", + "axes = axes.flatten()\n", + "\n", + "for i, (asset, res) in enumerate(ASSET_RESULTS.items()):\n", + " cluster_col = res[\"cluster_col\"]\n", + "\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Table de contingence normalisée par ligne (% par cluster global)\n", + " ct = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + "\n", + " # Renommer les colonnes\n", + " col_names = {\n", + " c: f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct.columns\n", + " }\n", + " ct = ct.rename(columns=col_names)\n", + " ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "\n", + " sns.heatmap(\n", + " ct,\n", + " cmap=\"Blues\",\n", + " annot=True,\n", + " fmt=\".1f\",\n", + " ax=axes[i],\n", + " cbar_kws={\"label\": \"%\"},\n", + " vmin=0,\n", + " vmax=100,\n", + " )\n", + " axes[i].set_title(f\"Global x {asset} (% par cluster global)\")\n", + " axes[i].set_xlabel(f\"Cluster {asset}\")\n", + " axes[i].set_ylabel(\"Cluster Global\")\n", + "\n", + "plt.suptitle(\"Croisement Clustering Global x Clustering par Asset Type\",\n", + " fontsize=14, y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 3. Tables de contingence détaillées ───────────────────────────────────\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"Global x {asset}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " # % par cluster global\n", + " ct_row = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + " ct_row.index = [f\"Global C{i}\" for i in ct_row.index]\n", + " ct_row.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_row.columns]\n", + " print(\"\\n% par cluster global (chaque ligne somme à 100%) :\")\n", + " print(ct_row.to_string())\n", + "\n", + " # % par cluster asset\n", + " ct_col = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"columns\"\n", + " ).round(3) * 100\n", + " ct_col.index = [f\"Global C{i}\" for i in ct_col.index]\n", + " ct_col.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_col.columns]\n", + " print(\"\\n% par cluster asset (chaque colonne somme à 100%) :\")\n", + " print(ct_col.to_string())\n", + "\n", + "# ── 4. Indice de Rand Ajusté — mesure de cohérence ────────────────────────\n", + "from sklearn.metrics import adjusted_rand_score\n", + "\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Adjusted Rand Index — cohérence global x asset\")\n", + "print(\"=\"*60)\n", + "print(\"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\\n\")\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Garder seulement les comptes présents dans les deux clusterings\n", + " mask = dfc_cross[cluster_col].notna()\n", + " labels_global = dfc_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_asset = dfc_cross.loc[mask, cluster_col].values\n", + "\n", + " ari = adjusted_rand_score(labels_global, labels_asset)\n", + " n_common = mask.sum()\n", + " print(f\" {asset:20s} : ARI={ari:.4f} (n={n_common} comptes communs)\")\n", + "\n", + "# ── 5. Profil des comptes présents dans plusieurs asset types ─────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Exposition multi-asset par cluster global\")\n", + "print(\"=\"*60)\n", + "\n", + "# Compter le nombre d'asset types par compte\n", + "asset_cols = [res[\"cluster_col\"] for res in ASSET_RESULTS.values()\n", + " if res[\"cluster_col\"] in dfc_cross.columns]\n", + "dfc_cross[\"n_asset_types\"] = dfc_cross[asset_cols].notna().sum(axis=1)\n", + "\n", + "print(\"\\nNombre moyen d'asset types par cluster global :\")\n", + "print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n", + "\n", + "print(\"\\nDistribution du nombre d'asset types par cluster global :\")\n", + "ct_multi = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[\"n_asset_types\"],\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "ct_multi.index = [f\"Global C{i}\" for i in ct_multi.index]\n", + "ct_multi.columns = [f\"{c} asset(s)\" for c in ct_multi.columns]\n", + "print(ct_multi.to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "id": "b78c0c1c-86ff-4b65-b592-57caf37c15a5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Fonds disponibles (top 20 par AUM) ===\n", + "Product - Fund\n", + "Carmignac Patrimoine 1.838372e+12\n", + "Carmignac Sécurité 1.053010e+12\n", + "Carmignac Investissement 5.300035e+11\n", + "Carmignac Portfolio Sécurité 2.562135e+11\n", + "Carmignac Portfolio Flexible Bond 2.223185e+11\n", + "Carmignac Portfolio Patrimoine 2.035761e+11\n", + "Carmignac Emergents 1.218833e+11\n", + "Carmignac Portfolio Global Bond 1.119945e+11\n", + "Carmignac Portfolio Credit 8.413277e+10\n", + "Carmignac Court Terme 8.224046e+10\n", + "Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n", + "Carmignac Portfolio Grande Europe 6.404670e+10\n", + "Carmignac Portfolio Long-Short European Equities 6.162365e+10\n", + "Carmignac Portfolio Climate Transition 5.125412e+10\n", + "Carmignac Absolute Return Europe 4.100414e+10\n", + "Carmignac Credit 2027 3.937522e+10\n", + "Carmignac Portfolio Patrimoine Europe 3.880186e+10\n", + "Carmignac Portfolio Investissement 3.643094e+10\n", + "Carmignac Investissement Latitude 3.474053e+10\n", + "Carmignac Portfolio Emergents 2.942745e+10\n", + "\n", + "Fonds retenus (15) :\n", + " Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n", + " Carmignac Sécurité : 2827 clients, AUM=1053009711661\n", + " Carmignac Investissement : 4984 clients, AUM=530003536916\n", + " Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n", + " Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n", + " Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n", + " Carmignac Emergents : 4233 clients, AUM=121883253216\n", + " Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n", + " Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n", + " Carmignac Court Terme : 1333 clients, AUM=82240456223\n", + " Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n", + " Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n", + " Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n", + " Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n", + " Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n", + "\n", + "df_month_fund shape: (3873987, 19)\n", + "df_client_fund shape: (20740, 23)\n", + "\n", + "Comptes par fund :\n", + "Product - Fund\n", + "Carmignac Patrimoine 3155\n", + "Carmignac Investissement 2194\n", + "Carmignac Emergents 1781\n", + "Carmignac Portfolio Global Bond 1718\n", + "Carmignac Sécurité 1624\n", + "Carmignac Portfolio Grande Europe 1388\n", + "Carmignac Portfolio Climate Transition 1280\n", + "Carmignac Portfolio Sécurité 1163\n", + "Carmignac Portfolio Patrimoine 1145\n", + "Carmignac Portfolio Emerging Patrimoine 1137\n", + "Carmignac Portfolio Flexible Bond 1089\n", + "Carmignac Portfolio Credit 1018\n", + "Carmignac Absolute Return Europe 914\n", + "Carmignac Portfolio Long-Short European Equities 607\n", + "Carmignac Court Terme 527\n", + "Name: Registrar Account - ID, dtype: int64\n", + "\n", + "============================================================\n", + "FUND : Carmignac Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5061 0.8297 656\n", + " 3 0.4952 0.8445 571\n", + " 4 0.3581 1.2279 337\n", + " 5 0.3858 1.1136 276\n", + " 6 0.3209 1.1835 271\n", + "→ K retenu : 2 (silhouette=0.5061)\n", + " n_comptes pct\n", + "cluster_carmignac_patrimoine \n", + "0 2499 79.2\n", + "1 656 20.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_patrimoine \n", + "0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n", + "1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5716 0.8488 309\n", + " 3 0.5540 0.8263 192\n", + " 4 0.4157 0.9818 96\n", + " 5 0.3493 1.1866 84\n", + " 6 0.2712 1.1710 81\n", + "→ K retenu : 2 (silhouette=0.5716)\n", + " n_comptes pct\n", + "cluster_carmignac_sécurité \n", + "0 309 19.0\n", + "1 1315 81.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_sécurité \n", + "0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n", + "1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Investissement\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4310 1.0214 381\n", + " 3 0.4221 0.9168 363\n", + " 4 0.2891 1.2951 314\n", + " 5 0.3039 1.2235 216\n", + " 6 0.2898 1.2247 209\n", + "→ K retenu : 2 (silhouette=0.4310)\n", + " n_comptes pct\n", + "cluster_carmignac_investissement \n", + "0 381 17.4\n", + "1 1813 82.6\n" + ] + }, + { + "data": { + "image/png": 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RTn6eMZRMV1cXAHD8+HFIJJI8jy23cvtazvxcJycnIyYmBrVr1wYA3L17N8v2Oc1HZWZmBhsbG+n9jDrq16+PsmXLZimPiIjIMaazZ88CQK5eV1/HZWdnh48fP0qfD0D2XOPj4xETEwN7e3tEREQgPj4ewJeeXJ8+fYKrq6vMiAIAPzS3VUYPvwx16tSRGfJcv359lChRAkFBQdKy2NhYXLhwQdq7DVDe61JXVxdJSUlZhod+vc2jR48QHh6e7eOKvH917dpV5nm3srKCIAjS4bDAl7kla9WqJfOaCg4Oho6ODho2bCjzPNWsWRNaWlpZhoKamZnBzs5Oet/AwACVK1f+5uv0ez5+/Ag9Pb0cH3///j0AoHLlyjluU7JkSQQEBMh1q1atWo71PHnyBDNnzoSNjQ06deqU7TZ6enpZhpITEREVRrkaUmpvbw/gy4emMmXKfHMIBhER5V7GYjSfPn3K92PZ29ujVatW8PHxwfr162Fvb48WLVqgffv2Webc+dqLFy8gCAKWLl2KpUuXZrtNdHQ0jI2NpffLly8vV1wDBw7EhQsX0K1bN5iYmKBhw4b4888/pUPNsvP69WsAQMWKFWXK9fX1c/yimTn5AvwvMRAXFycte/ToEZYsWYKLFy/KJEwASBMjecnY2DjLc//8+XM8efJEOp/e16KjowF8mYh8586dmDJlChYuXIgGDRrgjz/+QOvWrb/5//rjx4+5Trhm0NPTy/G1kvm1nPHcfsvHjx/h4+ODoKAg6TllyO65zun1VKZMGZn7GYnl0qVLZxtf5vb+2uvXryEWi7Mcy8TEJMd9cnpdxcbGSo957do1LF++HDdu3Mgyv1t8fDx0dHTw4sULAMh22J2iihQpkmXqDz09PZm5xNTV1dGyZUv8999/SElJgaamJo4cOYLU1FSZhFt+vy5z0rNnTxw6dAgDBw6EsbExGjZsiDZt2uC3336TbjNixAgMHToUrVq1grm5ORo1aoSOHTtKE0GKvH993a4Zr6vsXm+Zn8/nz58jPj7+u89Thq/rA7K2kSKEr+aVy2zgwIE4ffo0PD09oaOjg9atW2fZpkiRIt+dA+57oqKipEOjly5dmuMPMIIgcMEEIiJSCQotxVWuXDnExcXh1q1biI6OzvJPPPO8FUREJD9tbW2UKlUKjx49UriOnL6oZJ7oP2O7ZcuW4caNGzh58iTOnj2LSZMmISAgANu3b/9mz6SMniouLi5o3Lhxttt8nfz6updOTkxNTREcHIxTp07h7NmzOHLkCLZs2YJhw4ZhxIgRctUhj5y+7Gf8T4uLi4OzszO0tbUxYsQIVKxYEUWKFMHdu3exYMECuXrr5NQWOe2buedT5m3Nzc2zncge+F8iqWjRoti8eTMuXbokfe6CgoKwfft2rFu3Lscvt25ubrh8+fJ3zyU7GzduRL169bJ9LGNuqYcPH8r02MnJqFGjEBoaiv79+6N69erQ0tKCRCLBgAEDsk0W5PR6yuk8v/XlPi9973X14sUL9O3bF1WqVIGHhwfKlCkDDQ0NnD59GuvXr8/X3onyruzbrl07bN++HWfOnEGLFi0QHByMKlWqyPRcyu/XZU4MDQ2xd+9enDt3DmfOnMGZM2ewe/duODo6Shd0qFu3Lo4ePYrjx4/j/Pnz2LVrFzZs2IAZM2agW7duCr1/5dSu30saSiQSGBoayqzGmdnXCdD8WH1ZX1//m4llLS0trF69Gs7OznB3d4e2tjYaNWoks016enqWRWVykl0iPj4+HgMHDkR8fDw2b94sk8z8WlxcHEqUKCHXsYiIiAoyhRJuJ06cgLu7OxITE6GtrS3zhUIkEjHhRkT0A5o2bYrt27cjNDRUZmicvDL31MrcsyijF9jXrK2tYW1tjdGjR+PAgQNwd3dHUFAQunXrlmPCqEKFCgAADQ2NH+71kB0tLS20bdsWbdu2RUpKCtzc3LBy5UoMGjQo20RLRu+TFy9eSGMDgA8fPijcM+Ty5cvSXld169aVln+94iiQc2It4/n/uodW5mGr31OxYkXcv38fDRo0+G6vD7FYjAYNGqBBgwaYOHEiVq5cicWLF+PSpUs5ttOECRO++WX8W741dKxp06bw9/fH/v37v5twi42NRUhICNzc3DB8+HBpeU5DAn+WsmXLQiKR4OXLl6hUqZK0/Pnz5wrXeeLECaSkpGDFihUyvaa+HlqYkfB59OjRN3vU5Ye6deuiZMmSCAoKgq2tLS5evIjBgwdniS+vXpe57c2kqamJZs2aoVmzZpBIJJg+fTq2b9+OoUOHSp8rfX19dOnSBV26dMGnT5/g7OyM5cuXo1u3bvn+/pVZxYoVERISAltb22wT6orI7fNVpUoVHDhwQNp7MjslSpTAunXr0KNHD7i5uWHdunUy/3/evHmD5s2by3W8rxPxycnJGDx4MMLDwxEQEAAzM7Mc942MjERqauo3F4EgIiIqLBQaEzpv3jx06dIFoaGhuHr1Kq5cuSK9KforORERfTFgwABoaWlhypQp0rl1Mnvx4gU2bNiQ4/4ZX9SvXLkiLUtMTMTevXtltouNjc3Su6d69eoAgJSUFABAsWLFAGQddmdoaAh7e3ts374d7969yxKDvD0hsvP13D2ampowNTWFIAg5Dn1s0KAB1NXVsXXrVpnyzZs3KxxHRs+VzM9RSkoKtmzZkmXbYsWKZTvsMbu2SE9Px44dO+SOo02bNoiMjMx2n8+fP0tXfM1uBcGv2zM7tWrVgoODg0K3b80LZWNjg8aNG2Pnzp04duxYlsdTUlKkPZJy6tXzrdf5z5DRy+frNv/3338VrjPjXDO/ruLj4xEYGJjl2MWLF4e/v3+WlXbzulfe18RiMVq3bo2TJ09i//79SEtLkxlOCuTt6zKn95nsfP3+IBaLpSsnZ9T39TbFixdHxYoVpY/n5/vX19q0aYP09HTpqq2ZpaWlKZTszni+5B3Wbm1tDUEQcOfOnW9uZ2xsjHXr1qFYsWIYNGgQHjx4IH1M0Tnc0tPTMWrUKNy4cQNLly797o9IGTEq8mMTERFRQaNQD7fIyEj07t1b+g+fiIjyTsWKFbFgwQKMHj0abdu2RceOHWFubo6UlBSEhoYiODg4y8T6mTVs2BBly5bF5MmT8fTpU6ipqSEwMBAlSpSQ6eW2Z88ebN26FS1atEDFihXx6dMn7NixA9ra2tL5kIoWLQozMzMcOnQIlSpVgr6+PqpWrQpzc3NMmzYNPXv2RPv27eHk5IQKFSrg/fv3uHHjBt6+fYv9+/crdP79+/eHkZERbG1tYWhoiKdPn+Lff/9FkyZNpHNgfc3IyAi9e/fGunXrMHjwYDRu3BgPHjzAmTNnUKJECYXmA7KxsYGenh48PDzQq1cviEQi7Nu3L9tkR82aNREUFARvb29YWlpCS0sLzZo1Q9WqVWFtbY1FixYhNjYWenp6CAoKQlpamtxxdOzYEYcOHcK0adNw6dIl2NraIj09HU+fPkVwcDDWrFkDS0tL+Pr64urVq2jSpAnKlSuH6OhobNmyBaVLl/7m/Hf5af78+XBxccHw4cPRtGlTNGjQAMWKFcPz588RFBSEd+/eYcKECdDW1kbdunWxZs0apKamwtjYGOfPn8+2N+HPVKtWLbRq1QobNmzAx48fUbt2bVy5ckXa806R11XDhg2hoaGBwYMH46+//sKnT5+wc+dOGBoaIioqSrqdtrY2Jk6ciClTpqBr1674888/oauri/v37+Pz58/SZGV+adOmDTZt2oRly5bB3Nw8S4+jvHxdVqxYEbq6uti2bRuKFy8OLS0tWFlZyfRWzTBlyhTExsaifv36MDY2xuvXr/Hvv/+ievXq0hjbtWsHe3t71KxZE/r6+rh9+zYOHz4ss9hFfr1/fc3e3h7du3eHv78/wsLCpO0fHh6O4OBgTJ48Ods5076levXqUFNTw+rVqxEfHw9NTU3Ur18fhoaG2W5fp04d6OvrIyQkJMe55DJUqlQJa9euRa9evdC/f39s3boVFSpUUHgOt7lz5+LEiRNo2rQpPn78iH379sk83rFjR5n7Fy5cQNmyZVGjRo1cH4uIiKigUSjh1qhRI9y+fTvbD0JERPTjmjdvjv3792Pt2rU4fvw4tm7dCk1NTVhYWMDDwwNOTk457quhoQEfHx/MmDEDS5cuRcmSJdGnTx/o6urKzLdkb2+P27dvIygoCO/fv4eOjg6srKywYMECmff3WbNmwcvLC97e3khNTcXw4cNhbm4OMzMzBAYGwsfHB3v27MHHjx9hYGCAGjVqYNiwYQqfe/fu3XHgwAEEBAQgMTERpUuXRq9evTB06NBv7ufu7o6iRYti586dCAkJgbW1NdauXYuePXt+dxGI7JQoUQIrV67EvHnzsGTJEujq6qJDhw5o0KAB+vfvL7Ntz549ERYWht27d2P9+vUoV64cmjVrBgBYsGABPD09sWrVKujq6qJr166oV68e+vXrJ1ccYrEYvr6+WL9+Pfbt24ejR4+iWLFiKF++PHr16iVdWbBZs2Z49eoVAgMD8eHDB5QoUQL29vZwc3PLcRhZfjMwMMC2bduwZcsWBAUFYfHixUhNTZU+P71795Zuu3DhQnh5eWHLli0QBAENGzbE6tWrc5xj62eZN28ejIyMcPDgQRw9ehQODg5YvHgxWrdurdDrqkqVKli2bBmWLFkirbtHjx4wMDDApEmTZLbt1q0bDA0NsWrVKvj5+UFdXR1VqlRB37598+jscmZra4syZcrgzZs3WXq3AXn7utTQ0MDcuXOxaNEiTJ8+HWlpafD29s72c2aHDh2wY8cObNmyBXFxcShZsiTatGkDNzc3aa/UXr164cSJEzh//jxSUlJQtmxZjBo1Sua6za/3r+zMnDkTtWrVwrZt27B48WKoqamhXLly6NChA2xtbXNdX8mSJTFjxgz4+/tj8uTJSE9Px8aNG3NMuGlqaqJ9+/YIDg7GmDFjvlt/9erVsXLlSvTv3x99+/bFli1bvjnn2rfcv38fAHDy5EmcPHkyy+OZE24SiQSHDx/OsiIsERFRYSUSFBiXsHPnTvj5+aFz584wNzeHurps3k7eOR6IiIjyU1xcHOrWrYtRo0ZhyJAhyg6HVERYWBgcHR3xzz//oEOHDsoOh+i7IiIi0KZNG6xevfq7vdyU5dixYxg7diyOHj2KUqVKKTscIiKiH6ZQD7epU6cCAHx9fbM8JhKJEBYW9mNRERER5dLnz5+zTEqeMQeYvb29MkIiFZDT60osFssspkFUkFWoUAFdunTBqlWrCmzCbfXq1fj777+ZbCMiIpWhUA83IiKigmb37t3Ys2cPfvvtN2hpaeH69ev477//0KhRI6xdu1bZ4VEh5ePjgzt37qB+/fpQU1PDmTNncObMGXTv3h0zZ85UdnhEREREVEAp1MMts+TkZBQpUiQvYiEiIlKYhYUF1NTUsGbNGnz69AmGhobo3bs3Ro0apezQqBCzsbHB+fPn4efnh8TERJQpUwZubm4YPHiwskMjIiIiogJMoR5u6enpWLlyJbZt24bo6GgcPnwYFSpUwJIlS1CuXDl069YtP2IlIiIiIiIiIiIq8MSK7LRixQrs2bMH48aNg4aGhrTc3Nwcu3btyrPgiIiIiIiIiIiIChuFEm779u2Dl5cXOnToIF2CHfgynOfp06d5FhwREREREREREVFho1DCLTIyEhUrVsxSLggC0tLSfjgoIiIiIiIiIiKiwkqhRRPMzMxw9epVlCtXTqY8ODgY1atXz5PAfsRgUSVlh0BERERUKKyzbqbsECgfuNw4oewQKB/welVNvF5V00ohXNkhFAjy5mdU8flSKOE2dOhQeHh4IDIyEoIg4MiRI3j27Bn27t0Lf3//vI6RiIiIiIiIiIgKGTWRsiNQHoWGlLZo0QIrV65ESEgIihUrhmXLluHJkydYuXIlGjZsmNcxEhERERERERFRIaMmEsl1U0UK9XADADs7OwQEBORlLEREREREREREpCI0xaqZTJOHwgm3DJ8+fYIgCDJl2traP1otEREREREREREVYr/ykFKFEm4RERHw8vLC5cuXkZycLC0XBAEikQhhYWF5FiARERERERERERU+qjpcVB4KJdzGjRsHAJgzZw4MDQ0h+oWfQCIiIiIiIiIiyopDSnPpwYMHCAwMRJUqVfI6HiIiIiIiIiIiUgEKrdQph82bN2Pt2rWIiopCtWrVMHXqVFhZWeW4fVxcHBYvXoyjR4/i48ePKFeuHCZNmoQmTZrkU4QKJtxq1aqFt2/fMuFGRERERERERETZyo8hpUFBQfD29saMGTNQu3ZtbNiwAf3790dwcDAMDQ2zbJ+SkoJ+/frB0NAQS5cuhbGxMV6/fg1dXd08jy0zhRJus2fPxrRp0xAZGYmqVatCXV22mmrVquVJcEREREREREREVDjlx6IJAQEBcHJyQpcuXQAAM2bMwKlTpxAYGAhXV9cs2wcGBiI2Nhbbtm2DhoYGAKB8+fJ5H9hXFEq4xcTE4MWLF5g4caK0TCQScdEEIiIiIiIiIiICIP8cbikpKUhJSZHdV1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhotnWfOHEC1tbWmDlzJo4fPw4DAwP8+eefGDhwINTU1HJ5RvJTKOE2adIk1KhRA4sWLeKiCURERERERERElIW8Q0r9/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOn2dYdERGBixcvon379li1ahVevHiBGTNmIC0tDcOHD8/F2eSOQgm3169fY8WKFTAxMcnreIiIiIiIiIiISAXIO6TUddAg9OvXT6bs695tihIEAYaGhvDy8oKamhpq1aqFyMhIrF27tuAl3OrXr4/79+8z4UZERERERERERNmSd0hpdsNHs1OiRAmoqakhOjpapjw6OhpGRkbZ7lOyZEmoq6vLDB+tUqUKoqKikJKSkmeJva8plHBr2rQpvL298fDhQ5ibm2dZNKF58+Z5EhwRERERERERERVOeb1ogqamJmrWrImQkBC0aNECACCRSBASEgJnZ+ds97G1tcV///0HiUQCsVgMAAgPD0fJkiXzLdkGKJhwmzZtGgDA19c3y2NcNIGIiIiIiIiIiOSdwy03+vXrhwkTJqBWrVqwsrLChg0bkJSUhM6dOwMAxo8fD2NjY4wdOxYA0KNHD/z777+YPXs2nJ2d8fz5c/j7+6NXr155HltmCiXc7t+/n9dxEBERERERERGRCpF3SGlutG3bFjExMVi2bBmioqJQvXp1rFmzRjqk9M2bN9KebABQpkwZrF27Ft7e3ujQoQOMjY3Ru3dvDBw4MM9jy0yhhFtmycnJKFKkSF7EQkREREREREREKiKvh5RmcHZ2znEI6aZNm7KU2djYYMeOHfkTTA7E398kq/T0dPj6+qJx48awsbFBREQEAGDJkiXYuXNnngZIRERERERERESFj5pIJNdNFSmUcFuxYgX27NmDcePGQUNDQ1pubm6OXbt25VlwRERERERERERUOGmKRXLdVJFCQ0r37dsHLy8vNGjQQLqAAgBYWFjg6dOnuaorKioKN2/exPv37wEARkZGqF27NkqWLKlIaEREREREREREVACIVbT3mjwUSrhFRkaiYsWKWcoFQUBaWppcdSQmJsLT0xNBQUEQiUTQ09MDAMTGxkIQBLRr1w4zZ85EsWLFFAmRiIiIiIiIiIiUSJRfk7gVAgoNKTUzM8PVq1ezlAcHB6N69epy1TF79mzcvn0b/v7+uHXrFi5cuIALFy7g1q1bWLVqFW7duoXZs2crEh4RERERERERESmZWE0k100VKdTDbejQofDw8EBkZCQEQcCRI0fw7Nkz7N27F/7+/nLVceTIEfj7+8PW1lamXE1NDY0aNcKcOXMwePBgzJo1S5EQiYiIiIiIiIhIicSaasoOQWkU6uHWokULrFy5EiEhIShWrBiWLVuGJ0+eYOXKlWjYsKFcdUgkEpkFF76moaEBiUSiSHhERERERERERKRk7OGmADs7OwQEBCh84N9//x2enp6YPXs2atSoIfPYvXv3MH36dDRt2lTh+omIiIiIiIiISHlEYoX6eakEhRJub968gUgkQunSpQEAt27dwoEDB2BmZobu3bvLVYenpyfGjh2Lzp07Q09PDwYGBgCAmJgYxMXFoVGjRvD09FQkPCIiIiIiIiIiUjI1TSbccmXs2LFwcnKCo6MjoqKi0LdvX5ibm+PAgQOIiorC8OHDv1uHnp4e1qxZgydPnuDGjRt4//49AMDIyAjW1tYwNTVVJDQiIiIiIiIiIioARGpMuOXKo0ePYGVlBQA4dOgQzM3NsW3bNpw7dw7Tpk2TK+GWwdTUlMk1IiIiIiIiIiIVo6rzs8lDoYRbWloaNDU1AQAXLlxAs2bNAABVqlRBVFRU3kVHRERERERERESFkpoGVynNFTMzM2zbtg1Xr17FhQsX8NtvvwEA3r17B319/byMj4iIiIiIiIiICiGRmkiumypSKOHm7u6O7du3o1evXmjXrh2qVasGADhx4oR0qCkREREREREREf26fuWEm0JDSuvVq4eLFy8iISEBenp60nInJycUK1ZM7nrS09Nx/fp1WFhYQFdXV5FQiIiIiIiIiIioABL/wosmKHTmnz9/RkpKijTZ9urVK6xfvx7Pnj2DoaGh3PWoqanBxcUFsbGxioRBREREREREREQFlJqGWK6bKlLorIYOHYq9e/cCAOLi4uDk5ISAgAAMGzYMW7ZsyVVdVatWxcuXLxUJg4iIiIiIiIiICiiRmliumypS6Kzu3r0LOzs7AMDhw4dhaGiIkydPYt68edi0aVOu6ho1ahTmzZuHkydP4t27d0hISJC5ERERERERERFR4SNWE8l1U0UKzeH2+fNnFC9eHABw7tw5tGzZEmKxGNbW1nj9+nWu6nJ1dQUADBkyBCLR/55kQRAgEokQFhamSIhERERERERERKREYk21fKl38+bNWLt2LaKiolCtWjVMnTpVrkU8Dx48iDFjxqB58+bw8/PLl9gyKJRwq1ixIo4dO4Y//vgD586dQ9++fQEA0dHR0NbWzlVdGzduVCQEIiIiIiIiIiIqwPKj91pQUBC8vb0xY8YM1K5dGxs2bED//v0RHBz8zXUFXr58iXnz5klHbOY3hRJuw4YNg7u7O7y9vdGgQQPY2NgAAM6fP4/q1avnqi57e3tFQiAiIiIiIiIiogJMJM77hFtAQACcnJzQpUsXAMCMGTNw6tQpBAYGSkdRfi09PR3u7u5wc3PDtWvXEBcXl+dxfU2hhFvr1q1Rp04dade9DA0aNECLFi1yXd/Vq1exbds2vHz5EkuXLoWxsTH27t2L8uXL/7TMIxERERERERER5R01OYeUpqSkICUlRaZMU1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhojvX7+vrC0NAQ3bp1w7Vr13JxBopTeCmIkiVLokaNGhCL/1eFlZUVTE1Nc1XP4cOH0b9/fxQtWhR3796VPsEJCQnw9/dXNDwiIiIiIiIiIlIieVcp9ff3R506dWRu2eWEPnz4gPT09CxDRw0NDfH+/ftsY7h69Sp27doFLy+vfDnHnMjdw2348OGYO3cutLW1MXz48G9u6+PjI3cAK1aswIwZM+Do6IiDBw9Ky21tbbFixQq56yEiIiIiIiIiooJDJJavn9egQYPQr18/mbKve7cpIiEhAePHj4eXlxcMDAx+uL7ckDvhpqOjI/1bW1tbZkXRH/Hs2bNsh43q6Oj8lDG1RERERERERESU99Q05Us7ZTd8NDslSpSAmpoaoqOjZcqjo6NhZGSUZfuIiAi8evUKQ4YMkZZJJBIAQI0aNRAcHIyKFSvKFWNuyZ1w8/b2lv49d+7cPAvAyMgIL168QPny5WXKr127hgoVKuTZcQqLJkN7oeW4QdAtXRIvb4Zhu9s0hF+5meP2xfR00XG2O2w6t4aWgR5inr/CzlEzcefQKQDA7GfnYFipfJb9TvluxLbhnvl1GvQVtqtqYruqJraramK7qq5pQxzh0uk36Oto4cLNx3CbsxGPX7z75j5lS+pjzshuaNXQElpFNfEk4h0GTF+H6/fCAQApoeuy3c9j8Q4s2hic16dAmfBaVW28XlULr1eSh0hN4ZnMsqWpqYmaNWsiJCREuoaARCJBSEgInJ2ds2xfpUoVHDhwQKZsyZIl+PTpEyZPnozSpUvnaXyZKbRoQu/eveHj4wNdXV2Z8oSEBAwdOhQbN26Uuy4nJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKrTpOf6LroinYMngKwi+FotkoF7gd3ojpFs0QHxWdZXs1DQ2MPLoJ8e+isarrEHx8FQkDk3JI/Pi/noHedTtArPa/SQrL1jLHqGObcX1n0E85J2K7qiq2q2piu6omtqvqcu/bBsN6tEB/zzUIf/Ue04d2wn++Y1G7y2Qkp6Rlu4++jhZOrZ+E01fuo/3wxXj/IR5mFY3xMe6TdJsKLUbJ7NOqoRVWTeuLPcd/ziTLvypeq6qN16tq4fVK8pJ3SGlu9OvXDxMmTECtWrVgZWWFDRs2ICkpCZ07dwYAjB8/HsbGxhg7diyKFCkCc3Nzmf0zcllfl+c1hRJuly9fRmpqapby5OTkXK/24OrqColEgr59+yIpKQnOzs7Q1NSEi4sLevXqpUh4hVaLMQNwfvU2hKzfCQDYMngyLNs1g4OLEw7PyzqfnYOLE4ob6GO+QxdI0r78k4p+/lJmm4T3MTL3W3kMwbvH4Xh4+mI+nQV9je2qmtiuqontqprYrqrLrecf8F59AAdO3QAA9Ju6Bi+PLUHHprbYcfhytvuM69cWL9/GYOD0//WKCX8tO8lyZLTstCYdfrfGqSv38exVVN6eAMngtaraeL2qFl6vJC+RmnyrlOZG27ZtERMTg2XLliEqKgrVq1fHmjVrpENK37x5I7PAp7LkKuF2//596d+PHz9GVNT/3sQkEgnOnj0LY2PjXAUgEokwZMgQ9O/fHy9evEBiYiJMTU1RvHjxXNVT2KlpaKBinVoI9vaTlgmCgLBj51GlgW22+9Tu0AJPQ66jh+9M1O74B+KjYnBlyz4cnrcSwv+PSf76GPWcHXFs0Zp8Ow+SxXZVTWxX1cR2VU1sV9VVuVxJlCmpjxOX7knL4hKScPnOU9SzMs3xC/yfTaxx5MIdbJ0/BI3rWOD1uw9YueMk1u05k+32pQx00aaRFfp7rs2X86AveK2qNl6vqoXXK+WGmoZC/by+y9nZOdshpACwadOmb+6bl9OkfUuuztzR0REikQgikQh9+vTJ8njRokUxZcqUXAUwceJETJ48Gdra2jAzM5OWJyYmwsvLS2buOFWmbVQCaurqiIuU/cUmPjIKpauZZruPUZWKsGjmgMub98KnbT+UNKuEHn5eUNPQwMGZS7Nsb+3YEsX0dRGyfle+nANlxXZVTWxX1cR2VU1sV9VlbPRlOEhkjGzvlnfRcShtqJfjfpXLlcSgbk2x9N/DmLf2IOrUrIzF43siNS0Nmw5cyLJ9r/YOiE/8jD0nODwtP/FaVW28XlULr1fKjbyew60wyVXC7fjx4xAEAS1atMDOnTtlllTV0NCAoaEh1HLZXXDv3r1wd3eHtra2TPnnz5+xb9++XybhpgiRWIT4d+/xr+tECBIJXly/A/1yxmg5blC2b1oO/bvj7qFTiH3z7YlJSbnYrqqJ7aqa2K6qie1aMPVoUx++U3pL73ccsUShesRiEa7dC8dUn90AgBsPXqCmWTkM7Pp7tl/g+3ZsjK2HLuY4xxQpD6/VgovXK32N1+uviwk3OZUrVw6A7NBSRSUkJEAQBAiCgE+fPqFIkSLSx9LT03HmzBmZhJ6qS3j/AelpadA1ll3GVse4JOLeZj//QOybKKSnpsp0wX0b9gR6ZUpBTUMD6Znm2TOoWA7VWzSEf+fB+XMClC22q2piu6omtqtqYruqjgOnb+DynafS+0X+f4iKsYEu3r6PlZaXMtTFzQcvcqznzfuPCHv6Wqbs/rPX6NS8TpZtG9pUhUXlMvjbY+WPhk/fwWtVtfB6VW28Xik3xPk0pLQwUCjVuGfPHpw6dUp6f/78+bCzs8Nff/2FV69eyVWHnZ0d7O3tIRKJ0KpVK9StW1d6q1+/PiZNmoS///5bkfAKpfTUVLy4dgfVmjtIy0QiEao1d8DTkOvZ7vPk/FWUMqsEkUgkLTM2r4yPryNl3rAAwKFfN8S/i8btgyfy5wQoW2xX1cR2VU1sV9XEdlUdCYmf8STinfR27+lrvIn6iKb1aki30SleFPa1quDSrSc51hNy4zHMTUrLlFWtWBov3mRdVa+fY2NcuxeOWw8j8u5EKFu8VlULr1fVxuuVckOkJpbrpooUOquVK1dKe6SFhoZi8+bNGDduHPT19eUeArpx40asX78egiBg2bJl2LBhg/S2ZcsWnDx5EkOGDFEkvELr2KI1aDSwB+r37oLS1UzRY8VsaBbXwoWALyu/9N2wEI5zxku3P7PiX2gZ6MFp6TSUqloZtdo2RetJQ3Had6NMvSKRCA36dUXIhkBI0tN/6jkR21VVsV1VE9tVNbFdVdfyLUcxccCf+LOJNWqZlUOA1wC8jvqIfSf/94UveKU7hnRvJr2/9N8jqGdZBRNc2sG0Qin81boeBnRpgpXbZb/Y6RQvii5/1M1xcnbKe7xWVRuvV9XC65XkJVYTy3VTRQr17Xv79i1MTEwAAMeOHUOrVq3QvXt32NraolevXnLVYW9vD+DLvHBly5aVyXT/qq7t+A86JQ3QfuZo6JYuiZc3wrC8dR/Ev/syGaVBxXIQJIJ0+w8v32BZqz7otngqpt4KxsdXb3FiaQAOz5PtRl2tRSMYmpTHhXU7fur50BdsV9XEdlVNbFfVxHZVXQvWH0LxYkXgN6UP9HW0cP7GI7Qftkhm/qYqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9dBFmbqdWtWDCMD24Es/63R+ebxWVRuvV9XC65Xk9SsPKRUJgiB8fzNZDRo0wNq1a1GjRg04Ojqib9++cHR0xIsXL9CxY0eEhobKXdeZM2egpaUFOzs7AMDmzZuxY8cOmJmZwdPTE3p6Oa9ak5PBokq53oeIiIjoV7TOutn3N6JCx+UGh2KpIl6vqonXq2paKYQrO4QC4f2ysXJtZzRiYT5H8vMp1G/PwcEBU6ZMweTJkxEeHo4mTZoAAB49eiRdWEFe//zzDz59+gQAePDgAby9vdGkSRO8fPkSc+fOVSQ8IiIiIiIiIiJSMpFYLNdNFSl0VtOmTYO1tTViYmKwbNkylChRAgBw9+5dtGvXLld1vXz5EqampgCAI0eOoFmzZhgzZgw8PT1x5gzH4BMRERERERERFUZiNTW5bqpIocG0urq68PT0zFI+YsSIXNeloaGBz58/AwAuXLgAR0dHAICenh4SEhIUCY+IiIiIiIiIiJRMrPnrzuGmcL+9q1evwt3dHX/99RciIyMBAHv37sXVq1dzVY+trS28vb3h6+uL27dv4/fffwcAhIeHo3Tp0t/emYiIiIiIiIiICiQOKc2lw4cPo3///ihatCju3r2LlJQUAEBCQgL8/f1zVZenpyfU1dVx+PBhTJs2DcbGxgC+LKbQuHFjRcIjIiIiIiIiIiIlE6mJ5bqpIoX69q1YsQIzZsyAo6MjDh48KC23tbXFihUrclVX2bJls03STZo0SZHQiIiIiIiIiIioABBr/LpDShU682fPnsHOzi5LuY6ODuLi4nJV1+vXr7/5eNmyZXNVHxERERERERERKZ9IrJoLIshDoYSbkZERXrx4gfLly8uUX7t2DRUqVMhVXc2aNYNIJMrx8bCwMEVCJCIiIiIiIiIiZWLCLXecnJwwe/ZszJkzByKRCJGRkQgNDcW8efMwdOjQXNW1d+9emfupqakICwtDQEAARo8erUh4RERERERERESkZCINDWWHoDQKJdxcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1yVVe1atWylFlaWqJUqVJYu3YtWrZsqUiIRERERERERESkTOzhljsikQhDhgxB//798eLFCyQmJsLU1BTFixfPs8AqV66M27dv51l9RERERERERET0EzHhljv79u1Dy5YtUaxYMZiZmf1QAAkJCTL3BUHAu3fv4OPjAxMTkx+qm4iIiIiIiIiIlEOknj9DSjdv3oy1a9ciKioK1apVw9SpU2FlZZXttjt27MDevXvx6NEjAEDNmjUxZsyYHLfPKwol3Ly9vTF9+nQ0a9YMHTp0QKNGjaCmpljW0s7OLsuiCYIgoEyZMli0aJFCdRIRERERERERkZLlQw+3oKAgeHt7Y8aMGahduzY2bNiA/v37Izg4GIaGhlm2v3TpEtq1awdbW1toampizZo1cHFxwcGDB2FsbJzn8WVQKOF27tw5nD17Fv/99x9GjRqFokWLonXr1mjfvj1sbW1zVdfGjRtl7ovFYpQoUQImJiZQV1coPCIiIiIiIiIiUjKRWJzndQYEBMDJyQldunQBAMyYMQOnTp1CYGAgXF1ds2y/cOFCmfuzZs3C4cOHERISAkdHxzyPL4NCGS11dXU0bdoUTZs2RVJSEo4ePYr//vsPvXv3RunSpXHs2DG567K3t1ckBCIiIiIiIiIiKsjk7OGWkpKClJQUmTJNTU1oampm2e7u3bsYNGjQ/w4hFsPBwQGhoaFyHSspKQlpaWnQ09OTa3tF/XAXsmLFiqFRo0aIi4vD69ev8eTJk+/uc/z4cbnrb968+Y+ER0RERERERERESiDS0Pz+RgD8/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOnch1rwYIFKFWqFBwcHOTaXlEKJ9wyerYdOHAAISEhKFOmDNq1a4elS5d+d99hw4bJdQyRSISwsDBFQyQiIiIiIiIiImWRc0jpoEGD0K9fP5myr3u35YVVq1YhKCgIGzduRJEiRfK8/swUSriNHj0ap06dQtGiRdGmTRsMHToUNjY2cu9///59RQ5LRERERERERESFhZxDSrMbPpqdEiVKQE1NDdHR0TLl0dHRMDIy+ua+a9euxapVqxAQEIBq1arJFdePUCjhJhaLsWTJkh9anZSIiIiIiIiIiFSXSF0jT+vT1NREzZo1ERISghYtWgAAJBIJQkJC4OzsnON+q1evxsqVK7F27VpYWlrmaUw5UWi5iIULF6JJkyY/lGwLCQlB27ZtkZCQkOWx+Ph4tGvXDleuXFG4fiIiIiIiIiIiUh6RWE2uW27069cPO3bswJ49e/DkyRNMnz4dSUlJ6Ny5MwBg/PjxMiuTrlq1CkuXLsWcOXNQrlw5REVFISoqCp8+fcrTc/2awnO4hYSEICQkBNHR0ZBIJDKPeXt7f3f/DRs2wMnJCdra2lke09HRQffu3bF+/XrUrVtX0RCJiIiIiIiIiEhZcplMk0fbtm0RExODZcuWISoqCtWrV8eaNWukQ0rfvHkDcaa547Zt24bU1FSMGDFCpp7sFmXISwol3Hx8fODr64tatWqhZMmSEIlEua7jwYMHGDduXI6PN2zYEOvWrVMkPCIiIiIiIiIiUjKRRt4OKc3g7Oyc4xDSTZs2ydw/ceJEvsTwPQol3LZt2wZvb284OjoqfOD3799DXT3nw6urqyMmJkbh+omIiIiIiIiISInyoYdbYaHQHG6pqamwtbX9oQMbGxvj0aNHOT7+4MEDlCxZ8oeOQURERERERERESiJWk++mghRKuHXt2hUHDhz4oQM3adIES5cuRXJycpbHPn/+jOXLl6Np06Y/dAwiIiIiIiIiIlIOkVgs100VKTSkNDk5GTt27EBISAgsLCyyDA2dOHHid+sYMmQIjhw5glatWuHvv/9G5cqVAQBPnz7Fli1bkJ6ejsGDBysSHhERERERERERKZta/szhVhgolHB78OABqlWrBgB4+PChzGPyLqBgZGSEbdu2Yfr06Vi0aBEEQZDu36hRI3h6ekpXmCAiIiIiIiIiokJGpJq91+ShUMLt6xUfFFWuXDmsXr0asbGxeP78OQDAxMQEenp6eVI/EREREREREREph8CEm3Lp6enByspK2WEQEREREREREVFeUdEFEeQhd8Jt+PDhmDt3LrS1tTF8+PBvbuvj4/PDgRERERERERERUSGmogsiyEPuhJuOjk62fxMREREREREREX2NQ0rl4O3tne3f33Lt2jVYWlpCU1Mz95EREREREREREVHhJS4QM5kpRb6mGgcOHIjIyMj8PAQRERERERERERVEIrF8NxWUr6lGQRDys3oiIiIiIiIiIiqgOKSUiIiIiIiIiIgoL3GVUiIiIiIiIiIiojzEHm5ERERERERERER5h0NK84lIJMrP6omIiIiIiIiIqKASM+GWL7hoAhERERERERHRL0r86w6sVOjMIyIikJ6ejkqVKsmUh4eHQ11dHeXLlwcAhIaG/nCARERERERERERUCP3CQ0oVOvOJEydmm0y7efMmJk6c+MNBERERERERERFR4SaIxHLdcmvz5s1o1qwZLC0t0a1bN9y6deub2x86dAitW7eGpaUl2rdvj9OnTyt6SnJTKOF279492NraZim3trZGWFjYDwdFRERERERERESFnFhNvlsuBAUFwdvbG8OGDcOePXtQrVo19O/fH9HR0dluf/36dYwdOxZdu3bF3r170bx5cwwbNgwPHz7MizPMkUIJN5FIhE+fPmUpj4+PR3p6+g8HRUREREREREREhZxILN8tFwICAuDk5IQuXbrAzMwMM2bMQNGiRREYGJjt9hs3bkTjxo0xYMAAmJqaYtSoUahRowb+/fffvDjDHCmUcKtbty78/f1lkmvp6elYtWoV6tSpk2fBERERERERERFR4STvkNKUlBQkJCTI3FJSUrLUl5KSgrt378LBwUFaJhaL4eDgkOM6Ajdu3ECDBg1kyho1aoQbN27k6bl+TaFFE9zd3fH333+jdevWsLOzAwBcvXoVCQkJ2LBhQ54GqIh11s2UHQIRERFRoeBy44SyQ6B8wM/DqonXq2ri9aqaVio7gAJCkHO4qL+/P3x8fGTKhg8fDjc3N5myDx8+ID09HYaGhjLlhoaGePr0abZ1v3//HkZGRlm2f//+vVyxKUqhhJuZmRn279+PzZs34/79+yhatCg6duwIZ2dn6Ovr53GIRERERERERERU2AiCfNsNGjQI/fr1kynT1NTMh4h+HoUSbgBgbGyMMWPG5GUsRERERERERESkIiRyZtw0NTXlSrCVKFECampqWRZIiI6OztKLLYORkVGW3mzf2j6vKDSHW4akpCQ8efIE9+/fl7kREREREREREdGvTZDzJi9NTU3UrFkTISEh0jKJRIKQkBDY2Nhku4+1tTUuXrwoU3bhwgVYW1vn4si5p1APt5iYGEycOBFnzpzJ9vGwsLAfCoqIiIiIiIiIiAq3dElu0mny6devHyZMmIBatWrBysoKGzZsQFJSEjp37gwAGD9+PIyNjTF27FgAQO/evdGrVy+sW7cOTZo0QVBQEO7cuYOZM2fmeWyZKZRwmz17NuLi4rBjxw707t0bPj4+eP/+PVasWAEPD4+8jpGIiIiIiIiIiAqZfMi3oW3btoiJicGyZcsQFRWF6tWrY82aNdIhom/evIFY/L8Bnba2tliwYAGWLFmCRYsWoVKlSvD19YW5uXneB5eJQgm3S5cuwc/PD5aWlhCJRChbtiwaNmwIbW1t+Pv74/fff8/jMImIiIiIiIiIqDDJh3wbAMDZ2RnOzs7ZPrZp06YsZW3atEGbNm3yKZrsKTSHW2JiIgwMDAAAenp6iImJAQCYm5vj3r17eRcdEREREREREREVSukSQa6bKlIo4Va5cmU8e/YMAGBhYYHt27cjMjIS27ZtQ8mSJfM0QCIiIiIiIiIiKnwkct5UkUJDSnv37o2oqCgAwPDhwzFgwAAcOHAAGhoamDt3bp4GSEREREREREREhY+gmp3X5KJQwq1jx47Sv2vVqoWTJ0/i6dOnKFOmjHSoKRERERERERER/bpUdbioPBRKuH2tWLFiqFmzZl5URUREREREREREKkBVh4vKQ6GEW3p6Onbv3o2LFy8iOjoaEonsU7hx48Y8CY6IiIiIiIiIiAonDinNpdmzZ2PPnj1o0qQJqlatCpFIlNdxERERERERERFRIZb+C2fcFEq4HTx4EEuWLEGTJk3yOh4iIiIiIiIiIlIBv/AUbool3DQ0NFCxYsW8joWIiIiIiIiIiFTEL9zBDWJFdnJxccHGjRsh/MrPHBERERERERER5UgCQa6bKlKoh9u1a9dw6dIlnDlzBlWrVoW6umw1Pj4+eRIcEREREREREREVTum/8DKlCiXcdHV18ccff+R1LEREREREREREpCJ+5YGRCiXcvL298zoOIiIiIiIiIiJSIao6XFQeCs3h9jMkJibiypUryg6DiIiIiIiIiIgUkC4R5LqpIoV6uDk6OkIkEmUpF4lE0NTUhImJCTp16oT69esrHNiLFy/Qu3dvhIWFKVwHEREREREREREpx688h5tCPdwaN26MiIgIFCtWDPXq1UO9evWgpaWFFy9ewNLSElFRUejXrx+OHTuW1/ESEREREREREVEhIBEEuW6qSKEebh8+fEC/fv0wbNgwmXI/Pz+8fv0a69atw7Jly+Dn54cWLVpkW4e9vf03j5Genq5IaEREREREREREVACkSn7dLm4KJdwOHTqE3bt3Zylv164dOnfujFmzZqFdu3YICAjIsY6UlBT06NED5ubm2T7+6tUr+Pr6KhIeEREREREREREp2a88pFShhFuRIkUQGhoKExMTmfLQ0FAUKVIEACAIgvTv7FSrVg2lS5dGp06dsn38/v37TLgRERERERERERVSyh4u+vHjR3h5eeHkyZMQi8Vo2bIlJk+ejOLFi+e4/fLly3Hu3Dm8efMGBgYGaNGiBUaOHAkdHZ1cHVuhhJuzszOmTZuGO3fuwNLSEgBw+/Zt7Nq1C4MGDQIAnDt3DtWrV8+xjt9//x3x8fE5Pq6npwdHR0dFwiMiIiIiIiIiIiVLV3LCzd3dHVFRUQgICEBqaiomTZoET09PLFy4MNvt3717h3fv3mHChAkwMzPDq1evMH36dLx79w7Lli3L1bFFgqDY2e/fvx+bN2/Gs2fPAACVK1eGs7Mz2rdvDwD4/PkzRCLRN3u55RdNG5effkwiIiKiwsjlxgllh0D5YJ11M2WHQPmA16tq4vWqmlJC1yk7hALh8IN3cm3XyqJUnh/7yZMnaNu2LXbt2iXtLHbmzBm4urri9OnTMDY2lqueQ4cOYdy4cbhx4wbU1eXvt6ZQDzcA6NChAzp06JDj40WLFlW0aiIiIiIiIiIiKuSUOaQ0NDQUurq60mQbADg4OEAsFuPWrVv4448/5KonISEB2trauUq2AT+QcCMiIiIiIiIiIspJupz5tpSUFKSkpMiUaWpqQlNTU+Fjv3//HgYGBjJl6urq0NPTQ1RUlFx1xMTEwM/PD927d8/18eVOuNnb2yM4OBgGBgaoW7cuRCJRjttevnw514EQEREREREREZHqSJVzmVJ/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzIHCQkJGDRoEExNTTF8+PBc7y93wm3ixInQ1tYGAEyaNCnXByIiIiIiIiIiol+HvENKBw0ahH79+smU5dS7zcXFBZ06dfpmfRUqVICRkRFiYmJkytPS0hAbG4uSJUt+c/+EhAQMGDAAxYsXh6+vLzQ0NOQ4C1lyJ9wyn8z3Tkxe6enpuH79OiwsLKCrq5sndRIRERERERERkfLJO6Q0N8NHDQwMsgwVzY6NjQ3i4uJw584d1KpVCwBw8eJFSCQSWFlZ5bhfQkIC+vfvD01NTaxYsULhxUDFCu31/6Kjo/Hw4UPcv39f5iYvNTU1uLi4IDY29kfCICIiIiIiIiKiAiYtXSLXLT+YmpqicePGmDp1Km7duoVr167By8sL7dq1k65QGhkZidatW+PWrVsAviTbXFxckJiYiNmzZyMhIQFRUVGIiopCenp6ro6v0KIJd+7cgYeHB548eQLhq+6BIpEIYWFhctdVtWpVvHz5EhUqVFAkFCIiIiIiIiIiKoDk7eGWXxYsWAAvLy/06dMHYrEYLVu2xJQpU6SPp6am4tmzZ0hKSgIA3L17Fzdv3gSALKuYHj9+HOXLl5f72Aol3CZNmoRKlSph9uzZMDQ0/OYCCt8zatQozJs3DyNHjkTNmjWhpaUl83jGvHFERERERERERFR4yDuHW37R19fHwoULc3y8fPnyePDggfR+vXr1ZO7/CIUSbhEREVi+fDlMTEx+OABXV1cAwJAhQ2QSd4Ig5Lq3HBERERERERERFQzyrlKqihRKuDVo0AD379/Pk4Tbxo0bf7gOIiIiIiIiIiIqWJQ9pFSZFEq4zZo1Cx4eHnj06BGqVq0KdXXZapo3by53Xfb29oqEQEREREREREREBZiyh5Qqk0IJtxs3buD69es4c+ZMlscUGQZ69epVbNu2DS9fvsTSpUthbGyMvXv3onz58rCzs1MkRCIiIiIiIiIiUqJ0JtxyZ9asWejQoQOGDh0KIyOjHwrg8OHDGD9+PNq3b4+7d+8iJSUFwJelWP39/ZlwIyIiIiIiIiIqhFLSft053MSK7PThwwf07dv3h5NtALBixQrMmDEDs2bNkhmaamtri3v37v1w/URERERERERE9POlSwS5bqpIoYRby5YtcenSpTwJ4NmzZ9n2YtPR0UFcXFyeHIOIiIiIiIiIiH6uXznhptCQ0kqVKmHhwoW4du0azM3Nsyya0Lt3b7nrMjIywosXL1C+fHmZ8mvXrqFChQqKhEdEREREREREREr2Kw8pVSjhtnPnTmhpaeHy5cu4fPmyzGMikShXCTcnJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKvWlDHOHS6Tfo62jhws3HcJuzEY9fvPvmPmVL6mPOyG5o1dASWkU18STiHQZMX4fr98IBACmh67Ldz2PxDizaGJzXp0DZYLuqJraramK7qia2q2ppMrQXWo4bBN3SJfHyZhi2u01D+JWbOW5fTE8XHWe7w6Zza2gZ6CHm+SvsHDUTdw6dAgDMfnYOhpXKZ9nvlO9GbBvumV+nQTng9apaeL2qNl6v9C2q2ntNHrlOuAmCgE2bNsHQ0BBFixb94QBcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1+uP7Cxr1vGwzr0QL9Pdcg/NV7TB/aCf/5jkXtLpORnJKW7T76Olo4tX4STl+5j/bDF+P9h3iYVTTGx7hP0m0qtBgls0+rhlZYNa0v9hy/lp+nQ/+P7aqa2K6qie2qmtiuqqWO05/oumgKtgyegvBLoWg2ygVuhzdiukUzxEdFZ9leTUMDI49uQvy7aKzqOgQfX0XCwKQcEj/+b/oS77odIFZTk94vW8sco45txvWdQT/lnOh/eL2qFl6vqo3XK30PE265IAgCWrVqhf/++w+VKlX64QBEIhGGDBmC/v3748WLF0hMTISpqSmKFy/+w3UXRm49/4D36gM4cOoGAKDf1DV4eWwJOja1xY7Dl7PdZ1y/tnj5NgYDp//vV4Dw1+9ltomMlp0Pr8Pv1jh15T6evYrK2xOgbLFdVRPbVTWxXVUT21W1tBgzAOdXb0PI+p0AgC2DJ8OyXTM4uDjh8LwVWbZ3cHFCcQN9zHfoAknaly+A0c9fymyT8D5G5n4rjyF49zgcD09fzKezoJzwelUtvF5VG69X+p5feUhprhdNEIvFMDExwcePH/MkgIkTJyIhIQGampowMzODlZUVihcvjsTEREycODFPjlFYVC5XEmVK6uPEpf+tzhqXkITLd56inpVpjvv92cQa1+6FY+v8IXh5fAkub50Gl06/5bh9KQNdtGlkhfV7z+Zp/JQ9tqtqYruqJraramK7qhY1DQ1UrFMLYcfOS8sEQUDYsfOo0sA2231qd2iBpyHX0cN3Jua/vYKptw+j9cShEImz/yispqGBes6OuLBuR76cA+WM16tq4fWq2ni9kjzSJIJcN1Wk0CqlY8eOxfz58/Hw4cMfDmDv3r1ITk7OUv7582fs27fvh+svTIyNdAEAkTGy2fx30XEobaiX436Vy5XEoG5N8fhFJP4cugj+O09h8fie6NXeIdvte7V3QHziZ+w5we64PwPbVTWxXVUT21U1sV1Vi7ZRCaipqyMuUrY3RHxkFHRLl8x2H6MqFWHbtS3EamrwadsPQV7L0WLsQLSd4pbt9taOLVFMXxch63flefz0bbxeVQuvV9XG65XkwVVKc2nChAlISkpCx44doaGhkWUut68XUshOQkICBEGAIAj49OkTihQpIn0sPT0dZ86cgYGBgSLhFRo92tSH75T/LTDRccQSheoRi0W4di8cU312AwBuPHiBmmblMLDr79h04EKW7ft2bIythy7mOKaefgzbVTWxXVUT21U1sV3payKxCPHv3uNf14kQJBK8uH4H+uWM0XLcIBycuTTL9g79u+PuoVOIffPtSb/px/F6pa/xei24eL2SIlQ1mSYPhRJukyZN+uED29nZQSQSQSQSoVWrVlkeF4lEcHPL/lcMVXHg9A1cvvNUer+IxpfmMDbQxdv3sdLyUoa6uPngRY71vHn/EWFPX8uU3X/2Gp2a18mybUObqrCoXAZ/e6z80fApB2xX1cR2VU1sV9XEdlVtCe8/ID0tDbrGRjLlOsYlEfc2+7l9Yt9EIT01FYLkf/PIvA17Ar0ypaCmoYH01FRpuUHFcqjeoiH8Ow/OnxMgGbxeVRuvV9XC65UUkZL+687hplDCrVOnTj984I0bN0IQBPTp0wfLly+Hnt7/upxqaGigbNmyMDY2/uHjFGQJiZ+RkPhZpuxN1Ec0rVcDNx9GAAB0iheFfa0qWLXzZI71hNx4DHOT0jJlVSuWxos3WVf96efYGNfuhePW/9dPeY/tqprYrqqJ7aqa2K6qLT01FS+u3UG15g64ue8IgC8/1FZr7oBTPhuz3efJ+auw79kRIpEIgvDll3Zj88r4+DpS5ss7ADj064b4d9G4ffBE/p4IAeD1qup4vaoWXq+kiF+5h5tCc7hllpycjISEBJmbPOzt7VGvXj0cP34cLVq0gL29vfRmY2Oj8sm2nCzfchQTB/yJP5tYo5ZZOQR4DcDrqI/Yd/K6dJvgle4Y0r2Z9P7Sf4+gnmUVTHBpB9MKpfBX63oY0KUJVm6X/cejU7wouvxRF+v2nPlp50NfsF1VE9tVNbFdVRPbVbUcW7QGjQb2QP3eXVC6mil6rJgNzeJauBDwZRXEvhsWwnHOeOn2Z1b8Cy0DPTgtnYZSVSujVtumaD1pKE77yn7hF4lEaNCvK0I2BEKSnv5Tz4n+h9erauH1qtp4vdL3cA63XEpMTMSCBQtw6NChbFcrDQsLk7uuJ0+e4M2bN7CzswMAbN68GTt27ICZmRk8PT1ler79ChasP4TixYrAb0of6Oto4fyNR2g/bJHMePUqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9ZDssthOrepBBGB78KWfdTr0/9iuqontqprYrqqJ7aparu34DzolDdB+5mjoli6JlzfCsLx1H8S/+zIxu0HFchAyfXj/8PINlrXqg26Lp2LqrWB8fPUWJ5YG4PA82SFK1Vo0gqFJea52qGS8XlULr1fVxuuVvicl7ddNiIuEjH66uTBjxgxcunQJI0eOxPjx4+Hp6YnIyEhs374dY8eORYcOHeSuq3379nB3d0eTJk3w4MEDdOnSBS4uLrh06RKqVKkCb2/v3IYHTRuXXO9DRERE9CtyucGhWKponXWz729EhQ6vV9XE61U1pYSuU3YIBUL39d9fVBMAtve1z5fjf/z4EV5eXjh58iTEYjFatmyJyZMno3jx4t/dVxAEDBw4EGfPnoWvry9atGiRq2MrNKT05MmTmDZtGlq1agU1NTXY2dlh6NChGD16NA4cOJCrul6+fAlTU1MAwJEjR9CsWTOMGTMGnp6eOHOGXUeJiIiIiIiIiAqjNIkg1y2/uLu74/HjxwgICMDKlStx9epVeHp6yrXvhg0bIBKJFD62Qgm32NhYVKhQAQCgra2N2NgvK5LUqVMHV69ezVVdGhoa+Pz5y8SLFy5cQMOGDQEAenp6cs8HR0REREREREREBUtKmkSuW3548uQJzp49i1mzZqF27dqws7PDlClTcPDgQURGRn5z37CwMKxbtw5z5sxR+PgKJdzKly+Ply9fAgCqVKmCQ4cOAfjS801HR+dbu2Zha2sLb29v+Pr64vbt2/j9998BAOHh4ShduvS3dyYiIiIiIiIiogJJmYsmhIaGQldXF5aWltIyBwcHiMVi3Lp1K8f9kpKSMHbsWHh6eqJkyZIKH1+hhFuXLl1w//59AICrqys2b94MS0tLeHt7o3///rmqy9PTE+rq6jh8+DCmTZsmXZ30zJkzaNy4sSLhERERERERERGRksmbcEtJSUFCQoLMLSUl5YeO/f79exgYGMiUqaurQ09PD1FRUTnu5+3tDRsbm1zP2fY1hVYp7du3r/RvBwcHHDp0CHfv3kXFihVRrVq1XNVVtmxZ+Pv7ZymfNGmSIqEREREREREREVEBkCbncFF/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzKT48eP4+LFi9izZ49C+2emUMLta+XKlUO5cuUU2vf169fffLxs2bIK1UtERERERERERMojkXO46KChg9CvXz+ZMk1NzWy3dXFxQadOnb5ZX4UKFWBkZISYmBiZ8rS0NMTGxuY4VPTixYt48eIF6tatK1Pu5uYGOzs7bNq06XunIqVQwm3WrFmoWLEievfuLVP+77//4vnz55g8ebLcdTVr1uybqz6EhYUpEiIRERERERERESmRIMiXcNPU1MwxwfY1AwODLENFs2NjY4O4uDjcuXMHtWrVAvAloSaRSGBlZZXtPq6urujWrZtMWfv27TFx4kQ0bdpUrvgyKJRwO3z4MFasWJGl3MbGBqtWrcpVwm3v3r0y91NTUxEWFoaAgACMHj1akfCIiIiIiIiIiEjJhHxaEEEepqamaNy4MaZOnYoZM2YgNTUVXl5eaNeunXT9gMjISPTp0wfz58+HlZUVSpYsmW3vt7Jly6JChQq5Or5CCbePHz9muxqptrY2Pnz4kKu6spvzzdLSEqVKlcLatWvRsmVLRUIkIiIiIiIiIiIlSk9TXsIN+DLfm5eXF/r06QOxWIyWLVtiypQp0sdTU1Px7NkzJCUl5fmxFUq4mZiY4OzZszAxMZEpP3PmTK4zfjmpXLkybt++nSd1ERERERERERHRzyXvkNL8oq+vj4ULF+b4ePny5fHgwYNv1vG9x3Oi8CqlXl5eiImJQf369QEAISEhCAgIyPXqogkJCTL3BUHAu3fv4OPjkyWhR0REREREREREhYO8iyaoIoUSbl27dkVKSgpWrlwJPz8/AF9WKp0+fTocHR1zVZednV2WRRMEQUCZMmWwaNEiRcIjIiIiIiIiIiIlk6RJlB2C0iiUcAOAnj17omfPnoiJiUGRIkVQvHjxLNtcu3YNlpaW31xpYuPGjTL3xWIxSpQoARMTE6irKxweEREREREREREpkUTJQ0qV6YczWt9ainXgwIHYt2/fN+d1s7e3/9EQiIiIiIiIiIiogFHmKqXKlq9dyHKaHO/48eNy19G8efO8CoeIiIiIiIiIiH6SdA4p/bmGDRsm13YikQhhYWH5HA0REREREREREeU1Za9SqkxKSbjdv39fGYclIiIiIiIiIqKfRPh1O7gpJ+FGRERERERERESqTfILz+Emzs/KRSJRjo+FhISgbdu2SEhIyPJYfHw82rVrhytXruRneERERERERERElE8kaRK5bqoo1wk3QRDw+vVrJCcny7VtTjZs2AAnJydoa2tneUxHRwfdu3fH+vXrcxseEREREREREREVABJBkOumihRKuLVs2RJv3rz57rahoaGoUKFCto89ePAAjRs3znHfhg0b4u7du7kNj4iIiIiIiIiICgBBIsh1U0W5nsNNLBbDxMQEHz9+/KEDv3//HurqOR9eXV0dMTExP3QMIiIiIiIiIiJSjnQVHS4qD4XmcBs7dizmz5+Phw8fKnxgY2NjPHr0KMfHHzx4gJIlSypcPxERERERERERKY8gCHLdVJFCq5ROmDABSUlJ6NixIzQ0NFC0aFGZxy9fvvzdOpo0aYKlS5eicePGKFKkiMxjnz9/xvLly9G0aVNFwiMiIiIiIiIiIiVT1eGi8lAo4TZp0qQfPvCQIUNw5MgRtGrVCn///TcqV64MAHj69Cm2bNmC9PR0DB48+IePQ0REREREREREP196WpqyQ1AahRJunTp1+uEDGxkZYdu2bZg+fToWLVok7UIoEonQqFEjeHp6wsjI6IePQ0REREREREREP58gSVd2CEqjUMINAF68eIHAwEBERERg8uTJMDQ0xOnTp1G2bFlUrVpVrjrKlSuH1atXIzY2Fs+fPwcAmJiYQE9PT9GwiIiIiIiIiIioAPiVE24KLZpw+fJltG/fHrdu3cKRI0eQmJgI4MtCB8uXL891fXp6erCysoKVlRWTbUREREREREREKkCSmiLXTRUplHBbuHAhRo0ahYCAAGhoaEjL69evjxs3buRVbEREREREREREVEgJknS5bvnl48ePGDt2LGxtbWFnZ4dJkybh06dP390vNDQUvXv3hrW1NWxtbfH333/j8+fPuTq2Qgm3hw8fokWLFlnKDQwM8OHDB0WqJCIiIiIiIiIiFaLshJu7uzseP36MgIAArFy5ElevXoWnp+c39wkNDcWAAQPQqFEj7Ny5E7t27cLff/8NsTh3KTSF5nDT0dFBVFQUKlSoIFMeFhYGY2NjRaokIiIiIiIiIiIVosw53J48eYKzZ89i165dsLS0BABMmTIFrq6uGD9+fI75K29vb/Tq1Quurq7SsipVquT6+Ar1cGvXrh0WLFiAqKgoiEQiSCQSXLt2DfPmzYOjo6MiVRIRERERERERkQpJT0uR65YfQkNDoaurK022AYCDgwPEYjFu3bqV7T7R0dG4efMmDA0N8ddff8HBwQHOzs64evVqro+vUMJt9OjRqFKlCn7//XckJiaiXbt2cHZ2ho2NDYYMGaJIlUREREREREREpELkHVKakpKChIQEmVtKyo8l4t6/fw8DAwOZMnV1dejp6SEqKirbfSIiIgAAPj4+6NatG9asWYMaNWqgb9++CA8Pz9XxFRpSqqmpiVmzZmHYsGF4+PAhPn36hBo1aqBSpUqKVEdERERERERERCpG3iGl/v7+8PHxkSkbPnw43Nzcsmy7YMECrF69+pv1BQUFyR9kJhKJBADQvXt3dOnSBQBQo0YNhISEIDAwEGPHjpW7LoUSbj4+Pujfvz/KlCmDMmXKSMs/f/6MNWvWYPjw4YpUS0REREREREREKkKSKl8vtUGDxqBfv34yZZqamtlu6+Ligk6dOn2zvgoVKsDIyAgxMTEy5WlpaYiNjUXJkiWz3S+j3NTUVKbc1NQUr1+//uYxv6ZQws3X1xc9evRAsWLFZMqTkpLg6+vLhBsRERERERER0S9O3h5umpqaOSbYvmZgYJBlqGh2bGxsEBcXhzt37qBWrVoAgIsXL0IikcDKyirbfcqXL49SpUrh2bNnMuXh4eH47bff5Iovg0JzuAmCAJFIlKX8/v370NPTU6RKIiIiIiIiIiJSIfLO4ZYfTE1N0bhxY0ydOhW3bt3CtWvX4OXlhXbt2klXKI2MjETr1q2liyiIRCL0798fmzZtQnBwMJ4/f44lS5bg6dOn6Nq1a66On6sebnXr1oVIJIJIJEKrVq1kkm7p6elITEzEX3/9lasAiIiIiIiIiIhI9UjSUpV6/AULFsDLywt9+vSBWCxGy5YtMWXKFOnjqampePbsGZKSkqRlffv2RUpKCry9vREbG4tq1aph3bp1qFixYq6OnauE26RJkyAIAiZNmgQ3Nzfo6OhIH9PQ0EC5cuVgY2OTqwCIiIiIiIiIiEj15FfvNXnp6+tj4cKFOT5evnx5PHjwIEu5q6srXF1df+jYuUq4ZUxKV758edja2kJdXaEp4IiIiIiIiIiISMVJlJxwUyaF5nArXrw4njx5Ir1/7NgxDB06FIsWLUJKinwrUBARERERERERkeoS0tPluqkihRJunp6eCA8PBwBERERg9OjRKFasGIKDg/HPP//kZXxERERERERERFQISdJS5LqpIoUSbuHh4ahevToA4NChQ7C3t8fChQvh7e2NI0eO5GmARERERERERERU+ChzlVJlU2gSNkEQIJFIAAAhISH4/fffAQBlypTBhw8f8iw4IiIiIiIiIiIqnFQ1mSYPhRJutWrVwooVK9CgQQNcuXIF06dPBwC8fPkSRkZGeRmfQlJC1yk7BCIiIiIipVmp7ACISG68XkmV/cr5GYWGlE6aNAn37t2Dl5cXBg8eDBMTEwDA4cOHYWNjk6cBEhERERERERERFSYiQRCEvKosOTkZYrEYGhoaeVUlERERERERERFRoZKnCTciIiIiIiIiIqJfnUJzuFWrVg0ikSjHx8PCwhQOiIiIiIiIiIiIqDBTKOHm4+Mjcz8tLQ1hYWHYs2cP3Nzc8iQwIiIiIiIiIiKiwihPh5QeOHAAQUFBWLFiRV5VSUREREREREREVKgotEppTqytrXHx4sW8rJKIiIiIiIiIiKhQybOE2+fPn7Fx40aUKlUqr6okIiIiIiIiIiIqdBSaw61u3boyiyYIgoBPnz6haNGi+Oeff/IsOCIiIiIiIiIiosJGoTncdu/eLZNwE4lEMDAwQO3ataGnp5enARIRERERERERERUmebpoAhHRr2TevHl49uwZVqxYIfMjBBEREf0YQRD4v1UFsV2J6Fci95DS+/fvy11ptWrVFAqGZP8JSSQSiMV5uq4FKcnXHy74YaPwS0lJgaGhIS5duoRJkyZhzpw5bFMVwGuTqHBxd3dHgwYN0KVLF2WHQnkk43044704IiIC5cuX53uzCsj83SYtLQ3q6grNbkREVGjI/S7n6OgIkUiE73WIE4lECAsL++HAfkWZv+itX78e5cqVQ5MmTaCpqankyOhHZP5w8fr1a+jq6kJbW1vJUdGP0tTUhLOzM4oXL459+/bBw8MD8+bNU3ZY9AO+vlYlEgmKFCmCkiVLAmAyrrBj+6memJgYaGhowNvbG8WKFUPbtm2VHRL9oIzrNOP9eN26dbh06RJWrlyp7NDoB50/fx6mpqYoXbo0Fi5ciNTUVHh4eCg7LCKifCV3wu348eP5GccvL/MXvbi4OGzZsgVisRiamppwcHCAhoaGkiMkRWW06+LFi3Hy5EnExsaid+/eaNasGSpXrqzk6EgRGddr0aJFUb58edSsWRM7d+5EsWLFMG3aNH6pL4QEQZBeq0uXLkVISAhevHgBS0tL1K5dG0OHDmW7FmJf9xj/+ks9FU4GBgYYMWIEtLW14enpCQBMuhViixYtgr6+Pvr27Su9LpOSklC1alXpj/58Hy6cEhMTMWPGDBQrVgw1a9bE4cOHsW3bNmWHRXmA/0eJvk3uhFu5cuWkf/v7+8PQ0BBdu3aV2WbXrl2IiYmBq6tr3kX4i8h4o5o7dy6ePXuGMmXK4MGDB5g8eTJmz57NpFshd+jQIezfvx/jx49HaGgodu/ejWfPnqFXr16wsLBQdniUSxnXq7e3N65cuQJzc3OYmJjgyJEjSE5O5vDSQiijvXx8fLBlyxYsWrQIpUqVwsqVK7Fs2TL88ccfqFq1qpKjJEVlXLMbN27EvXv3oK2tjY4dO8LS0pJfFgqpjOFoZcqUQYsWLRATE4MJEyagSJEiaN68ubLDo1xKTEzE3bt3kZiYCC0tLXTp0gUaGhqIiopC8eLFAYD/VwsxLS0tBAUFwd7eHs+fP8eyZcv4P1UFZP7/efz4cYSHh6N48eIwNzeHra2tkqMjKhgU+oS5fft2VKlSJUt51apV+WvFD9izZw927dqFkSNHYuHChTh48CBq1KgBDw8PnD9/HikpKcoOkeQkkUhk7otEIvTs2RNt2rTBpEmTMHDgQNy7dw8bNmzAgwcPlBQl5VZ6err073PnzmHfvn2YMmUK5s6di8DAQPTt2xd37tzB5MmTlRglKSomJgbXrl2Dt7c3GjZsiDdv3uDkyZPw8vJC1apV+R5cCGV+L16yZAn8/PyQlJSEO3fuwMXFBRcuXIBYLM7ynk0FX8bcT4sXL8ayZcsQFxcHDQ0NuLu7IygoSMnRUW4IggAtLS0sWrQIZcuWxd69e7Fr1y4AQHJyMtLS0r65LxVcmd9bo6OjoaGhAQMDAyxfvhwvX76UPsZ2LJwykm3z58+Hl5cXLl68iLNnz2LIkCE4ePCgkqMjKhgUSrhFRUVJ57TJzMDAAFFRUT8c1K8qKioK1atXh7m5OQwNDWFoaIhVq1ahevXqmDlzJi5cuMAvfIVA5qFpO3fuxIIFC3Do0CGZiWEdHR3Ru3dv3L9/H5s2bcLdu3eVFS7JYfLkybh79y7U1NSkSbfo6GgUKVIEZmZmAL7M6dajRw80adIEQUFB8PLy4gfIAu7r9hGLxXj58iXKli2LU6dOYeTIkRg3bhy6deuGlJQU7Ny5E7dv31ZStKSIzHPyiUQi+Pv7Y+nSpViwYAFatWqFAQMGMOlWiO3fvx8bN27EmDFjsGTJEqxfvx5t27bFlClTEBwcrOzwSE4Zw7v19PTg6emJcuXKYc+ePQgMDIS6ujoMDQ3x+PFjPHnyBM+ePcPz589x6dIlpKamstdbAZa599P169ehp6eHS5cuYf/+/UhKSsLIkSOlSbeMdkxNTVVavKSYoKAgHDhwAEuWLMHq1avRpEkTxMfHfzNRTvQrUSjhVqZMGVy/fj1L+bVr11CqVKkfDupXk/GlLykpCa9evYK6ujpEIhGSk5MBAH369MHr168xa9YsXLhwgf+MCjCJRCL90LB48WLMmTMHN2/exOnTp7F9+3bcunVLuq2joyP69OmDc+fO4dy5c8oKmb7j1atXCA8Px9ChQ/HgwQOoqakB+DLMXktLSyZZqqOjAycnJ2hra2PPnj3w9fVVVtj0HZmv1YSEBAiCAE1NTVSsWBGbN2/G+PHjMX78ePTo0QPAl9fBuXPn8O7dO2WGTQo4cuQImjVrhuDgYOjo6AAAypcvjxEjRqBLly5wdXVFSEgIxGIxk+SFzPPnz2FtbY06deqgePHisLKywsCBA9GoUSN4eHjg9OnTyg6RviPjmsu4/vT09DB16lSULVsWO3bswMGDB7Fo0SK4u7ujV69ecHJygrOzM1avXs0VLguwzMm2RYsWYdasWThy5Aji4+Ohra2NtWvX4vPnzxg9ejSeP3+OlJQUjB07lotjFAIZ12zGj1RPnz6Fg4MDrK2tceTIEcydOxfTpk1Dx44d8enTJzx58kSZ4RIpnUIJt27dumHOnDkIDAzEq1ev8OrVK+zatQve3t5wcnLK6xhVTnbDDQGge/fuSEtLw9SpUwEARYoUAQAUK1YMffv2hZmZGSZMmMCkWwGW8eHi4cOHSExMxIYNG7Bp0yYsWLAApUuXhp+fn0zSrWPHjpg5cyYGDBigrJDpO8qVKwdPT09YWlpiwIAB0iHAFSpUgKamJrZs2SLzYSI1NRXW1taYNWsWhg4dqqyw6RsyfxFYuXIlvL298fTpU2hpaaFFixbYuXMnfvvtN3Tv3h0AEB8fD29vb3z69Am///67EiMnRZQrVw5//vknIiIi8PHjRwBfvjCUKlUKbm5u6Ny5M/r164fbt2+zt0whY2RkhPDwcLx9+1ZaVqlSJbRs2RKfP3/GoEGDcP78eSVGSN+S+YeP5ORkaQ9yfX19TJs2DRUrVkTlypXRt29fbNiwAUeOHMGuXbuwb98++Pv7SxdSoIIn43/ssmXLsGvXLri7u6NFixbSHz2MjY0REBCAxMRE9OjRA926dcPdu3cxePBgZYZN35F54ZJPnz4B+DLCw8DAAMeOHcOECRMwbtw4dO/eHYIg4PTp0zh06BASEhKUGTaRUokEBf5TCYKABQsWYNOmTdLET5EiRTBgwAAMHz48z4NUJZm/6O3duxdhYWEQi8WoXr06OnTogJ07d2LdunWoUaMGxo4di/j4eCxYsACVKlXC5MmTMWLECBw5cgRr1qxBo0aNlHw2lJ2jR49i5syZKFGiBFavXg1jY2Np+ZYtW1CkSBEMGzYMlpaWMvulp6dLe09RwZD5g8X9+/exfPly3Lx5E6tXr0b16tVx7949DBw4ELVq1YKDgwMsLCzg7+8PHR0dLF26FCKRiO1agC1YsAB79+7FqFGj0LhxY+m16uvrCz8/PzRr1gwSiQSxsbGIjY3F7t27oaGhwUn2C7Cc2ub+/ftYsmQJQkNDsX79elSvXl16fb99+xb79++Hi4sLe8wUUDm167Vr1zBz5kz88ccf6Natm/Qavnr1KrZu3Yr69eujU6dObNcCKHObrlu3Djdu3MDLly/RpUsXNGjQAFWqVMGHDx8wc+ZMvHnzBl26dMnSlvz/WrA9e/YMbm5umDBhAho3boyYmBi8ffsWFy5cQIUKFdCqVSsAwOrVq1G0aFH06NED6urq0gVRqGA5ceIESpcujRo1amD+/PmIiorCP//8g3379mHGjBlITU3FpEmTpCMDEhISMHLkSJibm2PChAlKjp5IeRRKuGXI6CZatGhRVKpUCZqamnkZm0qbP38+/vvvPzRu3BhaWlrYtGkTPDw80L17dxw/fhw+Pj6IioqCjo4ODAwMsHnzZhQrVgwAMG7cOAwdOhSVK1dW8lkQ8L8PjRlf3k6dOoWdO3fi/PnzCAgIgI2NjXTbY8eOYdu2bYiPj8ecOXNgamqqxMjpWzLa8+uk29KlS3H79m2sWrUKNWrUwP379+Hr64uHDx8C+NLjYv369UzMFHBXr17FuHHj8M8//8DOzg6AbII1KCgIN2/exKdPn2BmZgZnZ2d+ESjgMl9vd+7ckZbXqlULwJfr18fHBzdu3JAmzTO3OQC2bwGUuY0CAwPx7t07qKurY+DAgQAAPz8/HDhwAL/99hv++OMPlCpVCrNnz4aBgYF0xWi2a8G1cOFC7Ny5E4MHD0ZUVBRCQkJgYmKCwYMHw8LCAh8+fMCsWbNw584djBs3Di1atFB2yCSnyMhIDB48GH/99RdMTU0RGBiIO3fuQCQS4enTp5g2bRq6desmsw+TqAVTSkqKdJRH48aNceLECWzduhUWFhYAgHnz5iEgIACLFy9G5cqVIRaLMW/ePMTExGDnzp1QV1fP8v+W6FfxQwk3UszZs2cxbdo0LFiwALa2tjh8+DBGjx4NT09P/PXXX9LtLl26hGLFiqFmzZpQU1PD58+fUbRoUSVGTt9y+vRpNGnSBABw+fJl+Pv74927d/Dy8oK1tbV0u//++w+3bt2Ch4cHkzEFVOYv7tHR0YiPj0elSpUAABEREZg9ezbu3LkDf39/1KxZEwkJCUhLS0NcXBzKly8PsVjML3gF3NGjR7FkyRJs374dWlpaMknznD7w84tAwZX5g/ySJUsQHByMlJQUqKuro2PHjhg2bBiAL0k3Pz8/3LhxAz4+PrCyslJm2PQdmdt18eLF2LRpE6ysrHDz5k3UqFEDCxcuROnSpbFu3TqcOnUKly9flv4AHBgYCA0NDX7JK8AOHTqExYsXY9GiRahVqxYuXrwIFxcXmJqawsTEBKNGjYKZmRmio6OxefNmDBs2jO/BBVR2PzB++PAB06ZNw+vXr3H37l04OzujUaNGqFOnDkaNGgU7OzsOIS1kHBwckJCQgLlz56Jt27Yyn3WnTJmCs2fPIi4uDmZmZihatCjWrVsHDQ0Nfn6iXxoTbj/B1/+EAgMDERQUhLVr1+LIkSOYMGGCtHdbfHw8Hjx4IO1xkYFvVAXbo0eP0L59e3Tu3Blz5swBAISEhGDz5s149eoVpk+fjtq1a2fZjz2gCp7MX86WLVuG8+fP49GjR6hfvz7q1q2Lvn374unTp1i8eLF0eGm1atVk6mC7FnxBQUGYOHEiDh06hLJly8r0VD1//jxKly4tXYGWCg9fX19s3rwZS5cuRZUqVbBy5Ups2rQJAwYMgLu7O4AvSbfZs2ejePHinKC7kIiKisKUKVMwcuRIVK1aFe/fv0efPn2go6OD5cuXo2zZsoiLi8PTp08BAJaWllBTU+MPHwXc2bNncf36dYwcORLHjx/HxIkT4e7uDrFYjDlz5qBRo0ZwdXWV9lIF+Hm4IMr8mefJkydQU1ND0aJFUbp0abx//x6vXr2CSCSS+YGje/fuaN26Nfr166essCkXJBIJPn36JF0YLCoqCsuXL88yPc79+/cRFxcHfX19mJmZ8QdoIii4aALlTsY/oT179uD+/fvQ09ND8eLFsXfvXkyYMAHjx4+XTs599epV7N+/H1FRUTJ18MNFwVaxYkXMmzcPwcHB0kUvGjRogJ49e6J8+fKYOXMmrl69mmU/JmUKnoxkm5+fH7Zu3YpBgwbh4MGDiI+Px7///ounT5/C1NQUI0aMQO3ateHo6IgXL17I1MF2LTgyL1KT+felGjVqwNTUFCtXrsSrV6+kbZaSkgJ/f3+cOHHip8dKP+bRo0e4fv065s+fj7p16+L27dvYu3cvOnTogICAACxatAgAUK1aNcyaNQt+fn5KjpjkERAQgP79+yMtLQ3GxsbQ0NBAmTJlsGXLFsTHx2PUqFF48eIFdHV1YW1tDWtra6ipqSE9PZ1f8gqQ7H7fr1evHpydnREbG4vVq1djwIABcHJygqOjI0qXLo07d+7gyJEjMvvz83DBIgiC9P/n8uXLMXz4cLi6uqJz5844deoUjIyMULt2bVhZWSExMRHPnz/HgAEDkJycjF69eik5evqWzJ+fxGIxdHR0cODAAezcuRNVqlTB8OHDZaZvAIDSpUvD3t4e5ubmEIvFkEgkfB+mXx6/FeajlJQU6d9r167FwoULIRaLoa+vj3v37kl/rc2YXDIpKQlbtmyBIAgwMjJSVtikgCJFiqB169aYMWMG9u/fL026OTg4oGfPntDS0kJgYKCSoyR5CIKA9+/f4+zZs5g5cyaaNWuG58+f4/bt2xg8eDBMTU0hkUhgbm6O4cOHY+DAgShXrpyyw6ZsZP4isGPHDixcuBC+vr7SIcIdOnTA/fv3MWfOHJw+fRpHjx7F0KFDER8fDxcXFyVHT7lVpkwZ/Pbbb7CxscGVK1fg6emJMWPGwNvbG61bt8aqVaswffp0AICJiYn0ywAVLF+3SZ06dZCQkIA7d+4gPj5euo2RkZF0TlQXFxe8efNGZj8mZgqOzKuRRkVF4dmzZxAEARoaGjA0NMT79+/x5s0bVK9eHQDw9u1bVK9eHSNGjMCoUaMAgMOCC6DM7bp8+XJs27YNHh4e2LRpE6ytrTF69Gjs2bMHwJf/x3v27MHMmTORnJwsndcrY2VaKlgy91q8ffs2rl+/jsePH0uTZ35+fjAzM4ObmxtCQ0MRHx+PkSNHYtmyZQD+lyDnD9BEAFPO+WDkyJGYOHEiSpcuDQB4+vQp3r59C09PT5ibmwMAXFxcMHPmTMTGxuL06dMoVqwYVq5ciejoaKxYsSLLZO1U8Kxbtw4fPnzA2LFjAXxJurVs2RKCIGDSpEkoUqQIpkyZggYNGkBbWxs1a9ZUcsQkD5FIBE1NTaSkpKBOnTo4fvw43N3dMWHCBHTr1g3Jyck4ePAgrK2tUa1aNelwUg5zKVi+Hhq8bt06NGzYEKdPn8aZM2cwbdo09O3bFyVKlMChQ4cwdOhQWFhYwMjISOaLANu0YMpu2La2tja6d++OokWL4vDhw2jYsCE6deoENTU1lC1bFg4ODggPD5fZl18GCp6MNgkLC0PZsmVhZWUFPz8/9O/fH3PnzsW8efOgp6cHQRBgYGCAjRs3Ys6cOShVqpSSI6fsZP7hY+nSpTh37hyePHkCe3t7WFlZYcCAAdDU1ISxsTFOnDgBiUSCzZs3QywWo2PHjhCJRJymoYC5ePEi6tevL22Te/fu4fLly5g3bx4aNWqE48eP4+rVq7C1tcWUKVMgEong6OiINm3awNjYGE2bNuWQ7wIs8zW7ePFiHDhwABoaGnj16hXGjBmDjh07wtDQEH5+fhg+fDh69+6NSpUqIS0tDfv37wfABDmRDIHy1PDhw4W2bdsKycnJgiAIwsWLFwULCwvB3t5eOH78uMy2q1evFpycnARLS0uhe/fugqurq5CSkiIIgiCkpaX99NhJfp8/fxaWL18u1K5dW/Dz88vymIeHh2BhYSG4u7vLPJaenv4zwyQ5SCSSLGWxsbFCy5YthdGjRwt169YVNm/eLH3s8ePHQt++fYUTJ078zDBJQREREcKQIUOEmzdvCoIgCHFxccKff/4pdO3aVbh165Z0u/DwcCEmJkb6ekhNTVVKvPR9md9HT5w4IWzatEnYunWr8OTJE0EQvrwH//3338KYMWMEQRCEpKQkYdiwYcJ///2XbR1U8Jw7d06wsLAQtmzZIsTFxQmCIAh37twR6tevLwwZMkT4+PGjIAhZ25GfnQouPz8/oX79+sLJkyeFqKgooU+fPkKzZs2EBw8eCILw5TNxp06dhCZNmgh///239PNwdv+jSXn8/f2FNm3aCLt375aWhYeHCxs2bBAkEokQEhIiNGzYUNi0aZMgCILQr18/oU6dOsK///4rUw/fgws+X19foWHDhsLFixcFQRAELy8voWbNmsLChQuF6Oho6XaBgYHC7t27pZ+b+PmJSBZ/VshDb968wcOHD+Hh4QFNTU0cO3YMLVq0wODBg7Fy5UrcunUL9vb20NbWBgAMGDAAnTt3xsePH6GjowMjIyMuX19ACV/1NixSpAj++usvFC9eHL6+vpBIJNJV8IoUKQITExP89ttv+PDhA3tTFGApKSnQ1NQEALx+/Rr6+voQiUTQ1dXFiBEjMHXqVDRu3Bg9e/aERCLB58+fMX/+fADAb7/9pszQSQ4BAQHYtWsXjIyMUKZMGQCAjo4ONm7ciN69e2PWrFkYP348bGxsYGJiIt2Pc44UbBnvo/Pnz8fhw4dRpkwZ6OrqYubMmdi4cSPs7Ozg6OgIT09PJCYmIjIyEunp6WjVqhUA2V/vSfm+/v8KAA0bNkSPHj3g6+sLNTU1tGnTBjVr1sSaNWswcOBATJ48GbNmzYK+vr7MfuyRWvAIgoAPHz7g3LlzmDZtGn7//XeEhITg5s2bmDRpknTkx4ABA9CxY0d8+vQJFStW5GTrBVT79u1x+/Zt7N69G4IgoHPnzjAxMUGHDh0gEomwe/duNG/eXDpdjrGxMUqVKoWDBw+iZ8+e0mud78EFT+bvK+Hh4bh58yamT5+OevXq4dixY9i/fz/atWuHVatWAQB69uyJ0qVLo3PnztI6OHcmUVa8IvJQRqIlODgYQUFBuH79OmxtbTFq1CgkJSVhzZo1qFSpEtq0aYMiRYoAAAwMDGBgYCCtg1/0Cp7M/4Cio6MhEolgYGAAIyMjdOjQARKJBCtXroRIJMLQoUORkJCABw8eoFWrVujSpUuWOkj5/v33X7Ro0UI67Hvp0qU4evQoJBIJmjZtir/++gvt2rXDkydP4OfnBzc3N4jFYsTExODjx4/YvXu3dFJufsEruJo3b461a9ciIiICL1++RMmSJSEIAkqUKIFNmzahb9++mDRpEpYuXSqz0iyv1YJv//792L9/P/z8/GBlZYU9e/bgxIkT0nm8WrVqBbFYjDNnzqBOnToYP348hwkXQJGRkTA2Npbez/y/ctq0aVBTU8OiRYsgCALatWsnTbp17twZlSpVkq48SwVXxjQNycnJsLOzk07TMH78eOk0DQcOHEDt2rVRtWpVlCxZEgA/DxdEEokEZcqUwZQpUzBz5kxp0q1Lly7Q19dHQkICHj16hGbNmkmHjMbHx2POnDmoXbs2p8spwDL/EPXkyROYmpqiTZs2aNSoEa5fvw4vLy+4ubmhV69eKFKkCNavX4/ExES4ublBT09PWg//vxJlxf9kecjAwAA9evTAjBkz8P79eyxatEiaTJs4cSLS0tLg6ekJADJJt8z4Ra9gyfzh39/fH0eOHEFKSgq0tbWxfPlyGBkZoUuXLlBXV8c///yDffv2QSQSQUNDA//88w8A9qYoaE6dOoVNmzbh3r178PDwwNWrV7F9+3ZMmTIF169fx61bt/D48WNMnTpVuhLp3r17oaOjg5o1a8LFxQXq6ur85b2A+TqpLQgCKlasiJ07d6Jz585YunQppk+fjkqVKgEA9PX1sW7dOsydOxdVq1ZVUtSkqOfPn6NNmzawsrLCkSNHMHPmTMycORPt27dHQkICkpOT0blzZzg6OkpfF7xmC5Y///wTFSpUwIoVKwB8mRe1fPnyaNq0KTQ0NAAAU6ZMgSAImDt3LkQiEVq1aoUaNWrg0KFDqFixojLDpxzklFBJTEzE9OnTcfnyZYwfP17aA+r169c4ePAgSpQoIfNezM9NBU/GQjPGxsbw9PTEzJkzsWfPHojFYnTq1Ana2tqoV68eVq9ejdjYWISGhiItLQ2Wlpaci68Ay9wus2fPxrZt23Dx4kX88ccfKFq0KIKDg2FnZ4fu3bsDAPT09FC7dm3cvXsXurq6ygydqFAQCUI263RTrmV8wNiyZQtmz56NqlWrombNmujXrx/MzMyk282aNQuBgYEYP348unTpIh3ORgXb4sWLERgYiDFjxqBKlSoYP348ihcvjlmzZqFmzZpIT0/Ho0ePcPToUejq6uLvv/9mb4oCbNOmTQgKCoKpqSn09fVhamqKTp06AQCCgoKwfft2aGpqYtKkSahcuXKWL+ps14Il84fFFy9e4PPnz6hcuTLU1dUhEokQERGBrl27ombNmpg6dSoqV66c5Ush27RwWbhwIT59+gQHBweMGzdO5gv87t27ERERgYEDB0JLSwtAzkkAUo61a9diz549+O+//6Rlw4cPx4ULF7B48WI4ODhIk27Al4Wmnj9/jt69e6Nr164oXrw4AF63BU3m9+L3799DR0cH6enp0NLSwpEjRzBlyhTY2dnBz88P6enpSE5OxujRo5GcnIy1a9eyLQuJjHaOjIyULgDn6OiIrl27Ij09HYsXL8bDhw9haGiImTNnQkNDg9dqIfDs2TOsWbMGjo6OqFu3LgRBgEQiwZAhQ6Cnp4e5c+dCLBZj2LBhGDBgAGxtbQHw/yvR9zDhlsfev38PiUSCy5cv499//4WJiQlcXV1hamoq3Wb8+PF48+YNNm3apMRISV6XL1/G3Llz4eHhAXt7e5w+fRpjx46Fvr4+UlNTsWLFCtSoUSPLfuxNUfBk/jKwfv16HD9+HE+ePMGECRPQsWNH6XZBQUHYuXMnNDU14e7uLv3VnR8qCp7Mbbp06VIEBQXh06dPKF68OEaNGoV69erBwMAAERERcHJyQs2aNeHh4SHzQwgVXDn1iAgMDMTq1asRGRmJsWPHwtnZGQAQHx+PMWPGoHr16hgzZszPDpfktHXrVqxatQoHDhzA6tWrkZ6eDnd3d4wYMQKXLl3C3Llz0bBhQ+mPkp6enjh79iwsLCykK7lTwSJ8tTL06dOnkZiYCAsLC/Tp0wc2NjZYsWIFli5dit9//x3q6uqIjY2VTtPApEzh8nXS7ePHj+jWrRscHR0BfOnRmPGDBz8PF3wHDx7EkiVLoKOjg9WrV6NEiRLS/73bt2/HtGnT0KRJE7x+/RqCIGDv3r1QV1fn52IiObBfbx5KT0+HkZERSpUqhT///BNdunTB8+fPsWrVKjx58kS63fz587FhwwYAXz6gUMGmoaGBDh06wN7eHufOncOECRMwduxY7NixA2pqapgyZQpu3ryZZT9+uCh4MoZDAEDfvn3RunVraGlpYffu3Xj37p10u7Zt28LJyQlv375FYGCgtJwfKgqWzMkYHx8f7Ny5E+PGjcOpU6dQqlQpLFmyBIcOHUJMTAwqVKiAHTt24Ny5c9ixY4eSIyd5ZG7fEydO4MSJE7h06RIAoEuXLqhWrZp0Ts2IiAg8fvwYo0ePRnR0NEaMGAGA/2MLIkH4v/buM6yK4334+JcuiA0VrNFYghWNGhWNXWOLvYu99y5ib4goTQELRUAUBRHF3nuLiprYjb1FsQCKgNR9XviczcGSmP8vkUNyf94knrN7rtlrmN2Ze2fuUahYsSJly5alU6dOBAcH0717d+BdoKZmzZo4ODhw/PhxYmNjgXeD95UrV6rBNqlX3ZKRkaE+Hzds2MDatWvp0aMHrVq1IiMjg759+3L27FmGDx9OYGAguXLlwtLSkgYNGrB582aMjIxIS0uTYFs28v7y0nz58hEREUFISAhAptnF0h/Wfenp6VhZWXH//n1SUlLQ19cnNTUVgG7durFgwQIKFChA3bp11WBbenq69IuF+Awyw+0foD1ICA8PZ9OmTZQsWZJ+/fphbW390eOEbnv+/Dn58uVj2LBhlCtXjkmTJpGYmMjQoUO5cOEC9evXZ/ny5VldTPGZtNteSEgIW7dupVSpUkyYMEFN2Axw6tQpatWqJe1Ux5w6dQpbW1v139evX2fOnDkMHz6cBg0acOLECcaMGUPZsmW5e/cuY8aMoWXLllhYWPDs2TPy588vA7tsxNXVlXXr1lGwYEFevHhB//79GTVqFACDBw/m6dOn3L17l4oVK2JkZERgYKDMlskGhg0bxrFjx7CxscHT0zPTvXf8+PGcO3eOIkWKkJKSQlJSEtu3b8fAwED6TjrswoULhIeH891336lpGp49e4a3tze7d+8mODiYcuXKyZL+fxHtmW4TJ06kbNmyzJo1SwIx2dDBgwdZsmQJpqameHp6YmVllWl2ova9V2YtCvH5pKX8AzRvffT19enSpQv6+vr4+vpSvHjxTAE36TDqPk2nsGDBgsTExPDw4UN1+2sDAwMsLS3ZsmULX3/9dRaXVPwV2m3Uzs6O9PR0du7cibu7OxMnTqRAgQIAalBHBgO6Izw8nMWLF+Pg4KDuApwrVy66d+9O3bp11YTc9vb2dOvWjZ49exIcHExiYiJdu3bF0tISkM6iLtPcdxVFITo6mgsXLhASEoKJiQmnT5/G0dGRpKQkJk+ejJ+fHzdu3ODp06cUKlSIsmXLoq+vL/Wrw9LS0khMTMTY2JgJEyZw8uRJpk6dysyZMylRogTwLm9qSEgIz549IzU1lQkTJsjO0Dru1KlTzJ49m9evX1O3bl31c0tLSwYPHszNmzc5efIk5cqVIz09PdNyNKlT3fVnSwa1Z7p5enqSN29e2Y00m9HUVePGjUlPTyc4OJgpU6awaNEirKysSE1NxcjIKNO4VZ6vQnw+aS1/0ftvVj/V+dMe0Hfq1AkLCwvq16//JYsq/gbanQULCwvy58/PihUrePXqFTt27CApKYmvv/4afX19GQhkM9pttE+fPujp6bF7925mz57NggULyJs3r3qs1KvuqFKlCu3atWPVqlUoikLnzp0pWrQopqamGBoaEhYWRvPmzencuTMAhQsX5vHjx1y/fj3TblrSWdRN2s/Y169fExsbS+nSpSlVqhQmJiYUK1YMIyMjZs+ejb6+PhMnTsTa2vqD2eNSv7rL0NCQ3Llz4+npCUChQoUIDw/H0dGRGTNmqEE3Ozu7TOdJEFW32dra8uOPP7J27Vq2bdtGrVq11JdXxYsXx8jIiLt37wK/338lIKN73h/nfE4daV5yWFhYAJLvVhdFRkbSoEED8uXL98F32gHSZs2akZGRQUhICFOnTsXR0ZEiRYpkQYmF+PeQKVZ/keYhtHXrVgB1ecOnjtV816hRIwwMDNT18CJ70dSjs7Mz+fLlY9OmTeTMmZPQ0FC1niUok/1ot9HevXtTr149ChQoINuc67BvvvmGnj17Ymtri7+/P+Hh4cC7gHhKSgqxsbHkyJEjU2d/2bJluLi4SO6nbEDzjPXw8KB///7Y29tz4cIFXr16BYCxsTFt27Zl7ty5rF69GkdHx0/+htBt6enpALRu3ZquXbuSmprKggULuH//PsAHfSsJtukuTV2OGTOGPn368PjxYwIDA3n9+jUAycnJJCUlZXqRJXSPoijq/TM0NJTZs2ezcuVKrl+/rn7/qfM07fPs2bMy1tExXbt2ZevWreTJk+eTx2j3j5o3b07v3r15/vw5AQEBX6qYQvxrSQ63/4PY2FhatmxJhw4dmDJlyh8eq/2WJzk5GRMTky9RRPEPi42NVafNy1t33fOxt6t/9MZV+42u5jjJE6Tbbt++zbp16zhx4gSDBg1SZ7TZ29tz9uxZvv/+e27evEl8fDxbt26V3E867v3cp8uWLaNnz57Ex8cTFBREt27dsLe3V3etTElJYcOGDezevZs1a9bIbIpsSvu+vHPnTjZu3Eh8fDxeXl4UKlQoi0sn/grtNuzh4cGOHTswMzOjSpUqxMXFcfv2bbZs2YKRkVEWl1R8zPv1FxYWRuXKlXn58iWpqalMmzYNW1vbD/pS2v9ev349c+fOZdOmTVSoUCFLrkNkdvr0aebMmUNgYCCFChXi+fPnmfJlvk+7Ps+cOUP16tVlQoEQ/yMZeXyG99+y5syZk5EjR3Lz5k0uXLjwyfO0b1ohISGMHDmSlJSUf7Ss4vN9ambipz6H39/u5cuXT4JtOkp7t7SkpCS1zWmCaB+jWQ6hOS49PV0CMzrkY/VWunRpNW+bv7+/uvPo4sWLqVOnDvHx8RQvXpzIyEgJtmUDmro5ffq0mnx7yJAhTJw4EXd3d0JDQ3F1dVXbs7GxMd27d1eDbfLuMHvSrrtWrVrx448/UqVKFTXXosg+tGeMjx8/no4dO/LkyRMePnyIra0tO3fuVHcjFbpHcw++c+cOCQkJ+Pn54efnx5w5cyhfvjzTp0/n1KlTmdqs9jgnNDQUDw8PlixZIsE2HWJgYMDdu3d58OABc+bMYdSoUX84FtWu35o1a0qwTYi/gcxw+ws2bdpEjRo1+Oqrr3j69CmjR4/GxsaGmTNnfnDs+w8hV1dX5s+fT8uWLb90scVHaA++7969S0ZGBjlz5lTfqH8qH5t2vWqSiArd5OPjw5EjR8iVKxf16tWjV69ewMfrVrted+3aRcGCBalRo8YXL7P4kHZbPXfuHAkJCZiamvLdd98B8OuvvxIWFsaJEyfo378/3bp1AzLne5LAuO5TFIXffvuNJk2aADBlyhT69++vfr9//37Gjx+PnZ0d48ePzzRbXPIF6Z6/WicfO16C5NnT+zOlzp49S61atRg0aBA5c+aU9qrDdu/ezcKFC8mXLx++vr5q4PvatWsEBARw/vx5HB0dsbW1zdSXCg0NxcXFBScnJ5o3b56VlyA+wsPDg6CgIIyMjAgNDaVMmTJ/eLx2G7137x4FCxYkZ86cX6KoQvwrSU/mM506dYpp06YxYMAANm7ciJ6eHnPnzmX9+vXs3bs307HvB9tcXFxYsGCBBNt0hHaOCg8PD8aMGUOXLl0YMWKEmg9Isxva++dp6jUwMBA7Ozt5U6tDtGdBBQYGEhAQQM2aNcmdOzdLly5l0aJFwId5F7XrNSwsjPHjx8tMVB2h3Vbd3d2ZPn06M2bMwM3NjYkTJwLvcrp17dqV77//nuDgYFavXg38nu9JO7eM0F16enoULVqU0NBQTE1N+emnn/jtt9/U75s2bcqSJUsICgoiNDT0g3OFbtHUia+vL35+fp91/PvP0z+abS501/sz3WrUqMGxY8fw8vIiNjZW2qsOeX/ORZ48ebC2tub+/fu8fPlS/bx8+fIMHDiQ7777jqFDh3L58mU12BYSEoKHh4cE23SM9hjG3Nyc5ORkkpOTiYmJ+cPztPvEa9asYcKECWouRiHE/42MQj7h/Tertra21KpViytXrnDx4kUOHTrE999/z7hx41izZg3W1tbqzlrag3d546N7tAcCmtmH8O4tzrJly4iNjcXNzQ0DAwP1wfN+EHXlypVMnz5dBvI6Qru9/vLLL+TIkQMXFxfq16/PmzdvqFmzJnPnzgXezZzR7Cqrr6//wUxUT09P6tSpk2XXIn6n3VYjIiLw8vKicuXKeHt74+Pjw+vXr/Hz88Pa2pquXbvy6tUrLl68mKm9yuAu+8jIyKBq1ar4+fnRr18/vLy8GDduHFZWVgA0adKEtWvXUrVq1awtqPgsycnJnDx5klq1av3psdqB8b1799KgQQPJeasj/mim4ae+09fXV1cBTJgwgeTkZC5fvixLv3WM5vm4ZcsWMjIy6NChA3p6eiQnJzN16lScnJzU5aHlypXDzs6O4sWLU758eQCuX7/OggULcHV1lXGOjtEERIOCgrC0tGTTpk1ERkYyaNAgvLy8aNCgwQfnvD/W8fT0ZM6cORQuXPiLll2Ifx1F/KFr164p0dHRiqIoysWLF5Vx48YpgYGByq5du5T69esrzZs3V+rXr68EBwcr6enp6nmbN29WrK2tlT179mRV0cUfSExMVIYPH674+/urnyUnJyuHDx9WbG1tFT8/P/XzjIwM9f/Xr1+vVKtWTdm9e/cXLa/4OAcHB+Xt27fqv6OiohRra2ulRo0ayk8//aR+npiYqGzYsEGpVKmSsnjx4g9+R+pVd927d08ZMGCAcvjwYUVRFOXIkSNK1apVlTlz5igNGzZUhg4dqh774MED9T6s3W5F9qGpv9OnTysVK1ZUpk6dqjx9+vSD41JTU7900cSf0O4DaTg5OSmDBw9WUlNTlbS0tI+ep91WQ0NDFWtra+XkyZP/WDnF59Ou09DQUMXBwUGZOXOmEhwc/IfnadfpkSNHlMePHysxMTH/WDnF/11KSooydOhQpWfPnupnx44dU4YOHap07NhRuXr16kfP07TnO3fufJFyis/z/li0fPnyypUrV5SMjAwlKSlJmTVrllK5cmW1T/Wx8zR9YhnDCvH3kCWln6AoClFRUXTt2pWlS5dy9OhRKleuTMGCBYmPj6dFixaEh4dTvXp1nj9/zunTp9W3fCkpKaSkpLBy5Up++OGHLL4S8TH6+vrcu3ePhw8fqp8ZGxtja2tLw4YNuXr1KvDhckOZsag7Hjx4QHx8fKa360WKFGHcuHGkpaURFRWlfm5qakqbNm2YPXs2q1atIiQkRP1u9erVshxCh5UoUYI2bdpQoUIFzp8/z4wZM3BwcGD27Nk0bNiQw4cP06lTJwCKFy+uLmeSmW3Zk6b+atasSUBAANu3b2fevHkfLIOR2cW6R3Mv1iwHTktLw9zcnMTERAwNDT+aF1W7rWpScHh5eWFra/tFyy4+TlOnLi4uLFmyBD09PV6+fImbmxtjx45V0y/8UZqGIUOG8ODBA/Lly/flL0B8QLuuUlJSMDIywsnJiVu3bqkrPr7//nt69+6NpaUls2fP5uLFix/8jqY9f/3111+m4OKzaNrsoUOHSEtLw9HRkQoVKqCnp0eOHDmYNm0aHTp0YOzYsRw9evSD87Tz8ckYVoi/SRYH/HTKx2ZEbN26VZk+fbpia2urrFq1Stm/f79St25d5eDBg4qiKEpCQoISFRX1wZvblJSUL1Jm8ecuX76sPHjwQFEURZk7d66yb98+RVEUxd3dXenbt6/yyy+/ZDrew8ND6dWrV6Y6lBmLum3Dhg1KQkKCoiiKEh0drXh5eSk2NjZKYGBgpuMSEhKUgwcPqrNj4uLilHr16inbtm370kUWH/GpGTAaHh4eir29vTqrcdWqVcrIkSOV6dOn/+m5Iut9bAbUnx177Ngxxc7O7i+dK74s7bo5c+aMUrlyZaVRo0ZK/fr1ld69eysVK1ZUli5dqpw9e1a5ffu2kpyc/MFvyCxj3fXLL78o9erVU2eNp6enK+fOnVPq1KmjTJo0KdOx768IqF69uvSbdFRAQIDi5eWlXL9+XVEURYmIiFA6dOiQaebTyZMnlW7duinTpk3LqmKK/4MHDx4o5cuXV6ytrZWAgABFUTK3zbdv3ypz585VrK2tlQsXLqif79ixQ6lcubK0WSH+ZrJL6f+nnYfixYsXJCUlUbx4cQDevHnD4cOHmTdvHs2bN1fzUCxdulTN2waf3tlSZA1FUXj06BGdO3emY8eOxMfHs3nzZiIiIihXrhxRUVHMnTsXGxsbOnToQI0aNYiPj2fUqFF89dVXzJ8/H3j3t7F//36MjY1p2LBh1l6UADK/QY+JiaFNmzZYWFiwYcMGTE1NefbsGeHh4QQEBDB69Gj69ev3wW+kpKRgbGzMmzdvMDc3/8JXILQlJydnytd06NAhnj17RrFixfjqq6/Ue/G4ceN4+PAhERERpKamMmHCBKpXr67Wr9yDs4fr169Trly5P92F8v36lPrVPdHR0WqOvVOnTlG8eHHMzMxISEjgl19+ITY2lgULFlCoUCGMjIyIjo4mf/78tG/fnrFjxwIQHBzMsmXL1D6WyFrvt8sjR44wa9Ystm3bRu7cudXn79GjR5k8eTJLlizB1tY203mya6Vui4mJoWfPnkRHR1OsWDGGDx9O5cqVcXFxoXjx4owYMULdlfLSpUtUrFhRdgzWYcp7O/+mpqZy6tQp5s2bR4kSJfDz81Nnj2vq8e3bt4SEhNC3b191xvidO3d4+vSp5DEW4m8mATcy36g8PT3Zv38/MTExWFhYMHDgQBo0aEDevHl5+PAh/v7+XL16lUuXLrFgwQJ1KZPQXXv27GHGjBm8ffsWLy8vGjZsqNb5kSNH8PLyIiEhASMjI4yMjEhJSWHTpk0YGRmpx/3ZwFB8Odp1oQnUXL9+ncmTJ2NoaMi6devUoNvGjRsJCgqib9++jBw5MotLLj5mzJgxVKxYkT59+mBqaoqLiwvr1q2jWLFiPH36lHLlytGpUyfat2/PkSNHcHR0xMzMDENDQ96+fcuWLVswNDT8oMMpdFNUVBS9evVi69atfPPNN394rNx3dVtUVBRubm7Y29uze/duwsPD2bVrlxqAg3cBuaFDhzJr1iwqVqzIpUuXiIuLo2HDhhgaGnLv3j369+/PpEmTaN26dRZejQCIjY1Vl35evHgRGxsb7ty5Q5cuXXB2dqZZs2bqsY8ePaJHjx7MnDkz09Kz1atXs3z5cgmg6pD3n48pKSmEhoZy7NgxGjRowPLly+nZsycPHz7k4MGD+Pj4UK1atUy/Ifdj3fR+EC0jIwMzMzMAjh49ysSJE6lfvz5ubm4fHK+RlpaGvr6+1K8Q/5D/fBIU7YfQypUrCQkJYfr06RQoUICIiAj8/f2Jjo6ma9euFC9eHHt7e27fvs3OnTtp165dFpde/BHNQyVv3ryYmZlhZGTEmTNnKFGihJpzokGDBhQpUoSHDx9y7tw5ihUrRpcuXTA0NCQtLU196yMPId2g3VFYs2YNGRkZtGjRgnLlyuHq6srEiRPp0aMH69atw9LSks6dO5OQkMC5c+ckIKOjihYtiqenJ2ZmZpQvX56TJ0/i7+9PtWrVuHTpEmFhYQQHB5MrVy4aNmzItGnTOHHiBKampowdOxZDQ0OZ+ZSNWFtbU6dOHQ4fPsw333zzyUGcoijq5xs3bsTExIQ2bdp86eKKP5CRkUG+fPmYOHEiCQkJbNmyBSsrq0x1amVlhampKSdPnqRatWrUqFEj0/mFChUiJCSEIkWKZNVliP/vxIkTbNq0iQkTJhAYGEhkZCR79+7FwsKC77//noiICMzNzdX8erlz5yZv3rxqTjBFUXj27BmrV69m5syZEmzTIZq+z6ZNmyhcuDC2tra0b9+eTZs2kZaWxtatW/H398fQ0JD4+HgmT57Mhg0byJ8/v/ob0g/WPdr3Wl9fXy5evMj169dp0aIF9erVUwNtkyZNYuLEibi5uaGvr/9Bf1hyogrxz/rPznB7+PChukwpPT2dhIQEBg8eTNu2bbGzs1OPW7x4Mfv378fJySlTR1FDOygjdFd6ejp79+5l4cKFNG/eHDs7O0qWLPmHx8sAXnctXryYzZs3Y29vT926dbG0tATg119/ZezYsZiamrJ27VrMzMyIjY0lb9686OnpSdBNh2jXxfLly1m+fDndu3fn1atXLF68WP3uxo0beHl5YWRkhIeHxwe/I/dg3fWpYJqzszNHjx5l586dwIezL7T/HRoayqJFi3BxcaFp06ZfpuDis7m6uuLv70+lSpWYMmUK3333HfCuDjVB0wkTJqCnp6fOsBC6aceOHfj5+ZGens6zZ88IDQ1VX07+9NNP+Pj48PbtW+rXr8/XX39NWFgYsbGxREREZOovaVaICN3y5MkTFi1axJ49exg5ciQ9e/bk1atXjBkzhqlTp1KjRg1u3rzJggULSE9PZ/369RJkyybc3d0JCwtj+vTppKSksH79elJTUwkKCiJv3rycOHGCSZMmUblyZfz9/bO6uEL85/wn76RTp05lwYIFXLlyBXi3046enh6JiYmZdhoFsLe3J1++fJl2NdQmAz3dpnnzamBgQMuWLZkwYQJ79uwhLCyMO3fuADBw4ECOHTuW6TwJtumu8PBwtm7dSmBgIB06dMDS0pKUlBRiY2P55ptv8Pb2JiUlhRYtWpCcnEy+fPkk2KaDNEu1AUaMGMHIkSNZu3Yt58+fJzo6Wj3O2tqaZs2asXfvXh49evTB78g9WHdpnqf37t3jzZs36uea3Q19fHwA/jDY5urqirOzswTbdIym7VatWhV3d3eKFCmCl5eXuuudnp6eWv8lS5YkNTUVeFe/Qje1bt2a8uXLc/PmTb799ttM39WuXZvRo0dTtWpV1qxZQ2BgICYmJoSHh2NgYEB6erp6rATbdIP2bqQAhQsXxsPDg0WLFrF161amTJnC7t276dy5M8ePHycxMZGKFSuybt06Ndj2/m8I3XPr1i2OHDnCsmXLaNu2LUWLFuXWrVv07dsXCwsL9PX1qVevHgsWLEBRFKlTIbLAf26k0r17dx49eoSVlRXBwcH06tWLypUrkytXLiwsLNi5cyc9evTA2NhYTapevnz5TIMFkX1oOvyaQVz79u2Bd7n6rl27xps3b3j58iW1a9fOwlKKT+nRowfDhg2jQYMG6mePHj2iVq1alCtXjvv373PmzBmCg4PJkycPTZs2pV+/fixevJjAwMBMwRgJtuke7SS+w4cPx9TUFGdnZyIjI+nevTt58+YF3g3Yv/rqK9LS0rK2wOIv2717N05OTpQqVYphw4bxzTffYGFhQbNmzbhy5QqpqakYGRmpx2vaaVhYmCRd12GaZ6smEFqgQAGCgoLw9/dHT0+PevXqAbB//37q1KkjOTR1nGZWf6VKlShXrhw7duxgxYoV9O3bl4oVK6IoCtWqVaNatWqMHDkSRVEwNzdHT09PZhnrIO3ZxRcuXCAmJoaCBQtSqlQp2rZtS6lSpTh06BDbtm3jyZMn6rJhTbL89xPsC92Vnp5OUlISNjY27N27lylTpuDg4ECnTp1ISkriwIED1KlTh6ZNm6r3a6lbIb6s/9QT0svLi6SkJI4fP86xY8dYuXIloaGhZGRkUKVKFRwcHBgwYIC6zl0zy+n69etUqlQpi0sv/hfaM5zat29Pnjx5+OWXX0hOTmbixIkf5GwTWe/t27e0atVKzRcD7zoJKSkp3Llzh4ULF3Lu3DmKFClCrVq10NfXJyIiglatWlG+fHlcXFwAWR6s67Q79v369SMxMZElS5YQHx9Po0aNyJs3L56enpibm/PVV19ldXHFn7h9+zbFixfH2NiYkJAQGjVqhIODAz/99BNjxoyhRo0aNGnShB9++AE7OztOnjyZKaAOsHbtWtzc3Fi0aFGmZOxC92ieqzVr1kRPT4/Vq1ezbNky7t69y7Fjx7h79y779u2TzYd0nOYZqUmpUqBAAQICAli9ejX9+/enfPnywLs8b3Xr1lXPUxRF+k06SNPOFi9ezJ49e0hKSiJ37tzkyJEDHx8fKlWqRMmSJWndujWLFy/m8OHDrFu3LtPulNJWdY/mfquZKay5r5qamhIeHs6SJUuYNGkSPXr0AODatWscOHCAUqVKZZp5KnUrxJf1n8rh5uzszE8//URkZCR+fn7s3bsXPT09SpYsSb9+/ahQoQL79+9n1qxZ5MuXjyJFivD69Wvi4+PZunWrdCp01F9ZKvipYyXYpttWrFhBgQIF6NKlCy9fvsTV1ZVHjx7xww8/ULt2bcqWLcvBgwfx9fVlxYoV6i5rIvvQHoyvXLmSJUuWYGBgQOvWrUlISGDJkiUYGRnJoF2HXbp0ienTp9OlSxfu37/P2rVrOXDgAEWLFgXg1KlTXLhwgaCgIKpVq8aJEydo0KABixYtwszMDD09PZ4/f46joyPNmzenVatWWXxF4nNoP1cvXLjAxo0buXjxIlZWVqxYsSLTjt8i6/1RXWjfX3fu3ElgYCDFihWjefPmREREcP/+ffbs2SN1mQ2Ehobi4eHB8uXLKVKkCHfv3mXlypXcu3ePiIgIChYsqB67c+dOmjdvLi8ndZh223z/RfLo0aPZt28f48ePZ+jQocC7l9ZjxoxBX1+f5cuXS79JiCz0nwi4aToXUVFRzJo1CwMDA54+fcqBAwc4efIkfn5+lCpVikGDBmFtbU10dDSBgYEAmJmZMWLECJkBlQ0EBARQq1YtKlas+KezmjR/ExkZGejp6UnnUYelpqayaNEi1q5di7OzM+3btyc1NZWUlBRy5swJvMu5OHr0aLVjIfWZPWl3KNeuXYujoyPe3t40adJEli5lAxkZGTg6OrJ3714SEhIICgqiSpUqHywbjY2NJTw8nDNnzhAVFcXWrVvV2YuKohAXFydBcx3xuQFu7SBOYmIiycnJ5MmTB319fWm3OkS77/OpetWuy7179xIaGspvv/1GwYIFCQgIkACqDjp79mymDUsAHB0dSU9PZ86cOepx9+7dY9q0aVhaWuLq6oqenl6mvrK0Vd2k3d6CgoI4ffo0OXPmpFSpUowYMYK4uDjGjx/PzZs36dOnDykpKURFRfHixQs2b94sLyuFyGL/iYCbtoEDB3LixAm+//57daeWbdu2ERgYSOnSpenbt+9Hl4/KsjTdN3DgQGJiYggLC8PY2PiTHULtz6Ojo7GysvrSRRV/UUJCAn5+fvj4+ODs7Ey7du0AePPmDbt27WLfvn08efKETZs2Sccim9Ouu40bN9K+fXsMDQ1lgKfDtHek3LRpE87OzhQsWJBu3brRsWNHzM3N1Weo5r+a+uzfvz/58+fHxcVF/Q2hGx4/fqzOTgwKCqJGjRqflV5Duw3LvVh3uLq68vbtW6ZNm/anObq077fPnj0jOTmZokWLSgBVB23fvp1JkyaxePFi2rZtq34+ZcoU7t69y4YNGzId7+vry44dOwgJCcHc3PxLF1f8RdptccWKFfj5+dGhQwfi4uI4evQoVatWZcmSJRgaGrJgwQJu375Njhw5+Prrr3FwcJAJI0LogP9ULyguLg4jIyNGjx7NkydPmDBhAgBt2rShf//+3L17l5CQEM6fP//BuRJs0y0f22Vn/PjxmJubs379enXm2vu0H1zBwcG0bNmSmJiYf7y84n+TM2dOBg8ezODBg3FwcGD79u3qd1evXqVgwYLqW7y0tDQZ4OmQT+2I9al3Pdo7o3Xu3BlDQ0NSU1Ml2KajNPdUfX19Xr58SePGjdm4cSO1atViy5YthIaGkpiYqD5DNf/V1P/333/PmzdvMu1qKbLe1atXadKkCUePHmXBggWsWLGCXLly/el52kHT1NRUqVMdkZSURHx8PJcuXcLT01MNtn3q/qydJ8rS0pLixYurx8vAXbc0bNiQYcOGMXXqVCIjI9XP69SpQ2pqKjt27CAlJUX9/OuvvwbeLTkUuk/T9/n55595/PgxXl5ezJw5Ezc3N4KCgrh58yb29vaYmJgwb948fH198ff3Z8aMGRJsE0JH/Kd6Qnnz5mXZsmWMGDGC/v37c+3aNSZOnAi8C7r169eP06dPc+rUqSwuqfgzmk68j48PGzdu5PXr11SoUIHKlSuzf/9+4uLigMyDfe1gW2hoKMuWLWP+/PmyhX02kTNnToYOHcrgwYOxt7dn69atmJubM2XKFBwdHTE0NCQ9PV06FjpEewZFVFQUJ0+e5NmzZ8DvyX4/Rju4pnlRInSP9ouNgwcPMmLECO7du8dXX32Fg4MDFStWZNeuXYSFhZGcnAzAwoULiY6OVv8unjx5wr1790hISMiy6xAfqlChAkOHDmXs2LFEREQQHBxMiRIl/vAc7WdsWFgYYWFhsrOwDlAUBVNTUyZNmkTNmjU5efIkS5cu/ayg2/vfSQBVt2h2ix01ahSjRo3CwcGBvXv3AtCoUSMsLS0JDQ1l06ZNvHr1iufPnxMaGkrhwoXJnz9/FpdefK79+/cze/ZsTp48iaWlJfCu7itWrIiLiwtRUVHs27cPQM2HqjlG+sRCZL3/3JPTwMAAPT09WrVqxaBBg7h69aoadPvxxx+ZP38+w4YNy+JSis9x9+5dvLy81Dc6u3btYsKECbx48YKlS5cC7zqHmuVO2sE2FxcX5s2bR+vWrbPyEsRf9H7Q7dixY+TIkUN9Gy8zUXWLZnC2aNEiJkyYwPDhwxk7diwhISGfHOxpt9WQkBAGDBhAfHz8Fy+7+GPawdRjx46xZ88ebt++jZeXF+fPn8fY2JiZM2dSsWJFduzYwdSpUxk4cCCRkZHqQC86Opq4uDhcXV3VfIwia2nPPC1cuDBJSUmkpKTw22+//el52sG2OXPmYGlpKYM9HaAJnOXKlYshQ4ZQs2ZNTp069adBN+3Zihs2bODgwYNfuujiD7zf5jTB7TFjxrBlyxZy587NwoULsbCwICQkhPr16zNo0CBevnyJl5fXH770ErqlYMGClChRgmfPnnHy5Eng9xeTJUqUwNzcnNevX2f6/P3/F0Jknf9cDjdtiYmJ7N69m4CAAKysrFi1apX6neRs0z0fyzeydOlS/P39GT16NGfOnCF//vx8//33LFq0iHnz5tG4ceNMx4eGhuLm5qbugieypzdv3rB9+3Z1yaHQLdoDgdOnT7No0SKmT5+Oubk5AQEB3L9/nyZNmjBw4MBMuYTeD4y7uroyf/58WrZsmZWXI/6As7MzBw4coGnTprx8+ZKTJ09ibW3NsGHD+O6770hNTcXPz4+7d++SkZGBs7NzpqTrb9++JUeOHFl9GYLMz9hXr16RJ08eoqOjCQkJITAwkMWLF9OyZcsP8ilqn6d5oeXs7EyzZs2y5DrE7z6W+/L169f4+Phw9uxZbG1tGTt27Ac53bTP27BhA7NmzcLLy0vqVAd5eHgQERHB5MmTiYuL4/z58+zZswcnJyc6duxIYmIi0dHRXLx4kXz58lG3bl0MDAxkqWE2c+vWLTw9PXnw4AH9+vWjffv2ACQnJ9OuXTv69OlDz549s7aQQoiP+k8H3OBd0G3z5s2cP38eFxcXmS6fDRw5cgRjY2NsbW0BGDduHIULF6Zv375MmzaNuLg47t+/T82aNVmwYIG6ZPTAgQOMHDkST09Pfvjhh6y8BPH/fSyI+leT40unUXft37+fI0eOkC9fPjVn5uvXr3Fzc+PGjRuZgm7a9agZtDs5OUlgXIddvHiRUaNG4ebmpu6Qt3v3btatW4ehoSFjxoyhatWqKIpCRkaG+hJL2qzu0b4Xr1ixgrt379KjRw++/fZb4F1gNSQkBDc3N/X5uWjRItq2bUv58uWBd7NsFi9eLO1WR2jX6evXr8mRIweKomBiYkJcXBy+vr5ERUVlCrqlp6ejr6//wYoACaDqptjYWAYMGEDPnj3p0qULAC9fvsTf35/AwEDc3Nw+upJDJhVkT9euXcPX15cLFy7QtGlTChUqxPnz57l9+zY7duyQ56oQOuo/H10yMzOjc+fOuLq6/mEuC5H1FEXh8ePHLFq0CG9vb9zc3ABo3Lgx8fHxKIpCQEAAPXr04JtvviE+Pp58+fKp5xcpUoQ1a9ZIsE1HaA8Gbty4wS+//AL8+RR47TYaExMjHQwd9ebNG1avXs3WrVu5ffu2+nnu3LmZOHEi5cqV4+DBg2oCb+1gm6urqwzaswEDAwPevn2baeDWokULunbtytmzZ1m6dClRUVHo6empO5NKThndpLkXu7i4sHr1apo0aaLuUArg4OBA9+7dGTduHIsWLaJnz54cOXKEsmXLAhAYGIirqysLFy6UdqsDtJ+vvr6+jB8/nk6dOrFkyRKuX79O3rx5GTJkCDVq1OCnn37Cy8tLDYprL1PUvPiQYJtueH+ORHJyMg8fPszUb8qfPz99+/alQoUK2Nvbs2nTpg9+R4Jt2VP58uUZOnQoNjY2bNy4kWPHjtGwYUN2796t5jEWQuie/3zADcDExETNASUz3HSLdnBFT0+PokWL4unpSbt27di0aRMDBgxAURRu3LhBWFgYAF26dMHLy4vg4OBMOSrKly+vzsIQWU/T1hYvXszAgQMZOHAg7dq14/Tp05l21NKm3UbDw8NxdHTk1atXX6zM4tM0AwHNf83NzXF1daVRo0bcunWLjRs3qsfmzp2bCRMmULhwYWJiYtTBws6dO5kzZ44E27KJHDlyYGFhwcOHD4Hf6/7HH3+kdOnSxMfH4+Pjw7lz54B393DJKaO7Dh48yI4dOwgKCqJ58+YULFiQ2NhYfv75ZwCmT5/O6NGjuXHjBkWKFGHLli1q8PTy5cvMmDFDXmjpCM1z0sPDg1WrVtGyZUs6derEhQsXmDNnDpcvX1aDbt999x3btm0jPDxcPT8oKEgCqDpIc//cs2cPiYmJFCpUSA24aOdZLFSoEGXKlOGrr75i48aNn9wVXGQ/5cqVY+TIkTRu3BhjY+NMmyTIGFYI3fSfX1IqdJf2G9rr168THx9P8eLFsbS0RF9fn9jYWCZNmoSZmRm//fYbV65cwdvbm6ZNm370N4Ru0K6TQ4cOsXjxYhwcHLC0tMTJyYlnz54xZcoUvv/+e4yNjdXz3k8QvGDBAtzd3TPVt8ga2nX6/PlzTE1NSU9PJ0+ePPz22284OjoSHx9Pp06d1LwjAAkJCZiamqKvr09KSgqHDh3C3NycunXrZtGViL9qxowZ7N+/H29vb6pXr46enh4vX75k7ty5VKtWjePHj2NgYMCAAQOoVatWVhdX/IFdu3bh6+vLunXrePLkCbt27SIiIoKMjAyKFi1KSEgI8G72qrm5OQApKSmZ7tNCd+zfvx93d3ecnZ2xsbHh+PHjDB8+nFKlSmFgYMD8+fOpWLEisbGx7Nq1i27dumFgYEBSUhLjxo3jxx9/pE2bNll9GeI9d+7cYeLEiXTo0IE+ffqwdetW1q1bh42NDYMGDcLS0pLExEQmTpxIt27daNCggbzo+Be6fPkyq1at4sWLF7Rv355OnTpldZGEEJ8gATehk7SDK66urmzfvp309HQSEhJo3bo1HTt25Ntvv0VRFDZt2kRUVBSbN2+mV69ezJgxI4tLLz7H1q1befr0Kfr6+gwaNEj9fNCgQTx8+DBT0E0734gmp8zChQtlNoUO0G6r3t7eHD16lNevX5MnTx7GjBlD3bp1efLkCfPnz/9o0A3ItFOeBMizB+26GjNmDKdPn6Zjx44ULFiQw4cPk5GRwdq1azl+/Dje3t5YWlqyePFi2SBBR2i3W83/79u3D09PTwoWLMitW7eoU6cOFStWpHjx4syYMQMXFxc1d+r7vyF0z88//8zOnTuZNm0ahw4dwsHBgQkTJlCoUCGmTp1KsWLFmDJlCtWrV1fP0TxrJZCqO97Pt/b27VucnJx48OABK1euJEeOHPj5+XHgwAFiY2OpXLkyt27dAiAiIgIDAwN5tuqoT9XLn+XY05x348YNNb2Ou7u7+iJECKFbJOAmdI72AygkJARvb2/c3d0pU6YMx44dY/PmzeTLl48hQ4ZQqVIlAFJTU9m1axetWrWS/EDZQEZGBo0aNSI6OpquXbsyb968TN8PHjyYR48eMWbMGJo0aaJ2/NevX4+bmxsLFiyQZS46xtvbmzVr1jB9+nRevXrFlStX2LZtG05OTrRr147Hjx+zcOFC7t27h729PfXr18/qIov/kXbAxdPTk0uXLvHy5UuKFCmCm5sbJiYmABw/fpxSpUpRpEiRrCyu+P+0n7GpqalkZGSodbVp0ybu3r1L+fLlqVmzJgUKFODRo0eMHj2auXPnYmNjk5VFF5/wqYF7bGwspqamDBkyhNq1azNixAgyMjLo3r07z58/p3bt2ixcuFCCp9nAoUOHKFy4MOXKleP169e0atWKpk2bMmfOHODdjuA///wzv/76KwUKFGDSpEkYGRnJBgk66v2dgB8/foypqSndunUjX758n9xcSDNs19PT48GDBzx+/JhSpUphZWX1RcsvhPh8EnATOuPYsWPUq1cPeLeLnYGBARMmTMDCwoKZM2eqx+3fvx9PT09at27N0KFDP+hoyg54uk3TyUhLS6N37948ffoUd3d3qlSpkqkeO3XqxFdffYWHhwcA27ZtY/r06bi4uEiwLYu9P/shLi6OoUOH0rVrV3VZQ3p6Ol5eXvj6+rJhwwYqVarEo0ePCAsLY9y4cTIA+JfQvv+mpKSQlpaGqakpenp6MktGB2nX1+rVqzl16hSJiYl8++23jB8/Hvj9Hp2ens6bN2+YMmWKugmKtFvdo12nDx8+JC0tja+//lr9/tGjR/To0YPp06fTokULnj9/jpOTEy1btqRp06Yy8ykbOHLkCEOHDiV//vxMnjyZ9u3bc+TIEVxcXBg2bBg//vijeqz234P0h3WTdh25uLgQERFBmTJliImJIT09neDgYKysrD6oP+0g3Zo1a3BxcSEyMpJSpUplyXUIIT6PPGWFTli7di2Ojo7qxgfaD5iEhAQAdfedpk2bUq9ePcLCwkhJSfmgsyidC92mCbYZGhoSHByMubk5s2bN4vLly5kS+0ZERKhT5dPS0nj69Cne3t4SbMtiffv2xdfXN9Nnb9++5datW5iamgK/b26h2QVvx44dpKamUqxYMSZOnIiBgYHspqXDPvYe7lPv5vT19dXvjIyM1ATOiqJIsE3HaG864+bmhr+/P+XKlaNly5b4+Pgwd+5cXr9+jZ6eHsnJyYSEhDBhwgSePXtGYGCgtFsdpalTV1dXBgwYQOfOnRkzZgw3btxAURRy585NmTJl2Lx5Mzt37sTBwYHY2Fg12Ka9OZXQDe/XSd26dWnatClWVlZ4eXmxcOFCbty4Qa1atbh06RIvXrxQ78PafWLpD+smTR3FxMQQHx9PUFAQwcHBuLm5YWlpSadOnYiOjsbQ0JC0tDQgc7AtNDQUb29vnJ2dJdgmRDYgATeR5YKDgylevDjVq1cnMjJSDbrp6elRunRp9u3bx+3btzO9WS9ZsiRFihSRnZeyKU0nwsjISN2yfvr06R8E3fT19dXg3MCBA2UZog4YP348Q4YMAVA7goUKFaJmzZrs2LEj066jZmZmmJmZER8fj5GRUabfkZkyuikjI0Otv5iYGJKTkwHUGU8fowmwac5LT0+X5Wk6RLOTs6ZO9u3bx969e/H09GTcuHEUL14cQ0NDwsPDmTVrFvHx8ZiYmJArVy6+/fZbNmzYgJGRkTrzXOgG7fa4fft2du3axfjx41m0aBGXL1/G0dGRixcvkjt3brp06cLbt29xd3dHURT8/Pwkb6YO09TJvXv3gHd9pkaNGlGnTh2mTp1Knjx5OH/+PJs2bWLnzp1cvHhR7rnZzKZNm2jZsiW3bt0iX7586OvrU758eebMmcPXX39N586defbsGYaGhqSmpmYKtrm4uDBv3jxatWqVxVchhPgc8pQVWap///6EhITQoEEDBg8eTMmSJdm4cSPr1q0DYNSoUVSuXJnBgwdz8eJFXrx4QWJiIjt27MDCwkLNOyOyn/eDbvr6+gwdOpQ7d+58cBzIdue6ICMjg6pVq2JsbIyvry+TJk0iMTERgIYNG/LixQuCgoJ48+aNuqQwISGB/PnzZ3HJxefStDMvLy/69OnD4MGDWbJkCcAnZzhpB9s2b97M3r17ZdaMjli0aBFubm5ER0cD74LkKSkp2NnZ8e2333LkyBHGjx/P7Nmz8ff3Z9++fbi6upKYmEiHDh0YNWoUhoaGpKeny2wZHZGUlAT8/tLiyJEj/PbbbwwZMkTN6xUWFsaLFy9YtGgRV69epVWrVvj6+rJmzRr8/f3VAKo8V3XX2bNnadGiBYsXL+batWu0adOGq1evcunSJUaMGMH06dOpX78+z58/V19Ui+yjYMGCfPPNN9y8eVN9IakoCqVLl2bOnDmULl2a+vXrExsbq34fGhqKu7s7Tk5OstpDiGxEcriJLHP9+nUmTZqEl5cXX3/9Nb/++itFihRhwYIF3L17l7Zt29KzZ09evXrF5MmTOX/+PHnz5sXMzEzdndTIyEiS/eqgv1InmhlsqampTJ8+nYULF8osCh2XkZHBsWPHGDlyJB06dGD+/PnAu40TDh06xNu3b7GxseH27dskJCSwZcsWGaxnI5GRkbi7uzN06FBu3rzJqVOnqFChgppPUTsJt3ZbDwsLY/bs2SxfvpzGjRtnWfnF71xcXDh16hR16tShd+/eWFlZ8ebNG+Li4jA3N2fQoEH88MMPDBkyhMePH2NnZ8fTp08ZMmQIEyZMyOrii/eMGTOG1q1b07x5czIyMoiLi6NOnToAjBgxgjFjxqjHPn/+nL59+2JhYcHYsWOpUaOG2lZlZpvu+Vi/adeuXaxevRojIyOaN29O48aN6d69O9OnT1cDLvv27aNx48bSb9JhH2tvqamp/Pzzz8ydOxd9fX3Wr19Pzpw51e9v3LjBhg0bmDZtGgYGBkRFRdGrVy+WLl0qwTYhshkJuIksExcXR+vWrWnSpAm5c+fG39+fS5cu8fDhQ/z8/Lhz5w4dO3akW7duAOzZs0d9s9umTRsMDAwkIawO0u40vn79mty5c//pOe/XY2pq6gdLEEXWOXPmDIaGhlSrVg1nZ2e++uorevbsycmTJxkxYgQtW7Zk4cKFwLsdKU+dOsWzZ88oVKgQY8eOVWfIyIBAN70/GNi8eTN6enq0b9+exMREDh8+jIuLCzY2NixduhT4fWOb95e5LFy4kB9++CFLrkP8Tvs+vGLFCvbu3asG3QoVKgTA7du3GTFihFq3L168wNPTk65du1K+fHlprzrmzZs3hIaG0qdPH4yNjUlOTsbExIR79+7Ru3dvihYtipOTU6acTi9evKB169a0bt2aWbNmZWHpxR/Rvgdr6lXz2a+//sqpU6fw8fHB2toaU1NTTE1NmTx5stqWQTZI0FXadXv+/Hnevn1Ljhw5qFatGgDnzp1jwYIFwLuNELSDbu+7evUqFSpU+OcLLYT4W0nATWQJzQPozJkz9O/fHxMTE7Zt20bRokWBd3krfHx8uHPnDu3ataNnz54f/IYM4HWPdsciJCSEW7du0a9fP0qUKPGH58ksRd0VHR2Nvb09hoaG5M2bl927dxMREUG5cuUAOHHiBCNHjqRly5Y4Ojp+dOaTDAR0l3Y9RUZGkpSUxM6dO2nevDm9evUC3m2KcfDgQVxdXalSpYo6001DE2yTZS66Rft+vHz5cvbt20edOnXo06cPVlZWPH36lObNm9OtWzcaN26Mn58fKSkpBAcHZ9rcRmS95s2bU7VqVRYtWgS8G5hnZGTQtm1b8uXLx+3bt+nWrRs1atRg2rRpfPXVV2rbjouLI1euXNJf0lHa7XTNmjWcO3eOpKQkatWqRdeuXTE3Nyc1NZW4uDhmzpzJpUuXePnyJT4+PjRo0CCLSy8+1+LFi9m2bRsmJiY8fvyYFi1a0KtXL6pXr05UVBQLFy5ET0+PoKAgzM3NM50r4x0hsjeZTy6yhKZzcfPmTQwMDEhNTWXVqlXq9yVLlmTo0KGUKlWK7du3ExgY+MFvyMNHt2h3Gm/dusXZs2fZsWMHoaGhPH78+JPnaQ/4161bp77pE7rBysqK4cOHc+fOHXbv3s2CBQsoV64cGRkZZGRkULduXZYtW8bu3buZM2eOuquwdgBVBu26Sbvtubu7M2fOHMLCwrh16xZ79+5VNzDJkSMHjRs3xt7env3796s53QACAwPx8PBg4cKFEmzTMdo7UI4YMYJmzZpx8uRJgoODefLkCYUKFcLJyYnw8HDmzp1LQkICAQEB6iYY0m51g6+vL8bGxmqwDd6l5Fi9ejX79u0jNjaW0qVLExYWRlRUFE5OTjx8+FBt23nz5pUdZnWY9i6zy5Yto3z58hQvXpzt27cze/ZsddOhggULsnLlSuzt7enRowd169bN4pKLzxUWFkZkZCReXl6Ehoaydu1aHjx4gL+/P9euXaNGjRrY29sTExPz0T6wjHeEyN4k4CayVOnSpYmMjMTDw4NNmzZlWvKgCbrly5ePu3fvyo6kOk7TaVy4cCFjxowhV65cVK5cmcDAQFavXs3Dhw8/OOf9bc7d3NyoXr36Fy23+DjtpPd58+alUKFCVKpUid27dxMVFYW+vj76+vqkp6erQbfw8HBCQkKysNTir9C0vWfPnvHrr78SGhpKQEAArq6u3Llzh+HDh6vH5siRgwYNGuDr68vo0aOBdzMX9+7dy/Tp02UZqY76VNBt7dq1PHv2jNatW7Nnzx6WLVvGunXr1GT6MuNYd5iYmJCUlERKSgpLlizB09OTBQsWULduXfz9/dmzZ0+moNuFCxeYPHmyulGGhgzaddfWrVvZv38/fn5+DB06FFtbW27evMnFixeZMmUKb968UY9t164ds2fPVjeeErrvypUr2NraUrVqVfLnz0/16tWZO3cut27dIiIiAoDq1avj7e2No6NjFpdWCPF3kyWlQie8ffuW/fv3M2PGDNq2bcu8efPU754+fYqlpSX6+vqy9FDHHT9+nAkTJhAQEEClSpUAWL9+Pe7u7rRr145+/fpRrFgxIPMU+dDQUFxdXVmwYIHMktEB2rMVz549S6FChShYsCAXLlzA398fPT09hg0bRo0aNTKdd/nyZcqVKyczY7KR1atXExISQuHChXF1daVgwYJkZGQQFRXFhAkTqFy5MitWrPjgvJSUFIyNjWWpSzbxseWl33//Pd27d1dTObx/nMh6iqJw4cIFli1bxuPHj4mOjmbbtm3qc3T69OmcPXuWAQMG0KJFC/LmzcuNGzdYvHgxfn5+Upc6SrudZWRkcPDgQaKionBwcODAgQNMmzaNUaNGoa+vj4eHBw0aNGD27NmflRNX6A7NmGXixImkpqbi6elJenq6OoM4PDwcV1dXduzYQYECBdTz5LkqxL+LPImFTsiRIwfNmjXD0dGRbdu2MXv2bPW7QoUKqW/pJdimW7RnQcG7GS/m5ubky5dP/a5Hjx6MGTOGtWvXsn79enWmm6YzERYWhouLiwTbdISiKOpAwM3NDXt7e6KiotDT08PW1pbevXujKAp+fn6cPXsWeDdzZvPmzVSqVEneuuu499ts7dq10dfX5/Lly7x69Qp4Nyvqu+++w8PDgytXrtC9e/cPfsfY2BiQWTPZxfsz3Zo3b86WLVs4fPjwB8cJ3aGnp0e1atUwMDDgwYMHVKpUiVy5cqnfL1iwgO+++47AwED27t1LTEwM1tbWrFq1KlOdC92iaWcrV64kIiKCpk2bMmDAAOLi4lixYgUDBw6kd+/etGzZknz58nHs2LGPvvgQuk0zZmnQoAF79+7l1KlTGBgYqM9NExMTihcvjpmZWabz5LkqxL+L9KyEzjAxMeGHH37A0dGRsLAw/Pz8Mn0vAwHdo6mTJ0+eqJ/FxsYSHx+Pvr4+b9++BaB169bkz5+frVu3EhkZSXJyMvAu2DZv3jzJ/6RDNB1Ef39/IiIicHd3p2nTppiYmADQsGFDevfujZ6eHlOmTKFDhw5cu3aNH3/8Uf0NmeGmuzRt9tKlS8TGxmJtbc2yZcvIlSsXjo6OxMTEAO/+DmrUqMHChQvJmzevDNz/BbQDMMOGDWPChAkfDaYK3ZGWlkZsbCwGBgaMHTsWAwMDpkyZkumZu2DBAmrWrMmiRYs4f/48gJqCQ/pNukU7j962bdtYs2YN5cuXB8DS0pLHjx/z7NkzNT/b69evqVixIo6OjkyePDlLyiz+dy1btqRr166MGDGCAwcOEBMTQ1xcHFu3bqVAgQKYmppmdRGFEP8gWVIq/lH/lyWgycnJREVFUatWLRm4ZwPbtm1j8eLFHDt2DHg3kLtx4wYbN24kf/78wLudLleuXImlpSXe3t6sW7eOKlWqsGTJEipWrEizZs2y8hLEe5KTkxkxYgR16tRh4MCB6ufauxZevnyZa9euER0dzbBhw9SZbdJmdd/p06fp27cvU6dOpX379uTJk4dbt24xYMAAypYti4uLCxYWFkDme7gsN9Q9n6qTP3r2vr9cSZYvZR+RkZFERERgbm7OrFmzKFy4sPqdr68vAwcOlLrUQW/fviVHjhzqvw8fPszVq1cxNzenT58+ahu8f/8+o0ePplq1anTq1ImlS5diamqKp6cnenp60lazsSdPnhAUFERISAhWVlYYGRmRI0cOwsPDMTIykuerEP9iEnAT/xjth8ebN28+2Ob6c0jnQvfFxMTQrVs3evXqRd++fbl16xZz587l9u3b2NvbY2RkxKZNmwBYtWoVzZo1o02bNowZM4bExMQPptKLrBcTE0OrVq1wcHCgffv2mdpycnIycXFxWFlZZTpH2mr2snjxYjZv3syIESNo06YNefPm5datWwwcOJCyZcvi7OycKaeM0D3a7fLYsWMkJSWRkJBAhw4d/vA87WBcXFwcefPm/aeLKv5H2vdXTdAtV65czJw5M1PQ7f1jRdabO3cuJUqUoHPnzpibmxMTE0OdOnUAGDBgAPb29uqxKSkpBAUFsWXLFuLj4ylatCjBwcESkPkXuXDhAtHR0RgaGtKoUSMMDAzkZaUQ/3Jy5xb/CO2OwcqVK5k+fTrPnj37rPM0kpOTpdOoY96Pz6enp2NmZkbt2rU5d+4c8G7n2UWLFtG0aVM8PT3x9PQkLS1NzT+SM2dOdYAgwbas97F3LhYWFlSsWJF9+/bx+vVrdTdSeLfb1rp163j9+nWmc6St6ibt+tW+v9rb29OpUye8vLzYtm0br169okyZMgQEBHDy5El8fX2zorjiL9A8Y11cXJgzZw4BAQEsX76cDh06cOnSpY+eox1sCwoKol+/fpl2QBS6ycDAQG2/7du3p3PnziQkJDBhwgRevnz5wbFCd7x48YL169ezc+dOXr16hYWFBXv27MHS0pJTp07x66+/qscaGxvTr18/AgICWLlyJSEhIerOwRJs0z3az9eUlJTPOufbb7+lRYsWNG3aFAMDA9LT0yXYJsS/nNy9xT9C0zFYvHgxISEh1KlTh9TU1D88RztZe0hICH5+fp/9ABNfhmag9vTpU+Bdxz5Hjhx06dKF/fv3s23bNvT09ChSpAjz5s1j/fr1hIeHs3r1aoyNjfHw8OD169fUrl07Ky9D/H/aG5E8ffqU27dvq4G0Fi1a8PDhQwIDA9Xgd1JSEr6+vly5ciVT4m6huzT1GxAQwM6dOzPdUydNmkSXLl1wcXFh27ZtxMbGUrp0afbu3cuUKVOyqsjiLwgNDWXz5s14e3sTGhrK+PHjuXbtWqYgmmZQqB1sCw0NVZOz/19mn4svT7NTO0C7du1o2bIl5cuXJ1++fFlcMvExmgCpl5cXNWvWJCAggF27dhEbG0uJEiUICgri0aNHuLu78+DBA/U8Y2NjrKysqFChgvqySwIyuklzP/X19WXLli3AhxsTvU/ThjUvMSWQKsS/n9zBxT/m0KFDbN26leXLl2NjYwNAYmIiL1++JH/+/JlmN2kPBMLCwli4cCEuLi7qTnhCd4SHhxMWFsZ3333HyJEjMTIywsbGBjs7O7Zv346trS0WFhbo6+tjaWmJnp4e169fZ/369ezZs4eAgACKFy+e1Zfxn6cd4F6yZAknT57k5s2b1KpVi0qVKjFq1CgeP37M0aNH2b17N6VLl+a3334jNTWVTZs2oaen93/K0SiyRlRUFCdOnMDExIQGDRqo99bJkydz+/Zt/P39SUxMpGfPnhQrVgyQpWnZwYMHD+jRowfly5dn586dzJo1i9mzZ2Nra0tSUhKmpqYf5H4KDQ3FxcUFJycn2axGB/yV+6j2fVd7wwtZbqjbRo8ezcSJEwkJCUFPT48WLVpQqlQpQkND6datG05OTkyfPv2jfSO5B+u+3377jYiICFq1akXOnDk/eZx2W3/48CElS5aUPpQQ/wHydBZ/m/eXpkVHR1OiRAlsbGy4du0aK1eupEOHDnTu3JmlS5eqM2nef+u+ePFi3N3dadmy5Re/BvGh99/W2djY0Lx5c/bv30+PHj3w9PTk6dOnNG7cmHv37hEdHa3uhqep1zx58lCzZk3CwsKoUKFCVlyGeI+mblasWEFoaCjjxo1j9+7dGBsbExAQwN27dxk7diyTJk2iWbNm5M+fnxYtWrB582Z1iYt0FHXTx5YJL1++nBYtWuDg4MChQ4cyzXQrUqQIxsbGREVFZRosyEBPt3xs5sS1a9dIS0vj3LlzTJ8+nYkTJ9KjRw8yMjLw8fFh3bp1wO91uWHDBgm26RDt5+T77fZTKZb19PRIS0v74HeEbtEEQB0dHbG3t8fAwID4+HhcXV3ZvXs3cXFxlC5dmrCwMC5cuMDkyZOJjo7O4lKLv0J7xqm5uTkXLlwAPt4etcc6a9eupWXLlpl2GxZC/IspQvwN0tPT1f+Pj49XFEVRfvrpJ8Xa2loZO3as0qBBA2XSpEnKhg0blPXr1yuVKlVSbty4kek3QkNDlWrVqim7d+/+omUXn6Zdr8ePH1f27NmjnDx5UlEURUlJSVG8vb2Vfv36KdWrV1dWr16t1KhRQ+nTp4+Slpb2wW9lZGR8sXKLT9PUQ0ZGhhIbG6v06dNH2bVrl6Io7+q4atWqyoYNGzId+76P1a/QDdptNiEhQYmNjc30/YQJE5Rq1aopu3btUl68eKF+dvXq1Ux/G0K3aNfr5cuXlSdPniiKoijbtm1T2rVrp1SsWFFtt4ry7jk8ePBgxcPDQ/0sMjJSsba2Vvbu3fvFyi0+TbudrV27Vpk0aZLi4+Oj/PLLLx895mOf7d+/P9PfhtAtO3bsUGrUqKFcu3ZN7RuPHz9eqVevnhIaGqrExcUpiqIo169fVwYMGCB1qeO02977/aA+ffooAwcO/NPz1q9fr9SsWVPZsWPHP1NIIYTOkSWl4n+mvZTBz8+Pa9euMXXqVGrVqoWXlxc7d+5k3Lhx2NraYmVlRWxsLBs3bsw0wyIwMBAvLy+cnZ354YcfsupShBZFa8mhm5sbW7ZswcLCgjt37tC8eXMmT57MyJEjSUlJITQ0lMOHD5OUlERqaupHl7bIbKisp91WExISMDY2JiEhgdKlS3PgwAEmTZqEvb09Xbp0ISUlhS1btlCmTBm+/fbbTL8jM5900/ub1Zw5c4br16/TpUsX6tWrR40aNXBzc8PBwQFHR0cKFSpEWloaycnJfPPNN+jp6cnSNB2kfS92d3fnzJkzdO3albZt21KuXDmsrKzQ09NTc3ndu3cPJycnYmJiGDVqlPo7pUqVwsfHhwYNGmTJdYjMNM9EHx8fAgICqFu3Lhs2bOD06dN06dKFFi1afLB0X3kv/cbs2bMJDg6mZs2aWXYd4tNiY2MpWrQoxYoVU9OouLu7M2rUKDw8PNDT06NJkyZYW1uzatUqQJYH6zJN29u4cSM3b95k0KBBFChQAD09PSZNmsSkSZM4dOgQjRo1Us9R3lvFIzOMhfjvkYCb+J9pb5Cwbds2Ro8eTVJSEgDNmjWjUaNGGBoakpqaSlJSEvb29piYmGRaWvjs2TPmzJkjwTYdoukg+Pn5sXnzZjUX39q1a3F0dCQpKYnJkydTokQJ+vTpQ9OmTXn06BHVq1eXgbuO0tTH/PnzSU9PZ8iQIcC7pM6nT59m8uTJ9OjRA3iXk2TPnj3kzZs3q4or/iJN/Xp4eBAeHs6YMWPo2LEjS5cu5ddffyUhIYEGDRrg7OxMWFgYz58/JyUlhTFjxqi7pUkwVfdo7sXLli1jw4YNeHh4ULFiRQwNDSlTpgzDhg3Dx8eHuXPnMmfOHAoUKICpqSnr16/H0NBQrdfKlStn8ZUI+DCg8uTJEzw9PalVqxYXL15k1apVrFmzhoyMDFq1aqU+T/X09DIN3F1dXfH09JRgmw7LyMjg1atXmJiYoK+vr+ZVHDlyJN26dWPp0qVYWFjQtGlTNTAj/Sbdo91mMzIyuHr1KlevXqVVq1Z0796dmjVrYmtri6WlJRcvXqRRo0ZqfWra7Pr16/Hw8JBgmxD/QXqK8okkEUL8Bfv27WPevHksW7ZM3SAhOTmZFy9eUKRIETIyMti0aRORkZEkJSURFham5oGS3Zd0V3R0NB4eHtSvX59WrVqxd+9eZsyYgZ2dHWvXrsXW1pYxY8ZQpkyZTOfJwF23aL9hvXfvHkOHDmXBggXUqFGDI0eOMHr0aOrVq8eyZctQFIWEhAQmTJjA27dvCQwMlLrMRo4cOcLChQtxdnamatWq/PLLL/To0YPixYtTtGhRBg4cSN26dT84T+7FuktRFKKjoxk1ahQDBgygVatW6neageCzZ8948eIFN27coHjx4nz77bcYGBhIveoY7YF7VFQUZmZmrFixgjFjxlC2bFkALl++jJ+fHy9fvqRXr160aNEi02/ILJnsIz4+njZt2mBjY4Onp6f6+S+//EJ4eDiWlpaMHDlSnrHZxJ49e6hYsaK6sdDatWu5cOECBw8exM7Ojrt373Lq1CnCw8MpXbq0et7x48cZNGgQS5culTYrxH+Q9MLE3+LRo0eULFkSGxsbrl+/zrFjx4iIiCA6Opp+/frRt29fcufOTbVq1Rg7diyGhoYyEMgG8ubNS5MmTahVqxaXLl3C2dmZUaNG0adPH3Lnzs2iRYt49eoVzs7OFC5cWD1POo+64fXr1+TOnTvT0qXffvuNOnXqUK1aNRRFoX79+kyePJkFCxYwZMgQMjIySE5O5tWrV0RERMjMp2ymQIECdO/enapVq3LkyBEmT56Mk5MTpUuXpk+fPgQHB5OYmEizZs0ynSf3Yt2lmSURHR1Njhw5Mn2nr69PcnIyABUqVMg0czw9PV3qVYdoLw12dnYmIiICgKSkJGrXrq0G3CpVqsTgwYMJCAjA09OTPHnyYGtrC8CaNWvw9vaWYFs2oCgKuXLlYu7cuUybNo3BgwczevRoFEXB29ubQoUKMWbMGEBeUuo6RVF48eIF48ePp2HDhowfP56yZcvSq1cvOnbsiJ2dHQEBAcTFxZGYmMjBgwcpXbq0Wq9FixYlNDSUqlWrZvWlCCGygPTExF+mfGQL+9KlS7N48WLGjRvH5cuXqVKlCn379kVPT485c+bQrl07mjdvrnYQZSCQPZiYmNCwYUOMjIw4deoUZcuWpUOHDgAYGRnRtm1bYmJisLKyyuKSiveNGDGCAgUKMG/ePABSU1OJiYkhLCyM6tWrZ1q20rt3b8qXL8/u3bsBKF68OHZ2dhIYz4ZKlSpF4cKFSUhIIDAwkAEDBtC+fXsAvv76ay5fvky5cuU+CLgJ3fGxZ2xaWhppaWk8fvxY/bemXV6/fp1z587RpUsXcuXKpZ4jA3jdoV2nDx484MSJE/j7+xMXF8fu3bsJCgoiR44cdOrUCXgXdOvTpw9HjhxRl4zeuXMHHx8fZs2aJcG2bEBT37a2tixduhRHR0dGjBiBoaEhlpaWLF++XD1W2qru0W6zenp6FCxYkNDQUEaOHIm3tzcjRozA2toaMzMzqlWrRrly5Xjz5g3u7u6sX7+evn37YmxsDLx79goh/rtkFCX+Eu3lEHFxceTIkQM9PT3q16+Ps7Mzu3btYvjw4dja2lKkSBGePn2KjY0N6enpmX5HOhfZh2ZQd/fuXeLj49HT0yM5OZnjx4/Ttm1bdXmT5GzTLVOnTlUDoW/fviVHjhyMHDmSvHnz4unpSXh4OF26dEFRFBRFoUaNGmr+PQ0JjGc/pqammJqaEhMTw/Pnz8mfPz/wbmmTtbU1w4cPp0mTJllcSvEp2vfRly9fkjdvXjIyMihatCg9e/bE2dmZ4sWL07BhQwBSUlLw9PSkYMGCmJubZ2HJxR/R3FcDAgK4cuUKtWvXpkqVKgBqQn0/Pz8ANehWtWpVdUZMRkYGhQsXJjQ0VF3OJrIHY2NjatSoQWRkJNevX0dPT4+yZcuir68vL7R0mKbNJiYmYmZmhqIo2NjYsHz5coYNG8ayZcsypVQxNTXFzMyM2bNn0759e/bs2UObNm2y8hKEEDpC7vLis2kvh1ixYgUnT57k+fPnWFtb07t3b9q1a0erVq0wMjIiPT2dpKQkZs2ahYmJibzdycY0nY5u3brRq1cvevToQUpKCsbGxpk2uZBgm244ffo0NjY2FC9eHICgoCC2b9+Or68vFhYW9OnTR22bOXLkUDuEmsCbdsBNAuPZV0pKCjlz5uTcuXOkpKRw6NAh3rx5Q9OmTdHT05MlTDpKcx9dtmwZBw4cwNjYmEaNGtGzZ08GDRrE8+fPGTZsGJ07dwbg/v37xMXFsXLlyg92tBRZ7/2doZ89e8bBgwepUaOGekzp0qXp2bMn8C4g9/btW+zs7DL9jr6+PqamphJs0xF/tZ1p/g7KlSunfiYvtHSfj48PN2/eZMqUKRQsWBBFUahcuTI+Pj706dMHPT09daab5u/B1NQUY2NjUlNTs7j0QghdISNk8dk0D5OlS5cSFBREu3bt+PHHH9HX16d///4cOnQIIyMjEhMT2bZtG4MHD+bFixcEBASgr69PRkZGFl+B+F9UrVqVsLAwGjduTOfOndm8ebO65FDohvDwcPr27cuePXvUvE62trb89ttv2NvbExMTQ86cORk2bBiDBg1iypQpbN++Xc0RJUHTf49ChQoxZMgQ7t69y4YNG8jIyGDNmjVqUEaCbbpFe/+qTZs2ERwcTLdu3ShSpAiHDh1i3rx5pKWlMW/ePBYuXMiLFy94/fo1FSpUYPPmzeomRBJs0y2ae+rbt2/JmTMnffv2ZcCAARw7dox169apx5UuXRo7OzsqVKjA+fPnkf3MdJdmx1jgg3r6VL3p6+t/9rEi67w/TildujTbt2/H29ub58+fqzsGV6pUiQkTJnDgwAE8PDx4+PChes6xY8e4efOmOoNVCCFkl1Lxp7Tf5D179oxhw4YxePBgWrZsCcCLFy/w9fVVBwlfffUV+/bt4/bt24wbN07yQP2LSb3qHkdHRzZu3MicOXP44YcfMDMz4/bt2/Tv358yZcrg5uZGvnz5SExMxMfHBx8fH1atWvXRnSuFbtHMktA8tj8VXNG+Z8fExGBgYKBuniFtVredOnWKkydPUqFCBfUZu379erZs2ULRokWZMWMG+fLlU5eJa8iMRd21YcMGfHx8CA8Px8LCgmfPnhESEkJwcDBTpkyhe/fu6rGPHz+mcOHCajuXAKpu0a6TkJAQfv75Z8qWLUvt2rWxsbH54JiPnXfgwAEaNWokL7h0jPY99P79+xgbG1O4cGEuXrxI9+7d6dSpE6NHj8bS0hJ4166PHz9OSkoKy5cvV+vz8ePHKIois1GFECq524s/pP0m7+XLlxgbG3Pr1q1MHfsCBQrQt29fvvnmG86cOYO5uTktWrRg0qRJGBoayrT5fzGpV92RkpICwIwZM+jcuTPz589n//79JCQkULp0aQICArh16xYTJ04kNjYWMzMzBg8ezOzZs6lVq1YWl158Du3ZMpploR+jmcUG73YazpMnj/qZtFndYW9vz+XLl9V/nzlzBicnJzZt2kTOnDnVz7t27Uq7du347bffcHR0JCYmJlOwTWYs6rYaNWpgZGTEkCFDiImJwdLSkp49e9KnTx9cXFzYsGGDemzRokXVFQESbNM92jt+e3p6kp6ezoYNG1i6dKm66ZD2/RcyB9vCwsIYOXIkUVFRX77w4qPWrVvH1atX1Xuoi4sLw4YNo3379vTs2ZPY2Fg2bdpEREQE3t7e/PzzzyQkJHD48GFatGjBypUr0dfXV5/HRYsWlWCbECITCbiJP6QZ4Lm5ueHs7ExGRga1atXi1KlTxMXFqccVLVoUAwMD7t27B7zLYaAhAwEh/lmKoqi7YW3YsAFra2sSEhJwdnZm3759JCUlUaZMGQIDA7l9+zaTJk3i5cuXmJub06NHD1karOO0l7ns3buXZs2aERsbi4GBwZ8G3TT38FevXskAXofcuHGDAgUKYG1trX5WsWJFmjVrhoGBAZs3b+bt27fAu2dot27daN++PZcvXyYkJCTTb0m96o73l6QpikKpUqXw9fUlOTmZQYMGqTt7a4Jus2bNYv/+/ZnOk9lPuuX9en3y5Amenp64u7vj7u6Oubk5a9asYefOnQDq0kPtYFtoaCguLi54enqqO8+KrPXw4UN8fHxYv349Dx48YN++fWzZsoWJEyfi4OBAlSpVGDZsGDdv3iQyMpJjx44xduxY2rRpw6NHj9TdvuWlhxDij8gTXXyU9tu5U6dOcfjwYfr06YOFhQXVq1cnKiqKbdu28ebNGwCSkpJIS0ujUKFCWVVkIf6zNB16T09PXF1dMTU1ZdasWXz33XfMnj2bPXv2kJSUpM50O3XqFCtXrsz0GzLzSTdpJ13fs2cPV65c4cWLFwwdOlRdLvqxoJv2QG/dunV4eXmp92uR9aytrZk8eTJGRkaEhYVx9OhRcubMyZAhQ+jatSsPHz5kyZIlai5GfX19unTpwuTJkxkxYkQWl158iqatagdeFEXhq6++wtvbm5SUFAYPHqwG3bp27crcuXPVXWeF7tG+B0dFRXH16lVevnyJhYUFADY2NgwePJgCBQqwbt06daabvr7+B8G2BQsWZNpsSmSt4sWLs3LlSq5cucKaNWs4fvw4gwYNomnTpnTo0IGRI0cydepUpk+fTkJCAmvXrmXGjBmMGTNGcmcKIT6b5HATfygyMpLLly+jKAozZ85UP3d0dOT06dPkyZOHb775hmvXrhEfH09kZKQM3IXIArGxsfTu3Rs7Ozt69Oihfj5r1iy2bt3K3LlzadKkCebm5jx69IjChQvLG9lsZNGiRRw4cIB27dpx9+5dzp8/j5mZGcHBwVhYWGTKP/P+EiZHR0dcXFxo0aJFVl6C+P+0B/BPnz5l+vTpPH36lJkzZ1K7dm2SkpLw9fXlxIkTVKtWjfHjx2NiYpLpNyRnm+56+vQpTZs2pVatWqxatQr4vU1eu3aNPn36UKVKFZydnSlQoIB6nuRX1D3a91JnZ2ciIiKAdy+Zp06dmmk32cuXLxMQEMD169eZOXMmtra2AKxZswZvb2/mzZtH8+bNv/xFiD915coVZs2axcOHD+nXr1+mlxqvXr3CwcGBIkWKZBoHgdyHhRCfR2a4iUzej7/u37+ftWvXcu3aNTVHFLzLEzVkyBDKlSvH06dPsbGxUYNtn1riJIT4ZyiKgqIoJCYmkjt3buD3nG7z5s3D2tqapUuXsmPHDpKTkylWrNgfLkcUuuXKlSvs2LGDOXPmMHLkSFxdXZk3b56666H2TLf3lzAtXrwYNzc3CbbpCO1gm2ZW+MiRI7G2tsbJyYlTp05hamrK4MGD+f777/n555+ZN29epucvSKoGXfL+csNChQoRFBTErVu3GDRoEPD7LOTChQtTsmRJjh8/jqura6bzJNimW7TvpQ8ePODEiRP4+/vj6upKmzZtCAoKUgNwAJUqVaJPnz40b95cXTJ6584dfHx8mDVrlgTbdFjFihVxcnLC3Nyc/fv3c/XqVfW7PHnyYGFhwYMHDz44T+7DQojPIQE3odLuXGzbto3IyEi8vb3p2bMnd+7cYdOmTSQmJqrHt2nThhkzZuDl5cXUqVPVPFDyABLiy9LT08PCwoIyZcqwZs0aMjIyMDY2Ji0tjfT0dIoVK0ZKSgo7duzINFNG2mr2kJCQwOvXr7GyslI/q127NoMGDeLhw4eZlpdqBv+hoaG4urri5OQkS5h0hHawzd/fH29vb+Li4qhWrRp2dnaUKlWKhQsXcurUKXVTExsbG/T19TEyMsri0ouP0a7TkydPsm/fPo4cOUKNGjVwc3Pj5s2batAN3uW3LVu2LJGRkSxYsCCrii0+g6Y/HBAQwNKlS6lduzZVqlShQYMGDBo0iPr16+Pn55cp6Fa1alXGjh2r3osLFy5MaGgorVu3zqrLEJ/J2tqa5cuXk56ezurVq7l27RoAb9684fbt25IyRwjxfyav0wSQudN48+ZNAgICyMjIIHfu3MyaNYvExESCgoLIkSMHLVq0IEeOHOo52oN2eUMrxJenaYuDBg3CycmJcePG4enpiaGhIRkZGaSlpREYGEiZMmWAzMF1oVu060ZTr19//TVfffUVR48epWTJkhgYGGBoaIitrS2lSpXi+fPnDB06lFWrVpE7d27Wr1+vBttkVoXu0DxjFy9ezNatWxk+fLiao6169eoArF69GmdnZ6ZOnUrt2rWZOHEixsbGahJ2SaavO7Q3JXFzc2PLli1YWFhw584d2rRpw6BBg3Bzc8Pe3p727dvTuHFjzpw5Q1paGt988426s6G8+NAt2u0sISGBZ8+ecfDgQWrUqKEeU7p0aXr27Am8C8i9ffs20/JSeNfeTU1NZcfKbKRcuXIsXLiQyZMnM3jwYCpVqoSxsTHJycnMmjULkP6TEOKvk56bAH4fCCxatAgvLy9MTEx4+vQpTk5O7N27F2dnZ2xsbPD19WXv3r0kJSVJx18IHaFpi1WrVqV///7cvXuXJk2aMHHiRDp16sSNGzcoVaqUOmiXzqJuer9uNDvH5smTh8qVK7Nnzx727dunfp+amkqxYsUYM2YM6enpbN++HYCXL1+ycOFCCbbpoMjISCIjI/H398fOzg4rKyuSkpJ48+YN1atXZ8SIEXz99ddMmjSJy5cvY2Ji8sGOs0I3aNqqn58fmzdvxtvbm8jISOzt7YmIiGDp0qVYWloSHByMlZUV58+fJ2/evKxZswZ9fX0yMjIk2KaDNO3s7du36rL9AQMGcOzYMdatW6ceV7p0aezs7KhQoQLnz5//ICWLyJ4qVKiAh4cHZmZmPH78mMaNG7Nx40bZIEEI8X8mmyYI1aZNm1i4cCFBQUHqEjQHBwfi4uIYPnw4TZs2xcHBgYMHD+Lm5ka9evWyushCiP9P89Y1NTWV3377jdDQUBISEjAxMWHKlClqfkUZ4Okm7VkVQUFBXLhwgYcPH9KsWTM6duxI7ty5GT9+PM+fP+ebb76hWrVqbNmyBSMjI3x8fOjUqRPfffed+hZe6CZfX19u3LiBm5sbt2/f5vjx46xfv56cOXPSrFkzhg0bxunTp/npp58YNWqUtFcdFx0djYeHB/Xr16dVq1bs3buXGTNmYGdnx5o1a7C1tWXGjBlYWVmRmpqqLg2WDRJ024YNG/Dx8SE8PBwLCwuePXtGSEgIwcHBTJkyhe7du6vHPn78mMKFC6Ovry+zn/5FLl68yMaNG5k7d67MMBZC/E8k4CZUHh4enD17lrVr1wLv3vJFR0czevRoXrx4wbRp02jatCnLly9n8ODBklNGiC/k/Y7e/yVwJgO87MHNzY0NGzbQqVMnddaajY0NY8aMoWTJkgQFBXHy5EnevHlD4cKF8fDwwMTEhMGDB1OrVi0GDhwIIIM+HRUYGMiiRYsYNGgQBw4coGzZslSqVIknT55w8uRJ1q1bR/78+dXjJUiu25KTkzl69Ci1atXi/v37jB07ln79+tGnTx+1rr/77jtcXFzUHFASlNF9d+7cYcSIEZibm+Pr64uFhQXR0dGsW7eOtWvXMmXKFLp27ZrpHAnI/Pto2qrUrRDifyGjL6E+UDR5ClJTUzExMSE1NRUrKysmTJjAsGHDCAwMxNDQUN0uWwYCQnwZmo7e1q1badu2rZqQ+VMdQM17FE1HESS/oi5at24d1apVo1y5cgBcv36dXbt24enpSa1atQBo3bo1Tk5OLFu2DDc3N4YOHcrw4cN58+YN5ubmwLuXJZcvX2bGjBkykNdx/fv359WrV1y6dIlevXpRt25dSpYsyc2bN/nll194/fp1poCbPGN1m4mJCQ0bNsTIyIhTp05RtmxZOnToAICRkRFt27YlJiYGS0tL9Rxpo7rl/WepoiiUKlUKX19fRo4cyaBBg/D398fKyoqePXuir6/PrFmzsLCwoGnTpup5EpD595Hl/EKIv4PcQYTa+WvatCnXrl3Dz88PQJ3BlpqaSv369TE0NGT16tWkpKQAMhAQ4kuKjY3FycmJRYsWAX/eude069TUVOks6qCHDx/i4+PDunXruHXrFvCuTt++fUuOHDmAdy81bGxsmDZtGocPH+bYsWNqXZqbm3Pr1i1GjRrFtm3bWLVqFSVKlMiy6xF/ThMIHzduHMuXL8fOzo6SJUuSkpLCokWLyJcvn9RhNqR5mXH37l3i4+PR09MjOTmZ48eP07BhQ/z9/dWcbUL3aO6pO3fuBH4Psnz11Vd4e3uTkpLC4MGDiYmJwcrKiq5duzJ37lwaNmyYhaUWX4oEyIUQ/ysZhQmVtbU1jo6OrFy5ksWLF3P58mUePnzI2rVrqVChArNmzeLUqVNERUVldVGF+Nd7f3CWM2dORo4cyc2bN7lw4cInz9NerhQSEsLIkSPVILnQHcWLF2fFihVcuXKFoKAgbt++TZ48eUhKSuL+/fvAu7+BjIwMbGxs+Oabb7h3716m3yhTpgwdO3Zk9erVVKhQIQuuQvwVmoE8vJsZ9fbtW9auXcuwYcN48eIFK1eulMBMNqS533br1o2LFy/So0cP2rZty+PHj/nhhx/U4+TFh+56+vQp9vb2mZbkK4pCiRIlcHFx4cGDB9jb2/PixQsKFy5Mt27dMDQ0VDe2EUIIIT5Fnv4ik44dO+Lm5kZkZCQjR47Ezs6OZ8+e0b9/f3LkyEGJEiWwsLDI6mIK8a+nGZxt2rSJBw8eYGxsTLNmzXj16pW6G+X7tINtoaGheHh40KlTJ4yNjb9YucXnq1ChAvPnz+fKlSsEBASQkZHBkCFDmDFjBmfPnsXIyAh9fX0SExNJSUkhT5486rmawE3jxo0pXrx4Vl2C0PI5KXHf34U2IyODYsWKZdoFTwIz2VPVqlUJCwujcePGdO7cmc2bN0tQRke9H9QuVKgQQUFB3Lp1i0GDBgG/t9XChQtTsmRJjh8/jqura6bzJFWDEEKIPyObJoiPio6O5smTJ6SlpVGtWjX09fVxc3Nj//79BAcHU7BgwawuohD/eqdOnaJ///4UK1aMYcOGUa9ePV6+fEnnzp1ZsmRJptkT7wfbXFxccHJyonnz5llVfPGZrl69yvTp06lUqRLNmzfnyJEjrFmzhkGDBmFmZsa5c+d49uyZOoAXukc7D9RfyW+qfazkRf33kc1qdI92Wz158iQJCQkYGxvToEEDoqKimDhxImXLlsXf3x94tzHG3Llz6dOnD2XLlpU2KoQQ4i+RgJv4Uzdv3sTPz48jR44QFBRE+fLls7pIQvwrfWwjhL59+3LlyhVatWrFy5cv+f7774mPj+fYsWM4Ojp+kPMpLCyMxYsXS7Atm7l69SozZ86kYsWKtG/fnnv37rF+/Xpy5MhBoUKFcHJywsjISIIyOki73fr7+/Ps2TPGjRuHmZnZZ5+XkpIiM1GF+Idpv5hyc3Njy5YtWFhYcOfOHdq0acOgQYN4+fIl9vb25M6dm8aNG3PmzBnS0tJYt24d+vr6cg8WQgjxl0jATfyhtLQ0fv31V7Zt20bHjh0pW7ZsVhdJiH+969evY2FhgaWlJZcuXSIgIIAqVapQqFAhFi5ciKmpKUlJSQwaNAg7Ozt10B4ZGYmDgwOenp6ZZr+J7OHKlStq0G3MmDEULFgw0wBRZsvotsWLF7N9+3YGDBhAixYtKFSo0CeP1a7X8PBw4F1KBxnIC/HP8/PzY/Xq1SxfvhwbGxvWrl2Lo6MjLVq0YMKECejr6zN//nySk5MxNzfHw8MDIyOjP9wdXAghhPgYeWqIP2RoaEiFChWYMGGCBNuE+IcpikJUVBRdu3Zl6dKlHD16lMqVK1OwYEHi4+Np0aIF4eHhVK9enefPn3P69OlMM2RSUlJYuXKlBNuyqYoVK+Lo6MiVK1eYP38+9+/fV4MyiqJIsE2Hbd++ncjISFasWEG/fv0oVKgQKSkpxMfHk5qamulY7WBbWFgYM2fOJF++fBJsE+ILiI6O5vbt20ybNg0bGxv27t2Lp6cnw4cP5/jx47i4uGBkZISPjw9+fn54e3tLfkUhhBD/ZzLDTQghspD24Ftj27ZtnD59moMHDzJo0CBKlCjB7NmzmT9/Po0aNSIxMZFr165RtWrVTIP01NRUjIyMvvQliL/ZxYsXWb9+PQsWLJABXjaxcuVKrl27xtKlS7lx4wanTp0iLCyMjIwMunXrhp2dHSYmJh/Ntejs7EyzZs2y+AqE+G9ITk7m6NGj1KpVi/v37zN27Fj69etHnz59CAwMZNGiRXz33Xe4uLios1Q/9pwWQgghPocE3IQQIotoL0958eIFSUlJ6o6Tb9684fDhw8ybN4/mzZtz+fJlFEVh6dKlmfK2ST6ZfyfNAE+WMOmejw2+N2zYwKxZs+jfvz+HDh3C2tqab7/9lsePH7Nz5042b96MpaWlerzkWhQi62heTvn6+nLu3DlcXV3JlSsXa9eu5eLFi8TExODr6yv3XiGEEP8zWZ8ihBBZQFEUtTPv6enJ/v37iYmJwcLCgoEDB9KgQQN+/PFHqlSpgr+/P4aGhly6dImoqKhMATcJtv076enpZfobEbpBe3ODZ8+ekStXLoyMjOjatSsxMTGcOHGCPn36ULduXUqUKMGDBw+4cOECiYmJ6m8EBgayYsUKFi5cKMu/hcgCmuX5d+/eJT4+Hj09PZKTkzl+/Dht27alVatWwMc3MhJCCCH+CpnhJoQQX5j2DJmVK1cSGBjI9OnTKVCgABEREfz666+0adOGrl27kjdvXhISErh9+zY7d+5k0qRJkstLiC8sODgYOzs7NcDt7e3Nrl27MDMzo2rVqkyYMAFTU1MSExMxMzNDURRSU1MZMWIEGRkZ+Pv7qwP3YcOG0bJlS9q1a5eVlyTEf97PP/9Mr169+Prrr9Vg+ubNm+UZK4QQ4m8jATchhPhCHj58qC4ZTU9PJyEhgcGDB9O2bVvs7OzU4xYvXsz+/ftxcnKiRo0aH/yO7FYpxJdz7Ngxpk+fjq2tLYsWLWLPnj3Mnj0be3t7rly5wuXLlzE1NWX58uWYmZnx5s0bdu3axbZt24iPj2fDhg1q0nVpt0LolitXrrB3717Mzc3p378/hoaG0laFEEL8bSTgJoQQX8DUqVOJjY1l9OjRVKxYEYD4+Hh69uxJz5496dGjR6blat26daNIkSJ4eHhkZbGF+M9LTExky5YthIeHU6ZMGcqWLUuhQoVo06YNGRkZHDhwAB8fH8zNzVm+fDlGRkaEhYVx+/Ztpk+fLgN4IbIRaatCCCH+TpKYQAgh/mHdu3fn2LFjPH/+nODgYC5dugRArly5sLCwYOfOnQAYGxuTkpICQPny5SU/mxBZLC0tDTMzM9q2bUu3bt24ffs2vr6+mJiYAKCvr0/Dhg0ZNmwYCQkJjB49mtTUVHr16sXs2bMxNDQkPT1dBvBCZBPSVoUQQvydJOAmhBD/IC8vL5KSkjh+/Djjxo3j0aNHhIaG8ssvvwDg4ODArVu3mDhxIvD7JgjXr18nb968WVVsIf7z3rx5ow6+r1+/Trdu3ejSpQvm5uZs2LCBjIwMAIyMjGjYsCFDhw7l7t27uLu7Z/odCZwLIYQQQvw3yWscIYT4ByUkJKgbJFy/fp2UlBRu3rxJSEgIRkZGVKhQgfnz5zNr1ixat25NkSJFeP36NfHx8Tg4OGRx6YX4b9q7dy+RkZG4u7vj7u7Opk2bOHz4MO3atUNPT4+QkBAcHBxwdnZGX18fQ0NDGjZsSN68efn222+zuvhCCCGEEEIHSA43IYT4B2h2Io2KimLWrFkYGBjw9OlTDhw4wMmTJ/Hz86NUqVIMGjQIa2troqOjCQwMBMDMzIwRI0ZI7ichssj169dp3749pUuXJjo6mrVr11KuXDkAkpKSiIyMZMOGDXzzzTc4OzurQXWN9PR0mdkmhBBCCPEfJwE3IYT4hw0cOJATJ07w/fff4+/vD8C2bdsIDAykdOnS9O3bl0qVKn1wngzahfjyNEFuBwcHIiMjqVOnDm5ubuTLl089RhN027hxIwULFmTFihUfBN2EEEIIIcR/m+RwE0KIf1BcXBxGRkaMHj2aJ0+eMGHCBADatGlD//79uXv3LiEhIZw/f/6DcyXYJsSXo3n/qGl31apVw93dnQsXLjB79mweP36sHmdqakr79u1p27YtuXPnRt5dCiGEEEKI98kMNyGE+Ielp6ejr69PREQEq1atokKFCri5uQGwfft23N3d6dSpEyNHjszikgrx35SRkYG+/rt3kC9fviR//vzqd5cuXaJ3797Ur1+fqVOnUrhwYQAOHz5Mw4YN1eXj2r8hhBBCCCGEBNyEEOILSUxMZNeuXfj7+2cKup04cYLatWvLjDYhstjy5cs5duwY6enpdOnShQYNGmBpacnly5fp3bs3derUoUOHDmzcuJG7d++ye/du9PT01KCbEEIIIYQQGhJwE0KILygxMZHdu3cTEBCAlZUVq1atUr+TnG1CfFnagbKwsDDc3d0ZM2YMx44d49mzZ1SrVo2BAwdSuHBhrl69yvjx48mZMycmJiYEBwdjZGQkwTYhhBBCCPFREnATQogvLDExkc2bN3P+/HlcXFxkGZoQWezixYts3bqV2rVr07RpUwB8fX3Zv38/lStXZtCgQRQuXJiXL18SHx/PV199hb6+vuwiLIQQQgghPkkCbkIIkQWSk5MxNjaW3E9CZLFjx47h6OhIYmIiCxcu5Pvvv1e/8/X15cCBA1SuXJkBAwZQpEgR9Ttpt0IIIYQQ4o9IT1EIIbKAiYmJmvtJBu1CZJ169erRuHFjUlJS2Lt3L/Hx8ep3Q4YMoVmzZhw+fJg9e/ZkOk/arRBCCCGE+CMyw00IIYQQ/wl/NCtt4cKFnD59mhYtWtCrVy/Mzc3V77Zu3Urr1q0lx6IQQgghhPhsEnATQgghxL+edrAtMjKSGzduYGJiQrly5WjRogUAjo6OnD9/nh9++OGDoBvIxiZCCCGEEOLzScBNCCGEEP8ZixYtYsuWLdjY2JCQkMDZs2fp168fDg4OwLug2y+//EKtWrUYMWIEZmZmWVxiIYQQQgiRHcnWWkIIIYT4Tzh16hRbt27F29ubatWqkZyczIEDB3BwcCBHjhyMGzeOGTNmMHXqVGJiYjA1Nc3qIgshhBBCiGxKAm5CCCGE+E+IiYkhb968VKpUCXi3eUmrVq148+YNrq6uNG3alEqVKrFw4UIyMjLUjU309PSyuORCCCGEECK7kS22hBBCCPGvk5GR8cFn+fLl49GjR1y/fh0ATVYNGxsbjIyMSExMVI/V19dXg25CCCGEEEL8VRJwE0IIIcS/ivYGCUePHmXnzp3cunWL8uXLU7NmTYKDg7l27ZoaTLOwsCBv3rykpqZm+p1P7WgqhBBCCCHEn5FNE4QQQgjxr+Tm5sbatWuxtLTk8ePHzJs3j+TkZHbt2oWRkRFt2rTB0tKSVatWERcXx4YNG2QXUiGEEEII8beQgJsQQggh/hU0+dYUReHx48fY29szefJkvv76azZu3IiHhwfTpk3D1NSUc+fOsXXrVsqUKUPevHnx9fXFyMiI9PR0CboJIYQQQoj/mQTchBBCCJHtaS8jjYuLIy4ujoiICMaNG6cG0IKCgli8eDH29vZ07dpVzdmWP39+9PT0SEtLw9BQ9pMSQgghhBD/O+lVCiGEECLb0wTbPDw8OHHiBPfu3aNIkSJ06NCBUqVKAdCvXz8AXFxcePnyJSNGjMDU1BR4F7CTYJsQQgghhPi7SDZgIYQQQmRb2ruR7tixg4iICNq1a0fHjh158OAB4eHhPH78WD2mX79+jB49mrNnz5IjRw71c9kgQQghhBBC/J1kSakQQgghsr0zZ86wa9cuqlSpQvv27QEICQnB19eXNm3a0KNHD4oWLaoer53vTbNbqRBCCCGEEH8XWTshhBBCiGzt+fPnTJ8+nRcvXlCyZEn1czs7OwB8fX0xMDCgc+fOFC9eHECCbUIIIYQQ4h8l6yeEEEIIka0VLFgQLy8vLC0tOXLkCDdu3FC/s7OzY+jQofj5+XH8+PFM50mwTQghhBBC/FNkSakQQggh/hWuX7/O1KlTqVSpEn369KFs2bLqd3v37qVJkybqjqVCCCGEEEL8kyTgJoQQQoh/jatXrzJjxgwqVqxI3759KVOmTKbv09PTJegmhBBCCCH+cRJwE0IIIcS/ytWrV5k1axZFihRh8uTJat42IYQQQgghvhTJ4SaEEEKIf5UKFSowa9YscubMmWlnUiGEEEIIIb4UmeEmhBBCiH8lzS6kGRkZ6OvLO0YhhBBCCPHlSMBNCCGEEP9amqCbEEIIIYQQX5K87hVCCCHEv5YE24QQQgghRFaQgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/o/8HhyYQ30E2tNgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Investissement:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_investissement \n", + "0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", + "1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7984 0.3113 180\n", + " 3 0.6484 0.4722 180\n", + " 4 0.6613 0.5310 61\n", + " 5 0.7217 0.4865 61\n", + " 6 0.7004 0.6374 44\n", + "→ K retenu : 2 (silhouette=0.7984)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 983 84.5\n", + "1 180 15.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n", + "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Flexible Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6092 0.7548 121\n", + " 3 0.3969 1.1736 75\n", + " 4 0.4146 0.9109 34\n", + " 5 0.3019 1.1830 33\n", + " 6 0.2697 1.1367 31\n", + "→ K retenu : 2 (silhouette=0.6092)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 968 88.9\n", + "1 121 11.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Flexible Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n", + "1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5967 0.5513 251\n", + " 3 0.6520 0.5031 170\n", + " 4 0.6269 0.5990 99\n", + " 5 0.6057 0.7167 74\n", + " 6 0.5876 0.7718 66\n", + "→ K retenu : 3 (silhouette=0.6520)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 238 20.8\n", + "1 737 64.4\n", + "2 170 14.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", + "1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n", + "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Emergents\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4352 1.1739 509\n", + " 3 0.4730 0.8737 290\n", + " 4 0.4057 1.0207 140\n", + " 5 0.2767 1.3023 136\n", + " 6 0.2953 1.2352 136\n", + "→ K retenu : 3 (silhouette=0.4730)\n", + " n_comptes pct\n", + "cluster_carmignac_emergents \n", + "0 347 19.5\n", + "1 1144 64.2\n", + "2 290 16.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Emergents:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_emergents \n", + "0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n", + "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", + "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Global Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7574 0.3756 294\n", + " 3 0.8455 0.2185 202\n", + " 4 0.8210 0.3162 97\n", + " 5 0.8302 0.3349 94\n", + " 6 0.8284 0.3586 60\n", + "→ K retenu : 3 (silhouette=0.8455)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 1246 72.5\n", + "1 270 15.7\n", + "2 202 11.8\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Global Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n", + "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", + "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Credit\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7006 0.5926 107\n", + " 3 0.5971 0.6643 36\n", + " 4 0.4844 0.7914 17\n", + " 5 0.2672 1.1071 17\n", + " 6 0.2958 1.0764 17\n", + "→ K retenu : 2 (silhouette=0.7006)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_credit \n", + "0 107 10.5\n", + "1 911 89.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Credit:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_credit \n", + "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", + "1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Court Terme\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4719 0.9125 113\n", + " 3 0.4108 0.8594 109\n", + " 4 0.3615 1.1596 108\n", + " 5 0.3464 1.2502 57\n", + " 6 0.3987 1.0217 35\n", + "→ K retenu : 2 (silhouette=0.4719)\n", + " n_comptes pct\n", + "cluster_carmignac_court_terme \n", + "0 414 78.6\n", + "1 113 21.4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Court Terme:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_court_terme \n", + "0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n", + "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Emerging Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5594 1.0477 252\n", + " 3 0.6004 0.7581 133\n", + " 4 0.4796 0.9787 67\n", + " 5 0.4237 1.1134 30\n", + " 6 0.4481 1.0397 35\n", + "→ K retenu : 3 (silhouette=0.6004)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 852 74.9\n", + "1 152 13.4\n", + "2 133 11.7\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Emerging Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n", + "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", + "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Grande Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3724 1.1306 232\n", + " 3 0.3474 1.1547 218\n", + " 4 0.2732 1.3479 165\n", + " 5 0.2529 1.3471 147\n", + " 6 0.2597 1.3180 118\n", + "→ K retenu : 2 (silhouette=0.3724)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 232 16.7\n", + "1 1156 83.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Grande Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n", + "1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Long-Short European Equities\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3490 1.3508 188\n", + " 3 0.3819 1.0101 118\n", + " 4 0.3969 0.9225 54\n", + " 5 0.3524 1.0438 54\n", + " 6 0.3727 1.0432 46\n", + "→ K retenu : 4 (silhouette=0.3969)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_long-short \n", + "0 111 18.3\n", + "1 335 55.2\n", + "2 107 17.6\n", + "3 54 8.9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Long-Short European Equities:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_long-short \n", + "0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", + "1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n", + "2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", + "3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Climate Transition\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6659 0.6413 156\n", + " 3 0.5623 0.7455 57\n", + " 4 0.3956 1.0145 37\n", + " 5 0.2261 1.2444 37\n", + " 6 0.2237 1.2368 18\n", + "→ K retenu : 2 (silhouette=0.6659)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 156 12.2\n", + "1 1124 87.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Climate Transition:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", + "1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Absolute Return Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4593 0.9283 146\n", + " 3 0.5112 0.7321 122\n", + " 4 0.4436 0.9496 72\n", + " 5 0.4150 1.0153 42\n", + " 6 0.3870 1.0866 28\n", + "→ K retenu : 3 (silhouette=0.5112)\n", + " n_comptes pct\n", + "cluster_carmignac_absolute_return_euro \n", + "0 180 19.7\n", + "1 122 13.3\n", + "2 612 67.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Absolute Return Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_absolute_return_euro \n", + "0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n", + "1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n", + "2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "RÉSUMÉ — Clustering par fund\n", + "============================================================\n", + " Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n", + " Carmignac Sécurité : K=2, sil=0.5716, n=1624\n", + " Carmignac Investissement : K=2, sil=0.4310, n=2194\n", + " Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n", + " Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n", + " Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n", + " Carmignac Emergents : K=3, sil=0.4730, n=1781\n", + " Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n", + " Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n", + " Carmignac Court Terme : K=2, sil=0.4719, n=527\n", + " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n", + " Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n", + " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n", + " Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n", + " Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n", + "\n", + "============================================================\n", + "ARI — cohérence clustering global x fund\n", + "============================================================\n", + " Carmignac Patrimoine : ARI=0.0241 (n=3002)\n", + " Carmignac Sécurité : ARI=0.0121 (n=1478)\n", + " Carmignac Investissement : ARI=0.0427 (n=2055)\n", + " Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n", + " Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n", + " Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n", + " Carmignac Emergents : ARI=0.0158 (n=1641)\n", + " Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n", + " Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n", + " Carmignac Court Terme : ARI=-0.0346 (n=424)\n", + " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n", + " Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n", + " Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n", + " Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n", + " Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CLUSTERING PAR FUND FAMILY (top fonds)\n", + "# ============================================================\n", + "\n", + "# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n", + "print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n", + "top_funds_aum = (\n", + " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + " .sort_values(ascending=False)\n", + " .head(20)\n", + ")\n", + "print(top_funds_aum.to_string())\n", + "\n", + "# ── 1. Sélection des top fonds ────────────────────────────────────────────\n", + "# Critères : top 15 par AUM total + au moins 20 clients\n", + "min_clients_per_fund = 20\n", + "n_top_funds = 15\n", + "\n", + "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", + "\n", + "valid_funds = (\n", + " aum_by_fund_total[\n", + " clients_by_fund >= min_clients_per_fund\n", + " ]\n", + " .sort_values(ascending=False)\n", + " .head(n_top_funds)\n", + " .index.tolist()\n", + ")\n", + "print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n", + "for f in valid_funds:\n", + " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", + "\n", + "# ── 2. Construction du panel par compte x fund ────────────────────────────\n", + "df_rel_m_fund = df_rel_m.copy()\n", + "df_rel_m_fund = df_rel_m_fund.merge(\n", + " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", + " on=[ID_COL, ISIN_COL, \"month\"],\n", + " how=\"left\"\n", + ")\n", + "\n", + "# Panel mensuel par compte x fund\n", + "tmp_fund = df_rel_m_fund.copy()\n", + "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", + "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month_fund = (\n", + " tmp_fund.dropna(subset=[FUND_COL])\n", + " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " )\n", + " .sort_values([ID_COL, FUND_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month_fund[\"flow_direction\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"sub_share\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"aum_qty\"].cummax()\n", + "df_month_fund[\"aum_drawdown\"] = np.where(\n", + " df_month_fund[\"aum_peak\"] > 0,\n", + " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Lag performance pour réactivité\n", + "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"ret_fund_m\"].shift(1)\n", + "df_month_fund[\"buy_on_perf\"] = (\n", + " (df_month_fund[\"net_flow_qty\"] > 0) &\n", + " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", + ").astype(int)\n", + "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", + "\n", + "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", + "\n", + "# ── 3. Feature engineering par compte x fund ──────────────────────────────\n", + "reference_date = df_month_fund[\"month\"].max()\n", + "\n", + "# months_since_last_tx par fund\n", + "last_active_fund = (\n", + " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", + " .groupby([ID_COL, FUND_COL])[\"month\"]\n", + " .max()\n", + " .reset_index(name=\"last_active_month\")\n", + ")\n", + "last_active_fund[\"months_since_last_tx_fund\"] = (\n", + " (reference_date.to_period(\"M\") -\n", + " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", + " .apply(lambda x: x.n)\n", + ")\n", + "\n", + "df_client_fund = (\n", + " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", + " sub_share_mean = (\"sub_share\", \"mean\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", + " has_perf_months = (\"has_perf\", \"sum\"),\n", + " )\n", + ")\n", + "\n", + "# Merge months_since_last_tx\n", + "df_client_fund = df_client_fund.merge(\n", + " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", + " on=[ID_COL, FUND_COL], how=\"left\"\n", + ")\n", + "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", + "df_client_fund[\"months_since_last_tx_fund\"] = (\n", + " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", + ")\n", + "\n", + "# Ratios protégés\n", + "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", + " df_client_fund[\"aum_qty_mean\"] > 1,\n", + " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"flow_direction_balance\"] = np.where(\n", + " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", + " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", + " df_client_fund[\"aum_qty_max\"] > 0,\n", + " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", + " np.nan\n", + ")\n", + "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", + " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", + ")\n", + "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", + " df_client_fund[\"has_perf_months\"] >= 6,\n", + " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Filtre qualité\n", + "df_client_fund = df_client_fund[\n", + " (df_client_fund[\"n_months\"] >= 6) &\n", + " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", + " (df_client_fund[FUND_COL].isin(valid_funds))\n", + "].copy()\n", + "\n", + "print(\"df_client_fund shape:\", df_client_fund.shape)\n", + "print(\"\\nComptes par fund :\")\n", + "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", + "\n", + "# ── 4. Features pour le clustering par fund ───────────────────────────────\n", + "fund_features = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"avg_n_isin_held\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx_fund\",\n", + " \"aum_final_to_peak\",\n", + " \"aum_drawdown_last\",\n", + " \"buy_on_perf_rate\",\n", + "]\n", + "\n", + "# ── 5. Clustering par fund ────────────────────────────────────────────────\n", + "FUND_RESULTS = {}\n", + "\n", + "for fund in valid_funds:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"FUND : {fund}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", + " feats = [c for c in fund_features if c in df_f.columns]\n", + "\n", + " # Preprocessing\n", + " d = df_f.copy()\n", + " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", + " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", + "\n", + " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " med = np.nanmedian(vals)\n", + " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", + " if mad > 0:\n", + " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", + " else:\n", + " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", + "\n", + " for col in [\"gross_flow_to_aum\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", + "\n", + " for col in [\"flow_freq\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", + " X_f_scaled = RobustScaler().fit_transform(X_f)\n", + "\n", + " # K-selection\n", + " best_k = 2\n", + " best_sil = -1\n", + " rows_k = []\n", + " max_k = min(6, len(df_f) // 20)\n", + "\n", + " for k in range(2, max_k + 1):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_f_scaled)\n", + " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", + " sizes = pd.Series(labels).value_counts()\n", + " if sizes.min() < 10:\n", + " continue\n", + " sil = silhouette_score(X_f_scaled, labels)\n", + " db = davies_bouldin_score(X_f_scaled, labels)\n", + " rows_k.append({\n", + " \"k\": k,\n", + " \"silhouette\": round(sil, 4),\n", + " \"davies_bouldin\": round(db, 4),\n", + " \"min_cluster_size\": sizes.min(),\n", + " })\n", + " if sil > best_sil:\n", + " best_sil = sil\n", + " best_k = k\n", + "\n", + " df_k = pd.DataFrame(rows_k)\n", + " print(df_k.to_string(index=False))\n", + " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", + "\n", + " # Clustering final\n", + " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", + " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", + " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", + "\n", + " # Tailles\n", + " counts = df_f[cluster_col].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + " # Heatmap\n", + " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", + " prof = plot_heatmap(\n", + " df_f, profile_vars_fund, cluster_col,\n", + " title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n", + " figsize=(14, 4)\n", + " )\n", + " print(f\"\\nMédianes — {fund}:\")\n", + " print(prof.round(3).to_string())\n", + "\n", + " FUND_RESULTS[fund] = {\n", + " \"df\": df_f,\n", + " \"cluster_col\": cluster_col,\n", + " \"k\": best_k,\n", + " \"silhouette\": best_sil,\n", + " \"profile\": prof,\n", + " \"n\": len(df_f),\n", + " }\n", + "\n", + "# ── 6. Résumé global ──────────────────────────────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"RÉSUMÉ — Clustering par fund\")\n", + "print(\"=\"*60)\n", + "for fund, res in FUND_RESULTS.items():\n", + " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", + " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", + "\n", + "# ── 7. Croisement avec le clustering global ───────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"ARI — cohérence clustering global x fund\")\n", + "print(\"=\"*60)\n", + "\n", + "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for fund, res in FUND_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", + "\n", + " mask = dfc_fund_cross[cluster_col].notna()\n", + " if mask.sum() < 10:\n", + " continue\n", + " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", + " ari = adjusted_rand_score(labels_global, labels_fund)\n", + " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bc432da-3be4-4e39-93f9-9131a3548a14", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/brouillon/.ipynb_checkpoints/clustering-checkpoint.ipynb b/brouillon/.ipynb_checkpoints/clustering-checkpoint.ipynb new file mode 100644 index 0000000..06eb16a --- /dev/null +++ b/brouillon/.ipynb_checkpoints/clustering-checkpoint.ipynb @@ -0,0 +1,3025 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "aa4cb7c9-15d7-466b-a473-d5eb42cb5587", + "metadata": {}, + "source": [ + "IMPORTS & CONFIGURATION" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b4fd8626-44a3-4116-af2f-3637b6fd4bbd", + "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", + "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": "57e7d14d-db0f-4fbb-b4d8-21e0f4c14dff", + "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": "27b7b71b-6792-4abd-bca1-3911c7d19066", + "metadata": {}, + "outputs": [], + "source": [ + "# ============================================================\n", + "# UTILITAIRES \n", + "# ============================================================\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", + " \"\"\"Heatmap des signatures de clusters avec z-score robuste et cap à ±3.\"\"\"\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 pour lisibilité\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", + " \"\"\"Clip MAD n sigma. Si MAD~0, clip au p95.\"\"\"\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", + " \"\"\"Ajoute months_since_last_tx[suffix] à 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": "code", + "execution_count": 4, + "id": "90b6f9a5-9eb8-439c-8d6e-4f459aa613f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "flows: (2574461, 26)\n", + "aum: (4824814, 19)\n", + "nav: (623914, 6)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 1. DATA LOADING\n", + "# ============================================================\n", + "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", + "# Filtrer les comptes techniques\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": "code", + "execution_count": 5, + "id": "339c6c5d-4ebc-447c-a8c5-022de42ca752", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Panel shape: (4754355, 24)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 2. MONTHLY PANEL CONSTRUCTION\n", + "# ============================================================\n", + "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 & 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": "code", + "execution_count": 7, + "id": "80b93757-f141-4e94-80fa-4fc0538e0f1d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "df_month shape: (931089, 22)\n", + "ISIN-level client features: (12582, 12)\n", + "Asset shares: (7473, 6)\n", + "Fund shares: (6591, 11)\n", + "df_client_base shape: (12582, 47)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 3. FEATURE ENGINEERING\n", + "# ============================================================\n", + "\n", + "# 3a. Panel mensuel\n", + "tmp = df_rel_m.copy()\n", + "tmp[\"isin_held_flag\"] = (tmp[\"aum_qty\"] > 0).astype(int)\n", + "tmp[\"isin_active_flag\"] = (tmp[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month = (\n", + " tmp.groupby([ID_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " aum_val = (\"aum_val\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " n_isin_active = (\"isin_active_flag\", \"sum\"),\n", + " delta_rate_m = (\"delta_rate_m\", \"first\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " region = (\"region\", \"first\"),\n", + " country = (\"country\", \"first\"),\n", + " )\n", + " .sort_values([ID_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month[\"active_month\"] = (df_month[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month[\"flow_to_aum_m\"] = np.where(\n", + " df_month[\"aum_qty\"].abs() > 0,\n", + " df_month[\"net_flow_qty\"] / df_month[\"aum_qty\"].abs(), np.nan\n", + ")\n", + "df_month[\"turnover_m\"] = np.where(\n", + " df_month[\"aum_qty\"].abs() > 0,\n", + " df_month[\"gross_flow_qty\"] / df_month[\"aum_qty\"].abs(), np.nan\n", + ")\n", + "df_month[\"sub_share_m\"] = np.where(\n", + " df_month[\"gross_flow_qty\"] > 0,\n", + " df_month[\"sub_qty\"] / df_month[\"gross_flow_qty\"], np.nan\n", + ")\n", + "df_month[\"red_share_m\"] = np.where(\n", + " df_month[\"gross_flow_qty\"] > 0,\n", + " df_month[\"red_qty\"] / df_month[\"gross_flow_qty\"], np.nan\n", + ")\n", + "df_month[\"aum_peak_to_date\"] = df_month.groupby(ID_COL)[\"aum_qty\"].cummax()\n", + "df_month[\"aum_drawdown\"] = np.where(\n", + " df_month[\"aum_peak_to_date\"] > 0,\n", + " 1 - df_month[\"aum_qty\"] / df_month[\"aum_peak_to_date\"], np.nan\n", + ")\n", + "\n", + "print(\"df_month shape:\", df_month.shape)\n", + "\n", + "# 3b. ISIN-level features\n", + "tmp = df_rel_m.sort_values([ID_COL, ISIN_COL, \"month\"]).copy()\n", + "tmp[\"prev_aum\"] = tmp.groupby([ID_COL, ISIN_COL])[\"aum_qty\"].shift(1)\n", + "tmp[\"entry_event\"] = ((tmp[\"prev_aum\"].fillna(0) <= 0) & (tmp[\"aum_qty\"] > 0)).astype(int)\n", + "tmp[\"full_exit_event\"] = ((tmp[\"prev_aum\"] > 0) & (tmp[\"aum_qty\"] <= 0)).astype(int)\n", + "tmp[\"ret_fund_m_lag1\"] = tmp.groupby([ID_COL, ISIN_COL])[\"ret_fund_m\"].shift(1)\n", + "tmp[\"buy_on_perf\"] = ((tmp[\"net_flow_qty\"] > 0) & (tmp[\"ret_fund_m_lag1\"] > 0)).astype(int)\n", + "tmp[\"sell_on_perf\"] = ((tmp[\"net_flow_qty\"] < 0) & (tmp[\"ret_fund_m_lag1\"] < 0)).astype(int)\n", + "\n", + "df_rel_feat = (\n", + " tmp.groupby([ID_COL, ISIN_COL], as_index=False)\n", + " .agg(\n", + " rel_n_months = (\"month\", \"nunique\"),\n", + " rel_active_months = (\"active_rel_month\", \"sum\"),\n", + " rel_holding_months = (\"holding_rel_month\", \"sum\"),\n", + " rel_aum_mean = (\"aum_qty\", \"mean\"),\n", + " rel_turnover_mean = (\"turnover_rel\", \"mean\"),\n", + " rel_turnover_vol = (\"turnover_rel\", \"std\"),\n", + " rel_flow_to_aum_vol = (\"flow_to_aum_rel\", \"std\"),\n", + " rel_n_tx = (\"n_tx\", \"sum\"),\n", + " rel_full_exit_count = (\"full_exit_event\", \"sum\"),\n", + " rel_entry_count = (\"entry_event\", \"sum\"),\n", + " buy_on_perf_rate = (\"buy_on_perf\", \"mean\"),\n", + " sell_on_perf_rate = (\"sell_on_perf\", \"mean\"),\n", + " )\n", + ")\n", + "\n", + "isin_aum = df_rel_feat.groupby(ID_COL)[\"rel_aum_mean\"].transform(\"sum\")\n", + "df_rel_feat[\"isin_weight\"] = np.where(\n", + " isin_aum > 0, df_rel_feat[\"rel_aum_mean\"] / isin_aum, np.nan\n", + ")\n", + "hhi_isin = (\n", + " df_rel_feat.groupby(ID_COL)[\"isin_weight\"]\n", + " .apply(lambda w: np.sum(w**2))\n", + " .reset_index(name=\"hhi_isin\")\n", + ")\n", + "\n", + "df_rel_client = (\n", + " df_rel_feat.groupby(ID_COL, as_index=False)\n", + " .agg(\n", + " n_isin_total = (ISIN_COL, \"nunique\"),\n", + " rel_turnover_mean_avg = (\"rel_turnover_mean\", \"mean\"),\n", + " rel_turnover_vol_avg = (\"rel_turnover_vol\", \"mean\"),\n", + " rel_flow_to_aum_vol_avg = (\"rel_flow_to_aum_vol\", \"mean\"), \n", + " full_exit_count = (\"rel_full_exit_count\", \"sum\"),\n", + " entry_count = (\"rel_entry_count\", \"sum\"),\n", + " avg_holding_months_per_isin = (\"rel_holding_months\", \"mean\"),\n", + " max_holding_months_per_isin = (\"rel_holding_months\", \"max\"),\n", + " buy_on_perf_rate_avg = (\"buy_on_perf_rate\", \"mean\"),\n", + " sell_on_perf_rate_avg = (\"sell_on_perf_rate\", \"mean\"),\n", + " )\n", + " .merge(hhi_isin, on=ID_COL, how=\"left\")\n", + ")\n", + "\n", + "print(\"ISIN-level client features:\", df_rel_client.shape)\n", + "\n", + "# 3c. Asset & fund shares\n", + "aum_by_asset = (\n", + " df_aum.dropna(subset=[ID_COL, ASSET_COL])\n", + " .groupby([ID_COL, ASSET_COL], as_index=False)[AUM_VAL_COL].sum()\n", + ")\n", + "total_aum_acc = aum_by_asset.groupby(ID_COL)[AUM_VAL_COL].sum().rename(\"total_aum\")\n", + "aum_by_asset = aum_by_asset.merge(total_aum_acc, on=ID_COL)\n", + "aum_by_asset[\"share\"] = np.where(\n", + " aum_by_asset[\"total_aum\"] > 0,\n", + " aum_by_asset[AUM_VAL_COL] / aum_by_asset[\"total_aum\"], np.nan\n", + ")\n", + "asset_shares = (\n", + " aum_by_asset\n", + " .pivot_table(index=ID_COL, columns=ASSET_COL, values=\"share\", aggfunc=\"mean\")\n", + " .fillna(0).reset_index()\n", + ")\n", + "asset_shares.columns = [ID_COL] + [\n", + " f\"share_asset_{c.lower().replace(' ','_')}\" for c in asset_shares.columns[1:]\n", + "]\n", + "\n", + "aum_by_fund = (\n", + " df_aum.dropna(subset=[ID_COL, FUND_COL])\n", + " .groupby([ID_COL, FUND_COL], as_index=False)[AUM_VAL_COL].sum()\n", + ")\n", + "aum_by_fund = aum_by_fund.merge(total_aum_acc, on=ID_COL)\n", + "aum_by_fund[\"share\"] = np.where(\n", + " aum_by_fund[\"total_aum\"] > 0,\n", + " aum_by_fund[AUM_VAL_COL] / aum_by_fund[\"total_aum\"], np.nan\n", + ")\n", + "top_funds = aum_by_fund.groupby(FUND_COL)[AUM_VAL_COL].sum().nlargest(10).index\n", + "fund_shares = (\n", + " aum_by_fund[aum_by_fund[FUND_COL].isin(top_funds)]\n", + " .pivot_table(index=ID_COL, columns=FUND_COL, values=\"share\", aggfunc=\"mean\")\n", + " .fillna(0).reset_index()\n", + ")\n", + "fund_shares.columns = [ID_COL] + [\n", + " f\"share_fund_{c.lower().replace(' ','_')[:30]}\" for c in fund_shares.columns[1:]\n", + "]\n", + "\n", + "print(\"Asset shares:\", asset_shares.shape)\n", + "print(\"Fund shares: \", fund_shares.shape)\n", + "\n", + "# 3e. Static client features (commun)\n", + "df_client_base = (\n", + " df_month.groupby(ID_COL, as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_median = (\"aum_qty\", \"median\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " gross_flow_qty_mean= (\"gross_flow_qty\", \"mean\"),\n", + " sub_qty_sum = (\"sub_qty\", \"sum\"),\n", + " red_qty_sum = (\"red_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " max_n_isin_held = (\"n_isin_held\", \"max\"),\n", + " net_flow_qty_vol = (\"net_flow_qty\", \"std\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " aum_drawdown_max = (\"aum_drawdown\", \"max\"),\n", + " region = (\"region\", \"last\"),\n", + " country = (\"country\", \"last\"),\n", + " )\n", + ")\n", + "df_client_base[\"net_flow_qty_vol\"] = df_client_base[\"net_flow_qty_vol\"].fillna(0)\n", + "\n", + "df_client_base = (\n", + " df_client_base\n", + " .merge(df_rel_client, on=ID_COL, how=\"left\")\n", + " .merge(asset_shares, on=ID_COL, how=\"left\")\n", + " .merge(fund_shares, on=ID_COL, how=\"left\")\n", + ")\n", + "\n", + "print(\"df_client_base shape:\", df_client_base.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae1415ce-3518-4948-9b49-fe1380bd16f7", + "metadata": {}, + "outputs": [], + "source": [ + "# ============================================================\n", + "# PART 1 — GLOBAL CLUSTERING \n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"PARTIE 1 — CLUSTERING GLOBAL\")\n", + "print(\"=\"*70)\n", + "\n", + "# 2f. Engineered ratios\n", + "dfc = df_client_base.copy()\n", + "dfc[\"log_aum_qty_mean\"] = np.log1p(dfc[\"aum_qty_mean\"].clip(lower=0))\n", + "dfc[\"gross_flow_to_aum\"] = np.where(\n", + " dfc[\"aum_qty_mean\"] > 1,\n", + " dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"], np.nan\n", + ")\n", + "dfc[\"flow_direction_balance\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " dfc[\"net_flow_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"sub_share_mean\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " dfc[\"sub_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"redemption_bias\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " (dfc[\"red_qty_sum\"] - dfc[\"sub_qty_sum\"]) / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"exit_rate_per_isin\"] = np.where(\n", + " dfc[\"n_isin_total\"] > 0,\n", + " dfc[\"full_exit_count\"] / dfc[\"n_isin_total\"], np.nan\n", + ")\n", + "dfc[\"aum_final_to_peak\"] = np.where(\n", + " dfc[\"aum_qty_max\"] > 0,\n", + " dfc[\"aum_qty_last\"] / dfc[\"aum_qty_max\"], np.nan\n", + ")\n", + "dfc[\"aum_drawdown_last\"] = dfc[\"aum_drawdown_last\"].clip(0, 1)\n", + "\n", + "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", + " dfc[f\"log_{col}\"] = np.log1p(dfc[col].clip(lower=0))\n", + "\n", + "# Filtres qualité\n", + "dfc = dfc[(dfc[\"n_months\"] >= 6) & (dfc[\"aum_qty_mean\"] > 0)].copy()\n", + "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", + " cap = dfc[col].quantile(0.99)\n", + " dfc = dfc[dfc[col] <= cap].copy()\n", + "\n", + "# Géographie\n", + "top_countries = dfc[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "top_regions = dfc[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "dfc[\"country_grp\"] = np.where(dfc[\"country\"].isin(top_countries), dfc[\"country\"], \"Other\")\n", + "dfc[\"region_grp\"] = np.where(dfc[\"region\"].isin(top_regions), dfc[\"region\"], \"Other\")\n", + "\n", + "# months_since_last_tx\n", + "dfc = add_months_since_last_tx(dfc, df_month, ID_COL)\n", + "\n", + "print(f\"After filters: {len(dfc)} accounts\")\n", + "\n", + "# Feature selection & preprocessing\n", + "base_features_global = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx\",\n", + "]\n", + "all_features_global = [c for c in base_features_global if c in dfc.columns]\n", + "\n", + "dfc_clean = dfc.copy()\n", + "\n", + "for col in [\"flow_direction_balance\", \"months_since_last_tx\"]:\n", + " if col in dfc_clean.columns:\n", + " dfc_clean[col] = dfc_clean[col].fillna(0)\n", + "\n", + "for col in [\"n_isin_total\", \"exit_rate_per_isin\",\n", + " \"avg_holding_months_per_isin\", \"months_since_last_tx\"]:\n", + " if col in dfc_clean.columns:\n", + " dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n", + "\n", + "col = \"gross_flow_to_aum\"\n", + "if col in dfc_clean.columns:\n", + " vals = dfc_clean[col].to_numpy(dtype=float)\n", + " vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n", + " dfc_clean[col] = np.log1p(vals)\n", + "\n", + "col = \"flow_freq\"\n", + "if col in dfc_clean.columns:\n", + " vals = dfc_clean[col].to_numpy(dtype=float)\n", + " dfc_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "col = \"log_aum_qty_mean\"\n", + "if col in dfc_clean.columns:\n", + " dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n", + "\n", + "X_global = dfc_clean[all_features_global].copy()\n", + "X_global = X_global.loc[:, ~X_global.columns.duplicated()]\n", + "X_global = X_global.fillna(X_global.median())\n", + "\n", + "scaler_global = RobustScaler()\n", + "X_global_scaled = scaler_global.fit_transform(X_global)\n", + "\n", + "# Diagnostic\n", + "X_df = pd.DataFrame(X_global_scaled, columns=X_global.columns)\n", + "extreme = (X_df.abs() > 5).any(axis=1).sum()\n", + "print(f\"Accounts: {X_global.shape[0]} | Features: {X_global.shape[1]}\")\n", + "print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df):.1%})\")\n", + "\n", + "# K-selection\n", + "rows = []\n", + "for k in range(2, 8):\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_global_scaled)\n", + " rows.append({\n", + " \"k\": k, \"inertia\": km.inertia_,\n", + " \"silhouette\": silhouette_score(X_global_scaled, labels),\n", + " \"davies_bouldin\": davies_bouldin_score(X_global_scaled, labels),\n", + " })\n", + "df_kdiag_global = pd.DataFrame(rows)\n", + "print(df_kdiag_global.to_string(index=False))\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "for ax, col, title in zip(axes,\n", + " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", + " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", + " ax.plot(df_kdiag_global[\"k\"], df_kdiag_global[col], marker=\"o\")\n", + " ax.set_title(title); ax.set_xlabel(\"K\")\n", + "plt.suptitle(\"K-selection — Global Clustering\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "# Clustering K=4\n", + "RESULTS_GLOBAL = {}\n", + "for k in [4]:\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " dfc[f\"cluster_k{k}\"] = km.fit_predict(X_global_scaled)\n", + " RESULTS_GLOBAL[k] = {\n", + " \"model\": km,\n", + " \"silhouette\": silhouette_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", + " \"davies_bouldin\": davies_bouldin_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", + " }\n", + " print(f\"K={k} | sil={RESULTS_GLOBAL[k]['silhouette']:.4f} \"\n", + " f\"| db={RESULTS_GLOBAL[k]['davies_bouldin']:.4f}\")\n", + " counts = dfc[f\"cluster_k{k}\"].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + "# Heatmaps\n", + "profile_vars_behavior = [\n", + " \"gross_flow_to_aum\", \"flow_freq\", \"flow_direction_balance\",\n", + " \"n_isin_total\", \"avg_holding_months_per_isin\", \"exit_rate_per_isin\",\n", + " \"log_aum_qty_mean\", \"months_since_last_tx\",\n", + "]\n", + "profile_vars_behavior = [c for c in profile_vars_behavior if c in dfc.columns]\n", + "\n", + "prof_behavior = plot_heatmap(\n", + " dfc, profile_vars_behavior, \"cluster_k4\",\n", + " title=\"Cluster signatures — Comportement (K=4, robust z-score)\",\n", + " figsize=(14, 4)\n", + ")\n", + "print(\"\\n=== Médianes comportement K=4 ===\")\n", + "print(prof_behavior.round(3).to_string())\n", + "\n", + "profile_vars_allocation = [\n", + " c for c in [\n", + " \"share_asset_fixed_income\", \"share_asset_diversified\",\n", + " \"share_asset_equity\", \"share_fund_carmignac_patrimoine\",\n", + " \"share_fund_carmignac_investissement\", \"share_fund_carmignac_sécurité\",\n", + " \"share_fund_carmignac_emergents\",\n", + " ] if c in dfc.columns\n", + "]\n", + "\n", + "prof_allocation = plot_heatmap(\n", + " dfc, profile_vars_allocation, \"cluster_k4\",\n", + " title=\"Cluster signatures — Allocation produits (K=4, descriptif)\",\n", + " figsize=(12, 4)\n", + ")\n", + "print(\"\\n=== Médianes allocation K=4 ===\")\n", + "print(prof_allocation.round(3).to_string())\n", + "\n", + "# Description géographique\n", + "print(\"\\n=== Distribution géographique par cluster ===\")\n", + "geo_country = pd.crosstab(\n", + " dfc[\"cluster_k4\"], dfc[\"country_grp\"].fillna(\"Unknown\"),\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "geo_region = pd.crosstab(\n", + " dfc[\"cluster_k4\"], dfc[\"region_grp\"].fillna(\"Unknown\"),\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n", + "sns.heatmap(geo_country, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " ax=axes[0], cbar_kws={\"label\": \"%\"})\n", + "axes[0].set_title(\"Distribution par pays (% par cluster)\")\n", + "sns.heatmap(geo_region, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " ax=axes[1], cbar_kws={\"label\": \"%\"})\n", + "axes[1].set_title(\"Distribution par région (% par cluster)\")\n", + "plt.tight_layout(); plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "8f67a20a-f31e-4380-9ecb-5e87eb67bed1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Colonnes disponibles : ['Registrar Account - ID', 'cluster_k4', 'cluster_alternative', 'cluster_diversified', 'cluster_equity', 'cluster_fixed_income']\n", + "Shape : (7179, 6)\n" + ] + }, + { + "data": { + "image/png": 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ys/6T5jTSw+vauXNn833/6quvavXq1Qmun9D8evHleDdu3NCQIUNUp04deXt7q1atWnrnnXfM762vr69Onz6t/fv3m3O5R+dkDw4O1siRI1W3bl15e3vrlVde0bRp0xQdHR3nuDNnztScOXPUoEEDlS5dWmfOnEnwHMLDwzVixAhVrVpV5cuXV+/evRUQEBAnF03Izz//rGbNmpnPadiwYQlOlXHs2DG1b99eZcqUka+vrxYuXGixPCIiQt9//73atGmjihUrqly5curYsaP27t2bZByS5O3trRw5cpDLAXju0fMMSGVbtmxRwYIFVbZs2Wfaz2effably5erUaNGeuutt/TXX39p6tSpOnPmjCZPnmyx7vnz59W/f3+1b99efn5+Wrp0qfr166cZM2aoZs2akh5+sb1p0yY1btxYHh4eunnzphYtWqTOnTvrt99+U968eZMdm52dnb7++mu1bNlSX375pSZNmiTpYXJx+vRpzZs3L1lP9q1evVoFChRQmTJlZDKZlDFjRq1Zs0bdu3dPcJuiRYvq/fff14QJE/T666+rYsWKkmTuGbVnzx716NFD3t7eeu+992RnZ6dly5bpjTfe0IIFC1SmTBmL/fXr108FCxZU//79LT78//fff+rXr59ee+018zUdPHiwSpUqpZdffjnZ1zSpeB/l5OSkBg0a6Pfff9ewYcMsnkDbtGmTIiIi1LRpU0kPiyLvvPOODh06pHbt2qlo0aI6deqUfvrpJ50/f14//PBDotf+yJEjypEjR5xhZkqXLq3Zs2erSJEiunjxonbs2KHhw4dLkqZOnaq8efPGebI0uT744AO5u7vrww8/1J9//ql58+YpODhYY8eONa+zcOFCvfzyy/L19ZWjo6O2bNmiYcOGyTAMderUyWJ/586d04cffqjXX39d7dq1U+HChRM89q5du9SrVy+5ubmpa9euyp07t86cOaOtW7fqjTfeeKrzedSXX36pDRs2qHPnzipatKiCgoJ06NAhnTlzRqVKlVLv3r0VEhKia9eumYujsQXIJ30v9+7dq3Xr1qlTp07KmTNnokMFjRs3TjNmzJCPj49q164tf39/devWLU7RMj7Lli3TkCFDVLp0aQ0YMECBgYGaO3euDh8+rBUrVlgUWaOiotS9e3eVLVtWH330kXbs2KGJEycqKipK/fr1M683d+5c+fr6qkWLFnrw4IF+++039evXT1OnTlW9evWSjKlUqVLatGlTkusBAAA8C3K65Od0CSlfvrwKFCig3bt3J7hO06ZN9fPPP2vr1q1q0qSJuT0sLExbtmyRn5+fuXfXihUrNHjwYNWqVUsDBw5UWFiYFi5cqI4dO2r58uXmoQmlh0XL2IcpBw0apIwZMyoiIkLdunVTRESEOnfurNy5cysgIEBbt25VcHBwvMMYvvLKK8qaNatGjRplHp4ysYcIkxvjzp071bdvXxUrVkwffvihbt++rSFDhuill15K1rU9cuSITCaTxSgm2bNnN88R3L9/fx05ckQnTpzQZ599Julh8a927dqqXLlyso7xqNT4rP8kOc2yZcv0ySef6OWXX1avXr2UNWtWnThxQjt27FCLFi2e+Hwe17dvX/3777/q3Lmz3N3ddevWLe3atUtXr16Vh4eHPvnkEw0fPlyZM2dW7969JUm5c+eW9PBe7dy5swICAtS+fXvly5dPR44c0fjx43Xjxg19+umncc7l/v37ateunZydnZU9e/YE4xo8eLDWrVunVq1aqWzZsjpw4IB69uyZrHOaOHGiJk2apBo1aqhDhw46d+6cFi5cqL///lsLFy60uHfu3Lmjnj17qkmTJmrWrJnWrVunoUOHysnJyfwgcGhoqBYvXqzmzZurbdu2unv3rpYsWaLu3btr8eLFyZpOo2TJkjp8+HCy4gcAmzEApJqQkBDDZDIZ7777bpxld+7cMQIDA83/wsLCzMsmTJhgmEwm8+sTJ04YJpPJ+PTTTy32MXr0aMNkMhl79uwxt/n4+Bgmk8nYsGGDRRw1a9Y0WrdubW67f/++ERUVZbG/ixcvGt7e3sakSZMs2kwmk7F06dIkz/eXX34xTCaTsXLlSuPPP/80SpQoYYwcOTLJ7QzDMCIiIowqVaoY48ePN7cNGDDAaNmyZZx1O3fubHTu3Nn8+q+//oo3xujoaKNhw4bG22+/bURHR5vbw8LCDF9fX+Ott94yt8Ve8wEDBsQ5Xuw1PXDggLktMDDQ8Pb2NkaPHm1uS+41TShewzCMQYMGGT4+PubXO3bsMEwmk/HHH39YrNejRw+jfv365tcrVqwwihcvbhGjYRjGwoULDZPJZBw6dCjOsR7VoUMHw8/PL067v7+/UadOHcNkMhkmk8no27evERUVZVy4cMEoU6aMceTIkUT3G5/Ya927d2+L9qFDhxomk8k4ceKEue3Rn4tYb7/9tsW5G8b/v0fbt29P8viRkZGGr6+v4ePjY9y5c8di2aP3yeM/h4n9LJhMJmPChAnm1xUrVjSGDRuWaBw9e/a0eK9jPcl7aTKZjOLFixunT59O9FiGYRg3btwwSpYsGef30cSJEw2TyWQMGjTI3LZ3717DZDIZe/fuNQzj4c9n9erVjebNmxvh4eHm9bZs2WKYTCbj+++/N7cNGjTIMJlMxvDhw81t0dHRRs+ePY1SpUoZgYGB5vbH39+IiAijefPmRteuXS3afXx8LOKLNWXKFMNkMhk3b95M8vwBAACeBjld8nK62GPMmDEjwXXeeecdw2QyGSEhIYZhxP3MGR0dbdSuXdvo27evxXZr1661yMdCQ0ONSpUqGZ999pnFejdu3DAqVqxo0R772fSbb76xWPf48eOGyWQy1q1bl+h5Pf45NKHzXLp0qWEymYyLFy8+cYytWrUyatasaQQHB5vbdu7caZhMpnjzhcfVqVMnzjUzDMPYvXu3UblyZXMuF/s+Hjp0yChTpoxx6dKlJPf9uNT4rP8kOU1wcLBRvnx5o23bthZ5SWwcj8b56LV7/F6L9fjPxp07d5K8jw3DMJo1a2bxnUSsyZMnG+XKlTPOnTtn0f7NN98YJUqUMK5cuWJx3AoVKlhcs4QcO3bM4j2MNXjw4Di56OP3YmBgoFGqVCnj7bfftvh9MX/+fMNkMhlLliwxt3Xu3NkwmUzGrFmzzG337983WrVqZVSvXt2IiIgwDONhTn3//n2LWO7cuWPUqFHDGDJkiEX74/HF+vzzz40yZcokee4AYEsM2wikotDQUEmK9wm9Ll26qHr16uZ/P//8c4L72bZtmyTprbfesmh/++23LZbHcnNz0yuvvGJ+7eLiotatW+v48eO6ceOGpIdjt8cOzxAVFaXbt28rc+bMKly4sI4fP/6kpypJev3111WrVi2NGDFCH3/8sTw9PTVgwIBkbbt9+3YFBQWpefPm5rbmzZvL398/3mEtkuPEiRM6f/68WrRoodu3b+vWrVu6deuW7t27p+rVq+vAgQMWQydIMo///rhixYpZDIPh6uqqwoUL6+LFi+a21Lim1apVU86cObV27Vpz2507d7R7925zrzPp4UTWRYsWVZEiRczneevWLVWrVk2S4gxP8bigoKB4n3Lz8vLSxo0btWTJEm3cuFETJkyQvb29xowZo4YNG6pcuXLauHGjWrZsKV9f33iH60jI4z3HYifc3r59u7nt0TnLQkJCdOvWLVWpUkUXL160GE5Fkjw8PFS7du0kj3v8+HFdunRJXbt2jTNXQUpNVpwtWzYdPXo0wSENE/Ok72XlypVVrFixJPe7Z88eRUZGmocjjfXoROcJOXbsmAIDA9WhQweLuQfq1aunIkWKaOvWrXG2efT9tbOzU6dOnfTgwQPt2bPH3P7o+3vnzh2FhISoYsWKyf55iX3/bt++naz1AQAAnhQ5XfJzuqTEXsO7d+/Gu9zOzk6NGzfWtm3bLNZZt26d8ubNax61Y/fu3QoODlazZs0sPi/b29urbNmy8eY+HTp0sHjt4uIi6WGvr/iGiXxWyY3x+vXrOnHihPz8/Cx6u9WsWTNZn/Glh7nc43mNJFWvXl1btmzRr7/+qq1bt+qTTz5RdHS0RowYobfeekvu7u5asGCBGjdurEaNGsUZmi8xKf1ZP7k5za5du3T37l317NkzzpxoKZHLZcyYUU5OTtq/f7/u3LnzxNuvX79eFStWVLZs2Sze9xo1aigqKkoHDhywWL9hw4ZydXVNcr+xw1g+TS63e/duPXjwQF27drUYorNt27ZycXGJ87vH0dFRr7/+uvm1s7OzXn/9dQUGBpqnIXBwcDCPjBMdHa2goCBFRkbK29v7iXK58PDwVPn5A4CUwrCNQCqKHcIhvrHhv/rqK929e1c3b97URx99lOh+Ll++LHt7exUoUMCiPU+ePMqWLZsuX75s0V6wYME4HxwLFSpk3leePHkUHR2tuXPnasGCBbp06ZLF2PE5cuRI7inG8fXXX6tBgwa6c+eOfvnlF4sPzIlZtWqVPDw85OzsrP/++0+SVKBAAWXKlEmrV69+qoTt/PnzkqRBgwYluE5ISIhF0ejR4T0eFd/8BdmzZ7f4QJ0a19TR0VENGzbUmjVrFBERIWdnZ23cuFEPHjywKJ79999/OnPmTIKT7T46b0FCEip6ZciQQaVLlza/3rNnj3bt2qX169fr7NmzGjBggIYNG2YegjFfvnx69dVXkzxewYIFLV4XKFBA9vb2FvMEHDp0SBMnTtSff/4Z50N1SEiIRYKZ0Hv3uNiCp8lkStb6T2PgwIEaPHiw6tWrp1KlSqlu3bpq3bq1PD09k9z2Sd/L5J73lStXJCnO75EcOXIkOjzIo9vGNxRmkSJF4swhaG9vH+dcY7d99PfVli1b9OOPP+rEiRMWc30kN/GNvWdTqugJAADwOHK65Od0SYm9hokNddi0aVP99NNP+uOPP9SiRQvdvXtX27Zt0+uvv26+HrF5XkLDrccWxmI5OjrGGQLR09NTb731lmbPnq3Vq1erUqVK8vX1VcuWLeMdsvFJJTfG2M/Zj+dGkp6oCJpQLpclSxaL4UaXLl2qmzdvqmfPntq9e7f+97//6X//+5+khzlM4cKFzQ/tJSQ1PusnN6e5cOGCJJmnTkhpzs7OGjhwoMaMGaOaNWuqbNmyqlevnlq3bq08efIkuf1///2nkydPJpjL3bp1y+L1k+Ry9vb2cdaP776Jb1vpYd72KGdnZ3l6esb53ePm5hbnYYFHf/eUK1dOkrR8+XLNmjVL586d04MHD574nMjlALwIKJ4BqShr1qzKkydPvD2nYj/APj6hcGJS8kPFlClT9P333+vVV19Vv379lD17dtnb2+vrr79Ods+h+Ozbt8/8wfjUqVMqX758ktuEhoZqy5Ytun//vho2bBhn+Zo1a9S/f/8nPv/Y8/j4448THHP78Q+Fjz+9Fit2bP3EpNY1bdasmRYtWqTt27erQYMGWr9+vYoUKaLixYub14mOjpbJZDLPn/W4pMbLz5EjR4KTBT8qKipKX3/9tXr06KG8efNq8uTJKl++vLlY9vrrr2v16tXJKp497vH398KFC3rzzTdVpEgRDR48WPny5ZOTk5O2bdumOXPmxOk1mFJJfXLji/XolxSxmjZtqkqVKun333/Xrl27NHPmTE2fPl0TJ05U3bp1Ez3Ok76XqX3eqeXgwYN65513VLlyZX355ZfKkyePnJyctHTpUq1ZsyZZ+4i9Z3PmzJmaoQIAgHSMnC55OV1ynD59Wrly5YpT3HpUuXLl5O7urnXr1qlFixbasmWLwsPDLR4cjD23sWPHxlvQeDx3e7SH3qMGDx4sPz8/bd68Wbt27dKIESM0depU/frrr8mebywhTxrjs0huLhcaGqrvvvtOH3/8sTJnzqw1a9aoUaNGatCggSSpUaNGWr16dZLFs+R40s/6tsrlHs8pJenNN9+Ur6+vNm3apJ07d+r777/XtGnT9NNPP6lkyZKJHic6Olo1a9ZMcN722CJUrBc1l1u5cqUGDx6sBg0aqFu3bsqVK5ccHBw0depUi9F5EhMcHKxMmTK9sNcAQPpA8QxIZfXq1dPixYv1119/qUyZMk+1D3d3d0VHR+u///5T0aJFze03b95UcHBwnMl0//vvPxmGYfEBMfbJt9h1N2zYoKpVq+rrr7+22DY4OPipv4i+fv26RowYoVq1asnJyUljxoxRrVq1Ep3sV5I2btyo+/fva+jQoXGOfe7cOX333Xc6dOiQxbCJj0rog3Ds03AuLi6qUaPGU5zRk0nuNX3ShLly5crKkyeP1q5dqwoVKmjv3r3miYljFShQQP7+/qpevfpTJeRFihTRxo0bk1xv4cKFunv3rrp16ybp4Xvu5uZmXu7m5pbsoQr/++8/iycW//vvP0VHR5ufVPvjjz8UERGhH3/8Ufnz5zevl9QQlEmJPeapU6ee6L6I7Z31eGIa+yTf49zc3NSpUyd16tRJgYGB8vPz05QpU8zFs4Tep2d9LxMSew0vXLhgcd1v376d5JAksdueO3cuzlOU586ds3h/pIdJ48WLFy16qp07d06S5e+gDBkyaObMmeYhP6SHT8Mm16VLl5QzZ85kDXUCAADwtMjpks7pknLkyBFduHBBLVu2THLdJk2aaO7cuQoNDdXatWvl7u5u7u0i/f/n+Vy5cj1znufl5SUvLy+9++67Onz4sDp06KCFCxeqf//+z7Tf5MYY+zk6dvSVR8V+fk5KkSJFklXAnTx5sjw8PMzvwfXr1y2KQW5ubjpx4kSS+7HWZ/34xPbcPH36dLJ6XcWKHdby8aH/H+919ehx3n77bb399ts6f/68WrdurVmzZumbb76RlHgud+/evRT//iF//vyKjo7WpUuXLApw8d038W0rSWfPnrXIAyMiInTp0qU4sV6/fl337t2zeNA4vt89np6emjRpksW1mDBhQrLP6dKlS3F6wwHA84Y5z4BU1r17d2XKlEmffPKJbt68GWd5cp4IjP2y/aeffrJonz17tsXyWNevX9fvv/9ufh0aGqoVK1aoRIkS5qfeHBwc4hx73bp1TzVHU6zPP/9c0dHRGjlypL766is5Ojrq008/TfIcV61aJU9PT3Xo0EGNGze2+NetWzdlzpxZq1evTnD7TJkySYpb1PD29laBAgU0a9aseMfVf3zIhGeV3GuaULwJsbe3V+PGjbVlyxatWrVKkZGRFk9eSg8TzICAAP36669xtg8PD493mJlHlStXTnfu3En0KbGgoCBNnDhRH330kbmHXu7cuXX27FnzOmfOnFHu3LmTdV6Pzwkxf/58SVKdOnUk/f/TmI9e05CQkGdOuEqVKiUPDw/NnTs3znuQ2L3q4uKinDlz6uDBgxbtCxYssHgdFRUVJynLlSuX3NzcLIYryZQpU5z1pGd/LxNSvXp1OTo6xpnLILG5OWJ5e3srV65c+uWXXyzOYdu2bTpz5ozq1asXZ5tH92sYhn7++Wc5OTmZi28ODg6ys7Oz6Ll36dIlbd68Odnn9M8//1h8kQIAAJAayOmSzukSc/nyZQ0ePFhOTk7mh/AS07RpU0VERGj58uXasWOHmjRpYrG8du3acnFx0dSpUy2Gi4uVnDwvNDRUkZGRFm0mk0n29vYWn3efVnJjdHNzU4kSJbR8+XKL3GDXrl36999/k3WscuXK6fTp04nGfe7cOc2fP1+ffvqpudgRXy6XnKEJJet81o9PrVq1lCVLFk2dOlX379+3WJbYPeru7i4HB4c4c449nhuFhYXF2W+BAgWUJUuWOLlcfPl8kyZNdOTIEfMcZY8KDg6Oc88lV61atSTFzT1jc+jE1KhRQ05OTpo3b57FNVqyZIlCQkLi/O6JjIzUokWLzK8jIiK0aNEiubq6qlSpUpLiz9WPHj2qP//8M9nndPz4cVWoUCHZ6wOALdDzDEhlhQoV0jfffKMPP/xQjRs3VosWLVS8eHEZhqFLly5pzZo1sre3T3RYiOLFi8vPz0+LFi1ScHCwKleurL///lvLly9XgwYN4gyrUKhQIX366af6+++/lStXLi1dulSBgYEaNWqUeZ169epp8uTJGjJkiMqXL69Tp05p9erVyZqTKT5Lly7V1q1bNXr0aPO5fPbZZ/roo4+0YMECiwmFHxUQEKB9+/apS5cu8S53dnZW7dq1tX79en322WdycnKKs06BAgWULVs2/fLLL8qSJYsyZ86sMmXKyNPTUyNGjFCPHj3UvHlztWnTRnnz5jUf08XFRVOmTHmq841Pcq9pYvEmpEmTJpo3b54mTJggk8lk8bSqJLVq1Urr1q3Tl19+qX379qlChQqKiorS2bNntX79es2YMcNi3rL4Ynd0dNTu3bstJgd+1Pfffy+TyWSRvDZs2FCTJ0/Wl19+KXd3dy1atEiDBw9OzuXSpUuX1Lt3b9WuXVt//vmnVq1apebNm5uHo6xZs6acnJzUu3dvtW/fXnfv3tXixYuVK1cu8yTpT8Pe3l5Dhw7VO++8o9atW6tNmzbKkyePzp49q3///VczZ85McNu2bdtq2rRp+vTTT+Xt7a2DBw/GeSL07t27qlu3rho1aqTixYsrc+bM2r17t/7++2+La1OqVCmtXbtWo0aNUunSpZU5c2b5+vo+83uZkNy5c6tr166aNWuW+bqfPHlS27dvV86cORPt5ebk5KSBAwdqyJAh6ty5s5o1a6bAwEDNnTtX7u7uevPNNy3Wz5Ahg3bs2KFBgwapTJky2rFjh7Zu3arevXube4nVrVtXs2fPVvfu3dW8eXMFBgZqwYIFKlCggE6ePJnk+QQGBurkyZNxJs0GAABIaeR0ied0jzp+/LhWrlwpwzAUHBysv//+Wxs3bpSdnZ3Gjh1rMfR8QkqVKqWCBQvq22+/VURERJwHB11cXDR06FB9/PHHatOmjZo2bSpXV1dduXJF27ZtU4UKFfTFF18keoy9e/fqq6++UuPGjVWoUCFFRUVp5cqVcnBwUKNGjZKMMSlPEuOAAQPUq1cvdezYUa+++qqCgoI0f/58vfzyy8l6cK5+/fr64YcftH//fnOR5XGjRo1S06ZNLXpONmrUSO+++67Gjx8v6eEcZcnJj63xWT8hLi4uGjJkiD777DO99tprat68ubJlyyZ/f3+Fh4drzJgx8W6XNWtWNW7cWPPnz5ednZ08PT21devWOPNJnz9/Xm+++aYaN26sYsWKycHBQZs2bdLNmzfVrFkz83qlSpXSwoUL9cMPP6hgwYJydXVV9erV1a1bN/3xxx/q3bu3/Pz8VKpUKYWFhenUqVPasGGDNm/e/FSjZnh7e6tRo0b66aefFBQUpLJly+rAgQPmHmGJ5XKurq7q1auXJk2apO7du8vX11fnzp3TggULVLp06Ti9Qd3c3DR9+nRdvnxZhQoV0tq1a3XixAkNHz7c/H1MvXr1tHHjRvXp00f16tXTpUuX9Msvv6hYsWLJumePHTumoKAg1a9f/4mvBQBYE8UzwAoaNGig1atXa9asWdq1a5eWLl0qOzs75c+fX3Xr1lWHDh2STCJGjBghDw8PLV++XJs2bVLu3LnVq1cvvffee3HWLVSokD7//HONHTtW586dk4eHh7799lvVrl3bvE7v3r0VFham1atXa+3atSpZsqSmTp2qcePGPfH5Xbt2TaNGjZKPj4/8/PzM7S1bttTGjRv1zTffqE6dOvEmcWvXrlV0dLR8fHwS3L+Pj482bNig7du3x/vhysnJSaNHj9b48eM1dOhQRUZGatSoUfL09FTVqlW1aNEi/fDDD5o/f77u3bunPHnyqEyZMgkWiZ5Wcq9pYvEmpEKFCsqXL5+uXr0aJ3mUHhaEJk+erDlz5mjlypX6/ffflSlTJnl4eKhLly4WQ2rEJ3fu3KpTp47WrVsX73U5efKkFi9erMWLF1u0e3l5adSoUZo4caLu3r2rjh07Jvu6fvfdd/r+++81btw4OTo6qnPnzvr444/Ny4sUKaIJEybou+++05gxY5Q7d25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mtIvU2Mcr6IX6YfL3cs3xWE9XZyWnZWbbcSZJLk43/l9O+8cBRknpmZkqH+Sdl2UDDud60jVJklehwtnuP3kkStHHD6thqydybCP95gx9V9d//d/p4qajB3bnYbUoCMhytmH3zrMdO3Zo4MCB8vf3l5OTkwwGg+rUqaNBgwZp5MiR9i6vwHm+/1sKK1laff7zqDo/XE8jBw/QCwPfVmULw8zhqL06dfyoWj3W3rqFwuFlZmZq3vQJiqhU3TSa9ZafVi5W7w7N9HyHZtq1fYv+O2qyXFxzDhGAtXh5e6tS1eqa++V0xcZcVEZGhn76cYX2792luNjYO54fG3NRf2z5n9q0e9IG1aIgqBHio1Bfd606EJPt/q+3n5GzkzTy0Qh99HgFdaxeTLO3RSv2Ws4zyQK8XNWwlJ9iE1P1xZbT2nzisjpULao6YdkHRwAFB1mu4CpRspQCg4tp/szJSkyIV1pampYt/EpxMRd0Je72n4GuJSao2+ON1eWReho95BX1evktVa9t+WBNoKA4FpekWb+f1oRfT2jO9jMKKuSq/7YsIw+XrL/KK+TmrCcqB+u3o5dybO98fIpir6Xq6WpF5eXqJGcngx6NDJS/l5v8POy+MBVw38rMzNR3Mz9V2YrVVCK8bLbHbF6/QsVCS6lsxao5tlMsNFz+QUW1bO40XUuMV3pamtYumavLcRd19dKdf38AwPbs/r9jZmamvL1vjHApUqSILl68qDJlyqhEiRI6fvz4Hc5GXlu9bKEOHdir/37wiYKKFtf+PX9pxqSxKhIQpOq1693x/A2rl6tk6XIqH1nFBtXCkX39+UeKPnFM7477Isu+Rs0fUdWadXXlUqxWLflGn41+R8PGz5Cbm7sdKkVBN3j4aH088l11erylnJydVb5CRbVo/agORe2/47nrVv2gQoV81KgZz4TBvfPzcFGHqkU1bctppecw5PjRyCB5ujpr6uZTupaaoSrFCunZOiU0+X+ndC4h+2UbDQaDTl+5rtVRNwLdmfgUFfdxV8PwItp+Ot5q9wPrYzAh7hVZruBycXHVG8PHaer49/Vch+ZycnJW1Vp1VbNuI9PynTnx9PLWx9MXKPl6kvbu+ENfT5ugosVLZFnSESjo9pxLNP05+uqNzrSPn4jUAyV9zZZY9HBx0qvNSunc1RQt33shx/YyjNLn/zup5+qGavJTlZWRadT+C4nafTZBfCQAcrZw+nidPXVMb4yelu3+1JQUbdv4kx7r1PO27Ti7uKjPf0dr3uTReqPrI3JyclZk9TqqXLvBHf/vBP6NLGcbdu88K1++vA4ePKiwsDBVr15dM2fOlKurqxYtWqSwsDB7l1egpKQka/6sz/XWiHGqXb+JJKlU2fI6ceSgfvhu7h07z5KvX9emX9eq87N9bVEuHNjXUz7Wjj/+p6EfT892OUYv70Ly8i6kYiVKqlxkVb3YsaW2b/5VDR982A7VoqArERqmT6d9pevXk5R07ZoCAoP0/pA3VDyHZ/DdYjQa9eOKpXro0cflysxJ5IFQPw/5uLtoUNNSpm3OTgaVCfBUo9JFNObnY2pSpojG/nJMFxJuLLd1Nj5FZQK81Ki0nxbvzv6XLfHJ6abjb7mQmKpqxX2yPR5AwUGWK9jKRlTUuOkLdC0xQenp6fL1K6LB/XuobESl257n5OSk4iVu/HyULldB0aeOa+mC2XSeAXdwPS1TFxJSFFzo7yXfPFycNOjBUkpOy9Rn/zupjDv8/v3k5WQNX3tEnq5OcnEyKCElQ0MfKqsTl65buXogf1o4fbz2btukQaOnqEhgcLbH7Nj8s1JTklWv+aN3bC+8XKSGfPq1rl9LVHp6mnx8i2jsG8+rZLnIvC4dQB6we+dZv379dP36jf+kBw4cqBdffFFdu3aVn5+fPvnkkzucjbyUkZ6u9PR0GQzmSwA4OTnLmJl5x/M3//aT0lLT1KzVY9YqEQ7OaDRqztRx2r75Vw0ZO1XBxUpYdI5RRtPa0YC9eHp6ydPTSwnxV7Vt62a92P+12x6/66/tOhN9So+1ZclG5I3DMUn66JdjZtv+U6O4Liam6ucjcXJzvvH/+78HNWYajTLcZrzxiUtJZr+kkaQgbzddus6/u/mdE8MVcY/IcpAk70I3BlOciz6lo4cO6D89++XqfGOmUWl8lgfuyN3FSUGF3HT1RLqkWx1npZWemalJ/3cix5UHsnM97cbveIILualUEU8t3ZPzjDWgIDIajfr2iwnaufU3DRr1uQKL5vyM8k3rV6raA43l41vE4vY9vQtJki6ePa2TR6P0RNcX7rlmFCxkOduwe+dZkyZNTH8ODw/XmjVrdOXKFfn6+vJgOiu4fj1J58+cNr2/eP6sjh85qEI+hRVUtLgqV6+tOV9MlJu7u4KKFte+XX/qt59W6dl+f/8SeNKYYfIPDFK35weYtf3zj8tVt9GD8vH1s9XtwMF89flH2vLrWr02bJw8PL105eaaz17eheTm7qGL585o68afVLVWPfn4FtGl2Itasehrubm5q/oDDU3tvPlCR3Xq+ZIeaNRckpSYcFVxFy/octyNZwCdiz4pSfIt4i8//0Ab3yUczbatm2Q0GhUWXkpnTp/S9M8mqGR4aT3yRHtJ0ozPP1VszEUNHv6h2Xmrf/heFStXU+my5e1QNRxRSkamzv9rhlhqhlFJqRk6n5AqJ4MUk5iqjtWLacW+izeWbSzuo4ggb836Pdp0Tt8GYdp7LkH/O3FFkvTbscsa2DhcLcsHaNfZeJX081T9cD99t+u8LW8PwH2ILOfYsmTHc+bZcctvP6mwbxEFBhfTqeNHNHvKONVt+KCq12lgOuezm9mx683suHT+lypToZKKFQ9VWlqadvzxP21cv0ovvDLY5vcH3O861SimnWcSFJeUKj8PV7WvGiyjUfr91BV5uDjp9QdLy83FoBn/OyMPV2d53FzMIiEl3TRYatRj5bVk1wX9debGUtt1wgorISVDl66lqoSfh56pFaK/zsRr3/nEHKoACqaF08dp28af1PedsXL39NLVy3GSJE+vQnJz//uRIRfPRevIvp16edj4bNsZ/tJ/1L57P9Vo0EyS9Oemn+VT2E9Fgorq7MmjWjTzU1Wv11SVat75UTkAbM/unWf/dO7cOUlS8eLF7VyJ4zp6cL/ee/1F0/uvpk6QJD3Y+nENeHuEXhv6ob6ZOVkTPxyqxIR4BRYtpi69XtLDTzxtOif24vksYfjM6RM6sHenho393DY3Aoe0YdUSSdKot82X/uwzaJiaPvS4XN3cdHDvTq1ZtlDXEuPl6+evyCo1NWzCLPn6+ZuOPxd9UteTrpne/7X1//TFhPdN7yePGSJJ6tD1eT3VrY81bwkFwLXEBM2YMlGxFy/Ip7CvmjRvpd79BsrF5UZ6vRQXo4sXzpmdk5iYoP/7Zb1eHvS2PUpGAZVplGb8flqPVwxW73qhcnN2Uty1VC3YcU4HLv79b2agt5u83f/+iHj6SrJmb4tWm4pBah0RoEtJaVq+9+9fwiD/om8DeYks53iOHdyv4W/8nR2/nnYjOzZr/bj6vzVCly/F6utpn+jK5TgV8Q9Us4fa6Klu5iPnYy+el8Hp739skpOTNXPSGMXFXJSbu7tKhJXSgP+OVKPmrW1zU0A+UsTTVX0bhsnbzVkJKRk6HHNNI9cfVUJKhioEe6tsoJckaezjFczOe3NFlOKu3ZjNWbywhzzd/l5dyM/DVf+pWVyF3V10JTldW05c0Q/7LtrupoB8YuOPSyVJnwx52Wx7j4FD1KBlG9P7zetXyi8gWBVr1M22nQtnTul60t+d01cvxWrJrEmKv3pJvkUCVK/5o3qs03NWuAM4OrKcbRiMdn4iYXp6uiZPnqy5c+cqKSlJkuTl5aVu3bqpf//+d/UcmL3RjJjB/e16aoa9SwBuK8Tf094lADkav/HYnQ8C7GhC2/zxzILWn2+1+jXWvVzf6teA/Vgjy0nS7tPkOcBePt103N4lAAVatxo5Lw8IwPpaRAbYuwSLkOVsw+4zzz744AP99NNPevPNN1WjRg1J0s6dOzV58mRduXJFI0aMsG+BAAAAgANiWT3cK7IcAAAAYHtkOduwe+fZypUrNWHCBDVr1sy0LTIyUsWLF9egQYMIXAAAAABwHyLLAQAAAHBUdu88c3NzU2hoaJbtoaGhd73MBwAAAIDbc2KwIu4RWQ4AAACwPbKcbTjd+RDr6tq1q6ZMmaLU1FTTttTUVE2dOlXdunWzY2UAAAAAbOnChQt64403VK9ePVWrVk1PPPGE9uzZY9pvNBo1ceJENW7cWNWqVVPPnj114sQJ+xVcwJHlAAAAAEiOmeXsMvOsf//+Zu83b96spk2bKjLyxsPVo6KilJaWpgYNGtijPAAAAMDh3W/r5F+9elVdunRRvXr1NGPGDBUpUkQnT56Ur6+v6ZgZM2Zo7ty5GjNmjEJDQzVx4kT17t1bq1evlru7ux2rLzjIcgAAAIB9keVswy6dZz4+PmbvH374YbP3xYsXt2U5AAAAAOxsxowZKlasmEaPHm3aFhYWZvqz0WjUnDlz1K9fP7Vq1UqS9NFHH6lhw4Zav3692rRpY/OaCyKyHAAAAIB/ctQsZ5fOs39+EQEAAADYni0GK6amppot6SfdeE6Wm5tblmN//vlnNW7cWAMHDtS2bdtUtGhRPfPMM+rUqZMkKTo6WjExMWrYsKHpHB8fH1WvXl07duy4bwOXoyHLAQAAAPZFlrMNuz/z7JZLly5p+/bt2r59uy5dumTvcgAAAADco+nTp6t27dpmr+nTp2d77OnTp7VgwQKVKlVKs2bNUpcuXTRy5EgtXbpUkhQTEyNJCggIMDsvICBAsbGx1r0R3BZZDgAAAHAsZDk7zTz7p6SkJH3wwQdavny5MjMzJUnOzs5q166d3n33XXl6etq5QgAAAMDxGGT94YovvviinnvuObNt2Y1UlG4s5VGlShUNGjRIklSpUiUdPnxYCxcuVIcOHaxeK3KPLAcAAADYHlnONuw+82zMmDHatm2bpk6dahqtOGXKFG3btk1jxoyxd3kAAAAA7pKbm5sKFSpk9sopcAUFBals2bJm28qUKaOzZ8+a9ktSXFyc2TFxcXEKDAy0QvW4E7IcAAAA4JjIchbOPGvfvr0MFi6keWsqnqXWrl2rSZMmqV69eqZtzZo1k7u7u1599VWNGDEiV+0BAAAAuDMnG6yTnxu1atXS8ePHzbadOHFCJUqUkCSFhoYqKChIW7ZsUcWKFSVJiYmJ2rVrl7p06WLzevMLshwAAADgWMhytmFR51mrVq2sVkBycnK2vYsBAQFKTk622nUBAAAA3D+effZZdenSRdOmTdOjjz6q3bt3a9GiRXr//fclSQaDQT169NDUqVMVHh6u0NBQTZw4UcHBwVbNK/kdWQ4AAACANTlqlrOo86x///5WK6BGjRqaNGmSPvroI7m7u0u6EcImT56sGjVqWO26AAAAQEFm6WwkW6lWrZomT56sCRMm6PPPP1doaKjeeecdtW3b1nTMCy+8oOvXr2vYsGGKj49X7dq1NXPmTFOOQFZkOQAAAMCxkOVsw2A0Go32LODQoUPq3bu3UlNTFRkZKUmKioqSu7u7Zs2apfLly+e6zb3RiXldJpCnrqdm2LsE4LZC/D3tXQKQo/Ebj9m7BOC2JrSNtHcJFmk3Y7vVr7H8hTpWvwbsxxpZTpJ2nybPAfby6abjdz4IgNV0qxFi7xKAAq1FZIC9S7AIWc42LJp59k8ZGRn66quv9OOPP+rcuXNKS0sz2//HH3/kqr2IiAitW7dOK1as0LFjN34Z9vjjj+uJJ56Qh4dHbssDAAAAYIH7bLAibIAsBwAAAOR/ZDnbyHXn2eTJk/Xdd9+pV69e+vTTT9W3b1+dOXNG69ev18svv3xXRXh6eqpTp053dS4AAACA3HMicRU4ZDkAAAAg/yPL2UauO89WrFihkSNH6sEHH9Rnn32mxx9/XCVLllSFChW0a9cui9rYsGGDxddr2bJlbksEAAAAAPwLWQ4AAAAALJPrzrPY2FhFRERIkry9vZWQkCBJat68uSZOnGhRG5aOajQYDDpw4EBuSwQAAABwBwxWLHjIcgAAAED+R5azjVx3nhUtWlQxMTEKCQlRWFiYNm3apMqVK2vPnj1yc3OzqI2oqKhcFwoAAAAAuHtkOQAAAACwTK47zx566CFt2bJF1atXV/fu3fXmm29q8eLFOnv2rHr27GmFEgEAAADkNQPDFQscshwAAACQ/5HlbCPXnWdvvPGG6c+PPfaYihcvrp07dyo8PFwtWrSwuJ3k5GRt2bJFzZs3lySNHz9eqamppv1OTk569dVX5e7untsSAQAAAAD/QpYDAAAAAMvkuvPs32rWrKmaNWvm+rylS5fqt99+MwWuefPmqXz58qaAdfz4cRUtWpQRkAAAAIAVMFgRZDkAAAAg/yHL2cZddZ4dO3ZM8+bN09GjRyVJZcuWVbdu3VSmTBmL21ixYoWef/55s23jx49XWFiYJGn58uWaP38+gQsAAAAA8ghZDgAAAADuzCm3J6xdu1ZPPPGE9u3bp8jISEVGRmr//v164okntHbtWovbOXXqlCIiIkzv3d3dzdbqrFatmo4cOZLb8gAAAABYwMlgsPoL9xeyHAAAAJD/keVsI9czzz7++GP16dNHr7zyitn2SZMm6eOPP9bDDz9sUTvx8fFm6+Jv3brVbH9mZqbZfgAAAADA3SPLAQAAAIBlcj3zLCYmRu3bt8+yvW3btoqJibG4nWLFiunw4cM57j948KCKFSuW2/IAAAAAWMBggxfuL2Q5AAAAIP8jy9lGrjvP6tatq+3bt2fZ/ueff6pOnToWt9O0aVNNmjRJKSkpWfYlJyfr888/V7NmzXJbHgAAAAAgG2Q5AAAAALCMRcs2btiwwfTnFi1aaNy4cdq3b5+qV68uSdq1a5fWrFmjAQMGWHzhvn37as2aNXrkkUfUtWtXlSpVSpJ0/PhxffPNN0pPT1ffvn1zcSsAAAAALGVgHfsCgSwHAAAAOBaynG0YjEaj8U4HRUZGWtaYwaADBw5YfPHTp09r+PDh2rx5s26VYTAY1LBhQw0fPlxhYWEWt/VPe6MT7+o8wFaup2bYuwTgtkL8Pe1dApCj8RuP2bsE4LYmtLXss7O9dZmz0+rXWNCjhtWvgdvLb1lOknafJs8B9vLppuP2LgEo0LrVCLF3CUCB1iIywN4lWIQsZxsWzTyLioqyysXDwsI0a9YsXblyRadOnZIklSxZUn5+fla5HgAAAIAbnBisWCCQ5QAAAADHQpazDYs6z6zNz8+PkAUAAAAA+QxZDgAAAIAjuqvOsz/++ENffvmljh49KkkqW7asnn/++Vw9ZBoAAACA/bBOfsFElgMAAADyN7KcbTjl9oTly5frueeek4eHh7p3767u3bvLw8NDPXv21IoVK6xRIwAAAADgHpHlAAAAAMAyuZ55Nm3aNL355pvq2bOnaVuPHj00e/ZsTZkyRU888URe1gcAAADAChisWPCQ5QAAAID8jyxnG7meeXb69Gk1b948y/YWLVooOjo6T4oCAAAAAOQtshwAAAAAWCbXnWfFixfXli1bsmzfvHmzihcvnidFAQAAALAug8Fg9RfuL2Q5AAAAIP8jy9lGrpdtfO655zRy5EgdOHBANWvWlCT99ddfWrp0qYYMGZLnBQIAAAAA7h1ZDgAAAAAsk+vOs2eeeUZBQUH68ssvtWbNGklSmTJl9Mknn6hVq1Z5XiAAAACAvOfEYMIChywHAAAA5H9kOdvIdeeZJD300EN66KGH8roWAAAAAIAVkeUAAAAA4M7uqvMMAAAAQP7GOvYAAAAAkP+Q5WzDos6zBx54wOJvyB9//HFPBQEAAAAA8gZZDgAAAAByz6LOs3feecfadQAAAACwIcYqFgxkOQAAAMCxkOVsw6LOsw4dOli7DgAAAABAHiPLAQAAAEDu3fUzzw4fPqyMjAzTe2dnZ5UvXz5PigIAAABgXU6sk19gkeUAAACA/IssZxsWd55t375do0eP1pIlSyRJnTp1UnJysoxGo6QbD6mbNWuWGjZsaJ1KAQAAAOQZ8lbBQZYDAAAAHAdZzjYs7jybP3++2rVrZ7Ztzpw5CgkJkdFo1Ny5c7VgwQICFwAAAADcR8hyAAAAAJA7TpYeuHfvXtWvX99sW7FixVSiRAmFhoaqXbt22rFjR54XCAAAACDvGQwGq79wfyDLAQAAAI6DLGcbFneenT9/Xj4+Pqb3Y8eOVWBgoOm9r6+vrly5kqfFAQAAAADuDVkOAAAAAHLH4s4zb29vnTp1yvS+devW8vT0NL2Pjo5WoUKF8rY6AAAAAFZhMFj/hfsDWQ4AAABwHGQ527C486x69epatmxZjvuXLl2q6tWr50VNAAAAAIA8QpYDAAAAgNxxsfTAnj176rnnnpOfn5+ef/55BQQESJLi4uI0Y8YM/fDDD5o1a5bVCgUAAACQd5wYTlhgkOUAAAAAx0GWsw2LO8/q16+voUOHavTo0frqq69UqFAhGQwGJSQkyNnZWe+8844aNGhgzVoBAAAAALlElgMAAACA3LG480ySunbtqhYtWmjt2rU6ceKEJKlUqVJ6+OGHVbx4cWvUBwAAAMAKGKx4e5cuXdLu3buVkZGhqlWrKjg42N4l3ROyHAAAAOAYyHJ3lhd5LledZ5JUvHhx9ezZM9cXAgAAAID8YO3atRoyZIhKlSql9PR0HT9+XMOGDdNTTz1l79LuCVkOAAAAgKPLqzyX684zAAAAAPmfgeGKJteuXZO3t7fp/eTJk/Xdd9+pdOnSkqRff/1VQ4cOzfedZwAAAADyP7KcOWvlOac8rRIAAAAA8pknn3xS69evN713cXFRXFyc6X1sbKzc3NzsURoAAAAA4DaslecMRqPRmCcV3ke+2nbK3iUAt+Xrzi9fcH/zcnG2dwlAjppFBNm7BOC2PPLJ2g4Dlh6w+jU+61DR6tfIC9HR0Xr//ffl6uqqYcOG6fTp03rttdeUmZmp9PR0OTk5acyYMWrWrJm9Sy0QGn38f/YuASiwPutU3d4lAAWar5ervUsACrSyQZ72LsEiZDlz1spzuYr2GRkZ+uuvv1ShQgUVLlw4VxcCAAAAgPtRaGiovvjiC61cuVLdu3dX9+7d9dNPP+nkyZPKzMxUmTJl5O7ubu8y7wlZDgAAAIAjslaey9Wyjc7OzurVq5euXr2a6wsBAAAAuH8YDAarv/Kbxx9/XIsXL1ZUVJS6d+8uo9GoihUr5vuOM4ksBwAAADgKslz28jrP5XpRmfLlyys6OlphYWF3dUEAAAAAuN/89ttvOnr0qCIjIzVq1Cj98ccfeuONN9SkSRO98sor8vDwsHeJ94wsBwAAAMARWSPP5WrmmSS9+uqrGjt2rH755RddvHhRiYmJZi8AAAAA9z8ng/Vf+cWYMWM0ePBg7dmzR8OGDdPnn3+uunXr6vvvv5e7u7vat2+v3377zd5l3jOyHAAAAJD/keXMWSvPGYxGozE3J0RGRv598j+m7xmNRhkMBh04YP2H1d3JV9tO2bsE4LZ83d3sXQJwW14uzvYuAchRs4gge5cA3JZHrtd2sI9Xl0dZ/Rqftou880H3gXr16mnWrFmqUqWKrly5os6dO2vt2rWm/UeOHNGwYcM0f/58O1Z57/JDlpOkRh//n71LAAqszzpVt3cJQIHm6+Vq7xKAAq1skKe9S7AIWc6ctfJcrqP9nDlzcnsKAAAAgPtMfhtNaE2enp6Kjo5WlSpVdP78ebm5mQ90KleuXL7vOJPIcgAAAIAjIMuZs1aey3XnWd26dXN9EQAAAAC4Xw0aNEhvv/22Ro4cqeTkZI0ZM8beJVkFWQ4AAACAo7FWnrurRWW2b9+uhQsXKjo6WhMnTlTRokW1bNkyhYaGqk6dOnlSGAAAAADr+eeyfQVd27Zt1aRJE50+fVqlSpVS4cKF7V2S1ZDlAAAAgPyNLGfOWnnOKbcnrF27Vr1795aHh4f27dun1NRUSVJiYqKmT5+eJ0UBAAAAgC0VKVJE1apVc+iOM7IcAAAAAEdkjTyX686zqVOnasSIERo5cqRcXP6euFarVi3t378/zwoDAAAAYD1OBuu/cH8hywEAAAD5H1nONnLdeXb8+PFsl/Pw8fFRfHx8nhQFAAAAAMhbZDkAAAAAsEyuO88CAwN16tSpLNv//PNPhYWF5UlRAAAAAKzLYLD+C/cXshwAAACQ/5HlbCPXnWedOnXSqFGjtGvXLhkMBl24cEE//PCDxo4dqy5dulijRgAAAADAPSLLAQAAAIBlXO58iLk+ffooMzNTPXv21PXr19WtWze5ubmpV69e6t69uzVqBAAAAJDHnBhOWOCQ5QAAAID8jyxnG7nuPDMYDOrXr5969+6tU6dOKSkpSWXLlpW3t7c16gMAAABgBbleggL5HlkOAAAAyP/IcraR66/z4MGDlZiYKDc3N5UrV07VqlWTt7e3kpKSNHjwYGvUCAAAAAC4R2Q5AAAAALBMrjvPli1bppSUlCzbk5OTtXz58jwpCgAAAIB18ZDpgocsBwAAAOR/ZDnbsHjZxsTERBmNRhmNRl27dk3u7u6mfRkZGdq4caP8/f2tUiQAAAAA4O6Q5QAAAAAgdyzuPKtTp44MBoMMBoMefvjhLPsNBoMGDBiQp8UBAAAAsA4eMl1wkOUAAAAAx0GWsw2LO8/mzJkjo9GoZ599Vp999pl8fX1N+1xdXRUSEqKiRYtapUgAAAAAwN0hywEAAABA7ljceVa3bl1J0oYNGxQSEiIDvZsAAABAvsXH+YKDLAcAAAA4Dj7O24ZTbk84evSo/vzzT9P7b775Ru3atdPrr7+uq1ev5mlxAAAAAIC8QZYDAAAAAMvkuvPs448/1rVr1yRJBw8e1OjRo9WsWTNFR0drzJgxeV4gAAAAgLznZLD+C/cXshwAAACQ/5HlbMPiZRtviY6OVtmyZSVJ69atU4sWLTRo0CDt27dPffr0yfMCAQAAAAD3jiwHAAAAAJbJdeeZq6urkpOTJUmbN29W+/btJUm+vr5KTEzM0+IAAAAAWIcTC+UXOGQ5AAAAIP8jy9lGrjvPatWqpdGjR6tWrVras2ePPv30U0nSiRMnVKxYsbyuDwAAAACQB8hyAAAAAGCZXD/zbNiwYXJxcdHatWv13nvvqWjRopKkjRs3qkmTJnleIAAAAIC8ZzBY/4X7C1kOAAAAyP/IcraR65lnISEhmj59epbt77zzTp4UBAAAAADIe2Q5AAAAALBMrjvPzp49e9v9ISEhd10MAAAAANtwYjRhgUOWAwAAAPI/spxt5LrzrEWLFjLcZt7egQMH7qkgAAAAAEDeI8sBAAAAgGVy3Xm2bNkys/dpaWk6cOCAZs+erddeey2v6gIAAABgRQYxXLGgIcsBAAAA+R9ZzjZy3XkWGRmZZVvVqlUVHBysWbNmqXXr1ha1k5aWpk8++UQ//fSTfH199Z///EdPP/20aX9sbKyaNGnC6EcAAAAAyANkOQAAAACwTK47z3JSunRp7dmzx+Ljp02bpuXLl6tXr16Kj4/XmDFjtHv3br3//vumY4xGY16VBwAAAOAfWCcft5DlAAAAgPyDLGcbue48S0xMNHtvNBp18eJFTZ48WeHh4Ra3s2LFCo0cOVLNmzeXJD355JN64YUXNHjwYH344YeSdNv1+AEAAAAAliPLAQAAAIBlct15VqdOnSxByGg0qnjx4powYYLF7Vy4cEHly5c3vQ8PD9fcuXPVo0cPvfnmm3rzzTdzWxoAAAAACzFaseAhywEAAAD5H1nONnLdeTZnzhyz905OTipSpIjCw8Pl4mJ5c4GBgTp9+rRCQ0NN24oWLao5c+aoR48eGjx4cG5LAwAAAADkgCwHAAAAAJbJdedZ3bp18+TC9evX14oVK9SgQQOz7bdCV/fu3fPkOgAAAACyYlm9gocsBwAAAOR/ZDnbsKjzbMOGDRY32LJlS4uOe+mll3Ts2LFs9xUtWlRz587V5s2bLb4uAAAAAMAcWQ4AAAAAcs+izrOXX37ZosYMBoMOHDhg0bElSpRQiRIlctxftGhRdejQwaK2AAAAAOQO6+QXDGQ5AAAAwLGQ5WzDos6zqKioPL/w3r17NXbsWE2dOlWFChUy25eQkKCXXnpJQ4YMUWRkZJ5fGwAAAAAKArIcAAAAAOSek70uPHv2bNWvXz9L2JIkHx8fNWrUSDNnzrRDZQAAAIDjMxis/4JjIssBAAAA9kOWsw2LO8+2bNmixx57TImJiVn2JSQkqE2bNtq2bZvFF961a9dt19Rv3ry5duzYYXF7AAAAAICsyHIAAAAAkDsWd559/fXX6tSpU46jCzt37qyvvvrK4gtfuHBB3t7eOe738vJSTEyMxe0BAAAAsJyTwWD1F+4PZDkAAADAcZDlbMPizrODBw+qSZMmOe5v1KiR9u3bZ/GF/f39dfz48Rz3Hzt2TEWKFLG4PQAAAACWczJY/4X7A1kOAAAAcBxkOduwuPMsNjZWLi4uOe53cXHRpUuXLL5ww4YNNW3atGz3GY1GTZs2TQ0bNrS4PQAAAABAVmQ5AAAAAMgdizvPihYtqsOHD+e4/+DBgwoKCrL4wv369dOhQ4fUsWNHrV69WlFRUYqKitLq1avVsWNHHT58WH379rW4PQAAAACWu58fMv3FF1+oQoUKGjVqlGlbSkqKRowYoXr16qlmzZoaMGCAYmNj8+Ar4fjIcgAAAIDjuJ+znOQ4ec7izrNmzZpp4sSJSklJybIvOTlZn332mZo3b27xhUuWLKnZs2fr+vXrGjRokDp06KAOHTpo0KBBSk5O1pdffqnw8HCL2wMAAACQ/+3evVsLFy5UhQoVzLZ/+OGH+uWXX/Tpp59q7ty5unjxovr372+nKvMXshwAAAAAW3CkPJfz2h3/0q9fP61bt04PP/ywunbtqtKlS0u6sZ79/PnzlZGRkevRhVWrVtXKlSt14MABnThxQkajUaVLl1bFihVzdxcAAAAAcsVJ1l/IPjU1VampqWbb3Nzc5Obmlu3x165d05tvvqmRI0dq6tSppu0JCQlasmSJxo0bpwYNGki6Eb4ee+wx7dy5UzVq1LDaPTgCshwAAADgOO7HLCc5Xp6zuPMsMDBQCxcu1PDhwzVhwgQZjUZJksFgUOPGjTVs2DAFBgbeVREVK1YkZAEAAAAOZvr06Zo8ebLZtv79+2vAgAHZHv/++++rWbNmatiwoVnY2rt3r9LS0syeo1W2bFmFhITc12HrfkGWAwAAAJAbuc1ykuPlOYs7zySpRIkSmjFjhq5evaqTJ09KksLDw+Xr62uV4gAAAABYx72uY2+JF198Uc8995zZtpxGKq5atUr79+/X4sWLs+yLjY2Vq6urChcubLY9ICBAMTExeVewAyPLAQAAAI7hfstykmPmuVx1nt3i6+uratWq5XUtAAAAABzInZb1uOXcuXMaNWqUvvzyS7m7u9ugsoKLLAcAAADgTizNcpLj5rm76jwDAAAAkL852WC0oqX27dunuLg4Pfnkk6ZtGRkZ2rZtm7755hvNmjVLaWlpio+PNxutGBcXp6CgIHuUDAAAAAB2cT9lOclx8xydZwAAAADsqn79+lqxYoXZtsGDB6tMmTJ64YUXVLx4cbm6umrLli16+OGHJUnHjh3T2bNn79v18QEAAACgIHDUPGeXzrOoqCiLj42MjLRiJQAAAEDB5GSLhfItVKhQIUVERJht8/Lykp+fn2n7U089pTFjxsjX11eFChXSyJEjVbNmzfs6bDkishwAAABgX/dTlpMcN8/ZpfOsffv2MhgMMhqN2e6/tc9gMOjAgQM2rg4AAADA/eadd96Rk5OTBg4cqNTUVDVu3FjvvfeevcsqcMhyAAAAAHIrP+Y5gzGn1GNFZ86csfjYEiVK5Lr9r7adyvU5gC35ulv2sEXAXrxcnO1dApCjZhH373rYgCR55JOF0Wf8ftLq13ihXrjVrwHbsnaWk6RGH//fXZ0H4N591qm6vUsACjRfL1d7lwAUaGWDPO1dgkXIcrZhl2h/tyEK9+av9Sv014YVuhpzQZIUGBquxh26qWz1uroSc15TX+ue7XntBwxVxXrN7tj+mi8/1Y6fV6llt36q+8iTdzwe+Leta5dp67rluhxzXpJUNLSUWnZ8VhVq1ldSQrx+WvSlDu/ariuxF+Rd2E+V6zZW68695eFdKMc2U64nac03X2jftv8pKeGq/IOLq+FjT6l+63a2ui04kHVL5mr31t90IfqkXN3cVTqyqtr26KeiJUqajok5d0bLv56sowf2KD0tVRVr1tPTL7ymwn7+Oba7euEsrfl2ttm24BIlNXTyfKvdCwqWhfO/0dezZyk2NkYRFSL133feVdVq1bI9dv1P6zRrxjSdPnVKaenpCi8Zru49n9MTbdvbtmgA9yWyXMESWMhNLzUrrfqli8jDxUnRV5L14Y+HFHUhUZI05NEIPValqNk5W49f0uuL91nUfre6oerXrLQWbT+jib8cy/P6gfxs2YLZ2rbpF509fVJubu6KqFRNXZ7vr5CwUqZjNqz6Xpt+WasTRw7qetI1zfz+Z3kX8rnndgFIe3b+qSXzv9aRgwd0KS5GQz+coIZNW5j2z5s1VRs3rFXMxfNydXFVuQqV1KNPf0VWrppjm6uWLtKqZd/pwrmzkqTw0mXVpWcfPdCgsdXvB0Du3TfjYo8cOaKzZ88qLS3NbHvLli3tVJHj8fEP1IOde8u/WAkZjdLe/1unxRPeU69RUxUQEqYBk781O37nL6v0+6rvVLZ63Tu2fXDb/3TmyAEVKhJgrfJRABQOCNIjXV9UYPFQGY1G/fXrGs0ZO0QDP54po9Go+MtxeqxHPxUNLaXLMRe0bMZ4xV+KU7c33s+xzVVff66je3eo88AhKhJUTId3bdPymZ+qcJFAVXqgkQ3vDo7gyL4davLokypZLlKZGRla8c0XmjLiNb0zaZ7cPTyVknxdU0a8phKlymnA+xMlSavmz9QXo97WoLHT5eTklGPbxcNK6+URn5reOzkz+w95Y82PqzXuo9Ea+t4IVa1aXd/M/Vr9Xuyt5SvXKCAg6//bvr6+er5PP5UuXUaurq7a+Nsvem/oO/L3D1Cjxk3scAewlvttnXzkX2Q5x+Tj7qJpz1TXX6eu6PXFe3XleprCingqISXd7Lgtxy7pwzWHTO/T0i1b3CayWCG1q15chy8m5mndgKM4sOcvtW7bUWUiKikzI0MLZ0/R6MED9PGMRfLwvDEzIiUlWdXrNFD1Og208MvP86xdAFLy9esqXS5Crdu018ghg7LsLxEWrn6v/VfFQkKVmpKspYu+0dBB/TRr4Q/yLZL94NnAoKJ6ru9AhYSWlNEobfjxB30w+FV99uVChZcpZ+1bggMhy9mG3TvPTp8+rZdfflmHDh0yWzvfcPMHgHXy8075Wg3M3jfr1Et/bVips0cOKCi0lAr9a1bEoe2bFFmvmdw8bv/hKeFSrH6a87k6vz1a340bmud1o+CoVMe8M+vhZ17Q1nXLderQfj3Qso26v/GBaV9AsRJq3eV5fTtplDIy0uXsnP0/ZycP7VOtBx9W2co1JUn1HmqrP35aodNHDtB5hlx7adgEs/ddB7yjIT2f0OmjB1Wucg0di9qjSzHn9daE2fL08pYkdRs4RP/t/qgO7/lTFao/kGPbTs7OKswABFjB3K9n68mnO6l9h6ckSUPfG6GNG3/Vsu+XqPcLfbIc/0Ddembvu3Z/Vj8sX6Ydf/1J5xkAM2Q5x9a1XqguJqTowzWHTdvOXU3JclxaRqYuXUvLsv12PF2d9F6bChq77rCerR92z7UCjmjwh5+Zve/3xnt6sVNrHT98QBWr1ZIkPfbkM5Kk/bv+zNN2AUgPNGh82xlhzVs/Zva+z4DXtW7lUh0/elg16tTL9px6jc1X9nr2xQFatew7Re3fQ+cZcB/KeQi8jYwaNUqhoaHavHmzPDw8tGrVKs2bN09VqlTR3Llz7V2ew8rMzND+Lb8oLSVZJcpXyrL/3PFDunDyqKo3e+S27RgzM7Vi2ljVa9NRQaGlrFQtCqLMjAzt2rRBqSnJKhlROdtjkpOuycPTK8eOM0kKj6isA9s36WpcjIxGo47u/Usx506r/G06MQBLJSddkyR5FSosSUpPS5VBBrm4/r1OvYubmwwGJx09sPu2bcWci9bQXu00om9Hff3JCF26uXwpcC/SUlN1YP8+1W/Q0LTNyclJ9es31O5dO+54vtFo1O9bt+jEieOqXYd/Nx2NwWD9FxwbWc6xNS4boKjzifqgbaRWvlRPs3vU1BPVimU5rmaYn1a+VE8LetfWGw+VU2ELHvz4eqty2nLssrafvGKFygHHlHTtxizNQj6F80W7QEGSlpamH5cvkXehQipdLsKiczIyMvTb+jVKTr6uipWzX1IfyAlZzjbsPvNsx44d+vrrr+Xv7y8nJycZDAbVqVNHgwYN0siRI7Vs2TJ7l+hQLp4+rjnDByo9LVVuHp568tX3FFgi68P/dv26RgEhJRWaQ6fFLVtWfiuDk5PqPNzBWiWjgDl/8qimDHnZ9DPa/c2RKprN2uvX4q/o58VzVLfVE7dtr23vV/T99HEa3fdpOTk7y2Bw0pN931CZSjwIG/cmMzNT38+apDKRVRUSXkaSVCqistw8PPTDnKl6otuLMhqNWjF3mjIzMxR/OS7HtkqVr6SuA95RcImSir8cpx+/na2JQ17W4Ilz5eHpZatbggO6fOWyMjIysizPGBAQoOPHc362TEJCgh5q3lRpaalycnLSO+++pwYNma0LwBxZzrGF+HmofY3i+nZ7tOZsPa2KxXz0WosySs/I1I/7LkqSth6/rN8Oxers1WSV8PPUi01KafzTVfTiNzuVmcPqjS0jgxRRtJCen3vnQRwAbsjMzNScaRNUoXJ1hZXOu9kp1moXKCh+37RRY4e/rZTkZPkHBGrUJ9Pk61fktuccP3pYr/ftodTUVHl6eurdDyeoZOmyNqoYQG7YvfMsMzNT3t43lrYqUqSILl68qDJlyqhEiRI6fvy4natzPAHFQ9Vr1DSlXL+mg3/8n1ZO/1jdho4360BLS03R/i0/q1H7rrdt69zxQ9q+dqmeGznFtDQLcK8CQ0pq4MczlZx0TXu3/qbvJn+oPiMmmXWgJSdd01ej/6vg0HC16vTcbdvb/OP3OnVov3q8/aGKBBXT8f27TM88K1+tjpXvBo7suy8m6NypY3rlwymmbT6+RfTcmx9o0bRx2rhqsQwGJ9Vq0kqhZSJkMOQ82btS7b+X1S1RqpzCIyppeJ+ntWPTz2rQ6nGr3geQHW9vby1askxJSUn6/fctGv/RGIWGhmVZ0hH5m92XoEC+R5ZzbE4GKep8oqb/30lJ0uGL11Qm0EvtaxQ3dZ5tiIoxHX8sNklHY67puz4PqGaYn/48dSVLm8E+bnq1RRm9+t0epWZY9mw0ANLsyR/p9ImjGj5hRr5oFygoqtd6QJNnf6v4K1e0ZsX3Gj3sLX3yxTz55fDMM0kKLVlKk2d/q2uJifrfr+s1ftQwffTZTDrQkCtkOduwe+dZ+fLldfDgQYWFhal69eqaOXOmXF1dtWjRIoWFsfZ5XnN2cZV/sRKSpOKlI3Tu2EFtW7NUj/Z+1XRM1B8blZaSoqqNH7ptW6cP7tW1+Cv6/JW/O9mMmZn6+Zvp2r7me7306Tyr3AMcm4urqwKLh0qSQstWUPTRKG1avVhPvviGJCnlepK+HPWm3D291P3NkXJ2yfmfsbSUFK2dP0Pd3xypyJudE8XDy+rsiSP6vx++pfMMd+27LyZo3/bNemXUZBUJDDbbV7FGXb03bZES46/IydlZXt4+GvJcWwUWDbG4fS9vHwWHhCnmXHRel44CpohfETk7OysuznzmY1xcnAIDA3M8z8nJSf/f3r3H51z/fxx/Xpud2JgdnM+H2TANSeawFCklEb6VQ0IOOSTJIYkhFDowhzkkp44OiaSonAohhxTCnM/GnHbePr8/zJXrt01Ouz7btcf9drtut6735/T6rGtcT+/Dp1Tp6wNrAoOCdCjqoGbNmE7nGQAbZDnHFn01UYejY23aDl+I0yMBmf/9cfJSvC7GJqlEQXdtO5p+e6XCXvLJ56pPOvz7XKU8ThaFlCygljWKqeEHGzKdsQbkVrMj3tcfm9Zr2ITp8vUvnO3PC+Qm7h4eKlailIqVKKXAqtXU5flm+mH5Ev2vfedMj3FxcVGxEqUkSRUDK2v/nr+09OvP1HvAUHuVDeA2md551qNHD8XFxUmS+vTpo27duqlt27by9vbWhx9+aHJ1js8wDKUkJ9q07VqzUhVr1FHe/N63PLZq3UYqW6W6TdsX7w9W1bqNVK1Bk/tdKnKp1NRUJSddfwB5fOw1fTKqv5xdXNVh4Gi5uLrd8tiUlGSlpCTL4mQ7M9LJyUmGkZplNcNxGYahhTM+1K7N69R75CT53qJDzDPtz9B/dm3T1UsXVfWhzB80/P8lxMXq/OkTqhXGn6W4Ny6urgqqXEWbN23Uo481knT9z9XNmzfq+Rfa3fZ5UlNTlZSU+N87Ikdh5QDcK7KcY9t14rJK+XjYtJUq6KHTlxMyPcbf01UFPPIo+mrGf2dsOxKjdrO32bQNeSJARy7Eav7vx+k4A25iGIY+nTxOW35do6Hjp6lQ0eLZ+rwApNRUQ0mJd5abUg2yFu4cWc4+TO88q1+/vvW/S5curZUrVyomJkYFChTgQ3Cfrflylso9UEv5fQspMT5Of//2s47s2annB4yx7nPh9Akd3fen2vR/N8NzRL7ZSY+06aRKteopr1d+5f1/D5R1ds6jfN4+8i3GSFPcuZULpiugem15+xVSYlysdmz4SYf+3qFOQ8YpPvaaZo3qr6SEeLXv87YSYq8pIfaaJClffm85OTtLkia81l5NXnxFVWs3kHvefCpbOUQr5k1THlc3FfQroqi/d+iPtT/o6Zd6mnmryKG+nj5B29atVpfBY+Tukdf6HDP3vJ5ydbvembvpp+9UuERpeeYvqMP7dmvRrI/1SLM2Kly8lPU8Ee+8pmoPN1CDps9Jkr75NEJVHqwrn0JFdOnCeX3/xSxZnJxVo34j+98kHE77l17W0LcGqkqVqqoaXE3z581RXFycnm3RUpI0ZPAAFSpUWK+9/oYkadaMSFWuUlUlS5ZSYmKi1q9fq++WfashQ4ebeBcAsiOynGP7ctsJRb74gDrULqmf9p1T5aJeeqZaEb3/435JkoeLkzqFltaaf84r+lqiint76NWwMjp+MU6bD1+0nufjNsFat/+8Fm0/pdikFB06bzubLS4pRZfjktO1A7ndJ5Pe02+//KA3wsfLwyOvYi6clyTlzecpVzd3SVLMhfOKuRit0yePSZKOHTog97x55edfRJ75C0iSRg3ooVp1G6pJ8za3fV4AUlxsrE6e+Hca9ZlTJ3Rw/155eRVQ/gLe+mLuDD1c9xEV9PPT5ZgYLV/8paLPn1X9hv+u5DX4ta4KbfComj33vCRp9rSJevDhuipUuIhiY2O1ZtX3+nP7Vo38YEq66wMwn+mdZzc7deqUJKlo0aImV+KYrl2O0fJp7+tqzAW55c2nQiXL6vkBY1Q2uKZ1n11rVyq/j5/K3dR2swunjikh7pq9SkYuc/XSRX0VMVpXLkbLPW8+FS1dXp2GjFPFB2rp4F/bdWz/35Kkcb1ftDluwOQv5FPo+p8b504eVXzsv5/RF/u+o5WfTdeXH49S7NXLKuhfRE1e6KLajze3343BYWxY+Y0kadLQ3jbtbXu/pdqPNpUknT1xVMvmRyr26mX5+BfR4606qOEz/7PZ//zpE7p6Ocb6Pib6nOZ8MFzXrlyWZwFvlQ+qpn5jI+VV4NYPGgZuxxNPNtXFCxc0JWKizp8/p0qBQZoSOVO+acs2nj51Sk43PZMvLjZWo0eG68yZ03Jzc1fZcuX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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "============================================================\n", + "Global x Alternative\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 91.1 1.1 7.8\n", + "Global C1 48.7 10.7 40.5\n", + "Global C2 86.5 6.2 7.3\n", + "Global C3 93.2 0.9 5.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 41.0 11.0 23.5\n", + "Global C1 9.5 47.9 52.7\n", + "Global C2 21.2 34.6 12.0\n", + "Global C3 28.2 6.5 11.8\n", + "\n", + "============================================================\n", + "Global x Diversified\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 64.2 33.9 1.8\n", + "Global C1 21.1 61.7 17.2\n", + "Global C2 31.6 40.4 27.9\n", + "Global C3 40.9 54.0 5.1\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 54.4 28.5 6.6\n", + "Global C1 7.8 22.5 26.7\n", + "Global C2 14.6 18.5 54.4\n", + "Global C3 23.3 30.5 12.3\n", + "\n", + "============================================================\n", + "Global x Equity\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 70.6 25.9 3.2 0.2\n", + "Global C1 18.7 23.1 9.7 48.6\n", + "Global C2 37.4 32.8 29.5 0.3\n", + "Global C3 44.2 49.1 6.8 0.0\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 54.8 29.9 11.6 0.9\n", + "Global C1 6.3 11.5 15.0 98.3\n", + "Global C2 15.8 20.6 57.2 0.9\n", + "Global C3 23.1 38.0 16.2 0.0\n", + "\n", + "============================================================\n", + "Global x Fixed Income\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 34.5 61.5 4.0\n", + "Global C1 19.3 52.9 27.9\n", + "Global C2 65.4 21.2 13.3\n", + "Global C3 72.0 24.1 3.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 27.2 54.8 15.5\n", + "Global C1 6.6 20.4 46.4\n", + "Global C2 28.1 10.3 28.0\n", + "Global C3 38.2 14.4 10.1\n", + "\n", + "============================================================\n", + "Adjusted Rand Index — cohérence global x asset\n", + "============================================================\n", + "(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\n", + "\n", + " Alternative : ARI=0.0278 (n=1166 comptes communs)\n", + " Diversified : ARI=0.0347 (n=3980 comptes communs)\n", + " Equity : ARI=0.1587 (n=3691 comptes communs)\n", + " Fixed Income : ARI=0.1106 (n=3743 comptes communs)\n", + "\n", + "============================================================\n", + "Exposition multi-asset par cluster global\n", + "============================================================\n", + "\n", + "Nombre moyen d'asset types par cluster global :\n", + "cluster_k4\n", + "0 1.40\n", + "1 2.92\n", + "2 1.79\n", + "3 1.50\n", + "Name: n_asset_types, dtype: float64\n", + "\n", + "Distribution du nombre d'asset types par cluster global :\n", + " 0 asset(s) 1 asset(s) 2 asset(s) 3 asset(s) 4 asset(s)\n", + "Global C0 0.4 73.9 14.8 7.3 3.5\n", + "Global C1 0.8 17.5 13.6 25.0 43.1\n", + "Global C2 0.0 49.2 29.3 14.8 6.7\n", + "Global C3 0.0 64.7 23.3 9.6 2.4\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CROISEMENT — clustering global x clustering par asset type\n", + "# ============================================================\n", + "\n", + "# ── 1. Merge des labels asset dans dfc ────────────────────────────────────\n", + "dfc_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_a = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_cross = dfc_cross.merge(df_a, on=ID_COL, how=\"left\")\n", + "\n", + "print(\"Colonnes disponibles :\", dfc_cross.columns.tolist())\n", + "print(\"Shape :\", dfc_cross.shape)\n", + "\n", + "# ── 2. Tables de contingence global x asset ───────────────────────────────\n", + "fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n", + "axes = axes.flatten()\n", + "\n", + "for i, (asset, res) in enumerate(ASSET_RESULTS.items()):\n", + " cluster_col = res[\"cluster_col\"]\n", + "\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Table de contingence normalisée par ligne (% par cluster global)\n", + " ct = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + "\n", + " # Renommer les colonnes\n", + " col_names = {\n", + " c: f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct.columns\n", + " }\n", + " ct = ct.rename(columns=col_names)\n", + " ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "\n", + " sns.heatmap(\n", + " ct,\n", + " cmap=\"Blues\",\n", + " annot=True,\n", + " fmt=\".1f\",\n", + " ax=axes[i],\n", + " cbar_kws={\"label\": \"%\"},\n", + " vmin=0,\n", + " vmax=100,\n", + " )\n", + " axes[i].set_title(f\"Global x {asset} (% par cluster global)\")\n", + " axes[i].set_xlabel(f\"Cluster {asset}\")\n", + " axes[i].set_ylabel(\"Cluster Global\")\n", + "\n", + "plt.suptitle(\"Croisement Clustering Global x Clustering par Asset Type\",\n", + " fontsize=14, y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 3. Tables de contingence détaillées ───────────────────────────────────\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"Global x {asset}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " # % par cluster global\n", + " ct_row = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + " ct_row.index = [f\"Global C{i}\" for i in ct_row.index]\n", + " ct_row.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_row.columns]\n", + " print(\"\\n% par cluster global (chaque ligne somme à 100%) :\")\n", + " print(ct_row.to_string())\n", + "\n", + " # % par cluster asset\n", + " ct_col = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"columns\"\n", + " ).round(3) * 100\n", + " ct_col.index = [f\"Global C{i}\" for i in ct_col.index]\n", + " ct_col.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_col.columns]\n", + " print(\"\\n% par cluster asset (chaque colonne somme à 100%) :\")\n", + " print(ct_col.to_string())\n", + "\n", + "# ── 4. Indice de Rand Ajusté — mesure de cohérence ────────────────────────\n", + "from sklearn.metrics import adjusted_rand_score\n", + "\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Adjusted Rand Index — cohérence global x asset\")\n", + "print(\"=\"*60)\n", + "print(\"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\\n\")\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Garder seulement les comptes présents dans les deux clusterings\n", + " mask = dfc_cross[cluster_col].notna()\n", + " labels_global = dfc_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_asset = dfc_cross.loc[mask, cluster_col].values\n", + "\n", + " ari = adjusted_rand_score(labels_global, labels_asset)\n", + " n_common = mask.sum()\n", + " print(f\" {asset:20s} : ARI={ari:.4f} (n={n_common} comptes communs)\")\n", + "\n", + "# ── 5. Profil des comptes présents dans plusieurs asset types ─────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Exposition multi-asset par cluster global\")\n", + "print(\"=\"*60)\n", + "\n", + "# Compter le nombre d'asset types par compte\n", + "asset_cols = [res[\"cluster_col\"] for res in ASSET_RESULTS.values()\n", + " if res[\"cluster_col\"] in dfc_cross.columns]\n", + "dfc_cross[\"n_asset_types\"] = dfc_cross[asset_cols].notna().sum(axis=1)\n", + "\n", + "print(\"\\nNombre moyen d'asset types par cluster global :\")\n", + "print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n", + "\n", + "print(\"\\nDistribution du nombre d'asset types par cluster global :\")\n", + "ct_multi = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[\"n_asset_types\"],\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "ct_multi.index = [f\"Global C{i}\" for i in ct_multi.index]\n", + "ct_multi.columns = [f\"{c} asset(s)\" for c in ct_multi.columns]\n", + "print(ct_multi.to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "id": "268e0cda-9040-44a9-8f5c-210ad00dae39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Fonds disponibles (top 20 par AUM) ===\n", + "Product - Fund\n", + "Carmignac Patrimoine 1.838372e+12\n", + "Carmignac Sécurité 1.053010e+12\n", + "Carmignac Investissement 5.300035e+11\n", + "Carmignac Portfolio Sécurité 2.562135e+11\n", + "Carmignac Portfolio Flexible Bond 2.223185e+11\n", + "Carmignac Portfolio Patrimoine 2.035761e+11\n", + "Carmignac Emergents 1.218833e+11\n", + "Carmignac Portfolio Global Bond 1.119945e+11\n", + "Carmignac Portfolio Credit 8.413277e+10\n", + "Carmignac Court Terme 8.224046e+10\n", + "Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n", + "Carmignac Portfolio Grande Europe 6.404670e+10\n", + "Carmignac Portfolio Long-Short European Equities 6.162365e+10\n", + "Carmignac Portfolio Climate Transition 5.125412e+10\n", + "Carmignac Absolute Return Europe 4.100414e+10\n", + "Carmignac Credit 2027 3.937522e+10\n", + "Carmignac Portfolio Patrimoine Europe 3.880186e+10\n", + "Carmignac Portfolio Investissement 3.643094e+10\n", + "Carmignac Investissement Latitude 3.474053e+10\n", + "Carmignac Portfolio Emergents 2.942745e+10\n", + "\n", + "Fonds retenus (15) :\n", + " Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n", + " Carmignac Sécurité : 2827 clients, AUM=1053009711661\n", + " Carmignac Investissement : 4984 clients, AUM=530003536916\n", + " Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n", + " Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n", + " Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n", + " Carmignac Emergents : 4233 clients, AUM=121883253216\n", + " Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n", + " Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n", + " Carmignac Court Terme : 1333 clients, AUM=82240456223\n", + " Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n", + " Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n", + " Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n", + " Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n", + " Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n", + "\n", + "df_month_fund shape: (3873987, 19)\n", + "df_client_fund shape: (20740, 23)\n", + "\n", + "Comptes par fund :\n", + "Product - Fund\n", + "Carmignac Patrimoine 3155\n", + "Carmignac Investissement 2194\n", + "Carmignac Emergents 1781\n", + "Carmignac Portfolio Global Bond 1718\n", + "Carmignac Sécurité 1624\n", + "Carmignac Portfolio Grande Europe 1388\n", + "Carmignac Portfolio Climate Transition 1280\n", + "Carmignac Portfolio Sécurité 1163\n", + "Carmignac Portfolio Patrimoine 1145\n", + "Carmignac Portfolio Emerging Patrimoine 1137\n", + "Carmignac Portfolio Flexible Bond 1089\n", + "Carmignac Portfolio Credit 1018\n", + "Carmignac Absolute Return Europe 914\n", + "Carmignac Portfolio Long-Short European Equities 607\n", + "Carmignac Court Terme 527\n", + "Name: Registrar Account - ID, dtype: int64\n", + "\n", + "============================================================\n", + "FUND : Carmignac Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5061 0.8297 656\n", + " 3 0.4952 0.8445 571\n", + " 4 0.3581 1.2279 337\n", + " 5 0.3858 1.1136 276\n", + " 6 0.3209 1.1835 271\n", + "→ K retenu : 2 (silhouette=0.5061)\n", + " n_comptes pct\n", + "cluster_carmignac_patrimoine \n", + "0 2499 79.2\n", + "1 656 20.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_patrimoine \n", + "0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n", + "1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5716 0.8488 309\n", + " 3 0.5540 0.8263 192\n", + " 4 0.4157 0.9818 96\n", + " 5 0.3493 1.1866 84\n", + " 6 0.2712 1.1710 81\n", + "→ K retenu : 2 (silhouette=0.5716)\n", + " n_comptes pct\n", + "cluster_carmignac_sécurité \n", + "0 309 19.0\n", + "1 1315 81.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_sécurité \n", + "0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n", + "1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Investissement\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4310 1.0214 381\n", + " 3 0.4221 0.9168 363\n", + " 4 0.2891 1.2951 314\n", + " 5 0.3039 1.2235 216\n", + " 6 0.2898 1.2247 209\n", + "→ K retenu : 2 (silhouette=0.4310)\n", + " n_comptes pct\n", + "cluster_carmignac_investissement \n", + "0 381 17.4\n", + "1 1813 82.6\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Investissement:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_investissement \n", + "0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", + "1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7984 0.3113 180\n", + " 3 0.6484 0.4722 180\n", + " 4 0.6613 0.5310 61\n", + " 5 0.7217 0.4865 61\n", + " 6 0.7004 0.6374 44\n", + "→ K retenu : 2 (silhouette=0.7984)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 983 84.5\n", + "1 180 15.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n", + "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Flexible Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6092 0.7548 121\n", + " 3 0.3969 1.1736 75\n", + " 4 0.4146 0.9109 34\n", + " 5 0.3019 1.1830 33\n", + " 6 0.2697 1.1367 31\n", + "→ K retenu : 2 (silhouette=0.6092)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 968 88.9\n", + "1 121 11.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Flexible Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n", + "1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5967 0.5513 251\n", + " 3 0.6520 0.5031 170\n", + " 4 0.6269 0.5990 99\n", + " 5 0.6057 0.7167 74\n", + " 6 0.5876 0.7718 66\n", + "→ K retenu : 3 (silhouette=0.6520)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 238 20.8\n", + "1 737 64.4\n", + "2 170 14.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", + "1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n", + "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Emergents\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4352 1.1739 509\n", + " 3 0.4730 0.8737 290\n", + " 4 0.4057 1.0207 140\n", + " 5 0.2767 1.3023 136\n", + " 6 0.2953 1.2352 136\n", + "→ K retenu : 3 (silhouette=0.4730)\n", + " n_comptes pct\n", + "cluster_carmignac_emergents \n", + "0 347 19.5\n", + "1 1144 64.2\n", + "2 290 16.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Emergents:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_emergents \n", + "0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n", + "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", + "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Global Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7574 0.3756 294\n", + " 3 0.8455 0.2185 202\n", + " 4 0.8210 0.3162 97\n", + " 5 0.8302 0.3349 94\n", + " 6 0.8284 0.3586 60\n", + "→ K retenu : 3 (silhouette=0.8455)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 1246 72.5\n", + "1 270 15.7\n", + "2 202 11.8\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Global Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n", + "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", + "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Credit\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7006 0.5926 107\n", + " 3 0.5971 0.6643 36\n", + " 4 0.4844 0.7914 17\n", + " 5 0.2672 1.1071 17\n", + " 6 0.2958 1.0764 17\n", + "→ K retenu : 2 (silhouette=0.7006)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_credit \n", + "0 107 10.5\n", + "1 911 89.5\n" + ] + }, + { + "data": { + "image/png": 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7QldXN91jU56fWV2V9sfXsfj4eMyZMwfdu3eXm1ezc+fOaNWqFfz8/GTlCxcuhLGxMbZt2yZ7jbG1tYWTk1OGiTHg+3O9evXqOHToEBwcHBRKSj5//jzTOhctWoR3797Bw8ND1kP0Rzdv3kT//v1/ei4AOHXqVKZxbdq0CYmJiWjdunWax0qXLg0AePbsGRNuRESkFrKUcEv5lrpfv37w8fGBgYFBrgRFRPS7i4uLA6B8D6msSPnAd+bMGVStWjVLUwNERUXh8uXLGDNmjCzmFI0aNcKKFSsQFhYGU1NTWXmPHj0U6kmir6+P//77D3fv3pUN5/qZ4OBgJCUlpfng2Ldv3wwTbj169JDrNWVjY4ONGzfi3bt3qFq1KgDIJUXi4uIgkUhgY2ODnTt34vnz57L9coq2tja6dOkiV3b06FGYm5ujQoUKckNeU5IhV65cQe3atWUTqZ86dQpdu3bNtLfJr5DV53Lq3/W3b98QHx+PWrVqAfie+Pox4ZZejxzge4ItJdkGQFZH/fr15VbJTCl/8+ZNhgm38+fPA0C6z6t9+/ale8yPcdnY2ODEiROIi4uTJX9SX2tsbCwSExNha2uLCxcuyBK+Fy9eRHx8PIYOHZpmPq/0hj+m58dFPEqVKoWFCxfC1NQU+/fvBwAMGjRIbh8nJyds2LABZ8+elUu4mZmZpUm2ZdXHjx8REhICZ2dnWbIN+J5QsrOzw9mzZ7NU37lz51C0aFG5+ei0tLTQr18/TJgwAdeuXcswgaPsa+2Pr2OXLl1CTEwM2rZtK3d/isVi1KpVSzacOeXahw4dKjevXcOGDVGxYsU0w46zKyoqSu7190cRERHQ1NTMNElWtWpV+Pv7K3S+1Ash/OjatWvw9fVF69atZdMUpJbyueLH4eNERET5lVIzAgcEBOR0HERElErKB/L4+PhcP5etrS0cHR3h4+ODjRs3wtbWFg4ODmjfvv1PJyd//fo1BEHAsmXLsGzZsnT3iYyMlPvAp+hQsSFDhuDSpUvo3r07ypYti4YNG6Jdu3aoU6dOhse8f/8ewP+Gs6UwNDTM8Eui1MkXALKEVUxMjKzs6dOnWLp0KS5fvpwmsajoUKusMDU1TfO7f/XqFUJDQ9P9oAp8/z0DQJs2bbB79264u7tj0aJFaNCgAVq0aIFWrVplmnyLiopCYmKiUvEaGBhk+FxJ/VxWZFXFqKgo+Pj4ICgoSHZNKdL7XWf0fCpRooTczynJjR+H7aXEl7q9f/T+/XuIxeI058ps1ceMnlfR0dGyc964cQMrVqzA7du30yRaUhJuKcM/K1WqlOG5fsbDwwPly5eHhoYGTExMUL58edlz4d27dxCLxWnumaJFi0JfXx/v3r2TK8/KUM+MpNyn5cuXT/OYubk5Lly4kKWFCN69e4eyZcumeX6bm5vLnS89yr7W/vh7ePnyJQBkOHw15TwpsaT33Clfvnya+QRzQmY9If/66y9s2rQJY8eOxfr169N9fTUwMMh0DjhFhIaGwsXFBZUqVZL1pMwoTkUTyURERHmdwgk3b29vjB07Fjo6OvD29s5035S5a4iISDm6urooVqxYupNtKyqjDy2pJ/pP2W/58uW4ffs2/v33X5w/fx5Tp06Fv78/du7cmWnPD6lUCuB7b5iMer38+EFe0VX3zM3NcfToUZw5cwbnz5/H8ePHsW3bNowaNQpjxoxRqA5FZJSESvnwFxMTg759+0JXVxdjxoxBmTJlUKBAATx48AALFy6U/Q4yk1FbZHRseqs+SqVSVK5cOcO/sSmJpIIFC2Lr1q24cuWK7HcXFBSEnTt3YsOGDRn2Lhw9ejSuXr3602tJz+bNmzPsHZYyt+uTJ0/S9E5Lz7hx43Dr1i0MHjwY1apVg46ODqRSKZydndNNHGT0fMroOjMqV3R4pqJ+9rx6/fo1Bg4ciAoVKsDV1RUlSpSAlpYWzp49i40bNyr0vFKUpaWl3HDx9Cia5MhsRdL8KOX5+fjxYzg4OCh83I/Pu5R2XbBgQbq9vFS1mrKhoWGmyeSiRYvC398fvXr1wrBhw7Bly5Y0PXYlEgmio6MVOp+RkVGaa/3w4QMGDx4MXV1drFmzJsPhvSnnSG9+NyIiovxI4YTbw4cPkZSUJPt/RvitFBFRzmjWrBl27tyJW7duyQ2NU1TqnlqpexZl1NvDysoKVlZWGD9+PA4ePIhJkyYhKCgI3bt3z/C1PWXOHS0trWz3gEiPjo4O2rRpgzZt2kAikWD06NFYvXo1hg0blm6iJaVX0evXr2WxAd+HKCn6gfFHV69elfW6qlu3rqw8vZUBM/o9pfz+f+yh9WPvocyUKVMGjx49QoMGDX76t1YsFqNBgwZo0KAB3NzcsHr1aixZsgRXrlzJsJ2mTJmS6QfzzGQ2pLZZs2bw8/PDgQMHfppwi46ORnBwMEaPHg0XFxdZeUrvIVUpWbIkpFIp3r59i3LlysnKX716pXSdp0+fhkQiwapVq+R6w6VesRb4X8L66dOnmfaoU1apUqUglUrx6tUrWY8w4PtQw5iYmEzn/1JWyvW+ePEizWPPnz9HkSJFFO7dBny/hsePH0MqlcolOlNWwvyxt2FqderUgYGBAQ4fPozhw4crnRhLeb0xNjbO9LUwJZb0njvp/T5+lNX32RUqVMDx48cz3ad06dJYv349+vXrh8GDB2Pr1q1yz/Nbt24pPYfb58+f4eTkBIlEgm3btqW74naKlNfU1M9DIiKi/EzhiV0CAgJkHxgCAgIy3FJWMiUiouxxdnaGjo4O3N3dERERkebx169fY9OmTRken/JB/dq1a7KyhIQE2ZxNKaKjo9P07qlWrRqA7z0bAKBQoUIA0g67MzY2hq2tLXbu3ImPHz+miSH1XEZZ9eM8Ptra2jA3N4cgCBkOfWzQoAE0NTWxfft2ufKtW7cqHUfKB/jUv6OUD48/KlSoULrDHtNri+TkZOzatUvhOFq3bo2wsLB0j/n69atspcSoqKg0j//YnumpWbMm7OzslNoym9PV2toajRs3xu7du3Hy5Mk0j0skEtkE+RklOzJ7nv8KjRo1AoA0bb5lyxal60y51tTPq9jYWOzduzfNuQsXLgw/P780K+3mRK+8pk2bAkj7O06Zsyvl8Z/R0dFROGFbrFgxVKtWDfv375c75smTJ7h48aLC50zRpEkThIeHIygoSFaWlJSEgIAA6OjoyCXKf1SoUCE4OzsjNDQUCxcuTPd3+s8//+Du3buZxtC4cWPo6urCz88v3denlNfClGsPDAyUe624ePEinj179tNrTXktVnQou5WVFaKjo/HmzZtM96tSpQr8/PyQkJAAJycnhIWFyR5LmcNNkS11776EhAQMHToUYWFhWLNmjVwSLz0PHjyASCSClZWVQtdGRESU1yk1hxsREeW+MmXKYOHChRg/fjzatGmDjh07onLlypBIJLh16xaOHj2aZmL91Bo2bIiSJUti2rRpeP78OTQ0NLB3714UKVJErpdbYGAgtm/fDgcHB5QpUwbx8fHYtWsXdHV10aRJEwDfh5FVrFgRR44cQbly5WBoaIhKlSqhcuXKmDFjBnr37o327dujR48eKF26NCIiInD79m38999/OHDggFLXP3jwYJiYmKB27dowNjbG8+fPsWXLFjRt2jTDIUkmJibo378/NmzYgOHDh6Nx48Z4/Pgxzp07hyJFiijVC9va2hoGBgZwdXVFv379IBKJ8M8//6T7wbxGjRoICgqCt7c3LCwsoKOjA3t7e1SqVAlWVlZYvHgxoqOjYWBggKCgIFnPcUV07NgRR44cwYwZM2QLJCQnJ+P58+c4evQo1q1bBwsLC/j6+uL69eto2rQpSpUqhcjISGzbtg3FixfPdP673LRgwQI4OTnBxcUFzZo1Q4MGDVCoUCG8evUKQUFB+PjxI6ZMmQJdXV3UrVsX69atQ2JiIkxNTXHx4sV0exP+SjVr1oSjoyM2bdqEqKgo1KpVC9euXZP1vFPmedWwYUNoaWlh+PDh+PPPPxEfH4/du3fD2NgY4eHhsv10dXXh5uYGd3d3dOvWDe3atYO+vj4ePXqEr1+/Zmk1z/RUrVoVnTt3xs6dOxETE4O6devi3r17CAwMhIODg9yCCZmpUaMGgoOD4e/vj2LFisHMzEy2IEV6Jk+ejCFDhqBnz57o1q0bvn79ii1btkBPT0+ud6MievbsiZ07d8LV1RUPHjxAqVKlcOzYMdy8eRNTp07N8PUihbOzM549e4YNGzbgypUrcHR0hImJCSIiInDy5EncvXsXO3bsyLQOXV1dzJw5E5MnT0aXLl3Qpk0bGBkZ4f379zh79ixq164NDw8PAMCECRMwbNgw9O7dG127dkVUVBS2bNmCSpUqyRLnGalRowYAYMmSJWjTpg20tLTQrFmzDHsE/vHHH9DU1MSlS5fQs2fPTOu2trbGihUrMHz4cAwaNAhbt25FkSJFlJ7DbdKkSbh79y66du2K0NBQ2YqwwPdFKn4cwnvp0iXUrl2bQ0qJiEhtKJxwy8qbHx8fH6WCISIiec2bN8eBAwewfv16nDp1Ctu3b4e2tjaqVKkCV1dX9OjRI8NjtbS04OPjg1mzZmHZsmUoWrQoBgwYAH19fbl5wGxtbXHv3j0EBQUhIiICenp6sLS0xMKFC+WGZXp5ecHT0xPe3t5ITEyEi4sLKleujIoVK2Lv3r3w8fFBYGAgoqKiYGRkhOrVq2PUqFFKX3vPnj1x8OBB+Pv7IyEhAcWLF0e/fv0wcuTITI+bNGkSChYsiN27dyM4OBhWVlZYv349evfu/dNFINJTpEgRrF69GvPnz8fSpUuhr6+PDh06oEGDBhg8eLDcvr1790ZISAj27duHjRs3olSpUrC3twcALFy4EB4eHlizZg309fXRrVs31KtXL83qkBkRi8Xw9fXFxo0b8c8//+DEiRMoVKgQzMzM0K9fP9kE9Pb29nj37h327t2Lz58/o0iRIrC1tcXo0aPlVkX8lYyMjLBjxw5s27YNQUFBWLJkCRITE2W/n9TD1RYtWgRPT09s27YNgiCgYcOGWLt2bbZXxsyu+fPnw8TEBIcPH8aJEydgZ2eHJUuWoFWrVko9rypUqIDly5dj6dKlsrp79eoFIyMjTJ06VW7f7t27w9jYGGvWrMHKlSuhqamJChUqpFl9VFleXl4wMzNDYGAgTp48CRMTEwwbNixL7/1cXV3h4eGBpUuX4uvXr+jcuXOmCTc7OzusW7cOy5cvx/Lly6GpqYm6devir7/+knvdUUTBggUREBCAhQsXIjAwEHFxcShfvjy8vb0z/VIihVgsxoIFC9C8eXPs2rULGzZsQFxcHIoUKSKLSZFh/e3bt0exYsWwZs0arF+/HhKJBKamprCxsZGLo0mTJli2bBmWLl2KRYsWoUyZMvD29sapU6d+Oo+ipaUlxo4dix07duD8+fOQSqU4depUhgk3ExMTNGnSBEeOHPlpwg343qNywYIFmDhxIoYMGYKNGzf+NGGZkUePHgEA9u7dm6bnZqlSpeQSbrGxsbhw4QJmzJih1LmIiIjyIpGg4HiE1B/OBEHAiRMnoKenh5o1awL43g08JiYGLVu2/OmiCkRERL9SSs+dcePGYcSIEaoOh9RESEgIOnXqhL///hsdOnRQdThE6bp+/Tr69esn66GcF23cuBHr1q3DyZMn1W5hDiIi+n1laZXSFH///Tdat26NWbNmyeYgSU5OxqxZszJdzY6IiCi3ff36Nc0HtpT5qWxtbVUREqmBjJ5XYrE40znCiFTNxsYGDRs2xLp16+Dl5aXqcNJITEzExo0bMWLECCbbiIhIrSjcwy21+vXrY9u2bbKl1FM8f/4cvXr1SrPCFhER0a+yb98+BAYGokmTJtDR0cHNmzdx6NAhNGrUCOvXr1d1eJRP+fj44P79+6hfvz40NDRw7tw5nDt3Dj179sTs2bNVHR4RERER5TFKLZqQMklzegk3qVSaI4EREREpo0qVKtDQ0MC6desQHx8PY2Nj9O/fH+PGjVN1aJSPWVtb4+LFi1i5ciUSEhJQokQJjB49GsOHD1d1aERERESUBynVw83b2xv79+/H8OHDYWFhAQC4e/cu1qxZg44dO8rN90ZERERERERERPQ7USrhJpVKsX79emzevFm2dH3RokXRv39/ODk5yeZ1IyIiIiIiIiIi+t0olXBLLS4uDgCUXjKciIiIiIiIiIhInYiVPTApKQmXLl3CoUOHZGVhYWGIj4/PkcCIiIiIiIiIiIjyI6UWTXj37h2cnZ3x4cMHSCQSNGzYELq6uli7di0kEonKV+saLiqn0vMTERER5RcbrOxVHQLlAqfbp1UdAuUC3q/qiferelotvFR1CHmCovkZdfx9KdXDbc6cOahZsyauXr2KAgUKyMpbtGiBy5cv51hwRERERERERESUP2mIFNvUkVI93G7cuIHt27dDW1tbrrxUqVIICwvLkcCIiIiIiIiIiCj/0hCpaTZNAUol3KRSKaRSaZry//77D4ULF852UERERERERERElL9pi3/fhJtSQ0obNmyITZs2yZXFx8djxYoVaNq0aY4ERkRERERERERE+ReHlGbRlClT4OzsjDZt2kAikWDSpEl4+fIlihQpgsWLF+d0jERERERERERElM9wSGkWlShRAv/88w+CgoLw6NEjJCQkoFu3bmjfvj0KFiyY0zESEREREREREVE+8zsPKc1ywi0xMRGtW7eGn58fOnTogA4dOuRGXERERERERERElI8pNY+ZArZu3Yr169cjPDwcVatWxfTp02FpaZnh/jExMViyZAlOnDiBqKgolCpVClOnTs3VadGynHDT0tLCt2/fciMWIiIiIiIiIiJSE7kxpDQoKAje3t6YNWsWatWqhU2bNmHw4ME4evQojI2N0+wvkUgwaNAgGBsbY9myZTA1NcX79++hr6+f47GlplSysU+fPli7di2SkpJyOh4iIiIiIiIiIlIDubFogr+/P3r06IGuXbuiYsWKmDVrFgoWLIi9e/emu//evXsRHR0NX19f1KlTB2ZmZrC1tUXVqlVz4AozptQcbvfu3UNwcDAuXLiAKlWqoFChQnKP+/j45EhwRERERERERESUPyk6h5tEIoFEIpE/Vlsb2traafZ78OABhg0bJisTi8Wws7PDrVu30q379OnTsLKywuzZs3Hq1CkYGRmhXbt2GDJkCDQ0NLJ4RYpTKuGmr68PR0fHnI6FiIiIiIiIiIjUhKJDSv38/NJ03nJxccHo0aPlyj5//ozk5OQ0Q0eNjY3x/PnzdOt+8+YNLl++jPbt22PNmjV4/fo1Zs2ahaSkJLi4uGTharJGqYSbt7d3TsdBRERERERERERqRNHhokOHDcOgQYPkyn7s3aYsQRBgbGwMT09PaGhooGbNmggLC8P69evzXsLtzZs3SE5ORrly5eTKX758CU1NTZiZmeVEbERERERERERElE8pOqQ0veGj6SlSpAg0NDQQGRkpVx4ZGQkTE5N0jylatCg0NTXlho9WqFAB4eHhkEgkOZbY+5FSiya4ubmlOzb2zp07cHNzy3ZQRERERERERESUv+X0ogna2tqoUaMGgoODZWVSqRTBwcGwtrZO95jatWvj9evXkEqlsrKXL1+iaNGiuZZsA5RMuD18+BC1a9dOU25lZYWQkJBsB0VERERERERERPmbhkik0JYVgwYNwq5duxAYGIjQ0FDMnDkTX758QZcuXQAAkydPxqJFi2T79+rVC1FRUZgzZw5evHiBM2fOwM/PD3369MnRa/2RUkNKRSIR4uPj05THxsYiOTk520EREREREREREVH+puiQ0qxo06YNPn36hOXLlyM8PBzVqlXDunXrZENKP3z4ALH4f/3LSpQogfXr18Pb2xsdOnSAqakp+vfvjyFDhuR4bKkplXCrW7cu/Pz8sHjxYtkY2OTkZKxZswZ16tTJ0QCJiIiIiIiIiCj/ycpw0azo27cv+vbtm+5jAQEBacqsra2xa9eu3AkmA0ol3CZNmoQ+ffqgVatWsLGxAQBcv34dcXFx2LRpU44GSERERERERERE+U9Wh4uqE6XmcKtYsSIOHDiA1q1bIzIyEvHx8ejYsSOOHDmCypUr53SMRERERERERESUz2iLRQpt6kipHm4AYGpqigkTJmS6z8yZMzFmzBgYGRlluE94eDju3LmDiIgIAICJiQlq1aqFokWLKhsaERERERERERGpmPg37uGmdMJNEQcOHMDgwYPTTbglJCTAw8MDQUFBEIlEMDAwAABER0dDEAS0bdsWs2fPRqFChXIzRCIiIiIiIiIiygWi3JrELR/I1YSbIAgZPjZnzhzcu3cPfn5+sLOzk1t8ITg4GJ6enpgzZw68vLxyM0QiIiIiIiIiIsoF4t844abUHG454fjx4/D29kbjxo1lyTYA0NDQQKNGjTB37lwcO3ZMVeEREREREREREVE2iLU1FNrUUa72cMuMVCqFlpZWho9raWlBKpX+woiIiIiIiIiIiCinsIebCvzxxx/w8PDAw4cP0zz28OFDzJw5E82aNVNBZERERERERERElF0isVihTR2prIebh4cHJk6ciC5dusDAwEC2sMKnT58QExODRo0awcPDQ1XhERERERERERFRNmhoq2cyTRG5mnDr0KEDChcunO5jBgYGWLduHUJDQ3H79m1EREQAAExMTGBlZQVzc/PcDI2IiIiIiIiIiHKRSIMJtyyLiYnBnj17EBoaCgCoVKkSunbtCj09Pdk+s2bN+mk95ubmTK4REREREREREakZzuGWRffu3UOLFi2wceNGREdHIzo6Gv7+/nBwcMCDBw9yOkYiIiIiIiIiIspnNLQ0FNrUkVI93Ly9vWFvbw9PT09oan6vIikpCe7u7pg7dy62bt2ao0ESEREREREREVH+ImIPt6y5f/8+nJ2dZck2ANDU1ISzszPu37+fY8EREREREREREVH+JNIQKbSpI6USbrq6uvjw4UOa8g8fPmS4SEJ6kpOTce3aNcTExCgTBhERERERERER5VFiDbFCmzpS6qratGmDadOmISgoCB8+fMCHDx9w+PBhuLu7o23btgrXo6GhAScnJ0RHRysTBhERERERERER5VEaWmKFNnWk1BxukydPlv2bnJz8vSJNTfTq1QuTJk3KUl2VKlXC27dvUbp0aWVCISIiIiIiIiKiPEikpr3XFKFUwk1bWxvu7u6YOHEiXr9+DQAoU6YMChUqlOW6xo0bh/nz52Ps2LGoUaMGdHR05B7X1dVVJkQiIiIiIiIiIlIhsZrOz6YIpRJuKQoVKoQqVapkK4ChQ4cCAEaMGAGR6H8NIQgCRCIRQkJCslU/ERERERERERH9emJtjVypd+vWrVi/fj3Cw8NRtWpVTJ8+HZaWlj897vDhw5gwYQKaN2+OlStX5kpsKRROuLm4uGDevHnQ1dWFi4tLpvv6+PgoHMDmzZsV3peIiIiIiIiIiPKH3OjhFhQUBG9vb8yaNQu1atXCpk2bMHjwYBw9ehTGxsYZHvf27VvMnz8fNjY2OR5TehROuOnp6aX7/+yytbXNsbqIiIiIiIiIiChvEIlzPuHm7++PHj16oGvXrgCAWbNm4cyZM9i7d69sFOWPkpOTMWnSJIwePRo3btxATExMjsf1I4UTbt7e3un+Pydcv34dO3bswNu3b7Fs2TKYmppi//79MDMz+2WZRyIiIiIiIiIiyjkaCg4plUgkkEgkcmXa2trQ1tZOs9+DBw8wbNgwWZlYLIadnR1u3bqVYf2+vr4wNjZG9+7dcePGjSxcgfJUvlzEsWPHMHjwYBQsWBAPHjyQ/YLj4uLg5+en4uiIiIiIiIiIiEgZIg2xQpufnx/q1Kkjt6WXE/r8+TOSk5PTDB01NjZGREREujFcv34de/bsgaenZ65cY0YU7uHWqVMnuUUNMhMYGKhwAKtWrcKsWbPQqVMnHD58WFZeu3ZtrFq1SuF6iIiIiIiIiIgo7xCJFevnNWzYMAwaNEiu7MfebcqIi4vD5MmT4enpCSMjo2zXlxUKJ9wcHBxyJYAXL16kO2xUT0/vl4ypJSIiIiIiIiKinKehrVjaKb3ho+kpUqQINDQ0EBkZKVceGRkJExOTNPu/efMG7969w4gRI2RlUqkUAFC9enUcPXoUZcqUUSjGrMrSKqW5wcTEBK9fv4aZmZlc+Y0bN1C6dOlcOWde1nRkP7T8axj0ixfF2zsh2Dl6Bl5eu5Ph/oUM9NFxziRYd2kFHSMDfHr1DrvHzcb9I2cAAHNeXIBxObM0x53x3YwdLh65dRn0A7aremK7qie2q3piu6qvGSM6walzExjq6eDSnWcYPXcznr3+mOkxJYsaYu7Y7nBsaAGdgtoIffMRzjM34ObDlwAAya0N6R7numQXFm8+mtOXQKnwXlVvvF/VC+9XUoRII2dnMtPW1kaNGjUQHBws6xgmlUoRHByMvn37ptm/QoUKOHjwoFzZ0qVLER8fj2nTpqF48eI5Gl9qCifc0nP//n2EhoYCACpVqoTq1atnuY4ePXpgzpw5mDt3LkQiEcLCwnDr1i3Mnz8fI0eOzE54+U6dHu3QbbE7tg13x8srt2A/zgmjj23GzCr2iA2PTLO/hpYWxp4IQOzHSKzpNgJR78JgVLYUEqL+1zPQu24HiDX+N0lhyZqVMe7kVtzcHfRLronYruqK7aqe2K7qie2qviYNbI1RvRww2GMdXr6LwMyRnXHIdyJqdZ2Gb5KkdI8x1NPBmY1TcfbaI7R3WYKIz7GoWMYUUTHxsn1KO4yTO8axoSXWzBiIwFO/ZpLl3xXvVfXG+1W98H4lRSk6pDQrBg0ahClTpqBmzZqwtLTEpk2b8OXLF3Tp0gUAMHnyZJiammLixIkoUKAAKleuLHe8vr4+AKQpz2lKJdwiIyMxfvx4XL16VRZoTEwM6tWrhyVLlmRpXOzQoUMhlUoxcOBAfPnyBX379oW2tjacnJzQr18/ZcLLtxwmOOPi2h0I3rgbALBt+DRYtLWHnVMPHJufdj47O6ceKGxkiAV2XSFN+v5HKvLVW7l94iI+yf3s6DoCH5+9xJOzl3PpKuhHbFf1xHZVT2xX9cR2VV+je7eA99qDOHjmNgBg0PR1eHtyKTo2q41dx66me8xfg9rg7X+fMGTm/3rFvHwvP8lyWKT8tCYd/rDCmWuP8OJdeM5eAMnhvareeL+qF96vpCiRhmKrlGZFmzZt8OnTJyxfvhzh4eGoVq0a1q1bJxtS+uHDB4hzIdGXVUpF4Onpifj4eBw+fBhXr17F1atXcejQIcTFxcHLyytLdYlEIowYMQJXrlzBoUOHsGvXLgQHB2PcuHHKhJZvaWhpoUydmgg5eVFWJggCQk5eRIUGtdM9plYHBzwPvolevrOx4L9rmH7vGFq5jcwwg6yhpYV6fTvh0oZduXINlBbbVT2xXdUT21U9sV3VV/lSRVGiqCFOX3koK4uJ+4Kr95+jnqV5hse1a2qFGw9fYvuCEXh7aimubp8Bp85NMty/mJE+WjeyxMb953M0fpLHe1W98X5VL7xfKSs0tDQV2rKqb9+++Pfff3H//n3s3r0btWrVkj0WEBCAefPmZXjsvHnzsHLlSqWuJyuUSridP38eM2bMgLn5/14cK1asiBkzZuDcuXNZqsvNzQ1xcXHQ1tZGxYoVYWlpicKFCyMhIQFubm7KhJcv6ZoUgYamJmLC5L+xiQ0Lh37xoukeY1KhDGp3awOxhgZ82gxCkOcKOEwcgjbuo9Pd36pTSxQy1Efwxj05Hj+lj+2qntiu6ontqp7YrurL1OT7KIuwT/K9Wz5GxqC4sUGGx5UvVRTDujfDs9dhaDdyMfx2n8GSyb3Rr71duvv3a2+H2ISvCDzN4Wm5ifeqeuP9ql54v1JWiDTECm3qSKkhpVKpFFpaWmkr09SUrfagqP3792PSpEnQ1dWVK//69Sv++ecfeHt7KxPib0EkFiH2YwS2DHWDIJXi9c37MCxlipZ/DcPh2cvS7G83uCceHDmD6A+ZT0xKqsV2VU9sV/XEdlVPbNe8qVfr+vB17y/7ueOYpUrVIxaLcOPhS0z32QcAuP34NWpULIUh3f5AwMFLafYf2LExth+5nOEcU6Q6vFfzLt6v9CPer78vdU2mKUKphFv9+vUxZ84cLFq0CKampgCAsLAweHt7o0GDBgrVERcXB0EQIAgC4uPjUaBAAdljycnJOHfuXJbmgsvv4iI+IzkpCfqm8svY6pkWRcx/6c8/EP0hHMmJiRBSJTn/CwmFQYli0NDSQnJioqzcqEwpVHNoCL8uw3PnAihdbFf1xHZVT2xX9cR2VR8Hz97G1fvPZT8X+P/hJ6ZG+vgvIlpWXsxYH3cev86wng8RUQh5/l6u7NGL9+jcvE6afRtaV0KV8iXQx3V1dsOnn+C9ql54v6o33q+UFWIlhouqC6VSjR4eHoiLi0Pz5s3h4OAABwcHNG/eHHFxcZg+fbpCddjY2MDW1hYikQiOjo6oW7eubKtfvz6mTp2KPn36KBNevpScmIjXN+6javP/dY8WiUSo2twOz4NvpntM6MXrKFaxHEQikazMtHJ5RL0Pk3vBAgC7Qd0R+zES9w6fzp0LoHSxXdUT21U9sV3VE9tVfcQlfEXom4+y7eHz9/gQHoVm9arL9tErXBC2NSvgyt3QDOsJvv0MlcsWlyurVKY4Xn9Iu6reoE6NcePhS9x98ibnLoTSxXtVvfB+VW+8XykrfuchpUpdVYkSJRAYGAg/Pz8MGDAAAwYMwJo1axAYGIjixYv/vAIAmzdvxsaNGyEIApYvX45NmzbJtm3btuHff//FiBEjlAkv3zq5eB0aDemF+v27onhVc/RaNQfahXVwyf/7yi8DNy1Cp7mTZfufW7UFOkYG6LFsBopVKo+abZqh1dSROOu7Wa5ekUiEBoO6IXjTXkiTk3/pNRHbVV2xXdUT21U9sV3V14ptJ+Dm3A7tmlqhZsVS8Pd0xvvwKPzz7/8+8B1dPQkjetrLfl625TjqWVTAFKe2MC9dDH+2qgfnrk2xeqf8Bzu9wgXRtUVdbAjM2vzEpDzeq+qN96t64f1KihJriBXa1JHCfftsbW1x9OhRGBkZwc3NDdOmTUPDhg3RsGFDpU5sa2sLADh16hRKliwpl+n+Xd3YdQh6RY3QfvZ46Bcvire3Q7Ci1QDEfvw+GaVRmVIQpIJs/89vP2C54wB0XzId0+8eRdS7/3B6mT+OzZfvRl3VoRGMy5pxhRcVYbuqJ7aremK7qie2q/pauPEIChcqgJXuA2Cop4OLt5+i/ajFcvM3VShdDCaGerKfbzx8ie4TfeE1uiumDe2Al+/CMfHv7dh+5LJc3T0c60EEYOfRK7/qcn57vFfVG+9X9cL7lRT1Ow8pFQmCIPx8N8Da2hoHDhxA6dKlUa1aNVy8eDFH5lg7d+4cdHR0YGNjAwDYunUrdu3ahYoVK8LDwwMGBhmvWpOR4aJy2Y6LiIiI6Hewwcr+5ztRvuN0m0Ox1BHvV/XE+1U9rRZeqjqEPCFi+USF9jMZsyiXI/n1FE41WllZYeTIkahZsyYEQYCXl5fcQgepZWVl0b///huTJk0CADx+/Bje3t5wcnLClStXMG/ePK5SSkRERERERESUD4nE6jlcVBEKJ9z+/vtvbNy4Ea9ff19FJjY2Ft++fct2AG/fvoW5uTkA4Pjx47C3t8eECRPw4MEDDB06NNv1ExERERERERHRryfW0FB1CCqjcMLNxMRE1hPN3t4eCxYsQJEiRbIdgJaWFr5+/QoAuHTpEjp16gQAMDAwQFxcXLbrJyIiIiIiIiKiX0+s/fvO4aZU374xY8agcOHCacolEgn279+fpbpq164Nb29v+Pr64t69e/jjjz8AAC9fvlR4xVMiIiIiIiIiIspbRGKxQps6Uuqq3NzcEBsbm6Y8Pj4ebm5uWarLw8MDmpqaOHbsGGbMmAFTU1MA3xdTaNy4sTLhERERERERERGRiok0xApt6kipvn2CIEAkEqUpDwsLg56eXjpHZKxkyZLw8/NLUz516lRlQiMiIiIiIiIiojxArPX7DinN0pV36tQJIpEIIpEIAwYMgKbm/w5PTk7G27dvs9wr7f3795k+XrJkySzVR0REREREREREqicSc9EEhTg4OAAAQkJC0KhRI7l53LS0tFCqVCm0bNkySwHY29un21suRUhISJbqIyIiIiIiIiKiPIAJN8W4uLggOTkZpUqVQsOGDVGsWLFsB/DjIguJiYkICQmBv78/xo8fn+36iYiIiIiIiIjo1xNpaak6BJXJ8mBaDQ0NeHh4ICgoKEcCqFq1apoyCwsLFCtWDOvXr89yjzkiIiIiIiIiIsoDfuMebkotBVGpUiW8ffs2p2ORU758edy7dy9Xz0FERERERERERLlErKHYpoaUSriNGzcO8+fPx7///ouPHz8iLi5ObsuKH4+NjY1FaGgoli5dirJlyyoTHhERERERERERqZhIU0uhLau2bt0Ke3t7WFhYoHv37rh7926G++7atQu9e/dG3bp1UbduXQwcODDT/XOKUuuzDh06FAAwYsQIuQUPBEGASCTK0kIHNjY2aRZNEAQBJUqUwOLFi5UJj4iIiIiIiIiIVC0Xeq8FBQXB29sbs2bNQq1atbBp0yYMHjwYR48ehbGxcZr9r1y5grZt26J27drQ1tbGunXr4OTkhMOHD8PU1DTH40uhVMJt8+bNORbAj3WJxWIUKVIEZcuWhaamUuEREREREREREZGKicRKDazMlL+/P3r06IGuXbsCAGbNmoUzZ85g7969sg5iqS1atEjuZy8vLxw7dgzBwcHo1KlTjseXQqmMlq2tbY4FkJN1ERERERERERFRHqFgDzeJRAKJRCJXpq2tDW1t7TT7PXjwAMOGDfvfKcRi2NnZ4datWwqd68uXL0hKSoKBgYFC+ytL6S5kMTEx2LNnD0JDQwF8X0iha9eu0NPT++mxp06dUvg8zZs3VzZEIiIiIiIiIiJSEZGW9s93AuDn5wcfHx+5MhcXF4wePVqu7PPnz0hOTk4zdNTY2BjPnz9X6FwLFy5EsWLFYGdnp9D+ylIq4Xbv3j04OzujQIECsLS0BPC9S9+qVauwYcMG1KhRI9PjR40apdB5sjofHBERERERERER5REKDikdNmwYBg0aJFf2Y++2nLBmzRoEBQVh8+bNKFCgQI7Xn5pSCTdvb2/Y29vD09NTNs9aUlIS3N3dMXfuXGzdujXT4x89eqTMaYmIiIiIiIiIKL9QcEhpesNH01OkSBFoaGggMjJSrjwyMhImJiaZHrt+/XqsWbMG/v7+qFq1qkJxZYdSs9fdv38fzs7OcosaaGpqwtnZGffv38+x4IiIiIiIiIiIKH8SaWoptClKW1sbNWrUQHBwsKxMKpUiODgY1tbWGR63du1arFy5EuvWrYOFhUW2rklRSiXcdHV18eHDhzTlHz58QOHChRWqIzg4GG3atEFcXFyax2JjY9G2bVtcu3ZNmfCIiIiIiIiIiEjFRGINhbasGDRoEHbt2oXAwECEhoZi5syZ+PLlC7p06QIAmDx5stzKpGvWrMGyZcswd+5clCpVCuHh4QgPD0d8fHyOXuuPlBpS2qZNG0ybNg1TpkyRZRBv3ryJBQsWoG3btgrVsWnTJvTo0QO6urppHtPT00PPnj2xceNG1K1bV5kQiYiIiIiIiIhIlbKYTFNEmzZt8OnTJyxfvhzh4eGoVq0a1q1bJxtS+uHDB4hTzR23Y8cOJCYmYsyYMXL1pLcoQ05SKuE2efJk2b/JycnfK9LURK9evTBp0iSF6nj8+DH++uuvDB9v2LAhNmzYoEx4RERERERERESkYiItxYeLZkXfvn3Rt2/fdB8LCAiQ+/n06dO5EsPPKJVw09bWhru7OyZOnIjXr18DAMqUKYNChQopXEdERITcHHBpAtPUxKdPn5QJj4iIiIiIiIiIVC0XerjlF0rN4ZaiUKFC0NfXh76+fpaSbQBgamqKp0+fZvj448ePUbRo0eyER0REREREREREqiLWUGxTQ0ol3JKSkrB06VLUqVMH9vb2sLe3R506dbBkyRIkJiYqVEfTpk2xbNkyfPv2Lc1jX79+xYoVK9CsWTNlwiMiIiIiIiIiIhUTicUKbepIqSGlnp6eOHHiBP766y9YWVkBAG7fvg0fHx9ERUVh1qxZP61jxIgROH78OBwdHdGnTx+UL18eAPD8+XNs27YNycnJGD58uDLhERERERERERGRqmnkzhxu+YFSCbdDhw5h8eLFaNq0qaysatWqKFGiBCZMmKBQws3ExAQ7duzAzJkzsXjxYgiCAAAQiURo1KgRPDw8ZCtMEBERERERERFRPiNSz95rilB60QQzM7M05WZmZtDKwgoUpUqVwtq1axEdHY1Xr14BAMqWLQsDAwNlwiIiIiIiIiIiojxC+I0TbkpdeZ8+fbBy5UpIJBJZmUQiwapVqzJcljUzBgYGsLS0hKWlJZNtRERERERERETq4DdeNEGpHm4hISEIDg5GkyZNULVqVQDAo0ePkJiYiAYNGsDFxUW2r4+PT85ESkRERERERERE+YeaLoigCKUSbvr6+nB0dJQrK1GiRI4ERERERERERERE+d/vPKRUqYSbt7e3QvvduHEDEokE2traypyGiIiIiIiIiIjyK7FSaSe1kKupxiFDhiAsLCw3T0FERERERERERHmRSKzYpoZyNdUoCEJuVk9ERERERERERHkUh5QSERERERERERHlJDVdgVQRTLgREREREREREVHOYw83IiIiIiIiIiKinMMhpblEJBLlZvVERERERERERJRXiZlwyxVcNIGIiIiIiIiI6Dcl/n0HVip15W/evEFycjLKlSsnV/7y5UtoamrCzMwMAHDr1q1sB0hERERERERERPnQbzykVKkrd3NzSzeZdufOHbi5uWU7KCIiIiIiIiIiyt8EkVihLau2bt0Ke3t7WFhYoHv37rh7926m+x85cgStWrWChYUF2rdvj7Nnzyp7SQpTKuH28OFD1K5dO025lZUVQkJCsh0UERERERERERHlc2INxbYsCAoKgre3N0aNGoXAwEBUrVoVgwcPRmRkZLr737x5ExMnTkS3bt2wf/9+NG/eHKNGjcKTJ09y4gozpFTCTSQSIT4+Pk15bGwskpOTsx0UERERERERERHlcyKxYlsW+Pv7o0ePHujatSsqVqyIWbNmoWDBgti7d2+6+2/evBmNGzeGs7MzzM3NMW7cOFSvXh1btmzJiSvMkFIJt7p168LPz08uuZacnIw1a9agTp06ORYcERERERERERHlT4oOKZVIJIiLi5PbJBJJmvokEgkePHgAOzs7WZlYLIadnV2G6wjcvn0bDRo0kCtr1KgRbt++naPX+iOlFk2YNGkS+vTpg1atWsHGxgYAcP36dcTFxWHTpk05GqAyNljZqzoEIiIionzB6fZpVYdAuYDvh9UT71f1xPtVPa1WdQB5hKDgcFE/Pz/4+PjIlbm4uGD06NFyZZ8/f0ZycjKMjY3lyo2NjfH8+fN0646IiICJiUma/SMiIhSKTVlKJdwqVqyIAwcOYOvWrXj06BEKFiyIjh07om/fvjA0NMzhEImIiIiIiIiIKL8RBMX2GzZsGAYNGiRXpq2tnQsR/TpKJdwAwNTUFBMmTMjJWIiIiIiIiIiISE1IFcy4aWtrK5RgK1KkCDQ0NNIskBAZGZmmF1sKExOTNL3ZMts/pyg1h1uKL1++IDQ0FI8ePZLbiIiIiIiIiIjo9yYouClKW1sbNWrUQHBwsKxMKpUiODgY1tbW6R5jZWWFy5cvy5VdunQJVlZWWThz1inVw+3Tp09wc3PDuXPn0n08JCQkW0EREREREREREVH+lizNSjpNMYMGDcKUKVNQs2ZNWFpaYtOmTfjy5Qu6dOkCAJg8eTJMTU0xceJEAED//v3Rr18/bNiwAU2bNkVQUBDu37+P2bNn53hsqSmVcJszZw5iYmKwa9cu9O/fHz4+PoiIiMCqVavg6uqa0zESEREREREREVE+kwv5NrRp0wafPn3C8uXLER4ejmrVqmHdunWyIaIfPnyAWPy/AZ21a9fGwoULsXTpUixevBjlypWDr68vKleunPPBpaJUwu3KlStYuXIlLCwsIBKJULJkSTRs2BC6urrw8/PDH3/8kcNhEhERERERERFRfpIL+TYAQN++fdG3b990HwsICEhT1rp1a7Ru3TqXokmfUnO4JSQkwMjICABgYGCAT58+AQAqV66Mhw8f5lx0RERERERERESULyVLBYU2daRUwq18+fJ48eIFAKBKlSrYuXMnwsLCsGPHDhQtWjRHAyQiIiIiIiIiovxHquCmjpQaUtq/f3+Eh4cDAFxcXODs7IyDBw9CS0sL8+bNy9EAiYiIiIiIiIgo/xHUs/OaQpRKuHXs2FH2/5o1a+Lff//F8+fPUaJECdlQUyIiIiIiIiIi+n2p63BRRSiVcPtRoUKFUKNGjZyoioiIiIiIiIiI1IC6DhdVhFIJt+TkZOzbtw+XL19GZGQkpFL5X+HmzZtzJDgiIiIiIiIiIsqfOKQ0i+bMmYPAwEA0bdoUlSpVgkgkyum4iIiIiIiIiIgoH0v+jTNuSiXcDh8+jKVLl6Jp06Y5HQ8REREREREREamB33gKN+USblpaWihTpkxOx0JERERERERERGriN+7gBrEyBzk5OWHz5s0QfuffHBERERERERERZUgKQaFNHSnVw+3GjRu4cuUKzp07h0qVKkFTU74aHx+fHAmOiIiIiIiIiIjyp+TfeJlSpRJu+vr6aNGiRU7HQkREREREREREauJ3HhipVMLN29s7p+MgIiIiIiIiIiI1oq7DRRWh1Bxuv0JCQgKuXbum6jCIiIiIiIiIiEgJyVJBoU0dKdXDrVOnThCJRGnKRSIRtLW1UbZsWXTu3Bn169dXOrDXr1+jf//+CAkJUboOIiIiIiIiIiJSjd95Djelerg1btwYb968QaFChVCvXj3Uq1cPOjo6eP36NSwsLBAeHo5Bgwbh5MmTOR0vERERERERERHlA1JBUGhTR0r1cPv8+TMGDRqEUaNGyZWvXLkS79+/x4YNG7B8+XKsXLkSDg4O6dZha2ub6TmSk5OVCY2IiIiIiIiIiPKAROnv28VNqYTbkSNHsG/fvjTlbdu2RZcuXeDl5YW2bdvC398/wzokEgl69eqFypUrp/v4u3fv4Ovrq0x4RERERERERESkYr/zkFKlEm4FChTArVu3ULZsWbnyW7duoUCBAgAAQRBk/09P1apVUbx4cXTu3Dndxx89esSEGxERERERERFRPqXq4aJRUVHw9PTEv//+C7FYjJYtW2LatGkoXLhwhvuvWLECFy5cwIcPH2BkZAQHBweMHTsWenp6WTq3Ugm3vn37YsaMGbh//z4sLCwAAPfu3cOePXswbNgwAMCFCxdQrVq1DOv4448/EBsbm+HjBgYG6NSpkzLhERERERERERGRiiWrOOE2adIkhIeHw9/fH4mJiZg6dSo8PDywaNGidPf/+PEjPn78iClTpqBixYp49+4dZs6ciY8fP2L58uVZOrdIEJS7+gMHDmDr1q148eIFAKB8+fLo27cv2rdvDwD4+vUrRCJRpr3ccou2tdMvPycRERFRfuR0+7SqQ6BcsMHKXtUhUC7g/aqeeL+qJ8mtDaoOIU849vijQvs5VimW4+cODQ1FmzZtsGfPHllnsXPnzmHo0KE4e/YsTE1NFarnyJEj+Ouvv3D79m1oaireb02pHm4A0KFDB3To0CHDxwsWLKhs1URERERERERElM+pckjprVu3oK+vL0u2AYCdnR3EYjHu3r2LFi1aKFRPXFwcdHV1s5RsA7KRcCMiIiIiIiIiIspIsoL5NolEAolEIlemra0NbW1tpc8dEREBIyMjuTJNTU0YGBggPDxcoTo+ffqElStXomfPnlk+v8IJN1tbWxw9ehRGRkaoW7cuRCJRhvtevXo1y4EQEREREREREZH6SFRwmVI/Pz/4+PjIlbm4uGD06NFp9l24cCHWrl2baX1BQUGKB5mBuLg4DBs2DObm5nBxccny8Qon3Nzc3KCrqwsAmDp1apZPREREREREREREvw9Fh5QOGzYMgwYNkivLqHebk5MTOnfunGl9pUuXhomJCT59+iRXnpSUhOjoaBQtWjTT4+Pi4uDs7IzChQvD19cXWlpaClyFPIUTbqkv5mcXpqjk5GTcvHkTVapUgb6+fo7USUREREREREREqqfokNKsDB81MjJKM1Q0PdbW1oiJicH9+/dRs2ZNAMDly5chlUphaWmZ4XFxcXEYPHgwtLW1sWrVKqUXAxUrddT/i4yMxJMnT/Do0SO5TVEaGhpwcnJCdHR0dsIgIiIiIiIiIqI8JilZqtCWG8zNzdG4cWNMnz4dd+/exY0bN+Dp6Ym2bdvKVigNCwtDq1atcPfuXQDfk21OTk5ISEjAnDlzEBcXh/DwcISHhyM5OTlL51dq0YT79+/D1dUVoaGhEH7oHigSiRASEqJwXZUqVcLbt29RunRpZUIhIiIiIiIiIqI8SNEebrll4cKF8PT0xIABAyAWi9GyZUu4u7vLHk9MTMSLFy/w5csXAMCDBw9w584dAEiziumpU6dgZmam8LmVSrhNnToV5cqVw5w5c2BsbJzpAgo/M27cOMyfPx9jx45FjRo1oKOjI/d4yrxxRERERERERESUfyg6h1tuMTQ0xKJFizJ83MzMDI8fP5b9XK9ePbmfs0OphNubN2+wYsUKlC1bNtsBDB06FAAwYsQIucSdIAhZ7i1HRERERERERER5g6KrlKojpRJuDRo0wKNHj3Ik4bZ58+Zs10FERERERERERHmLqoeUqpJSCTcvLy+4urri6dOnqFSpEjQ15atp3ry5wnXZ2toqEwIREREREREREeVhqh5SqkpKJdxu376Nmzdv4ty5c2keU2YY6PXr17Fjxw68ffsWy5Ytg6mpKfbv3w8zMzPY2NgoEyIREREREREREalQMhNuWePl5YUOHTpg5MiRMDExyVYAx44dw+TJk9G+fXs8ePAAEokEwPelWP38/JhwIyIiIiIiIiLKhyRJv+8cbmJlDvr8+TMGDhyY7WQbAKxatQqzZs2Cl5eX3NDU2rVr4+HDh9mun4iIiIiIiIiIfr1kqaDQpo6USri1bNkSV65cyZEAXrx4kW4vNj09PcTExOTIOYiIiIiIiIiI6Nf6nRNuSg0pLVeuHBYtWoQbN26gcuXKaRZN6N+/v8J1mZiY4PXr1zAzM5Mrv3HjBkqXLq1MeEREREREREREpGK/85BSpRJuu3fvho6ODq5evYqrV6/KPSYSibKUcOvRowfmzJmDuXPnQiQSISwsDLdu3cL8+fMxcuRIZcLL92aM6ASnzk1gqKeDS3eeYfTczXj2+mOmx5Qsaoi5Y7vDsaEFdApqI/TNRzjP3ICbD18CACS3NqR7nOuSXVi8+WhOXwKlg+2qntiu6ontqp7Yruql6ch+aPnXMOgXL4q3d0Kwc/QMvLx2J8P9Cxnoo+OcSbDu0go6Rgb49Ooddo+bjftHzgAA5ry4AONyZmmOO+O7GTtcPHLrMigDvF/VC+9X9cb7lTKjrr3XFJHlhJsgCAgICICxsTEKFiyY7QCGDh0KqVSKgQMH4suXL+jbty+0tbXh5OSEfv36Zbv+/GbSwNYY1csBgz3W4eW7CMwc2RmHfCeiVtdp+CZJSvcYQz0dnNk4FWevPUJ7lyWI+ByLimVMERUTL9untMM4uWMcG1pizYyBCDx1Izcvh/4f21U9sV3VE9tVPbFd1UudHu3QbbE7tg13x8srt2A/zgmjj23GzCr2iA2PTLO/hpYWxp4IQOzHSKzpNgJR78JgVLYUEqL+N32Jd90OEGtoyH4uWbMyxp3cipu7g37JNdH/8H5VL7xf1RvvV/oZJtyyQBAEODo64tChQyhXrly2AxCJRBgxYgQGDx6M169fIyEhAebm5ihcuHC2686PRvduAe+1B3HwzG0AwKDp6/D25FJ0bFYbu45dTfeYvwa1wdv/PmHIzP99C/DyfYTcPmGR8vPhdfjDCmeuPcKLd+E5ewGULraremK7qie2q3piu6oXhwnOuLh2B4I37gYAbBs+DRZt7WHn1APH5q9Ks7+dUw8UNjLEAruukCZ9/wAY+eqt3D5xEZ/kfnZ0HYGPz17iydnLuXQVlBHer+qF96t64/1KP/M7DynN8qIJYrEYZcuWRVRUVI4E4Obmhri4OGhra6NixYqwtLRE4cKFkZCQADc3txw5R35RvlRRlChqiNNX/rc6a0zcF1y9/xz1LM0zPK5dUyvcePgS2xeMwNtTS3F1+ww4dW6S4f7FjPTRupElNu4/n6PxU/rYruqJ7aqe2K7qie2qXjS0tFCmTk2EnLwoKxMEASEnL6JCg9rpHlOrgwOeB99EL9/ZWPDfNUy/dwyt3EZCJE7/rbCGlhbq9e2ESxt25co1UMZ4v6oX3q/qjfcrKSJJKii0qSOlVimdOHEiFixYgCdPnmQ7gP379+Pbt29pyr9+/Yp//vkn2/XnJ6Ym+gCAsE/y2fyPkTEobmyQ4XHlSxXFsO7N8Ox1GNqNXAy/3WewZHJv9Gtvl+7+/drbITbhKwJPszvur8B2VU9sV/XEdlVPbFf1omtSBBqamogJk+8NERsWDv3iRdM9xqRCGdTu1gZiDQ34tBmEIM8VcJg4BG3cR6e7v1WnlihkqI/gjXtyPH7KHO9X9cL7Vb3xfiVFcJXSLJoyZQq+fPmCjh07QktLK81cbj8upJCeuLg4CIIAQRAQHx+PAgUKyB5LTk7GuXPnYGRkpEx4+Uav1vXh6/6/BSY6jlmqVD1isQg3Hr7EdJ99AIDbj1+jRsVSGNLtDwQcvJRm/4EdG2P7kcsZjqmn7GG7qie2q3piu6ontiv9SCQWIfZjBLYMdYMgleL1zfswLGWKln8Nw+HZy9Lsbze4Jx4cOYPoD5lP+k3Zx/uVfsT7Ne/i/UrKUNdkmiKUSrhNnTo12ye2sbGBSCSCSCSCo6NjmsdFIhFGj07/Wwx1cfDsbVy9/1z2cwGt781haqSP/yKiZeXFjPVx5/HrDOv5EBGFkOfv5coevXiPzs3rpNm3oXUlVClfAn1cV2c3fMoA21U9sV3VE9tVPbFd1VtcxGckJyVB39RErlzPtChi/kt/bp/oD+FITkyEIP3fPDL/hYTCoEQxaGhpITkxUVZuVKYUqjk0hF+X4blzASSH96t64/2qXni/kjIkyb/vHG5KJdw6d+6c7RNv3rwZgiBgwIABWLFiBQwM/tflVEtLCyVLloSpqWm2z5OXxSV8RVzCV7myD+FRaFavOu48eQMA0CtcELY1K2DN7n8zrCf49jNULltcrqxSmeJ4/SHtqj+DOjXGjYcvcff/66ecx3ZVT2xX9cR2VU9sV/WWnJiI1zfuo2pzO9z55ziA71/UVm1uhzM+m9M9JvTiddj27giRSARB+P5Nu2nl8oh6Hyb34R0A7AZ1R+zHSNw7fDp3L4QA8H5Vd7xf1QvvV1LG79zDTak53FL79u0b4uLi5DZF2Nraol69ejh16hQcHBxga2sr26ytrdU+2ZaRFdtOwM25Hdo1tULNiqXg7+mM9+FR+Offm7J9jq6ehBE97WU/L9tyHPUsKmCKU1uYly6GP1vVg3PXpli9U/4Pj17hgujaoi42BJ77ZddD37Fd1RPbVT2xXdUT21W9nFy8Do2G9EL9/l1RvKo5eq2aA+3COrjk/30VxIGbFqHT3Mmy/c+t2gIdIwP0WDYDxSqVR802zdBq6kic9ZX/wC8SidBgUDcEb9oLaXLyL70m+h/er+qF96t64/1KP8M53LIoISEBCxcuxJEjR9JdrTQkJEThukJDQ/HhwwfY2NgAALZu3Ypdu3ahYsWK8PDwkOv59jtYuPEIChcqgJXuA2Cop4OLt5+i/ajFcuPVK5QuBhNDPdnPNx6+RPeJvvAa3RXThnbAy3fhmPj3dmw/Ir8sdg/HehAB2Hn0yq+6HPp/bFf1xHZVT2xX9cR2VS83dh2CXlEjtJ89HvrFi+Lt7RCsaDUAsR+/T8xuVKYUhFRv3j+//YDljgPQfcl0TL97FFHv/sPpZf44Nl9+iFJVh0YwLmvG1Q5VjPereuH9qt54v9LPSJJ+34S4SEjpp5sFs2bNwpUrVzB27FhMnjwZHh4eCAsLw86dOzFx4kR06NBB4brat2+PSZMmoWnTpnj8+DG6du0KJycnXLlyBRUqVIC3t3dWw4O2tVOWjyEiIiL6HTnd5lAsdbTByv7nO1G+w/tVPfF+VU+SWxtUHUKe0HPjzxfVBICdA21z5fxRUVHw9PTEv//+C7FYjJYtW2LatGkoXLjwT48VBAFDhgzB+fPn4evrCwcHhyydW6khpf/++y9mzJgBR0dHaGhowMbGBiNHjsT48eNx8ODBLNX19u1bmJubAwCOHz8Oe3t7TJgwAR4eHjh3jl1HiYiIiIiIiIjyoySpoNCWWyZNmoRnz57B398fq1evxvXr1+Hh4aHQsZs2bYJIJFL63Eol3KKjo1G6dGkAgK6uLqKjv69IUqdOHVy/fj1LdWlpaeHr1+8TL166dAkNGzYEABgYGCg8HxwREREREREREeUtkiSpQltuCA0Nxfnz5+Hl5YVatWrBxsYG7u7uOHz4MMLCwjI9NiQkBBs2bMDcuXOVPr9SCTczMzO8ffsWAFChQgUcOXIEwPeeb3p6epkdmkbt2rXh7e0NX19f3Lt3D3/88QcA4OXLlyhevHjmBxMRERERERERUZ6kykUTbt26BX19fVhYWMjK7OzsIBaLcffu3QyP+/LlCyZOnAgPDw8ULVpU6fMrlXDr2rUrHj16BAAYOnQotm7dCgsLC3h7e2Pw4MFZqsvDwwOampo4duwYZsyYIVud9Ny5c2jcuLEy4RERERERERERkYopmnCTSCSIi4uT2yQSSbbOHRERASMjI7kyTU1NGBgYIDw8PMPjvL29YW1tneU5236k1CqlAwcOlP3fzs4OR44cwYMHD1CmTBlUrVo1S3WVLFkSfn5+acqnTp2qTGhERERERERERJQHJCk4XNTPzw8+Pj5yZS4uLhg9enSafRcuXIi1a9dmWl9QUJDiQaZy6tQpXL58GYGBgUodn5pSCbcflSpVCqVKlVLq2Pfv32f6eMmSJZWql4iIiIiIiIiIVEeq4HDRYSOHYdCgQXJl2tra6e7r5OSEzp07Z1pf6dKlYWJigk+fPsmVJyUlITo6OsOhopcvX8br169Rt25dufLRo0fDxsYGAQEBP7sUGaUSbl5eXihTpgz69+8vV75lyxa8evUK06ZNU7gue3v7TFd9CAkJUSZEIiIiIiIiIiJSIUFQLOGmra2dYYLtR0ZGRmmGiqbH2toaMTExuH//PmrWrAnge0JNKpXC0tIy3WOGDh2K7t27y5W1b98ebm5uaNasmULxpVAq4Xbs2DGsWrUqTbm1tTXWrFmTpYTb/v375X5OTExESEgI/P39MX78eGXCIyIiIiIiIiIiFRNyaUEERZibm6Nx48aYPn06Zs2ahcTERHh6eqJt27ay9QPCwsIwYMAALFiwAJaWlihatGi6vd9KliyJ0qVLZ+n8SiXcoqKi0l2NVFdXF58/f85SXenN+WZhYYFixYph/fr1aNmypTIhEhERERERERGRCiUnqS7hBnyf783T0xMDBgyAWCxGy5Yt4e7uLns8MTERL168wJcvX3L83Eol3MqWLYvz58+jbNmycuXnzp3LcsYvI+XLl8e9e/dypC4iIiIiIiIiIvq1FB1SmlsMDQ2xaNGiDB83MzPD48ePM63jZ49nROlVSj09PfHp0yfUr18fABAcHAx/f/8sry4aFxcn97MgCPj48SN8fHzSJPSIiIiIiIiIiCh/UHTRBHWkVMKtW7dukEgkWL16NVauXAng+0qlM2fORKdOnbJUl42NTZpFEwRBQIkSJbB48WJlwiMiIiIiIiIiIhWTJklVHYLKKJVwA4DevXujd+/e+PTpEwoUKIDChQun2efGjRuwsLDIdKWJzZs3y/0sFotRpEgRlC1bFpqaSodHREREREREREQqJFXxkFJVynZGK7OlWIcMGYJ//vkn03ndbG1tsxsCERERERERERHlMapcpVTVcrULWUaT4506dUrhOpo3b55T4RARERERERER0S+SzCGlv9aoUaMU2k8kEiEkJCSXoyEiIiIiIiIiopym6lVKVUklCbdHjx6p4rRERERERERERPSLCL9vBzfVJNyIiIiIiIiIiEi9SX/jOdzEuVm5SCTK8LHg4GC0adMGcXFxaR6LjY1F27Ztce3atdwMj4iIiIiIiIiIcok0SarQpo6ynHATBAHv37/Ht2/fFNo3I5s2bUKPHj2gq6ub5jE9PT307NkTGzduzGp4RERERERERESUB0gFQaFNHSmVcGvZsiU+fPjw031v3bqF0qVLp/vY48eP0bhx4wyPbdiwIR48eJDV8IiIiIiIiIiIKA8QpIJCmzrK8hxuYrEYZcuWRVRUVLZOHBERAU3NjE+vqamJT58+ZescRERERERERESkGslqOlxUEUrN4TZx4kQsWLAAT548UfrEpqamePr0aYaPP378GEWLFlW6fiIiIiIiIiIiUh1BEBTa1JFSq5ROmTIFX758QceOHaGlpYWCBQvKPX716tWf1tG0aVMsW7YMjRs3RoECBeQe+/r1K1asWIFmzZopEx4REREREREREamYug4XVYRSCbepU6dm+8QjRozA8ePH4ejoiD59+qB8+fIAgOfPn2Pbtm1ITk7G8OHDs30eIiIiIiIiIiL69ZKTklQdgsoolXDr3Llztk9sYmKCHTt2YObMmVi8eLGsC6FIJEKjRo3g4eEBExOTbJ+HiIiIiIiIiIh+PUGarOoQVEaphBsAvH79Gnv37sWbN28wbdo0GBsb4+zZsyhZsiQqVaqkUB2lSpXC2rVrER0djVevXgEAypYtCwMDA2XDIiIiIiIiIiKiPOB3TrgptWjC1atX0b59e9y9exfHjx9HQkICgO8LHaxYsSLL9RkYGMDS0hKWlpZMthERERERERERqQFpokShTR0plXBbtGgRxo0bB39/f2hpacnK69evj9u3b+dUbERERERERERElE8J0mSFttwSFRWFiRMnonbt2rCxscHUqVMRHx//0+Nu3bqF/v37w8rKCrVr10afPn3w9evXLJ1bqYTbkydP4ODgkKbcyMgInz9/VqZKIiIiIiIiIiJSI6pOuE2aNAnPnj2Dv78/Vq9ejevXr8PDwyPTY27dugVnZ2c0atQIu3fvxp49e9CnTx+IxVlLoSk1h5uenh7Cw8NRunRpufKQkBCYmpoqUyUREREREREREakRVc7hFhoaivPnz2PPnj2wsLAAALi7u2Po0KGYPHlyhvkrb29v9OvXD0OHDpWVVahQIcvnV6qHW9u2bbFw4UKEh4dDJBJBKpXixo0bmD9/Pjp16qRMlUREREREREREpEaSkyQKbbnh1q1b0NfXlyXbAMDOzg5isRh3795N95jIyEjcuXMHxsbG+PPPP2FnZ4e+ffvi+vXrWT6/Ugm38ePHo0KFCvjjjz+QkJCAtm3bom/fvrC2tsaIESOUqZKIiIiIiIiIiNSIokNKJRIJ4uLi5DaJJHuJuIiICBgZGcmVaWpqwsDAAOHh4eke8+bNGwCAj48PunfvjnXr1qF69eoYOHAgXr58maXzKzWkVFtbG15eXhg1ahSePHmC+Ph4VK9eHeXKlVOmOiIiIiIiIiIiUjOKDin18/ODj4+PXJmLiwtGjx6dZt+FCxdi7dq1mdYXFBSkeJCpSKVSAEDPnj3RtWtXAED16tURHByMvXv3YuLEiQrXpVTCzcfHB4MHD0aJEiVQokQJWfnXr1+xbt06uLi4KFMtERERERERERGpCWmiYr3Uhg2bgEGDBsmVaWtrp7uvk5MTOnfunGl9pUuXhomJCT59+iRXnpSUhOjoaBQtWjTd41LKzc3N5crNzc3x/v37TM/5I6USbr6+vujVqxcKFSokV/7lyxf4+voy4UZERERERERE9JtTtIebtrZ2hgm2HxkZGaUZKpoea2trxMTE4P79+6hZsyYA4PLly5BKpbC0tEz3GDMzMxQrVgwvXryQK3/58iWaNGmiUHwplJrDTRAEiESiNOWPHj2CgYGBMlUSEREREREREZEaUXQOt9xgbm6Oxo0bY/r06bh79y5u3LgBT09PtG3bVrZCaVhYGFq1aiVbREEkEmHw4MEICAjA0aNH8erVKyxduhTPnz9Ht27dsnT+LPVwq1u3LkQiEUQiERwdHeWSbsnJyUhISMCff/6ZpQCIiIiIiIiIiEj9SJMSVXr+hQsXwtPTEwMGDIBYLEbLli3h7u4uezwxMREvXrzAly9fZGUDBw6ERCKBt7c3oqOjUbVqVWzYsAFlypTJ0rmzlHCbOnUqBEHA1KlTMXr0aOjp6cke09LSQqlSpWBtbZ2lAIiIiIiIiIiISP3kVu81RRkaGmLRokUZPm5mZobHjx+nKR86dCiGDh2arXNnKeGWMimdmZkZateuDU1NpaaAIyIiIiIiIiIiNSdVccJNlZSaw61w4cIIDQ2V/Xzy5EmMHDkSixcvhkSi2AoURERERERERESkvoTkZIU2daRUws3DwwMvX74EALx58wbjx49HoUKFcPToUfz99985GR8REREREREREeVD0iSJQps6Uirh9vLlS1SrVg0AcOTIEdja2mLRokXw9vbG8ePHczRAIiIiIiIiIiLKf1S5SqmqKTUJmyAIkEqlAIDg4GD88ccfAIASJUrg8+fPORYcERERERERERHlT+qaTFOEUgm3mjVrYtWqVWjQoAGuXbuGmTNnAgDevn0LExOTnIxPKZJbG1QdAhERERGRyqxWdQBEpDDer6TOfuf8jFJDSqdOnYqHDx/C09MTw4cPR9myZQEAx44dg7W1dY4GSERERERERERElJ+IBEEQcqqyb9++QSwWQ0tLK6eqJCIiIiIiIiIiyldyNOFGRERERERERET0u1NqDreqVatCJBJl+HhISIjSAREREREREREREeVnSiXcfHx85H5OSkpCSEgIAgMDMXr06BwJjIiIiIiIiIiIKD/K0SGlBw8eRFBQEFatWpVTVRIREREREREREeUrSq1SmhErKytcvnw5J6skIiIiIiIiIiLKV3Is4fb161ds3rwZxYoVy6kqiYiIiIiIiIiI8h2l5nCrW7eu3KIJgiAgPj4eBQsWxN9//51jwREREREREREREeU3Ss3htm/fPrmEm0gkgpGREWrVqgUDA4McDZCIiIiIiIiIiCg/ydFFE4iIfifz58/HixcvsGrVKrkvIYiIiCh7BEHg31Y1xHYlot+JwkNKHz16pHClVatWVSoYkv8jJJVKIRbn6LoWpCI/vrngm438TyKRwNjYGFeuXMHUqVMxd+5ctqka4L1JlL9MmjQJDRo0QNeuXVUdCuWQlNfhlNfiN2/ewMzMjK/NaiD1Z5ukpCRoaio1uxERUb6h8Ktcp06dIBKJ8LMOcSKRCCEhIdkO7HeU+oPexo0bUapUKTRt2hTa2toqjoyyI/Wbi/fv30NfXx+6uroqjoqyS1tbG3379kXhwoXxzz//wNXVFfPnz1d1WJQNP96rUqkUBQoUQNGiRQEwGZffsf3Uz6dPn6ClpQVvb28UKlQIbdq0UXVIlE0p92nK6/GGDRtw5coVrF69WtWhUTZdvHgR5ubmKF68OBYtWoTExES4urqqOiwiolylcMLt1KlTuRnHby/1B72YmBhs27YNYrEY2trasLOzg5aWloojJGWltOuSJUvw77//Ijo6Gv3794e9vT3Kly+v4uhIGSn3a8GCBWFmZoYaNWpg9+7dKFSoEGbMmMEP9fmQIAiye3XZsmUIDg7G69evYWFhgVq1amHkyJFs13zsxx7jP36op/zJyMgIY8aMga6uLjw8PACASbd8bPHixTA0NMTAgQNl9+WXL19QqVIl2Zf+fB3OnxISEjBr1iwUKlQINWrUwLFjx7Bjxw5Vh0U5gH9HiTKncMKtVKlSsv/7+fnB2NgY3bp1k9tnz549+PTpE4YOHZpzEf4mUl6o5s2bhxcvXqBEiRJ4/Pgxpk2bhjlz5jDpls8dOXIEBw4cwOTJk3Hr1i3s27cPL168QL9+/VClShVVh0dZlHK/ent749q1a6hcuTLKli2L48eP49u3bxxemg+ltJePjw+2bduGxYsXo1ixYli9ejWWL1+OFi1aoFKlSiqOkpSVcs9u3rwZDx8+hK6uLjp27AgLCwt+WMinUoajlShRAg4ODvj06ROmTJmCAgUKoHnz5qoOj7IoISEBDx48QEJCAnR0dNC1a1doaWkhPDwchQsXBgD+Xc3HdHR0EBQUBFtbW7x69QrLly/n31Q1kPrv56lTp/Dy5UsULlwYlStXRu3atVUcHVHeoNQ7zJ07d6JChQppyitVqsRvK7IhMDAQe/bswdixY7Fo0SIcPnwY1atXh6urKy5evAiJRKLqEElBUqlU7meRSITevXujdevWmDp1KoYMGYKHDx9i06ZNePz4sYqipKxKTk6W/f/ChQv4559/4O7ujnnz5mHv3r0YOHAg7t+/j2nTpqkwSlLWp0+fcOPGDXh7e6Nhw4b48OED/v33X3h6eqJSpUp8Dc6HUr8WL126FCtXrsSXL19w//59ODk54dKlSxCLxWlesynvS5n7acmSJVi+fDliYmKgpaWFSZMmISgoSMXRUVYIggAdHR0sXrwYJUuWxP79+7Fnzx4AwLdv35CUlJTpsZR3pX5tjYyMhJaWFoyMjLBixQq8fftW9hjbMX9KSbYtWLAAnp6euHz5Ms6fP48RI0bg8OHDKo6OKG9QKuEWHh4um9MmNSMjI4SHh2c7qN9VeHg4qlWrhsqVK8PY2BjGxsZYs2YNqlWrhtmzZ+PSpUv8wJcPpB6atnv3bixcuBBHjhyRmxi2U6dO6N+/Px49eoSAgAA8ePBAVeGSAqZNm4YHDx5AQ0NDlnSLjIxEgQIFULFiRQDf53Tr1asXmjZtiqCgIHh6evINZB73Y/uIxWK8ffsWJUuWxJkzZzB27Fj89ddf6N69OyQSCXbv3o179+6pKFpSRuo5+UQiEfz8/LBs2TIsXLgQjo6OcHZ2ZtItHztw4AA2b96MCRMmYOnSpdi4cSPatGkDd3d3HD16VNXhkYJShncbGBjAw8MDpUqVQmBgIPbu3QtNTU0YGxvj2bNnCA0NxYsXL/Dq1StcuXIFiYmJ7PWWh6Xu/XTz5k0YGBjgypUrOHDgAL58+YKxY8fKkm4p7ZiYmKiyeEk5QUFBOHjwIJYuXYq1a9eiadOmiI2NzTRRTvQ7USrhVqJECdy8eTNN+Y0bN1CsWLFsB/W7SfnQ9+XLF7x79w6ampoQiUT49u0bAGDAgAF4//49vLy8cOnSJf4xysOkUqnsTcOSJUswd+5c3LlzB2fPnsXOnTtx9+5d2b6dOnXCgAEDcOHCBVy4cEFVIdNPvHv3Di9fvsTIkSPx+PFjaGhoAPg+zF5HR0cuWaqnp4cePXpAV1cXgYGB8PX1VVXY9BOp79W4uDgIggBtbW2UKVMGW7duxeTJkzF58mT06tULwPfnwYULF/Dx40dVhk1KOH78OOzt7XH06FHo6ekBAMzMzDBmzBh07doVQ4cORXBwMMRiMZPk+cyrV69gZWWFOnXqoHDhwrC0tMSQIUPQqFEjuLq64uzZs6oOkX4i5Z5Luf8MDAwwffp0lCxZErt27cLhw4exePFiTJo0Cf369UOPHj3Qt29frF27litc5mGpk22LFy+Gl5cXjh8/jtjYWOjq6mL9+vX4+vUrxo8fj1evXkEikWDixIlcHCMfSLlnU76kev78Oezs7GBlZYXjx49j3rx5mDFjBjp27Ij4+HiEhoaqMlwilVMq4da9e3fMnTsXe/fuxbt37/Du3Tvs2bMH3t7e6NGjR07HqHbSG24IAD179kRSUhKmT58OAChQoAAAoFChQhg4cCAqVqyIKVOmMOmWh6W8uXjy5AkSEhKwadMmBAQEYOHChShevDhWrlwpl3Tr2LEjZs+eDWdnZ1WFTD9RqlQpeHh4wMLCAs7OzrIhwKVLl4a2tja2bdsm92YiMTERVlZW8PLywsiRI1UVNmUi9QeB1atXw9vbG8+fP4eOjg4cHBywe/duNGnSBD179gQAxMbGwtvbG/Hx8fjjjz9UGDkpo1SpUmjXrh3evHmDqKgoAN8/MBQrVgyjR49Gly5dMGjQINy7d4+9ZfIZExMTvHz5Ev/995+srFy5cmjZsiW+fv2KYcOG4eLFiyqMkDKT+ouPb9++yXqQGxoaYsaMGShTpgzKly+PgQMHYtOmTTh+/Dj27NmDf/75B35+frKFFCjvSfkbu3z5cuzZsweTJk2Cg4OD7EsPU1NT+Pv7IyEhAb169UL37t3x4MEDDB8+XJVh00+kXrgkPj4ewPcRHkZGRjh58iSmTJmCv/76Cz179oQgCDh79iyOHDmCuLg4VYZNpFIiQYm/VIIgYOHChQgICJAlfgoUKABnZ2e4uLjkeJDqJPUHvf379yMkJARisRjVqlVDhw4dsHv3bmzYsAHVq1fHxIkTERsbi4ULF6JcuXKYNm0axowZg+PHj2PdunVo1KiRiq+G0nPixAnMnj0bRYoUwdq1a2Fqaior37ZtGwoUKIBRo0bBwsJC7rjk5GRZ7ynKG1K/sXj06BFWrFiBO3fuYO3atahWrRoePnyIIUOGoGbNmrCzs0OVKlXg5+cHPT09LFu2DCKRiO2ahy1cuBD79+/HuHHj0LhxY9m96uvri5UrV8Le3h5SqRTR0dGIjo7Gvn37oKWlxUn287CM2ubRo0dYunQpbt26hY0bN6JatWqy+/u///7DgQMH4OTkxB4zeVRG7Xrjxg3Mnj0bLVq0QPfu3WX38PXr17F9+3bUr18fnTt3ZrvmQanbdMOGDbh9+zbevn2Lrl27okGDBqhQoQI+f/6M2bNn48OHD+jatWuatuTf17ztxYsXGD16NKZMmYLGjRvj06dP+O+//3Dp0iWULl0ajo6OAIC1a9eiYMGC6NWrFzQ1NWULolDecvr0aRQvXhzVq1fHggULEB4ejr///hv//PMPZs2ahcTEREydOlU2MiAuLg5jx45F5cqVMWXKFBVHT6Q6SiXcUqR0Ey1YsCDKlSsHbW3tnIxNrS1YsACHDh1C48aNoaOjg4CAALi6uqJnz544deoUfHx8EB4eDj09PRgZGWHr1q0oVKgQAOCvv/7CyJEjUb58eRVfBQH/e9OY8uHtzJkz2L17Ny5evAh/f39YW1vL9j158iR27NiB2NhYzJ07F+bm5iqMnDKT0p4/Jt2WLVuGe/fuYc2aNahevToePXoEX19fPHnyBMD3HhcbN25kYiaPu379Ov766y/8/fffsLGxASCfYA0KCsKdO3cQHx+PihUrom/fvvwgkMelvt/u378vK69ZsyaA7/evj48Pbt++LUuap25zAGzfPCh1G+3duxcfP36EpqYmhgwZAgBYuXIlDh48iCZNmqBFixYoVqwY5syZAyMjI9mK0WzXvGvRokXYvXs3hg8fjvDwcAQHB6Ns2bIYPnw4qlSpgs+fP8PLywv379/HX3/9BQcHB1WHTAoKCwvD8OHD8eeff8Lc3Bx79+7F/fv3IRKJ8Pz5c8yYMQPdu3eXO4ZJ1LxJIpHIRnk0btwYp0+fxvbt21GlShUAwPz58+Hv748lS5agfPnyEIvFmD9/Pj59+oTdu3dDU1Mzzd9bot9FthJupJzz589jxowZWLhwIWrXro1jx45h/Pjx8PDwwJ9//inb78qVKyhUqBBq1KgBDQ0NfP36FQULFlRh5JSZs2fPomnTpgCAq1evws/PDx8/foSnpyesrKxk+x06dAh3796Fq6srkzF5VOoP7pGRkYiNjUW5cuUAAG/evMGcOXNw//59+Pn5oUaNGoiLi0NSUhJiYmJgZmYGsVjMD3h53IkTJ7B06VLs3LkTOjo6cknzjN7w84NA3pX6jfzSpUtx9OhRSCQSaGpqomPHjhg1ahSA70m3lStX4vbt2/Dx8YGlpaUqw6afSN2uS5YsQUBAACwtLXHnzh1Ur14dixYtQvHixbFhwwacOXMGV69elX0BvHfvXmhpafFDXh525MgRLFmyBIsXL0bNmjVx+fJlODk5wdzcHGXLlsW4ceNQsWJFREZGYuvWrRg1ahRfg/Oo9L5g/Pz5M2bMmIH379/jwYMH6Nu3Lxo1aoQ6depg3LhxsLGx4RDSfMbOzg5xcXGYN28e2rRpI/de193dHefPn0dMTAwqVqyIggULYsOGDdDS0uL7J/qtMeH2C/z4R2jv3r0ICgrC+vXrcfz4cUyZMkXWuy02NhaPHz+W9bhIwReqvO3p06do3749unTpgrlz5wIAgoODsXXrVrx79w4zZ85ErVq10hzHHlB5T+oPZ8uXL8fFixfx9OlT1K9fH3Xr1sXAgQPx/PlzLFmyRDa8tGrVqnJ1sF3zvqCgILi5ueHIkSMoWbKkXE/Vixcvonjx4rIVaCn/8PX1xdatW7Fs2TJUqFABq1evRkBAAJydnTFp0iQA35Nuc+bMQeHChTlBdz4RHh4Od3d3jB07FpUqVUJERAQGDBgAPT09rFixAiVLlkRMTAyeP38OALCwsICGhga/+Mjjzp8/j5s3b2Ls2LE4deoU3NzcMGnSJIjFYsydOxeNGjXC0KFDZb1UAb4fzotSv+cJDQ2FhoYGChYsiOLFiyMiIgLv3r2DSCSS+4KjZ8+eaNWqFQYNGqSqsCkLpFIp4uPjZQuDhYeHY8WKFWmmx3n06BFiYmJgaGiIihUr8gtoIii5aAJlTcofocDAQDx69AgGBgYoXLgw9u/fjylTpmDy5MmyybmvX7+OAwcOIDw8XK4OvrnI28qUKYP58+fj6NGjskUvGjRogN69e8PMzAyzZ8/G9evX0xzHpEzek5JsW7lyJbZv345hw4bh8OHDiI2NxZYtW/D8+XOYm5tjzJgxqFWrFjp16oTXr1/L1cF2zTtSL1KT+vul6tWrw9zcHKtXr8a7d+9kbSaRSODn54fTp0//8lgpe54+fYqbN29iwYIFqFu3Lu7du4f9+/ejQ4cO8Pf3x+LFiwEAVatWhZeXF1auXKniiEkR/v7+GDx4MJKSkmBqagotLS2UKFEC27ZtQ2xsLMaNG4fXr19DX18fVlZWsLKygoaGBpKTk/khLw9J7/v9evXqoW/fvoiOjsbatWvh7OyMHj16oFOnTihevDju37+P48ePyx3P98N5iyAIsr+fK1asgIuLC4YOHYouXbrgzJkzMDExQa1atWBpaYmEhAS8evUKzs7O+PbtG/r166fi6Ckzqd8/icVi6Onp4eDBg9i9ezcqVKgAFxcXuekbAKB48eKwtbVF5cqVIRaLIZVK+TpMvz1+KsxFEolE9v/169dj0aJFEIvFMDQ0xMOHD2Xf1qZMLvnlyxds27YNgiDAxMREVWGTEgoUKIBWrVph1qxZOHDggCzpZmdnh969e0NHRwd79+5VcZSkCEEQEBERgfPnz2P27Nmwt7fHq1evcO/ePQwfPhzm5uaQSqWoXLkyXFxcMGTIEJQqVUrVYVM6Un8Q2LVrFxYtWgRfX1/ZEOEOHTrg0aNHmDt3Ls6ePYsTJ05g5MiRiI2NhZOTk4qjp6wqUaIEmjRpAmtra1y7dg0eHh6YMGECvL290apVK6xZswYzZ84EAJQtW1b2YYDylh/bpE6dOoiLi8P9+/cRGxsr28fExEQ2J6qTkxM+fPggdxwTM3lH6tVIw8PD8eLFCwiCAC0tLRgbGyMiIgIfPnxAtWrVAAD//fcfqlWrhjFjxmDcuHEAwGHBeVDqdl2xYgV27NgBV1dXBAQEwMrKCuPHj0dgYCCA73+PAwMDMXv2bHz79k02r1fKyrSUt6TutXjv3j3cvHkTz549kyXPVq5ciYoVK2L06NG4desWYmNjMXbsWCxfvhzA/xLk/AKaCGDKOReMHTsWbm5uKF68OADg+fPn+O+//+Dh4YHKlSsDAJycnDB79mxER0fj7NmzKFSoEFavXo3IyEisWrUqzWTtlPds2LABnz9/xsSJEwF8T7q1bNkSgiBg6tSpKFCgANzd3dGgQQPo6uqiRo0aKo6YFCESiaCtrQ2JRII6derg1KlTmDRpEqZMmYLu3bvj27dvOHz4MKysrFC1alXZcFIOc8lbfhwavGHDBjRs2BBnz57FuXPnMGPGDAwcOBBFihTBkSNHMHLkSFSpUgUmJiZyHwTYpnlTesO2dXV10bNnTxQsWBDHjh1Dw4YN0blzZ2hoaKBkyZKws7PDy5cv5Y7lh4G8J6VNQkJCULJkSVhaWmLlypUYPHgw5s2bh/nz58PAwACCIMDIyAibN2/G3LlzUaxYMRVHTulJ/cXHsmXLcOHCBYSGhsLW1haWlpZwdnaGtrY2TE1Ncfr0aUilUmzduhVisRgdO3aESCTiNA15zOXLl1G/fn1Zmzx8+BBXr17F/Pnz0ahRI5w6dQrXr19H7dq14e7uDpFIhE6dOqF169YwNTVFs2bNOOQ7D0t9zy5ZsgQHDx6ElpYW3r17hwkTJqBjx44wNjbGypUr4eLigv79+6NcuXJISkrCgQMHADBBTiRHoBzl4uIitGnTRvj27ZsgCIJw+fJloUqVKoKtra1w6tQpuX3Xrl0r9OjRQ7CwsBB69uwpDB06VJBIJIIgCEJSUtIvj50U9/XrV2HFihVCrVq1hJUrV6Z5zNXVVahSpYowadIkuceSk5N/ZZikAKlUmqYsOjpaaNmypTB+/Hihbt26wtatW2WPPXv2TBg4cKBw+vTpXxkmKenNmzfCiBEjhDt37giCIAgxMTFCu3bthG7dugl3796V7ffy5Uvh06dPsudDYmKiSuKln0v9Onr69GkhICBA2L59uxAaGioIwvfX4D59+ggTJkwQBEEQvnz5IowaNUo4dOhQunVQ3nPhwgWhSpUqwrZt24SYmBhBEATh/v37Qv369YURI0YIUVFRgiCkbUe+d8q7Vq5cKdSvX1/4999/hfDwcGHAgAGCvb298PjxY0EQvr8n7ty5s9C0aVOhT58+svfD6f2NJtXx8/MTWrduLezbt09W9vLlS2HTpk2CVCoVgoODhYYNGwoBAQGCIAjCoEGDhDp16ghbtmyRq4evwXmfr6+v0LBhQ+Hy5cuCIAiCp6enUKNGDWHRokVCZGSkbL+9e/cK+/btk71v4vsnInn8WiEHffjwAU+ePIGrqyu0tbVx8uRJODg4YPjw4Vi9ejXu3r0LW1tb6OrqAgCcnZ3RpUsXREVFQU9PDyYmJly+Po8SfuhtWKBAAfz5558oXLgwfH19IZVKZavgFShQAGXLlkWTJk3w+fNn9qbIwyQSCbS1tQEA79+/h6GhIUQiEfT19TFmzBhMnz4djRs3Ru/evSGVSvH161csWLAAANCkSRNVhk4K8Pf3x549e2BiYoISJUoAAPT09LB582b0798fXl5emDx5MqytrVG2bFnZcZxzJG9LeR1dsGABjh07hhIlSkBfXx+zZ8/G5s2bYWNjg06dOsHDwwMJCQkICwtDcnIyHB0dAch/e0+q9+PfVwBo2LAhevXqBV9fX2hoaKB169aoUaMG1q1bhyFDhmDatGnw8vKCoaGh3HHskZr3CIKAz58/48KFC5gxYwb++OMPBAcH486dO5g6daps5IezszM6duyI+Ph4lClThpOt51Ht27fHvXv3sG/fPgiCgC5duqBs2bLo0KEDRCIR9u3bh+bNm8umyzE1NUWxYsVw+PBh9O7dW3av8zU470n9eeXly5e4c+cOZs6ciXr16uHkyZM4cOAA2rZtizVr1gAAevfujeLFi6NLly6yOjh3JlFavCNyUEqi5ejRowgKCsLNmzdRu3ZtjBs3Dl++fMG6detQrlw5tG7dGgUKFAAAGBkZwcjISFYHP+jlPan/AEVGRkIkEsHIyAgmJibo0KEDpFIpVq9eDZFIhJEjRyIuLg6PHz+Go6MjunbtmqYOUr0tW7bAwcFBNux72bJlOHHiBKRSKZo1a4Y///wTbdu2RWhoKFauXInRo0dDLBbj06dPiIqKwr59+2STcvMDXt7VvHlzrF+/Hm/evMHbt29RtGhRCIKAIkWKICAgAAMHDsTUqVOxbNkyuZVmea/mfQcOHMCBAwewcuVKWFpaIjAwEKdPn5bN4+Xo6AixWIxz586hTp06mDx5MocJ50FhYWEwNTWV/Zz6b+WMGTOgoaGBxYsXQxAEtG3bVpZ069KlC8qVKydbeZbyrpRpGr59+wYbGxvZNA2TJ0+WTdNw8OBB1KpVC5UqVULRokUB8P1wXiSVSlGiRAm4u7tj9uzZsqRb165dYWhoiLi4ODx9+hT29vayIaOxsbGYO3cuatWqxely8rDUX0SFhobC3NwcrVu3RqNGjXDz5k14enpi9OjR6NevHwoUKICNGzciISEBo0ePhoGBgawe/n0lSot/yXKQkZERevXqhVmzZiEiIgKLFy+WJdPc3NyQlJQEDw8PAJBLuqXGD3p5S+o3/35+fjh+/DgkEgl0dXWxYsUKmJiYoGvXrtDU1MTff/+Nf/75ByKRCFpaWvj7778BsDdFXnPmzBkEBATg4cOHcHV1xfXr17Fz5064u7vj5s2buHv3Lp49e4bp06fLViLdv38/9PT0UKNGDTg5OUFTU5PfvOcxPya1BUFAmTJlsHv3bnTp0gXLli3DzJkzUa5cOQCAoaEhNmzYgHnz5qFSpUoqipqU9erVK7Ru3RqWlpY4fvw4Zs+ejdmzZ6N9+/aIi4vDt2/f0KVLF3Tq1En2vOA9m7e0a9cOpUuXxqpVqwB8nxfVzMwMzZo1g5aWFgDA3d0dgiBg3rx5EIlEcHR0RPXq1XHkyBGUKVNGleFTBjJKqCQkJGDmzJm4evUqJk+eLOsB9f79exw+fBhFihSRey3m+6a8J2WhGVNTU3h4eGD27NkIDAyEWCxG586doauri3r16mHt2rWIjo7GrVu3kJSUBAsLC87Fl4elbpc5c+Zgx44duHz5Mlq0aIGCBQvi6NGjsLGxQc+ePQEABgYGqFWrFh48eAB9fX1Vhk6UL4gEIZ11uinLUt5gbNu2DXPmzEGlSpVQo0YNDBo0CBUrVpTt5+Xlhb1792Ly5Mno2rWrbDgb5W1LlizB3r17MWHCBFSoUAGTJ09G4cKF4eXlhRo1aiA5ORlPnz7FiRMnoK+vjz59+rA3RR4WEBCAoKAgmJubw9DQEObm5ujcuTMAICgoCDt37oS2tjamTp2K8uXLp/mgznbNW1K/WXz9+jW+fv2K8uXLQ1NTEyKRCG/evEG3bt1Qo0YNTJ8+HeXLl0/zoZBtmr8sWrQI8fHxsLOzw19//SX3AX7fvn148+YNhgwZAh0dHQAZJwFINdavX4/AwEAcOnRIVubi4oJLly5hyZIlsLOzkyXdgO8LTb169Qr9+/dHt27dULhwYQC8b/Oa1K/FERER0NPTQ3JyMnR0dHD8+HG4u7vDxsYGK1euRHJyMr59+4bx48fj27dvWL9+Pdsyn0hp57CwMNkCcJ06dUK3bt2QnJyMJUuW4MmTJzA2Nsbs2bOhpaXFezUfePHiBdatW4dOnTqhbt26EAQBUqkUI0aMgIGBAebNmwexWIxRo0bB2dkZtWvXBsC/r0Q/w4RbDouIiIBUKsXVq1exZcsWlC1bFkOHDoW5ublsn8mTJ+PDhw8ICAhQYaSkqKtXr2LevHlwdXWFra0tzp49i4kTJ8LQ0BCJiYlYtWoVqlevnuY49qbIe1J/GNi4cSNOnTqF0NBQTJkyBR07dpTtFxQUhN27d0NbWxuTJk2SfevONxV5T+o2XbZsGYKCghAfH4/ChQtj3LhxqFevHoyMjPDmzRv06NEDNWrUgKurq9wXIZR3ZdQjYu/evVi7di3CwsIwceJE9O3bFwAQGxuLCRMmoFq1apgwYcKvDpcUtH37dqxZswYHDx7E2rVrkZycjEmTJmHMmDG4cuUK5s2bh4YNG8q+lPTw8MD58+dRpUoV2UrulLcIP6wMffbsWSQkJKBKlSoYMGAArK2tsWrVKixbtgx//PEHNDU1ER0dLZumgUmZ/OXHpFtUVBS6d++OTp06AfjeozHlCw++H877Dh8+jKVLl0JPTw9r165FkSJFZH97d+7ciRkzZqBp06Z4//49BEHA/v37oampyffFRApgv94clJycDBMTExQrVgzt2rVD165d8erVK6xZswahoaGy/RYsWIBNmzYB+P4GhfI2LS0tdOjQAba2trhw4QKmTJmCiRMnYteuXdDQ0IC7uzvu3LmT5ji+ufi/9u4zrIrjffj4ly6IDRV7NJZgRaNGRWPX2GLvYu+9i9gbIgqIAhaKgChKEcXee4uKmtiNvUVBBRQBqfu88DmbgyUx/18ih+T+vEk8Z/dcs9cwuzP3ztyjezTLIQD69+9Py5YtMTMzY/PmzURHR6vHtW7dmm7duvHs2TPCw8PVz6VToVu0gzGenp6EhYUxZcoUjhw5gqWlJcuWLWP37t3ExMRQokQJQkNDOXHiBKGhoVlccvE5tOv30KFDHDp0iDNnzgDQuXNnypcvr+bUfPToEbdv32bChAm8fPmSsWPHAvKM1UWKolCpUiXKlStH586dCQwMpEePHsC7QE2tWrWwt7fnxIkTxMbGAu8G76tXr1aDbVKvuiUjI0N9PoaGhrJ+/Xp69uxJ69atycjIoF+/fpw7d44RI0bg7+9Prly5sLS0pGHDhmzZsgUjIyPS0tIk2JaNvL+8NF++fISHhxMUFASQaXax9Id1X3p6OoUKFeLBgwekpKSgr69PamoqAN27d2fhwoUUKFCAevXqqcG29PR06RcL8Rlkhts/QHuQEBYWxubNmylVqhT9+/fHysrqo8cJ3fb8+XPy5cvH8OHDKV++PJMnTyYxMZFhw4Zx8eJFGjRowMqVK7O6mOIzabe9oKAgtm3bRunSpZk4caKasBng9OnT1K5dW9qpjjl9+jQ2Njbqv2/cuMHcuXMZMWIEDRs25OTJk4wdO5Zy5cpx7949xo4dS6tWrbCwsCA6Opr8+fPLwC4bcXFxYcOGDRQsWJAXL14wYMAARo8eDcCQIUN49uwZ9+7do1KlShgZGeHv7y+zZbKB4cOHc/z4caytrXF3d890750wYQLnz5+naNGipKSkkJSUxI4dOzAwMJC+kw67ePEiYWFhfPfdd2qahujoaDw9PdmzZw+BgYGUL19elvT/i2jPdJs0aRLlypVj9uzZEojJhg4dOsSyZcswNTXF3d2dQoUKZZqdqH3vlVmLQnw+aSn/AM1bH319fbp27Yq+vj7e3t6UKFEiU8BNOoy6T9MpLFiwIDExMTx69Ejd/trAwABLS0u2bt3K119/ncUlFX+Fdhu1tbUlPT2dXbt2sXTpUiZNmkSBAgUA1KCODAZ0R1hYGEuWLMHe3l7dBThXrlz06NGDevXqqQm57ezs6N69O7169SIwMJDExES6deuGpaUlIJ1FXaa57yqKQlRUFBcvXiQoKAgTExPOnDmDg4MDSUlJTJkyBR8fH27evMmzZ88oXLgw5cqVQ19fX+pXh6WlpZGYmIixsTETJ07k1KlTTJs2jVmzZlGyZEngXd7UoKAgoqOjSU1NZeLEibIztI47ffo0c+bM4fXr19SrV0/93NLSkiFDhnDr1i1OnTpF+fLlSU9Pz7QcTepUd/3ZkkHtmW7u7u7kzZtXdiPNZjR11aRJE9LT0wkMDGTq1KksXryYQoUKkZqaipGRUaZxqzxfhfh80lr+ovffrH6q86c9oO/cuTMWFhY0aNDgSxZV/A20OwsWFhbkz5+fVatW8erVK3bu3ElSUhJff/01+vr6MhDIZrTbaN++fdHT02PPnj3MmTOHhQsXkjdvXvVYqVfdUbVqVdq3b8+aNWtQFIUuXbpQrFgxTE1NMTQ0JCQkhBYtWtClSxcAihQpwpMnT7hx40am3bSks6ibtJ+xr1+/JjY2ljJlylC6dGlMTEwoXrw4RkZGzJkzB319fSZNmoSVldUHs8elfnWXoaEhuXPnxt3dHYDChQsTFhaGg4MDM2fOVINutra2mc6TIKpus7Gx4ccff2T9+vVs376d2rVrqy+vSpQogZGREffu3QN+v/9KQEb3vD/O+Zw60rzksLCwACTfrS6KiIigYcOG5MuX74PvtAOkzZs3JyMjg6CgIKZNm4aDgwNFixbNghIL8e8hU6z+Is1DaNu2bQDq8oZPHav5rnHjxhgYGKjr4UX2oqlHJycn8uXLx+bNm8mZMyfBwcFqPUtQJvvRbqN9+vShfv36FChQQLY512HffPMNvXr1wsbGBl9fX8LCwoB3AfGUlBRiY2PJkSNHps7+ihUrcHZ2ltxP2YDmGevm5saAAQOws7Pj4sWLvHr1CgBjY2PatWvHvHnzWLt2LQ4ODp/8DaHb0tPTAWjTpg3dunUjNTWVhQsX8uDBA4AP+lYSbNNdmrocO3Ysffv25cmTJ/j7+/P69WsAkpOTSUpKyvQiS+geRVHU+2dwcDBz5sxh9erV3LhxQ/3+U+dp2ue5c+dkrKNjunXrxrZt28iTJ88nj9HuH7Vo0YI+ffrw/Plz/Pz8vlQxhfjXkhxu/wexsbG0atWKjh07MnXq1D88VvstT3JyMiYmJl+iiOIfFhsbq06bl7fuuudjb1f/6I2r9htdzXGSJ0i33blzhw0bNnDy5EkGDx6szmizs7Pj3LlzfP/999y6dYv4+Hi2bdsmuZ903Pu5T1esWEGvXr2Ij48nICCA7t27Y2dnp+5amZKSQmhoKHv27GHdunUymyKb0r4v79q1i02bNhEfH4+HhweFCxfO4tKJv0K7Dbu5ubFz507MzMyoWrUqcXFx3Llzh61bt2JkZJTFJRUf8379hYSEUKVKFV6+fElqairTp0/Hxsbmg76U9r83btzIvHnz2Lx5MxUrVsyS6xCZnTlzhrlz5+Lv70/hwoV5/vx5pnyZ79Ouz7Nnz1KjRg2ZUCDE/0hGHp/h/besOXPmZNSoUdy6dYuLFy9+8jztm1ZQUBCjRo0iJSXlHy2r+Hyfmpn4qc/h97d7+fLlk2CbjtLeLS0pKUltc5og2sdolkNojktPT5fAjA75WL2VKVNGzdvm6+ur7jy6ZMkS6tatS3x8PCVKlCAiIkKCbdmApm7OnDmjJt8eOnQokyZNYunSpQQHB+Pi4qK2Z2NjY3r06KEG2+TdYfakXXetW7fmxx9/pGrVqmquRZF9aM8YnzBhAp06deLp06c8evQIGxsbdu3ape5GKnSP5h589+5dEhIS8PHxwcfHh7lz51KhQgVmzJjB6dOnM7VZ7XFOcHAwbm5uLFu2TIJtOsTAwIB79+7x8OFD5s6dy+jRo/9wLKpdv7Vq1ZJgmxB/A5nh9hds3ryZmjVr8tVXX/Hs2TPGjBmDtbU1s2bN+uDY9x9CLi4uLFiwgFatWn3pYouP0B5837t3j4yMDHLmzKm+Uf9UPjbtetUkERW6ycvLi6NHj5IrVy7q169P7969gY/XrXa97t69m4IFC1KzZs0vXmbxIe22ev78eRISEjA1NeW7774D4NdffyUkJISTJ08yYMAAunfvDmTO9ySBcd2nKAq//fYbTZs2BWDq1KkMGDBA/f7AgQNMmDABW1tbJkyYkGm2uOQL0j1/tU4+drwEybOn92dKnTt3jtq1azN48GBy5swp7VWH7dmzh0WLFpEvXz68vb3VwPf169fx8/PjwoULODg4YGNjk6kvFRwcjLOzM46OjrRo0SIrL0F8hJubGwEBARgZGREcHEzZsmX/8HjtNnr//n0KFixIzpw5v0RRhfhXkp7MZzp9+jTTp09n4MCBbNq0CT09PebNm8fGjRvZt29fpmPfD7Y5OzuzcOFCCbbpCO0cFW5ubowdO5auXbsycuRINR+QZje098/T1Ku/vz+2trbyplaHaM+C8vf3x8/Pj1q1apE7d26WL1/O4sWLgQ/zLmrXa0hICBMmTJCZqDpCu60uXbqUGTNmMHPmTFxdXZk0aRLwLqdbt27d+P777wkMDGTt2rXA7/metHPLCN2lp6dHsWLFCA4OxtTUlJ9++onffvtN/b5Zs2YsW7aMgIAAgoODPzhX6BZNnXh7e+Pj4/NZx7//PP2j2eZCd70/061mzZocP34cDw8PYmNjpb3qkPfnXOTJkwcrKysePHjAy5cv1c8rVKjAoEGD+O677xg2bBhXrlxRg21BQUG4ublJsE3HaI9hzM3NSU5OJjk5mZiYmD88T7tPvG7dOiZOnKjmYhRC/N/IKOQT3n+zamNjQ+3atbl69SqXLl3i8OHDfP/994wfP55169ZhZWWl7qylPXiXNz66R3sgoJl9CO/e4qxYsYLY2FhcXV0xMDBQHzzvB1FXr17NjBkzZCCvI7Tb6y+//EKOHDlwdnamQYMGvHnzhlq1ajFv3jzg3cwZza6y+vr6H8xEdXd3p27dull2LeJ32m01PDwcDw8PqlSpgqenJ15eXrx+/RofHx+srKzo1q0br1694tKlS5naqwzuso+MjAyqVauGj48P/fv3x8PDg/Hjx1OoUCEAmjZtyvr166lWrVrWFlR8luTkZE6dOkXt2rX/9FjtwPi+ffto2LCh5LzVEX800/BT3+nr66urACZOnEhycjJXrlyRpd86RvN83Lp1KxkZGXTs2BE9PT2Sk5OZNm0ajo6O6vLQ8uXLY2trS4kSJahQoQIAN27cYOHChbi4uMg4R8doAqIBAQFYWlqyefNmIiIiGDx4MB4eHjRs2PCDc94f67i7uzN37lyKFCnyRcsuxL+OIv7Q9evXlaioKEVRFOXSpUvK+PHjFX9/f2X37t1KgwYNlBYtWigNGjRQAgMDlfT0dPW8LVu2KFZWVsrevXuzqujiDyQmJiojRoxQfH191c+Sk5OVI0eOKDY2NoqPj4/6eUZGhvr/GzduVKpXr67s2bPni5ZXfJy9vb3y9u1b9d+RkZGKlZWVUrNmTeWnn35SP09MTFRCQ0OVypUrK0uWLPngd6Reddf9+/eVgQMHKkeOHFEURVGOHj2qVKtWTZk7d67SqFEjZdiwYeqxDx8+VO/D2u1WZB+a+jtz5oxSqVIlZdq0acqzZ88+OC41NfVLF038Ce0+kIajo6MyZMgQJTU1VUlLS/voedptNTg4WLGyslJOnTr1j5VTfD7tOg0ODlbs7e2VWbNmKYGBgX94nnadHj16VHny5IkSExPzj5VT/N+lpKQow4YNU3r16qV+dvz4cWXYsGFKp06dlGvXrn30PE17vnv37hcpp/g8749FK1SooFy9elXJyMhQkpKSlNmzZytVqlRR+1QfO0/TJ5YxrBB/D1lS+gmKohAZGUm3bt1Yvnw5x44do0qVKhQsWJD4+HhatmxJWFgYNWrU4Pnz55w5c0Z9y5eSkkJKSgqrV6/mhx9+yOIrER+jr6/P/fv3efTokfqZsbExNjY2NGrUiGvXrgEfLjeUGYu64+HDh8THx2d6u160aFHGjx9PWloakZGR6uempqa0bduWOXPmsGbNGoKCgtTv1q5dK8shdFjJkiVp27YtFStW5MKFC8ycORN7e3vmzJlDo0aNOHLkCJ07dwagRIkS6nImmdmWPWnqr1atWvj5+bFjxw7mz5//wTIYmV2sezT3Ys1y4LS0NMzNzUlMTMTQ0PCjeVG126omBYeHhwc2NjZftOzi4zR16uzszLJly9DT0+Ply5e4uroybtw4Nf3CH6VpGDp0KA8fPiRfvnxf/gLEB7TrKiUlBSMjIxwdHbl9+7a64uP777+nT58+WFpaMmfOHC5duvTB72ja89dff/1lCi4+i6bNHj58mLS0NBwcHKhYsSJ6enrkyJGD6dOn07FjR8aNG8exY8c+OE87H5+MYYX4m2RxwE+nfGxGxLZt25QZM2YoNjY2ypo1a5QDBw4o9erVUw4dOqQoiqIkJCQokZGRH7y5TUlJ+SJlFn/uypUrysOHDxVFUZR58+Yp+/fvVxRFUZYuXar069dP+eWXXzId7+bmpvTu3TtTHcqMRd0WGhqqJCQkKIqiKFFRUYqHh4dibW2t+Pv7ZzouISFBOXTokDo7Ji4uTqlfv76yffv2L11k8RGfmgGj4ebmptjZ2amzGtesWaOMGjVKmTFjxp+eK7Lex2ZA/dmxx48fV2xtbf/SueLL0q6bs2fPKlWqVFEaN26sNGjQQOnTp49SqVIlZfny5cq5c+eUO3fuKMnJyR/8hswy1l2//PKLUr9+fXXWeHp6unL+/Hmlbt26yuTJkzMd+/6KgBo1aki/SUf5+fkpHh4eyo0bNxRFUZTw8HClY8eOmWY+nTp1Sunevbsyffr0rCqm+D94+PChUqFCBcXKykrx8/NTFCVz23z79q0yb948xcrKSrl48aL6+c6dO5UqVapImxXibya7lP5/2nkoXrx4QVJSEiVKlADgzZs3HDlyhPnz59OiRQs1D8Xy5cvVvG3w6Z0tRdZQFIXHjx/TpUsXOnXqRHx8PFu2bCE8PJzy5csTGRnJvHnzsLa2pmPHjtSsWZP4+HhGjx7NV199xYIFC4B3fxsHDhzA2NiYRo0aZe1FCSDzG/SYmBjatm2LhYUFoaGhmJqaEh0dTVhYGH5+fowZM4b+/ft/8BspKSkYGxvz5s0bzM3Nv/AVCG3JycmZ8jUdPnyY6OhoihcvzldffaXei8ePH8+jR48IDw8nNTWViRMnUqNGDbV+5R6cPdy4cYPy5cv/6S6U79en1K/uiYqKUnPsnT59mhIlSmBmZkZCQgK//PILsbGxLFy4kMKFC2NkZERUVBT58+enQ4cOjBs3DoDAwEBWrFih9rFE1nq/XR49epTZs2ezfft2cufOrT5/jx07xpQpU1i2bBk2NjaZzpNdK3VbTEwMvXr1IioqiuLFizNixAiqVKmCs7MzJUqUYOTIkequlJcvX6ZSpUqyY7AOU97b+Tc1NZXTp08zf/58SpYsiY+Pjzp7XFOPb9++JSgoiH79+qkzxu/evcuzZ88kj7EQfzMJuJH5RuXu7s6BAweIiYnBwsKCQYMG0bBhQ/LmzcujR4/w9fXl2rVrXL58mYULF6pLmYTu2rt3LzNnzuTt27d4eHjQqFEjtc6PHj2Kh4cHCQkJGBkZYWRkREpKCps3b8bIyEg97s8GhuLL0a4LTaDmxo0bTJkyBUNDQzZs2KAG3TZt2kRAQAD9+vVj1KhRWVxy8TFjx46lUqVK9O3bF1NTU5ydndmwYQPFixfn2bNnlC9fns6dO9OhQweOHj2Kg4MDZmZmGBoa8vbtW7Zu3YqhoeEHHU6hmyIjI+nduzfbtm3jm2+++cNj5b6r2yIjI3F1dcXOzo49e/YQFhbG7t271QAcvAvIDRs2jNmzZ1OpUiUuX75MXFwcjRo1wtDQkPv37zNgwAAmT55MmzZtsvBqBEBsbKy69PPSpUtYW1tz9+5dunbtipOTE82bN1ePffz4MT179mTWrFmZlp6tXbuWlStXSgBVh7z/fExJSSE4OJjjx4/TsGFDVq5cSa9evXj06BGHDh3Cy8uL6tWrZ/oNuR/rpveDaBkZGZiZmQFw7NgxJk2aRIMGDXB1df3geI20tDT09fWlfoX4h/znk6BoP4RWr15NUFAQM2bMoECBAoSHh+Pr60tUVBTdunWjRIkS2NnZcefOHXbt2kX79u2zuPTij2geKnnz5sXMzAwjIyPOnj1LyZIl1ZwTDRs2pGjRojx69Ijz589TvHhxunbtiqGhIWlpaepbH3kI6QbtjsK6devIyMigZcuWlC9fHhcXFyZNmkTPnj3ZsGEDlpaWdOnShYSEBM6fPy8BGR1VrFgx3N3dMTMzo0KFCpw6dQpfX1+qV6/O5cuXCQkJITAwkFy5ctGoUSOmT5/OyZMnMTU1Zdy4cRgaGsrMp2zEysqKunXrcuTIEb755ptPDuIURVE/37RpEyYmJrRt2/ZLF1f8gYyMDPLly8ekSZNISEhg69atFCpUKFOdFipUCFNTU06dOkX16tWpWbNmpvMLFy5MUFAQRYsWzarLEP/fyZMn2bx5MxMnTsTf35+IiAj27duHhYUF33//PeHh4Zibm6v59XLnzk3evHnVnGCKohAdHc3atWuZNWuWBNt0iKbvs3nzZooUKYKNjQ0dOnRg8+bNpKWlsW3bNnx9fTE0NCQ+Pp4pU6YQGhpK/vz51d+QfrDu0b7Xent7c+nSJW7cuEHLli2pX7++GmibPHkykyZNwtXVFX19/Q/6w5ITVYh/1n92htujR4/UZUrp6ekkJCQwZMgQ2rVrh62trXrckiVLOHDgAI6Ojpk6ihraQRmhu9LT09m3bx+LFi2iRYsW2NraUqpUqT88XgbwumvJkiVs2bIFOzs76tWrh6WlJQC//vor48aNw9TUlPXr12NmZkZsbCx58+ZFT09Pgm46RLsuVq5cycqVK+nRowevXr1iyZIl6nc3b97Ew8MDIyMj3NzcPvgduQfrrk8F05ycnDh27Bi7du0CPpx9of3v4OBgFi9ejLOzM82aNfsyBRefzcXFBV9fXypXrszUqVP57rvvgHd1qAmaTpw4ET09PXWGhdBNO3fuxMfHh/T0dKKjowkODlZfTv700094eXnx9u1bGjRowNdff01ISAixsbGEh4dn6i9pVogI3fL06VMWL17M3r17GTVqFL169eLVq1eMHTuWadOmUbNmTW7dusXChQtJT09n48aNEmTLJpYuXUpISAgzZswgJSWFjRs3kpqaSkBAAHnz5uXkyZNMnjyZKlWq4Ovrm9XFFeI/5z95J502bRoLFy7k6tWrwLuddvT09EhMTMy00yiAnZ0d+fLly7SroTYZ6Ok2zZtXAwMDWrVqxcSJE9m7dy8hISHcvXsXgEGDBnH8+PFM50mwTXeFhYWxbds2/P396dixI5aWlqSkpBAbG8s333yDp6cnKSkptGzZkuTkZPLlyyfBNh2kWaoNMHLkSEaNGsX69eu5cOECUVFR6nFWVlY0b96cffv28fjx4w9+R+7BukvzPL1//z5v3rxRP9fsbujl5QXwh8E2FxcXnJycJNimYzRtt1q1aixdupSiRYvi4eGh7nqnp6en1n+pUqVITU0F3tWv0E1t2rShQoUK3Lp1i2+//TbTd3Xq1GHMmDFUq1aNdevW4e/vj4mJCWFhYRgYGJCenq4eK8E23aC9GylAkSJFcHNzY/HixWzbto2pU6eyZ88eunTpwokTJ0hMTKRSpUps2LBBDba9/xtC99y+fZujR4+yYsUK2rVrR7Fixbh9+zb9+vXDwsICfX196tevz8KFC1EURepUiCzwnxup9OjRg8ePH1OoUCECAwPp3bs3VapUIVeuXFhYWLBr1y569uyJsbGxmlS9QoUKmQYLIvvQdPg1g7gOHToA73L1Xb9+nTdv3vDy5Uvq1KmThaUUn9KzZ0+GDx9Ow4YN1c8eP35M7dq1KV++PA8ePODs2bMEBgaSJ08emjVrRv/+/VmyZAn+/v6ZgjESbNM92kl8R4wYgampKU5OTkRERNCjRw/y5s0LvBuwf/XVV6SlpWVtgcVftmfPHhwdHSldujTDhw/nm2++wcLCgubNm3P16lVSU1MxMjJSj9e005CQEEm6rsM0z1ZNILRAgQIEBATg6+uLnp4e9evXB+DAgQPUrVtXcmjqOM2s/sqVK1O+fHl27tzJqlWr6NevH5UqVUJRFKpXr0716tUZNWoUiqJgbm6Onp6ezDLWQdqziy9evEhMTAwFCxakdOnStGvXjtKlS3P48GG2b9/O06dP1WXDmmT57yfYF7orPT2dpKQkrK2t2bdvH1OnTsXe3p7OnTuTlJTEwYMHqVu3Ls2aNVPv11K3QnxZ/6knpIeHB0lJSZw4cYLjx4+zevVqgoODycjIoGrVqtjb2zNw4EB1nbtmltONGzeoXLlyFpde/C+0Zzh16NCBPHny8Msvv5CcnMykSZM+yNkmst7bt29p3bq1mi8G3nUSUlJSuHv3LosWLeL8+fMULVqU2rVro6+vT3h4OK1bt6ZChQo4OzsDsjxY12l37Pv3709iYiLLli0jPj6exo0bkzdvXtzd3TE3N+err77K6uKKP3Hnzh1KlCiBsbExQUFBNG7cGHt7e3766SfGjh1LzZo1adq0KT/88AO2tracOnUqU0AdYP369bi6urJ48eJMydiF7tE8V2vVqoWenh5r165lxYoV3Lt3j+PHj3Pv3j32798vmw/pOM0zUpNSpUCBAvj5+bF27VoGDBhAhQoVgHd53urVq6eepyiK9Jt0kKadLVmyhL1795KUlETu3LnJkSMHXl5eVK5cmVKlStGmTRuWLFnCkSNH2LBhQ6bdKaWt6h7N/VYzU1hzXzU1NSUsLIxly5YxefJkevbsCcD169c5ePAgpUuXzjTzVOpWiC/rP5XDzcnJiZ9++omIiAh8fHzYt28fenp6lCpViv79+1OxYkUOHDjA7NmzyZcvH0WLFuX169fEx8ezbds26VToqL+yVPBTx0qwTbetWrWKAgUK0LVrV16+fImLiwuPHz/mhx9+oE6dOpQrV45Dhw7h7e3NqlWr1F3WRPahPRhfvXo1y5Ytw8DAgDZt2pCQkMCyZcswMjKSQbsOu3z5MjNmzKBr1648ePCA9evXc/DgQYoVKwbA6dOnuXjxIgEBAVSvXp2TJ0/SsGFDFi9ejJmZGXp6ejx//hwHBwdatGhB69ats/iKxOfQfq5evHiRTZs2cenSJQoVKsSqVasy7fgtst4f1YX2/XXXrl34+/tTvHhxWrRoQXh4OA8ePGDv3r1Sl9lAcHAwbm5urFy5kqJFi3Lv3j1Wr17N/fv3CQ8Pp2DBguqxu3btokWLFvJyUodpt833XySPGTOG/fv3M2HCBIYNGwa8e2k9duxY9PX1WblypfSbhMhC/4mAm6ZzERkZyezZszEwMODZs2ccPHiQU6dO4ePjQ+nSpRk8eDBWVlZERUXh7+8PgJmZGSNHjpQZUNmAn58ftWvXplKlSn86q0nzN5GRkYGenp50HnVYamoqixcvZv369Tg5OdGhQwdSU1NJSUkhZ86cwLuci2PGjFE7FlKf2ZN2h3L9+vU4ODjg6elJ06ZNZelSNpCRkYGDgwP79u0jISGBgIAAqlat+sGy0djYWMLCwjh79iyRkZFs27ZNnb2oKApxcXESNNcRnxvg1g7iJCYmkpycTJ48edDX15d2q0O0+z6fqlftuty3bx/BwcH89ttvFCxYED8/Pwmg6qBz585l2rAEwMHBgfT0dObOnased//+faZPn46lpSUuLi7o6ell6itLW9VN2u0tICCAM2fOkDNnTkqXLs3IkSOJi4tjwoQJ3Lp1i759+5KSkkJkZCQvXrxgy5Yt8rJSiCz2nwi4aRs0aBAnT57k+++/V3dq2b59O/7+/pQpU4Z+/fp9dPmoLEvTfYMGDSImJoaQkBCMjY0/2SHU/jwqKopChQp96aKKvyghIQEfHx+8vLxwcnKiffv2ALx584bdu3ezf/9+nj59yubNm6Vjkc1p192mTZvo0KEDhoaGMsDTYdo7Um7evBknJycKFixI9+7d6dSpE+bm5uozVPNfTX0OGDCA/Pnz4+zsrP6G0A1PnjxRZycGBARQs2bNz0qvod2G5V6sO1xcXHj79i3Tp0//0xxd2vfb6OhokpOTKVasmARQddCOHTuYPHkyS5YsoV27durnU6dO5d69e4SGhmY63tvbm507dxIUFIS5ufmXLq74i7Tb4qpVq/Dx8aFjx47ExcVx7NgxqlWrxrJlyzA0NGThwoXcuXOHHDly8PXXX2Nvby8TRoTQAf+pXlBcXBxGRkaMGTOGp0+fMnHiRADatm3LgAEDuHfvHkFBQVy4cOGDcyXYpls+tsvOhAkTMDc3Z+PGjerMtfdpP7gCAwNp1aoVMTEx/3h5xf8mZ86cDBkyhCFDhmBvb8+OHTvU765du0bBggXVt3hpaWkywNMhn9oR61PverR3RuvSpQuGhoakpqZKsE1Hae6p+vr6vHz5kiZNmrBp0yZq167N1q1bCQ4OJjExUX2Gav6rqf/vv/+eN2/eZNrVUmS9a9eu0bRpU44dO8bChQtZtWoVuXLl+tPztIOmqampUqc6Iikpifj4eC5fvoy7u7sabPvU/Vk7T5SlpSUlSpRQj5eBu25p1KgRw4cPZ9q0aURERKif161bl9TUVHbu3ElKSor6+ddffw28W3IodJ+m7/Pzzz/z5MkTPDw8mDVrFq6urgQEBHDr1i3s7OwwMTFh/vz5eHt74+vry8yZMyXYJoSO+E/1hPLmzcuKFSsYOXIkAwYM4Pr160yaNAl4F3Tr378/Z86c4fTp01lcUvFnNJ14Ly8vNm3axOvXr6lYsSJVqlThwIEDxMXFAZkH+9rBtuDgYFasWMGCBQtkC/tsImfOnAwbNowhQ4ZgZ2fHtm3bMDc3Z+rUqTg4OGBoaEh6erp0LHSI9gyKyMhITp06RXR0NPB7st+P0Q6uaV6UCN2j/WLj0KFDjBw5kvv37/PVV19hb29PpUqV2L17NyEhISQnJwOwaNEioqKi1L+Lp0+fcv/+fRISErLsOsSHKlasyLBhwxg3bhzh4eEEBgZSsmTJPzxH+xkbEhJCSEiI7CysAxRFwdTUlMmTJ1OrVi1OnTrF8uXLPyvo9v53EkDVLZrdYkePHs3o0aOxt7dn3759ADRu3BhLS0uCg4PZvHkzr1694vnz5wQHB1OkSBHy58+fxaUXn+vAgQPMmTOHU6dOYWlpCbyr+0qVKuHs7ExkZCT79+8HUPOhao6RPrEQWe8/9+Q0MDBAT0+P1q1bM3jwYK5du6YG3X788UcWLFjA8OHDs7iU4nPcu3cPDw8P9Y3O7t27mThxIi9evGD58uXAu86hZrmTdrDN2dmZ+fPn06ZNm6y8BPEXvR90O378ODly5FDfxstMVN2iGZwtXryYiRMnMmLECMaNG0dQUNAnB3vabTUoKIiBAwcSHx//xcsu/ph2MPX48ePs3buXO3fu4OHhwYULFzA2NmbWrFlUqlSJnTt3Mm3aNAYNGkRERIQ60IuKiiIuLg4XFxc1H6PIWtozT4sUKUJSUhIpKSn89ttvf3qedrBt7ty5WFpaymBPB2gCZ7ly5WLo0KHUqlWL06dP/2nQTXu2YmhoKIcOHfrSRRd/4P02pwlujx07lq1bt5I7d24WLVqEhYUFQUFBNGjQgMGDB/Py5Us8PDz+8KWX0C0FCxakZMmSREdHc+rUKeD3F5MlS5bE3Nyc169fZ/r8/f8XQmSd/1wON22JiYns2bMHPz8/ChUqxJo1a9TvJGeb7vlYvpHly5fj6+vLmDFjOHv2LPnz5+f7779n8eLFzJ8/nyZNmmQ6Pjg4GFdXV3UXPJE9vXnzhh07dqhLDoVu0R4InDlzhsWLFzNjxgzMzc3x8/PjwYMHNG3alEGDBmXKJfR+YNzFxYUFCxbQqlWrrLwc8QecnJw4ePAgzZo14+XLl5w6dQorKyuGDx/Od999R2pqKj4+Pty7d4+MjAycnJwyJV1/+/YtOXLkyOrLEGR+xr569Yo8efIQFRVFUFAQ/v7+LFmyhFatWn2QT1H7PM0LLScnJ5o3b54l1yF+97Hcl69fv8bLy4tz585hY2PDuHHjPsjppn1eaGgos2fPxsPDQ+pUB7m5uREeHs6UKVOIi4vjwoUL7N27F0dHRzp16kRiYiJRUVFcunSJfPnyUa9ePQwMDGSpYTZz+/Zt3N3defjwIf3796dDhw4AJCcn0759e/r27UuvXr2ytpBCiI/6Twfc4F3QbcuWLVy4cAFnZ2eZLp8NHD16FGNjY2xsbAAYP348RYoUoV+/fkyfPp24uDgePHhArVq1WLhwobpk9ODBg4waNQp3d3d++OGHrLwE8f99LIj6V5PjS6dRdx04cICjR4+SL18+NWfm69evcXV15ebNm5mCbtr1qBm0Ozo6SmBch126dInRo0fj6uqq7pC3Z88eNmzYgKGhIWPHjqVatWooikJGRob6EkvarO7RvhevWrWKe/fu0bNnT7799lvgXWA1KCgIV1dX9fm5ePFi2rVrR4UKFYB3s2yWLFki7VZHaNfp69evyZEjB4qiYGJiQlxcHN7e3kRGRmYKuqWnp6Ovr//BigAJoOqm2NhYBg4cSK9evejatSsAL1++xNfXF39/f1xdXT+6kkMmFWRP169fx9vbm4sXL9KsWTMKFy7MhQsXuHPnDjt37pTnqhA66j8fXTIzM6NLly64uLj8YS4LkfUUReHJkycsXrwYT09PXF1dAWjSpAnx8fEoioKfnx89e/bkm2++IT4+nnz58qnnFy1alHXr1kmwTUdoDwZu3rzJL7/8Avz5FHjtNhoTEyMdDB315s0b1q5dy7Zt27hz5476ee7cuZk0aRLly5fn0KFDagJv7WCbi4uLDNqzAQMDA96+fZtp4NayZUu6devGuXPnWL58OZGRkejp6ak7k0pOGd2kuRc7Ozuzdu1amjZtqu5QCmBvb0+PHj0YP348ixcvplevXhw9epRy5coB4O/vj4uLC4sWLZJ2qwO0n6/e3t5MmDCBzp07s2zZMm7cuEHevHkZOnQoNWvW5KeffsLDw0MNimsvU9S8+JBgm254f45EcnIyjx49ytRvyp8/P/369aNixYrY2dmxefPmD35Hgm3ZU4UKFRg2bBjW1tZs2rSJ48eP06hRI/bs2aPmMRZC6J7/fMANwMTERM0BJTPcdIt2cEVPT49ixYrh7u5O+/bt2bx5MwMHDkRRFG7evElISAgAXbt2xcPDg8DAwEw5KipUqKDOwhBZT9PWlixZwqBBgxg0aBDt27fnzJkzmXbU0qbdRsPCwnBwcODVq1dfrMzi0zQDAc1/zc3NcXFxoXHjxty+fZtNmzapx+bOnZuJEydSpEgRYmJi1MHCrl27mDt3rgTbsokcOXJgYWHBo0ePgN/r/scff6RMmTLEx8fj5eXF+fPngXf3cMkpo7sOHTrEzp07CQgIoEWLFhQsWJDY2Fh+/vlnAGbMmMGYMWO4efMmRYsWZevWrWrw9MqVK8ycOVNeaOkIzXPSzc2NNWvW0KpVKzp37szFixeZO3cuV65cUYNu3333Hdu3bycsLEw9PyAgQAKoOkhz/9y7dy+JiYkULlxYDbho51ksXLgwZcuW5auvvmLTpk2f3BVcZD/ly5dn1KhRNGnSBGNj40ybJMgYVgjd9J9fUip0l/Yb2hs3bhAfH0+JEiWwtLREX1+f2NhYJk+ejJmZGb/99htXr17F09OTZs2affQ3hG7QrpPDhw+zZMkS7O3tsbS0xNHRkejoaKZOncr333+PsbGxet77CYIXLlzI0qVLM9W3yBradfr8+XNMTU1JT08nT548/Pbbbzg4OBAfH0/nzp3VvCMACQkJmJqaoq+vT0pKCocPH8bc3Jx69epl0ZWIv2rmzJkcOHAAT09PatSogZ6eHi9fvmTevHlUr16dEydOYGBgwMCBA6ldu3ZWF1f8gd27d+Pt7c2GDRt4+vQpu3fvJjw8nIyMDIoVK0ZQUBDwbvaqubk5ACkpKZnu00J3HDhwgKVLl+Lk5IS1tTUnTpxgxIgRlC5dGgMDAxYsWEClSpWIjY1l9+7ddO/eHQMDA5KSkhg/fjw//vgjbdu2zerLEO+5e/cukyZNomPHjvTt25dt27axYcMGrK2tGTx4MJaWliQmJjJp0iS6d+9Ow4YN5UXHv9CVK1dYs2YNL168oEOHDnTu3DmriySE+AQJuAmdpB1ccXFxYceOHaSnp5OQkECbNm3o1KkT3377LYqisHnzZiIjI9myZQu9e/dm5syZWVx68Tm2bdvGs2fP0NfXZ/DgwerngwcP5tGjR5mCbtr5RjQ5ZRYtWiSzKXSAdlv19PTk2LFjvH79mjx58jB27Fjq1avH06dPWbBgwUeDbkCmnfIkQJ49aNfV2LFjOXPmDJ06daJgwYIcOXKEjIwM1q9fz4kTJ/D09MTS0pIlS5bIBgk6Qrvdav5///79uLu7U7BgQW7fvk3dunWpVKkSJUqUYObMmTg7O6u5U9//DaF7fv75Z3bt2sX06dM5fPgw9vb2TJw4kcKFCzNt2jSKFy/O1KlTqVGjhnqO5lkrgVTd8X6+tbdv3+Lo6MjDhw9ZvXo1OXLkwMfHh4MHDxIbG0uVKlW4ffs2AOHh4RgYGMizVUd9ql7+LMee5rybN2+q6XWWLl2qvggRQugWCbgJnaP9AAoKCsLT05OlS5dStmxZjh8/zpYtW8iXLx9Dhw6lcuXKAKSmprJ7925at24t+YGygYyMDBo3bkxUVBTdunVj/vz5mb4fMmQIjx8/ZuzYsTRt2lTt+G/cuBFXV1cWLlwoy1x0jKenJ+vWrWPGjBm8evWKq1evsn37dhwdHWnfvj1Pnjxh0aJF3L9/Hzs7Oxo0aJDVRRb/I+2Ai7u7O5cvX+bly5cULVoUV1dXTExMADhx4gSlS5emaNGiWVlc8f9pP2NTU1PJyMhQ62rz5s3cu3ePChUqUKtWLQoUKMDjx48ZM2YM8+bNw9raOiuLLj7hUwP32NhYTE1NGTp0KHXq1GHkyJFkZGTQo0cPnj9/Tp06dVi0aJEET7OBw4cPU6RIEcqXL8/r169p3bo1zZo1Y+7cucC7HcF//vlnfv31VwoUKMDkyZMxMjKSDRJ01Ps7AT958gRTU1O6d+9Ovnz5Prm5kGbYrqenx8OHD3ny5AmlS5emUKFCX7T8QojPJwE3oTOOHz9O/fr1gXe72BkYGDBx4kQsLCyYNWuWetyBAwdwd3enTZs2DBs27IOOpuyAp9s0nYy0tDT69OnDs2fPWLp0KVWrVs1Uj507d+arr77Czc0NgO3btzNjxgycnZ0l2JbF3p/9EBcXx7Bhw+jWrZu6rCE9PR0PDw+8vb0JDQ2lcuXKPH78mJCQEMaPHy8DgH8J7ftvSkoKaWlpmJqaoqenJ7NkdJB2fa1du5bTp0+TmJjIt99+y4QJE4Df79Hp6em8efOGqVOnqpugSLvVPdp1+ujRI9LS0vj666/V7x8/fkzPnj2ZMWMGLVu25Pnz5zg6OtKqVSuaNWsmM5+ygaNHjzJs2DDy58/PlClT6NChA0ePHsXZ2Znhw4fz448/qsdq/z1If1g3adeRs7Mz4eHhlC1blpiYGNLT0wkMDKRQoUIf1J92kG7dunU4OzsTERFB6dKls+Q6hBCfR56yQiesX78eBwcHdeMD7QdMQkICgLr7TrNmzahfvz4hISGkpKR80FmUzoVu0wTbDA0NCQwMxNzcnNmzZ3PlypVMiX3Dw8PVqfJpaWk8e/YMT09PCbZlsX79+uHt7Z3ps7dv33L79m1MTU2B3ze30OyCt3PnTlJTUylevDiTJk3CwMBAdtPSYR97D/epd3P6+vrqd0ZGRmoCZ0VRJNimY7Q3nXF1dcXX15fy5cvTqlUrvLy8mDdvHq9fv0ZPT4/k5GSCgoKYOHEi0dHR+Pv7S7vVUZo6dXFxYeDAgXTp0oWxY8dy8+ZNFEUhd+7clC1bli1btrBr1y7s7e2JjY1Vg23am1MJ3fB+ndSrV49mzZpRqFAhPDw8WLRoETdv3qR27dpcvnyZFy9eqPdh7T6x9Id1k6aOYmJiiI+PJyAggMDAQFxdXbG0tKRz585ERUVhaGhIWloakDnYFhwcjKenJ05OThJsEyIbkICbyHKBgYGUKFGCGjVqEBERoQbd9PT0KFOmDPv37+fOnTuZ3qyXKlWKokWLys5L2ZSmE2FkZKRuWT9jxowPgm76+vpqcG7QoEGyDFEHTJgwgaFDhwKoHcHChQtTq1Ytdu7cmWnXUTMzM8zMzIiPj8fIyCjT78hMGd2UkZGh1l9MTAzJyckA6oynj9EE2DTnpaeny/I0HaLZyVlTJ/v372ffvn24u7szfvx4SpQogaGhIWFhYcyePZv4+HhMTEzIlSsX3377LaGhoRgZGakzz4Vu0G6PO3bsYPfu3UyYMIHFixdz5coVHBwcuHTpErlz56Zr1668ffuWpUuXoigKPj4+kjdTh2nq5P79+8C7PlPjxo2pW7cu06ZNI0+ePFy4cIHNmzeza9cuLl26JPfcbGbz5s20atWK27dvky9fPvT19alQoQJz587l66+/pkuXLkRHR2NoaEhqamqmYJuzszPz58+ndevWWXwVQojPIU9ZkaUGDBhAUFAQDRs2ZMiQIZQqVYpNmzaxYcMGAEaPHk2VKlUYMmQIly5d4sWLFyQmJrJz504sLCzUvDMi+3k/6Kavr8+wYcO4e/fuB8eBbHeuCzIyMqhWrRrGxsZ4e3szefJkEhMTAWjUqBEvXrwgICCAN2/eqEsKExISyJ8/fxaXXHwuTTvz8PCgb9++DBkyhGXLlgF8coaTdrBty5Yt7Nu3T2bN6IjFixfj6upKVFQU8C5InpKSgq2tLd9++y1Hjx5lwoQJzJkzB19fX/bv34+LiwuJiYl07NiR0aNHY2hoSHp6usyW0RFJSUnA7y8tjh49ym+//cbQoUPVvF4hISG8ePGCxYsXc+3aNVq3bo23tzfr1q3D19dXDaDKc1V3nTt3jpYtW7JkyRKuX79O27ZtuXbtGpcvX2bkyJHMmDGDBg0a8Pz5c/VFtcg+ChYsyDfffMOtW7fUF5KKolCmTBnmzp1LmTJlaNCgAbGxser3wcHBLF26FEdHR1ntIUQ2IjncRJa5ceMGkydPxsPDg6+//ppff/2VokWLsnDhQu7du0e7du3o1asXr169YsqUKVy4cIG8efNiZmam7k5qZGQkyX510F+pE80MttTUVGbMmMGiRYtkFoWOy8jI4Pjx44waNYqOHTuyYMEC4N3GCYcPH+bt27dYW1tz584dEhIS2Lp1qwzWs5GIiAiWLl3KsGHDuHXrFqdPn6ZixYpqPkXtJNzabT0kJIQ5c+awcuVKmjRpkmXlF79zdnbm9OnT1K1blz59+lCoUCHevHlDXFwc5ubmDB48mB9++IGhQ4fy5MkTbG1tefbsGUOHDmXixIlZXXzxnrFjx9KmTRtatGhBRkYGcXFx1K1bF4CRI0cyduxY9djnz5/Tr18/LCwsGDduHDVr1lTbqsxs0z0f6zft3r2btWvXYmRkRIsWLWjSpAk9evRgxowZasBl//79NGnSRPpNOuxj7S01NZWff/6ZefPmoa+vz8aNG8mZM6f6/c2bNwkNDWX69OkYGBgQGRlJ7969Wb58uQTbhMhmJOAmskxcXBxt2rShadOm5M6dG19fXy5fvsyjR4/w8fHh7t27dOrUie7duwOwd+9e9c1u27ZtMTAwkISwOki70/j69Wty5879p+e8X4+pqakfLEEUWefs2bMYGhpSvXp1nJyc+Oqrr+jVqxenTp1i5MiRtGrVikWLFgHvdqQ8ffo00dHRFC5cmHHjxqkzZGRAoJveHwxs2bIFPT09OnToQGJiIkeOHMHZ2Rlra2uWL18O/L6xzfvLXBYtWsQPP/yQJdchfqd9H161ahX79u1Tg26FCxcG4M6dO4wcOVKt2xcvXuDu7k63bt2oUKGCtFcd8+bNG4KDg+nbty/GxsYkJydjYmLC/fv36dOnD8WKFcPR0TFTTqcXL17Qpk0b2rRpw+zZs7Ow9OKPaN+DNfWq+ezXX3/l9OnTeHl5YWVlhampKaampkyZMkVtyyAbJOgq7bq9cOECb9++JUeOHFSvXh2A8+fPs3DhQuDdRgjaQbf3Xbt2jYoVK/7zhRZC/K0k4CayhOYBdPbsWQYMGICJiQnbt2+nWLFiwLu8FV5eXty9e5f27dvTq1evD35DBvC6R7tjERQUxO3bt+nfvz8lS5b8w/NklqLuioqKws7ODkNDQ/LmzcuePXsIDw+nfPnyAJw8eZJRo0bRqlUrHBwcPjrzSQYCuku7niIiIkhKSmLXrl20aNGC3r17A+82xTh06BAuLi5UrVpVnemmoQm2yTIX3aJ9P165ciX79++nbt269O3bl0KFCvHs2TNatGhB9+7dadKkCT4+PqSkpBAYGJhpcxuR9Vq0aEG1atVYvHgx8G5gnpGRQbt27ciXLx937tyhe/fu1KxZk+nTp/PVV1+pbTsuLo5cuXJJf0lHabfTdevWcf78eZKSkqhduzbdunXD3Nyc1NRU4uLimDVrFpcvX+bly5d4eXnRsGHDLC69+FxLlixh+/btmJiY8OTJE1q2bEnv3r2pUaMGkZGRLFq0CD09PQICAjA3N890rox3hMjeZD65yBKazsWtW7cwMDAgNTWVNWvWqN+XKlWKYcOGUbp0aXbs2IG/v/8HvyEPH92i3Wm8ffs2586dY+fOnQQHB/PkyZNPnqc94N+wYYP6pk/ohkKFCjFixAju3r3Lnj17WLhwIeXLlycjI4OMjAzq1avHihUr2LNnD3PnzlV3FdYOoMqgXTdpt72lS5cyd+5cQkJCuH37Nvv27VM3MMmRIwdNmjTBzs6OAwcOqDndAPz9/XFzc2PRokUSbNMx2jtQjhw5kubNm3Pq1CkCAwN5+vQphQsXxtHRkbCwMObNm0dCQgJ+fn7qJhjSbnWDt7c3xsbGarAN3qXkWLt2Lfv37yc2NpYyZcoQEhJCZGQkjo6OPHr0SG3befPmlR1mdZj2LrMrVqygQoUKlChRgh07djBnzhx106GCBQuyevVq7Ozs6NmzJ/Xq1cvikovPFRISQkREBB4eHgQHB7N+/XoePnyIr68v169fp2bNmtjZ2RETE/PRPrCMd4TI3iTgJrJUmTJliIiIwM3Njc2bN2da8qAJuuXLl4979+7JjqQ6TtNpXLRoEWPHjiVXrlxUqVIFf39/1q5dy6NHjz445/1tzl1dXalRo8YXLbf4OO2k93nz5qVw4cJUrlyZPXv2EBkZib6+Pvr6+qSnp6tBt7CwMIKCgrKw1OKv0LS96Ohofv31V4KDg/Hz88PFxYW7d+8yYsQI9dgcOXLQsGFDvL29GTNmDPBu5uK+ffuYMWOGLCPVUZ8Kuq1fv57o6GjatGnD3r17WbFiBRs2bFCT6cuMY91hYmJCUlISKSkpLFu2DHd3dxYuXEi9evXw9fVl7969mYJuFy9eZMqUKepGGRoyaNdd27Zt48CBA/j4+DBs2DBsbGy4desWly5dYurUqbx580Y9tn379syZM0fdeErovqtXr2JjY0O1atXInz8/NWrUYN68edy+fZvw8HAAatSogaenJw4ODllcWiHE302WlAqd8PbtWw4cOMDMmTNp164d8+fPV7979uwZlpaW6Ovry9JDHXfixAkmTpyIn58flStXBmDjxo0sXbqU9u3b079/f4oXLw5kniIfHByMi4sLCxculFkyOkB7tuK5c+coXLgwBQsW5OLFi/j6+qKnp8fw4cOpWbNmpvOuXLlC+fLlZWZMNrJ27VqCgoIoUqQILi4uFCxYkIyMDCIjI5k4cSJVqlRh1apVH5yXkpKCsbGxLHXJJj62vPT777+nR48eaiqH948TWU9RFC5evMiKFSt48uQJUVFRbN++XX2Ozpgxg3PnzjFw4EBatmxJ3rx5uXnzJkuWLMHHx0fqUkdpt7OMjAwOHTpEZGQk9vb2HDx4kOnTpzN69Gj09fVxc3OjYcOGzJkz57Ny4grdoRmzTJo0idTUVNzd3UlPT1dnEIeFheHi4sLOnTspUKCAep48V4X4d5EnsdAJOXLkoHnz5jg4OLB9+3bmzJmjfle4cGH1Lb0E23SL9iwoeDfjxdzcnHz58qnf9ezZk7Fjx7J+/Xo2btyoznTTdCZCQkJwdnaWYJuOUBRFHQi4urpiZ2dHZGQkenp62NjY0KdPHxRFwcfHh3PnzgHvZs5s2bKFypUry1t3Hfd+m61Tpw76+vpcuXKFV69eAe9mRX333Xe4ublx9epVevTo8cHvGBsbAzJrJrt4f6ZbixYt2Lp1K0eOHPngOKE79PT0qF69OgYGBjx8+JDKlSuTK1cu9fuFCxfy3Xff4e/vz759+4iJicHKyoo1a9ZkqnOhWzTtbPXq1YSHh9OsWTMGDhxIXFwcq1atYtCgQfTp04dWrVqRL18+jh8//tEXH0K3acYsDRs2ZN++fZw+fRoDAwP1uWliYkKJEiUwMzPLdJ48V4X4d5GeldAZJiYm/PDDDzg4OBASEoKPj0+m72UgoHs0dfL06VP1s9jYWOLj49HX1+ft27cAtGnThvz587Nt2zYiIiJITk4G3gXb5s+fL/mfdIimg+jr60t4eDhLly6lWbNmmJiYANCoUSP69OmDnp4eU6dOpWPHjly/fp0ff/xR/Q2Z4aa7NG328uXLxMbGYmVlxYoVK8iVKxcODg7ExMQA7/4OatasyaJFi8ibN68M3P8FtAMww4cPZ+LEiR8NpgrdkZaWRmxsLAYGBowbNw4DAwOmTp2a6Zm7cOFCatWqxeLFi7lw4QKAmoJD+k26RTuP3vbt21m3bh0VKlQAwNLSkidPnhAdHa3mZ3v9+jWVKlXCwcGBKVOmZEmZxf+uVatWdOvWjZEjR3Lw4EFiYmKIi4tj27ZtFChQAFNT06wuohDiHyRLSsU/6v+yBDQ5OZnIyEhq164tA/dsYPv27SxZsoTjx48D7wZyN2/eZNOmTeTPnx94t9Pl6tWrsbS0xNPTkw0bNlC1alWWLVtGpUqVaN68eVZegnhPcnIyI0eOpG7dugwaNEj9XHvXwitXrnD9+nWioqIYPny4OrNN2qzuO3PmDP369WPatGl06NCBPHnycPv2bQYOHEi5cuVwdnbGwsICyHwPl+WGuudTdfJHz973lyvJ8qXsIyIigvDwcMzNzZk9ezZFihRRv/P29mbQoEFSlzro7du35MiRQ/33kSNHuHbtGubm5vTt21dtgw8ePGDMmDFUr16dzp07s3z5ckxNTXF3d0dPT0/aajb29OlTAgICCAoKolChQhgZGZEjRw7CwsIwMjKS56sQ/2IScBP/GO2Hx5s3bz7Y5vpzSOdC98XExNC9e3d69+5Nv379uH37NvPmzePOnTvY2dlhZGTE5s2bAVizZg3Nmzenbdu2jB07lsTExA+m0ousFxMTQ+vWrbG3t6dDhw6Z2nJycjJxcXEUKlQo0znSVrOXJUuWsGXLFkaOHEnbtm3Jmzcvt2/fZtCgQZQrVw4nJ6dMOWWE7tFul8ePHycpKYmEhAQ6duz4h+dpB+Pi4uLImzfvP11U8T/Svr9qgm65cuVi1qxZmYJu7x8rst68efMoWbIkXbp0wdzcnJiYGOrWrQvAwIEDsbOzU49NSUkhICCArVu3Eh8fT7FixQgMDJSAzL/IxYsXiYqKwtDQkMaNG2NgYCAvK4X4l5M7t/hHaHcMVq9ezYwZM4iOjv6s8zSSk5Ol06hj3o/Pp6enY2ZmRp06dTh//jzwbufZxYsX06xZM9zd3XF3dyctLU3NP5IzZ051gCDBtqz3sXcuFhYWVKpUif379/P69Wt1N1J4t9vWhg0beP36daZzpK3qJu361b6/2tnZ0blzZzw8PNi+fTuvXr2ibNmy+Pn5cerUKby9vbOiuOIv0DxjnZ2dmTt3Ln5+fqxcuZKOHTty+fLlj56jHWwLCAigf//+mXZAFLrJwMBAbb8dOnSgS5cuJCQkMHHiRF6+fPnBsUJ3vHjxgo0bN7Jr1y5evXqFhYUFe/fuxdLSktOnT/Prr7+qxxobG9O/f3/8/PxYvXo1QUFB6s7BEmzTPdrP15SUlM8659tvv6Vly5Y0a9YMAwMD0tPTJdgmxL+c3L3FP0LTMViyZAlBQUHUrVuX1NTUPzxHO1l7UFAQPj4+n/0AE1+GZqD27Nkz4F3HPkeOHHTt2pUDBw6wfft29PT0KFq0KPPnz2fjxo2EhYWxdu1ajI2NcXNz4/Xr19SpUycrL0P8f9obkTx79ow7d+6ogbSWLVvy6NEj/P391eB3UlIS3t7eXL16NVPibqG7NPXr5+fHrl27Mt1TJ0+eTNeuXXF2dmb79u3ExsZSpkwZ9u3bx9SpU7OqyOIvCA4OZsuWLXh6ehIcHMyECRO4fv16piCaZlCoHWwLDg5Wk7P/X2afiy9Ps1M7QPv27WnVqhUVKlQgX758WVwy8TGaAKmHhwe1atXCz8+P3bt3ExsbS8mSJQkICODx48csXbqUhw8fqucZGxtTqFAhKlasqL7skoCMbtLcT729vdm6dSvw4cZE79O0Yc1LTAmkCvHvJ3dw8Y85fPgw27ZtY+XKlVhbWwOQmJjIy5cvyZ8/f6bZTdoDgZCQEBYtWoSzs7O6E57QHWFhYYSEhPDdd98xatQojIyMsLa2xtbWlh07dmBjY4OFhQX6+vpYWlqip6fHjRs32LhxI3v37sXPz48SJUpk9WX852kHuJctW8apU6e4desWtWvXpnLlyowePZonT55w7Ngx9uzZQ5kyZfjtt99ITU1l8+bN6Onp/Z9yNIqsERkZycmTJzExMaFhw4bqvXXKlCncuXMHX19fEhMT6dWrF8WLFwdkaVp28PDhQ3r27EmFChXYtWsXs2fPZs6cOdjY2JCUlISpqekHuZ+Cg4NxdnbG0dFRNqvRAX/lPqp939Xe8EKWG+q2MWPGMGnSJIKCgtDT06Nly5aULl2a4OBgunfvjqOjIzNmzPho30juwbrvt99+Izw8nNatW5MzZ85PHqfd1h89ekSpUqWkDyXEf4A8ncXf5v2laVFRUZQsWRJra2uuX7/O6tWr6dixI126dGH58uXqTJr337ovWbKEpUuX0qpVqy9+DeJD77+ts7a2pkWLFhw4cICePXvi7u7Os2fPaNKkCffv3ycqKkrdDU9Tr3ny5KFWrVqEhIRQsWLFrLgM8R5N3axatYrg4GDGjx/Pnj17MDY2xs/Pj3v37jFu3DgmT55M8+bNyZ8/Py1btmTLli3qEhfpKOqmjy0TXrlyJS1btsTe3p7Dhw9nmulWtGhRjI2NiYyMzDRYkIGebvnYzInr16+TlpbG+fPnmTFjBpMmTaJnz55kZGTg5eXFhg0bgN/rMjQ0VIJtOkT7Ofl+u/1UimU9PT3S0tI++B2hWzQBUAcHB+zs7DAwMCA+Ph4XFxf27NlDXFwcZcqUISQkhIsXLzJlyhSioqKyuNTir9CecWpubs7FixeBj7dH7bHO+vXradWqVabdhoUQ/2KKEH+D9PR09f/j4+MVRVGUn376SbGyslLGjRunNGzYUJk8ebISGhqqbNy4UalcubJy8+bNTL8RHBysVK9eXdmzZ88XLbv4NO16PXHihLJ3717l1KlTiqIoSkpKiuLp6an0799fqVGjhrJ27VqlZs2aSt++fZW0tLQPfisjI+OLlVt8mqYeMjIylNjYWKVv377K7t27FUV5V8fVqlVTQkNDMx37vo/Vr9AN2m02ISFBiY2NzfT9xIkTlerVqyu7d+9WXrx4oX527dq1TH8bQrdo1+uVK1eUp0+fKoqiKNu3b1fat2+vVKpUSW23ivLuOTxkyBDFzc1N/SwiIkKxsrJS9u3b98XKLT5Nu52tX79emTx5suLl5aX88ssvHz3mY58dOHAg09+G0C07d+5UatasqVy/fl3tG0+YMEGpX7++EhwcrMTFxSmKoig3btxQBg4cKHWp47Tb3vv9oL59+yqDBg360/M2btyo1KpVS9m5c+c/U0ghhM6RJaXif6a9lMHHx4fr168zbdo0ateujYeHB7t27WL8+PHY2NhQqFAhYmNj2bRpU6YZFv7+/nh4eODk5MQPP/yQVZcitChaSw5dXV3ZunUrFhYW3L17lxYtWjBlyhRGjRpFSkoKwcHBHDlyhKSkJFJTUz+6tEVmQ2U97baakJCAsbExCQkJlClThoMHDzJ58mTs7Ozo2rUrKSkpbN26lbJly/Ltt99m+h2Z+aSb3t+s5uzZs9y4cYOuXbtSv359atasiaurK/b29jg4OFC4cGHS0tJITk7mm2++QU9PT5am6SDte/HSpUs5e/Ys3bp1o127dpQvX55ChQqhp6en5vK6f/8+jo6OxMTEMHr0aPV3SpcujZeXFw0bNsyS6xCZaZ6JXl5e+Pn5Ua9ePUJDQzlz5gxdu3alZcuWHyzdV95LvzFnzhwCAwOpVatWll2H+LTY2FiKFStG8eLF1TQqS5cuZfTo0bi5uaGnp0fTpk2xsrJizZo1gCwP1mWatrdp0yZu3brF4MGDKVCgAHp6ekyePJnJkydz+PBhGjdurJ6jvLeKR2YYC/HfIwE38T/T3iBh+/btjBkzhqSkJACaN29O48aNMTQ0JDU1laSkJOzs7DAxMcm0tDA6Opq5c+dKsE2HaDoIPj4+bNmyRc3Ft379ehwcHEhKSmLKlCmULFmSvn370qxZMx4/fkyNGjVk4K6jNPWxYMEC0tPTGTp0KPAuqfOZM2eYMmUKPXv2BN7lJNm7dy958+bNquKKv0hTv25uboSFhTF27Fg6derE8uXL+fXXX0lISKBhw4Y4OTkREhLC8+fPSUlJYezYsepuaRJM1T2ae/GKFSsIDQ3Fzc2NSpUqYWhoSNmyZRk+fDheXl7MmzePuXPnUqBAAUxNTdm4cSOGhoZqvVapUiWLr0TAhwGVp0+f4u7uTu3atbl06RJr1qxh3bp1ZGRk0Lp1a/V5qqenl2ng7uLigru7uwTbdFhGRgavXr3CxMQEfX19Na/iqFGj6N69O8uXL8fCwoJmzZqpgRnpN+ke7TabkZHBtWvXuHbtGq1bt6ZHjx7UqlULGxsbLC0tuXTpEo0bN1brU9NmN27ciJubmwTbhPgP0lOUTySJEOIv2L9/P/Pnz2fFihXqBgnJycm8ePGCokWLkpGRwebNm4mIiCApKYmQkBA1D5TsvqS7oqKicHNzo0GDBrRu3Zp9+/Yxc+ZMbG1tWb9+PTY2NowdO5ayZctmOk8G7rpF+w3r/fv3GTZsGAsXLqRmzZocPXqUMWPGUL9+fVasWIGiKCQkJDBx4kTevn2Lv7+/1GU2cvToURYtWoSTkxPVqlXjl19+oWfPnpQoUYJixYoxaNAg6tWr98F5ci/WXYqiEBUVxejRoxk4cCCtW7dWv9MMBKOjo3nx4gU3b96kRIkSfPvttxgYGEi96hjtgXtkZCRmZmasWrWKsWPHUq5cOQCuXLmCj48PL1++pHfv3rRs2TLTb8gsmewjPj6etm3bYm1tjbu7u/r5L7/8QlhYGJaWlowaNUqesdnE3r17qVSpkrqx0Pr167l48SKHDh3C1taWe/fucfr0acLCwihTpox63okTJxg8eDDLly+XNivEf5D0wsTf4vHjx5QqVQpra2tu3LjB8ePHCQ8PJyoqiv79+9OvXz9y585N9erVGTduHIaGhjIQyAby5s1L06ZNqV27NpcvX8bJyYnRo0fTt29fcufOzeLFi3n16hVOTk4UKVJEPU86j7rh9evX5M6dO9PSpd9++426detSvXp1FEWhQYMGTJkyhYULFzJ06FAyMjJITk7m1atXhIeHy8ynbKZAgQL06NGDatWqcfToUaZMmYKjoyNlypShb9++BAYGkpiYSPPmzTOdJ/di3aWZJREVFUWOHDkyfaevr09ycjIAFStWzDRzPD09XepVh2gvDXZyciI8PByApKQk6tSpowbcKleuzJAhQ/Dz88Pd3Z08efJgY2MDwLp16/D09JRgWzagKAq5cuVi3rx5TJ8+nSFDhjBmzBgURcHT05PChQszduxYQF5S6jpFUXjx4gUTJkygUaNGTJgwgXLlytG7d286deqEra0tfn5+xMXFkZiYyKFDhyhTpoxar8WKFSM4OJhq1apl9aUIIbKA9MTEX6Z8ZAv7MmXKsGTJEsaPH8+VK1eoWrUq/fr1Q09Pj7lz59K+fXtatGihdhBlIJA9mJiY0KhRI4yMjDh9+jTlypWjY8eOABgZGdGuXTtiYmIoVKhQFpdUvG/kyJEUKFCA+fPnA5CamkpMTAwhISHUqFEj07KVPn36UKFCBfbs2QNAiRIlsLW1lcB4NlS6dGmKFClCQkIC/v7+DBw4kA4dOgDw9ddfc+XKFcqXL/9BwE3ojo89Y9PS0khLS+PJkyfqvzXt8saNG5w/f56uXbuSK1cu9RwZwOsO7Tp9+PAhJ0+exNfXl7i4OPbs2UNAQAA5cuSgc+fOwLugW9++fTl69Ki6ZPTu3bt4eXkxe/ZsCbZlA5r6trGxYfny5Tg4ODBy5EgMDQ2xtLRk5cqV6rHSVnWPdpvV09OjYMGCBAcHM2rUKDw9PRk5ciRWVlaYmZlRvXp1ypcvz5s3b1i6dCkbN26kX79+GBsbA++evUKI/y4ZRYm/RHs5RFxcHDly5EBPT48GDRrg5OTE7t27GTFiBDY2NhQtWpRnz55hbW1Nenp6pt+RzkX2oRnU3bt3j/j4ePT09EhOTubEiRO0a9dOXd4kOdt0y7Rp09RA6Nu3b8mRIwejRo0ib968uLu7ExYWRteuXVEUBUVRqFmzppp/T0MC49mPqakppqamxMTE8Pz5c/Lnzw+8W9pkZWXFiBEjaNq0aRaXUnyK9n305cuX5M2bl4yMDIoVK0avXr1wcnKiRIkSNGrUCICUlBTc3d0pWLAg5ubmWVhy8Uc091U/Pz+uXr1KnTp1qFq1KoCaUN/HxwdADbpVq1ZNnRGTkZFBkSJFCA4OVpeziezB2NiYmjVrEhERwY0bN9DT06NcuXLo6+vLCy0dpmmziYmJmJmZoSgK1tbWrFy5kuHDh7NixYpMKVVMTU0xMzNjzpw5dOjQgb1799K2bdusvAQhhI6Qu7z4bNrLIVatWsWpU6d4/vw5VlZW9OnTh/bt29O6dWuMjIxIT08nKSmJ2bNnY2JiIm93sjFNp6N79+707t2bnj17kpKSgrGxcaZNLiTYphvOnDmDtbU1JUqUACAgIIAdO3bg7e2NhYUFffv2Vdtmjhw51A6hJvCmHXCTwHj2lZKSQs6cOTl//jwpKSkcPnyYN2/e0KxZM/T09GQJk47S3EdXrFjBwYMHMTY2pnHjxvTq1YvBgwfz/Plzhg8fTpcuXQB48OABcXFxrF69+oMdLUXWe39n6OjoaA4dOkTNmjXVY8qUKUOvXr2AdwG5t2/fYmtrm+l39PX1MTU1lWCbjvir7Uzzd1C+fHn1M3mhpfu8vLy4desWU6dOpWDBgiiKQpUqVfDy8qJv377o6empM900fw+mpqYYGxuTmpqaxaUXQugKGSGLz6Z5mCxfvpyAgADat2/Pjz/+iL6+PgMGDODw4cMYGRmRmJjI9u3bGTJkCC9evMDPzw99fX0yMjKy+ArE/6JatWqEhITQpEkTunTpwpYtW9Qlh0I3hIWF0a9fP/bu3avmdbKxseG3337Dzs6OmJgYcubMyfDhwxk8eDBTp05lx44dao4oCZr+exQuXJihQ4dy7949QkNDycjIYN26dWpQRoJtukV7/6rNmzcTGBhI9+7dKVq0KIcPH2b+/PmkpaUxf/58Fi1axIsXL3j9+jUVK1Zky5Yt6iZEEmzTLZp76tu3b8mZMyf9+vVj4MCBHD9+nA0bNqjHlSlTBltbWypWrMiFCxeQ/cx0l2bHWOCDevpUvenr63/2sSLrvD9OKVOmDDt27MDT05Pnz5+rOwZXrlyZiRMncvDgQdzc3Hj06JF6zvHjx7l165Y6g1UIIWSXUvGntN/kRUdHM3z4cIYMGUKrVq0AePHiBd7e3uog4auvvmL//v3cuXOH8ePHSx6ofzGpV93j4ODApk2bmDt3Lj/88ANmZmbcuXOHAQMGULZsWVxdXcmXLx+JiYl4eXnh5eXFmjVrPrpzpdAtmlkSmsf2p4Ir2vfsmJgYDAwM1M0zpM3qttOnT3Pq1CkqVqyoPmM3btzI1q1bKVasGDNnziRfvnzqMnENmbGou0JDQ/Hy8iIsLAwLCwuio6MJCgoiMDCQqVOn0qNHD/XYJ0+eUKRIEbWdSwBVt2jXSVBQED///DPlypWjTp06WFtbf3DMx847ePAgjRs3lhdcOkb7HvrgwQOMjY0pUqQIly5dokePHnTu3JkxY8ZgaWkJvGvXJ06cICUlhZUrV6r1+eTJExRFkdmoQgiV3O3FH9J+k/fy5UuMjY25fft2po59gQIF6NevH9988w1nz57F3Nycli1bMnnyZAwNDWXa/L+Y1KvuSElJAWDmzJl06dKFBQsWcODAARISEihTpgx+fn7cvn2bSZMmERsbi5mZGUOGDGHOnDnUrl07i0svPof2bBnNstCP0cxig3c7DefJk0f9TNqs7rCzs+PKlSvqv8+ePYujoyObN28mZ86c6ufdunWjffv2/Pbbbzg4OBATE5Mp2CYzFnVbzZo1MTIyYujQocTExGBpaUmvXr3o27cvzs7OhIaGqscWK1ZMXREgwTbdo73jt7u7O+np6YSGhrJ8+XJ10yHt+y9kDraFhIQwatQoIiMjv3zhxUdt2LCBa9euqfdQZ2dnhg8fTocOHejVqxexsbFs3ryZ8PBwPD09+fnnn0lISODIkSO0bNmS1atXo6+vrz6PixUrJsE2IUQmEnATf0gzwHN1dcXJyYmMjAxq167N6dOniYuLU48rVqwYBgYG3L9/H3iXw0BDBgJC/LMURVF3wwoNDcXKyoqEhAScnJzYv38/SUlJlC1bFn9/f+7cucPkyZN5+fIl5ubm9OzZU5YG6zjtZS779u2jefPmxMbGYmBg8KdBN809/NWrVzKA1yE3b96kQIECWFlZqZ9VqlSJ5s2bY2BgwJYtW3j79i3w7hnavXt3OnTowJUrVwgKCsr0W1KvuuP9JWmKolC6dGm8vb1JTk5m8ODB6s7emqDb7NmzOXDgQKbzZPaTbnm/Xp8+fYq7uztLly5l6dKlmJubs27dOnbt2gWgLj3UDrYFBwfj7OyMu7u7uvOsyFqPHj3Cy8uLjRs38vDhQ/bv38/WrVuZNGkS9vb2VK1aleHDh3Pr1i0iIiI4fvw448aNo23btjx+/Fjd7Vteeggh/og80cVHab+dO336NEeOHKFv375YWFhQo0YNIiMj2b59O2/evAEgKSmJtLQ0ChcunFVFFuI/S9Ohd3d3x8XFBVNTU2bPns13333HnDlz2Lt3L0lJSepMt9OnT7N69epMvyEzn3STdtL1vXv3cvXqVV68eMGwYcPU5aIfC7ppD/Q2bNiAh4eHer8WWc/KyoopU6ZgZGRESEgIx44dI2fOnAwdOpRu3brx6NEjli1bpuZi1NfXp2vXrkyZMoWRI0dmcenFp2jaqnbgRVEUvvrqKzw9PUlJSWHIkCFq0K1bt27MmzdP3XVW6B7te3BkZCTXrl3j5cuXWFhYAGBtbc2QIUMoUKAAGzZsUGe66evrfxBsW7hwYabNpkTWKlGiBKtXr+bq1ausW7eOEydOMHjwYJo1a0bHjh0ZNWoU06ZNY8aMGSQkJLB+/XpmzpzJ2LFjJXemEOKzSQ438YciIiK4cuUKiqIwa9Ys9XMHBwfOnDlDnjx5+Oabb7h+/Trx8fFERETIwF2ILBAbG0ufPn2wtbWlZ8+e6uezZ89m27ZtzJs3j6ZNm2Jubs7jx48pUqSIvJHNRhYvXszBgwdp37499+7d48KFC5iZmREYGIiFhUWm/DPvL2FycHDA2dmZli1bZuUliP9PewD/7NkzZsyYwbNnz5g1axZ16tQhKSkJb29vTp48SfXq1ZkwYQImJiaZfkNytumuZ8+e0axZM2rXrs2aNWuA39vk9evX6du3L1WrVsXJyYkCBQqo50l+Rd2jfS91cnIiPDwcePeSedq0aZl2k71y5Qp+fn7cuHGDWbNmYWNjA8C6devw9PRk/vz5tGjR4stfhPhTV69eZfbs2Tx69Ij+/ftneqnx6tUr7O3tKVq0aKZxEMh9WAjxeWSGm8jk/fjrgQMHWL9+PdevX1dzRMG7PFFDhw6lfPnyPHv2DGtrazXY9qklTkKIf4aiKCiKQmJiIrlz5wZ+z+k2f/58rKysWL58OTt37iQ5OZnixYv/4XJEoVuuXr3Kzp07mTt3LqNGjcLFxYX58+erux5qz3R7fwnTkiVLcHV1lWCbjtAOtmlmhY8aNQorKyscHR05ffo0pqamDBkyhO+//56ff/6Z+fPnZ3r+gqRq0CXvLzcsXLgwAQEB3L59m8GDBwO/z0IuUqQIpUqV4sSJE7i4uGQ6T4JtukX7Xvrw4UNOnjyJr68vLi4utG3bloCAADUAB1C5cmX69u1LixYt1CWjd+/excvLi9mzZ0uwTYdVqlQJR0dHzM3NOXDgANeuXVO/y5MnDxYWFjx8+PCD8+Q+LIT4HBJwEyrtzsX27duJiIjA09OTXr16cffuXTZv3kxiYqJ6fNu2bZk5cyYeHh5MmzZNzQMlDyAhviw9PT0sLCwoW7Ys69atIyMjA2NjY9LS0khPT6d48eKkpKSwc+fOTDNlpK1mDwkJCbx+/ZpChQqpn9WpU4fBgwfz6NGjTMtLNYP/4OBgXFxccHR0lCVMOkI72Obr64unpydxcXFUr14dW1tbSpcuzaJFizh9+rS6qYm1tTX6+voYGRllcenFx2jX6alTp9i/fz9Hjx6lZs2auLq6cuvWLTXoBu/y25YrV46IiAgWLlyYVcUWn0HTH/bz82P58uXUqVOHqlWr0rBhQwYPHkyDBg3w8fHJFHSrVq0a48aNU+/FRYoUITg4mDZt2mTVZYjPZGVlxcqVK0lPT2ft2rVcv34dgDdv3nDnzh1JmSOE+D+T12kCyNxpvHXrFn5+fmRkZJA7d25mz55NYmIiAQEB5MiRg5YtW5IjRw71HO1Bu7yhFeLL07TFwYMH4+joyPjx43F3d8fQ0JCMjAzS0tLw9/enbNmyQObgutAt2nWjqdevv/6ar776imPHjlGqVCkMDAwwNDTExsaG0qVL8/z5c4YNG8aaNWvInTs3GzduVINtMqtCd2iesUuWLGHbtm2MGDFCzdFWo0YNANauXYuTkxPTpk2jTp06TJo0CWNjYzUJuyTT1x3am5K4urqydetWLCwsuHv3Lm3btmXw4MG4urpiZ2dHhw4daNKkCWfPniUtLY1vvvlG3dlQXnzoFu12lpCQQHR0NIcOHaJmzZrqMWXKlKFXr17Au4Dc27dvMy0vhXft3dTUVHaszEbKly/PokWLmDJlCkOGDKFy5coYGxuTnJzM7NmzAek/CSH+Oum5CeD3gcDixYvx8PDAxMSEZ8+e4ejoyL59+3BycsLa2hpvb2/27dtHUlKSdPyF0BGatlitWjUGDBjAvXv3aNq0KZMmTaJz587cvHmT0qVLq4N26SzqpvfrRrNzbJ48eahSpQp79+5l//796vepqakUL16csWPHkp6ezo4dOwB4+fIlixYtkmCbDoqIiCAiIgJfX19sbW0pVKgQSUlJvHnzhho1ajBy5Ei+/vprJk+ezJUrVzAxMflgx1mhGzRt1cfHhy1btuDp6UlERAR2dnaEh4ezfPlyLC0tCQwMpFChQly4cIG8efOybt069PX1ycjIkGCbDtK0s7dv36rL9gcOHMjx48fZsGGDelyZMmWwtbWlYsWKXLhw4YOULCJ7qlixIm5ubpiZmfHkyROaNGnCpk2bZIMEIcT/mWyaIFSbN29m0aJFBAQEqEvQ7O3tiYuLY8SIETRr1gx7e3sOHTqEq6sr9evXz+oiCyH+P81b19TUVH777TeCg4NJSEjAxMSEqVOnqvkVZYCnm7RnVQQEBHDx4kUePXpE8+bN6dSpE7lz52bChAk8f/6cb775hurVq7N161aMjIzw8vKic+fOfPfdd+pbeKGbvL29uXnzJq6urty5c4cTJ06wceNGcubMSfPmzRk+fDhnzpzhp59+YvTo0dJedVxUVBRubm40aNCA1q1bs2/fPmbOnImtrS3r1q3DxsaGmTNnUqhQIVJTU9WlwbJBgm4LDQ3Fy8uLsLAwLCwsiI6OJigoiMDAQKZOnUqPHj3UY588eUKRIkXQ19eX2U//IpcuXWLTpk3MmzdPZhgLIf4nEnATKjc3N86dO8f69euBd2/5oqKiGDNmDC9evGD69Ok0a9aMlStXMmTIEMkpI8QX8n5H7/8SOJMBXvbg6upKaGgonTt3VmetWVtbM3bsWEqVKkVAQACnTp3izZs3FClSBDc3N0xMTBgyZAi1a9dm0KBBADLo01H+/v4sXryYwYMHc/DgQcqVK0flypV5+vQpp06dYsOGDeTPn189XoLkui05OZljx45Ru3ZtHjx4wLhx4+jfvz99+/ZV6/q7777D2dlZzQElQRndd/fuXUaOHIm5uTne3t5YWFgQFRXFhg0bWL9+PVOnTqVbt26ZzpGAzL+Ppq1K3Qoh/hcy+hLqA0WTpyA1NRUTExNSU1MpVKgQEydOZPjw4fj7+2NoaKhuly0DASG+DE1Hb9u2bbRr105NyPypDqDmPYqmowiSX1EXbdiwgerVq1O+fHkAbty4we7du3F3d6d27doAtGnTBkdHR1asWIGrqyvDhg1jxIgRvHnzBnNzc+Ddy5IrV64wc+ZMGcjruAEDBvDq1SsuX75M7969qVevHqVKleLWrVv88ssvvH79OlPATZ6xus3ExIRGjRphZGTE6dOnKVeuHB07dgTAyMiIdu3aERMTg6WlpXqOtFHd8v6zVFEUSpcujbe3N6NGjWLw4MH4+vpSqFAhevXqhb6+PrNnz8bCwoJmzZqp50lA5t9HlvMLIf4OcgcRauevWbNmXL9+HR8fHwB1BltqaioNGjTA0NCQtWvXkpKSAshAQIgvKTY2FkdHRxYvXgz8eede065TU1Ols6iDHj16hJeXFxs2bOD27dvAuzp9+/YtOXLkAN691LC2tmb69OkcOXKE48ePq3Vpbm7O7du3GT16NNu3b2fNmjWULFkyy65H/DlNIHz8+PGsXLkSW1tbSpUqRUpKCosXLyZfvnxSh9mQ5mXGvXv3iI+PR09Pj+TkZE6cOEGjRo3w9fVVc7YJ3aO5p+7atQv4Pcjy1Vdf4enpSUpKCkOGDCEmJoZChQrRrVs35s2bR6NGjbKw1OJLkQC5EOJ/JaMwobKyssLBwYHVq1ezZMkSrly5wqNHj1i/fj0VK1Zk9uzZnD59msjIyKwuqhD/eu8PznLmzMmoUaO4desWFy9e/OR52suVgoKCGDVqlBokF7qjRIkSrFq1iqtXrxIQEMCdO3fIkycPSUlJPHjwAHj3N5CRkYG1tTXffPMN9+/fz/QbZcuWpVOnTqxdu5aKFStmwVWIv0IzkId3M6Pevn3L+vXrGT58OC9evGD16tUSmMmGNPfb7t27c+nSJXr27Em7du148uQJP/zwg3qcvPjQXc+ePcPOzi7TknxFUShZsiTOzs48fPgQOzs7Xrx4QZEiRejevTuGhobqxjZCCCHEp8jTX2TSqVMnXF1diYiIYNSoUdja2hIdHc2AAQPIkSMHJUuWxMLCIquLKcS/nmZwtnnzZh4+fIixsTHNmzfn1atX6m6U79MOtgUHB+Pm5kbnzp0xNjb+YuUWn69ixYosWLCAq1ev4ufnR0ZGBkOHDmXmzJmcO3cOIyMj9PX1SUxMJCUlhTx58qjnagI3TZo0oUSJEll1CULL56TEfX8X2oyMDIoXL55pFzwJzGRP1apVIyQkhCZNmtClSxe2bNkiQRkd9X5Qu3DhwgQEBHD79m0GDx4M/N5WixQpQqlSpThx4gQuLi6ZzpNUDUIIIf6MbJogPioqKoqnT5+SlpZG9erV0dfXx9XVlQMHDhAYGEjBggWzuohC/OudPn2aAQMGULx4cYYPH079+vV5+fIlXbp0YdmyZZlmT7wfbHN2dsbR0ZEWLVpkVfHFZ7p27RozZsygcuXKtGjRgqNHj7Ju3ToGDx6MmZkZ58+fJzo6Wh3AC92jnQfqr+Q31T5W8qL++8hmNbpHu62eOnWKhIQEjI2NadiwIZGRkUyaNIly5crh6+sLvNsYY968efTt25dy5cpJGxVCCPGXSMBN/Klbt27h4+PD0aNHCQgIoEKFClldJCH+lT62EUK/fv24evUqrVu35uXLl3z//ffEx8dz/PhxHBwcPsj5FBISwpIlSyTYls1cu3aNWbNmUalSJTp06MD9+/fZuHEjOXLkoHDhwjg6OmJkZCRBGR2k3W59fX2Jjo5m/PjxmJmZffZ5KSkpMhNViH+Y9ospV1dXtm7dioWFBXfv3qVt27YMHjyYly9fYmdnR+7cuWnSpAlnz54lLS2NDRs2oK+vL/dgIYQQf4kE3MQfSktL49dff2X79u106tSJcuXKZXWRhPjXu3HjBhYWFlhaWnL58mX8/PyoWrUqhQsXZtGiRZiampKUlMTgwYOxtbVVB+0RERHY29vj7u6eafabyB6uXr2qBt3Gjh1LwYIFMw0QZbaMbluyZAk7duxg4MCBtGzZksKFC3/yWO16DQsLA96ldJCBvBD/PB8fH9auXcvKlSuxtrZm/fr1ODg40LJlSyZOnIi+vj4LFiwgOTkZc3Nz3NzcMDIy+sPdwYUQQoiPkaeG+EOGhoZUrFiRiRMnSrBNiH+YoihERkbSrVs3li9fzrFjx6hSpQoFCxYkPj6eli1bEhYWRo0aNXj+/DlnzpzJNEMmJSWF1atXS7Atm6pUqRIODg5cvXqVBQsW8ODBAzUooyiKBNt02I4dO4iIiGDVqlX079+fwoULk5KSQnx8PKmpqZmO1Q62hYSEMGvWLPLlyyfBNiG+gKioKO7cucP06dOxtrZm3759uLu7M2LECE6cOIGzszNGRkZ4eXnh4+ODp6en5FcUQgjxfyYz3IQQIgtpD741tm/fzpkzZzh06BCDBw+mZMmSzJkzhwULFtC4cWMSExO5fv061apVyzRIT01NxcjI6EtfgvibXbp0iY0bN7Jw4UIZ4GUTq1ev5vr16yxfvpybN29y+vRpQkJCyMjIoHv37tja2mJiYvLRXItOTk40b948i69AiP+G5ORkjh07Ru3atXnw4AHjxo2jf//+9O3bF39/fxYvXsx3332Hs7OzOkv1Y89pIYQQ4nNIwE0IIbKI9vKUFy9ekJSUpO44+ebNG44cOcL8+fNp0aIFV65cQVEUli9fnilvm+ST+XfSDPBkCZPu+djgOzQ0lNmzZzNgwAAOHz6MlZUV3377LU+ePGHXrl1s2bIFS0tL9XjJtShE1tG8nPL29ub8+fO4uLiQK1cu1q9fz6VLl4iJicHb21vuvUIIIf5nsj5FCCGygKIoamfe3d2dAwcOEBMTg4WFBYMGDaJhw4b8+OOPVK1aFV9fXwwNDbl8+TKRkZGZAm4SbPt30tPTy/Q3InSD9uYG0dHR5MqVCyMjI7p160ZMTAwnT56kb9++1KtXj5IlS/Lw4UMuXrxIYmKi+hv+/v6sWrWKRYsWyfJvIbKAZnn+vXv3iI+PR09Pj+TkZE6cOEG7du1o3bo18PGNjIQQQoi/Qma4CSHEF6Y9Q2b16tX4+/szY8YMChQoQHh4OL/++itt27alW7du5M2bl4SEBO7cucOuXbuYPHmy5PIS4gsLDAzE1tZWDXB7enqye/duzMzMqFatGhMnTsTU1JTExETMzMxQFIXU1FRGjhxJRkYGvr6+6sB9+PDhtGrVivbt22flJQnxn/fzzz/Tu3dvvv76azWYvmXLFnnGCiGE+NtIwE0IIb6QR48eqUtG09PTSUhIYMiQIbRr1w5bW1v1uCVLlnDgwAEcHR2pWbPmB78ju1UK8eUcP36cGTNmYGNjw+LFi9m7dy9z5szBzs6Oq1evcuXKFUxNTVm5ciVmZma8efOG3bt3s337duLj4wkNDVWTrku7FUK3XL16lX379mFubs6AAQMwNDSUtiqEEOJvIwE3IYT4AqZNm0ZsbCxjxoyhUqVKAMTHx9OrVy969epFz549My1X6969O0WLFsXNzS0riy3Ef15iYiJbt24lLCyMsmXLUq5cOQoXLkzbtm3JyMjg4MGDeHl5YW5uzsqVKzEyMiIkJIQ7d+4wY8YMGcALkY1IWxVCCPF3ksQEQgjxD+vRowfHjx/n+fPnBAYGcvnyZQBy5cqFhYUFu3btAsDY2JiUlBQAKlSoIPnZhMhiaWlpmJmZ0a5dO7p3786dO3fw9vbGxMQEAH19fRo1asTw4cNJSEhgzJgxpKam0rt3b+bMmYOhoSHp6ekygBcim5C2KoQQ4u8kATchhPgHeXh4kJSUxIkTJxg/fjyPHz8mODiYX375BQB7e3tu377NpEmTgN83Qbhx4wZ58+bNqmIL8Z/35s0bdfB948YNunfvTteuXTE3Nyc0NJSMjAwAjIyMaNSoEcOGDePevXssXbo00+9I4FwIIYQQ4r9JXuMIIcQ/KCEhQd0g4caNG6SkpHDr1i2CgoIwMjKiYsWKLFiwgNmzZ9OmTRuKFi3K69eviY+Px97ePotLL8R/0759+4iIiGDp0qUsXbqUzZs3c+TIEdq3b4+enh5BQUHY29vj5OSEvr4+hoaGNGrUiLx58/Ltt99mdfGFEEIIIYQOkBxuQgjxD9DsRBoZGcns2bMxMDDg2bNnHDx4kFOnTuHj40Pp0qUZPHgwVlZWREVF4e/vD4CZmRkjR46U3E9CZJEbN27QoUMHypQpQ1RUFOvXr6d8+fIAJCUlERERQWhoKN988w1OTk5qUF0jPT1dZrYJIYQQQvzHScBNCCH+YYMGDeLkyZN8//33+Pr6ArB9+3b8/f0pU6YM/fr1o3Llyh+cJ4N2Ib48TZDb3t6eiIgI6tati6urK/ny5VOP0QTdNm3aRMGCBVm1atUHQTchhBBCCPHfJjnchBDiHxQXF4eRkRFjxozh6dOnTJw4EYC2bdsyYMAA7t27R1BQEBcuXPjgXAm2CfHlaN4/atpd9erVWbp0KRcvXmTOnDk8efJEPc7U1JQOHTrQrl07cufOjby7FEIIIYQQ75MZbkII8Q9LT09HX1+f8PBw1qxZQ8WKFXF1dQVgx44dLF26lM6dOzNq1KgsLqkQ/00ZGRno6797B/ny5Uvy58+vfnf58mX69OlDgwYNmDZtGkWKFAHgyJEjNGrUSF0+rv0bQgghhBBCSMBNCCG+kMTERHbv3o2vr2+moNvJkyepU6eOzGgTIoutXLmS48ePk56eTteuXWnYsCGWlpZcuXKFPn36ULduXTp27MimTZu4d+8ee/bsQU9PTw26CSGEEEIIoSEBNyGE+IISExPZs2cPfn5+FCpUiDVr1qjfSc42Ib4s7UBZSEgIS5cuZezYsRw/fpzo6GiqV6/OoEGDKFKkCNeuXWPChAnkzJkTExMTAgMDMTIykmCbEEIIIYT4KAm4CSHEF5aYmMiWLVu4cOECzs7OsgxNiCx26dIltm3bRp06dWjWrBkA3t7eHDhwgCpVqjB48GCKFCnCy5cviY+P56uvvkJfX192ERZCCCGEEJ8kATchhMgCycnJGBsbS+4nIbLY8ePHcXBwIDExkUWLFvH999+r33l7e3Pw4EGqVKnCwIEDKVq0qPqdtFshhBBCCPFHpKcohBBZwMTERM39JIN2IbJO/fr1adKkCSkpKezbt4/4+Hj1u6FDh9K8eXOOHDnC3r17M50n7VYIIYQQQvwRmeEmhBBCiP+EP5qVtmjRIs6cOUPLli3p3bs35ubm6nfbtm2jTZs2kmNRCCGEEEJ8Ngm4CSGEEOJfTzvYFhERwc2bNzExMaF8+fK0bNkSAAcHBy5cuMAPP/zwQdANZGMTIYQQQgjx+STgJoQQQoj/jMWLF7N161asra1JSEjg3Llz9O/fH3t7e+Bd0O2XX36hdu3ajBw5EjMzsywusRBCCCGEyI5kay0hhBBC/CecPn2abdu24enpSfXq1UlOTubgwYPY29uTI0cOxo8fz8yZM5k2bRoxMTGYmppmdZGFEEIIIUQ2JQE3IYQQQvwnxMTEkDdvXipXrgy827ykdevWvHnzBhcXF5o1a0blypVZtGgRGRkZ6sYmenp6WVxyIYQQQgiR3cgWW0IIIYT418nIyPjgs3z58vH48WNu3LgBgCarhrW1NUZGRiQmJqrH6uvrq0E3IYQQQggh/ioJuAkhhBDiX0V7g4Rjx46xa9cubt++TYUKFahVqxaBgYFcv35dDaZZWFiQN29eUlNTM/3Op3Y0FUIIIYQQ4s/IpglCCCGE+FdydXVl/fr1WFpa8uTJE+bPn09ycjK7d+/GyMiItm3bYmlpyZo1a4iLiyM0NFR2IRVCCCGEEH8LCbgJIYQQ4l9Bk29NURSePHmCnZ0dU6ZM4euvv2bTpk24ubkxffp0TE1NOX/+PNu2baNs2bLkzZsXb29vjIyMSE9Pl6CbEEIIIYT4n0nATQghhBDZnvYy0ri4OOLi4ggPD2f8+PFqAC0gIIAlS5ZgZ2dHt27d1Jxt+fPnR09Pj7S0NAwNZT8pIYQQQgjxv5NepRBCCCGyPU2wzc3NjZMnT3L//n2KFi1Kx44dKV26NAD9+/cHwNnZmZcvXzJy5EhMTU2BdwE7CbYJIYQQQoi/i2QDFkIIIUS2pb0b6c6dOwkPD6d9+/Z06tSJhw8fEhYWxpMnT9Rj+vfvz5gxYzh37hw5cuRQP5cNEoQQQgghxN9JlpQKIYQQIts7e/Ysu3fvpmrVqnTo0AGAoKAgvL29adu2LT179qRYsWLq8dr53jS7lQohhBBCCPF3kbUTQgghhMjWnj9/zowZM3jx4gWlSpVSP7e1tQXA29sbAwMDunTpQokSJQAk2CaEEEIIIf5Rsn5CCCGEENlawYIF8fDwwNLSkqNHj3Lz5k31O1tbW4YNG4aPjw8nTpzIdJ4E24QQQgghxD9FlpQKIYQQ4l/hxo0bTJs2jcqVK9O3b1/KlSunfrdv3z6aNm2q7lgqhBBCCCHEP0kCbkIIIYT417h27RozZ86kUqVK9OvXj7Jly2b6Pj09XYJuQgghhBDiHycBNyGEEEL8q1y7do3Zs2dTtGhRpkyZouZtE0IIIYQQ4kuRHG5CCCGE+FepWLEis2fPJmfOnJl2JhVCCCGEEOJLkRluQgghhPhX0uxCmpGRgb6+vGMUQgghhBBfjgTchBBCCPGvpQm6CSGEEEII8SXJ614hhBBC/GtJsE0IIYQQQmQFCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN/p/px9LTctuxV4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Credit:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_credit \n", + "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", + "1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Court Terme\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4719 0.9125 113\n", + " 3 0.4108 0.8594 109\n", + " 4 0.3615 1.1596 108\n", + " 5 0.3464 1.2502 57\n", + " 6 0.3987 1.0217 35\n", + "→ K retenu : 2 (silhouette=0.4719)\n", + " n_comptes pct\n", + "cluster_carmignac_court_terme \n", + "0 414 78.6\n", + "1 113 21.4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Court Terme:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_court_terme \n", + "0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n", + "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Emerging Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5594 1.0477 252\n", + " 3 0.6004 0.7581 133\n", + " 4 0.4796 0.9787 67\n", + " 5 0.4237 1.1134 30\n", + " 6 0.4481 1.0397 35\n", + "→ K retenu : 3 (silhouette=0.6004)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 852 74.9\n", + "1 152 13.4\n", + "2 133 11.7\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Emerging Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n", + "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", + "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Grande Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3724 1.1306 232\n", + " 3 0.3474 1.1547 218\n", + " 4 0.2732 1.3479 165\n", + " 5 0.2529 1.3471 147\n", + " 6 0.2597 1.3180 118\n", + "→ K retenu : 2 (silhouette=0.3724)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 232 16.7\n", + "1 1156 83.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Grande Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n", + "1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Long-Short European Equities\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3490 1.3508 188\n", + " 3 0.3819 1.0101 118\n", + " 4 0.3969 0.9225 54\n", + " 5 0.3524 1.0438 54\n", + " 6 0.3727 1.0432 46\n", + "→ K retenu : 4 (silhouette=0.3969)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_long-short \n", + "0 111 18.3\n", + "1 335 55.2\n", + "2 107 17.6\n", + "3 54 8.9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Long-Short European Equities:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_long-short \n", + "0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", + "1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n", + "2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", + "3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Climate Transition\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6659 0.6413 156\n", + " 3 0.5623 0.7455 57\n", + " 4 0.3956 1.0145 37\n", + " 5 0.2261 1.2444 37\n", + " 6 0.2237 1.2368 18\n", + "→ K retenu : 2 (silhouette=0.6659)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 156 12.2\n", + "1 1124 87.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Climate Transition:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", + "1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Absolute Return Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4593 0.9283 146\n", + " 3 0.5112 0.7321 122\n", + " 4 0.4436 0.9496 72\n", + " 5 0.4150 1.0153 42\n", + " 6 0.3870 1.0866 28\n", + "→ K retenu : 3 (silhouette=0.5112)\n", + " n_comptes pct\n", + "cluster_carmignac_absolute_return_euro \n", + "0 180 19.7\n", + "1 122 13.3\n", + "2 612 67.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Absolute Return Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_absolute_return_euro \n", + "0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n", + "1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n", + "2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "RÉSUMÉ — Clustering par fund\n", + "============================================================\n", + " Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n", + " Carmignac Sécurité : K=2, sil=0.5716, n=1624\n", + " Carmignac Investissement : K=2, sil=0.4310, n=2194\n", + " Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n", + " Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n", + " Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n", + " Carmignac Emergents : K=3, sil=0.4730, n=1781\n", + " Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n", + " Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n", + " Carmignac Court Terme : K=2, sil=0.4719, n=527\n", + " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n", + " Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n", + " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n", + " Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n", + " Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n", + "\n", + "============================================================\n", + "ARI — cohérence clustering global x fund\n", + "============================================================\n", + " Carmignac Patrimoine : ARI=0.0241 (n=3002)\n", + " Carmignac Sécurité : ARI=0.0121 (n=1478)\n", + " Carmignac Investissement : ARI=0.0427 (n=2055)\n", + " Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n", + " Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n", + " Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n", + " Carmignac Emergents : ARI=0.0158 (n=1641)\n", + " Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n", + " Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n", + " Carmignac Court Terme : ARI=-0.0346 (n=424)\n", + " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n", + " Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n", + " Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n", + " Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n", + " Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CLUSTERING PAR FUND FAMILY (top fonds)\n", + "# ============================================================\n", + "\n", + "# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n", + "print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n", + "top_funds_aum = (\n", + " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + " .sort_values(ascending=False)\n", + " .head(20)\n", + ")\n", + "print(top_funds_aum.to_string())\n", + "\n", + "# ── 1. Sélection des top fonds ────────────────────────────────────────────\n", + "# Critères : top 15 par AUM total + au moins 20 clients\n", + "min_clients_per_fund = 20\n", + "n_top_funds = 15\n", + "\n", + "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", + "\n", + "valid_funds = (\n", + " aum_by_fund_total[\n", + " clients_by_fund >= min_clients_per_fund\n", + " ]\n", + " .sort_values(ascending=False)\n", + " .head(n_top_funds)\n", + " .index.tolist()\n", + ")\n", + "print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n", + "for f in valid_funds:\n", + " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", + "\n", + "# ── 2. Construction du panel par compte x fund ────────────────────────────\n", + "df_rel_m_fund = df_rel_m.copy()\n", + "df_rel_m_fund = df_rel_m_fund.merge(\n", + " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", + " on=[ID_COL, ISIN_COL, \"month\"],\n", + " how=\"left\"\n", + ")\n", + "\n", + "# Panel mensuel par compte x fund\n", + "tmp_fund = df_rel_m_fund.copy()\n", + "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", + "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month_fund = (\n", + " tmp_fund.dropna(subset=[FUND_COL])\n", + " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " )\n", + " .sort_values([ID_COL, FUND_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month_fund[\"flow_direction\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"sub_share\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"aum_qty\"].cummax()\n", + "df_month_fund[\"aum_drawdown\"] = np.where(\n", + " df_month_fund[\"aum_peak\"] > 0,\n", + " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Lag performance pour réactivité\n", + "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"ret_fund_m\"].shift(1)\n", + "df_month_fund[\"buy_on_perf\"] = (\n", + " (df_month_fund[\"net_flow_qty\"] > 0) &\n", + " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", + ").astype(int)\n", + "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", + "\n", + "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", + "\n", + "# ── 3. Feature engineering par compte x fund ──────────────────────────────\n", + "reference_date = df_month_fund[\"month\"].max()\n", + "\n", + "# months_since_last_tx par fund\n", + "last_active_fund = (\n", + " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", + " .groupby([ID_COL, FUND_COL])[\"month\"]\n", + " .max()\n", + " .reset_index(name=\"last_active_month\")\n", + ")\n", + "last_active_fund[\"months_since_last_tx_fund\"] = (\n", + " (reference_date.to_period(\"M\") -\n", + " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", + " .apply(lambda x: x.n)\n", + ")\n", + "\n", + "df_client_fund = (\n", + " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", + " sub_share_mean = (\"sub_share\", \"mean\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", + " has_perf_months = (\"has_perf\", \"sum\"),\n", + " )\n", + ")\n", + "\n", + "# Merge months_since_last_tx\n", + "df_client_fund = df_client_fund.merge(\n", + " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", + " on=[ID_COL, FUND_COL], how=\"left\"\n", + ")\n", + "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", + "df_client_fund[\"months_since_last_tx_fund\"] = (\n", + " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", + ")\n", + "\n", + "# Ratios protégés\n", + "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", + " df_client_fund[\"aum_qty_mean\"] > 1,\n", + " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"flow_direction_balance\"] = np.where(\n", + " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", + " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", + " df_client_fund[\"aum_qty_max\"] > 0,\n", + " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", + " np.nan\n", + ")\n", + "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", + " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", + ")\n", + "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", + " df_client_fund[\"has_perf_months\"] >= 6,\n", + " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Filtre qualité\n", + "df_client_fund = df_client_fund[\n", + " (df_client_fund[\"n_months\"] >= 6) &\n", + " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", + " (df_client_fund[FUND_COL].isin(valid_funds))\n", + "].copy()\n", + "\n", + "print(\"df_client_fund shape:\", df_client_fund.shape)\n", + "print(\"\\nComptes par fund :\")\n", + "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", + "\n", + "# ── 4. Features pour le clustering par fund ───────────────────────────────\n", + "fund_features = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"avg_n_isin_held\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx_fund\",\n", + " \"aum_final_to_peak\",\n", + " \"aum_drawdown_last\",\n", + " \"buy_on_perf_rate\",\n", + "]\n", + "\n", + "# ── 5. Clustering par fund ────────────────────────────────────────────────\n", + "FUND_RESULTS = {}\n", + "\n", + "for fund in valid_funds:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"FUND : {fund}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", + " feats = [c for c in fund_features if c in df_f.columns]\n", + "\n", + " # Preprocessing\n", + " d = df_f.copy()\n", + " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", + " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", + "\n", + " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " med = np.nanmedian(vals)\n", + " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", + " if mad > 0:\n", + " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", + " else:\n", + " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", + "\n", + " for col in [\"gross_flow_to_aum\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", + "\n", + " for col in [\"flow_freq\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", + " X_f_scaled = RobustScaler().fit_transform(X_f)\n", + "\n", + " # K-selection\n", + " best_k = 2\n", + " best_sil = -1\n", + " rows_k = []\n", + " max_k = min(6, len(df_f) // 20)\n", + "\n", + " for k in range(2, max_k + 1):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_f_scaled)\n", + " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", + " sizes = pd.Series(labels).value_counts()\n", + " if sizes.min() < 10:\n", + " continue\n", + " sil = silhouette_score(X_f_scaled, labels)\n", + " db = davies_bouldin_score(X_f_scaled, labels)\n", + " rows_k.append({\n", + " \"k\": k,\n", + " \"silhouette\": round(sil, 4),\n", + " \"davies_bouldin\": round(db, 4),\n", + " \"min_cluster_size\": sizes.min(),\n", + " })\n", + " if sil > best_sil:\n", + " best_sil = sil\n", + " best_k = k\n", + "\n", + " df_k = pd.DataFrame(rows_k)\n", + " print(df_k.to_string(index=False))\n", + " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", + "\n", + " # Clustering final\n", + " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", + " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", + " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", + "\n", + " # Tailles\n", + " counts = df_f[cluster_col].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + " # Heatmap\n", + " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", + " prof = plot_heatmap(\n", + " df_f, profile_vars_fund, cluster_col,\n", + " title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n", + " figsize=(14, 4)\n", + " )\n", + " print(f\"\\nMédianes — {fund}:\")\n", + " print(prof.round(3).to_string())\n", + "\n", + " FUND_RESULTS[fund] = {\n", + " \"df\": df_f,\n", + " \"cluster_col\": cluster_col,\n", + " \"k\": best_k,\n", + " \"silhouette\": best_sil,\n", + " \"profile\": prof,\n", + " \"n\": len(df_f),\n", + " }\n", + "\n", + "# ── 6. Résumé global ──────────────────────────────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"RÉSUMÉ — Clustering par fund\")\n", + "print(\"=\"*60)\n", + "for fund, res in FUND_RESULTS.items():\n", + " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", + " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", + "\n", + "# ── 7. Croisement avec le clustering global ───────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"ARI — cohérence clustering global x fund\")\n", + "print(\"=\"*60)\n", + "\n", + "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for fund, res in FUND_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", + "\n", + " mask = dfc_fund_cross[cluster_col].notna()\n", + " if mask.sum() < 10:\n", + " continue\n", + " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", + " ari = adjusted_rand_score(labels_global, labels_fund)\n", + " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c51b1018-5439-4927-9d4e-7d56a22ac4f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "======================================================================\n", + "PARTIE 2 — CLUSTERING 400 GRANDS COMPTES (Louis)\n", + "======================================================================\n", + "Comptes sélectionnés (AUM > 5M€) : 431\n", + "After filters: 427 accounts\n", + "Accounts: 427 | Features: 16\n", + "Points > 5 std after scaling: 38 (8.9%)\n", + " k inertia silhouette davies_bouldin\n", + " 2 4295.803536 0.648934 0.554878\n", + " 3 3612.735780 0.271561 1.316068\n", + " 4 3157.857186 0.201780 1.498467\n", + " 5 2952.884036 0.197975 1.433778\n", + " 6 2760.262346 0.152972 1.688634\n", + " 7 2593.416835 0.180291 1.599408\n", + " 8 2486.253809 0.171637 1.658369\n", + " 9 2404.806299 0.146315 1.714646\n", + "10 2333.195111 0.150386 1.685274\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "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", + "=== Médianes K=2 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k2 \n", + "0 11.204 4.335 0.763 1436.0 11.471 28.0 46.273 0.606 0.114 1.000 0.000 0.0 0.047 0.046 -0.040\n", + "1 11.126 1.506 0.043 4.0 1.380 2.5 40.357 0.292 0.580 0.303 0.697 17.5 0.006 -0.004 -0.008\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Médianes K=5 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", + "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", + "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", + "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", + "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", + "seg_2D\n", + "Highly active 137\n", + "Dormant 136\n", + "Small rebalancers 77\n", + "Occasional large movers 77\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Taux de churn globaux ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn par cluster K=2 (Louis) ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 389 0.740 0.823 0.342\n", + "1 38 0.105 0.289 0.105\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn par cluster K=5 (Louis) ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.015 0.075 0.134\n", + "1 29 0.138 0.276 0.138\n", + "2 90 0.944 0.978 0.478\n", + "3 229 0.882 0.987 0.349\n", + "4 12 0.000 0.333 0.083\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ============================================================\n", + "# PARTIE 2 — CLUSTERING 400 GRANDS COMPTES\n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"PARTIE 2 — CLUSTERING 400 GRANDS COMPTES ()\")\n", + "print(\"=\"*70)\n", + "\n", + "# Sélection des 400+ grands comptes\n", + "ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n", + "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", + "\n", + "aum_account = (\n", + " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", + " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", + ")\n", + "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", + "selected_accounts = aum_account[ID_COL]\n", + "print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")\n", + "\n", + "# Filtrer df_month sur les grands comptes\n", + "df_month_400_accounts = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "# Engineered ratios\n", + "dfc_400_accounts = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "dfc_400_accounts[\"log_aum_qty_mean\"] = np.log1p(dfc_400_accounts[\"aum_qty_mean\"].clip(lower=0))\n", + "dfc_400_accounts[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_400_accounts[\"gross_flow_qty_mean\"].clip(lower=0))\n", + "dfc_400_accounts[\"gross_flow_to_aum\"] = dfc_400_accounts[\"gross_flow_qty_sum\"] / (dfc_400_accounts[\"aum_qty_mean\"].abs() + EPS)\n", + "dfc_400_accounts[\"flow_direction_balance\"] = np.where(\n", + " dfc_400_accounts[\"gross_flow_qty_sum\"] > 0,\n", + " dfc_400_accounts[\"net_flow_qty_sum\"] / dfc_400_accounts[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc_400_accounts[\"redemption_bias\"] = dfc_400_accounts[\"red_qty_sum\"] - dfc_400_accounts[\"sub_qty_sum\"]\n", + "dfc_400_accounts[\"exit_rate_per_isin\"] = np.where(\n", + " dfc_400_accounts[\"n_isin_total\"] > 0,\n", + " dfc_400_accounts[\"full_exit_count\"] / dfc_400_accounts[\"n_isin_total\"], np.nan\n", + ")\n", + "dfc_400_accounts[\"aum_drawdown_last\"] = dfc_400_accounts[\"aum_drawdown_last\"].clip(0, 1)\n", + "dfc_400_accounts[\"aum_final_to_peak\"] = np.where(\n", + " dfc_400_accounts[\"aum_qty_max\"] > 0,\n", + " (dfc_400_accounts[\"aum_qty_last\"] / dfc_400_accounts[\"aum_qty_max\"]).clip(0, 1), np.nan\n", + ")\n", + "dfc_400_accounts[\"activity_intensity\"] = dfc_400_accounts[\"n_tx_total\"] / (dfc_400_accounts[\"n_months\"] + EPS)\n", + "dfc_400_accounts[\"flow_to_aum_vol\"] = dfc_400_accounts[\"rel_flow_to_aum_vol_avg\"]\n", + "\n", + "# Corrélations flux/performance (lag 3 et 6 mois) — exploitables sur les grands comptes\n", + "def corr_lag(x, y, lag):\n", + " x = np.asarray(x, dtype=float)\n", + " y = np.asarray(y, dtype=float)\n", + " mask = np.isfinite(x) & np.isfinite(y)\n", + " x, y = x[mask], y[mask]\n", + " if len(x) <= lag + 3:\n", + " return np.nan\n", + " return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n", + "\n", + "rows_corr = []\n", + "for acc, g in df_month_400_accounts.groupby(ID_COL):\n", + " g = g.sort_values(\"month\")\n", + " flow = g[\"flow_to_aum_m\"].values\n", + " ret = g[\"ret_fund_m\"].values\n", + " rate = g[\"delta_rate_m\"].values\n", + " rows_corr.append({\n", + " ID_COL: acc,\n", + " \"corr_flow_fund_lag3\": corr_lag(flow, ret, 3),\n", + " \"corr_flow_fund_lag6\": corr_lag(flow, ret, 6),\n", + " \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n", + " })\n", + "df_corr_400_accounts = pd.DataFrame(rows_corr)\n", + "dfc_400_accounts = dfc_400_accounts.merge(df_corr_400_accounts, on=ID_COL, how=\"left\")\n", + "\n", + "# months_since_last_tx\n", + "dfc_400_accounts = add_months_since_last_tx(dfc_400_accounts, df_month_400_accounts, ID_COL)\n", + "\n", + "# Filtres qualité\n", + "dfc_400_accounts = dfc_400_accounts[(dfc_400_accounts[\"n_months\"] >= 6) & (dfc_400_accounts[\"aum_qty_mean\"] > 0)].copy()\n", + "\n", + "# Géographie\n", + "top_countries_l = dfc_400_accounts[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "top_regions_l = dfc_400_accounts[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "dfc_400_accounts[\"country_grp\"] = np.where(\n", + " dfc_400_accounts[\"country\"].isin(top_countries_l), dfc_400_accounts[\"country\"], \"Other\"\n", + ")\n", + "dfc_400_accounts[\"region_grp\"] = np.where(\n", + " dfc_400_accounts[\"region\"].isin(top_regions_l), dfc_400_accounts[\"region\"], \"Other\"\n", + ")\n", + "\n", + "print(f\"After filters: {len(dfc_400_accounts)} accounts\")\n", + "\n", + "# Feature selection — Top 400 accounts enrichi (15 variables)\n", + "base_features_400_accounts = [\n", + " \"log_aum_qty_mean\",\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"flow_to_aum_vol\",\n", + " \"activity_intensity\",\n", + " \"n_tx_total\",\n", + " \"avg_n_isin_held\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "all_features_400_accounts = [c for c in base_features_400_accounts if c in dfc_400_accounts.columns]\n", + "\n", + "# Preprocessing — RobustScaler + winsorisation MAD \n", + "dfc_400_accounts_clean = dfc_400_accounts.copy()\n", + "\n", + "for col in [\"flow_direction_balance\", \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\", \"corr_flow_fund_lag6\", \"corr_flow_rate_lag3\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = dfc_400_accounts_clean[col].fillna(0)\n", + "\n", + "for col in [\"n_isin_total\", \"avg_n_isin_held\", \"exit_rate_per_isin\",\n", + " \"avg_holding_months_per_isin\", \"months_since_last_tx\",\n", + " \"activity_intensity\", \"flow_to_aum_vol\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", + "\n", + "for col in [\"gross_flow_to_aum\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n", + " dfc_400_accounts_clean[col] = np.log1p(vals)\n", + "\n", + "for col in [\"flow_freq\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "for col in [\"log_aum_qty_mean\", \"log_gross_flow_qty_mean\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", + "\n", + "for col in [\"n_tx_total\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "X_400_accounts = dfc_400_accounts_clean[all_features_400_accounts].copy()\n", + "X_400_accounts = X_400_accounts.loc[:, ~X_400_accounts.columns.duplicated()]\n", + "X_400_accounts = X_400_accounts.replace([np.inf, -np.inf], np.nan).fillna(X_400_accounts.median())\n", + "\n", + "scaler_400_accounts = RobustScaler()\n", + "X_400_accounts_scaled = scaler_400_accounts.fit_transform(X_400_accounts)\n", + "\n", + "# Diagnostic\n", + "X_df_l = pd.DataFrame(X_400_accounts_scaled, columns=X_400_accounts.columns)\n", + "extreme_l = (X_df_l.abs() > 5).any(axis=1).sum()\n", + "print(f\"Accounts: {X_400_accounts.shape[0]} | Features: {X_400_accounts.shape[1]}\")\n", + "print(f\"Points > 5 std after scaling: {extreme_l} ({extreme_l/len(X_df_l):.1%})\")\n", + "\n", + "# K-selection\n", + "rows_l = []\n", + "for k in range(2, 11):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_400_accounts_scaled)\n", + " rows_l.append({\n", + " \"k\": k, \"inertia\": km.inertia_,\n", + " \"silhouette\": silhouette_score(X_400_accounts_scaled, labels),\n", + " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, labels),\n", + " })\n", + "df_kdiag_400_accounts = pd.DataFrame(rows_l)\n", + "print(df_kdiag_400_accounts.to_string(index=False))\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "for ax, col, title in zip(axes,\n", + " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", + " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", + " ax.plot(df_kdiag_400_accounts[\"k\"], df_kdiag_400_accounts[col], marker=\"o\")\n", + " ax.set_title(title); ax.set_xlabel(\"K\")\n", + "plt.suptitle(\"K-selection — 400 grands comptes (400_accounts)\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "# Clustering K=2, 4, 5 (comme 400_accounts)\n", + "RESULTS_400_accounts = {}\n", + "for k in [2, 4, 5]:\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " dfc_400_accounts[f\"cluster_k{k}\"] = km.fit_predict(X_400_accounts_scaled)\n", + " RESULTS_400_accounts[k] = {\n", + " \"model\": km,\n", + " \"silhouette\": silhouette_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", + " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", + " }\n", + " print(f\"K={k} | sil={RESULTS_400_accounts[k]['silhouette']:.4f} \"\n", + " f\"| db={RESULTS_400_accounts[k]['davies_bouldin']:.4f}\")\n", + " counts = dfc_400_accounts[f\"cluster_k{k}\"].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + " print()\n", + "\n", + "# Profile vars — top 400 accounts (avec les corrélations)\n", + "profile_vars_400_accounts = [\n", + " \"log_aum_qty_mean\",\n", + " \"gross_flow_to_aum\",\n", + " \"flow_freq\",\n", + " \"n_tx_total\",\n", + " \"avg_n_isin_held\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"aum_final_to_peak\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "profile_vars_400_accounts = [c for c in profile_vars_400_accounts if c in dfc_400_accounts.columns]\n", + "\n", + "for k in [2, 5]:\n", + " prof_l = plot_heatmap(\n", + " dfc_400_accounts, profile_vars_400_accounts, f\"cluster_k{k}\",\n", + " title=f\"Cluster signatures — 400 grands comptes K={k} (robust z-score)\",\n", + " figsize=(16, 4)\n", + " )\n", + " print(f\"\\n=== Médianes K={k} (400_accounts) ===\")\n", + " print(prof_l.round(3).to_string())\n", + "\n", + "# Segmentation 2D (comme 400_accounts)\n", + "thr_int = dfc_400_accounts[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_400_accounts[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant\"\n", + " if low_int and not low_frq: return \"Small rebalancers\"\n", + " if not low_int and low_frq: return \"Occasional large movers\"\n", + " return \"Highly active\"\n", + "\n", + "dfc_400_accounts[\"seg_2D\"] = dfc_400_accounts.apply(quadrant, axis=1)\n", + "print(dfc_400_accounts[\"seg_2D\"].value_counts())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for name, g in dfc_400_accounts.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=15, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D behavioral segmentation — 400 grands comptes\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Analyse churn (comme 400_accounts)\n", + "dfc_400_accounts[\"churn_hard\"] = (dfc_400_accounts[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_400_accounts[\"churn_soft\"] = (\n", + " (dfc_400_accounts[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_400_accounts[\"churn_warning\"] = (\n", + " (dfc_400_accounts[\"flow_direction_balance\"] < 0) &\n", + " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Taux de churn globaux ===\")\n", + "print(dfc_400_accounts[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_400_accounts.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn par cluster K={k} (400_accounts) ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4)\n", + " )\n", + " plt.title(f\"Churn by cluster — K={k} (400_accounts)\")\n", + " plt.ylabel(\"Rate\"); plt.xlabel(\"Cluster\")\n", + " plt.tight_layout(); plt.show()\n", + "\n", + "# Matrice de distance inter-cluster\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " rng = np.random.default_rng(42)\n", + " idx = rng.choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]; labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", + " for b in np.cumsum(counts)[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title); plt.tight_layout(); plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_400_accounts_scaled,\n", + " dfc_400_accounts[\"cluster_k5\"].values,\n", + " title=\"Distance matrix — K=5 (400_accounts)\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d5227c4b-734f-48ec-8673-2683615edfbc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comptes sélectionnés (AUM > 5M€) : 431\n" + ] + } + ], + "source": [ + "ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n", + "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", + "\n", + "aum_account = (\n", + " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", + " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", + ")\n", + "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", + "selected_accounts = aum_account[ID_COL]\n", + "print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f11c6fe3-d609-4dab-aecc-91a8cae0ce93", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "seg_2D\n", + "Highly active (high int, high freq) 137\n", + "Dormant (low int, low freq) 136\n", + "Small rebalancers (low int, high freq) 77\n", + "Occasional large movers (high int, low freq) 77\n", + "Name: count, dtype: int64\n", + "thr_int: 4.0037 | thr_freq: 0.7231\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Médianes K=5 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", + "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", + "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", + "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", + "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", + "\n", + "=== Taux de churn globaux ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn par cluster K=2 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 389 0.740 0.823 0.342\n", + "1 38 0.105 0.289 0.105\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn par cluster K=5 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.015 0.075 0.134\n", + "1 29 0.138 0.276 0.138\n", + "2 90 0.944 0.978 0.478\n", + "3 229 0.882 0.987 0.349\n", + "4 12 0.000 0.333 0.083\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== K=2 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k2 \n", + "0 389 73435.780 0.763 4.335 1436.0 46.273 0.606 0.114 1.000 0.0 0.047 -0.040\n", + "1 38 67965.743 0.043 1.506 4.0 40.357 0.292 0.580 0.303 17.5 0.006 -0.008\n", + "\n", + "===== K=5 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k5 \n", + "3 229 58391.143 0.763 4.083 1386.0 45.412 0.643 0.116 1.000 0.0 0.020 -0.014\n", + "2 90 302331.761 0.992 4.668 7761.5 62.937 0.621 0.017 1.000 0.0 0.160 -0.144\n", + "0 67 38200.766 0.351 3.243 88.0 33.000 0.419 0.263 0.169 1.0 0.028 -0.039\n", + "1 29 106782.844 0.043 1.013 4.0 42.429 0.333 0.783 0.180 30.0 0.013 -0.012\n", + "4 12 46632.822 0.079 4.102 8.0 33.394 0.360 0.250 0.378 7.0 -0.000 0.008\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# GRAPHIQUES — Approche Louis (400 grands comptes)\n", + "# ============================================================\n", + "\n", + "# ── 1. Segmentation 2D : intensité relative vs fréquence ──────────────────\n", + "thr_int = dfc_louis[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_louis[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant (low int, low freq)\"\n", + " if low_int and not low_frq: return \"Small rebalancers (low int, high freq)\"\n", + " if not low_int and low_frq: return \"Occasional large movers (high int, low freq)\"\n", + " return \"Highly active (high int, high freq)\"\n", + "\n", + "dfc_louis[\"seg_2D\"] = dfc_louis.apply(quadrant, axis=1)\n", + "print(dfc_louis[\"seg_2D\"].value_counts())\n", + "print(f\"thr_int: {thr_int:.4f} | thr_freq: {thr_freq:.4f}\")\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_louis.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D behavioral segmentation — 400+ grands comptes\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 2. Clusters K=5 dans l'espace 2D intensité/fréquence ──────────────────\n", + "labels_map = {\n", + " 0: \"Cluster 0 : Large and highly active movers\",\n", + " 1: \"Cluster 1 : Occasional large movers\",\n", + " 3: \"Cluster 3 : Dormant profiles\",\n", + " 4: \"Cluster 4 : Loyal clients\"\n", + "}\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2])].groupby(\"cluster_k5\"):\n", + " plt.scatter(\n", + " g[\"flow_freq\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"K=5 — Clusters dans l'espace intensité/fréquence (hors C2 extrêmes)\")\n", + "plt.ylim(0.1, 1000)\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 3. Double graphique : intensité/fréquence + churn/loyalty ─────────────\n", + "if \"log_n_tx_total\" not in dfc_louis.columns:\n", + " dfc_louis[\"log_n_tx_total\"] = np.log1p(dfc_louis[\"n_tx_total\"].clip(lower=0))\n", + "\n", + "thr_log_tx = dfc_louis[\"log_n_tx_total\"].median()\n", + "thr_churn = dfc_louis[\"aum_drawdown_last\"].median()\n", + "thr_hold = dfc_louis[\"avg_holding_months_per_isin\"].median()\n", + "\n", + "color_map = {1: \"#ff7f0e\", 4: \"red\"}\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", + "\n", + "# Graphique 1 : log_n_tx_total vs gross_flow_to_aum\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2, 4])].groupby(\"cluster_k5\"):\n", + " axes[0].scatter(\n", + " g[\"log_n_tx_total\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[0].set_yscale(\"log\")\n", + "axes[0].axvline(thr_log_tx, linestyle=\"--\", color=\"gray\")\n", + "axes[0].axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "axes[0].set_xlabel(\"Activity frequency (log n_tx_total)\")\n", + "axes[0].set_ylabel(\"Gross flow / mean AUM\")\n", + "axes[0].set_title(\"Intensité vs fréquence (log transactions)\")\n", + "axes[0].set_ylim(0.1, 1000)\n", + "axes[0].legend(markerscale=2)\n", + "\n", + "# Graphique 2 : avg_holding_months_per_isin vs aum_drawdown_last\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([0, 2, 3])].groupby(\"cluster_k5\"):\n", + " axes[1].scatter(\n", + " g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"],\n", + " s=10,\n", + " color=color_map.get(int(name), \"gray\"),\n", + " label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[1].set_yscale(\"log\")\n", + "axes[1].axvline(thr_hold, linestyle=\"--\", color=\"gray\")\n", + "axes[1].axhline(thr_churn, linestyle=\"--\", color=\"gray\")\n", + "axes[1].set_xlabel(\"avg_holding_months_per_isin\")\n", + "axes[1].set_ylabel(\"aum_drawdown_last\")\n", + "axes[1].set_title(\"Churn vs Loyalty (clusters 1 et 4)\")\n", + "axes[1].set_ylim(0.001, 1.3)\n", + "axes[1].legend(markerscale=2)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 4. Heatmap K=5 ────────────────────────────────────────────────────────\n", + "prof_louis_k5 = plot_heatmap(\n", + " dfc_louis, profile_vars_louis, \"cluster_k5\",\n", + " title=\"Cluster signatures — 400 grands comptes K=5 (robust z-score)\",\n", + " figsize=(16, 4)\n", + ")\n", + "print(\"\\n=== Médianes K=5 (Louis) ===\")\n", + "print(prof_louis_k5.round(3).to_string())\n", + "\n", + "# ── 5. Analyse churn ──────────────────────────────────────────────────────\n", + "dfc_louis[\"churn_hard\"] = (dfc_louis[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_louis[\"churn_soft\"] = (\n", + " (dfc_louis[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_louis[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_louis[\"churn_warning\"] = (\n", + " (dfc_louis[\"flow_direction_balance\"] < 0) &\n", + " (dfc_louis[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Taux de churn globaux ===\")\n", + "print(dfc_louis[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_louis.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn par cluster K={k} ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4),\n", + " color=[\"#d62728\", \"#ff7f0e\", \"#ffbb78\"]\n", + " )\n", + " plt.title(f\"Churn by cluster — K={k} (Louis)\")\n", + " plt.ylabel(\"Rate\")\n", + " plt.xlabel(\"Cluster\")\n", + " plt.xticks(rotation=0)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# ── 6. Matrice de distance inter-cluster ──────────────────────────────────\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400,\n", + " title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " rng = np.random.default_rng(42)\n", + " idx = rng.choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]\n", + " labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", + " for b in np.cumsum(counts)[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_louis_scaled,\n", + " dfc_louis[\"cluster_k5\"].values,\n", + " title=\"Distance matrix — K=5 (Louis)\"\n", + ")\n", + "\n", + "# ── 7. Tableau de profil complet par cluster ──────────────────────────────\n", + "for k in [2, 5]:\n", + " print(f\"\\n===== K={k} =====\")\n", + " prof = (\n", + " dfc_louis.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " aum_qty_mean_med = (\"aum_qty_mean\", \"median\"),\n", + " freq_med = (\"flow_freq\", \"median\"),\n", + " gross_flow_to_aum_med = (\"gross_flow_to_aum\", \"median\"),\n", + " n_tx_med = (\"n_tx_total\", \"median\"),\n", + " holding_med = (\"avg_holding_months_per_isin\",\"median\"),\n", + " exit_rate_med = (\"exit_rate_per_isin\", \"median\"),\n", + " flow_dir_med = (\"flow_direction_balance\", \"median\"),\n", + " drawdown_med = (\"aum_drawdown_last\", \"median\"),\n", + " months_inactive_med = (\"months_since_last_tx\", \"median\"),\n", + " corr_fund_lag3_med = (\"corr_flow_fund_lag3\", \"median\"),\n", + " corr_rate_lag3_med = (\"corr_flow_rate_lag3\", \"median\"),\n", + " )\n", + " .sort_values(\"n_clients\", ascending=False)\n", + " )\n", + " print(prof.round(3).to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "96e2d1b4-329f-4da7-bee2-916ee5dc3fd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "======================================================================\n", + "COMPARAISON — Approche globale (Sarah) vs 400 grands comptes (Louis)\n", + "======================================================================\n", + "Comptes communs aux deux approches : 293\n", + "\n", + "Croisement Sarah K=4 x Louis K=5 (n=293) :\n", + " Louis C0 Louis C1 Louis C2 Louis C3 Louis C4\n", + "Sarah C0 39.0 27.0 0.0 23.0 11.0\n", + "Sarah C1 0.0 100.0 0.0 0.0 0.0\n", + "Sarah C2 16.0 1.0 8.0 74.0 1.0\n", + "Sarah C3 30.0 44.0 0.0 11.0 15.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Adjusted Rand Index Sarah x Louis : 0.3394\n", + "(0 = indépendants, 1 = identiques)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# COMPARAISON DES DEUX APPROCHES\n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"COMPARAISON — Approche globale vs 400 grands comptes\")\n", + "print(\"=\"*70)\n", + "\n", + "# Comptes communs\n", + "common_ids = set(dfc[ID_COL]).intersection(set(dfc_400_accounts[ID_COL]))\n", + "print(f\"Comptes communs aux deux approches : {len(common_ids)}\")\n", + "\n", + "# Croisement des clusterings sur les comptes communs\n", + "dfc_compare = (\n", + " dfc[dfc[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k4\"]]\n", + " .rename(columns={\"cluster_k4\": \"cluster_global\"})\n", + " .merge(\n", + " dfc_400_accounts[dfc_400_accounts[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k5\"]]\n", + " .rename(columns={\"cluster_k5\": \"cluster_400_accounts\"}),\n", + " on=ID_COL\n", + " )\n", + ")\n", + "\n", + "print(f\"\\nCroisement K=4 x K=5 (n={len(dfc_compare)}) :\")\n", + "ct = pd.crosstab(\n", + " dfc_compare[\"cluster_global\"],\n", + " dfc_compare[\"cluster_400_accounts\"],\n", + " normalize=\"index\"\n", + ").round(2) * 100\n", + "ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "ct.columns = [f\"Top 400 Accounts C{i}\" for i in ct.columns]\n", + "print(ct.to_string())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " cbar_kws={\"label\": \"%\"})\n", + "plt.title(\"Croisement clustering global (K=4) x 400 grands comptes (K=5)\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "ari = adjusted_rand_score(\n", + " dfc_compare[\"cluster_global\"].values,\n", + " dfc_compare[\"cluster_400_accounts\"].values\n", + ")\n", + "print(f\"\\nAdjusted Rand Index Global x Top 400 Accounts : {ari:.4f}\")\n", + "print(\"(0 = indépendants, 1 = identiques)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/brouillon/clustering.ipynb b/brouillon/clustering.ipynb new file mode 100644 index 0000000..06eb16a --- /dev/null +++ b/brouillon/clustering.ipynb @@ -0,0 +1,3025 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "aa4cb7c9-15d7-466b-a473-d5eb42cb5587", + "metadata": {}, + "source": [ + "IMPORTS & CONFIGURATION" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "b4fd8626-44a3-4116-af2f-3637b6fd4bbd", + "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", + "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": "57e7d14d-db0f-4fbb-b4d8-21e0f4c14dff", + "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": "27b7b71b-6792-4abd-bca1-3911c7d19066", + "metadata": {}, + "outputs": [], + "source": [ + "# ============================================================\n", + "# UTILITAIRES \n", + "# ============================================================\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", + " \"\"\"Heatmap des signatures de clusters avec z-score robuste et cap à ±3.\"\"\"\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 pour lisibilité\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", + " \"\"\"Clip MAD n sigma. Si MAD~0, clip au p95.\"\"\"\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", + " \"\"\"Ajoute months_since_last_tx[suffix] à 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": "code", + "execution_count": 4, + "id": "90b6f9a5-9eb8-439c-8d6e-4f459aa613f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "flows: (2574461, 26)\n", + "aum: (4824814, 19)\n", + "nav: (623914, 6)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 1. DATA LOADING\n", + "# ============================================================\n", + "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", + "# Filtrer les comptes techniques\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": "code", + "execution_count": 5, + "id": "339c6c5d-4ebc-447c-a8c5-022de42ca752", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Panel shape: (4754355, 24)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 2. MONTHLY PANEL CONSTRUCTION\n", + "# ============================================================\n", + "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 & 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": "code", + "execution_count": 7, + "id": "80b93757-f141-4e94-80fa-4fc0538e0f1d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "df_month shape: (931089, 22)\n", + "ISIN-level client features: (12582, 12)\n", + "Asset shares: (7473, 6)\n", + "Fund shares: (6591, 11)\n", + "df_client_base shape: (12582, 47)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# 3. FEATURE ENGINEERING\n", + "# ============================================================\n", + "\n", + "# 3a. Panel mensuel\n", + "tmp = df_rel_m.copy()\n", + "tmp[\"isin_held_flag\"] = (tmp[\"aum_qty\"] > 0).astype(int)\n", + "tmp[\"isin_active_flag\"] = (tmp[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month = (\n", + " tmp.groupby([ID_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " aum_val = (\"aum_val\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " n_isin_active = (\"isin_active_flag\", \"sum\"),\n", + " delta_rate_m = (\"delta_rate_m\", \"first\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " region = (\"region\", \"first\"),\n", + " country = (\"country\", \"first\"),\n", + " )\n", + " .sort_values([ID_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month[\"active_month\"] = (df_month[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month[\"flow_to_aum_m\"] = np.where(\n", + " df_month[\"aum_qty\"].abs() > 0,\n", + " df_month[\"net_flow_qty\"] / df_month[\"aum_qty\"].abs(), np.nan\n", + ")\n", + "df_month[\"turnover_m\"] = np.where(\n", + " df_month[\"aum_qty\"].abs() > 0,\n", + " df_month[\"gross_flow_qty\"] / df_month[\"aum_qty\"].abs(), np.nan\n", + ")\n", + "df_month[\"sub_share_m\"] = np.where(\n", + " df_month[\"gross_flow_qty\"] > 0,\n", + " df_month[\"sub_qty\"] / df_month[\"gross_flow_qty\"], np.nan\n", + ")\n", + "df_month[\"red_share_m\"] = np.where(\n", + " df_month[\"gross_flow_qty\"] > 0,\n", + " df_month[\"red_qty\"] / df_month[\"gross_flow_qty\"], np.nan\n", + ")\n", + "df_month[\"aum_peak_to_date\"] = df_month.groupby(ID_COL)[\"aum_qty\"].cummax()\n", + "df_month[\"aum_drawdown\"] = np.where(\n", + " df_month[\"aum_peak_to_date\"] > 0,\n", + " 1 - df_month[\"aum_qty\"] / df_month[\"aum_peak_to_date\"], np.nan\n", + ")\n", + "\n", + "print(\"df_month shape:\", df_month.shape)\n", + "\n", + "# 3b. ISIN-level features\n", + "tmp = df_rel_m.sort_values([ID_COL, ISIN_COL, \"month\"]).copy()\n", + "tmp[\"prev_aum\"] = tmp.groupby([ID_COL, ISIN_COL])[\"aum_qty\"].shift(1)\n", + "tmp[\"entry_event\"] = ((tmp[\"prev_aum\"].fillna(0) <= 0) & (tmp[\"aum_qty\"] > 0)).astype(int)\n", + "tmp[\"full_exit_event\"] = ((tmp[\"prev_aum\"] > 0) & (tmp[\"aum_qty\"] <= 0)).astype(int)\n", + "tmp[\"ret_fund_m_lag1\"] = tmp.groupby([ID_COL, ISIN_COL])[\"ret_fund_m\"].shift(1)\n", + "tmp[\"buy_on_perf\"] = ((tmp[\"net_flow_qty\"] > 0) & (tmp[\"ret_fund_m_lag1\"] > 0)).astype(int)\n", + "tmp[\"sell_on_perf\"] = ((tmp[\"net_flow_qty\"] < 0) & (tmp[\"ret_fund_m_lag1\"] < 0)).astype(int)\n", + "\n", + "df_rel_feat = (\n", + " tmp.groupby([ID_COL, ISIN_COL], as_index=False)\n", + " .agg(\n", + " rel_n_months = (\"month\", \"nunique\"),\n", + " rel_active_months = (\"active_rel_month\", \"sum\"),\n", + " rel_holding_months = (\"holding_rel_month\", \"sum\"),\n", + " rel_aum_mean = (\"aum_qty\", \"mean\"),\n", + " rel_turnover_mean = (\"turnover_rel\", \"mean\"),\n", + " rel_turnover_vol = (\"turnover_rel\", \"std\"),\n", + " rel_flow_to_aum_vol = (\"flow_to_aum_rel\", \"std\"),\n", + " rel_n_tx = (\"n_tx\", \"sum\"),\n", + " rel_full_exit_count = (\"full_exit_event\", \"sum\"),\n", + " rel_entry_count = (\"entry_event\", \"sum\"),\n", + " buy_on_perf_rate = (\"buy_on_perf\", \"mean\"),\n", + " sell_on_perf_rate = (\"sell_on_perf\", \"mean\"),\n", + " )\n", + ")\n", + "\n", + "isin_aum = df_rel_feat.groupby(ID_COL)[\"rel_aum_mean\"].transform(\"sum\")\n", + "df_rel_feat[\"isin_weight\"] = np.where(\n", + " isin_aum > 0, df_rel_feat[\"rel_aum_mean\"] / isin_aum, np.nan\n", + ")\n", + "hhi_isin = (\n", + " df_rel_feat.groupby(ID_COL)[\"isin_weight\"]\n", + " .apply(lambda w: np.sum(w**2))\n", + " .reset_index(name=\"hhi_isin\")\n", + ")\n", + "\n", + "df_rel_client = (\n", + " df_rel_feat.groupby(ID_COL, as_index=False)\n", + " .agg(\n", + " n_isin_total = (ISIN_COL, \"nunique\"),\n", + " rel_turnover_mean_avg = (\"rel_turnover_mean\", \"mean\"),\n", + " rel_turnover_vol_avg = (\"rel_turnover_vol\", \"mean\"),\n", + " rel_flow_to_aum_vol_avg = (\"rel_flow_to_aum_vol\", \"mean\"), \n", + " full_exit_count = (\"rel_full_exit_count\", \"sum\"),\n", + " entry_count = (\"rel_entry_count\", \"sum\"),\n", + " avg_holding_months_per_isin = (\"rel_holding_months\", \"mean\"),\n", + " max_holding_months_per_isin = (\"rel_holding_months\", \"max\"),\n", + " buy_on_perf_rate_avg = (\"buy_on_perf_rate\", \"mean\"),\n", + " sell_on_perf_rate_avg = (\"sell_on_perf_rate\", \"mean\"),\n", + " )\n", + " .merge(hhi_isin, on=ID_COL, how=\"left\")\n", + ")\n", + "\n", + "print(\"ISIN-level client features:\", df_rel_client.shape)\n", + "\n", + "# 3c. Asset & fund shares\n", + "aum_by_asset = (\n", + " df_aum.dropna(subset=[ID_COL, ASSET_COL])\n", + " .groupby([ID_COL, ASSET_COL], as_index=False)[AUM_VAL_COL].sum()\n", + ")\n", + "total_aum_acc = aum_by_asset.groupby(ID_COL)[AUM_VAL_COL].sum().rename(\"total_aum\")\n", + "aum_by_asset = aum_by_asset.merge(total_aum_acc, on=ID_COL)\n", + "aum_by_asset[\"share\"] = np.where(\n", + " aum_by_asset[\"total_aum\"] > 0,\n", + " aum_by_asset[AUM_VAL_COL] / aum_by_asset[\"total_aum\"], np.nan\n", + ")\n", + "asset_shares = (\n", + " aum_by_asset\n", + " .pivot_table(index=ID_COL, columns=ASSET_COL, values=\"share\", aggfunc=\"mean\")\n", + " .fillna(0).reset_index()\n", + ")\n", + "asset_shares.columns = [ID_COL] + [\n", + " f\"share_asset_{c.lower().replace(' ','_')}\" for c in asset_shares.columns[1:]\n", + "]\n", + "\n", + "aum_by_fund = (\n", + " df_aum.dropna(subset=[ID_COL, FUND_COL])\n", + " .groupby([ID_COL, FUND_COL], as_index=False)[AUM_VAL_COL].sum()\n", + ")\n", + "aum_by_fund = aum_by_fund.merge(total_aum_acc, on=ID_COL)\n", + "aum_by_fund[\"share\"] = np.where(\n", + " aum_by_fund[\"total_aum\"] > 0,\n", + " aum_by_fund[AUM_VAL_COL] / aum_by_fund[\"total_aum\"], np.nan\n", + ")\n", + "top_funds = aum_by_fund.groupby(FUND_COL)[AUM_VAL_COL].sum().nlargest(10).index\n", + "fund_shares = (\n", + " aum_by_fund[aum_by_fund[FUND_COL].isin(top_funds)]\n", + " .pivot_table(index=ID_COL, columns=FUND_COL, values=\"share\", aggfunc=\"mean\")\n", + " .fillna(0).reset_index()\n", + ")\n", + "fund_shares.columns = [ID_COL] + [\n", + " f\"share_fund_{c.lower().replace(' ','_')[:30]}\" for c in fund_shares.columns[1:]\n", + "]\n", + "\n", + "print(\"Asset shares:\", asset_shares.shape)\n", + "print(\"Fund shares: \", fund_shares.shape)\n", + "\n", + "# 3e. Static client features (commun)\n", + "df_client_base = (\n", + " df_month.groupby(ID_COL, as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_median = (\"aum_qty\", \"median\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " gross_flow_qty_mean= (\"gross_flow_qty\", \"mean\"),\n", + " sub_qty_sum = (\"sub_qty\", \"sum\"),\n", + " red_qty_sum = (\"red_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " max_n_isin_held = (\"n_isin_held\", \"max\"),\n", + " net_flow_qty_vol = (\"net_flow_qty\", \"std\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " aum_drawdown_max = (\"aum_drawdown\", \"max\"),\n", + " region = (\"region\", \"last\"),\n", + " country = (\"country\", \"last\"),\n", + " )\n", + ")\n", + "df_client_base[\"net_flow_qty_vol\"] = df_client_base[\"net_flow_qty_vol\"].fillna(0)\n", + "\n", + "df_client_base = (\n", + " df_client_base\n", + " .merge(df_rel_client, on=ID_COL, how=\"left\")\n", + " .merge(asset_shares, on=ID_COL, how=\"left\")\n", + " .merge(fund_shares, on=ID_COL, how=\"left\")\n", + ")\n", + "\n", + "print(\"df_client_base shape:\", df_client_base.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ae1415ce-3518-4948-9b49-fe1380bd16f7", + "metadata": {}, + "outputs": [], + "source": [ + "# ============================================================\n", + "# PART 1 — GLOBAL CLUSTERING \n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"PARTIE 1 — CLUSTERING GLOBAL\")\n", + "print(\"=\"*70)\n", + "\n", + "# 2f. Engineered ratios\n", + "dfc = df_client_base.copy()\n", + "dfc[\"log_aum_qty_mean\"] = np.log1p(dfc[\"aum_qty_mean\"].clip(lower=0))\n", + "dfc[\"gross_flow_to_aum\"] = np.where(\n", + " dfc[\"aum_qty_mean\"] > 1,\n", + " dfc[\"gross_flow_qty_sum\"] / dfc[\"aum_qty_mean\"], np.nan\n", + ")\n", + "dfc[\"flow_direction_balance\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " dfc[\"net_flow_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"sub_share_mean\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " dfc[\"sub_qty_sum\"] / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"redemption_bias\"] = np.where(\n", + " dfc[\"gross_flow_qty_sum\"] > 0,\n", + " (dfc[\"red_qty_sum\"] - dfc[\"sub_qty_sum\"]) / dfc[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc[\"exit_rate_per_isin\"] = np.where(\n", + " dfc[\"n_isin_total\"] > 0,\n", + " dfc[\"full_exit_count\"] / dfc[\"n_isin_total\"], np.nan\n", + ")\n", + "dfc[\"aum_final_to_peak\"] = np.where(\n", + " dfc[\"aum_qty_max\"] > 0,\n", + " dfc[\"aum_qty_last\"] / dfc[\"aum_qty_max\"], np.nan\n", + ")\n", + "dfc[\"aum_drawdown_last\"] = dfc[\"aum_drawdown_last\"].clip(0, 1)\n", + "\n", + "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", + " dfc[f\"log_{col}\"] = np.log1p(dfc[col].clip(lower=0))\n", + "\n", + "# Filtres qualité\n", + "dfc = dfc[(dfc[\"n_months\"] >= 6) & (dfc[\"aum_qty_mean\"] > 0)].copy()\n", + "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\"]:\n", + " cap = dfc[col].quantile(0.99)\n", + " dfc = dfc[dfc[col] <= cap].copy()\n", + "\n", + "# Géographie\n", + "top_countries = dfc[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "top_regions = dfc[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "dfc[\"country_grp\"] = np.where(dfc[\"country\"].isin(top_countries), dfc[\"country\"], \"Other\")\n", + "dfc[\"region_grp\"] = np.where(dfc[\"region\"].isin(top_regions), dfc[\"region\"], \"Other\")\n", + "\n", + "# months_since_last_tx\n", + "dfc = add_months_since_last_tx(dfc, df_month, ID_COL)\n", + "\n", + "print(f\"After filters: {len(dfc)} accounts\")\n", + "\n", + "# Feature selection & preprocessing\n", + "base_features_global = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx\",\n", + "]\n", + "all_features_global = [c for c in base_features_global if c in dfc.columns]\n", + "\n", + "dfc_clean = dfc.copy()\n", + "\n", + "for col in [\"flow_direction_balance\", \"months_since_last_tx\"]:\n", + " if col in dfc_clean.columns:\n", + " dfc_clean[col] = dfc_clean[col].fillna(0)\n", + "\n", + "for col in [\"n_isin_total\", \"exit_rate_per_isin\",\n", + " \"avg_holding_months_per_isin\", \"months_since_last_tx\"]:\n", + " if col in dfc_clean.columns:\n", + " dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n", + "\n", + "col = \"gross_flow_to_aum\"\n", + "if col in dfc_clean.columns:\n", + " vals = dfc_clean[col].to_numpy(dtype=float)\n", + " vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n", + " dfc_clean[col] = np.log1p(vals)\n", + "\n", + "col = \"flow_freq\"\n", + "if col in dfc_clean.columns:\n", + " vals = dfc_clean[col].to_numpy(dtype=float)\n", + " dfc_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "col = \"log_aum_qty_mean\"\n", + "if col in dfc_clean.columns:\n", + " dfc_clean[col] = winsorize_mad(dfc_clean[col], n_sigma=3)\n", + "\n", + "X_global = dfc_clean[all_features_global].copy()\n", + "X_global = X_global.loc[:, ~X_global.columns.duplicated()]\n", + "X_global = X_global.fillna(X_global.median())\n", + "\n", + "scaler_global = RobustScaler()\n", + "X_global_scaled = scaler_global.fit_transform(X_global)\n", + "\n", + "# Diagnostic\n", + "X_df = pd.DataFrame(X_global_scaled, columns=X_global.columns)\n", + "extreme = (X_df.abs() > 5).any(axis=1).sum()\n", + "print(f\"Accounts: {X_global.shape[0]} | Features: {X_global.shape[1]}\")\n", + "print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df):.1%})\")\n", + "\n", + "# K-selection\n", + "rows = []\n", + "for k in range(2, 8):\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_global_scaled)\n", + " rows.append({\n", + " \"k\": k, \"inertia\": km.inertia_,\n", + " \"silhouette\": silhouette_score(X_global_scaled, labels),\n", + " \"davies_bouldin\": davies_bouldin_score(X_global_scaled, labels),\n", + " })\n", + "df_kdiag_global = pd.DataFrame(rows)\n", + "print(df_kdiag_global.to_string(index=False))\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "for ax, col, title in zip(axes,\n", + " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", + " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", + " ax.plot(df_kdiag_global[\"k\"], df_kdiag_global[col], marker=\"o\")\n", + " ax.set_title(title); ax.set_xlabel(\"K\")\n", + "plt.suptitle(\"K-selection — Global Clustering\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "# Clustering K=4\n", + "RESULTS_GLOBAL = {}\n", + "for k in [4]:\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " dfc[f\"cluster_k{k}\"] = km.fit_predict(X_global_scaled)\n", + " RESULTS_GLOBAL[k] = {\n", + " \"model\": km,\n", + " \"silhouette\": silhouette_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", + " \"davies_bouldin\": davies_bouldin_score(X_global_scaled, dfc[f\"cluster_k{k}\"]),\n", + " }\n", + " print(f\"K={k} | sil={RESULTS_GLOBAL[k]['silhouette']:.4f} \"\n", + " f\"| db={RESULTS_GLOBAL[k]['davies_bouldin']:.4f}\")\n", + " counts = dfc[f\"cluster_k{k}\"].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + "# Heatmaps\n", + "profile_vars_behavior = [\n", + " \"gross_flow_to_aum\", \"flow_freq\", \"flow_direction_balance\",\n", + " \"n_isin_total\", \"avg_holding_months_per_isin\", \"exit_rate_per_isin\",\n", + " \"log_aum_qty_mean\", \"months_since_last_tx\",\n", + "]\n", + "profile_vars_behavior = [c for c in profile_vars_behavior if c in dfc.columns]\n", + "\n", + "prof_behavior = plot_heatmap(\n", + " dfc, profile_vars_behavior, \"cluster_k4\",\n", + " title=\"Cluster signatures — Comportement (K=4, robust z-score)\",\n", + " figsize=(14, 4)\n", + ")\n", + "print(\"\\n=== Médianes comportement K=4 ===\")\n", + "print(prof_behavior.round(3).to_string())\n", + "\n", + "profile_vars_allocation = [\n", + " c for c in [\n", + " \"share_asset_fixed_income\", \"share_asset_diversified\",\n", + " \"share_asset_equity\", \"share_fund_carmignac_patrimoine\",\n", + " \"share_fund_carmignac_investissement\", \"share_fund_carmignac_sécurité\",\n", + " \"share_fund_carmignac_emergents\",\n", + " ] if c in dfc.columns\n", + "]\n", + "\n", + "prof_allocation = plot_heatmap(\n", + " dfc, profile_vars_allocation, \"cluster_k4\",\n", + " title=\"Cluster signatures — Allocation produits (K=4, descriptif)\",\n", + " figsize=(12, 4)\n", + ")\n", + "print(\"\\n=== Médianes allocation K=4 ===\")\n", + "print(prof_allocation.round(3).to_string())\n", + "\n", + "# Description géographique\n", + "print(\"\\n=== Distribution géographique par cluster ===\")\n", + "geo_country = pd.crosstab(\n", + " dfc[\"cluster_k4\"], dfc[\"country_grp\"].fillna(\"Unknown\"),\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "geo_region = pd.crosstab(\n", + " dfc[\"cluster_k4\"], dfc[\"region_grp\"].fillna(\"Unknown\"),\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(18, 4))\n", + "sns.heatmap(geo_country, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " ax=axes[0], cbar_kws={\"label\": \"%\"})\n", + "axes[0].set_title(\"Distribution par pays (% par cluster)\")\n", + "sns.heatmap(geo_region, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " ax=axes[1], cbar_kws={\"label\": \"%\"})\n", + "axes[1].set_title(\"Distribution par région (% par cluster)\")\n", + "plt.tight_layout(); plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "8f67a20a-f31e-4380-9ecb-5e87eb67bed1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Colonnes disponibles : ['Registrar Account - ID', 'cluster_k4', 'cluster_alternative', 'cluster_diversified', 'cluster_equity', 'cluster_fixed_income']\n", + "Shape : (7179, 6)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "============================================================\n", + "Global x Alternative\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 91.1 1.1 7.8\n", + "Global C1 48.7 10.7 40.5\n", + "Global C2 86.5 6.2 7.3\n", + "Global C3 93.2 0.9 5.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 41.0 11.0 23.5\n", + "Global C1 9.5 47.9 52.7\n", + "Global C2 21.2 34.6 12.0\n", + "Global C3 28.2 6.5 11.8\n", + "\n", + "============================================================\n", + "Global x Diversified\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 64.2 33.9 1.8\n", + "Global C1 21.1 61.7 17.2\n", + "Global C2 31.6 40.4 27.9\n", + "Global C3 40.9 54.0 5.1\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 54.4 28.5 6.6\n", + "Global C1 7.8 22.5 26.7\n", + "Global C2 14.6 18.5 54.4\n", + "Global C3 23.3 30.5 12.3\n", + "\n", + "============================================================\n", + "Global x Equity\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 70.6 25.9 3.2 0.2\n", + "Global C1 18.7 23.1 9.7 48.6\n", + "Global C2 37.4 32.8 29.5 0.3\n", + "Global C3 44.2 49.1 6.8 0.0\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1 Asset C2\n", + "Global C0 54.8 29.9 11.6 0.9\n", + "Global C1 6.3 11.5 15.0 98.3\n", + "Global C2 15.8 20.6 57.2 0.9\n", + "Global C3 23.1 38.0 16.2 0.0\n", + "\n", + "============================================================\n", + "Global x Fixed Income\n", + "============================================================\n", + "\n", + "% par cluster global (chaque ligne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 34.5 61.5 4.0\n", + "Global C1 19.3 52.9 27.9\n", + "Global C2 65.4 21.2 13.3\n", + "Global C3 72.0 24.1 3.9\n", + "\n", + "% par cluster asset (chaque colonne somme à 100%) :\n", + " Non exposé Asset C0 Asset C1\n", + "Global C0 27.2 54.8 15.5\n", + "Global C1 6.6 20.4 46.4\n", + "Global C2 28.1 10.3 28.0\n", + "Global C3 38.2 14.4 10.1\n", + "\n", + "============================================================\n", + "Adjusted Rand Index — cohérence global x asset\n", + "============================================================\n", + "(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\n", + "\n", + " Alternative : ARI=0.0278 (n=1166 comptes communs)\n", + " Diversified : ARI=0.0347 (n=3980 comptes communs)\n", + " Equity : ARI=0.1587 (n=3691 comptes communs)\n", + " Fixed Income : ARI=0.1106 (n=3743 comptes communs)\n", + "\n", + "============================================================\n", + "Exposition multi-asset par cluster global\n", + "============================================================\n", + "\n", + "Nombre moyen d'asset types par cluster global :\n", + "cluster_k4\n", + "0 1.40\n", + "1 2.92\n", + "2 1.79\n", + "3 1.50\n", + "Name: n_asset_types, dtype: float64\n", + "\n", + "Distribution du nombre d'asset types par cluster global :\n", + " 0 asset(s) 1 asset(s) 2 asset(s) 3 asset(s) 4 asset(s)\n", + "Global C0 0.4 73.9 14.8 7.3 3.5\n", + "Global C1 0.8 17.5 13.6 25.0 43.1\n", + "Global C2 0.0 49.2 29.3 14.8 6.7\n", + "Global C3 0.0 64.7 23.3 9.6 2.4\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CROISEMENT — clustering global x clustering par asset type\n", + "# ============================================================\n", + "\n", + "# ── 1. Merge des labels asset dans dfc ────────────────────────────────────\n", + "dfc_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_a = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_cross = dfc_cross.merge(df_a, on=ID_COL, how=\"left\")\n", + "\n", + "print(\"Colonnes disponibles :\", dfc_cross.columns.tolist())\n", + "print(\"Shape :\", dfc_cross.shape)\n", + "\n", + "# ── 2. Tables de contingence global x asset ───────────────────────────────\n", + "fig, axes = plt.subplots(2, 2, figsize=(18, 12))\n", + "axes = axes.flatten()\n", + "\n", + "for i, (asset, res) in enumerate(ASSET_RESULTS.items()):\n", + " cluster_col = res[\"cluster_col\"]\n", + "\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Table de contingence normalisée par ligne (% par cluster global)\n", + " ct = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + "\n", + " # Renommer les colonnes\n", + " col_names = {\n", + " c: f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct.columns\n", + " }\n", + " ct = ct.rename(columns=col_names)\n", + " ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "\n", + " sns.heatmap(\n", + " ct,\n", + " cmap=\"Blues\",\n", + " annot=True,\n", + " fmt=\".1f\",\n", + " ax=axes[i],\n", + " cbar_kws={\"label\": \"%\"},\n", + " vmin=0,\n", + " vmax=100,\n", + " )\n", + " axes[i].set_title(f\"Global x {asset} (% par cluster global)\")\n", + " axes[i].set_xlabel(f\"Cluster {asset}\")\n", + " axes[i].set_ylabel(\"Cluster Global\")\n", + "\n", + "plt.suptitle(\"Croisement Clustering Global x Clustering par Asset Type\",\n", + " fontsize=14, y=1.02)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 3. Tables de contingence détaillées ───────────────────────────────────\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"Global x {asset}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " # % par cluster global\n", + " ct_row = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"index\"\n", + " ).round(3) * 100\n", + " ct_row.index = [f\"Global C{i}\" for i in ct_row.index]\n", + " ct_row.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_row.columns]\n", + " print(\"\\n% par cluster global (chaque ligne somme à 100%) :\")\n", + " print(ct_row.to_string())\n", + "\n", + " # % par cluster asset\n", + " ct_col = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[cluster_col].fillna(-1).astype(int),\n", + " normalize=\"columns\"\n", + " ).round(3) * 100\n", + " ct_col.index = [f\"Global C{i}\" for i in ct_col.index]\n", + " ct_col.columns = [f\"Asset C{c}\" if c >= 0 else \"Non exposé\"\n", + " for c in ct_col.columns]\n", + " print(\"\\n% par cluster asset (chaque colonne somme à 100%) :\")\n", + " print(ct_col.to_string())\n", + "\n", + "# ── 4. Indice de Rand Ajusté — mesure de cohérence ────────────────────────\n", + "from sklearn.metrics import adjusted_rand_score\n", + "\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Adjusted Rand Index — cohérence global x asset\")\n", + "print(\"=\"*60)\n", + "print(\"(1 = identiques, 0 = aléatoire, <0 = pire qu'aléatoire)\\n\")\n", + "\n", + "for asset, res in ASSET_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " if cluster_col not in dfc_cross.columns:\n", + " continue\n", + "\n", + " # Garder seulement les comptes présents dans les deux clusterings\n", + " mask = dfc_cross[cluster_col].notna()\n", + " labels_global = dfc_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_asset = dfc_cross.loc[mask, cluster_col].values\n", + "\n", + " ari = adjusted_rand_score(labels_global, labels_asset)\n", + " n_common = mask.sum()\n", + " print(f\" {asset:20s} : ARI={ari:.4f} (n={n_common} comptes communs)\")\n", + "\n", + "# ── 5. Profil des comptes présents dans plusieurs asset types ─────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"Exposition multi-asset par cluster global\")\n", + "print(\"=\"*60)\n", + "\n", + "# Compter le nombre d'asset types par compte\n", + "asset_cols = [res[\"cluster_col\"] for res in ASSET_RESULTS.values()\n", + " if res[\"cluster_col\"] in dfc_cross.columns]\n", + "dfc_cross[\"n_asset_types\"] = dfc_cross[asset_cols].notna().sum(axis=1)\n", + "\n", + "print(\"\\nNombre moyen d'asset types par cluster global :\")\n", + "print(dfc_cross.groupby(\"cluster_k4\")[\"n_asset_types\"].mean().round(2))\n", + "\n", + "print(\"\\nDistribution du nombre d'asset types par cluster global :\")\n", + "ct_multi = pd.crosstab(\n", + " dfc_cross[\"cluster_k4\"],\n", + " dfc_cross[\"n_asset_types\"],\n", + " normalize=\"index\"\n", + ").round(3) * 100\n", + "ct_multi.index = [f\"Global C{i}\" for i in ct_multi.index]\n", + "ct_multi.columns = [f\"{c} asset(s)\" for c in ct_multi.columns]\n", + "print(ct_multi.to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "id": "268e0cda-9040-44a9-8f5c-210ad00dae39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Fonds disponibles (top 20 par AUM) ===\n", + "Product - Fund\n", + "Carmignac Patrimoine 1.838372e+12\n", + "Carmignac Sécurité 1.053010e+12\n", + "Carmignac Investissement 5.300035e+11\n", + "Carmignac Portfolio Sécurité 2.562135e+11\n", + "Carmignac Portfolio Flexible Bond 2.223185e+11\n", + "Carmignac Portfolio Patrimoine 2.035761e+11\n", + "Carmignac Emergents 1.218833e+11\n", + "Carmignac Portfolio Global Bond 1.119945e+11\n", + "Carmignac Portfolio Credit 8.413277e+10\n", + "Carmignac Court Terme 8.224046e+10\n", + "Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n", + "Carmignac Portfolio Grande Europe 6.404670e+10\n", + "Carmignac Portfolio Long-Short European Equities 6.162365e+10\n", + "Carmignac Portfolio Climate Transition 5.125412e+10\n", + "Carmignac Absolute Return Europe 4.100414e+10\n", + "Carmignac Credit 2027 3.937522e+10\n", + "Carmignac Portfolio Patrimoine Europe 3.880186e+10\n", + "Carmignac Portfolio Investissement 3.643094e+10\n", + "Carmignac Investissement Latitude 3.474053e+10\n", + "Carmignac Portfolio Emergents 2.942745e+10\n", + "\n", + "Fonds retenus (15) :\n", + " Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n", + " Carmignac Sécurité : 2827 clients, AUM=1053009711661\n", + " Carmignac Investissement : 4984 clients, AUM=530003536916\n", + " Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n", + " Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n", + " Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n", + " Carmignac Emergents : 4233 clients, AUM=121883253216\n", + " Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n", + " Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n", + " Carmignac Court Terme : 1333 clients, AUM=82240456223\n", + " Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n", + " Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n", + " Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n", + " Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n", + " Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n", + "\n", + "df_month_fund shape: (3873987, 19)\n", + "df_client_fund shape: (20740, 23)\n", + "\n", + "Comptes par fund :\n", + "Product - Fund\n", + "Carmignac Patrimoine 3155\n", + "Carmignac Investissement 2194\n", + "Carmignac Emergents 1781\n", + "Carmignac Portfolio Global Bond 1718\n", + "Carmignac Sécurité 1624\n", + "Carmignac Portfolio Grande Europe 1388\n", + "Carmignac Portfolio Climate Transition 1280\n", + "Carmignac Portfolio Sécurité 1163\n", + "Carmignac Portfolio Patrimoine 1145\n", + "Carmignac Portfolio Emerging Patrimoine 1137\n", + "Carmignac Portfolio Flexible Bond 1089\n", + "Carmignac Portfolio Credit 1018\n", + "Carmignac Absolute Return Europe 914\n", + "Carmignac Portfolio Long-Short European Equities 607\n", + "Carmignac Court Terme 527\n", + "Name: Registrar Account - ID, dtype: int64\n", + "\n", + "============================================================\n", + "FUND : Carmignac Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5061 0.8297 656\n", + " 3 0.4952 0.8445 571\n", + " 4 0.3581 1.2279 337\n", + " 5 0.3858 1.1136 276\n", + " 6 0.3209 1.1835 271\n", + "→ K retenu : 2 (silhouette=0.5061)\n", + " n_comptes pct\n", + "cluster_carmignac_patrimoine \n", + "0 2499 79.2\n", + "1 656 20.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_patrimoine \n", + "0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n", + "1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5716 0.8488 309\n", + " 3 0.5540 0.8263 192\n", + " 4 0.4157 0.9818 96\n", + " 5 0.3493 1.1866 84\n", + " 6 0.2712 1.1710 81\n", + "→ K retenu : 2 (silhouette=0.5716)\n", + " n_comptes pct\n", + "cluster_carmignac_sécurité \n", + "0 309 19.0\n", + "1 1315 81.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_sécurité \n", + "0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n", + "1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Investissement\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4310 1.0214 381\n", + " 3 0.4221 0.9168 363\n", + " 4 0.2891 1.2951 314\n", + " 5 0.3039 1.2235 216\n", + " 6 0.2898 1.2247 209\n", + "→ K retenu : 2 (silhouette=0.4310)\n", + " n_comptes pct\n", + "cluster_carmignac_investissement \n", + "0 381 17.4\n", + "1 1813 82.6\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Investissement:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_investissement \n", + "0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", + "1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7984 0.3113 180\n", + " 3 0.6484 0.4722 180\n", + " 4 0.6613 0.5310 61\n", + " 5 0.7217 0.4865 61\n", + " 6 0.7004 0.6374 44\n", + "→ K retenu : 2 (silhouette=0.7984)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 983 84.5\n", + "1 180 15.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n", + "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Flexible Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6092 0.7548 121\n", + " 3 0.3969 1.1736 75\n", + " 4 0.4146 0.9109 34\n", + " 5 0.3019 1.1830 33\n", + " 6 0.2697 1.1367 31\n", + "→ K retenu : 2 (silhouette=0.6092)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 968 88.9\n", + "1 121 11.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Flexible Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n", + "1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5967 0.5513 251\n", + " 3 0.6520 0.5031 170\n", + " 4 0.6269 0.5990 99\n", + " 5 0.6057 0.7167 74\n", + " 6 0.5876 0.7718 66\n", + "→ K retenu : 3 (silhouette=0.6520)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 238 20.8\n", + "1 737 64.4\n", + "2 170 14.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", + "1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n", + "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Emergents\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4352 1.1739 509\n", + " 3 0.4730 0.8737 290\n", + " 4 0.4057 1.0207 140\n", + " 5 0.2767 1.3023 136\n", + " 6 0.2953 1.2352 136\n", + "→ K retenu : 3 (silhouette=0.4730)\n", + " n_comptes pct\n", + "cluster_carmignac_emergents \n", + "0 347 19.5\n", + "1 1144 64.2\n", + "2 290 16.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Emergents:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_emergents \n", + "0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n", + "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", + "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Global Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7574 0.3756 294\n", + " 3 0.8455 0.2185 202\n", + " 4 0.8210 0.3162 97\n", + " 5 0.8302 0.3349 94\n", + " 6 0.8284 0.3586 60\n", + "→ K retenu : 3 (silhouette=0.8455)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 1246 72.5\n", + "1 270 15.7\n", + "2 202 11.8\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Global Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n", + "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", + "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Credit\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7006 0.5926 107\n", + " 3 0.5971 0.6643 36\n", + " 4 0.4844 0.7914 17\n", + " 5 0.2672 1.1071 17\n", + " 6 0.2958 1.0764 17\n", + "→ K retenu : 2 (silhouette=0.7006)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_credit \n", + "0 107 10.5\n", + "1 911 89.5\n" + ] + }, + { + "data": { + "image/png": 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7QldXN91jU56fWV2V9sfXsfj4eMyZMwfdu3eXm1ezc+fOaNWqFfz8/GTlCxcuhLGxMbZt2yZ7jbG1tYWTk1OGiTHg+3O9evXqOHToEBwcHBRKSj5//jzTOhctWoR3797Bw8ND1kP0Rzdv3kT//v1/ei4AOHXqVKZxbdq0CYmJiWjdunWax0qXLg0AePbsGRNuRESkFrKUcEv5lrpfv37w8fGBgYFBrgRFRPS7i4uLA6B8D6msSPnAd+bMGVStWjVLUwNERUXh8uXLGDNmjCzmFI0aNcKKFSsQFhYGU1NTWXmPHj0U6kmir6+P//77D3fv3pUN5/qZ4OBgJCUlpfng2Ldv3wwTbj169JDrNWVjY4ONGzfi3bt3qFq1KgDIJUXi4uIgkUhgY2ODnTt34vnz57L9coq2tja6dOkiV3b06FGYm5ujQoUKckNeU5IhV65cQe3atWUTqZ86dQpdu3bNtLfJr5DV53Lq3/W3b98QHx+PWrVqAfie+Pox4ZZejxzge4ItJdkGQFZH/fr15VbJTCl/8+ZNhgm38+fPA0C6z6t9+/ale8yPcdnY2ODEiROIi4uTJX9SX2tsbCwSExNha2uLCxcuyBK+Fy9eRHx8PIYOHZpmPq/0hj+m58dFPEqVKoWFCxfC1NQU+/fvBwAMGjRIbh8nJyds2LABZ8+elUu4mZmZpUm2ZdXHjx8REhICZ2dnWbIN+J5QsrOzw9mzZ7NU37lz51C0aFG5+ei0tLTQr18/TJgwAdeuXcswgaPsa+2Pr2OXLl1CTEwM2rZtK3d/isVi1KpVSzacOeXahw4dKjevXcOGDVGxYsU0w46zKyoqSu7190cRERHQ1NTMNElWtWpV+Pv7K3S+1Ash/OjatWvw9fVF69atZdMUpJbyueLH4eNERET5lVIzAgcEBOR0HERElErKB/L4+PhcP5etrS0cHR3h4+ODjRs3wtbWFg4ODmjfvv1PJyd//fo1BEHAsmXLsGzZsnT3iYyMlPvAp+hQsSFDhuDSpUvo3r07ypYti4YNG6Jdu3aoU6dOhse8f/8ewP+Gs6UwNDTM8Eui1MkXALKEVUxMjKzs6dOnWLp0KS5fvpwmsajoUKusMDU1TfO7f/XqFUJDQ9P9oAp8/z0DQJs2bbB79264u7tj0aJFaNCgAVq0aIFWrVplmnyLiopCYmKiUvEaGBhk+FxJ/VxWZFXFqKgo+Pj4ICgoSHZNKdL7XWf0fCpRooTczynJjR+H7aXEl7q9f/T+/XuIxeI058ps1ceMnlfR0dGyc964cQMrVqzA7du30yRaUhJuKcM/K1WqlOG5fsbDwwPly5eHhoYGTExMUL58edlz4d27dxCLxWnumaJFi0JfXx/v3r2TK8/KUM+MpNyn5cuXT/OYubk5Lly4kKWFCN69e4eyZcumeX6bm5vLnS89yr7W/vh7ePnyJQBkOHw15TwpsaT33Clfvnya+QRzQmY9If/66y9s2rQJY8eOxfr169N9fTUwMMh0DjhFhIaGwsXFBZUqVZL1pMwoTkUTyURERHmdwgk3b29vjB07Fjo6OvD29s5035S5a4iISDm6urooVqxYupNtKyqjDy2pJ/pP2W/58uW4ffs2/v33X5w/fx5Tp06Fv78/du7cmWnPD6lUCuB7b5iMer38+EFe0VX3zM3NcfToUZw5cwbnz5/H8ePHsW3bNowaNQpjxoxRqA5FZJSESvnwFxMTg759+0JXVxdjxoxBmTJlUKBAATx48AALFy6U/Q4yk1FbZHRseqs+SqVSVK5cOcO/sSmJpIIFC2Lr1q24cuWK7HcXFBSEnTt3YsOGDRn2Lhw9ejSuXr3602tJz+bNmzPsHZYyt+uTJ0/S9E5Lz7hx43Dr1i0MHjwY1apVg46ODqRSKZydndNNHGT0fMroOjMqV3R4pqJ+9rx6/fo1Bg4ciAoVKsDV1RUlSpSAlpYWzp49i40bNyr0vFKUpaWl3HDx9Cia5MhsRdL8KOX5+fjxYzg4OCh83I/Pu5R2XbBgQbq9vFS1mrKhoWGmyeSiRYvC398fvXr1wrBhw7Bly5Y0PXYlEgmio6MVOp+RkVGaa/3w4QMGDx4MXV1drFmzJsPhvSnnSG9+NyIiovxI4YTbw4cPkZSUJPt/RvitFBFRzmjWrBl27tyJW7duyQ2NU1TqnlqpexZl1NvDysoKVlZWGD9+PA4ePIhJkyYhKCgI3bt3z/C1PWXOHS0trWz3gEiPjo4O2rRpgzZt2kAikWD06NFYvXo1hg0blm6iJaVX0evXr2WxAd+HKCn6gfFHV69elfW6qlu3rqw8vZUBM/o9pfz+f+yh9WPvocyUKVMGjx49QoMGDX76t1YsFqNBgwZo0KAB3NzcsHr1aixZsgRXrlzJsJ2mTJmS6QfzzGQ2pLZZs2bw8/PDgQMHfppwi46ORnBwMEaPHg0XFxdZeUrvIVUpWbIkpFIp3r59i3LlysnKX716pXSdp0+fhkQiwapVq+R6w6VesRb4X8L66dOnmfaoU1apUqUglUrx6tUrWY8w4PtQw5iYmEzn/1JWyvW+ePEizWPPnz9HkSJFFO7dBny/hsePH0MqlcolOlNWwvyxt2FqderUgYGBAQ4fPozhw4crnRhLeb0xNjbO9LUwJZb0njvp/T5+lNX32RUqVMDx48cz3ad06dJYv349+vXrh8GDB2Pr1q1yz/Nbt24pPYfb58+f4eTkBIlEgm3btqW74naKlNfU1M9DIiKi/EzhiV0CAgJkHxgCAgIy3FJWMiUiouxxdnaGjo4O3N3dERERkebx169fY9OmTRken/JB/dq1a7KyhIQE2ZxNKaKjo9P07qlWrRqA7z0bAKBQoUIA0g67MzY2hq2tLXbu3ImPHz+miSH1XEZZ9eM8Ptra2jA3N4cgCBkOfWzQoAE0NTWxfft2ufKtW7cqHUfKB/jUv6OUD48/KlSoULrDHtNri+TkZOzatUvhOFq3bo2wsLB0j/n69atspcSoqKg0j//YnumpWbMm7OzslNoym9PV2toajRs3xu7du3Hy5Mk0j0skEtkE+RklOzJ7nv8KjRo1AoA0bb5lyxal60y51tTPq9jYWOzduzfNuQsXLgw/P780K+3mRK+8pk2bAkj7O06Zsyvl8Z/R0dFROGFbrFgxVKtWDfv375c75smTJ7h48aLC50zRpEkThIeHIygoSFaWlJSEgIAA6OjoyCXKf1SoUCE4OzsjNDQUCxcuTPd3+s8//+Du3buZxtC4cWPo6urCz88v3denlNfClGsPDAyUe624ePEinj179tNrTXktVnQou5WVFaKjo/HmzZtM96tSpQr8/PyQkJAAJycnhIWFyR5LmcNNkS11776EhAQMHToUYWFhWLNmjVwSLz0PHjyASCSClZWVQtdGRESU1yk1hxsREeW+MmXKYOHChRg/fjzatGmDjh07onLlypBIJLh16xaOHj2aZmL91Bo2bIiSJUti2rRpeP78OTQ0NLB3714UKVJErpdbYGAgtm/fDgcHB5QpUwbx8fHYtWsXdHV10aRJEwDfh5FVrFgRR44cQbly5WBoaIhKlSqhcuXKmDFjBnr37o327dujR48eKF26NCIiInD79m38999/OHDggFLXP3jwYJiYmKB27dowNjbG8+fPsWXLFjRt2jTDIUkmJibo378/NmzYgOHDh6Nx48Z4/Pgxzp07hyJFiijVC9va2hoGBgZwdXVFv379IBKJ8M8//6T7wbxGjRoICgqCt7c3LCwsoKOjA3t7e1SqVAlWVlZYvHgxoqOjYWBggKCgIFnPcUV07NgRR44cwYwZM2QLJCQnJ+P58+c4evQo1q1bBwsLC/j6+uL69eto2rQpSpUqhcjISGzbtg3FixfPdP673LRgwQI4OTnBxcUFzZo1Q4MGDVCoUCG8evUKQUFB+PjxI6ZMmQJdXV3UrVsX69atQ2JiIkxNTXHx4sV0exP+SjVr1oSjoyM2bdqEqKgo1KpVC9euXZP1vFPmedWwYUNoaWlh+PDh+PPPPxEfH4/du3fD2NgY4eHhsv10dXXh5uYGd3d3dOvWDe3atYO+vj4ePXqEr1+/Zmk1z/RUrVoVnTt3xs6dOxETE4O6devi3r17CAwMhIODg9yCCZmpUaMGgoOD4e/vj2LFisHMzEy2IEV6Jk+ejCFDhqBnz57o1q0bvn79ii1btkBPT0+ud6MievbsiZ07d8LV1RUPHjxAqVKlcOzYMdy8eRNTp07N8PUihbOzM549e4YNGzbgypUrcHR0hImJCSIiInDy5EncvXsXO3bsyLQOXV1dzJw5E5MnT0aXLl3Qpk0bGBkZ4f379zh79ixq164NDw8PAMCECRMwbNgw9O7dG127dkVUVBS2bNmCSpUqyRLnGalRowYAYMmSJWjTpg20tLTQrFmzDHsE/vHHH9DU1MSlS5fQs2fPTOu2trbGihUrMHz4cAwaNAhbt25FkSJFlJ7DbdKkSbh79y66du2K0NBQ2YqwwPdFKn4cwnvp0iXUrl2bQ0qJiEhtKJxwy8qbHx8fH6WCISIiec2bN8eBAwewfv16nDp1Ctu3b4e2tjaqVKkCV1dX9OjRI8NjtbS04OPjg1mzZmHZsmUoWrQoBgwYAH19fbl5wGxtbXHv3j0EBQUhIiICenp6sLS0xMKFC+WGZXp5ecHT0xPe3t5ITEyEi4sLKleujIoVK2Lv3r3w8fFBYGAgoqKiYGRkhOrVq2PUqFFKX3vPnj1x8OBB+Pv7IyEhAcWLF0e/fv0wcuTITI+bNGkSChYsiN27dyM4OBhWVlZYv349evfu/dNFINJTpEgRrF69GvPnz8fSpUuhr6+PDh06oEGDBhg8eLDcvr1790ZISAj27duHjRs3olSpUrC3twcALFy4EB4eHlizZg309fXRrVs31KtXL83qkBkRi8Xw9fXFxo0b8c8//+DEiRMoVKgQzMzM0K9fP9kE9Pb29nj37h327t2Lz58/o0iRIrC1tcXo0aPlVkX8lYyMjLBjxw5s27YNQUFBWLJkCRITE2W/n9TD1RYtWgRPT09s27YNgiCgYcOGWLt2bbZXxsyu+fPnw8TEBIcPH8aJEydgZ2eHJUuWoFWrVko9rypUqIDly5dj6dKlsrp79eoFIyMjTJ06VW7f7t27w9jYGGvWrMHKlSuhqamJChUqpFl9VFleXl4wMzNDYGAgTp48CRMTEwwbNixL7/1cXV3h4eGBpUuX4uvXr+jcuXOmCTc7OzusW7cOy5cvx/Lly6GpqYm6devir7/+knvdUUTBggUREBCAhQsXIjAwEHFxcShfvjy8vb0z/VIihVgsxoIFC9C8eXPs2rULGzZsQFxcHIoUKSKLSZFh/e3bt0exYsWwZs0arF+/HhKJBKamprCxsZGLo0mTJli2bBmWLl2KRYsWoUyZMvD29sapU6d+Oo+ipaUlxo4dix07duD8+fOQSqU4depUhgk3ExMTNGnSBEeOHPlpwg343qNywYIFmDhxIoYMGYKNGzf+NGGZkUePHgEA9u7dm6bnZqlSpeQSbrGxsbhw4QJmzJih1LmIiIjyIpGg4HiE1B/OBEHAiRMnoKenh5o1awL43g08JiYGLVu2/OmiCkRERL9SSs+dcePGYcSIEaoOh9RESEgIOnXqhL///hsdOnRQdThE6bp+/Tr69esn66GcF23cuBHr1q3DyZMn1W5hDiIi+n1laZXSFH///Tdat26NWbNmyeYgSU5OxqxZszJdzY6IiCi3ff36Nc0HtpT5qWxtbVUREqmBjJ5XYrE40znCiFTNxsYGDRs2xLp16+Dl5aXqcNJITEzExo0bMWLECCbbiIhIrSjcwy21+vXrY9u2bbKl1FM8f/4cvXr1SrPCFhER0a+yb98+BAYGokmTJtDR0cHNmzdx6NAhNGrUCOvXr1d1eJRP+fj44P79+6hfvz40NDRw7tw5nDt3Dj179sTs2bNVHR4RERER5TFKLZqQMklzegk3qVSaI4EREREpo0qVKtDQ0MC6desQHx8PY2Nj9O/fH+PGjVN1aJSPWVtb4+LFi1i5ciUSEhJQokQJjB49GsOHD1d1aERERESUBynVw83b2xv79+/H8OHDYWFhAQC4e/cu1qxZg44dO8rN90ZERERERERERPQ7USrhJpVKsX79emzevFm2dH3RokXRv39/ODk5yeZ1IyIiIiIiIiIi+t0olXBLLS4uDgCUXjKciIiIiIiIiIhInYiVPTApKQmXLl3CoUOHZGVhYWGIj4/PkcCIiIiIiIiIiIjyI6UWTXj37h2cnZ3x4cMHSCQSNGzYELq6uli7di0kEonKV+saLiqn0vMTERER5RcbrOxVHQLlAqfbp1UdAuUC3q/qiferelotvFR1CHmCovkZdfx9KdXDbc6cOahZsyauXr2KAgUKyMpbtGiBy5cv51hwRERERERERESUP2mIFNvUkVI93G7cuIHt27dDW1tbrrxUqVIICwvLkcCIiIiIiIiIiCj/0hCpaTZNAUol3KRSKaRSaZry//77D4ULF852UERERERERERElL9pi3/fhJtSQ0obNmyITZs2yZXFx8djxYoVaNq0aY4ERkRERERERERE+ReHlGbRlClT4OzsjDZt2kAikWDSpEl4+fIlihQpgsWLF+d0jERERERERERElM9wSGkWlShRAv/88w+CgoLw6NEjJCQkoFu3bmjfvj0KFiyY0zESEREREREREVE+8zsPKc1ywi0xMRGtW7eGn58fOnTogA4dOuRGXERERERERERElI8pNY+ZArZu3Yr169cjPDwcVatWxfTp02FpaZnh/jExMViyZAlOnDiBqKgolCpVClOnTs3VadGynHDT0tLCt2/fciMWIiIiIiIiIiJSE7kxpDQoKAje3t6YNWsWatWqhU2bNmHw4ME4evQojI2N0+wvkUgwaNAgGBsbY9myZTA1NcX79++hr6+f47GlplSysU+fPli7di2SkpJyOh4iIiIiIiIiIlIDubFogr+/P3r06IGuXbuiYsWKmDVrFgoWLIi9e/emu//evXsRHR0NX19f1KlTB2ZmZrC1tUXVqlVz4AozptQcbvfu3UNwcDAuXLiAKlWqoFChQnKP+/j45EhwRERERERERESUPyk6h5tEIoFEIpE/Vlsb2traafZ78OABhg0bJisTi8Wws7PDrVu30q379OnTsLKywuzZs3Hq1CkYGRmhXbt2GDJkCDQ0NLJ4RYpTKuGmr68PR0fHnI6FiIiIiIiIiIjUhKJDSv38/NJ03nJxccHo0aPlyj5//ozk5OQ0Q0eNjY3x/PnzdOt+8+YNLl++jPbt22PNmjV4/fo1Zs2ahaSkJLi4uGTharJGqYSbt7d3TsdBRERERERERERqRNHhokOHDcOgQYPkyn7s3aYsQRBgbGwMT09PaGhooGbNmggLC8P69evzXsLtzZs3SE5ORrly5eTKX758CU1NTZiZmeVEbERERERERERElE8pOqQ0veGj6SlSpAg0NDQQGRkpVx4ZGQkTE5N0jylatCg0NTXlho9WqFAB4eHhkEgkOZbY+5FSiya4ubmlOzb2zp07cHNzy3ZQRERERERERESUv+X0ogna2tqoUaMGgoODZWVSqRTBwcGwtrZO95jatWvj9evXkEqlsrKXL1+iaNGiuZZsA5RMuD18+BC1a9dOU25lZYWQkJBsB0VERERERERERPmbhkik0JYVgwYNwq5duxAYGIjQ0FDMnDkTX758QZcuXQAAkydPxqJFi2T79+rVC1FRUZgzZw5evHiBM2fOwM/PD3369MnRa/2RUkNKRSIR4uPj05THxsYiOTk520EREREREREREVH+puiQ0qxo06YNPn36hOXLlyM8PBzVqlXDunXrZENKP3z4ALH4f/3LSpQogfXr18Pb2xsdOnSAqakp+vfvjyFDhuR4bKkplXCrW7cu/Pz8sHjxYtkY2OTkZKxZswZ16tTJ0QCJiIiIiIiIiCj/ycpw0azo27cv+vbtm+5jAQEBacqsra2xa9eu3AkmA0ol3CZNmoQ+ffqgVatWsLGxAQBcv34dcXFx2LRpU44GSERERERERERE+U9Wh4uqE6XmcKtYsSIOHDiA1q1bIzIyEvHx8ejYsSOOHDmCypUr53SMRERERERERESUz2iLRQpt6kipHm4AYGpqigkTJmS6z8yZMzFmzBgYGRlluE94eDju3LmDiIgIAICJiQlq1aqFokWLKhsaERERERERERGpmPg37uGmdMJNEQcOHMDgwYPTTbglJCTAw8MDQUFBEIlEMDAwAABER0dDEAS0bdsWs2fPRqFChXIzRCIiIiIiIiIiygWi3JrELR/I1YSbIAgZPjZnzhzcu3cPfn5+sLOzk1t8ITg4GJ6enpgzZw68vLxyM0QiIiIiIiIiIsoF4t844abUHG454fjx4/D29kbjxo1lyTYA0NDQQKNGjTB37lwcO3ZMVeEREREREREREVE2iLU1FNrUUa72cMuMVCqFlpZWho9raWlBKpX+woiIiIiIiIiIiCinsIebCvzxxx/w8PDAw4cP0zz28OFDzJw5E82aNVNBZERERERERERElF0isVihTR2prIebh4cHJk6ciC5dusDAwEC2sMKnT58QExODRo0awcPDQ1XhERERERERERFRNmhoq2cyTRG5mnDr0KEDChcunO5jBgYGWLduHUJDQ3H79m1EREQAAExMTGBlZQVzc/PcDI2IiIiIiIiIiHKRSIMJtyyLiYnBnj17EBoaCgCoVKkSunbtCj09Pdk+s2bN+mk95ubmTK4REREREREREakZzuGWRffu3UOLFi2wceNGREdHIzo6Gv7+/nBwcMCDBw9yOkYiIiIiIiIiIspnNLQ0FNrUkVI93Ly9vWFvbw9PT09oan6vIikpCe7u7pg7dy62bt2ao0ESEREREREREVH+ImIPt6y5f/8+nJ2dZck2ANDU1ISzszPu37+fY8EREREREREREVH+JNIQKbSpI6USbrq6uvjw4UOa8g8fPmS4SEJ6kpOTce3aNcTExCgTBhERERERERER5VFiDbFCmzpS6qratGmDadOmISgoCB8+fMCHDx9w+PBhuLu7o23btgrXo6GhAScnJ0RHRysTBhERERERERER5VEaWmKFNnWk1BxukydPlv2bnJz8vSJNTfTq1QuTJk3KUl2VKlXC27dvUbp0aWVCISIiIiIiIiKiPEikpr3XFKFUwk1bWxvu7u6YOHEiXr9+DQAoU6YMChUqlOW6xo0bh/nz52Ps2LGoUaMGdHR05B7X1dVVJkQiIiIiIiIiIlIhsZrOz6YIpRJuKQoVKoQqVapkK4ChQ4cCAEaMGAGR6H8NIQgCRCIRQkJCslU/ERERERERERH9emJtjVypd+vWrVi/fj3Cw8NRtWpVTJ8+HZaWlj897vDhw5gwYQKaN2+OlStX5kpsKRROuLm4uGDevHnQ1dWFi4tLpvv6+PgoHMDmzZsV3peIiIiIiIiIiPKH3OjhFhQUBG9vb8yaNQu1atXCpk2bMHjwYBw9ehTGxsYZHvf27VvMnz8fNjY2OR5TehROuOnp6aX7/+yytbXNsbqIiIiIiIiIiChvEIlzPuHm7++PHj16oGvXrgCAWbNm4cyZM9i7d69sFOWPkpOTMWnSJIwePRo3btxATExMjsf1I4UTbt7e3un+Pydcv34dO3bswNu3b7Fs2TKYmppi//79MDMz+2WZRyIiIiIiIiIiyjkaCg4plUgkkEgkcmXa2trQ1tZOs9+DBw8wbNgwWZlYLIadnR1u3bqVYf2+vr4wNjZG9+7dcePGjSxcgfJUvlzEsWPHMHjwYBQsWBAPHjyQ/YLj4uLg5+en4uiIiIiIiIiIiEgZIg2xQpufnx/q1Kkjt6WXE/r8+TOSk5PTDB01NjZGREREujFcv34de/bsgaenZ65cY0YU7uHWqVMnuUUNMhMYGKhwAKtWrcKsWbPQqVMnHD58WFZeu3ZtrFq1SuF6iIiIiIiIiIgo7xCJFevnNWzYMAwaNEiu7MfebcqIi4vD5MmT4enpCSMjo2zXlxUKJ9wcHBxyJYAXL16kO2xUT0/vl4ypJSIiIiIiIiKinKehrVjaKb3ho+kpUqQINDQ0EBkZKVceGRkJExOTNPu/efMG7969w4gRI2RlUqkUAFC9enUcPXoUZcqUUSjGrMrSKqW5wcTEBK9fv4aZmZlc+Y0bN1C6dOlcOWde1nRkP7T8axj0ixfF2zsh2Dl6Bl5eu5Ph/oUM9NFxziRYd2kFHSMDfHr1DrvHzcb9I2cAAHNeXIBxObM0x53x3YwdLh65dRn0A7aremK7qie2q3piu6qvGSM6walzExjq6eDSnWcYPXcznr3+mOkxJYsaYu7Y7nBsaAGdgtoIffMRzjM34ObDlwAAya0N6R7numQXFm8+mtOXQKnwXlVvvF/VC+9XUoRII2dnMtPW1kaNGjUQHBws6xgmlUoRHByMvn37ptm/QoUKOHjwoFzZ0qVLER8fj2nTpqF48eI5Gl9qCifc0nP//n2EhoYCACpVqoTq1atnuY4ePXpgzpw5mDt3LkQiEcLCwnDr1i3Mnz8fI0eOzE54+U6dHu3QbbE7tg13x8srt2A/zgmjj23GzCr2iA2PTLO/hpYWxp4IQOzHSKzpNgJR78JgVLYUEqL+1zPQu24HiDX+N0lhyZqVMe7kVtzcHfRLronYruqK7aqe2K7qie2qviYNbI1RvRww2GMdXr6LwMyRnXHIdyJqdZ2Gb5KkdI8x1NPBmY1TcfbaI7R3WYKIz7GoWMYUUTHxsn1KO4yTO8axoSXWzBiIwFO/ZpLl3xXvVfXG+1W98H4lRSk6pDQrBg0ahClTpqBmzZqwtLTEpk2b8OXLF3Tp0gUAMHnyZJiammLixIkoUKAAKleuLHe8vr4+AKQpz2lKJdwiIyMxfvx4XL16VRZoTEwM6tWrhyVLlmRpXOzQoUMhlUoxcOBAfPnyBX379oW2tjacnJzQr18/ZcLLtxwmOOPi2h0I3rgbALBt+DRYtLWHnVMPHJufdj47O6ceKGxkiAV2XSFN+v5HKvLVW7l94iI+yf3s6DoCH5+9xJOzl3PpKuhHbFf1xHZVT2xX9cR2VV+je7eA99qDOHjmNgBg0PR1eHtyKTo2q41dx66me8xfg9rg7X+fMGTm/3rFvHwvP8lyWKT8tCYd/rDCmWuP8OJdeM5eAMnhvareeL+qF96vpCiRhmKrlGZFmzZt8OnTJyxfvhzh4eGoVq0a1q1bJxtS+uHDB4hzIdGXVUpF4Onpifj4eBw+fBhXr17F1atXcejQIcTFxcHLyytLdYlEIowYMQJXrlzBoUOHsGvXLgQHB2PcuHHKhJZvaWhpoUydmgg5eVFWJggCQk5eRIUGtdM9plYHBzwPvolevrOx4L9rmH7vGFq5jcwwg6yhpYV6fTvh0oZduXINlBbbVT2xXdUT21U9sV3VV/lSRVGiqCFOX3koK4uJ+4Kr95+jnqV5hse1a2qFGw9fYvuCEXh7aimubp8Bp85NMty/mJE+WjeyxMb953M0fpLHe1W98X5VL7xfKSs0tDQV2rKqb9+++Pfff3H//n3s3r0btWrVkj0WEBCAefPmZXjsvHnzsHLlSqWuJyuUSridP38eM2bMgLn5/14cK1asiBkzZuDcuXNZqsvNzQ1xcXHQ1tZGxYoVYWlpicKFCyMhIQFubm7KhJcv6ZoUgYamJmLC5L+xiQ0Lh37xoukeY1KhDGp3awOxhgZ82gxCkOcKOEwcgjbuo9Pd36pTSxQy1Efwxj05Hj+lj+2qntiu6ontqp7YrurL1OT7KIuwT/K9Wz5GxqC4sUGGx5UvVRTDujfDs9dhaDdyMfx2n8GSyb3Rr71duvv3a2+H2ISvCDzN4Wm5ifeqeuP9ql54v1JWiDTECm3qSKkhpVKpFFpaWmkr09SUrfagqP3792PSpEnQ1dWVK//69Sv++ecfeHt7KxPib0EkFiH2YwS2DHWDIJXi9c37MCxlipZ/DcPh2cvS7G83uCceHDmD6A+ZT0xKqsV2VU9sV/XEdlVPbNe8qVfr+vB17y/7ueOYpUrVIxaLcOPhS0z32QcAuP34NWpULIUh3f5AwMFLafYf2LExth+5nOEcU6Q6vFfzLt6v9CPer78vdU2mKUKphFv9+vUxZ84cLFq0CKampgCAsLAweHt7o0GDBgrVERcXB0EQIAgC4uPjUaBAAdljycnJOHfuXJbmgsvv4iI+IzkpCfqm8svY6pkWRcx/6c8/EP0hHMmJiRBSJTn/CwmFQYli0NDSQnJioqzcqEwpVHNoCL8uw3PnAihdbFf1xHZVT2xX9cR2VR8Hz97G1fvPZT8X+P/hJ6ZG+vgvIlpWXsxYH3cev86wng8RUQh5/l6u7NGL9+jcvE6afRtaV0KV8iXQx3V1dsOnn+C9ql54v6o33q+UFWIlhouqC6VSjR4eHoiLi0Pz5s3h4OAABwcHNG/eHHFxcZg+fbpCddjY2MDW1hYikQiOjo6oW7eubKtfvz6mTp2KPn36KBNevpScmIjXN+6javP/dY8WiUSo2twOz4NvpntM6MXrKFaxHEQikazMtHJ5RL0Pk3vBAgC7Qd0R+zES9w6fzp0LoHSxXdUT21U9sV3VE9tVfcQlfEXom4+y7eHz9/gQHoVm9arL9tErXBC2NSvgyt3QDOsJvv0MlcsWlyurVKY4Xn9Iu6reoE6NcePhS9x98ibnLoTSxXtVvfB+VW+8XykrfuchpUpdVYkSJRAYGAg/Pz8MGDAAAwYMwJo1axAYGIjixYv/vAIAmzdvxsaNGyEIApYvX45NmzbJtm3btuHff//FiBEjlAkv3zq5eB0aDemF+v27onhVc/RaNQfahXVwyf/7yi8DNy1Cp7mTZfufW7UFOkYG6LFsBopVKo+abZqh1dSROOu7Wa5ekUiEBoO6IXjTXkiTk3/pNRHbVV2xXdUT21U9sV3V14ptJ+Dm3A7tmlqhZsVS8Pd0xvvwKPzz7/8+8B1dPQkjetrLfl625TjqWVTAFKe2MC9dDH+2qgfnrk2xeqf8Bzu9wgXRtUVdbAjM2vzEpDzeq+qN96t64f1KihJriBXa1JHCfftsbW1x9OhRGBkZwc3NDdOmTUPDhg3RsGFDpU5sa2sLADh16hRKliwpl+n+Xd3YdQh6RY3QfvZ46Bcvire3Q7Ci1QDEfvw+GaVRmVIQpIJs/89vP2C54wB0XzId0+8eRdS7/3B6mT+OzZfvRl3VoRGMy5pxhRcVYbuqJ7aremK7qie2q/pauPEIChcqgJXuA2Cop4OLt5+i/ajFcvM3VShdDCaGerKfbzx8ie4TfeE1uiumDe2Al+/CMfHv7dh+5LJc3T0c60EEYOfRK7/qcn57vFfVG+9X9cL7lRT1Ow8pFQmCIPx8N8Da2hoHDhxA6dKlUa1aNVy8eDFH5lg7d+4cdHR0YGNjAwDYunUrdu3ahYoVK8LDwwMGBhmvWpOR4aJy2Y6LiIiI6Hewwcr+5ztRvuN0m0Ox1BHvV/XE+1U9rRZeqjqEPCFi+USF9jMZsyiXI/n1FE41WllZYeTIkahZsyYEQYCXl5fcQgepZWVl0b///huTJk0CADx+/Bje3t5wcnLClStXMG/ePK5SSkRERERERESUD4nE6jlcVBEKJ9z+/vtvbNy4Ea9ff19FJjY2Ft++fct2AG/fvoW5uTkA4Pjx47C3t8eECRPw4MEDDB06NNv1ExERERERERHRryfW0FB1CCqjcMLNxMRE1hPN3t4eCxYsQJEiRbIdgJaWFr5+/QoAuHTpEjp16gQAMDAwQFxcXLbrJyIiIiIiIiKiX0+s/fvO4aZU374xY8agcOHCacolEgn279+fpbpq164Nb29v+Pr64t69e/jjjz8AAC9fvlR4xVMiIiIiIiIiIspbRGKxQps6Uuqq3NzcEBsbm6Y8Pj4ebm5uWarLw8MDmpqaOHbsGGbMmAFTU1MA3xdTaNy4sTLhERERERERERGRiok0xApt6kipvn2CIEAkEqUpDwsLg56eXjpHZKxkyZLw8/NLUz516lRlQiMiIiIiIiIiojxArPX7DinN0pV36tQJIpEIIpEIAwYMgKbm/w5PTk7G27dvs9wr7f3795k+XrJkySzVR0REREREREREqicSc9EEhTg4OAAAQkJC0KhRI7l53LS0tFCqVCm0bNkySwHY29un21suRUhISJbqIyIiIiIiIiKiPIAJN8W4uLggOTkZpUqVQsOGDVGsWLFsB/DjIguJiYkICQmBv78/xo8fn+36iYiIiIiIiIjo1xNpaak6BJXJ8mBaDQ0NeHh4ICgoKEcCqFq1apoyCwsLFCtWDOvXr89yjzkiIiIiIiIiIsoDfuMebkotBVGpUiW8ffs2p2ORU758edy7dy9Xz0FERERERERERLlErKHYpoaUSriNGzcO8+fPx7///ouPHz8iLi5ObsuKH4+NjY1FaGgoli5dirJlyyoTHhERERERERERqZhIU0uhLau2bt0Ke3t7WFhYoHv37rh7926G++7atQu9e/dG3bp1UbduXQwcODDT/XOKUuuzDh06FAAwYsQIuQUPBEGASCTK0kIHNjY2aRZNEAQBJUqUwOLFi5UJj4iIiIiIiIiIVC0Xeq8FBQXB29sbs2bNQq1atbBp0yYMHjwYR48ehbGxcZr9r1y5grZt26J27drQ1tbGunXr4OTkhMOHD8PU1DTH40uhVMJt8+bNORbAj3WJxWIUKVIEZcuWhaamUuEREREREREREZGKicRKDazMlL+/P3r06IGuXbsCAGbNmoUzZ85g7969sg5iqS1atEjuZy8vLxw7dgzBwcHo1KlTjseXQqmMlq2tbY4FkJN1ERERERERERFRHqFgDzeJRAKJRCJXpq2tDW1t7TT7PXjwAMOGDfvfKcRi2NnZ4datWwqd68uXL0hKSoKBgYFC+ytL6S5kMTEx2LNnD0JDQwF8X0iha9eu0NPT++mxp06dUvg8zZs3VzZEIiIiIiIiIiJSEZGW9s93AuDn5wcfHx+5MhcXF4wePVqu7PPnz0hOTk4zdNTY2BjPnz9X6FwLFy5EsWLFYGdnp9D+ylIq4Xbv3j04OzujQIECsLS0BPC9S9+qVauwYcMG1KhRI9PjR40apdB5sjofHBERERERERER5REKDikdNmwYBg0aJFf2Y++2nLBmzRoEBQVh8+bNKFCgQI7Xn5pSCTdvb2/Y29vD09NTNs9aUlIS3N3dMXfuXGzdujXT4x89eqTMaYmIiIiIiIiIKL9QcEhpesNH01OkSBFoaGggMjJSrjwyMhImJiaZHrt+/XqsWbMG/v7+qFq1qkJxZYdSs9fdv38fzs7OcosaaGpqwtnZGffv38+x4IiIiIiIiIiIKH8SaWoptClKW1sbNWrUQHBwsKxMKpUiODgY1tbWGR63du1arFy5EuvWrYOFhUW2rklRSiXcdHV18eHDhzTlHz58QOHChRWqIzg4GG3atEFcXFyax2JjY9G2bVtcu3ZNmfCIiIiIiIiIiEjFRGINhbasGDRoEHbt2oXAwECEhoZi5syZ+PLlC7p06QIAmDx5stzKpGvWrMGyZcswd+5clCpVCuHh4QgPD0d8fHyOXuuPlBpS2qZNG0ybNg1TpkyRZRBv3ryJBQsWoG3btgrVsWnTJvTo0QO6urppHtPT00PPnj2xceNG1K1bV5kQiYiIiIiIiIhIlbKYTFNEmzZt8OnTJyxfvhzh4eGoVq0a1q1bJxtS+uHDB4hTzR23Y8cOJCYmYsyYMXL1pLcoQ05SKuE2efJk2b/JycnfK9LURK9evTBp0iSF6nj8+DH++uuvDB9v2LAhNmzYoEx4RERERERERESkYiItxYeLZkXfvn3Rt2/fdB8LCAiQ+/n06dO5EsPPKJVw09bWhru7OyZOnIjXr18DAMqUKYNChQopXEdERITcHHBpAtPUxKdPn5QJj4iIiIiIiIiIVC0XerjlF0rN4ZaiUKFC0NfXh76+fpaSbQBgamqKp0+fZvj448ePUbRo0eyER0REREREREREqiLWUGxTQ0ol3JKSkrB06VLUqVMH9vb2sLe3R506dbBkyRIkJiYqVEfTpk2xbNkyfPv2Lc1jX79+xYoVK9CsWTNlwiMiIiIiIiIiIhUTicUKbepIqSGlnp6eOHHiBP766y9YWVkBAG7fvg0fHx9ERUVh1qxZP61jxIgROH78OBwdHdGnTx+UL18eAPD8+XNs27YNycnJGD58uDLhERERERERERGRqmnkzhxu+YFSCbdDhw5h8eLFaNq0qaysatWqKFGiBCZMmKBQws3ExAQ7duzAzJkzsXjxYgiCAAAQiURo1KgRPDw8ZCtMEBERERERERFRPiNSz95rilB60QQzM7M05WZmZtDKwgoUpUqVwtq1axEdHY1Xr14BAMqWLQsDAwNlwiIiIiIiIiIiojxC+I0TbkpdeZ8+fbBy5UpIJBJZmUQiwapVqzJcljUzBgYGsLS0hKWlJZNtRERERERERETq4DdeNEGpHm4hISEIDg5GkyZNULVqVQDAo0ePkJiYiAYNGsDFxUW2r4+PT85ESkRERERERERE+YeaLoigCKUSbvr6+nB0dJQrK1GiRI4ERERERERERERE+d/vPKRUqYSbt7e3QvvduHEDEokE2traypyGiIiIiIiIiIjyK7FSaSe1kKupxiFDhiAsLCw3T0FERERERERERHmRSKzYpoZyNdUoCEJuVk9ERERERERERHkUh5QSERERERERERHlJDVdgVQRTLgREREREREREVHOYw83IiIiIiIiIiKinMMhpblEJBLlZvVERERERERERJRXiZlwyxVcNIGIiIiIiIiI6Dcl/n0HVip15W/evEFycjLKlSsnV/7y5UtoamrCzMwMAHDr1q1sB0hERERERERERPnQbzykVKkrd3NzSzeZdufOHbi5uWU7KCIiIiIiIiIiyt8EkVihLau2bt0Ke3t7WFhYoHv37rh7926m+x85cgStWrWChYUF2rdvj7Nnzyp7SQpTKuH28OFD1K5dO025lZUVQkJCsh0UERERERERERHlc2INxbYsCAoKgre3N0aNGoXAwEBUrVoVgwcPRmRkZLr737x5ExMnTkS3bt2wf/9+NG/eHKNGjcKTJ09y4gozpFTCTSQSIT4+Pk15bGwskpOTsx0UERERERERERHlcyKxYlsW+Pv7o0ePHujatSsqVqyIWbNmoWDBgti7d2+6+2/evBmNGzeGs7MzzM3NMW7cOFSvXh1btmzJiSvMkFIJt7p168LPz08uuZacnIw1a9agTp06ORYcERERERERERHlT4oOKZVIJIiLi5PbJBJJmvokEgkePHgAOzs7WZlYLIadnV2G6wjcvn0bDRo0kCtr1KgRbt++naPX+iOlFk2YNGkS+vTpg1atWsHGxgYAcP36dcTFxWHTpk05GqAyNljZqzoEIiIionzB6fZpVYdAuYDvh9UT71f1xPtVPa1WdQB5hKDgcFE/Pz/4+PjIlbm4uGD06NFyZZ8/f0ZycjKMjY3lyo2NjfH8+fN0646IiICJiUma/SMiIhSKTVlKJdwqVqyIAwcOYOvWrXj06BEKFiyIjh07om/fvjA0NMzhEImIiIiIiIiIKL8RBMX2GzZsGAYNGiRXpq2tnQsR/TpKJdwAwNTUFBMmTMjJWIiIiIiIiIiISE1IFcy4aWtrK5RgK1KkCDQ0NNIskBAZGZmmF1sKExOTNL3ZMts/pyg1h1uKL1++IDQ0FI8ePZLbiIiIiIiIiIjo9yYouClKW1sbNWrUQHBwsKxMKpUiODgY1tbW6R5jZWWFy5cvy5VdunQJVlZWWThz1inVw+3Tp09wc3PDuXPn0n08JCQkW0EREREREREREVH+lizNSjpNMYMGDcKUKVNQs2ZNWFpaYtOmTfjy5Qu6dOkCAJg8eTJMTU0xceJEAED//v3Rr18/bNiwAU2bNkVQUBDu37+P2bNn53hsqSmVcJszZw5iYmKwa9cu9O/fHz4+PoiIiMCqVavg6uqa0zESEREREREREVE+kwv5NrRp0wafPn3C8uXLER4ejmrVqmHdunWyIaIfPnyAWPy/AZ21a9fGwoULsXTpUixevBjlypWDr68vKleunPPBpaJUwu3KlStYuXIlLCwsIBKJULJkSTRs2BC6urrw8/PDH3/8kcNhEhERERERERFRfpIL+TYAQN++fdG3b990HwsICEhT1rp1a7Ru3TqXokmfUnO4JSQkwMjICABgYGCAT58+AQAqV66Mhw8f5lx0RERERERERESULyVLBYU2daRUwq18+fJ48eIFAKBKlSrYuXMnwsLCsGPHDhQtWjRHAyQiIiIiIiIiovxHquCmjpQaUtq/f3+Eh4cDAFxcXODs7IyDBw9CS0sL8+bNy9EAiYiIiIiIiIgo/xHUs/OaQpRKuHXs2FH2/5o1a+Lff//F8+fPUaJECdlQUyIiIiIiIiIi+n2p63BRRSiVcPtRoUKFUKNGjZyoioiIiIiIiIiI1IC6DhdVhFIJt+TkZOzbtw+XL19GZGQkpFL5X+HmzZtzJDgiIiIiIiIiIsqfOKQ0i+bMmYPAwEA0bdoUlSpVgkgkyum4iIiIiIiIiIgoH0v+jTNuSiXcDh8+jKVLl6Jp06Y5HQ8REREREREREamB33gKN+USblpaWihTpkxOx0JERERERERERGriN+7gBrEyBzk5OWHz5s0QfuffHBERERERERERZUgKQaFNHSnVw+3GjRu4cuUKzp07h0qVKkFTU74aHx+fHAmOiIiIiIiIiIjyp+TfeJlSpRJu+vr6aNGiRU7HQkREREREREREauJ3HhipVMLN29s7p+MgIiIiIiIiIiI1oq7DRRWh1Bxuv0JCQgKuXbum6jCIiIiIiIiIiEgJyVJBoU0dKdXDrVOnThCJRGnKRSIRtLW1UbZsWXTu3Bn169dXOrDXr1+jf//+CAkJUboOIiIiIiIiIiJSjd95Djelerg1btwYb968QaFChVCvXj3Uq1cPOjo6eP36NSwsLBAeHo5Bgwbh5MmTOR0vERERERERERHlA1JBUGhTR0r1cPv8+TMGDRqEUaNGyZWvXLkS79+/x4YNG7B8+XKsXLkSDg4O6dZha2ub6TmSk5OVCY2IiIiIiIiIiPKAROnv28VNqYTbkSNHsG/fvjTlbdu2RZcuXeDl5YW2bdvC398/wzokEgl69eqFypUrp/v4u3fv4Ovrq0x4RERERERERESkYr/zkFKlEm4FChTArVu3ULZsWbnyW7duoUCBAgAAQRBk/09P1apVUbx4cXTu3Dndxx89esSEGxERERERERFRPqXq4aJRUVHw9PTEv//+C7FYjJYtW2LatGkoXLhwhvuvWLECFy5cwIcPH2BkZAQHBweMHTsWenp6WTq3Ugm3vn37YsaMGbh//z4sLCwAAPfu3cOePXswbNgwAMCFCxdQrVq1DOv4448/EBsbm+HjBgYG6NSpkzLhERERERERERGRiiWrOOE2adIkhIeHw9/fH4mJiZg6dSo8PDywaNGidPf/+PEjPn78iClTpqBixYp49+4dZs6ciY8fP2L58uVZOrdIEJS7+gMHDmDr1q148eIFAKB8+fLo27cv2rdvDwD4+vUrRCJRpr3ccou2tdMvPycRERFRfuR0+7SqQ6BcsMHKXtUhUC7g/aqeeL+qJ8mtDaoOIU849vijQvs5VimW4+cODQ1FmzZtsGfPHllnsXPnzmHo0KE4e/YsTE1NFarnyJEj+Ouvv3D79m1oaireb02pHm4A0KFDB3To0CHDxwsWLKhs1URERERERERElM+pckjprVu3oK+vL0u2AYCdnR3EYjHu3r2LFi1aKFRPXFwcdHV1s5RsA7KRcCMiIiIiIiIiIspIsoL5NolEAolEIlemra0NbW1tpc8dEREBIyMjuTJNTU0YGBggPDxcoTo+ffqElStXomfPnlk+v8IJN1tbWxw9ehRGRkaoW7cuRCJRhvtevXo1y4EQEREREREREZH6SFRwmVI/Pz/4+PjIlbm4uGD06NFp9l24cCHWrl2baX1BQUGKB5mBuLg4DBs2DObm5nBxccny8Qon3Nzc3KCrqwsAmDp1apZPREREREREREREvw9Fh5QOGzYMgwYNkivLqHebk5MTOnfunGl9pUuXhomJCT59+iRXnpSUhOjoaBQtWjTT4+Pi4uDs7IzChQvD19cXWlpaClyFPIUTbqkv5mcXpqjk5GTcvHkTVapUgb6+fo7USUREREREREREqqfokNKsDB81MjJKM1Q0PdbW1oiJicH9+/dRs2ZNAMDly5chlUphaWmZ4XFxcXEYPHgwtLW1sWrVKqUXAxUrddT/i4yMxJMnT/Do0SO5TVEaGhpwcnJCdHR0dsIgIiIiIiIiIqI8JilZqtCWG8zNzdG4cWNMnz4dd+/exY0bN+Dp6Ym2bdvKVigNCwtDq1atcPfuXQDfk21OTk5ISEjAnDlzEBcXh/DwcISHhyM5OTlL51dq0YT79+/D1dUVoaGhEH7oHigSiRASEqJwXZUqVcLbt29RunRpZUIhIiIiIiIiIqI8SNEebrll4cKF8PT0xIABAyAWi9GyZUu4u7vLHk9MTMSLFy/w5csXAMCDBw9w584dAEiziumpU6dgZmam8LmVSrhNnToV5cqVw5w5c2BsbJzpAgo/M27cOMyfPx9jx45FjRo1oKOjI/d4yrxxRERERERERESUfyg6h1tuMTQ0xKJFizJ83MzMDI8fP5b9XK9ePbmfs0OphNubN2+wYsUKlC1bNtsBDB06FAAwYsQIucSdIAhZ7i1HRERERERERER5g6KrlKojpRJuDRo0wKNHj3Ik4bZ58+Zs10FERERERERERHmLqoeUqpJSCTcvLy+4urri6dOnqFSpEjQ15atp3ry5wnXZ2toqEwIREREREREREeVhqh5SqkpKJdxu376Nmzdv4ty5c2keU2YY6PXr17Fjxw68ffsWy5Ytg6mpKfbv3w8zMzPY2NgoEyIREREREREREalQMhNuWePl5YUOHTpg5MiRMDExyVYAx44dw+TJk9G+fXs8ePAAEokEwPelWP38/JhwIyIiIiIiIiLKhyRJv+8cbmJlDvr8+TMGDhyY7WQbAKxatQqzZs2Cl5eX3NDU2rVr4+HDh9mun4iIiIiIiIiIfr1kqaDQpo6USri1bNkSV65cyZEAXrx4kW4vNj09PcTExOTIOYiIiIiIiIiI6Nf6nRNuSg0pLVeuHBYtWoQbN26gcuXKaRZN6N+/v8J1mZiY4PXr1zAzM5Mrv3HjBkqXLq1MeEREREREREREpGK/85BSpRJuu3fvho6ODq5evYqrV6/KPSYSibKUcOvRowfmzJmDuXPnQiQSISwsDLdu3cL8+fMxcuRIZcLL92aM6ASnzk1gqKeDS3eeYfTczXj2+mOmx5Qsaoi5Y7vDsaEFdApqI/TNRzjP3ICbD18CACS3NqR7nOuSXVi8+WhOXwKlg+2qntiu6ontqp7Yruql6ch+aPnXMOgXL4q3d0Kwc/QMvLx2J8P9Cxnoo+OcSbDu0go6Rgb49Ooddo+bjftHzgAA5ry4AONyZmmOO+O7GTtcPHLrMigDvF/VC+9X9cb7lTKjrr3XFJHlhJsgCAgICICxsTEKFiyY7QCGDh0KqVSKgQMH4suXL+jbty+0tbXh5OSEfv36Zbv+/GbSwNYY1csBgz3W4eW7CMwc2RmHfCeiVtdp+CZJSvcYQz0dnNk4FWevPUJ7lyWI+ByLimVMERUTL9untMM4uWMcG1pizYyBCDx1Izcvh/4f21U9sV3VE9tVPbFd1UudHu3QbbE7tg13x8srt2A/zgmjj23GzCr2iA2PTLO/hpYWxp4IQOzHSKzpNgJR78JgVLYUEqL+N32Jd90OEGtoyH4uWbMyxp3cipu7g37JNdH/8H5VL7xf1RvvV/oZJtyyQBAEODo64tChQyhXrly2AxCJRBgxYgQGDx6M169fIyEhAebm5ihcuHC2686PRvduAe+1B3HwzG0AwKDp6/D25FJ0bFYbu45dTfeYvwa1wdv/PmHIzP99C/DyfYTcPmGR8vPhdfjDCmeuPcKLd+E5ewGULraremK7qie2q3piu6oXhwnOuLh2B4I37gYAbBs+DRZt7WHn1APH5q9Ks7+dUw8UNjLEAruukCZ9/wAY+eqt3D5xEZ/kfnZ0HYGPz17iydnLuXQVlBHer+qF96t64/1KP/M7DynN8qIJYrEYZcuWRVRUVI4E4Obmhri4OGhra6NixYqwtLRE4cKFkZCQADc3txw5R35RvlRRlChqiNNX/rc6a0zcF1y9/xz1LM0zPK5dUyvcePgS2xeMwNtTS3F1+ww4dW6S4f7FjPTRupElNu4/n6PxU/rYruqJ7aqe2K7qie2qXjS0tFCmTk2EnLwoKxMEASEnL6JCg9rpHlOrgwOeB99EL9/ZWPDfNUy/dwyt3EZCJE7/rbCGlhbq9e2ESxt25co1UMZ4v6oX3q/qjfcrKSJJKii0qSOlVimdOHEiFixYgCdPnmQ7gP379+Pbt29pyr9+/Yp//vkn2/XnJ6Ym+gCAsE/y2fyPkTEobmyQ4XHlSxXFsO7N8Ox1GNqNXAy/3WewZHJv9Gtvl+7+/drbITbhKwJPszvur8B2VU9sV/XEdlVPbFf1omtSBBqamogJk+8NERsWDv3iRdM9xqRCGdTu1gZiDQ34tBmEIM8VcJg4BG3cR6e7v1WnlihkqI/gjXtyPH7KHO9X9cL7Vb3xfiVFcJXSLJoyZQq+fPmCjh07QktLK81cbj8upJCeuLg4CIIAQRAQHx+PAgUKyB5LTk7GuXPnYGRkpEx4+Uav1vXh6/6/BSY6jlmqVD1isQg3Hr7EdJ99AIDbj1+jRsVSGNLtDwQcvJRm/4EdG2P7kcsZjqmn7GG7qie2q3piu6ontiv9SCQWIfZjBLYMdYMgleL1zfswLGWKln8Nw+HZy9Lsbze4Jx4cOYPoD5lP+k3Zx/uVfsT7Ne/i/UrKUNdkmiKUSrhNnTo12ye2sbGBSCSCSCSCo6NjmsdFIhFGj07/Wwx1cfDsbVy9/1z2cwGt781haqSP/yKiZeXFjPVx5/HrDOv5EBGFkOfv5coevXiPzs3rpNm3oXUlVClfAn1cV2c3fMoA21U9sV3VE9tVPbFd1VtcxGckJyVB39RErlzPtChi/kt/bp/oD+FITkyEIP3fPDL/hYTCoEQxaGhpITkxUVZuVKYUqjk0hF+X4blzASSH96t64/2qXni/kjIkyb/vHG5KJdw6d+6c7RNv3rwZgiBgwIABWLFiBQwM/tflVEtLCyVLloSpqWm2z5OXxSV8RVzCV7myD+FRaFavOu48eQMA0CtcELY1K2DN7n8zrCf49jNULltcrqxSmeJ4/SHtqj+DOjXGjYcvcff/66ecx3ZVT2xX9cR2VU9sV/WWnJiI1zfuo2pzO9z55ziA71/UVm1uhzM+m9M9JvTiddj27giRSARB+P5Nu2nl8oh6Hyb34R0A7AZ1R+zHSNw7fDp3L4QA8H5Vd7xf1QvvV1LG79zDTak53FL79u0b4uLi5DZF2Nraol69ejh16hQcHBxga2sr26ytrdU+2ZaRFdtOwM25Hdo1tULNiqXg7+mM9+FR+Offm7J9jq6ehBE97WU/L9tyHPUsKmCKU1uYly6GP1vVg3PXpli9U/4Pj17hgujaoi42BJ77ZddD37Fd1RPbVT2xXdUT21W9nFy8Do2G9EL9/l1RvKo5eq2aA+3COrjk/30VxIGbFqHT3Mmy/c+t2gIdIwP0WDYDxSqVR802zdBq6kic9ZX/wC8SidBgUDcEb9oLaXLyL70m+h/er+qF96t64/1KP8M53LIoISEBCxcuxJEjR9JdrTQkJEThukJDQ/HhwwfY2NgAALZu3Ypdu3ahYsWK8PDwkOv59jtYuPEIChcqgJXuA2Cop4OLt5+i/ajFcuPVK5QuBhNDPdnPNx6+RPeJvvAa3RXThnbAy3fhmPj3dmw/Ir8sdg/HehAB2Hn0yq+6HPp/bFf1xHZVT2xX9cR2VS83dh2CXlEjtJ89HvrFi+Lt7RCsaDUAsR+/T8xuVKYUhFRv3j+//YDljgPQfcl0TL97FFHv/sPpZf44Nl9+iFJVh0YwLmvG1Q5VjPereuH9qt54v9LPSJJ+34S4SEjpp5sFs2bNwpUrVzB27FhMnjwZHh4eCAsLw86dOzFx4kR06NBB4brat2+PSZMmoWnTpnj8+DG6du0KJycnXLlyBRUqVIC3t3dWw4O2tVOWjyEiIiL6HTnd5lAsdbTByv7nO1G+w/tVPfF+VU+SWxtUHUKe0HPjzxfVBICdA21z5fxRUVHw9PTEv//+C7FYjJYtW2LatGkoXLjwT48VBAFDhgzB+fPn4evrCwcHhyydW6khpf/++y9mzJgBR0dHaGhowMbGBiNHjsT48eNx8ODBLNX19u1bmJubAwCOHz8Oe3t7TJgwAR4eHjh3jl1HiYiIiIiIiIjyoySpoNCWWyZNmoRnz57B398fq1evxvXr1+Hh4aHQsZs2bYJIJFL63Eol3KKjo1G6dGkAgK6uLqKjv69IUqdOHVy/fj1LdWlpaeHr1+8TL166dAkNGzYEABgYGCg8HxwREREREREREeUtkiSpQltuCA0Nxfnz5+Hl5YVatWrBxsYG7u7uOHz4MMLCwjI9NiQkBBs2bMDcuXOVPr9SCTczMzO8ffsWAFChQgUcOXIEwPeeb3p6epkdmkbt2rXh7e0NX19f3Lt3D3/88QcA4OXLlyhevHjmBxMRERERERERUZ6kykUTbt26BX19fVhYWMjK7OzsIBaLcffu3QyP+/LlCyZOnAgPDw8ULVpU6fMrlXDr2rUrHj16BAAYOnQotm7dCgsLC3h7e2Pw4MFZqsvDwwOampo4duwYZsyYIVud9Ny5c2jcuLEy4RERERERERERkYopmnCTSCSIi4uT2yQSSbbOHRERASMjI7kyTU1NGBgYIDw8PMPjvL29YW1tneU5236k1CqlAwcOlP3fzs4OR44cwYMHD1CmTBlUrVo1S3WVLFkSfn5+acqnTp2qTGhERERERERERJQHJCk4XNTPzw8+Pj5yZS4uLhg9enSafRcuXIi1a9dmWl9QUJDiQaZy6tQpXL58GYGBgUodn5pSCbcflSpVCqVKlVLq2Pfv32f6eMmSJZWql4iIiIiIiIiIVEeq4HDRYSOHYdCgQXJl2tra6e7r5OSEzp07Z1pf6dKlYWJigk+fPsmVJyUlITo6OsOhopcvX8br169Rt25dufLRo0fDxsYGAQEBP7sUGaUSbl5eXihTpgz69+8vV75lyxa8evUK06ZNU7gue3v7TFd9CAkJUSZEIiIiIiIiIiJSIUFQLOGmra2dYYLtR0ZGRmmGiqbH2toaMTExuH//PmrWrAnge0JNKpXC0tIy3WOGDh2K7t27y5W1b98ebm5uaNasmULxpVAq4Xbs2DGsWrUqTbm1tTXWrFmTpYTb/v375X5OTExESEgI/P39MX78eGXCIyIiIiIiIiIiFRNyaUEERZibm6Nx48aYPn06Zs2ahcTERHh6eqJt27ay9QPCwsIwYMAALFiwAJaWlihatGi6vd9KliyJ0qVLZ+n8SiXcoqKi0l2NVFdXF58/f85SXenN+WZhYYFixYph/fr1aNmypTIhEhERERERERGRCiUnqS7hBnyf783T0xMDBgyAWCxGy5Yt4e7uLns8MTERL168wJcvX3L83Eol3MqWLYvz58+jbNmycuXnzp3LcsYvI+XLl8e9e/dypC4iIiIiIiIiIvq1FB1SmlsMDQ2xaNGiDB83MzPD48ePM63jZ49nROlVSj09PfHp0yfUr18fABAcHAx/f/8sry4aFxcn97MgCPj48SN8fHzSJPSIiIiIiIiIiCh/UHTRBHWkVMKtW7dukEgkWL16NVauXAng+0qlM2fORKdOnbJUl42NTZpFEwRBQIkSJbB48WJlwiMiIiIiIiIiIhWTJklVHYLKKJVwA4DevXujd+/e+PTpEwoUKIDChQun2efGjRuwsLDIdKWJzZs3y/0sFotRpEgRlC1bFpqaSodHREREREREREQqJFXxkFJVynZGK7OlWIcMGYJ//vkn03ndbG1tsxsCERERERERERHlMapcpVTVcrULWUaT4506dUrhOpo3b55T4RARERERERER0S+SzCGlv9aoUaMU2k8kEiEkJCSXoyEiIiIiIiIiopym6lVKVUklCbdHjx6p4rRERERERERERPSLCL9vBzfVJNyIiIiIiIiIiEi9SX/jOdzEuVm5SCTK8LHg4GC0adMGcXFxaR6LjY1F27Ztce3atdwMj4iIiIiIiIiIcok0SarQpo6ynHATBAHv37/Ht2/fFNo3I5s2bUKPHj2gq6ub5jE9PT307NkTGzduzGp4RERERERERESUB0gFQaFNHSmVcGvZsiU+fPjw031v3bqF0qVLp/vY48eP0bhx4wyPbdiwIR48eJDV8IiIiIiIiIiIKA8QpIJCmzrK8hxuYrEYZcuWRVRUVLZOHBERAU3NjE+vqamJT58+ZescRERERERERESkGslqOlxUEUrN4TZx4kQsWLAAT548UfrEpqamePr0aYaPP378GEWLFlW6fiIiIiIiIiIiUh1BEBTa1JFSq5ROmTIFX758QceOHaGlpYWCBQvKPX716tWf1tG0aVMsW7YMjRs3RoECBeQe+/r1K1asWIFmzZopEx4REREREREREamYug4XVYRSCbepU6dm+8QjRozA8ePH4ejoiD59+qB8+fIAgOfPn2Pbtm1ITk7G8OHDs30eIiIiIiIiIiL69ZKTklQdgsoolXDr3Llztk9sYmKCHTt2YObMmVi8eLGsC6FIJEKjRo3g4eEBExOTbJ+HiIiIiIiIiIh+PUGarOoQVEaphBsAvH79Gnv37sWbN28wbdo0GBsb4+zZsyhZsiQqVaqkUB2lSpXC2rVrER0djVevXgEAypYtCwMDA2XDIiIiIiIiIiKiPOB3TrgptWjC1atX0b59e9y9exfHjx9HQkICgO8LHaxYsSLL9RkYGMDS0hKWlpZMthERERERERERqQFpokShTR0plXBbtGgRxo0bB39/f2hpacnK69evj9u3b+dUbERERERERERElE8J0mSFttwSFRWFiRMnonbt2rCxscHUqVMRHx//0+Nu3bqF/v37w8rKCrVr10afPn3w9evXLJ1bqYTbkydP4ODgkKbcyMgInz9/VqZKIiIiIiIiIiJSI6pOuE2aNAnPnj2Dv78/Vq9ejevXr8PDwyPTY27dugVnZ2c0atQIu3fvxp49e9CnTx+IxVlLoSk1h5uenh7Cw8NRunRpufKQkBCYmpoqUyUREREREREREakRVc7hFhoaivPnz2PPnj2wsLAAALi7u2Po0KGYPHlyhvkrb29v9OvXD0OHDpWVVahQIcvnV6qHW9u2bbFw4UKEh4dDJBJBKpXixo0bmD9/Pjp16qRMlUREREREREREpEaSkyQKbbnh1q1b0NfXlyXbAMDOzg5isRh3795N95jIyEjcuXMHxsbG+PPPP2FnZ4e+ffvi+vXrWT6/Ugm38ePHo0KFCvjjjz+QkJCAtm3bom/fvrC2tsaIESOUqZKIiIiIiIiIiNSIokNKJRIJ4uLi5DaJJHuJuIiICBgZGcmVaWpqwsDAAOHh4eke8+bNGwCAj48PunfvjnXr1qF69eoYOHAgXr58maXzKzWkVFtbG15eXhg1ahSePHmC+Ph4VK9eHeXKlVOmOiIiIiIiIiIiUjOKDin18/ODj4+PXJmLiwtGjx6dZt+FCxdi7dq1mdYXFBSkeJCpSKVSAEDPnj3RtWtXAED16tURHByMvXv3YuLEiQrXpVTCzcfHB4MHD0aJEiVQokQJWfnXr1+xbt06uLi4KFMtERERERERERGpCWmiYr3Uhg2bgEGDBsmVaWtrp7uvk5MTOnfunGl9pUuXhomJCT59+iRXnpSUhOjoaBQtWjTd41LKzc3N5crNzc3x/v37TM/5I6USbr6+vujVqxcKFSokV/7lyxf4+voy4UZERERERERE9JtTtIebtrZ2hgm2HxkZGaUZKpoea2trxMTE4P79+6hZsyYA4PLly5BKpbC0tEz3GDMzMxQrVgwvXryQK3/58iWaNGmiUHwplJrDTRAEiESiNOWPHj2CgYGBMlUSEREREREREZEaUXQOt9xgbm6Oxo0bY/r06bh79y5u3LgBT09PtG3bVrZCaVhYGFq1aiVbREEkEmHw4MEICAjA0aNH8erVKyxduhTPnz9Ht27dsnT+LPVwq1u3LkQiEUQiERwdHeWSbsnJyUhISMCff/6ZpQCIiIiIiIiIiEj9SJMSVXr+hQsXwtPTEwMGDIBYLEbLli3h7u4uezwxMREvXrzAly9fZGUDBw6ERCKBt7c3oqOjUbVqVWzYsAFlypTJ0rmzlHCbOnUqBEHA1KlTMXr0aOjp6cke09LSQqlSpWBtbZ2lAIiIiIiIiIiISP3kVu81RRkaGmLRokUZPm5mZobHjx+nKR86dCiGDh2arXNnKeGWMimdmZkZateuDU1NpaaAIyIiIiIiIiIiNSdVccJNlZSaw61w4cIIDQ2V/Xzy5EmMHDkSixcvhkSi2AoURERERERERESkvoTkZIU2daRUws3DwwMvX74EALx58wbjx49HoUKFcPToUfz99985GR8REREREREREeVD0iSJQps6Uirh9vLlS1SrVg0AcOTIEdja2mLRokXw9vbG8ePHczRAIiIiIiIiIiLKf1S5SqmqKTUJmyAIkEqlAIDg4GD88ccfAIASJUrg8+fPORYcERERERERERHlT+qaTFOEUgm3mjVrYtWqVWjQoAGuXbuGmTNnAgDevn0LExOTnIxPKZJbG1QdAhERERGRyqxWdQBEpDDer6TOfuf8jFJDSqdOnYqHDx/C09MTw4cPR9myZQEAx44dg7W1dY4GSERERERERERElJ+IBEEQcqqyb9++QSwWQ0tLK6eqJCIiIiIiIiIiyldyNOFGRERERERERET0u1NqDreqVatCJBJl+HhISIjSAREREREREREREeVnSiXcfHx85H5OSkpCSEgIAgMDMXr06BwJjIiIiIiIiIiIKD/K0SGlBw8eRFBQEFatWpVTVRIREREREREREeUrSq1SmhErKytcvnw5J6skIiIiIiIiIiLKV3Is4fb161ds3rwZxYoVy6kqiYiIiIiIiIiI8h2l5nCrW7eu3KIJgiAgPj4eBQsWxN9//51jwREREREREREREeU3Ss3htm/fPrmEm0gkgpGREWrVqgUDA4McDZCIiIiIiIiIiCg/ydFFE4iIfifz58/HixcvsGrVKrkvIYiIiCh7BEHg31Y1xHYlot+JwkNKHz16pHClVatWVSoYkv8jJJVKIRbn6LoWpCI/vrngm438TyKRwNjYGFeuXMHUqVMxd+5ctqka4L1JlL9MmjQJDRo0QNeuXVUdCuWQlNfhlNfiN2/ewMzMjK/NaiD1Z5ukpCRoaio1uxERUb6h8Ktcp06dIBKJ8LMOcSKRCCEhIdkO7HeU+oPexo0bUapUKTRt2hTa2toqjoyyI/Wbi/fv30NfXx+6uroqjoqyS1tbG3379kXhwoXxzz//wNXVFfPnz1d1WJQNP96rUqkUBQoUQNGiRQEwGZffsf3Uz6dPn6ClpQVvb28UKlQIbdq0UXVIlE0p92nK6/GGDRtw5coVrF69WtWhUTZdvHgR5ubmKF68OBYtWoTExES4urqqOiwiolylcMLt1KlTuRnHby/1B72YmBhs27YNYrEY2trasLOzg5aWloojJGWltOuSJUvw77//Ijo6Gv3794e9vT3Kly+v4uhIGSn3a8GCBWFmZoYaNWpg9+7dKFSoEGbMmMEP9fmQIAiye3XZsmUIDg7G69evYWFhgVq1amHkyJFs13zsxx7jP36op/zJyMgIY8aMga6uLjw8PACASbd8bPHixTA0NMTAgQNl9+WXL19QqVIl2Zf+fB3OnxISEjBr1iwUKlQINWrUwLFjx7Bjxw5Vh0U5gH9HiTKncMKtVKlSsv/7+fnB2NgY3bp1k9tnz549+PTpE4YOHZpzEf4mUl6o5s2bhxcvXqBEiRJ4/Pgxpk2bhjlz5jDpls8dOXIEBw4cwOTJk3Hr1i3s27cPL168QL9+/VClShVVh0dZlHK/ent749q1a6hcuTLKli2L48eP49u3bxxemg+ltJePjw+2bduGxYsXo1ixYli9ejWWL1+OFi1aoFKlSiqOkpSVcs9u3rwZDx8+hK6uLjp27AgLCwt+WMinUoajlShRAg4ODvj06ROmTJmCAgUKoHnz5qoOj7IoISEBDx48QEJCAnR0dNC1a1doaWkhPDwchQsXBgD+Xc3HdHR0EBQUBFtbW7x69QrLly/n31Q1kPrv56lTp/Dy5UsULlwYlStXRu3atVUcHVHeoNQ7zJ07d6JChQppyitVqsRvK7IhMDAQe/bswdixY7Fo0SIcPnwY1atXh6urKy5evAiJRKLqEElBUqlU7meRSITevXujdevWmDp1KoYMGYKHDx9i06ZNePz4sYqipKxKTk6W/f/ChQv4559/4O7ujnnz5mHv3r0YOHAg7t+/j2nTpqkwSlLWp0+fcOPGDXh7e6Nhw4b48OED/v33X3h6eqJSpUp8Dc6HUr8WL126FCtXrsSXL19w//59ODk54dKlSxCLxWlesynvS5n7acmSJVi+fDliYmKgpaWFSZMmISgoSMXRUVYIggAdHR0sXrwYJUuWxP79+7Fnzx4AwLdv35CUlJTpsZR3pX5tjYyMhJaWFoyMjLBixQq8fftW9hjbMX9KSbYtWLAAnp6euHz5Ms6fP48RI0bg8OHDKo6OKG9QKuEWHh4um9MmNSMjI4SHh2c7qN9VeHg4qlWrhsqVK8PY2BjGxsZYs2YNqlWrhtmzZ+PSpUv8wJcPpB6atnv3bixcuBBHjhyRmxi2U6dO6N+/Px49eoSAgAA8ePBAVeGSAqZNm4YHDx5AQ0NDlnSLjIxEgQIFULFiRQDf53Tr1asXmjZtiqCgIHh6evINZB73Y/uIxWK8ffsWJUuWxJkzZzB27Fj89ddf6N69OyQSCXbv3o179+6pKFpSRuo5+UQiEfz8/LBs2TIsXLgQjo6OcHZ2ZtItHztw4AA2b96MCRMmYOnSpdi4cSPatGkDd3d3HD16VNXhkYJShncbGBjAw8MDpUqVQmBgIPbu3QtNTU0YGxvj2bNnCA0NxYsXL/Dq1StcuXIFiYmJ7PWWh6Xu/XTz5k0YGBjgypUrOHDgAL58+YKxY8fKkm4p7ZiYmKiyeEk5QUFBOHjwIJYuXYq1a9eiadOmiI2NzTRRTvQ7USrhVqJECdy8eTNN+Y0bN1CsWLFsB/W7SfnQ9+XLF7x79w6ampoQiUT49u0bAGDAgAF4//49vLy8cOnSJf4xysOkUqnsTcOSJUswd+5c3LlzB2fPnsXOnTtx9+5d2b6dOnXCgAEDcOHCBVy4cEFVIdNPvHv3Di9fvsTIkSPx+PFjaGhoAPg+zF5HR0cuWaqnp4cePXpAV1cXgYGB8PX1VVXY9BOp79W4uDgIggBtbW2UKVMGW7duxeTJkzF58mT06tULwPfnwYULF/Dx40dVhk1KOH78OOzt7XH06FHo6ekBAMzMzDBmzBh07doVQ4cORXBwMMRiMZPk+cyrV69gZWWFOnXqoHDhwrC0tMSQIUPQqFEjuLq64uzZs6oOkX4i5Z5Luf8MDAwwffp0lCxZErt27cLhw4exePFiTJo0Cf369UOPHj3Qt29frF27litc5mGpk22LFy+Gl5cXjh8/jtjYWOjq6mL9+vX4+vUrxo8fj1evXkEikWDixIlcHCMfSLlnU76kev78Oezs7GBlZYXjx49j3rx5mDFjBjp27Ij4+HiEhoaqMlwilVMq4da9e3fMnTsXe/fuxbt37/Du3Tvs2bMH3t7e6NGjR07HqHbSG24IAD179kRSUhKmT58OAChQoAAAoFChQhg4cCAqVqyIKVOmMOmWh6W8uXjy5AkSEhKwadMmBAQEYOHChShevDhWrlwpl3Tr2LEjZs+eDWdnZ1WFTD9RqlQpeHh4wMLCAs7OzrIhwKVLl4a2tja2bdsm92YiMTERVlZW8PLywsiRI1UVNmUi9QeB1atXw9vbG8+fP4eOjg4cHBywe/duNGnSBD179gQAxMbGwtvbG/Hx8fjjjz9UGDkpo1SpUmjXrh3evHmDqKgoAN8/MBQrVgyjR49Gly5dMGjQINy7d4+9ZfIZExMTvHz5Ev/995+srFy5cmjZsiW+fv2KYcOG4eLFiyqMkDKT+ouPb9++yXqQGxoaYsaMGShTpgzKly+PgQMHYtOmTTh+/Dj27NmDf/75B35+frKFFCjvSfkbu3z5cuzZsweTJk2Cg4OD7EsPU1NT+Pv7IyEhAb169UL37t3x4MEDDB8+XJVh00+kXrgkPj4ewPcRHkZGRjh58iSmTJmCv/76Cz179oQgCDh79iyOHDmCuLg4VYZNpFIiQYm/VIIgYOHChQgICJAlfgoUKABnZ2e4uLjkeJDqJPUHvf379yMkJARisRjVqlVDhw4dsHv3bmzYsAHVq1fHxIkTERsbi4ULF6JcuXKYNm0axowZg+PHj2PdunVo1KiRiq+G0nPixAnMnj0bRYoUwdq1a2Fqaior37ZtGwoUKIBRo0bBwsJC7rjk5GRZ7ynKG1K/sXj06BFWrFiBO3fuYO3atahWrRoePnyIIUOGoGbNmrCzs0OVKlXg5+cHPT09LFu2DCKRiO2ahy1cuBD79+/HuHHj0LhxY9m96uvri5UrV8Le3h5SqRTR0dGIjo7Gvn37oKWlxUn287CM2ubRo0dYunQpbt26hY0bN6JatWqy+/u///7DgQMH4OTkxB4zeVRG7Xrjxg3Mnj0bLVq0QPfu3WX38PXr17F9+3bUr18fnTt3ZrvmQanbdMOGDbh9+zbevn2Lrl27okGDBqhQoQI+f/6M2bNn48OHD+jatWuatuTf17ztxYsXGD16NKZMmYLGjRvj06dP+O+//3Dp0iWULl0ajo6OAIC1a9eiYMGC6NWrFzQ1NWULolDecvr0aRQvXhzVq1fHggULEB4ejr///hv//PMPZs2ahcTEREydOlU2MiAuLg5jx45F5cqVMWXKFBVHT6Q6SiXcUqR0Ey1YsCDKlSsHbW3tnIxNrS1YsACHDh1C48aNoaOjg4CAALi6uqJnz544deoUfHx8EB4eDj09PRgZGWHr1q0oVKgQAOCvv/7CyJEjUb58eRVfBQH/e9OY8uHtzJkz2L17Ny5evAh/f39YW1vL9j158iR27NiB2NhYzJ07F+bm5iqMnDKT0p4/Jt2WLVuGe/fuYc2aNahevToePXoEX19fPHnyBMD3HhcbN25kYiaPu379Ov766y/8/fffsLGxASCfYA0KCsKdO3cQHx+PihUrom/fvvwgkMelvt/u378vK69ZsyaA7/evj48Pbt++LUuap25zAGzfPCh1G+3duxcfP36EpqYmhgwZAgBYuXIlDh48iCZNmqBFixYoVqwY5syZAyMjI9mK0WzXvGvRokXYvXs3hg8fjvDwcAQHB6Ns2bIYPnw4qlSpgs+fP8PLywv379/HX3/9BQcHB1WHTAoKCwvD8OHD8eeff8Lc3Bx79+7F/fv3IRKJ8Pz5c8yYMQPdu3eXO4ZJ1LxJIpHIRnk0btwYp0+fxvbt21GlShUAwPz58+Hv748lS5agfPnyEIvFmD9/Pj59+oTdu3dDU1Mzzd9bot9FthJupJzz589jxowZWLhwIWrXro1jx45h/Pjx8PDwwJ9//inb78qVKyhUqBBq1KgBDQ0NfP36FQULFlRh5JSZs2fPomnTpgCAq1evws/PDx8/foSnpyesrKxk+x06dAh3796Fq6srkzF5VOoP7pGRkYiNjUW5cuUAAG/evMGcOXNw//59+Pn5oUaNGoiLi0NSUhJiYmJgZmYGsVjMD3h53IkTJ7B06VLs3LkTOjo6cknzjN7w84NA3pX6jfzSpUtx9OhRSCQSaGpqomPHjhg1ahSA70m3lStX4vbt2/Dx8YGlpaUqw6afSN2uS5YsQUBAACwtLXHnzh1Ur14dixYtQvHixbFhwwacOXMGV69elX0BvHfvXmhpafFDXh525MgRLFmyBIsXL0bNmjVx+fJlODk5wdzcHGXLlsW4ceNQsWJFREZGYuvWrRg1ahRfg/Oo9L5g/Pz5M2bMmIH379/jwYMH6Nu3Lxo1aoQ6depg3LhxsLGx4RDSfMbOzg5xcXGYN28e2rRpI/de193dHefPn0dMTAwqVqyIggULYsOGDdDS0uL7J/qtMeH2C/z4R2jv3r0ICgrC+vXrcfz4cUyZMkXWuy02NhaPHz+W9bhIwReqvO3p06do3749unTpgrlz5wIAgoODsXXrVrx79w4zZ85ErVq10hzHHlB5T+oPZ8uXL8fFixfx9OlT1K9fH3Xr1sXAgQPx/PlzLFmyRDa8tGrVqnJ1sF3zvqCgILi5ueHIkSMoWbKkXE/Vixcvonjx4rIVaCn/8PX1xdatW7Fs2TJUqFABq1evRkBAAJydnTFp0iQA35Nuc+bMQeHChTlBdz4RHh4Od3d3jB07FpUqVUJERAQGDBgAPT09rFixAiVLlkRMTAyeP38OALCwsICGhga/+Mjjzp8/j5s3b2Ls2LE4deoU3NzcMGnSJIjFYsydOxeNGjXC0KFDZb1UAb4fzotSv+cJDQ2FhoYGChYsiOLFiyMiIgLv3r2DSCSS+4KjZ8+eaNWqFQYNGqSqsCkLpFIp4uPjZQuDhYeHY8WKFWmmx3n06BFiYmJgaGiIihUr8gtoIii5aAJlTcofocDAQDx69AgGBgYoXLgw9u/fjylTpmDy5MmyybmvX7+OAwcOIDw8XK4OvrnI28qUKYP58+fj6NGjskUvGjRogN69e8PMzAyzZ8/G9evX0xzHpEzek5JsW7lyJbZv345hw4bh8OHDiI2NxZYtW/D8+XOYm5tjzJgxqFWrFjp16oTXr1/L1cF2zTtSL1KT+vul6tWrw9zcHKtXr8a7d+9kbSaRSODn54fTp0//8lgpe54+fYqbN29iwYIFqFu3Lu7du4f9+/ejQ4cO8Pf3x+LFiwEAVatWhZeXF1auXKniiEkR/v7+GDx4MJKSkmBqagotLS2UKFEC27ZtQ2xsLMaNG4fXr19DX18fVlZWsLKygoaGBpKTk/khLw9J7/v9evXqoW/fvoiOjsbatWvh7OyMHj16oFOnTihevDju37+P48ePyx3P98N5iyAIsr+fK1asgIuLC4YOHYouXbrgzJkzMDExQa1atWBpaYmEhAS8evUKzs7O+PbtG/r166fi6Ckzqd8/icVi6Onp4eDBg9i9ezcqVKgAFxcXuekbAKB48eKwtbVF5cqVIRaLIZVK+TpMvz1+KsxFEolE9v/169dj0aJFEIvFMDQ0xMOHD2Xf1qZMLvnlyxds27YNgiDAxMREVWGTEgoUKIBWrVph1qxZOHDggCzpZmdnh969e0NHRwd79+5VcZSkCEEQEBERgfPnz2P27Nmwt7fHq1evcO/ePQwfPhzm5uaQSqWoXLkyXFxcMGTIEJQqVUrVYVM6Un8Q2LVrFxYtWgRfX1/ZEOEOHTrg0aNHmDt3Ls6ePYsTJ05g5MiRiI2NhZOTk4qjp6wqUaIEmjRpAmtra1y7dg0eHh6YMGECvL290apVK6xZswYzZ84EAJQtW1b2YYDylh/bpE6dOoiLi8P9+/cRGxsr28fExEQ2J6qTkxM+fPggdxwTM3lH6tVIw8PD8eLFCwiCAC0tLRgbGyMiIgIfPnxAtWrVAAD//fcfqlWrhjFjxmDcuHEAwGHBeVDqdl2xYgV27NgBV1dXBAQEwMrKCuPHj0dgYCCA73+PAwMDMXv2bHz79k02r1fKyrSUt6TutXjv3j3cvHkTz549kyXPVq5ciYoVK2L06NG4desWYmNjMXbsWCxfvhzA/xLk/AKaCGDKOReMHTsWbm5uKF68OADg+fPn+O+//+Dh4YHKlSsDAJycnDB79mxER0fj7NmzKFSoEFavXo3IyEisWrUqzWTtlPds2LABnz9/xsSJEwF8T7q1bNkSgiBg6tSpKFCgANzd3dGgQQPo6uqiRo0aKo6YFCESiaCtrQ2JRII6derg1KlTmDRpEqZMmYLu3bvj27dvOHz4MKysrFC1alXZcFIOc8lbfhwavGHDBjRs2BBnz57FuXPnMGPGDAwcOBBFihTBkSNHMHLkSFSpUgUmJiZyHwTYpnlTesO2dXV10bNnTxQsWBDHjh1Dw4YN0blzZ2hoaKBkyZKws7PDy5cv5Y7lh4G8J6VNQkJCULJkSVhaWmLlypUYPHgw5s2bh/nz58PAwACCIMDIyAibN2/G3LlzUaxYMRVHTulJ/cXHsmXLcOHCBYSGhsLW1haWlpZwdnaGtrY2TE1Ncfr0aUilUmzduhVisRgdO3aESCTiNA15zOXLl1G/fn1Zmzx8+BBXr17F/Pnz0ahRI5w6dQrXr19H7dq14e7uDpFIhE6dOqF169YwNTVFs2bNOOQ7D0t9zy5ZsgQHDx6ElpYW3r17hwkTJqBjx44wNjbGypUr4eLigv79+6NcuXJISkrCgQMHADBBTiRHoBzl4uIitGnTRvj27ZsgCIJw+fJloUqVKoKtra1w6tQpuX3Xrl0r9OjRQ7CwsBB69uwpDB06VJBIJIIgCEJSUtIvj50U9/XrV2HFihVCrVq1hJUrV6Z5zNXVVahSpYowadIkuceSk5N/ZZikAKlUmqYsOjpaaNmypTB+/Hihbt26wtatW2WPPXv2TBg4cKBw+vTpXxkmKenNmzfCiBEjhDt37giCIAgxMTFCu3bthG7dugl3796V7ffy5Uvh06dPsudDYmKiSuKln0v9Onr69GkhICBA2L59uxAaGioIwvfX4D59+ggTJkwQBEEQvnz5IowaNUo4dOhQunVQ3nPhwgWhSpUqwrZt24SYmBhBEATh/v37Qv369YURI0YIUVFRgiCkbUe+d8q7Vq5cKdSvX1/4999/hfDwcGHAgAGCvb298PjxY0EQvr8n7ty5s9C0aVOhT58+svfD6f2NJtXx8/MTWrduLezbt09W9vLlS2HTpk2CVCoVgoODhYYNGwoBAQGCIAjCoEGDhDp16ghbtmyRq4evwXmfr6+v0LBhQ+Hy5cuCIAiCp6enUKNGDWHRokVCZGSkbL+9e/cK+/btk71v4vsnInn8WiEHffjwAU+ePIGrqyu0tbVx8uRJODg4YPjw4Vi9ejXu3r0LW1tb6OrqAgCcnZ3RpUsXREVFQU9PDyYmJly+Po8SfuhtWKBAAfz5558oXLgwfH19IZVKZavgFShQAGXLlkWTJk3w+fNn9qbIwyQSCbS1tQEA79+/h6GhIUQiEfT19TFmzBhMnz4djRs3Ru/evSGVSvH161csWLAAANCkSRNVhk4K8Pf3x549e2BiYoISJUoAAPT09LB582b0798fXl5emDx5MqytrVG2bFnZcZxzJG9LeR1dsGABjh07hhIlSkBfXx+zZ8/G5s2bYWNjg06dOsHDwwMJCQkICwtDcnIyHB0dAch/e0+q9+PfVwBo2LAhevXqBV9fX2hoaKB169aoUaMG1q1bhyFDhmDatGnw8vKCoaGh3HHskZr3CIKAz58/48KFC5gxYwb++OMPBAcH486dO5g6daps5IezszM6duyI+Ph4lClThpOt51Ht27fHvXv3sG/fPgiCgC5duqBs2bLo0KEDRCIR9u3bh+bNm8umyzE1NUWxYsVw+PBh9O7dW3av8zU470n9eeXly5e4c+cOZs6ciXr16uHkyZM4cOAA2rZtizVr1gAAevfujeLFi6NLly6yOjh3JlFavCNyUEqi5ejRowgKCsLNmzdRu3ZtjBs3Dl++fMG6detQrlw5tG7dGgUKFAAAGBkZwcjISFYHP+jlPan/AEVGRkIkEsHIyAgmJibo0KEDpFIpVq9eDZFIhJEjRyIuLg6PHz+Go6MjunbtmqYOUr0tW7bAwcFBNux72bJlOHHiBKRSKZo1a4Y///wTbdu2RWhoKFauXInRo0dDLBbj06dPiIqKwr59+2STcvMDXt7VvHlzrF+/Hm/evMHbt29RtGhRCIKAIkWKICAgAAMHDsTUqVOxbNkyuZVmea/mfQcOHMCBAwewcuVKWFpaIjAwEKdPn5bN4+Xo6AixWIxz586hTp06mDx5MocJ50FhYWEwNTWV/Zz6b+WMGTOgoaGBxYsXQxAEtG3bVpZ069KlC8qVKydbeZbyrpRpGr59+wYbGxvZNA2TJ0+WTdNw8OBB1KpVC5UqVULRokUB8P1wXiSVSlGiRAm4u7tj9uzZsqRb165dYWhoiLi4ODx9+hT29vayIaOxsbGYO3cuatWqxely8rDUX0SFhobC3NwcrVu3RqNGjXDz5k14enpi9OjR6NevHwoUKICNGzciISEBo0ePhoGBgawe/n0lSot/yXKQkZERevXqhVmzZiEiIgKLFy+WJdPc3NyQlJQEDw8PAJBLuqXGD3p5S+o3/35+fjh+/DgkEgl0dXWxYsUKmJiYoGvXrtDU1MTff/+Nf/75ByKRCFpaWvj7778BsDdFXnPmzBkEBATg4cOHcHV1xfXr17Fz5064u7vj5s2buHv3Lp49e4bp06fLViLdv38/9PT0UKNGDTg5OUFTU5PfvOcxPya1BUFAmTJlsHv3bnTp0gXLli3DzJkzUa5cOQCAoaEhNmzYgHnz5qFSpUoqipqU9erVK7Ru3RqWlpY4fvw4Zs+ejdmzZ6N9+/aIi4vDt2/f0KVLF3Tq1En2vOA9m7e0a9cOpUuXxqpVqwB8nxfVzMwMzZo1g5aWFgDA3d0dgiBg3rx5EIlEcHR0RPXq1XHkyBGUKVNGleFTBjJKqCQkJGDmzJm4evUqJk+eLOsB9f79exw+fBhFihSRey3m+6a8J2WhGVNTU3h4eGD27NkIDAyEWCxG586doauri3r16mHt2rWIjo7GrVu3kJSUBAsLC87Fl4elbpc5c+Zgx44duHz5Mlq0aIGCBQvi6NGjsLGxQc+ePQEABgYGqFWrFh48eAB9fX1Vhk6UL4gEIZ11uinLUt5gbNu2DXPmzEGlSpVQo0YNDBo0CBUrVpTt5+Xlhb1792Ly5Mno2rWrbDgb5W1LlizB3r17MWHCBFSoUAGTJ09G4cKF4eXlhRo1aiA5ORlPnz7FiRMnoK+vjz59+rA3RR4WEBCAoKAgmJubw9DQEObm5ujcuTMAICgoCDt37oS2tjamTp2K8uXLp/mgznbNW1K/WXz9+jW+fv2K8uXLQ1NTEyKRCG/evEG3bt1Qo0YNTJ8+HeXLl0/zoZBtmr8sWrQI8fHxsLOzw19//SX3AX7fvn148+YNhgwZAh0dHQAZJwFINdavX4/AwEAcOnRIVubi4oJLly5hyZIlsLOzkyXdgO8LTb169Qr9+/dHt27dULhwYQC8b/Oa1K/FERER0NPTQ3JyMnR0dHD8+HG4u7vDxsYGK1euRHJyMr59+4bx48fj27dvWL9+Pdsyn0hp57CwMNkCcJ06dUK3bt2QnJyMJUuW4MmTJzA2Nsbs2bOhpaXFezUfePHiBdatW4dOnTqhbt26EAQBUqkUI0aMgIGBAebNmwexWIxRo0bB2dkZtWvXBsC/r0Q/w4RbDouIiIBUKsXVq1exZcsWlC1bFkOHDoW5ublsn8mTJ+PDhw8ICAhQYaSkqKtXr2LevHlwdXWFra0tzp49i4kTJ8LQ0BCJiYlYtWoVqlevnuY49qbIe1J/GNi4cSNOnTqF0NBQTJkyBR07dpTtFxQUhN27d0NbWxuTJk2SfevONxV5T+o2XbZsGYKCghAfH4/ChQtj3LhxqFevHoyMjPDmzRv06NEDNWrUgKurq9wXIZR3ZdQjYu/evVi7di3CwsIwceJE9O3bFwAQGxuLCRMmoFq1apgwYcKvDpcUtH37dqxZswYHDx7E2rVrkZycjEmTJmHMmDG4cuUK5s2bh4YNG8q+lPTw8MD58+dRpUoV2UrulLcIP6wMffbsWSQkJKBKlSoYMGAArK2tsWrVKixbtgx//PEHNDU1ER0dLZumgUmZ/OXHpFtUVBS6d++OTp06AfjeozHlCw++H877Dh8+jKVLl0JPTw9r165FkSJFZH97d+7ciRkzZqBp06Z4//49BEHA/v37oampyffFRApgv94clJycDBMTExQrVgzt2rVD165d8erVK6xZswahoaGy/RYsWIBNmzYB+P4GhfI2LS0tdOjQAba2trhw4QKmTJmCiRMnYteuXdDQ0IC7uzvu3LmT5ji+ufi/9u4zrIrjffj4ly6IDRV7NJZgRaNGRWPX2GLvYu+9i9gbIgqIAhaKgChKEcXee4uKmtiNvUVBBRQBqfu88DmbgyUx/18ih+T+vEk8Z/dcs9cwuzP3ztyjezTLIQD69+9Py5YtMTMzY/PmzURHR6vHtW7dmm7duvHs2TPCw8PVz6VToVu0gzGenp6EhYUxZcoUjhw5gqWlJcuWLWP37t3ExMRQokQJQkNDOXHiBKGhoVlccvE5tOv30KFDHDp0iDNnzgDQuXNnypcvr+bUfPToEbdv32bChAm8fPmSsWPHAvKM1UWKolCpUiXKlStH586dCQwMpEePHsC7QE2tWrWwt7fnxIkTxMbGAu8G76tXr1aDbVKvuiUjI0N9PoaGhrJ+/Xp69uxJ69atycjIoF+/fpw7d44RI0bg7+9Prly5sLS0pGHDhmzZsgUjIyPS0tIk2JaNvL+8NF++fISHhxMUFASQaXax9Id1X3p6OoUKFeLBgwekpKSgr69PamoqAN27d2fhwoUUKFCAevXqqcG29PR06RcL8Rlkhts/QHuQEBYWxubNmylVqhT9+/fHysrqo8cJ3fb8+XPy5cvH8OHDKV++PJMnTyYxMZFhw4Zx8eJFGjRowMqVK7O6mOIzabe9oKAgtm3bRunSpZk4caKasBng9OnT1K5dW9qpjjl9+jQ2Njbqv2/cuMHcuXMZMWIEDRs25OTJk4wdO5Zy5cpx7949xo4dS6tWrbCwsCA6Opr8+fPLwC4bcXFxYcOGDRQsWJAXL14wYMAARo8eDcCQIUN49uwZ9+7do1KlShgZGeHv7y+zZbKB4cOHc/z4caytrXF3d890750wYQLnz5+naNGipKSkkJSUxI4dOzAwMJC+kw67ePEiYWFhfPfdd2qahujoaDw9PdmzZw+BgYGUL19elvT/i2jPdJs0aRLlypVj9uzZEojJhg4dOsSyZcswNTXF3d2dQoUKZZqdqH3vlVmLQnw+aSn/AM1bH319fbp27Yq+vj7e3t6UKFEiU8BNOoy6T9MpLFiwIDExMTx69Ejd/trAwABLS0u2bt3K119/ncUlFX+Fdhu1tbUlPT2dXbt2sXTpUiZNmkSBAgUA1KCODAZ0R1hYGEuWLMHe3l7dBThXrlz06NGDevXqqQm57ezs6N69O7169SIwMJDExES6deuGpaUlIJ1FXaa57yqKQlRUFBcvXiQoKAgTExPOnDmDg4MDSUlJTJkyBR8fH27evMmzZ88oXLgw5cqVQ19fX+pXh6WlpZGYmIixsTETJ07k1KlTTJs2jVmzZlGyZEngXd7UoKAgoqOjSU1NZeLEibIztI47ffo0c+bM4fXr19SrV0/93NLSkiFDhnDr1i1OnTpF+fLlSU9Pz7QcTepUd/3ZkkHtmW7u7u7kzZtXdiPNZjR11aRJE9LT0wkMDGTq1KksXryYQoUKkZqaipGRUaZxqzxfhfh80lr+ovffrH6q86c9oO/cuTMWFhY0aNDgSxZV/A20OwsWFhbkz5+fVatW8erVK3bu3ElSUhJff/01+vr6MhDIZrTbaN++fdHT02PPnj3MmTOHhQsXkjdvXvVYqVfdUbVqVdq3b8+aNWtQFIUuXbpQrFgxTE1NMTQ0JCQkhBYtWtClSxcAihQpwpMnT7hx40am3bSks6ibtJ+xr1+/JjY2ljJlylC6dGlMTEwoXrw4RkZGzJkzB319fSZNmoSVldUHs8elfnWXoaEhuXPnxt3dHYDChQsTFhaGg4MDM2fOVINutra2mc6TIKpus7Gx4ccff2T9+vVs376d2rVrqy+vSpQogZGREffu3QN+v/9KQEb3vD/O+Zw60rzksLCwACTfrS6KiIigYcOG5MuX74PvtAOkzZs3JyMjg6CgIKZNm4aDgwNFixbNghIL8e8hU6z+Is1DaNu2bQDq8oZPHav5rnHjxhgYGKjr4UX2oqlHJycn8uXLx+bNm8mZMyfBwcFqPUtQJvvRbqN9+vShfv36FChQQLY512HffPMNvXr1wsbGBl9fX8LCwoB3AfGUlBRiY2PJkSNHps7+ihUrcHZ2ltxP2YDmGevm5saAAQOws7Pj4sWLvHr1CgBjY2PatWvHvHnzWLt2LQ4ODp/8DaHb0tPTAWjTpg3dunUjNTWVhQsX8uDBA4AP+lYSbNNdmrocO3Ysffv25cmTJ/j7+/P69WsAkpOTSUpKyvQiS+geRVHU+2dwcDBz5sxh9erV3LhxQ/3+U+dp2ue5c+dkrKNjunXrxrZt28iTJ88nj9HuH7Vo0YI+ffrw/Plz/Pz8vlQxhfjXkhxu/wexsbG0atWKjh07MnXq1D88VvstT3JyMiYmJl+iiOIfFhsbq06bl7fuuudjb1f/6I2r9htdzXGSJ0i33blzhw0bNnDy5EkGDx6szmizs7Pj3LlzfP/999y6dYv4+Hi2bdsmuZ903Pu5T1esWEGvXr2Ij48nICCA7t27Y2dnp+5amZKSQmhoKHv27GHdunUymyKb0r4v79q1i02bNhEfH4+HhweFCxfO4tKJv0K7Dbu5ubFz507MzMyoWrUqcXFx3Llzh61bt2JkZJTFJRUf8379hYSEUKVKFV6+fElqairTp0/Hxsbmg76U9r83btzIvHnz2Lx5MxUrVsyS6xCZnTlzhrlz5+Lv70/hwoV5/vx5pnyZ79Ouz7Nnz1KjRg2ZUCDE/0hGHp/h/besOXPmZNSoUdy6dYuLFy9+8jztm1ZQUBCjRo0iJSXlHy2r+Hyfmpn4qc/h97d7+fLlk2CbjtLeLS0pKUltc5og2sdolkNojktPT5fAjA75WL2VKVNGzdvm6+ur7jy6ZMkS6tatS3x8PCVKlCAiIkKCbdmApm7OnDmjJt8eOnQokyZNYunSpQQHB+Pi4qK2Z2NjY3r06KEG2+TdYfakXXetW7fmxx9/pGrVqmquRZF9aM8YnzBhAp06deLp06c8evQIGxsbdu3ape5GKnSP5h589+5dEhIS8PHxwcfHh7lz51KhQgVmzJjB6dOnM7VZ7XFOcHAwbm5uLFu2TIJtOsTAwIB79+7x8OFD5s6dy+jRo/9wLKpdv7Vq1ZJgmxB/A5nh9hds3ryZmjVr8tVXX/Hs2TPGjBmDtbU1s2bN+uDY9x9CLi4uLFiwgFatWn3pYouP0B5837t3j4yMDHLmzKm+Uf9UPjbtetUkERW6ycvLi6NHj5IrVy7q169P7969gY/XrXa97t69m4IFC1KzZs0vXmbxIe22ev78eRISEjA1NeW7774D4NdffyUkJISTJ08yYMAAunfvDmTO9ySBcd2nKAq//fYbTZs2BWDq1KkMGDBA/f7AgQNMmDABW1tbJkyYkGm2uOQL0j1/tU4+drwEybOn92dKnTt3jtq1azN48GBy5swp7VWH7dmzh0WLFpEvXz68vb3VwPf169fx8/PjwoULODg4YGNjk6kvFRwcjLOzM46OjrRo0SIrL0F8hJubGwEBARgZGREcHEzZsmX/8HjtNnr//n0KFixIzpw5v0RRhfhXkp7MZzp9+jTTp09n4MCBbNq0CT09PebNm8fGjRvZt29fpmPfD7Y5OzuzcOFCCbbpCO0cFW5ubowdO5auXbsycuRINR+QZje098/T1Ku/vz+2trbyplaHaM+C8vf3x8/Pj1q1apE7d26WL1/O4sWLgQ/zLmrXa0hICBMmTJCZqDpCu60uXbqUGTNmMHPmTFxdXZk0aRLwLqdbt27d+P777wkMDGTt2rXA7/metHPLCN2lp6dHsWLFCA4OxtTUlJ9++onffvtN/b5Zs2YsW7aMgIAAgoODPzhX6BZNnXh7e+Pj4/NZx7//PP2j2eZCd70/061mzZocP34cDw8PYmNjpb3qkPfnXOTJkwcrKysePHjAy5cv1c8rVKjAoEGD+O677xg2bBhXrlxRg21BQUG4ublJsE3HaI9hzM3NSU5OJjk5mZiYmD88T7tPvG7dOiZOnKjmYhRC/N/IKOQT3n+zamNjQ+3atbl69SqXLl3i8OHDfP/994wfP55169ZhZWWl7qylPXiXNz66R3sgoJl9CO/e4qxYsYLY2FhcXV0xMDBQHzzvB1FXr17NjBkzZCCvI7Tb6y+//EKOHDlwdnamQYMGvHnzhlq1ajFv3jzg3cwZza6y+vr6H8xEdXd3p27dull2LeJ32m01PDwcDw8PqlSpgqenJ15eXrx+/RofHx+srKzo1q0br1694tKlS5naqwzuso+MjAyqVauGj48P/fv3x8PDg/Hjx1OoUCEAmjZtyvr166lWrVrWFlR8luTkZE6dOkXt2rX/9FjtwPi+ffto2LCh5LzVEX800/BT3+nr66urACZOnEhycjJXrlyRpd86RvN83Lp1KxkZGXTs2BE9PT2Sk5OZNm0ajo6O6vLQ8uXLY2trS4kSJahQoQIAN27cYOHChbi4uMg4R8doAqIBAQFYWlqyefNmIiIiGDx4MB4eHjRs2PCDc94f67i7uzN37lyKFCnyRcsuxL+OIv7Q9evXlaioKEVRFOXSpUvK+PHjFX9/f2X37t1KgwYNlBYtWigNGjRQAgMDlfT0dPW8LVu2KFZWVsrevXuzqujiDyQmJiojRoxQfH191c+Sk5OVI0eOKDY2NoqPj4/6eUZGhvr/GzduVKpXr67s2bPni5ZXfJy9vb3y9u1b9d+RkZGKlZWVUrNmTeWnn35SP09MTFRCQ0OVypUrK0uWLPngd6Reddf9+/eVgQMHKkeOHFEURVGOHj2qVKtWTZk7d67SqFEjZdiwYeqxDx8+VO/D2u1WZB+a+jtz5oxSqVIlZdq0acqzZ88+OC41NfVLF038Ce0+kIajo6MyZMgQJTU1VUlLS/voedptNTg4WLGyslJOnTr1j5VTfD7tOg0ODlbs7e2VWbNmKYGBgX94nnadHj16VHny5IkSExPzj5VT/N+lpKQow4YNU3r16qV+dvz4cWXYsGFKp06dlGvXrn30PE17vnv37hcpp/g8749FK1SooFy9elXJyMhQkpKSlNmzZytVqlRR+1QfO0/TJ5YxrBB/D1lS+gmKohAZGUm3bt1Yvnw5x44do0qVKhQsWJD4+HhatmxJWFgYNWrU4Pnz55w5c0Z9y5eSkkJKSgqrV6/mhx9+yOIrER+jr6/P/fv3efTokfqZsbExNjY2NGrUiGvXrgEfLjeUGYu64+HDh8THx2d6u160aFHGjx9PWloakZGR6uempqa0bduWOXPmsGbNGoKCgtTv1q5dK8shdFjJkiVp27YtFStW5MKFC8ycORN7e3vmzJlDo0aNOHLkCJ07dwagRIkS6nImmdmWPWnqr1atWvj5+bFjxw7mz5//wTIYmV2sezT3Ys1y4LS0NMzNzUlMTMTQ0PCjeVG126omBYeHhwc2NjZftOzi4zR16uzszLJly9DT0+Ply5e4uroybtw4Nf3CH6VpGDp0KA8fPiRfvnxf/gLEB7TrKiUlBSMjIxwdHbl9+7a64uP777+nT58+WFpaMmfOHC5duvTB72ja89dff/1lCi4+i6bNHj58mLS0NBwcHKhYsSJ6enrkyJGD6dOn07FjR8aNG8exY8c+OE87H5+MYYX4m2RxwE+nfGxGxLZt25QZM2YoNjY2ypo1a5QDBw4o9erVUw4dOqQoiqIkJCQokZGRH7y5TUlJ+SJlFn/uypUrysOHDxVFUZR58+Yp+/fvVxRFUZYuXar069dP+eWXXzId7+bmpvTu3TtTHcqMRd0WGhqqJCQkKIqiKFFRUYqHh4dibW2t+Pv7ZzouISFBOXTokDo7Ji4uTqlfv76yffv2L11k8RGfmgGj4ebmptjZ2amzGtesWaOMGjVKmTFjxp+eK7Lex2ZA/dmxx48fV2xtbf/SueLL0q6bs2fPKlWqVFEaN26sNGjQQOnTp49SqVIlZfny5cq5c+eUO3fuKMnJyR/8hswy1l2//PKLUr9+fXXWeHp6unL+/Hmlbt26yuTJkzMd+/6KgBo1aki/SUf5+fkpHh4eyo0bNxRFUZTw8HClY8eOmWY+nTp1Sunevbsyffr0rCqm+D94+PChUqFCBcXKykrx8/NTFCVz23z79q0yb948xcrKSrl48aL6+c6dO5UqVapImxXibya7lP5/2nkoXrx4QVJSEiVKlADgzZs3HDlyhPnz59OiRQs1D8Xy5cvVvG3w6Z0tRdZQFIXHjx/TpUsXOnXqRHx8PFu2bCE8PJzy5csTGRnJvHnzsLa2pmPHjtSsWZP4+HhGjx7NV199xYIFC4B3fxsHDhzA2NiYRo0aZe1FCSDzG/SYmBjatm2LhYUFoaGhmJqaEh0dTVhYGH5+fowZM4b+/ft/8BspKSkYGxvz5s0bzM3Nv/AVCG3JycmZ8jUdPnyY6OhoihcvzldffaXei8ePH8+jR48IDw8nNTWViRMnUqNGDbV+5R6cPdy4cYPy5cv/6S6U79en1K/uiYqKUnPsnT59mhIlSmBmZkZCQgK//PILsbGxLFy4kMKFC2NkZERUVBT58+enQ4cOjBs3DoDAwEBWrFih9rFE1nq/XR49epTZs2ezfft2cufOrT5/jx07xpQpU1i2bBk2NjaZzpNdK3VbTEwMvXr1IioqiuLFizNixAiqVKmCs7MzJUqUYOTIkequlJcvX6ZSpUqyY7AOU97b+Tc1NZXTp08zf/58SpYsiY+Pjzp7XFOPb9++JSgoiH79+qkzxu/evcuzZ88kj7EQfzMJuJH5RuXu7s6BAweIiYnBwsKCQYMG0bBhQ/LmzcujR4/w9fXl2rVrXL58mYULF6pLmYTu2rt3LzNnzuTt27d4eHjQqFEjtc6PHj2Kh4cHCQkJGBkZYWRkREpKCps3b8bIyEg97s8GhuLL0a4LTaDmxo0bTJkyBUNDQzZs2KAG3TZt2kRAQAD9+vVj1KhRWVxy8TFjx46lUqVK9O3bF1NTU5ydndmwYQPFixfn2bNnlC9fns6dO9OhQweOHj2Kg4MDZmZmGBoa8vbtW7Zu3YqhoeEHHU6hmyIjI+nduzfbtm3jm2+++cNj5b6r2yIjI3F1dcXOzo49e/YQFhbG7t271QAcvAvIDRs2jNmzZ1OpUiUuX75MXFwcjRo1wtDQkPv37zNgwAAmT55MmzZtsvBqBEBsbKy69PPSpUtYW1tz9+5dunbtipOTE82bN1ePffz4MT179mTWrFmZlp6tXbuWlStXSgBVh7z/fExJSSE4OJjjx4/TsGFDVq5cSa9evXj06BGHDh3Cy8uL6tWrZ/oNuR/rpveDaBkZGZiZmQFw7NgxJk2aRIMGDXB1df3geI20tDT09fWlfoX4h/znk6BoP4RWr15NUFAQM2bMoECBAoSHh+Pr60tUVBTdunWjRIkS2NnZcefOHXbt2kX79u2zuPTij2geKnnz5sXMzAwjIyPOnj1LyZIl1ZwTDRs2pGjRojx69Ijz589TvHhxunbtiqGhIWlpaepbH3kI6QbtjsK6devIyMigZcuWlC9fHhcXFyZNmkTPnj3ZsGEDlpaWdOnShYSEBM6fPy8BGR1VrFgx3N3dMTMzo0KFCpw6dQpfX1+qV6/O5cuXCQkJITAwkFy5ctGoUSOmT5/OyZMnMTU1Zdy4cRgaGsrMp2zEysqKunXrcuTIEb755ptPDuIURVE/37RpEyYmJrRt2/ZLF1f8gYyMDPLly8ekSZNISEhg69atFCpUKFOdFipUCFNTU06dOkX16tWpWbNmpvMLFy5MUFAQRYsWzarLEP/fyZMn2bx5MxMnTsTf35+IiAj27duHhYUF33//PeHh4Zibm6v59XLnzk3evHnVnGCKohAdHc3atWuZNWuWBNt0iKbvs3nzZooUKYKNjQ0dOnRg8+bNpKWlsW3bNnx9fTE0NCQ+Pp4pU6YQGhpK/vz51d+QfrDu0b7Xent7c+nSJW7cuEHLli2pX7++GmibPHkykyZNwtXVFX19/Q/6w5ITVYh/1n92htujR4/UZUrp6ekkJCQwZMgQ2rVrh62trXrckiVLOHDgAI6Ojpk6ihraQRmhu9LT09m3bx+LFi2iRYsW2NraUqpUqT88XgbwumvJkiVs2bIFOzs76tWrh6WlJQC//vor48aNw9TUlPXr12NmZkZsbCx58+ZFT09Pgm46RLsuVq5cycqVK+nRowevXr1iyZIl6nc3b97Ew8MDIyMj3NzcPvgduQfrrk8F05ycnDh27Bi7du0CPpx9of3v4OBgFi9ejLOzM82aNfsyBRefzcXFBV9fXypXrszUqVP57rvvgHd1qAmaTpw4ET09PXWGhdBNO3fuxMfHh/T0dKKjowkODlZfTv700094eXnx9u1bGjRowNdff01ISAixsbGEh4dn6i9pVogI3fL06VMWL17M3r17GTVqFL169eLVq1eMHTuWadOmUbNmTW7dusXChQtJT09n48aNEmTLJpYuXUpISAgzZswgJSWFjRs3kpqaSkBAAHnz5uXkyZNMnjyZKlWq4Ovrm9XFFeI/5z95J502bRoLFy7k6tWrwLuddvT09EhMTMy00yiAnZ0d+fLly7SroTYZ6Ok2zZtXAwMDWrVqxcSJE9m7dy8hISHcvXsXgEGDBnH8+PFM50mwTXeFhYWxbds2/P396dixI5aWlqSkpBAbG8s333yDp6cnKSkptGzZkuTkZPLlyyfBNh2kWaoNMHLkSEaNGsX69eu5cOECUVFR6nFWVlY0b96cffv28fjx4w9+R+7BukvzPL1//z5v3rxRP9fsbujl5QXwh8E2FxcXnJycJNimYzRtt1q1aixdupSiRYvi4eGh7nqnp6en1n+pUqVITU0F3tWv0E1t2rShQoUK3Lp1i2+//TbTd3Xq1GHMmDFUq1aNdevW4e/vj4mJCWFhYRgYGJCenq4eK8E23aC9GylAkSJFcHNzY/HixWzbto2pU6eyZ88eunTpwokTJ0hMTKRSpUps2LBBDba9/xtC99y+fZujR4+yYsUK2rVrR7Fixbh9+zb9+vXDwsICfX196tevz8KFC1EURepUiCzwnxup9OjRg8ePH1OoUCECAwPp3bs3VapUIVeuXFhYWLBr1y569uyJsbGxmlS9QoUKmQYLIvvQdPg1g7gOHToA73L1Xb9+nTdv3vDy5Uvq1KmThaUUn9KzZ0+GDx9Ow4YN1c8eP35M7dq1KV++PA8ePODs2bMEBgaSJ08emjVrRv/+/VmyZAn+/v6ZgjESbNM92kl8R4wYgampKU5OTkRERNCjRw/y5s0LvBuwf/XVV6SlpWVtgcVftmfPHhwdHSldujTDhw/nm2++wcLCgubNm3P16lVSU1MxMjJSj9e005CQEEm6rsM0z1ZNILRAgQIEBATg6+uLnp4e9evXB+DAgQPUrVtXcmjqOM2s/sqVK1O+fHl27tzJqlWr6NevH5UqVUJRFKpXr0716tUZNWoUiqJgbm6Onp6ezDLWQdqziy9evEhMTAwFCxakdOnStGvXjtKlS3P48GG2b9/O06dP1WXDmmT57yfYF7orPT2dpKQkrK2t2bdvH1OnTsXe3p7OnTuTlJTEwYMHqVu3Ls2aNVPv11K3QnxZ/6knpIeHB0lJSZw4cYLjx4+zevVqgoODycjIoGrVqtjb2zNw4EB1nbtmltONGzeoXLlyFpde/C+0Zzh16NCBPHny8Msvv5CcnMykSZM+yNkmst7bt29p3bq1mi8G3nUSUlJSuHv3LosWLeL8+fMULVqU2rVro6+vT3h4OK1bt6ZChQo4OzsDsjxY12l37Pv3709iYiLLli0jPj6exo0bkzdvXtzd3TE3N+err77K6uKKP3Hnzh1KlCiBsbExQUFBNG7cGHt7e3766SfGjh1LzZo1adq0KT/88AO2tracOnUqU0AdYP369bi6urJ48eJMydiF7tE8V2vVqoWenh5r165lxYoV3Lt3j+PHj3Pv3j32798vmw/pOM0zUpNSpUCBAvj5+bF27VoGDBhAhQoVgHd53urVq6eepyiK9Jt0kKadLVmyhL1795KUlETu3LnJkSMHXl5eVK5cmVKlStGmTRuWLFnCkSNH2LBhQ6bdKaWt6h7N/VYzU1hzXzU1NSUsLIxly5YxefJkevbsCcD169c5ePAgpUuXzjTzVOpWiC/rP5XDzcnJiZ9++omIiAh8fHzYt28fenp6lCpViv79+1OxYkUOHDjA7NmzyZcvH0WLFuX169fEx8ezbds26VToqL+yVPBTx0qwTbetWrWKAgUK0LVrV16+fImLiwuPHz/mhx9+oE6dOpQrV45Dhw7h7e3NqlWr1F3WRPahPRhfvXo1y5Ytw8DAgDZt2pCQkMCyZcswMjKSQbsOu3z5MjNmzKBr1648ePCA9evXc/DgQYoVKwbA6dOnuXjxIgEBAVSvXp2TJ0/SsGFDFi9ejJmZGXp6ejx//hwHBwdatGhB69ats/iKxOfQfq5evHiRTZs2cenSJQoVKsSqVasy7fgtst4f1YX2/XXXrl34+/tTvHhxWrRoQXh4OA8ePGDv3r1Sl9lAcHAwbm5urFy5kqJFi3Lv3j1Wr17N/fv3CQ8Pp2DBguqxu3btokWLFvJyUodpt833XySPGTOG/fv3M2HCBIYNGwa8e2k9duxY9PX1WblypfSbhMhC/4mAm6ZzERkZyezZszEwMODZs2ccPHiQU6dO4ePjQ+nSpRk8eDBWVlZERUXh7+8PgJmZGSNHjpQZUNmAn58ftWvXplKlSn86q0nzN5GRkYGenp50HnVYamoqixcvZv369Tg5OdGhQwdSU1NJSUkhZ86cwLuci2PGjFE7FlKf2ZN2h3L9+vU4ODjg6elJ06ZNZelSNpCRkYGDgwP79u0jISGBgIAAqlat+sGy0djYWMLCwjh79iyRkZFs27ZNnb2oKApxcXESNNcRnxvg1g7iJCYmkpycTJ48edDX15d2q0O0+z6fqlftuty3bx/BwcH89ttvFCxYED8/Pwmg6qBz585l2rAEwMHBgfT0dObOnased//+faZPn46lpSUuLi7o6ell6itLW9VN2u0tICCAM2fOkDNnTkqXLs3IkSOJi4tjwoQJ3Lp1i759+5KSkkJkZCQvXrxgy5Yt8rJSiCz2nwi4aRs0aBAnT57k+++/V3dq2b59O/7+/pQpU4Z+/fp9dPmoLEvTfYMGDSImJoaQkBCMjY0/2SHU/jwqKopChQp96aKKvyghIQEfHx+8vLxwcnKiffv2ALx584bdu3ezf/9+nj59yubNm6Vjkc1p192mTZvo0KEDhoaGMsDTYdo7Um7evBknJycKFixI9+7d6dSpE+bm5uozVPNfTX0OGDCA/Pnz4+zsrP6G0A1PnjxRZycGBARQs2bNz0qvod2G5V6sO1xcXHj79i3Tp0//0xxd2vfb6OhokpOTKVasmARQddCOHTuYPHkyS5YsoV27durnU6dO5d69e4SGhmY63tvbm507dxIUFIS5ufmXLq74i7Tb4qpVq/Dx8aFjx47ExcVx7NgxqlWrxrJlyzA0NGThwoXcuXOHHDly8PXXX2Nvby8TRoTQAf+pXlBcXBxGRkaMGTOGp0+fMnHiRADatm3LgAEDuHfvHkFBQVy4cOGDcyXYpls+tsvOhAkTMDc3Z+PGjerMtfdpP7gCAwNp1aoVMTEx/3h5xf8mZ86cDBkyhCFDhmBvb8+OHTvU765du0bBggXVt3hpaWkywNMhn9oR61PverR3RuvSpQuGhoakpqZKsE1Hae6p+vr6vHz5kiZNmrBp0yZq167N1q1bCQ4OJjExUX2Gav6rqf/vv/+eN2/eZNrVUmS9a9eu0bRpU44dO8bChQtZtWoVuXLl+tPztIOmqampUqc6Iikpifj4eC5fvoy7u7sabPvU/Vk7T5SlpSUlSpRQj5eBu25p1KgRw4cPZ9q0aURERKif161bl9TUVHbu3ElKSor6+ddffw28W3IodJ+m7/Pzzz/z5MkTPDw8mDVrFq6urgQEBHDr1i3s7OwwMTFh/vz5eHt74+vry8yZMyXYJoSO+E/1hPLmzcuKFSsYOXIkAwYM4Pr160yaNAl4F3Tr378/Z86c4fTp01lcUvFnNJ14Ly8vNm3axOvXr6lYsSJVqlThwIEDxMXFAZkH+9rBtuDgYFasWMGCBQtkC/tsImfOnAwbNowhQ4ZgZ2fHtm3bMDc3Z+rUqTg4OGBoaEh6erp0LHSI9gyKyMhITp06RXR0NPB7st+P0Q6uaV6UCN2j/WLj0KFDjBw5kvv37/PVV19hb29PpUqV2L17NyEhISQnJwOwaNEioqKi1L+Lp0+fcv/+fRISErLsOsSHKlasyLBhwxg3bhzh4eEEBgZSsmTJPzxH+xkbEhJCSEiI7CysAxRFwdTUlMmTJ1OrVi1OnTrF8uXLPyvo9v53EkDVLZrdYkePHs3o0aOxt7dn3759ADRu3BhLS0uCg4PZvHkzr1694vnz5wQHB1OkSBHy58+fxaUXn+vAgQPMmTOHU6dOYWlpCbyr+0qVKuHs7ExkZCT79+8HUPOhao6RPrEQWe8/9+Q0MDBAT0+P1q1bM3jwYK5du6YG3X788UcWLFjA8OHDs7iU4nPcu3cPDw8P9Y3O7t27mThxIi9evGD58uXAu86hZrmTdrDN2dmZ+fPn06ZNm6y8BPEXvR90O378ODly5FDfxstMVN2iGZwtXryYiRMnMmLECMaNG0dQUNAnB3vabTUoKIiBAwcSHx//xcsu/ph2MPX48ePs3buXO3fu4OHhwYULFzA2NmbWrFlUqlSJnTt3Mm3aNAYNGkRERIQ60IuKiiIuLg4XFxc1H6PIWtozT4sUKUJSUhIpKSn89ttvf3qedrBt7ty5WFpaymBPB2gCZ7ly5WLo0KHUqlWL06dP/2nQTXu2YmhoKIcOHfrSRRd/4P02pwlujx07lq1bt5I7d24WLVqEhYUFQUFBNGjQgMGDB/Py5Us8PDz+8KWX0C0FCxakZMmSREdHc+rUKeD3F5MlS5bE3Nyc169fZ/r8/f8XQmSd/1wON22JiYns2bMHPz8/ChUqxJo1a9TvJGeb7vlYvpHly5fj6+vLmDFjOHv2LPnz5+f7779n8eLFzJ8/nyZNmmQ6Pjg4GFdXV3UXPJE9vXnzhh07dqhLDoVu0R4InDlzhsWLFzNjxgzMzc3x8/PjwYMHNG3alEGDBmXKJfR+YNzFxYUFCxbQqlWrrLwc8QecnJw4ePAgzZo14+XLl5w6dQorKyuGDx/Od999R2pqKj4+Pty7d4+MjAycnJwyJV1/+/YtOXLkyOrLEGR+xr569Yo8efIQFRVFUFAQ/v7+LFmyhFatWn2QT1H7PM0LLScnJ5o3b54l1yF+97Hcl69fv8bLy4tz585hY2PDuHHjPsjppn1eaGgos2fPxsPDQ+pUB7m5uREeHs6UKVOIi4vjwoUL7N27F0dHRzp16kRiYiJRUVFcunSJfPnyUa9ePQwMDGSpYTZz+/Zt3N3defjwIf3796dDhw4AJCcn0759e/r27UuvXr2ytpBCiI/6Twfc4F3QbcuWLVy4cAFnZ2eZLp8NHD16FGNjY2xsbAAYP348RYoUoV+/fkyfPp24uDgePHhArVq1WLhwobpk9ODBg4waNQp3d3d++OGHrLwE8f99LIj6V5PjS6dRdx04cICjR4+SL18+NWfm69evcXV15ebNm5mCbtr1qBm0Ozo6SmBch126dInRo0fj6uqq7pC3Z88eNmzYgKGhIWPHjqVatWooikJGRob6EkvarO7RvhevWrWKe/fu0bNnT7799lvgXWA1KCgIV1dX9fm5ePFi2rVrR4UKFYB3s2yWLFki7VZHaNfp69evyZEjB4qiYGJiQlxcHN7e3kRGRmYKuqWnp6Ovr//BigAJoOqm2NhYBg4cSK9evejatSsAL1++xNfXF39/f1xdXT+6kkMmFWRP169fx9vbm4sXL9KsWTMKFy7MhQsXuHPnDjt37pTnqhA66j8fXTIzM6NLly64uLj8YS4LkfUUReHJkycsXrwYT09PXF1dAWjSpAnx8fEoioKfnx89e/bkm2++IT4+nnz58qnnFy1alHXr1kmwTUdoDwZu3rzJL7/8Avz5FHjtNhoTEyMdDB315s0b1q5dy7Zt27hz5476ee7cuZk0aRLly5fn0KFDagJv7WCbi4uLDNqzAQMDA96+fZtp4NayZUu6devGuXPnWL58OZGRkejp6ak7k0pOGd2kuRc7Ozuzdu1amjZtqu5QCmBvb0+PHj0YP348ixcvplevXhw9epRy5coB4O/vj4uLC4sWLZJ2qwO0n6/e3t5MmDCBzp07s2zZMm7cuEHevHkZOnQoNWvW5KeffsLDw0MNimsvU9S8+JBgm254f45EcnIyjx49ytRvyp8/P/369aNixYrY2dmxefPmD35Hgm3ZU4UKFRg2bBjW1tZs2rSJ48eP06hRI/bs2aPmMRZC6J7/fMANwMTERM0BJTPcdIt2cEVPT49ixYrh7u5O+/bt2bx5MwMHDkRRFG7evElISAgAXbt2xcPDg8DAwEw5KipUqKDOwhBZT9PWlixZwqBBgxg0aBDt27fnzJkzmXbU0qbdRsPCwnBwcODVq1dfrMzi0zQDAc1/zc3NcXFxoXHjxty+fZtNmzapx+bOnZuJEydSpEgRYmJi1MHCrl27mDt3rgTbsokcOXJgYWHBo0ePgN/r/scff6RMmTLEx8fj5eXF+fPngXf3cMkpo7sOHTrEzp07CQgIoEWLFhQsWJDY2Fh+/vlnAGbMmMGYMWO4efMmRYsWZevWrWrw9MqVK8ycOVNeaOkIzXPSzc2NNWvW0KpVKzp37szFixeZO3cuV65cUYNu3333Hdu3bycsLEw9PyAgQAKoOkhz/9y7dy+JiYkULlxYDbho51ksXLgwZcuW5auvvmLTpk2f3BVcZD/ly5dn1KhRNGnSBGNj40ybJMgYVgjd9J9fUip0l/Yb2hs3bhAfH0+JEiWwtLREX1+f2NhYJk+ejJmZGb/99htXr17F09OTZs2affQ3hG7QrpPDhw+zZMkS7O3tsbS0xNHRkejoaKZOncr333+PsbGxet77CYIXLlzI0qVLM9W3yBradfr8+XNMTU1JT08nT548/Pbbbzg4OBAfH0/nzp3VvCMACQkJmJqaoq+vT0pKCocPH8bc3Jx69epl0ZWIv2rmzJkcOHAAT09PatSogZ6eHi9fvmTevHlUr16dEydOYGBgwMCBA6ldu3ZWF1f8gd27d+Pt7c2GDRt4+vQpu3fvJjw8nIyMDIoVK0ZQUBDwbvaqubk5ACkpKZnu00J3HDhwgKVLl+Lk5IS1tTUnTpxgxIgRlC5dGgMDAxYsWEClSpWIjY1l9+7ddO/eHQMDA5KSkhg/fjw//vgjbdu2zerLEO+5e/cukyZNomPHjvTt25dt27axYcMGrK2tGTx4MJaWliQmJjJp0iS6d+9Ow4YN5UXHv9CVK1dYs2YNL168oEOHDnTu3DmriySE+AQJuAmdpB1ccXFxYceOHaSnp5OQkECbNm3o1KkT3377LYqisHnzZiIjI9myZQu9e/dm5syZWVx68Tm2bdvGs2fP0NfXZ/DgwerngwcP5tGjR5mCbtr5RjQ5ZRYtWiSzKXSAdlv19PTk2LFjvH79mjx58jB27Fjq1avH06dPWbBgwUeDbkCmnfIkQJ49aNfV2LFjOXPmDJ06daJgwYIcOXKEjIwM1q9fz4kTJ/D09MTS0pIlS5bIBgk6Qrvdav5///79uLu7U7BgQW7fvk3dunWpVKkSJUqUYObMmTg7O6u5U9//DaF7fv75Z3bt2sX06dM5fPgw9vb2TJw4kcKFCzNt2jSKFy/O1KlTqVGjhnqO5lkrgVTd8X6+tbdv3+Lo6MjDhw9ZvXo1OXLkwMfHh4MHDxIbG0uVKlW4ffs2AOHh4RgYGMizVUd9ql7+LMee5rybN2+q6XWWLl2qvggRQugWCbgJnaP9AAoKCsLT05OlS5dStmxZjh8/zpYtW8iXLx9Dhw6lcuXKAKSmprJ7925at24t+YGygYyMDBo3bkxUVBTdunVj/vz5mb4fMmQIjx8/ZuzYsTRt2lTt+G/cuBFXV1cWLlwoy1x0jKenJ+vWrWPGjBm8evWKq1evsn37dhwdHWnfvj1Pnjxh0aJF3L9/Hzs7Oxo0aJDVRRb/I+2Ai7u7O5cvX+bly5cULVoUV1dXTExMADhx4gSlS5emaNGiWVlc8f9pP2NTU1PJyMhQ62rz5s3cu3ePChUqUKtWLQoUKMDjx48ZM2YM8+bNw9raOiuLLj7hUwP32NhYTE1NGTp0KHXq1GHkyJFkZGTQo0cPnj9/Tp06dVi0aJEET7OBw4cPU6RIEcqXL8/r169p3bo1zZo1Y+7cucC7HcF//vlnfv31VwoUKMDkyZMxMjKSDRJ01Ps7AT958gRTU1O6d+9Ovnz5Prm5kGbYrqenx8OHD3ny5AmlS5emUKFCX7T8QojPJwE3oTOOHz9O/fr1gXe72BkYGDBx4kQsLCyYNWuWetyBAwdwd3enTZs2DBs27IOOpuyAp9s0nYy0tDT69OnDs2fPWLp0KVWrVs1Uj507d+arr77Czc0NgO3btzNjxgycnZ0l2JbF3p/9EBcXx7Bhw+jWrZu6rCE9PR0PDw+8vb0JDQ2lcuXKPH78mJCQEMaPHy8DgH8J7ftvSkoKaWlpmJqaoqenJ7NkdJB2fa1du5bTp0+TmJjIt99+y4QJE4Df79Hp6em8efOGqVOnqpugSLvVPdp1+ujRI9LS0vj666/V7x8/fkzPnj2ZMWMGLVu25Pnz5zg6OtKqVSuaNWsmM5+ygaNHjzJs2DDy58/PlClT6NChA0ePHsXZ2Znhw4fz448/qsdq/z1If1g3adeRs7Mz4eHhlC1blpiYGNLT0wkMDKRQoUIf1J92kG7dunU4OzsTERFB6dKls+Q6hBCfR56yQiesX78eBwcHdeMD7QdMQkICgLr7TrNmzahfvz4hISGkpKR80FmUzoVu0wTbDA0NCQwMxNzcnNmzZ3PlypVMiX3Dw8PVqfJpaWk8e/YMT09PCbZlsX79+uHt7Z3ps7dv33L79m1MTU2B3ze30OyCt3PnTlJTUylevDiTJk3CwMBAdtPSYR97D/epd3P6+vrqd0ZGRmoCZ0VRJNimY7Q3nXF1dcXX15fy5cvTqlUrvLy8mDdvHq9fv0ZPT4/k5GSCgoKYOHEi0dHR+Pv7S7vVUZo6dXFxYeDAgXTp0oWxY8dy8+ZNFEUhd+7clC1bli1btrBr1y7s7e2JjY1Vg23am1MJ3fB+ndSrV49mzZpRqFAhPDw8WLRoETdv3qR27dpcvnyZFy9eqPdh7T6x9Id1k6aOYmJiiI+PJyAggMDAQFxdXbG0tKRz585ERUVhaGhIWloakDnYFhwcjKenJ05OThJsEyIbkICbyHKBgYGUKFGCGjVqEBERoQbd9PT0KFOmDPv37+fOnTuZ3qyXKlWKokWLys5L2ZSmE2FkZKRuWT9jxowPgm76+vpqcG7QoEGyDFEHTJgwgaFDhwKoHcHChQtTq1Ytdu7cmWnXUTMzM8zMzIiPj8fIyCjT78hMGd2UkZGh1l9MTAzJyckA6oynj9EE2DTnpaeny/I0HaLZyVlTJ/v372ffvn24u7szfvx4SpQogaGhIWFhYcyePZv4+HhMTEzIlSsX3377LaGhoRgZGakzz4Vu0G6PO3bsYPfu3UyYMIHFixdz5coVHBwcuHTpErlz56Zr1668ffuWpUuXoigKPj4+kjdTh2nq5P79+8C7PlPjxo2pW7cu06ZNI0+ePFy4cIHNmzeza9cuLl26JPfcbGbz5s20atWK27dvky9fPvT19alQoQJz587l66+/pkuXLkRHR2NoaEhqamqmYJuzszPz58+ndevWWXwVQojPIU9ZkaUGDBhAUFAQDRs2ZMiQIZQqVYpNmzaxYcMGAEaPHk2VKlUYMmQIly5d4sWLFyQmJrJz504sLCzUvDMi+3k/6Kavr8+wYcO4e/fuB8eBbHeuCzIyMqhWrRrGxsZ4e3szefJkEhMTAWjUqBEvXrwgICCAN2/eqEsKExISyJ8/fxaXXHwuTTvz8PCgb9++DBkyhGXLlgF8coaTdrBty5Yt7Nu3T2bN6IjFixfj6upKVFQU8C5InpKSgq2tLd9++y1Hjx5lwoQJzJkzB19fX/bv34+LiwuJiYl07NiR0aNHY2hoSHp6usyW0RFJSUnA7y8tjh49ym+//cbQoUPVvF4hISG8ePGCxYsXc+3aNVq3bo23tzfr1q3D19dXDaDKc1V3nTt3jpYtW7JkyRKuX79O27ZtuXbtGpcvX2bkyJHMmDGDBg0a8Pz5c/VFtcg+ChYsyDfffMOtW7fUF5KKolCmTBnmzp1LmTJlaNCgAbGxser3wcHBLF26FEdHR1ntIUQ2IjncRJa5ceMGkydPxsPDg6+//ppff/2VokWLsnDhQu7du0e7du3o1asXr169YsqUKVy4cIG8efNiZmam7k5qZGQkyX510F+pE80MttTUVGbMmMGiRYtkFoWOy8jI4Pjx44waNYqOHTuyYMEC4N3GCYcPH+bt27dYW1tz584dEhIS2Lp1qwzWs5GIiAiWLl3KsGHDuHXrFqdPn6ZixYpqPkXtJNzabT0kJIQ5c+awcuVKmjRpkmXlF79zdnbm9OnT1K1blz59+lCoUCHevHlDXFwc5ubmDB48mB9++IGhQ4fy5MkTbG1tefbsGUOHDmXixIlZXXzxnrFjx9KmTRtatGhBRkYGcXFx1K1bF4CRI0cyduxY9djnz5/Tr18/LCwsGDduHDVr1lTbqsxs0z0f6zft3r2btWvXYmRkRIsWLWjSpAk9evRgxowZasBl//79NGnSRPpNOuxj7S01NZWff/6ZefPmoa+vz8aNG8mZM6f6/c2bNwkNDWX69OkYGBgQGRlJ7969Wb58uQTbhMhmJOAmskxcXBxt2rShadOm5M6dG19fXy5fvsyjR4/w8fHh7t27dOrUie7duwOwd+9e9c1u27ZtMTAwkISwOki70/j69Wty5879p+e8X4+pqakfLEEUWefs2bMYGhpSvXp1nJyc+Oqrr+jVqxenTp1i5MiRtGrVikWLFgHvdqQ8ffo00dHRFC5cmHHjxqkzZGRAoJveHwxs2bIFPT09OnToQGJiIkeOHMHZ2Rlra2uWL18O/L6xzfvLXBYtWsQPP/yQJdchfqd9H161ahX79u1Tg26FCxcG4M6dO4wcOVKt2xcvXuDu7k63bt2oUKGCtFcd8+bNG4KDg+nbty/GxsYkJydjYmLC/fv36dOnD8WKFcPR0TFTTqcXL17Qpk0b2rRpw+zZs7Ow9OKPaN+DNfWq+ezXX3/l9OnTeHl5YWVlhampKaampkyZMkVtyyAbJOgq7bq9cOECb9++JUeOHFSvXh2A8+fPs3DhQuDdRgjaQbf3Xbt2jYoVK/7zhRZC/K0k4CayhOYBdPbsWQYMGICJiQnbt2+nWLFiwLu8FV5eXty9e5f27dvTq1evD35DBvC6R7tjERQUxO3bt+nfvz8lS5b8w/NklqLuioqKws7ODkNDQ/LmzcuePXsIDw+nfPnyAJw8eZJRo0bRqlUrHBwcPjrzSQYCuku7niIiIkhKSmLXrl20aNGC3r17A+82xTh06BAuLi5UrVpVnemmoQm2yTIX3aJ9P165ciX79++nbt269O3bl0KFCvHs2TNatGhB9+7dadKkCT4+PqSkpBAYGJhpcxuR9Vq0aEG1atVYvHgx8G5gnpGRQbt27ciXLx937tyhe/fu1KxZk+nTp/PVV1+pbTsuLo5cuXJJf0lHabfTdevWcf78eZKSkqhduzbdunXD3Nyc1NRU4uLimDVrFpcvX+bly5d4eXnRsGHDLC69+FxLlixh+/btmJiY8OTJE1q2bEnv3r2pUaMGkZGRLFq0CD09PQICAjA3N890rox3hMjeZD65yBKazsWtW7cwMDAgNTWVNWvWqN+XKlWKYcOGUbp0aXbs2IG/v/8HvyEPH92i3Wm8ffs2586dY+fOnQQHB/PkyZNPnqc94N+wYYP6pk/ohkKFCjFixAju3r3Lnj17WLhwIeXLlycjI4OMjAzq1avHihUr2LNnD3PnzlV3FdYOoMqgXTdpt72lS5cyd+5cQkJCuH37Nvv27VM3MMmRIwdNmjTBzs6OAwcOqDndAPz9/XFzc2PRokUSbNMx2jtQjhw5kubNm3Pq1CkCAwN5+vQphQsXxtHRkbCwMObNm0dCQgJ+fn7qJhjSbnWDt7c3xsbGarAN3qXkWLt2Lfv37yc2NpYyZcoQEhJCZGQkjo6OPHr0SG3befPmlR1mdZj2LrMrVqygQoUKlChRgh07djBnzhx106GCBQuyevVq7Ozs6NmzJ/Xq1cvikovPFRISQkREBB4eHgQHB7N+/XoePnyIr68v169fp2bNmtjZ2RETE/PRPrCMd4TI3iTgJrJUmTJliIiIwM3Njc2bN2da8qAJuuXLl4979+7JjqQ6TtNpXLRoEWPHjiVXrlxUqVIFf39/1q5dy6NHjz445/1tzl1dXalRo8YXLbf4OO2k93nz5qVw4cJUrlyZPXv2EBkZib6+Pvr6+qSnp6tBt7CwMIKCgrKw1OKv0LS96Ohofv31V4KDg/Hz88PFxYW7d+8yYsQI9dgcOXLQsGFDvL29GTNmDPBu5uK+ffuYMWOGLCPVUZ8Kuq1fv57o6GjatGnD3r17WbFiBRs2bFCT6cuMY91hYmJCUlISKSkpLFu2DHd3dxYuXEi9evXw9fVl7969mYJuFy9eZMqUKepGGRoyaNdd27Zt48CBA/j4+DBs2DBsbGy4desWly5dYurUqbx580Y9tn379syZM0fdeErovqtXr2JjY0O1atXInz8/NWrUYN68edy+fZvw8HAAatSogaenJw4ODllcWiHE302WlAqd8PbtWw4cOMDMmTNp164d8+fPV7979uwZlpaW6Ovry9JDHXfixAkmTpyIn58flStXBmDjxo0sXbqU9u3b079/f4oXLw5kniIfHByMi4sLCxculFkyOkB7tuK5c+coXLgwBQsW5OLFi/j6+qKnp8fw4cOpWbNmpvOuXLlC+fLlZWZMNrJ27VqCgoIoUqQILi4uFCxYkIyMDCIjI5k4cSJVqlRh1apVH5yXkpKCsbGxLHXJJj62vPT777+nR48eaiqH948TWU9RFC5evMiKFSt48uQJUVFRbN++XX2Ozpgxg3PnzjFw4EBatmxJ3rx5uXnzJkuWLMHHx0fqUkdpt7OMjAwOHTpEZGQk9vb2HDx4kOnTpzN69Gj09fVxc3OjYcOGzJkz57Ny4grdoRmzTJo0idTUVNzd3UlPT1dnEIeFheHi4sLOnTspUKCAep48V4X4d5EnsdAJOXLkoHnz5jg4OLB9+3bmzJmjfle4cGH1Lb0E23SL9iwoeDfjxdzcnHz58qnf9ezZk7Fjx7J+/Xo2btyoznTTdCZCQkJwdnaWYJuOUBRFHQi4urpiZ2dHZGQkenp62NjY0KdPHxRFwcfHh3PnzgHvZs5s2bKFypUry1t3Hfd+m61Tpw76+vpcuXKFV69eAe9mRX333Xe4ublx9epVevTo8cHvGBsbAzJrJrt4f6ZbixYt2Lp1K0eOHPngOKE79PT0qF69OgYGBjx8+JDKlSuTK1cu9fuFCxfy3Xff4e/vz759+4iJicHKyoo1a9ZkqnOhWzTtbPXq1YSHh9OsWTMGDhxIXFwcq1atYtCgQfTp04dWrVqRL18+jh8//tEXH0K3acYsDRs2ZN++fZw+fRoDAwP1uWliYkKJEiUwMzPLdJ48V4X4d5GeldAZJiYm/PDDDzg4OBASEoKPj0+m72UgoHs0dfL06VP1s9jYWOLj49HX1+ft27cAtGnThvz587Nt2zYiIiJITk4G3gXb5s+fL/mfdIimg+jr60t4eDhLly6lWbNmmJiYANCoUSP69OmDnp4eU6dOpWPHjly/fp0ff/xR/Q2Z4aa7NG328uXLxMbGYmVlxYoVK8iVKxcODg7ExMQA7/4OatasyaJFi8ibN68M3P8FtAMww4cPZ+LEiR8NpgrdkZaWRmxsLAYGBowbNw4DAwOmTp2a6Zm7cOFCatWqxeLFi7lw4QKAmoJD+k26RTuP3vbt21m3bh0VKlQAwNLSkidPnhAdHa3mZ3v9+jWVKlXCwcGBKVOmZEmZxf+uVatWdOvWjZEjR3Lw4EFiYmKIi4tj27ZtFChQAFNT06wuohDiHyRLSsU/6v+yBDQ5OZnIyEhq164tA/dsYPv27SxZsoTjx48D7wZyN2/eZNOmTeTPnx94t9Pl6tWrsbS0xNPTkw0bNlC1alWWLVtGpUqVaN68eVZegnhPcnIyI0eOpG7dugwaNEj9XHvXwitXrnD9+nWioqIYPny4OrNN2qzuO3PmDP369WPatGl06NCBPHnycPv2bQYOHEi5cuVwdnbGwsICyHwPl+WGuudTdfJHz973lyvJ8qXsIyIigvDwcMzNzZk9ezZFihRRv/P29mbQoEFSlzro7du35MiRQ/33kSNHuHbtGubm5vTt21dtgw8ePGDMmDFUr16dzp07s3z5ckxNTXF3d0dPT0/aajb29OlTAgICCAoKolChQhgZGZEjRw7CwsIwMjKS56sQ/2IScBP/GO2Hx5s3bz7Y5vpzSOdC98XExNC9e3d69+5Nv379uH37NvPmzePOnTvY2dlhZGTE5s2bAVizZg3Nmzenbdu2jB07lsTExA+m0ousFxMTQ+vWrbG3t6dDhw6Z2nJycjJxcXEUKlQo0znSVrOXJUuWsGXLFkaOHEnbtm3Jmzcvt2/fZtCgQZQrVw4nJ6dMOWWE7tFul8ePHycpKYmEhAQ6duz4h+dpB+Pi4uLImzfvP11U8T/Svr9qgm65cuVi1qxZmYJu7x8rst68efMoWbIkXbp0wdzcnJiYGOrWrQvAwIEDsbOzU49NSUkhICCArVu3Eh8fT7FixQgMDJSAzL/IxYsXiYqKwtDQkMaNG2NgYCAvK4X4l5M7t/hHaHcMVq9ezYwZM4iOjv6s8zSSk5Ol06hj3o/Pp6enY2ZmRp06dTh//jzwbufZxYsX06xZM9zd3XF3dyctLU3NP5IzZ051gCDBtqz3sXcuFhYWVKpUif379/P69Wt1N1J4t9vWhg0beP36daZzpK3qJu361b6/2tnZ0blzZzw8PNi+fTuvXr2ibNmy+Pn5cerUKby9vbOiuOIv0DxjnZ2dmTt3Ln5+fqxcuZKOHTty+fLlj56jHWwLCAigf//+mXZAFLrJwMBAbb8dOnSgS5cuJCQkMHHiRF6+fPnBsUJ3vHjxgo0bN7Jr1y5evXqFhYUFe/fuxdLSktOnT/Prr7+qxxobG9O/f3/8/PxYvXo1QUFB6s7BEmzTPdrP15SUlM8659tvv6Vly5Y0a9YMAwMD0tPTJdgmxL+c3L3FP0LTMViyZAlBQUHUrVuX1NTUPzxHO1l7UFAQPj4+n/0AE1+GZqD27Nkz4F3HPkeOHHTt2pUDBw6wfft29PT0KFq0KPPnz2fjxo2EhYWxdu1ajI2NcXNz4/Xr19SpUycrL0P8f9obkTx79ow7d+6ogbSWLVvy6NEj/P391eB3UlIS3t7eXL16NVPibqG7NPXr5+fHrl27Mt1TJ0+eTNeuXXF2dmb79u3ExsZSpkwZ9u3bx9SpU7OqyOIvCA4OZsuWLXh6ehIcHMyECRO4fv16piCaZlCoHWwLDg5Wk7P/X2afiy9Ps1M7QPv27WnVqhUVKlQgX758WVwy8TGaAKmHhwe1atXCz8+P3bt3ExsbS8mSJQkICODx48csXbqUhw8fqucZGxtTqFAhKlasqL7skoCMbtLcT729vdm6dSvw4cZE79O0Yc1LTAmkCvHvJ3dw8Y85fPgw27ZtY+XKlVhbWwOQmJjIy5cvyZ8/f6bZTdoDgZCQEBYtWoSzs7O6E57QHWFhYYSEhPDdd98xatQojIyMsLa2xtbWlh07dmBjY4OFhQX6+vpYWlqip6fHjRs32LhxI3v37sXPz48SJUpk9WX852kHuJctW8apU6e4desWtWvXpnLlyowePZonT55w7Ngx9uzZQ5kyZfjtt99ITU1l8+bN6Onp/Z9yNIqsERkZycmTJzExMaFhw4bqvXXKlCncuXMHX19fEhMT6dWrF8WLFwdkaVp28PDhQ3r27EmFChXYtWsXs2fPZs6cOdjY2JCUlISpqekHuZ+Cg4NxdnbG0dFRNqvRAX/lPqp939Xe8EKWG+q2MWPGMGnSJIKCgtDT06Nly5aULl2a4OBgunfvjqOjIzNmzPho30juwbrvt99+Izw8nNatW5MzZ85PHqfd1h89ekSpUqWkDyXEf4A8ncXf5v2laVFRUZQsWRJra2uuX7/O6tWr6dixI126dGH58uXqTJr337ovWbKEpUuX0qpVqy9+DeJD77+ts7a2pkWLFhw4cICePXvi7u7Os2fPaNKkCffv3ycqKkrdDU9Tr3ny5KFWrVqEhIRQsWLFrLgM8R5N3axatYrg4GDGjx/Pnj17MDY2xs/Pj3v37jFu3DgmT55M8+bNyZ8/Py1btmTLli3qEhfpKOqmjy0TXrlyJS1btsTe3p7Dhw9nmulWtGhRjI2NiYyMzDRYkIGebvnYzInr16+TlpbG+fPnmTFjBpMmTaJnz55kZGTg5eXFhg0bgN/rMjQ0VIJtOkT7Ofl+u/1UimU9PT3S0tI++B2hWzQBUAcHB+zs7DAwMCA+Ph4XFxf27NlDXFwcZcqUISQkhIsXLzJlyhSioqKyuNTir9CecWpubs7FixeBj7dH7bHO+vXradWqVabdhoUQ/2KKEH+D9PR09f/j4+MVRVGUn376SbGyslLGjRunNGzYUJk8ebISGhqqbNy4UalcubJy8+bNTL8RHBysVK9eXdmzZ88XLbv4NO16PXHihLJ3717l1KlTiqIoSkpKiuLp6an0799fqVGjhrJ27VqlZs2aSt++fZW0tLQPfisjI+OLlVt8mqYeMjIylNjYWKVv377K7t27FUV5V8fVqlVTQkNDMx37vo/Vr9AN2m02ISFBiY2NzfT9xIkTlerVqyu7d+9WXrx4oX527dq1TH8bQrdo1+uVK1eUp0+fKoqiKNu3b1fat2+vVKpUSW23ivLuOTxkyBDFzc1N/SwiIkKxsrJS9u3b98XKLT5Nu52tX79emTx5suLl5aX88ssvHz3mY58dOHAg09+G0C07d+5UatasqVy/fl3tG0+YMEGpX7++EhwcrMTFxSmKoig3btxQBg4cKHWp47Tb3vv9oL59+yqDBg360/M2btyo1KpVS9m5c+c/U0ghhM6RJaXif6a9lMHHx4fr168zbdo0ateujYeHB7t27WL8+PHY2NhQqFAhYmNj2bRpU6YZFv7+/nh4eODk5MQPP/yQVZcitChaSw5dXV3ZunUrFhYW3L17lxYtWjBlyhRGjRpFSkoKwcHBHDlyhKSkJFJTUz+6tEVmQ2U97baakJCAsbExCQkJlClThoMHDzJ58mTs7Ozo2rUrKSkpbN26lbJly/Ltt99m+h2Z+aSb3t+s5uzZs9y4cYOuXbtSv359atasiaurK/b29jg4OFC4cGHS0tJITk7mm2++QU9PT5am6SDte/HSpUs5e/Ys3bp1o127dpQvX55ChQqhp6en5vK6f/8+jo6OxMTEMHr0aPV3SpcujZeXFw0bNsyS6xCZaZ6JXl5e+Pn5Ua9ePUJDQzlz5gxdu3alZcuWHyzdV95LvzFnzhwCAwOpVatWll2H+LTY2FiKFStG8eLF1TQqS5cuZfTo0bi5uaGnp0fTpk2xsrJizZo1gCwP1mWatrdp0yZu3brF4MGDKVCgAHp6ekyePJnJkydz+PBhGjdurJ6jvLeKR2YYC/HfIwE38T/T3iBh+/btjBkzhqSkJACaN29O48aNMTQ0JDU1laSkJOzs7DAxMcm0tDA6Opq5c+dKsE2HaDoIPj4+bNmyRc3Ft379ehwcHEhKSmLKlCmULFmSvn370qxZMx4/fkyNGjVk4K6jNPWxYMEC0tPTGTp0KPAuqfOZM2eYMmUKPXv2BN7lJNm7dy958+bNquKKv0hTv25uboSFhTF27Fg6derE8uXL+fXXX0lISKBhw4Y4OTkREhLC8+fPSUlJYezYsepuaRJM1T2ae/GKFSsIDQ3Fzc2NSpUqYWhoSNmyZRk+fDheXl7MmzePuXPnUqBAAUxNTdm4cSOGhoZqvVapUiWLr0TAhwGVp0+f4u7uTu3atbl06RJr1qxh3bp1ZGRk0Lp1a/V5qqenl2ng7uLigru7uwTbdFhGRgavXr3CxMQEfX19Na/iqFGj6N69O8uXL8fCwoJmzZqpgRnpN+ke7TabkZHBtWvXuHbtGq1bt6ZHjx7UqlULGxsbLC0tuXTpEo0bN1brU9NmN27ciJubmwTbhPgP0lOUTySJEOIv2L9/P/Pnz2fFihXqBgnJycm8ePGCokWLkpGRwebNm4mIiCApKYmQkBA1D5TsvqS7oqKicHNzo0GDBrRu3Zp9+/Yxc+ZMbG1tWb9+PTY2NowdO5ayZctmOk8G7rpF+w3r/fv3GTZsGAsXLqRmzZocPXqUMWPGUL9+fVasWIGiKCQkJDBx4kTevn2Lv7+/1GU2cvToURYtWoSTkxPVqlXjl19+oWfPnpQoUYJixYoxaNAg6tWr98F5ci/WXYqiEBUVxejRoxk4cCCtW7dWv9MMBKOjo3nx4gU3b96kRIkSfPvttxgYGEi96hjtgXtkZCRmZmasWrWKsWPHUq5cOQCuXLmCj48PL1++pHfv3rRs2TLTb8gsmewjPj6etm3bYm1tjbu7u/r5L7/8QlhYGJaWlowaNUqesdnE3r17qVSpkrqx0Pr167l48SKHDh3C1taWe/fucfr0acLCwihTpox63okTJxg8eDDLly+XNivEf5D0wsTf4vHjx5QqVQpra2tu3LjB8ePHCQ8PJyoqiv79+9OvXz9y585N9erVGTduHIaGhjIQyAby5s1L06ZNqV27NpcvX8bJyYnRo0fTt29fcufOzeLFi3n16hVOTk4UKVJEPU86j7rh9evX5M6dO9PSpd9++426detSvXp1FEWhQYMGTJkyhYULFzJ06FAyMjJITk7m1atXhIeHy8ynbKZAgQL06NGDatWqcfToUaZMmYKjoyNlypShb9++BAYGkpiYSPPmzTOdJ/di3aWZJREVFUWOHDkyfaevr09ycjIAFStWzDRzPD09XepVh2gvDXZyciI8PByApKQk6tSpowbcKleuzJAhQ/Dz88Pd3Z08efJgY2MDwLp16/D09JRgWzagKAq5cuVi3rx5TJ8+nSFDhjBmzBgURcHT05PChQszduxYQF5S6jpFUXjx4gUTJkygUaNGTJgwgXLlytG7d286deqEra0tfn5+xMXFkZiYyKFDhyhTpoxar8WKFSM4OJhq1apl9aUIIbKA9MTEX6Z8ZAv7MmXKsGTJEsaPH8+VK1eoWrUq/fr1Q09Pj7lz59K+fXtatGihdhBlIJA9mJiY0KhRI4yMjDh9+jTlypWjY8eOABgZGdGuXTtiYmIoVKhQFpdUvG/kyJEUKFCA+fPnA5CamkpMTAwhISHUqFEj07KVPn36UKFCBfbs2QNAiRIlsLW1lcB4NlS6dGmKFClCQkIC/v7+DBw4kA4dOgDw9ddfc+XKFcqXL/9BwE3ojo89Y9PS0khLS+PJkyfqvzXt8saNG5w/f56uXbuSK1cu9RwZwOsO7Tp9+PAhJ0+exNfXl7i4OPbs2UNAQAA5cuSgc+fOwLugW9++fTl69Ki6ZPTu3bt4eXkxe/ZsCbZlA5r6trGxYfny5Tg4ODBy5EgMDQ2xtLRk5cqV6rHSVnWPdpvV09OjYMGCBAcHM2rUKDw9PRk5ciRWVlaYmZlRvXp1ypcvz5s3b1i6dCkbN26kX79+GBsbA++evUKI/y4ZRYm/RHs5RFxcHDly5EBPT48GDRrg5OTE7t27GTFiBDY2NhQtWpRnz55hbW1Nenp6pt+RzkX2oRnU3bt3j/j4ePT09EhOTubEiRO0a9dOXd4kOdt0y7Rp09RA6Nu3b8mRIwejRo0ib968uLu7ExYWRteuXVEUBUVRqFmzppp/T0MC49mPqakppqamxMTE8Pz5c/Lnzw+8W9pkZWXFiBEjaNq0aRaXUnyK9n305cuX5M2bl4yMDIoVK0avXr1wcnKiRIkSNGrUCICUlBTc3d0pWLAg5ubmWVhy8Uc091U/Pz+uXr1KnTp1qFq1KoCaUN/HxwdADbpVq1ZNnRGTkZFBkSJFCA4OVpeziezB2NiYmjVrEhERwY0bN9DT06NcuXLo6+vLCy0dpmmziYmJmJmZoSgK1tbWrFy5kuHDh7NixYpMKVVMTU0xMzNjzpw5dOjQgb1799K2bdusvAQhhI6Qu7z4bNrLIVatWsWpU6d4/vw5VlZW9OnTh/bt29O6dWuMjIxIT08nKSmJ2bNnY2JiIm93sjFNp6N79+707t2bnj17kpKSgrGxcaZNLiTYphvOnDmDtbU1JUqUACAgIIAdO3bg7e2NhYUFffv2Vdtmjhw51A6hJvCmHXCTwHj2lZKSQs6cOTl//jwpKSkcPnyYN2/e0KxZM/T09GQJk47S3EdXrFjBwYMHMTY2pnHjxvTq1YvBgwfz/Plzhg8fTpcuXQB48OABcXFxrF69+oMdLUXWe39n6OjoaA4dOkTNmjXVY8qUKUOvXr2AdwG5t2/fYmtrm+l39PX1MTU1lWCbjvir7Uzzd1C+fHn1M3mhpfu8vLy4desWU6dOpWDBgiiKQpUqVfDy8qJv377o6empM900fw+mpqYYGxuTmpqaxaUXQugKGSGLz6Z5mCxfvpyAgADat2/Pjz/+iL6+PgMGDODw4cMYGRmRmJjI9u3bGTJkCC9evMDPzw99fX0yMjKy+ArE/6JatWqEhITQpEkTunTpwpYtW9Qlh0I3hIWF0a9fP/bu3avmdbKxseG3337Dzs6OmJgYcubMyfDhwxk8eDBTp05lx44dao4oCZr+exQuXJihQ4dy7949QkNDycjIYN26dWpQRoJtukV7/6rNmzcTGBhI9+7dKVq0KIcPH2b+/PmkpaUxf/58Fi1axIsXL3j9+jUVK1Zky5Yt6iZEEmzTLZp76tu3b8mZMyf9+vVj4MCBHD9+nA0bNqjHlSlTBltbWypWrMiFCxeQ/cx0l2bHWOCDevpUvenr63/2sSLrvD9OKVOmDDt27MDT05Pnz5+rOwZXrlyZiRMncvDgQdzc3Hj06JF6zvHjx7l165Y6g1UIIWSXUvGntN/kRUdHM3z4cIYMGUKrVq0AePHiBd7e3uog4auvvmL//v3cuXOH8ePHSx6ofzGpV93j4ODApk2bmDt3Lj/88ANmZmbcuXOHAQMGULZsWVxdXcmXLx+JiYl4eXnh5eXFmjVrPrpzpdAtmlkSmsf2p4Ir2vfsmJgYDAwM1M0zpM3qttOnT3Pq1CkqVqyoPmM3btzI1q1bKVasGDNnziRfvnzqMnENmbGou0JDQ/Hy8iIsLAwLCwuio6MJCgoiMDCQqVOn0qNHD/XYJ0+eUKRIEbWdSwBVt2jXSVBQED///DPlypWjTp06WFtbf3DMx847ePAgjRs3lhdcOkb7HvrgwQOMjY0pUqQIly5dokePHnTu3JkxY8ZgaWkJvGvXJ06cICUlhZUrV6r1+eTJExRFkdmoQgiV3O3FH9J+k/fy5UuMjY25fft2po59gQIF6NevH9988w1nz57F3Nycli1bMnnyZAwNDWXa/L+Y1KvuSElJAWDmzJl06dKFBQsWcODAARISEihTpgx+fn7cvn2bSZMmERsbi5mZGUOGDGHOnDnUrl07i0svPof2bBnNstCP0cxig3c7DefJk0f9TNqs7rCzs+PKlSvqv8+ePYujoyObN28mZ86c6ufdunWjffv2/Pbbbzg4OBATE5Mp2CYzFnVbzZo1MTIyYujQocTExGBpaUmvXr3o27cvzs7OhIaGqscWK1ZMXREgwTbdo73jt7u7O+np6YSGhrJ8+XJ10yHt+y9kDraFhIQwatQoIiMjv3zhxUdt2LCBa9euqfdQZ2dnhg8fTocOHejVqxexsbFs3ryZ8PBwPD09+fnnn0lISODIkSO0bNmS1atXo6+vrz6PixUrJsE2IUQmEnATf0gzwHN1dcXJyYmMjAxq167N6dOniYuLU48rVqwYBgYG3L9/H3iXw0BDBgJC/LMURVF3wwoNDcXKyoqEhAScnJzYv38/SUlJlC1bFn9/f+7cucPkyZN5+fIl5ubm9OzZU5YG6zjtZS779u2jefPmxMbGYmBg8KdBN809/NWrVzKA1yE3b96kQIECWFlZqZ9VqlSJ5s2bY2BgwJYtW3j79i3w7hnavXt3OnTowJUrVwgKCsr0W1KvuuP9JWmKolC6dGm8vb1JTk5m8ODB6s7emqDb7NmzOXDgQKbzZPaTbnm/Xp8+fYq7uztLly5l6dKlmJubs27dOnbt2gWgLj3UDrYFBwfj7OyMu7u7uvOsyFqPHj3Cy8uLjRs38vDhQ/bv38/WrVuZNGkS9vb2VK1aleHDh3Pr1i0iIiI4fvw448aNo23btjx+/Fjd7Vteeggh/og80cVHab+dO336NEeOHKFv375YWFhQo0YNIiMj2b59O2/evAEgKSmJtLQ0ChcunFVFFuI/S9Ohd3d3x8XFBVNTU2bPns13333HnDlz2Lt3L0lJSepMt9OnT7N69epMvyEzn3STdtL1vXv3cvXqVV68eMGwYcPU5aIfC7ppD/Q2bNiAh4eHer8WWc/KyoopU6ZgZGRESEgIx44dI2fOnAwdOpRu3brx6NEjli1bpuZi1NfXp2vXrkyZMoWRI0dmcenFp2jaqnbgRVEUvvrqKzw9PUlJSWHIkCFq0K1bt27MmzdP3XVW6B7te3BkZCTXrl3j5cuXWFhYAGBtbc2QIUMoUKAAGzZsUGe66evrfxBsW7hwYabNpkTWKlGiBKtXr+bq1ausW7eOEydOMHjwYJo1a0bHjh0ZNWoU06ZNY8aMGSQkJLB+/XpmzpzJ2LFjJXemEOKzSQ438YciIiK4cuUKiqIwa9Ys9XMHBwfOnDlDnjx5+Oabb7h+/Trx8fFERETIwF2ILBAbG0ufPn2wtbWlZ8+e6uezZ89m27ZtzJs3j6ZNm2Jubs7jx48pUqSIvJHNRhYvXszBgwdp37499+7d48KFC5iZmREYGIiFhUWm/DPvL2FycHDA2dmZli1bZuUliP9PewD/7NkzZsyYwbNnz5g1axZ16tQhKSkJb29vTp48SfXq1ZkwYQImJiaZfkNytumuZ8+e0axZM2rXrs2aNWuA39vk9evX6du3L1WrVsXJyYkCBQqo50l+Rd2jfS91cnIiPDwcePeSedq0aZl2k71y5Qp+fn7cuHGDWbNmYWNjA8C6devw9PRk/vz5tGjR4stfhPhTV69eZfbs2Tx69Ij+/ftneqnx6tUr7O3tKVq0aKZxEMh9WAjxeWSGm8jk/fjrgQMHWL9+PdevX1dzRMG7PFFDhw6lfPnyPHv2DGtrazXY9qklTkKIf4aiKCiKQmJiIrlz5wZ+z+k2f/58rKysWL58OTt37iQ5OZnixYv/4XJEoVuuXr3Kzp07mTt3LqNGjcLFxYX58+erux5qz3R7fwnTkiVLcHV1lWCbjtAOtmlmhY8aNQorKyscHR05ffo0pqamDBkyhO+//56ff/6Z+fPnZ3r+gqRq0CXvLzcsXLgwAQEB3L59m8GDBwO/z0IuUqQIpUqV4sSJE7i4uGQ6T4JtukX7Xvrw4UNOnjyJr68vLi4utG3bloCAADUAB1C5cmX69u1LixYt1CWjd+/excvLi9mzZ0uwTYdVqlQJR0dHzM3NOXDgANeuXVO/y5MnDxYWFjx8+PCD8+Q+LIT4HBJwEyrtzsX27duJiIjA09OTXr16cffuXTZv3kxiYqJ6fNu2bZk5cyYeHh5MmzZNzQMlDyAhviw9PT0sLCwoW7Ys69atIyMjA2NjY9LS0khPT6d48eKkpKSwc+fOTDNlpK1mDwkJCbx+/ZpChQqpn9WpU4fBgwfz6NGjTMtLNYP/4OBgXFxccHR0lCVMOkI72Obr64unpydxcXFUr14dW1tbSpcuzaJFizh9+rS6qYm1tTX6+voYGRllcenFx2jX6alTp9i/fz9Hjx6lZs2auLq6cuvWLTXoBu/y25YrV46IiAgWLlyYVcUWn0HTH/bz82P58uXUqVOHqlWr0rBhQwYPHkyDBg3w8fHJFHSrVq0a48aNU+/FRYoUITg4mDZt2mTVZYjPZGVlxcqVK0lPT2ft2rVcv34dgDdv3nDnzh1JmSOE+D+T12kCyNxpvHXrFn5+fmRkZJA7d25mz55NYmIiAQEB5MiRg5YtW5IjRw71HO1Bu7yhFeLL07TFwYMH4+joyPjx43F3d8fQ0JCMjAzS0tLw9/enbNmyQObgutAt2nWjqdevv/6ar776imPHjlGqVCkMDAwwNDTExsaG0qVL8/z5c4YNG8aaNWvInTs3GzduVINtMqtCd2iesUuWLGHbtm2MGDFCzdFWo0YNANauXYuTkxPTpk2jTp06TJo0CWNjYzUJuyTT1x3am5K4urqydetWLCwsuHv3Lm3btmXw4MG4urpiZ2dHhw4daNKkCWfPniUtLY1vvvlG3dlQXnzoFu12lpCQQHR0NIcOHaJmzZrqMWXKlKFXr17Au4Dc27dvMy0vhXft3dTUVHaszEbKly/PokWLmDJlCkOGDKFy5coYGxuTnJzM7NmzAek/CSH+Oum5CeD3gcDixYvx8PDAxMSEZ8+e4ejoyL59+3BycsLa2hpvb2/27dtHUlKSdPyF0BGatlitWjUGDBjAvXv3aNq0KZMmTaJz587cvHmT0qVLq4N26SzqpvfrRrNzbJ48eahSpQp79+5l//796vepqakUL16csWPHkp6ezo4dOwB4+fIlixYtkmCbDoqIiCAiIgJfX19sbW0pVKgQSUlJvHnzhho1ajBy5Ei+/vprJk+ezJUrVzAxMflgx1mhGzRt1cfHhy1btuDp6UlERAR2dnaEh4ezfPlyLC0tCQwMpFChQly4cIG8efOybt069PX1ycjIkGCbDtK0s7dv36rL9gcOHMjx48fZsGGDelyZMmWwtbWlYsWKXLhw4YOULCJ7qlixIm5ubpiZmfHkyROaNGnCpk2bZIMEIcT/mWyaIFSbN29m0aJFBAQEqEvQ7O3tiYuLY8SIETRr1gx7e3sOHTqEq6sr9evXz+oiCyH+P81b19TUVH777TeCg4NJSEjAxMSEqVOnqvkVZYCnm7RnVQQEBHDx4kUePXpE8+bN6dSpE7lz52bChAk8f/6cb775hurVq7N161aMjIzw8vKic+fOfPfdd+pbeKGbvL29uXnzJq6urty5c4cTJ06wceNGcubMSfPmzRk+fDhnzpzhp59+YvTo0dJedVxUVBRubm40aNCA1q1bs2/fPmbOnImtrS3r1q3DxsaGmTNnUqhQIVJTU9WlwbJBgm4LDQ3Fy8uLsLAwLCwsiI6OJigoiMDAQKZOnUqPHj3UY588eUKRIkXQ19eX2U//IpcuXWLTpk3MmzdPZhgLIf4nEnATKjc3N86dO8f69euBd2/5oqKiGDNmDC9evGD69Ok0a9aMlStXMmTIEMkpI8QX8n5H7/8SOJMBXvbg6upKaGgonTt3VmetWVtbM3bsWEqVKkVAQACnTp3izZs3FClSBDc3N0xMTBgyZAi1a9dm0KBBADLo01H+/v4sXryYwYMHc/DgQcqVK0flypV5+vQpp06dYsOGDeTPn189XoLkui05OZljx45Ru3ZtHjx4wLhx4+jfvz99+/ZV6/q7777D2dlZzQElQRndd/fuXUaOHIm5uTne3t5YWFgQFRXFhg0bWL9+PVOnTqVbt26ZzpGAzL+Ppq1K3Qoh/hcy+hLqA0WTpyA1NRUTExNSU1MpVKgQEydOZPjw4fj7+2NoaKhuly0DASG+DE1Hb9u2bbRr105NyPypDqDmPYqmowiSX1EXbdiwgerVq1O+fHkAbty4we7du3F3d6d27doAtGnTBkdHR1asWIGrqyvDhg1jxIgRvHnzBnNzc+Ddy5IrV64wc+ZMGcjruAEDBvDq1SsuX75M7969qVevHqVKleLWrVv88ssvvH79OlPATZ6xus3ExIRGjRphZGTE6dOnKVeuHB07dgTAyMiIdu3aERMTg6WlpXqOtFHd8v6zVFEUSpcujbe3N6NGjWLw4MH4+vpSqFAhevXqhb6+PrNnz8bCwoJmzZqp50lA5t9HlvMLIf4OcgcRauevWbNmXL9+HR8fHwB1BltqaioNGjTA0NCQtWvXkpKSAshAQIgvKTY2FkdHRxYvXgz8eede065TU1Ols6iDHj16hJeXFxs2bOD27dvAuzp9+/YtOXLkAN691LC2tmb69OkcOXKE48ePq3Vpbm7O7du3GT16NNu3b2fNmjWULFkyy65H/DlNIHz8+PGsXLkSW1tbSpUqRUpKCosXLyZfvnxSh9mQ5mXGvXv3iI+PR09Pj+TkZE6cOEGjRo3w9fVVc7YJ3aO5p+7atQv4Pcjy1Vdf4enpSUpKCkOGDCEmJoZChQrRrVs35s2bR6NGjbKw1OJLkQC5EOJ/JaMwobKyssLBwYHVq1ezZMkSrly5wqNHj1i/fj0VK1Zk9uzZnD59msjIyKwuqhD/eu8PznLmzMmoUaO4desWFy9e/OR52suVgoKCGDVqlBokF7qjRIkSrFq1iqtXrxIQEMCdO3fIkycPSUlJPHjwAHj3N5CRkYG1tTXffPMN9+/fz/QbZcuWpVOnTqxdu5aKFStmwVWIv0IzkId3M6Pevn3L+vXrGT58OC9evGD16tUSmMmGNPfb7t27c+nSJXr27Em7du148uQJP/zwg3qcvPjQXc+ePcPOzi7TknxFUShZsiTOzs48fPgQOzs7Xrx4QZEiRejevTuGhobqxjZCCCHEp8jTX2TSqVMnXF1diYiIYNSoUdja2hIdHc2AAQPIkSMHJUuWxMLCIquLKcS/nmZwtnnzZh4+fIixsTHNmzfn1atX6m6U79MOtgUHB+Pm5kbnzp0xNjb+YuUWn69ixYosWLCAq1ev4ufnR0ZGBkOHDmXmzJmcO3cOIyMj9PX1SUxMJCUlhTx58qjnagI3TZo0oUSJEll1CULL56TEfX8X2oyMDIoXL55pFzwJzGRP1apVIyQkhCZNmtClSxe2bNkiQRkd9X5Qu3DhwgQEBHD79m0GDx4M/N5WixQpQqlSpThx4gQuLi6ZzpNUDUIIIf6MbJogPioqKoqnT5+SlpZG9erV0dfXx9XVlQMHDhAYGEjBggWzuohC/OudPn2aAQMGULx4cYYPH079+vV5+fIlXbp0YdmyZZlmT7wfbHN2dsbR0ZEWLVpkVfHFZ7p27RozZsygcuXKtGjRgqNHj7Ju3ToGDx6MmZkZ58+fJzo6Wh3AC92jnQfqr+Q31T5W8qL++8hmNbpHu62eOnWKhIQEjI2NadiwIZGRkUyaNIly5crh6+sLvNsYY968efTt25dy5cpJGxVCCPGXSMBN/Klbt27h4+PD0aNHCQgIoEKFClldJCH+lT62EUK/fv24evUqrVu35uXLl3z//ffEx8dz/PhxHBwcPsj5FBISwpIlSyTYls1cu3aNWbNmUalSJTp06MD9+/fZuHEjOXLkoHDhwjg6OmJkZCRBGR2k3W59fX2Jjo5m/PjxmJmZffZ5KSkpMhNViH+Y9ospV1dXtm7dioWFBXfv3qVt27YMHjyYly9fYmdnR+7cuWnSpAlnz54lLS2NDRs2oK+vL/dgIYQQf4kE3MQfSktL49dff2X79u106tSJcuXKZXWRhPjXu3HjBhYWFlhaWnL58mX8/PyoWrUqhQsXZtGiRZiampKUlMTgwYOxtbVVB+0RERHY29vj7u6eafabyB6uXr2qBt3Gjh1LwYIFMw0QZbaMbluyZAk7duxg4MCBtGzZksKFC3/yWO16DQsLA96ldJCBvBD/PB8fH9auXcvKlSuxtrZm/fr1ODg40LJlSyZOnIi+vj4LFiwgOTkZc3Nz3NzcMDIy+sPdwYUQQoiPkaeG+EOGhoZUrFiRiRMnSrBNiH+YoihERkbSrVs3li9fzrFjx6hSpQoFCxYkPj6eli1bEhYWRo0aNXj+/DlnzpzJNEMmJSWF1atXS7Atm6pUqRIODg5cvXqVBQsW8ODBAzUooyiKBNt02I4dO4iIiGDVqlX079+fwoULk5KSQnx8PKmpqZmO1Q62hYSEMGvWLPLlyyfBNiG+gKioKO7cucP06dOxtrZm3759uLu7M2LECE6cOIGzszNGRkZ4eXnh4+ODp6en5FcUQgjxfyYz3IQQIgtpD741tm/fzpkzZzh06BCDBw+mZMmSzJkzhwULFtC4cWMSExO5fv061apVyzRIT01NxcjI6EtfgvibXbp0iY0bN7Jw4UIZ4GUTq1ev5vr16yxfvpybN29y+vRpQkJCyMjIoHv37tja2mJiYvLRXItOTk40b948i69AiP+G5ORkjh07Ru3atXnw4AHjxo2jf//+9O3bF39/fxYvXsx3332Hs7OzOkv1Y89pIYQQ4nNIwE0IIbKI9vKUFy9ekJSUpO44+ebNG44cOcL8+fNp0aIFV65cQVEUli9fnilvm+ST+XfSDPBkCZPu+djgOzQ0lNmzZzNgwAAOHz6MlZUV3377LU+ePGHXrl1s2bIFS0tL9XjJtShE1tG8nPL29ub8+fO4uLiQK1cu1q9fz6VLl4iJicHb21vuvUIIIf5nsj5FCCGygKIoamfe3d2dAwcOEBMTg4WFBYMGDaJhw4b8+OOPVK1aFV9fXwwNDbl8+TKRkZGZAm4SbPt30tPTy/Q3InSD9uYG0dHR5MqVCyMjI7p160ZMTAwnT56kb9++1KtXj5IlS/Lw4UMuXrxIYmKi+hv+/v6sWrWKRYsWyfJvIbKAZnn+vXv3iI+PR09Pj+TkZE6cOEG7du1o3bo18PGNjIQQQoi/Qma4CSHEF6Y9Q2b16tX4+/szY8YMChQoQHh4OL/++itt27alW7du5M2bl4SEBO7cucOuXbuYPHmy5PIS4gsLDAzE1tZWDXB7enqye/duzMzMqFatGhMnTsTU1JTExETMzMxQFIXU1FRGjhxJRkYGvr6+6sB9+PDhtGrVivbt22flJQnxn/fzzz/Tu3dvvv76azWYvmXLFnnGCiGE+NtIwE0IIb6QR48eqUtG09PTSUhIYMiQIbRr1w5bW1v1uCVLlnDgwAEcHR2pWbPmB78ju1UK8eUcP36cGTNmYGNjw+LFi9m7dy9z5szBzs6Oq1evcuXKFUxNTVm5ciVmZma8efOG3bt3s337duLj4wkNDVWTrku7FUK3XL16lX379mFubs6AAQMwNDSUtiqEEOJvIwE3IYT4AqZNm0ZsbCxjxoyhUqVKAMTHx9OrVy969epFz549My1X6969O0WLFsXNzS0riy3Ef15iYiJbt24lLCyMsmXLUq5cOQoXLkzbtm3JyMjg4MGDeHl5YW5uzsqVKzEyMiIkJIQ7d+4wY8YMGcALkY1IWxVCCPF3ksQEQgjxD+vRowfHjx/n+fPnBAYGcvnyZQBy5cqFhYUFu3btAsDY2JiUlBQAKlSoIPnZhMhiaWlpmJmZ0a5dO7p3786dO3fw9vbGxMQEAH19fRo1asTw4cNJSEhgzJgxpKam0rt3b+bMmYOhoSHp6ekygBcim5C2KoQQ4u8kATchhPgHeXh4kJSUxIkTJxg/fjyPHz8mODiYX375BQB7e3tu377NpEmTgN83Qbhx4wZ58+bNqmIL8Z/35s0bdfB948YNunfvTteuXTE3Nyc0NJSMjAwAjIyMaNSoEcOGDePevXssXbo00+9I4FwIIYQQ4r9JXuMIIcQ/KCEhQd0g4caNG6SkpHDr1i2CgoIwMjKiYsWKLFiwgNmzZ9OmTRuKFi3K69eviY+Px97ePotLL8R/0759+4iIiGDp0qUsXbqUzZs3c+TIEdq3b4+enh5BQUHY29vj5OSEvr4+hoaGNGrUiLx58/Ltt99mdfGFEEIIIYQOkBxuQgjxD9DsRBoZGcns2bMxMDDg2bNnHDx4kFOnTuHj40Pp0qUZPHgwVlZWREVF4e/vD4CZmRkjR46U3E9CZJEbN27QoUMHypQpQ1RUFOvXr6d8+fIAJCUlERERQWhoKN988w1OTk5qUF0jPT1dZrYJIYQQQvzHScBNCCH+YYMGDeLkyZN8//33+Pr6ArB9+3b8/f0pU6YM/fr1o3Llyh+cJ4N2Ib48TZDb3t6eiIgI6tati6urK/ny5VOP0QTdNm3aRMGCBVm1atUHQTchhBBCCPHfJjnchBDiHxQXF4eRkRFjxozh6dOnTJw4EYC2bdsyYMAA7t27R1BQEBcuXPjgXAm2CfHlaN4/atpd9erVWbp0KRcvXmTOnDk8efJEPc7U1JQOHTrQrl07cufOjby7FEIIIYQQ75MZbkII8Q9LT09HX1+f8PBw1qxZQ8WKFXF1dQVgx44dLF26lM6dOzNq1KgsLqkQ/00ZGRno6797B/ny5Uvy58+vfnf58mX69OlDgwYNmDZtGkWKFAHgyJEjNGrUSF0+rv0bQgghhBBCSMBNCCG+kMTERHbv3o2vr2+moNvJkyepU6eOzGgTIoutXLmS48ePk56eTteuXWnYsCGWlpZcuXKFPn36ULduXTp27MimTZu4d+8ee/bsQU9PTw26CSGEEEIIoSEBNyGE+IISExPZs2cPfn5+FCpUiDVr1qjfSc42Ib4s7UBZSEgIS5cuZezYsRw/fpzo6GiqV6/OoEGDKFKkCNeuXWPChAnkzJkTExMTAgMDMTIykmCbEEIIIYT4KAm4CSHEF5aYmMiWLVu4cOECzs7OsgxNiCx26dIltm3bRp06dWjWrBkA3t7eHDhwgCpVqjB48GCKFCnCy5cviY+P56uvvkJfX192ERZCCCGEEJ8kATchhMgCycnJGBsbS+4nIbLY8ePHcXBwIDExkUWLFvH999+r33l7e3Pw4EGqVKnCwIEDKVq0qPqdtFshhBBCCPFHpKcohBBZwMTERM39JIN2IbJO/fr1adKkCSkpKezbt4/4+Hj1u6FDh9K8eXOOHDnC3r17M50n7VYIIYQQQvwRmeEmhBBCiP+EP5qVtmjRIs6cOUPLli3p3bs35ubm6nfbtm2jTZs2kmNRCCGEEEJ8Ngm4CSGEEOJfTzvYFhERwc2bNzExMaF8+fK0bNkSAAcHBy5cuMAPP/zwQdANZGMTIYQQQgjx+STgJoQQQoj/jMWLF7N161asra1JSEjg3Llz9O/fH3t7e+Bd0O2XX36hdu3ajBw5EjMzsywusRBCCCGEyI5kay0hhBBC/CecPn2abdu24enpSfXq1UlOTubgwYPY29uTI0cOxo8fz8yZM5k2bRoxMTGYmppmdZGFEEIIIUQ2JQE3IYQQQvwnxMTEkDdvXipXrgy827ykdevWvHnzBhcXF5o1a0blypVZtGgRGRkZ6sYmenp6WVxyIYQQQgiR3cgWW0IIIYT418nIyPjgs3z58vH48WNu3LgBgCarhrW1NUZGRiQmJqrH6uvrq0E3IYQQQggh/ioJuAkhhBDiX0V7g4Rjx46xa9cubt++TYUKFahVqxaBgYFcv35dDaZZWFiQN29eUlNTM/3Op3Y0FUIIIYQQ4s/IpglCCCGE+FdydXVl/fr1WFpa8uTJE+bPn09ycjK7d+/GyMiItm3bYmlpyZo1a4iLiyM0NFR2IRVCCCGEEH8LCbgJIYQQ4l9Bk29NURSePHmCnZ0dU6ZM4euvv2bTpk24ubkxffp0TE1NOX/+PNu2baNs2bLkzZsXb29vjIyMSE9Pl6CbEEIIIYT4n0nATQghhBDZnvYy0ri4OOLi4ggPD2f8+PFqAC0gIIAlS5ZgZ2dHt27d1Jxt+fPnR09Pj7S0NAwNZT8pIYQQQgjxv5NepRBCCCGyPU2wzc3NjZMnT3L//n2KFi1Kx44dKV26NAD9+/cHwNnZmZcvXzJy5EhMTU2BdwE7CbYJIYQQQoi/i2QDFkIIIUS2pb0b6c6dOwkPD6d9+/Z06tSJhw8fEhYWxpMnT9Rj+vfvz5gxYzh37hw5cuRQP5cNEoQQQgghxN9JlpQKIYQQIts7e/Ysu3fvpmrVqnTo0AGAoKAgvL29adu2LT179qRYsWLq8dr53jS7lQohhBBCCPF3kbUTQgghhMjWnj9/zowZM3jx4gWlSpVSP7e1tQXA29sbAwMDunTpQokSJQAk2CaEEEIIIf5Rsn5CCCGEENlawYIF8fDwwNLSkqNHj3Lz5k31O1tbW4YNG4aPjw8nTpzIdJ4E24QQQgghxD9FlpQKIYQQ4l/hxo0bTJs2jcqVK9O3b1/KlSunfrdv3z6aNm2q7lgqhBBCCCHEP0kCbkIIIYT417h27RozZ86kUqVK9OvXj7Jly2b6Pj09XYJuQgghhBDiHycBNyGEEEL8q1y7do3Zs2dTtGhRpkyZouZtE0IIIYQQ4kuRHG5CCCGE+FepWLEis2fPJmfOnJl2JhVCCCGEEOJLkRluQgghhPhX0uxCmpGRgb6+vGMUQgghhBBfjgTchBBCCPGvpQm6CSGEEEII8SXJ614hhBBC/GtJsE0IIYQQQmQFCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN/p/px9LTctuxV4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Credit:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_credit \n", + "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", + "1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Court Terme\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4719 0.9125 113\n", + " 3 0.4108 0.8594 109\n", + " 4 0.3615 1.1596 108\n", + " 5 0.3464 1.2502 57\n", + " 6 0.3987 1.0217 35\n", + "→ K retenu : 2 (silhouette=0.4719)\n", + " n_comptes pct\n", + "cluster_carmignac_court_terme \n", + "0 414 78.6\n", + "1 113 21.4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Court Terme:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_court_terme \n", + "0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n", + "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Emerging Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5594 1.0477 252\n", + " 3 0.6004 0.7581 133\n", + " 4 0.4796 0.9787 67\n", + " 5 0.4237 1.1134 30\n", + " 6 0.4481 1.0397 35\n", + "→ K retenu : 3 (silhouette=0.6004)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 852 74.9\n", + "1 152 13.4\n", + "2 133 11.7\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Emerging Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n", + "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", + "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Grande Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3724 1.1306 232\n", + " 3 0.3474 1.1547 218\n", + " 4 0.2732 1.3479 165\n", + " 5 0.2529 1.3471 147\n", + " 6 0.2597 1.3180 118\n", + "→ K retenu : 2 (silhouette=0.3724)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 232 16.7\n", + "1 1156 83.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Grande Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n", + "1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Long-Short European Equities\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3490 1.3508 188\n", + " 3 0.3819 1.0101 118\n", + " 4 0.3969 0.9225 54\n", + " 5 0.3524 1.0438 54\n", + " 6 0.3727 1.0432 46\n", + "→ K retenu : 4 (silhouette=0.3969)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_long-short \n", + "0 111 18.3\n", + "1 335 55.2\n", + "2 107 17.6\n", + "3 54 8.9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Long-Short European Equities:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_long-short \n", + "0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", + "1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n", + "2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", + "3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Climate Transition\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6659 0.6413 156\n", + " 3 0.5623 0.7455 57\n", + " 4 0.3956 1.0145 37\n", + " 5 0.2261 1.2444 37\n", + " 6 0.2237 1.2368 18\n", + "→ K retenu : 2 (silhouette=0.6659)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 156 12.2\n", + "1 1124 87.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Climate Transition:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", + "1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Absolute Return Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4593 0.9283 146\n", + " 3 0.5112 0.7321 122\n", + " 4 0.4436 0.9496 72\n", + " 5 0.4150 1.0153 42\n", + " 6 0.3870 1.0866 28\n", + "→ K retenu : 3 (silhouette=0.5112)\n", + " n_comptes pct\n", + "cluster_carmignac_absolute_return_euro \n", + "0 180 19.7\n", + "1 122 13.3\n", + "2 612 67.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Absolute Return Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_absolute_return_euro \n", + "0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n", + "1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n", + "2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "RÉSUMÉ — Clustering par fund\n", + "============================================================\n", + " Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n", + " Carmignac Sécurité : K=2, sil=0.5716, n=1624\n", + " Carmignac Investissement : K=2, sil=0.4310, n=2194\n", + " Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n", + " Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n", + " Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n", + " Carmignac Emergents : K=3, sil=0.4730, n=1781\n", + " Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n", + " Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n", + " Carmignac Court Terme : K=2, sil=0.4719, n=527\n", + " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n", + " Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n", + " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n", + " Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n", + " Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n", + "\n", + "============================================================\n", + "ARI — cohérence clustering global x fund\n", + "============================================================\n", + " Carmignac Patrimoine : ARI=0.0241 (n=3002)\n", + " Carmignac Sécurité : ARI=0.0121 (n=1478)\n", + " Carmignac Investissement : ARI=0.0427 (n=2055)\n", + " Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n", + " Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n", + " Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n", + " Carmignac Emergents : ARI=0.0158 (n=1641)\n", + " Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n", + " Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n", + " Carmignac Court Terme : ARI=-0.0346 (n=424)\n", + " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n", + " Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n", + " Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n", + " Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n", + " Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CLUSTERING PAR FUND FAMILY (top fonds)\n", + "# ============================================================\n", + "\n", + "# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n", + "print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n", + "top_funds_aum = (\n", + " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + " .sort_values(ascending=False)\n", + " .head(20)\n", + ")\n", + "print(top_funds_aum.to_string())\n", + "\n", + "# ── 1. Sélection des top fonds ────────────────────────────────────────────\n", + "# Critères : top 15 par AUM total + au moins 20 clients\n", + "min_clients_per_fund = 20\n", + "n_top_funds = 15\n", + "\n", + "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", + "\n", + "valid_funds = (\n", + " aum_by_fund_total[\n", + " clients_by_fund >= min_clients_per_fund\n", + " ]\n", + " .sort_values(ascending=False)\n", + " .head(n_top_funds)\n", + " .index.tolist()\n", + ")\n", + "print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n", + "for f in valid_funds:\n", + " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", + "\n", + "# ── 2. Construction du panel par compte x fund ────────────────────────────\n", + "df_rel_m_fund = df_rel_m.copy()\n", + "df_rel_m_fund = df_rel_m_fund.merge(\n", + " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", + " on=[ID_COL, ISIN_COL, \"month\"],\n", + " how=\"left\"\n", + ")\n", + "\n", + "# Panel mensuel par compte x fund\n", + "tmp_fund = df_rel_m_fund.copy()\n", + "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", + "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month_fund = (\n", + " tmp_fund.dropna(subset=[FUND_COL])\n", + " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " )\n", + " .sort_values([ID_COL, FUND_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month_fund[\"flow_direction\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"sub_share\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"aum_qty\"].cummax()\n", + "df_month_fund[\"aum_drawdown\"] = np.where(\n", + " df_month_fund[\"aum_peak\"] > 0,\n", + " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Lag performance pour réactivité\n", + "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"ret_fund_m\"].shift(1)\n", + "df_month_fund[\"buy_on_perf\"] = (\n", + " (df_month_fund[\"net_flow_qty\"] > 0) &\n", + " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", + ").astype(int)\n", + "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", + "\n", + "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", + "\n", + "# ── 3. Feature engineering par compte x fund ──────────────────────────────\n", + "reference_date = df_month_fund[\"month\"].max()\n", + "\n", + "# months_since_last_tx par fund\n", + "last_active_fund = (\n", + " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", + " .groupby([ID_COL, FUND_COL])[\"month\"]\n", + " .max()\n", + " .reset_index(name=\"last_active_month\")\n", + ")\n", + "last_active_fund[\"months_since_last_tx_fund\"] = (\n", + " (reference_date.to_period(\"M\") -\n", + " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", + " .apply(lambda x: x.n)\n", + ")\n", + "\n", + "df_client_fund = (\n", + " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", + " sub_share_mean = (\"sub_share\", \"mean\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", + " has_perf_months = (\"has_perf\", \"sum\"),\n", + " )\n", + ")\n", + "\n", + "# Merge months_since_last_tx\n", + "df_client_fund = df_client_fund.merge(\n", + " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", + " on=[ID_COL, FUND_COL], how=\"left\"\n", + ")\n", + "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", + "df_client_fund[\"months_since_last_tx_fund\"] = (\n", + " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", + ")\n", + "\n", + "# Ratios protégés\n", + "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", + " df_client_fund[\"aum_qty_mean\"] > 1,\n", + " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"flow_direction_balance\"] = np.where(\n", + " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", + " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", + " df_client_fund[\"aum_qty_max\"] > 0,\n", + " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", + " np.nan\n", + ")\n", + "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", + " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", + ")\n", + "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", + " df_client_fund[\"has_perf_months\"] >= 6,\n", + " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Filtre qualité\n", + "df_client_fund = df_client_fund[\n", + " (df_client_fund[\"n_months\"] >= 6) &\n", + " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", + " (df_client_fund[FUND_COL].isin(valid_funds))\n", + "].copy()\n", + "\n", + "print(\"df_client_fund shape:\", df_client_fund.shape)\n", + "print(\"\\nComptes par fund :\")\n", + "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", + "\n", + "# ── 4. Features pour le clustering par fund ───────────────────────────────\n", + "fund_features = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"avg_n_isin_held\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx_fund\",\n", + " \"aum_final_to_peak\",\n", + " \"aum_drawdown_last\",\n", + " \"buy_on_perf_rate\",\n", + "]\n", + "\n", + "# ── 5. Clustering par fund ────────────────────────────────────────────────\n", + "FUND_RESULTS = {}\n", + "\n", + "for fund in valid_funds:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"FUND : {fund}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", + " feats = [c for c in fund_features if c in df_f.columns]\n", + "\n", + " # Preprocessing\n", + " d = df_f.copy()\n", + " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", + " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", + "\n", + " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " med = np.nanmedian(vals)\n", + " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", + " if mad > 0:\n", + " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", + " else:\n", + " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", + "\n", + " for col in [\"gross_flow_to_aum\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", + "\n", + " for col in [\"flow_freq\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", + " X_f_scaled = RobustScaler().fit_transform(X_f)\n", + "\n", + " # K-selection\n", + " best_k = 2\n", + " best_sil = -1\n", + " rows_k = []\n", + " max_k = min(6, len(df_f) // 20)\n", + "\n", + " for k in range(2, max_k + 1):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_f_scaled)\n", + " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", + " sizes = pd.Series(labels).value_counts()\n", + " if sizes.min() < 10:\n", + " continue\n", + " sil = silhouette_score(X_f_scaled, labels)\n", + " db = davies_bouldin_score(X_f_scaled, labels)\n", + " rows_k.append({\n", + " \"k\": k,\n", + " \"silhouette\": round(sil, 4),\n", + " \"davies_bouldin\": round(db, 4),\n", + " \"min_cluster_size\": sizes.min(),\n", + " })\n", + " if sil > best_sil:\n", + " best_sil = sil\n", + " best_k = k\n", + "\n", + " df_k = pd.DataFrame(rows_k)\n", + " print(df_k.to_string(index=False))\n", + " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", + "\n", + " # Clustering final\n", + " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", + " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", + " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", + "\n", + " # Tailles\n", + " counts = df_f[cluster_col].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + " # Heatmap\n", + " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", + " prof = plot_heatmap(\n", + " df_f, profile_vars_fund, cluster_col,\n", + " title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n", + " figsize=(14, 4)\n", + " )\n", + " print(f\"\\nMédianes — {fund}:\")\n", + " print(prof.round(3).to_string())\n", + "\n", + " FUND_RESULTS[fund] = {\n", + " \"df\": df_f,\n", + " \"cluster_col\": cluster_col,\n", + " \"k\": best_k,\n", + " \"silhouette\": best_sil,\n", + " \"profile\": prof,\n", + " \"n\": len(df_f),\n", + " }\n", + "\n", + "# ── 6. Résumé global ──────────────────────────────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"RÉSUMÉ — Clustering par fund\")\n", + "print(\"=\"*60)\n", + "for fund, res in FUND_RESULTS.items():\n", + " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", + " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", + "\n", + "# ── 7. Croisement avec le clustering global ───────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"ARI — cohérence clustering global x fund\")\n", + "print(\"=\"*60)\n", + "\n", + "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for fund, res in FUND_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", + "\n", + " mask = dfc_fund_cross[cluster_col].notna()\n", + " if mask.sum() < 10:\n", + " continue\n", + " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", + " ari = adjusted_rand_score(labels_global, labels_fund)\n", + " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c51b1018-5439-4927-9d4e-7d56a22ac4f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "======================================================================\n", + "PARTIE 2 — CLUSTERING 400 GRANDS COMPTES (Louis)\n", + "======================================================================\n", + "Comptes sélectionnés (AUM > 5M€) : 431\n", + "After filters: 427 accounts\n", + "Accounts: 427 | Features: 16\n", + "Points > 5 std after scaling: 38 (8.9%)\n", + " k inertia silhouette davies_bouldin\n", + " 2 4295.803536 0.648934 0.554878\n", + " 3 3612.735780 0.271561 1.316068\n", + " 4 3157.857186 0.201780 1.498467\n", + " 5 2952.884036 0.197975 1.433778\n", + " 6 2760.262346 0.152972 1.688634\n", + " 7 2593.416835 0.180291 1.599408\n", + " 8 2486.253809 0.171637 1.658369\n", + " 9 2404.806299 0.146315 1.714646\n", + "10 2333.195111 0.150386 1.685274\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "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", + "=== Médianes K=2 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k2 \n", + "0 11.204 4.335 0.763 1436.0 11.471 28.0 46.273 0.606 0.114 1.000 0.000 0.0 0.047 0.046 -0.040\n", + "1 11.126 1.506 0.043 4.0 1.380 2.5 40.357 0.292 0.580 0.303 0.697 17.5 0.006 -0.004 -0.008\n" + ] + }, + { + "data": { + "image/png": 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HfnQdzs7OqXrs2LFDvcyLFy9UXbt2VW3evFl17Ngx1dq1a1U1atRQFS1aVHXixIkU2zd8+HBVhQoVkpQnHF++/fZbjX1Vl/d46tSp6jKlUqnq2bOnqnjx4urjjLZjmUqlUj1//lyjv2/evFE5OzurVq5c+dE+Jfd+p8bly5dVxYsX13osSaxs2bKqyZMnJ/t6bGysqlatWqqaNWuq3rx5o/Hah98bTZo0UXl4eKiCg4PVZd7e3qqiRYuqRowYoS5L+F4eOnSoxrp8fHxUrq6uqqVLl2qU3717V1WsWLEk5SqVSlWnTh1V9+7dU+yjEEII8f9A0j4IIYTIchIuy82IXH5mZmZA/M3lYmJiPmnZkJAQzp8/T/369QkPDycoKIigoCCCg4OpUqUKT548SXIZccuWLVOVp9fc3JxXr15x/fr1VLfn3LlzxMbGalxGC9C+fftkl2nZsiUKhUL9vFy5csTFxfHixQt12Yf5XRP6Wa5cOaKionj06FGq25daRkZGSW50dPDgQZycnHB0dFSPc1BQkPoGTwmXWyfMDjt27JjWdAGZYe7cuRQoUIAWLVp8tN7bt2+1zr5NKEuYvf327VuN8g9ly5ZN/XpyTp06hbu7O66uruoyS0vLZGeU58+fn6pVqyYp/3C/CAsLIygoiAoVKvD8+XPCwsI06hYuXJhy5cqpn1tbW1OoUCGeP3+uLjt58iTu7u6ULFlSo17idun6mT1z5gwRERH07NkzyWzihM/AzZs3CQwMpE2bNhp1atSogaOjo9Y84x++r+bm5hQqVAhjY2Pq16+vLnd0dMTc3FyjvwlatWqFoaGh+nmbNm0wMDDg5MmTKfbp4MGDlC1bFnNzc43PRaVKlYiLi+PSpUvqdkVFRXHmzJkU16lNQEAAEL8vfOz4tWbNmlQ9PpzRmzdvXlatWkWbNm2oVasWnTp1YteuXVhbWzNr1qwU2xYSEoKFhUWyrzdt2lRjX9XlPf5wJrtCoaBdu3bExMRw7ty5FNv3oezZs2NoaMjFixc1UnukFX9/fwYOHEjRokWZNGlSivXNzc35999/k013cfv2bXx8fOjYsaPGzFt4/5l5/fo13t7eNGvWDEtLS/XrRYsWpVKlSlr348T5mY8cOYJSqaR+/foa+7GtrS0ODg5J0mkAWFhYEBwcnGIfhRBCiP8HkvZBCCFElmNqagpAREREum+rQoUK1K1bl0WLFrF27VoqVKhA7dq1adSoUbKXwSd49uwZKpWK+fPnM3/+fK11AgMDyZ07t/p54stfk9OjRw/Onj1LixYtcHBwoHLlyjRs2JCyZcsmu4yvry9AkpyylpaWyQZH8ubNq/E84Q/80NBQddn9+/f57bffOH/+vDownyBxkC8t5M6dO8nYP336lIcPH6rzLycWGBgIwPfff88ff/zBuHHjmDdvHh4eHnz33XfUq1fvo/lJQ0JCPjn4n8DCwiLZfeXatWvs3r2btWvXppgfNXv27FrznSaUJQSqEgJZ2uqm5mZsL168wN3dPUl5crmIk9tnL1++zMKFC7l27RpRUVEar4WFhamDtAB2dnZJlrewsNAIgPn6+lKqVKkk9RLSTCTQ9TP77NkzAHWaCW0SPkOJtwnxAdzLly9rlGXLlg1ra2uNMjMzM/LkyaPxo0pC+YefqwQODg4az3PkyEHOnDk1foBJztOnT7l7926yn4uENAxt27blwIED9OjRg9y5c1O5cmXq169PtWrVUtwGxAdQX79+zbJly7CysqJz585a6yXOu6srS0tLmjdvzooVK3j16hV58uT5aH3VB/l3E0u8/37qe6ynp5ckVUfCsql5jz5kZGTE8OHDmT17NpUrV6ZUqVLUqFGDpk2bkjNnzk9aV2KxsbEMHjwYpVLJokWL1J+FuLi4JOk4Eo5Zw4cPZ9SoUdSoUYPixYtTvXp1mjZtqu5vwo8Vzs7OyW73Y+Pp5OTE6dOnk9zULfF78uTJE1QqlUa+8w99mNs8gUqlSvIZE0IIIf5fSfBXCCFElmNqakquXLm4f/++zutI7o/CD29SllBvwYIFXLt2jRMnTnDq1CnGjBnDmjVr2LZt20dnHyfMLO3atavWmZGQNKCWeMZhcpycnDh48CBeXl6cOnWKw4cPs3nzZvr168fAgQNTtY7USC4gmRBMCQ0NpX379piamjJw4EDs7e3Jli0bt27dYu7cuamaXZvce5HcstqCl0qlEmdn52Rv6pUQHMqePTubNm3iwoUL6rHbv38/27ZtY/Xq1cnOWhwwYAAXL15MsS/arF+/nooVK2p97eeff6ZcuXLkz59ffUOnhNlq/v7++Pr6qgPwOXPmxN/fP8k6Xr9+DaC+8WFCkMjf3z9JUNXf319j5mxa0PZ+PHv2jM6dO+Po6MioUaOws7PD0NCQkydPsnbt2iTvbWpmu6fW53xm01py/Uqu/GNBSl0olUoqV65M9+7dtb5esGBBAGxsbPD09OT06dP8/fff/P333+zcuZOmTZsye/bsFLdjYGDA/Pnz6d69O7NmzcLMzIwffvghST1t+682ZmZmKf5IkfCZDgkJ+Wjw19LSUmtQPUFK20kLn3KM69y5M7Vq1eLo0aOcPn2a+fPns2LFCtatW5ds3uLUmDNnDteuXWPNmjUa4/Xy5Uu+/fZbjboJx6zvv/+ecuXKceTIEc6cOcOqVav4/fffWbhwYYo3JP0cib8HlUolCoWC33//Xetn58PAcYLQ0NAkP5wIIYQQ/68k+CuEECJLqlmzJtu2bePq1auULl36k5f/cAbrh5erJsxSSszd3R13d3eGDBnC3r17GT58OPv376dFixbJ/mGfMDvK0NAwzWa8fcjExITvv/+e77//nujoaAYMGMCyZcvo1auX1iByQhDx2bNnGjPVgoODdb7E+OLFi4SEhLBo0SLKly+vLk8IZH4ouXFKGP/Es4Q/Zdacvb09d+7cwcPDI8XZXnp6enh4eODh4cHo0aNZtmwZv/76KxcuXEj2fRo5cuRHA0gfU7Ro0WRfe/nyJS9evEgSfAHo06cPZmZm/PPPP+r1XL58GaVSqRGUv379OsbGxuqZdQnpGm7cuKER6PXz8+PVq1e0bNnyo+3Nly8fT58+TVKeMDM2NY4fP050dDRLly7VmD2u7fLs1MqbN6/Wdj1+/Fhr/Y99ZrVJ+CHm/v37yQaNEvry+PHjJLNpHz9+nGSmfFp4+vSpOn0JxF/x4O/vrzErN7l93t7ensjIyFQdf4yMjKhVqxa1atVCqVQyadIktm3bRt++fVMVRMuWLRtLly6lY8eOjB8/HnNz8yQ320rNDdoAZs6cmSS1S2IJx5jEM6sTc3R0ZO/evUlmmyfnU99jpVLJ8+fPNWa2JuyT+fLlAz79GGdvb0/Xrl3p2rUrT548oWnTpqxevZq5c+cCyb/fydm3bx/r1q1jzJgxVKhQQeO1nDlzsmbNGo2yD49ZuXLlol27drRr147AwECaNWvGsmXLqF69uvp75N69e8nuYx+OZ2KPHj3CyspKa/D2Q/b29qhUKvLnz691BnFisbGxvHz5klq1aqVYVwghhPh/IDl/hRBCZEndu3fHxMSEcePGqfNNfujZs2esW7cu2eUTAj0JOS8BIiMj8fT01Kj35s2bJLPxEoJrCZfVGxsbAyQJDtrY2FChQgW2bdumnp35ocSX2n6KxLkMjYyMcHJyQqVSJZuewMPDAwMDA7Zs2aJRvmnTJp3bkRCE/HCMoqOj2bx5c5K6xsbGWtNAaHsv4uLi2L59e6rbUb9+ffz8/LQu8/btWyIjI4H4WYKJJX4/tSlRogSVKlXS6fGxfKNTpkxh8eLFGo8OHToA8QHnhGAPQL169QgICODw4cPqsqCgIA4ePEjNmjXVl3EXKVIER0dHtm/frjGTfcuWLSgUCurVq5dseyA+QHft2jW8vb3VZSEhIezdu/ejy30oYXbeh/tFWFgYO3bsSPU6EqtevTrXrl3TyHMdFBSUpF2p+cxqU6VKFXLkyMHy5cvV+ZMTJKyvRIkS2NjYsHXrVo11nTx5kocPH1KjRg2d+vYx27Zt0/hMb9myhdjYWI3gr7GxsdYfJ+rXr8/Vq1c5depUktdCQ0OJjY0Fkh5P9PT0cHFxAT4+ZomZmpqycuVK7O3tGTp0aJKct7rk/NV2nPTz82PHjh24uLioZ7wnx93dHZVKxc2bN1PVB13e4w+PoSqVik2bNmFoaKgOHufLlw99fX2NYxyQ5FgcFRWVZN+zt7cnR44cGm1J7v3W5t69e4wbN47GjRvTqVOnJK9ny5ZN6zErLi4uyfHaxsaGXLlyqdtSvHhx8ufPz/r165O0J+EzkytXLlxdXfH09NSoc+/ePc6cOZOqGcR16tRBX1+fRYsWJflsq1SqJPvvgwcPePfunU4/DAshhBBfI5n5K4QQIkuyt7dn7ty5DBkyhO+//54mTZrg7OxMdHQ0V69e5eDBgx+dOVa5cmXy5s3L2LFjefToEfr6+uzYsQMrKyuN2b+7du1iy5Yt1K5dG3t7eyIiIti+fTumpqbq4Ev27NkpXLgwBw4coGDBglhaWlKkSBGcnZ2ZOHEibdu2pVGjRrRs2ZICBQoQEBDAtWvXePXqFXv27NGp/926dcPW1pYyZcpgY2PDo0eP2LhxI9WrV1fnRE7M1taWjh07snr1anr37k3VqlW5e/cuf//9N1ZWVjrlRyxdujQWFhaMGjWKDh06oFAo2L17t9bL14sXL87+/fuZOXMmbm5umJiYUKtWLYoUKYK7uzu//PILb968wcLCgv3796sDU6nRpEkTDhw4wMSJE7lw4QJlypQhLi6OR48ecfDgQVauXImbmxuLFy/mn3/+oXr16uTLl4/AwEA2b95Mnjx5PpovOb1omwmZECApX748bm5u6vK6devi7u7O6NGjefDgAVZWVmzZsoW4uDgGDBigsY4RI0bQp08funbtSoMGDbh37x6bNm2iRYsWODk5fbRN3bt3Z8+ePXTp0oX27dtjYmLCH3/8gZ2dHSEhIanaTypXroyhoSG9e/emdevWRERE8Mcff2BjY5PqS/+1tWv37t10796djh07YmxszPbt28mbNy93795V10vNZ1YbU1NTRo8ezbhx4/jxxx9p2LAh5ubm3Llzh7dv3zJ79mwMDQ0ZPnw4o0ePpn379jRo0IDAwEDWr19Pvnz5ks11+zliYmLo3Lkz9evX5/Hjx2zevJmyZctqzBYvXrw4W7ZsYcmSJTg4OGBtbY2HhwfdunXj+PHj9O7dm2bNmlG8eHGioqK4d+8ehw4d4tixY1hbWzNu3DjevHnDN998Q+7cufH19WXjxo24urqmuL8kZm1tzZo1a2jTpg19+/Zl3bp16hnoulwB8fPPP/Ps2TM8PDzIlSsXL168YOvWrURGRjJ27NgUly9btiyWlpacO3cu2dzHH/rU9zhbtmycOnWKkSNHUrJkSU6dOoWXlxe9e/dWz0o2MzOjXr16bNy4EYVCQYECBfDy8lLnIk/w5MkTOnfuTL169ShcuDD6+vocPXqUgIAAGjRooK6X3PutTUIqnPLly7N7926N18qUKZMkX3GCiIgIqlevTt26dSlatCgmJiacPXuWGzduMGrUKCD+R4JJkybRp08fmjZtSvPmzcmZMyePHj3iwYMHrFq1Cog/HvXo0YNWrVrx448/8vbtWzZu3IiZmRn9+/dP8T2xt7dn8ODBzJs3jxcvXlC7dm1y5MiBj48PR48epWXLlnTr1k1d/+zZsxgbG6fLFTdCCCFEViTBXyGEEFnWt99+y549e1i1ahXHjh1jy5YtGBkZ4eLiwqhRoz56ebuhoSGLFi1i8uTJzJ8/n5w5c9KpUyfMzc018sZWqFCBGzdusH//fgICAjAzM6NkyZLMnTtX44/madOmMXXqVGbOnElMTAz9+/fH2dmZwoULs2PHDhYtWsSuXbsICQnB2tqaYsWK0a9fP5373qpVK/bu3cuaNWuIjIwkT548dOjQgb59+350ueHDh5M9e3b++OMPzp07h7u7O6tWraJt27Yp3sBOGysrK5YtW8bs2bP57bffMDc3p3HjxurA04fatm2Lt7c3O3fuZO3ateTLl099We7cuXOZMGECK1aswNzcnB9//JGKFSvSpUuXVLVDT0+PxYsXs3btWnbv3s2RI0cwNjYmf/78dOjQQX2pcK1atXjx4gU7duwgODgYKysrKlSowIABA1J1SXhm0tfXZ8WKFcyZM4cNGzbw7t073NzcmDlzJo6Ojhp1a9asyaJFi1i0aBFTp07F2tqaXr16pWqfs7OzY/369UybNo3ly5djbW1Nu3btMDY2Ztq0aanKS+3o6MiCBQv47bffmD17Nra2trRp0wZra2vGjBmjU/9z5cqlbteKFSuwtLSkdevW5MqVSyMImNrPrDYtWrTAxsaGFStWsGTJEgwMDHB0dNQI+DVv3pzs2bPz+++/M3fuXExMTKhduzY//fSTRgqZtDJhwgT27t3LggULiImJoUGDBowbN04jCN+vXz98fX1ZuXIlERERVKhQAQ8PD4yNjdmwYQPLly/n4MGDeHp6YmpqSsGCBTX2+caNG7N9+3Y2b95MaGgoOXPmpH79+gwYMCDFGxFqY2dnx6pVq2jXrh09evRg48aNH72R3sdUrlyZ58+fs2nTJkJDQzEzM6N8+fL06dOH4sWLp7i8kZERjRo14uDBgwwdOjRV2/yU91hfX5+VK1cyadIkfv75Z3LkyEH//v2TfNbGjRtHbGwsW7duxcjIiHr16jFixAgaNmyorpMnTx4aNGjAuXPn2LNnD/r6+jg6OvLbb79Rt25ddb3k3m9tgoODiYyMZPz48UlemzlzZrKfiezZs9OmTRvOnDnD4cOHUalU2Nvbq3/QTFC1alXWrVvH4sWLWb16NSqVigIFCmh8/1aqVImVK1eyYMECFixYgIGBAeXLl+enn35K8TOZoGfPnhQsWJC1a9eyePFi9XhVrlw5SXqHgwcP8t133yX7Q6gQQgjx/0ahSus7SwghhBAiSwkNDaV8+fIMHjyYPn36ZHZzxBdq+vTp6jzbaXmDNqHdzp07GT16NH/++afGDHDx6Z4/f079+vX5/fffUzX7V2Rd3t7eNGvWjF27dqnTvQghhBD/7yTnrxBCCPF/5O3bt0nKEnIjJ74RkPj/lXg/CQ4OZs+ePZQtW1YCvyLLKVCgAD/88AMrVqzI7KaIdLZixQrq1q0rgV8hhBDiA5L2QQghhPg/sn//fnbt2kW1atUwMTHhypUr/PXXX1SpUiVTct6KL1OrVq2oUKECTk5OBAQEsGPHDsLDw1NMKyLEl2ry5MmZ3QSRAX799dfMboIQQgjxxZHgrxBCCPF/xMXFRZ2jMiIiAhsbGzp27MjgwYMzu2niC1K9enUOHTrE9u3bUSgUFCtWjOnTp1O+fPnMbpoQQgghhBDiE0jOXyGEEEIIIYQQQgghhEhnmzdvZsuWLbx48QKAIkWK0LdvX6pXr55u25TgrxBCCCGEEEIIIYQQQqSz48ePo6+vj4ODAyqVCk9PT1atWsWuXbsoUqRIumxTgr9CCCGEEEIIIYQQQgiRCSpUqMBPP/1EixYt0mX9kvNXCCGEEEIIIYQQQgghdBAdHU10dLRGmZGREUZGRh9dLi4ujoMHDxIZGUnp0qXTrX0S/P1CXXoWnNlNyLIeh0RldhOyrMZFrDK7CUIIke6u+EVmdhOyrDK5TTK7CVmWQhmb2U3Ikq4Hyrjpqkz4v5ndhCwrplDFzG5ClmX4+EJmNyHLumJaKrObkGVFxsRldhOypOpOtpndhCyht6JginWKLxjGokWLNMr69+/PgAEDtNa/e/curVu35t27d5iYmLB48WIKFy6cFs3VSoK/QgghhBBCCCGEEEIIkYi+IuU6vXr1okuXLhplH5v1W6hQITw9PQkLC+PQoUOMHDmSjRs3plsAWIK/QgghhBBCCCGEEEIIkYiRXsrR39SkeEhc38HBAYASJUpw48YN1q9fz5QpU3Ru58dI8FcIIYQQQgghhBBCCCES0VekYurvZ1IqlUlyBqclCf4KIYQQQgghhBBCCCFEIqlJ+/Ap5s2bR7Vq1bCzsyMiIoK//vqLixcvsmrVqrTd0Ack+CuEEEIIIYQQQgghhBCJpCbtw6cIDAxk5MiRvH79GjMzM1xcXFi1ahWVK1dO0+18SIK/QgghhBBCCCGEEEIIkUhap32YMWNGmq4vNST4K4QQQgghhBBCCCGEEInoZXYD0oAEf4UQQgghhBBCCCGEECKRtE77kBkk+CuEEEIIIYQQQgghhBCJpHXah8wgwV8hhBBCCCGEEEIIIYRIRGb+CiGEEEIIIYQQQgghxFdIP+vHfrNG3mIXFxeOHj2a2c0QQgghhBBCCCGEEEL8n9BXKFJ8fOkyfeavv78/y5Ytw8vLCz8/P2xsbHB1daVTp054eHik+fYuXLhAx44duXTpEubm5mm+foCQkBCmTp3KiRMn0NPTo06dOowdO5YcOXKky/Y+l0qlYse63zlxYDeR4eE4F3ejy8AR5Mlv/9HlggJes3XlYq5fPMe7d+/InTc/PYePw9HFFYD2332jdbnWPfrTsGX7NO9HZlCpVBzftoZ/ju3jbUQ49kVL0LjHEGzs8ie7zLuoSI5tXc3ti6eJeBOMXaEifN+lP/kLF1XXGd+iptZl67bvRZUmrdO8H5lh69atrFu3joDAQJydnRk1ciRubm7J1j98+DCLlyzB19cXe3t7Bg8aRNWqVdWvq1Qqlixdys6dOwkLC8Pd3Z2xY8bg4OCQEd3JMDJuupOx052Mne5UKhWe61dy8uAeIsPDKFKsJB0G/kSefAWSXWZ4x+YE+r1KUl6rUXM69B8OQEz0O7auWMgFr6PExsRQomxFOgwYjoWVdbr1JaPJfqe7rdu2s3b9hv/GrgijR/yEW4kSydY/fOQoi5Yuxdf3Jfb2BRgycABVq1RRv16yTDmtyw0ZNJAunTqmefszk5wX62bz/hOs9jxCQMgbXArmZ2z31pR0LpRs/dCISOZv9OTIhau8CYskb05rRnVrSfWy8Z/x2j3H4OsfmGS5NvWqM75X23TrR2aQY53uZL/TnRzrdKdSqdizcSWnDu4lKiIMp2IladdvOLk/cm43uvMPBL5Oem5Xo0Fz2vYbpn7+0PsmnuuW8/jubfT09CjgWIRB037FKFu2dOmLSB2jLDFt9uMUKpVKlVkb9/HxoU2bNpibmzNw4ECcnZ2JjY3l9OnTbNu2jYMHDwLxM38XL15M7dq1P3ubaRX8ValUxMXFYWCQNH7evXt3/P39mTJlCjExMYwZMwY3NzfmzZuX6vVfehasc9s+1d6t69m7dT29RkwgZx47/ly7guePHzJ71RaMjLQfZCLCQhnbpyOupcpSu1FzzCys8HvxnFx585E7b3zgMyRI84vz34vnWPnLdOat+5NcdvnSrT+PQ6LSbd2J/e25hVO7NtG8/yisctlxbOtq/J49ZsCvazE0MtK6zLZfJuP3/DGNewzBzMqWf08d4exffzLw1zWY2+QEICw4SGOZ+9cu4Ln0ZwYv3Ih17rzp1p/GRazSbd0fOnjoEOPGjWPc2LG4ubmxadMmDh85wu7du7GxThq4uHbtGl27dWPggAFUq1aN/QcOsGbNGrZu3UqRwoUBWL1mDatXrWLq1Knky5ePxUuWcP/+fXbt3Em2r+TLUsZNdzJ2uvsax+6KX2S6byPBvm0b2LdtA92HjyNnnrzsXLeCF08eMf33TRgm8x0bGhKMSqlUP/d58oi5owcxcs4iipYqA8D6BT/z78WzdBs+FpMcpmxcPA+FQo+xvy5P1/6UyW2SrutP8DXudwplbLpvA+DgocOMnTCR8WNG4+ZWgo2btnD46FH27Nqhfez+/Zcu3XsysH8/qletyv6DB1m9dh3bNm9Uj11AQIDGMqfPnGXilKns272L/PmT/8E7LVwPzJhxS/A1nReXCf83Xdab2IHTlxg1fy0Te7elpHMhNuw9xqGzV9i3aDI2lkn/3oqOiaX9mDlYW5jR84f65LaxxPd1EGY5jClaKD54EvQmjLgPjoP3n/nSfdJvrJ06lAolXNK9TzGFKqb7NuDrPNYZPr6Q7tuAr3O/u2JaKt23keBrOtYBRMbEpdu6Ezv4x0YObN9Al6HjsM1jx+4Nv/PiySMmL9uY7Lld2JtglHHv960XTx/x29jBDJu1EJeS8ed2D71vMn/8UOq37ECpipXR09fH59EDSnlUxdBQe2zhc1V3sk2X9X5t1tq4plinc6B3BrREd5kav548eTIKhYI//viDunXrUqhQIYoUKUKXLl3Yvn271mUuXLiAi4sLoaGh6jJvb29cXFzw8fEB4MWLF/Tu3Zvy5cvj7u5OgwYNOHnyJD4+PnTsGD87oXz58ri4uDBq1CgAlEoly5cvp1atWpQsWZLGjRurg88fbvfkyZM0b94cNzc3Ll++nKR9Dx8+5NSpU0ybNo1SpUpRrlw5xo0bx759+/Dz80uzsUsrKpWKg7u20aRdF8pWqoa9YxF6j5xISGAAl8/8nexye7dtwDpnbnr9NB6nosXJZZcXt3IV1Qd9AEtrG43HlXN/41qqbLoe9DOSSqXi3L4/qf5DB1zLVyGPgxM/9B9NWHAA3pdOa10m5t07bl/4m7rte1GwWCls7PJRq2VnbPLk5eLhPep6ZlbWGg/vS2coVNw9XQO/GWnDhg00b96cpk2b4uTkxLhx48iePTuenp5a62/avJlKlSrRuXNnHB0d6d+vH66urmzduhWIfy82bdpEjx49qFmzJs7OzkybOhV/f3+OnziRgT1LXzJuupOx052Mne5UKhVHPLfTqE1nylSqRgHHwvQYMYHgwACunE3+O9bc0goLaxv1498LZ8hllw+XkqUBiIwI5+9De2ndawDF3MtRsEhRug0dy4PbN3jofTOjupeuZL/T3fpNm/ihWVOaNmmMk6Mj48eOxjh7djx379Faf9PmrVT28KBLp444Ohaif98+uBYtytZt78/FbW1tNR4nTp6kfLly6R74zWhyXqybtXuO0uK7KjT/tjKFC+RlYu92ZM9mxM5jZ7XW33nsDG/CIlg4qi9lXAuTL5ct5Us4qwNwANYWZuS0slA/Tv5znQJ5clK+uHNGdStDyLFOd7Lf6U6OdbpTqVQc9dxOg9adcPeoSv5ChekybDwhgQFcPXcq2eXMLDTP7W5cPENOu3w4u5VW19m+Yj7fNv6R+i07kNfBkTz5HShX7dt0C/yK1DPSU6T4+NJlWvA3JCSEU6dO0a5dO0xMks4i+ZxZuVOmTCE6OpqNGzeyd+9ehg8fjomJCXZ2dixcuBCAgwcPcvr0acaOHQvA8uXL8fT0ZPLkyezbt4/OnTvz008/cfHiRY11z5s3j2HDhrF//35cXJL++nf16lXMzc01LtWpVKkSenp6XL9+Xec+pRf/V768CQqkROny6jKTHKY4FS3O/ds3kl3uyrlTODq7smDKGPq2qM/Y3h05sd8z2fpvggO5duEMNeo3SsvmZ6rg1y8JDwnCya2suix7DlPyF3bl+d1bWpdRKuNQKpUYJJoVbGCUjad3tI93eEgQ966cp0yt79Ou8ZkoJiYGb29vvqn4fkaFnp4e31SsmOxn5Pr16xr1ASp5eKjrv3jxgoCAACp+UMfMzAw3Nzeu/5sxs17Sm4yb7mTsdCdj93kSvmOLf3DJfPx3bDEepDJIGxsTw7njh6hatyGK//KJPbl/h7jYWIp/8N1tZ18Qm1y5U73eL5nsd7qLH7s7ScauYsUK/JvM2P174zoVK1bQKKvk4cG/17WflwQGBnLq9GmaNW2Sdg3/Qsh58aeLjonl9sNnfFPq/awoPT09PEoW5drdR1qXOXHpOqVcHJm2YjNVOw+n8cDJLP9zP3EfzIpLvI29Jy/Q/NtK6uPg10COdbqT/e7zyLFOdwGvfAkNDsTVXfPcrpBLMR59wrnd+ROHqVyngXrfCg0J5vHd25hZWjFrWC+GtW3IzyP6cf/W1/O5zcr0FSk/vnSZlvP32bNnqFQqHB0d03zdvr6+1K1bVx2cLVDg/a95FhYWANjY2KgDzNHR0Sxfvpw1a9ZQunRp9TKXL19m27ZtVKjw/oR44MCBVK5cOdltBwQEYJ3oEh0DAwMsLCzw9/dPmw6moYTLMswT5Qg0t7LmTXDSfEcJ/F/6cmzvTur90IbGbTvx6K436xf/ir6BIdXqNEhS/9Th/WQ3yUG5KjXStP2ZKTwkPjWDqaVmqoQcllbq1xLLZmxCAefieP25gZz5HDC1sOL6meM8v3cb6zzafw29evIQ2bKbUKxitbTtQCYJDg4mLi4OGxsbjXIbGxseP3midZmAgACt9RMuQ034N0kda2sCApPfj7MSGTfdydjpTsbu87wJiv8uMLdM9B1raa1+LSVXzv5NZHg4leu8/wHwTVAQBoaGmJiaaVlv1h9D2e90FxwSEj92ic5FbaytPzJ2gdjYJKpvk/y47N77FyYmOahdS/v9CbIyOS/+dCFh4cQpldhaaB6PbCzNefQiaX5LAB8/fy7cCKRhtYosGz+AZy9fM2X5FmLj4ujXKmmQ6NjFa4RFRNGsVqV06UNmkWOd7mS/+zxyrNNd6H/pGc0Sj52lNaEfGbsPXTv3N1Hh4VSq/f7cLuDVCwD2blrNj936U8CpCOeOHeDX0YOYuHTDR/MJi/SXFW7olpJMC/6mZ6rhjh07MmnSJE6fPk2lSpWoU6cORYsWTbb+06dPiYqKomvXrhrlMTExuLpq5vb4WPL9rODMsYOs/m22+vnwaanPQ/whpUqJo7Mrrbr1AaBgYRd8njzk+F+7tB74Tx76i0q16iSbPygr+PfUEfYs/0X9vP3omTqt58cBo9m1ZA4/92qBnp4edoWccatSC99H97TWv3L8ACWr1k42h7AQQogvw7njh1g3f476+eCpcz97nX8f2otb+W+w+i8nvBCZzXPPHhrUr/dV5DaX8+LMoVSqsLYwY3Kf9ujr61HcyQG/wBBW7z6sNQi38+gZqpYpTi5ry4xvrPhq/D/vd3Ks092FE4fYuPBn9fP+k3/+SO3UOX34L0qU+wbLD87tVMr4+Fi1+k2o/N9Y2js5c+faZc4c/ovmXfp89naF7rJCWoeUZFrw18HBAYVCwaNH2i/LSI6eXnymig+DxzExMRp1WrRoQZUqVfDy8uLMmTOsWLGCkSNH0qFDB63rjIyMv/HL8uXLyZ07t8ZrRokCbsbGxh9tn62tLUGJZvPExsby5s0bcubM/D/cynhUxalocfXz2P/GLjQ4CCub98m+Q4ODsHcqkux6LK1tyWtfUKMsr31BLp3ySlL3zo1rvHz+lP5jp31W2zNb0XKVyV+4mPp5bGw0AOEhwZhZvf91PSIkmDwFCye7Hus8+eg2ZT7Rb6N4FxWJmZUN236ZjHUuuyR1n3hfJ8D3OS2HTEjDnmQuKysr9PX1CUw0+yAwMBBbW+0J521tbT9aP+HfwMBAjc9ZYFAQLs5fR44uGTfdydjpTsbu07h/UwVHlw+/Y+O/J0JDgrD88Ds2JIgCH/mOTRDg95LbV/+h//gZGuUW1tbExsQQGR6mMfs3NCQIC2ubxKvJcmS/052VpWX82CU6Fw0MCsLWRvu+YWtrQ2BgovqB2utfvnKVJ0+e8vMs3X4A/9LIefHnszQzRV9Pj4A3YRrlgSGh2FpaaF0mp5UFBgb66Ou/z0DomN+OgOBQomNiMTJ8/yfqi9eBnLvuzfwRvdOnA5lIjnW6k/3u08ixTnelKlahkJZzu7DgICytE53bOaZ8bhfo9wrva//QZ2zic7v471w7+0Ia5XYFHAjy//LuHfX/Ru8rmPmbaTl/LS0tqVKlCps2bVIHXz/04Q3dPpSQUuHDFAp37txJUs/Ozo42bdqwaNEijRvIGRoaAhAX9/5ukE5OThgZGeHr64uDg4PGw84uaUDuY0qXLk1oaCg3b77P93L+/HmUSiUlS5b8pHWlB2OTHOTJV0D9yOdQCAtrG25dvaSuExkRwcM7tyhSLPlZzs7FS/LS55lG2Suf59jmzpOk7skDeyhUpCgOqfhD90uWzdgEG7t86keu/AUxtbTm0c0r6jpvIyPweeBNgQ++IJJjlN0YMysbosLDePDvJYqWT5pO5Mqx/eR1dMbuI8HkrMbQ0BBXV1cufJBPW6lUcuHixWQ/IyVLltSoD/Gfq4T6+fLlw9bWVqNOeHg4N27coGSpjLtrbnqScdOdjJ3uZOw+jbFJDnLny69+5P3vO/b21X/UdaIiInh45zaFXUukuL7Th/dhbmlFqYqal5wWLFIUfQMDjfW+fP6UwNd+qVrvl072O93Fj11RLWN3iVLJjF0pt5JcuHhJo+z8hQuUKpn0PHDX7t0Uc3X9aoJIcl78+YwMDSjmZM/56+/vcq5UKjl/4w7uLtrT+5V2deLZS3+Uyve5Vp/6+pHTykIjAAew6/hZrC3MqF4ua199qY0c63Qn+92nkWOd7rKb5CBX3vzqh519IcytbPD+97K6TlRkBI/v3sYxFedgZ47sw8zCCrcKHhrlNrntsLSxxc/nqUa534vn2ORKOr4iY+kb6aX4+NJlagsnTpyIUqmkRYsWHDp0iCdPnvDw4UPWr19Pq1attC5jb2+vvnHbkydP8PLyYvXq1Rp1pk+fzqlTp3j+/Dm3bt3iwoULODk5AfFfiAqFAi8vL4KCgoiIiMDU1JSuXbsyc+ZMdu3axbNnz7h16xYbNmxg165dn9QnJycnqlatyvjx47l+/TqXL19m6tSpNGjQIMms4i+BQqGgXrNWeG5ey+Wzf/P88QOWz5mMpY0tZSu/zzE746f+HPb8Q/283g+teeh9k92b1/LqxXPOHj/Eif2e1G78g8b6IyMiuHjqODXqN86wPmUUhUKBR4Mf8dqxAe9LZ3j19BE7Fs3EzMoW1/JV1PXWTB7K+QPv96P71y5y/+pFgv1e8uDff1g9aQi2+ewpU7O+xvrfRkZw8/xJyn6b9BKarK5Dhw7s3LmTPXv28OjRI6ZNn05UVBRNm8TfPGbsuHHMX7BAXb9d27acPXuWdevX8/jxY5YuXcqt27dp3bo1EP9etGvXjt9//x0vLy/u37/PuHHjyJkzJ7Vqfj05CWXcdCdjpzsZO90pFAq+a9qSvVvWcfXcKZ4/fsjvP0/BysaWMpXef8fOGTmAo7v/1FhWqVRy+vA+Kteuj76+5h+lJjlMqVa3EVtXLMD72mWe3L/DqnnTcXItgdNXEPwF2e8+R8d27dixy5Pde//i0aPHTJsxM37sGsdf1jxm/ATmL1ykrt+ubWvOnjvLug0befz4CUuWLY8fu1YtNdYbHh7O4SNHad7s67vRWwI5L9ZN58a1+fPIaTyPn+Ph85dMXr6ZqLfRNPs2/oerUfPX8MuG9+fCretV5014BDNWbePJCz9O/nODFTsO0KZ+DY31KpVKdh0/S9MaHhjo62dklzKMHOt0J/ud7uRYpzuFQkHtpi3Zv3Ud186fwufxQ1bPnYqljS2lPaqq6/0yeiDH9yY9tzt7ZB+VtJzbKRQK6vzQlmN7/uTy6RO89vVh9/oVvPJ5SuW6DTOkbyJ5Cn29FB9fukxL+wDxN1XbuXMny5YtY/bs2bx+/Rpra2uKFy/OpEmTtC5jaGjIvHnzmDRpEo0bN8bNzY3BgwczaNAgdR2lUsmUKVN49eoVpqamVK1aldGjRwOQO3duBgwYwLx58xg9ejRNmzZl1qxZDB48GGtra5YvX46Pjw9mZmYUK1aM3r0//VKPuXPnMnXqVDp16oSenh516tRh3LhxOo1RRmjYqgPv3r5l9W+ziAwPx7lESUbM/E0jN8/rlz6EhYaonzu5FGPwpNlsW7UUz42ryZnHjvZ9BlP523oa6z7vdQSVSoVHrToZ1Z0MVbVJa2LeRrFn+TzeRoZjX9SNjmNna+TnDfLzJTLsjfr528gIjmxeSWigP8amZhSvWI3abbqhb6D5cbxx5jioVJSsXCvD+pNR6tWtS3BwMEuWLiUgIAAXFxeWLFmivjnFq5cvNS6tcHd3Z+aMGSxavJiFCxdib2/Pb7/+SpHC72dEd+ncmaioKKZMnUpYWBilS5dmyZIlX0VOwgQybrqTsdOdjN3n+b5le6LfvmXt/Nnx37HFSzJ0+i8YanzHviD8g+9YgNtXLxH42o+qyZzwt+k9EIWegsVTxxATE0OJchXp2H94enYlQ8l+p7t6dev8N3bLCAgMxMXFmaWLFr4fu1ev1GnUANxLlWLW9OksXLKEBYsWY29fgPm/zNUYO4CDhw4DKurX1TzX+9rIefGnq1+lPEGh4SzcuoeA4FCKFsrP8gkDsbWMv7n2S/8gjc+rna01v08YyKw1f9B0yBRyW1vSvmEtujfTHK9z1+/w0j+I5t8mf7PtrE6OdbqT/e7zyLFOd3V/bMe7t1FsXDiHyPBwChcvyaAp8zTO7fxfviD8zRuN5byvXSLI34/K32mf3FW7aStioqPZvmIBEWGh5HcszODpv5HLLn+69kekTKGf9dM+KFTpeec1obNLz4IzuwlZ1uOQqMxuQpbVuIhVZjdBCCHS3RW/pOmmROqUyW2S2U3IshTK2MxuQpZ0PVDGTVdlwv/N7CZkWTGFKmZ2E7Isw8cXMrsJWdYV068nNUdGi4yJS7mSSKK6k/b84kLT0eLlU6xT+9alFOtkpkyd+SuEEEIIIYQQQgghhBBfIr2vYOavBH+FEEIIIYQQQgghhBAiET2jrJ//W4K/QgghhBBCCCGEEEIIkUhaz/xdvnw5hw8f5tGjR2TPnp3SpUszfPhwHB0d03Q7H/ryb0knhBBCCCGEEEIIIYQQGUyhp0jx8SkuXrxIu3bt2L59O2vWrCE2NpZu3boRGZl+9yWRmb9CCCGEEEIIIYQQQgiRiH4ap31YtWqVxvNZs2bh4eHBrVu3KF8+5ZvL6UKCv0IIIYQQQgghhBBCCJGIIp1v+BYWFgaAhYVFum1Dgr9CCCGEEEIIIYQQQgiRSGpm/kZHRxMdHa1RZmRkhJGR0UeXUyqVzJgxgzJlyuDs7PxZ7fwYCf4KIYQQQgghhBBCCCFEInqpyOm7fPlyFi1apFHWv39/BgwY8NHlJk+ezP3799m8efNntTElEvwVQgghhBBCCCGEEEKIRBT6einW6dWrF126dNEoS2nW75QpU/Dy8mLjxo3kyZPns9qYEgn+CiGEEEIIIYQQQgghRCL6RikHf1OT4iGBSqVi6tSpHDlyhA0bNlCgQIHPbWKKJPgrhBBCCCGEEEIIIYQQiaRm5u+nmDx5Mn/99RdLliwhR44c+Pv7A2BmZkb27NnTdFsJJPgrhBBCCCGEEEIIIYQQiegbpm3wd8uWLQB06NBBo3zmzJk0b948TbeVQIK/QgghhBBCCCGEEEIIkYheGs/8vXv3bpquLzUk+PuFKnnPM7ObkGVV/ulUZjchyzqze15mN0EIIdJdmdwmmd2ELOuG/9vMbkKWdap4xcxuQpZU/fbFzG5C1qWnn9ktyLIGm7hmdhOyrB7PrmV2E7IsN9tsmd2ErEulzOwWiK+YQl+R2U34bBL8FUIIIYQQQgghhBBCiET0DLN+6DTr90AIIYQQQgghhBBCCCHSWFqnfcgMEvwVQgghhBBCCCGEEEKIRPSMsn7oNOv3QAghhBBCCCGEEEIIIdKYQk9m/gohhBBCCCGEEEIIIcRXR6Gf9W+gKsFfIYQQQgghhBBCCCGESERfbvgmhBBCCCGEEEIIIYQQXx+F3PBNCCGEEEIIIYQQQgghvj4S/BVCCCGEEEIIIYQQQoivkJ6kfRBCCCGEEEIIIYQQQoivz9cw8zdL9MDFxYWjR49mdjOEEEIIIYQQQgghhBD/J/QNDVJ8fOkyvYX+/v4sW7YMLy8v/Pz8sLGxwdXVlU6dOuHh4ZHm27tw4QIdO3bk0qVLmJubp/n6AZYuXcrJkyfx9vbG0NCQf/75J122k1a2nrzM2qMXCAiNwDlfLka3/A63gnm11o2Ji2PVoXPsuXCT1yFhFMxtzeAmNalS3FGjnl9IGL95enH69kPeRsdSIKcVU9t/T3EHu4zoUoYZ36sJLetWIH8ea6JjYrni/ZQJi3Zy6eajjy7Xu2UthnaqRx4bC67fe87g2Zv459Zj9evZjAyYM7Q1LetWIJuRAUfO3WTAjI28DgpN7y5lGJVKxY51v3PiwG4iw8NxLu5Gl4EjyJPf/qPLBQW8ZuvKxVy/eI53796RO29+eg4fh6OLKwDtv/tG63Kte/SnYcv2ad6PzCBjpxsZN93J2Olu69atrFu3joDAQJydnRk1ciRubm7J1j98+DCLlyzB19cXe3t7Bg8aRNWqVdWvq1Qqlixdys6dOwkLC8Pd3Z2xY8bg4OCQEd3JULLffbryw3pRpFEdrJ0LEfv2Hb4XrnJqws8E33/80eWyWZhRecJQCjf+juxWloQ9f4HXyBk8PnwSAIWeHh5jBuDaqjE5cuck/OVrbm3ayYU5SzKiWxlKpVLx57oVnNi/m4jwcJyLl6TroBHYpWK/2/L7Yv69eJZ3796RJ29+ev00Xr3ffWjVb7M49tcuOvQZTP0f2qRXVzLU5n3HWe15iIDgN7gULMDYnm0o6eyYbP3Q8Ejmb9zFkfNXeBMWQd5cNozq1orq5Uomqfv7n/v5dcNOOjSqzejurdOzGxmqWu/2VOvTDpuC+QF4ees++6Ys4NZBr2SXKfPj9zSeOgybgvl5ff8xu0bO4uYBzfqNJg+hSo82GFua8/DMP2zpM47XD56kX0cykXxedSfnJ7rbum0b69at/2DsRuBWokSy9Q8fOcLiJUvfj93AgVStWkVr3anTpvPnjh38NHwY7du1S68uiE/0Ncz8zdTgr4+PD23atMHc3JwRI0bg7OxMbGwsp0+fZvLkyRw8eDAzm/dRKpWKuLg4DAySDmFMTAz16tXD3d2dP//8MxNal3oHL3vz887jjG9dF7eCedl44hK9F21jz8Se2JjlSFJ/0d6/2XfxFhPb1qdQHhvO3H7EkN93sn5Ye1wL5AEgNPItneZtoLyzA0v6tsTK1IRn/sGYm2TP6O6lu/tPXzFo9iYe+/hjnM2Qge3rsH/JUFybjCYgOEzrMi3qlOfnYa3oN30Dl24+YkDb79i3ZCglmo7B/79l5g5vQ/0qJWkzYglvwqOYP6od2+f1o0aXmRnZvXT117YNHPbcTq8RE8iZx44/165g9ujBzF61BSOjbFqXiQgLZcrgnriWKstPM37FzMIKvxfPyWFmpq6zaNs+jWX+vXiOlb9Mp0LVmunan4wkY6cbGTfdydjp5uChQ8ydN49xY8fi5ubGpk2b6NO3L7t378bG2jpJ/WvXrjFq9GgGDhhAtWrV2H/gAIOHDGHr1q0UKVwYgDVr17Jl82amTp1Kvnz5WLxkCX369mXXzp1ky6b9vciqZL/7dAUql+fa7xvxu3wDhYEBVSYN5QfP1awt/z2xkVFal9EzNOSH3WuJDAjkrw4DCff1w7xAXt6+eX8eU35oT0p1b8vBXiMJ9L5P7tIlqLt0JtGhYVxdtiGjupch9m7bwKFd2+k9YgK57PLyx5rlzBo1iJ9Xb012vwsPC2XSoJ4Ucy/DiJm/YW5hxasXzzT2uwSXTnvxwPsmVjY507srGebAqYvMXr2diX3aU9LZkQ17j9Jz0m/sWzING8ukk22iY2LpPvEXrC3M+G1kb3JbW+HrH4hZDpMkdW/cf8z2Q3/j8l+A9GsS7PMSz1GzeX3/CSgUeHT6gT67VzC9dANe3r6fpL6jRxm6bVmA5+g53PjrGOXbNqG35wpmlGmI7617ANQZ0ZuaA7uwrtMwAh4/p/HUYQw4tJ7Jxb4j9t27DO5h+pPPq27k/ER38WP3C+PGjsGthBubNm+iT99+7PbclczY/cuo0WMYOKA/1apWZf+BgwweOpStWzarxy7BsePHuXHjBjlzfl3729fgawj+ZmoPJk+ejEKh4I8//qBu3boUKlSIIkWK0KVLF7Zv3651mQsXLuDi4kJo6PsZkN7e3ri4uODj4wPAixcv6N27N+XLl8fd3Z0GDRpw8uRJfHx86NixIwDly5fHxcWFUaNGAaBUKlm+fDm1atWiZMmSNG7cWCP4nLDdkydP0rx5c9zc3Lh8+bLWNg4cOJDOnTvj7OycJuOUntYfu8gPlUrR1KMkTna2jG9dD2MjQzzPXdda/6+Lt+he14OqJZzIb2tJq2plqFLckfXHLqnrrD58ntxW5kzt0AC3gnnJb2tJJddCFMhplVHdyjBbD17g+IXbPH7hz+1Hvvw0bysWZia4FUn+BHVQ+7qs2vk36/ecxvuRL/2mryfybTSdm8b/cmpuakyXplUZ8ctWvC7d4ar3U3pMXE0l9yJUcEt+BkVWolKpOLhrG03adaFspWrYOxah98iJhAQGcPnM38kut3fbBqxz5qbXT+NxKlqcXHZ5cStXkdx534+3pbWNxuPKub9xLVWWXHb5MqJr6U7GTjcybrqTsdPdhg0baN68OU2bNsXJyYlx48aRPXt2PD09tdbftHkzlSpVonPnzjg6OtK/Xz9cXV3ZunUrEP9ebNq0iR49elCzZk2cnZ2ZNnUq/v7+HD9xIgN7lv5kv9PNzubdub1pF4F3HhBw8w6Heo/E3D4fuUsXT3aZEh1+ILuVBXta98X3/BVCn73A58wlAm7eUdfJW7E0D/cd5fEhL0KfveD+7kM8PX6GPGWTztLMylQqFQd3bqVpuy6Uq1wde8ci9Bk5iZDAAP45czLZ5fZu3YBNzlz0/mkChf/b70qW+0Zjv4P42YbrFs2l3+gp6GuZQJJVrd19hBZ1qtK8dhUK2+dlYp/2ZM9mxM6jp7XW33n0NG/CI1g4ph9lXIuQL7ct5Uu4ULRQAY16EVFvGfHLSib364i5adLAcFZ3469j3DzgxesHT3h9/zG7x83lXXgkhb4prbV+rUFduXXwJEfmruDVnYfsnfALz67cokb/Tuo63w7uyoFpC/l3zxFe3LjDmo5DscybG/emdTKqWxlGPq+6k/MT3W3YuInmzZvRtEkTnJwcGTd27H9jt1tr/U1bNlOpkgedO3X6b+z64upalK1bt2nU83v9mlmz5zBjxnQMv7L97Wugb2iY4uNLl2nB35CQEE6dOkW7du0wMUn6Zf45KRmmTJlCdHQ0GzduZO/evQwfPhwTExPs7OxYuHAhAAcPHuT06dOMHTsWgOXLl+Pp6cnkyZPZt28fnTt35qeffuLixYsa6543bx7Dhg1j//79uLi46NzGL0FMbBzez1/xTdGC6jI9PQUVixbk30cvtC4THRuLUaJ8JtkNDbn68Ln6udeN+xS3z8OwlbuoPnIBLWeu5s8z19KjC18UQwN9ujevTkhYJNfvPU+2ThlXB45fuK0uU6lUHL9wm29KOgFQxtUBI0MDjp1/X+fuk1c8fRmgrpPV+b/y5U1QICVKl1eXmeQwxaloce7fvpHsclfOncLR2ZUFU8bQt0V9xvbuyIn9nsnWfxMcyLULZ6hRv1FaNj9TydjpRsZNdzJ2uomJicHb25tvKlZUl+np6fFNxYpcv679B9br169r1Aeo5OGhrv/ixQsCAgKo+EEdMzMz3NzcuP7vv+nQi8wj+13ayGYeP5PtbdCbZOs4ff8tLy9epdYvE+n18CwdL/xFheG9Uei9/zPB98JVClT3wLJwQQBsSxQlr0dZHh9JPhCfFb1+6UtIUCAlylRQl5mYmuLkmtJ+9zeOzq78NmU0vX+sx+heHTi+z1OjjlKpZMmsSTRo2Z78Bb+OH/Mhfhbv7YdP+aZUMXWZnp4eHqVcuXZXexq0E5euUcrFkWnLN1O14xAaD5jA8j/2ERen1Kg3bfkmqpd1o5J7Ma3r+Zoo9PQo16oRRjmMeXzuitY6jh6luXP0jEbZ7UN/4+hRBgDbQgWwsMuF9wd13oaG8fjCNXWdr4l8XnUj5ye6023sbnx07CB+fxs7bhydO3WksNPX8ff+10ahr5fi40uXaT8pPHv2DJVKhaNj2h9MfX19qVu3rjo4W6DA+1+RLSwsALCxsVEHmKOjo1m+fDlr1qyhdOnS6mUuX77Mtm3bqFDh/RfKwIEDqVy5cpq3OTMEh0cSp1QlSe9gY5aDx68CtS5TydWRDccuUbZwAQrYWnHh7hOOXbtLnEqlruMTEML2U1fpUKsC3et6cOvpK2b/cRRDfX2afJN8HqGs6vuqpdg4qxcm2Y14GfCG+r3nEhgSrrWurZUZBgb6+CXK3fs6MBSXgvH5kPPYWPAuOoY34VFJ6uSxsUifTmSwkKD4/cvcSvPSGHMra94Ea9/3APxf+nJs707q/dCGxm078eiuN+sX/4q+gSHV6jRIUv/U4f1kN8lBuSo10rT9mUnGTjcybrqTsdNNcHAwcXFx2NjYaJTb2Njw+MkTrcsEBARorR8QEKB+PaFMo461NQGByb8XWZHsd2lAoaDG7LG8OHeZQO+kl5AnsChUgALVv+HO9j3s+qEHlo4OfPvrRPQMDDg/axEAF+ctx8jMlC6XD6KMi0NPX5/TU37lzva9GdWbDJGwb1kk2u8sLK15ExSU7HKvX/pydO9O6v/YhqZtOvPw7m3WLf4FA8P3+93erevR19enXrNW6deBTBASGk6cUoltovQONpbmPPJ5pXUZn1cBXHh9h4bVv2HZhEE8e/maKcs3ERsXR7/WjQHY//dFbj96xva549K9D5kpbwkXRpzbiWH2bLwLj2R5s1689H6gta55npyE+gVolIX5+WOex1b9OkCon7+WOl/fZeTyedWNnJ/oLjg4JH7sEqV3sLGx/vjYWWsZuw/GZc2atejrG9C2zdeTU/pro5cFbuiWkkzrgeqDYGFa69ixI5MmTeL06dNUqlSJOnXqULRo0WTrP336lKioKLp27apRHhMTg6urZtL3jyVB/38w8sfaTN58gCZTfkehgPy2VjTxKKmRJkKpUlHc3o5BTaoD4FogDw98/fnj9NUsHfxtU/8bFo/rqH7eqP+vnLl6H69L3pRvPQkbS1O6Na/O5jl9qNJhmjp/r4Azxw6y+rfZ6ufDp83TaT1KlRJHZ1dadesDQMHCLvg8ecjxv3Zp/aP+5KG/qFSrTrI5v7ICGTvdyLjpTsZOZAbZ79Let79MxMa1CNvqfPyPSYWegkj/QI4MGI9KqeT1tVuY5s1NuUHd1MFfl+bf49qyEfu7DiPQ+z45S7pSY/YYIl6+5vbmXRnRnXRx+thBVv06S/18xPRfdFpPwn7XultfAAoWccHnySOO7t1JtToNeHTPm4O7tjFj6XoUCkWatD0rU6pUWFuYM7lvR/T19SheuCB+QSGs3nWIfq0b89I/iJkrt7ByylCyGX35l9J+Dr+7j5ju/j3GFmaU+fF7Oq2bxy/VWyUbAP5/Jp9X8TW6ffs2m7ZsYevmzbK/fcGywszelGRa8NfBwQGFQsGjR9ovB0qO3n+XoH0YPI6JidGo06JFC6pUqYKXlxdnzpxhxYoVjBw5kg4dOmhdZ2RkJBCf+iF37twarxkZGWk8NzY2/qT2fsmsTE3Q11MQGBahUR4YFoGtedKbvQFYm5kwv9cPvIuJJSQiilwWpvy224v8NpbqOjnNTXG00/x1q1AeG45eu5vmfchIe09e4+LN9/vri9fBAES+jebh89c8fP6aizcecWv3TLo0q8qc1fuTrCMgOIzY2DhyW2vOjshlY45fYPwlma8C35DNyBALU2ON2b+5bMx5FZj8ZZtfsjIeVXEq+j7fYOx/n9nQ4CCsbGzV5aHBQdg7FUl2PZbWtuS1L6hRlte+IJdOeSWpe+fGNV4+f0r/sdM+q+2ZTcZONzJuupOxSxtWVlbo6+sTmGjGS2BgILa2tlqXsbW1/Wj9hH8DAwM1bgYSGBSESxa4z8DHyH6XtmrNnYBjvZpsq9eOcF+/j9aNeOVPXEwsKuX7S+6D7j7ENE8u9AwNUcbEUG3aCC7+soK7O+Jvlhdw+x7mBfJSYVivLB38LetRlcJa9rs3ifa7NyFBOHxkv7OytiWfQyGNsrz2Bbl4Kj7X5d0b1wgNCWZA2ybq15XKODYuX8CBndtYsMkzLbqTKSzNTdHX0yMgRPOqtsCQUGyttF+xltPKAgN9ffQ/+GPaMb8dAcFviI6J5dbDpwS+CePHIVPVr8cplfxz6z6b9x3n2p/LNJbNyuJiYvB/+BSAZ1du4lC+JDUHdWVz7zFJ6oa+8sc8t+b3h1nunIS+ClC/DmCeO6f6/wl1fK7dJquTz2vakPMT3VlZWcaPXaKZ5YGBQdgmmvWcwNbWlsAgLWP3X/0rV68SFBREve+/V78eFxfHvF9+ZdOmzRzYr3mTWpE5JPj7GSwtLalSpQqbNm2iQ4cOSfL+hoaGas37a/3fFHt/f391Coc7d+4kqWdnZ0ebNm1o06YN8+bNY/v27XTo0AHD/xIxx8XFqes6OTlhZGSEr6+vRoqHr52hgT6uBfJw4e4TapWKPygrlSou3H1Km+ofzwuVzdCA3JZmxMTFcfTqXeqUeT9D2t0pP0/8NA+IT18HYWedtVMWhEe+JTzybYr19BQKsiWT8DsmNo4r3k+pWdGVPV5XAVAoFNSs4MrSbccBuOL9lOiYWGpVLMauY/E3FXR2yIODnS3nrz9Mo95kLGOTHBibvP9BQaVSYWFtw62rl3AoHL/vRUZE8PDOLb5t1DzZ9TgXL8lLn2caZa98nmObO0+SuicP7KFQkaIfPfnLCmTsdCPjpjsZu7RhaGiIq6srFy5epFatWkB8TrcLFy/SunVrrcuULFmSCxcv0r59e3XZ+fPnKVky/qZa+fLlw9bWlgsXL6qvaAoPD+fGjRu0aNEinXuUvmS/Szu15k6gcKPv2P59e0Kf+qRY/8X5KxRt0RAUCvhvcoVV4YKEv/RD+V9wxcAku0ZwGOL3Z4Ve1p6lpG2/s/xvvyuo3u/Ceeh9i9op7XfPn2qUvfJ5pt7vqtT+XiMvKcCsUYOoUrs+1es1TKvuZAojQwOKOTlw/ro3tf+7UZlSqeT89Tu0/b6m1mVKuxZm398XUCqV6ok9T339yGllgZGhAR4lXdm9YLLGMmMXrKFQ/jx0b17/qwn8aqPQ08Mwm5HW1x6du0rRbytxfP5qdZnrd1V49F+O4IDHz3nz8jVFv62Ez7/xwd7sZqYUqujO30s3pn/j05l8XtOGnJ/oTj12Fy5Sq2b88U09dq20pwgpWdItfuzatVOXnT9/QT12DRs00MiVDNCnbz8aNmhA0yaN06kn4lPpGWT9q1Ay9Ztz4sSJKJVKWrRowaFDh3jy5AkPHz5k/fr1tErmw2Nvb6++cduTJ0/w8vJi9erVGnWmT5/OqVOneP78Obdu3eLChQs4/Zc4O1++fCgUCry8vAgKCiIiIgJTU1O6du3KzJkz2bVrF8+ePePWrVts2LCBXbs+fTaDr68v3t7e+Pr6EhcXh7e3N97e3kRERKS8cAbr+G0Fdpz5l93nb/DoVQDTth4i6l00Tb+JPxiNWbeX+bu91PWvP/bl6LW7+ASEcPnBc/os2o5SpaLLd+8PWB1qlefGY19+P3iWZ6+D2XfpFn+e+ZfW1b6uGw2YZDdiav/mVHBzxN7OhtKuDqyY2IV8uazYceSSut7BZcPp06qW+vn8jYfo1qw6HRpVomghOxaN6UAO42ys2x1/R+TQ8CjWeJ5izrBWVC9XlNKuDvw+uSvn/n3AxRufNlP+S6VQKKjXrBWem9dy+ezfPH/8gOVzJmNpY0vZytXU9Wb81J/Dnn+on9f7oTUPvW+ye/NaXr14ztnjhzix35PajX/QWH9kRAQXTx2nRv2v7wtTxk43Mm66k7HTXYcOHdi5cyd79uzh0aNHTJs+naioKJo2iZ9NNHbcOOYvWKCu365tW86ePcu69et5/PgxS5cu5dbt2+o/xhQKBe3ateP333/Hy8uL+/fvM27cOHLmzKn+I+RrIfudbmr9MpGirRqzv+tQosMiMMlli0kuWwyyv09rUW/5HKpMGqZ+/u/KzWS3sqTmnHFYFi5Iobo1qDC8N9dWbFLXeXTgBBV/6kOhujUwt89H4UbfUbZ/Fx7sPZKh/UtvCoWCes1bs2vTGi6f/Ztnjx6wdHb8fleucnV1vek/9ePQB/td/R/a8MD7Jp7/7Xdnjh3i+H5PvmvyIwBmFhYUKOSk8dA3MMDS2pq8BRwyvJ9prXOT7/jz8N94Hj/Dw+e+TF62kai372hWO/4+KaN+XcUv63eo67euV4M3YRHMWLmVJy9ecfKf66z4Yx9t/gsW5zDJThGHfBoP4+xGWJqZUsQhX6b0MT00nTGCwlUrYOOQn7wlXGg6YwTONb7h4n8zSzuvm0fTGSPU9Y/PX03xetWpPbQ7uV2caDhxMA7l3PBatE5d59hvq6k/bgAlG9UmbwkXOq//hRBfP655Hs7o7qU7+bzqTs5PdNehfTt27trFnj1748duxoz/xi7+fGLsuPHMX7BQXb9dm7acPXuOdes3xI/dsmX/jV18vMvS0pIihQtrPAwNDLC1taFgwYKZ0UWhjZ5+yo9PdOnSJXr37k2VKlVwcXHh6NGj6dDw9zI1a3GBAgXYuXMny5YtY/bs2bx+/Rpra2uKFy/OpEmTtC5jaGjIvHnzmDRpEo0bN8bNzY3BgwczaNAgdR2lUsmUKVN49eoVpqamVK1aldGjRwOQO3duBgwYwLx58xg9ejRNmzZl1qxZDB48GGtra5YvX46Pjw9mZmYUK1aM3r17f3K/FixYoBE0btq0KQDr169P8qtOZqtX1pXgsEiW/HWKgLAIXPLlYmm/Vtj8l/bhVXAoeh/knomOjWXR3r/xCQjBJJsRVYo7MqNTQ8xNsqvrlHCw49eezZm/5yTLD5whn40lI378lgYViifZflYWp1TiUtCO9o0qY2tpSuCbCC7fekzNrjO5/chXXc+xQC5sLc3Uz/84fAlbKzMm9GlKHhsL/r37nIb9fuX1BzeBGz53C0qlim1z+5LNyJAjZ28yYOaGDO1femvYqgPv3r5l9W+ziAwPx7lESUbM/E0j7+Lrlz6EhYaonzu5FGPwpNlsW7UUz42ryZnHjvZ9BlP523oa6z7vdQSVSoVHrToZ1Z0MJWOnGxk33cnY6aZe3boEBwezZOlSAgICcHFxYcmSJeoborx6+VLjO9bd3Z2ZM2awaPFiFi5ciL29Pb/9+itFChdW1+nSuTNRUVFMmTqVsLAwSpcuzZIlS8iW7evLWSv73adz7xE/s6jlwU0a5Qd7j+T2pvhzU7MCdqhU72fxhr94xc5mXakxawwdz+0l3NePq0vXc+mXFeo6x4dPpfK4QXz7y0RMctoQ/vI111dv5fysxRnQq4zVqFUH3r2NYuWvM//b70oxatZ8jf3Oz/cFYW9C1M+dihZjyOQ5bFu5hF0bVpHTLi8d+gyhSqL97mtVv2oFgkLDWbh5NwHBoRQtVIDlEwdjaxl/1d/LgED0PpglbpfTmt8nDWHWqm00HTSJ3DZWtG9Um+7N62dWFzKFWS4buqz/BXO7nES9CePF9TssrNsR76PxE0Ks7fOhUr5Pdfjo3BVWtR1E42nDaDLjJ17ff8Kypj3xvXVPXefwnGVky2FMuxUzMbE058HpSyys14nYd+8yvH8ZQT6vupHzE91pjF1gYPzYLV70fuxevVJf0QDg7l6KmTOms2jxEhYuWhQ/dr/8ojF24sunSObK7s8RGRmJi4sLP/zwA/3790/z9SemUKXnndeEzt4dXZPZTciyzH46ldlNyLLO7NbtBjtCCJGVuOXMnnIlodUN/5TTHwntThX/siYAZBXVb1/M7CZkWe4RNzK7CVlWP1ft94oRKevx7FpmNyHLKm77dQVKM5RKmXIdkUT2D1KpiORF7VmQYh3jxgN1Xr+LiwuLFy+mdu3aOq8jJZ808zcwMFD9iwaAt7c3a9eu5enTp+TKlYt27dp9cTNbhRBCCCGEEEIIIYQQ4pPpkNbhS/NJOX+rVKmivsvjlStXaNGiBb6+vpQpU4bw8HC6du3KpUuXUliLEEIIIYQQQgghhBBCfNkUBoYpPqKjowkPD9d4REdHZ3bT1T5p5u+HGSIWLVpE48aNmTFjhrps+vTpLFq0iHXr1mlbXAghhBBCCCGEEEIIIbKGVMz8Xb58OYsWLdIo69+/PwMGDEivVn0SnW/4du/ePQYO1Mxp0bJlSzp0kPxIQgghhBBCCCGEEEKIrE1hkPIN33r16kWXLl00yoyMjNKrSZ/sk4O/ERERZMuWjWzZsiXpSLZs2Xj7Vm4EIoQQQgghhBBCCCGEyOJSMfPXyMjoiwr2JvbJwd+6desC8Skgbt68SbFixdSv3b9/n1y5cqVd64QQQgghhBBCCCGEECITKPTT/oZvERERPHv2TP3cx8cHb29vLCwsyJs3b5pv75OCv+vXr9d4njNnTo3nPj4+tGzZ8vNbJYQQQgghhBBCCCGEEJkpFWkfPtXNmzfp2LGj+vnMmTMBaNasGbNmzUrz7X1S8LdChQoffb1Tp04aN4UTQgghhBBCCCGEEEKIrEiRirQPn6pixYrcvXs3zdebHD1dFlq5cqXW8ri4OIYNG/ZZDRJCCCGEEEIIIYQQQojMpjAwTPHxpfvknL8Aq1atwsLCghYtWqjL4uLiGDJkCPfv30+zxgkhhBBCCCGEEEIIIUSmSIeZvxlNp+Dv8uXL6datG2ZmZtSrV4/Y2FgGDx7Mo0ePkuQFFkIIIYQQQgghhBBCiCxHT6ekCV8UnYK/JUuWZMGCBfTr1w9DQ0P+/PNPnj17xvr167G1tU3rNgohhBBCCCGEEEIIIUSGUhgaZXYTPptOwV8ADw8P5syZw8CBA3F0dGTDhg1YW1unZduEEEIIIYQQQgghhBAic/w/pX3o37+/1nIrKyvMzc2ZMGGCumzRokWf3zIhhBBCCCGEEEIIIYTIJFnhhm4pSXXw18zMTGt51apV06wx4r3VP87O7CZkWVFnl2V2E7KsoB1TMrsJWdL4obsyuwlCiE8wbsJ3md2ELCt3dGxmNyHLMj5yOLObkCXF9Wie2U3IsipXGZPZTciyFj69mtlNyLJ+t3fP7CaI/0Or3WtldhOypOirqzO7CVmD4v8o5+/MmTM/eeWXL1/Gzc0NI6Osnx9DCCGEEEIIIYQQQgjxf+QrCP6maw969OiBn59fem5CCCGEEEIIIYQQQggh0pxKzyDFx5cuXVuoUqnSc/VCCCGEEEIIIYQQQgiRPhSKzG7BZ/vyw9NCCCGEEEIIIYQQQgiR0fSyftoHCf4KIYQQQgghhBBCCCFEIlkhrUNKsn4PhBBCCCGEEEIIIYQQIq19BTd8S9fgr+IryIshhBBCCCGEEEIIIYT4//M1zPz95PC1SqXC19eXd+/epaquEEIIIYQQQgghhBBCZDkKvZQfXzidgr916tTh5cuXKda9evUqBQoU0KlhQgghhBBCCCGEEEIIkWkUipQfX7hPnrusp6eHg4MDISEh6dAcIYQQQgghhBBCCCGEyHz/l2kfAIYNG8acOXO4d+9eWrdHKxcXF44ePZoh2xJCCCGEEEIIIYQQQgj09FJ+fOF0Cl+PHDmSqKgomjRpgqGhIdmzZ9d4/eLFi6lel7+/P8uWLcPLyws/Pz9sbGxwdXWlU6dOeHh46NK8j7pw4QIdO3bk0qVLmJubp/n6fXx8WLJkCefPnycgIIBcuXLRuHFjevfujZGRUZpv73OUHtITx0bfYVnEkbi3b3l18SrnJ84j5MHjjy5nZGFGxXGDKdToO7JbWRL23Jczo2fw7MjfANhVKof7wG7kLFWcHHa5ONCuH0/2HcuILmW4zftPsNrzCAEhb3ApmJ+x3VtT0rlQsvVDIyKZv9GTIxeu8iYskrw5rRnVrSXVy7oBULvnGHz9A5Ms16Zedcb3aptu/chIhvkcMS5XC4Nc+dE3teDNnlVEP7yZqmUN8hbCskU/4gJeEbxprsZr2UtVxqRsLfRymBHr70v4iZ3E+j1Ljy5kmmq921OtTztsCuYH4OWt++ybsoBbB72SXabMj9/TeOowbArm5/X9x+waOYubBzTrN5o8hCo92mBsac7DM/+wpc84Xj94kn4dyWAybrqTsfs8Rg5FMKtcFyM7B/TNLQnYspi3d64lWz9bQWdydvkpSbnvz8NQhocCkKN8dXKUq4GBpQ0AMf6+hHn9xdsHqTuOZgXZCjpjXq0+hvkcMDC3wn/DAqJuX02+fiEXcvcclaTcZ/og9bihUGBRuyk53D3QM7MgLjSEiCunCT2+N726kake/HOa68f38frJfd5GhNF2yhJyOTh9dJlAnyec27UevycPCAvwo1rbXpSp21yjzqphHQkL8EuybMlvG1GrY/807UNGsmvVBqvKVTHOb48y+h3ht2/xfPXvvPV5/tHlrKpWJ3/HLmTLnYe3L3x4vvp33ly68P71ylXJ9X0jchQpgoG5BTf79iDy0cP07k6G09dT0LuGEx6FbclnaUz4u1guPQ5iyfH7BIRHf3TZH8rmp72HA9amRjzwC2feobvc9g1Vv96kdD7qlsiDSx4zcmQzoPbPXoS/i03vLmUolUrFjnW/c+LAbiLDw3Eu7kaXgSPIk9/+o8sFBbxm68rFXL94jnfv3pE7b356Dh+Ho4srAO2/+0brcq179Kdhy/Zp3o+MJOcnupOx+3zjezWhZd0K5M9jTXRMLFe8nzJh0U4u3Xz00eV6t6zF0E71yGNjwfV7zxk8exP/3Hofe8lmZMCcoa1pWbcC2YwMOHLuJgNmbOR1UOhH1ioyxFcw81enHowZMyZNNu7j40ObNm0wNzdnxIgRODs7Exsby+nTp5k8eTIHDx5Mk+2kB5VKRVxcHAYGmkP46NEjVCoVU6ZMwcHBgXv37jF+/HiioqIYOXJkJrVWu7yVy3Nz5WZeX7mBnoE+FccPoeGulWyt2JDYyCity+gZGtJo12qi/AM53GkQES9fY1ogL9Fv3h+QDE2MCbxxhzsbd1Bv46KM6k6GO3D6ErPX/MnE3m0p6VyIDXuP0XPKAvYtmoyNZdIfFqJjYuk+6TesLcz47ade5LaxxPd1EGY5jNV1tv88mjilUv38/jNfuk/6jbqVy2ZInzKCwtCIWP8XvL15AYvGXVO/XLbsmNdtS8yz++iZmGm8ls3ZHdNqTQk79gexr55iXKY6Fs17EbR2Jqqo8LTuQqYJ9nmJ56jZvL7/BBQKPDr9QJ/dK5heugEvb99PUt/RowzdtizAc/Qcbvx1jPJtm9DbcwUzyjTE91b8lRt1RvSm5sAurOs0jIDHz2k8dRgDDq1ncrHviE3FjT2zAhk33cnYfR49w2zEvPIh4soZbNv0TfVyrxaMQ/nu/fewMiJM/f+4N8GEHt1BbOBrUCgwcffApk0//JZNJdbfN03bn1kURtmIfvmc8H9OkbPDgFQv5ztvFMq32sfNvPr3mFasSeAfK4nxe4FR/kLY/NgV5dsows9+fVeXxbx7S17n4jhXqMbRNb+lbpnod1jktKNI+Wqc3Lxca502Exeg+uA8JfDFE3bOGU2R8lXTotmZxsytFK/37ibi3l3Q06NAl+64TJ/DjZ5dUL57q3UZU9fiFB41judrVhJy4Rw2Nb+lyIQp3Orfi6inTwDQy56dsFs3CDrlRaHBwzOuQxksu6EeLnnMWHPqEff9wjEzNmBoHRd+bulOl9XJTwqqXSw3g75zZvYBb269CKV1hQL81qY0rZaeJTgyRr3ucw8DOPcwgH61imRUlzLUX9s2cNhzO71GTCBnHjv+XLuC2aMHM3vVFoyMsmldJiIslCmDe+Jaqiw/zfgVMwsr/F48J4fZ+3PkRdv2aSzz78VzrPxlOhWq1kzX/mQEOT/RnYzd57v/9BWDZm/isY8/xtkMGdi+DvuXDMW1yWgCgsO0LtOiTnl+HtaKftM3cOnmIwa0/Y59S4ZSoukY/P9bZu7wNtSvUpI2I5bwJjyK+aPasX1eP2p0mZmR3RPaZIEbuqVEp+Bvs2bN0mTjkydPRqFQ8Mcff2BiYqIuL1KkCD/88IPWZbTN3PX29qZp06YcO3aM/Pnz8+LFC6ZOncrly5eJiYkhX758jBgxAicnJzp27AhA+fLl1X2ZNWsWSqWS33//nW3bthEQEEDBggXp27cv9erV09juihUrmD9/Pvfu3WPVqlVUrFhRo33VqlWjWrVq6ucFChTg8ePHbNmy5YsL/u77sYfG8+N9R9Pl4Tlyuhfn5dl/tC5TtH1zsllZsKtOG5Sx8b+6hz17oVHn2dFTPDt6Kn0a/QVZu+coLb6rQvNvKwMwsXc7Tl6+yc5jZ+nxQ70k9XceO8ObsAg2zRyJoYE+APly2WrUsbbQDGqu3HmQAnlyUr64czr1IuNFP7lD9JM7n7yc6bcteHvnCqiUZHNy03jNuEwN3t48x7vb8X9ghB/9A6NCrmQvUZGoS1/PrPMbf2n2Zfe4uVTr055C35TWerJWa1BXbh08yZG5KwDYO+EXXL+rSo3+ndjcZywA3w7uyoFpC/l3zxEA1nQcys9+/+DetA7/bPs6ZsTJuOlOxu7zvH1wU6cZuXERoajeav8R9u296xrPQ495YlquBkYFHL+a4O/bezd4e+/GJy8XF578uGVzKEzU7au8vRs/flEhgbwtVZFs+R35en4ifM+1cm0A3vi/SvUyeRxdyOPoAsDpP1ZrrWNibqnx/NK+bVjksiN/0ZK6NfQLcW+c5szxR/NmU2bbLnIUcSbs5nWty+Ru2pw3/1zk1Z/bAHixfg0WpcuSu3FTniz8DYDAY/HHOaPcudOv8V+AiHdxDNysOTt/7sG7rOlWgdzm2fAL1R78aVPRnt1XX7Dv3/gbic/ef4dKhW1p6J6XDWefArDtYvzs6zIOVunYg8yjUqk4uGsbTdp1oWyl+L8he4+cSL8W33P5zN941PxO63J7t23AOmduev00Xl2Wyy6vRh1LaxuN51fO/Y1rqbLkssuXxr3IeHJ+ojsZu8+39eAFjec/zdtK12bVcCuSnxMXvbUuM6h9XVbt/Jv1e04D0G/6eupXLUnnplX5ec1+zE2N6dK0Kh3HLMfrUvzfyj0mrubGrhlUcHPk4o2PzyoW6UuVTsHfTZs2sWrVKvz9/SlatCjjx4+nZMn0OafSuQfPnj3j119/ZejQoQQGxl+mfvLkSe7fT3rA0CYkJIRTp07Rrl07jcBvgs9JyTBlyhSio6PZuHEje/fuZfjw4ZiYmGBnZ8fChQsBOHjwIKdPn2bs2PgD1vLly/H09GTy5Mns27ePzp0789NPPyVJYTFv3jyGDRvG/v37cXFxSVV7wsLCsLCw0Lk/GcXIPD7w+C74TbJ1Ctavhd/Fa1SdO4FO907T6uweygzthSIL5DhJS9Exsdx++IxvSrmqy/T09PAoWZRrd7UfmE9cuk4pF0emrdhM1c7DaTxwMsv/3E9cnFJr/eiYWPaevEDzbyuhyAJ3j0xP2YpVQN/Chsjzh5K+qKePQe78RD/7MAe5iphn9zG0c8iwNmY0hZ4e5Vo1wiiHMY/PXdFax9GjNHeOntEou33obxw9ygBgW6gAFna58P6gztvQMB5fuKau87WRcdOdjF3Gyd17AnbDf8a24xCMCnzkUn2FAuMS5VEYGRH9/Ou7lPxT2Q2cQr7Rv5Kz63CMHAprvPbu6QOyFy6GgW18EM4wTwGyORQh6p72wJ5IWVxsDHfOHqd4tbpf3XmKvkkOAGLDkr/U1tS1GG+uah4L31y+hKlr8XRtW1Zhmt0ApUpF2FvtKRoM9BS42Jlx6XGQukwFXHoShFs+y4xp5BfA/5Uvb4ICKVG6vLrMJIcpTkWLc/928j+CXTl3CkdnVxZMGUPfFvUZ27sjJ/Z7Jlv/TXAg1y6coUb9RmnZ/C+CnJ/oTsbu8xka6NO9eXVCwiK5fk97qiBDA33KuDpw/MJtdZlKpeL4hdt8UzL+PK+MqwNGhgYcO/++zt0nr3j6MkBdR2QiPf2UH59o//79zJw5k379+rFr1y6KFi1Kt27d1PHVtKbTzN+LFy/So0cPypQpw6VLlxgyZAg2NjbcvXuXHTt2sGDBghTX8ezZM1QqFY6Ojro04aN8fX2pW7euOjhboEAB9WsJQVgbGxt1gDk6Oprly5ezZs0aSpcurV7m8uXLbNu2jQoVKqiXHzhwIJUrV051W54+fcrGjRu/uFm/SSgUVJ45hpfnLhPknXwA37xgAcyqfcP9P/ayr0UvLBztqTZvInqGBvwze3EGNjhzhYSFE6dUYptopq6NpTmPXmifZePj58+FG4E0rFaRZeMH8Ozla6Ys30JsXBz9WiU9ETt28RphEVE0q1UpXfqQVehb2mJapSEh2xeCKmmgXM84Bwo9fZSRmpfYKCPDMLTKlVHNzDB5S7gw4txODLNn4114JMub9eKl9wOtdc3z5CTUL0CjLMzPH/M8turXAUL9/LXUyZkOrc88Mm66k7HLOHFhbwjeu4HoF09QGBiSo0wVcnYZzuvfZxLz8n0Oc4Nc+cjVfRQKA0NU0e8I3LqEWP+XmdjyzBUX9oagXet45/MYhYEhpuWrkbvHSF4tmUaMb/zswdCT+1FkM8ZuyIz47xKFHm8O7yTy2vlMbn3W9fDyWd5FhlOsSp3MbkraUihw6N2PsFs31OkbtDG0siYmJFijLCYkGEOrr3OG6qcw0tejX63CHLn1isjoOK11LE0MMdDTIyhCMydwcHg0BW1yZEQzvwghQfF/5JtbWWuUm1tZ8yY4+QCA/0tfju3dSb0f2tC4bSce3fVm/eJf0TcwpFqdBknqnzq8n+wmOShXpUaatj8zyfmJ7mTsPt/3VUuxcVYvTLIb8TLgDfV7zyUwRPu1RLZWZhgY6OOXKHfv68BQXAraAZDHxoJ30TG8CY9KUiePzZc/kfCrlw4zf9esWUPLli3VWQ8mT56Ml5cXO3bsoGfPnmm+PZ2Cv/PmzWPw4MF06dJFHSwF+Oabb9i4cWOq1qFSqXTZdKp07NiRSZMmcfr0aSpVqkSdOnUoWrRosvWfPn1KVFQUXbtq5h+NiYnB1dVVo8zNTfNy84/x8/Oje/fu1KtXj5YtW35aJzJYtbkTsC5WBM96H7+pmEJPjyj/QE4OmoBKqSTg31vkyJsb9wFd/6+Cv7pQKlVYW5gxuU979PX1KO7kgF9gCKt3H9Ya/N159AxVyxQnl7Vlxjf2S6FQYFa/AxHnDxIX4p9y/f8DfncfMd39e4wtzCjz4/d0WjePX6q3SvaETcSTcdOdjF3GiQ30Izbw/c20op8/xMA6J6YetQneufqDeq/wWzYFvWzGGBcvi1Wzrviv+fn/NgAcG/CK8ID3P7wGPXuAgXVOzKvUIXD77wCYuJUnh7sHgduWE+Pni2HeAlg1bEtcWAgRV84kt+os4c7Z4xxbO1/9vOmwaeRzSf35qq5u/n2IgiXLY2plk3LlLMSh3yCMCxbi9rCBmd2UL1bdEnkY+f37v62GbLnGv89DgPibv03/wQ0F8WkchKYzxw6y+rfZ6ufDp83TaT1KlRJHZ1dadesDQMHCLvg8ecjxv3ZpDf6ePPQXlWrVSTaHcFYk5ye6k7FLvTb1v2HxuI7q5436/8qZq/fxuuRN+daTsLE0pVvz6mye04cqHaap8/eKr4sqFTd8i46OJjpa8wdNIyMjjIyMtNa9desWvXr1Upfp6elRqVIlrl5N/ibHn0On4O+9e/eYO3duknJra2uCg4O1LJGUg4MDCoWCR48+LXeJ3n/pBT4MHsfExGjUadGiBVWqVMHLy4szZ86wYsUKRo4cSYcOHbSuMzIyEohP/ZA7UU6uxG+UsbExqeHn50fHjh0pXbo0U6dOTdUymaXKnPE41K2BZ4P2RPgmvYPzhyL9/FHGxGjc7CPk7kNy5MmFnqEhykTvxdfK0swUfT09At5oHtwDQ0KxtdT+y1xOKwsMDPTR13//q5FjfjsCgkOJjonFyPD9x/HF60DOXfdm/oje6dOBLEJhlA3DPPYY5MqHac3/7jiuUKBQ6GE7aC5vdi4j5sVjVMq4JDeB0zMxQxn59d0ZNS4mBv+H8TPZnl25iUP5ktQc1JXNvZPeiDP0lT/muTXzSpvlzknoqwD16wDmuXOq/59Qx+fabb4mMm66k7HLXNEvnmBkr5nCgLg44oL8iQNiXj7DKG9BTL/5lpC9qfsB/v9BtM9jshV8f3Moy/qtCD25j8jr8em8Yvx8MLC0xbx6gywf/HUs/Q15nN6nIjO1sv1I7bQRGuDH81tXaThwfMqVsxCHvgOxrPgN3sMHExMQ8NG6McFBGFpqzvI1tLQiJpV/C2Vlp+75c+vF+zRx/mHxOX319RRMb+5GHovs9Nt4JdlZvwAhkTHEKpVY59D8W8vK1IjA8Ohklsr6ynhUxano+9Qgsf/97RQaHISVzfvPbmhwEPZOyd/gztLalrz2BTXK8toX5NIpryR179y4xsvnT+k/dtpntf1LI+cnupOxS729J69x8eb7mNWL1/HH+Mi30Tx8/pqHz19z8cYjbu2eSZdmVZmzen+SdQQEhxEbG0dua83UprlszPELjD+Wvgp8QzYjQyxMjTVm/+ayMedVYPJpOUXGUKUivdXy5ctZtGiRRln//v0ZMCDpzYuDg4OJi4vDxkbzB3QbG5tPjpGmlk5zl83MzPD3TzoLz9vbO0nwNDmWlpZUqVKFTZs2qYOvHwoN1R60sbaOvyTmw+3fuZP0V2U7OzvatGnDokWL6NKlC9u3bwfA0NAQgLi49ycjTk5OGBkZ4evri4ODg8bDzs4uVf35UELgt3jx4sycOVMdsP4SVZkznkINa7OncWfCnr5Isf6r81cwd3SAD3Z+i8IFiXj5+v8m8AtgZGhAMSd7zl9/n9BdqVRy/sYd3F20pzIp7erEs5f+KD8InD/19SOnlYVG4Bdg1/GzWFuYUb1c+s/c+ZKp3r0jaP1sgjfOVT/eXj9LbJAfwRvnxl8GrYwj1s8HowIf3hRPgWGBIsS8fJppbc8oCj09DLMl/TUR4NG5qxT9VjNtiOt3VXj0X06vgMfPefPytUad7GamFKrorq7ztZJx052MXcYyzFMAZVgKJ/0KPRT6hhnToCzC0M6euND346YwMoLEV50plaCX9XPVGhmbYJk7n/phkAEz+26dOoyxuSWFSlVMuXIW4dB3IFaVqnBn5DCi/VK+UV64923M3TXzWZqXKUe49630auIXIzI6Dp/gKPXjXaxSHfgtYG3CgE1XCI36+N8FsUoVd1+GUb7Q+3QHCqB8QWtuvAhJ3w5kImOTHOTJV0D9yOdQCAtrG25dvaSuExkRwcM7tyhSLPm/A5yLl+SlzzONslc+z7HNnSdJ3ZMH9lCoSFEcPhJM/hrI+YnuZOySFx75Vh3kffj8NW/faT+26SkUZDPUfi4WExvHFe+n1Kz4/qpyhUJBzQqunL8ef8+GK95PiY6JpVbFYuo6zg55cLCzVdcRmUelSvnRq1cvLl++rPH4cGZvZtMpKtmgQQPmzp2Lv78/CoUCpVLJ5cuXmT17Nk2bNk31eiZOnIhSqaRFixYcOnSIJ0+e8PDhQ9avX0+rVq20LmNvb6++cduTJ0/w8vJi9WrNOxJPnz6dU6dO8fz5c27dusWFCxdwcopPkp0vXz4UCgVeXl4EBQURERGBqakpXbt2ZebMmezatYtnz55x69YtNmzYwK5duz5pbPz8/OjQoQN2dnaMHDmSoKAg/P39tQbLM1vVuRNwbtWIoz2GEx0egXEuW4xz2aKf/f0fDbWWzaLihKHq5zdXbyG7pQVVZo/Fwqkg9nWqU2ZoL26u3KSuY5DDBBu3oti4xV8OZu6QHxu3opjm//RA+pesc+Pa/HnkNJ7Hz/Hw+UsmL99M1Ntomv33xTdq/hp+2fB+/2ldrzpvwiOYsWobT174cfKfG6zYcYA29WtorFepVLLr+Fma1vDAQP/TE4d/8QyN0M+ZF/2c8Xck1je3QT9nXvTMLAHIUbkBZnUT0o+oiAt8pfFQRoZDbCxxga8gNn5mSNQVL7K7fUO2YuXRt86F6bc/ojA04u2tC1oakHU1nTGCwlUrYOOQn7wlXGg6YwTONb7h4iZPADqvm0fTGSPU9Y/PX03xetWpPbQ7uV2caDhxMA7l3PBatE5d59hvq6k/bgAlG9UmbwkXOq//hRBfP655Hs7o7qUbGTfdydh9nvirFwpgmCf+3gMGVrYY5imAvkV8sMO8djOsmr1POWX6zbdkdymFvnVODHLlxaJeK7IVKkr4xRPqOua1m2HkUAR9SxsMcuXDvHYzshV0JvL615O7VmGUDUO7AhjaJYxbTgzt3o+bRd0fsWnRXV3frPJ3GLuWxsAmF4a582HZsA3ZnVwJO//+juZR3tcwr9mQ7C4l0be0wbhYGcyq1CXqVtb/w1Sbt+GhvH76kCDf+OBQ8KvnvH76kIiQ9zfXOrR8Dqe3vz+HjouN4fXTh7x++hBlbAwRwYG8fvqQED/NyQEqpZLbpw5TrEpt9L6S8xSHfoOwqVWbh7OnoYyKxNDKCkMrq/gfDf7jOHwU+bu83+/8PHdiUa48eZq3IHv+AuRr34kcRZzx2+OprqNvaoaJoxPG/83QzJ6/ACaOTl9dXmB9PQUzfyiJa15zJnreRE+hwDqHEdY5jDD44AeWhe3K8GO5/OrnWy48o3HpvHxf0o6CNiaM+L4o2Q312ffv+xQ21jmMKJLblPxW8VdfOuUypUhuU8yz63QB6xdHoVBQr1krPDev5fLZv3n++AHL50zG0saWspWrqevN+Kk/hz3/UD+v90NrHnrfZPfmtbx68Zyzxw9xYr8ntRv/oLH+yIgILp46To36jTOsTxlBzk90J2P3eUyyGzG1f3MquDlib2dDaVcHVkzsQr5cVuw48v5HnIPLhtOnVS318/kbD9GtWXU6NKpE0UJ2LBrTgRzG2Vi3+zQAoeFRrPE8xZxhraheriilXR34fXJXzv37gIs30mcmqEi9OJUqxYeRkRGmpqYaD20pHwCsrKzQ19dPcnO3wMBAbG3T5wounb41hwwZwpQpU6hRowZxcXE0aNCAuLg4GjZsSJ8+fVK9ngIFCrBz506WLVvG7Nmzef36NdbW1hQvXpxJkyZpXcbQ0JB58+YxadIkGjdujJubG4MHD2bQoEHqOkqlkilTpvDq1StMTU2pWrUqo0ePBiB37twMGDCAefPmMXr0aJo2bcqsWbMYPHgw1tbWLF++HB8fH8zMzChWrBi9e3/aZfdnzpzh6dOnPH36lGrVqmm8dvfu3U9aV3or0T0+wNZ03waN8uN9R3N3c3zQ0jR/XlTK9zNlIl684q8fulN5xihantlNxEs/bizbwNXfflfXyVW6BE3+Wq9+XnlG/Njf2byLE31Hp1t/Mlr9KuUJCg1n4dY9BASHUrRQfpZPGIitZfzlHC/9g9D7YIa0na01v08YyKw1f9B0yBRyW1vSvmEtujerp7Hec9fv8NI/iObfpv7GglmJYe4CWLbor35uWqMpAG9vXSTs8Bb0cpijZ/ZpfxS9u3cNhbEpOTzqoWdiTqz/C97sWo4qUnvS/azKLJcNXdb/grldTqLehPHi+h0W1u2I99H4kwZr+3wan9dH566wqu0gGk8bRpMZP/H6/hOWNe2J76176jqH5ywjWw5j2q2YiYmlOQ9OX2JhvU7EvnuX4f1LLzJuupOx+zxGeR3I2eUn9XPLevE/bEdcPUuw5xr0TS0xsPjgJj/6BljWbYm+uSXKmGhi/HwIWPcL7568P3/Qz2GOdbOu6JtZoHwbFV9nw2+8e/T+SpSszihfQXL3HKV+btWwDQDhl08T9Ocq9M0s0Lf84DI5fQMsG7RC39wKVUw0MS+f83rVz7x79P7KsOA9m7Co0wzrJh3QMzUnLjSE8ItevDm+O8P6lZEeXj3PkZXvc4keWDITgIpN2+PRLD4NWmiQP3xwdVp4cCCbJ/RVP7984E8uH/iTfEVL0mL0z+ryZ7euEhb4muLV6qZ3NzJM7kZNAHD9+TeN8kfzZhNw5BAARrlyofrgxrPh3rd4OHs6+Tt1JX/nbrz1fcH9KRM0bhJn5VEJx2Hvb/pceMwEAF5sXMeLje8DJ1ldLrNsVHOJv7HTxp7faLzWd8NlrjyNv0w6v5Uxlibv/xA+etsPSxNDelR3xCZHNu77hTFky1WNm8A1L5uf7tXeX1W3vFM5AKbuucW+619HnvOGrTrw7u1bVv82i8jwcJxLlGTEzN808vO+fulDWGiI+rmTSzEGT5rNtlVL8dy4mpx57GjfZzCVv9X8u+K81xFUKhUetb6uGzPK+YnuZOw+T5xSiUtBO9o3qoytpSmBbyK4fOsxNbvO5PYjX3U9xwK5sLV8n5bwj8OXsLUyY0KfpuSxseDfu89p2O9XXn9wE7jhc7egVKrYNrcv2YwMOXL2JgNmasZqROZQpvEty4yMjChevDjnzp2jdu3a8dtQKjl37hzt27dP2439R6H6jDuvvXz5knv37hEREUGxYsUoWLBgGjbt/9tSy+RvUCc+rufZZZndhCwr6NDX+Udwehs/9NOuEBBCZK5xE77L7CZkWcro2MxuQpa1r8nEzG5CllR2UteUKwmtBlZJmr9TpM7CjmUzuwlZ1iqH0ilXEiKNrXavlXIlkUT01dUpVxIEhSVNVZuYtZnJJ61z//79jBw5kilTplCyZEnWrVvHgQMHOHDgQLrM/tVp5u+iRYvo1q0bdnZ2Gjlx3759y8qVK+nfv/9HlhZCCCGEEEIIIYQQQogvWxpP/AXg+++/JygoiAULFuDv74+rqysrV65Mt7QPOuX8Xbx4sdabtEVFRbF48eLPbpQQQgghhBBCCCGEEEJkJqUq5Ycu2rdvz4kTJ7h58yZ//PEHpUqVStuGf0Cnmb8qlQqFIundke/cuYOFhcVnN0oIIYQQQgghhBBCCCEyU5zu2XK/GJ8U/C1fvjwKhQKFQkHdunU1AsBxcXFERkbSunXrNG+kEEIIIYQQQgghhBBCZKSvIPb7acHfMWPGoFKpGDNmDAMGDMDM7P3dCw0NDcmXLx+lS0uCdyGEEEIIIYQQQgghRNYWp2tehy/IJwV/mzVrBkD+/PkpU6YMBgY6ZY0QQgghhBBCCCGEEEKIL5oysxuQBnS64VuOHDl4+PCh+vnRo0fp27cvv/zyC9HR0WnWOCGEEEIIIYQQQgghhMgMKlXKjy+dTsHfCRMm8OTJEwCeP3/OkCFDMDY25uDBg/z8889p2T4hhBBCCCGEEEIIIYTIcHEqVYqPL51Owd8nT57g6uoKwIEDB6hQoQLz5s1j5syZHD58OE0bKIQQQgghhPgfe3cdFtXyxgH8u3RKiwiKgoKYYKNi57UQr90YYGFjF7aCXZhXMbAAC1sxEbGVsOiQ7oad3x9cDiyhXn7KAvt+nmef656dc5iZO6fmzHmHEEIIIYRUND77+aeyK1fQXsYY+Pz8qBeenp7o2rUrAEBLSwsJCQm/LXOEEEIIIYQQQgghhBAiDFVhZO/PlGvkb9OmTXHgwAG4ubnB29ub6/wNCwuDurr678wfIYQQQgghhBBCCCGEVDiRjfm7bNky+Pr6Yt26dbC2toauri4A4NatWzAxMfmtGSSEEEIIIYQQQgghhJCKJrJhHxo1aoSrV6+WWG5rawsxsXL1JxNCCCGEEEIIIYQQQkilUR3CPpSr87cs0tLSv3NzIm1S5BthZ6HKyhF2BqqwGibhws5CFeUq7AxUWX831hB2Fqqsbhe2CTsLVVZeLQNhZ6HKClwyS9hZqLJa11YSdhaqpKp/u0WIaNmZ7ifsLFRZUuHvhJ2FKmundgthZ4FUY9Wg77f8I395PF6Zv/v50QGfEEIIIYQQQgghhBBSdfGrQe9vuTp/9+7dK/A9NzcXfn5+cHV1xezZs39LxgghhBBCCCGEEEIIIURYcvJEtPO3Z8+eJZb17dsXDRo0gLu7O4YNG/Z/Z4wQQgghhBBCCCGEEEKEpTrE/P2ts7MZGxvj+fPnv3OThBBCCCGEEEIIIYQQUuFy8thPP5Xdb5vwLTMzEydPnkTNmjV/1yYJIYQQQgghhBBCCCFEKEQ25m+bNm0EJnxjjCEtLQ0yMjLYto1mHyeEEEIIIYQQQgghhFRt1SHsQ7k6f5cuXSrQ+cvj8aCqqooWLVpASUnpt2WOEEIIIYQQQgghhBBChKEqhHX4mXJ1/lpYWPzufBBCCCGEEEIIIYQQQkilIeywDwcOHMDDhw/h5+cHSUlJvHz58j9v45c7f/39/X95o40aNfrPGSGEEEIIIYQQQgghhJDKIocv3M7fnJwc9O3bF8bGxrh48WK5tvHLnb/m5ubg8XhgP+nx5vF48PPzK1dmCCGEEEIIIYQQQgghpDLIE3Lnr42NDQDAxcWl3Nv45c7fe/fulfuPEEIIIYQQQgghhBBCSFUi7LAPv4PYrybU1tbmPteuXYOnp6fAMm1tbXh6euL69eu/PZOGhoa4e/fub98uIYQQQgghhBBCCCGElCaHz376yc7ORmpqqsAnOztb2FnnlGvCt3PnzsHe3r7E8oYNG2LevHmYNm3aL28rJiYGBw8ehIeHB6KioqCmpgYjIyNMmDABpqam5cneD3l5eWH8+PHw9vZGjRo1fvv2AcDa2hr+/v6Ii4uDkpISTE1NsXDhQmhqav6Rv/f/cnZ2xokTJxAbFwcDAwMsWbwYzZo1KzP97du3sW//fkRERKBu3bqYO2cOzMzMuN8ZY9h/4ABcXFyQkpICY2NjLF+2DLq6uhVRnApFdVc+zg+88c+dZ4hNSoWBjiaWjuyHZvW1S02bk5eHozee4Irne0QnJqNeLXXMHdIDnZo2KPc2q6rO1mPRefoYqNXTAQBE+nzBdbvd8LnpUeY6Lf/+C4PWLYBaPR1EfwmE6+LN+HhDMP3AtfPQaeooyCrXwLenL3F2+gpEfw36cwWpYPWmTIRGr26Qr68LfmYWEt++x9fte5EeFFzmOrX/NofWoL+g0EAfAJDs649vu/Yh+YNvqekbrVoCnRFD8WnzdoQ6nf0j5RCmM+4PcMztDmITk2BYTwfLp4xEc4P6ZaZPTkvHrlNuuOP1Bkkp6aitoYolk4ejS6v842PPacsQERNXYr1RfbtgpdXoP1YOYTh70RX/nD6H2Ph4GDbQx9L5NmjWxKjUtBcvX8PVG7fxJSAQANDY0ABzrKdw6XNyc7HH8SgeP/NCeEQkFBTk0b51S8ydMQ01NdQrrEx/mmzDxlDtPRgyuvqQUFZF+P7NSH37osz0tSbOglKH7iWWZ0WEIGjNXACA2sARUB84QvD372EIWmXzW/NeWTDGcOnEYTy4cRnpqakwaNIMk2xsUUun7g/Xi4+NhvORfXj/whNZWVnQrK2DaQtXQM8wvw2O7dW+1PVGTp2FAcPH/vZyVBStEaOg0tEMsjp1wc/OQqqvD0KPHUZmWOgP11Mx6wKd8ZMgrVkLmeFhCD12GEneXoW/dzRDzb8GQr5hQ0jUUMLHGVORHvDtTxenwomL8WDdVR+mDdShrSyL1KxceAfGY//9L4hN/fGN79BWOhhrqgtVBSl8jUqFw61P8I1I5n4fbKKNPk1rwbCWIuSlJdBzmwdSs3L/dJEqFO2v5Uf3YuV3+tpdHLt0A7EJSWhUvw6WW49Fc0P9MtMnp6Zh58lLuPPsJZJS0lC7phqWThuDLm1aAAC8P/rj2KUb8PkahJj4ROxZYYOepq0qqjgVitqd6OH/QtgHR0dH7N27V2DZrFmzMHv27FLT29vb4/Dhwz/cpru7O/T1y94v/4tfHvlbVExMDDQ0NEosV1VVRUxMzC9vJywsDBYWFnj+/DlsbW1x9epVHDlyBO3atcPatWvLk7UKwxhDbm7pFx7t27fHzp07cfPmTezevRuhoaGYM2dOBefw19y8dQv2Dg6wsrKC89mzMDQwwPQZMxAXH19q+rdv32LJ0qUYYm6Oc87O6NatG+bOm4cvX79yaY7/8w/OnjmDFcuX45STE2RlZTF9xgxkZWVVVLEqBNVd+dz09sG2i7dh3b8Lzi2fBkOdWrDefRpxyWmlpt/r9gAXH7/G0pF94bZmBoZ1boV5B8/DLySy3NusqhLCIuG2ZAs2tRqITa0H4dP9Z5h++RC0GjcsNb2eaUtMPrsbT4+ewwaTv/DW7Tas3Q6hdhMDLk1vW2t0s5mEM9bLsaWdObLTMjD71klISEtXVLH+OOU2LRF29gK8R1ni9dRZEJOQgMnhPRCTlSlzHZU2rRDlfhuvLKfDe4wlsr5HweTQXkjXLHnu0+jRFUotmiEzKvpPFkNobjzxxpbjFzFjRH9cdFiORvV0MM1uN+ISk0tNn52TiylrdiI8Jg47F1nBfd9a2M0YB01VZS7N+W1L8fDYVu5z5N8Ouj4dq9dNws2797Ft9wFYT56A8/8cgkFDfVjNs0VcfEKp6b1fv0W/Xt1xbO8OnDq0D7U0a8Jq7iJERedfW2VmZsLv0xdYTRqHc/84YscmOwSFhGK27fKKLNYfJyYtjaywIESd+fEFcYHoc8fwdaEl9/lmOxV5qSlIeeUpkC4rPEQgXejW6lVvRV0754TbbudhOWcx1u45AmkZWWxZOhfZ2WVfT6SlJMNu7jSIi0tg0cYd2HLkLMZY2UBeUZFLs/fcdYHP1AUrwOPx0NasW0UU649RbNYC0Vcvw3feLPgvXQSehAQMN2yFmHTZ5wkFoyZosGQFYm7dwMeZ05Dg+RQNV9lBVrcel0ZMRgYpPh8QeuzX2nJVJSMpBsNaijj+OAATjnhhycV30FWTw7bhxj9cr2djTczpZYAjjwMw4cgLfIlKwc5RJlCRkxTYtue3WPzzNPAPl0J4aH8tH7oXKz/3R17YcvgsZo4ejEu718Kwfh1MXWn/w2u7ySu2ITwqFruWzcKNQ5thZ2MJTTUVLk1GZhYM69fByunjKqoYQkHtTjT9yshfKysrvHr1SuBjZWVV5jYtLS3h7u7+w0+dOnV+WxnK1fmrpaWF169fl1j+6tUr1KxZ85e3s3btWvB4PFy4cAF9+vRB/fr10bBhQ0yaNAnnz58vdR0vLy8YGhoiObnwwOTn5wdDQ0OEhYUBAMLDw2FtbY02bdrA2NgY/fv3x8OHDxEWFobx48cDANq0aQNDQ0MsWbIEAMDn8+Ho6Iju3bujefPmGDRoEG7evFni7z58+BAWFhZo1qwZXr16VWoeJ06cCGNjY2hra6Nly5aYOnUq3r59i5ycnF+um4ri5OQECwsLmJubQ19fHytWrICMjAzc3NxKTX/6zBl06NABEydOhJ6eHmbNnAkjIyM4OzsDyO8UP336NKZOnYpu3brBwMAA69etQ0xMDO4/eFCBJfvzqO7K5+RdTwzt1BLmHY2hX1sDK8f0h6yUJNyevSk1/TWv95jStxPMmjWEjoYKRnRpjU5NG+Dknefl3mZV9eHaPXy84YHor0GI/hKIyyvskZWajvrtTUpN332OJXxuPsQd+0P47v8NV1dtR8hrH3SdNYFL02OuJW6s34N3V+4g/IM/jo+fD+XamjA2711Rxfrj3lrZINLtGtK+BSD10xf4LF8L2dpaqNG49NGXAOCzeCXCnC8i1f8z0gOD4btqPXhiPKi2byOQTrqmBgyXLcRH25VgZTwQrOr+uXIXw3p1gkWPjmhQpzZWW4+BjLQUXO49KzW9y72nSEpJw54lM9DSqAG0a6qjTVMDNKpfePGiqqQIDRUl7vPw5XvUqaWBNkUeTFQHJ89ewNBB/TFkQD/o16+HVbbzISstA9drN0pNv2XtCowcao5GBg2gV68u1i5dCD6fwetl/jWXooICDu+2R9+e3VBfty5aNG2MZQvmwNf/MyK/R1Vk0f6otI9vEHv5LFLfev08MQB+RjrykhO5j0w9fYjJySPp6X2BdIyfJ5AuLzXlT2Rf6BhjuOl6DoPHTEKrDp1RV68hrBevRmJcLF49fVTmelfPOUFVQxNWi1ZCv1ET1NSqjWat20Gztg6XRllVTeDz2vMRjFq0Qk2tqv2mzecVSxB75xYygoOQERiAAIctkNbUhHzDso9JmuYWSHr5At8vnkNmaAjCTx5H+tcv0BxkzqWJu3cHEWeckPSm9HuG6iItKw82Z97gnl80QuLT4ROeDPubn2BUuwY0a5T9MHlUu7q4/CYc199FIig2DVvc/ZGZk4cBxrW5NOdehMLpWTB8wkvvlKrqaH8tP7oXK78TrjcxrG8XWPTqjAZ1tbFm1kTIyEjB5Xbpbc7lziMkpaRi70obtGxsAG1NDbRt1giN9ApHp3du3QJzx/+NXh1aV1QxhILanWjKY+ynHykpKSgoKAh8pKSkytymqqoq9PX1f/j50fr/Vbk6f4cNG4aNGzfi0qVLCA8PR3h4OC5evIhNmzZh+PDhv7SNxMREPH78GGPGjIGcnFyJ3/+fkAx2dnbIzs7GqVOncPXqVSxcuBBycnLQ0tLCnj17AAA3b97EkydPsHx5/qgPR0dHuLm5Ye3atbh+/TomTpyIRYsW4cULwdcMHRwcsGDBAri7u8PQ0PCXynn16lWYmJhAUlLyp+krUk5ODvz8/NC+XTtumZiYGNq3a4f379+Xus779+8F0gNAB1NTLn14eDhiY2PRrkgaRUVFNGvWDO/fvfsDpRAOqrvyycnNg19IJNobFb4uLibGQ7tG9fEuIKzUdbJz8yAlKRihRkZSEm++hZR7m9UBT0wMrUcMhJS8LAI9Sz6MAwA9UxP4330qsMz31iPombYEAKjXrwMlrZrwK5ImMzkFgV5vuTTVkYSiAgAgJ+nXbyTFZWTAk5AQXIfHQ5PNaxF8/BTSvgX87mxWCtk5ufD9FoL2LQo7ysXExGDavBHefiq9zA+836OFoR7WHzoDs4kLMchmLRwvuiMvj1/m37j60AsWPTqAx+P9kXIIQ05ODnw/fUb7NoWjmcXExNC+TUu8++jzS9vIzMxCbm4ulH5wTZSSmgYejwfFf9s1AZQ69kC6/3vkxgu+jSZVUwv6W4+g/ob90Jo8FxKq1SdURlEx3yOQFB+HpiaFD6vk5BWg36gJvvh+KHO9156PoWdghN12yzBjWD8stx6PB+5uZaZPSojDW6+n6Npv4O/MfqUgLicPAMhNKfs8oWDUGElvBM+/Sa+8oWDU5I/mrapQkJEAnzGkZJb+YFRCjAdDLUV4BxaOlmMAvIPi0UxbuWIyWQnQ/lo+dC9Wftk5ufD5GgRT48JjlZiYGEyNm+Ct/9dS17nv9QbGjRpg3f6T6DRmNgbOWAbHc1fLvLarrqjdiS4+n/308ydFRETAz88PERERyMvLg5+fH/z8/JCW9utvOpcr5u+UKVOQmJiItWvXcqNZpaWlMWXKlB8Oay4qJCQEjDHo6emVJws/FBERgT59+nCds0WHSispKQEA1NTUuA7m7OxsODo64vjx4zAxMeHWefXqFc6dO4e2bdty69vY2KBjx44/zcO2bdtw+vRpZGRkwNjYGAcPHvxt5ftdEhISkJeXBzU1NYHlampqCAwKKnWd2NjYUtPHxsZyvxcsE0ijqorYuJLxHasqqrvySUhNRx6fQU1RXmC5Wg15BH6PLXWdDo314XT3OVo1rIs6Gqrw8g/AvTd+yPt3xs3ybLMqq93UELaeLpCUkUZWajoch1gh0q/0C7UatTSQHCVYBylRMahRS537HQCSo2JKSVMyvEG1wOPBYPF8JL5+i7Svvx53scGC2ciKjkW8Z+EDwXqTJ4Dl5iH0lPOfyGmlkJiSijw+H+pKigLL1ZRrICD8e6nrhEXFwOtDHAZ0boeDK2cjJDIado5nkZuXh5kjSt503nvxFilpGRjSvcMfKYOwJCQmIS+PDzVVFYHlaqoqCAwO+aVt7NjvCA0NdYEO5KKysrKxY78j+vXqDgV5+VLTiBpxJRXIN22JyCM7BJZnBn5G5D97kPM9AuJKKlAfOBx1F21A4Jo5YFmZQsrtn5EYn3/NUENFVWB5DRVVJCWUfT0RExmBe1dd0HfoKAwaPQEBn/xwct8OiEtIonPv/iXSP77tDhk5ebTu1PW35l/oeDzoWs9Eis8HZAQHlZlMUkUVOYmCIVxyEhMgqaJSxhqiQ0pcDDO7N8Adn+9Iz84rNY2ynCQkxMQQnyYYEzghNRv11ETneEb7a/nQvVj5JSanII/Ph5qyksByNWUlBIZGlrpO2PcYeEX5YUBXUziumY/gyGjY7T+B3LxczBw9pCKyXSlQuxNdOX+4c/dndu/eDVdXV+67ubk5AODkyZMCDw5+pFydvzweD4sWLcKMGTPw7ds3yMjIoF69ev9pSDJjf67yxo8fjzVr1uDJkyfo0KEDevfujUaNGpWZPjg4GBkZGbC0tBRYnpOTAyMjwdeCfxTIu6jJkyfj77//RkREBPbu3YvFixfD0dGxWo1qIqQiLB7RB2udrmHw6v3g8QAdDVUM7mAMt2dvhZ01oYj6FIANxn9BVkkRLf/+CxNOOGB7lxFldgATQY1W2EKhoT5ejpv6y+voTpmAWv164dVEa/D/nbFVsXEj1Bk3El5/V48JU34nPp9BVUkRa6ePhbi4GJro6yIqLhHHLt8utfPX5e5TmLVsgppFYgIT4MjJM7hx5wGO7d8BaemS11c5ublYuGItwICVtvOEkMPKScm0G/Iy0pBSbIK4tI9FwgCFByMs8DP0NjuiRuuOSHp6r4Jz+Xs9vXcTx3Zu4b4vXO9Qru3wGR96BkYYMXk6AKBeA0OEBX3D/WuupXYmPbx1DR2694aUVPWJEQ8AujPnQLZeffguqJ6TAf4OfZrWwuK/Cu+t5p19i3ehiQDyJ3/bMLQZeAC2uPsLJ4OVGO2vpCri8/lQU1aE3exJ+dd2DesjOi4BRy+5i1TnLxFdeX+w//JXbN68GZs3b/6/tlGuzt8C8vLyaN68ebnW1dXVBY/HQ0DAf3tVVkwsP1JF0c7j4rF0hw0bhk6dOsHDwwNPnz7FoUOHsHjxYowbV3rw8fT0dAD5oR80NTUFfiveoS0rK/tL+VRVVYWqqirq168PfX19dOnSBW/fvuVGFlcGKioqEBcXR1yxJ0pxcXFQVy/9VUh1dfUfpi/4b1xcnMCkgHHx8TA0qD6xHKnuykdFQQ7iYjzEpQi+nhCXnAZ1pdJfWVZVlMeuGSOQlZOLxNR01FRWxE6Xe9BRVyn3NquyvJwcxHwLBgCEvP4I3TbN0W2OJc5YLyuRNvl7DGpoCrZHRU0NJP87Ijr5e/6I3xqaGty/C9KEvfX9U0UQGsPli6DexQwvJ0xD1i9OzlZ34ljUmzwBr6fMROrnwg525VYmkFJVQae7V7llYhISMFg0B3XHjcTT3oN/e/6FQVlRAeJiYohNEoyNGpeYDPViI0YKaKgoQUJCHOLihZGl9HS0EJuQjOycXIEwLuHRcfB874ddttZ/pgBCpKKsBHFxsRKTu8XFJ0BNTbWMtfL9c/ocjjmdweHdDjBsUHKG35zcXCxcvhYR37/j6N7tNOq3CKWO3ZH8/CGQ9+MY3PyMdGRHRUKyZq0Kytmf09LUDPqNCl/fzf33ujg5IR4qaoXngOSEeNTVL32CUABQVlVH7br1BJbVrlsP3o89SqT1//AWkaHBmLV8/f+V98pGd4YNlNu1h9/CuciJ/fHbQzkJ8ZBUFhzlK6msgpyE0id0rE4ef46BT3gS9z0mJX9SInExHjZYNEMtJRnMPPW6zFG/AJCYnoNcPh+q8oL3WioKUohLzS5jraqP9tffg+7Fyk+5hiLExcQQl5gksDwuMQnqKmVc26kqQ0K82LVdHS3EJiSVuLarzqjdia7s3Kof4qRcMX9/B2VlZXTq1AmnT5/mOl+LKjqhW1Gqqvk3TDExhR0V/v4lnypraWlh1KhR2Lt3r8AEcgVxd/PyCi9GCgIpR0REQFdXV+CjpaVV/kL+i8/PbyjZ2ZXrQkZSUhJGRkbwKhLXmM/nw+vFizI79Zs3by6QHgCeP3/OpdfW1oa6urpAmtTUVHz48AHNW7T4A6UQDqq78pGUEIdRXS14+RXO2MznM3j5B6KFns4P1gSkJSWgqVIDuXw+7r7xQ9cWBv/3NqsDnpgYJEsZFQgAAZ5v0KiH4Kv0Rr06IeDfGMGxgaFIiowWSCOjqID67Yy5NNWF4fJF0OjRFa8spyMzPOKX1tG1HAc968l4Y2WDFB8/gd++X3HH8yGj4TV0LPfJjIpG8PFTeDOt+owWk5KUQGP9unj+vrD8fD4fzz/4w9iw9LBNJkb6CImM4c59ABAcEQUNFaUSNweu959BVUkRXVr/2ls1VYmkpCQaGxpwk7UB/9bdy9do0bTsmKDHTp2F43EnHNixFU2MSs4tUNDxGxIWhsO7HaCsVPqNmiiSNWgCKc3aSHry85G8PGkZSGloIjep6nfUycrJo5Z2He6jrVsfSqpq8HnjzaVJT0vDN38fNGxc9r5m0KQ5IsMEQ5J8DwuFumbJDvKHN66gfsNG0P1B51RVozvDBiodOsF/8QJkR5Ue1qaoVD9f1DAWjI9fo2VrpPr9Wkzvqiw9Ow9hCRncJyuXz3X81lGVw+zTr5Gc8eOJrnP5DJ8iU9CmfuHDMB6ANvVU8SE88c8WQIhof/096F6s/KQkJdCkQT08LzLQg8/n4/lbXxg3alDqOi0bN0RIZLTAtV1QeBQ0VJVFpuMXoHYnyvL47Kefyk5onb8AsHr1avD5fAwbNgy3bt1CUFAQvn37hpMnT2LEiBGlrlO3bl1u4ragoCB4eHjg2LFjAmk2bNiAx48fIzQ0FD4+PvDy8oK+fv7IGW1tbfB4PHh4eCA+Ph5paWlQUFCApaUlNm3aBFdXV4SEhMDHxwdOTk4CcTV+xbt373Dq1Cn4+fkhPDwcnp6emD9/PurWrVupRv0WGDduHFxcXHDlyhUEBARg/YYNyMjIgPng/FFry1eswK7du7n0Y0aPxrNnz3Di5EkEBgbiwIED8PH1xciRIwHkhwQZM2YMDh8+DA8PD3z58gUrVqyAhoYGunfrJpQy/ilUd+UzvqcpLj15jcue7xAQGYP1Z64jIzsH5h2MAQDLjrthl2vhjfv7wDDcfe2HsJgEvPoSjOm7ToPPGCb16fjL26wuzDfaooFZW6jp6qB2U0OYb7SFQdf2eHHaDQAw8YQDzDfacunv7zqGJn27oOf8KdA01MeA1XOh27oZPPae4NLc23kM/VbMRvOBPVG7qSEmntyOxIgovHW7XdHF+2MMVy5GrQH98NF2JfLS0yGlrgYpdTWISRe++thk4xroz53JfdedPB76s63hu9IOmRGR3Dricvlvf+QkJSHt6zeBD8vNRVZsHNKDgiu8jH/SxEE9cfHOE7jd98S30EisdTyDjMxsDPn3ocGSXcex3anwXDmybxckpaZh49FzCAqPwsOXH3Do0g2M6tdVYLt8Ph+u95/BvKspJMTFK7JIFWb8qGG4dOUaLl+/iYCgYKzbugMZmZkwH9AXALBs7Ubs3H+YS3/U6Sz2HjoOu+WLoK1VC7Fx8YiNi0d6egaA/I7f+ctWw8f/EzavWQ4+n8+lKf4WVFXGk5aBtE49SOvUAwBIqteEtE49boI29SFjUGtSyYcsSp16ICPgM7IjSsZU1vh7AmQNGkNCTQMyeobQnr4YjM9Hyosnf7QswsDj8dB3yAi4nfkHr549QmjgVzhuXQtlNXW06tiZS7dx0SzcdrvAfe87dCS++X3E5TP/4Ht4KJ7dv4UH7m7oOWiowPbT09Lw4vF9dO03qMLK9KfpzpwDte498W3LevAz0iGpogJJFRXwirwBqLdwCXQmTeG+R7m5QKl1G9SyGAYZnTrQHjsB8g0NEHXFjUsjrqAIOT19yP47QlNGpw7k9PSrXVxgcTEeNg1tDqPaNbDa7SPEeDyoyktBVV4KEmKFIe/2jGmJv1sXPpg/6xWCQSa18VdzLdRTk4PtX40gIymO6+8K446qykuhoaYCdFTyz7/6NRXQUFMBNWSqR4cT7a/lR/di5TdhSF9cuPUQbnef4FtIBNbuO4GMzCwM6WUGAFjs4Ijt/5zn0o/8qzuSUlKx0fE0AsO/w+PFWxw6fxWj+/fg0qRlZMLvWzD8/n1DMex7DPy+BSMiunrFraV2J5qqQ+evUM+aderUgYuLCw4ePIgtW7YgOjoaqqqqaNKkCdasWVPqOpKSknBwcMCaNWswaNAgNGvWDHPnzsWcOXO4NHw+H3Z2dvj+/TsUFBRgZmaGpUuXAgA0NTUxe/ZsODg4YOnSpTA3N8fmzZsxd+5cqKqqwtHREWFhYVBUVETjxo1hbf3fXkWVkZHB7du3sWfPHqSnp0NDQwNmZmaYMWPGf4qJXFH69umDhIQE7D9wALGxsTA0NMT+/fu5gOPfIyMhViROsbGxMTZt3Ii9+/Zhz549qFu3Lnbu2IGGDQqfEk6aOBEZGRmwW7cOKSkpMDExwf79+yEtXb1iTFHdlU/fNk2QkJqG/Vc8EJucCkMdTRywGQ21GvkhGr7HJwnUW3ZOLvZeeYCwmATISUuhU7OG2Gg5BDXkZH55m9WFYk01TDq5HTW0NJCRlILw9/7Y02c8/O7md16o1tUGK3LiCfB8jaOj52DQ+gUYvHERor8E4aD5NET4fObS3N56ENLyshhzaBPklGvg6xNv7Ok7AblZWRVevj+lzsi/AQCtTzgKLPdZvhaRbtcAADJatQTCCemMGAoxKSk037lVYJ2AfYcQUKSzThT069QG8cmp2ON8BbEJyWhUXweOq2ygrpw/aWpkTLzAPqulrorDq2yw+fgFmM+zg6aqMsYO6I4pQ/oKbNfzvT8iY+Jh0ePnk6hWVX17dkd8QhL2HfkHsXHxaNRQHwd3bIH6v28xRUZFgydW+Bz+vMtl5OTkYP6yNQLbmT55AmZMmYjomFh4PH4GAPh7vGDc6mP7dqBNS+M/Wp6KIqOrj7oL13Hfaw7Pn5Mh6dl9fP9nLySUVCCpKvh6pZisHBRbmiLa+Wip25RQUUPtKfMhJq+IvNRkZHz1Q8jmJchLLf1Ns6puwIhxyMrMxLGdm5GemgqDps1hu2mnQLzP6MgwpCQnct/1DRtj7potOHf0ANxOHYNGLS2MnT4XHXsI7rvPPe6AMQbT7r0rqjh/nObA/Jt2o207BZYHOGxB7J1bAACpmjXBWOGot1Q/H3zbsgE6EyyhM3EyMiPC8cVulcAkcSqmHaC3YDH3vcGyVQCA8FMnEH6q8EFsVVdTURqdDfNfVz41rb3AbzOcXuF1cP4Iex0VWSjLFd4P3fWNgrKcJKZ20YOavDS+RKVg3tk3ApPAWbTSwZTOhW+aOE5oDQBYd8UH19+XPjlVVUP7a/nQvVj5/dW5HRKSkrH7lAtiE5JgpFcXh+wWcmEf8q/tCq9PtDTUcHjdImw+fAbmM1dAU00Z4wb1xpS/C+NL+3wJxISlhTFJtxw5CwAw79EJm+b/+lwblR21O9FUHcI+8NifnHmNlFtmRoaws0BEEM/LRdhZqJLmdFsu7CxUWX831vh5IlKqbhe2CTsLVVZeLYqhVl6BS2YJOwtVVvKK0jumyY+xaUN/noiUyqZTyfkAyK/ZM76VsLNQZTXTkPl5IlIqqfB3ws5ClZWtTSESykPmF+e0EnWrb/18AtO1fRr9NI0wVY/3ZQghhBBCCCGEEEIIIeQ3qg4jf6nzlxBCCCGEEEIIIYQQQoqpCjF9f4Y6fwkhhBBCCCGEEEIIIaSYXOr8JYQQQgghhBBCCCGEkOqHwj4QQgghhBBCCCGEEEJINZTHaOQvIYQQQgghhBBCCCGEVDs08pcQQgghhBBCCCGEEEKqIZrwjRBCCCGEEEIIIYQQQqqhPD6N/CWEEEIIIYQQQgghhJBqh8I+EEIIIYQQQgghhBBCSDWUS2EfCCGEEEIIIYQQQgghpPqhkb+EEEIIIYQQQgghhBBSDdGEb4QQQgghhBBCCCGEEFINVYfOXx5jrOqXohoKjksVdhaqLE05cWFnocr6nJAt7CxUSTl5dBgtLykJnrCzUGUpSdOxrryiUnOEnYUqS1mGxg2UVx1FqjtCqoq5ckbCzkKVFbjvtLCzUGU9OHxU2FmosjJOjxd2Fqok8cZdhZ2FKqHH7sc/TXPPxqwCclJ+dBVKCCGEEEIIIYQQQgghxfCrwchf6vwlhBBCCCGEEEIIIYSQYoQZMCEsLAz79+/H8+fPERsbi5o1a2LQoEGwtraGlJTUL2+HOn8JIYQQQgghhBBCCCGkmLxcvtD+dkBAABhjsLOzg66uLj5//oyVK1ciIyMDixcv/uXtUOcvIYQQQgghhBBCCCGEFMOE1/eLzp07o3Pnztz3OnXqIDAwEGfPnqXOX0IIIYQQQgghhBBCCPl/5OX9vPc3Ozsb2dnZAsukpKT+U2iGX5WSkgIlJaX/tI7Yb88FIYQQQgghhBBCCCGEVHGMz376cXR0RKtWrQQ+jo6Ovz0vwcHBOHXqFEaOHPmf1qORv4QQQgghhBBCCCGEEFIM4/98wjcrKytMmjRJYNmPRv3a29vj8OHDP9ymu7s79PX1ue9RUVGYMmUK+vbti+HDh/80T0VR5y8hhBBCCCGEEEIIIYQU8ythH/5riAdLS0sMGTLkh2nq1KnD/TsqKgrjx4+HiYkJ1q1b98t/pwB1/hJCCCGEEEIIIYQQQkgxvzLy979SVVWFqqrqL6Ut6Pht0qQJNm3aBDGx/x7Blzp/CSGEEEIIIYQQQgghpJhfGfn7p0RFRWHcuHGoXbs2Fi9ejPj4eO43DQ2NX94Odf4SQgghhBBCCCGEEEJIMUx4fb94+vQpgoODERwcjM6dOwv89unTp1/eTpXo/DU0NMS+ffvQs2dPYWeFEEIIIYQQQgghhBAiAvh/IOzDr7KwsICFhcX/vR2hd/7GxMTg4MGD8PDwQFRUFNTU1GBkZIQJEybA1NT0t/89Ly8vjB8/Ht7e3qhRo8Zv335R2dnZGDZsGPz9/eHm5gYjI6M/+vfKizGGk0cO4sYVV6SmpKJJ8xawWbQU2nXqlrnOVZcLuOZ6EVGRkQAA3fp6GGM5FW1NOwqk8/3wHscd98Hf9yPExcSh19AAm3buhbS0zB8tU0VxdnbGiRMnEBsXBwMDAyxZvBjNmjUrM/3t27exb/9+REREoG7dupg7Zw7MzMwAADk5Odi7bx+ePHmCsLAwKCoqol27dphjY4OaNWtWVJEqDGMM544fwr3rbkhLTUWjps0xdd5iaOmU3e4AIC4mGqcP7cWbF8+QlZmFWto6mLl4JfQNG/9f261KGGO4eOIQHrhfRlpqKgyaNIflHNufljE+NhpnD+/DuxfPkJWVhVq1dWC1aCX0DEsem47u3Ix711wxbvpc9Bs66k8VpcIVtI+719yQnpoKw6bNMW3+j9vHueOHcOHEEYFltevoYrfTBQBAdGQEZowyL3Xd+Ws2okPXqv/gkjGGE4eLnSdsl0LnJ+eJqy5FzhN6ehhbynmiYPvL59vA+/kzrNlsj45duv2xslQ0xhgunTiMBzcuIz01FQZNmmGSjS1q/cL+6nxkH96/8ERWVhY0a+tg2sIV3P46tlf7UtcbOXUWBgwf+9vLIQyMMZw+6ohbV12RlpoKo2YtMGPBkh9enxR14dQ/OOG4F4OGjcI0mwUCv/l9fA+nw/vxyfcjxP69PrFz2EPXJ6VcnwD5/y/2HzgAFxcXpKSkwNjYGMuXLYOurm5FFKfCUL2VH9Xdf9fZeiw6Tx8DtXo6AIBIny+4brcbPjc9ylyn5d9/YdC6BVCrp4PoL4FwXbwZH28Iph+4dh46TR0FWeUa+Pb0Jc5OX4Hor0F/riBC1FFPFf2b1EJDDQXUkJHE9HNvERCX9sN1tg5uihbaSiWWewXHY9V1PwCAjIQYJpvWg2l9VdSQkcD35Cxc/hCJ6z7f/0g5hGGl1WAM79MWOrVUkZ2Ti9d+wVi11wXeHwN+uJ718O6YP6Evaqkp4f3nUMzdchovfQK536WlJLB1/kgM79MW0lISuOP5EbM3nkJ0fPKfLlKFOOP+AMfc7iA2MQmG9XSwfMpINDeoX2b65LR07Drlhjteb5CUko7aGqpYMnk4urTKPz72nLYMETFxJdYb1bcLVlqN/mPlIP8NP1eIQ39/k/8eJfg3CgsLg4WFBZ4/fw5bW1tcvXoVR44cQbt27bB27VphZu2nGGPIzc39YZqtW7dWiU6786dOwO2CM2wWLcPuIycgIyOLpfNmITsrq8x11GtqYvL02dh3/BT2HnOCcas2WLN4PoICvnFpfD+8x7L5s9CqbXvsOXISe46exOC/h4PHE2qz+21u3roFewcHWFlZwfnsWRgaGGD6jBmIKxKDpai3b99iydKlGGJujnPOzujWrRvmzpuHL1+/AgAyMzPh7+eHaVOn4pyzM7Y7OCAoKAhz5s6twFJVnMvOJ3HD5RymzVuCTfuPQVpGFuttbZCdXXa7S01JxsrZUyEuIYFlm3dhxz/OmDB9DuQVavxf261qrp5zwi3X87Ccsxjr9h6FjIwMNi+Z89O6WzNnGsQlxGG7aSe2HXXGGGsbyCsqlkjr/cQDX/0+QkXt12MIVRVuZ0/C/dI5TJu/BBsPHIO0rCzWLbL54fEOAOrU08PhS+7cZ/2ew9xvajU1BX47fMkdIyZNg4ysHEzadvjTRaoQ5/49T8yxXYY9R09ARlYWS+f+5DyhoYnJM2Zj3z+nsO94/nlita3geaKAi/MZgMf7k0UQmmvnnHDbLX9/XbvnCKRlZLFl6dwf7q9pKcmwmzsN4uISWLRxB7YcOYsxVoL7695z1wU+UxesAI/HQ1uz6tNxfunMCVy95IyZC5fCwfEfyMjKYNWC2T/dXwHgs58Pbl5xQT39hiV+8/v4HqsXzoZJm/bYfugEdhw+gQEWwyFG1yelXp8AwPF//sHZM2ewYvlynHJygqysLKbPmIGsX/h/UVVQvZUf1V35JIRFwm3JFmxqNRCbWg/Cp/vPMP3yIWg1LnncAgA905aYfHY3nh49hw0mf+Gt221Yux1C7SYGXJrettboZjMJZ6yXY0s7c2SnZWD2rZOQkJauqGJVKBkJcfhEpuCoZ/Avr7Pupj9GHn/BfaadfY08PsPjr4UdcFYd66N1XWVsvfsZU8++gev7CMw000P7er82OVNV8CX4O+ZsOY2Ww1ah26RNCI6Ihfv++VBXKXlvUGBY7zbYtmAE1jteQbvRa/H+cyiu758PjSLr2C8chf6dW2CU7X70mLIFWhrKOO8wsyKK9MfdeOKNLccvYsaI/rjosByN6ulgmt1uxCWW3rGdnZOLKWt2IjwmDjsXWcF931rYzRgHTVVlLs35bUvx8NhW7nNkzVwAQJ+OrSqgRORX8Rn76aeyE+pV7tq1a8Hj8XDhwgX06dMH9evXR8OGDTFp0iScP3++1HW8vLxgaGiI5OTCHczPzw+GhoYICwsDAISHh8Pa2hpt2rSBsbEx+vfvj4cPHyIsLAzjx48HALRp0waGhoZYsmQJAIDP58PR0RHdu3dH8+bNMWjQINy8ebPE33348CEsLCzQrFkzvHr1qsyyPXz4EE+fPsXixYv/73r6kxhjcD1/BqMnTkaHzl2h16AhbFetRVxsDJ4+8ihzPdNOndG2Qydo16kLnbq6mGQ9E7KycvDz+cClObjbAebDRmLk+Emop6ePOrr10KVHb0hJSVVAyf48JycnWFhYwNzcHPr6+lixYgVkZGTg5uZWavrTZ86gQ4cOmDhxIvT09DBr5kwYGRnB2dkZAKCoqAhHR0f06dMH9erVQ/PmzbF0yRL4+voi8t+Rc9UFYwzXLzpj6DhLtOnUBbr6DTFr6RokxMbC+8nDMtdzO3sSajVrYubiVWho1ASaWtpo0aY9amnr/F/brUoYY7jp4gzzMZPQumMX1NVriOmL1yAxLhYvn5ZdxqvOTlDTqAnrRavQoFET1NSqjeat20Ozto5AuvjYaJzYa4+ZS+0gLiH0l0N+q6Lto22nLqin3xCz/20fL37SPsTFxaGips59aigrl/mbipo6vB57oEO3HpCVk/uzhaoAjDG4njuDMUXOE4t/5Txh1hntOnSCzr/nCcuC88THDwLpvn7+hItnT2Hh8lV/uCQVjzGGm67nMHjMJLTq0Bl19RrCevFqJMbF4tXTR2Wud/WcE1Q1NGG1aCX0/91fm7VuJ7C/KquqCXxeez6CUYtWqKmlXRFF++MYY7h8/ixGjJ+M9mZdUb9BQ8xfbof4uBh4Pvb44boZ6emwt1uJ2bbLoVDKA64je7Zj4N8jMWzsROjW14dO3Xow694LknR9Uur1CWMMp0+fxtSpU9GtWzcYGBhg/bp1iImJwf0HDyqwZH8W1Vv5Ud2Vz4dr9/DxhgeivwYh+ksgLq+wR1ZqOuq3Nyk1ffc5lvC5+RB37A/hu/83XF21HSGvfdB11gQuTY+5lrixfg/eXbmD8A/+OD5+PpRra8LYvHdFFatC3fscg9MvQ/EmLPGX10nJykVCRg73aVlHGZm5eXj0LZZL07iWIu74R+N9RDKiUrJwwzcKAbFpMKyp8AdKIRzON71w38sXgeEx8A2IwCIHZygpyqFZQ50y15kztg+OujzCyStP4BcQgZkbTiI9MxsTzfNH7ddQkMUkczPYbneGh7c/3vgFY+rqY+hg3BBtm+lVVNH+mH+u3MWwXp1g0aMjGtSpjdXWYyAjLQWXe89KTe9y7ymSUtKwZ8kMtDRqAO2a6mjT1ACN6tfh0qgqKUJDRYn7PHz5HnVqaaBNkYc6RPj4ufyffio7oXX+JiYm4vHjxxgzZgzkSrk5/n9CMtjZ2SE7OxunTp3C1atXsXDhQsjJyUFLSwt79uwBANy8eRNPnjzB8uXLAQCOjo5wc3PD2rVrcf36dUycOBGLFi3CixcvBLbt4OCABQsWwN3dHYaGhqX+/djYWKxcuRJbt26FjEzlfn3we0Q44uPi0LJ1O26ZvIIiGjVuCr+P739pG3l5eXhw5xYyMzPQuGlzAEBCfDz8fT5CWUUVc6dNwvD+vbBgxlR8fPfmj5SjouXk5MDPzw/t2xXWm5iYGNq3a4f370uvt/fv3wukB4AOpqZlpgeA1NRU8Hg8KJZy81qVRUdGIDE+Ds1ateWWySsooIFRE3zy+VDmei+fPYa+oREc1izB5CF9sGjqWNy95vZ/b7cqKShj05aFZZRTUIC+URN88S27jK89H0HPwAg77ZbC+u++WGo1Dvevuwmk4fP52L95DfoPHwudelX/Aq24grprXqx9NGzcBJ9/UHcAEBkeiqlD/8KMUebYuX4lYqLKfu3v2yc/BH39jO5/Df5teRemgvOESZuS5wnf8pwnmjXnlmdmZmDT6uWYvXAxVNXUf3vehS3mewSS4uPQ1KQNt0xOXgH6jX62vz6GnoERdtstw4xh/bDcejweuLuVmT4pIQ5vvZ6ia7+BvzP7QhUVGY6E+DgYtxbcXw2NmsL/J8fzAzu2oI1pRxi3blfit8SEeHzy/QhlZRUsnG6JsYN6Y8msafB5//Z3F0Eo/sT1SXh4OGJjY9GuSBpFRUU0a9YM79+9+wOlqHhUb+VHdfd78MTE0HrEQEjJyyLQ83WpafRMTeB/96nAMt9bj6Bn2hIAoF6/DpS0asKvSJrM5BQEer3l0pCS+hhp4uGXWGQV6bzx/Z6C9vVVoSaf/1CwRW0laCvL4lVoopBy+WdJSohjikUXJKak4/3n0DLTtDTSxX0vX24ZYwz3vXzRvrk+AKClkS6kJCVw73lhmk9B3xEcGculqaqyc3Lh+y0E7VsUhssTExODafNGePup9FAZD7zfo4WhHtYfOgOziQsxyGYtHC+6Iy+v9I7C7JxcXH3oBYseHcCrpm/EVVV8Pvvpp7IT2rCukJAQMMagp/f7OxgiIiLQp08frnO2Tp3CJytKSvnxfdTU1LgO5uzsbDg6OuL48eMwMTHh1nn16hXOnTuHtm0LbzxsbGzQsWPJeIUFGGNYsmQJRo4ciWbNmnGjkSur+Pj811uUVQVfYVFRVUVCfMnYM0UFfvuCOdMmITs7G7Kysli9yR669fP/f36PCAcAOB09hGmz5kK/oQHu3LyOxTbTcejU+V+O11dZJSQkIC8vD2pqagLL1dTUEBgUVOo6sbGxpaaPjY0tNX1WVhZ27tqFfn37QkGh+jxlBoDEgnanItjulFVUud9KEx0RjtuXXTBg2GhYjJmEr/6+OLbHARISEujad0C5t1uVJCXkl0OpWBmVlFWRVMbrlUB+x+fdqy7o9/comI+aiG+ffHFi33ZISEqic+/+AICrzichLi6OvkNG/LkCCFFCGcc7pZ+0j4aNm2LmklWoXUcXiXGxOH/iCFbaTMOO42chKydfIv199yvQ0a2PRk2bl7K1qic+Lr9uVEo7T8T95Dzx9Qtsip4nNheeJwDg4M7taNysOTp07vrb810ZFLSrGsX21xoqqty+XJqYyAjcu+qCvkNHYdDoCQj45IeT+3ZAXKJwfy3q8W13yMjJo3Wnrr81/8JU0LaUVQTPm8qqP95fH969hW+f/bHj0MlSfy+4Pjlz/DAsZ8yBXkMD3L95HcvnTse+E+fo+qRI+oLrk4L/lkijqorYnxwDqgqqt/Kjuvv/1G5qCFtPF0jKSCMrNR2OQ6wQ6fe11LQ1amkgOUrwviElKgY1aqlzvwNAclRMKWmqXyiv38GwpgLqq8ljxwPBOt//OABzujbAmQltkJvHBx/ALo+v+BhZPeLWFvjLrAVObbaCnIwUImOT0M/aHnGJqaWmVVdRhISEOKKKxe6NjkuGYT0tAEAtNSVkZecgKTWjRJpaaiXjLFcliSmpyOPzoa4kOChLTbkGAsJLHxQSFhUDrw9xGNC5HQ6unI2QyGjYOZ5Fbl4eZo4o+cD+3ou3SEnLwJDu1SNsXHXCqkBYh58RWufvn6y88ePHY82aNXjy5Ak6dOiA3r17o1GjRmWmDw4ORkZGBiwtLQWW5+TklJik7UcTFwD5rz2lpaXBysqq/AX4g+7dcseurRu57+vtd5V7Wzp16+HAibNIS03F4wd3sW39atjvOwzd+nrgs/ynWf3NLdBnwCAAQAPDRnj78gVuXruMydNn/38FqeZycnKwyNY2fxKkf0enV2WP79yE4/ZN3Pelm3aUazt8xoe+oRFGT50BAKjf0BChgd9w+6oLuvYd8FvyWtk8uXcTR3ds5r7bbtheru3wGR96BkYYOTm/7uo1NERYUADuXnVB5979EfDZDzddz2HjgZPV5knzozs3ccihSLvbXL5217JdkQsw/YZoaNQU00cOwrMHd9Gjv+Do3qysTDy+ewt/j59crr9VGdy75Y6dW37TeUK3Hg6eOIu0tFQ8vn8X29athsP+/PPEs8cP8eaVNw6eOPM7sl0pPL13E8d2buG+L1zvUK7tFOyvIyZPBwDUa2CIsKBvuH/NtdTO34e3rqFD996Qkqq6MR0f3L6BffaF7W71lp3/eRsxUd9xeLcD1m3fB6ky4lsyfv71Sd9BFujVP//6RN+gEd698sad61cw0XrWf888IYSUU9SnAGww/guySopo+fdfmHDCAdu7jCizA1iUdWuogTldC0ePrrjm+393xvYx0kRAXBo+RQt2eA5uroVGmopYdd0X0alZaKZVAzPN9BGXlo03YUn/198UhlH92mPfivHc94GzduDpmy/w8PZDm5FroKasgMkWXXBm63R0GrceMQkpQsxt9cHnM6gqKWLt9LEQFxdDE31dRMUl4tjl26V2/rrcfQqzlk1Qs0hMYFI55FWBsA4/I7TOX11dXfB4PAQE/Hg2yeLExPIjVRTtPM7JyRFIM2zYMHTq1AkeHh54+vQpDh06hMWLF2PcuHGlbjM9PR1AfugHTU1Ngd+Kx6eVlZX9Yf6eP3+Ot2/flugkHjp0KAYOHIgtW7aUsWbFMO3UBY2aFOYtJzsbAJAYHw819cInwgnx8dBv+OM4M5KSktDWyR9VbdDICJ/9fOF6/izmLl7Ovb5bt9ir43Xr1Uf0D16XripUVFQgLi6OuGKjD+Li4qCuXvqry+rq6r+UvqDjNzIyEocPHaoWo35bdzRDg8ZNuO+5Be0uIR4qRV71TkyIR70GZbc7FTV16OgKzqaqrVsPzx/nx39TVlUr13Yrs1amZmjQqEjd/Xu8SypWxqTEeOiWMrFRARVVdWgXq7vadevhxb919+nDWyQnJmD26MLOTD4/D6ccd+OGyznsPu32O4pTodp0NENDo6J1V3i8E6i7/9g+5BUVoaVTF9/DS77Z8fzhfWRnZaJLn7/+j5wLl2mnLmjUuMh54t96SyjtPGHwC+eJOoXniU9+vnA9dxZzlyzH25feiAwPg3nvrgLr2C2zRdMWJnDYf+g3lajitDQ1g34p+2tysf01OSEedX+wvyqrqqN23XoCy2rXrQfvxx4l0vp/eIvI0GDMWr7+/8q7sLXr1BmGjZty3wvaXWJCHFSLnCcT4+NRv4zrk6+f/JGYEI85U8Zyy/h5efB59wbXXM7D9d4z7v9D3XqCx8M69eojJpquT0pLX/DfuLg4aGgUHgPi4uNh+JNjQFVB9VZ+VHf/n7ycHMR8y5+sLOT1R+i2aY5ucyxxxnpZibTJ32NQQ1OwThU1NZD8PZb7HQBqaGpw/y5IE/bWF1Xd86B4fDpX2CkZm5b9f21PWkIMXRuo46R3iMByKXExTGynC7ub/ngRnAAACIxLh566Av421q6Snb9XH77Fi4+F/S7h0fnlSs/MxrfQaHwLjcaLDwHwubwJk4aYYesx9xLbiE1IQW5uHjRVBcNz1lSrgai4/Dr5HpcEaSlJKCnICoz+ralWA9/jql69FaWsqABxMTHEJgl2jMclJkNdufRRzRoqSpCQEIe4eGG0VT0dLcQmJCM7JxdSkoXdceHRcfB874ddttZ/pgDk/8L4ecLOwv9NaDF/lZWV0alTJ5w+fZrrfC2q6IRuRan++9ppTEzhCc3f379EOi0tLYwaNQp79+4VmEBOUlISQH78wQL6+vqQkpJCREQEdHV1BT5aWlr/qVwrVqzA5cuX4ebmBjc3Nxw6lH/zumPHDsybN+8/betPkJOXh7ZOHe6jW18PqmpqePOyMLZxWloq/H0/wug/vrLM5/O5m7VaWrWhpq6BsJAggTRhISHQrPXf6rQykpSUhJGREbyKxITm8/nwevECzZuXXm/NmzcXSA/kPywomr6g4zckJASOBw9CucikUlWZrJw8tLTrcB+denpQVlXDx9feXJr0tFR89fOBYZOyR9cbNmmOiFDB2Xwjw0KgoVkLAFBTq3a5tluZycrJo5Z2He6jrVsfyqpq8HkjWMZvfj5o2LjsMho0aY7IYnX3PSwE6v/WXaeef2HzodPY5OjEfVTUNDBg2Fgs2Vz+kZ/CJCsnDy2dOtynoN19KNY+vvj6wOAHdVdcRno6oiLCoVxKjNp716+gdYfOUFJW+S1lEAY5eXlo16nDfX50nmj8H88TjPGR/e95YuT4iXB0csbBE2e4DwBYz5mPhStW/74CVaDS9lelEvtrGr75/8L+GiZ4M/o9LJTbX4t6eOMK6jds9MOHP1WBnJw8auvU4T516+lBRVUNb18J7q+f/D4KPMQuqkXrNth7whm7j53mPg0bNUbXXn2x+9hpiIuLQ1OrNlTVNRBW7HgYHhqMmpp0fVKg6PWJtrY21NXVBdKkpqbiw4cPaN6ixR8oRcWjeis/qrvfiycmBknp0iefDPB8g0Y9BF8HN+rVCQH/xgiODQxFUmS0QBoZRQXUb2fMpanKMnLyEJGcyX2yy4ib+qs666tDUlwM9z4JhsmQEONBUlwM/GJvKvMZQ1V9OS41PZPr5P0WGo3MrJxS04nxeJD+t7+kuJzcPLz2C0a3doVvRvN4PHRra4Tn778BAF77BSM7Jxfd2zXm0hjo1oKuljqXpqqSkpRAY/26eP7ej1vG5/Px/IM/jA1LD2VqYqSPkMgY8PmFbTU4IgoaKkoCHb8A4Hr/GVSVFNGlddW8Z63u+LnZP/1UdkLr/AWA1atXg8/nY9iwYbh16xaCgoLw7ds3nDx5EiNGlB5zsm7dutzEbUFBQfDw8MCxY8cE0mzYsAGPHz9GaGgofHx84OXlBX39/FdEtLW1wePx4OHhgfj4eKSlpUFBQQGWlpbYtGkTXF1dERISAh8fHzg5OcHV1fU/lal27dowMDDgPvXq1ePyXatWyZs2YePxeBgyfDTOnDgKz8cPEfjtC7barYKaugY6FonBaDvbGpcvnuO+Hz2wB+/fvMb3yAgEfvvy7/dX6N67H7fdYWPGw+2CMx7dv4vwsFD8c2g/QoOD0HdA9ZgEady4cXBxccGVK1cQEBCA9Rs2ICMjA+aD88u3fMUK7Nq9m0s/ZvRoPHv2DCdOnkRgYCAOHDgAH19fjBw5EkB+x+/CRYvg6+uLTRs3gs/nIzY2FrGxsSVGt1d1PB4P/f8eiUtOx+D99BGCA75i76Y1UFFXR5tOXbh0a+fPwA3X89z3AcNG44vvR7icOo7I8FA8vnsTd6+5oe/gYf9pu1UZj8dDX4uRcD19HK+ePUJIwFcc2LIWymrqaN2xsIwbFs3ELbcL3Pd+Q0fhq99HuJ35B9/DQ/H03i3cd3dDr8F/AwAUlZRQp76+wEdcQgLKqqqoXUe3wsv5J5TWPvZszG8fbYu0jzXzZ+CGS2G7O7F/F3zevkZ0ZAT8P77HtpW2EBMTQ6cegjNnR4aFwu/9mxKhIKo6Ho+HISNG48w/R/Hs8UMEfi39PLFoljXcLhQ5T+wvcp74+gVH9+/Bu9ev0KNP/nlCVU0d9fUbCHwAoKZmLWjV1q7QMv4pPB4PfYeMgNuZf/Dq2SOEBn6F49b8/bVVx85cuo2LZuF2kf2179CR+Ob3EZf/3V+f3b+FB+5u6DloqMD209PS8OLxfXTtN6jCylRReDweBg8fhXMnjsLryUMEffuK7etXQ1VNA6ZmXbl0y+ZMx9VL+e1OTk4e9fQaCHykZWSgqKSMenoNuO0OHTUOVy8648mDu4gIC4XTkQMICw5Gb7o+KfX6hMfjYcyYMTh8+DA8PDzw5csXrFixAhoaGujerZtQyvgnUL2VH9Vd+ZhvtEUDs7ZQ09VB7aaGMN9oC4Ou7fHi37etJp5wgPlGWy79/V3H0KRvF/ScPwWahvoYsHoudFs3g8feE1yaezuPod+K2Wg+sCdqNzXExJPbkRgRhbdutyu6eBVCUVoCemryqKuSP4F8HRVZ6KnJQ0W2sANzUY+GmNS+5LVsX6OaeBYYh5SsXIHl6Tl5eBeehKmm9dC8dg1oKkqjl2FN9DTUwLOAsufXqErkZKSwbpYF2jbTQ10tNZgY6eLQ6knQrqmCS3cKH7rePLgQ00d0577vOnULk4d0wbiBHdCovhb2LhsHeVlpnLj8BACQnJqB426PsXXBCHRp3QgmRro4vNYSnu++4sWH//bGd2U0cVBPXLzzBG73PfEtNBJrHc8gIzMbQ/594LJk13FsdyrsPxrZtwuSUtOw8eg5BIVH4eHLDzh06QZG9esqsF0+nw/X+89g3tUUEuLiFVkk8otYXt5PP5Wd0MI+APmTqrm4uODgwYPYsmULoqOjoaqqiiZNmmDNmjWlriMpKQkHBwesWbMGgwYNQrNmzTB37lzMmTOHS8Pn82FnZ4fv379DQUEBZmZmWLp0KQBAU1MTs2fPhoODA5YuXQpzc3Ns3rwZc+fOhaqqKhwdHREWFgZFRUU0btwY1tbVf9j98LETkJmZgZ1bNiA1NQVNmxtj4/Y9AvHyIsPDkJSYyH1PTEjAtnWrEB8XCzl5Beg1aIiNO/aiVdv2XBqLEaORnZWFg7u3IyU5CfoNDLB51z7U1qmD6qBvnz5ISEjA/gMHEBsbC0NDQ+zfv5+bnOJ7ZCTEijweNjY2xqaNG7F33z7s2bMHdevWxc4dO9CwQf4NaXR0NDw8PAAAw4s9/Dhy+DDatGmD6mTwyPHIzMiEo8NGpKemolGzFli+ZZdAzMqoiHCkJCVy3xs0aoxF67bi9OH9uHjyKGpq1cbEmfNh1qvvf9puVTdwxDhkZWbgyI5NSE9NhUHTFliy+cd1p9+oMeat3YpzR/bD1ekoNLRqY9z0eejUo28pf6H6Mh81HlmZmXC034i0f9vHiq27BI53UeHhSC5Sd3Ex0di5bgVSkpNQQ0kFjZq1wMb9x0qM7r1/4yrUNGqiRRvBGcyrgxFjJyAzIwM7NxeeJzbtKHmeKFpviQkJ2GqXf56QV1BAff2G2LRT8DwhCgaMGIeszEwc27n53/21OWw37RTYX6Mjw5CSnMh91zdsjLlrtuDc0QNwO3UMGrW0MHb6XHQstr8+97gDxhhMuws+iKguho6egMyMTOzZthFpqSlo3MwYdva7Bdrd9wjBdvcrBg8fjezsbBzZuwMpyUmo38AA63bsg5a2zm8ugXD87usTAJg0cSIyMjJgt24dUlJSYGJigv3790O6jNjKVRHVW/lR3ZWPYk01TDq5HTW0NJCRlILw9/7Y02c8/O7md6Sp1tUGKzKDfIDnaxwdPQeD1i/A4I2LEP0lCAfNpyHC5zOX5vbWg5CWl8WYQ5sgp1wDX594Y0/fCcjNyqrw8lWE9vVUsbBH4Zsvy3rnT/ju5B2CU96hAAANBekSo3h1lGXRtLYSll75WOp2N93+BMv2uljc0wCKMhKITsnCP14huOZT9cMDAUAenw/DeloYO7Aj1JUVEJeUhlc+gehmuQm+ARFcOr06NaGuXDjB2YXb3lBXUcSq6eaopaaEd59CMWDmDkQXmQRuof1Z8PkM5+xnQFpKEneefcTsTU4VWr4/pV+nNohPTsUe5yuITUhGo/o6cFxlA3Xl/FAYkTHxAsc6LXVVHF5lg83HL8B8nh00VZUxdkB3TBkieD3n+d4fkTHxsOjRsULLQ35ddQj7wGPVYdq6aig4rvRZNsnPacrR07Ly+pxQ+V9XqIxy8ugwWl5SElX0/blKQEmajnXlFZVavd6mqEjKMkIdN1Cl1VGkuiOkqpgrZ/TzRKRUgftOCzsLVdaDw0eFnYUqK+P0+J8nIiWIN+4q7CxUCbVHHPhpmohz0ysgJ+VHV6GEEEIIIYQQQgghhBBSTHUY+Uudv4QQQgghhBBCCCGEEFJMXhWY0O1nqPOXEEIIIYQQQgghhBBCiqGRv4QQQgghhBBCCCGEEFINUecvIYQQQgghhBBCCCGEVEP8HAr7QAghhBBCCCGEEEIIIdUOjfwlhBBCCCGEEEIIIYSQaoifmyPsLPzfqPOXEEIIIYQQQgghhBBCiqGRv4QQQgghhBBCCCGEEFINCbvz19raGv7+/oiLi4OSkhJMTU2xcOFCaGpq/vI2qPOXEEIIIYQQQgghhBBCiskT8oRv7du3h7W1NTQ0NBAVFYWtW7dizpw5cHZ2/uVtUOcvIYQQQgghhBBCCCGEFCPskb8TJ07k/q2trY2pU6di5syZyMnJgaSk5C9tgzp/CSGEEEIIIYQQQgghpBhhd/4WlZiYiKtXr8LExOSXO34B6vwlhBBCCCGEEEIIIYSQEvi5Pw/7kJ2djexswXRSUlKQkpL6LXnYtm0bTp8+jYyMDBgbG+PgwYP/aX0eY4z9lpwQQgghhBBCCCGEEEKICNmzZw/27t0rsGzWrFmYPXt2qent7e1x+PDhH27T3d0d+vr6AID4+HgkJSUhIiICe/fuhaKiIhwdHcHj8X4pf9T5SwghhBBCCCGEEEIIIeXwX0f+xsfHIyEh4YfbrFOnTqnrf//+HV26dIGzszNMTEx+KX8U9oEQQgghhBBCCCGEEELK4b+GeFBVVYWqqmq5/hafzweAEp3NP0Kdv4QQQgghhBBCCCGEEFKJvHv3Dh8+fECrVq1Qo0YNhISEYNeuXahbt+4vj/oFqPOXEEIIIYQQQgghhBBCKhUZGRncvn0be/bsQXp6OjQ0NGBmZoYZM2b8p5HGFPOXEEIIIYQQQgghhBBCqiExYWeAEEIIIYQQQgghhBBCyO9Hnb+EEEIIIYQQQgghhBBSDVHnLyGEEEIIIYQQQgghhFRD1PlLCCGEEEIIIYQQQggh1RB1/hJCCCGEEEIIIYQQQkg1RJ2/hBBCCPkljDFhZ4EQQv44OtYRQgghpDqhzl9CCKlinJyckJaWJuxsVDlbtmyBtbU13dSXwz///AMA4PF4ws0IIYT8YXw+nzvW5ebmCjk3VQ+dY4mwUNv77zIyMoSdBUJIBaHOX0Inyv9D8bqjuvw1ReuJz+cLMSdVz5cvX7BhwwasX78e6enpws5OlZGdnQ01NTVER0dj2bJltK/+B35+fti8eTMWLFgg7KxUSaUd46j9/Ro6P5QPta/ye/r0KaKjowEADg4OsLe3F3KOqo6CdlfQcR4aGkpt8RdRPZVfVFQUgoKCkJqaSg+o/6PLly9jzZo1iIqKEnZWqpzk5GTExMQIOxuE/Cc8Rmcbkcbn8yEmVvgMgDEGHo9XYjkpqWgdRUREoEaNGlBQUBByriq/gjYG5I8m1NbWRpcuXSAlJSXknFUdL168wIwZM9CzZ0+sWrUKcnJyws5SlZCZmQlXV1dcvnwZurq62LJli7CzVCXw+Xw8ffoUCxcuRKdOneDg4CDsLFUZRc8THz58gKysLBQUFFCrVi06z/5E0fr59OkTlJSUICUlBVVVVYHzCBFU/NqEz+dDWloaGhoaAEB19wPp6ekwNzeHrKwsmjRpglu3bsHZ2RkNGzYUdtYqveL3D8eOHYOXlxcOHjxI7e0/OHToEHg8HqZOnSrsrFQJly9fxvHjx5GcnIzs7Gxs27YNpqamws5WlXDp0iWsX78es2bNwpAhQ6CqqirsLFUZ169fh7OzM8LDw6GtrQ07OzvUr19f2Nki5KckhJ0BIlwFNwgnT56Er68vFBQUMHjwYDRr1oxuTH+ioG527NiBBw8eICkpCePHj0f37t3pBFCGom0qOTkZZ86cgZiYGKSkpNChQwdISkoKOYdVQ9u2bbFv3z5Mnz4dAKgD+CcK2p2MjAx0dHTQpEkTXLhwAbKysli9ejXdmP6EmJgYOnXqBHt7eyxYsAALFiygDuBfVHC8s7e3h4uLC6SlpaGgoIBVq1ahTZs2dJ79gYJ6cXBwwNWrV8Hj8WBgYABra2uYmJhQJ2YpGGNcve3atQuenp4ICQlBs2bN0KJFC8yYMYPq7Afk5OTg7u6Otm3bIjg4GLt376aO31+wfft2KCsrY+LEiVz7y8jIQMOGDcHj8Whf/UVZWVl49uwZ2rVrJ+ysVAmurq6ws7PD4sWL0aJFC+zbtw8bNmzAlStX6Lz6E1+/fsXBgwexYsUKDB06FKmpqQgNDYWYmBiUlJRoMNMPXLp0CRs2bMCMGTOgp6eHTZs2YdeuXdi5c6ews0bIT9GRUUQVfZVy586d2L9/PzIyMvDx40dYWlri2bNnEBMTo1cuf+LGjRu4cuUKpk+fjj59+sDFxQVHjx7Fp0+fhJ21SqngYmzz5s1YtGgRtLS0kJiYiOXLl+PZs2fIyckRcg6rBsYY2rVrh4MHD+LWrVuws7OjEBA/UNDuNm3ahB07diAtLQ26urq4ffs2hYD4RTweDx07doSDgwMeP35MISB+omibev/+Pdzd3bF7924sXboUzZo1w8SJE+Hp6Unn2WIYYwJ19/z5c1y5cgWbNm3ClClTICcnB1tbW3h7e3OdSqRQQQfb3r17cebMGcyePRsnTpyAgoICdu/ejS9fvgg5h5VT0X0wLi4OkpKSUFVVxZ49exAWFsb9Ru2tpPT0dPj4+ODOnTs4f/48dx0XExNTIgwEEVT82C8tLQ1DQ0O8efMGubm5yMvLE1LOKr/Xr1/j4MGDWLNmDUaOHAkjIyMMHz4cLVq0wOfPnxEVFYXU1FRhZ7PSSktLQ82aNTF06FB8+vQJkyZNgpWVFSwsLLB8+XK8efNG2FmslJ4/f469e/di3bp1mDJlCrp3744pU6ZAR0cHERERyM3NpTjxpFKjzl8RVfSVQB6PB0dHR+zatQv29vbo06cPpkyZQh3ApSheFzweD6NHj0a/fv2wbNkyTJ06Fb6+vjhx4gR1AJfB1dUVFy9exJw5c+Dg4IDr16+jcePGWLJkCZ4+fYrs7GxhZ7HSKa3dAfkjgKkDuGxFb5yePHmCy5cvY8WKFdi8eTMuXbqEiRMn4uPHj1i+fLkQc1k5lXbcFxMTQ7t27WBvb49Hjx5RB/APFOyjTk5OePz4MYYPH47WrVujd+/emDNnDoYMGYIpU6ZQB3AxPB6Pqzs3Nzc8ffoUEyZMgKmpKcaMGYPJkyejefPmWLJkCV6+fMm9Zk4KxcfH49WrV9i0aRM6duyIyMhIPHjwAOvWrUPDhg3pHFtM0dH3r1+/hpKSEry8vHDlyhVkZGRgzpw5XAdwQdukB9X5GGOQk5PD9u3bUbt2bbi5ueHixYsA8kex/qgThDrSC+/Fnj9/znUcKSgoID09HRISEhAXFxdyDiuvlJQUmJubo3v37tyyEydO4N69e5gxYwZGjRqF3bt3Iy4uToi5rLwSEhIQGRmJb9++Yfny5TAxMcG2bduwePFi5OTkwN7eHoGBgcLOZqUTGhqKYcOGCbQ7d3d3XL9+HcOGDcOoUaNw8uRJZGVlCTGXhJSNOn9F2O3bt9G9e3fcvHkTioqKAAAdHR3Y2Nhg6NChmDZtGndjShdpgq9TXrhwAfb29rhx4wYkJAqjp5ibm2P8+PHw9/eHk5MTfHx8hJXdSismJgZGRkYwMDCAmpoa1NTUcOjQIRgZGcHOzg7Pnj2jm9Miit6YXr16FYcPH4a9vT3i4+MBAO3atcOBAwdw69YtrFu3jjqAASxfvhw+Pj4QFxfnOoDj4uIgLS2NBg0aAACkpKQwatQodOnSBe7u7li3bh0d5/5VtM25u7vjyJEj2LVrFxISEiAlJQUzMzM4ODhQB3Ax48aNw7Fjx7jvcXFxePjwIfbs2cPdgDLGoKmpidmzZ8PCwgLTpk3Dw4cPRf4VVUtLS5w7d477HhwcjEuXLuHUqVMCM5E3bdoUlpaWMDY2xrJly7iH1KKs+HFLTEwMYWFhqF27Njw8PDBnzhwsWrQIw4YNQ3Z2Ni5cuIAPHz4IKbeVS9Fj3fbt27F+/Xrcvn0bKSkpUFBQwNGjR5GZmYl58+YhODgY2dnZWLBgAQ4ePCjknFcOBQ9flJSUsGrVKmhra8PV1RWXLl2ChIQE1NTU8PXrV3z79g2BgYEIDg6Gl5cXcnJyRHo0cNEHVt7e3pg2bRrGjh2LHj16wNvbG2/fvsXu3bvx8uVLBAQE0DVxKbp06QILCwvu/nXdunX48uUL9u7diytXrsDS0hI3btxAUFCQcDNaSeno6EBFRQUPHz5ErVq1MG3aNDRp0gQWFhYYN24c0tLS8O3bN2Fns9IZMmQIBg4cCFlZWQDAggULEBgYiDVr1uDUqVMwNDTEpUuXaCI4UmmJ9hWziNPW1saAAQMQGhqKxMREAPk3ETVr1uRuTCdNmoQPHz6I9EUakH+hVlAHO3bswMaNG/Hu3Ts8fPgQ586dw/v377m05ubmmDBhAp48eYInT54IK8uVTsENakZGBsLDwyEhIQEej8c9HZ0wYQIiIiKwfv16CgFRRNGYoVu3bsXLly/x7NkzjBw5khsp3b59exw8eBB3797FggULRPqJc3h4OIKCgjBjxgx8+vSJGzmjra0NOTk5gQcyioqKGD58OBQUFODq6op9+/YJK9uVSvE29+TJEzx//hwDBw7Eu3fvwOPxYGZmhu3bt+Pp06eYMmWKkHMsfHl5eZg8eTLGjh3LLVNTU8PcuXPRr18/XLx4EX5+flyogoIO4G7duuHQoUMARHckXGpqKgYOHIghQ4Zwy3R1dWFpaYkWLVrg/PnzAm/SNGnSBJMnT0bdunXh7OwsjCxXGkWvTVJTU8EYg5SUFOrWrYvTp0/D1tYWtra2GDVqFID84+OTJ08QHR0tzGxXGgXHut27d+PixYtYuHAhevbsyXUoaWpq4vjx40hPT8eoUaMwbNgw+Pj4wNraWpjZrhQKjlcFA0SUlJSwcuVK1K5dG+fPn8f169exfft2LFy4EOPGjcPw4cMxduxYHD58WGDQhKiJiori2p2npye0tLTg4eGBEydOYNGiRejVqxdyc3Ph4uKCpUuXwtzcHH369MGuXbuEnHPhK/6Wh6amJoD8UeY9evTAhQsX0Lp1aygoKGDs2LHIy8uDn5+fMLJa6RSvuwYNGqBevXrYunUrXr16JXDPZWpqCjExMRrA9K+idSchIYE6deoAyB99bmZmBmdnZ3Tp0gX169fH/PnzERgYCF9fX2Fll5AfY0Qk5OXllbrcz8+PWVlZsbZt2zJfX1/GGGN8Pp8xxlhkZCRzdHRkOTk5FZbPyu7Tp09s/fr17N27d4wxxu7cucMmTJjArKysuGUFHj58yHJzc4WRzUqhrDYXGRnJzMzM2IoVKwSWe3l5sU2bNnHt0cPDg2VnZ1dEViu9U6dOMTMzM24fffr0KTM0NGTdunVjDx48YFlZWYwxxh4/fswmTpxYZt2LCn9/fzZz5kzWqVMn5u/vzxhj7Pv372zQoEFs1qxZ7OvXr1zar1+/spkzZ7Lr16+LfL0VderUKdapUyf28eNHxlj+sc7Q0JB16tSJPX/+nDGWf664c+cOs7S0pLor4uDBgwLHNz8/PzZ9+nTWsWPHEufZ+Ph4qrsiDh8+zLZs2cJ9f/ToEZs8eTIbNmwY+/Tpk0DagIAAka67omU/cOAAW7ZsGXdsO3PmDDM0NGQLFizg0iUnJ7OpU6eycePGifS1SXEBAQGsf//+7NGjR4wxxuLi4piPjw87fPgwu3nzJpfu0KFD7OTJk9w1sShfGxdte5mZmQJ1ER8fzxYuXMgsLCzYpk2bWGJiIktJSWFBQUEsLi6Oa3sFx0BR4u3tzUaOHMlev37NNm7cyExMTNj3798F0nz//p0NHjyYvXr1imVmZjJvb292584dkW5vjAm2lzt37nD7a1kCAwPZsGHD2LNnz/501iq94nX34MED7vvs2bOZoaEhc3R0ZMnJyYwxxlJTU9nYsWPZpUuXKjqrldqjR4/Yly9fBJYVvwb5+PEjGzZsGPPz86vIrBHyy3iMiehQExFS9LW2jx8/csubNm0KAPD398fevXvx9u1bHD58GEZGRiVm5s3NzRXpJ/UAcOfOHdjZ2UFFRQWHDx/mnjjfuXMHZ86cgbS0NGbOnIlmzZoJrJeXlydycbuKtjk3Nzf4+flBTEwMRkZGGDRoEC5cuIBjx46hcePGWLBgAVJSUmBvb4969eph+fLlsLGxwe3bt3HkyBF06tRJyKWpeEXbTFZWFg4cOIA6depg6NChuHPnDpYuXYply5bh1q1b+PLlC1avXo327dtDWlqa20bR/weiouhxy9/fH3v27MG7d++445qvry+mTp2Kpk2bokOHDjA0NISjoyMUFRWxa9cu8Hg8kdxfAcE2l56ejr1798LQ0BCDBw/GvXv3sGjRIixYsADPnj3Dhw8fsH37drRu3VpgG6LY5oCS5b5w4QJWrlyJSZMmYfHixQAKz7MF7bFRo0Y/3IaoKFrurKwsHD58GEeOHMHUqVMxc+ZMAMDDhw9x+vRpJCUlYf369WjYsGGZ2xBF9vb2cHNzw9y5c2FmZsZdm+zbtw/79+9H9+7dwefzkZSUhKSkJLi4uEBSUlLk661AVFQUrK2tMXLkSOjr6+PSpUv4+PEjeDweAgICsHr1agwbNkxgHVE9TwCC+9uxY8fw9u1bhIWFYejQoTA1NYWenh4SEhJgZ2eHyMhIDB06FEOGDBG4hxDV+nvx4gX++ecf+Pv7Iy0tDRcvXkSdOnVK7IujRo1Cx44dMWvWLIH1RbXeitaPj48P5s+fj/r168PKygomJiYABOsmOzsbc+bMQWZmJo4cOSKSdVagrLqbMmUKWrduzdXV69ev0bp1azRo0ADv3r1DQkICF75FVBWtu5cvX2L58uVo164dpk6dyo3+LZqmoC7z8vJw8OBBOr+SSolaZTXHisSp3blzJxYuXAgbGxvMnz+fe8W5UaNGmDVrFlq2bAkrKyu8f/++RJgHUTz4F7zmUfB8RFJSEs2bN0dISAgiIiK4dL169cKYMWOQm5uL9evXl4iRJIoXHQVtbuvWrdi+fTtSU1ORm5sLW1tb/PPPPxgwYABmzpwJHx8fDBw4EFZWVoiLi8P8+fMB5L+COXDgQGhrawuzGELB5/O5NvP8+XNISUmhW7duMDMzw7dv37B9+3bY2NhwYVkiIiIwe/bsEq9nidpFR0HHb8H+2qhRI8yePRvNmjXjJmJs3Lgxjh49CikpKZw5cwarV69GdnY2HBwcuNiFori/Msa4cr958wbS0tLo1asX2rVrh69fv2Lr1q2YP38+xowZgyFDhiA6Ohrjxo0r8VqbqLU5QPDCPzQ0FFlZWRg2bBi2bduGU6dOYdOmTQAKz7MmJiYwNzdHcHCwwHZEve5iYmIgLS2NCRMmYM6cOTh+/Dj27NkDID+245gxY6CiooLp06cjNDRUYDuiWHcFXr58ievXr2Pnzp34+++/oampyR0DZ86ciW3btqF27dpQUVFBz5494erqCklJSeTm5opkvZU2OaCUlBTq1KmDCxcuYNy4cVBQUMDChQtx5swZtG/fvtQJo0TxPFGgoN04ODjg0KFDaNmyJUxNTXHp0iXs2bMHnz59goqKChcD+MiRI/Dw8BDYhqjWX9u2baGnp4eIiAjUqVMH379/B1AYOqOgfWppaZU62ZYo1lvR+9hdu3ZxseGfPHmCffv2wdvbG0B+3aSnp+P8+fOYPXs2wsPDcejQIYG5H0TNj+ru4MGD8PLygpSUFA4cOIDp06dDXl4ePj4+qF+/Pi5evAgJCQmqOwBHjhzBvXv3kJaWBjc3Nxw5coS7hhMTE0N6ejrc3d1hY2ODsLAw7Nu3jybyJZWXMIYbk4q3d+9eZmpqyl68eMFiY2PZ+vXrmaGhIdu2bRuXxs/Pj40dO5ZZWVkJMaeVj4eHB/dvLy8vZmlpyQYMGMDevHkjkO7q1atsw4YNIv0aalGPHj1i3bp1Y69evWKMMXbz5k1mZGTEzp49K5Du+fPn7N27d9yrgBkZGRWe18ri7t27zNLSkjHG2IYNG9igQYNYUlIS9/vNmzfZsGHDWFhYGGMsP/yDg4MDs7e3F+lXAovuc7GxsSwwMJD7HhISwqysrFjHjh25EAYpKSksISGBBQcHc+uKav15eHiwCRMmMMYY27hxI/v777+5V/8YY8zd3Z2NHDmSRUVFMcby29z69evZvn37RLbOChRtd7t27WJWVlbs2bNnLC8vj2VnZ7PLly+zJk2asI0bN3Lp3r9/zxwcHET+tfuidbdnzx42e/Zs9uHDB8ZY/mv3R44cYa1atWK7d+/m0t26dYtt3rxZ5OuuqNu3b7O//vqLpaSkcHVa8IpvWfUkqvVXtM19/fqVBQYGssjISMYYYzExMezt27clwncNHz6cHTt2rELzWRW4u7uzXr16cfusp6cnMzIyYgMGDGAzZ87kXo2OjY1lu3btEtk2V1RB+7tz5w67fv06mz17Nhs3bhx7+PBhibS7du1is2fPZoyJZniM0pw4cYK1bNmSeXt7s5CQEHbnzh02YMAANmPGDObt7c2l27dvH1u0aBGFZyniR3Xn6enJpePz+QL7KtUdY46OjszExIR5eHiwd+/esV27drHevXuz1atXs+DgYMYYY0lJSWz58uVs9uzZ1O5IpUedvyLg8+fPzNLSkj1+/JgxxtiDBw9Y69at2aJFi1jjxo2Zg4MDlzYoKIg6L4v4/PkzMzQ0ZEuXLuWWPXv2jM2cOZOZm5uzt2/flrqeKNZh8TJfvHiR68i8desWMzY2Zs7Ozoyx/NiDRS/WCojyDQKfz2cvXrxgbdq0Yf369WMtW7bk4jcWXPyfOHGCtW3blvn5+bHv378zKysrtnnzZm4bolh/RW+Mdu3axYYPH85MTEzY9OnT2bFjxxifz+fi+nbq1KnUOFyiuL8ylt9e7t69y7p168b69OnDWrVqxYKCggTSnDx5kjVv3pyFhoay6OhoZmVlxezs7LjfRfECt/jNuL29PTM1NWW3bt1icXFxAr+5urqypk2bCuynBURxfy2+r23dupV17NiRXblyhcXExHDLExMT2eHDh1mrVq3Ynj17SmxHFOuuNNevX2fNmzdn4eHhjDEm0AH8+PHjEvEJRVXRfXb37t2sb9++rFevXszU1FQg/iVjjKWlpbGgoCA2efJkNnjwYJE8xv3Mo0eP2M6dOxlj+Q+t27Rpw86dO8cuXLjATExMBB7mFKB9VpCXlxebPn06GzdunED82jt37jBvb2+Rjo1cmnnz5rFFixYJLHv06BEzMzNjlpaWAvcUBcdBanP5flZ3L168KLGOqLc7Pp/PMjIy2NixY9n27dsFfjt+/Dhr3749W7VqFXfNnJqaSu2OVAmi986XCNLS0kLnzp1hYmICb29vrFq1CvPnz8emTZvQt29fHDp0CGvWrAGQP8M2vapQqG7dutiyZQtu3ryJlStXAsifBXX06NHQ0dGBnZ0dXr58WWI9UXydsqDMrq6u8Pf3h5KSEuTl5eHm5obFixfD1tYWI0aMAJD/quqVK1cQExMjsA1RfKWtAI/HQ5s2bWBqaoqAgAA0btwY+vr6AApDj4wfPx5169bF8OHDMWrUKERGRnKhMgDRrL+CEDX79+/H2bNnYWVlhevXryMlJQWnTp1CQEAA9PX1YWNjgxYtWsDc3BwhISEC2xDF/RXIby89evRA8+bNERQUBENDQ+jq6gIAN/Pz8OHD0aRJE/Tu3RujR49GeHg4lixZwm1D1EICxcfHC4RF8vb2xrVr13Dw4EH07t0bCgoKiIyMxJMnTxAaGgpzc3OsX78ex48fh5OTk8C2RG1/TUtLE9jXnj59iitXrmD//v0YOHAgVFVVERcXhw8fPiAvLw9TpkzB9OnTsXfvXly8eFFgW6JWd0WvyViRqToKzhMHDx5EeHi4QOxBR0dH3L9/v8LzWtnw+Xxun92zZw+cnZ2xZMkSODk5wdjYGPPmzYOrqyuA/Lp1dXWFnZ0dsrKycOHCBZF+9RkQbG8F2rVrh7FjxyIpKQmHDx/GlClTMHz4cJibm6NWrVr4+PEjbt++LbC+qO2zZSmoj7Zt22LSpEmoUaMG9u3bh5MnT2Lq1KnYvHkzWrVqBXFxcYG2K6oK6ktaWhqZmZkA8vdpxhjMzMwwYcIEvH79GmfOnMGbN28AFIbREPU296t1d/bsWbx7905gXVFvdzweD1JSUpCSkuLqLjc3FwAwceJEdOnSBTdv3oSTkxNCQ0MhLy9P7Y5UCaJ11yYCSpvAQ0FBASNGjICMjAxu3bqFjh07YsiQIRAXF0ft2rXRoUMHBAUFCawrqp0hxUlLS6Nv374QExPDihUrAADr1q1Dhw4dwOPxsH//fly6dKnExEeiJDs7G1JSUgCAo0eP4vjx4zh27BiUlZXh6+uL+/fvY+HChRg1ahQAICMjA2fOnEGtWrWgrq4uzKxXSr169YKZmRl27twJa2trbtKArKwsSEtL48KFC7hz5w74fD569uwJcXFxkZ6QkTGGuLg4PH78GHZ2dujevTueP3+ODx8+YPny5dDX1wefz4eBgQFmzZqF+vXri2Qs6dIwxpCbm4suXbqgVatWOH36NKZMmYIjR45AUlIS2dnZkJaWxsmTJ3Hv3j3k5eWhT58+Itvm1q5di9DQUBw5coRbxuPxoKysDDk5Ofj7++PKlSu4ffs2GGOQkZHB7t27MXjwYKipqaF9+/ZCzL1wrVy5EsnJydi1axcXnzszMxO1a9eGrq4u/P39cfPmTVy7dg18Ph96enpYv349hg4dCk1NTfTt21fYRRAaViT24Pnz5xESEgJZWVmMHz8e9erVw6BBg+Du7o6NGzdi+PDhyM7OhrOzM1JSUmBpaSnk3AvP8+fP0b59e67ufH198eLFC2zZsgWdOnXCvXv38PLlS7Rs2RIrVqwAj8eDubk5+vXrB01NTXTr1k1kj3UFisflTk1NRb169SApKQk1NTV8+/YNkZGRMDIyAgB8//4dRkZGMDMzw6BBgwBQJ1JxBXMTFDzwl5CQwMWLF3HhwgVoamrixo0bXBpRvBdjxSYcL/h3y5YtsWrVKnh6esLU1JT7XUFBAS1btkRAQADc3d1hYmJSYhui4v+pu2vXrqFFixZUd0WIiYmhfv36cHd3h6WlJTQ1NbljYu3ataGvrw9vb2/o6upi3LhxIlt3pIqpsDHG5I8r+jrl/fv3mZOTEzt79iz79u0bY4yxzMxMNmbMGDZ//nzGWH5s1ZkzZ7Jr166Vug1RdfToUWZvby+wLDMzk4vfuG7dOm75+/fvRbbObGxsuHh5jDH27ds3tn79enbr1i1u2enTp5mhoSHbuXMn8/DwYF5eXmzSpEls0KBB3KuUovxqUfG2U/T10ufPnzNTU9MSMbgfPHggsB69XpQfb8vCwoLFxcWxu3fvMmNjY3bmzBnGWP6+e+nSJe44WEBU6614myu6/927d4/17NmTC9dS4PHjxyw7O5v7Lqp19/37d64eUlJSGGOMvXv3jnXr1o2NHTuWGRsbs+XLl7OrV68yb29v1rdvX3b37l2BbYjiK+R8Pp99/PiRq7usrCzGWP5rz4aGhmzq1Kmsbdu2bMmSJczFxYXduHGDde3atURoIFGtuwK7du1iLVq0YDNmzGBNmjRhw4cPZz4+Powxxtzc3JiVlRVr3LgxGzJkCJs6dSpX36K4vzo6OrJ+/foxFxcXbllQUBA7ceIE4/P5zNPTk3Xs2JE5OTkxxhibNGkSa9WqFTt16pTAdkT1+o4xwba3c+dO9vfffzMTExNmZWXF9u3bx7KyslhISAgbNmwYW7NmDfPw8GBTp05lVlZW3LqiWH+/Wuai9ZuWlsbi4+NFfg6ConUXEhLCPn36xNLS0rhlS5cuZSYmJuzOnTssIiKCpaSkMGtra+bm5sYuXbrEDA0NWWhoqDCyLnRUd+VXtO7i4uJYdHS0wHlz6NChrH///iwgIIAlJyez3NxcNmvWLPbgwQO2bt06ZmZmJtLz1ZCqRTQfZVdTBU+It27dilu3bkFLSws1atSAnZ0dTp48idatW8Pc3ByrVq1Ceno6oqKiuJFcAET2KXNRWVlZSE9Ph5OTE+Tk5DB9+nQA+SOA+/TpA09PT5w6dQpJSUnYtm0bmjVrBqD0EdfV2ezZsxEQEABVVVUAgJeXFyZMmAAlJSWBp8qjR49Geno67ty5g6NHj6Jx48ZQUlISmEVWVF+PKdpmTp48CT8/PwQGBsLCwgKtWrVCu3btsHPnTsybNw+TJ0/GvHnzsGPHDuTm5qJz587cdkSt/lgZT9ZTU1Oxfv16PHnyBIsWLeJGmoeFheHq1atQUVGBnp4el17U6g0QbHOnTp2Cj48PwsLCMGDAAHTp0gXdu3eHmJgYNm3ahHHjxsHOzg7r1q2DmJgYOnbsyG1HFOsOADQ1NQEAbm5uWLt2Ldzd3dG8eXNs2bIFnz9/xuTJk9GmTRvIy8sjMzMTMjIyJV6ZFsURhDweD02aNAEAXLp0CXv27IGbmxvatm0LR0dHvHv3DkOHDkW7du2grKyM1NRUHDx4EFlZWQLbEdW6A/KPY/7+/jh58iSaN2+OlJQUjB49GqtXr8aqVaswePBgDB48GMHBwahRowaUlZXB4/FEdtTqwIED8eHDB7i4uIAxBgsLC+jq6mLQoEHg8XhwcXFBjx49uPOEpqYmatasievXr2P06NFcvYvSdV1xBXVw4MABODs7Y9OmTWjatCkWLlyIS5cuoWfPnjAwMEDv3r3h7u6OBw8eQEdHB8ePHxfZkavh4eHcm0X//PMPWrdujaZNm5aatuh1jIyMDOTk5ADkn6dFcZ8ten2yc+dOeHh4ICAgAJ06dUKHDh0wduxYrF+/HjIyMli4cCHU1dXBGIOkpCT++usvfPz4Ebq6upCWlhZySSoe1V35Fa27vXv3wtPTE/7+/hg0aBA6deqEHj16YN++fZg7dy5Gjx4NTU1N5OTkIDs7G127dkVmZiY8PT1FOjQQqVpE7+xSzV25coWLode8eXO4urri/v37iIyMBAD06dMHYmJiePToEVq1agVbW1uR7oQr3pEkLS2NkSNHQl5eHvv27QOfz8fMmTO533R1ddG5c2ckJCSIbJiMyMhIfP78GUuWLIGUlBTu3r2Lnj17ciEK3r9/j7Zt20JBQQEAMGXKFFhYWCAxMRGKiopQV1cX6ZvSAgVtZtu2bbh48SKGDBmC2rVr49ChQzAyMoKlpSXatm2LAwcOYMGCBVi4cCGUlZXh5OTExZUStdeLioYYiYiI4Do4atSoARsbG6xcuRJmZmYYPXo0+Hw+MjMzsXXrVgAQ6DAXVcXbXL9+/aClpYXt27fj5cuXsLS0RNeuXSElJYWNGzdyr7k5OTkJvKoq6oyNjWFoaIixY8fi1KlTaNOmDUxMTCAhIYHs7GzEx8dj8eLFkJCQQLdu3YSd3Uqldu3aUFVVxcSJE3HixAl06dIFpqamkJKSQk5ODlJTUzFv3jzIyMiIdJiMoo4fP46LFy9CXV0dWlpaAABFRUWcPHkS48ePx/r162FrawsTExMuZjcg2p1IWlpaWLFiBezs7LgO4KFDh3IPF758+YLu3btzYR1SUlKwceNGtGjRgo51/2KMISEhAU+ePMHq1avRtWtXeHp64t27d1i2bBkMDAwA5F/jDR48GGlpaahbty7ExMRE8vrO19cXFhYWOHToEB4/fowrV67g/PnzP12vaCd5Tk4OJCUl/3RWK6WiHXDnz5/Hxo0boa+vj7Vr1+LEiRNITU2FtbU1Vq1ahZ49eyIxMRG5ubno378/xMXFcePGDSgoKIhkBybV3X9XcIwv2ml+7tw5rFy5ErKysnB0dMSHDx+QlZWFv/76C2fPnsX58+eRkpICMTExjBs3DgDw7NkzqKmpiVQ/AKnihDDamPxBu3fvZuvXr2eMMXbr1i1mbGzMzp07xxjLf021YDbtoq840OtFjMXGxgrM0h4bG8uOHDnCWrduzfbt28cYy6+/uXPnsosXL5a6DVERFxfHpk6dymxtbdnChQtZ9+7dubrbuHEja9KkCXN1dWWZmZllbkMU660079+/Zz169GAvX77klt27d49NnjyZzZ8/n9tfMzMz2cePH0X2lUAnJyeBECM7d+5k/fv3Z/369WNbt25lISEhjLH816INDQ3ZrFmzmI2NDRs7diwbMGCASL/+XFxBmIJXr15xyzw8PNiQIUPYsmXLWEZGBsvLy2Pp6ens3bt3ItvmfiYkJISNGTOGde3alWubmZmZbO/evWzcuHFs2LBh1O5Kwefzmbe3Nxs2bBgbOHAgS0pKYowxlp6ezvbs2cNGjRrFhg4dSnVXRHBwMOvYsSNr1qwZe/36NWOs8JXxhIQENnjwYNa7d2/m5+cnzGxWKgXHre/fv7MZM2awMWPGCISA2LRpE2vWrBlbt24ds7CwYIMGDeLaGl2fFEpJSWFDhw5lMTExpYZUunDhAvv8+bPAOqJcf9u3b2fGxsbMxMSE+fv7/zR90dAPzs7OzMnJSaTOtV+/fmWMFdbDu3fvmLm5OXv27BljLD/8WfPmzdn48eNZ3759maOjY6nbWLZsGWvbtq1IHQOp7sqvIBxGwbHq2bNn7K+//uKui729vVmTJk3Y33//zSwsLNj169dLbCMkJIStWbOGtW3b9pf2dUIqC3pMUc1kZ2cjLy8Pd+/exeLFi2Fra4vhw4cDAG7fvo3Tp08jPT2de0LFGBO5p/OA4Gsejo6OmDZtGiZMmIBRo0YhNjYWampqGDp0KGbNmoX9+/ejT58++Pvvv/H161cMHjwYgOiGyVBVVcWoUaPg5eWFGzduYPHixVz4h6VLl2LEiBFYtWoVbty4UeK13QKiWG8ASrwWxBhDeno6N5oVALp3747hw4fj8ePH3Ih9aWlpNGnSBGJiYiI3msvDwwNOTk7YvXs3kpOTcf/+fZw7dw4zZsxAhw4d8P79e6xfvx5hYWGwsbGBo6MjJCQkoKSkBDMzM7i6ukJSUhK5ubki93YD+3dCt9KWycvLcyEJunTpgtmzZ+Py5cvw9fWFmJgYZGVl0bx5c5Fsc7+iTp062LRpE7S1tTF69Gh8//4d0tLSMDU1RZcuXXD27FmRbXdlYf+OtCl460hGRgbjxo1DSkoKZGVl0bJlS7Rr1w7Ozs4iW3d8Pl/gO2MMdevWxYULFyAvL49du3YhKCiIG5WqrKyMY8eOoUWLFmjYsKEwslwpFRy3NDU1sWrVKigpKeHSpUu4ePEiAGDRokUYP348QkJCYGBggIsXL0JcXBx5eXkie33CioWoKZCeno41a9Zg6dKlsLW15UJlRERE4Pr16wgJCRFIL2r1V7TetLS0kJGRgezsbERERPx0vYL9+Ny5c1izZg1q1qwpMufakydPon///nj16hVXD/Xr18eIESNgbGwMT09PzJ07FytXrsThw4chLS2Ns2fPYsuWLdw20jTGU3wAAK3tSURBVNPTERERgeTkZJw4cQKNGjUSVnEqFNVd+W3ZsgXdunVDUlISd6zS0dHB4MGD0bJlSzx69AgzZ87E2rVrsXnzZkRFReHw4cMCo/gTExPx5s0bfPr0CSdOnIChoaGwikPIfyekTmfyfyrryfrFixdZnz59mLGxMTeRBWOMJScnsylTpjAHB4eKymKVsH37dtaxY0d26dIl9ubNG9arVy9mbm7OPn78yBjLH3Xk5+fHdu/ezf755x/uibyojkYqeMJ8+vRp1rhxYzZ48GC2bNky9uXLF4F069at40aIFEzuI+qKTgZw584dFh8fzz5+/MhMTU3Zw4cPGWNMYFKtnj17suPHj1d0NiulkydPspEjR7Lly5ezbdu2CYzgun79Ohs/fjybMmUKCwgIYIyVHKUqqvtreno69+9Hjx6xuLg49v79e2ZsbMyNDim6f/bu3ZudPn26wvNZlYWEhLCxY8ey7t27l5gsRVTb3Y8UnEMKRgCPGDGCDR48mMXHxwukE8W6K3pdFxwczD59+sSys7O5OgsJCWFt27ZlkyZN4o51xSdMFcV6+5HiI4BHjx7NXF1dud+LTogkSiMuiyva9mJiYlhmZiZXN7du3WJt2rRh06dPZ4zlt7G0tDQ2bdo0NmHCBJFuc0XrLTExkTGW39YcHBxY06ZNmbu7O2Os5H5adL2zZ8+yli1bstu3b1dAjiuP2NhYtnjxYmZiYsK9/cbn81l6ejrj8/ls/vz5bMuWLdx+aWtrywYPHszWr18vUJ85OTkiN9kW1V35ffr0iVlYWLD+/fuzhIQExlj+MS0lJYVlZWWxadOmsT179nD7qKWlJevbty9bt25diUkak5OThVEEQv4vovV4tpooOmr1/v37uH//Pry8vAAAQ4cORaNGjcDj8aCqqorQ0FB8/foV8+bNQ1xcHGxsbACU/YRflLx48QKPHz/G9u3bYWFhgaSkJMTHxyMlJQUzZsyAr68vxMXF0ahRI8yePRsTJkyAhISESI5GKlDwhLl379548OABpkyZgm/fvuHw4cP49u0bl27FihXo1asX3N3dBUa1iqqnT5+if//+AIDNmzdj69atyMvLQ5MmTdChQwcsW7YMAQEBXKy3+Ph4SEtLo2bNmsLMttAVjIIbN24c+vTpg+DgYLi4uAiMLPrrr78wYsQI5ObmYvPmzfjy5Qs3cqbgOCeK+6unpyfX5rZs2YINGzaAMYZmzZqhb9++mDt3LoKCgrj9MzExEWJiYlBWVhZiriuH4qMvf6ROnTrYuHEjZGRksHnzZgCi3e5+VndF46m2atUKCxcuRFpaGjZt2gRAdOuu6HXdrl27MHXqVFhaWmLAgAG4efMm4uPjUadOHVy8eBF+fn7YsGEDvn79WiIurajV288UHwGsoqKCS5cu4fTp0wDATbLFRPQtOEDwLbbdu3fDysoK5ubmWLZsGd68eYPevXtj0qRJuH//PqytrTFnzhxYWVkhIiIChw8f5kZMi5qi++yBAwewYcMGvHnzBpqampg/fz7GjBkDW1tb3L59m9tPt2zZAj8/P269c+fOYdu2bdi4cSN69eoltLIIg5qaGmxtbdGzZ09MnjwZL1++BI/Hg6ysLHg8HqKiopCamgoJCQkwxpCTk4OpU6di2bJl4PF43LlGQkICMjIyQi5NxaK6Kz8DAwNs3boVUlJSGD16NBITEyEuLg4FBQXk5uYiNDQU0tLSEBMTQ1paGpSVlTF79uwSdScnJwdFRUUhl4aQ/47HqBewyrK3t8eZM2egoaGB2NhYTJo0CbNmzQIATJ06Fd+/f0dgYCCaNGkCSUlJHD9+HJKSkiI7uVtxb968wbt37zBx4kQ8efIECxcuxJw5c7gQD8rKyli9ejVatGgh7KxWKsXbz4ULF3Dp0iXo6upi2rRp0NfX534ruDhmIj55SmBgIBYsWICYmBhkZGRw9QUASUlJWLRoEd68eQNLS0vIysri8ePHiI2NhYuLi8jvq0VvsE6fPo3jx49DW1sb27ZtE+gcv3HjBg4ePAhTU1MsWbJEWNmtNN6+fYtt27YhODgY2dnZuHz5MjdZVGhoKDZs2AAvLy/Mnj0bkpKSePjwIWJiYkS+zRU9Vj19+hSNGzeGiorKT9eLioqCuro61d2/dff+/Xvo6elxE3/+aJ1Pnz6hYcOGIlt3xWcbd3Z2xpo1a9C1a1dMmjQJ0dHRGD9+PPr168c91O/VqxfGjx+PZcuWCTn3VUNBHUdFRWHBggVo2LAhVq1aJdLXJYBg2zt//jzs7e1ha2uLyMhIfPnyBR4eHjh69CjatGkDT09PuLi4QFFREbVr18bEiRO5ARGi2nEO5E+geunSJaxduxYmJiYC1yUbNmzA6dOnMWHCBLx79w6JiYm4cuUKJCQkcPz4cezfvx8bNmxA7969hVgC4YqPj8fmzZtx+/ZtHD16FK1atUJGRgbs7e3h5+eHOnXqICIiAomJiXBzc4O4uLhAuxVlVHfl9+3bNyxatAiZmZk4c+YMlJWVER8fjzVr1iAzMxMtWrTA69evkZycjHPnznEPEqnuSFVHnb9VSMGNFWOMu4BdsWIFpKWl4eXlhfXr12PixIlYtGgRAODTp0/4/v07atWqhYYNG4rsDLw/EhMTAxUVFVhbW6NRo0ZYuHAh0tPTYWVlhTdv3qBz587Yv3+/sLNZKRU9CV64cAEuLi6oV68eJk6cKBD/iE6W+datW4fTp09DR0cHN27cgKSkJFc3eXl5sLe3x5s3b5CXlwcdHR1s3bqVHtb8q3gH8JUrV6Cnp4f58+dDQ0ODS+fp6Yl27dpRe/vX+vXrcerUKejo6ODKlSuQk5PjziPx8fH4559/8ODBA8jJyaFWrVqwt7cX6TZXtJ3t3LkTd+/exe7du6Gnp/eftiOKD7uKlnnLli3w8vLC7t27oaOj80vr/GhZdeXp6QlTU1Puu7+/P9asWYPp06ejS5cuePr0KWxsbNCwYUMEBgbCxsaG6wCOjo6GmpqaSO6npfmVdlOwf8fHx0NZWZkeTBfx5s0bXLhwAW3atMGQIUMAANHR0di7dy9u3ryJkydPolGjRiXqS1TPFQXu378POzs7HDx4kKufxMREBAcHw9jYGED+qGBvb2+oqqpi06ZN3BteCxYsQOfOnbl5RERZ0U7MI0eOoHXr1ggODsapU6cQGhoKeXl5bN68WeC6meSjuiu/0jqAnzx5gvPnzyMsLAw1a9bEnj17qO5I9VIhwSXI/614XClfX1+2cuVKlpmZyRjLj9t44cIF1rhxY2Zvb//TbYi6onF74uLiWO/evbnZPDMzM9n8+fPZ169fqc5+omj9XLx4kfXu3Zvt27dPiDmqvN68ecMePHjAhg8fzvr27cvFmioaczUnJ4elpaVx7VOUYxAWV7StnThxgo0YMYItWbKExcTElEgryjEIGSs8vj179oxdv36dTZgwgfXt25dFR0czxgRjS2dkZLDMzExqc0WEhoayWbNmcXGRf6ToueTNmzfcfi2qoqKimJWVFfPy8vpp2qJ15+fnJ1Lx886fP89at27NLl68yC0LCwtjrq6uLCcnh3l5ebEOHTowZ2dnxhhjo0aNYr1792aHDh3iYosyJrr7a3mvzYrWV/E4rKLq2bNnrFevXqxdu3bs2rVrAr+FhISwkSNHsqNHjzLGCuuP6i6fu7s7Mzc3Z+np6ezbt29s7969rFu3bqxLly5s9OjRXLqUlBTu3zQPRuni4uLYokWLWIsWLdiLFy8YYyXrSlSPdz9DdVd+X79+ZUOGDBG4L0tOTubiJzNGdUeqF3qEUUUUPG3asWMHJk2aBFtbW7x58wZJSUkAACkpKQwaNAhr167FiRMnsH79+jK3QSAwckFVVRVqamo4cOAAzp49i8mTJyMoKAj169fnRmWKmuJxG8uqg4LXYID8eNNLliyBlZXVH89fVWRsbIyuXbti48aNkJOTw6hRo5CSksLFXL1w4QJSUlIgJyfHjfCnUfqFira18ePHo3///ggJCcHq1auRmJgokFaURyIBhcc3U1NT/PXXX7CxsYGamhrGjx+P+Ph4buTRtWvXkJqaCmlpaWpz/3JycsLo0aMRGRkJbW3tH6ZlRUbBnT59Gra2toiKiqqIbFZKJ06cwLhx45CcnIy6dev+MG3Rujt16hQWL16M+Pj4ishmpdCiRQsMHjwYR48excWLFwEA2tra6Ny5MyQkJHDu3DkuBBUAaGlpITMzE/7+/qhRowa3HVHcX1mRGLXOzs5YvXo1Dh48CH9/f+73stYrqC9vb2/k5ORUTIYrOVNTUwwYMAB8Ph9Xr15FbGws91udOnUgKSmJwMBAAIXtTRRHSxdtVwX/Lgh7MXPmTEycOBGhoaGYNGkS1qxZg+DgYHh6egIAF/6GMUbzYJRBVVUVS5YsQZ8+fWBlZQVPT0+BuqLrk7JR3ZWfvr4+tm3bBjk5OYwdOxbx8fFQVFTk4ifz+XyqO1KtUG9gJVe0E+7ChQu4fPky+vbti65duyIoKAiHDh1CdnY2gMIOYFtbW/j7+9Okbr+goH43b94MFRUVuLi4QF5eHs7Ozlxnkyh2JBXcWF25cgUAuDhRZaUt+K1bt24QFxenm6of0NfXx9atWyEvLw8LCws8ePAAEydOxKVLl6CkpMSlE8Wbq58p2tbGjRsHMzMzqKurC3SGkEIF54CWLVtiwYIFUFdXx7Bhw/D06VNMmjQJp0+fhqqqKpee2hwwcOBAyMvL4+PHj/j69esPO5IK6svZ2Rnbt2/HvHnzBELeiJp27doBAHx8fBAXF1dmuuJ1t2PHDlhZWXFx0EWBgYEBRo8eDVNTUxw5cgQXLlwAkH8Tn52djYSEBMjIyAjsk/v27cO2bdu4BzWiiM/nc3WyY8cO7Ny5ExEREbh9+zYWLVoET0/PUuunaJs7e/Ysxo0bh69fv1Z4/iubggf7NjY2GD9+PMLDw3H8+HEkJycDALKyspCRkSHyE4EWbXc5OTncfVevXr0wadIkNGnSBEuWLMHChQsxbtw4NGjQABoaGpCXlxfYjqidYw8dOlTi4fyP/I+984yr6nj6+I9yQRCJYsUSTYxBQYkFeyWxoKKiiCgWFBBUsEuzK72rWACV3lVAKYodC2jAhmAHu4I06Z15XvDc472AxuSfCMk53zfKubvns2c+W2ZnZ2fk5ORgbm6OYcOGwcPDQ+g3TnZfhpPdX4dvAC4tLYWNjY3Qb5zjHMd/DS7m77+EmzdvIjk5GT179sSMGTMAAOfOncP69euho6ODTZs2Mad8NTU1EBMTE8qqzfF1FBQUoG3bthAREWF9fOSCggJMnToVs2fPhrm5+RfLCvazyspKSEpKfosm/qt5+/Yttm/fjqysLHTq1AleXl6sjSvV1Dz1pblLUEb8cmyU29cgKMeHDx9i7969ePLkCXr27Mn0ObauEw37DF8ORUVFmDNnDtq0aQM7Ozv07dtXqF5D46WTkxPs7OxYlbTnc+Pt2bNn0NPTw48//ghXV1ehwwWAk11DMjIyEBwcjOvXr8PAwIDx9DUzM0NycjLGjBmDp0+fori4GKdOneIS9vw/mZmZCA4OxqxZszBgwACkpqYiMDAQKSkpsLGxwciRI4XyZDQ8qNm9ezfU1NSa+StaBoL9yc3NDbGxsZCWlsYvv/yCjx8/IiMjAydPnmRujLANQfn4+fkhKSkJZWVlGDRoENavXw/g07xWW1uLkpISmJubo6SkBH5+fqx0IAHAJKb87bffYGdn96cO6YuKiiAjI8PaeY6TXfPw9u1bdOnShbVjloMdcMbfFg4R4d27d/jtt98AAObm5li2bBnz+/nz57F+/XosXLgQ69evFzK6cRv6r3sONJYVGw2/DeVTVVWFsLAwJCQkwNjYGIMGDWqyXsOrz5cuXcLBgwdZd7WtYR/62vH36tUr9OjRg7UHDoL9rry8HGJiYkzf+dKYFZQV25PO/BEN++LLly/Ro0cPVicBFexb8fHxeP78OcTFxTFgwAAMHz4cBQUF0NTURMeOHbF79+4mPXqDgoLg5uYGGxsbTJky5Vt/QrMhKLuEhAS8efMGMjIy6NOnDxQVFfH48WPo6+ujX79+cHR0RLt27Rq9IyQkBC4uLqyS3efms6dPnyI0NBTXr1+Hnp4e5s2bBwDYsmULSktLwePxYGtry9rDwYacOXMGdnZ2aNeuHby8vNCpUycA9Ydb3t7euH37NqytrTFy5EihtYF/2GBra8uaPve1CPargwcPwsfHB0pKSpg8eTJ0dHQAsFMvFlw7XVxcEBUVBU1NTXTu3Bm7du3CggULsH79esjKyqKyspLRmQsKChAWFsbqBKoA8ODBAyxfvhzKysqws7NjvQf5n4GT3V/jS2vkn1k/ubWW478K16tbOCIiIujWrRtCQ0MhJSWFGzdu4N27d8zvEydOxJ49e+Dr64vQ0NBGddmG4GT9/PlzZGRkICsrCwC+On5vdXU16xRc4NPVloiICLx69QoSEhKYNGkSCgsLERMT02Sdpq7vampqss7wC3wabxkZGUJ/fw7+udv333/PeIywud95enpCX18fq1evRmBgIPNbU2NWMH7Z6dOncefOnW/X4BZCU+e2nzvLbdgXe/bsyciWjX0O+NTvHB0d4eDggLt37+LRo0fQ1dVFbGws2rVrh8jISOTm5mLnzp1IT08Xqp+UlAQPDw9YWVmxzpAkKLtdu3bhzJkziIuLg76+PhISEqCgoABvb288fvwYFhYWjWL5XrhwAXv27IG1tTVrZCeom9y6dQtXrlxBcnIyAKBPnz7Q1tbG6NGj4e3tjbCwMACAjY0NnJ2d4eTkBB6Ph5qaGlZuRhvOa9999x0UFBTw8uVLofAi/fr1g76+PoYOHQojIyOkpaUxRjf+QQ1n+G0awZBKq1atgo6ODqqqqpCTk4PS0lIA7Iqlz8+nwl87z507h7Nnz2Lfvn1Yt24devToAXFxcRw7dgzbt29HcXExJCUl0aZNGwwaNAjh4eHMmGWT3Pjw+5KioiI8PDxw8+ZNODk5oaCg4Iv1BMf6jRs38OrVq3+0nS0RTnZ/HcF1Ni4uDgcPHoSHhwcSExMBfD6Eg6DsUlNTUVpaysq1loMl/J3Z4zj+GfhZjZOTk0lJSYksLCwoKytLqExycjLrs1EKZh92dXUldXV1GjRoEM2ePZusrKyY32pqaj5bz9vbm7S0tFgry8TERFJQUKDffvuNjh07RllZWZSenk79+vWj+Ph4obKCcgsJCaHBgwfTmTNnvnWTWxRBQUGkp6f3VWUF5cfG/iaYrd3b25uGDRtGbm5utGnTJlJRUSF7e/smywrKLTQ0lBQUFOj69evfptEtBEF55OXlUW5u7lfVE5Qdl3Gc6MyZMzRmzBi6e/cuERFFR0eTgoICnThxgilTUFBA/fv3p23btgnVzczMpNTU1G/a3pbEyZMnafTo0XTnzh0iIgoMDCQFBQU6deoUU+bx48ekoKAgNJaJiB49esRkJGcDguPOxcWFpkyZQmPHjiVtbW3asGED89ujR4/IysqKpk2bRr6+vp99B1uJioqiiIgIIiJKSkqiJUuW0KxZsyg9PV2oXGpqKu3fv5/R9R4+fEj9+vWj2NjYb97mfxuCa4uLiwtpamqSnZ0d5efnN2Orvi329va0bds2Zp9VXV1NMTEx5OfnR0REly9fJhUVFQoPD6ekpCRSVFSk7du3U2lpqdB7Gu412ILgXLVnzx7asWMHjR8/nhQUFGj16tX08ePHP6wXGBhIY8eOpfv37//j7W1JcLL7e3BwcKDRo0eThYUF6evr06RJk+jQoUNNlm0oOzU1NXr69Om3aioHxzeHM/7+S+ArZDdv3iQlJSWytLRsZAAmYqcRqSGenp40bNgwunLlCl25coX8/f1p+PDhQpss/mTf0IA5bNgwOnny5Ddvc3MhqOjzWbJkCQ0ZMoS2bdtGq1atouDgYPL09KRFixbRixcvGpUPDQ3lDL//T2RkJE2ePJkqKyu/qPgL9ruoqCihjSobEOx3d+/epeDgYEpISCAiouLiYgoPDyclJSUho1FNTU2j8TpkyJBGhxJsws3NjWbOnEmqqqrk6OjYaPMpiKDsTp06RT4+PlRVVfUtmtliOXz4MJmbmxMRUXx8PA0cOJDCwsKIqL4f8jcAxcXFrBqfX4Orqyvt2LGDiIjOnj0rJLuSkhJ69eoVERG9evVKSHZsNmJ6enrSqFGj6NatW1RVVUWurq6koKBABgYGTJnHjx/Tpk2baMOGDayWVUOqqqrIyMiIdHR0mGdXr14lIyMjmjNnDj148KDJevy+l5mZ+U3a2ZJoSr/7mt8E1wVbW1tauHAh5eXl/a1ta8k4OjrS7NmzycnJidlnFRcX0+vXr6mgoIA0NTXJ09OTiIjevHnDGOdcXFyas9ktjsOHD9OwYcPoxo0blJycTKdOnaJhw4bRqlWrGhkxm9Lt4uLivnWTWwyc7P46586dowkTJjCH+pGRkTRgwACKjo5uVLYpJyY2y46DHXDG338RggbgAQMG0KpVq1ilkH0NZWVltHLlSjpy5AjzrLKyki5fvkwjR46kw4cPM885z9VPPHz4kLKzs4mo3mtm3bp15OPjQ6dPn6Zx48bRlClTaNy4ceTv7y+0aYiMjCQFBQVWGuCa2pjfuHGDhg8fTkVFRUTU9AarYb8bMGAAXb58+Z9raAvCwsKCKioqmL9TUlJIQUGBVFRU6MaNG8zzsrIyCg8Pp/79+5Ojo2Oj97B1vAoa0UJCQmjs2LEUGBhInp6eNGjQIFq7di19+PChUb2GfU5RUZE1fe5LeHt7k4WFBcXFxdHAgQMpODiY+S0mJobs7e2FPN44A/An9uzZQ25ubnT+/Hkh2dXV1dGpU6fI09NT6DCC7bJ78eIF6enpMeMuISGBBg4cSDt37qQJEyaQkZERU/bVq1fM2sFWA7Dg2sm/pZCXl0fDhg0jJycn5rdr167RihUrSEtLi+7du/fN29lSEZRfaGgoWVhY0LZt28jf3/+L9QT7W0JCAr19+5Y1Xr+C337w4EHS0NAgR0dHev/+PfP82bNnNHnyZKav5eTk0LZt2+j+/fusn+Masn79eqFbl0REt27dIhUVFdqwYQOzf+X2Yo3hZPf1NHTm8vb2JkNDQyIiOn36NA0aNIjRT0pLS5u8scWXHRv3shzsgwto0gLgx/f5I/gxuYYNG4aDBw+isLCQCwDfAFFRUbx48QKvX79mnklISGDkyJGYMGECHjx4AEA4Vm1YWBhrk4AQEVJSUjBv3jzs3bsXV65cwYABA9CxY0cUFxdDTU0Nx44dw5AhQ5CTk4ObN28ycZCqqqpQVVUFDw8PVmZqF+w/e/bsQVJSEioqKiAvL49Hjx4BaBxfqqamRihGMj+e4/jx479t45uBV69eobi4WEgmXbt2xbp161BTU4OUlBTmuZSUFGbMmIEdO3bg6NGjCAoKYn7z8/NjXexG/hrBjx2YkpKCqqoqWFhYYOHChTA0NIS/vz+uXbsGKysr5ObmCtVt2OdcXV1Z0ef4fG6N7d69O5KTk2FpaYn169djwYIFAICSkhJERUWhrq5OKFkZm2M3NqRDhw4IDg7Gxo0bYWZm1kh2JSUlkJaWZsqzUXaC9OzZEzNmzICioiJu376NrVu3wsLCAjt27MCECRNw+fJlaGpqAgCTjFFw7LIN/jrh4+MDLy8vPH78GHJycjA3N0diYiISEhIAAKNHj8aSJUsgKirKxErm+CQ/Jycn7NmzByIiIsjLy4OLiwvWrl2LqqoqAMLju6FebGhoiFevXjWZsPG/iIiICCOPlStXYtKkSUhMTERAQACys7MBAK1bt0ZWVhZiYmJw48YNmJub4/nz51BSUoKYmBhqamqa8xNaBESE2tpaZGdnC+kitbW1GDx4MObNm4fY2FiYmpqipKREKGG0k5MT7OzsWKPbNYST3Z+HLwN+PiQej4du3brh2rVrsLS0hKmpKaOfJCQkICEhgYnpDdTLztnZGba2tqzcy3KwkGY1PXMI8fDhQyL68nUsosYeNGw9bU5LS2Oulu7atYvOnTtHRPXXUXV1dRt5gbi5udGiRYuErrSx0XO1KU+iU6dO0ZYtW2jkyJF09OhROn/+PI0ePZouXrxIRPWnpSkpKY36GhuvjQvKr6ioiIyMjGjGjBk0Y8YMGj58OCkoKJC2tjZt3LiRIiIiKDExkZKTk4XewdYTej7h4eGMV2B2dja5u7uTsrIy+fj4CJUrLS2lixcvMuFsPn78SGPHjm3y+tZ/FWNjYyFPhYyMDFJQUCAFBQUKDQ0lok99Mi0tjVRUVGjdunWUlZXFeYWQ8Hp64cIFio2NFYr96ejoSIqKihQaGkrp6emUnp5Oenp6pKGhwfQ7zvuy3sOSH0qJz9atW0lJSYkSEhIoMzOTMjIySE9Pj2bPns3qEFR/pJO5ubmRmZkZcwvi6NGjZGxsTFu2bGGtPtcUeXl5NGXKFBo4cCCpq6tTbGwsvXr1ilavXk2Ojo5UUlLClE1NTf1D3Zlt3Lt3j8aOHcvcqqmtraVbt27RqFGjaNOmTUJluZBKnxDsRwcOHGA8gN+9e0dE9bdCBg4cSGpqaqStrc3owdw6IUxkZCSNHTuWTp8+LfTc39+f1q1bRytWrGDq3rp1iyZOnMi6K/ec7P46p0+fZvQRe3t7JrTjzZs3GR05MjKSKV9WVkZ6enq0c+dO5tm1a9do1KhRrJMdB7vhjL8thOTkZFJQUKDHjx//YVm2K7h1dXX06tUrGjZsGNnb29OWLVtIUVGRMZ4nJyeTuro6bd68mTG6FRUV0ZIlS2jr1q3Me2prayk+Pp4uXbrUHJ/RLAj2nZycHMZ4TlQf0yw6OpqGDh1KW7duJQ0NDZo1a1ajOL9s3pw+fPiQCeng7OwsZNQtLi6mu3fv0uTJk0lPT48sLCxo/vz5NHDgQFq9ejWzMQgPD6cBAwawamMluCnKy8ujUaNGkbq6OpWVlRFRvQF4//79NHjw4EYGYD78q7/FxcX/eHtbEhYWFsy38+V46dIlUlFRIVNTU0aG/N/S09NJQUGB3NzcmHeEhYXRwIEDWWf4Fex3NjY2pKKiwhiTtLS0mJhw27ZtoxkzZlC/fv1o3rx5pKury2zo2TrfNZTdsGHDaNy4cTRs2DBaunQpvXv3jqqrq2n16tU0btw4GjRoEGlpaZGOjg5rZScY0oaI6OLFixQaGkrXrl0TWmvXrl1Lc+bMIaL6A1QTExOheY9tcuPT0HhWWVlJfn5+ZGBgQAEBATRy5Ehyd3cnMzMzUlFRoVu3bjV6B5v144bffvnyZRo3bhwVFhYS0Sf5JiQk0LBhwygxMbFRPbYeEjbkcwZgfni07OxsysjIYMqx9bBLUE6JiYkUGxtLb9++pZqaGsrKyiJTU1NasGABc2Cfn59PhoaGFBgYKPSevLw8Zg/HFjjZ/XUqKytp69atTCK8gQMHCskgKCiIFBUVyc/Pj1JTU+nevXukp6dHs2bNEhqrjx49YvRADg62IEJE1NzexxxAcXEx1q5dixEjRsDQ0BB1dXWNrowDwteyjh8/DklJScyYMeNbN7dFEB8fj61bt6KiogLu7u6YMGECI5+EhAS4u7ujtLQUPB4PPB4PVVVViIiIAI/HY8p9Ts7/RQT7zr59+3D+/Hnk5+dDTk4O+vr6GD9+PNq2bYvXr1/jyJEjePDgAe7fvw8bGxvmOipbqaurw9u3bzFp0iSYmJggNzcXJ0+eRHh4OPr06SNU1sbGBu/evcOBAwdQU1ODgoICtG/fHqKiosjPz4eDgwMmTZqEiRMnNtPXfFsEx1hlZSUkJSXx6NEjmJqaQlxcHMHBwZCSksKHDx9w/Phx+Pr6QldXF8bGxs3c8ualtrZW6Kq8v78/fvzxR4wYMQLi4uI4f/481q1bhwULFsDU1BQSEhLMGH/+/Dl69OgBcXFxFBUVwdzcHHPmzMGkSZOa8Yuaj7dv38LExAQ2Njbo0qULampqsHLlStTW1sLFxQW9e/fGixcvkJeXh44dO6J79+4QFRVFTU0NxMXFm7v53xzBtYI/Vu3s7CArK4vS0lKsXbsWsrKy8PX1hYyMDO7cuYOysjK0bdsW/fr1Y6Xs1qxZAyUlJSxZsgRSUlJwcnJCcHAwunfvjqysLPTt2xeamprQ0NBAQkICrK2tIS0tDXFxcVRUVODkyZMQFxcXkj1biYiIgLy8PEaOHImioiIsWbIEGhoaUFdXx5EjR1BcXIwTJ06gW7duCA8PR/v27Zu7yc1OQUEBE54hNTUVysrKyMzMhJaWFuzt7YXm/jdv3mDBggXYtm2b0DVnPz8/HDx4ELt372bd1fGmENRdDh48iHPnzmHMmDGYP38+unXr1mQ5tuLg4ICIiAhmDjM0NMT8+fPx9u1b+Pj4IC4uDu3btwcRQUpKCpGRkUxZAKye8zjZ/XUmT56MN2/eYNu2bViwYAGjd5SVlSEkJASenp7g8Xjo3Lkz2rVrBw8PD/B4PNbpJxwcQjSDwZn1fM4zwc7OjqZOncr83dALouG1rIEDBzKhDtgEX343btygcePG0ciRI8nBwaFRNucnT57QhQsXyNHRkYKDg5nTPjae0Av2nUOHDtGwYcPo5MmTdP36ddqwYQOpq6uTp6cnFRQUEFF9tvZ79+6RnZ0dK+X1Oc6ePUtKSkqkrKzcKJQDv18eOHCAZs+e3agu35uLTZ6rgnOdv78/+fr6MtmzHz16RNOnT6dZs2YJhYBwdHSkZcuWsfYKJZ+GSSzU1dVp9OjRdPPmTWZMnjt3jpSUlMjGxqaRdzDRp7Asgtej2Ya3tzcZGBjQ2rVrqbKykumTZWVlNG3aNCYxSEPY7EHIJzw8nFauXEmbNm0SkkdBQQGNHTu20dVxPmyUnb29PSkqKpK/vz8lJyeThoYGpaSkUF1dHd27d482b95Ms2fPpvPnz1NNTQ1dvHiRrKysyNnZmRnPbPX4FeTdu3e0du1a6tu3L7m7u1NeXh5lZmaSuro6Xb9+nSorKyktLY0WLFhA8+bNY2Vfa8i1a9dow4YN9ObNG7KysqIhQ4ZQXl4eFRQU0Jo1a8jIyIjx8iUiKiwsJHV1deZKeV1dHWVlZZGqqiqrQip9DYL969ChQ0ySVbYjqGckJyeTtrY2JScnU3FxMTk4ONCUKVPowIEDVFpaSpWVlZSenk4+Pj504sQJVu/FiDjZ/V2UlJSQsbExGRsbk5KSEpNMta6ujpHxy5cv6cGDB/Ts2TPWe+lzcPDhPH+bkRcvXqBDhw6QkZEBAJSXl2PGjBnQ0tKCkZGRUFkS8AbhJ+2xsbFh/el8bW0tzp49ywS5X7hwIXr16vXF8mxKPPP69Wv06NEDQP23l5aWYvny5Zg5cyYWLlzIlHN0dMT58+dha2sLFRWVRu9h+ykpf5pMTEzEypUrUVVVBRMTE+jo6EBOTg7Ap76VlpaG1atXIzg4GPLy8s3Z7BaDo6MjIiMjYWZmhtGjR6NTp04AgCdPnmDt2rWQkpJCYGAgpKWlUVBQgLZt20JERIS1XnCCnkR5eXmMZ9uSJUvw+vVr2NvbY8iQIYwH8MaNGzFt2jTs3r0bPB6vOZveoqioqMCRI0cQEBAAeXl5REVFMc9btWqFq1evwtTUFGFhYfj+++9Z2dc+R2FhIVxcXHDhwgX8+OOPCAgIAPDJe//48eM4cuQI/P390bFjR9bKTnCOOnjwIA4ePIj58+ejsLAQjo6OzG+PHz+Gu7s7eDwe3NzcGr2HrWtsU16TRITo6Gjs378fPXv2xODBgyEtLY3s7GwYGhoyiY75ddnueRkbG4vDhw+jtrYWHz58QGhoKH744QcAwI0bN+Dp6YmKigqMGzcOP/zwA8LCwlBQUIATJ04I6cP8m2Acwgj2r6ioKMyYMYNV+4gvERERwSTS3rp1K/Pczc0N8fHxmDlzJubOncvofHzYthdrCk52f47PzfPl5eWws7NDREQEDhw4IJTMWHAP/KV3cHCwCW4ENBNnzpzBkiVLYGJighs3biA/Px9SUlKYNGkS0tPTUV1dLVReMAOvk5MT6w2//Iy8YmJimDp1KjZs2ID4+HiEhYUhMzMTAKCvr4+rV68K1WPTgmlpaQkbGxukp6cDqP92ERERlJWVMYsfP+OzmZkZ2rVrh6CgoCbfxcZNqSAiIiIQERHB6NGjce/ePbi5uWH//v3w8/NDQUEBgE99S0JCAt27d0fnzp2bs8kthmPHjuHUqVPw8fHB7Nmz0alTJ1RVVaGgoAA///wz9u/fj6qqKqipqaGyshLt2rXjDL//Pz69vb2xf/9+ZoPg7++P7t27w8LCArdu3UJNTQ0mTpwIGxsbvHnzhlXz29fQqlUrzJ8/H0ZGRnjy5An27dvHPAfqZS0jIwMJCQlW9rUv8d1330FfXx/q6uq4c+cOfHx8AACSkpIAPslQXFyc1bLjh48CgFWrVsHY2BiBgYG4ffs2srOzmXIKCgqYNGkSzp49izdv3jR6DxvXWMG57s6dO7hw4QJSU1NRWlqKmTNnwtXVFcrKyoiOjsaePXsQHx/PzIUAOMPv/zN9+nT069cPT58+xaBBg4R+GzFiBFavXo2BAwciICAAPj4+kJSUxLFjxyAmJoba2lqmLFsMv/zx2pDP+UKJiooyctLQ0GgkNzbBlxH/34sXLyIwMBCPHj1CWVkZU279+vVQU1PD6dOn4evri48fPwq9h426Cie7v47gPP/777/j+vXrzP5eSkoKmzZtgqamJlavXo3z58+jpKQEa9aswdGjRwF8kjnb1woODgBgn7bZTGRkZKBHjx6QkJBAUFAQVFVVYWFhgRs3bmDNmjVQUVHBb7/9hsmTJ2PhwoVITEwUOr0CgMDAQLi4uMDBwUEoThcb4U/gfAORhoYGgPpYtg8fPkRJSQny8vIwYsSIZmxl8zF//ny8efMGnTt3hr+/PxYtWoQBAwagTZs2kJOTQ1xcHBYsWAAJCQlUVVVBQkIC/fr1Q0lJSXM3vcUieNo+depUVFZWwsLCAqKioli8eDHk5OSwfv16LFy4kPGSY9vGdMGCBVixYoXQ3PXmzRsMHz4cffv2xcuXL/H777/D398f3333HSZOnIilS5fC0dERPj4+QgYQNhqUiIjpL3xv6W3btjGebgAQEBAAHR0dWFhYwMHBAYMHD4a6ujrU1dUBsK/P/REdOnTA7NmzUVNTg3379qG6uhoaGhoQFRVFQEAAOnfuzB3UfIaePXti8eLFICL4+/ujuroa2traKCkpQWRkJLp06cLEGWUzgkbIlStXQkpKCvb29oiKisL8+fOZ8durVy98//33qKmpad4GtxAE57r4+HiUl5dDVlYWrVq1gqenJ/r3749evXph+vTpcHR0xOXLlxEcHIxRo0Y1egdb4esl/fv3R9++fREbG4tDhw5BV1cXSkpKICIMHjwYgwcPhrGxMYgIMjIyEBERYaW3ueD6ePXqVZSXl6O0tBSzZ8/+os4h2M8+fvwotCazCb6M3rx5gx49emD//v2wsrJCfHw8oqKiMHPmTOY267p161BSUoLs7Gx89913zdnsFgEnu7+GoF7s5uaG6OhotGrVCjk5OVBXV4epqSlkZWWxceNG8Hg8mJiY4Oeff0ZVVRWio6MBsHM/wcHxObiwD9+A+/fvY8uWLdDS0sLLly8RGBiICxcuMAkDkpKScOfOHfj6+mLw4MG4fv06xo8fDwcHB0hLS0NERAQ5OTmwtrbGlClTMG3atGb+opaFoIfgpUuXcO/ePVRWVmLjxo0QFxdnnYLr7u6O8+fP4+TJk7h69So8PDzQq1cvzJs3D7/88gsePnwIPT09jBo1Ci4uLszmYf78+ejfv7/Q9SOOxgj2t6ioKGzZsgUTJkxAVlYWiouLERsby8qr9xUVFTh27Bi0tbUhISEBoH6j5eTkhBs3bmDYsGG4desWunbtik6dOkFUVBRJSUk4evSo0LVxNl5pKykpYZR+ADh9+jQcHBxw8OBBKCoqAqi/bp+ZmYl+/foBABYvXow7d+4gLCwMSkpKzdLufxMFBQU4duwY9u/fDwCYN28e3r17B1dXV7Rq1Yozmn+BV69eISAgAAEBAZCTk8P48eORm5uL/fv3Q1JSkpPd/9MwQdS+ffugr68PVVVVtG3bFnZ2digqKkJYWBgnr/8nNDQUbm5uOHjwILp27Yrnz5/Dw8MDL168wIkTJ9CxY0embFxcHKZMmcK69eHPEBsbC29vb/Tu3RvLli1j1ovr169j9OjRTDm23qzh4+TkhDNnzqBjx47Iy8uDjIwMdu/ejQEDBjQqKygrX19fREVFITAwUGjNZhMxMTEIDg6GkZERc9Bvbm6Ou3fvQl9fH9OmTROSDV9+bO9zACe7/wVPT0/4+/vjwIEDGDhwIDw9PeHm5oZZs2Zh27ZtjNyuXbuGgoICTJs2DWJiYqyzAXBw/BHcaPgGKCkpQUVFBZ6enigtLUVYWBi6deuG6upq8Hg8jBw5EiNHjsSCBQtw7Ngx1NTU4Nq1a8jLy0Pr1q0B1Hsv7dy5k1VeNl+72AkujKqqqlBVVWV+Y+OkX1paKpSpvaqqCk+fPkVQUBB4PB4UFRVhZWWF7du3Y/r06ejatSuKiopQXFwMCwuLZm59y0ewv2loaEBGRgbXrl2DvLw8LCwsWHngANRfA1+8eDEA4NChQ+jQoQO0tLRgYGCAjx8/4sGDB5g1axZGjBiBPn364OLFi0hNTQWPxxMa52zb2M+fPx/Tp09nZAcAHz58QJcuXaCoqIjMzExcunQJx44dw8ePHzF16lTs2LEDAQEB2L17N/r27duMrf/30K5dO8ydOxfi4uI4evQopKWlcfDgQQCf4thyNM33338PXV1diIqKIiEhAV27doWdnR0AMDdHOIQ9gFetWgVRUVHs2bMHvr6+mD59Olq1agUPDw/WhitITk7G0KFDAXy6hvv06VNMnToVQ4YMAQDIy8uja9eu2Lx5M2xsbODs7AwRERGIiYkxjg9sXF+BL+vE/P40ffp0iIiIwMfHB15eXpgyZQpOnDiBly9fIj4+nqnPZkNSaGgoIiMjcfToUfTr1w9xcXHYsGGD0M23poxuoaGhOHToELZu3cpawy9QHxJIXFwcoaGhAMA4K5mbm8Pb2xsiIiKYOnUqIyPOePkJTnZfj+Aa+e7dO6SlpWHXrl0YOHAgzp8/jyNHjmDZsmUIDw+HiIgILC0t8d1332HMmDHMO2pra1m5VnBwfJF/MJkc66mrq2OyS544cYKGDh1K06ZNIz8/PyouLiaiT9md+f/yM1QuXbqUNm7cKPQOtnL06FFKS0sjoj/Ohs2XX21trVBGVTbA/97k5GSaOnUqqaurk4qKChUWFtLp06dpzpw5tGnTJnr06BEREWVlZZGdnR3Z2dnR3r17uSyyRI36zJf6kOBvgjJjs/yIiKqqqsjKyooUFBQoMjKSeVZSUsKUqaysJENDQ1qxYgXrxmlDLly4QJWVlUREVFZWRkREcXFxpKamRkZGRjR58mTauHEjeXp6UmRkJCkoKNDdu3eF3vFH8+J/lb/Sd3Jzc8nLy4uGDBlCXl5e/0Cr/rs8f/6c7OzsaMqUKRQaGtrczWmxCOpsAQEBpKCgQOfOnWP6KxvXiOjoaFJQUKCTJ08KPTczMyMtLa1G5T09PWnmzJmMrsx2BHXbPypDRBQfH0/Lli2jKVOm0KJFi6iqqqpRGbbi4OBA+/btIyKi2NhYGjJkCAUHBxPRpzWYSHhdDQkJocGDB9OZM2e+bWObkYKCgs/+lpSUREuXLiVDQ0O6fPky89zCwoKGDBlCFy5c+AYtbLlwsvvfEJynkpKSiIgoKiqKioqK6Pbt2zRhwgQKDAwkIiIXFxdSUFCglStXUmlpabO0l4Pj3wR3HPIPQf9/UiciIoK8vDz8+uuvUFFRga+vL06ePImqqiro6OhAWloawCdvN369MWPGIDk5mXkHm7l+/Tqio6MRFhYGCQmJz56CCj7PyclhXRxH/rerqKhAXl4e169fx5gxYyArKws1NTVUV1fDx8cHR44cga6uLvr379/I05fNp6SCp8yvXr2CjIwMZGVlGXk07Hf8/xMRxMXFGU8mtnmuNoTH42H9+vWQkZGBpaUlREREMGvWLPB4PJSUlOD06dM4d+4c3r9/j4iICCZhEtu84Pj8+uuvAIADBw6goKAAGzZswNixY1FYWIjk5GSsWLECw4YNQ7du3fDo0SMoKys3ugHCxj4n2GeysrIgJyf3VR6o7du3h6amJkRERODs7AxRUVHo6+v/081tUTQ13r5mDPbq1QsLFiyAiIgI9u7dCxEREcybN++fbOq/EkHP3kWLFqFVq1aYMGEC48XFxjV2woQJWLFiBSwtLVFXV8fkaRg1ahSePHmC2NhYTJo0iRnDP/zwA4D6cEJs9rIEAGdnZ1RUVGDz5s1f9BoX9BKcPHkyBg4ciMrKSnTr1g2ioqKs9JhuSlYPHz6EsrIybt26hS1btsDMzAwLFixAXV0dPD090alTJ+jo6DDranh4OJycnGBra8uaRNuLFi3CrFmzoKWlBQC4cOECOnbsCGVlZQD1iQSJCIcPH4a/vz8kJCQwcuRI2NnZoUePHo1y1rAJTnb/G4J7rb1798Lf3x+nT5/GtGnTwOPxcO3aNQwYMACzZs0CAMjKymLKlCkoLy9nEtFycHB8Hnbutv9h6urqmInr4sWLWLVqFV68eIHvv/8eFhYWUFJSwunTpxEWFobKykoAgJ2dHbKzsxkl5f3793jx4gVKS0ub7Tuag6ay8PINSSEhIUKyFURwsfD398fUqVORn5//j7e3JfLx40fweDysXr0a79+/x4YNGwAAM2bMwLJly/D8+XMEBQXh9u3bjeqy0YjEhz/2XF1dsWrVKkybNg2urq64f/8+gE8bK0EE+112djZ3WPP/tG7dGsuXL8fy5cthYWGBmJgY5rcHDx6gY8eOiIyMBI/HQ01NDWsNv4J06NABgYGB8PDwAI/Hw/z58+Hk5ITZs2ejS5cuKCkpwZ49eyAlJYXu3bs3d3ObFcEN/f79+7Fz5048fPjwDxNp8dcXOTk5jB49Gtu3b2eM72xBUHaPHz/GnTt3kJWV9Yey42e379mzJ6ZMmQJtbW2MHDnyH29vS6Ep3QRAozWBD99IB4AJN1JdXc3K9YH+P8mYiYkJTExMYGFhgbNnzwIAVFVV0alTJ4SGhiIiIgKFhYXIyclBaGgo5OXl0b59+2ZuffNSXl6O4uJi3L9/H/v27WPG7+f6o6Ce0qlTJ/To0YMpz2bDb3p6OrKysgAAmpqaSEhIgK6uLjZv3owFCxYAAMrKyvDgwQN8+PCBecfJkyexfft22Nvbs8bw6+joiKysLMa4lp2dDRsbG/j5+eHBgwdMuZEjR2L58uW4f/8+jhw5gvPnzwMAVq1aBTExMWbNYBOc7P53+GtkWloasrKymAMZHo+Huro6PH36FEVFRZCRkUFFRQVu3boFVVVVeHl5fXFu5ODgqIfbcf/NNMwkGx8fj4yMDLi7u+P27duQkJDAtm3boKSkhNjYWFhaWkJfXx9RUVGMkpudnY2PHz/C2dmZifnLFviy8/T0xPHjx1FUVARFRUUMGDAA58+fx8ePHwEIb8SoQUyuAwcOwMrKCnJyct+8/S2Btm3b4sCBA1i1ahWWLVuGhw8fYuPGjQDqDcBLly7FzZs3kZSU1MwtbRkI9qXTp08jKioK69atw6JFi5CSkgIvLy+kpKQAEN5YCfa74OBgLFmyBHl5ed/+A1oorVu3hpGREZYvXw4zMzOcOnUKMjIyMDc3h7W1NcTFxVntad4QbW1tODg4wMvLi/ECFhUVRXl5OaKjo2FiYoLs7GwcOXKE9Qouf51wdnZGaGgoZs6cie7du3+xL5FAxujQ0FD4+/tj8uTJjIchGxCUgZubG1avXg0LCwssWLAAjo6OyMjI+Gw9/sFgcHAwLl26hCVLlqBHjx7frO3NiaBel5KSgsTERMZAxL+50BSChl7+oSzbEFwnw8LCmEOGNWvW4OTJk5CVlYWdnR3k5OQQFBSEcePGwcDAAHl5eXB3d/+ifP/rEBGkpKSwadMmDBs2DImJidi7d+9XGYAb/sa2A1bBuc7V1RVWVlZITExETU0N+vbti86dO6NPnz7MLZoXL15gw4YNyM/Ph4mJCfOeH3/8EZ6enpg0aVKzfMe3pqamBq9fv8aoUaMgISEBe3t71NbWwtzcHK9fv4afnx/S09OZ8iNHjkSfPn2QmZmJe/fuCb2Lbc4knOz+Ps6cOYPt27fjwYMH6NWrF4BP6/CCBQuQnJyMuXPnQlNTE2/evIG6ujpTl21zHQfHn+YbhZdgHXZ2djRx4kSyt7cnU1NTGj16NOnp6dHvv/9ORPUxMA8cOECbNm2iDRs2NIrHVV5e3mxtb24yMzNJSUmJBgwYQE5OThQTE0PV1dWkpqZG27dvZ8rV1dUJxQViY0yuP6K0tJSOHz9OampqtGHDBub5tWvXWBsn9HP8/vvvZGVlRceOHWOeXbx4kRYvXkyrVq2i5ORk5nnDWHBDhgyh06dPf9P2/lsoKSkhV1dXUlBQoCtXrjDPudiDnxCUBT+ur6urK338+JHKysrI19eXXFxcuLjcAty8eZPGjRtHd+7cIaL6NfXDhw+UnJxMr169EiorKN/Q0FDq378/q9cJb29vGjVqFN24cYOIiDZv3kzDhg2j27dvNyrbUHZKSkqsnevs7e1p7NixpKysTPPnz6fAwEAmBmvDWKyCcgsMDKTZs2dTUVHRN21vS8LV1ZVGjx5NUVFR5OvrS2vWrCEFBQU6ceIEEdXrKpmZmRQVFUUJCQnMGsv2uY7fr4qKisjJyYm0tLTI1dX1s/2OSLjvhYWFsTqG6P79+2n48OGUmJhIhYWFzPPbt2+TkZERjRkzhkaPHk2zZs2i+fPnM3sxNuvHJ0+eJAUFBTIyMiIFBQV6/PgxEdXHR54zZw6ZmZlReno6EREVFhbSli1bKCYmhvX5aYg42f1dnDlzhhYtWkTKysqUmJjIPOfLib9fc3d3Z9YINo9ZDo4/A2f8/Qe4d+8ejR07ljH0EhGdPn2aFi9eTMuWLWM2q3V1dUKTFVuV3KYWvT179lD//v3J09OT9PX1yczMjE6dOkWjR49uUpENCQkhFRUVVm/oP0dpaSmdOHGCpk+fTnp6ekK/cYtlPR8+fKCJEyfS4MGDycfHR+g3vgHYxMRESAkh4g4cvpbi4mIKCQlh7Rz3NXzOAFxeXi40TrkxW8/Vq1dp9uzZlJ2dTWlpaeTs7EwTJ06k8ePH0+LFi5lNV1MHhPHx8c3V7Galrq6OqqurydjYmJnnzp8/T4MHD2YSHlVWVjJJj9guO8Hvv3HjBs2ePZtSUlLo0aNHZGZmRtra2uTl5dXIENdQbkOGDKG4uLhv2/gWRH5+PmloaFB4eDjzLDc3l+zt7UlBQYFiYmKarMfmua6pw9HCwkJydHT8ogG4oeFXQUGBzp49+883uIVRV1dH79+/J01NTYqNjRX6jS+v7OxsSk9Pp4iICEpOTuYOHASYPXs2KSgoMInx+MTGxpK2tjbp6OiQra0t6erqkra29hcPI9gGJ7u/h8TERFq4cCHp6OgIOd80JSduzHJwfD2cb/w/gJiYGCoqKoSubaipqWHevHlITk7G3r17kZKSAhEREYiJiYHqjfCsvf7Mv6KRkJDAhCJYu3YtfvvtNxQUFMDa2ho5OTnw8fFBeXk5jh07JhTP98KFC9i5cydsbGxYE5PrzyAtLQ01NTUsWLAAbdu2FboOyParRXw6duwId3d3dOjQAVeuXMHjx4+Z31RVVaGvr48XL17g+vXrzPPQ0FC4uLiwKglIU9dM6TMxLwWRkZHB/PnzIS4u/oexRdmKYEgRDQ0NODg4wNPTE5GRkULjlI1jtql+JycnhydPnsDU1JQJubJmzRrs3r0bb968QW5uLoBPV+9DQkLg7OwMW1tbTJ48+Zu2v6VQXV0NMTEx5ObmYujQoUhJScGmTZtgamqKBQsWoKqqCmFhYXj48CEACIVTYqPs+N9//vx5xMTEYMyYMRgyZAgUFBSwZcsWKCgo4MKFCzh69ChzJbWmpkZIbk5OTrCxscHUqVOb81O+KQ3XhMrKSrx+/VooDEb79u2hq6sLRUVFmJmZISIiotF72DjXAcJ5Q4qKilBVVYXKykrIyspi+fLlUFFRQVJSklAIiNra2kYh0BwcHODu7s6akAWC8PMvZGdnN0oCJSoqyuRbUVRUxOzZs6GiosLEWmXrXoxPWloapKWlMW/ePBw4cADh4eHMb9OmTcPatWvRt29f3Lt3D+3bt0dAQMAXExGyCU52/zv89YMfF1lKSgoeHh5MnhpRUdFGawzbxywHx5+i+ezO/12ePXtGU6ZMoaioKCISPomfNWsWaWpqkoGBAaWkpDRXE1sUdXV19ObNG5o6dSrp6OiQs7MzEdVfn9myZQu9e/eOiIjCw8Np/vz5tHDhQiGZPnjwQMjLmqNpKioqGLlxJ8xN8/DhQ9LQ0KCtW7fSkydPhH67desW4xly9uxZUlBQYJXHr2CfefToEd29e/dP18vLy/vb2/VvoKEX15dCXgj+lpCQwHqPhsrKSub/6enp9PDhQ6Yf3blzhzw9Pen8+fPMlfqKigrS0NCgixcvMvUiIyNp0KBBrBqvRPW3kPj4+PgwYVfMzMxIVVWVfvnlF4qMjGTK5OXl0aJFixgvYCLudkNxcTFz/XTVqlVCvxUWFtKOHTto/vz55ObmJjTX8T1+2So3ovqru6WlpUREtHHjRtLX16e3b98KlTE1NSU1NTVasGABFwqIhNdLT09P0tPTI3V1dbK3t6eHDx8SEVFBQQE5ODjQvHnzaM+ePY30udDQUNaN2ab6zps3b2jEiBHk7+9PRMLegXfv3qWjR4+yOhTL56iqqqLi4mKqrKykPXv2kIKCgpDXPlG9vKuqqhi5s11P4cPJ7u9BcDxfunSJDAwMaPny5ZSUlNSMreLg+G/AHTP9A/Tu3RsqKiqws7NjEkUBQF5eHr7//nuoq6uDiODl5YWbN282Y0ubD0FPLhEREXTr1g379u3DrFmzEBERAT09PRARHj9+jLCwMACAlpYW3N3d4e/vL5TQol+/fhg6dGizfMe/CUlJSca7kDthbpq+ffvCxsYG6enp8Pf3x7Nnz5jfBg8eDDExMVRXV0NKSgp+fn6s8fgFPnnoOzo6Ql9fH/r6+pg1axZu3ryJqqqqJusI9rVjx47B2toahYWF36zNLQFBL65Xr14hPz9fKJMzNfBg4I/Ruro6jBs3DuLi4qiurv4qD+v/Elu2bEFmZiYkJCQA1Cd309PTw8qVK6GpqYn09HQMHDgQBgYG+O233yApKYmioiIYGxuDx+Nh3LhxzLsKCwvh6urKqvH6/PlzmJubY+vWrbC1tYWjoyO6dOkCAFiyZAk6d+6MHj16QENDA0SEwsJCmJubo7q6GvPmzWPek5ubCzs7O9bIjgQSegL1txacnZ2hqqqKZ8+e4fjx40xZWVlZbNiwAfLy8sjPz2fGeVxcHHbu3MmqWyENyczMhIeHByOvcePGoaSkBL6+vkyyvLKyMhQXF8Pc3BxBQUFCnsFsRTAh49GjRzF16lRoamrizp072LlzJ9LS0tC2bVsYGhpi6NChiI6OxrFjx5j6vr6+cHZ2ZtWYFVxj8/LyUFtbi+rqanTr1g06Ojqwt7fH5cuXGe/Aqqoq7Nu3D0+ePIGMjExzNr3FQUTg8XiQkZGBhIQEli5dilWrVmHbtm1C/ayurg48Ho/RVzjPS052fyeCN+EmTJiARYsWIS8vD5cvX27ehnFw/AcQIbbtKP9hBK9urFmzBjdv3sScOXPQsWNHXL58GXV1dQgMDMS1a9ewf/9+dOrUCY6Ojo2uJf2XEZTRo0ePUFxcjB49eqBTp04QFRVFQUEBNm3aBGlpabx79w7p6enYv38/Jk6c2OQ7ODj+bh48eIDt27eja9euMDU1bZTVngSuV/7XERxrly5dgqOjIywsLNCpUyfY2triw4cPMDc3x5gxYxhDHdA4y7uNjQ1cXV2FxjGbcHV1xcWLF5Gbm4s5c+Zg6tSpGDBgAIDG/Unw7+zsbHTu3LlZ2txc5Ofnw8DAADk5OQgODsbHjx+xdu1a2Nraorq6GpGRkbh06RIOHTqEESNGoLq6Gl5eXrh69Srq6uoQFBQEHo+Hmpoa1m6sysrKEBcXBycnJ1RVVSEkJAR9+/YFEaGmpgaxsbE4evQoCgoK0KNHD9TU1KC2thZhYWHg8Xiorq4Gj8dr7s/4pgjOdTk5OZCSkkJtbS2+++47vHv3DtbW1iguLoampiY0NDSYeqWlpZCSkoKoqCiqqqpw6dIlyMjIYPTo0c30Jd+e2tpaoTANFRUVsLW1xatXr+Dh4YFWrVrh8OHDuHDhAgoKCjBgwADmcPXEiRMQExPj9Lr/5/z583B1dYW9vT2UlZVx7do1rFy5Ej/++CPExMRgZWUFJSUlFBQU4PTp09DW1oaYmBjKy8uxbt06qKurY8aMGc39Gd+cAwcO4MKFC5CQkICqqip0dHQgLi4OOzs7hIeHY+7cuQCAly9f4uPHj4iIiACPx2OVPvdXKCwshL+/Pw4dOgRzc3Po6uo2d5P+NXCya4zgeKuqqhLaN3yp7O3btzFw4EBujeDg+B/hjL//AIKT1b59+3D//n3k5eWha9eucHFxgaSkJADg2rVr+PHHH9G1a9fmbO43RVA2zs7OiImJQW1tLUpLSzF9+nTMmTMHgwYNAhEhIiICKSkpiIyMxKJFi7B169Zmbj0Hm0hNTUVISAhsbGw4ZQPAqVOnkJWVBVFRURgYGDDPDQwM8Pr1ayEDsKAhgB/30s7OjlXxQgUNGadPn4adnR22b9+OR48e4cqVK+jcuTN0dXWhoqIC4NPcKDhHBgcHw9fXFyEhIWjfvn2zfUtz8P79e2zbtg2PHz/GypUrUVJSAkNDQwD1hk0rKyucOXMGHh4eGD58OO7fv49r165h+fLlTGxpthp++X3o8uXLsLS0hKysLIYPH45du3YxfaumpgYfPnxATEwMiAgdO3bErFmzICYmxkrZCY67/fv348qVKygqKsJ3332HNWvWYPTo0Xj//j2srKyaNAADn8Y8m42Yly5dgry8PPr27YuioiJMmzYNEydOxM6dOwEAN2/exN27d/HkyRN06NABmzZtAo/Ha2Q8ZjN3795FXFwcNm/ejEuXLsHCwgIbNmxAly5dYGlpie7du8Pc3BxDhgxh6vDl90fGlP8SgmM2IiICDg4O2LBhA27evIl3796hR48e2L59O9q0aYPIyEjEx8dDQkIC8vLyMDU1Zf068WcoLCzEwYMHce/ePYSEhAAAZzD/SjjZNU14eDgkJCSgoaHxxfn/S84RHBwcfx7O+PsPIaj8V1VVoaamBlJSUhAREWGVciaIoEyCgoKwf/9+uLq64qeffsLVq1cRGRmJdu3awdDQEP379wdQn6Dm9OnTmDZtGqegcXxz+EoGmzfzQP3YVVVVRXZ2NubNm4fdu3cL/b58+XK8efMGa9aswW+//cbMbyEhIXBxcWF1Msbk5GTEx8ejb9++jOfRpUuX4OPjgzZt2mDZsmWMAbih0dzZ2RnW1tZQU1NrtvZ/axp6PW/fvh0JCQlYsGABduzYwfzONwCfO3cOLi4uGD9+PPMOthqSGh4gZGdno6qqCklJSQgKCoKioiLs7Oy++A62yo7P/v37ERAQgC1btqCwsBDp6emIjo6Gra0tZs2ahbdv38LOzg4vXryAmZmZUHgRtpOQkAAjIyO0b98epqam0NDQQEJCApycnLBixQqoq6szZQXXVDYb4D6nWxQUFEBKSgqGhoYYMWIEVq1ahbq6OsyfPx85OTkYMWIE7OzsOEMIgKSkJCQmJkJRUZFJrBgSEoKTJ0+iW7du2Lp1K9q1a4eKigqhW5Zsnev+jOelICUlJWjdunWjQ2o2wcnu72P9+vVITU3F+fPnv7jPEpRXRkYGunbtCikpqW/dXA6O/wzstWb8BZqyk3/Odi6YjZLH40FaWpqZ9Nlm+L169SoAMJmwiQgpKSmYNm0aRo4ciY4dO2LOnDnQ1dXFixcvcP36dQCf4iLNnDmTOaHn4PiWcDGSP8XtvXDhAgYNGoSrV6/izp07QnG7Dx8+DGlpaZw9e5aZ36Kjo2FnZ8dqw29OTg42b96MyMhIlJSUMM9VVVWxbNkyFBcXw8/PD0lJSQDQyFvaxsaGVYbfFy9eMEr+sWPHICEhgW3btmHy5Mk4ffo0MjIymDEpLS2N7du3Y9iwYfDx8RF6Dxs39IJxL3NycpjNZo8ePaCmpoa5c+fiwYMHQjdobG1tmb7H11fYJLuGsco/fvyIq1evwszMDDNnzsTixYthY2OD5cuXw9LSEmlpaejWrRssLCygqqrKqrAOTSG4BgDA6NGjMXHiRHTu3Bnu7u6ws7PD48ePGc/83Nxcpp8Jrqmc4Rd4/fo1nj9/zvzWrl075Obm4vnz5/jxxx8B1Mez7datGywtLWFjYwOAfR6EZmZmSEtLY/7+/fffYWtri4iICLRu3Zp5Pm/ePMyaNYsJ15Kfny9k+CUiVs11gvD7THh4OOLi4gBAKA/B55CRkWHqsq3f8eFk99cQtJVUV1cDqL/9KyMjg23btgHAHxp+AwICoKuri7y8vG/QYg6O/y7stWj8SQQ3Vvn5+aisrARQP4l/buJveMJXW1vLukk/MDAQ1tbWTNI2QSW/tLQUwKeFc+LEiRg7dizCwsJQVVXVaCFg6waBo3lh25htiIiICOOZ5e/vDxkZGWzfvh1paWlCCt2JEyfg4uICoN6TKysrC/v372et4RcAOnbsCHd3d3To0AFXrlzB48ePmd9UVVWhr68vdOAF1Bt+XVxcWJcs6s6dO9iwYQOioqJgY2ODbdu2oaSkBN27d4eFhQWUlJSgq6uLly9fMmurlJQU3Nzc4O3t3dzNb1YEjUienp5Yt24dtLW1sWXLFjx48ACysrKYNWsWtLS0kJqaCm1tbRgYGOD06dNMslS2zXO6urrw8vISelZRUYFnz54xXkX8gy9DQ0OoqKggNjYW1dXV6N69OzZu3AgxMbGv2vj/V+H3uRcvXgCo19FUVVUxatQoWFpa4rvvvsPt27cRERGBuLg4pKamsq6ffQm+/PjJLOfOnYs1a9bg8ePHICLIysrip59+QmRkJOLi4mBhYYGCggJMnDiRCS/CJh4/fowOHTpAQUGBeaakpIRJkyZBTEwMkZGRqKioAFB/iKWtrQ0NDQ2kpaUhKChI6F1cP6z3mHZ3d2cM4Z/rT4J6XkZGBsrLy79VE1ssnOz+HPzx5uXlBXd3d9y7dw9iYmJYvnw5Xr58iYSEhEZ1BO0noaGh2L9/PxP2hoOD46/DGX+/Er6S5u7ujiVLlmD58uXYs2cPAHx2AyA4cUVGRuLs2bOsUtb8/f3Ro0cPDBkyBFFRUYwBWEREBL1798a5c+eQkZEhdPreq1cvdO3alXWZ7Tk4WjJ8z3sej4eIiAgAwJYtWxoZgPne/eLi4tDX1+euRAPo27cv9u7di4KCAgQGBuLp06fMb+PHj8euXbuwfv16AMC5c+ewc+dOWFtbs8rwCwC9e/fGDz/8AFdXV0RERCAiIgI9evQAEaFr166wtraGgoICFi1ahFevXjEGYElJSVYaQgTh6ydubm7w9fWFjo4OjI2NkZ+fDxMTE6SmpkJWVhYaGhpYs2YNevfuDXl5eVy6dAni4uKsNGCuX7+eiSHNv1XUpUsXDBs2DLGxscjPz2f0N2lpaUhLS6O4uLhREjy2eg/ySU5OhpqaGhwdHfHw4UPMmDEDDx48wP3797Fq1Sps2bIF48aNQ05ODqMDsh3B8RYTE4PTp09j/fr1cHBwQFpaGqytrZkxq6WlhYqKCri6uoKIcPjwYdbGlVZQUICpqSl4PB7CwsJw5coVtG7dGoaGhpg3bx5ev36NPXv2MM45oqKi0NLSgqmpKVatWtXMrW9eOM/Lvw4nu7+H3NxcnDlzBgEBAdi3bx88PDwwadIkiIuL4/z580w5IhJyuOPfhNu9ezemT5/eXM3n4PjPwC7N4X8kKioKx44dw4IFC/Djjz8yChvQ2ADcMNO9paUls0llA8uWLUNQUBDGjx+P5cuXo1evXjh+/DiCg4MBACYmJhgwYACWL1+O1NRU5ObmoqysDLGxsZCTk2OS4nFwcLQMGhqARUVFYWRkhMzMzEblgKaVYbbSt29f2NjYID09Hf7+/kyWewAYPHgwxMTEUF1dDSkpKfj5+bHO8FtbWwtZWVkMGjSI8fZ9/PgxqqurmXVUXl4e1tbW6Nu3LyZPnozs7Gwh7y2297erV6/i0qVLOHjwINTV1dG6dWukp6dDRkYGK1aswP379yEjI4Nff/0Vtra2sLKyYsY02wyYdXV1GDhwICQkJODl5YVNmzahrKwMADBhwgTk5ubC19cXJSUlTJ6G0tJS1iVdbIqGB/NDhw6Fm5sbbt++DVtbW4SHh8Pa2ppJsNWjRw/s3bsX7u7uOHjwYDO1umXA9/rjj7eEhAS8e/cOhoaGTGK8sLAw5ObmwsHBAQ8ePMC0adPg5eWFgIAAHDlyBDweDzU1Nayb7/iHeyIiIsjKysLZs2fh4OCAGzduoFWrVtDX18fYsWNx+/ZtuLm5CRmAJ06cyHovfc7z8q/Dye6v0XCt6NChAzQ1NdGxY0fMnz8fUVFRsLOzw9ChQ3Hs2DEmjIaIiAgzv4WFhcHZ2Zl1N+E4OP5JuIRvX6DhyXpkZCRERESgoaGBsrIyXL58GU5OTlBWVsbevXsBgNlINTyxYlOm+0ePHmHTpk1wd3fHDz/8gCdPnqBr166wsbHB8+fPMXPmTOjo6KCwsBCmpqa4ffs22rZtC2lpaRARIiIiwOPxuKD4HBzfiD8z1vievdXV1diyZQvs7OxYZzz6qzx48ADbt29H165dYWpqih49egj9zrY5r+Eam5aWBlFRUfj4+OD169eYNWsW5s2bJ9S/3r17B19fX5ibm7O63wnKrri4GPn5+QgLC4OZmRkSEhJgYWGB1atXY+DAgTA2NgYRwdXVFYMHD2bewbb+1pC6ujpcvXoVxsbGmD17NqysrADUJ327dOkSKioqoKysjIyMDJSWluLkyZOsDj8l2OcqKyshKSnJPHvy5AmSkpLg6ekJBQUFSElJQUpKCqampujSpQvzDrYmd1uzZg2mT5+OKVOmoK6uDh8/fsSoUaMAAKtWrcKaNWuYsjk5OdDV1YWcnBzWrl0LFRUVZpyy0eO3qeSAt2/fRmBgIJ49ewZLS0uMHDkSZWVlOHLkCBITE9G7d2/s2LGDdTlWvkRubi4MDQ3x/PlzDB48GEOHDsWyZcuwYsUKdO/enZn/iEgo1wV/H8tmAxwnu79OXFwcysvLoampCQDQ09ND165dsXPnTtjZ2aGiogInTpxAx44dERgYiJ49ewIALly4AGNjY+zbt4819hMOjm8BZ/z9DIKboqioKJSXlyMuLg5TpkzBokWLANTHh7t48SKcnZ3xyy+/wM3NTegdbJ30P378iOnTp+O3336DrKwsjhw5gvv37+P169c4fPgwMjMzMWfOHGhrawMA4uPjGY+IGTNmQExMjLUbBA6Ob43gXFdUVARZWdk/rNNwfFZXVze6Ds3RNKmpqQgJCYGNjQ3rNvGCCG7oHz16hLZt20JCQgJycnLIz8+HlZUV3r9/jzlz5mDevHkAgAMHDmDRokX47rvvALA3W7sgLi4uyM/Ph42NDT5+/Ig2bdpg5cqVUFRUxLp161BXVwd9fX08ffoUioqKjeLcsonff/8d4uLiGDx4MOzt7fH9999DR0cHiYmJWLVqFaZOnQo7OzsAwLVr15CUlIQPHz6gS5cuWLt2LRMig419TnC8BgQE4NatWygvL8fw4cMxb948yMjIoLq6Gh8/fsS2bdtw//595OXlwdPTE+PHj2/m1jcvJSUlCA0NxZIlSyAhIcEYzl+8eIHFixejW7dusLW1ZRK7AfXGpunTp2P69OnYvn17M7a+eRHsd0eOHEFJSQmWLl2Ktm3b4tatWwgICEBmZiZjAC4vL4ebmxvKy8uxe/duVh9uNXW4FxQUBD8/P5iamsLFxQUjRoxAp06dsG/fPri6umLatGlC5cPCwpjks2zax3Ky+3vIzs6Gi4sLEhIS8Ouvv2Ljxo0oLCyEm5sbZs+eDVVVVdy9exdBQUF4+fIlwsPDmfFeV1eHlJQUDBs2rJm/goPjvwVn/G0CwUnf1dUV/v7+6NWrF7Kzs9GnTx/4+fkxv1dUVODy5cswNTWFvr4+1q1bBwDw8fGBh4cHrKysWHVixVfUfv/9dyxbtgySkpKIjo5Gt27dANQnBvH09ERmZiZmzZoFHR2dRu9g6+aKg+NbI7ixCgoKwrNnz7B06VLm5P1zsN1j8H+FLz82enE1xMXFBdHR0QDqYzouX74cKioqjEHzzZs3UFBQQFZWFu7evYukpCRWrw+CY+/69euwtbWFnZ0dlJWVAQAfPnyAlpYWNmzYgFmzZuHjx4/YsWMHtLS0MHr0aNaO2+zsbJiZmUFcXBxt27bFmTNncOLECfTt2xdAvSyNjY0xdepUWFtbM31MUN7coXR9rMvjx49j2bJlyMnJwe3bt/HDDz9g586daNOmDVPu5MmTuHv3LrZs2cJqmU2ZMgUDBw6Eg4MDgHrDeV1dHWbOnIl27dohIyMD2traUFFRwebNm/H9998zfY5/mMPm+Y6Po6MjTp06hZUrV2LixIno3LkzAODWrVvw8/PDy5cvYWlpiREjRqCyshISEhLcGvv/cJ6Xfx1Odn+OpsZbcXExHj9+DDMzM/Tq1QuKiooAAAkJCaxYsYLxzhfUi+vq6li9bnBw/JOwe0X8DHxF/8OHD3jy5AlCQ0Ph7e0NZ2dnZGZmYuXKlUzZVq1aYfz48fDy8sLq1asB1G8Qzp49iy1btrBq0gc+xV18+vQpE8fy6NGjzO+9evWCkZERfvzxR8TExMDHx6fROzhFl4Pjn0dQSXv27BmSk5MRGxuL0NBQvH379rP1BI0hwcHBsLGx+Sbt/S/BT1bGxk2p4HnzjRs3cOrUKdjZ2WH58uWQlpaGpaUlkpKSICcnh61bt2LIkCHIzc2FpKQkrl+//sXM2myAP/ZiYmJw+fJljBkzBsrKykw8y3bt2kFZWRne3t44duwY1qxZg5ycHIwaNYrZWLGRzp07Y+XKlcjMzMSZM2dgY2ODvn37MhvN0aNH48CBAzhz5gx27tyJ0tJSABAylrN9M3rq1CmcP38ehw8fhpGREUaOHImnT58iNTUV5ubmKCkpYcrOmjULO3bsYOJKsxEvLy9ISEgwhl+g/paDn58fzp07h4KCAvTu3RthYWFISUmBra0tXr9+zfS5tm3bsj5WLVB/+zIqKgpHjhzBwoUL0blzZ5SXl6OkpARDhgzBqlWr8MMPP2DTpk1IS0uDpKQkq9dYQbKzs3H58mU4OjrC0tISubm52LJlCz5+/IiEhARs2bIFmpqamD59Ojp37iwUikpVVRX+/v6s28fy4WT35xDcU6SkpCA2NhapqakoLS2FiooKjh07BkVFRTx69Ai+vr7w8vJi4vwCwnox29daDo5/Es7z9zP4+fkhKCgI8vLycHZ2RseOHZkrCBs2bMCAAQNw6NChRvWqqqogISHBeu/VGzduoFOnTsjMzMSmTZswc+ZM7N69m/n9xYsXcHJyQvv27bFr1y7WeiNxcDQ3dnZ2uHr1KoYMGYJ3797h+vXrWLJkCRYvXvzFmLT8sDY2NjZQU1NrjqZz/IuJiopCRkYG2rVrBz09PQD1MX99fHxw9+5d2NjYYMSIEaiqqgIA8Hg8iIiIcN6XqB+HixYtwq1btzBixAj4+PgwGycREREkJSUhODgYmZmZ6NGjB9zd3cHj8VjpBdcwvMiuXbtQV1eHdu3awcDAACoqKgA+3ThKTEyEnp4eNmzYAENDw+ZserMjKLu6ujpcvHgRKSkpsLCwwIULF7B582aYmJhAVFQUbm5uGD9+PHbs2PFVoYPYgJ+fHwICAhAXF4eDBw9CVFQUa9aswbZt23Dz5k3o6elhypQpjAewjo4OfvjhB+zdu5fxbOWoN6I/fvwYLi4uyMjIwLVr1xASEoLWrVtj0qRJWLFiBW7evIkbN27AxMSE1XsvzvPyr8PJ7u/B0dERsbGxEBUVhYiICNq3b48NGzZg5MiRqKiowMuXL3Hs2DEEBgZiwoQJ8PDwaO4mc3CwCs74+/80nPQfP36MtWvXIicnB2FhYfjpp58A1E/wKSkp2LhxI7p27YrQ0NDmavK/goqKCpw/fx5bt25tZADOyspCp06dICoqyl0j5+BoBq5du4YNGzbA29sb/fv3BwCEhITA1dUVs2bNwtKlS5nsxIIHWqGhoXB2dmZ1LDOOv87r16+xefNmpKWlwcDAAMbGxsxv6enp8Pb2xv3797F9+3aMGTOG+Y1bJz7JoLa2FmZmZvj999+xfv16TJ8+HZKSkkw5flKpdu3asdZoLqjXJScno0uXLujYsSPu3LmDI0eOQEREBCtWrGAMwHzS0tLQt29f1snrc3h4eKB9+/bQ0tLChw8fICEhAQMDA0yePBmGhobIz8+HtrY2CgsLoampCXNz8+ZucrNDRLhz5w4OHDiAt2/fIjs7G9HR0cx6umXLFiQnJ0NPTw9qampo27YtHj9+DEdHRxw+fJh1hzRfwsfHBw4ODjAwMMCFCxfQp08f9O/fH+/fv0diYiKCg4PRvn17pjxbnW8ael5mZ2ejR48e6NSpE7p06YK8vDz4+Pjg0aNHuHHjBgDA2toaGhoazDvYusZysvvrCMouIiICDg4OOHDgAPr27Yt79+4hKioKt27dgqOjo9Bae/HiRYwfP56VY5WDoznhtIv/hz9x3b9/HwUFBVBQUMCBAwfQpk0bWFtbIz8/H0D9tQQVFRXY2dmhbdu2rL1C+bW0atUKkyZNgrW1NaKjo7Fjxw7mty5dukBUVBR1dXWsXDA5OL41DeermpoayMjIoF27dsxvCxYswJo1axAYGIiQkBC8fv0awKdwLFwSC44/S8Mz5h49ekBfXx+//PILwsPD8fjxY+Y3JSUl6Ovr4/vvv0d4eLhQPW6dAGP4FRMTg6OjI5SUlODv748LFy4wXtL8q5NycnKMNxLbDJmCV75dXFxgZmaGlJQUiIiIYOTIkVi8eDGICIcPH0ZycjIAYNWqVYiMjET//v1ZHa5AMMxAdHQ0AgIC0K9fPwBAp06d8PbtW3z48AGjR48GUJ8oVElJCdbW1jA1NW2WNrc0REREMHjwYIiJieHVq1fo37+/UExkGxsbDB06FD4+Pjh79izy8/OhoKCAo0ePMnoxRz3Lli3DihUr8PDhQyxatIjxytfR0UHr1q1RVFQkVJ6txiT+fOfo6IiNGzfC2dkZ69atw+rVq5GUlIT27dvDxMQEpqammD9/PmpqanDmzBmhd7B1jeVk9+eJjY0FUC87/lr54MEDjB07FioqKpCRkcHo0aNhYGCAfv36ISQkBFVVVUzZX3/9lUnwzsHB8Q0hDoYbN26QgoIC+fr60sePH4mI6OnTpzR27FjS09OjvLw8pmxdXR3z/9ra2m/e1n8blZWVFBMTQwoKCuTl5dXczeHgYDXv3r0jIqJLly7RwIED6eHDh0REVF5eTkREeXl5NGrUKBozZgzt27ePKioqiIgoNDSUFBUVKT4+vnkazvGvQ3B9rK6uprKyMubvGzdukJ6eHmlpadHjx4+F6mVmZnJr6xeoqakhonqZGhoakoaGBsXFxVFlZWUzt6xlcfjwYRo5ciTdvn2bioqKhH67dOkSGRkZkaqqKmloaNCECROoqqqqmVra/PDnfz6XLl2iAwcOkJ+fHxF96nMvXrygGTNm0I4dOyg1NZX09fXJxMSE0Yv55dhMdXU15efn04oVK8jDw4N0dXXJyMiIWXv5bN26lQYPHkznzp0jIuG9BYewPPh6CFH9nkJfX5/09PRYv04Ifv+JEydo2LBhlJycTMXFxXTt2jXatGkTqaqqUnJyslC9CxcusH6scrL7a1y+fJkUFBRo//79Qs/t7e1JS0tLSM8jIvL29qZx48YxthUODo7mg/P8FWD48OHQ09ODh4cHTp06hY8fP+Knn36Ct7c3nj17BjMzM+Tm5gIQPuFj4/Us+pPRQiQkJDBx4kQcPXoUy5Yt+4daxcHB8UdER0dj3rx5AIAJEyZg+PDhWLlyJfLy8tCqVSsAQHV1NSZPngwdHR14eHjg0aNHAID3799jz549rEpiwfHXEbwO6O3tjVWrVkFXVxe7d+/G+/fvMXz4cCxfvhyysrLYtm0bnj59ytT94YcfOA+4L8BPBCUuLo4DBw6gS5cusLW1xa1bt5q7aS2GyspKJCUlQV9fH4MGDWI8L/meRhMmTICJiQlWrlyJ3377DefOnQOPx2OlJ9KuXbsQGhrKJG3Lz8/HihUrsG/fPmRlZQH45FEpLy8PdXV1JCcnw9jYGKWlpXB1dWW8zNnqeSmIuLg42rVrh0OHDsHIyAgaGhooLS1l5j4+VlZWMDIygqqqKgD2eQ/+EfxY5gAgKSmJiooKBAYGYsWKFcjNzYWHhwdr1wnO8/Kvw8nur2NnZ4fy8nKYm5vDz88P+/fvZ37r06cPCgoKkJCQgPLycub5zz//DDk5OVRUVDRHkzk4OARgn9Xy/xE0XgoqDWZmZtDU1IS7uzuio6NRWFjIGIATExPh5eXVHM1tUQiGaRDM7vxHSEpKYvTo0RAXF2d99mIOjuZi9OjRaNWqFfz8/AAAmzZtQvfu3TFjxgxERUUhNjYWmzdvxqtXr7By5Up07doVCQkJAABDQ0NMmjSpOZvP8S+Cb/h1c3ODl5cXlJSUMG7cOJw9exbr16/H3bt3MWLECCxduhTt2rXDypUrmTAjDd/B0RhBA7C7uztmzJiBYcOGNXezWgylpaVIT09n4oHydT1xcXFUVlYiOzsb/fv3h5aWFkxMTBjdhG0hMgAgNzcXISEhiIuLQ2FhIeTk5BAfH49OnTohKSkJT548YcpKSEhg6dKl8Pb2hoeHB4KCghijOTdeheHruhoaGtDU1ERJSQmsrKyEDMCGhobMWGYbX+NIImgQr6mpQV1dHbp3747jx4+ztt8lJCRg48aNOHDgAAAwcxaPx8OrV6+EDG8KCgpQUVFBSkoKysvLG81vbJvvONn9dYyMjHDjxg2oqalh7ty5WLlyJfz8/ODu7g4AmDNnDvr27QsnJyfExMTg+fPnyMnJwdGjRyEnJ4dOnTo18xdwcHCwa7UUgK9MeHt7Iy4ujomVB9QbQ7S0tODk5ITo6GgUFBSgd+/eOHv2LOsTWQh6cnl4eGDLli348OHDV9XjU1lZyXmGcHB8AxpurGprayEtLY0RI0YwHoK9e/eGg4MDJk6ciH379mHfvn2oqanBoUOHAACtW7eGvLw8AEBaWvrbfgDHv57nz58jLi4ODg4OWLt2LUxMTHDq1ClUVlbC2dkZVVVVGDNmDObOnYtJkyaha9euzd3kZuX+/fvM/319fXHu3Lkvlud7H4mLi8PMzAxiYmKorq7+p5vZ4mjKiCQnJwclJSWcO3cORUVFEBUVZQxs6enpCA4OZn28UL5u5u7ujmHDhsHb2xunT59GQUEBevbsCV9fX7x58waurq549eoVU09CQgKdO3eGoqIiI1e2GUK+BjExMUbGGhoamDt3LkpLS7Fhwwbk5eU1KssmBB1JvtbwLSMjg4ULF2L37t2sPazhPC//Opzs/jrZ2dkoLCyEiYkJgHpP6QkTJjAG4D179gCoX0sGDx4Mf39/aGhowMDAAB8/foSHhwdzO4SDg6P5YNeK2QQpKSm4fv06JCUlMX78eEhISAAATE1NkZGRgSNHjqCsrAw6OjpNZr1nG4JB8aOjo2FiYvKHG00SSLwSFBSEgoICGBoaMrLm4OD4Z+BvrLKystClSxeIiYlBTEwMWlpamD9/PqKjozFjxgx07doVu3fvRnZ2NqSkpCArKwug3mOzqKgII0aMaM7P4PgXU1dXh4qKCnTo0AEAUFVVBTk5OXh6ekJNTQ3Hjx+Hjo4OJk6ciIkTJwJg7xr7+vVrLF26FDNmzIC0tDSCgoIQGRn5h/UayorH4/1TTWyRCB5KZ2VlobS0FB07doSsrCzU1NQQEBAAHx8frFixApKSkigvL4eXlxdqamqEknCxndWrV2Pjxo0ICgqCiIgI1NTU8OOPPyI0NBTa2tqwtbXFli1b0KNHj0Z12ThevxZRUVEQEURERDBr1iyUl5fjyZMnaNeuXXM3rdkQHLNHjhzBhw8fsG7duj88YBYMK1JVVcW6fYSRkRGysrJgaWmJ4uJiAMDBgwdBRFi9ejXmzJmDS5cuwcnJCcXFxUwIA87zkpPd/4q0tDQKCgoQHR2NS5cu4cyZM7hy5Qpmz54NoF6WALBu3To4OTnh4cOHyMrKgoSEBEaMGCF0UM3BwdF8sGoE8pUvQQ4ePAhzc3NYWFjA1tYWqqqqjDLRtWtXZGZmIiUlBcuXL2fqsF3JvXTpEk6dOoWDBw9CWVkZAFBWVoa8vDy0b99eSHkTlHlYWBjs7Ozg5OTEOoWNg6O5OHbsGMLCwjB06FAYGxuDx+NBWVkZCxcuRExMDEaOHAk5OTmIioqiU6dOEBERwaNHjxASEoL4+Hh4e3s3udnn4GhIU2tsu3btUFFRgRs3bkBJSQkSEhKorq5G+/bt0adPnyZDB7FtjX337h26du2K9u3bw9raGhYWFhATE0NsbCy6d++O6urqzxp0BWXu4+ODe/fuMR44bEDwcHnPnj1ITEzE06dPMXz4cPTv3x8mJiZ4+/Ytrly5gjNnzqB379549+4dqqurERERwcQUZWusVb7srK2t8ezZM4iJiaG4uBjOzs4AgClTpqB3794ICwuDjo4OTE1NsXfvXnTu3Lk5m90i+DP9RrCfzZ8/n3kuaARlE4KOJDExMdDT00NRUdEXjb+CY/3YsWMA6q+Zs2W9+JznJRHh4MGDqK2txbp16+Du7g5TU1P4+/vD2toavXr1gpiYGMLCwhjPS7b1OU52/xt1dXVo06YNQkJCMG7cOEhISGDfvn2QkZEBUH+rAai3qYiKimLNmjXo168f+vXrx7yDjV76HBwtEdaMQsEJu6ysDFVVVWjbti0AwMHBARs3bsTmzZthY2ODoUOHon379igsLMTevXvRt29fVm8QGn53dnY2evbsCWVlZTx8+BAJCQmIjIzEx48foaGhAWNjY8jKygrVCw0NhZOTE1xdXblkURwc/yANlVNlZWV8/PgR4eHhuHbtGsaNG4fFixfj119/xc6dO5GdnY0OHToI1fvuu+8wbNgw6OnpoWfPns31KRz/IgT7T35+Ptq2bQsRERHIycnBwMAAfn5+aNeuHebMmcPEaayoqICUlFQzt7x5cXBwQFpaGvz9/SEtLc3IQ1xcHN7e3ti+fTt4PF6T3tAND1cPHjyIrVu3fvNvaE7433/o0CGEhobC1dUVvXv3ho2NDby9vTF9+nSsXbsWw4cPR1JSEgoLC6GsrAw9PT2Ii4tznkgA4uLicPLkSQQEBKB79+6QkZHBhg0bmJiYampq6N27N/z9/eHo6IiOHTs2c4ubH8H5rqGO/Lm9goiISKP+xlZjEgDExMQgKioKhw8fhpKSEoB6b97Kykq0atVK6MCr4Vy3Y8cO7N+/nzWGX4DzvPxf4GT3v8Gfo+7evYuamhrweDxERESgT58+6Ny5M+Tk5KChoQERERF4eHgwoTUEYdNY5eBoyYjQ10Tb/5fTME7t77//jkePHkFLS4vJ7AkAFhYWuHbtGrp06YKamhpUVlYiJiaGidnFRgVN8LtLSkogIyODmzdvQldXF2pqarh79y6GDh2KYcOGoba2FjY2Njhx4gR+/vln5h1hYWFwdHSEra0tpkyZ0lyfwsHxn0dwvF6/fh2lpaVo06YNRo4cierqanh5eSElJQX379/HmjVr4O7uDkVFRXh7e3/RsMTB8bXs378f165dQ3V1NZYuXYpx48ahrq4Ohw4dQkREBKZOnYpOnTrh1q1byM3NRVRUFGs3VACQl5cHWVlZ8Hg8fPz4EW3btsXLly+Rnp4OGxsb/Prrr7CysvriO/iHq3Z2dqw5XOXPT0SEwsJCrF27FgsWLICamhquX78OExMTbN68GVpaWp+dy9gaXqQhQUFBOHbsGAIDAyEtLc2sISYmJkhJScGGDRvw22+/MYnzAHYbLQX7U1BQEO7evYs+ffpgxIgRzG24pvqc4LMLFy5AVVWVtTIE6vdjDx8+xN69e/H48WMkJSUhLCwMdXV10NbWxsKFCyEpKdmkI4m9vT2rks/yx1t+fr6Q5+WYMWMA1B+4RkVF4eDBg1iyZAnWrFnT6B1sne842f19ZGVloU2bNsjJycHcuXMxatQobN26lQmJkZ+fj+DgYNy5cwdHjhzh9hAcHC0QVmgdghnH/f39MXnyZGzevBlxcXE4evQok8ne3t4eq1evxoQJEzBu3DhER0czGXjZqKAJKveHDx/G9u3bkZOTg+HDh8Pd3R0iIiJYt24dkyBvypQpUFBQEEqe5+PjAwcHB9jZ2XGGXw6OfxDBK5EuLi6wtLTEwYMHYWRkBFNTUxQUFMDY2Bienp5Ys2YNLl++jPLyclRXVzc5v3FKG8efJSIiAqGhodDQ0EDHjh3h6emJI0eOQFRUFOvWrcPWrVvx4MEDpKamokuXLoiMjGSS9rCV9u3bg8fjITo6GiNHjkRGRgZ69uyJMWPGYOPGjbh48SJ27NjBlHd0dMTly5eZv8PCwuDk5ARbW1vWGH4FE0WVlpZCQkICpaWl6N27Ny5cuAATExOYmZlBS0sLVVVVOH78OO7cudPoPdxmvp66ujoUFhZCUlISoqKiTLIjY2NjlJWVYe/evYz8+P4ibNSJ+fD7nqenJ/bt24fa2lqEh4dj7969OHPmDFNG0LemoeeqsbExUlJSvn3jm4nPJWSMj49nkoHeuXMH2traGDduHI4ePYrCwkIAEJIbf65jk+EXaOx5SUSIiIhAdnY2ADCel8bGxggKCoKDg0Ojd7B1vuNk9/fRpUsXtG7dGr169YKfnx8SExNhbW2NnJwcAPWy1NXVZQy/LPAv5OD490Es4fLlyzRlyhS6c+cOERHdvXuX+vXrR5MnT6Zly5bRtWvXmqxXXV39DVvZMnFwcKAxY8ZQWFgYvXz5knnOl01VVRWVlZWRgYEB6ejoUG1tLVPG3t6eTp48+c3bzMHBVry8vGj06NF07949IiIKCAggBQUFMjY2phcvXjDl3r59Szdv3qSamhoiIqFxy8HxNTTsM0FBQRQSEsL8vX//fpo1axY5OjrShw8fiKh+vRCErWtsQ9llZ2eTnp4ejR49mp49e0ZERIWFhRQREUHDhw+nhQsXkq6uLqmqqjIyCwsLo759+9LZs2e/eftbArt376YdO3bQ27dvSVNTk1avXk3Dhg2joKAgpszz589JX1+ftTL6GoqKimj8+PG0evVqoed3796lLVu20N69e5l1gs00HLM7duygGzduEBHRvXv3aM2aNaSjo0OxsbFCderq6pi/Q0JCaMiQIRQfH/9tGt0CqKysZP6fnZ1NZWVlzBx26NAhWrRoEQUFBTH6ycuXL0lTU5OeP3/O1PP29qahQ4eySm5N8f79eyopKaHnz5/TkCFDaPXq1ZSdnc38npeXR+7u7qSnpyfU7zg42f2d8OfCtLQ0UlFRoXXr1lFWVpZQGU6GHBwtE9YYf9PS0sjHx4eI6g3BQ4cOpcjISEpNTaWBAweSoaEhtzlogrNnz9KYMWMYQxIRUUVFBb1584bq6uqopqaGwsPDSUdHh2bPns1s7Nm6oefgaE6ysrLI3Nyc2XzGx8fT0KFDac+ePaSiokKrV6+mp0+fNqrHbew5/iyCiv2pU6fI19eXTE1NKTo6WqjcgQMHSENDg5ycnOj169effQdbCQ0NpeTkZCIievfuHS1fvpxGjBjBGIBLSkooMTGR1q9fTzt27GDW2PLycgoODmaV3iLYX54/f06TJ09mZHf58mUaMGAArVq1iilbXFxMy5cvp8WLF3Nz3Gfgy/Ty5cs0atQoMjAwoHv37tHdu3fJwMCAtm7dypRlswwFDb/JycmUnp5OJiYm9OTJE+b5/fv3ac2aNbRw4UI6ffp0o3eEhITQ4MGD6cyZM9+kzc2Nn5+fUJ9xd3enadOm0dy5c8na2prKysqIiKi0tJSI6vtiZWUl6evr07Jly4RkbmRkRFFRUd/2A1o4aWlpjBGTf7hKVH+Ywx/X3BrbNJzsPs/Xfjd/fKanp5OCggK5urr+k83i4OD4m2BFzF8AKC8vR3l5OSQlJWFsbIwRI0ZgxYoVAOqzxWZnZ2Pu3LlYv359M7e0ZeHj44OLFy8iICAAjx49wtWrV3HixAlkZ2dj6dKl0NXVxc2bN5GWloa1a9dyCVQ4OJqRyspKXLlyBcOHD8fLly+xdu1aLF26FEuWLGFCsAwfPhz29vaQl5dv7uZy/EsRDAnk6OiI8PBwdO7cGZmZmRg4cCBcXV2F+peHhweCg4NhZGSEhQsXNlezWxREhOLiYkyYMAHW1taYNm0agPqYetu3b8f9+/cRGBiI3r17N6rLjz/IlrW2qKgIsrKyzN+enp549+4dREVFsW3bNuZaeGBgIGxsbJg405WVlSgsLMSJEyc+mzSPo56qqiqkpqbC2toaubm5EBcXR6dOnRAUFCSUeIuNkEDIBnt7e5w4cQJA/b7C0tJSaE5LS0uDt7c3Hj16hG3btmHkyJEAgICAAOzfvx+7d+9mRQi0q1evYsuWLRg5ciQcHBwQHx+PHTt2wMzMDOnp6UhLS4OUlBQOHjwIaWlplJSU4PTp04iOjkZxcTHCw8OZxKBsmOP+LPw1OD09HUuXLsWYMWNgYWGBzp07M2WIy9vQJJzsPo+gbvfhwwcmlu8flX/+/Dl69OjBjVUOjn8BrDH+8snPz8fixYuxdOlSaGlpobi4GLa2tvj111/x22+/sTqOWVOL3ZUrV2BkZIQpU6YgLS0Nv/zyC1RUVCAiIoKdO3fizJkz6NWrF1Oe21xxcDQv1dXV4PF48PLywq1bt+Ds7Iw2bdogMDAQqampyM/Ph5eXF6vnOo6/hxcvXsDT0xOLFi2CgoICwsPDcerUKXz//fdYv369kAE4MjISM2fOZPX6wN8oCa61S5YsweTJk7Fo0SKmXFZWFnbs2IH09HR4e3sLJVBl26Z01apV6NChA3bv3g2gfn5zdnaGn58fhgwZgqCgIKHyKSkpTNzVHj16YOHChdyh9J/k0aNHEBERQZ8+fSAqKspq2QmOt1evXsHY2BjW1tb4+PEjzpw5g5SUFKxYsQKamppMnbt37yIhIQEmJiYQExNDZmYmlixZAktLS0yfPr25PuWbUlZWhpMnT+LYsWP46aef0KdPH3Tp0gUzZsxAXV0dLly4AE9PT8jIyODgwYPg8XgICwtDRkYGtmzZwuox+7VzPH89efDgAebMmQMjIyPWOzBxsvt7cHBwQFVVFUxMTNCuXbsvlhXc9/Pj8bNJR+Hg+LfBOuNvVlYW1qxZgx9//BEDBgzApUuXUFJSgpCQEIiIiLDWeCl42vfx40e0atUKIiIikJSUxMmTJ3H69GlMmjQJI0eORNeuXRk52tnZNemZxMHB0TzwlV9LS0u8fPkSXl5e4PF4WLt2LWbOnMl4GLI5WzvH/05sbCz27NmDTp064dChQ4xnZnBwMGJiYtCtWzds3LgRXbp0EarH1jVWkMzMTPz4448AAEtLS5SWlmLv3r1CG6b3799j9erVaN++PTw9PZurqc3O69ev0blzZ0hISKCiogKtWrVCUVERgoKCsG/fPuzevRtaWlqg+jBmjYzrAHv73J89KGhqTWCr7Bri7e2N9PR0yMnJYcuWLQCAjIwMBAcH4/r161i+fLmQAZgP3wM9Ly8P3bt3/9bNbhb4RtvS0lLExMQgPDwcr169go2NDZOUsrq6GgkJCfD09ISsrCzc3d0hLS3NvIOt/Y7zvPzrcLL7e0hLS8OGDRvg5OSEX3755YtlBdeYvLw8tG/f/ls0kYOD43+AdTNdly5dYGhoiMOHD+Phw4do3749AgICmKyUbFQ2+BsmADh06BASExORk5MDBQUFLF68GLNmzcK0adOYa5Pl5eXYvn07JCUl8cMPPzRz6zk4OAThK2La2tpYtGgRFixYgKqqKkhISDAbL4Dd2do5/ndqa2vRqVMnPHv2DFVVVcxzHR0diIiIIC4uDjt27ICtra3QhoCNa6wgoaGhcHNzQ9u2bdG2bVtISUmhrq4OiYmJ6NevH1q1agVpaWnIy8vD19dXyCDCJm7evAllZWX06NEDAODr64uYmBh4eXlBTk4OS5YsYXSRVq1aYcaMGQDAGIEFjZ5s7HOChpCG8vicUbgpwznL/EMYBOVXWlqKDx8+4OLFi1BRUWHK9O7dGzo6OgDqjcMVFRWNwtqIiopCSkqKNYbfkpISyMjIAKj3INfW1gYRwdPTE+Hh4Zg4cSJERUXB4/EwYcIEAICtrS1cXV2xdetW5j1sHLPAJ73saz0vRUVFUVtby+zF2Ox5ycnuryE45x8+fBi5ubkYO3bsnzL8hoWF4e7duzA3N0fbtm3/6SZzcHD8D/wndv91dXUAPin9n4P/28SJE3Ho0CH4+/vj6NGjTFwptk34fPjfvXfvXvj6+mLWrFlQV1eHqKgoli1bhkuXLoHH46GsrAzR0dFYvnw5cnNz4e3tDVFRUUb+HBwcLYeBAwciLCwMv/76K+bOnYvIyEjmKiUHx//KzJkzoaenh65du2LdunXIyspifluwYAFUVVUhLy//h1cG/+s0XB9Hjx6N4OBgGBsbY9SoURAXF8fvv/+Offv2YdKkSZg7dy4WL16M6OhoyMjIsHKNPXbsGHR1dREfH4/KykoAwMiRI/Hu3TuYmZkhPz8frVu3xooVK2BgYABzc3PExMQwG3e2H2wJHugHBQXBzMwMXl5eSE1NBQDG2aGpenx98MKFC6irq2OtNxxffhUVFWjdujV0dXWhp6eHq1evIjg4mCnXu3dvLFy4EIqKirh9+zZrjeUAcPbsWZiZmaGiogK2trYwMjJCSUkJZs2ahRUrVuDDhw+wsLBg5jNxcXFMmDABjo6OsLS0bObWtxzS0tJw4cIFzJw58w/XT0Gnpby8PIiKirJ2LwtwsvuzCM75WVlZKC8vh5+fHx4+fIiysrKvqhcWFgZra2uoqqpyhl8Ojn8B/6mwD+Xl5ZCSkvridSH+hPUlrwi2IPjdHz58wIoVK7B8+XJMnToVAJCbmwsvLy9ERETA398f33//Pc6dO4eMjAysW7eO1TG5ODj+jXDjlePvQHDtOHv2LAICAiAqKgpHR8cmk6awNcSI4HdHREQwXtLjxo3DuHHjANTHqF21ahW8vb2Rn5+P3NxcPHr0CGZmZqweq9bW1jh+/Dh27tyJyZMnQ1paGhkZGVi2bBl++uknuLi4oF27digrK4Onpyc8PT1x9OhRjB49urmb3mLw9PSEt7c3Ro8ejdTUVPTs2RNaWlpQU1MDIDyOG27md+zYAX9/fwwbNqzZ2t/chIeHw9PTE8eOHYOcnBw+fPiAoKAg+Pv7w9zcHPPnz2fKvn37FvLy8k16T7OFR48eQUNDA71790Z2djYCAwPRt29fAPX7s6ioKISHh+Pnn3+Gvb19IxmxNdRDU56XNTU12LZt21fXY6vnJSe7v46gDGxtbZGUlISgoCD4+fnh4MGDsLOzg4aGxhfrhYaGwsnJCXZ2dkI3Czk4OFou/+rdmKA3zNmzZzFp0iQUFBRATEwMtbW1TdbhezzwN2SFhYWsVNL411uA+hNPCQkJPHv2TEjx6tChA3R1dfHzzz/j999/h4yMDNTU1LBp0yaIi4ujtraW1ZtTDo5/G9x45fg7EPQcnDx5MhYvXgwigqWlJd69e9eoHBsNv8An70FHR0e4uLigtrYWOTk52L17N6ytrUFE6NWrF+Tk5AAA48aNw5w5c7B582ZmjWUb/BAiW7duxdy5c2FlZYXz58+jtLQUvXv3hre3N549e4aNGzeioKAA0tLSWL58OXbs2IHhw4c3c+ubl4Ye4u/fv8e+ffvg6uoKV1dXyMjIICAgAHFxcQDAHMw0tZnft28fqw2/AKCiogIejwdDQ0Pk5+ejU6dO0NHRwZIlS+Dk5ITw8HCmbLdu3RgvfTbuKWpqatC3b19oaGggIyMDysrKQgeBUlJS0NDQwLx58/Ds2TOsXLmykZc02w2/nOfln4OT3f8GXwYPHz7E8+fPsWvXLsjKymL16tXQ1dXFtm3bmOSpTdULCQmBs7MzbG1tOcMvB8e/iH/tjkzQoyY+Ph7p6enIzc2FkZER8vPzP2sAFpz0g4OD4e7ujpKSkm/a9pYAX3YuLi6wt7dHXV0dhg8fjqSkJHz8+JEp161bN4iJieHFixcA6hU4PmxU1Dg4ODg4mjYA5+TkwNvbu1E5NnPlyhXEx8fj0KFDsLS0hJqaGj58+ABlZWWIiIigQ4cOkJSUxPXr15k6fLmybY0lIkhISACo97pUUFBAaWkp7O3tce7cOZSXl+Onn36Cj48PMjIysGnTJuTl5UFGRgYLFixgdVgbQZ04JSUFDx48QF5eHnOwoKysjOXLl6NDhw4IDg5mNvWCV535hl/BxFxsoaHhnIjw448/wsvLC5WVlTAwMEB+fj46d+7MGIC3b9+O8+fPC9Vj20FXw7lq8ODBcHV1xZ07d7Bjxw68ffuWKcc3AM+cOROysrKsDpEBNPa8XL58OZYuXQpjY2PcuXMHZ8+e/cN6oaGhzOEim8YsJ7u/h9jYWDg4OEBERAT9+/dHdXU1AMDCwgI6OjowMzNDfHx8o3pRUVHMWjFlypRv3WwODo7/BfqXY29vT5MmTaL9+/fTxo0bSVVVlaZPn055eXlERFRTU8OUraurY/4fGhpK/fv3p9OnT3/zNjcngjJITEwkdXV1Sk1NJSKiQ4cOkbq6Ovn7+1NxcTEREZWVldH8+fPp0KFDzdJeDg4ODo5vS21tLRF9Wi/4fzeF4Jpy8+ZNoTWXg+jYsWO0cOFCIiI6ffo0DRo0iIKDg4mIqLi4mJKTk2nRokW0b9++5mxmi2Lv3r00dOhQio6OpqCgIFqzZg0pKytTZGQklZWVERHRs2fPqF+/fmRtbd3MrW1+BMegnZ0dqaiokIqKCikpKVFgYKBQ2fv379P69etp6tSplJiYyDz39/enYcOG0ZkzZ75Zu1sisbGxzP/5cn3x4gVNnz6d5syZw+wt3r17R6GhoVRdXd0s7WwJCK4Lubm5Qr+lpqbSL7/8QqtXr6Z3794xzy9dukREX7e2sIUHDx6QgYEB3bp1i3lmZ2f3h3vU4OBgGjJkCKvHLCe7v05tbS25uLjQxIkTSVVVlaqqqohI2G5ib29PCgoKlJSUJFTXy8uLLl68+E3by8HB8ffwrzb+pqWl0dixY+n69evMs6tXr9K8efNIXV1dyAAsqByHhITQ4MGDKT4+/pu3uaUQGRlJVlZWtHv3bqHnVlZWpK6uTgsXLqRdu3bR/Pnzafr06axWcDk4ODjYSHJyMvP/rzUAcwgTGRlJGzdupMuXL9PAgQMZwy8R0dmzZ+nw4cN08eJFbo39f/Lz82n69OlCciIi2rZtG/3yyy8UFRXFHE6/fv2a9YcNgmPv5cuXpK6uTnfv3qXLly+ThYUFTZw4kY4fPy5U586dO7Rnzx5GdhkZGTR69GiKiYn5pm1vabx//56UlJRIT0+PecaX74MHD0hFRYX09fUpJydHqB7bx+6BAwdo/vz5pKWlReHh4ZSdnU1E9QcNAwcOpFWrVtG5c+fIyMiIJk+ezMiUWzeIYmJiSFdXl5YvX06VlZWMAY6IyNbWlgYMGNCkgTIyMpIGDRrEauMlJ7s/R1M6XFVVFR09epRUVVXJ0tKSioqKiEjYAOzv78/6OY6D47/Ev/p+UmlpKYqKioTiSo0YMQIGBgZ4/fq1UAgI/pWu0NBQVsaooQbXq86fP4/AwEA8fPiQibEH1MfZMzQ0RN++fZGVlQVlZWVERUWxNv4gBwcHB1sQvPr86NEjLFq0CL6+vgDAxLP8I168eIHS0tJ/qon/OgYMGIAzZ87AyMgI27Ztw4IFCwAAFRUVCA0NRUZGBlRVVbk1FvV6ChGhrKwMsrKyAD7FAN69ezcUFBSwd+9exMbGorKyEt27d/9ijgc2wL/C7O3tjb1792LEiBH45ZdfMH78eBgYGGDcuHE4fPgwTpw4wdQZOHAg1q5dy+jG8vLyCA0NxfTp05vrM5qFhvNZly5d4Ovri2fPnsHAwADAJ/nKy8ujV69euHbtGpydnYXqsS2WvuB+IiwsDH5+flBXV4ecnBxCQkLg5eWF9+/fo3///ggKCsKzZ89w8OBBFBYWIiYmhgkZxPaQQHV1dXj8+DHevn2LZ8+eQUREBDwej5nPLC0tsXDhQqxduxY3btwQqpuTkwMXFxfWXrnnZPfnEAwL9PTpUzx//hwZGRng8XhYsmQJ5s+fj2fPnmHPnj0oKSkRWlcXL17M6pBKHBz/NUSooVWwhSKoKPAnsZycHOjr62P27NlYsmQJE3OqpKQES5YsQX5+Pjp27IijR49CVlZWKDg5myZ9QdlFR0ejtrYWGhoa2L17N+Li4rBu3TrMnDkT0tLSQvUEM+/W1NSwTsHl4ODgYAuC60RQUBAyMzMRERGB8vJybNq0iTGGCG4iGtYLCAhAZGQkDhw4AHl5+W//ES2UM2fOwNzcHIsWLcK4ceNARPDy8kJubi4iIiK4tbUBhoaGKCoqQnBwMERFRVFTUwMRERGYmZnh5s2b+PHHH+Hv79/czWxWBMdhaWkp3N3dERYWBhUVFRw+fJgpl5GRgeDgYNy4cQM6OjpYuHBhczW5RSEov8TERJSWlkJCQgLjx49HSkoKNm7ciD59+uDIkSMAgMrKSuzatQtLlixBnz59WBePuylSU1Nx6tQpjBgxAhMnTgQAeHl54fz58xgwYAAMDAwgLy+PvLw8FBcX4/vvv2fGMxvnvIZrJwBUV1cjICAAgYGBGDFiBCwtLdGmTRuh/VdAQAAT05ytcLL76wjqaK6uroiPj0dZWRlqa2uhpaWF1atXAwCOHDmCy5cvo3///li7di3atGnTnM3m4OD4h/hXzIYNJ/2amhpISEjgu+++w4ABAxAfHw95eXmoqakBqF8QunfvjkWLFiEwMBAxMTHQ0dFBXl4e7OzsWOXx2/C0z9vbG3V1dZCVlcX27dtRVlYGX19ftGrVCmpqamjVqhVTR1C5ZfPCycHBwfFfh785cHNzQ3h4OLZu3QolJSX8/vvvOHDgAGpqarBixQrGA1hUVLRR8pR9+/Zh586dnOG3AZMmTUJNTQ0cHR0RHR2NDh06oFOnTjhx4gTj8csZkz7pKwYGBrC1tcW6deuwb98+iIuLo66uDjU1NfDx8cFPP/0EAKz2HuTrdRUVFWjdujV0dXXRunVrHDhwAMHBwdDR0QEA9O7dGwsXLkRRURFu374NHR0d1sqMDxEJJT0+efIk5OTkkJmZiRkzZsDAwAAuLi4wMzODhoYGfv31V/z++++oqanBzz//DFFRUdaP2atXr8La2hplZWWYMGEC89zQ0BAAcOHCBRw9ehR6enro2rUr2rdvD6B+jLNxP9FwL8af03r37o0lS5agpqYG58+fx549e7B+/XrIyMgwfWzx4sUA2OuEw8nuf4M/3x89ehRhYWHYu3cvRERE8ObNG+zYsQO5ubmwsbGBvr4+AODEiRPo1q0bli1b1pzN5uDg+Ido8Z6/gpO+r68v7ty5g9evX2PSpEmYM2cOZGVlsX79euTk5ODnn3/G4MGDcfLkSfB4PHh6ekJTUxNDhw7F9u3bm/lLmhcHBwe8ffsWHz58wPPnz9GmTRuYmZlh8uTJMDMzQ1paGlasWIFJkyZBSkqquZvLwcHBwfGNycvLg5GRERYsWABNTU0AQHZ2No4fPw4vLy+sX78eS5cuBVB/yMrj8QDUG36dnJxYd7j6Z8nPz0dRUREkJCQgLy8PERERVm9KP0dVVRVOnz6NI0eOoKysDAMHDkRmZibKy8sRGxvLhCto6AnGNsLDw+Hp6Yljx45BTk4OHz58QFBQEPz9/WFubo758+czZd++fQt5eflGhzZs5vDhw/Dz88PBgwehrKyMwMBAWFtbQ01NDRs2bICoqCisrKxQWVkJGRkZuLm5gcfjcX3v/3FwcEBERASmTJkCU1NTIU/BI0eOIDQ0FAsXLmS9EYnzvPzrcLL76zS8Mb169Wr89NNPWL9+PVPmxo0bWLp0KbZu3YpFixahqqoKcXFxmDFjBqsPtzg4/su0+B2H4Ol8eHg4NDU10aVLFwQGBiI1NRVr1qyBm5sbfH19kZiYiEePHkFeXh5ubm6QkJBAly5d0LVrVyZGFRsV3oiICBw/fhy+vr7o3r07qqqqYGFhAU9PT4iKisLR0REWFhawtrZGu3btMHbs2OZuMgcHBwfHN0ZMTAzv3r1DXl4e86xz586YO3curl69Cnt7e9TV1UFPT6+R4ZdtcfT/CnJycpCTk2P+ZqsX3JcgIkhISGDatGkYOHAgQkNDUVpaChUVFZibmzOxCLmNKaCiogJvb28YGhrCy8sLnTp1Yjx+nZycICoqinnz5gEAunXrBqDp69NsJDs7GxkZGdi8eTOUlZVx9uxZ7Nu3DytXrkRAQABqa2uxdetWeHp6Ch10sfGw5nN9xtzcHHV1dbh58yaCgoKwaNEiyMjIAAAMDAzQqVMn1sWRbgrO8/Kvw8nuryE4ZvPz8yEnJ4cXL16gZ8+eAOrX2ZqaGowYMQJLlizBuXPnoKGhARkZGWhoaAAAt85ycPxX+Wap5f4EQUFB9PDhQ+bvhw8f0m+//UY3btxgnt27d4+0tbXJ2NiYKioqmCyW/CzQRESurq40YsQIevHixbdrfAvE1dWVFixYQLW1tYycsrKySEtLi1RVVencuXNEVJ+xVzBbKgcHBwfHf5OmMj9XV1fTli1baPXq1ZSRkSH0m5WVFS1btozGjx9PUVFRREQUGxtLAwYMoPj4+G/SZo5/Nw37nGBG8a+FrVnHG8qurq6OiIhevnxJ6urqNHv2bMrLyyOiev1uz549pKCgwOh3HMJUVFTQ2bNnqbCwkFJTU0lVVZX8/PyIiMjb25sUFBRo0aJF9P79e6YOX+ZsQrDfRUZGkr29Pbm5udHp06eZ51ZWVjR79mw6dOiQ0B6Mz18Z5/8FBPtLbW0trVq1ilxdXYXKJCUlkYKCAgUEBBARUWVlJUVGRrJWZnw42f11BMest7c37dixg7KysujQoUP066+/UmpqKhF9krGbmxstXbq0WdrKwcHx7Wlxx/+vX7+Gp6cngoOD8ezZMwD13r8VFRVo1aoVgPrTKGVlZWzevBmXL1/G1atXmRMuGRkZPHv2DCYmJoiOjsbRo0eZky62Qf/v7SwhIYHKykpUV1dDVFQU1dXV6Ny5MzZs2ID8/Hz4+Pjg8uXLWLVqlVC2VA4ODg6O/x6CXiEZGRl48uQJgPrY7uPGjcOTJ09w7NgxZGRkAKhPopqVlYUpU6Zg8ODBuHLlCgBAQUEBHh4enMcvx1fB73OnTp0CACZ8w+cgIkaPqaurY7WnNF92cXFxAOo94ogI33//Pfbv34+qqiosX74c+fn56Ny5M+bNm4ddu3YJxWPl+ISkpCQmTJgAWVlZJCUloU+fPpg9ezYAgMfjYebMmZCUlESnTp2YOmy8Ocjvdw4ODnB0dMTz589x69YtrFu3Dvb29gCArVu3YvDgwbhw4QI8PDxQVlYm9A42eg/W1dUx/SU/Px+ioqJ48eIFqqurAdTPbdXV1UKelyUlJZCQkICGhgZzw4GNcLL73+CPWScnJ3h5eUFFRQW1tbUYO3Ys+vTpg7179+L+/fsQERFBWVkZ7t+/jy5dujRzqzk4OL4VLc7426NHDxw6dAjp6enw9fVFRkYGvvvuO5SXl+Ply5cAPm0ClJWV8fPPP+PFixdC7/jpp58wZ84c+Pn5QVFRsRm+omXAXzwnTpyIhw8fMhmg+dfXqqurMW7cOIiLi8PPzw9VVVUA2KmocXBwcLAF/ubA2dkZurq6WLZsGebOnYvMzExMnjwZhoaGuHbtGkxNTbFixQosWbIEr169gra2Nrp164YXL16gqqoKvXv3xqhRo5r5azj+TRQUFMDW1hYODg4A8IchCPh6DP/wms1kZWXBzMyMueLMNwD37NkTTk5OePXqFczMzJCbmwt5eXloa2tDXFwcNTU1zdzylgn/IOH58+coLi6GiIgIKisrce3aNUyYMAFHjhxhElyymaSkJJw6dQr79++Hh4cHjhw5AldXVwQHB2PPnj0A6g3AP/30E/Lz81mfN0TwcNXHxwf79u1DdnY2ZsyYgfj4eMbwxu9/0tLSEBUVZUJm8GHjXoyT3d9DUlISzpw5g/3790NdXR1du3aFkpIStLS0wOPxsGTJEmhqakJbWxsfPnzA7t27AXxyGuPg4Pjv0iI1aUVFRVhZWSE9PR3e3t6oq6uDoaEhtm7diuTkZPB4PIiKiqKsrAxVVVX47rvvmLr8ievXX39Fjx49musTWhQKCgqwtraGh4cHHB0dkZaWhtevXyMwMBCKiorYvn07kpKSkJKS0txN5eDg4OD4hxD0hjl//jzOnDmDXbt2wd7eHpKSktDT00NqairmzJmDXbt2Yfbs2WjdujXGjRuH48ePAwA+fPiAn376qbk+geNfRkPDWevWrWFsbIynT5/izp07n61HAslqgoKCYGxszBxQs4WGsuvSpQt8fX3x7NkzGBgYAPhkHJeXl0evXr1w7do1ODs7C9Vjq7f0H8GXnba2NlJTU7FgwQLMnDkTb9++FbrNwPZDh/z8fLRt2xb9+/cHUO81PW3aNGzduhXBwcFIS0sDANjZ2cHa2po5lGArnOflX4eT3d/Du3fvICUlhT59+gD4tJb89ttv2Lx5M/bu3Ytff/0VOjo6iIyMBI/HQ01NDStvN3BwsI0WqxEqKirCxsYGW7ZswcGDBzFlyhRoa2tj8eLFMDAwgLS0NG7dugURERHmqhbAzmtZX8OcOXPQunVr7Nq1C7GxsSAitG/fHsuWLUNubi569uwplIiGg4ODg+O/AT9sEt8bJjo6GkVFRVi8eDF+++03AMCoUaOwbNkyrFmzBvv27cPgwYMxePBgLF68GED9ZiI0NBQXL15EcHAwJCQkmu17OP498DfzERERUFFRwffff49Jkybh1KlTiImJwaBBgxrVETT8hoaGws3NDVZWVqzqc4IecImJiSgtLYWEhATGjx8PFxcXbNy4EQYGBjhy5AgAMBt9KysrZsPP8XUMHDgQYWFhOHv2LGRkZLBs2TLGY5pthvOmkru1a9cOb968waNHj6CsrMyMT2VlZfB4PKEwD//X3r1H13TnfRz/nHNyUtIkE1FBBMW4F13uxqWoSmmjKCbEuKZVlKprXGcNSQgihJqIS4SoRN0zWFW6tKXGdVppNO41qanQEiIit3OePzzZT6LmaeMWiffrv3N29l6/s9c+5+T32d/z/eVVSj/rgXn+yssmTZpIkjw9PdW7d29t3LhRAwYMUPXq1Y0bWhEREZIKfvY9qzh3Dy7vHNy5c6fAzX6TyWQs4Pbdd9+pfv36ateunbE9Nzf3mfusA55VT/U7PS8Anj59ukwmk7p37666detq/fr1KlWqlCpUqKCIiAg5ODiwKuXv4O3trZdfflk//fSTcnJy1LhxY5nNZsXGxspsNqts2bJFPUQAwCPUt29fo6JNkm7fvq3Q0FBdvnzZWBHbbrfLYrFo9erVGjx4sD788EOFhISoSZMmMplMysjI0MqVK3X48GGtWbOGcAmFcvDgQU2ZMkVeXl5677331LZtW/3tb39Tr1691KJFiwJVlvcGv/PmzVNwcLC8vb2LavhPnN1uN8Kz0NBQbdu2Te7u7jp//rx8fHzk7++v0NBQTZw4Ud27d1fHjh11+PBh5eTkqFatWjKbzfxPXEj169dX/fr1jcfPevD75Zdf6tatW6pVq5bq1q2r5s2ba82aNRo6dKjq1q0rSXJ3d5ebm5vRizXPsx78SvevvDSbzXr11VdVq1YtXbhwQQkJCXJ3d1fv3r2f2ZsN98O5e3B5350tW7ZUUFCQoqOjNWrUKJlMJlksFqWnp2v79u26du2a/Pz8jP34rgCeHSZ7MfhtTmJioqZPn6769etr9OjRKleuXIEJAh/6D+bMmTNavny5vvjiC61evdr4hw4AUDLExcWpR48ecnR0VFZWlhwdHZWSkqIPP/xQ169f17Jly1SlShXjO9Vms+mtt95StWrVFB4ebhznxo0bysrKUrly5Yrw1aA4uF/l38CBA5WYmKiuXbvql19+UZs2bZSWlqavvvpKgYGBv1qYNy4uTnPnzn3mgt/8li9frujoaC1dulQNGzZUTEyMAgMD9frrr2vs2LEym82aNWuWMjMz5ezsrLCwMFmtViov8VBCQ0MVExMjDw8PXbp0STNnzlRmZqZ27dolq9UqHx8feXh4aOXKlUpNTdWGDRsIj/5X3vfounXrFBMTo7i4OLm6usput8tms8lisWjXrl2qX7++qlSpYuzHzRrO3aMWFxenWbNmydfXVx06dJDVatWyZct09epVbd68mdwEeEYVi/BXkk6ePKlp06bJy8tL48aNMyYK/MzjweTk5Oj06dOKj49Xz549qeQCgBLk1KlTql27tvF46dKlMpvN6t+/v5ydnXXlyhUNGTJEjo6OWrx4sSpVqmR8n+afbEn3D/OA35KUlCR3d3d5eHgoISFBq1atUqNGjVShQgXNnj1bpUuXVkZGhvz9/eXn52dcY1u3blVAQIDCw8MLVAU/S1JSUhQWFqZ27dqpa9eu2r17t6ZNmyY/Pz+tXbtWrVq10rRp01S+fHllZ2cbC/lSDIHCyv+5f+nSJU2cOFETJkxQtWrVtHHjRoWFhWnKlCkqXbq0jh07pu3bt+uPf/yj3NzcFBkZKavVSgB3j3PnzsnHx0fDhw/XqFGjjOfT09M1fvx4tWnTpkDlJf4P5+7RsNvt2rt3r4KCgpSbmytXV1eVL19eERERvGeBZ1ixCX8l6cSJE1q/fr2CgoKYiD4i+ScNAIDiLzg4WMePH9ekSZPUrFkzSdKCBQsUGRmpyZMn6+233y4QAD/33HNavHixPD09CxyHyQEehN1u17FjxzRkyBD5+PjI29tb7dq1U3BwsFxcXDRq1ChduXJFixYt0pYtW9SxY0ctWbJEkpSVlaWtW7fKw8ND7du3L9oXUoQyMzP15ZdfqkWLFrp48aI++OADDRo0SAMGDFBUVJRCQkLUrFkzzZs3z1jwiGIIFFb+G3upqalKTU3Vpk2bNGbMGOOzf/Xq1Zo7d64mTpyoPn36GD1+y5YtK5PJxA2H/4LKywfHuXt0rl27plu3bslms6lKlSoym828Z4FnWLEKfyUV+GkqATAAAAWdOXNG48aNU4UKFTRkyBC1bNlS0t2FURYuXKiAgAD16tXLCID9/f118+ZNbdy4US+88EIRjx7F0f2Cx/j4eB06dEiff/65/P39VbVqVf31r3/VrFmz1KFDB92+fVvff/+9Xn755QI3GbgpfVfeeYiMjNSxY8c0f/58ubi4KCYmRidOnNC1a9cUGRnJ/8J4aGFhYTpw4IB++OEHeXp6auHChapevbqxffXq1Zo3b56GDBmiESNGqHTp0pL4Vcj/h8rLB8e5e3x4zwLPtmJ32yfvp0l8cAEAUFBWVpZq1qypjz76SCNGjNDatWtlt9vVqlUrvffee7LZbJozZ44kqVevXvLw8FBkZKRCQ0NVpkyZIh49iqP8k8mff/5ZGRkZqly5snx8fNShQwe1bNlSM2fOlLe3t8qVK6dFixapevXqqlq1qrGae/7JPMHvXXmVWRcuXFBaWppMJpMyMzO1f/9+devWTV27dpXEZB6Fl/+a2bFjhzZt2qRhw4YpOTlZGzZs0CeffKL+/furUqVKkqRBgwbpzp072rdvn0qVKmUch+vuvzOZTOrUqZMaN25M5WUhce4eH96zwLOt2FX+AgCAX8s/oT9x4oT27t2rqKgoNW3aVMOHDzdaQCxdulRLlizRpEmT1LNnT7m4uBjHoKIGhZG/4jc8PFx79uzRtWvX5O7urqFDh+qVV16Rm5ubkpOTtWLFCp08eVIJCQkKCgrS22+/XcSjLx6++eYb9e/fX9WqVTMWbdyyZQsBCB7a4cOHtWvXLjVq1Ejdu3eXJK1bt06RkZHy8fFR3759jQBYKtgfmBYjD4abNQ+OcwcAD4fwFwCAEmTevHnatm2bfH19lZqaqu3bt6tOnToaOXKkWrRoIUlatmyZwsLCtGDBAqOCECiM/AFQRESEoqKiNHXqVL3wwgvatGmTTp8+LR8fH/Xp00dubm5KT0/XuXPntHPnTo0fP57wshASExO1e/duOTs7a/DgwXJwcKACDg/l6tWr6tevn37++WeNGTNGAwcONLblBcDdu3dXr169VLlyZWMbwS8AAMUT4S8AAMVURkaGSpcubUzIk5KS5O/vr5CQELVu3VrS3dWz3333XVWsWFGjR49W8+bNJUlbt27Vm2++SYCEQklOTjbCoNzcXKWnp+udd95Rt27dCqzCPnfuXO3Zs0fBwcFq2rTpr45DePngOHd4FJKSkvTBBx+oUqVKmjRpkmrXrm1s+/jjjxUYGKjp06erb9++RThKAADwKPDbCQAAiqGQkBAtWbLE6AcqSY6OjnJwcDD6MmZnZ6tGjRqKiIhQQkKC1qxZo3379kmSunfvblQQAr/H5MmTFRQUpMTEREmSxWKRyWTS7du3jZ/jZmVlSZImTpyoMmXKaN26dfc9FuHlg+Pc4VGoU6eOFi1apOvXrysmJkZnzpwxtvXr108LFy5Unz59inCEAADgUSH8BQCgGLpx44YOHTqkmJgYpaWlSZJKlSqlO3fuKCEhQdLdxT1yc3NVpUoVVa1aVZ9//rmOHDlS4DgESfg9fH199dVXX+nq1atas2aNcY25uLjI3d1dO3fulHT3BkReAFy3bl16SANPsTp16hg3dNasWaOzZ88a2zp37iyLxaLc3NwiHCEAAHgUCH8BAChG8ro15f2c/rPPPtPatWuVmpoqT09PDRs2TPPmzdPOnTtlsViM8K1hw4ZauXKlxo4dW5TDRzG0ePFiZWRkaP/+/RozZox+/PFHxcbG6ttvv5UkBQQE6OzZsxo3bpwkGddcUlKS3NzcimrYAH6HevXqKTAwUN9//73Cw8OVnJxcYDs3cAAAKP4o9wEAoBgxmUzKzc2VxWJRQECAZs+erT179shut2vgwIHy8/PTlStXNHbsWP3zn/9U2bJldfToUd28eVMzZ840qoGZ0OP3Sk9PN1qLJCUlKSsrS2fOnNG6detktVpVr149zZo1SzNmzNAbb7whT09P3bx5U2lpaQoICCji0QP4LfXq1dOMGTO0fv16VapUqaiHAwAAHjEWfAMAoJiw2WxGb9X8AgMDdfz4cb322msaOHCgnJycFB8fr9jYWFmtVrm6uio0NFRWq/W/HgO4V95CgkePHtWMGTNksVh0+fJl7d27V19//bWWL1+u6tWry9/fX7Vr11ZKSoqioqIkSU5OThoxYoTRV5r2IsDTL+89z/cEAAAlC+EvAADFQP7J+IULF+To6Gj085XutoE4cuSIOnfuLD8/P7m6uiojI0OlS5c2jkEIhwc1dOhQHThwQG3atNGKFSskSfHx8YqKilKNGjU0cOBAvfTSS7/ajypzoHjJC4ABAEDJQfgLAMBTLv9kPCwsTHv37tX169fl5OSkt956S++//74kKSgoSMePH1enTp3k6+urMmXK3PcYQGGkpqYqICBADRo00M6dO1W7dm0tWLBA0t0AODo6WjVr1lTv3r3VuHHjIh4tAAAAgPwo/wEA4CmXF9pGRkYqNjZW8+fPV1ZWlpKTkxUaGqrU1FRNmzZNU6dO1ezZs7VhwwZVqFBBPXr0+NUxgMJyc3PTRx99JLPZrPLly2vlypUaN26cQkND5ePjI5PJpAULFsjLy4vwFwAAAHjKEP4CAFAMZGVl6fjx4/L391fbtm2N5728vDRq1CjVrFlTf/7znzV58mR5eXmpW7duRThalDR5rRu6du0qk8mkFStWGAHwm2++qTJlyqhly5ZFPEoAAAAA96KTPwAAxUB2drZOnz6tW7duGc/ZbDZ16tRJPXr00MGDB3Xnzh1J0l/+8hdZLBbl5uYW1XBRQjk5OalLly565513dOrUKQ0dOlSS1Lp1a645AAAA4ClE+AsAwFPGZrP96rnnn39eXbp00ddff62TJ09KkrEAnLOzs27duqVSpUoV2IeFtvA4ODk56fXXX1ffvn3l5uZW4HrlmgMAAACeLoS/AAA8ZfJC3VOnTunbb781nm/Tpo2sVqvWrl1rBMC3bt3SmTNnVKlSpSIZK55NTk5O6tWrl+bPny+z2XzfGxYAAAAAip7Jbrfbi3oQAAA864KDg+Xt7a0mTZpIkkJCQhQfH687d+7I09NTM2bMUNOmTfXpp58qJiZGFy5cUJUqVZSRkaGcnBxt3rxZVqtVdrudxd3wRHHNAQAAAE8vwl8AAIpYbm6u2rZtq7Jly2r27NlKSUnR/PnzFRAQIA8PDwUHB+vy5cuaNm2aXnnlFZ0/f16JiYk6efKkKlasqH79+snBwUE5OTlycGAtVwAAAADAXYS/AAAUIZvNJrPZrOzsbPXq1UuOjo7q0qWLbDab/P39jb/z9/fXxYsXNXXqVP3pT3+So6NjgePk5ubSbxUAAAAAUAA9fwEAKEJms1k5OTmyWq3auHGjMjMzNXfuXF28eLHA361YsUIvvviiQkJCtGfPHmVnZxfYTvALAAAAALgX4S8AAEUsr2WD1WrV5s2b1ahRI+3fv1//+te/CiyktXz5cjk5Oemzzz6T1WotwhEDAAAAAIoD2j4AAPCUyOvZm52drZ49e0qSgoKC1KBBgwILauW1igAAAAAA4P/DzBEAgKfEvRXAkjR16lR99913yn+v1mw2F6gIBgAAAADgfgh/AQB4itwbAJvNZg0bNkznz58v8HdU/gIAAAAAfgszRwAAnpDf22kpfwC8ceNGtWnTRi+++OLjHRwAAAAAoMSh5y8AAE+A3W43+vbevHlTrq6uv7lPXg/gPNnZ2Sz0BgAAAAD43aj8BQDgMbPZbEbwu27dOoWFhenixYu/uZ/FYinwmOAXAAAAAFAYhL8AADxGNpvN6M979uxZHTlyRDt27FBsbKwuXbr0X/fLXyn88ccfKygo6ImMFwAAAABQchD+AgDwGOUFv7Nnz9bo0aPl4uKiBg0aKCoqStHR0UpOTv7VPvmD39jYWIWGhqpJkyZPdNwAAAAAgOLP4bf/BAAAPIz9+/dry5YtWrVqlV566SVJ0vr167VgwQLZbDYNGjRIXl5ekqTc3Fyj3UNsbKzmz5+v4OBgeXt7F9n4AQAAAADFE+EvAACPWP5WD9LdhducnZ1VpkwZY1vfvn2Vk5OjoKAgPffcc/L19VXlypWN4DcuLk7z5s0j+AUAAAAAPDDaPgAA8IjlBb8//fST8dz169eVlpYms9msO3fuSJLeeOMNlS1bVtu3b9fWrVuVmZkp6W7wO3PmTM2ePZvgFwAAAADwwAh/AQB4DOLj49WnTx9JUvv27dWiRQsNHz5cv/zyi0qVKiVJys7OVufOndWvXz9FREQoKSlJ0t3QeOHChercuXORjR8AAAAAUPwR/gIA8Bi0bt1apUqVUnR0tCRp/Pjx8vLyko+Pj7Zu3aodO3ZoypQp+ve//63hw4fL09NTX3zxhSTp3Xff1WuvvVaUwwcAAAAAlACEvwAAPCS73V7gcW5urpycnNSyZUsdO3ZMklSjRg2FhISoU6dOCg8PV3h4uHJycvT3v/9dkvT888+rYsWKkiQnJ6cn+wIAAAAAACWSyX7vjBUAADyQy5cvq0KFCsbjEydOyNfXVyEhIfLx8TGeT0lJUenSpeXq6ipJCgsLU3x8vKKjo1W5cuUnPm4AAAAAQMnkUNQDAACgJPjkk08UFxenZs2aaeTIkbJarWrYsKH8/Pz0j3/8Q61atZK7u7vMZrM8PDxkMpmUlJSk9evX69NPP9WqVasIfgEAAAAAjxRtHwAAeAA2m63A44YNG8rb21t79uxR3759FR4ersuXL6tjx4764YcflJKSIrPZLJvNJpPJJEn6wx/+oObNmysuLk716tUripcBAAAAACjBaPsAAEAh2Ww2mc13758eOHBA6enpcnFxUatWrZSdna3IyEgdPXpUCQkJGj16tBYvXqx69epp1apVslgsBY5lt9uNMBgAAAAAgEeJtg8AABSC3W43gt/Q0FBt27ZN7u7uOn/+vLy9vTVhwgSNHDlSWVlZio2N1b59+5SRkaHs7Gxjv/wIfgEAAAAAjwuVvwAAPIDly5crOjpaS5cuVcOGDRUTE6PAwEB16tRJEyZMUNWqVSVJ//nPf/Tjjz+qSZMmslgsBaqGAQAAAAB4nJh9AgBQSCkpKTp37pymTJmihg0bavfu3QoPD9fw4cN16NAhhYaG6uzZs5IkT09PNW/eXBaLRbm5uQS/AAAAAIAnhrYPAAAUkpubm1599VW1aNFCCQkJmjNnjt5//30NGDBArq6uCgkJ0Y0bNzRnzhxVrFjR2O/efr8AAAAAADxOlB8BAFBIzz33nNq3by9XV1cdPHhQNWvWVI8ePSRJVqtV3bp1k9VqVfny5Yt4pAAAAACAZxmVvwAAPAAHh7tfoRcuXFBaWppMJpMyMzO1f/9+devWTV27dpUkevwCAAAAAIoMC74BAPAQvvnmG/Xv31/VqlVTVlaWHB0dtWXLFiMcBgAAAACgqBD+AgDwkBITE7V79245Oztr8ODBcnBwUE5ODgEwAAAAAKBIEf4CAPCIEfwCAAAAAJ4GhL8AAAAAAAAAUAKxAg0AAAAAAAAAlECEvwAAAAAAAABQAhH+AgAAAAAAAEAJRPgLAAAAAAAAACUQ4S8AAAAAAAAAlECEvwAAAAAAAABQAhH+AgAAAAAAAEAJRPgLAAAAAAAAACUQ4S8AAAAAAAAAlECEvwAAAAAAAABQAhH+AgAAAAAAAEAJ9D/JferKiX4pEgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Médianes K=5 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", + "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", + "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", + "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", + "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", + "seg_2D\n", + "Highly active 137\n", + "Dormant 136\n", + "Small rebalancers 77\n", + "Occasional large movers 77\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Taux de churn globaux ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn par cluster K=2 (Louis) ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 389 0.740 0.823 0.342\n", + "1 38 0.105 0.289 0.105\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn par cluster K=5 (Louis) ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.015 0.075 0.134\n", + "1 29 0.138 0.276 0.138\n", + "2 90 0.944 0.978 0.478\n", + "3 229 0.882 0.987 0.349\n", + "4 12 0.000 0.333 0.083\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ============================================================\n", + "# PARTIE 2 — CLUSTERING 400 GRANDS COMPTES\n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"PARTIE 2 — CLUSTERING 400 GRANDS COMPTES ()\")\n", + "print(\"=\"*70)\n", + "\n", + "# Sélection des 400+ grands comptes\n", + "ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n", + "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", + "\n", + "aum_account = (\n", + " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", + " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", + ")\n", + "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", + "selected_accounts = aum_account[ID_COL]\n", + "print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")\n", + "\n", + "# Filtrer df_month sur les grands comptes\n", + "df_month_400_accounts = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "# Engineered ratios\n", + "dfc_400_accounts = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "dfc_400_accounts[\"log_aum_qty_mean\"] = np.log1p(dfc_400_accounts[\"aum_qty_mean\"].clip(lower=0))\n", + "dfc_400_accounts[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_400_accounts[\"gross_flow_qty_mean\"].clip(lower=0))\n", + "dfc_400_accounts[\"gross_flow_to_aum\"] = dfc_400_accounts[\"gross_flow_qty_sum\"] / (dfc_400_accounts[\"aum_qty_mean\"].abs() + EPS)\n", + "dfc_400_accounts[\"flow_direction_balance\"] = np.where(\n", + " dfc_400_accounts[\"gross_flow_qty_sum\"] > 0,\n", + " dfc_400_accounts[\"net_flow_qty_sum\"] / dfc_400_accounts[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc_400_accounts[\"redemption_bias\"] = dfc_400_accounts[\"red_qty_sum\"] - dfc_400_accounts[\"sub_qty_sum\"]\n", + "dfc_400_accounts[\"exit_rate_per_isin\"] = np.where(\n", + " dfc_400_accounts[\"n_isin_total\"] > 0,\n", + " dfc_400_accounts[\"full_exit_count\"] / dfc_400_accounts[\"n_isin_total\"], np.nan\n", + ")\n", + "dfc_400_accounts[\"aum_drawdown_last\"] = dfc_400_accounts[\"aum_drawdown_last\"].clip(0, 1)\n", + "dfc_400_accounts[\"aum_final_to_peak\"] = np.where(\n", + " dfc_400_accounts[\"aum_qty_max\"] > 0,\n", + " (dfc_400_accounts[\"aum_qty_last\"] / dfc_400_accounts[\"aum_qty_max\"]).clip(0, 1), np.nan\n", + ")\n", + "dfc_400_accounts[\"activity_intensity\"] = dfc_400_accounts[\"n_tx_total\"] / (dfc_400_accounts[\"n_months\"] + EPS)\n", + "dfc_400_accounts[\"flow_to_aum_vol\"] = dfc_400_accounts[\"rel_flow_to_aum_vol_avg\"]\n", + "\n", + "# Corrélations flux/performance (lag 3 et 6 mois) — exploitables sur les grands comptes\n", + "def corr_lag(x, y, lag):\n", + " x = np.asarray(x, dtype=float)\n", + " y = np.asarray(y, dtype=float)\n", + " mask = np.isfinite(x) & np.isfinite(y)\n", + " x, y = x[mask], y[mask]\n", + " if len(x) <= lag + 3:\n", + " return np.nan\n", + " return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n", + "\n", + "rows_corr = []\n", + "for acc, g in df_month_400_accounts.groupby(ID_COL):\n", + " g = g.sort_values(\"month\")\n", + " flow = g[\"flow_to_aum_m\"].values\n", + " ret = g[\"ret_fund_m\"].values\n", + " rate = g[\"delta_rate_m\"].values\n", + " rows_corr.append({\n", + " ID_COL: acc,\n", + " \"corr_flow_fund_lag3\": corr_lag(flow, ret, 3),\n", + " \"corr_flow_fund_lag6\": corr_lag(flow, ret, 6),\n", + " \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n", + " })\n", + "df_corr_400_accounts = pd.DataFrame(rows_corr)\n", + "dfc_400_accounts = dfc_400_accounts.merge(df_corr_400_accounts, on=ID_COL, how=\"left\")\n", + "\n", + "# months_since_last_tx\n", + "dfc_400_accounts = add_months_since_last_tx(dfc_400_accounts, df_month_400_accounts, ID_COL)\n", + "\n", + "# Filtres qualité\n", + "dfc_400_accounts = dfc_400_accounts[(dfc_400_accounts[\"n_months\"] >= 6) & (dfc_400_accounts[\"aum_qty_mean\"] > 0)].copy()\n", + "\n", + "# Géographie\n", + "top_countries_l = dfc_400_accounts[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "top_regions_l = dfc_400_accounts[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "dfc_400_accounts[\"country_grp\"] = np.where(\n", + " dfc_400_accounts[\"country\"].isin(top_countries_l), dfc_400_accounts[\"country\"], \"Other\"\n", + ")\n", + "dfc_400_accounts[\"region_grp\"] = np.where(\n", + " dfc_400_accounts[\"region\"].isin(top_regions_l), dfc_400_accounts[\"region\"], \"Other\"\n", + ")\n", + "\n", + "print(f\"After filters: {len(dfc_400_accounts)} accounts\")\n", + "\n", + "# Feature selection — Top 400 accounts enrichi (15 variables)\n", + "base_features_400_accounts = [\n", + " \"log_aum_qty_mean\",\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"flow_to_aum_vol\",\n", + " \"activity_intensity\",\n", + " \"n_tx_total\",\n", + " \"avg_n_isin_held\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "all_features_400_accounts = [c for c in base_features_400_accounts if c in dfc_400_accounts.columns]\n", + "\n", + "# Preprocessing — RobustScaler + winsorisation MAD \n", + "dfc_400_accounts_clean = dfc_400_accounts.copy()\n", + "\n", + "for col in [\"flow_direction_balance\", \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\", \"corr_flow_fund_lag6\", \"corr_flow_rate_lag3\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = dfc_400_accounts_clean[col].fillna(0)\n", + "\n", + "for col in [\"n_isin_total\", \"avg_n_isin_held\", \"exit_rate_per_isin\",\n", + " \"avg_holding_months_per_isin\", \"months_since_last_tx\",\n", + " \"activity_intensity\", \"flow_to_aum_vol\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", + "\n", + "for col in [\"gross_flow_to_aum\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " vals = np.clip(vals, 0, np.nanpercentile(vals, 90))\n", + " dfc_400_accounts_clean[col] = np.log1p(vals)\n", + "\n", + "for col in [\"flow_freq\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "for col in [\"log_aum_qty_mean\", \"log_gross_flow_qty_mean\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " dfc_400_accounts_clean[col] = winsorize_mad(dfc_400_accounts_clean[col], n_sigma=3)\n", + "\n", + "for col in [\"n_tx_total\"]:\n", + " if col in dfc_400_accounts_clean.columns:\n", + " vals = dfc_400_accounts_clean[col].to_numpy(dtype=float)\n", + " dfc_400_accounts_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "X_400_accounts = dfc_400_accounts_clean[all_features_400_accounts].copy()\n", + "X_400_accounts = X_400_accounts.loc[:, ~X_400_accounts.columns.duplicated()]\n", + "X_400_accounts = X_400_accounts.replace([np.inf, -np.inf], np.nan).fillna(X_400_accounts.median())\n", + "\n", + "scaler_400_accounts = RobustScaler()\n", + "X_400_accounts_scaled = scaler_400_accounts.fit_transform(X_400_accounts)\n", + "\n", + "# Diagnostic\n", + "X_df_l = pd.DataFrame(X_400_accounts_scaled, columns=X_400_accounts.columns)\n", + "extreme_l = (X_df_l.abs() > 5).any(axis=1).sum()\n", + "print(f\"Accounts: {X_400_accounts.shape[0]} | Features: {X_400_accounts.shape[1]}\")\n", + "print(f\"Points > 5 std after scaling: {extreme_l} ({extreme_l/len(X_df_l):.1%})\")\n", + "\n", + "# K-selection\n", + "rows_l = []\n", + "for k in range(2, 11):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_400_accounts_scaled)\n", + " rows_l.append({\n", + " \"k\": k, \"inertia\": km.inertia_,\n", + " \"silhouette\": silhouette_score(X_400_accounts_scaled, labels),\n", + " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, labels),\n", + " })\n", + "df_kdiag_400_accounts = pd.DataFrame(rows_l)\n", + "print(df_kdiag_400_accounts.to_string(index=False))\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "for ax, col, title in zip(axes,\n", + " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", + " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", + " ax.plot(df_kdiag_400_accounts[\"k\"], df_kdiag_400_accounts[col], marker=\"o\")\n", + " ax.set_title(title); ax.set_xlabel(\"K\")\n", + "plt.suptitle(\"K-selection — 400 grands comptes (400_accounts)\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "# Clustering K=2, 4, 5 (comme 400_accounts)\n", + "RESULTS_400_accounts = {}\n", + "for k in [2, 4, 5]:\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " dfc_400_accounts[f\"cluster_k{k}\"] = km.fit_predict(X_400_accounts_scaled)\n", + " RESULTS_400_accounts[k] = {\n", + " \"model\": km,\n", + " \"silhouette\": silhouette_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", + " \"davies_bouldin\": davies_bouldin_score(X_400_accounts_scaled, dfc_400_accounts[f\"cluster_k{k}\"]),\n", + " }\n", + " print(f\"K={k} | sil={RESULTS_400_accounts[k]['silhouette']:.4f} \"\n", + " f\"| db={RESULTS_400_accounts[k]['davies_bouldin']:.4f}\")\n", + " counts = dfc_400_accounts[f\"cluster_k{k}\"].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + " print()\n", + "\n", + "# Profile vars — top 400 accounts (avec les corrélations)\n", + "profile_vars_400_accounts = [\n", + " \"log_aum_qty_mean\",\n", + " \"gross_flow_to_aum\",\n", + " \"flow_freq\",\n", + " \"n_tx_total\",\n", + " \"avg_n_isin_held\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"aum_final_to_peak\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "profile_vars_400_accounts = [c for c in profile_vars_400_accounts if c in dfc_400_accounts.columns]\n", + "\n", + "for k in [2, 5]:\n", + " prof_l = plot_heatmap(\n", + " dfc_400_accounts, profile_vars_400_accounts, f\"cluster_k{k}\",\n", + " title=f\"Cluster signatures — 400 grands comptes K={k} (robust z-score)\",\n", + " figsize=(16, 4)\n", + " )\n", + " print(f\"\\n=== Médianes K={k} (400_accounts) ===\")\n", + " print(prof_l.round(3).to_string())\n", + "\n", + "# Segmentation 2D (comme 400_accounts)\n", + "thr_int = dfc_400_accounts[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_400_accounts[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant\"\n", + " if low_int and not low_frq: return \"Small rebalancers\"\n", + " if not low_int and low_frq: return \"Occasional large movers\"\n", + " return \"Highly active\"\n", + "\n", + "dfc_400_accounts[\"seg_2D\"] = dfc_400_accounts.apply(quadrant, axis=1)\n", + "print(dfc_400_accounts[\"seg_2D\"].value_counts())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for name, g in dfc_400_accounts.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=15, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D behavioral segmentation — 400 grands comptes\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Analyse churn (comme 400_accounts)\n", + "dfc_400_accounts[\"churn_hard\"] = (dfc_400_accounts[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_400_accounts[\"churn_soft\"] = (\n", + " (dfc_400_accounts[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_400_accounts[\"churn_warning\"] = (\n", + " (dfc_400_accounts[\"flow_direction_balance\"] < 0) &\n", + " (dfc_400_accounts[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Taux de churn globaux ===\")\n", + "print(dfc_400_accounts[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_400_accounts.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn par cluster K={k} (400_accounts) ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\",\"churn_soft\",\"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4)\n", + " )\n", + " plt.title(f\"Churn by cluster — K={k} (400_accounts)\")\n", + " plt.ylabel(\"Rate\"); plt.xlabel(\"Cluster\")\n", + " plt.tight_layout(); plt.show()\n", + "\n", + "# Matrice de distance inter-cluster\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " rng = np.random.default_rng(42)\n", + " idx = rng.choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]; labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", + " for b in np.cumsum(counts)[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title); plt.tight_layout(); plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_400_accounts_scaled,\n", + " dfc_400_accounts[\"cluster_k5\"].values,\n", + " title=\"Distance matrix — K=5 (400_accounts)\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d5227c4b-734f-48ec-8673-2683615edfbc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comptes sélectionnés (AUM > 5M€) : 431\n" + ] + } + ], + "source": [ + "ref_date = pd.Timestamp(\"2025-10-01\") # premier jour du mois dans le panel\n", + "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", + "\n", + "aum_account = (\n", + " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", + " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", + ")\n", + "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", + "selected_accounts = aum_account[ID_COL]\n", + "print(f\"Comptes sélectionnés (AUM > 5M€) : {len(selected_accounts)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f11c6fe3-d609-4dab-aecc-91a8cae0ce93", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "seg_2D\n", + "Highly active (high int, high freq) 137\n", + "Dormant (low int, low freq) 136\n", + "Small rebalancers (low int, high freq) 77\n", + "Occasional large movers (high int, low freq) 77\n", + "Name: count, dtype: int64\n", + "thr_int: 4.0037 | thr_freq: 0.7231\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Médianes K=5 (Louis) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total avg_n_isin_held n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.551 3.243 0.351 88.0 3.317 13.0 33.000 0.419 0.263 0.169 0.831 1.0 0.028 0.016 -0.039\n", + "1 11.579 1.013 0.043 4.0 1.460 2.0 42.429 0.333 0.783 0.180 0.820 30.0 0.013 0.020 -0.012\n", + "2 12.619 4.668 0.992 7761.5 32.634 63.0 62.937 0.621 0.017 1.000 0.000 0.0 0.160 0.130 -0.144\n", + "3 10.975 4.083 0.763 1386.0 9.485 24.0 45.412 0.643 0.116 1.000 0.000 0.0 0.020 0.025 -0.014\n", + "4 10.750 4.102 0.079 8.0 1.735 7.5 33.394 0.360 0.250 0.378 0.622 7.0 -0.000 -0.002 0.008\n", + "\n", + "=== Taux de churn globaux ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn par cluster K=2 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 389 0.740 0.823 0.342\n", + "1 38 0.105 0.289 0.105\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn par cluster K=5 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.015 0.075 0.134\n", + "1 29 0.138 0.276 0.138\n", + "2 90 0.944 0.978 0.478\n", + "3 229 0.882 0.987 0.349\n", + "4 12 0.000 0.333 0.083\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== K=2 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k2 \n", + "0 389 73435.780 0.763 4.335 1436.0 46.273 0.606 0.114 1.000 0.0 0.047 -0.040\n", + "1 38 67965.743 0.043 1.506 4.0 40.357 0.292 0.580 0.303 17.5 0.006 -0.008\n", + "\n", + "===== K=5 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k5 \n", + "3 229 58391.143 0.763 4.083 1386.0 45.412 0.643 0.116 1.000 0.0 0.020 -0.014\n", + "2 90 302331.761 0.992 4.668 7761.5 62.937 0.621 0.017 1.000 0.0 0.160 -0.144\n", + "0 67 38200.766 0.351 3.243 88.0 33.000 0.419 0.263 0.169 1.0 0.028 -0.039\n", + "1 29 106782.844 0.043 1.013 4.0 42.429 0.333 0.783 0.180 30.0 0.013 -0.012\n", + "4 12 46632.822 0.079 4.102 8.0 33.394 0.360 0.250 0.378 7.0 -0.000 0.008\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# GRAPHIQUES — Approche Louis (400 grands comptes)\n", + "# ============================================================\n", + "\n", + "# ── 1. Segmentation 2D : intensité relative vs fréquence ──────────────────\n", + "thr_int = dfc_louis[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_louis[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant (low int, low freq)\"\n", + " if low_int and not low_frq: return \"Small rebalancers (low int, high freq)\"\n", + " if not low_int and low_frq: return \"Occasional large movers (high int, low freq)\"\n", + " return \"Highly active (high int, high freq)\"\n", + "\n", + "dfc_louis[\"seg_2D\"] = dfc_louis.apply(quadrant, axis=1)\n", + "print(dfc_louis[\"seg_2D\"].value_counts())\n", + "print(f\"thr_int: {thr_int:.4f} | thr_freq: {thr_freq:.4f}\")\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_louis.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D behavioral segmentation — 400+ grands comptes\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 2. Clusters K=5 dans l'espace 2D intensité/fréquence ──────────────────\n", + "labels_map = {\n", + " 0: \"Cluster 0 : Large and highly active movers\",\n", + " 1: \"Cluster 1 : Occasional large movers\",\n", + " 3: \"Cluster 3 : Dormant profiles\",\n", + " 4: \"Cluster 4 : Loyal clients\"\n", + "}\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2])].groupby(\"cluster_k5\"):\n", + " plt.scatter(\n", + " g[\"flow_freq\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"K=5 — Clusters dans l'espace intensité/fréquence (hors C2 extrêmes)\")\n", + "plt.ylim(0.1, 1000)\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 3. Double graphique : intensité/fréquence + churn/loyalty ─────────────\n", + "if \"log_n_tx_total\" not in dfc_louis.columns:\n", + " dfc_louis[\"log_n_tx_total\"] = np.log1p(dfc_louis[\"n_tx_total\"].clip(lower=0))\n", + "\n", + "thr_log_tx = dfc_louis[\"log_n_tx_total\"].median()\n", + "thr_churn = dfc_louis[\"aum_drawdown_last\"].median()\n", + "thr_hold = dfc_louis[\"avg_holding_months_per_isin\"].median()\n", + "\n", + "color_map = {1: \"#ff7f0e\", 4: \"red\"}\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", + "\n", + "# Graphique 1 : log_n_tx_total vs gross_flow_to_aum\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([2, 4])].groupby(\"cluster_k5\"):\n", + " axes[0].scatter(\n", + " g[\"log_n_tx_total\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[0].set_yscale(\"log\")\n", + "axes[0].axvline(thr_log_tx, linestyle=\"--\", color=\"gray\")\n", + "axes[0].axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "axes[0].set_xlabel(\"Activity frequency (log n_tx_total)\")\n", + "axes[0].set_ylabel(\"Gross flow / mean AUM\")\n", + "axes[0].set_title(\"Intensité vs fréquence (log transactions)\")\n", + "axes[0].set_ylim(0.1, 1000)\n", + "axes[0].legend(markerscale=2)\n", + "\n", + "# Graphique 2 : avg_holding_months_per_isin vs aum_drawdown_last\n", + "for name, g in dfc_louis[~dfc_louis[\"cluster_k5\"].isin([0, 2, 3])].groupby(\"cluster_k5\"):\n", + " axes[1].scatter(\n", + " g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"],\n", + " s=10,\n", + " color=color_map.get(int(name), \"gray\"),\n", + " label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[1].set_yscale(\"log\")\n", + "axes[1].axvline(thr_hold, linestyle=\"--\", color=\"gray\")\n", + "axes[1].axhline(thr_churn, linestyle=\"--\", color=\"gray\")\n", + "axes[1].set_xlabel(\"avg_holding_months_per_isin\")\n", + "axes[1].set_ylabel(\"aum_drawdown_last\")\n", + "axes[1].set_title(\"Churn vs Loyalty (clusters 1 et 4)\")\n", + "axes[1].set_ylim(0.001, 1.3)\n", + "axes[1].legend(markerscale=2)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 4. Heatmap K=5 ────────────────────────────────────────────────────────\n", + "prof_louis_k5 = plot_heatmap(\n", + " dfc_louis, profile_vars_louis, \"cluster_k5\",\n", + " title=\"Cluster signatures — 400 grands comptes K=5 (robust z-score)\",\n", + " figsize=(16, 4)\n", + ")\n", + "print(\"\\n=== Médianes K=5 (Louis) ===\")\n", + "print(prof_louis_k5.round(3).to_string())\n", + "\n", + "# ── 5. Analyse churn ──────────────────────────────────────────────────────\n", + "dfc_louis[\"churn_hard\"] = (dfc_louis[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_louis[\"churn_soft\"] = (\n", + " (dfc_louis[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_louis[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_louis[\"churn_warning\"] = (\n", + " (dfc_louis[\"flow_direction_balance\"] < 0) &\n", + " (dfc_louis[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Taux de churn globaux ===\")\n", + "print(dfc_louis[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_louis.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn par cluster K={k} ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4),\n", + " color=[\"#d62728\", \"#ff7f0e\", \"#ffbb78\"]\n", + " )\n", + " plt.title(f\"Churn by cluster — K={k} (Louis)\")\n", + " plt.ylabel(\"Rate\")\n", + " plt.xlabel(\"Cluster\")\n", + " plt.xticks(rotation=0)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# ── 6. Matrice de distance inter-cluster ──────────────────────────────────\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400,\n", + " title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " rng = np.random.default_rng(42)\n", + " idx = rng.choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]\n", + " labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", + " for b in np.cumsum(counts)[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_louis_scaled,\n", + " dfc_louis[\"cluster_k5\"].values,\n", + " title=\"Distance matrix — K=5 (Louis)\"\n", + ")\n", + "\n", + "# ── 7. Tableau de profil complet par cluster ──────────────────────────────\n", + "for k in [2, 5]:\n", + " print(f\"\\n===== K={k} =====\")\n", + " prof = (\n", + " dfc_louis.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " aum_qty_mean_med = (\"aum_qty_mean\", \"median\"),\n", + " freq_med = (\"flow_freq\", \"median\"),\n", + " gross_flow_to_aum_med = (\"gross_flow_to_aum\", \"median\"),\n", + " n_tx_med = (\"n_tx_total\", \"median\"),\n", + " holding_med = (\"avg_holding_months_per_isin\",\"median\"),\n", + " exit_rate_med = (\"exit_rate_per_isin\", \"median\"),\n", + " flow_dir_med = (\"flow_direction_balance\", \"median\"),\n", + " drawdown_med = (\"aum_drawdown_last\", \"median\"),\n", + " months_inactive_med = (\"months_since_last_tx\", \"median\"),\n", + " corr_fund_lag3_med = (\"corr_flow_fund_lag3\", \"median\"),\n", + " corr_rate_lag3_med = (\"corr_flow_rate_lag3\", \"median\"),\n", + " )\n", + " .sort_values(\"n_clients\", ascending=False)\n", + " )\n", + " print(prof.round(3).to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "96e2d1b4-329f-4da7-bee2-916ee5dc3fd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "======================================================================\n", + "COMPARAISON — Approche globale (Sarah) vs 400 grands comptes (Louis)\n", + "======================================================================\n", + "Comptes communs aux deux approches : 293\n", + "\n", + "Croisement Sarah K=4 x Louis K=5 (n=293) :\n", + " Louis C0 Louis C1 Louis C2 Louis C3 Louis C4\n", + "Sarah C0 39.0 27.0 0.0 23.0 11.0\n", + "Sarah C1 0.0 100.0 0.0 0.0 0.0\n", + "Sarah C2 16.0 1.0 8.0 74.0 1.0\n", + "Sarah C3 30.0 44.0 0.0 11.0 15.0\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Adjusted Rand Index Sarah x Louis : 0.3394\n", + "(0 = indépendants, 1 = identiques)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# COMPARAISON DES DEUX APPROCHES\n", + "# ============================================================\n", + "print(\"\\n\" + \"=\"*70)\n", + "print(\"COMPARAISON — Approche globale vs 400 grands comptes\")\n", + "print(\"=\"*70)\n", + "\n", + "# Comptes communs\n", + "common_ids = set(dfc[ID_COL]).intersection(set(dfc_400_accounts[ID_COL]))\n", + "print(f\"Comptes communs aux deux approches : {len(common_ids)}\")\n", + "\n", + "# Croisement des clusterings sur les comptes communs\n", + "dfc_compare = (\n", + " dfc[dfc[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k4\"]]\n", + " .rename(columns={\"cluster_k4\": \"cluster_global\"})\n", + " .merge(\n", + " dfc_400_accounts[dfc_400_accounts[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k5\"]]\n", + " .rename(columns={\"cluster_k5\": \"cluster_400_accounts\"}),\n", + " on=ID_COL\n", + " )\n", + ")\n", + "\n", + "print(f\"\\nCroisement K=4 x K=5 (n={len(dfc_compare)}) :\")\n", + "ct = pd.crosstab(\n", + " dfc_compare[\"cluster_global\"],\n", + " dfc_compare[\"cluster_400_accounts\"],\n", + " normalize=\"index\"\n", + ").round(2) * 100\n", + "ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "ct.columns = [f\"Top 400 Accounts C{i}\" for i in ct.columns]\n", + "print(ct.to_string())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " cbar_kws={\"label\": \"%\"})\n", + "plt.title(\"Croisement clustering global (K=4) x 400 grands comptes (K=5)\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "ari = adjusted_rand_score(\n", + " dfc_compare[\"cluster_global\"].values,\n", + " dfc_compare[\"cluster_400_accounts\"].values\n", + ")\n", + "print(f\"\\nAdjusted Rand Index Global x Top 400 Accounts : {ari:.4f}\")\n", + "print(\"(0 = indépendants, 1 = identiques)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/clustering.ipynb b/clustering.ipynb new file mode 100644 index 0000000..8d61ca7 --- /dev/null +++ b/clustering.ipynb @@ -0,0 +1,3721 @@ +{ + "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": 7, + "id": "0d8b7276-8213-4667-979c-d97b3729162a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accounts after quality filters: 7177\n", + "Accounts: 7177 | Features: 8\n", + "Points > 5 std after scaling: 0 (0.0%)\n", + " k inertia silhouette davies_bouldin\n", + " 2 20240.673342 0.421930 0.973123\n", + " 3 16711.420111 0.241169 1.543030\n", + " 4 14679.824806 0.231005 1.511161\n", + " 5 13213.816987 0.228496 1.409421\n", + " 6 12021.187284 0.223428 1.417110\n", + " 7 11112.958987 0.229601 1.420989\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "K=4 | sil=0.2310 | db=1.5112\n", + " n_comptes pct\n", + "cluster_k4 \n", + "0 1478 20.6\n", + "1 1820 25.4\n", + "2 1171 16.3\n", + "3 2708 37.7\n" + ] + } + ], + "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": 8, + "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": 9, + "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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", + "text/plain": [ + "
" + ] + }, + "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": 10, + "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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bZfXOs86dO+uTTz5RYmKiqS0xMVGzZ89Wly5drFgZAAAAYLvsDDn/yqrLly/rjTfeUN26dVWlShW1bt1a+/fvN203Go2aPn26GjZsqCpVqujll1/WqVOnsu9DQZaQ5QAAAADLI8tZhlWWbRwwYIDZ+23btqlx48YKDr71cPWwsDAlJSWpfv361igPAAAAgIVdu3ZNnTp1Ut26dTVv3jwVKFBAp0+flqenp2mfefPmadGiRZo8ebICAgI0ffp09ejRQxs3bpSTk5MVq887yHIAAAAA7marWc4qnWceHh5m75944gmz94ULF7ZkOQAAAECe86itkz9v3jwVKlRIkyZNMrUVK1bM9O9Go1Fffvml+vXrp+bNm0uSpkyZopCQEP3www9q1aqVxWvOi8hyAAAAgHWR5SzDKp1nd3+IAAAAAPDjjz+qYcOGGjRokHbu3KmCBQvqxRdfVIcOHSRJ586dU3h4uEJCQkzHeHh4qGrVqtqzZ88jG7hsDVkOAAAAwN1sNctZpfMsPVFRUTpx4oQkqVSpUvL29rZyRQAAAIDtssRgxcTERLPnYUmSo6OjHB0d0+x79uxZLVu2TN27d1ffvn21f/9+jR8/Xg4ODmrXrp3Cw8MlST4+PmbH+fj4KCIiIuduAvdFlgMAAAAshyxnGVbvPIuLi9O4ceO0du1apaamSpLs7e3Vpk0bvffee3JxcbFyhQAAAAAexNy5czVz5kyztgEDBmjgwIFp9jUajapUqZKGDh0qSapQoYKOHj2q5cuXq127dhapF1lDlgMAAABsE1nuEeg8mzx5snbu3KnZs2erZs2akqTdu3dr/Pjxmjx5ssaMGWPlCgEAAADbY1DOD1fs06ePunfvbtaW3khFSfLz81Pp0qXN2kqVKqXNmzebtktSZGSk/P39TftERkYqODg4O8tGJpHlAAAAAMsjy1mGXVZ2TkpKUoUKFXTkyJFsK2Dz5s2aMGGCQkND5e7uLnd3d4WGhmrcuHGmDxcAAABA7uPo6Gj6jn/nlVHgqlGjhk6ePGnWdurUKRUtWlSSFBAQID8/P23fvt20PTY2Vnv37lX16tVz7iZsBFkOAAAAQGaR5bLYeebg4KDChQubluTIDvHx8fL19U3T7uPjo/j4+Gy7DgAAAIB/2Bly/pUVL730kvbu3as5c+bo9OnTWrdunVauXKkXX3xRkmQwGNStWzfNnj1bW7du1eHDh/XWW2/J399fzZs3z4FPyLaQ5QAAAADbQJazjCx1nklS37599eGHHyo6OjpbCqhWrZpmzJihhIQEU1t8fLxmzpypatWqZcs1AAAAADzaqlSpopkzZ2rDhg16+umn9cknn+jdd9/VM888Y9qnV69e6tKli0aOHKnnnntOcXFxmj9/vpycnKxYee5BlgMAAACQ3Ww1yxmMRqMxKwe0bdtWp0+fVnJysooUKSJXV1ez7atXr85SAUeOHFGPHj2UmJhoWt8yLCxMTk5OWrBggcqWLZul80nSuB+OZfkYwJL61i1h7RKAe/JwsfojMYEMvbMhzNolAPf0nzaP7prtd2szb1eOX2Ntr1o5fg1kXm7IcpJU4d0tD3QcgIe3sEdda5cA5GnBRTysXQKQp3m6ZHmukVWQ5Swjy78dze5pdEFBQdqyZYvWrVunEydOSJKefvpptW7dWs7Oztl6LQAAAADIq8hyAAAAAJA5We48GzBgQLYX4eLiog4dOmT7eQEAAACkz5DFdeyR+5HlAAAAgNyPLGcZD7QuV0xMjDZv3qwzZ86oR48e8vLy0t9//y1fX18VLFjwvsdv3bo109dq1qzZg5QIAAAAAPgXshwAAAAA3F+WO8/CwsLUvXt3eXh46Pz58+rQoYO8vLy0ZcsWXbx4UVOmTLnvOfr375+paxkMBh06dCirJQIAAAC4DzuGK+Y5ZDkAAAAg9yPLWUaWO88mT56sdu3a6a233lL16tVN7aGhoXrjjTcydY6wsLCsXhYAAAAA8BDIcgAAAACQOXZZPWD//v164YUX0rQXLFhQ4eHh2VIUAAAAgJxlMOT8C48WshwAAACQ+5HlLCPLM88cHR0VGxubpv3UqVPy9vbO9Hni4+O1fft2NWnSRJI0bdo0JSYmmrbb2dlp8ODBcnJyymqJAAAAAIB/IcsBAAAAQOZkeeZZ06ZNNWvWLCUlJZnaLly4oKlTp6pFixaZPs/q1au1YsUK0/vFixdrz549OnjwoA4ePKh169Zp2bJlWS0PAAAAQCYYDIYcf+HRQpYDAAAAcj+ynGVkufPsnXfeUVxcnEJCQpSQkKCuXbuqRYsWcnNz05AhQzJ9nnXr1qlDhw5mbdOmTdOiRYu0aNEivfnmm/ruu++yWh4AAACATGCpj7yHLAcAAADkfmQ5y8jyso0eHh5auHChdu/erbCwMMXFxalixYoKCQnJ0nnOnDmjoKAg03snJyezHs0qVapo7NixWS0PAAAAAJAOshwAAAAAZE6WO8/WrFmjli1bqmbNmqpZs6apPTExURs3blTbtm0zdZ6YmBizdfF37Nhhtj01NdVsOwAAAIDsY8dwwjyHLAcAAADkfmQ5y8jyso3Dhg3T9evX07TfuHFDw4YNy/R5ChUqpKNHj2a4/fDhwypUqFBWywMAAAAApIMsBwAAAACZk+XOM6PRmO4D4y5fviwPD49Mn6dx48aaMWOGEhIS0myLj4/XrFmzFBoamtXyAAAAAGSCwQIvPFrIcgAAAEDuR5azjEwv29i2bVsZDAYZDAa99NJLypfvn0NTUlJ07tw5NWrUKNMX7tu3rzZt2qQnn3xSnTt3VokSJSRJJ0+e1JIlS5ScnKy+fftm/k4AAAAAAGmQ5QAAAAAgazLdeda8eXNJ0qFDh9SwYUO5ubmZtjk4OKho0aJq0aJFpi/s6+urZcuWafTo0Zo2bZqMRqMkyWAwKCQkRKNHj5avr2+mzwcAAAAg89KbgQTbRJYDAAAAbAdZzjIy3Xk2YMAASVLRokXVqlUrOTo6PvTFixUrpgULFig6OlpnzpyRJBUvXlxeXl4PfW4AAAAAAFkOAAAAALIq051nd9SrV09RUVGmB0Dv27dP69atU5kyZdSxY8cHKsLLy4uQBQAAAFiQHYMV8xyyHAAAAJD7keUswy6rB7z++uvasWOHJCk8PFwvv/yy9u/fr48++kgzZ87M9gIBAAAAAA+PLAcAAAAAmZPlzrOjR4+qSpUqkqTvvvtOQUFBWr58uaZOnarVq1dne4EAAAAAsp/BYMjxFx4tZDkAAAAg9yPLWUaWO8+Sk5NNa+Rv27ZNTZs2lSSVKlVK4eHh2VsdAAAAACBbkOUAAAAAIHOy3HlWpkwZLV++XLt27dK2bdvUuHFjSdKVK1dY6x4AAADIJQyGnH/h0UKWAwAAAHI/spxlZLnz7I033tCKFSvUtWtXtWrVSsHBwZKkH3/80bQECAAAAADg0UKWAwAAAIDMyZfVA+rWrasdO3YoNjZWnp6epvYOHTrIxcUlW4sDAAAAkDNYxz7vIcsBAAAAuR9ZzjKy3HkmSfb29mZhS5ICAgKypSAAAAAAQM4gywEAAADA/WW586xp06b37NncunXrQxUEAAAAIOfZMVgxzyHLAQAAALkfWc4ystx59tJLL5m9T05O1sGDB/Xf//5XPXr0yLbCAAAAAADZhywHAAAAAJnz0J1ndyxZskQHDhx46IIAAAAA5DzWyc97yHIAAABA7keWswy77DpR48aNtXnz5uw6HQAAAADAAshyAAAAAGAuyzPPMrJp0yZ5eXll1+kAAAAA5CDGKuIOshwAAACQe5DlLCPLnWdt27Y1mxZoNBoVERGhqKgojRo1KluLAwAAAABkD7IcAAAAAGROljvPmjdvbvbeYDDI29tbderUUenSpbOtMAAAAAA5x4518vMcshwAAACQ+5HlLCPLnWcDBgzIiToAAAAAADmILAcAAAAAmZOpzrPY2NhMn9Dd3f2BiwEAAABgGQxWzBvIcgAAAIBtIctZRqY6z2rVqmW2Nn56jEajDAaDDh06lC2FAQAAAAAeDlkOAAAAALIuU51nX375ZU7XAQAAAMCC7tehAttAlgMAAABsC1nOMjLVeVanTp2crgMAAAAAkM3IcgAAAACQdXZZPWDVqlX67rvv0rR/9913Wr16dbYUBQAAACBnGQw5/8KjhSwHAAAA5H5kOcvIcufZp59+qgIFCqRp9/Hx0Zw5c7KlKAAAAAA5y85gyPEXHi1kOQAAACD3I8tZRqaWbbzbhQsXFBAQkKa9SJEiunjxYrYUBQAAAADWFBUVpX379iklJUWVK1eWv7+/tUt6aGQ5AAAAAHlBduS5LHee+fj46PDhw2lCV1hYmLy8vLJcAAAAAADLYzBhxjZv3qzhw4erRIkSSk5O1smTJzVy5Eg9++yz1i7toZDlAAAAgNyPLHdv2ZXnstx51qpVK02YMEFubm6qXbu2JOl///ufJk6cqFatWmX1dAAAAABgVTdu3JCbm5vp/cyZM/XVV1+pZMmSkqSff/5ZI0aMyPWdZ2Q5AAAAALYmp/JcljvPXnvtNZ0/f14vv/yy8uW7dXhqaqratGmjIUOGZPV0AAAAAKzAwHBFk/bt2+vNN99U8+bNJUn58uVTZGSkKWxFRETI0dHRmiVmC7IcAAAAkPuR5czlVJ7LcueZo6Oj/vOf/+jUqVM6dOiQnJ2dFRQUpKJFi2b54gAAAABgbQsWLNDYsWO1evVqjRw5UsOHD9eQIUOUmpqq5ORk2dnZafLkydYu86GR5QAAAADYmpzKcwaj0WjMgXqt6sC5WGuXANxTAffcP3IZtm3aryesXQKQoU6VClu7BOCeapfytHYJmTJw9aEcv8bH7crn+DWy0/r16zVjxgx17dpVzz//vE6fPq3U1FSVKlVKTk5O1i4vz9h3ljwHWMt/fj9p7RKAPK1LtSLWLgHI05oG+1i7hEwhy6Uvu/OcXQ7UCAAAAAC5ztNPP62vv/5aYWFh6tq1q4xGo8qXL0/HGQAAAAA84rI7z2V52UYAAAAAuR/r5Jv75ZdfdPz4cQUHB2vChAn63//+pzfeeEONGjXSa6+9JmdnZ2uXCAAAAABkuXTkRJ5j5hkAAACAPG3y5MkaNmyY9u/fr5EjR2rWrFmqU6eOvvnmGzk5Oalt27b65ZdfrF0mAAAAAOBfcirP0XkGAAAA5EF2hpx/5RarV6/Wp59+qo8++khff/21vv32W0mSo6OjBg8erJkzZ2ru3LlWrhIAAAAAyHL/llN5LlPLNoaFhWX6hMHBwVkuAgAAAACsxcXFRefOnVOlSpV06dIlOTo6mm0vU6aMli5daqXqHg5ZDgAAAIAty6k8l6nOs7Zt28pgMMhoNKa7/c42g8GgQ4cOZbkIAAAAAJaV20YT5qShQ4fq7bff1vjx4xUfH6/Jkydbu6RsQ5YDAAAAbAtZzlxO5blMdZ5t3bo1Wy4GAAAAAI+aZ555Ro0aNdLZs2dVokQJ5c+f39olZRuyHAAAAABbllN5LlOdZ0WLFs2WiwEAAAB4NBgMDFe8W4ECBVSgQAFrl5HtyHIAAACAbSHLpZUTeS5TnWfpOXbsmC5cuKCkpCSz9mbNmj10UQAAAACAnEGWAwAAAIB7y3Ln2dmzZ9W/f38dOXLEbO38O72drJMPAAAAPPpYJz/vIcsBAAAAuR9ZzjLssnrAhAkTFBAQoG3btsnZ2VkbNmzQ4sWLValSJS1atCgnagQAAAAAPCSyHAAAAABkTpY7z/bs2aNBgwbJ29tbdnZ2MhgMqlWrloYOHarx48fnRI0AAAAAspnBkPMvPFrIcgAAAEDuR5azjCx3nqWmpsrNzU3SrYewXblyRdKtB1GfPHkye6sDAAAAAGQLshwAAAAAZE6Wn3lWtmxZHT58WMWKFVPVqlU1f/58OTg4aOXKlSpWrFhO1AgAAAAgm9kxnDDPIcsBAAAAuR9ZzjKyPPOsX79+Sk1NlSQNGjRI586dU+fOnfXLL79o+PDh2V4gAAAAAODhkeUAAAAAIHOyPPOsUaNGpn8PDAzUpk2bFB0dLU9PTxno8QQAAAByhSyPokOuR5YDAAAAcj+ynGVkufPsbhcvXpQkFS5cOFuKAQAAAADkPLIcAAAAAGQsy51nycnJmjlzphYtWqS4uDhJkqurq7p06aIBAwbIwcEh24sEAAAAkL2YaJT3kOUAAACA3I8sZxlZ7jwbN26cvv/+e7355puqVq2aJOmvv/7SzJkzFR0drTFjxmR3jQAAAACAh0SWAwAAAIDMyXLn2fr16/Xhhx8qNDTU1BYcHKzChQtr6NChBC4AAAAgF7BjuGKeQ5YDAAAAcj+ynGVk+dlyjo6OCggISNMeEBDAMh8AAAAA8IgiywEAAABA5mS586xz58765JNPlJiYaGpLTEzU7Nmz1aVLl2wtDgAAAEDOMBhy/oVHC1kOAAAAyP3IcpaRqWUbBwwYYPZ+27Ztaty4sYKDgyVJYWFhSkpKUv369bO/QgAAAADZzo5AlCeQ5QAAAADbQpazjEx1nnl4eJi9f+KJJ8zeFy5cOPsqAgAAAABkC7IcAAAAAGRdpjrPJk2alNN1AAAAALAgHjKdN5DlAAAAANtClrOMTHWepScqKkonTpyQJJUqVUre3t7ZVhQAAAAAIGeQ5QAAAADg3rLceRYXF6dx48Zp7dq1Sk1NlSTZ29urTZs2eu+99+Ti4pLtRQIAAADIXgxWzHvIcgAAAEDuR5azDLusHjB58mTt3LlTs2fP1q5du7Rr1y598skn2rlzpyZPnpwTNQIAAAAAHhJZDgAAAAAyJ8szzzZv3qwZM2aobt26prbQ0FA5OTlp8ODBGjNmTLYWCAAAACD72TFaMc8hywEAAAC5H1nOMrI88yw+Pl6+vr5p2n18fBQfH58tRQEAAAAAshdZDgAAAAAyJ8udZ9WqVdOMGTOUkJBgaouPj9fMmTNVrVq1TJ8nKSlJU6ZM0eOPP67nnntOX3/9tdn2iIgIlS9fPqvlAQAAAMgEgwX+waOFLAcAAADkfmQ5y8jyso3Dhw9Xjx491LhxYwUHB0uSwsLC5OTkpAULFmT6PHPmzNHatWv1yiuvKCYmRpMnT9a+ffs0duxY0z5GozGr5QEAAAAA0kGWAwAAAIDMyXLnWVBQkLZs2aJ169bpxIkTkqSnn35arVu3lrOzc6bPs27dOo0fP15NmjSRJLVv3169evXSsGHDNHHiREmSwUAPJwAAAJATWCc/7yHLAQAAALkfWc4ystx5JkkuLi7q0KHDQ1348uXLKlu2rOl9YGCgFi1apG7duunNN9/Um2+++VDnBwAAAACYI8sBAAAAwP1lqvNs69atmT5hs2bNMrWfr6+vzp49q4CAAFNbwYIF9eWXX6pbt24aNmxYpq8JAAAAIGsYrZg3kOUAAAAA20KWs4xMdZ71798/UyczGAw6dOhQpvatV6+e1q1bp/r165u13wldXbt2zdR5AAAAAADpI8sBAAAAQNZlqvMsLCws2y/86quvmtbZ/7eCBQtq0aJF2rZtW7ZfFwAAAADPpMoryHIAAACAbSHLWcYDPfMsOxQtWlRFixbNcHvBggXVrl07C1YEAAAAALgfshwAAAAAW5fpzrP4+Hht375dTZo0kSRNmzZNiYmJpu12dnYaPHiwnJycMnW+AwcO6P3339fs2bPl7u5utu369et69dVXNXz4cAUHB2e2RAAAAACZxDr5eQdZDgAAALAdZDnLsMvsjqtXr9aKFStM7xcvXqw9e/bo4MGDOnjwoNatW6dly5Zl+sILFy5UvXr10oQtSfLw8FCDBg00f/78TJ8PAAAAAJAWWQ4AAAAAsibTM8/WrVunnj17mrVNmzZNxYoVkyStXbtWS5cu1csvv5yp8+3du1e9evXKcHuTJk301VdfZbY8AAAAAFnAMvl5B1kOAAAAsB1kOcvI9MyzM2fOKCgoyPTeycnJ7MF0VapU0bFjxzJ94cuXL8vNzS3D7a6urgoPD8/0+QAAAAAAaZHlAAAAACBrMj3zLCYmxmxd/B07dphtT01NNdt+P97e3jp58qRptOO/nThxQgUKFMj0+QAAAABknh3DFfMMshwAAABgO8hylpHpmWeFChXS0aNHM9x++PBhFSpUKNMXDgkJ0Zw5c9LdZjQaNWfOHIWEhGT6fAAAAACAtMhyAAAAAJA1me48a9y4sWbMmKGEhIQ02+Lj4zVr1iyFhoZm+sL9+vXTkSNH9Pzzz2vjxo0KCwtTWFiYNm7cqOeff15Hjx5V3759M30+AAAAAJlnZ8j514P69NNPVa5cOU2YMMHUlpCQoDFjxqhu3bqqXr26Bg4cqIiIiGz4JGwfWQ4AAACwHY9ylpNsJ89letnGvn37atOmTXryySfVuXNnlShRQpJ08uRJLVmyRMnJyVkKSMWLF9fChQs1bNgwDR061LTmvtFoVJkyZfTZZ58pMDAwa3cDAAAAIFfbt2+fli9frnLlypm1T5w4Ub/88ov+85//yMPDQ+PGjdOAAQO0fPlyK1Wae5DlAAAAAFiCLeW5THee+fr6atmyZRo9erSmTZsmo9EoSTIYDAoJCdHo0aPl6+ubpYtXrlxZ69ev16FDh3Tq1CkZjUaVLFlS5cuXz9pdAAAAAMiSR3GZ/Bs3bujNN9/U+PHjNXv2bFP79evXtWrVKk2dOlX169eXdCt8tWzZUn/99ZeqVatmpYpzB7IcAAAAYDsexSwn2V6ey3TnmSQVK1ZMCxYsUHR0tM6cOSPp1qhDLy+vhyqifPnyhCwAAAAgjxs7dqxCQ0MVEhJiFrYOHDigpKQks+dolS5dWkWKFHmkw9ajhCwHAAAAICfZWp7LUufZHV5eXg8dsgAAAABYj51yfrhiYmKiEhMTzdocHR3l6OiYZt8NGzbo4MGD+vrrr9Nsi4iIkIODg/Lnz2/W7uPjo/Dw8Owt2saR5QAAAIDc7VHLcpJt5rkH6jwDAAAAgPuZO3euZs6cadY2YMAADRw40Kzt4sWLmjBhgj777DM5OTlZskQAAAAAwL9kNstJtpvn6DwDAAAA8iBLrJPfp08fde/e3awtvZGKf//9tyIjI9W+fXtTW0pKinbu3KklS5ZowYIFSkpKUkxMjNloxcjISPn5+eXcDQAAAADAI+ZRynKS7eY5Os8AAACAPMjOAoHrXst63K1evXpat26dWduwYcNUqlQp9erVS4ULF5aDg4O2b9+uJ554QpJ04sQJXbhw4ZFdHx8AAAAAcsKjlOUk281zVuk8CwsLy/S+wcHBOVgJAAAAAGtzd3dXUFCQWZurq6u8vLxM7c8++6wmT54sT09Pubu7a/z48apevfojHbZsEVkOAAAAwN1sNc9ZpfOsbdu2MhgMMhqN6W6/s81gMOjQoUMWrg4AAACwfXaWWOsjG7377ruys7PToEGDlJiYqIYNG2rUqFHWLivPIcsBAAAA1pXbspyUO/OcwZhR6slB58+fz/S+RYsWzfL5D5yLzfIxgCUVcM/clFfAWqb9esLaJQAZ6lSpsLVLAO6pdilPa5eQKZ/uOJ3j1+hdLzDHrwHLyuksJ0n7zpLnAGv5z+8nrV0CkKd1qVbE2iUAeVrTYB9rl5ApZDnLsMrMswcNUXh4f+/7U2tXfKkTRw/pamSE3hozVXUbNjFtv3kzTovnfaz//f6zYmOuyb9QEbVs/4KeaP3cPc97I/a6li6YpR3//VGx12Pk519Y3fu/rpp1G+b0LcHGxd24oc/mztR/f9mq6KtRKhMUrAFD31FwhUrp7v/+2OHavOHbNO2BJUtr4fI1OVwt8pKmZbz1dAV//Xo8Smv+viJJ8nCyV+sK/gryc5NTPjuFxybqh6OR2nfxeobneaKcr54o52vWdvl6gt7/iV9cIGu+XfG5dv7+ky6eOy1HRyeVrVBZHV8ZqCIB/3zhXTBjkv7e8z9djYqQs7OLylaoohdeGaAixUpkeN6dv/+krRu+0aljhxR7PUYTZi5WYOmgDPdH7pELByviEUCWyzsO7vtT3678Jzu+OWaq6jT4JztGX43U4nkztG/3Dt2Iva7ylWuox4C3VDigeIbn/GHDN/rl+w06e+q4JKlU2fLq1KO/ygan/90eyMvaVPJXm0oFzdouxsRr+MajcnO0V5tK/qpUyEPerg66npCsPedjtHr/Zd1MSs3wnPmd8um5aoVUqZC7XBzsdST8hpbsvqArsYk5fTtArrLp6y/11/afdencGTk4Oap0cGW17faqCt3OVpGXL2pE72fTPbbnW+NVs0HTdLfF34zTmi9na+8fv+rG9Wvy8S+iJk8/r8ZPtcuxe4FtIstZhlU6z9Jz7NgxXbhwQUlJSWbtzZo1s1JFtinh5k2VKB2kZk89oymj3kyz/fPZH+rAnp16bdg4+Rcqor927dC86ZPl7eOn2iGh6Z4zKSlJY956VZ5eBfTmqCny9vVX+OWLcnP3yOnbQR4wdeIonTx+TMNGT5Svr7++37Rebw7opc+Wr5Gff8E0+/cf+o569R9iep+SnKxeXZ5TaLMWliwbNq6Yl7PqB3rpwrV4s/YXqxeRi4OdPvvfOcUmpqhG0fzqVquIPvrllM7HJGR4vosxCZqz/YzpfarF54TDFhza/6ceb/28SgWVV0pKilZ+PlvvDx+o9+eukLOziySpZJlgNWjyhHz8Cyn2eoy+WTxP7w8fqI8WrpGdvX26502Iv6lyFauqbuNmWjB9oiVvCUAuQZazTQnxNxVYKkhNnnxGU0ebZ0ej0agpI19Xvnz59NaYD+Xi5qb1Xy/R2Lf66aMFX8vZxSXdc/69d7caNnlCQRWrytHRUWtWfKHxb/fXhwu+ko+vvyVuC8hVzkXHa+rP/wyqS70dFLxc8snLxUEr/rqoCzEJ8nF1ULdaReXl4qBPfj+T0ek0oFGgUlKNmvHbacUnpahFOV+90aSkRmw8osQUQghwx9EDexTa8lkFli2v1JQUrV00Rx+PHqyRM5fKydlFBXz9NfnzdWbH/HfzWn2/eqkq1qiX4XlXfTZDh/ftVvcho+TjX1gH//pDy+dMk6e3r6rWbZTTtwUgi6zeeXb27Fn1799fR44cMVs733C7+5R18rNXjboNVKNugwy3H/57nx5r8bQqVaslSWrxdHt9v36Vjob9nWHn2Y+b1io25pomzvhM+fI5SJL8CzHNHA8vIT5ev/70g8ZPmaGq1W/9TL7c61Vt/+1nffvNCvXoOyjNMe7uHtJdHbf//WWrrl+P0ZNPt7VQ1bB1jvYGda5RRCv3XtLjQeYzxkp4u+jrfZd0JvpWp9oPRyMVWtpbAV7O9+w8SzUadT0hJUfrhu17e/wMs/d9ho7Uq52e0KmjhxRcuYYkqWnLf0Y0+hUsoudf6qt3X+2s8MsXVbBIQLrnbdispSQp/PKFHKoc1pIb18nHo4UsZ9uq12mg6nXSz44Xz5/R0UP79eH8lSpWorQkqddrw9SrQwv9/tMmNWuZ/gj6196dYPa+79D39MdvP+rAn/9TaIuns/cGABuQajQqJj45Tfv5awlmnWThsYn6Zv8l9apXTHaG9AfjFfRwVBlfV43YeEQXbmeTRbsu6KO25VU30Eu/nbiaY/cB5DYDR39k9r7bayP0VrdWOnM8TGUrVpedvb08C5gv7/fXjl9Us2FTObu4Znje42H7Va9pSwXdzmeNnmir3zav1amjB+k8Q5aQ5SzDztoFTJgwQQEBAdq2bZucnZ21YcMGLV68WJUqVdKiRYusXV6eU65iFe3c/qsiw6/IaDRq/56dunDujKrWynjUxM5tv6pchSqaN+N9vfLs4xrco4NWLflMKSn8IhgPJyUlRakpKXJ0Mn9GnJOTsw7s3ZOpc2z8drVq1K6nQoXp0EX2eLZKIR26HKujEXFptp2KuqlqRfLL1cFOBknVingon51BxyPT7ns3XzdHjWpRWsOblVLnGoXl5WL1sS2wAXFxt54Z5OaR/vO34uNv6tct6+RXqIh8/NLO5AWA+yHL5V1JibeWeHNw/Od7up2dnRwcHHXowF+ZPk9iQrySk5Plnj9/dpcI2ISCHk76sE2w3n+6nHrVKyZvV4cM93VxsFd8UmqGq1jks7v1i9aku3YwSkpOTVVZP7fsLBuwOTfjbkiSXN3T///V6WNhOnfyqEKat77neUoHV9a+//2m6MhwGY1GHd63W1fOn1WF6nWyvWYAD8/qnWd79uzRoEGD5O3tLTs7OxkMBtWqVUtDhw7V+PHjrV1entNzwFsqVryker/wlDo+UVfjhw1Ur0Fvq2KVGhkec/niOW3/datSU1I1fNIMPd+lp779arFWLVlgwcphi1zd3FShclUt+myuIsKvKCUlRd9/t04HD+xVZETEfY+PCL+i/23/r1q1aW+BapEXVCvioQBPJ204FJ7u9i92nZe9nTT+qSBNebqcnq9aSAt3nlPEjaR095ek01dvavmei/p0xzl9ve+yvF0dNKBBoJzsrf6/aORiqampWjz3QwVVqGqaEXDH9+u/Vo92oerZLlR7d23XOxNmKp9Dxr+Ige0yGHL+BdtGlsu7ihYvIV//Qlo6f6Zir8coKSlJa5Z/rsjwy4qOvP/39DsW/7+9+w6v8f7/OP462ZGEbHuXUEKsqpil/dGUKi0dRltao2JUzSql1VKjlNhUUR1qVKnapYMqX7tEkdhbrIjs8/tDnPY0iZmcW06ej17nupx7nfd93KfO63zGPWOCfP38FVy1ZjZWC+RMURfjNGvLcX264YjmbjupAE9nDWhUSm5O6XOCp4ujmlUI1MbDMZke78zVBF24nqgXKuVXHmcHOTqY9HQ5f/nmcZG3G533gMykpqbqu5njVbp8JRUuXjrDbTatXaYCRUqodPng2x6rdafeKlC0pAZ2aK7w5+spYlhvvdT5HZWpUCU7SocdI8vZhuH/OqampsrD42YPFx8fH507d06lSpVS4cKFFR0dfYe9kdVWfP+N/t6/VwM+HKeA/AW1b892zZjwiXz8AlS5WsaBxpxqVj4fH3XpPUiOjo4qXba8Ll44p6UL5qp1+042PgPYm4FDR2j08MFq3bSRHBwdVSaovBr+39P6O3LfHfdd/eMP8vT0Uu363G8DD87bzUktgvNr6ubjSs6kO+fT5QLk7uyoKZuO6XpiiioW8NSr1Qsr4rdjOn0t42kbI89dt/z5tBJ09NINDX6qtEIKe2nLsSvZci6wf3MmjdKJI1EaPGZ6unW1n2ii4CqP6XLMBf24aL4mjnhXQ8bOkIuLqwGVAsjJyHK5l5OTs/oMHaMpYz/Q6y2ekIODo4KrPqYqj9W2TN95J0u+nq3fN6zWsLHT+TcIyMCe07GWP5+4crMxbXSzcqpRLJ/VFItuTg7qVb+ETl9J0NK9ZzM9XopZmvTbUb3+WBFFPF9BKalm7Tsbq92nronfSIHMfTNtrE4di1KfEVMzXJ+YkKCtv6xRWOvX7nisDcsXKvrAX+o6aJR8Awvo0F879c20m/c8Kx9SI4srB/CgDG88K1OmjA4cOKCiRYuqcuXKmjlzppydnbVgwQIVLVrU6PJylYSEeH01a5L6DRujao/fnGe3ROkyOnLogH74bl6mjWc+fv5ydHKSo6OjZVmRYiV1OeaikpKS5ExvdjyAwkWKavzUL3TjRpzirl+Xn3+APhjURwUzuTfPLWazWT8tW6Knnm7KNYgsUcTbTV6uTupdr4RlmaODSaX83FW7pI9Gro9S3VI++uTnKJ29dnMqo1NXE1TKL49ql/TWwt2ZB9l/i09O1fnYRPl7uNx5YyADcyaP1o4/f9N7o6dlOB1jHg9P5fHwVIHCxfRIuWB1btVI2zZtUGiDxgZUCyMxvhUPiiyXu5UuW15jpn2t67HXlJycrHzePhoY3l6lyz56x31/WDBX33/zhYaMmqLipcrYoFog57uRlKqz1xIU6PlPTnBzclDvBiUUn5Sqib8dVcod2q6PXorX0FWH5O7sICcHk64lpOi9p0rrSMyNbK4eyJm+mTZWe7f+rt4jJsvHPzDDbXZsWq/EhHjVfOLp2x4rMSFBS7+cqs4DRyi4+s17ihYp8YiORx3U2u+/ovEM94QsZxuGN5517dpVN27c/Ee6R48e6ty5s9q0aSNvb2+NGzfuDnsjK6UkJys5OVkmk/XHz8HBUebU1Ez3K1ehsn5dv1KpqalycLi576kTR+Xj50+jBbKMu3seubvn0bWrV7T1j03qHP72bbfftX2bTp44prBnmbIRWePg+TiN+jnKatlLIQV1LjZR6w9dlEvaNIv/7WydajbLdA99OV0cTfL3cNH/Tlx94JqRu5jNZs2dMkbbNm3QoE+mKLBA4bvaxyyzkpMyn1oUADJDloMkeXh6SZJOnzimw3/v10uvdb3t9ku/naNF82fpvZGTVDrozg1tAG5ydXJQgKeLrhxJlnSr4aykklNTNeHXI5nOjpGRG0k3f+MJ9HRRCR93Ldlzdx39gNzCbDbr2+mfaucfG9X7o0nyz18o021/X7tclWrUkVc+n9seMyUlWSkZ/e7q6CCzOfPfXQEYx/DGs7p161r+XLx4ca1cuVKXL19Wvnz5ZGJyzSx340aczpw8bnl+7swpRR86IE+vvArIX1AVKlfT3OmfycXVVQH5C+qvXf/TxjU/6tWu/zRUTBg5RL7+AWr7RndJUuNnX9BPSxfo80ljFPbcizp98pgWfzVbYS1fsvn5wf5s/eN3mc1mFS1eQiePH9O0iZ+qWPGSatLsOUnSjEnjdeH8OQ0c+rHVfit+WKzyFSqpZGl6siJrJKSk6kzaiLJbElPMiktM0ZlriXIwSedjE9WqcgEt++vczWkbC3qpbICHZm05YdmnS62i2nv6mn47clmS1OzRAO07G6uYuGTlc3NS43L+SjWbtf0kjWe4N19MGqXNG1bp7SFj5OaeR5djbt5zJo+Hp1xc3XTu9En98csaBVetKa98Poq5cE7LFsyRi4urKtcItRyn75ut1Pq1t1Sj9hOSpNhrV3Tx3FldunjzXn+nTxyVJOX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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": 11, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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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", + "text/plain": [ + "
" + ] + }, + "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": 21, + "id": "083087d6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected accounts (AUM > €5M): 431\n", + "Accounts after quality filters: 427\n", + "Feature set: 13 features\n", + "['log_aum_qty_mean', 'flow_freq', 'gross_flow_to_aum', 'n_tx_total', 'n_isin_total', 'avg_holding_months_per_isin', 'exit_rate_per_isin', 'flow_direction_balance', 'aum_drawdown_last', 'months_since_last_tx', 'corr_flow_fund_lag3', 'corr_flow_fund_lag6', 'corr_flow_rate_lag3']\n", + "Accounts: 427 | Features: 13\n", + "Points > 5 std after scaling: 12 (2.8%)\n", + "Features with extreme values after scaling:\n", + "months_since_last_tx 12\n", + " k inertia silhouette davies_bouldin\n", + " 2 3292.213936 0.317621 1.447549\n", + " 3 2891.756531 0.158566 1.801947\n", + " 4 2599.086861 0.167596 1.749729\n", + " 5 2420.318207 0.166294 1.797919\n", + " 6 2302.475137 0.152136 1.803708\n", + " 7 2200.224213 0.148174 1.844575\n", + " 8 2127.271606 0.143511 1.938188\n", + " 9 2069.314390 0.118802 1.986200\n", + "10 1998.491936 0.113821 2.007113\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "K=2 | sil=0.3176 | db=1.4475\n", + " n_accounts pct\n", + "cluster_k2 \n", + "0 325 76.1\n", + "1 102 23.9\n", + "\n", + "K=4 | sil=0.1676 | db=1.7497\n", + " n_accounts pct\n", + "cluster_k4 \n", + "0 127 29.7\n", + "1 67 15.7\n", + "2 38 8.9\n", + "3 195 45.7\n", + "\n", + "K=5 | sil=0.1663 | db=1.7979\n", + " n_accounts pct\n", + "cluster_k5 \n", + "0 67 15.7\n", + "1 37 8.7\n", + "2 62 14.5\n", + "3 137 32.1\n", + "4 124 29.0\n", + "\n" + ] + }, + { + "data": { + "image/png": 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y5ahRowZGjhyZaSyZnd+WLVuGiIgI7Ny5U+5/25gxY2R/C2vWrEFERAS2bNki+3vv2bMn/vzzT3h4eKBNmzZyHxYlJiZiz549smNIEAS4u7vD0tIS/v7+suO+d+/esLGxwfLly7F+/Xq5uCpUqMBCMRERUR7C1hNERKRyqV9nTb1YmzKlFl3Pnj2L5OTkbG379etXXLlyBR07dkRsbCyioqIQFRWFL1++oHnz5ggNDcWnT5/ktrG3t89S8URfXx8HDhxA7969ER0dje3bt2PChAlo0qQJfH19f3nxugsXLkBDQ0M2oxcAxGIx+vbtm+E2Dg4OcvcbNGgg154DgFyB6du3b4iJiUGDBg1ks0pzWqNGjeSKRIIg4Pjx47CysoIgCLJ8R0VFoXnz5oiJicHDhw8BAMWKFcPHjx9x7949pcSWk86dOwcA6Qr5Tk5OcutTlSpVSu4DCB0dHXTr1g2PHj2SFW4z4unpiQoVKqBnz56/HJc64/BnqctS20IkJCTILU9LS0tLtv5XDh8+DJFIJNfmonPnzjh//rxcm4Djx4+jRIkS6NevX7p9pBaojh8/DpFIpLDQljomu/nOjtTZ7qkaNmwIiUSSpQJssWLF8OzZM4SGhmbrd379+hXAjw+hFPn27RtSUlJQunTpDIvEALBkyRIEBARkeuvWrVuG+4iPj8eYMWNQqFAhTJgwIVuP42c///1LJBJcunQJ1tbWsiIx8OPvoXPnzrh582a6Vhe9evWS6+Hu4OAAdXX133qOf/f5yQqJRIIJEybg+/fv8PX1zbB3fdpYfnV+k0qlOHnyJFq3bp1utj8g/7dgamoq96GQtrY2evXqhXfv3uH58+dy23Xr1k3uGAoJCUFoaCi6dOmCL1++yM7HcXFxaNKkCa5fvw6pVJou9oSEBMTHx/86KURERJQrcEYxERGpXOpMx+/fvyv9d1lYWKB9+/bw8fHBhg0bYGFhAWtra3Tp0kVh8SutsLAwCIKAFStWYMWKFQrHREZGyl1gKjsXLytVqhTmzJkDd3d3hIaG4uLFi1i7di28vLxQqlSpDIt979+/h4GBQbqvfWfUAkJLSyvdV511dXXT9fI8c+YMVq1ahZCQELkel8q6ev3PuYqKikJ0dDR27NiBHTt2KNwmtR/skCFDcPnyZfTs2RNGRkZo1qwZOnfujAYNGvzyd2ZWaP0VRbNqs+Ldu3cQi8Xpnh8DAwMUK1YsXZHRyMgoXc4rVaok21dGcdy5cwcHDhzAhg0bMr0AVaFChdL16wUgW5ba3za1aKRobGJi4i8Lk6kOHjwIU1NTfP36VVb0rFWrFpKTk3Hs2DH06tULwI+/t8qVK8v1Qv5ZWFgYSpUqheLFi2c4Jrv5zo6yZcvK3S9WrBgAIDo6OtNtR48ejeHDh6N9+/aoUaMGmjdvjq5du8rNOv2VjD48atKkCcqUKYNt27ZBV1dXbqZ1Wpn9bWRGIpFg3LhxeP78OdauXZvphfUyo+jvPz4+HpUrV043tmrVqpBKpfjw4QOqV68uW25kZCQ3TltbGwYGBr/1HP/b5+dXli9fjitXrsDPz0/uuIyKipJrB1KkSBFoa2tnen6LiopCbGysXC4Uef/+fbp2HQBQpUoV2foaNWrIlv/8nKQWzTNqawQAMTExch9ipB6nyvq/QURERDmLhWIiIlI5HR0dlCpVCs+ePfvtfWT0JvTnHpwikQheXl64c+cOzpw5gwsXLmD69OkICAjAjh07fjmrOXWmlJOTE1q0aKFwzM/FqN+5gJRIJELlypVRuXJltGrVCu3atcPBgwcznRWaVVmZ4Xzjxg24urqiUaNGmD17NgwMDKChoYE9e/bg77//ztLvyepzkurnImNqvv/8888M+zan9o6uWrUqjh07hrNnz+LChQs4fvw4tm7dihEjRmD06NEZxti8efNMH0dGnjx58tvbAsovnCxZsgQNGzZE+fLlZbPFv3z5AuBHgfz9+/eyQqeBgYHConlqK4nUFhSpRenw8HCUKVNGbmx4eHi6/qQ/Cw0NlV1kLu2M4lSHDh2SFYpz2r/Jd0bHbEYF+F99AyBVo0aNcOLECZw6dQqXLl3C7t27sXHjRsyZM+eXf+upRfFv376hdOnSCse4ubkhOjoamzZtgq6ursLWET8XJTOSWqz82cyZM3H27Fl4enrKLgD6b2TlQwZl+jkXv/v8ZObkyZNYu3YtxowZgz/++ENuXY8ePeSK2qltP373/PZv/fycpB7XkydPRq1atRRu8/Ps6OjoaBQuXFjlzy8RERFlDQvFRESUK7Ru3Ro7duzA7du3YWZmlu3t087kS/0Z+DFDSpH69eujfv36GDduHA4dOoSJEyfiyJEj6NmzZ4YFpdSvP2toaKBp06bZjvF3VKhQAcWKFfvlzNeyZcvi6tWriI+Pl5tVHBYW9tu/NygoCFpaWli3bp3cTOs9e/ZkeR/FihVTOLMyo+fkZ3p6etDW1oZUKs1SvosUKYJOnTqhU6dOSEpKwqhRo7B69Wq4uLhkWLAPCAjIUiw5qVy5cpBKpXj9+jWqVq0qWx4REYHo6GiUK1dObvzr168hCILccZk6s+/nsWl9+PAB7969U9ib1dXVFUWLFsWNGzcA/OifevPmTUilUrni571791C4cGHZrM7U4tD9+/flisKfPn3Cx48f5dqfKHLo0CFoaGhg8eLF6YqsN2/exKZNm2QF7IoVK+Lu3btITk6WayeQVsWKFXHx4kV8/fo1w1nF2cm3rq5uumM2KSnpX808/1WBunjx4rCzs4OdnR2+f/+Ofv36wdvb+5eFyNTZn2/fvpV9UPIzsViMRYsWISYmBj4+PtDV1UX//v3lxvxclMyIoh7FixYtwt69ezF9+nR07tw50338Dj09PRQuXBivXr1Kt+7ly5cQi8XpPqx4/fq1XL/p79+/Izw8XK4gm53nOLPnJ7sfPrx69QpTpkyBtbW17OKGaS1ZskTW5gWAXMuNX53f9PT0oKOjk+mHrWXLls0wn6nrfyU1Hh0dnSz/D3z79q3smCUiIqLcjz2KiYgoVxg8eDCKFCmCmTNnIiIiIt36sLAwbNy4McPtU2fyXr9+XbYsLi4O+/fvlxv37du3dLP9UotfqV+nTy22/lxMKFmyJCwsLLBjxw6FF+1KbYPwO+7evYu4uLh0y+/du4evX78q/Pp1qubNmyM5ORk7d+6ULZNKpdiyZctvx6OmpgaRSCQ3y+7t27c4depUurFFihRRWBCuWLEiYmJi8PjxY9myz58/48SJE1mOoX379ggKCsLTp0/TrU+b79SZsqk0NTVRtWpVCILwy17UTZs2/e3b72rZsiUApDueU4vWqetT/Zyz2NhY7N+/H7Vq1fpl+4u5c+fC19dX7ubo6Ajgx1fHPT09ZWM7dOiAiIgIHD9+XLYsKioKx44dQ+vWrWUfFlSvXh1VqlTBzp075Y6Nbdu2QSQSoUOHDr987IcOHUKDBg3QqVMndOjQQe42ePBgAJDNWG/Xrh2+fPmi8DhO/Rtu164dBEGAj49PhmOyk+8KFSrIiuepfn6s2VW4cGGFfx8/H7Pa2tqoWLGiwrYeadWtWxcaGhp48ODBL8dpaGjAy8sL5ubmWLhwYbpz4e/2KPb398f69esxbNgw2cUzlUFNTQ3NmjXDqVOn5PqnR0RE4O+//0aDBg3SXaBxx44dcn/v27ZtQ0pKilyhOKvPcVaen4z+Vyjy/ft3jBw5EoaGhvjf//6nsMjcoEEDuXNMamE2s/ObWCyGtbU1zpw5I5uxn1bav4V79+7h9u3bsnVxcXHYuXMnypUrJ9cjWpG6deuiYsWKWL9+vcJWUYr+Bz569Ajm5ua/3C8RERHlHpxRTEREuULFihXh6emJcePGoVOnTujatStq1KiBpKQk3L59G8eOHYOtrW2G2zdr1gxly5bFjBkz8PLlS6ipqWHPnj0oUaKE3AzWffv2Ydu2bbC2tkbFihXx/ft37Ny5Ezo6OrJiQqFChVCtWjUcPXoUlSpVQvHixVG9enXUqFEDs2fPRp8+fdClSxfY29ujQoUKiIiIwJ07d/Dx40ccPHjwtx7/gQMHcOjQIVhbW8sKQS9evMCePXugpaWlcPZZKmtra5iammLRokUICwtDlSpVcPr0aVnP4d/5yn3Lli0REBCAwYMHo3PnzoiMjMTWrVtRsWLFdC0X6tSpg+DgYAQEBKBUqVIoX7486tWrh06dOsHT0xMjR46Eo6MjEhISsG3bNlSuXFl2EbrMTJgwAVevXoW9vT169uyJatWq4du3b3j48CGCg4Nx7do1AICzszP09fVhbm6OkiVL4uXLl9i8eTNatmyZrpikajVr1kT37t2xY8cOREdHo1GjRrh//z727dsHa2truRmRwI9+xDNmzMD9+/dRsmRJ7NmzB5GRkfDw8Pjl71HUViO1oNWoUSO5i161b98e9evXx7Rp0/D8+XOUKFEC27Ztg0QiSTebdPLkyXB1dYWTkxNsbGzw9OlTbNmyBT179pSbsfuzu3fv4vXr1xleZNHQ0BC1a9fGoUOHMHToUHTr1g379++Hh4cH7t27hwYNGiA+Ph7BwcFwcHCQ5apr167YtGkTXr9+jRYtWkAqleLmzZuwtLREv379spXvnj17Yvbs2Rg1ahSaNm2Kx48f4+LFiyhRosQvc/0rderUwbZt27By5UoYGRlBT08PTZo0gY2NDSwsLFCnTh0UL14c9+/fR1BQkMKL96WlpaWF5s2bIzg4GGPGjPnl2MKFC2PNmjXo168fZsyYgaJFi8pmmP9Oj+ITJ05gyZIlqFSpEqpUqYIDBw7IrW/WrBn09fUB/PhgqU2bNujevTv+97//Zft3AcDYsWNx+fJl9OnTB3369IGamhp27NiBpKQkTJo0Kd345ORkDBw4EB07dsSrV6+wdetWNGjQQG5WfVaf46w8P3Xq1AEAzJ8/H82bN4eamhpsbGwUPhYfHx88f/4crq6u6T5wq1ix4i+/SZOV89v48eNx6dIlODo6wt7eHlWrVkV4eDiOHTuGrVu3olixYhg6dCgOHz6MIUOGwNHREbq6uti/fz/evn0Lb2/vTHuZi8VizJ8/H0OGDEHnzp1ha2sLQ0NDfPr0CVevXoWOjg5Wr14tG//gwQN8/fpV4bcaiIiIKHdioZiIiHKNNm3a4ODBg1i3bh1OnTqFbdu2QVNTE8bGxpg6deovv9auoaEBHx8fzJkzBytWrICBgQEGDBiAYsWKYdq0abJxFhYWuH//Po4cOYKIiAgULVoUpqam8PT0lPua7/z58zFv3jx4eHggOTkZI0eORI0aNVCtWjXs2bMHPj4+2LdvH75+/Qo9PT3Url0bI0aM+O3H3qtXLxQqVAhXrlzB6dOnERsbixIlSqBZs2ZwcXFB7dq1M9xWTU0Nfn5+WLBgAfbt2wexWIy2bdtixIgRcHBw+K0+yU2aNMGCBQuwdu1aLFy4EOXLl8fEiRPx7t27dIXiqVOnws3NDcuXL0dCQgK6d++OevXqoUSJEvDx8cH//vc/LFmyBOXLl8f48ePx+vXrLBeK9fX1sWvXLvj6+uLEiRPYtm0bihcvjmrVqmHixIly+Tt06BACAgIQFxeH0qVLw9HREcOHD8/2Y/8vzJ8/H+XLl8e+fftw8uRJ6Ovrw8XFBSNHjkw3tlKlSpg1axYWL16MV69eoXz58vjrr78y7JP9O9TU1LBmzRosXrwYmzZtQmJiIkxMTODh4ZHua+OtW7eGj48PfHx8MG/ePOjp6cHFxSXT4//QoUMAACsrqwzHWFlZwdvbG48fP0bNmjWxdu1arFq1Cn///TeOHz+O4sWLw9zcXK7lgoeHB4yNjbF7924sXrwYRYsWRd26deUKb1nNt729Pd6+fYvdu3fjwoULaNCgAQICAjBw4MCspjKdESNG4P379/D398f3799hYWGBJk2awNHREadPn8alS5eQlJSEsmXLYuzYsXB2ds50n3Z2dhg1ahQ+fPiQrv3Cz4oWLYp169ahT58+GDduHNauXQtLS8vfeiyp3w4IDQ3F5MmT060PDAyUFYpTvyHxuxd9BH7MYN+yZQuWLl0KPz8/CIIAU1NTLFmyROFF2dzc3HDo0CF4eXkhOTkZNjY2mDlzptyHZVl9jrPy/LRr1w6Ojo44fPgwDh48CEEQMiwUp84KXrVqVbp13bt3/2WhOCvnN0NDQ+zcuRMrVqzAoUOHEBsbC0NDQ/zxxx+y/sD6+vrYvn07lixZgs2bNyMxMRHGxsZYvXo1WrVqleHvT8vS0hI7duzAypUrsXnzZsTFxcHAwACmpqbp+osfO3YMZcuWTffhFxEREeVeIiErV9sgIiKiPOfkyZMYMWKEbFYd5T1WVlaoXr06/Pz8VB0K5SISiQSdOnVCx44dMXbsWFWHo9CWLVvg6emJEydOyIrHVHAkJSXBysoKQ4YMUWqLEiIiIspZ7FFMRESUDyQkJMjdl0gk2LRpE3R0dGRfjyai/EFNTQ1jxozB1q1bFfaKzQ2uXr0KR0dHFokLqD179kBdXR0ODg6qDoWIiIiygTOKiYiI8oEZM2YgISEBZmZmSEpKwvHjx3H79m2MHz8eLi4uqg6PfhNnFBMRERER0X+FPYqJiIjygcaNGyMgIABnz55FYmIijIyMMGvWrEwvjEVEREREREQEcEYxERERERERERERUYHHHsVEREREREREREREBRwLxUREREREREREREQFHAvFRERERERERERERAUcL2aXBcNElVQdAhEREVG+sr6+lapDyHec7pxWdQj5Eo9Vyit4DqC8hOdW5Ui6vV7VIeQZWan1rRZClR5HbsNCMRERERERERERERUYaiJVR5A7sVBMREREREREREREBYammJViRVgoJiIiIiIiIiIiogJDTcRCsSIsFBMREREREREREVGBwdYTirFQTERERERERERERAUGW08oxkIxERERERERERERFRhsPaEYC8VERERERERERERUYIhVHUAuxUIxERERERERERERFRhsPaEYC8VERERERERERERUYLD1hGIsFBMREREREREREVGBwRnFirFQTERERERERERERAWGGuvECrFQTERERERERERERAUGW08oxkIxERERERERERERFRiaYlVHkDuxUExEREREREREREQFBmcUK8ZCMRERERERERERERUYvJidYvmqUBweHo67d+8iIiICAKCvr4969erBwMBAxZERERERERERERFRbsCL2SmWLwrFcXFxcHNzw5EjRyASiaCrqwsA+PbtGwRBgI2NDebOnYvChQurOFIiIiIiIiIiIiJSJbaeUCxfFIoXLFiA+/fvw8/PD02bNoWamhoAQCKRIDg4GPPmzcOCBQswf/58FUdKREREREREREREqsTWE4rli2v8HT9+HB4eHmjRooWsSAwAampqaN68ORYuXIigoCAVRkhERERERERERES5gVgkyvRWEOWLQrFUKoWGhkaG6zU0NCCVSv/DiIiIiIiIiIiIiCg3UtMUZ3rLri1btsDKygomJibo2bMn7t27l+HYvXv3wtjYWO5mYmIiN0YQBKxYsQLNmzeHqakpBg4ciNDQ0GzHlR35olDcqlUruLm54dGjR+nWPXr0CO7u7mjdurUKIiMiIiIiIiIiIqLcRKQmzvSWHUeOHIGHhwdGjBiBffv2oWbNmnB2dkZkZGSG2+jo6ODixYuy25kzZ+TWr127Fps2bYK7uzt27tyJwoULw9nZGYmJib/1mLMiX/QodnNzw4QJE2BrawtdXV3o6ekBAKKiohAdHY3mzZvDzc1NxVESERERERERERGRqonUcra1REBAAOzt7WFnZwcAmDNnDs6ePYs9e/Zg6NChimMQiWBgYKBwnSAICAwMhKurK6ytrQEAixcvRtOmTXHy5EnY2NjkaPyp8kWhWFdXF/7+/njx4gXu3LmDiIgIAIC+vj7q16+PqlWrqjhCIiIiIiIiIiIiyg3UNNQyHZOUlISkpCS5ZZqamtDU1Ew37uHDh3BxcZEtE4vFaNq0KW7fvp3h/uPi4tC6dWtIpVLUrl0b48ePR/Xq1QEAb9++RXh4OJo2bSobX7RoUdSrVw+3b99moTgrqlatyqIwERERERERERERZUichRnFfn5+8PHxkVs2cuRIjBo1Sm7Zly9fIJFIULJkSbnlJUuWxMuXLxXuu3Llyli4cCGMjY0RExOD9evXo3fv3jh8+DBKly6N8PBw2T5+3mfqBFllyFeFYiIiIiIiIiIiIqJfEWtmPqPYxcUFgwYNklv282zi32VmZgYzMzO5+506dcL27dsxduzYHPkdv4OFYiIiIiIiIiIiIiowsjKjWFGbCUVKlCgBNTW1dBeui4yMhL6+fpbi0dDQQK1atRAWFgYAst7FkZGRKFWqlNw+a9asmaV9/o7sXcKPiIiIiIiIiIiIKA8TiUWZ3rJKU1MTderUQXBwsGyZVCpFcHCw3KzhX5FIJHj69KmsQFy+fHkYGBjI7TM2NhZ3797N8j5/R76ZUSyRSHDr1i0YGxujWLFiqg6HiIiIiIiIiIiIciG1LLSeyI5BgwZhypQpqFu3LkxNTbFx40bEx8fD1tYWADB58mQYGhpiwoQJAAAfHx/Ur18fRkZGiI6Oxrp16/D+/Xv07NkTACASidC/f3+sWrUKRkZGKF++PFasWIFSpUrB2to6R2NPK98UitXU1ODk5IQjR46wUExEREREREREREQKibLQeiI7OnXqhKioKHh5eSE8PBy1atWCv7+/rPXEhw8fIBb/09ghOjoas2bNQnh4OHR1dVGnTh1s374d1apVk40ZMmQI4uPj4ebmhujoaDRo0AD+/v7Q0tLK0djTEgmCICht7/8xW1tbTJo0CU2aNMnR/Q4TVcrR/REREREVdOvrW6k6hHzH6c5pVYeQL/FYpbyC5wDKS3huVY6k2+tVHUKeca1D5segxbGCd17NVz2Kx44di0WLFuHMmTP4/PkzYmNj5W5ERERERERERERUsInFokxvBVG+aT0BAEOHDgUAuLq6QiT65wkVBAEikQghISGqCo2IiIiIiIiIiIhyAZFavpo7m2PyVaE4MDBQ1SEQERERERERERFRLqamyUKxIvmqUGxhYaHqEIiIiIiIiIiIiCgX44xixfJdVm7cuIGJEyeid+/e+PTpEwBg//79uHHjhoojIyIiIiIiIiIiIlVT0xBneiuI8tWjDgoKgrOzMwoVKoSHDx8iKSkJABAbGws/Pz8VR0dERERERERERESqJlYTZ3oriPLVo161ahXmzJmD+fPnQ139n64a5ubmePTokQojIyIiIiIiIiIiotxApCbK9FYQ5asexa9evULDhg3TLS9atCiio6NVEBERERERERERERHlJmKNfFUSzTH5akaxvr4+wsLC0i2/efMmKlSooIKIiIiIiIiIiIiIKDdh6wnF8lX53N7eHgsWLMDChQshEonw6dMn3L59G4sWLcLw4cNVHV62tRzuiHaTXFCstAHe3g3BjlGzEXr9bobjC+sWQ9cFE2Fm2wFF9HQR9foddo2diwdHzwIAFry6iJKVyqfb7qxvILaPdFPWw8h1mNecx5wqB/OqHMyrcjCvOY85VZ7Zrt3g1P0PFC9aBJfvPseohYF4Hvb5l9uUNSiOhWN6on0zExQppIkXbz5jsPt63HoUCgBIur1e4XZT/9qJZYHHcvoh5Do8XpWHx2vOY05zHs8BysG8Kg/PAyTWzFcl0RyTr7IydOhQSKVSDBw4EPHx8ejXrx80NTXh5OQER0dHVYeXLQ3sO6PHspnYOmwmQq/ehtVYJ4wKCoS7sRViwiPTjVfT0MCYE5sQ8zkSa3q44uu7T9AzKoe4r/+03PBo9CfEamqy+2Xr1sDYk1twa9eR/+Qx5QbMa85jTpWDeVUO5lU5mNecx5wqz8SBHTHCwRrObv4IfRcB9+Hd8bfvBNSzm4HEpBSF2xQvWgRnN0zHueuP0WXkX4j4EoNqFQ3xNfq7bEwF67Fy27RvZoo1swdi36mbynw4uQKPV+Xh8ZrzmNOcx3OAcjCvysPzAAGASFwwZwxnJl8VikUiEVxdXeHs7IywsDDExcWhatWq0NbWVnVo2WY9fjAurd2O4A27AABbh82AiY0VmjrZI2jRqnTjmzrZQ1uvOBY3tYM05ceJLfL1W7kxsRFRcvfbT3XF5+eheHruipIeRe7DvOY85lQ5mFflYF6Vg3nNecyp8ozq0xYeaw/h0Nk7AIBBs/zx9uRydG1tjp1B1xRuM2lQJ7z9GIUh7v/MFAp9HyE35lOk/PUw/mxVH2evP8ard+E5+wByIR6vysPjNecxpzmP5wDlYF6Vh+cBAgBRmg9N6B/5qnw+bdo0xMbGQlNTE9WqVYOpqSm0tbURFxeHadOmqTq8LFPT0EDFBnURcvKSbJkgCAg5eQlVmpgr3Kben9Z4GXwLDr5zsfjjdcy6H4QO04Zn+AmJmoYGLPt1w+X1O5XyGHIj5jXnMafKwbwqB/OqHMxrzmNOladyOQOUMSiO01cfyZZFx8bj2oOXsDStmuF2nVvWx81Hodi22BVvTy3HtW2z4dT9jwzHl9Irho7NTbFh/4UcjT834vGqPDxecx5zmvN4DlAO5lV5eB6gVGoa6pneCqJ8VSjev38/EhMT0y1PSEjAgQMHVBDR79HRLwE1dXVEf5L/dCrmUziKlTZQuI1+lYow79EJYjU1+HQahCPzvGE9YQg6zRylcHz9bu1QuHgxBG/YnePx51bMa85jTpWDeVUO5lU5mNecx5wqj6F+MQDApyj5GT+fI6NRuqRuhttVLmcAl56t8TzsEzoPXwa/XWfx1+Q+cOzSVOF4xy5NEROXgH2n8/9XTXm8Kg+P15zHnOY8ngOUg3lVHp4HKJVITZzprSDKF+Xx2NhYCIIAQRDw/ft3aGlpydZJJBKcP38eenp6KoxQ+URiEWI+R2Dz0GkQpFKE3XqA4uUM0W6SCw7PXZFufFPnXnh49Cy+ffh1s/aCjnnNecypcjCvysG8KgfzmvOYU8UcOjaG78z+svtdRy//rf2IxSLcfBSKWT57AQB3noShTrVyGNKjFTYdupxu/MCuLbDt6JUM+xwWdDxeFePxmvOY09yJ5wDlYF4V43mAMlJQC8GZyReF4oYNG0IkEkEkEqF9+/bp1otEIowapfhTtNwoNuILJCkpKGaoL7e8qKEBoj8q7m3z7UM4JMnJEKRS2bKPIS+gW6YU1DQ0IElOli3Xq1gOtaybwc92mHIeQC7FvOY85lQ5mFflYF6Vg3nNecxpzjl07g6uPXgpu6/1/18hNNQrho8R32TLS5UshrtPwjLcz4eIrwh5+V5u2eNX79G9TYN0Y5uZVYdx5TLoO3X1vw0/T+DxmnN4vOY85lT5eA5QDuY15/A8QBkRF9DWEpnJF+XzwMBAbNiwAYIgwMvLCxs3bpTdtm7dijNnzsDV1VXVYWaZJDkZYTcfoGabf77CIBKJULNNU7wMvqVwmxeXbqBUtUoQiUSyZYY1KuPr+09y/xAAoOmgnoj5HIn7h08r5wHkUsxrzmNOlYN5VQ7mVTmY15zHnOac2LgEvHjzWXZ79PI9PoR/RWvL2rIxRbULwaJuFVy99yLD/QTfeY4aRqXlllWvWBphH9JfdX5Qtxa4+SgU956+ybkHkovxeM05PF5zHnOqfDwHKAfzmnN4HqCMsPWEYvniUVtYWMDS0hKnTp2CtbU1LCwsZDczMzMYGhqqOsRsO7nMH82HOKBxfzuUrlkVDqsWQFO7CC4H/Lji6cCNS9Ft4WTZ+POrNqOIni7sV8xGqeqVUbdTa3SYPhznfAPl9isSidBkUA8Eb9wDqUTynz6m3IB5zXnMqXIwr8rBvCoH85rzmFPl8d56AtMGd0bnlvVRt1o5BMwbjPfhX3HgzD9vvI+tngjXXlay+ys2H4elSRVMcbJB1Qql0LuDJQbbtcTqHfJvsItqF4Jd20ZYv+/8f/Z4cgMer8rD4zXnMac5j+cA5WBelYfnAQJ4MbuM5KtH/eLFC3z48AENGzYEAGzZsgU7d+5EtWrV4ObmBl3djBuT5zY3d/6NogZ66DJ3HIqVNsDbOyHw7jAAMZ9/NLPXq1gOglSQjf/y9gO82g9Az79mYda9Y/j67iNOrwhA0CL5rzrUtG6OkkblC9yVTVMxrzmPOVUO5lU5mFflYF5zHnOqPJ4bjkK7sBZWzhyA4kWL4NKdZ+gyYplcD8EqFUpBv3hR2f2bj0LRc4Iv5o+yw4yhfyL0XTgmLNmGbUevyO3bvr0lRAB2HLv6Xz2cXIHHq/LweM15zGnO4zlAOZhX5eF5gAD2KM6ISBAEIfNheUOXLl0wceJEtGzZEk+ePIGdnR2cnJxw9epVVKlSBR4eHr+132GiSjkbKBEREVEBt76+VeaDKFuc7uT/rxCrAo9Vyit4DqC8hOdW5Ui6vV7VIeQZEV4TMh2jP3rpfxBJ7pKvZhS/ffsWVatWBQAcP34cVlZWGD9+PB4+fIihQ4eqODoiIiIiIiIiIiJSNTUNDVWHkCvlq3nWGhoaSEhIAABcvnwZzZo1AwDo6uoiNjZWlaERERERERERERFRLsCL2SmWr2YUm5ubw8PDA+bm5rh//z6WL18OAAgNDUXp0qV/vTERERERERERERHle+ICerG6zOSr8ribmxvU1dURFBSE2bNnw9DQEABw/vx5tGjRQsXRERERERERERERkaopY0bxli1bYGVlBRMTE/Ts2RP37t3LcOzOnTvRp08fNGrUCI0aNcLAgQPTjZ86dSqMjY3lbs7OztmOKzvyVfm8bNmy8PPzS7d8+vTpKoiGiIiIiIiIiIiIcpucbi1x5MgReHh4YM6cOahXrx42btwIZ2dnHDt2DCVLlkw3/urVq7CxsYG5uTk0NTXh7+8PJycnHD58WDbxFQBatGgBDw8P2X1NTc0cjftn+apQ/P79+1+uL1u27H8UCREREREREREREeVGYvWcvZhdQEAA7O3tYWdnBwCYM2cOzp49iz179mDo0KHpxi9dulTu/vz58xEUFITg4GB069ZNtlxTUxMGBgY5Guuv5KtCsZWVFUQiUYbrQ0JC/sNoiIiIiIiIiIiIKNcRq2U6JCkpCUlJSXLLNDU1083qTUpKwsOHD+Hi4vLP7sViNG3aFLdv385SOPHx8UhJSYGurq7c8mvXrqFJkyYoVqwYGjdujLFjx6JEiRJZ2ufvyFeF4v3798vdT05ORkhICAICAjBu3DjVBEVERERERERERES5hkgj8xnFfn5+8PHxkVs2cuRIjBo1Sm7Zly9fIJFI0rWYKFmyJF6+fJmleDw9PVGqVCk0bdpUtqxFixZo27Ytypcvjzdv3mDZsmUYMmQIduzYATW1zAvdvyNfFYpr1qyZbpmJiQlKlSqFdevWoV27diqIioiIiIiIiIiIiHKNLMwodnFxwaBBg+SWKaNH8Jo1a3DkyBEEBgZCS0tLttzGxkb2c+rF7KytrWWzjJUhZzs3Z9Pjx4+xcuVKbNmyBVFRUXLrYmNjMW3atBz5PZUrV8b9+/dzZF9ERERERERERESUh4nVMr1pampCR0dH7qaoUFyiRAmoqakhMjJSbnlkZCT09fV/Gca6deuwZs0arFu3TuEE2LQqVKiAEiVK4PXr19l/vFmkskLxxYsX0aNHDxw5cgT+/v7o2LEjrly5IlufkJCQrpVEZmJjY+VuMTExePHiBZYvXw4jI6McfgRERERERERERESU14jUNTK9ZZWmpibq1KmD4OBg2TKpVIrg4GCYmZlluN3atWuxcuVK+Pv7w8TEJNPf8/HjR3z9+lWpF7dTWesJHx8fODs7Y9y4cRAEAf7+/nB1dcWKFSvwxx9//NY+GzZsmO5idoIgoEyZMli2bFlOhE1ERERERERERER5WRZaT2THoEGDMGXKFNStWxempqbYuHEj4uPjYWtrCwCYPHkyDA0NMWHCBAA/2k14eXlh6dKlKFeuHMLDwwEARYoUgba2Nr5//w4fHx+0b98e+vr6ePPmDZYsWQIjIyO0aNEiR2NPS2WF4mfPnmHx4sUAAJFIhCFDhqB06dIYM2YMli1blqVK+s8CAwPl7ovFYpQoUQJGRkZQV89X7ZiJiIiIiIiIiIjoN2RnxnBWdOrUCVFRUfDy8kJ4eDhq1aoFf39/WeuJDx8+QCz+p7HD9u3bkZycjNGjR8vtJ/VieWpqanj69Cn279+PmJgYlCpVCs2aNcOYMWOU0ic5lcqqp5qamoiOjpZb1qVLF4jFYowbNw5TpkzJ9j4tLCxyKjwiIiIiIiIiIiLKj3J4RjEA9OvXD/369VO4btOmTXL3T58+/ct9FSpUCOvWrcux2LJKZYXiWrVq4erVq6hbt67cchsbGwiCgKlTp2ZpP6dOncry72zTpk22YiQiIiIiIiIiIqL8RaSW84Xi/EBlhWIHBwdcv35d4brOnTtDEATs3Lkz0/2MGDEiS79PJBIhJCQkWzESERERERERERFRPpPDrSfyC5UVitu2bYu2bdtmuL5Lly6wsbHJdD+PHz/OybCIiIiIiIiIiIgoHxMpofVEfiDOfIhy+fv7K1wukUgwceLE/zgaIiIiIiIiIiIiys9E6hqZ3goilReK161bh127dsktk0gkGDduXJZbRQQHB6NTp06IjY1Nty4mJgY2NjYZtrkgIiIiIiIiIiKiAkSslvmtAFJ5odjPzw+LFy/GsWPHAAApKSkYM2YMnj9/jsDAwCztY+PGjbC3t4eOjk66dUWLFkWvXr2wYcOGnAybiIiIiIiIiIiI8iKxOPNbAaSyHsWpTE1N4eXlhREjRkBDQwO7d+9GWFgYAgMDoa+vn6V9PHnyBJMmTcpwfbNmzbB+/fqcCpmIiIiIiIiIiIjyKJGGpqpDyJVUXigGgCZNmmDx4sUYPXo0qlSpgk2bNkFPTy/L20dEREBdPeOHoq6ujqioqJwIlYiIiIiIiIiIiPKyAtpaIjMqKRSPHDlS4fISJUqgWLFicHNzky3z8fHJdH+GhoZ49uwZjIyMFK5/8uQJDAwMfi9YIiIiIiIiIiIiyjcK6sXqMqOSQnHRokUVLm/RosVv7a9ly5ZYsWIFWrRoAS0tLbl1CQkJ8Pb2RuvWrX9r30RERERERERERJSPiApmD+LMqKRQ7OHhke1tbt68CRMTE2hqpu8h4urqiuPHj6N9+/bo27cvKleuDAB4+fIltm7dColEgmHDhv3ruImIiIiIiIiIiCiPY6FYoVzRozgrhgwZggMHDqBChQrp1unr62P79u1wd3fHsmXLIAgCAEAkEqF58+Zwc3PL8oXxiIiIiIiIiIiIKP8SxHmmJPqfyjNZSS3+ZqRcuXJYu3Ytvn37htevXwMAjIyMoKur+1+ER0RERERERERERHmBSKTqCHKlPFMozipdXV2YmpqqOgwiIiIiIiIiIiLKjcRsPaFIvisUExEREREREREREWWErScUY1aIiIiIiIiIiIio4ODF7BTKM4ViEXuHEBERERERERER0b/EGcWKqbR8LggC3r9/j8TExCyNJSIiIiIiIiIiIvpXROLMbwWQygvF7dq1w4cPHzIde/v2bVSoUOE/iIqIiIiIiIiIiIjyLZEo81sBpNJ51mKxGEZGRvj69asqwyAiIiIiIiIiIqICgq0nFFP5POoJEyZg8eLFePr0qapDISIiIiIiIiIiovxOLM78VgCpvHw+ZcoUxMfHo2vXrtDQ0EChQoXk1l+7dk1FkREREREREREREVG+wxnFCqk8K9OnT1d1CERERERERERERFRQFNCL1WVG5YXi7t27qzoEIiIiIiIiIiIiKiAEJRSKt2zZgnXr1iE8PBw1a9bErFmzYGpqmuH4o0ePYsWKFXj37h0qVaqEiRMnomXLlv/EKAjw8vLCrl27EB0dDXNzc7i7u6NSpUo5HnuqXFE+DwsLw19//YXx48cjMjISAHDu3Dk8e/ZMxZERERERERERERFRviJWy/yWDUeOHIGHhwdGjBiBffv2oWbNmnB2dpbVOX9269YtTJgwAT169MD+/fvRpk0bjBgxQu4abmvXrsWmTZvg7u6OnTt3onDhwnB2dkZiYuK/eui/ovJC8bVr19ClSxfcu3cPx48fR1xcHADgyZMn8Pb2VnF0RERERERERERElK+IxJnfsiEgIAD29vaws7NDtWrVMGfOHBQqVAh79uxROD4wMBAtWrTA4MGDUbVqVYwdOxa1a9fG5s2bAfyYTRwYGAhXV1dYW1ujZs2aWLx4MT5//oyTJ0/+64efEZUXipcuXYqxY8ciICAAGhoasuWNGzfGnTt3VBcYERERERERERER5TuCWD3TW1JSEmJjY+VuSUlJ6faVlJSEhw8fomnTprJlYrEYTZs2xe3btxX+/jt37qBJkyZyy5o3by6rhb59+xbh4eFy+yxatCjq1auX4T5zgsp7FD99+hSenp7pluvp6eHLly8qiCi99fWtVB0CERERUb7idOe0qkPId/iaVTl4rFJewXMA5SU8t5KqCSJRpmP8/Pzg4+Mjt2zkyJEYNWqU3LIvX75AIpGgZMmScstLliyJly9fKtx3REQE9PX1042PiIgAAISHh8uWZTRGGVReKC5atCjCw8NRoUIFueUhISEwNDRUUVRERERERERERESUHwlC5mNcXFwwaNAguWWamppKiih3UHnrCRsbG3h6eiI8PBwikQhSqRQ3b97EokWL0K1bN1WHR0RERERERERERPmIRBAyvWlqakJHR0fupqhQXKJECaipqaW7cF1kZGS6WcOp9PX1080MTjvewMBAtiyr+8wJKi8Ujxs3DlWqVEGrVq0QFxcHGxsb9OvXD2ZmZnB1dVV1eERERERERERERJSPSIXMb1mlqamJOnXqIDg4+J/9S6UIDg6GmZmZwm3q16+PK1euyC27fPky6tevDwAoX748DAwM5PYZGxuLu3fvZrjPnKDy1hOampqYP38+RowYgadPn+L79++oXbs2KlWqpOrQiIiIiIiIiIiIKJ+RZKcSnAWDBg3ClClTULduXZiammLjxo2Ij4+Hra0tAGDy5MkwNDTEhAkTAAD9+/eHo6Mj1q9fj5YtW+LIkSN48OAB5s6dCwAQiUTo378/Vq1aBSMjI5QvXx4rVqxAqVKlYG1tnaOxp6XyQrGPjw+cnZ1RpkwZlClTRrY8ISEB/v7+GDlypAqjIyIiIiIiIiIiovwkZ8vEQKdOnRAVFQUvLy+Eh4ejVq1a8Pf3l7WJ+PDhA8Tifxo7mJubw9PTE8uXL8eyZctQqVIl+Pr6okaNGrIxQ4YMQXx8PNzc3BAdHY0GDRrA398fWlpaORz9P0SCkJX2zcpTq1YtXLx4Md1V/L58+YKmTZsiJCRERZH9Q9PMSdUhEBEREeUrvNp5zltf30rVIeRLPFYpr+A5gPISnluVY7UQquoQ8ozw6LhMxxgUK/IfRJK7qHxGsSAIEIlE6ZY/fvwYurq6KoiIiIiIiIiIiIiI8iuJaufN5loqKxQ3atQIIpEIIpEI7du3lysWSyQSxMXFoXfv3qoKj4iIiIiIiIiIiPIh1okVU1mhePr06RAEAdOnT8eoUaNQtGhR2ToNDQ2UK1dOqVfxIyIiIiIiIiIiooInpy9ml1+orFDcvXt3AED58uVhbm4OdXWVd8EgIiIiIiIiIiKifE6q6gByKXHmQ5RLW1sbL168kN0/efIkhg8fjmXLliEpKUmFkREREREREREREVF+IwiZ3woilReK3dzcEBoaCgB48+YNxo0bh8KFC+PYsWNYsmSJaoMjIiIiIiIiIiKifEUiCJneCiKVF4pDQ0NRq1YtAMDRo0dhYWGBpUuXwsPDA8ePH1dxdERERERERERERJSfSIXMbwWRyhsDC4IAqfRHZ5Dg4GC0atUKAFCmTBl8+fJFhZERERERERERERFRflNQZwxnRuUziuvWrYtVq1Zh//79uH79uqxQ/PbtW+jr66s2OCIiIiIiIiIiIspX2KNYMZUXiqdPn45Hjx5h3rx5GDZsGIyMjAAAQUFBMDMzy5HfERcXh+vXr+fIvoiIiIiIiIiIiCjvYusJxVTeeqJmzZo4dOhQuuWTJ0+GWJwzdeywsDD0798fISEhObI/IiIiIiIiIiIiypvYekIxlReKM6KlpaXqEIiIiIiIiIiIiCifYZ1YMZUXimvWrAmRSJTh+qzMArawsPjleolEku24iIiIiIiIiIiIKP+RslKskMoLxT4+PnL3U1JSEBISgn379mHUqFFZ2kdSUhIcHBxQo0YNhevfvXsHX1/ffx0rERERERERERER5W3JEhaKFVF5odja2jrdsg4dOqBatWo4cuQIevbsmek+atasidKlS6N79+4K1z9+/JiFYiIiIiIiIiIiImKP4gzkzNXilKB+/fq4cuVKlsa2atUKMTExGa7X1dVFt27dcigyIiIiIiIiIiIiyquSJUKmt4JI5TOKFUlISEBgYCBKlSqVpfHDhg375foyZcrAw8MjJ0IjIiIiIiIiIiKiPIw9ihVTeaG4UaNGchezEwQB379/R6FChbBkyRIVRkZERERERERERET5DVtPKKbyQvG0adPkCsUikQh6enqoV68edHV1VRgZERERERERERER5TcFtbVEZlReKLa1tVV1CERERERERERERFRAsPWEYiopFD9+/DjLY2vWrKnESIiIiIiIiIiIiKggSZayUKyISgrF3bp1g0gkgpBJ9V4kEiEkJCRL+5RIJLh16xaMjY1RrFixnAiTiIiIiIiIiIiI8hkJC8UKqaRQfOrUqRzfp5qaGpycnHDkyBEWiomIiIiIiIiIiEghtp5QTCWF4nLlysl+9vPzQ8mSJdGjRw+5Mbt370ZUVBSGDh2a5f1Wr14db9++RYUKFXIsViIiIiIiIiIiIso/VNl64uvXr5g3bx7OnDkDsViMdu3aYcaMGdDW1s5wvLe3Ny5evIgPHz5AT08P1tbWGDNmDIoWLSobZ2xsnG7bZcuWwcbGJsuxibP/cHLWjh07UKVKlXTLq1evju3bt2drX2PHjsWiRYtw5swZfP78GbGxsXI3IiIiIiIiIiIiKtikUiHTm7JMnDgRz58/R0BAAFavXo0bN27Azc0tw/GfP3/G58+fMWXKFPz999/w8PDAhQsXMGPGjHRjPTw8cPHiRdnN2to6W7GpZEZxWuHh4TAwMEi3XE9PD+Hh4dnaV+rsY1dXV4hEItlyQRCy1e+YiIiIiIiIiIiI8idVzSh+8eIFLly4gN27d8PExAQAMHPmTAwdOhSTJ0+GoaFhum1q1KgBb29v2f2KFSti7NixmDRpElJSUqCu/k95t1ixYgrrrFml8kJxmTJlcOvWrXTtIm7evIlSpUpla1+BgYE5GRoRERERERERERHlM5Is9ChOSkpCUlKS3DJNTU1oamr+9u+9ffs2ihUrJisSA0DTpk0hFotx7949tG3bNkv7iY2NhY6OjlyRGADmzJmDGTNmoEKFCujduzfs7OzkJtNmRuWF4p49e2LhwoVISUlB48aNAQDBwcFYsmQJnJycsrUvCwsLZYRIRERERERERERE+URWWkv4+fnBx8dHbtnIkSMxatSo3/69ERER0NPTk1umrq4OXV3dLHdWiIqKwsqVK9GrVy+55aNHj0bjxo1RuHBhXLx4EXPmzEFcXBz69++f5fhUXigePHgwvn79ijlz5iA5ORkAoKWlhcGDB8PFxSXb+7tx4wa2b9+Ot2/fYsWKFTA0NMT+/ftRvnx5NGzYMKfDJyIiIiIiIiIiojwkK60nXFxcMGjQILllGc0m9vT0xNq1a3+5vyNHjmQ9wAzExsbCxcUFVatWxciRI+XWjRgxQvZz7dq1ER8fj3Xr1uWtQrFIJMKkSZMwfPhwvHjxAoUKFUKlSpV+axp3UFAQJk+ejC5duuDhw4ey6eGxsbHw8/NjoZiIiIiIiIiIiKiAy0rriey0mXByckL37t1/OaZChQrQ19dHVFSU3PKUlBR8+/Yt097CsbGxGDx4MLS1teHr6wsNDY1fjq9Xrx5WrlyJpKSkLD8OlReKU2lra8PU1PRf7WPVqlWYM2cOunXrhsOHD8uWm5ubY9WqVf82RCIiIiIiIiIiIsrjklKkObo/PT29dC0lFDEzM0N0dDQePHiAunXrAgCuXLkCqVT6y7pobGwsnJ2doampiVWrVkFLSyvT3xUSEgJdXd1sTcYVZ3lkHvDq1SuFs4aLFi2K6OhoFUREREREREREREREuYlEKmR6U4aqVauiRYsWmDVrFu7du4ebN29i3rx5sLGxgaGhIQDg06dP6NChA+7duwfgR5HYyckJcXFxWLBgAWJjYxEeHo7w8HBIJBIAwOnTp7Fr1y48ffoUr1+/xtatW+Hn54d+/fplK75cM6M4J+jr6yMsLAzly5eXW37z5k1UqFBBRVERERERERERERFRbqGsQnBWeHp6Yt68eRgwYADEYjHatWuHmTNnytYnJyfj1atXiI+PBwA8fPgQd+/eBQC0bdtWbl+nTp1C+fLloa6uji1btmDhwoUAgIoVK2Lq1Kmwt7fPVmz5qlBsb2+PBQsWYOHChRCJRPj06RNu376NRYsWYfjw4aoO77fMdu0Gp+5/oHjRIrh89zlGLQzE87DPv9ymrEFxLBzTE+2bmaBIIU28ePMZg93X49ajUABA0u31Creb+tdOLAs8ltMPIVdiXpWDec15zKlyMK/KwbwqB/Oas1oOd0S7SS4oVtoAb++GYMeo2Qi9fjfD8YV1i6Hrgokws+2AInq6iHr9DrvGzsWDo2cBAAteXUTJSuXTbXfWNxDbR7op62HkSjxWcxaPVeVgXpWH5wDlYF5zFs8BlCqnW09kR/HixbF06dIM15cvXx5PnjyR3be0tJS7r8gff/yBP/7441/Hlq8KxUOHDoVUKsXAgQMRHx+Pfv36QVNTE05OTnB0dFR1eNk2cWBHjHCwhrObP0LfRcB9eHf87TsB9exmIDEpReE2xYsWwdkN03Hu+mN0GfkXIr7EoFpFQ3yN/i4bU8F6rNw27ZuZYs3sgdh36qYyH06uwbwqB/Oa85hT5WBelYN5VQ7mNWc1sO+MHstmYuuwmQi9ehtWY50wKigQ7sZWiAmPTDdeTUMDY05sQsznSKzp4Yqv7z5Bz6gc4r7+09LMo9GfEKupye6XrVsDY09uwa1d//6q1nkJj9WcxWNVOZhX5eE5QDmY15zFcwClpcoZxblZvioUi0QiuLq6wtnZGWFhYYiLi0PVqlWhra2t6tB+y6g+beGx9hAOnb0DABg0yx9vTy5H19bm2Bl0TeE2kwZ1wtuPURji/s8nhKHvI+TGfIqU79f8Z6v6OHv9MV69C8/ZB5BLMa/KwbzmPOZUOZhX5WBelYN5zVnW4wfj0trtCN6wCwCwddgMmNhYoamTPYIWpb/wcVMne2jrFcfipnaQpvx4Qx75+q3cmNgI+atWt5/qis/PQ/H03BUlPYrcicdqzuKxqhzMq/LwHKAczGvO4jmA0lLljOLcLF9dzG7atGmIjY2FpqYmqlWrBlNTU2hrayMuLg7Tpk1TdXjZUrmcAcoYFMfpq49ky6Jj43HtwUtYmlbNcLvOLevj5qNQbFvsirenluPattlw6p7x1PNSesXQsbkpNuy/kKPx51bMq3IwrzmPOVUO5lU5mFflYF5zlpqGBio2qIuQk5dkywRBQMjJS6jSxFzhNvX+tMbL4Ftw8J2LxR+vY9b9IHSYNhwiseKX0GoaGrDs1w2X1+9UymPIrXis5iweq8rBvCoPzwHKwbzmLJ4D6GequphdbpevCsX79+9HYmJiuuUJCQk4cOCACiL6fYb6xQAAn6LkP+n7HBmN0iV1M9yucjkDuPRsjedhn9B5+DL47TqLvyb3gWOXpgrHO3Zpipi4BOw7nb+/YpKKeVUO5jXnMafKwbwqB/OqHMxrztLRLwE1dXVEf5KfVRXzKRzFShso3Ea/SkWY9+gEsZoafDoNwpF53rCeMASdZo5SOL5+t3YoXLwYgjfszvH4czMeqzmLx6pyMK/Kw3OAcjCvOYvnAPpZilTI9FYQ5YvWE7GxsRAEAYIg4Pv379DS0pKtk0gkOH/+PPT09FQYYeYcOjaG78z+svtdRy//rf2IxSLcfBSKWT57AQB3noShTrVyGNKjFTYdupxu/MCuLbDt6JUM+xvldcyrcjCvOY85VQ7mVTmYV+VgXnMfkViEmM8R2Dx0GgSpFGG3HqB4OUO0m+SCw3NXpBvf1LkXHh49i28ffn2RobyOx2ruw2NVOZhXxXgOUA7mNffhOSB/Y+sJxfJFobhhw4YQiUQQiURo3759uvUikQijRin+xCe3OHTuDq49eCm7r6Xx46kx1CuGjxHfZMtLlSyGu0/CMtzPh4ivCHn5Xm7Z41fv0b1Ng3Rjm5lVh3HlMug7dfW/DT/XYl6Vg3nNecypcjCvysG8KgfzqlyxEV8gSUlBMUN9ueVFDQ0Q/VFxT8ZvH8IhSU6GIP3njcTHkBfQLVMKahoakCQny5brVSyHWtbN4Gc7TDkPIBfhsapcPFaVg3nNOTwHKAfzqlw8B9DPJELBnDGcmXxRKA4MDIQgCBgwYAC8vb2hq/vP1zA0NDRQtmxZGBoaqjDCzMXGJSA2LkFu2Yfwr2htWRt3n74BABTVLgSLulWwZteZDPcTfOc5ahiVlltWvWJphH1IfwXPQd1a4OajUNz7//3nR8yrcjCvOY85VQ7mVTmYV+VgXpVLkpyMsJsPULNNU9w9cBzAj8kENds0xVmfQIXbvLh0AxZ9ukIkEkH4/zcThjUq4+v7T3JvDgGg6aCeiPkcifuHTyv3geQCPFaVi8eqcjCvOYfnAOVgXpWL5wD6GWcUK5YvehRbWFjA0tISp06dgrW1NSwsLGQ3MzOzXF8kzoj31hOYNrgzOresj7rVyiFg3mC8D/+KA2duycYcWz0Rrr2sZPdXbD4OS5MqmOJkg6oVSqF3B0sMtmuJ1TvkT1ZFtQvBrm0jrN93/j97PLkF86oczGvOY06Vg3lVDuZVOZjXnHVymT+aD3FA4/52KF2zKhxWLYCmdhFcDvhx9fOBG5ei28LJsvHnV21GET1d2K+YjVLVK6Nup9boMH04zvnKv6EUiURoMqgHgjfugVQi+U8fU27BYzVn8VhVDuZVeXgOUA7mNWfxHEBp8WJ2iuWLGcWpXrx4gQ8fPqBhw4YAgC1btmDnzp2oVq0a3Nzc5GYa5wWeG45Cu7AWVs4cgOJFi+DSnWfoMmKZXO+gKhVKQb94Udn9m49C0XOCL+aPssOMoX8i9F04JizZhm1Hr8jt2769JUQAdhy7+l89nFyDeVUO5jXnMafKwbwqB/OqHMxrzrq5828UNdBDl7njUKy0Ad7eCYF3hwGI+fzjwjZ6FctBSPOm4MvbD/BqPwA9/5qFWfeO4eu7jzi9IgBBi+S/olvTujlKGpUv0Fc557Gas3isKgfzqjw8BygH85qzeA6gtCRSzihWRCQI+acpR5cuXTBx4kS0bNkST548gZ2dHZycnHD16lVUqVIFHh4ev7VfTTOnHI6UiIiIqGBzusOvZua09fWtMh9E2cZjlfIKngMoL+G5VTlWC6GqDiHP6LXhWqZjdgy0+A8iyV3y1Yzit2/fomrVqgCA48ePw8rKCuPHj8fDhw8xdOhQFUdHREREREREREREqpZSQFtLZCZfFYo1NDSQkPCj+fvly5fRrVs3AICuri5iY2NVGBkRERERERERERHlBryYnWL5qlBsbm4ODw8PmJub4/79+1i+fDkAIDQ0FKVLl/71xkRERERERERERJTvFdSL1WVGrOoAcpKbmxvU1dURFBSE2bNnw9DQEABw/vx5tGjRQsXRERERERERERERkapJpEKmt4IoX80oLlu2LPz8/NItnz59ugqiISIiIiIiIiIiotwmha0nFMpXheL379//cn3ZsmX/o0iIiIiIiIiIiIgoN5IW0BnDmclXhWIrKyuIRKIM14eEhPyH0RAREREREREREVFuIwgsFCuSrwrF+/fvl7ufnJyMkJAQBAQEYNy4caoJioiIiIiIiIiIiHINCVtPKJSvCsU1a9ZMt8zExASlSpXCunXr0K5dOxVERURERERERERERLmFwDqxQvmqUJyRypUr4/79+6oOg4iIiIiIiIiIiFRMImGlWJF8VSiOjY2Vuy8IAj5//gwfHx8YGRmpKCoiIiIiIiIiIiLKLQRezE6hfFUobtiwYbqL2QmCgDJlymDZsmUqioqIiIiIiIiIiIhyCxaKFctXheLAwEC5+2KxGCVKlICRkRHU1fPVQyUiIiIiIiIiIqLfwNYTiuWr6qmFhYWqQyAiIiIiIiIiIqJcTJUzir9+/Yp58+bhzJkzEIvFaNeuHWbMmAFtbe0Mt3F0dMS1a9fklvXq1Qtz586V3X///j3c3d1x9epVFClSBN26dcOECROyNXk2zxeKT506leWxbdq0UWIkRERERERERERElNupckbxxIkTER4ejoCAACQnJ2P69Olwc3PD0qVLf7mdvb09Ro8eLbtfuHBh2c8SiQQuLi7Q19fH9u3b8fnzZ0yZMgUaGhoYP358lmPL84XiESNGZGmcSCRCSEiIkqMhIiIiIiIiIiKi3ExQUZ34xYsXuHDhAnbv3g0TExMAwMyZMzF06FBMnjwZhoaGGW5bqFAhGBgYKFx38eJFPH/+HAEBAdDX10etWrUwZswYeHp6YuTIkdDU1MxSfHm+UPz48WNVh0BERERERERERER5hDQLrSeSkpKQlJQkt0xTUzPLRVdFbt++jWLFismKxADQtGlTiMVi3Lt3D23bts1w20OHDuHgwYMwMDBA69atMXz4cNms4jt37qBGjRrQ19eXjW/evDnc3d3x/Plz1K5dO0vx5flCMREREREREREREVFWSVMyn1Ls5+cHHx8fuWUjR47EqFGjfvv3RkREQE9PT26Zuro6dHV1ER4enuF2nTt3RtmyZVGqVCk8efIEnp6eePXqlSy+iIgIuSIxANn9X+33Z/miUBwcHIx58+Zh586d0NHRkVsXExOD3r17w93dHY0aNVJRhERERERERERERJQbSIXMZxS7uLhg0KBBcssymk3s6emJtWvX/nJ/R44cyXqAP+nVq5fsZ2NjYxgYGGDgwIEICwtDxYoVf3u/P8sXheKNGzfC3t4+XZEYAIoWLYpevXphw4YNLBQTEREREREREREVcFmZUZydNhNOTk7o3r37L8dUqFAB+vr6iIqKkluekpKCb9++Zdh/WJF69eoBAF6/fo2KFStCX18f9+7dkxsTEREBANnab74oFD958gSTJk3KcH2zZs2wfv36/zAiIiIiIiIiIiIiyo2y0qM4O/T09NK1lFDEzMwM0dHRePDgAerWrQsAuHLlCqRSKUxNTbP8+0JCQgD8UwSuX78+Vq9ejcjISJQsWRIAcPnyZejo6KBatWpZ3q84yyNzsYiICKirZ1zzVldXT1etJyIiIiIiIiIiooJHEIRMb8pQtWpVtGjRArNmzcK9e/dw8+ZNzJs3DzY2NjA0NAQAfPr0CR06dJDNEA4LC4Ovry8ePHiAt2/f4tSpU5gyZQoaNWqEmjVrAvhx4bpq1aph8uTJePz4MS5cuIDly5ejb9++2br4Xr6YUWxoaIhnz57ByMhI4fonT55ka5o1ERERERERERER5U+SLLSeUBZPT0/MmzcPAwYMgFgsRrt27TBz5kzZ+uTkZLx69Qrx8fEAAA0NDQQHByMwMBBxcXEoU6YM2rVrh+HDh8u2UVNTw+rVq+Hu7o5evXqhcOHC6N69O0aPHp2t2PJFobhly5ZYsWIFWrRoAS0tLbl1CQkJ8Pb2RuvWrVUUHREREREREREREeUWglSist9dvHhxLF26NMP15cuXx5MnT2T3y5Qpg82bN2e633LlymV6Qb3M5ItCsaurK44fP4727dujb9++qFy5MgDg5cuX2Lp1KyQSCYYNG6biKImIiIiIiIiIiEjVpClJqg4hV8oXhWJ9fX1s374d7u7uWLZsmayPiEgkQvPmzeHm5gZ9fX0VR0lERERERERERESqJkhUN6M4N8sXhWLgn+nV3759w+vXrwEARkZG0NXVVXFkRERERERERERElFuosvVEbpZvCsWpdHV1YWpqquowiIiIiIiIiIiIKBdi6wnF8l2hmIiIiIiIiIiIiCgjnFGsGAvFREREREREREREVGBIOKNYIRaKiYiIiIiIiIiIqMDgjGLFWCgmIiIiIiIiIiKiAoOFYsVYKCYiIiIiIiIiIqICQ5rM1hOKsFBMREREREREREREBQZnFCvGQjEREREREREREREVGNKUZFWHkCuxUExEREREREREREQFBmcUK8ZCMRERERERERERERUYLBQrxkIxERERERERERERFRgSXsxOIRaKiYiIiIiIiIiIqMDgjGLFWCgmIiIiIiIiIiKiAoOFYsVYKCYiIiIiIiIiIqICQ5rC1hOKiARBEFQdBBERERERERERERGpjljVARARERERERERERGRarFQTERERERERERERFTAsVBMREREREREREREVMCxUExERERERERERERUwLFQTERERERERERERFTAsVBMREREREREREREVMCxUExERERERERERERUwLFQTERERERERERERFTAsVBMREREREREREREVMCxUExERERERERERERUwLFQTEREBZIgCKoOgYgo3+G5lYiIiCjvYqGYiCiX2rRpE75//67qMPKdDRs2AABEIpFqAyEiymekUqns3JqSkqLiaPIPFt8pr+Exm7Pi4+NVHQIRFSAsFOdi/AerHD/nlXn+99LmUCqVqjCS/OPZs2dYsGAB5s+fj7i4OFWHk2+EhITgf//7HyZMmKDqUPIdRX/7PL/+OzyfKgePS+W4dOkSPn/+DABYunQpPD09VRxR3pd6rKYW39+8ecPjNwcwh8rx6dMnhIaGIjY2lh/G56ADBw7A3d0dnz59UnUo+Up0dDTCw8NVHQZRrsRCcS6VdkYG8M8LGr5p/HfS5vX9+/d8IZMDBEGQ5XDDhg04deoUkpKSVBxV3le9enUEBgbixIkTmDt3LovFOcTY2Bhr167FxYsXWSzOQVKpFGLxj5cU9+/fx/Pnz/Hx40eIRCL+3/pNaXP65MkTfPz4EVFRUQBY5Pg3fn4d8PbtW7k3iszt74mLi8OcOXPg4uKC6dOnY+vWrbCzs1N1WHla6uur1HPo+vXrMX/+fBVHlT+kngPWrFmDtWvXqjia/OHAgQNwcXGBk5MTOnTogODgYFWHlC/s2bMH7u7uqFGjBjQ0NFQdTr5x+PBhjBgxAr169YKjoyNevXql6pCIchWRwFfEuVpgYCAePXoEHR0ddO3aFSYmJnJvHun3/PXXXzhz5gy+ffuG/v37w8rKCpUrV1Z1WHlO2mMxOjoaPXr0gFgsxrRp09C0aVO+oMkBV69ehaurK9q1awc3NzcUKVJE1SHleYIgyArFLVq0wNKlS1UdUr7h6emJvXv3QktLCzo6OnBzc0OjRo34f+tfWLp0KQ4dOgSRSIQaNWpg2LBhMDMzk/uQjrImbc5WrFiB4OBghIWFwcTEBPXq1cPw4cNVHGHelpKSAgsLC0ilUnh5eeGPP/5QdUh51rJly1C8eHEMHDhQdu709fVFfHw8Jk6cyL//HJCYmAgXFxdYWlrC1dVV1eHkafv27cPcuXMxZcoU1KtXD76+vggNDcXBgwf5v/9feP78OVxdXTFs2DDY2dkhNjYWX758gVgshq6uLnR0dFQdYp60Z88eLFiwAMOHD0eVKlXg4eGBOnXqYPny5aoOjSjX4Jk7l0k782r58uVYuXIl4uPj8eDBAzg5OeHy5csQi8WcofUvHD16FAcPHoSrqyvat2+PvXv3Yt26dXjy5ImqQ8tzUl/8/e9//8OkSZNQpkwZfP36FTNmzMDly5eRnJys4gjzNkEQYGlpidWrVyMoKIgzi3OISCRCs2bNsHTpUly4cIEzi/+FtJ8137t3D0eOHIGXlxemTZsGExMTDBw4EMHBwfy/lUWCIMjl9MqVKzh48CA8PDwwePBgFClSBJMnT8b169chEok4+zWbUgtrPj4+2Lp1K0aNGoWNGzdCR0cHXl5eePbsmYojzHvS/l1HRkZCQ0MDenp68Pb2xtu3b2XreKxmXVxcHB4+fIgTJ05g586dstdS4eHh6VpRUNb9/D9IS0sLxsbGuH37NlJSUiCRSFQUWd5269YtrF69Gu7u7ujduzdq1aoFe3t71KtXD0+fPsWnT58QGxur6jDzpO/fv6NUqVKws7PDkydPMGjQILi4uMDW1hYzZszA7du3VR1innPlyhX4+Phg3rx5GDx4MKysrDB48GCUL18e79+/R0pKCvvrE4GF4lwntfD2/v17iEQi+Pn5YcWKFfD09ET79u0xePBgFouz6ec8iUQi9OnTBx07dsT06dMxZMgQPHr0CBs3bmSx+Dfs27cPu3fvxpgxY7B06VIcPnwYtWvXxtSpU3Hp0iW2ocgGRccqAFhYWLBY/C8oOleKxWJYWlrC09MT58+fZ7H4N6Ueo5s2bcKFCxdgb2+Phg0bol27dhgzZgy6d++OwYMHs1icRSKRSJbT/fv349KlSxgwYACaNGmCvn37wtnZGaamppg6dSpu3LjB1h6/ISoqCjdv3oSHhweaNWuGDx8+4MyZM5g3bx6qV6/O/1nZkPabArdu3YKuri6uXr2KgwcPIj4+HmPGjJEVi1OPa36A/GuCIKBIkSJYtmwZypYti/3792P37t0AfsyA/VUBg8X4X0s9Vq9cuSIrCOno6CAuLg7q6upQU1NTcYR5U0xMDLp16wYrKyvZso0bN+LUqVMYPnw4HBwc4OXlhcjISBVGmTd9+fIFHz58wIsXLzBjxgyYmZlhyZIlmDJlCpKTk+Hp6cmWCdn05s0b9OzZU+54PXLkCA4fPoyePXvCwcEBgYGBSExMVGGURKrHQnEudPz4cVhZWeHYsWMoWrQoAKB8+fIYPXo07OzsMHToUNmbbr4o/DVBEGQvDHft2gVPT08cPXoU6urqsjHdunVD//798fjxY2zatAkPHz5UVbh5Unh4OGrVqoUaNWqgZMmSKFmyJNasWYNatWph7ty5uHz5Mt94Z0HaN9yHDh3C2rVr4enpKetJamlpiVWrViEoKAjz5s1jsTiL0ub1yJEj8Pf3x4oVK/DlyxdoamrKWk+wWJx1jo6OWL9+vex+ZGQkzp07B29vb9kbQUEQYGhoiFGjRsHW1hZDhw7FuXPn+BXUDDg5OWHHjh2y+69fv8aePXuwefNmuSud161bF05OTqhfvz6mT58u++CYMvbz6ySxWIy3b9+ibNmyOHv2LMaMGYNJkyahZ8+eSEpKwq5du3D//n0VRZt3pD23Llu2DPPnz8fx48cRExMDHR0drFu3DgkJCRg3bhxev36NpKQkTJgwAatXr1Zx5Llb6oc/urq6cHNzQ7ly5bBv3z7s2bMH6urqKFmyJJ4/f44XL17g1atXeP36Na5evYrk5GTOMs5A2g/Trl+/jqFDh6Jfv35o06YNrl+/jjt37sDLyws3btzAy5cv+Zo1m1q2bAlbW1vZe9Z58+bh2bNn8PHxwcGDB+Hk5ISjR48iNDRUtYHmQeXLl0eJEiVw7tw5lC5dGkOHDkWdOnVga2sLR0dHfP/+HS9evFB1mHlK9+7d0aVLFxQuXBgAMGHCBLx69Qru7u7YvHkzjI2NsWfPHl7kjgo89ijOhR4+fIiAgAAcO3YMgYGBMDc3l/Ui+/z5M3x8fLBz507s2rULJiYmqg4310r7Juavv/5CYGAg6tati/v376N06dJYvHgxTE1NZeMPHDiAv/76Cw4ODnBxcVFV2HlG6jG5YsUKHDhwAKdPnwbwY8aLlpYWzp07BxcXF5QvXx4zZ85Es2bN2LM4Czw9PXHgwAHUrl0b4eHhiI2NxezZs9GoUSNoamri6tWrGDlyJBo2bIjly5dDS0tL1SHnCZ6envj7779RqVIlJCYm4s2bN/D19UW9evVkPYsnTZqEunXrwt/fX9Xh5loSiQQXLlxA06ZNoampKVv+4MEDrFu3DmfPnsXWrVtRq1Ytuf9b8+fPR2RkJLZs2cLemj+JjY3FiRMnYGNjI5fTM2fOYOPGjXj16hXWrFkDY2Nj2bpHjx5h2bJlKFKkCLy8vFQRdp6Q9nVAbGwstLW1ER8fj1GjRqFs2bIICgrCuHHj4ODgAAB49eoVFi9ejB49eqBNmzaqDD3P8PLywvbt2+Hp6Yn69evL9dH//PkzBg0ahC9fvsDAwACJiYk4dOgQXwtkIO25MfXnr1+/wt3dHR8+fMCzZ88QFxeHmjVr4vPnz0hOTkahQoVkF2nleTW9T58+wdDQEAAQHByMChUqoEiRIvj+/Tvu3r2LL1++YMGCBShdujQ0NDTw6dMnlCxZEt26dcOYMWNUHH3uldF1BxITE3Hz5k1UrVpVlncAaNq0KYYPH45+/fr9l2HmOYryOmHCBBw+fBglSpTA3r17UaZMGdk6W1tbtGzZksdqJjI6XmNiYnDq1ClYWFigbNmyAH5866h58+ZYvnw52rVr91+HSpR7CKRSEolE4fKQkBDBxcVFsLCwEB49eiQIgiBIpVJBEAThw4cPgp+fn5CcnPyfxZmXPXnyRJg/f75w9+5dQRAE4cSJE8KAAQMEFxcX2bJU586dE1JSUlQRZq6X0bH64cMHoUWLFsLMmTPlll+9elXw8PCQHcdnz54VkpKS/otQ86zNmzcLLVq0kP3NX7p0STA2NhZat24tnDlzRkhMTBQEQRAuXLggDBw4MMPnhORt3rxZaN68ufDgwQNBEH6cA4yNjYXmzZsLV65cEQThx/n1xIkTgpOTE/OaRatXr5b7uw8JCRFcXV2FZs2apfu/FRUVxbxmwdq1a4VFixbJ7p8/f15wdnYWevbsKTx58kRu7MuXL5nTX0ibm1WrVgnTp08Xnj9/LgiCIGzdulUwNjYWJkyYIBsXHR0tDBkyRHB0dOTrgCx6+fKlYGNjI5w/f14QBEGIjIwUHj58KKxdu1Y4duyYbNyaNWuEwMBA2etWvn5NL+3xmpCQIJejqKgoYeLEiYKtra3g4eEhfP36VYiJiRFCQ0OFyMhI2fGaer6lH65fvy707t1buHXrlrBw4ULBzMxM+Pjxo9yYjx8/Cl27dhVu3rwpJCQkCNevXxdOnDjBY/QX0h5nJ06ckP39Z+TVq1dCz549hcuXLys7tDzt57yeOXNGdn/UqFGCsbGx4OfnJ0RHRwuCIAixsbFCv379hD179vzXoeZZ58+fF549eya37OfXUQ8ePBB69uwphISE/JehEeU6nFGsQmk/3Xrw4IFsed26dQEAjx8/ho+PD+7cuYO1a9fKzdBKlZKSItdGgeSdOHECc+fORYkSJbB27VrZp9snTpzA1q1boaWlhREjRqSbmS2RSNirLI20x+r+/fsREhICsViMWrVq4c8//8SuXbuwfv161K5dGxMmTEBMTAw8PT1RqVIlzJgxA6NHj8bx48fh7++P5s2bq/jR5B5pj7PExESsWrUKFSpUgJ2dHU6cOIFp06Zh+vTpCAoKwrNnzzB79mw0btxYbhZxRp+SF2Rp8xoXFwcfHx8YGxuja9euOHXqFCZNmoQJEybg8uXLuH//PpYtW4aGDRvK7YN5Te/nnOzatQuzZs3CoEGDMGXKFAD//N+6e/cu1q5di5o1a/5yHwVd2nwkJiZi7dq18Pf3x5AhQzBixAgAwLlz57BlyxZ8+/YN8+fPR/Xq1TPcB6Xn6emJ/fv3Y+zYsWjRooXsdYCvry9WrlwJKysrSKVSfPv2Dd++fcPevXuhoaHBvGbBp0+fMGzYMPTu3RtVq1bFnj178ODBA4hEIrx8+RKzZ89Gz5495bbh66v00h5r69evx507d/D27VvY2dmhSZMmqFKlCr58+YK5c+fiw4cPsLOzQ/fu3eVe/zOv6V27dg0bNmzA48eP8f37d+zevRsVKlRI97ft4OCAZs2aYeTIkXLbM6fppc3dw4cPMX78eFSuXBkuLi4wMzMDIJ+3pKQkjBkzBgkJCfD392c+M5BRXgcPHoyGDRvK8njr1i00bNgQ1apVk82IT21LQ+mlzeuNGzcwY8YMWFpaYsiQIahQoUK6Mal5lkgkWL16NV8DUIHGo19FhDS9c5cvX46JEydi9OjRGD9+PHx9fQEANWvWxMiRI2Fubg4XFxfcu3cv3dfK+I9BXmofstTPPzQ0NGBqaoqwsDC8f/9eNq5t27bo27cvUlJSMH/+/HT9nfhCRl7qsbp48WIsW7YMsbGxSElJweTJk7FhwwZ07twZI0aMwMOHD9GlSxe4uLggMjIS48ePB/Djq6ldunRBuXLlVPkwchWpVCo7zq5cuQJNTU20bt0aLVq0wIsXL7Bs2TKMHj0atra2GDRoEN6/f49Ro0al66HNFzHyBEGQ5fX27dvQ0tJC27ZtYWlpiefPn2Px4sUYP348+vbti+7du+Pz589wdHTEo0eP5PbDvMpL+0L6zZs3SExMRM+ePbFkyRJs3rwZHh4eAP75v2VmZoZu3brh9evXcvthXv+RNqfh4eHQ0tLCgAEDMGbMGAQEBMDb2xvAj/6Pffv2RYkSJeDq6oo3b97I7Yc5zdiNGzdw+PBhLF++HD169IChoaHs9cGIESOwZMkSlC1bFiVKlIC1tTX27dsHDQ0NpKSkMK8/UXTRRE1NTVSoUAG7du2Co6MjdHR0MHHiRGzduhWNGzdWePEqvr5KL/VYW7p0KdasWQNzc3M0adIEe/bsgbe3N548eYISJUrIehb7+/vj7NmzcvtgXtOzsLBAlSpV8P79e1SoUAEfP34EANk1XlKP6TJlyii8IBhzKi/te9cVK1bI+upfvHgRvr6+uH79OoAfeYuLi8POnTsxatQovHv3DmvWrIGamhokEonK4s+tfpXX1atX4+rVq9DU1MSqVavg6uoKbW1tPHz4EJUrV8bu3buhrq7OvCqQNq/+/v44deoUvn//jv3798Pf31/2+lQsFiMuLg5HjhzB6NGj8fbtW/j6+vICzFTgscqoIqkFX19fX+zcuRMrVqxAlSpVsHr1anh7eyM+Ph4TJ05EzZo1MXz4cCxYsAArV67kRUAykfoP4fz582jZsiVatWqFIkWKICEhAW5ubpg3bx7q168PALC2tkZCQgLu3buHypUrqzDqvOHChQs4duwYli9fDnNzcwQFBWHLli0oVKgQChcujM6dO6Nz5864evUqChcujDp16kBNTQ0JCQkoVKgQlixZouqHkGucOnUKW7duxbp167Bw4UJcvXoVmzZtQr169QD8KHAWLVpU1iNTKpVi6NChEARBrq82yTt37hwCAgKwYcMGeHh44NatW1i/fr1slsvRo0ehp6cn6zlWpEgRODo6okSJEqhRo4YqQ8/V0hY0vby88OjRIwwYMACWlpbo0KEDBEHA9OnTAQDTpk1DzZo1MWTIEFSqVAnly5dXZei5Vtqc+vj44OnTpxg6dCjq1q2Lrl27QiqVYtWqVQCAUaNGoWXLlkhMTMTt27dlffQoc1++fEGRIkVQs2bNdLMIJRIJOnXqhE6dOsltI5FI+CH8T9Lm7sWLF1BTU0OhQoVQunRpuLm54d27dxCJRHL/n2JiYthDPxuOHj2KoKAg+Pv7o27durhy5QoCAgKQnJwMb29vjB07FtWqVcP06dOxZcsWtG7dWtUh52qpx2z9+vWxbNkyHDt2DN7e3hg8eDD++OMPiEQi2XuxSpUq4fnz5wDAHvq/kJqXwMBABAYGws/PD0OGDMGTJ0+wYsUKbNiwASKRCA0bNkSRIkUQEREBXV1d+Pr6Ql1dnd+CzUBmeQ0MDIQgCGjcuDEGDhwo+5Aj9YMM5lWx1LyuWbMGq1evxl9//YWOHTvi7NmzOHz4MEQiEZycnFCxYkWkpKTg8uXL0NTUxL59+3i8EgHsUaxKT58+FZycnIQLFy4IgiAIZ86cERo2bChMmjRJqF27trB06VLZ2NDQUPYizKKnT58KxsbGwrRp02TLLl++LIwYMULo1q2bcOfOHYXbMb/yfs7H7t27BScnJ0EQBCEoKEioX7++sH37dkEQfvR2vH79erp9sM9jelKpVLh27ZrQqFEjoWPHjoK5ubmsb2Zqf7KNGzcKFhYWQkhIiPDx40fBxcVF+N///ifbB/OaXkpKinDy5EmhdevWQvv27YUGDRoIoaGhcmMCAwMFU1NT4c2bN8Lnz58FFxcXYe7cubL17Eko7+d+l56enkKTJk2EoKAgITIyUm7dvn37hLp168odp6l4vP7j5/Pq4sWLhWbNmgkHDx4UwsPDZcu/fv0qrF27VmjQoIHg7e2dbj/MadYcPnxYMDU1Fd69eycIwj/5l0qlwoULF9L1KqT00p4HvLy8hA4dOght27YVmjRpItdDUxAE4fv370JoaKjg7OwsdO3alefUbDh//rywfPlyQRAE4eTJk0KjRo2EHTt2CLt27RLMzMyEUaNGCffv35fbhueBrLt69arg6uoqODo6yvXUPXHihHD9+nX2ec6GcePGCZMmTZJbdv78eaFFixaCk5OT3PuB1HMuj9XMZZbXa9eupduGx2vGpFKpEB8fL/Tr109YtmyZ3LqAgAChcePGgpubm+y9QmxsLI9XojT4vToVKlOmDP744w+YmZnh+vXrcHNzw/jx4+Hh4YEOHTpgzZo1cHd3BwAYGRnxKxBZVLFiRSxatAjHjh3DrFmzAABNmjRBnz59UL58ecydOxc3btxItx2/ZiovNR/79u3D48ePoaurC21tbezfvx9TpkzB5MmT0atXLwA/vt578OBBhIeHy+2DX9tLTyQSoVGjRmjSpAlevnyJ2rVro2rVqgD+aZnSv39/VKxYEfb29nBwcMCHDx9kbTwA5lURNTU1tGnTBqampggNDYWxsTGMjIwAAMnJyQAAe3t71KlTB+3atUOfPn3w7t07TJ06VbYPzhz4R1RUlNysquvXr+Pvv//G6tWr0a5dO+jo6ODDhw+4ePEi3rx5g27dumH+/PkICAjApk2b5PbF4/WH79+/y/2fuXTpEg4ePIiVK1eiS5cu0NPTQ2RkJO7fvw+JRILBgwfD1dUVPj4+2L17t9y+mFN5aV8bCWkuvZF6fl29ejXevXsn14fQz88Pp0+f/s9jzUukUqnsPODt7Y3t27dj6tSp2LRpE+rXr49x48Zh3759AH7kfd++fZg7dy4SExOxa9cufiU6A4KCy8NYWlqiX79++PbtG9auXYvBgwfD3t4e3bp1Q+nSpfHgwQMcP35cbnueBzKXmisLCwsMGjQIxYoVg6+vLwIDAzFkyBD873//Q4MGDaCmpiZ3vFN6qbnU0tJCQkICgB/nCEEQ0KJFCwwYMAC3bt3C1q1bcfv2bQD/tPngsZqxrOZ127ZtuHv3rty2PF4zJhKJoKmpCU1NTVleU1JSAAADBw5Ey5YtcezYMWzatAlv3ryBtrY2j1eiNPiu+D+i6KIoOjo66NWrFwoVKoSgoCA0a9YM3bt3h5qaGsqWLYumTZsiNDRUblsWMzOnpaWFDh06QCwWY+bMmQCAefPmoWnTphCJRFi5ciX27NmT7uJV9ENSUhI0NTUBAOvWrUNAQADWr1+P4sWL49GjRzh9+jQmTpwIBwcHAEB8fDy2bt2K0qVLQ19fX5Wh5ylt27ZFixYtsHz5cgwbNkx20YTExERoaWlh165dOHHiBKRSKaytraGmpsavQf2CIAhISUlBy5Yt0aBBA2zZsgWDBw+Gv78/NDQ0kJSUBC0tLQQGBuLUqVOQSCRo374986rAnDlz8ObNG/j7+8uWiUQiFC9eHEWKFMHjx49x8OBBHD9+HIIgoFChQvDy8kLXrl1RsmRJNG7cWIXR506zZs1CdHQ0VqxYIftqc0JCAsqWLQsjIyM8fvwYx44dw99//w2pVIoqVapg/vz5sLOzg6GhITp06KDqh5BrCWn6EO7cuRNhYWEoXLgw+vfvj0qVKuHPP//EkSNHsHDhQtjb2yMpKQnbt29HTEwMnJycVBx97nTlyhU0btxYltdHjx7h2rVrWLRoEZo3b45Tp07hxo0bMDc3x8yZMyESidCtWzd07NgRhoaGaN26Nc+tGfi5N3lsbCwqVaoEDQ0NlCxZEi9evMCHDx9Qq1YtAMDHjx9Rq1YttGjRAn/++ScAFoeyQyQSyc65jRo1grq6Onbv3o1du3bB0NAQR48elY3heyx5wk9tOFJ/Njc3h5ubG4KDg9GkSRPZeh0dHZibm+Ply5c4cuQIzMzM2MpDgX+T17///hv16tVjXhVQlBOxWIzKlSvjyJEjcHJygqGhoewcXLZsWVStWhXXr1+HkZERHB0dmVeiNESCoo+1KUelfVF45swZvHv3Durq6rKLLCQmJsLZ2RmGhoZYunQpEhISMHHiRHTs2BE2Njbp9kHprV+/Hl++fMGECRNkyxITExEUFITp06ejd+/esqLx/fv3UadOHebzJ2PGjMG0adNQunRpAMDLly+xbds2NGrUSNbTdevWrZg7dy5cXV1Rv359FC5cGKtXr0ZkZKTsqrv8J5vez3+/ad88X716FePGjYOpqalcD/KzZ8/ijz/+kG3Hq2+n93Ne0x57p0+fhoeHBypWrIh169bJxly8eBGWlpbQ0NAAwLwq8unTJ+jp6UFDQwOxsbHQ0dHBvXv3MHbsWJQrVw4PHjyAjY0NGjdujNKlS2PWrFmYOHGirKc2wJ55aQmCgEePHqFGjRqyDy00NTVx7do19O/fH3/88Qfu3r0LKysrWFhYoHDhwli0aBGWLFki94Emc5pe2r95Ly8vrF+/Hs2aNcO5c+dQp04dzJ49G7Vr18aBAwdw9OhRXLhwAcbGxtDX14evry80NDR4DvjJmjVrsH//fgwZMgTdu3cHALx+/Rrnzp2Do6Mjrl69iokTJ2LYsGHo168fnJyccO/ePYwbNw59+/aV7YevW9NLe7yuWLECFy9exIsXL2BhYQFTU1MMHjwYnz59woQJE1CnTh20atUKW7ZsgVgsxqpVqyASiZjXn2Q1H2lzHxcXh8TEROjq6kIsFvPcqsDPF7CNj49H+fLlUaRIEQDA9OnTcezYMSxevBh16tRB0aJFMWnSJHTo0AESiQTTp0/HyZMneZ2CnzCvypE2r1FRUZBIJNDT05P9b+/RowcSEhLg7e0NfX19FClSBGPHjoWdnR0uXryI48eP4/jx4yhUqJAqHwZRrsL/iv+B1BPX4sWLERQUhDJlyqBYsWKYO3cuAgMD0bBhQ3Tr1g1ubm6Ii4vDp0+fZLPdAPBT7kwkJiYiLi4OmzZtQpEiReDq6grgx8zi9u3bIzg4GJs3b8a3b9+wZMkSmJiYAOCbmLRGjRqFly9fQk9PD8CP4uWAAQOgq6sr96l2nz59EBcXhxMnTmDdunWoXbs2dHV15a66yzfc8tIeZ4GBgQgJCcGrV69ga2uLBg0awNLSEsuXL8e4cePg7OyMcePG4a+//kJKSgr++OMP2X6YV3lp87p582Y8fPgQb9++RefOndGyZUtYWVlBLBbDw8MDjo6OmDt3LubNmwexWIxmzZrJ9sO8pmdoaAgA2L9/P+bMmYMjR47A1NQUixYtwtOnT+Hs7IxGjRpBW1tbdrHKnz9z5pvuf4hEItSpUwcAsGfPHnh7e2P//v2wsLCAn58f7t69Czs7O1haWqJ48eKIjY3F6tWrkZiYKLcf5jS91MLP27dv8fjxYwQGBsLU1BQxMTHo06cPZs+eDTc3N3Tt2hVdu3bF69evUaxYMRQvXhwikYgFIgW6dOmC+/fvY+/evRAEAba2tjAyMsKff/4JkUiEvXv3ok2bNrJvFRkaGqJUqVI4fPgw+vTpI3tO+PoqvdTcrFq1Ctu3b4eHhwfq1q2LiRMnYs+ePbC2tkaNGjXQrl07HDlyBGfOnEH58uUREBDAWa8KvHv3DuXKlQMAbNiwAQ0bNkTdunUVjk07gaFQoUKywpxUKuU54CdpX18tX74cZ8+excuXL9G8eXM0bdoU/fr1w/z581GoUCFMnDgR+vr6EAQBGhoa6NSpEx48eAAjIyNezPInzKty/Hxx4ODgYDx+/Bh//vknmjdvjjZt2sDX1xdjx45Fnz59YGhoiOTkZCQlJaFVq1ZISEhAcHAw2yQR/YT/Gf8jBw8elPUiNDU1xb59+3D69Gl8+PABANC+fXuIxWKcP38eDRo0wOTJk1l4y8DPM1a1tLTQu3dvaGtrw9fXF1KpFCNGjJCtMzIywh9//IEvX76wjYcCHz58wNOnTzF16lRoamri5MmTsLa2lrVDuHfvHiwsLKCjowMAGDx4MGxtbfH161cULVoU+vr6fMP9C6nH2ZIlS7B79250794dZcuWxZo1a1CrVi04OTnBwsICq1atwoQJEzBx4kQUL14cmzZtkvXK4gzt9H7Oa8eOHVGmTBksW7YMN27cgJOTE1q1agVNTU0sXLhQ9pWzTZs2yX0VlTJWv359GBsbo1+/fti8eTMaNWoEMzMzqKurIykpCVFRUZgyZQrU1dXRunVrVYebJ5QtWxZ6enoYOHAgNm7ciJYtW6JJkybQ1NREcnIyYmNjMW7cOBQqVIgtPLIoICAAu3fvhr6+PsqUKQMAKFq0KAIDA9G/f3/Mnz8fkydPhpmZmaxvOcACkSJSqRRlypTBzJkzMXfuXFmx2M7OTvYhxrNnz2BlZSVrLRETE4OFCxeiXr16PLdmQhAEfPnyBRcvXsTs2bPRqlUrBAcH4+7du5g+fTpq1KgB4MfrrK5du+L79++oWLEiZ70q8OjRI9ja2mLNmjW4cOECDh48iJ07d2a6Xdpie3JysuzbRfSPtEW3nTt3YuHChahatSrmzJmDjRs3IjY2FsOGDYObmxusra3x9etXpKSkwMbGBmpqajh69Ch0dHRY0PwJ85qzUv/XpC2+79ixA7NmzULhwoXh5+eH+/fvIzExEZ06dcK2bduwc+dOxMTEQCwWw9HREQBw+fJllCxZknUBop8p4wp5lJ6Xl5cwf/58QRAEISgoSKhfv76wY8cOQRAEISYmRna187RXROfVotNLm5+IiAghMjJS7r6/v7/QsGFDwdfXVxCEH7kdO3assHv3boX7IEGIjIwUhgwZIkyePFmYOHGiYGVlJcvrwoULhTp16gj79u0TEhISMtwHc/pr9+7dE9q0aSPcuHFDtuzUqVOCs7OzMH78eNnff0JCgvDgwQNZPnkO+LW7d+8KrVu3Fm7evClbdvbsWaF79+7C9OnThfj4eEEikQhxcXHC3bt3mdffEBYWJvTt21do1aqV8OHDB0EQfhynPj4+gqOjo9CzZ08hKSlJEAReJTorpFKpcP36daFnz55Cly5dhG/fvgmCIAhxcXGCt7e34ODgINjZ2TGn2fD69WuhWbNmgomJiXDr1i1BEP65EvyXL1+Erl27Cu3atRNCQkJUGWaekXqe/PjxozB8+HChb9++wt69e2XrPTw8BBMTE2HevHmCra2t8Oeff8qOU74WyFxMTIxgZ2cnhIeHCydPnhTq168vbN26VRCEH+fWXbt2CU+fPpXbhnlVbNmyZUL9+vUFMzMz4fHjx5mOTz0vCIIgbN++Xdi0aRNfD/y/58+fC4LwT47u3r0rdOvWTbh8+bIgCIJw5coVwdTUVOjfv7/QoUMHwc/PT+E+pk+fLlhYWPB8+/+YV+X4/v27IAj/nBsvX74sdOrUSfZ+4Pr160KdOnWEHj16CLa2tsLhw4fT7SMsLExwd3cXLCwssnT+ICpo+NHJfyQpKQkSiQQnT57ElClTMHnyZNjb2wMAjh8/ji1btiAuLk72aZYgCJw58JO0s4H9/PwwdOhQDBgwAA4ODoiIiEDJkiVhZ2eHkSNHYuXKlWjfvj169OiB58+fo2vXrgDYxkMRPT09ODg44OrVqzh69CimTJkia0Exbdo09OrVC25ubjh69Gi6r0KnYk7l/fz1JUEQEBcXJ7tIIABYWVnB3t4eFy5ckH2zQEtLS9Y/m7Pd5An/f7E6Rcu0tbVlrQ9atmyJUaNG4cCBA3j06BHEYjEKFy4MU1NT5vU3VKhQAR4eHihXrhz69OmDjx8/QktLC02aNEHLli2xbds2aGhoICUlhd9+yYTw/7NfUr81VKhQITg6OiImJgaFCxeGubk5LC0tsX37duY0A1KpVO6+IAioWLEidu3aBW1tbaxYsQKhoaGyGa3FixfH+vXrUa9ePVSvXl0VIec5qedJQ0NDuLm5QVdXF3v27MHu3bsBAJMmTUL//v0RFhaGGjVqYPfu3VBTU4NEIuFrgZ8IGVwGJi4uDu7u7pg2bRomT54sa+Px/v17HD58GGFh/8feecZVdTwN+KErIlHshWg0BnvUYIuxJbZYUWPD3o29gdiNUgQUewELioKACth7wYYde0nE3lCK9M6+H/jf470US94omOzzRb1nz/ntGffMzs7OzjzWaC/l+hZ1mZYqVYqEhASSk5N5/vz5e+9T6QUfHx/mzJlD8eLFpT1ARlq0du3acenSJUVG33zzDT169KBWrVoEBQUxfvx4Zs6cyZo1azAwMGDLli04Ojoqz4iPj+f58+dER0ezceNGKleunFuvk2eQcv00ODo60rx5c6KiohTdWLZsWTp16kSdOnU4ceIEo0aN4o8//mD+/PmEhoayZs0ajRMHb968ITg4mLt377Jx40bMzMxy63UkkrxLLjmo/7XktOu/bds20bp1a1GrVi2xadMm5ffo6GgxZMgQsXDhws/VxS8eFxcX0ahRI7F9+3YRHBwsWrZsKSwsLMSNGzeEEBkRWLdv3xZLly4VGzZsUKIFZGRWVlQ73J6enqJq1aqiU6dOYtq0aeKvv/7SaDdv3jwl6iUpKSk3uvrFkJCQoPz90KFDIiIiQty4cUM0bNhQBAYGCiGEEi0ohBAtWrQQ7u7un7ubXxzx8fHK30+cOCHCw8PFtWvXRK1atZTIDPWx2apVK+Hp6fnZ+/lv5fHjx6JPnz7i559/Fk+ePNG4JnXrh6PSuarI4h49eohOnTqJiIgIjXZSpllRt68ePXok7t69K5KTkxWZPn78WNSrV08MHDhQ3L9/XwihGUEohJTrx5A5stjS0lL4+/sr11URXULIUxrZoT5eX79+LRITExWZHThwQNStW1f8/vvvQoiMcRkXFyeGDRsm+vfvL8dpDqjL9M2bN0KIjPG5cOFCUb16dbF3714hRNbvXv2+LVu2iDp16oiDBw9+hh5/GYSFhYkpU6aI2rVrKyff0tPTRXx8vEhPTxcTJ04Ujo6OyndubW0tOnXqJGxtbTVknZKSomED/9eRcv003L17V3Tp0kW0a9dOREZGCiEydGhMTIxISkoSw4YNE8uWLVO++0GDBok2bdqIefPmacg1Li5OREdH58YrSCRfBHKL+h9EPeL16NGjHD16lHPnzgHQtWtXKleujJaWFiYmJjx58oR79+4xYcIEwsPDGTt2LJBz9IEkg/Pnz3Py5ElcXFzo0qULUVFRREREEBMTw8iRI7l16xY6OjpUrlyZMWPG0L9/f3R1dWVkVg6odrhbtWrFsWPHGDJkCCEhIaxZs4aQkBCl3YwZM2jZsiV79+7ViIqVaHL69GnatWsHwPz583FyciItLY1q1arx448/Mm3aNO7fv6/kxIuIiMDAwIDixYvnZrfzPEFBQYpcHR0dsbOzQwhBjRo1aNOmDePHj+fhw4fK2Hzz5g3a2toUKlQoF3ud98kcnfkuTE1Nsbe3J1++fMyfPx94O19J3fqW98lUPYfrDz/8wOTJk4mLi8PBwQGQMs0JdftqyZIlDB06lEGDBtG+fXv2799PREQEpqambNu2jdu3b2NnZ8e9e/ey5MqVcv1wMkcWFy5cmO3bt+Pp6QmgFAMT8gRcFoTa6bWlS5cyfPhwLCwsmDZtGsHBwbRq1YqBAwdy9OhRRowYwbhx4xg+fDjPnz9nzZo1SoS25C3qOmDVqlXY2dkRHBxMiRIlmDhxIr1798ba2pqDBw8q372joyO3b99W7vPx8cHZ2Rl7e3tatmyZa++S1yhSpAjW1ta0aNGCwYMHc/HiRbS0tMifPz9aWlqEhoYSGxuLrq4uQghSUlIYOnQo06ZNQ0tLS5n3dHV1yZcvXy6/Td5ByvXT8N133+Hk5IS+vj6Wlpa8efMGHR0djIyMSE1N5cmTJxgYGKCtrU1cXByFChVizJgxWeRqaGhIwYIFc/ltJJK8i5aQnsl/nAULFuDl5UWxYsUICwtj4MCBjB49GoChQ4fy8uVLHjx4QLVq1dDT08Pd3R09PT1ZuO4DCA4O5urVqwwYMIBTp04xefJkxo0bp6SZKFSoELNnz+b777/P7a5+MWQed1u3bmX79u2UK1eOYcOGUbFiReWaylAXslhNtjx48IBJkybx+vVrEhISFDkCREVFYWVlRXBwMIMGDSJ//vycPHmSsLAw/Pz85Lf/Dq5cuYKzszOPHj0iOTmZHTt2KEWrnjx5gp2dHefOnWPMmDHo6ekRGBjI69evpVzfgfo3fPr0aapWrUrhwoXfe19oaChFixaVcs0GdZleu3aNChUqKEVA33XP3bt3qVSpkpRpDmSuaO7t7c2cOXNo1qwZAwcO5NWrV/Tr149ff/1V2Yhv2bIl/fr1Y9q0abnc+y8flfxDQ0OZNGkSlSpVYtasWdIGyAH18err68uCBQuwtrbmxYsX/PXXXxw/fpx169ZRt25dgoKC8PPzo2DBgpQuXZoBAwYowQ3S+Z49zs7ObN++nT/++IPatWtrbLTb2dnh6elJ//79uXr1Km/evGHnzp3o6uri7u7OypUrsbOzo1WrVrn4BnmXiIgI5s+fz8GDB1m3bh0//PADCQkJLFiwgNu3b2Nqasrz58958+YNAQEB6OjoaIx3SfZIuX4aQkJCsLKyIjExES8vLwoVKkRERARz5swhMTGR77//nsuXLxMdHY2Pj4+y+SnlKpF8GNJR/A+gWhwKIRRDesaMGRgYGHDu3DlsbW0ZMGAAVlZWANy9e5eXL19SsmRJKlWqJKsZfySvX7+mcOHCjBgxgsqVKzN58mTi4+MZPnw4wcHBNGnShJUrV+Z2N7841CfPrVu34ufnR/ny5RkwYIBG7iY5yb6befPm4enpSdmyZdm3bx96enqKzNLS0liwYAHBwcGkpaVRtmxZnJyc5EbRB2Bra8vmzZspW7YsO3fuxNDQUNG9ERERbNiwgWPHjmFoaEjJkiVZsGCBlGsOqH/Dixcv5vDhwyxdupQKFSp81HPkhtFb1GXh6OjIuXPnWLp0KWXLlv2ge97123+VoKAgGjZsqPz7zp07zJkzh99//52mTZty+vRpxo4dS6VKlXjw4AFjx45VnMWvXr2iSJEi8tv/AD5kzKl0RkREBIUKFZIbxh9AcHAwW7dupW7dunTu3BmAV69esXz5cvbv34+HhweVK1fOIkc5Z+XM0aNHmTt3LqtXr1Zk9+bNGx49ekStWrWAjGjjCxcuYGJigoODg3KCa9KkSTRp0kSpWSLJHnWn5tq1azE3N+fRo0ds3ryZJ0+eUKBAAebPn69h20rej5TrpyE7Z/GpU6fw9fXl6dOnFC9enGXLlkm5SiR/h8+T4eLfS+Z8Wbdu3RIzZ84UiYmJQoiMnJlbt24VVatWFQsWLHjvMyQ5o55XKDw8XLRq1UqpYpqYmCgmTpwo7t27J+X5/0Bddtu2bROtWrUSK1asyMUefXkEBweLY8eOie7du4s2bdoo+bPU8+empKSIuLg4ZUzL/I45o5LRmTNnxJ49e0T//v1FmzZtxKtXr4QQmvmeExISRGJiopTrB/LkyRMxevRoJcfzu1DXv8HBwcq4lmgSGhoqhg8fLs6dO/fetuoyvX37tsyVp4avr68wNzcX27ZtU357+vSp8Pf3FykpKeLcuXPixx9/FN7e3kIIIXr16iVatWol3NzclNylQkgdkB1/10ZSl2XmHLASTc6cOSNatmwp6tevL3bv3q1x7fHjx6Jnz55i3bp1Qoi3cpUyfT979+4VFhYWIj4+XoSEhIjly5eL5s2bi6ZNmwpLS0ulXUxMjPJ3WVfj4wkPDxdWVlbi+++/F+fPnxdCZJWj1K0fj5Trp+HevXuic+fOGmuu6OhoJRe0EFKuEsnfQW6r/D9R7UwtWrSIgQMHYm1tTXBwMFFRUQDo6+vTsWNH/vjjDzZu3IitrW2Oz5C8G/WICxMTE4oUKcKqVavYsmULgwcP5uHDh3zzzTdK5KbkLZnzZuYkH9WxHMjIq21jY8Pw4cM/ef/+TdSqVYtmzZphb2+PoaEhvXr1IiYmRsmfu3XrVmJiYjA0NFROIsjTBDmj+u4bNmxI27ZtGTt2LEWKFKFfv35EREQo0UK7d+8mNjYWAwMDKdcPYNOmTVhaWvLixQvKlCnzzrZCLeLN09MTa2trQkNDP0c3vyg2btxI3759iY6O5uuvv35nW3WZbt68mSlTphAREfE5uvlF8P3339OpUyfWrVvHtm3bAChTpgxNmjRBV1cXHx8fJeUUQKlSpUhMTOTOnTsYGxsrz5E6QBOhljvX29ub2bNns3r1au7cuaNcz+k+lSwvXLhASkrK5+nwF0rDhg1p37496enp7Nq1i7CwMOWaqakpenp6PHjwAHg7RmV0tibqY1H1d1VajlGjRjFgwACePHnCwIEDmTNnDo8ePSIoKAhASfkjhJB1Nf4GJiYm2NjY0Lp1a4YPH05QUJCGHKV99feQcv00VKxYEWdnZwwNDenTpw8REREULFhQyQWdnp4u5SqR/A2kh/Jvou5427p1Kzt27KBNmzY0a9aMhw8f4ubmRnJyMvDWWWxtbc2dO3dkwbr/JyrZz58/n8KFC+Pn50eBAgXw9vZWHJ3y2J4mqoXhzp07AZT8Vzm1VV1r3rw5Ojo6clH4N6hYsSJOTk4UKFCALl26cOzYMQYMGMD27dv56quvlHZycfhhqPRmnTp1mDRpEkWLFqVbt26cPn2agQMH4unpiYmJidJeyvXddOjQgQIFCnDjxg3u3bv3TgeRSpbe3t64uLgwYcIEjXQ0kgzq168PwM2bNwkPD8+xXWaZLlq0iOHDhyv5zCUZxWosLS1p2LAha9euZevWrUDGQjs5OZnIyEjy5cun8Z2vWLECZ2dnZaNIokl6eroir0WLFrF48WKeP3/OwYMHsbKyIigoKFvZqY/XLVu20LdvX+7du/fZ+/+loNqIHzt2LP369ePZs2e4u7sTHR0NQFJSEgkJCbLY6jtQH6spKSnKeqply5YMHDiQatWqYWNjw+TJk+nbty/ffvstxYoVo0CBAhrPkXbAW9zc3Hjz5s0HtzcxMWHKlCnUq1eP1atXa1yTcn2LlGveQOUsjouLw87OTuOaDMiTSP4eMkfx/5Nz585x4cIFypUrR4cOHQA4dOgQEyZMwNLSksmTJyu7hampqejo6GhUPZf8/4mMjKRQoUJoaWnJXM/vIDIykl9//ZXOnTszZcqUd7ZVH59JSUkYGBh8ji7+K3n27BmzZs3i5cuXFC9eHDc3N5kr62+iPi5v377NkiVL+PPPPylXrpwiV6lbs5J5rKlkFB0dTZcuXShYsCAODg5UrlxZ477MDk1nZ2ccHBxkISByztV+7949Bg0aRIUKFXBxcdHYvAAp048lJCQELy8vTp8+zZAhQ5QIYmtray5cuMBPP/3EX3/9RUxMDDt37pRFgD6A+/fv4+XlRadOnahRowbXrl1j8+bNXLx4ETs7Oxo2bKhReyPzRtHcuXNp06ZNLr9F3kZ9DC5atIg9e/ZgaGjI999/z5s3bwgJCWHHjh3KiRjJW9Rlt3HjRoKCgoiPj6d27dpMmDABeKtH09LSiI2NZcqUKcTGxrJx40YZKJINqgKfv/zyCw4ODhqnLt5HdHQ0RkZGUqdmg5Rr3uPZs2eULFlS6gGJ5B9AOor/JkIInj9/zi+//ALAlClTGDhwoHL98OHDTJgwgd69ezNhwgQNR5t0ZGQlp4XduxZ8meUoncSaZJZdcnIyPj4+BAYGMmrUKGrXrp3tfZmPmR87doyVK1fK43v/I/O4+9Dv+fHjx5iamsoNjf8nmeX96NEjTE1NZVHQHFDXAwcOHODBgwfo6upSo0YN6tevT2RkJF27dqVYsWLMnTs320hhT09PFi1ahJ2dHa1bt/7cr5DnUJdpYGAgT58+xcjIiEqVKlG1alXu3r3L4MGDqVKlCk5OThQuXDjLM7Zs2cLChQulTNXIab7/66+/8Pb25vTp0wwaNIju3bsDMH36dOLi4tDT08Pe3l5uwH0A+/fvx8HBgcKFC+Pm5kbx4sWBjI239evXc/nyZWxtbWnYsKFGUTXVpoa9vb0crx+I+lhcuXIl7u7uVKtWjVatWmFpaQlIuzUz6vP7woULCQgIoGvXrpQoUYI//viDXr16MWHCBIyNjUlKSlJs2sjISHx8fGQB23dw69Ythg4dSs2aNXFwcJAR7f8QUq7/PO+axz9mjpf2gETy/0N+PX8TLS0typQpg7e3N/nz5+fs2bM8f/5cud6iRQsWL17Mhg0b8Pb2znKv5C3qivzBgweEhITw8uVLgA/ON5ySkiKN7UyoZOrn58fjx4/R19enZcuWREVFsXv37mzvye5IdNeuXaWTWA2VfEJCQjT+nROqvbivv/5aiYCRY1WT7PYrc9rDzCzvcuXKKXpCyjUrKj3g5OSEo6MjV65c4c6dO/Tv3589e/ZQuHBh/P39CQsLY86cOdy8eVPj/qCgIFavXs28efOkg+h/qMv0jz/+YP/+/ezdu5fBgwcTGBiImZkZ69ev5+7du9jY2GTJPXzkyBEWL16Mra2tlOn/ULcDLl26xIkTJ7hw4QIAlSpVokePHjRq1Ij169fj4+MDgJ2dHQsWLMDZ2Rk9PT1SU1PlojATmfXoV199hZmZGY8ePdJIj1KlShUGDx5M3bp1GT58ODdu3FCcbaqNIukk/jjU03iNHDkSS0tLkpOTef36NXFxcQDSofk/VHVdVPP7oUOHOHjwIEuXLmX8+PGYmpqiq6vL1q1bmTVrFjExMRgYGFCwYEFq166Nr6+vogOkTDVRjcGqVauyevVqzp07h7OzM5GRke+8T113nD17lsePH3/Sfn5pSLl+GtRtgb1797Jy5UpWr17NmTNngJzTSKjL9dq1a8TFxUl7QCL5//JPV8f7L6GqHH3hwgVRrVo1YWNjI16+fKnR5sKFC7LS5jtQr/Ls4uIi2rdvL2rXri06d+4s5s2bp1xLTU3N8b7169eLbt26STlnw5kzZ4SZmZn45ZdfxNatW8XLly/FzZs3RZUqVcSBAwc02qrLdMuWLaJOnTpi//79n7vLXwSenp5i0KBBH9RWXa5yjGZFpUeFyKgIHRYW9kH3qctVVjV/N/v37xc//fSTuHLlihBCiF27dgkzMzOxfft2pU1kZKSoXr26mDlzpsa99+/fF9euXfus/f0S2LFjh2jUqJEIDg4WQgixefNmYWZmJnbu3Km0uXv3rjAzMxPz58/XuPfOnTtKxXOJ5re8cOFC0bp1a9G4cWPRo0cPMXHiROXanTt3xLx580Tbtm3Fhg0bcnyGJCsBAQHCz89PCCFEUFCQ6Nevn+jUqZO4efOmRrtr166J5cuXKzbX7du3RZUqVcSePXs+e5//LajPcQsXLhRdu3YVDg4OIiIiIhd7lXeYP3++mDlzprJ+SklJEbt37xYbN24UQghx/PhxYW5uLnx9fUVQUJCoWrWqmDVrloiLi9N4TuZ1gkRTLy5evFjMnj1bNG3aVJiZmYkxY8aIN2/evPe+zZs3i8aNG4vr169/8v5+KUi5fnocHR1Fo0aNhI2NjRg8eLBo2bKlWLVqVbZtM8u1TZs24q+//vpcXZVI/rVIR/H/E5UBeO7cOVGtWjUxderULM5iIaSD6H24urqKevXqiRMnTogTJ04IDw8PUb9+fY1FomoiyOzQrFevntixY8dn73NeRH1BoqJfv37ihx9+EDNnzhQjR44UXl5ewtXVVfTp00c8fPgwS3tvb2/pJH4P/v7+olWrViIpKemdixP1sRoQEKCxAJdosmjRItGxY0fRvHlz4eTklGURqI66XHfu3Cnc3d1FcnLy5+jmF8maNWvElClThBBCHDhwQNSqVUv4+PgIIYSIiYlRDOqYmBg5Pj8QFxcXMXv2bCGEEAcPHtSQaWxsrHj8+LEQQojHjx9ryFQ6NHPG1dVV/Pjjj+LSpUsiOTlZuLi4CDMzMzFkyBClzd27d8XkyZPFxIkTpSw/kOTkZDF8+HBhaWmp/Hby5EkxfPhw0aVLF3Hr1q1s71ON2/v373+Wfn4JZGdjfcg19fnJ3t5e9O7dW4SHh/+jfftScXJyEp07dxbOzs7K+ikmJkY8efJEREZGiq5duwpXV1chhBBPnz5VHHILFy7MzW5/UaxZs0bUq1dPnD17Vly4cEHs3LlT1KtXT4wcOTKLUzPzGuuHH34Qe/fu/dxd/iKQcv00HDp0SDRr1kwJbvD39xc1atQQu3btytI2uyAnKVeJ5J9BOor/AdSdxTVq1BAjR46UBuBHEB8fL37//Xexdu1a5bekpCRx/Phx0bBhQ7FmzRrldxn1+mHcvn1bhIaGCiEyIoTGjx8v3N3dxb59+0STJk1E69atRZMmTYSHh4fG4sbf31+YmZlliTb+L5OdM+Ls2bOifv36Ijo6WgiR/QIx81itUaOGOH78+Kfr6BeGuvNsy5YtonHjxmLz5s3C1dVV1K5dW4wbN068evUqy32Z5Vq1alUp1/ewfv16YWNjI/bu3Stq1aolvLy8lGu7d+8W8+fP14huk87i97N48WKxaNEicfjwYQ2Zpqeni507dwpXV1eNzQ4p03fz8OFDMWjQIOVbDgwMFLVq1RJz5swRzZo1E8OHD1faPn78WNG50lmcFfX5SHXaIjw8XNSrV084Ozsr106dOiVGjBghunXrJq5evfrZ+/mloS5Xb29vYWNjI2bOnCk8PDzeeZ/6GA0MDBTPnj2T0cRCUy4rV64UFhYWwsnJSbx48UL5/d69e6JVq1bK+Hz9+rWYOXOmuH79utSpH8GECRM0TmkKIcSlS5eEubm5mDhxorJmlWusj0PK9Z8hcyDY+vXrxbBhw4QQQuzbt0/Url1bsbHi4uKyPeWmkqtcv0ok/xwyecs7UOUfeh+qPGT16tVj5cqVREVFyWT2H4G2tjYPHz7kyZMnym/6+vo0bNiQZs2acevWLUAzf66Pj48srJINQgguXrxI9+7dWbJkCSdOnKBGjRoUK1aMmJgY2rRpw9atW/nhhx94/fo1586dU3I4JScnk5yczOrVq2nVqlUuv0neQX3MLV68mKCgIBITEylVqhR37twBsubMSk1N1cj1rMqj2bRp08/b+TyISq+q8ghevHiR5ORkbGxs6N27N8OGDcPDw4NTp04xb948wsLCNO7NLFcXFxcp1/+R05xVtmxZLly4wNSpU5kwYQK9evUCIDY2loCAANLT0zUKrskcj2/JSaZFixbFy8uLSZMmYW1tnUWmsbGxGBoaKu2lTN9NuXLl6NChA1WrVuXy5cvMmDEDGxsbZs+eTbNmzTh+/Dhdu3YFUIpXqusDyVtU85G7uztubm7cvXsXExMTpkyZwpkzZwgMDASgUaNG9OvXD21tbSXvsyRnVHJ1dnZm8eLFaGlpER4ezsKFCxk3bhzJycmAps7IbLcOGzaMx48fZ1vg8r+GlpaWIqvff/+dli1bcubMGTZt2kRoaCgABQoU4OXLl+zevZuzZ88yZcoUHjx4QLVq1dDR0SE1NTU3XyHPI4QgLS2N0NBQDVsqLS2NOnXq0L17d/bs2YOVlRWxsbEahaydnZ1xcHCQa6xskHL9Z1HJR1XrSU9PjzJlynDq1CmmTp2KlZWVYmMFBgYSGBio5DWHDLkuWLAAe3t7uX6VSP5JctVN/YVw+/ZtIcS7j5UJkTViSO52Z+XGjRvKkdw//vhDHDp0SAiRcYy3f//+WaJaFi1aJPr06aNxbE9GvWqSXUTVzp07xfTp00XDhg3FunXrxOHDh0WjRo3E0aNHhRAZO7IXL17MMkbl8f23qMs1OjpaDB8+XHTo0EF06NBB1K9fX5iZmYkePXqISZMmCT8/P3HmzBlx4cIFjWfIyAFNRo0apREJEBISIszMzISZmZnw9vYWQryV+40bN4S5ubkYP368ePnypYzIeA/q89ORI0fEnj17NPKKOjk5iapVqwpvb29x8+ZNcfPmTTFo0CBhYWGhpEaS0ZmaqMv01KlTSmokFTNmzBDVqlUTgYGB4v79+yIkJEQMGjRIdO7cWaabegfvs40WLVokrK2tRWJiohBCiHXr1olRo0aJ6dOnS7vqAwkPDxetW7cWtWrVEu3btxd79uwRjx8/FmPGjBFOTk4iNjZWaXvt2rX32reSDK5evSoaN24szp49K4TI0BGXLl0SP/74o5g8ebJG2+yOmku7NSvqY2/FihVKZPHz58+FEBmnXmrVqiXatGkjevToodipcr7KSk7fsb+/v2jcuLHYt2+fxu8eHh5i/PjxYsSIEcq9ly5dEi1atJDH99WQcv007Nu3T7Gp5s+fr6SbPHfunLI28Pf3V9rHx8eLQYMGiTlz5ii/nTp1Svz4449SrhLJJ0CWiH8PFy9epE+fPuzcuZPvvvvunW0zR7bICKK3CCF4+vQpgwYNokuXLsTExODv70/37t0BaNy4MUePHsXHx4fk5GTMzc2JiYkhODiY8uXLo6enB2REahgaGrJ69WqaNWuWi2+UN1CvDhsWFkZCQgKmpqZ06NCB5s2b06BBA+bOnUvr1q0pVqwYS5YsoUKFCpQrV44ffvgByNgBV41VlZz/69y5c4cyZcpQsGBBFi5cSNOmTVm9ejWQETEYEhKCtbU1BQoUQE9PD19fX+7cuUPjxo354Ycf0NLSYuvWrdjb27NgwQK5w/0/ChYsiJmZGZChEypUqMDq1auxsrLi0qVLdOzYkfz58yOEoFq1amzcuJEuXbpQrlw5xo8fD4Cvry+Ojo7Mnz9fRmT8DyGEogfs7e3x9/enSJEihIaGsmHDBqZPn46VlRUxMTF4enpy7949atSoQf78+fH19UVXV1dDD0iyynTHjh3ky5ePxMREqlatir29PbNnzyYqKoqZM2cSExPDt99+i56eHj4+PlKm2ZCUlISBgYEik2PHjvHq1SvKli3L119/jampKYBywsjAwICUlBSCg4MxNzdnwIABAFKu2SDUIlcBjIyMsLS05OTJkzRt2hRbW1ssLS2Vb/6XX36hTp06ANSoUQPQtCckGWSWSWRkJFpaWlSpUgXIsPvr1KmDg4MDVlZWBAUF0bBhQ437vL29lRNw0hbIiup0gLa2NiNHjgTg0KFDAPTv35927dpRt25dYmNjKV++PNra2qSmpqKrK5ew6qiPuaCgICIjI6lVqxYlSpSgYcOGNGjQAA8PD1JTU2nfvj2RkZGcOnWKJk2a0Lt3b+U55cuXZ9myZVSuXDm3XiVPIeX6aUhOTub06dNs3bqVVq1acfLkSbZs2QJAvXr1mDVrFnZ2dkRHR3P9+nWEECxZsoTw8HBcXV2V5xQtWpSVK1fy/fff59arSCT/WrSEECK3O5GXiYmJYdy4cTRo0IBhw4blaEirG+nbtm3DwMCADh06fO7u5nkOHDjAjBkzSExMZNmyZTRr1kyRXWBgIMuWLSMuLg49PT309PRITk7Gz88PPT09pZ1czGSgPuaWLl3K4cOHiYiIwMTEhMGDB9O0aVMKFSrEkydPWLt2Lbdu3eL69evY2dkpR3glmqSnp/Ps2TNatmzJ6NGjCQsLY8eOHfj6+lKpUiWNtnZ2djx//pwVK1aQmppKZGQkRYoUQVtbm4iICBwdHWnZsiUtWrTIpbfJO2R27Hh4eFChQgUaNGiArq4uhw8fZvz48fTq1QsrKyv09fWV8f3gwQNMTU3R1dUlOjqaKVOm0KVLF1q2bJmLb5Q3efbsGaNHj8bOzo6SJUuSmprK77//TlpaGgsXLqRixYo8fPiQ8PBwihUrRtmyZeWiOxvUdeudO3ewsrLCwcEBY2Nj4uLiGDduHMbGxmzYsAEjIyOCg4OJj4+nUKFCVKlSRco0G8aOHUu1atXo168f+fPnx9nZGS8vL8qWLcvLly+pXLkyXbt2xcLCgsDAQGxtbTE0NERXV5fExER27NiBrq5uFoeoRBM/Pz9KlSpFw4YNiY6Opl+/flhYWNC+fXvWrl1LTEwM27dvp0yZMvj6+lKkSJHc7nKeJTIyUkkRce3aNWrWrMn9+/fp1q0b8+fP15iDnj59Sq9evZg5c6aGM3jjxo2sXLlS2bCX5Iy6bb9y5UoOHTrETz/9RM+ePSlTpky27SRZcXR0xM/PT9GXw4YNo2fPnjx79gx3d3f27t1LkSJFEEKQP39+/P39lbaQNehJkoGU66ehVatWPH36lJkzZ9KrVy/FdoqPj2fLli24urqip6dHiRIlKFy4MKtXr0ZPT0/aWBLJZ0B+YWpkZ3wULFiQ7777joCAAIYNG4a2tnaWhYr6v729vXF0dMTZ2fmz9j2vo5JtoUKFMDQ0RE9Pj/Pnz1OuXDm++eYbAJo2bUrp0qV58uQJly5domzZsnTr1g1dXV2NCUEaiJpjbvXq1Xh6ejJ9+nSKFi3K9u3bWbt2LaGhoXTv3h1TU1Osra0JCQlh7969dOrUKZd7n3fR1tbG1NSUZcuWMWHCBHR0dFi3bp2Gk1g1lgsXLsylS5cA0NXVpVixYkCGU9TExISZM2diZGSUK++R11B9s6pxu3XrViIjI3FxcaFOnTq0aNGCxYsXM378eLS0tJg8ebLiLFbph5SUFIyNjVmwYAEFChTIzdfJk7i7u3PmzBnKlSvHt99+i66uLtra2mzevJnffvsNJycnXF1dKV++POXLl1fuS09Pl8Z2JlS6devWrRw7dozKlStTtWpVZRz7+vrSsWNH/vjjD5ydnaldu7bG/VKmWSlTpgxLly7F0NCQKlWqcObMGdauXUudOnW4fv06Pj4+eHh4ULBgQZo1a8a0adM4ffo0+fPnZ9y4cTJC+wN48eIFJ06c4MCBA4waNQpLS0sWLVrE2LFj+e6775g4cSJ//fUXDx48IC0tTebJfQenT5/Gz8+PiRMn4u7uTkBAAAcPHsTExISffvqJ7du3Y2RkRMOGDQEwNjamUKFCSs5dIQSvXr1i48aNzJw5UzqJP4DMkcXa2tp4eXlRsmRJjchMuQbQRH09cPHiRYKDg1mxYgWVK1dm5cqVeHt7Ex8fz4ABA5g1axaWlpacP38eY2NjOnbsmGWNJclAyvXTExcXx3fffcd3332HnZ0dpUuXpmnTpoqzffDgwbRs2ZK4uDj09fX55ptv5Ea8RPIZkRHF2fDw4UOKFi2qOHkSEhLo0KED3bp1Y/jw4RptMzuJFyxYgJ2dnTQK30FaWhoHDx5Ukvn37t1bw3GRXXu5OMzgyZMnyvHctLQ04uLiGDp0KB07dtQwpJ2cnDh8+DD29vaYm5tneY6cZLNHpQ7PnDnD77//TnJyMqNHj8bS0hITExPg7Xi8ceMGY8aMwcvLi1KlSuVmt/M06htw4eHhSgRbv379ePLkCfPnz+eHH35QIosnTZpE27ZtmTt3rkyF8oEkJiaydu1aNm3aRKlSpQgICFB+z5cvHydPnsTKygofHx++/vprGdnyAURFRbFw4UKOHDlChQoV2LRpE/A2fcK2bdtYu3YtHh4eFCtWTMo0B9RtpJUrV7Jy5Up69uxJVFQUTk5OyrW7d++ybNky9PT0WLRoUZbnyDkrK9kFNwgh2LVrF8uXL6dcuXLUqVMHQ0NDQkNDGTZsmFJoWXWvjM7Mnj179rBmzRrS0tJ49eoV3t7eyqbl2bNncXV1JTExkSZNmvDNN9/g4+NDZGQk27dv17BXVae8JB+O+pgMCAigQ4cOcg3wAfj5+SnFv2fMmKH8vmjRIg4cOEDHjh357bffKF68uMZ9co31bqRc/zlymm8SEhJwcHDAz8+PFStWaBSoVl/3vusZEonkn0d+aZnYv38//fr1Y/To0Zw9e5aIiAjy589Py5YtuXnzJikpKRrt1asZOzs7SyfxO1BFWujo6PDrr78yceJEDhw4gI+PD/fv3wdg8ODBnDx5UuM+OdFmMHXqVOzs7Lh58yaQIRctLS3i4+OVSVNVddva2prChQvj6emZ7bPkgjt7tLS00NLSolGjRly9epVFixaxfPlyNm7cSGRkJPB2POrr61O2bFlKlCiRm13O06gbdOvXr2f58uWKwe3h4UHZsmWxsbHh0qVLpKam0qJFC+zs7Hj69Kn87j+CfPny0bNnT4YPH86ff/7J0qVLld8h4//ByMgIfX196dD8QL766isGDx5M+/btCQ4Oxt3dHQADAwPgrWx1dXWlTN+BKl0UwMiRIxk1ahSbN2/m8uXLhIaGKu3MzMxo2bIlBw8e5OnTp1meI+csTdR1a3BwMEeOHOHatWvExcXRsWNHXFxcqFmzJrt27WLx4sUcOHBA0b2AdBK/h3bt2lGlShX++uuvLCcGGjRowJgxY6hVqxabNm3C3d0dAwMDtm7dio6ODmlpaUpb6SR+a/tnJqc4JW1tbUWGFhYWWWQqyUAlP9WfR48eZfPmzdy5c4f4+Hil3YQJE2jTpg379u1jw4YNvHnzRuM50tbSRMr106A+35w/f57Tp08r6/38+fMzefJkunbtypgxYzh8+DCxsbGMHTuWdevWAW//P+ScJZF8Pv7zlndISAimpqbo6+vj6elJ8+bNsbGx4ezZs4wdOxZzc3N++eUXWrVqRe/evTlz5ozGThfA5s2bWbhwIY6OjrJQxTvIfPzcwsICyMive/v2bWJjYwkPD6dBgwa52Mu8Sc+ePXn69CklSpTAw8ODPn36UKNGDQoWLIiJiQl79+6lV69e6Ovrk5ycjL6+PlWqVCE2Nja3u/7FoR4F8Ouvv5KUlISNjQ3a2tr07dsXExMTJkyYQO/evZUoQ7ngzop6MTAnJyf8/f2ZOXOmEtEGsGnTJiwtLbGxscHR0ZE6derQvn172rdvD0i5fgxFixalc+fOpKamsnTpUlJSUrCwsEBbW5tNmzZRokQJuanxkZQrV46+ffsihMDDw4OUlBR69OhBbGws/v7+lCxZUh7f/wDUnZK///47+fPnZ/78+QQEBNCzZ09FJ5QvX56vv/6a1NTU3O3wF4C6bj1w4AAJCQkYGxuTL18+XF1dqV69OuXLl6ddu3Y4OTlx/PhxvLy8+PHHH7M8Q6KJygaoXr06lStXZs+ePaxatYr+/ftTrVo1hBDUqVOHOnXqMGrUKIQQGBkZoaWlJSPfM6E+h588eZKEhATi4uLo3LnzOzfY1MfmmzdvNOwGSQYq+T19+hRTU1OWL1/OvHnzOHDgAAEBAXTs2FE5GTt+/HhiY2MJDQ3lq6++ys1u53mkXP951NcDixYtYteuXeTLl4/Xr1/Tvn17rKysMDY2ZtKkSejp6TF69Gi+++47kpOT2bVrFyBzPEskucF/OvXE9evXmT59Ot26dePRo0ds3ryZI0eOKEUTgoKCCA4OZsOGDdSpU4fTp0/TtGlTHB0dMTQ0REtLi9evX2Nra0vr1q1p27ZtLr/Rl4P6cdRjx45x9epVkpKSmDRpkszrlIlly5Zx+PBhduzYwcmTJ1m9ejXly5ene/fufP/999y+fZtBgwbx448/snDhQmWR07NnT6pXr65xVEry4aiP0YCAAKZPn06zZs14+fIlMTEx7NmzR6ZGyIbY2FiN3Mz79u3D0dGRlStXUrVqVSDj+P79+/eVyvF9+/YlODgYHx8fqlWrliv9/rcQGRnJ1q1bWb58OQDdu3fn+fPnuLi4kC9fPul8/xs8fvyYTZs2sWnTJkxMTGjatClhYWEsX74cAwMDKdMPJHOxqqVLlzJ48GCaN29OoUKFcHBwIDo6Gh8fHynPD8Db25tFixaxcuVKSpcuzYMHD1i9ejUPHz5k+/btSt58gL1799K6dWsZ5fY32LNnD+vXr6dixYoMHDhQmbdOnz5No0aNlHay0GLOODs7s3//fooVK0Z4eDhGRkbMnTuXGjVqZGmrLscNGzYQEBDA5s2bZc2HbNi9ezdeXl4MHz5cCWKaMmUKV65cYfDgwbRt21ZDbirZyrH6bqRcPw2urq54eHiwYsUKatWqhaurK4sWLaJTp04adV1OnTpFZGQkbdu2RUdHR/oEJJJc4j/91VWrVg1zc3NcXV2Ji4vDx8eHMmXKkJKSgp6eHg0bNqRhw4b06tWLrVu3kpqayqlTpwgPD1eKKRUtWpQ5c+bIqKL/8aGTpPqE2rx5c5o3b65ckxOCJnFxcYpM79y5Q3JyMn/99Reenp7o6elRtWpV5s2bx6xZs2jXrh2lS5cmOjqamJgYbGxscrn3Xy7qY9TCwgIjIyNOnTpFqVKlsLGxkRsa2dCzZ0/atWtH3759ld9evXpFyZIlqVq1Kvfv3+fYsWNs3bqVN2/e8OuvvzJ79mw2bdrE3LlzqVy5ci72/t9B4cKF+e2339DV1WXdunUYGhqycuVK4G1+XcnH8fXXX9O/f3+0tbUJDAykdOnSODg4ACgnOCTvJ7tiVYsXL2bDhg20a9eOfPnysXr1apkWIRsuXLhA3bp1gbdHcP/66y9+/fVXfvjhBwBKlSpF6dKlmTZtGnZ2dixYsAAtLS10dHSUQAY5Z2nyLptVNQbbtWuHlpYW7u7uuLm50bp1a7Zv386jR484cOCAcr90EGWPt7c3/v7+rFu3jipVqrB3714mTpyoceItO0ebt7c3q1atYsaMGdJJnANfffUVurq6eHt7AyjBTFOmTGH9+vVoaWnx66+/KvKTzswPQ8r1n0F9Hn/+/Dk3btzgjz/+oFatWhw+fJi1a9cycOBAfH190dLSYurUqXz11Vf89NNPyjPS0tLknCWR5BL/SStcCKEor+rVq5OcnEzp0qW5evUqsbGx6OnpKfmwVJWhhw4dytq1a6lduzZLly5VnqGlpSWdxGqoJsn169cruXRzyi2maqta9KSnpyOEkBPC/1DJpUWLFiQnJ9OhQwfc3NxYt24dgwYNIiQkBHd3d+7evUuLFi3w9/encePGVKxYkUaNGrFz507FmSnRJPNBipwOVqiMP8j4f5gxYwYzZsyQTuIcGDZsGD169AAyilMAFC9enKioKEaMGMHvv//O7du36dKlCzY2NmzZsoWrV68CMGvWLJmLMAc+9uCPiYkJnTp1YsCAAXh5ebFmzRoA6ST+f1C2bFl69epFs2bN2LNnDz4+PgDSSfyRqJzAACNGjGDGjBmkpaXRqlUrli9fjp6eHqmpqdJJrMbu3bvp27cvO3fuBN7m0o+NjdXIOwwZ6TuaNWvGgwcPSExMzBJBLOest6gcOznl0NXW1lZ0b9u2bRk6dChRUVEsXryYxMRE9uzZo2EjSLLn8ePH9OrVS3ESz5o1i9mzZ9OwYUPFTtDS0iItLU3DSezs7MzcuXPp0KFDbnY/T5A5/62Kxo0bM3LkSBITE/Hy8iIwMBAAR0dHateujaOjI+fPn9e4Rzoz3yLl+ulQTzdx9uxZSpcuTYsWLahfvz7BwcHY2dkxfvx4pkyZQu/evQkICGDq1KkaeaBB5nqWSHKT/5zFqDIMtbS0CA8P5+eff8bc3JwNGzawY8cOkpOTsbS0xNDQEHiroFT3/fTTT1y4cEF5hiR7Tp8+za5du/Dx8UFfXz/HnVb131+/fi1zaKqhkou5uTmlSpXi9OnT/PTTTxgbG9OmTRtSUlJwd3dn7dq19O/fn+rVq2eJIJY7sVlR3+F+/PgxRkZGGBsbK3LKPFbVNzR0dXWVRaE0XrLy888/A7BixQoiIyOZOHEijRs3JioqigsXLjBixAjq1atHmTJluHPnDjVr1syy0Sblqon6eH358iUmJiYf5JwsUqQIXbt2RUtLiwULFqCtrc3gwYM/dXe/CLKLVv2QCNby5cvTq1cvtLS0WLJkCVpaWnTv3v1TdvVfiXrEcJ8+fciXLx/NmjVTnG5yztKkWbNmjBgxgqlTp5Kenq7Ud/jxxx/5888/2bNnDy1btlT0wjfffANAYmKijMTMgQULFpCYmMi0adPeGcGuHinYqlUratWqRVJSEmXKlEFbW1tuGGciOznevn2bmjVrcunSJaZPn461tTW9evUiPT0dV1dXihcvjqWlpTL3+/r64uzsjL29vSwODvTp04dOnTrRrVs3AI4cOUKxYsWoWbMmkFFcUQjBmjVr8PDwQF9fn4YNG+Lg4ICpqWmWujqSDKRcPx3q66glS5bg4eHBvn37aNu2LXp6epw6dYoaNWrQqVMnAIyNjWndujUJCQlKoWCJRJL7/KdCNlQRwJBRxXTkyJE8fPiQr7/+GhsbG6pVq8a+ffvw8fEhKSkJAAcHB0JDQxXD58WLFzx8+JC4uLhce4+8RnbRGBMmTMDIyIgtW7ZoyF0d9YnEw8ODX3/9lYiIiE/e3y+NN2/eoKenx5gxY3jx4gUTJ04EoEOHDgwcOJAHDx7g6enJ5cuXs9wrnW5ZUX3LLi4ujBw5krZt2+Li4sL169cBso0QUh+roaGhcqPoPRQtWpTNmzezevVq9PT06NmzJ87OznTu3JmSJUsSGxvL4sWLyZ8/P2XLls3t7uZZ1Bfdy5cvZ86cOdy+ffu9pwRUOtnExIRGjRoxa9YsxYn/X0ddpnfv3iU4OJiXL1++V6aqSPdy5crRunVrevToQcOGDT95f78UcorKzCnaUj2yWJUqJSUlRerVTKgKpY0ePZrRo0djY2PDwYMHAWjevDnFixfH29sbPz8/oqKieP36Nd7e3pQqVYoiRYrkcu/zJgkJCcTExHD9+nWWLl2q6IScxrC6TVC8eHFMTU2V9tJJ/BZ13Xrz5k1evnwJQNeuXQkMDKR///5MmzaNXr16ARAfH8+tW7d49eqV8owdO3Ywa9Ys5s+fL53EZBSrfPnypeJQCw0Nxc7Ojo0bN2qcJmjYsCFDhw7l+vXrrF27lsOHDwMwcuRIeVIrG6RcPy2qefzGjRu8fPlS2RDS09MjPT2dv/76i+joaIyMjEhMTOTSpUs0b94cNze3d+piiUTyefnPOIozV949cOAAISEhLFu2jMuXL6Ovr8/MmTOpVq0ae/bsYerUqQwePJiAgADF2A4NDeXNmzcsWLBAyVEseet4c3V1Zdu2bURHR1O1alVq1KjB4cOHlaM96oo/cx6yFStWMG/ePExMTD57//M6hQoVYsWKFYwcOZKBAwdy+/ZtJk2aBGQ4iwcMGMC5c+cICgrK5Z7mbdTH3759+wgICGD8+PH06dOHixcv4ubmxsWLFwHNhaH6WPXy8qJfv36Eh4d//hf4gujRoweOjo64ubkp0cXa2tokJCSwa9cuRo8eTWhoKGvXrpVG4TtQ6dYFCxbg7e1Nx44dKVu27DudE+rH/by9vfHw8KBVq1ZKlOF/mcyVt8eMGYONjQ29evXCycmJkJCQHO9Tbbp5eXlx7Ngx+vXrh6mp6Wfre15G3b66ePEiZ86cUZw/7zrar+4UVm2ISt6iPvf4+Pgomxljx45lx44dGBsb4+DggImJCZ6enjRp0oQhQ4YQHh7OsmXL3in7/ypCCPLnz8/kyZOpV68eZ86cYcmSJR/kLM58TaZHeYu6bnVxcWHevHmcOXOG1NRUKleuTIkSJahUqZJygujhw4dMnDiRiIgIRo8erTynQoUKuLq60rJly1x5j7xEamoqT5484ccff0RfX5/58+eTlpbGlClTePLkCRs3blRS/EGGU7NSpUrcv39fSemlQgaNvEXK9fOwf/9+Zs2axa1btyhfvjzw1lbo1asXFy5c4LfffqNr1648ffqU9u3bK/dK3SqR5BHEfwwHBwfRokULMX/+fGFlZSUaNWokBg0aJM6fPy+EECI5OVmsWLFCTJ48WUycOFEkJycLIYRIT08XQgiRkJCQa33Py9y/f19Uq1ZN1KhRQzg7O4vdu3eLlJQU0aZNGzFr1iylXXp6uiJLIYTYsmWLqFOnjti/f39udPuLIy4uTmzbtk20adNGTJw4Ufn91KlTIjU1NRd79uVw/vx5MW/ePLF161blt6NHj4q+ffuKkSNHigsXLii/q8t0y5Yt4ocffhD79u37rP390lD/vv39/YWZmZlwcXERb968EfHx8WLDhg1i4cKFIiUlRQghlD8l2XPu3DnRpEkTERwcLITImKNevXolLly4IB4/fqzRVl323t7eonr16lK3ZsP69evFjz/+KM6ePSuEEGLatGmiXr164vLly1naZpZptWrVpA7Igfnz54vGjRuLmjVrip49e4rNmzeLtLQ0IYRQ/lShLtfNmzeLzp07i+jo6M/a3y8FFxcX0ahRIxEQECA2bNggxo4dK8zMzMT27duFEBl2wf3790VAQIAIDAxU5i2pW7NHNRajo6OFs7Oz6Natm3BxcclxrAqhOV59fHzEkSNHPk9nvzCWL18u6tevL86cOSOioqKU3y9fviyGDx8ufvrpJ9GoUSPRqVMn0bNnT2WNJe3X7NmxY4cwMzMTw4cPF2ZmZuLu3btCCCH27NkjunTpIqytrcXNmzeFEEJERUWJ6dOni927d2c7hiVvkXL99Ozfv1/06dNH1KxZU5w5c0b5XSVD1Vps2bJlylwl9YBEkrf4TzmKr169Kho3bqw4hYUQYt++faJv375i4MCBykI8PT1dQ1lJYzsr2U2WixcvFtWrVxeurq5i8ODBwtraWuzcuVM0atQoW6N6y5YtwtzcXDoyPpK4uDixfft20a5dOzFo0CCNa3KSfTevXr0SLVq0EHXq1BHu7u4a11TO4tGjR2sYNULIDY2PJSdncUJCgsYYleP1/Zw8eVJ07txZhIaGihs3bogFCxaIFi1aiKZNm4q+ffsqC5zsNuAOHDiQW93Ok6Snp4uUlBQxatQo5fs/fPiwqFOnjvDy8hJCCJGUlCTi4+OV9iqkTLOiLp+zZ8+Kzp07i4sXL4o7d+4Ia2tr0aNHD+Hm5pbFAZdZrj/88IPYu3fv5+38F0JERISwsLAQvr6+ym9hYWFi/vz5wszMTOzevTvb+6RuzYr6uFMRFRUlnJyc3ukszuwkNjMzEwcPHvz0Hf6CSE9PFy9evBBdu3YVe/bs0bimkmVoaKi4efOm8PPzExcuXJAbGh9I586dhZmZmVi6dKnG73v27BE9evQQlpaWwt7eXvTv31/06NHjnRsekrdIuX56zpw5I3r37i0sLS01gnCyk6HUAxJJ3uM/Fduvo6OTpQp0mzZt6N69OxcuXGDJkiVcvHgRLS0tdHR0EBmOdJmDLBtUx0ICAwOVlAfjxo3jl19+ITIyEltbW16/fo27uzsJCQls3bpVI//wkSNHmDNnDnZ2djIP2UdiaGhImzZt6NWrF4UKFdI4DimPQb2bYsWKsWzZMooWLcqJEye4e/eucq158+YMHjyYhw8fcvr0aeV3b29vFi5cKAurfATqqTssLCxwdHTE1dUVf39/jTEqx6sm2R17NjEx4c8//8TKykpJezJ27Fjmzp3L06dPCQsLA94e49+yZQsLFizA3t6eVq1afdb+53VSUlLQ0dEhLCyMunXrcvHiRSZPnoyVlRW9evUiOTkZHx8fbt++DaCRHknKNCsq+Rw+fJjdu3fz008/8cMPP2BmZsb06dMxMzPjyJEjrFu3TjlympqaqiFXZ2dn7Ozs+PXXX3PzVfIMIlNO56SkJJ48eaKRpqNIkSL079+fqlWrYm1tjZ+fX5bnSN2qiXqtjOjoaJKTk0lKSsLY2JihQ4dibm5OUFCQRhqKtLS0LGnSHB0dWbZsmUyNkAlV3YbQ0NAsxai0tbWVui9Vq1alc+fOmJubKzle5RorZ27cuIGhoSHdu3dnxYoV+Pr6Ktfatm3LuHHjqFy5MlevXqVIkSJs2rTpncUZJRlIuX5aVPOYKsdz/vz5Wb16tVJLR1tbO8tcJ/WARJIHyUUn9Wfn3r17onXr1iIgIEAIoRkl0KlTJ9G1a1cxZMgQcfHixdzq4hdDenq6ePr0qfj111+FpaWlWLBggRAi4zjP9OnTxfPnz4UQQvj6+oqePXuK3r17a8j71q1bGpHdko8nMTFRkanc4f44bt++LSwsLMSMGTPEn3/+qXHt0qVLSqTLwYMHhZmZmYwkViNzVFZ2UVrZXQsMDJQRA+8gKSlJ+fvNmzfF7du3RXh4uBBCiODgYOHq6ioOHz6sHM9PTEwUFhYW4ujRo8p9/v7+onbt2nK8/o+rV68qf3d3dxcnTpwQQghhbW0tmjdvLr7//nvh7++vtAkPDxd9+vRRoouFkKcJ3kdMTIxyvHTkyJEa16KiosTs2bNFz549xaJFizTmKVUksZRr9uzfv1/ExcUJIYSYNGmSGDx4sHj27JlGGysrK9GmTRvRq1evd+rh/zrq487V1VUMGjRItG/fXsyfP1/cvn1bCCFEZGSkcHR0FN27dxeLFy/OYlN5e3tLPaBGduPt6dOnokGDBsLDw0MIoRkheOXKFbFu3TqZXuYjSU5OFjExMSIpKUksXrxYmJmZaZwuECLj/yI5OVn5P5F21vuRcv30qOuIY8eOiSFDhoihQ4eKoKCgXOyVRCL5GP5T22IVK1bE3NwcBwcHpWgVQHh4OF9//TXt27dHCIGbmxvnzp3LxZ7mTdSj3bS0tChTpgxLly6lU6dO+Pn5MWjQIIQQ3L17Fx8fHwC6devGsmXL8PDw0CgGUqVKFerWrZsr7/FvwcDAQInclDvcH0flypWxs7Pj5s2beHh4cO/ePeVanTp10NHRISUlhfz587Nx40YZSfw/1KOyHj9+TEREhEbVZ5EpQkA1PtPT02nSpAm6urqkpKRkafdfZvr06dy/fx99fX0go3DdoEGD+P333+natSs3b96kVq1aDBkyhF9++QUDAwOio6MZNWoUenp6NGnSRHlWVFQULi4ucrwCDx48YMqUKcyYMQN7e3ucnJwoWbIkAP369aNEiRKYmppiYWGBEIKoqCimTJlCSkoK3bt3V54TFhaGg4ODlOn/EGpFPgGMjIxYsGABzZs35969e2zbtk1pa2xszMSJEylVqhQRERGK7ti7dy9z5syRpzRy4P79+6xevVqRZZMmTYiNjWXDhg1KkcD4+HhiYmKYMmUKnp6eGhHHEk3UC1iuW7eOX3/9la5duxIcHMycOXO4ceMGhQoVYtiwYdStW5ddu3axdetW5f4NGzawYMECqQf+h7odEB4eTlpaGikpKZQpUwZLS0vmz5/P8ePHlQjB5ORkli5dyp9//omRkVFudv2LQgiBnp4eRkZG6OvrM2DAAEaOHMnMmTM1xmd6ejp6enqKvSUjM9+NlOvnQf1kYbNmzejTpw/h4eEcP348dzsmkUg+GC3xH1mxqx8XGTt2LOfOnaNLly4UK1aM48ePk56ezubNmzl16hTLly+nePHiODk5ZTlC9V9FXX537twhJiYGU1NTihcvjra2NpGRkUyePBlDQ0OeP3/OzZs3Wb58OS1atMj2GRJJXuDWrVvMmjWL0qVLY2VlhampqcZ1oXbsVPIWFxcXjh49SlhYGF26dOHXX3+lRo0aQFaZqf87NDSUEiVK5Eqf8yIREREMGTKE169f4+XlxZs3bxg3bhz29vakpKTg7+/PsWPHWLVqFQ0aNCAlJQU3NzdOnjxJeno6np6e6OnpkZqaKhcxmYiPj2fv3r04OzuTnJzMli1bqFy5MkIIUlNT2bNnD+vWrSMyMhJTU1NSU1NJS0vDx8cHPT09UlJS0NPTy+3XyFOoz+GvX78mf/78pKWl8dVXX/H8+XNsbW2JiYmha9euWFhYKPfFxcWRP39+tLW1SU5O5tixYxgZGdGoUaNcepO8RVpamkaqiMTEROzt7Xn8+DGrV68mX758rFmzhiNHjhAZGUmNGjWUzc3t27ejo6Mj7av3cPjwYVxcXJg/fz41a9bk1KlT/P7771SoUAEdHR3mzZtHtWrViIyMZN++ffTo0QMdHR0SEhIYP3487du3p0OHDrn9GnmKFStWcOTIEfT19WnevDmWlpbo6uri4OCAr68vv/32GwCPHj3izZs3+Pn5oaenJ+2q/wdRUVF4eHiwatUqpkyZQv/+/XO7S/8KpFw/DvVvODk5WQl0eF/by5cvU6tWLTlXSSRfCP8ZRzFoKqulS5dy/fp1wsPDKV26NAsXLsTAwACAU6dOUaFCBUqXLp2b3c0zqMttwYIF7N69m7S0NOLi4mjXrh1dunShdu3aCCHw8/Pj4sWL+Pv706dPH2bMmJHLvZdI3s21a9fYsmULdnZ20njJAXUnxL59+3BwcGDWrFncuXOHEydOUKJECfr374+5uTnwVmeo6w4vLy82bNjAli1bKFKkSK69S17jxYsXzJw5k7t37/L7778TGxvLsGHDgAxn57x589i/fz+rV6+mfv36XL9+nVOnTjF06FB0dXWlkzgbVOPu+PHjTJ06FWNjY+rXr88ff/yhjMfU1FRevXrF7t27EUJQrFgxOnXqhI6OjpRpNqh/y8uXL+fEiRNER0fz1VdfMXbsWBo1asSLFy+YN29ets5ieKtHpFMze44dO0apUqWoXLky0dHRtG3blhYtWjBnzhwAzp07x5UrV/jzzz8pWrQokydPRk9PL4ujWZKVK1eusHfvXqZNm8axY8ewsbFh4sSJlCxZkqlTp1K2bFmmTJnCDz/8oNyjkuv7HCH/FdR1gJ+fH46OjkycOJFz587x/PlzTE1NmTVrFgULFsTf358DBw6gr69PqVKlsLKykvPVP0RUVBQrV67k6tWrbNmyBUA63v8BpFw/Hl9fX/T19bGwsHjnPPSuABKJRJJ3+U85ikHT4ZGcnExqair58+dHS0tLGoPZoC4vT09Pli9fjouLC99++y0nT57E39+fwoULM2zYMKpXrw5kFAzat28fbdu2lQah5ItAZbRIB8a7uXDhAgcOHKBy5cpKtNCxY8dwd3enYMGCDBw4UHEWqxuNqmJgtra2tGnTJtf6n5fIHGk9a9YsAgMD6dWrF7Nnz1auq5zFhw4dYuHChTRt2lR5hnQQaZJ5gyI0NJTk5GSCgoLw9PSkatWqODg4vPMZUqbvZvny5WzatInp06cTFRXFzZs32bVrF/b29nTq1Ilnz57h4ODAw4cPsba21kiNIsmZwMBAhg8fTpEiRbCyssLCwoLAwECcnZ0ZMWIE7du3V9qqz1PS8ZaVnObxyMhI8ufPz7Bhw2jQoAEjR44kPT2dnj178vr1axo0aICDg4N0YryHoKAgzpw5Q9WqVZUilFu2bGHHjh2UKVOGGTNmULhwYRITEzVOZUrdmpWPicxUJzY2lgIFCmTZkJdkIOX6eZgwYQLXrl3j8OHD71xDqcsyJCSE0qVLkz9//s/dXYlE8pH8Kzwi2fm6c/J/q1fa1NPTw9DQUJkQpJP4LSdPngRQqpQLIbh48SJt27alYcOGFCtWjC5dutC/f38ePnzI6dOngbc5nTp27KhED0gkeR2Z6/n9vH79mmnTpuHv709sbKzye/PmzRk4cCAxMTFs3LiRoKAgAA0nsbOzM3Z2dtJJ/D8ePnyoGM1bt25FX1+fmTNn0qpVK/bt20dISIgyJg0NDZk1axb16tXD3d1d4zly0f0W9byZr1+/VhZ8pqamtGnTht9++41bt25pnHKxt7dXxqvKLpAyfUtycrLGv9+8ecPJkyextramY8eO9O3bFzs7O4YOHcrUqVO5ceMGZcqUwcbGhubNm8vUEu9AveYDQKNGjWjRogUlSpRg2bJlODg4cPfuXeUUQVhYmDJG1ecp6STWRN1R8eTJEx48eKBcK1y4MGFhYTx48IAKFSoAGTl2y5Qpw9SpU7GzswNkFKE61tbW3LhxQ/n3+fPnsbe3x8/PjwIFCii/d+/enU6dOikpaCIiIjScxEIIqVuzQTXWfH192bt3L4BG3YecMDIyUu6V4zUrUq7/POp+lZSUFCDjlLGRkREzZ84EeK+TeNOmTfTv35/w8PDP0GOJRPL/5Yv3iqgvDiMiIkhKSgIyFHxOk0LmncK0tDQ5IaixefNmbG1tlYJ06guRuLg44O2E26JFCxo3boyPjw/JyclZJgm5iJF8KUgd8G6KFSvGsmXLKFq0KCdOnODu3bvKtebNmzN48GCNTSPIcBIvXLhQFq1SIzg4mIkTJxIQEICdnR0zZ84kNjaWsmXLYmNjQ7Vq1ejfvz+PHj1S5qr8+fOzaNEi1q9fn9vdz5OoO4dcXV0ZP348PXr0YPr06dy6dQtjY2M6depEt27duHbtGj169GDIkCHs27dPKaoqv39N+vfvj5ubm8ZviYmJ3Lt3T4kEUm2uDRs2DHNzc/bs2UNKSgply5Zl0qRJ6OjofNDi/L+Iarw+fPgQyLCVmjdvzo8//sjUqVP56quvuHz5Mn5+fuzdu5dr167JMfoBqOSqKgr622+/MXbsWO7evYsQAmNjY7799lv8/f3Zu3cvNjY2REZG0qJFCyUtiiSDu3fvUrRoUczMzJTfqlWrRsuWLdHR0cHf35/ExEQgY4OtR48eWFhYcOPGDTw9PTWeJcfuuwkKCmLZsmWKQz2ncajurAsJCSEhIeFzdfGLRMr1n0P1Dbu5ubFs2TKuXr2Kjo4OQ4cO5dGjRwQGBma5R93X4u3tzfLly5VUPxKJJO/zxTuKVUbhsmXL6NevH0OHDmXx4sUAOS5S1BWXv78/Bw8elMbh//Dw8MDU1JQffviBgIAAxVmspaVFxYoVOXToECEhIRqRAeXLl6d06dI5RnFLJJJ/B5UrV2bJkiVERkayefNm/vrrL+Va06ZN+eOPP5gwYQIAhw4dYs6cOdja2konsRoVK1bkm2++wcXFBT8/P/z8/DA1NUUIQenSpbG1tcXMzIw+ffrw+PFjxVlsYGAgHRk5oLIDFi1axIYNG7C0tGTUqFFEREQwevRorl27hrGxMRYWFowdO5aKFStSqlQpjh07hq6urnRmZsOECROUXNmqk0ElS5akXr167Nmzh4iICMWOMjQ0xNDQkJiYmCwFAGUUYc5cuHCBNm3a4OTkxO3bt+nQoQO3bt3i+vXrjBw5kunTp9OkSRNev36t2GKS7FH/hnfv3s2+ffuYMGECjo6O3LhxA1tbW0UPdOvWjcTERFxcXBBCsGbNGpk7OxvMzMywsrJCT08PHx8fTpw4QYECBRg2bBjdu3fnyZMnLF68WAnQ0dbWplu3blhZWTFy5Mhc7n3eRUZmfhqkXD89YWFh7N+/n02bNrF06VJWr15Ny5Yt0dXV5fDhw0o7IYRGIJ/qZOHcuXNp165dbnVfIpF8JP8KiyggIICtW7fSq1cvKlSooBiIkNVZrD4h+Pj4MHXqVGUB/l9n4MCBeHp60rRpU4YOHUr58uXZtm0bXl5eAIwePZoaNWowdOhQrl27RlhYGPHx8ezZswcTExOlGKBEIvn3UrlyZezs7Lh58yYeHh7cu3dPuVanTh10dHRISUkhf/78bNy4UTqJ1UhLS8PY2JjatWsrUcR3794lJSVFmZdKlSqFra0tlStXplWrVoSGhmpEY8m5KntOnjzJsWPHWLlyJe3bt6dAgQLcvHkTIyMjRowYwfXr1zEyMuLnn3/G3t6eefPmKemRpDNTk/T0dGrVqoW+vj5ubm5MnjyZ+Ph4AJo1a0ZYWBgbNmwgNjZWqe8QFxcni1S+h8yb6XXr1mXRokVcvnwZe3t7fH19sbW1VQqBmZqasmTJEpYtW8bKlStzqdd5G1Xkn+obDgwM5Pnz5wwbNkwpBujj40NYWBiOjo7cunWLtm3b4ubmxqZNm1i7di16enqkpqZK3aqGakNSS0uLly9fcvDgQRwdHTl79iz58uVj8ODBNG7cmMuXL7No0SINZ3GLFi3kaYJ3ICMzPw1Srv88meesokWL0rVrV4oVK0bPnj0JCAjAwcGBunXrsnXrViXNh5aWlqJPfXx8WLBggTxZKJF8gXyRxewy7/r7+/ujpaWFhYUF8fHxHD9+HGdnZ2rWrMmSJUsAlMVg5t0tBwcHWrVqlSvvkZe4c+cOkydPZtmyZXzzzTf8+eeflC5dGjs7Ox48eEDHjh2xtLQkKioKKysrLl++TKFChTA0NEQIgZ+fH3p6ejL5v0TyH+HWrVvMmjWL0qVLY2VlhampqcZ1qQveknnOunHjBtra2ri7u/PkyRM6depE9+7dNRyWz58/Z8OGDUyZMkU6MrNBXaYxMTFERETg4+ODtbU1gYGB2NjYMGbMGGrVqsWoUaMQQuDi4kKdOnWUZ8gx+m7S09M5efIko0aNonPnzsybNw/IKGh37NgxEhMTqVmzJiEhIcTFxbFjxw6ZbioH1MdrUlISBgYGym9//vknQUFBuLq6YmZmRv78+cmfPz9WVlaULFlSeYYsXKfJ2LFjadeuHa1btyY9PZ03b97w448/AjBy5EjGjh2rtH39+jX9+/fHxMSEcePGYW5urnz7MpJYk+yKJV6+fJnNmzdz7949pk6dSsOGDYmPj2ft2rWcOXOGihUrMnv2bFnr5QMJCwtj2LBhPHjwgDp16lC3bl0GDhzIiBEjKFu2rKJrhRAa9TNUa1fpdMseKddPw969e0lISKBr164ADBo0iNKlSzNnzhwcHBxITExk+/btFCtWjM2bN1OuXDkAjhw5wqhRo1i6dKn0tUgkXyBfnGWkrtgDAgLYsmULfn5+SnElQ0NDfv75Z6ysrLh+/boSWayrq5vFSWxvby8V1/8oWbIkkZGRuLu7s2DBAjp27IiBgQFDhw7lm2++YceOHfj4+PDVV1/h5uaGnZ0do0ePZtCgQQQEBCgRGXLRLZH8N6hatSqzZs2iQIEClClTJst1qQsyUF9037lzh5cvX1K6dGmqVq3K1KlTKVWqFDt27GD79u3KPStWrKBAgQJMmzZNRmblgEqmCxcuZP78+ZQrV45hw4aRlpaGp6cnPXr0wNLSksqVK1O+fHlSU1NZvXq1xjPkGNXk/PnzXL58GYD58+fj7e1N06ZNcXNzY9euXUydOhXIOF00YcIEmjVrRmpqKvXr11ecxHKsZkVdB2zatIkpU6YwfPhwJSr7u+++w9LSkh07dmBgYMDVq1fZs2ePRh54kDUf1ImNjaVmzZo0b94cyDhqbmJiwv79+ylWrBhnzpzh/v37SvtixYrh4eHBX3/9xb59++QpjRxQH6tr165l+fLlvHnzhjp16tC7d28qVKiAg4MDQUFBGBoaMnToUGrWrIm2tnaWtDOSt8jIzE+DlOunJzQ0lOPHj+Pk5MTUqVMJCwtj+vTpvHnzhsDAQKZPn07Xrl1p164dJUqU0Agaad68OR4eHtLXIpF8oXxREcXq0T8uLi54eHhQvnx5QkNDqVSpEhs3blSuJyYmcvz4caysrBg8eDDjx48HwN3dndWrVzNv3jypuP6HyjA8f/48AwcOxMDAgF27dinOn4cPH+Lq6sr9+/fp1KkTlpaWWZ6RlpYmo94kkv8gKr0so7LezcKFC9m1axeQkftx6NChmJubExERgZ2dHU+fPsXMzIyXL19y5coVgoKCpE7NBnU74PTp09jb2+Pg4EDNmjUBePXqFd26dWPixIl06tSJN2/eMHv2bLp160ajRo2kczgHQkNDsba2RldXl0KFCrF//362b99O5cqVgQxZjxo1il9//RVbW1tlbKr/f8iI13ezYMECtm3bxsCBA3n9+jWXL1/mm2++Yc6cORQsWFBpt2PHDq5cucL06dOlPLOhdevW1KpVC0dHRyDD+Z6enk7Hjh0pXLgwISEh9OjRA3Nzc6ZNm8bXX3+tjNM3b95QsGBBqVvfg5OTEzt37uT333+nRYsWlChRAoBLly6xceNGHj16xNSpU2nQoAFJSUno6+tLO+ADkJGZnwYp13+O7L7hmJgY7t69i7W1NeXLl6dq1aoA6OvrM2LECOUkgfp6ID09Xc5fEskXzhflKFbx6tUrZs2axfjx4ylevDi3b99mypQpVK9eXSNiKCEhgStXrlCvXj10dHRITU2lb9++9OrVi44dO+biG+RNPD09cXR0RAhBt27dmDVrlnJN5Sx+9OgRLVu2ZODAgbnYU4lEkpeQR/izoi6Ts2fPMmXKFObPn8/9+/e5ePEiN27cYO7cuTRs2JDIyEjWrFnDw4cP0dHRwcXFBT09Pbnofge7d+/m6tWraGtrM3XqVGWzMiUlhYkTJ/L48WP69OnDrl27SE1NZfPmzbJg1Xs4e/YsU6dO5dWrV9jZ2WFhYaHkKtXW1ub06dOMHj2a9u3bY2NjQ4ECBXK5x18OO3fuZOXKlTg7O1OjRg2OHDnC+PHjKVmyJJUqVcLJyQkjI6Ms90nnuyaq6HbVphvA9OnTCQoKYsSIEbRs2TKLs3j69OlZUiPJ4IacCQgIwMnJifXr1ysbRQkJCaSlpWFkZMSdO3dYvXo1Fy9eZPXq1VSvXh2QdsD7CA0NZeHChQQGBvLzzz8zadIkoqKiWLRoEZ07d6Z58+ZcuXIFT09PHj16hK+vrzJXpaenc/HiRerVq5fLb5H3kHL951C3jy5evEhoaCimpqYUL16ckiVLEh4ejru7O3fu3OHs2bMA2NraYmFhoTxD6gGJ5N/DF+co3rhxI56enpQqVYoFCxZQrFgxRdFPnDiRGjVqsGrVqiz3JScno6+vL43Dd3D27FmKFy/O/fv3mTx5Mh07dmTu3LnK9YcPH+Ls7EyRIkX4448/5EQgkUgk7yEgIICQkBAKFy7MoEGDgIwcxe7u7ly5cgU7OzsaNGhAcnIyAHp6emhpaUkH0TsQQtCnTx8uXbpEgwYNcHd3R0tLS1mgBAUF4eXlxf379zE1NWXZsmXS8Z4DmVOj/PHHH6Snp1O4cGGGDBmCubk58NaxdubMGQYNGsTEiRMZNmxYbnY9T6Mu1/T0dI4ePcrFixexsbHhyJEjTJs2jdGjR6Otrc2iRYto2rQps2fPxtjYOJd7nrfZuHEjmzZtYu/evaxcuRJtbW3Gjh3LzJkzOXfuHIMGDaJ169aKs9jS0pJvvvmGJUuWKFGxknfj5ubG3bt3WbhwISEhIZw6dYotW7ZQoEABWrZsyYgRIzh37hxnz55l9OjRck2VAzIy89Mg5frpcXJyYs+ePWhra6OlpUWRIkWYOHEiDRs2JDExkUePHrF161Y2b95Ms2bNsqT1kkgk/w7yvKM484Rw9+5dxo0bx+vXr/Hx8eHbb78FMpT/xYsXmTRpEqVLl8bb2zu3uvzFk5iYyOHDh5kxY0YWZ/HLly8pXrw42tractdQIpFI3sGTJ0+YNm0aN27cYMiQIYwaNUq5dvPmTdavX8/169eZNWsWP/30k3JN6tacUckmLS0Na2trzp8/z4QJE2jXrh0GBgZKO1Vxq8KFC0vHew6o21cXLlygZMmSFCtWjODgYNauXYuWlhYjRoxQnMUqbty4QeXKlaU8P4DVq1dTpEgRunXrxqtXr9DX12fIkCG0atWKYcOGERERQY8ePYiKiqJr165MmTIlt7ucZxFCEBwczIoVK3j27BmhoaHs2rWLsmXLAhmRxRcuXGDQoEG0adOGQoUKcffuXZycnFizZo3cJPpA3N3dcXR0ZMiQIRw5coRKlSpRvXp1Xrx4wZkzZ/Dy8qJIkSJKexmAkxUZmflpkHL9NKjL1c/PD0dHR1asWEHlypW5evUqAQEBXLp0CScnJw174OjRozRt2lR+/xLJv5Q8bzWpFNf169eJjIzEzMyMFStWULBgQWxtbYmIiAAyEtObm5vj4OBAoUKFlOOSko8nX758tGzZEltbW3bt2sXs2bOVayVLllSO78qJViKRSN6Sed/V1NSUwYMH8/333+Pr66tRnKpatWoMHjyYr7/+Gl9fX437pG7NGZWTWEdHBycnJ6pVq4aHhwdHjhxRorJVRW9NTEyU6CHp1NREvTDwwoULsba25uLFi2hpadGwYUP69u2LEII1a9Zw4cIFAEaOHIm/vz/Vq1dHV1eX1NTU3HyFPIl6Mb9du3axadMmqlSpAkDx4sV59uwZr169olGjRgBER0dTrVo1bG1tsbKyypU+fyloaWlRp04ddHR0ePz4MdWrV9fI7WxnZ0fdunVxd3fn4MGDREREYGZmxrp16xS7VfJ+Bg4cyIgRI7h9+zZ9+vRRTg9YWlpSoEABoqOjNdpLJ1FWVLrVycmJSZMmsWDBAsaPH8+YMWMICgqiSJEijB49GisrK3r27Elqair79+/XeIa0A7Ii5frPsmfPHiBDrqr5/NatWzRu3Bhzc3OMjIxo1KgRQ4YMoUqVKmzZsoXk5GSl7c8//6yk9pRIJP8+8nxEMcC5c+fo378/U6dOxcLCgq+++op79+4xaNAgKlWqhLOzMyYmJoDmTqE8Zvr/Izk5mUOHDjFp0iQmTZrE0KFDc7tLEolEkidRn29SU1NJSUkhf/78QMYc5ubmRkxMDLa2tnz33XfKfQ8ePKBcuXJyrvpIVM7i1NRURo0axatXrxg2bBi//PKLcsxU8n7Wrl3L+vXrWbFiBd9++62G4+348eN4e3vz559/8tVXX/HmzRsOHjyInp5eLvY4b5KYmEi+fPmUfx8/fpxbt25hZGREv379lPH66NEjxowZQ506dejatStLliwhf/78LF26VGMTRJKV1NRUYmJimDZtGrVq1SIoKIh8+fIxe/ZsSpUqpbSbOXMme/fuxdHRkRYtWsgIwo9AXVZJSUnKKY3k5GRGjhypbB7J+Sp7ZGTmp0HK9Z8nMDCQ4cOHM2bMGI3Tbo6OjkrRSpUNCxknDTZs2MDOnTv56quvcqPLEonkM/NFzPT169dn0KBBrF69mp07d/LmzRu+/fZb1q9fz71797C2tiYsLAzQ3CmUhowmH7snoK+vT4sWLVi3bp0sXieRSCQ5oL6IWb9+PSNHjqR///7MnTuXFy9eUL9+fYYOHYqxsTEzZ87kr7/+Uu795ptvZLTb30BHR4e0tDR0dXVZsWIFJUuWxN7enkuXLuV2174YkpKSCAoKYvDgwdSuXVtxEquig5o1a8bo0aP5/fff+eWXXzh06BB6enoyeigTf/zxB97e3sTGxgIQERHBiBEjWLp0KS9fvgTeRl2WKlWK9u3bc+HCBUaNGkVcXBwuLi5K5Lt0aOSMrq4uhQsXZtWqVQwfPhwLCwvi4uIUPati3rx5DB8+nObNmwMygvBjUOV6BzAwMCAxMZHNmzczYsQIwsLCWL16tZyvskFGZn4apFw/DQ4ODiQkJDBlyhQ2btzI8uXLlWuVKlUiMjKSwMBAEhISlN+/++47TExMSExMzI0uSySSXCDPeVLVnZnqhoi1tTVdu3Zl2bJl7Nq1i6ioKMVZfObMGdzc3HKju18M6qkiVIuZD8HAwIBGjRqhq6urcaRSIpFIJBmonMSLFi3Czc2NatWq0aRJEw4ePMiECRO4cuUKDRo0YMCAARQuXJjff/+dJ0+eZPsMyYej7ixetmwZHTp0kNXLP4K4uDhu3ryp5BtV2Vy6urokJSURGhpK9erV6datG6NHj1bsAJnGQ5OwsDC2bNnC3r17iYqKwsTEhAMHDlC8eHGCgoL4888/lbb6+voMGDCA9evXs3r1ajw9PRXnu9QBH4bKFrWwsKBr167ExsYyb948DWfxsGHDFP0gecuHBIyoO9ZTU1NJT0+nbNmybNu2TY7VbAgMDGTSpEmsWLECQNGPenp6PH78WMPZZmZmhrm5ORcvXiQhISGLLpW69S1Srp+G4cOHc/bsWdq0acNvv/3G77//zsaNG1m2bBkAXbp0oXLlyjg7O7N7924ePHjA69evWbduHSYmJhQvXjyX30AikXwu8txMrzJQ1q9fz969e5WcgwCTJ0+mW7duODs7s2vXLiIjI6lYsSIHDx6UBUDegXq02+rVq5k+fTqvXr36oPtUJCUlyUgXiUQiyYEHDx4ox53HjRvH6NGj2blzJ0lJSSxYsIDk5GR++uknfvvtN1q2bEnp0qVzu8t5kuvXryt/37BhA4cOHXpne1W0kK6uLtbW1ujo6JCSkvKpu/nFkZ2DyMTEhGrVqnHo0CGio6PR1tZWHGs3b97Ey8tL5iN9ByobadmyZdSrV4/169ezb98+IiMjKVeuHBs2bODp06e4uLjw+PFj5T59fX1KlChB1apVFZlLR8aHo6Ojo8jewsKC3377jbi4OCZOnEh4eHiWtpIM1ANGPtSBbmRkRO/evZk7d67cKMoGGZn5aZBy/TSEhoYSFRXF6NGjgYzo7GbNminO4sWLFwMZc1qdOnXw8PDAwsKCIUOG8ObNG1avXq2cfpFIJP9+8uxsf/HiRU6fPo2BgQFNmzZVcg5aWVkREhLC2rVriY+Px9LSUql4LHO7ZY968v9du3YxevTo9y6k1QvdeHp6EhkZybBhw2TuR4lEIsmG9PR0EhMTKVq0KJCR09HExARXV1fatGnDtm3bsLS0pEWLFrRo0QKQc1Zmnjx5woABA+jQoQOGhoZ4enri7+//3vsyy1Dm0NVEfbP45cuXxMXFUaxYMYyNjWnTpg2bNm3C3d2dESNGYGBgQEJCAm5ubqSmpmrkLJbkzJgxY5g0aRKenp5oaWnRpk0bKlSogLe3Nz169MDe3p7p06djamqa5V6pAz4ebW1tJZ9up06dSEhI4M8//6Rw4cK53bU8iboOWLt2La9evWL8+PEYGhq+9z7V+ExOTpZrADWGDx/Oy5cvmTp1KjExMQCsXLkSIQRjxoyhS5cuHDt2DGdnZ2JiYpRUCTIy891IuX46DA0NiYyMZNeuXRw7doz9+/dz4sQJOnfuDGTIGWD8+PE4Oztz+/ZtXr58ib6+Pg0aNNDYmJdIJP9+8sSXnl2hiZUrVzJlyhRsbGywt7enefPmioFSunRp7t+/z8WLFzUKrEljO2eOHTvGzp07WblyJTVr1gQgPj6e8PBwihQpomEsqv9/+Pj44ODggLOzszQQJRKJhOznrMKFC5OYmMjZs2epVq0a+vr6pKSkUKRIESpVqpRtyh85Z2Xw/PlzSpcuTZEiRbC1tcXGxgYdHR327NlD2bJlSUlJydH5q/5/4e7uztWrV5WoGInmpu/ixYs5c+YMf/31F/Xr16d69eqMHj2aZ8+eceLECfbv30/FihV5/vw5KSkp+Pn5KTlLZZ7XrKjkamtry71799DR0SEmJoYFCxYA0Lp1aypWrIiPjw+WlpZYWVmxZMkSSpQokZvdztN8zFhTH5s9e/ZUfpeFrLOiHjCye/duBg0aRHR09Dsdxeq6Y+vWrUDGsXQ5b+UcmSmEYOXKlaSlpTF+/HiWLVuGlZUVHh4e2NraUr58eXR0dPDx8VEiM+VYfYuU66cjPT2dggULsmXLFpo0aYK+vj5Lly7FyMgIyDidARn+F21tbcaOHUuVKlWoUqWK8gx5okAi+W+R61+7ujKPj48nOTmZQoUKARmVNydNmsS0adOws7Ojbt26FClShKioKJYsWULlypXlIiYHMsskNDSUcuXKUbNmTW7fvk1gYCD+/v68efMGCwsLRo0ahbGxscZ93t7eODs74+LiQqtWrXLrVSQSiSTPoD5nRUREUKhQIbS0tDAxMWHIkCFs3LiRwoUL06VLFyWfY2Jiokb1aMlbHB0duXHjBh4eHhgaGipy0tXVZf369cyaNQs9Pb1so68zb2quXLmSGTNmfPZ3yMuo5LNq1Sq8vb1xcXGhYsWK2NnZsX79etq1a8e4ceOoX78+QUFBREVFUbNmTQYNGoSurq6MHnoPe/fuZceOHWzatImyZctiZGTExIkTlbyabdq0oWLFinh4eODk5ESxYsVyucd5F3XdmtmGzcnO19LSyjJGpZMoe3bv3k1AQABr1qyhWrVqQEaUcFJSEvny5dPYjMusW2fPns3y5culk/h/yMjMT4OU66dDpROvXLlCamoqenp6+Pn5UalSJUqUKIGJiQkWFhZoaWmxevVqJfWHOvL7l0j+W+SqJs2cO/f8+fPcuXOHbt26KRVNFy5ciI2NDba2tpQsWZLU1FSSkpL47rvv5K5hDqjLJDY2FiMjI7755hsuXbrE+PHjuXLlCnXr1mXIkCGkpaVhZ2dH165dMTY21jAMnZ2dsbe3l05iiUQi+R8q3bp8+XJOnTpFSkoKAwYMoEmTJnTv3p3w8HDs7e0JDg6mePHiXLp0ibS0NHr16pXLPc+bDBkyRJl73rx5Q7Nmzdi5cyc3b97Ezs6OlJQU5s2bl+0CJfOmpoODg5yv/ofK0SOEICoqirNnzzJnzhx+/PFHTp8+zcmTJ5k2bRrffPMNQggaNmxIw4YNNZ4ho4feT2RkJGXKlKFs2bJKdKaLiwujR49m0aJFaGlp8csvv2BmZsa6desA6cjMjszpzq5cuUKlSpVo0KABNWvWzDEoRAihjNEjR47QvHlzOWZz4OnTp9StW5dq1apx9+5dgoKC8PHxIT09nR49etC7d28MDAyyDRhZtmyZkjLpv46MzPw0SLl+HqpWrcqlS5d4/fo1v/32G6mpqcyYMYPixYtjYmJCp06diIuLIzg4WAbiSST/cXLVUlWvFO/h4UGrVq2YNm0ae/fuZd26dQQGBgIwf/58xowZQ7NmzWjSpAm7du1SqhlLY1sT9QXImjVrmDVrFq9fv6Z+/fosW7YMLS0txo8frxQGbN26NWZmZhpFA93d3XF0dMTBwYHWrVvn1qtIJBJJnsTPzw9vb28sLCwoVqwYrq6urF27Fm1tbcaPH8+MGTO4desW165do2TJkvj7+yuFgCSaFClSBD09PXbt2kXDhg0JCQmhXLly/PTTT0yaNImjR48ye/Zspb2TkxPHjx9X/i03NbOiXrQqLi4OfX194uLiqFixIkeOHGH06NFYW1vTrVs3kpOT2bZtG8HBwVmeI6OH3k96ejpRUVEYGBigra2tFFcaNWoU8fHxLFmyRJGtqqCgtFuzohqvrq6uLF26lLS0NHx9fVmyZAn79+9X2qgXZcwc9Tpq1CguXrz4+TufB8mpeOWBAweUgqvBwcH06NGDJk2asG7dOqKiogCyDRhp2bLlZ+1/XiZzZKYQAj8/P0JDQwGUyMxRo0bh6emJo6NjlmdI3ZoVKdfPQ8mSJSlQoADly5dn48aNnDlzBltbW16/fg1kyLl///6sXbs2i86VSCT/LXJ92y0wMJADBw6wcuVKatWqxdWrV3n27Bna2tps3LgRXV1dGjVqRI8ePTTuk0dLsidz4boxY8YoC5eWLVsq0RYpKSkkJCRgbW2NgYEBVatWVZ7x6tUr5syZIxfdEolEQtYIwMTEREaPHk3Pnj3p2bMnK1as4NChQ6SnpzNgwAAsLCxo166dxlFeOWdpklmm9evX58cff6R///5s3LiRihUr0qJFC7S0tHB0dCQkJARdXV0eP37MxIkTAfD19WXOnDksXbpUOjLUUMl13rx5pKWlMWzYMCCjkvm5c+ewsrJSItyfP3/OgQMHlJRfko/DwsKCdevWMWnSJJYuXaqkTklOTqZjx44UL16c5s2bA8jIrGzIrAdevHjB0qVLqV+/PteuXWPdunVs2rSJ9PR02rZtq5wk1NLS0oh6XbBgAUuXLqVevXq59Sp5BvWic69evaJgwYLo6enRvXt3IiIiOH36NP369aNRo0aUK1eOx48fExwcTHx8vPIMd3d3Vq1aJU9pvAMZmflpkHL9PKSnp1OtWjU2btzIgAEDsLe3x8bGhhIlSihFbKV8JZL/Nloil7eKbt68yYULFxgwYACBgYFYWVkxbdo0KlasSL9+/ahXrx6//fabXAR+BIcOHWLu3LmsWLFCKVyXlJREWFgYpUuXJj09HT8/PwICAkhISMDHx0fJpSkdGRKJRPIWdUN5165dREREcPPmTZo0aUL79u2VditXruTQoUM0atSInj17UrZs2WyfIdHEx8eHihUrYm5uzosXL5g9ezbXr19n8+bNVKxYkbi4OK5du8bWrVsxNjZm+vTp6OnpkZiYiL+/P0WLFpX2wf9QH2cPHz5k+PDh2NnZYW5uTmBgIGPGjKFx48asWLECIQRxcXFMnDiRxMRE3N3dZTTWR6KSd2BgINOmTaNq1aqMGTMGIQTLly+nZMmSzJs3DyDbHNv/ddSdxBcvXsTQ0JBVq1YxduxYKlWqBMCNGzdYs2YN4eHh9OnThzZt2mg8Q5Uawd7e/j9/As7Dw4PevXsr42z58uXs27cPQ0NDatWqxcSJE8mfPz/x8fEYGhoihCAlJYWRI0eSnp6unIoBGDFiBL/++iudOnXKzVf6Yrh58yb9+/fnxx9/ZObMmUou8piYGIyMjGQ9nb+JlOvf40NlotLBt27dokuXLgwfPpwJEyZ8hh5KJJIvgVx3FCckJJCQkICBgQGjRo2iQYMGjBgxAsiorhsaGspvv/0mFddH4O7uztGjR9m0aRN37tzh5MmTbN++ndDQUAYMGED//v05d+4cN27cYNy4cbJgjUQikWSDuiPDyckJX19fSpQowf3796lVqxYuLi6UKlVKab969Wq8vLwYPnw4vXv3zq1ufxEIIYiJiaFZs2bY2trStm1bAF6+fMmsWbM0nMWZUTnd5LyVQXR0NMbGxsq/XV1def78Odra2sycOVNZMG7evBk7OzuaNGlCeno6SUlJREVFsX379hwLBkreT3JyMteuXcPW1pawsDB0dXUpXrw4np6eGqcKJG9Rd2TMnz+f7du3AxlrgqlTp2rozxs3brB+/Xru3LnDzJkzlVzamzZtYvny5cydO/c/7yQ+efIk06dPp2HDhjg6OnLgwAFmz56NtbU1N2/e5MaNG+TPn5+VK1diaGhIbGws+/btY9euXcTExODr6ysDRv4mKjvh5s2bDBgwgJ9++kmJzFQhnZkfj5Tr30Pdbn316hXFixf/oPYPHjzA1NRUfv8SiUQh1x3FKiIiIujbty8DBgygW7duxMTEYG9vz88//8wvv/wic7rlQHaT5IkTJxg+fDitW7fmxo0bfP/995ibm6OlpcWcOXPYv38/5cuXV9rLxaFEIpHkzMOHD3F1daVPnz6YmZnh6+vLzp07+frrr5kwYYKGs9jf35+OHTtKnZoNqgWJ+rzVr18/WrVqRZ8+fZR2L1++ZPbs2dy8eZP169fz3XffKdfkwlCTkSNHUrRoUebOnQtASkoKCxYsYOPGjfzwww94enpqtL948aKS89XU1JTevXvLzeJ/kDt37qClpUWlSpXQ1taWcs0G9W/48ePHjBo1CltbW968ecP+/fu5ePEiI0aMoGvXrso9V65cITAwkNGjR6Ojo8P9+/fp168fU6dOpV27drn1KnmG+Ph4duzYwdatW/n222+pVKkSJUuWpEOHDqSnp3PkyBFcXV0xMjJi5cqV6Onp4ePjQ0hICNOnT5c6IAdkZOanQcr10+Po6EhycjKjR4+mcOHC72yr7gfInNpHIpH8d8kzjuKXL18yduxYKlSoQI0aNTh27BixsbFs2bIFLS0t6czMBvVdwzdv3pAvXz60tLQwMDBgx44d7Nu3j5YtW9KwYUNKly6tyNjBwSHbKC2JRCKRaLJnzx4WL15M8eLFWbVqlRK56eXlxe7duylTpgyTJk2iZMmSGvfJOStn7t+/T4UKFQCYOnUqcXFxLFmyRGNh8uLFC8aMGUORIkVwdXXNra7meZ48eUKJEiXQ19cnMTGRfPnyER0djaenJ0uXLmXu3Ll069YNIQRCiCyOepBjNTs+dkMic65dkHJ9H+vXr+fmzZuYmJgwffp0AEJCQvDy8uL06dMMHTpUw1msQhUNHx4erpHi57+KysEbFxfH7t278fX15fHjx9jZ2Sn5hVNSUggMDMTV1RVjY2OWLVuGoaGh8gw5VrMiIzM/DVKun54bN24wceJEnJ2d+f7779/ZVn2uCw8Pp0iRIp+jixKJ5Asgz2jbkiVLMmzYMNasWcPt27cpUqQImzZtUvIPSQNGE9WCD2DVqlWcOXOG169fY2ZmRt++fenUqRNt27ZVjpMmJCQwa9YsDAwM+Oabb3K59xKJRPJlkJaWRvHixbl37x7JycnK75aWlmhpabF3715mz56Nvb29hoEt56zs8fb2ZtGiRRQqVIhChQqRP39+0tPTOXPmDFWqVCFfvnwYGhpSqlQpNmzYoOHMkLzl3Llz1KxZE1NTUwA2bNjA7t27cXNzw8TEhH79+inzfr58+ejQoQOA4jBWd4LKsaqJuiMjs6xyciBn54DPI3EYeQZ1ucbFxfHq1SuOHj2Kubm50qZixYpYWloCGY7kxMTELGl8tLW1yZ8/v3QSA7GxsRgZGQEZ0ew9evRACIGrqyu+vr60aNECbW1t9PT0aNasGQD29va4uLgwY8YM5TlSB2RFNVY/NDJTW1ubtLQ0ZY0lIzOzR8r1n0d97lmzZg1hYWE0btz4o5zEPj4+XLlyhSlTpsjithKJBIBPms8hPT0deLswyQnVtRYtWrBq1So8PDxYt26dki9LTgZZUclkyZIlbNiwgU6dOtG+fXu0tbUZOHAgx44dQ09Pj/j4eHbt2sXQoUMJCwtj/fr1aGtrK/83EolEIsmZjh07MmjQIEqXLs348eN5+fKlcq1Xr140b96cUqVKvfdo33+VzHNNo0aN8PLyYtSoUfz444/o6upy/vx5li5dSsuWLfntt9/o27cvu3btwsjISM5X2bB161b69+/PgQMHSEpKAqBhw4Y8f/4ca2trIiIiKFCgACNGjGDIkCFMmTKF3bt3K4trmcorZ9Q34T09PbG2tsbNzY1r164BKMEL2d2nssuOHDlCenq6jHzLhEquiYmJFChQgP79+zNo0CBOnjyJl5eX0q5ixYr07t2bqlWrcvnyZelwz4GDBw9ibW1NYmIi9vb2DB8+nNjYWDp16sSIESN49eoVNjY2iv7U1dWlWbNmODk5MXXq1Fzu/ZfBjRs3OHLkCB07dnzvHK8e1BQeHo62trZcv+aAlOs/h/rc8/LlSxISEti4cSO3b98mPj7+g+7z8fHB1taW5s2bSyexRCJR+CypJxISEsifP/87jzapFNa7IjkkmjJ59eoVI0aMYOjQofz6668AhIWF4ebmhp+fHx4eHnz99dccOnSIkJAQxo8fL/OQSSQSyQeirm8PHjzIpk2b0NbWxsnJKduCKtkdP/8voy4PPz8/JSq7SZMmNGnSBMjImTty5EjWr19PREQEYWFh3LlzB2trazlPvQNbW1u2bdvGnDlzaNWqFYaGhoSEhDBw4EC+/fZbFi5cSOHChYmPj8fV1RVXV1fWrVtHo0aNcrvrXwSurq6sX7+eRo0ace3aNcqVK0e3bt1o06YNoKkbMi+4Z8+ejYeHB/Xq1cu1/udVfH19cXV1ZevWrZiYmPDq1Ss8PT3x8PBgypQp9OzZU2n77NkzSpUqlW20tiQjgtjCwoKKFSsSGhrK5s2bqVy5MpCx7goICMDX15fvvvuO+fPnZ5GfTDeRlewiM1NTU5k5c+YH3ycjM7Mi5fppUJePvb09QUFBeHp6snHjRlauXImDgwMWFhbvvM/b2xtnZ2ccHByUVDUSiUQCnyiiWD365+DBg7Rs2ZLIyEh0dHRIS0vL9h5VlIZqURkVFSWNwkyojttAxq6qvr4+9+7d0zD0ihYtSv/+/fnuu+84f/48RkZGtGnThsmTJ6Orq0taWppcfEskEskHoB492KpVK/r27YsQgqlTp/L8+fMs7aSTWBOVPJycnFi4cCFpaWm8fv2auXPnYmtrixCC8uXLY2JiAkCTJk3o0qUL06ZNU+YriSaq9CczZszgt99+Y968eRw+fJi4uDgqVqzI+vXruXfvHpMmTSIyMhJDQ0OGDh3K7NmzqV+/fi73Pu+SOWr9xYsXLF26FBcXF1xcXDAyMmLTpk3s3bsXQNkYym7BvXTpUukkzgFzc3P09PQYNmwYERERFC9eHEtLS/r164ezszO+vr5K2zJlyignCuR6QJPU1FQqV66MhYUFISEh1KxZU2PzMn/+/FhYWNC9e3fu3bvH77//niUyWzqJNZGRmZ8GKddPh0o+t2/f5sGDB/zxxx8YGxszZswY+vfvz8yZM5Xitdndt2XLFhYsWIC9vb10Ekskkiz846ta9QiiAwcOcPPmTcLCwhg+fDgRERE5OovVJwQvLy+WLVtGbGzsP929LxqVXBcuXMj8+fNJT0+nfv36BAUF8ebNG6VdmTJl0NHR4eHDh0CGwahCGoYSiUTy4WTnLH79+jXr16/P0k6SlRMnTnDgwAFWrVrF1KlTadOmDa9evaJmzZpoaWlRtGhRDAwMOH36tHKPSt5yvtJECIG+vj6QEZlpZmZGXFwc8+fP59ChQyQkJPDtt9/i7u5OSEgIkydPJjw8HCMjI3r16qWcKJJoom63Xrx4kVu3bhEeHq5sYNSsWZOhQ4dStGhRvLy8lIW3+hFolT31UtEAACreSURBVJNYvYDYf53MznchBBUqVMDNzY2kpCSGDBlCREQEJUqUUJzFs2bN4vDhwxr3yQ24t2TWjXXq1MHFxYXg4GBmz57Ns2fPlHYqZ3HHjh0xNjaWKTzeQebIzKFDhzJgwABGjRpFcHAwBw8efO993t7eyqao1AEZSLl+evbs2YOjoyNaWlpUr16dlJQUAGxsbLC0tMTa2poDBw5kuS8gIECZs1q3bv25uy2RSL4ExCdi/vz5omXLlmL58uVi0qRJonnz5qJdu3YiPDxcCCFEamqq0jY9PV35u7e3t6hevbrYt2/fp+raF4e6fM6cOSPat28vrl27JoQQYtWqVaJ9+/bCw8NDxMTECCGEiI+PFz179hSrVq3Klf5KJBLJl0BaWpoQ4q2OVf07O9T18Llz5zTmMEnObN26VfTu3VsIIcS+fftE7dq1hZeXlxBCiJiYGHHhwgXRp08fsXTp0tzs5hfFkiVLRN26dcWuXbuEp6enGDt2rKhZs6bw9/cX8fHxQggh7t27J6pUqSJsbW1zubd5G/Xv2sHBQZibmwtzc3NRrVo1sXnzZo22169fFxMmTBC//vqrOHPmjPK7h4eHqFevnti/f/9n6/eXxJ49e5S/q+T98OFD0a5dO9GlSxdlXfD8+XPh7e0tUlJScqWfeR31+SksLEzj2rVr18T3338vxowZI54/f678fuzYMSHEh81xEiFu3bolhgwZIi5duqT85uDg8N51qZeXl/jhhx+kDsgBKddPQ1pamli4cKFo0aKFaN68uUhOThZCaPpY5s+fL8zMzERQUJDGvW5ubuLo0aOftb8SieTL4pM4im/cuCEaN24sTp8+rfx28uRJ0b17d9G+fXsNZ7G6kb5lyxZRp04dceDAgU/RrS8ef39/MW/ePDF37lyN3+fNmyfat28vevfuLf744w/Rs2dP0a5dO2lsSyQSyQdw4cIF5e8f6iyWfBj+/v5i0qRJ4vjx46JWrVqKk1gIIQ4ePCjWrFkjjh49KuerDyQiIkK0a9dOQ45CCDFz5kzx/fffi4CAAGXT+MmTJ3JD4x2of8+PHj0S7du3F1euXBHHjx8XNjY2okWLFmLbtm0a9wQHB4vFixcrcg0JCRGNGjUSu3fv/qx9/1J48eKFqFatmhg0aJDym0rut27dEubm5mLw4MHi9evXGvdJfZAzK1asED179hTdunUTvr6+IjQ0VAiRsZFRq1YtMXLkSHHo0CExfPhw0apVK0Xecv56N7t37xb9+/cXQ4cOFUlJSYrTTQgh7O3tRY0aNbJ1WPr7+4vatWtLZ2YOSLn+c2RnnyYnJ4t169aJ5s2bi6lTp4ro6GghhKaz2MPDQ+pUiUTy0XyS81xxcXFER0dr5Mtq0KABQ4YM4cmTJxppKFRH07y9vWWenEyITMfEDh8+zObNm7l9+7aSpxAychUOGzaMypUr8/LlS2rWrElAQIDM8SiRSCTZoH4k+s6dO/Tp04cNGzYAKDkx38fDhw+Ji4v7VF3811CjRg3279/P8OHDmTlzJr169QIgMTERb29vQkJCaN68uZyvPgCRsblPfHw8xsbGwNucxXPnzsXMzIwlS5awZ88ekpKSKFu27DtrQ/zXUR1tXr9+PUuWLKFBgwZ8//33NG3alCFDhtCkSRPWrFnD9u3blXtq1arFuHHjFPu1VKlSeHt7065du9x6jTxFZt1ZsmRJNmzYwL179xgyZAjwVu6lSpWifPnynDp1igULFmjcJ2tpvEV9LeDj48PGjRtp3749JiYmbNmyBTc3N168eEH16tXx9PTk3r17rFy5kqioKHbv3q2kT5LpkXImPT2du3fv8uzZM+7du4eWlhZ6enqK7pw6dSq9e/dm3LhxnD17VuPe169fs3DhQnl8PxukXP851FMk/fXXXzx48ICQkBD09PTo168fPXv25N69eyxevJjY2FiNub9v374y9ZREIvlotERmb+RHom58qJTY69evGTx4MJ07d6Zfv35KLq3Y2Fj69etHREQExYoVY926dRgbG2skU5cTQgbqct21axdpaWlYWFgwd+5c9u7dy/jx4+nYsSOGhoYa96lXMU5NTZXGtkQikaihrls9PT25f/8+fn5+JCQkMHnyZMWZoW6UZ75v06ZN+Pv7s2LFCkqVKvX5X+ILY//+/UyZMoU+ffrQpEkThBC4ubkRFhaGn5+fnKc+kmHDhhEdHY2Xlxfa2tqkpqaipaWFtbU1586do0KFCnh4eOR2N/Ms6t92XFwcy5Ytw8fHB3Nzc9asWaO0CwkJwcvLi7Nnz2JpaUnv3r1zq8tfBOpyPXPmDHFxcejr69O0aVMuXrzIpEmTqFSpEmvXrgUgKSmJP/74g379+lGpUiWZk/w9XLt2jZ07d9KgQQNatGgBgJubG4cPH6ZGjRoMGTKEUqVKER4eTkxMDF9//bWiH6SO1STz/A6QkpLCpk2b2Lx5Mw0aNGDq1KkULFhQY121adMmJd+7JCtSrp8GdfvTxcWFAwcOEB8fT1paGt26dWPMmDEArF27luPHj1O9enXGjRtHwYIFc7PbEonkC+f/pZEzTwipqano6+vz1VdfUaNGDQ4cOECpUqVo06YNkDFZlC1blj59+rB582Z2796NpaUl4eHhODg4yEji/5F513D9+vWkp6djbGzMrFmziI+PZ8OGDeTLl482bdqQL18+5R51Q1tOuBKJRKKJythetGgRvr6+zJgxg2rVqnH+/HlWrFhBamoqI0aMUCKLtbW1sxRWWbp0KXPmzJFO4g+kZcuWpKam4uTkxK5duyhatCjFixdn+/btSiSxdBK9H9V4HDJkCPb29owfP56lS5eiq6tLeno6qampuLu78+233wLIKMIcUNlXiYmJFChQgP79+1OgQAFWrFiBl5cXlpaWAFSsWJHevXsTHR3N5cuXsbS0lPLMASGERsHlHTt2YGJiwv379+nQoQNDhgxh4cKFWFtbY2Fhwc8//8z58+dJTU3lu+++Q1tbW+qBd3Dy5ElsbW2Jj4+nWbNmyu/Dhg0D4MiRI6xbt45BgwZRunRpihQpAmToDLkW0CTzGkulPytWrEi/fv1ITU3l8OHDLF68mAkTJmBkZKSMzb59+wIyECc7pFw/Hap5Z926dfj4+LBkyRK0tLR4+vQps2fPJiwsDDs7OwYPHgzA9u3bKVOmDAMHDszNbkskki+cvx1RrD4hbNiwgeDgYJ48eULLli3p0qULxsbGTJgwgdevX/Pdd99Rp04dduzYgZ6eHq6urnTt2pW6desya9asf/SF/k04Ojry7NkzXr16xYMHDyhYsCDW1ta0atUKa2trbty4wYgRI2jZsiX58+fP7e5KJBLJF0F4eDjDhw+nV69edO3aFYDQ0FC2bduGm5sbEyZMYMCAAUDGBqeenh6Q4SR2dnaWG5t/k4iICKKjo9HX16dUqVJoaWnJheHfIDk5mX379rF27Vri4+OpVasW9+/fJyEhgT179ihpETJHdkne4uvri6urK1u3bsXExIRXr17h6emJh4cHU6ZMoWfPnkrbZ8+eUapUqSybRpKsrFmzho0bN7Jy5Upq1qzJ5s2bsbW1pU2bNkycOBFtbW3mzZtHUlISRkZGLFq0CD09PTlePwBHR0f8/Pxo3bo1VlZWGtGCa9euxdvbm969e0vn0DuQkZmfBinXT0PmU9tjxozh22+/ZcKECUqbs2fPMmDAAGbMmEGfPn1ITk5m7969dOjQQW68SSSS/xd/e3WmHjng6+tL165dKVmyJJs3b+batWuMHTuWRYsWsWHDBs6cOcOdO3coVaoUixYtQl9fn5IlS1K6dGkl95Y0vDXx8/Nj27ZtbNiwgbJly5KcnIyNjQ2urq5oa2vj5OSEjY0Ntra2FC5cmMaNG+d2lyUSieSLQEdHh/9r797jc67/P44/rmu7hpk1U8OcKodlsnyRQyGnrGRCzufDUohEDrF0Y4aZbSwxcxzDlCKLcuqmKMmhskTOktrEnO18fX5/7LdPW+hoh9rz/t91Xft8vK9Pnz7X5/18vz7v908//cTFixfN98qWLUvnzp3ZuXMnM2bMwG63M3DgwFtCYs2j//e5u7vj7u5uvla1219nGAZOTk60bduWOnXqEBsby40bN6hfvz7jxo0z5yVUB/H31a9fnyVLljB48GCioqLw8PAwK4lDQkKwWq107doVgAoVKgC3f6xafpWYmMiJEyeYMGECPj4+bNmyhYiICIYMGcKKFSvIzMwkICCABQsW5BqA02BRbnc6z8aNG4fdbmfPnj2sXLmS3r174+LiAoC/vz8eHh6aK/sPqDIzb+i43n05rwNJSUm4u7tz+vRpqlSpAmTdC2RkZNCoUSP69u3L1q1b6dChAy4uLnTo0AFA9wIi8s/8lZXvVq5caRw+fNh8ffjwYaNVq1bGF198Yb73zTffGN26dTOGDRtmpKSkmCt0Zq/CbRiGERYWZjRq1Mg4ffr0X/nni5SwsDCjR48eRmZmpnkMExISjC5duhgtWrQwtm7dahhG1urHOVeQFRGRX91ulej09HRj4sSJxvDhw40TJ07k+iwwMNAYMGCA8cQTTxjr1683DMMwNm7caNSuXdvYvHlzvrRZiqbfnqs5Vy3/s7Sy+a1+e1ztdrthGIZx5swZo127dkbHjh2NixcvGoaRdZ81e/Zsw8vLy7zPkj8nJSXF2LJli3HlyhXj4MGDRosWLYzo6GjDMAxjyZIlhpeXl9G7d2/j559/NrfJ/m8hWXKeq+vWrTNmzJhhhIeHGx9++KH5fmBgoNGxY0dj/vz5ufpW2f7OdeO/Lud5lpmZaQwdOtQICwvL9Te7d+82vLy8jBUrVhiGYRipqanGunXrdDx/h45r3sh5HViyZInxxhtvGAkJCcb8+fONli1bGgcPHjQM49fjHx4ebvTv379A2ioi/11/ujTi7NmzLFiwgFWrVnH8+HEgq6o4JSWF4sWLA1kjVz4+PkyYMIEdO3awc+dOczTMxcWF48eP89JLLxEXF8fixYvNUTH5lfH/FdZOTk6kpqaSnp6O1WolPT2dsmXLMmrUKJKSkli6dCk7duxg6NChuVaQFRGRLDkrMk6cOMHRo0eBrPnbmzVrxtGjR3nnnXc4ceIEkLXgakJCAr6+vtStW5dPP/0UAC8vLyIjI1VJLHkq+1zdsGEDgDmFxJ0YhmHeM9jtdlVo30H2cd20aROQVf1mGAaVK1dm7ty5pKWl8fzzz5OUlETZsmXp2rUrkydPzjUXrPyxYsWK0bx5c1xdXdm9ezfVq1enY8eOANhsNtq3b0+xYsXw8PAwt9HThLlln6vBwcHMnDmTU6dOsX//fkaOHMmMGTMACAgIoG7dumzfvp3IyEhu3ryZax+qIMzNbreb51lSUhJWq5XTp0+Tnp4OZF1H09PTc1VmXr9+HScnJzp06GA+pSG56bjmnezrQEhICFFRUdSvX5/MzEyaNm1K9erVmTNnDvHx8VgsFm7evEl8fDzlypUr4FaLyH/Nnw6KK1WqxPz58zl06BDLli3jxIkT3HPPPSQnJ3PmzBng146Kj48PNWrU4PTp07n2Ua1aNTp16kR0dDTe3t539Yv8V2T/6LZu3ZrDhw+bK3BnP6KXnp5Os2bNcHR0JDo6mrS0NEA3hiIiv5V9sz1r1iz69evHgAED6Ny5MydPnqRNmzYMHjyYXbt2MWbMGF588UX69u3LDz/8QLdu3ahQoQKnT58mLS2NqlWr8thjjxXwt5Gi4NKlS0ybNo3g4GCAP5zqIPueIXtQWW4vISGBsWPHmo8+Z4fFVapUISQkhB9++IGxY8dy4cIFypcvT7du3XB0dCQjI6OAW/7vkj1QcerUKa5du4bFYiE1NZVdu3bRvHlzFi1aZC4UKre3e/duNmzYwNy5c4mMjGTRokWEhYWxatUqZs+eDWSFxdWqVSMpKUlrlPyOnIPFS5cuJSIigsTERPz8/Ni8ebMZtmWft87OzlitVnNKj2zqY+Wm45r3du/ezUcffcTcuXNp164dnp6e1KpViy5dumCz2ejbty/PPfcc3bp14/z580yZMgX4teBMROSf+ku9Cm9vbwIDAzl06BBLlizBbrczePBgAgIC2Lt3LzabDavVys2bN0lLS+Oee+4xt82+cLVs2ZJKlSrd3W/xH+Tl5cXUqVOJjIxk5syZfPvtt5w9e5aYmBi8vb2ZNGkSu3fvZt++fQXdVBGRQiVnlcq2bdv46KOPmDx5MjNmzKBYsWIMHDiQgwcP0qlTJyZPnkzHjh0pWbIkzZo1Y+3atQCcP3+eatWqFdRXkCLit4FZyZIlGTZsGMeOHeOrr76643ZGjkVuVq5cybBhw8yBY7n1uJYrV45ly5Zx/Phx/P39gV9D9vLly3P//feza9cuZs2alWs7VWj/NdnHtFu3bhw8eJAePXrQvn17zp07l+uJDA1q3FlSUhJubm48/PDDQFaldtu2bQkICGDVqlV8++23AEyfPp2pU6eagx5yK1Vm5g0d17z3008/UaJECapXrw78+pvWqlUrJkyYwJw5c2jZsiU9e/Zk3bp12Gw2MjIy9JSGiNw1f/kO2Nvbm6CgICZOnMi8efPw9fWlW7du9OnTB39/f5ydndm/fz8Wi8V85Az0eNnf0alTJ0qWLMnkyZPZuHEjhmFQpkwZBgwYwIULF6hSpUquhYFERIqy7KmQsqtU4uLiuHr1Kn369KFVq1YAPPbYYwwYMIARI0YQERFB3bp1qVu3Ln369AGybs5jY2P5+OOPWbVqFU5OTgX2feS/L7vD/d5771G/fn0qV67Mk08+yYYNG/jggw/43//+d8s2OUPi2NhYwsPDCQwM1Ln6/3JWu33++efcuHEDJycnnnjiCUJDQxk9ejT+/v4sWrQIwOyMBwYGmp1y+Wfq1KnDmjVr2LJlCy4uLgwYMMCs0Fb4/qvbLVxXunRpfvzxR44cOYKPj4/5/7uPjw82my3XVBPZ1dkK3u8sZ2VmvXr1APD09KRLly6sXbuWvn378uCDD5oDbZGRkUDu66zcSsc1b2Qfn5SUlFxFDxaLxVyc7ttvv6VWrVo0a9bM/DwzM1PXVhG5q/7WFSU7LH799dexWCx06NCBmjVrsnr1aooXL065cuWIjIzE0dFRK27+Q76+vtSpU4eff/6ZjIwM6tati9VqJTY2FqvVSpkyZQq6iSIiBa5Hjx5m9RrAzZs3CQ0NJSEhwVxZ2zAMHBwcWLZsGQMGDOCVV14hODiYevXqYbFYSE5OZvHixXz55ZcsX75coZHki927dzNhwgQqVqzIiy++SNOmTZk8eTKdO3emYcOGuSoxfxsSh4SEMG3aNHx9fQuq+YWKYRhmaBYaGsr777+Pu7s7J0+exM/PD39/f0JDQxk7diwdOnSgZcuWfPnll2RkZFCjRg2sVqvuW++SWrVqUatWLfO1QuLccga8n376KdevX6dGjRrUrFmTBg0asHz5cgYNGkTNmjUBcHd3x83NzZwDNptC4t93u8pMq9VKq1atqFGjBqdOnSI+Ph53d3e6dOmiAY0/Scc1b2T/vjdq1IigoCCio6MZPnw4FosFBwcHbty4wYYNG0hKSqJXr17mdvrNEpG7zWL8g+eVDh06xOuvv06tWrUYMWIE9913X65OjH4Q7r5jx46xcOFCPvnkE5YtW2beQIqIFGVr1qyhY8eOODk5kZaWhpOTE4mJibzyyitcunSJBQsWULlyZfM3ym638+yzz/LAAw8QERFh7ufKlSukpaVx3333FeC3kf+y21UA9uvXj0OHDtG2bVsuXrxIkyZNuHbtGjt37mTq1Km3LP67Zs0aZs6cqZD4DhYuXEh0dDTz5s3Dx8eHmJgYpk6dylNPPcWoUaOwWq0EBgaSmpqKi4sL4eHh2Gw2VWdKvgsNDSUmJgYPDw/OnTvHlClTSE1N5cMPP8Rms+Hn54eHhweLFy/m8uXLvP322wqF/oTs3/qVK1cSExPDmjVrcHV1xTAM7HY7Dg4OfPjhh9SqVYvKlSub22mg6PfpuOafNWvWEBgYSPfu3WnRogU2m40FCxbwyy+/8N577yljEZE89Y+CYoDvvvuOgIAAKlasyOjRo83OjB4tufsyMjI4evQocXFxdOrUSdVuIlLkff/993h5eZmv582bh9VqpXfv3ri4uHD+/HkGDhyIk5MTb775JhUqVDB/n3J2bOD2AZ5IXjly5Aju7u54eHgQHx/PkiVLeOSRRyhXrhzTp0+nRIkSJCcn4+/vT69evcxzc/369YwfP56IiIhc1caSJTExkfDwcJo1a0bbtm3ZsmULAQEB9OrVixUrVtC4cWMCAgIoW7Ys6enp5mLBKm6Q/JDz9+fcuXOMHTuWMWPG8MADD7B27VrCw8OZMGECJUqUYP/+/WzYsIFq1arh5uZGVFQUNptNodtfcOLECfz8/BgyZAjDhw83379x4wavvvoqTZo0yVWZKX+OjmveMwyD7du3ExQURGZmJq6urpQtW5bIyEhdB0Qkz/3joBjg4MGDrF69mqCgIHWy80HOjo2ISFE1bdo0Dhw4wLhx43j00UcBCAsLIyoqitdee43nnnsuV1hcrFgx3nzzTTw9PXPtRzfbkp8Mw2D//v0MHDgQPz8/fH19adasGdOmTaNUqVIMHz6c8+fPM2fOHNatW0fLli2ZO3cuAGlpaaxfvx4PDw+aN29esF+kkEpNTeXTTz+lYcOGnDlzhpdffpn+/fvTt29fli5dSnBwMI8++ighISHmAksqbpD8kHMw8vLly1y+fJl3332XkSNHmr9By5YtY+bMmYwdO5auXbuacxKXKVMGi8WiAY2/QZWZeUPHNX8kJSVx/fp17HY7lStXxmq16jogInnurgTFQK7HeRUWi4hIXjt27BijR4+mXLlyDBw4kEaNGgFZi6bMnj2b8ePH07lzZzMs9vf35+rVq6xdu5Z77723gFsvRcntgsi4uDj27NnDxx9/jL+/P1WqVOGNN94gMDCQFi1acPPmTQ4fPkydOnVyDWRosPiPZR+jqKgo9u/fz6xZsyhVqhQxMTEcPHiQpKQkoqKidL8qBSI8PJzPPvuM06dP4+npyezZs3nwwQfNz5ctW0ZISAgDBw5k6NChlChRAtBTL3+XKjPzho5rwdB1QETyw10bisp+jEoXLhERyWtpaWlUr16dt956i6FDh7JixQoMw6Bx48a8+OKL2O12ZsyYAUDnzp3x8PAgKiqK0NBQSpcuXcCtl6IkZ6fuwoULJCcnU6lSJfz8/GjRogWNGjViypQp+Pr6ct999zFnzhwefPBBqlSpYq4mn7PDrZD4j2VXWp06dYpr165hsVhITU1l165dtG/fnrZt2wLqcEv+yHmebdy4kXfffZcXXniBs2fP8vbbb/POO+/Qu3dvKlSoAED//v1JSUlhx44dFC9e3NyPztW/x2Kx0Lp1a+rWravKzLtIx7Vg6DogIvnhrlUUi4iI5Iecne6DBw+yfft2li5dSv369RkyZIg5DcW8efOYO3cu48aNo1OnTpQqVcrchypdJD/krCSOiIhg27ZtJCUl4e7uzqBBg3jiiSdwc3Pj7NmzLFq0iO+++474+HiCgoJ47rnnCrj1/35ff/01vXv35oEHHjAXuVy3bp0CDCkQX375JR9++CGPPPIIHTp0AGDlypVERUXh5+dHjx49zLAYcs9nrKlR7j4NFOUNHVcRkX8/BcUiIvKvFBISwvvvv0/37t25fPkyGzZs4KGHHmLYsGE0bNgQgAULFhAeHk5YWJhZRSiSH3KGO5GRkSxdupSJEydy77338u6773L06FH8/Pzo2rUrbm5u3LhxgxMnTrBp0yZeffVVhZl3yaFDh9iyZQsuLi4MGDAAR0dHVbtJvvvll1/o2bMnFy5cYOTIkfTr18/8LDss7tChA507d6ZSpUrmZwqJRUREJL8pKBYRkUIvOTmZEiVKmJ3mI0eO4O/vT3BwMI8//jiQtQr34MGDKV++PCNGjKBBgwYArF+/nnbt2ikYknxx9uxZM+jJzMzkxo0bPP/887Rv3z7XKvAzZ85k27ZtTJs2jfr169+yH4WZeUPHVQrKkSNHePnll6lQoQLjxo3Dy8vL/GzVqlVMnTqV119/nR49ehRgK0VERKSo03MhIiJSqAUHBzN37lxzrlEAJycnHB0dzfkb09PTqVq1KpGRkcTHx7N8+XJ27NgBQIcOHcwqQpG89NprrxEUFMShQ4cAcHBwwGKxcPPmTfNR3LS0NADGjh1L6dKlWbly5W33pTAzb+i4SkF56KGHmDNnDpcuXSImJoZjx46Zn/Xs2ZPZs2fTtWvXAmyhiIiIiIJiEREp5K5cucKePXuIiYnh2rVrABQvXpyUlBTi4+OBrMU9MjMzqVy5MlWqVOHjjz9m7969ufajgEjyUvfu3dm5cye//PILy5cvN8/NUqVK4e7uzqZNm4CsQY7ssLhmzZqaK1ukCHnooYfMwaTly5dz/Phx87M2bdrg4OBAZmZmAbZQREREijoFxSIiUihlz4yU/Wj+1q1bWbFiBZcvX8bT05MXXniBkJAQNm3ahIODgxm4+fj4sHjxYkaNGlWQzZci5M033yQ5OZldu3YxcuRIfvzxR2JjY/nmm28AGD9+PMePH2f06NEA5rl65MgR3NzcCqrZIlIAvL29mTp1KocPHyYiIoKzZ8/m+lyDRyIiIlKQVF4lIiKFksViITMzEwcHB8aPH8/06dPZtm0bhmHQr18/evXqxfnz5xk1ahRffPEFZcqUYd++fVy9epUpU6aYVcbqdEteu3HjhjktypEjR0hLS+PYsWOsXLkSm82Gt7c3gYGBTJo0iWeeeQZPT0+uXr3KtWvXGD9+fAG3XkTym7e3N5MmTWL16tVUqFChoJsjIiIiYtJidiIiUujY7XZzTtecpk6dyoEDB3jyySfp168fzs7OxMXFERsbi81mw9XVldDQUGw22x33IXK3ZC+uuG/fPiZNmoSDgwMJCQls376dzz//nIULF/Lggw/i7++Pl5cXiYmJLF26FABnZ2eGDh1qzp+tqVFEip7sa4h+r0RERKSwUFAsIiKFSs4O86lTp3BycjLnH4asqSj27t1LmzZt6NWrF66uriQnJ1OiRAlzHwreJL8NGjSIzz77jCZNmrBo0SIA4uLiWLp0KVWrVqVfv348/PDDt2ynqneRoi07LBYREREpDBQUi4hIoZGzwxweHs727du5dOkSzs7OPPvss7z00ksABAUFceDAAVq3bk337t0pXbr0bfchkh8uX77M+PHjqV27Nps2bcLLy4uwsDAgKyyOjo6mevXqdOnShbp16xZwa0VERERERG5P5VYiIlJoZAe8UVFRxMbGMmvWLNLS0jh79iyhoaFcvnyZgIAAJk6cyPTp03n77bcpV64cHTt2vGUfIvnFzc2Nt956C6vVStmyZVm8eDGjR48mNDQUPz8/LBYLYWFhVKxYUUGxiIiIiIgUWgqKRUSkUElLS+PAgQP4+/vTtGlT8/2KFSsyfPhwqlevTrdu3XjttdeoWLEi7du3L8DWimTJnj6ibdu2WCwWFi1aZIbF7dq1o3Tp0jRq1KiAWykiIiIiInJnWjVBREQKlfT0dI4ePcr169fN9+x2O61bt6Zjx47s3r2blJQUAPr06YODgwOZmZkF1VyRXJydnXn66ad5/vnn+f777xk0aBAAjz/+uM5VEREREREp1BQUi4hIgbHb7be8V7JkSZ5++mk+//xzvvvuOwBzcTsXFxeuX79O8eLFc22jxcCkMHF2duapp56iR48euLm55TrPda6KiIiIiEhhpaBYREQKTHYA/P333/PNN9+Y7zdp0gSbzcaKFSvMsPj69escO3aMChUqFEhbRf4KZ2dnOnfuzKxZs7BarbcdFBERERERESlMLIZhGAXdCBERKTqmTZuGr68v9erVAyA4OJi4uDhSUlLw9PRk0qRJ1K9fn82bNxMTE8OpU6eoXLkyycnJZGRk8N5772Gz2TAMQwvXyb+CzlUREREREfk3UFAsIiL5JjMzk6ZNm1KmTBmmT59OYmIis2bNYvz48Xh4eDBt2jQSEhIICAjgiSee4OTJkxw6dIjvvvuO8uXL07NnTxwdHcnIyMDRUeuxioiIiIiIiNwtCopFRCRf2O12rFYr6enpdO7cGScnJ55++mnsdjv+/v7m3/n7+3PmzBkmTpzIY489hpOTU679ZGZmap5XERERERERkbtMcxSLiEi+sFqtZGRkYLPZWLt2LampqcycOZMzZ87k+rtFixZx//33ExwczLZt20hPT8/1uUJiERERERERkbtPQbGIiOSb7GkjbDYb7733Ho888gi7du3iq6++yrXY18KFC3F2dmbr1q3YbLYCbLGIiIiIiIhI0aCpJ0REJN9lzzGcnp5Op06dAAgKCqJ27dq5Fv3Knq5CRERERERERPKWet8iIpLvfltZDDBx4kS+/fZbco5fWq3WXJXGIiIiIiIiIpI3FBSLiEiB+G1YbLVaeeGFFzh58mSuv1NFsYiIiIiIiEjeU+9bRETuuj87q1HOsHjt2rU0adKE+++/P28bJyIiIiIiIiK30BzFIiJyVxmGYc4zfPXqVVxdXf9wm+w5i7Olp6drETsRERERERGRfKSKYhERuWvsdrsZEq9cuZLw8HDOnDnzh9s5ODjkeq2QWERERERERCR/KSgWEZG7wm63m/MJHz9+nL1797Jx40ZiY2M5d+7cHbfLWYG8atUqgoKC8qW9IiIiIiIiIvIrBcUiInJXZIfE06dPZ8SIEZQqVYratWuzdOlSoqOjOXv27C3b5AyJY2NjCQ0NpV69evnabhEREREREREBxz/+ExERkT9n165drFu3jiVLlvDwww8DsHr1asLCwrDb7fTv35+KFSsCkJmZaU45ERsby6xZs5g2bRq+vr4F1n4RERERERGRokpBsYiI/G05p5uArEXpXFxcKF26tPlZjx49yMjIICgoiGLFitG9e3cqVapkhsRr1qwhJCREIbGIiIiIiIhIAdLUEyIi8rdlh8Q///yz+d6lS5e4du0aVquVlJQUAJ555hnKlCnDhg0bWL9+PampqUBWSDxlyhSmT5+ukFhERERERESkACkoFhGRfyQuLo6uXbsC0Lx5cxo2bMiQIUO4ePEixYsXByA9PZ02bdrQs2dPIiMjOXLkCJAVMM+ePZs2bdoUWPtFREREREREREGxiIj8Q48//jjFixcnOjoagFdffZWKFSvi5+fH+vXr2bhxIxMmTOCHH35gyJAheHp68sknnwAwePBgnnzyyYJsvoiIiIiIiIigoFhERP4CwzByvc7MzMTZ2ZlGjRqxf/9+AKpWrUpwcDCtW7cmIiKCiIgIMjIymD9/PgAlS5akfPnyADg7O+fvFxARERERERGR27IYv+31i4iI/IGEhATKlStnvj548CDdu3cnODgYPz8/8/3ExERKlCiBq6srAOHh4cTFxREdHU2lSpXyvd0iIiIiIiIicnuOBd0AERH5d3nnnXdYs2YNjz76KMOGDcNms+Hj40OvXr344IMPaNy4Me7u7litVjw8PLBYLBw5coTVq1ezefNmlixZopBYREREREREpJDR1BMiIvK77HZ7rtc+Pj74+vqybds2evToQUREBAkJCbRs2ZLTp0+TmJiI1WrFbrdjsVgAuOeee2jQoAFr1qzB29u7IL6GiIiIiIiIiPwOTT0hIiJ3ZLfbsVqzxhQ/++wzbty4QalSpWjcuDHp6elERUWxb98+4uPjGTFiBG+++Sbe3t4sWbIEBweHXPsyDMMMjkVERERERESkcNHUEyIicluGYZghcWhoKO+//z7u7u6cPHkSX19fxowZw7Bhw0hLSyM2NpYdO3aQnJxMenq6uV1OColFRERERERECi9VFIuIyO9auHAh0dHRzJs3Dx8fH2JiYpg6dSqtW7dmzJgxVKlSBYCffvqJH3/8kXr16uHg4JCrGllERERERERECjf14EVE5I4SExM5ceIEEyZMwMfHhy1bthAREcGQIUPYs2cPoaGhHD9+HABPT08aNGiAg4MDmZmZColFRERERERE/kU09YSIiNyRm5sbrVq1omHDhsTHxzNjxgxeeukl+vbti6urK8HBwVy5coUZM2ZQvnx5c7vfzk8sIiIiIiIiIoWbyr1EROSOihUrRvPmzXF1dWX37t1Ur16djh07AmCz2Wjfvj02m42yZcsWcEtFRERERERE5J9QRbGIiPwuR8esn4pTp05x7do1LBYLqamp7Nq1i/bt29O2bVsAzUksIiIiIiIi8i+mxexERORP+frrr+nduzcPPPAAaWlpODk5sW7dOjNIFhEREREREZF/LwXFIiLypx06dIgtW7bg4uLCgAEDcHR0JCMjQ2GxiIiIiIiIyL+cgmIREfnbFBKLiIiIiIiI/DcoKBYREREREREREREp4rTqkIiIiIiIiIiIiEgRp6BYREREREREREREpIhTUCwiIiIiIiIiIiJSxCkoFhERERERERERESniFBSLiIiIiIiIiIiIFHEKikVERERERERERESKOAXFIiIiIiIiIiIiIkWcgmIRERERERERERGRIk5BsYiIiIiIiIiIiEgRp6BYREREREREREREpIhTUCwiIiIiIiIiIiJSxP0f0rUH+N9avn0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Cluster medians — K=2 ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k2 \n", + "0 11.425 4.452 0.786 1872.0 32.0 48.347 0.637 0.073 1.00 0.00 0.0 0.054 0.050 -0.041\n", + "1 10.777 2.652 0.154 24.0 7.0 35.523 0.381 0.347 0.17 0.83 2.0 0.024 0.014 -0.025\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Cluster medians — K=5 ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.975 1.488 0.557 819.0 25.0 52.905 0.567 -0.487 1.000 0.000 0.0 0.002 0.016 -0.024\n", + "1 11.174 1.389 0.043 4.0 2.0 42.429 0.250 0.557 0.303 0.697 19.0 -0.000 -0.007 -0.012\n", + "2 10.357 4.383 0.372 90.5 12.5 32.149 0.434 0.287 0.077 0.923 1.0 0.042 0.025 -0.034\n", + "3 11.045 5.471 0.777 1448.0 24.0 40.857 0.688 0.245 1.000 0.000 0.0 0.009 -0.008 0.005\n", + "4 11.994 5.155 0.926 4935.5 47.5 57.100 0.620 0.037 1.000 0.000 0.0 0.158 0.130 -0.140\n", + "seg_2D\n", + "Highly active 137\n", + "Dormant 136\n", + "Small rebalancers 77\n", + "Occasional large movers 77\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Overall churn rates ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn rates by cluster — K=2 ===\n", + " n_accounts churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 325 0.883 0.969 0.385\n", + "1 102 0.049 0.157 0.118\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn rates by cluster — K=5 ===\n", + " n_accounts churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.612 0.925 0.955\n", + "1 37 0.108 0.297 0.108\n", + "2 62 0.000 0.032 0.048\n", + "3 137 0.964 0.978 0.117\n", + "4 124 0.927 0.984 0.403\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== Cluster profile — K=2 =====\n", + " n_accounts aum_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k2 \n", + "0 325 91586.099 0.786 4.452 1872.0 48.347 0.637 0.073 1.00 0.0 0.054 -0.041\n", + "1 102 47913.297 0.154 2.652 24.0 35.523 0.381 0.347 0.17 2.0 0.024 -0.025\n", + "\n", + "===== Cluster profile — K=5 =====\n", + " n_accounts aum_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k5 \n", + "3 137 62616.679 0.777 5.471 1448.0 40.857 0.688 0.245 1.000 0.0 0.009 0.005\n", + "4 124 161746.356 0.926 5.155 4935.5 57.100 0.620 0.037 1.000 0.0 0.158 -0.140\n", + "0 67 58391.143 0.557 1.488 819.0 52.905 0.567 -0.487 1.000 0.0 0.002 -0.024\n", + "2 62 31466.909 0.372 4.383 90.5 32.149 0.434 0.287 0.077 1.0 0.042 -0.034\n", + "1 37 71234.484 0.043 1.389 4.0 42.429 0.250 0.557 0.303 19.0 -0.000 -0.012\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ============================================================\n", + "# PART 2 — TOP 400 ACCOUNTS CLUSTERING\n", + "# ============================================================\n", + "\n", + "# 6a. Account selection — AUM > €5M as of October 2025\n", + "ref_date = pd.Timestamp(\"2025-10-01\")\n", + "df_ref = df_aum[df_aum[\"month\"] == ref_date]\n", + "\n", + "aum_account = (\n", + " df_ref.groupby(ID_COL)[AUM_VAL_COL].sum()\n", + " .reset_index().sort_values(AUM_VAL_COL, ascending=False)\n", + ")\n", + "aum_account = aum_account[aum_account[AUM_VAL_COL] > 5_000_000]\n", + "selected_accounts = aum_account[ID_COL]\n", + "print(f\"Selected accounts (AUM > €5M): {len(selected_accounts)}\")\n", + "\n", + "df_month_top400 = df_month[df_month[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "# ── 6b. Feature engineering ───────────────────────────────────────────────\n", + "dfc_top400 = df_client_base[df_client_base[ID_COL].isin(selected_accounts)].copy()\n", + "\n", + "dfc_top400[\"log_aum_qty_mean\"] = np.log1p(dfc_top400[\"aum_qty_mean\"].clip(lower=0))\n", + "dfc_top400[\"log_gross_flow_qty_mean\"] = np.log1p(dfc_top400[\"gross_flow_qty_mean\"].clip(lower=0))\n", + "dfc_top400[\"gross_flow_to_aum\"] = dfc_top400[\"gross_flow_qty_sum\"] / (dfc_top400[\"aum_qty_mean\"].abs() + EPS)\n", + "dfc_top400[\"flow_direction_balance\"] = np.where(\n", + " dfc_top400[\"gross_flow_qty_sum\"] > 0,\n", + " dfc_top400[\"net_flow_qty_sum\"] / dfc_top400[\"gross_flow_qty_sum\"], np.nan\n", + ")\n", + "dfc_top400[\"exit_rate_per_isin\"] = np.where(\n", + " dfc_top400[\"n_isin_total\"] > 0,\n", + " dfc_top400[\"full_exit_count\"] / dfc_top400[\"n_isin_total\"], np.nan\n", + ")\n", + "dfc_top400[\"aum_drawdown_last\"] = dfc_top400[\"aum_drawdown_last\"].clip(0, 1)\n", + "dfc_top400[\"aum_final_to_peak\"] = np.where(\n", + " dfc_top400[\"aum_qty_max\"] > 0,\n", + " (dfc_top400[\"aum_qty_last\"] / dfc_top400[\"aum_qty_max\"]).clip(0, 1), np.nan\n", + ")\n", + "\n", + "# Performance reactivity features — viable on large accounts (denser time series)\n", + "def corr_lag(x, y, lag):\n", + " x = np.asarray(x, dtype=float)\n", + " y = np.asarray(y, dtype=float)\n", + " mask = np.isfinite(x) & np.isfinite(y)\n", + " x, y = x[mask], y[mask]\n", + " if len(x) <= lag + 3:\n", + " return np.nan\n", + " return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n", + "\n", + "rows_corr = []\n", + "for acc, g in df_month_top400.groupby(ID_COL):\n", + " g = g.sort_values(\"month\")\n", + " rows_corr.append({\n", + " ID_COL: acc,\n", + " \"corr_flow_fund_lag3\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"ret_fund_m\"].values, 3),\n", + " \"corr_flow_fund_lag6\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"ret_fund_m\"].values, 6),\n", + " \"corr_flow_rate_lag3\": corr_lag(g[\"flow_to_aum_m\"].values, g[\"delta_rate_m\"].values, 3),\n", + " })\n", + "df_corr_top400 = pd.DataFrame(rows_corr)\n", + "dfc_top400 = dfc_top400.merge(df_corr_top400, on=ID_COL, how=\"left\")\n", + "\n", + "# Recency feature\n", + "dfc_top400 = add_months_since_last_tx(dfc_top400, df_month_top400, ID_COL)\n", + "\n", + "# Quality filters\n", + "dfc_top400 = dfc_top400[\n", + " (dfc_top400[\"n_months\"] >= 6) & (dfc_top400[\"aum_qty_mean\"] > 0)\n", + "].copy()\n", + "\n", + "# Geographic grouping\n", + "top_countries_t = dfc_top400[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "top_regions_t = dfc_top400[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", + "dfc_top400[\"country_grp\"] = np.where(dfc_top400[\"country\"].isin(top_countries_t), dfc_top400[\"country\"], \"Other\")\n", + "dfc_top400[\"region_grp\"] = np.where(dfc_top400[\"region\"].isin(top_regions_t), dfc_top400[\"region\"], \"Other\")\n", + "\n", + "print(f\"Accounts after quality filters: {len(dfc_top400)}\")\n", + "\n", + "# ── 6c. Feature selection ─────────────────────────────────────────────────\n", + "# Removed vs initial set:\n", + "# flow_to_aum_vol : EXTREME values (max 2.5e13), ratio~0 — no discriminant power\n", + "# activity_intensity : highly redundant with n_tx_total (corr=0.98)\n", + "# avg_n_isin_held : highly redundant with n_isin_total (corr=0.91)\n", + "base_features_top400 = [\n", + " \"log_aum_qty_mean\",\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"n_tx_total\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "all_features_top400 = [c for c in base_features_top400 if c in dfc_top400.columns]\n", + "print(f\"Feature set: {len(all_features_top400)} features\")\n", + "print(all_features_top400)\n", + "\n", + "# ── 6d. Preprocessing — MAD winsorization + RobustScaler ─────────────────\n", + "dfc_top400_clean = dfc_top400.copy()\n", + "\n", + "# Impute NaN with 0 (absence of activity = neutral)\n", + "for col in [\"flow_direction_balance\", \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\", \"corr_flow_fund_lag6\", \"corr_flow_rate_lag3\"]:\n", + " if col in dfc_top400_clean.columns:\n", + " dfc_top400_clean[col] = dfc_top400_clean[col].fillna(0)\n", + "\n", + "# MAD 3-sigma clip\n", + "for col in [\"n_isin_total\", \"exit_rate_per_isin\", \"avg_holding_months_per_isin\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col in dfc_top400_clean.columns:\n", + " dfc_top400_clean[col] = winsorize_mad(dfc_top400_clean[col], n_sigma=3)\n", + "\n", + "# Clip p90 + log-transform (heavy right tails / asymmetric distributions)\n", + "for col, p_clip in [\n", + " (\"gross_flow_to_aum\", 90),\n", + "]:\n", + " if col in dfc_top400_clean.columns:\n", + " vals = dfc_top400_clean[col].to_numpy(dtype=float)\n", + " dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, p_clip)))\n", + "\n", + "for col in [\"flow_freq\", \"n_tx_total\"]:\n", + " if col in dfc_top400_clean.columns:\n", + " vals = dfc_top400_clean[col].to_numpy(dtype=float)\n", + " dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "# months_since_last_tx : MAD~0 (64% zeros) → log-transform before scaling\n", + "# so RobustScaler can normalize the right tail (values 1-54)\n", + "col = \"months_since_last_tx\"\n", + "if col in dfc_top400_clean.columns:\n", + " vals = dfc_top400_clean[col].to_numpy(dtype=float)\n", + " dfc_top400_clean[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + "# MAD 3-sigma clip for log-scale variables\n", + "for col in [\"log_aum_qty_mean\"]:\n", + " if col in dfc_top400_clean.columns:\n", + " dfc_top400_clean[col] = winsorize_mad(dfc_top400_clean[col], n_sigma=3)\n", + "\n", + "# Build X\n", + "X_top400 = dfc_top400_clean[all_features_top400].copy()\n", + "X_top400 = X_top400.loc[:, ~X_top400.columns.duplicated()]\n", + "X_top400 = X_top400.replace([np.inf, -np.inf], np.nan).fillna(X_top400.median())\n", + "\n", + "scaler_top400 = RobustScaler()\n", + "X_top400_scaled = scaler_top400.fit_transform(X_top400)\n", + "\n", + "# Scaling diagnostic\n", + "X_df_t = pd.DataFrame(X_top400_scaled, columns=X_top400.columns)\n", + "extreme = (X_df_t.abs() > 5).any(axis=1).sum()\n", + "print(f\"Accounts: {X_top400.shape[0]} | Features: {X_top400.shape[1]}\")\n", + "print(f\"Points > 5 std after scaling: {extreme} ({extreme/len(X_df_t):.1%})\")\n", + "\n", + "extreme_by_feat = (X_df_t.abs() > 5).sum().sort_values(ascending=False)\n", + "if extreme_by_feat[extreme_by_feat > 0].shape[0] > 0:\n", + " print(\"Features with extreme values after scaling:\")\n", + " print(extreme_by_feat[extreme_by_feat > 0].to_string())\n", + "else:\n", + " print(\"All features clean after scaling.\")\n", + "\n", + "# ── 6e. K-selection ───────────────────────────────────────────────────────\n", + "rows_k = []\n", + "for k in range(2, 11):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_top400_scaled)\n", + " rows_k.append({\n", + " \"k\": k, \"inertia\": km.inertia_,\n", + " \"silhouette\": silhouette_score(X_top400_scaled, labels),\n", + " \"davies_bouldin\": davies_bouldin_score(X_top400_scaled, labels),\n", + " })\n", + "df_kdiag_top400 = pd.DataFrame(rows_k)\n", + "print(df_kdiag_top400.to_string(index=False))\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", + "for ax, col, title in zip(axes,\n", + " [\"inertia\", \"silhouette\", \"davies_bouldin\"],\n", + " [\"Elbow / Inertia\", \"Silhouette (higher=better)\", \"Davies-Bouldin (lower=better)\"]):\n", + " ax.plot(df_kdiag_top400[\"k\"], df_kdiag_top400[col], marker=\"o\")\n", + " ax.set_title(title)\n", + " ax.set_xlabel(\"K\")\n", + "plt.suptitle(\"K-selection — Top 400 Accounts\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 6f. Final clustering K=2, 4, 5 ───────────────────────────────────────\n", + "RESULTS_TOP400 = {}\n", + "for k in [2, 4, 5]:\n", + " km = KMeans(n_clusters=k, n_init=50, random_state=RANDOM_STATE)\n", + " dfc_top400[f\"cluster_k{k}\"] = km.fit_predict(X_top400_scaled)\n", + " RESULTS_TOP400[k] = {\n", + " \"model\": km,\n", + " \"silhouette\": silhouette_score(X_top400_scaled, dfc_top400[f\"cluster_k{k}\"]),\n", + " \"davies_bouldin\": davies_bouldin_score(X_top400_scaled, dfc_top400[f\"cluster_k{k}\"]),\n", + " }\n", + " print(f\"K={k} | sil={RESULTS_TOP400[k]['silhouette']:.4f} \"\n", + " f\"| db={RESULTS_TOP400[k]['davies_bouldin']:.4f}\")\n", + " counts = dfc_top400[f\"cluster_k{k}\"].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_accounts\": counts, \"pct\": props.round(1)}))\n", + " print()\n", + "\n", + "# ── 6g. Profile variables for visualization ───────────────────────────────\n", + "profile_vars_top400 = [\n", + " \"log_aum_qty_mean\",\n", + " \"gross_flow_to_aum\",\n", + " \"flow_freq\",\n", + " \"n_tx_total\",\n", + " \"n_isin_total\",\n", + " \"avg_holding_months_per_isin\",\n", + " \"exit_rate_per_isin\",\n", + " \"flow_direction_balance\",\n", + " \"aum_drawdown_last\",\n", + " \"aum_final_to_peak\",\n", + " \"months_since_last_tx\",\n", + " \"corr_flow_fund_lag3\",\n", + " \"corr_flow_fund_lag6\",\n", + " \"corr_flow_rate_lag3\",\n", + "]\n", + "profile_vars_top400 = [c for c in profile_vars_top400 if c in dfc_top400.columns]\n", + "\n", + "for k in [2, 5]:\n", + " prof = plot_heatmap(\n", + " dfc_top400, profile_vars_top400, f\"cluster_k{k}\",\n", + " title=f\"Cluster Signatures — Top 400 Accounts (K={k}, robust z-score)\",\n", + " figsize=(16, 4)\n", + " )\n", + " print(f\"\\n=== Cluster medians — K={k} ===\")\n", + " print(prof.round(3).to_string())\n", + "\n", + "# ── 6h. 2D behavioral segmentation ───────────────────────────────────────\n", + "thr_int = dfc_top400[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_top400[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant\"\n", + " if low_int and not low_frq: return \"Small rebalancers\"\n", + " if not low_int and low_frq: return \"Occasional large movers\"\n", + " return \"Highly active\"\n", + "\n", + "dfc_top400[\"seg_2D\"] = dfc_top400.apply(quadrant, axis=1)\n", + "print(dfc_top400[\"seg_2D\"].value_counts())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "for name, g in dfc_top400.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=15, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D Behavioral Segmentation — Top 400 Accounts\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ── 6i. Churn analysis ────────────────────────────────────────────────────\n", + "dfc_top400[\"churn_hard\"] = (dfc_top400[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_top400[\"churn_soft\"] = (\n", + " (dfc_top400[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_top400[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_top400[\"churn_warning\"] = (\n", + " (dfc_top400[\"flow_direction_balance\"] < 0) &\n", + " (dfc_top400[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Overall churn rates ===\")\n", + "print(dfc_top400[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_top400.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_accounts = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn rates by cluster — K={k} ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4),\n", + " color=[\"#d62728\", \"#ff7f0e\", \"#ffbb78\"]\n", + " )\n", + " plt.title(f\"Churn Rates by Cluster — Top 400 Accounts (K={k})\")\n", + " plt.ylabel(\"Rate\")\n", + " plt.xlabel(\"Cluster\")\n", + " plt.xticks(rotation=0)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# ── 6j. Full cluster profile table ────────────────────────────────────────\n", + "for k in [2, 5]:\n", + " print(f\"\\n===== Cluster profile — K={k} =====\")\n", + " prof = (\n", + " dfc_top400.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_accounts = (ID_COL, \"count\"),\n", + " aum_mean_med = (\"aum_qty_mean\", \"median\"),\n", + " freq_med = (\"flow_freq\", \"median\"),\n", + " gross_flow_to_aum_med = (\"gross_flow_to_aum\", \"median\"),\n", + " n_tx_med = (\"n_tx_total\", \"median\"),\n", + " holding_med = (\"avg_holding_months_per_isin\",\"median\"),\n", + " exit_rate_med = (\"exit_rate_per_isin\", \"median\"),\n", + " flow_dir_med = (\"flow_direction_balance\", \"median\"),\n", + " drawdown_med = (\"aum_drawdown_last\", \"median\"),\n", + " months_inactive_med = (\"months_since_last_tx\", \"median\"),\n", + " corr_fund_lag3_med = (\"corr_flow_fund_lag3\", \"median\"),\n", + " corr_rate_lag3_med = (\"corr_flow_rate_lag3\", \"median\"),\n", + " )\n", + " .sort_values(\"n_accounts\", ascending=False)\n", + " )\n", + " print(prof.round(3).to_string())\n", + "\n", + "# ── 6k. Inter-cluster distance matrix ─────────────────────────────────────\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " idx = np.random.default_rng(42).choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]\n", + " labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " for b in np.cumsum(np.unique(labels_sub, return_counts=True)[1])[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_top400_scaled,\n", + " dfc_top400[\"cluster_k5\"].values,\n", + " title=\"Inter-cluster Distance Matrix — Top 400 Accounts (K=5)\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "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": 23, + "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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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Medians K=5 (Top400) ===\n", + " log_aum_qty_mean gross_flow_to_aum flow_freq n_tx_total n_isin_total avg_holding_months_per_isin exit_rate_per_isin flow_direction_balance aum_drawdown_last aum_final_to_peak months_since_last_tx corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_rate_lag3\n", + "cluster_k5 \n", + "0 10.975 1.488 0.557 819.0 25.0 52.905 0.567 -0.487 1.000 0.000 0.0 0.002 0.016 -0.024\n", + "1 11.174 1.389 0.043 4.0 2.0 42.429 0.250 0.557 0.303 0.697 19.0 -0.000 -0.007 -0.012\n", + "2 10.357 4.383 0.372 90.5 12.5 32.149 0.434 0.287 0.077 0.923 1.0 0.042 0.025 -0.034\n", + "3 11.045 5.471 0.777 1448.0 24.0 40.857 0.688 0.245 1.000 0.000 0.0 0.009 -0.008 0.005\n", + "4 11.994 5.155 0.926 4935.5 47.5 57.100 0.620 0.037 1.000 0.000 0.0 0.158 0.130 -0.140\n", + "\n", + "=== Overall churn rates ===\n", + "churn_hard 0.684\n", + "churn_soft 0.775\n", + "churn_warning 0.321\n", + "dtype: float64\n", + "\n", + "=== Churn per cluster K=2 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k2 \n", + "0 325 0.883 0.969 0.385\n", + "1 102 0.049 0.157 0.118\n" + ] + }, + { + "data": { + "image/png": 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b17jcuYNfoUIFSbf6rZcoUUKFChXSU089pa+//lpvvvmmpFvdoHx9fVWvXr1053/y5ElVrFhRbm7Z83PbqlUrrV69Wu+++66mTJmi+vXr6+mnn9Yzzzxz1/7fx48flySNGDEizXGuXbvmcNFwettRMqvVmuEuIXcymUwqVqzYPU175swZlSxZ0v69S5Z8l6g7g3L58uVTzKNChQqKjY1VdHS0SpQokepywsPDtXfvXoegmZrk8BAfH59iWHKgSB7H09MzzWB88+ZNh+CQmri4OM2ePVtr167V+fPnHbqpXbt2zf7vkydPqkWLFunOKyPbbGbf68xI6/fo33//TbG8O7399tsKCgpSkyZNVK1aNTVu3Fjt2rVT2bJl77keSWrXrp0uXLigWbNmqWjRoim6RSa72zUadxMTE6P+/fvrxo0b+vzzz9MMOjabLUsOTABZjWABZCNvb2+VLFlSf/31V6amS+uI2O07C2n9TyWtI63p7ZiktQNqy0Afeg8PjxTTW61W9erVS//++6/69u2rRx55RF5eXjp//ryCgoIydGQ9KSlJPj4+mjx5cqrDk3c+XVxcNGPGDO3bt0///e9/tW3bNv3nP/9RWFiYVq5cmWV3TWnXrp02btyoX3/9VWazWVu2bFHXrl2z5OLN1GT08/X09NSyZcu0a9cubd26Vdu2bVN4eLhWrlypBQsWpHt0NfnzHT58eJq3ob3zrk8ZuZPYuXPn0r3uJD2lS5fWli1b7mnanDJp0iS1bNlS7u7u9oujk0P4P//8o4SEBPn6+qpIkSLy8PCwn/m6XXJb8g0dSpQoIavVqqioKPn4+NjHi4+P15UrV1K98cPtPvjgA/u1MQEBASpYsKBcXFycfi1MZn+nJGO/R61atVKtWrX03Xffafv27Zo/f77mzp2r0NBQNW7cOM3pihQposTERPs1L3dyc3PT9OnT1bdvX02YMEEFCxZM9dqZ1D7r1BQsWDDFb3J8fLwGDx6sP/74Q/Pnz0/3Op+rV6+mGowBZyNYANnsqaee0sqVK7V3714FBgZm2XwLFSqU6hmFs2fPZtky7tWff/6p48ePa+LEiWrXrp29ffv27SnGTWvHo1y5coqIiFCNGjXuerRWkgICAhQQEKChQ4fqq6++0ttvv63w8HB16tQp3elOnDiR4uhf8pH80qVL29saNWqkYsWK6auvvtLjjz+u2NjYDN3mtFy5cvrtt9+UkJCQZleX1GTm83V1dVX9+vVVv359BQcHa9asWZo6dap27dqlBg0apPkeJx/F9fb2Nnyk9XYlSpRQWFjYPU1r5BbIpUuXVkRERIqdw+Q769z+eUq3Pvs7HT9+XPnz50/3rMm5c+f09ddfp3o3sPbt26ty5cr68ssv5erqKrPZrAMHDqQYb//+/Spbtqy9zuRgd+DAAYcd4AMHDigpKUmVK1dOb9W1adMmtWvXzn53JOnWmY7bz1ZIt7bHux3oyMg2m9H3Ovls153bcnb+TpUsWVLdunVTt27dFBUVpfbt22vWrFnpBotHHnlE0q27WKX1XufLl08zZ85Uz5499d5776lQoUIpupSl18XpdiEhIerQoYP9dVJSkkaMGKGIiAhNmzZNderUSXPaxMREnTt3LtW7xgHORrAAslnfvn311Vdf6d1339WiRYtUvHhxh+EnT57Uf//731RvOZuecuXK6dq1a/r999/t/yO8cOFChu+GlJ2SjzjefoTRZrOlep//5LvVXL161eGWnc8++6w+//xzffbZZ/Z7/SdLTExUTEyMChUqpH///VeFChVy2HlO3klLrQvKnZLfs+TuIdevX9f69etVpUoVh64wbm5uat26tb7++msdOXJEZrP5rjt7ktSiRQtt3bpVy5YtS9F9Ir3uDBn9fK9cuZLizjF3rv/t7/Ht/Pz8VK5cOS1YsEDPPfdcirM70dHR99QtKV++fFkaVDLqySef1MqVK7Vs2TL179/f3r5w4UK5uLjoySefdBh/7969OnjwoP1uQefOndMPP/ygRo0apXum59NPP03R9s033yg8PFwTJ0506BrYsmVLTZkyRZGRkfL395d0a+d7586d6t27t328evXqqUiRIlq+fLnDDvDy5cuVP39+NWnSJN11T63eJUuWpDgz0KJFC3366af67rvvUuwUJ2+PGdlmM/pee3t7q2jRovrll18c5vX555+nuz534+XllWJ7tlqtiomJsV93JUk+Pj4qWbLkXX8Lkg/6HDhwIN3vtbe3t+bNm6eXXnpJb731lubMmePQXTOjgfrO690++OADhYeHa+zYsXftqvb333/r5s2bWXqgCsgqBAsgm5UrV06TJ0/W0KFD1apVK/uTt+Pj47V3715t3LjR4chVRrVq1UqTJ0/WoEGD1KNHD8XFxWn58uWqWLHiXe/Znt0eeeQRlStXThMnTtT58+fl7e2tTZs2pXoEPnmnbty4cWrYsKFMJpNat26tOnXqqHPnzpo9e7YOHz6sJ554Qu7u7jp+/Lg2btyokSNH6plnntG6deu0fPlyNW/eXOXKldONGze0atUqeXt7p9iRTE2FChU0cuRIRUZGysfHR2vWrFFUVJRCQkJSjNuuXTstWbJEu3btsj+v427atWun9evXKyQkRPv371fNmjUVGxuriIgIde3aNc0nB2f08/3000/1yy+/qHHjxipdurSioqL0+eef66GHHrLfWjb5It4VK1aoQIEC8vLyUvXq1VW2bFmNGzdO/fr103PPPacOHTrI19dX58+f165du+Tt7a1Zs2ZlaD1zg6ZNm6pu3bqaOnWqzpw5I4vFou3bt+uHH37Qyy+/nOLWvmazWX369HG43aykuz4FPrXP7PDhw5JuhZvbw9hLL72k1atXq3///urdu7fc3Ny0cOFC+fj4OAQLT09PDRkyRGPHjtWQIUPUqFEj/fLLL9qwYYOGDh2a6m1Hb9ekSRN9+eWX8vb21qOPPqp9+/Zpx44dKabr06ePNm3apDfeeEMdO3ZUtWrV9O+//2rLli0aM2aMKleunKFtNjPvdadOnTRnzhyNHDlSfn5++uWXX3Ts2LF01+duqlWrpoiICIWFhalkyZIqU6aMKlasqMaNG6tly5aqXLmyvLy8tGPHDkVGRjqcyUlN2bJlZTabFRERYX/uS1qKFSumsLAwde3aVa+//roWLVpkvy3zvQTqhQsX6vPPP1dgYKA8PT315ZdfOgx/+umnHbok7tixQ/nz53dKeAfuhmAB5IBmzZppw4YNmj9/vn744QctX75cHh4e9gc7Jd+LPTOKFi2qTz75RBMmTNBHH31kv+/7iRMnnB4s3N3dNWvWLI0bN06zZ89Wvnz59PTTT6tbt24pug+1aNFCPXr00DfffKMNGzbIZrOpdevWkqSxY8fKz89PK1as0NSpU2UymVS6dGm1bdvW/hyGOnXqKDIyUuHh4bp06ZIKFiyo6tWra/LkyRm6YLNChQp67733NGnSJB07dkxlypTR1KlT1ahRoxTj+vn56bHHHtORI0fuejeoZCaTSXPnztXMmTP19ddfa/PmzSpSpIhq1KiR4kF3t8vo59u0aVOdOXNGa9as0eXLl1W0aFHVqVNHgwcPth+5dXd314QJE/Txxx9r9OjRSkxMVEhIiMqWLau6detq5cqV+uyzz7R06VLFxMSoRIkSql69ujp37pyhdcwtXF1dNXPmTM2YMUPh4eFau3atSpcureHDhzvsxCerXbu2AgIC9Omnn+rs2bN69NFHFRISkqEzURnl7e2tJUuW6MMPP9TMmTOVlJSkunXrKjg4OMXZoG7dusnd3V0LFizQli1bVKpUKQUHB2fobObIkSPl6uqqr776Sjdv3lSNGjUUFhaW4q5CBQoU0LJlyxQaGqrvvvtO69atk4+Pj+rXry9fX19JGdtmM/NeJz9wc9OmTfr222/15JNPat68eWnemCEjgoKCNGrUKE2bNk1xcXFq3769xo4dq65du2r79u3avHmzbDabypUrp/fffz9DD3Ps2LGjpk+frri4uLt2vyxVqpTmz5+vbt26qV+/flq6dKkee+yxe1qX33//XdKtM2jJz9O43Q8//OAQLDZu3Kinn376rheyA87gYnPmVV0AkMe0a9dOhQsX1qJFi5xdCgywWCzq1q2bRo0a5exSkEtcu3ZNzZs319tvv33Xa7Oc5fDhw2rfvr3WrVuX5g0XAGfiORYAkEGRkZE6fPiwwwXpAO4PBQsWVJ8+fTR//vxMPxMmp8yZM0ctW7YkVCDX4owFANzFn3/+qYMHD2rBggW6fPmyfvjhB0N3L4LzccYCALIeZywA4C42bdqk4OBgJSYm6uOPPyZUAACQCs5YAAAAADCMMxYAAAAADCNYAAAAADDsgXuORVJSkhITE+Xq6prmE28BAAAASDabTUlJSXJzc5Ora/rnJB64YJGYmKjIyEhnlwEAAADkGf7+/vLw8Eh3HKcGi927d2v+/Pk6cOCALl68qE8//VTNmzdPd5pdu3ZpwoQJ+uuvv1SqVCkNGDBAHTp0yPAyk5OWv7+/TCaTofoBZ7NarYqMjGR7BoBchN9m3E+St+e7na2QnBwsYmJiZLFY1LFjRw0aNOiu4586dUr9+/dXly5dNHnyZEVEROjdd99ViRIl1KhRowwtM7n7k8lk4suO+wbbMwDkPvw2436SkUsInBosGjdurMaNG2d4/BUrVqhMmTIKCgqSJFWqVEl79uzRwoULMxwsAAAAAGS9PHVXqH379ql+/foObQ0bNtS+ffucUxAAAAAASXns4u1Lly6pePHiDm3FixfX9evXFRcXJ09PzwzPy2q1ZnV5QI5L3o7ZngEg9+C3GfeTzGzHeSpYZCXuDIX7CdszAOQ+/DbjQZOngkXx4sV16dIlh7ZLly7J29s7U2crJO4KhfsDdx4BgNwnu36bbTabzp8/r3///TfL5glIUuHCheXr65vqBdrJ23NG5KlgERAQoJ9++smhbceOHQoICMj0vLhTA+4nbM8AkPtk9W/zuXPndPXqVfn6+srLy4sH/cIwm82mmJgYXbhwQa6uripVqpSh+Tk1WNy4cUMnT560vz59+rQOHz6swoUL6+GHH9aUKVN0/vx5TZo0SZLUpUsXLVu2TJMmTVLHjh21c+dOffvtt5o9e7azVgEAACDbWa1WXblyRSVLlpSPj4+zy8F9JH/+/JKkCxcuqGTJkobCsFODxYEDB9SzZ0/765CQEElS+/btNWHCBF28eFHnzp2zDy9btqxmz56tkJAQLV68WA899JDGjRvHrWYBAMB9LSEhQZLk5eXl5EpwP0rerhISEvJusKhbt67++OOPNIdPmDAh1WnWr1+fjVUBAADkTnR/QnbIqu0qTz3HAgAAAEDuRLAAAABAjjt9+rQsFosOHz7s7FJSWLt2rWrVqpVjywsNDdXzzz+fY8vLLgQLII9LvugKAPDgseXwQ/hyennIW/LU7WaBXC3JKrnm7C1fTSaTqlatmqPLtHPC+gIAHLmYTDrz9juKP3o025fl8cgjKj35o2xfjlHx8fHy8PBwdhmpSkhIkLu7u7PLyDYECyCruJqkNX2lS386u5LsV9wsdZzn7CoAAJLijx5V3KFDzi4jTUlJSZo/f75WrVqlc+fOqXjx4urcubPatGkjSTp16pQ+/PBD7d+/X+XLl9eYMWMUGBgo6VYXoe+//15ffvmlfX4LFy7U4sWLtWXLFklSUFCQrl69Kn9/fy1btkweHh5avHixmjVrptDQUC1ZsiTVeWfEtm3b9OGHH+qff/5RjRo1FBISopIlS0qS9u/fr6lTp+rQoUNKTExUlSpVFBwcrGrVqtmnt1gsev/99/XTTz9p586d6tOnjwYPHqw5c+Zo4cKFio2N1bPPPqtixYoZfp9zA4IFkJUu/Smd+83ZVQAAkGtMmTJFq1evVnBwsGrWrKkLFy7o2LFj9uFTp07ViBEjVL58eU2dOlXDhg3T5s2b5eaW8d3UiIgIeXt7KywszKHdyLzj4uK0YMECTZo0Sa6urnrnnXc0ceJETZkyRdKt57G1a9dO7777riRpwYIFevXVV7Vp0yZ5e3vb5/PJJ59o2LBhGjlypEwmk8LDwxUaGqpRo0apZs2a+vLLL7VkyRKVLVs2w+ubWxEsAAAAkC2uX7+uxYsXa9SoUWrfvr0kqVy5cqpVq5ZOnz4tSerdu7eaNGkiSRoyZIhat26tEydOqFKlShlejpeXl8aNG2fvApUV805ISNCYMWNUrlw5SVK3bt302Wef2YfXr1/fYfwPPvhAtWrV0u7du/XUU0/Z25977jl17NjR/vqtt97SCy+8oE6dOkmShg4dqoiICN28eTPD65tbcfE2AAAAssXRo0cVHx+vevXqpTmOxWKx/7tEiRKSpOjo6Ewtx2w2p3pdhZF558+f3x4qJKlkyZKKioqyv7506ZLeffddtWjRQjVr1lTNmjUVExOjs2fPOszHz8/P4fWRI0f0+OOPO7QFBARkqKbcjjMWAAAAyBb58uW76zi3X8yc/KC2pKQk+2ubzeYwfmJiYop5pHWHxPTmfTd3dpe6s5YRI0boypUrGjlypB5++GF5eHioc+fO9qekJ3uQnpbOGQsAAABkiwoVKsjT01M7d+68p+mLFSumS5cuOezQ55bnXvz666/q0aOHGjdurMcee0weHh66fPnyXaerVKmSfvvN8XrMO1/nVQQLAAAAZIt8+fKpX79++uijj7R+/XqdPHlS+/bt0+rVqzM0fd26dRUdHa25c+fq5MmTWrZsmbZt25bNVWdMhQoVtGHDBh05ckS//fab3n77bXl6et51up49e2rNmjVas2aNjh07phkzZuivv/7KgYqzH12hAAAA8jCPRx7J1ct5/fXXZTKZNGPGDF24cEElSpRQly5dMjRtpUqV9P7772v27NmaOXOmWrRood69e2vVqlX3VEtWGj9+vN577z21b99epUqV0tChQzVp0qS7TteqVSudPHlSH330kW7evKmWLVuqa9eu+vnnn3Og6uzlYruz49p9zmq1at++fQoICJDJxMO9kMVmP/lg3G621ONS/5+cXQUA5ErZsa8RFxenY8eOqWLFig5HxW1Wq1xycH8mp5eHnJHW9iVlbnumKxQAAEAeldM7+YQKpIeuUAAAAHig9O3bV3v27El1WP/+/fXaa6/lcEX3B4IFAAAAHijjx49XXFxcqsMKFy6cw9XcPwgWAAAAeKD4+vo6u4T7EtdYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAgBx3+vRpWSwWHT582NmlZDmbzab33ntPderUuW/XMTUECwAAgLwqyXp/Ly+P+umnn7Ru3TrNmjVLP//8sx577DFZLBZ9//33zi4tW/EcCwAAgLzK1SSt6Std+jP7l1XcLHWcl/3LMSg+Pl4eHh5OreHUqVMqUaKEatSo4dQ6chrBAgAAIC+79Kd07jdnV5GmpKQkzZ8/X6tWrdK5c+dUvHhxde7cWW3atJF0ayf8ww8/1P79+1W+fHmNGTNGgYGBkqTQ0FB9//33+vLLL+3zW7hwoRYvXqwtW7ZIkoKCgnT16lX5+/tr2bJl8vDw0OLFi9WsWTOFhoZqyZIlqc47PWfOnNEHH3ygPXv2KCEhQaVLl9bw4cPVuHFjSdL//vc/TZo0Sb///ruKFCmidu3a6c0335Sbm5uCgoK0bt06SZLFYlHp0qXt8x04cKAkqXTp0vb67ycECwAAAGSbKVOmaPXq1QoODlbNmjV14cIFHTt2zD586tSpGjFihMqXL6+pU6dq2LBh2rx5s9zcMr6bGhERIW9vb4WFhTm03+u8x44dq4SEBC1dulReXl76+++/5eXlJUk6f/68Xn31VbVv314TJ07UsWPH9O677ypfvnwaPHiwRo4cqbJly2rVqlX64osvZDKZJEn169dXSEiIGjVqZG+73xAsAAAAkC2uX7+uxYsXa9SoUWrfvr0kqVy5cqpVq5ZOnz4tSerdu7eaNGkiSRoyZIhat26tEydOqFKlShlejpeXl8aNG2fvAmV03mfPnlXLli1lsVgkSWXLlrUP+/zzz/XQQw9p1KhRcnFxUaVKlXT+/HlNnjxZAwcOVMGCBVWgQAGZTCaVKFHCYb6FChVK0XY/4eJtAAAAZIujR48qPj5e9erVS3Oc5J13Sfad7ujo6Ewtx2w2p3pdxb3Ou2fPnpo5c6a6dOmiGTNm6Pfff7cPO3LkiAIDA+Xi4mJvq1mzpmJiYvTPP/9kqu77DcEC2cZm5c4RAAA8yPLly3fXcdzd3e3/Tt5ZT0pKsr+22WwO4ycmJqaYR/78+TM97/R06tRJ33//vZ5//nn9+eefeuGFF7RkyZK7TvegoysUso2LyaQzb7+j+KNHnV1KtivQqJFKDn3T2WUAAJCrVKhQQZ6entq5c6dDd6KMKlasmC5duiSbzWYPBjn1TIhSpUqpa9eu6tq1q6ZMmaJVq1apR48eqlSpkjZt2uRQ0549e1SgQAE99NBDac7P3d1d1vv8oCvBAtkq/uhRxR065Owysp3HIxWdXQIAALlOvnz51K9fP3300Udyd3dXjRo1FB0drb/++kv169e/6/R169bV2LFjNXfuXD3zzDPatm2btm3bJm9v72yte/z48XryySdVoUIFXb16Vbt27bJfl/HSSy9p0aJF+uCDD9StWzcdO3ZMoaGh6tWrl1xd0+4MVLp0aUVERKhGjRry8PBQ4cKFs3UdnIFgAQAAkJcVN+fq5bz++usymUyaMWOGLly4oBIlSqhLly4ZmrZSpUp6//33NXv2bM2cOVMtWrRQ7969tWrVqnuqJaOSkpI0duxY/fPPP/L29lajRo0UHBwsSfL19dWcOXM0adIkrVq1SkWKFNELL7ygAQMGpDvPESNGaMKECVq9erV8fX3vy9vNutju7Lh2n7Nardq3b58CAgLu21t95SbHOnR8IM5YFHqutUpPnizNfjJX30s8y5R6XOr/k7OrAIBcKTv2NeLi4nTs2DFVrFhRnp6e/zcgyXrrIXk5JaeXhxyR5valzG3PXLwNAACQV+X0Tj6hAumgKxQAAAAeKH379tWePXtSHda/f3+99tprOVzR/YFgAQAAgAfK+PHjFRcXl+qw+/Gi6pxCsAAAAMADxdfX19kl3Je4xgIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAADkuNOnT8tisejw4cPOLiXXymvvEbebBQAAyKtsSZJLDh4nzunlPeBKlSqln3/+WUWLFnV2KRlCsAAAAMirXFylAyulGxeyf1kFSkp+nbN/OQbFx8fLw8PD2WWky2q1ysXFRa6u6Yc0k8mkEiVK5FBVxhE5AQAA8rIbF6RrZ7P/7x7DS1JSkubOnaunn35afn5+atKkiWbOnGkffurUKfXo0UOPP/642rZtq71799qHhYaG6vnnn3eY38KFC9W0aVP766CgIL3++uuaOXOmGjZsqGeeecbehWjz5s1pzjstNptN9erV08aNG+1tzz//vBo2bGh//csvv8jPz0+xsbGSpLCwMLVp00YBAQFq3LixRo8erRs3btjHX7t2rWrVqqUffvhBrVq1kr+/v86ePaumTZtq1qxZCg4OVmBgoJo0aaKVK1fap7uzK9SuXbtksVgUERGhDh066PHHH1eXLl109OhRh3X47LPPVL9+fQUGBmrkyJGaPHlyivcxOxAsAAAAkG2mTJmiuXPn6vXXX1d4eLgmT56s4sWL24dPnTpVffr00fr161WhQgUNGzZMiYmJmVpGRESEjh07prCwMM2ePdvQvF1cXFS7dm3973//kyT9+++/OnLkiOLi4nTkyBFJ0u7du+Xv76/8+fPbpxk5cqS+/vprTZgwQTt37tRHH33kMN+4uDjNnTtX48aN09dffy0fHx9Jt0KJn5+f1q9fr5deekmjR49OERTuNHXqVAUFBWnNmjUymUz6z3/+Yx+2YcMGzZo1S2+//bbWrl2rUqVKafny5Rl8J40hWAAAACBbXL9+XYsXL9Y777yj9u3bq1y5cqpVq5Y6depkH6d3795q0qSJKlasqCFDhujMmTM6ceJEppbj5eWlcePG6bHHHtNjjz1meN516tSxB4vdu3eratWqDm3/+9//VKdOHfv4r7zyiurVq6cyZcqofv36evPNN/Xtt986zDMhIUGjR49WjRo19Mgjj9hDyZNPPqlu3bqpfPny6tevn4oWLapdu3alW9/QoUNVp04dPfroo3r11Ve1d+9e3bx5U5K0dOlSvfDCC+rYsaMqVqyoQYMGyWw2Z+BdNM7pwWLZsmVq2rSp/P391alTJ+3fvz/d8RcuXKiWLVuqevXqaty4sT788EP7GwkAAIDc4+jRo4qPj1e9evXSHMdisdj/nXw9QXR0dKaWYzabU72u4l7nXbt2bf3999+Kjo7W7t27VadOHXuwSEhI0N69ex2CxY4dO/Tyyy+rUaNGCgwM1PDhw3XlyhV7VylJcnd3d6gntRpdXFxUvHhxRUVFpVtfauuVPM2xY8dUvXp1h/HvfJ1dnBoswsPDFRISooEDB2rdunWqXLmy+vTpk+ab+dVXX2nKlCkaNGiQwsPDNX78eIWHh+vjjz/O4coBAABwN/ny5bvrOO7u7vZ/u7i4SLp1XUbya5vN5jB+al2Zko/+Z2be6bFYLCpcuLD+97//2YNF3bp1tXv3bkVGRioxMVGBgYGSbl0H0b9/f1ksFoWGhmrt2rUaNWqUpFtnKZJ5enraa7idm5vjvZRSW+f0psnMemU3pwaLsLAwvfjii+rYsaMeffRRjRkzRp6enlqzZk2q4+/du1c1atRQmzZtVKZMGTVs2FDPPffcXc9yAAAAIOdVqFBBnp6e2rlz5z1NX6xYMV26dMlhRzsnnung4uJiv9j6r7/+Us2aNWWxWBQfH6+VK1fKz89PXl5ekqSDBw/KZrMpKChIAQEBqlixoi5cyIG7dKWhYsWKioyMdGi783V2cdrtZuPj43Xw4EH179/f3ubq6qoGDRqkecV+YGCgNmzYoP3796t69eo6deqUfvzxx3u6yt1qtd5z7cgYk8nk7BKQzfgeAUBKyb+NWfkbabVaZbPZ7H/JUjsCnt3udjT9dh4eHurbt68++ugjubm5qUaNGoqOjtbff/9t7x51+zrd/l+bzaY6deooOjpac+fOVcuWLbVt2zZt27ZNBQoUSHWaO2tMb953U6dOHU2cONEhRNSqVUtfffWVevfubZ9HuXLllJCQoCVLluipp57Sr7/+qhUrVjgsK7Ua06o9relSe53aenXv3l3vvfeeqlWrpsDAQH377bf6448/VLZs2TTXO3laq9WaYrvNzHbstGBx+fJlWa1W+xXxyXx8fNK8Er5Nmza6fPmyXnrpJdlsNiUmJqpLly567bXXMr38nEpuD6r8+fOratWqzi4D2eyPP/5w6D8KAPg/Wb2v4ebmptjYWHuXF1dX11tdgAqUzNLlpOn/LycuLi5T3W5eeeUVJSUlafr06bp48aKKFy+uF154QXFxcfb5xcTESJL9/yk3b95UTEyMSpUqpeDgYC1YsECfffaZmjVrpu7du2vt2rX2aZJ3hpNfJ8/zbvO+G39/f1mtVgUGBtrHDwgI0A8//KDHH3/c3lauXDm99dZbmjNnjj7++GMFBgZq4MCBGjVqlGJjY+Xm5qb4+HjZbLYUy7XZbIqPj3doT0pKUkJCgmJiYlKsR/J1xcnzTW1dmzVrpqNHj2rixImKj4/X008/rTZt2ujAgQNprvfNmzeVkJCg33///a7vS3pcbJmJnVno/PnzevLJJ7VixQp7HzVJmjRpknbv3q3Vq1enmGbXrl1666239Oabb6p69eo6efKkxo8fr06dOmngwIEZWq7VatW+ffvk7+/PEfVsZjKZdKxDR8UdOuTsUrJdoedaq/TkydLsJ6Vzvzm7nOxX6nGp/0+csQCAVFitVkVGRmbpvkZcXJxOnDihihUrytPT87YhNrnk4JOwbbYkSTl/lgTG9O7dW8WLF9ekSZNSHR4XF6djx46pfPnyd2xf/7c9BwQE3HV7dtoZi6JFi8pkMqW4UDsqKsrh3sa3mz59utq2bWu/RZnFYlFMTIxGjRqlAQMG3PXphbczmUwEC8AgvkMAkLas3NcwmUxycXGx//2fnN3Jz8kQg3sTGxurFStWqGHDhnJ1ddU333yjHTt2KCwsLM2uc8nbldFt1mnBwsPDQ9WqVVNERISaN28u6dapn4iICHXv3j3VaeLi4lKEh+SVd9KJFwAAAOQxffv21Z49e1Id1r9//3vqZp9buLi46Mcff9SsWbN08+ZNVaxYUaGhoWrQoEG2L9tpwUKSevXqpREjRsjPz0/Vq1fXokWLFBsbqw4dOkiShg8fLl9fXw0bNkyS9NRTTyksLExVq1a1d4WaPn26nnrqKY6cAgAAIEPGjx9vvzbhToULF87harKWp6enFi5c6JRlOzVYtGrVStHR0ZoxY4YuXryoKlWqaN68efauUOfOnXM4QzFgwAC5uLho2rRpOn/+vIoVK6annnpKQ4cOddYqAAAAII/x9fV1dgn3JacGC0nq3r17ml2flixZ4vDazc1NgwYN0qBBg3KiNAAAAAAZxBU4AAAAeQTXlCI7ZNV2RbAAAADI5dzd3SUpQ89fADIrebtK3s7uldO7QgEAACB9JpNJRYoU0YULFyRJXl5eTnnqNu4vyQ/tu3DhgooUKWL4ZkgECwAAgDzgoYcekiR7uACySpEiRezblxEECwAAgDzAxcVFpUqVUsmSJZWQkODscnCfcHd3z7LHNhAsAAAA8pCsfKI3kJW4eBsAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABjm9GCxbNkyNW3aVP7+/urUqZP279+f7vhXr17VmDFj1LBhQ/n5+ally5b68ccfc6haAAAAAKlxc+bCw8PDFRISojFjxujxxx/XokWL1KdPH23cuFE+Pj4pxo+Pj1evXr3k4+Oj6dOny9fXV2fPnlWhQoWcUD0AAACAZE4NFmFhYXrxxRfVsWNHSdKYMWO0detWrVmzRq+++mqK8desWaN///1XK1askLu7uySpTJkyOVozAAAAgJScFizi4+N18OBB9e/f397m6uqqBg0aaO/evalOs2XLFgUEBGjs2LH64YcfVKxYMT333HPq16+fTCZTppZvtVoN1Y+7y+xngryH7xEApJT828hvJO4HmdmOnRYsLl++LKvVmqLLk4+Pj44ePZrqNKdOndLOnTvVpk0bzZkzRydPntSYMWOUmJioQYMGZWr5kZGR91w77i5//vyqWrWqs8tANvvjjz8UGxvr7DIAIFdiXwMPGqd2hcosm80mHx8fffDBBzKZTPLz89P58+c1f/78TAcLf39/jqgDBlksFmeXAAC5jtVqVWRkJPsauC8kb88Z4bRgUbRoUZlMJkVFRTm0R0VFqXjx4qlOU6JECbm5uTl8SR955BFdvHhR8fHx8vDwyPDyTSYTX3bAIL5DAJA29jXwoHHa7WY9PDxUrVo1RURE2NuSkpIUERGhwMDAVKepUaOGTp48qaSkJHvb8ePHVaJEiUyFCgAAAABZy6nPsejVq5dWrVqldevW6ciRIxo9erRiY2PVoUMHSdLw4cM1ZcoU+/hdu3bVlStXNH78eB07dkxbt27V7Nmz1a1bN2etAgAAAAA5+RqLVq1aKTo6WjNmzNDFixdVpUoVzZs3z94V6ty5c3J1/b/sU6pUKc2fP18hISFq27atfH191bNnT/Xr189ZqwAAAABAueDi7e7du6t79+6pDluyZEmKtsDAQK1atSq7ywIAAACQCU7tCgUAAADg/kCwAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhkKFidOnNC2bdsUFxcnSbLZbFlSFAAAAIC85Z6evH358mUNHTpUO3fulIuLizZv3qyyZcvqP//5jwoXLqygoKCsrhMAAABALnZPZyxCQkJkMpm0detWeXp62ttbtWqlbdu2ZVlxAAAAAPKGezpjsX37ds2fP18PPfSQQ3uFChV09uzZLCkMAAAAQN5xT2csYmJiHM5UJLty5Yo8PDwMFwUAAAAgb7mnYFGrVi2tX7/eoS0pKUnz5s1T3bp1s6IuAAAAAHnIPXWFeuedd/TKK6/owIEDSkhI0EcffaS///5b//77r5YvX57VNQIAAADI5e4pWJjNZm3atElLly5VgQIFFBMTo6efflrdunVTyZIls7pGAAAAALncPQWLs2fPqlSpUhowYECqwx5++GHDhQEAAADIO+7pGotmzZopOjo6Rfvly5fVrFkzw0UBAAAAyFvuKVjYbDa5uLikaI+JiVG+fPkMFwUAAAAgb8lUV6iQkBBJkouLi6ZNm6b8+fPbh1mtVu3fv1+VK1fO2goBAAAA5HqZChaHDh2SdOuMxZ9//il3d3f7MA8PD1WuXFm9e/fO2goBAAAA5HqZChZLliyRJAUHB2vkyJHy9vbOlqIAAAAA5C33dFeo5C5RAAAAACDdY7CQpMjISH377bc6d+6cEhISHIZ98sknhgsDAAAAkHfc012hvvnmG3Xt2lVHjx7Vd999p8TERP3111/auXOnChYsmNU1AgAAAMjl7ilYzJo1S8HBwZo1a5bc3d01cuRIbdy4Uc8++6xKlSqV1TUCAAAAyOXuKVicOnVKjRs3lnTrblAxMTFycXHRK6+8olWrVmVpgQAAAAByv3sKFoUKFdKNGzckSSVLltRff/0lSbp69apiY2OzrjoAAAAAecI9Xbxdu3Zt7dixQxaLRc8884zGjx+vnTt3aseOHapXr15W1wgAAAAgl7unYPHee+/p5s2bkqQBAwbI3d1dv/76q1q0aMED8gAAAIAH0D11hSpSpIh8fX1vzcDVVa+++qqmT5+ukiVLqn379llaIAAAAIDcL1NnLOLj4xUaGqrt27fLw8NDffv2VfPmzbVmzRpNmzZNJpNJL7/8cnbVCgAAACCXylSwmD59ulauXKkGDRro119/1RtvvKEOHTpo3759CgoK0jPPPCOTyZRdtQIAAADIpTIVLDZu3KiJEyeqWbNm+vPPP9W2bVslJiZqw4YNcnFxya4aAQAAAORymbrG4vz58/Lz85Mkmc1meXh46JVXXiFUAAAAAA+4TAULq9Uqd3d3+2uTySQvL68sLwoAAABA3pKprlA2m01BQUHy8PCQdOti7tGjRyt//vwO433yySdZVyEAAACAXC9TweLOW8m2bds2S4sBAAAAkDdlKliEhIRkVx0AAAAA8rB7ekAeAAAAANyOYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwLBcESyWLVumpk2byt/fX506ddL+/fszNN0333wji8Wi119/PZsrBAAAAJAepweL8PBwhYSEaODAgVq3bp0qV66sPn36KCoqKt3pTp8+rYkTJ6pWrVo5VCkAAACAtDg9WISFhenFF19Ux44d9eijj2rMmDHy9PTUmjVr0pzGarXq7bff1uDBg1W2bNkcrBYAAABAatycufD4+HgdPHhQ/fv3t7e5urqqQYMG2rt3b5rTffrpp/Lx8VGnTp20Z8+ee1q21Wq9p+mQcSaTydklIJvxPQKAlJJ/G/mNxP0gM9uxU4PF5cuXZbVa5ePj49Du4+Ojo0ePpjrNL7/8oi+++ELr1683tOzIyEhD0yN9+fPnV9WqVZ1dBrLZH3/8odjYWGeXAQC5EvsaeNA4NVhk1vXr1zV8+HB98MEHKlasmKF5+fv7c0QdMMhisTi7BADIdaxWqyIjI9nXwH0heXvOCKcGi6JFi8pkMqW4UDsqKkrFixdPMf6pU6d05swZDRgwwN6WlJQkSapatao2btyocuXKZWjZJpOJLztgEN8hAEgb+xp40Dg1WHh4eKhatWqKiIhQ8+bNJd0KChEREerevXuK8R955BF99dVXDm3Tpk3TjRs3NHLkSD300EM5UjcAAAAAR07vCtWrVy+NGDFCfn5+ql69uhYtWqTY2Fh16NBBkjR8+HD5+vpq2LBhypcvn8xms8P0hQoVkqQU7QAAAAByjtODRatWrRQdHa0ZM2bo4sWLqlKliubNm2fvCnXu3Dm5ujr9rrgAbuddUrIlSS4P0HfzQVtfAAAyyenBQpK6d++eatcnSVqyZEm6006YMCE7SgKQHs8it3ayD6yUblxwdjXZr0BJya+zs6sAACBXyxXBAkAedeOCdO2ss6sAAAC5AOf1AQAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhuSJYLFu2TE2bNpW/v786deqk/fv3pznuqlWr9NJLL6l27dqqXbu2XnnllXTHBwAAAJD9nB4swsPDFRISooEDB2rdunWqXLmy+vTpo6ioqFTH37Vrl1q3bq3FixdrxYoVKlWqlHr37q3z58/ncOUAAAAAkjk9WISFhenFF19Ux44d9eijj2rMmDHy9PTUmjVrUh1/ypQp6tatm6pUqaJKlSpp3LhxSkpKUkRERA5XDgAAACCZU4NFfHy8Dh48qAYNGtjbXF1d1aBBA+3duzdD84iNjVViYqIKFy6cXWUCAAAAuAs3Zy788uXLslqt8vHxcWj38fHR0aNHMzSPyZMnq2TJkg7hJCOsVmumxkfmmUwmZ5cAZCl+NwBkRPJvBb8ZuB9kZjt2arAwas6cOQoPD9fixYuVL1++TE0bGRmZTVVBkvLnz6+qVas6uwwgS/3xxx+KjY11dhkA8gj2NfCgcWqwKFq0qEwmU4oLtaOiolS8ePF0p50/f77mzJmjsLAwVa5cOdPL9vf354g6gEyxWCzOLgFAHmC1WhUZGcm+Bu4LydtzRjg1WHh4eKhatWqKiIhQ8+bNJcl+IXb37t3TnG7u3LmaNWuW5s+fL39//3tatslk4ssOIFP4zQCQGexr4EHj9K5QvXr10ogRI+Tn56fq1atr0aJFio2NVYcOHSRJw4cPl6+vr4YNGybpVvenGTNmaMqUKSpdurQuXrwoSfLy8lKBAgWcth4AAADAg8zpwaJVq1aKjo7WjBkzdPHiRVWpUkXz5s2zd4U6d+6cXF3/7+ZVK1asUEJCgoYMGeIwn0GDBmnw4ME5WjsAAACAW5weLCSpe/fuaXZ9WrJkicPrLVu25ERJAAAAADLB6Q/IAwAAAJD3ESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAADIYvnz53d2CUCOI1gAAID7V5I1xxdpMplUtWpVmUymHF+2M9YXSJYrHpAHAACQLVxN0pq+0qU/nV1J9ituljrOc3YVeIARLAAAwP3t0p/Sud+cXQVw36MrFAAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAA9wPvkpItydlV5KwHbX1zOTdnFwAAAIAs4FlEcnGVDqyUblxwdjXZr0BJya+zs6vAbQgWAAAA95MbF6RrZ51dBR5AdIUCAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAIAHiM1qdXYJAO5Tbs4uAAAA5BwXk0ln3n5H8UePOruUbFegUSOVHPqms8sAHhgECwAAHjDxR48q7tAhZ5eR7TweqejsEoAHCl2hAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYbkiWCxbtkxNmzaVv7+/OnXqpP3796c7/rfffqtnnnlG/v7+atOmjX788cccqhQAAABAapweLMLDwxUSEqKBAwdq3bp1qly5svr06aOoqKhUx//11181bNgwvfDCC1q/fr2aNWumgQMH6s8//8zhygEAAAAkc3qwCAsL04svvqiOHTvq0Ucf1ZgxY+Tp6ak1a9akOv7ixYvVqFEj9e3bV5UqVdKbb76pqlWraunSpTlcOQAAAIBkTg0W8fHxOnjwoBo0aGBvc3V1VYMGDbR3795Up9m3b5/q16/v0NawYUPt27cvO0sFAAAAkA43Zy788uXLslqt8vHxcWj38fHR0aNHU53m0qVLKl68eIrxL126lKFl2mw2SbdCjclkuoeqkVEmk0luZrPyeXg4u5RsZypXXlarVSpRTXLN5+xysl+RRySrVfLylfQAfI+8iktW663PGMjj+G2+j/HbjGyQ/P4m70Onx6nBwhmSkpIkSYcOHXJyJQ+ITi84u4IccVnSmX37pPJ9pfLOriaH7NsnqZLkVsnZlWS/eP3/9QXuE/w237/4bUY2Sd6HTo9Tg0XRokVlMplSXKgdFRWV4qxEsuLFi6c4O5He+Hdyc3OTv7+/XF1d5eLicm+FAwAAAA8Am82mpKQkubndPTY4NVh4eHioWrVqioiIUPPmzSXdSkMRERHq3r17qtMEBARo586deuWVV+xtO3bsUEBAQIaW6erqKo8H4PQvAAAAkJOcfleoXr16adWqVVq3bp2OHDmi0aNHKzY2Vh06dJAkDR8+XFOmTLGP37NnT23btk0LFizQkSNHFBoaqgMHDqQZRAAAAABkP6dfY9GqVStFR0drxowZunjxoqpUqaJ58+bZuzadO3dOrq7/l39q1KihyZMna9q0afr4449VoUIFffrppzKbzc5aBQAAAOCB52LLyCXeAAAAAJAOp3eFAgAAAJD3ESwAAAAAGEawAAAAAGAYwQIAAACAYQQLII9atmyZmjZtKn9/f3Xq1En79+93dkkA8EDbvXu3XnvtNTVs2FAWi0Xff/+9s0sCchTBAsiDwsPDFRISooEDB2rdunWqXLmy+vTpk+Ip9gCAnBMTEyOLxaL333/f2aUATsHtZoE8qFOnTvL399eoUaMk3XpifePGjdWjRw+9+uqrTq4OAGCxWPTpp5+qefPmzi4FyDGcsQDymPj4eB08eFANGjSwt7m6uqpBgwbau3evEysDAAAPMoIFkMdcvnxZVqtVPj4+Du0+Pj66dOmSk6oCAAAPOoIFAAAAAMMIFkAeU7RoUZlMphQXakdFRal48eJOqgoAADzoCBZAHuPh4aFq1aopIiLC3paUlKSIiAgFBgY6sTIAAPAgc3N2AQAyr1evXhoxYoT8/PxUvXp1LVq0SLGxserQoYOzSwOAB9aNGzd08uRJ++vTp0/r8OHDKly4sB5++GEnVgbkDG43C+RRS5cu1fz583Xx4kVVqVJF7777rh5//HFnlwUAD6xdu3apZ8+eKdrbt2+vCRMmOKEiIGcRLAAAAAAYxjUWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgCALGexWPT99987uwwAQA4iWAAAMu3ixYv64IMP1KxZM/n5+alx48Z67bXXFBERkeXL2rVrlywWi65evZrl8wYAZB03ZxcAAMhbTp8+ra5du6pQoUIaPny4zGazEhMT9fPPP2vMmDHauHGjs0tMlc1mk9VqlZsb/+sDgOzAGQsAQKaMGTNGLi4uWr16tVq2bKmKFSvqscceU69evbRq1aoU46d2xuHw4cOyWCw6ffq0JOnMmTN67bXXVLt2bQUEBKh169b68ccfdfr0afXs2VOSVLt2bVksFgUFBUmSkpKSNHv2bDVt2lTVq1dX27ZtHUJN8nJ//PFHdejQQf7+/tqzZ092vjUA8EDjsA0AIMOuXLmibdu2aejQofLy8koxvFChQvc037FjxyohIUFLly6Vl5eX/v77b3l5ealUqVIKDQ3V4MGDtXHjRnl7e8vT01OSNHv2bG3YsEFjxoxRhQoVtHv3br3zzjsqVqyY6tSpY5/3lClTNGLECJUtW/ae6wMA3B3BAgCQYSdPnpTNZtMjjzySpfM9e/asWrZsKYvFIkkqW7asfVjhwoUlST4+PvZgEB8fr9mzZyssLEyBgYH2afbs2aOVK1c6BIshQ4boiSeeyNJ6AQApESwAABlms9myZb49e/bU6NGj9fPPP6tBgwZq0aKFKleunOb4J06cUGxsrHr37u3QnpCQoCpVqji0+fv7Z0vNAABHBAsAQIaVL19eLi4uOnr0aIancXW9dTnf7aEkISHBYZxOnTqpYcOG2rp1q7Zv3645c+ZoxIgR6tGjR6rzjImJkXSrO5Svr6/DMA8PD4fX+fPnz3CtAIB7x8XbAIAMK1KkiBo2bKhly5bZd+5vl9otYYsVKybp1i1qk/3+++8pxitVqpS6du2qTz75xOFCcHd3d0mS1Wq1j1upUiV5eHjo7NmzKl++vMNfqVKljK0kAOCeECwAAJny/vvvKykpSZ06ddKmTZt0/PhxHTlyRIsXL1bnzp1TjF+uXDn7RdjHjx/X1q1btWDBAodxxo8fr23btunUqVM6ePCgdu3apUqVKkmSSpcuLRcXF23dulXR0dG6ceOGvL291bt3b4WEhGjdunU6efKkDh48qCVLlmjdunU58j4AABzRFQoAkClly5bV2rVrNWvWLE2cOFEXLlxQsWLFVK1aNY0ePTrF+O7u7poyZYpGjx6ttm3byt/fX2+++abeeOMN+zhJSUkaO3as/vnnH3l7e6tRo0YKDg6WJPn6+mrw4MGaMmWKgoOD1a5dO02YMEFvvvmmihUrptmzZ+v06dMqWLCgqlatqtdeey2n3goAwG1cbNl1JR4AAACABwZdoQAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIb9P+aojsOHMw4dAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== Churn per cluster K=5 ===\n", + " n_clients churn_hard churn_soft churn_warning\n", + "cluster_k5 \n", + "0 67 0.612 0.925 0.955\n", + "1 37 0.108 0.297 0.108\n", + "2 62 0.000 0.032 0.048\n", + "3 137 0.964 0.978 0.117\n", + "4 124 0.927 0.984 0.403\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "===== K=2 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k2 \n", + "0 325 91586.099 0.786 4.452 1872.0 48.347 0.637 0.073 1.00 0.0 0.054 -0.041\n", + "1 102 47913.297 0.154 2.652 24.0 35.523 0.381 0.347 0.17 2.0 0.024 -0.025\n", + "\n", + "===== K=5 =====\n", + " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", + "cluster_k5 \n", + "3 137 62616.679 0.777 5.471 1448.0 40.857 0.688 0.245 1.000 0.0 0.009 0.005\n", + "4 124 161746.356 0.926 5.155 4935.5 57.100 0.620 0.037 1.000 0.0 0.158 -0.140\n", + "0 67 58391.143 0.557 1.488 819.0 52.905 0.567 -0.487 1.000 0.0 0.002 -0.024\n", + "2 62 31466.909 0.372 4.383 90.5 32.149 0.434 0.287 0.077 1.0 0.042 -0.034\n", + "1 37 71234.484 0.043 1.389 4.0 42.429 0.250 0.557 0.303 19.0 -0.000 -0.012\n" + ] + } + ], + "source": [ + "# 1. 2D behavioral segmentation: relative intensity vs activity frequency\n", + "thr_int = dfc_top400[\"gross_flow_to_aum\"].median()\n", + "thr_freq = dfc_top400[\"flow_freq\"].median()\n", + "\n", + "def quadrant(row):\n", + " low_int = row[\"gross_flow_to_aum\"] < thr_int\n", + " low_frq = row[\"flow_freq\"] < thr_freq\n", + " if low_int and low_frq: return \"Dormant (low int, low freq)\"\n", + " if low_int and not low_frq: return \"Small rebalancers (low int, high freq)\"\n", + " if not low_int and low_frq: return \"Occasional large movers (high int, low freq)\"\n", + " return \"Highly active (high int, high freq)\"\n", + "\n", + "dfc_top400[\"seg_2D\"] = dfc_top400.apply(quadrant, axis=1)\n", + "print(dfc_top400[\"seg_2D\"].value_counts())\n", + "print(f\"thr_int: {thr_int:.4f} | thr_freq: {thr_freq:.4f}\")\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_top400.groupby(\"seg_2D\"):\n", + " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=name)\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"2D Behavioral Segmentation — Top 400 Accounts\")\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 2. K=5 clusters in the 2D intensity-frequency space\n", + "labels_map = {\n", + " 0: \"Cluster 0: Large & highly active movers\",\n", + " 1: \"Cluster 1: Occasional large movers\",\n", + " 3: \"Cluster 3: Dormant profiles\",\n", + " 4: \"Cluster 4: Loyal clients\"\n", + "}\n", + "\n", + "plt.figure(figsize=(9, 5))\n", + "for name, g in dfc_top400[~dfc_top400[\"cluster_k5\"].isin([2])].groupby(\"cluster_k5\"):\n", + " plt.scatter(\n", + " g[\"flow_freq\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "plt.yscale(\"log\")\n", + "plt.axvline(thr_freq, linestyle=\"--\", color=\"gray\")\n", + "plt.axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "plt.xlabel(\"Activity frequency (share of active months)\")\n", + "plt.ylabel(\"Gross flow / mean AUM [log scale]\")\n", + "plt.title(\"K=5 Clusters — Intensity / Frequency Space (excluding extreme outlier C2)\")\n", + "plt.ylim(0.1, 1000)\n", + "plt.legend(markerscale=2)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 3. Dual view: trading intensity and churn/loyalty dimensions\n", + "if \"log_n_tx_total\" not in dfc_top400.columns:\n", + " dfc_top400[\"log_n_tx_total\"] = np.log1p(dfc_top400[\"n_tx_total\"].clip(lower=0))\n", + "\n", + "thr_log_tx = dfc_top400[\"log_n_tx_total\"].median()\n", + "thr_churn = dfc_top400[\"aum_drawdown_last\"].median()\n", + "thr_hold = dfc_top400[\"avg_holding_months_per_isin\"].median()\n", + "\n", + "color_map = {1: \"#ff7f0e\", 4: \"red\"}\n", + "\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", + "\n", + "# Graphique 1 : log_n_tx_total vs gross_flow_to_aum\n", + "for name, g in dfc_top400[~dfc_top400[\"cluster_k5\"].isin([2, 4])].groupby(\"cluster_k5\"):\n", + " axes[0].scatter(\n", + " g[\"log_n_tx_total\"], g[\"gross_flow_to_aum\"],\n", + " s=10, label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[0].set_yscale(\"log\")\n", + "axes[0].axvline(thr_log_tx, linestyle=\"--\", color=\"gray\")\n", + "axes[0].axhline(thr_int, linestyle=\"--\", color=\"gray\")\n", + "axes[0].set_xlabel(\"Activity frequency (log n_tx_total)\")\n", + "axes[0].set_ylabel(\"Gross flow / mean AUM\")\n", + "axes[0].set_title(\"Trading intensity vs. frequency (log transactions)\")\n", + "axes[0].set_ylim(0.1, 1000)\n", + "axes[0].legend(markerscale=2)\n", + "\n", + "# Graphique 2 : avg_holding_months_per_isin vs aum_drawdown_last\n", + "for name, g in dfc_top400[~dfc_top400[\"cluster_k5\"].isin([0, 2, 3])].groupby(\"cluster_k5\"):\n", + " axes[1].scatter(\n", + " g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"],\n", + " s=10,\n", + " color=color_map.get(int(name), \"gray\"),\n", + " label=labels_map.get(int(name), f\"Cluster {int(name)}\")\n", + " )\n", + "axes[1].set_yscale(\"log\")\n", + "axes[1].axvline(thr_hold, linestyle=\"--\", color=\"gray\")\n", + "axes[1].axhline(thr_churn, linestyle=\"--\", color=\"gray\")\n", + "axes[1].set_xlabel(\"avg_holding_months_per_isin\")\n", + "axes[1].set_ylabel(\"aum_drawdown_last\")\n", + "axes[1].set_title(\"Churn risk vs. loyalty (clusters 1 and 4)\")\n", + "axes[1].set_ylim(0.001, 1.3)\n", + "axes[1].legend(markerscale=2)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 4. Cluster signature heatmap — K=5\n", + "prof_louis_k5 = plot_heatmap(\n", + " dfc_top400, profile_vars_top400, \"cluster_k5\",\n", + " title=\"Cluster signatures — 400 top accounts K=5 (robust z-score)\",\n", + " figsize=(16, 4)\n", + ")\n", + "print(\"\\n=== Medians K=5 (Top400) ===\")\n", + "print(prof_louis_k5.round(3).to_string())\n", + "\n", + "# 5. Churn analysis\n", + "dfc_top400[\"churn_hard\"] = (dfc_top400[\"aum_final_to_peak\"] < 0.10).astype(int)\n", + "dfc_top400[\"churn_soft\"] = (\n", + " (dfc_top400[\"aum_final_to_peak\"] < 0.40) &\n", + " (dfc_top400[\"aum_drawdown_last\"] > 0.40)\n", + ").astype(int)\n", + "dfc_top400[\"churn_warning\"] = (\n", + " (dfc_top400[\"flow_direction_balance\"] < 0) &\n", + " (dfc_top400[\"aum_drawdown_last\"] > 0.20)\n", + ").astype(int)\n", + "\n", + "print(\"\\n=== Overall churn rates ===\")\n", + "print(dfc_top400[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean().round(3))\n", + "\n", + "for k in [2, 5]:\n", + " churn_profile = (\n", + " dfc_top400.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " churn_hard = (\"churn_hard\", \"mean\"),\n", + " churn_soft = (\"churn_soft\", \"mean\"),\n", + " churn_warning = (\"churn_warning\", \"mean\"),\n", + " )\n", + " )\n", + " print(f\"\\n=== Churn per cluster K={k} ===\")\n", + " print(churn_profile.round(3).to_string())\n", + "\n", + " churn_profile[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].plot(\n", + " kind=\"bar\", figsize=(8, 4),\n", + " color=[\"#d62728\", \"#ff7f0e\", \"#ffbb78\"]\n", + " )\n", + " plt.title(f\"Churn rates by cluster — Top 400 accounts (K={k})\")\n", + " plt.ylabel(\"Rate\")\n", + " plt.xlabel(\"Cluster\")\n", + " plt.xticks(rotation=0)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# 6. Inter-cluster distance matrix\n", + "def plot_distance_matrix(X_scaled, labels, max_points=400,\n", + " title=\"Distance matrix\"):\n", + " n = X_scaled.shape[0]\n", + " idx = np.arange(n)\n", + " if n > max_points:\n", + " rng = np.random.default_rng(42)\n", + " idx = rng.choice(idx, size=max_points, replace=False)\n", + " X_sub = X_scaled[idx]\n", + " labels_sub = np.asarray(labels)[idx]\n", + " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", + " X_sub = X_sub[order]\n", + " labels_sub = labels_sub[order]\n", + " D = pairwise_distances(X_sub)\n", + " plt.figure(figsize=(8, 7))\n", + " sns.heatmap(D, cmap=\"viridis\")\n", + " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", + " for b in np.cumsum(counts)[:-1]:\n", + " plt.axhline(b, color=\"red\", linewidth=2)\n", + " plt.axvline(b, color=\"red\", linewidth=2)\n", + " plt.title(title)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_distance_matrix(\n", + " X_top400_scaled,\n", + " dfc_top400[\"cluster_k5\"].values,\n", + " title=\"Inter-cluster Distance Matrix — Top 400 Accounts (K=5)\"\n", + ")\n", + "\n", + "# 7. Full cluster profile table\n", + "for k in [2, 5]:\n", + " print(f\"\\n===== K={k} =====\")\n", + " prof = (\n", + " dfc_top400.groupby(f\"cluster_k{k}\")\n", + " .agg(\n", + " n_clients = (ID_COL, \"count\"),\n", + " aum_qty_mean_med = (\"aum_qty_mean\", \"median\"),\n", + " freq_med = (\"flow_freq\", \"median\"),\n", + " gross_flow_to_aum_med = (\"gross_flow_to_aum\", \"median\"),\n", + " n_tx_med = (\"n_tx_total\", \"median\"),\n", + " holding_med = (\"avg_holding_months_per_isin\",\"median\"),\n", + " exit_rate_med = (\"exit_rate_per_isin\", \"median\"),\n", + " flow_dir_med = (\"flow_direction_balance\", \"median\"),\n", + " drawdown_med = (\"aum_drawdown_last\", \"median\"),\n", + " months_inactive_med = (\"months_since_last_tx\", \"median\"),\n", + " corr_fund_lag3_med = (\"corr_flow_fund_lag3\", \"median\"),\n", + " corr_rate_lag3_med = (\"corr_flow_rate_lag3\", \"median\"),\n", + " )\n", + " .sort_values(\"n_clients\", ascending=False)\n", + " )\n", + " print(prof.round(3).to_string())" + ] + }, + { + "cell_type": "markdown", + "id": "c97f67e5", + "metadata": {}, + "source": [ + "---\n", + "## 7. Cross-Analysis: Global vs Top 400 Accounts\n", + "\n", + "The Adjusted Rand Index (ARI) measures whether the two segmentations agree on the accounts they share. An ARI close to 0 means the two clusterings are independent — which is expected and desirable, as they are built on different feature sets and objectives.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b2716808", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accounts present in both analyses: 293\n", + "\n", + "Croisement K=4 x K=5 (n=293) :\n", + " Top 400 Accounts C0 Top 400 Accounts C1 Top 400 Accounts C2 Top 400 Accounts C3 Top 400 Accounts C4\n", + "Global C0 20.0 39.0 30.0 9.0 2.0\n", + "Global C1 0.0 100.0 0.0 0.0 0.0\n", + "Global C2 20.0 0.0 15.0 41.0 23.0\n", + "Global C3 4.0 59.0 30.0 7.0 0.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Adjusted Rand Index Global x Top 400 Accounts : 0.1341\n", + "(0 = independent segmentations, 1 = identical)\n" + ] + } + ], + "source": [ + "# Comptes communs\n", + "common_ids = set(dfc[ID_COL]).intersection(set(dfc_top400[ID_COL]))\n", + "print(f\"Accounts present in both analyses: {len(common_ids)}\")\n", + "\n", + "# Croisement des clusterings sur les shared accounts\n", + "dfc_compare = (\n", + " dfc[dfc[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k4\"]]\n", + " .rename(columns={\"cluster_k4\": \"cluster_global\"})\n", + " .merge(\n", + " dfc_top400[dfc_top400[ID_COL].isin(common_ids)][[ID_COL, \"cluster_k5\"]]\n", + " .rename(columns={\"cluster_k5\": \"cluster_400_accounts\"}),\n", + " on=ID_COL\n", + " )\n", + ")\n", + "\n", + "print(f\"\\nCroisement K=4 x K=5 (n={len(dfc_compare)}) :\")\n", + "ct = pd.crosstab(\n", + " dfc_compare[\"cluster_global\"],\n", + " dfc_compare[\"cluster_400_accounts\"],\n", + " normalize=\"index\"\n", + ").round(2) * 100\n", + "ct.index = [f\"Global C{i}\" for i in ct.index]\n", + "ct.columns = [f\"Top 400 Accounts C{i}\" for i in ct.columns]\n", + "print(ct.to_string())\n", + "\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(ct, cmap=\"Blues\", annot=True, fmt=\".1f\",\n", + " cbar_kws={\"label\": \"%\"})\n", + "plt.title(\"Global clustering (K=4) x 400 top accounts (K=5)\")\n", + "plt.tight_layout(); plt.show()\n", + "\n", + "ari = adjusted_rand_score(\n", + " dfc_compare[\"cluster_global\"].values,\n", + " dfc_compare[\"cluster_400_accounts\"].values\n", + ")\n", + "print(f\"\\nAdjusted Rand Index Global x Top 400 Accounts : {ari:.4f}\")\n", + "print(\"(0 = independent segmentations, 1 = identical)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5a3ec2e8-d19f-43d5-80c7-5deb19c33197", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e42c50aa-0343-47b9-b562-78137d63d5e9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fc913550-7c1d-44ee-aa36-e7b027b98e2e", + "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 +} diff --git a/clustering_global.ipynb b/clustering_global.ipynb index b3ee7e5..07649d6 100644 --- a/clustering_global.ipynb +++ b/clustering_global.ipynb @@ -2033,9 +2033,1012 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 208, "id": "b78c0c1c-86ff-4b65-b592-57caf37c15a5", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Fonds disponibles (top 20 par AUM) ===\n", + "Product - Fund\n", + "Carmignac Patrimoine 1.838372e+12\n", + "Carmignac Sécurité 1.053010e+12\n", + "Carmignac Investissement 5.300035e+11\n", + "Carmignac Portfolio Sécurité 2.562135e+11\n", + "Carmignac Portfolio Flexible Bond 2.223185e+11\n", + "Carmignac Portfolio Patrimoine 2.035761e+11\n", + "Carmignac Emergents 1.218833e+11\n", + "Carmignac Portfolio Global Bond 1.119945e+11\n", + "Carmignac Portfolio Credit 8.413277e+10\n", + "Carmignac Court Terme 8.224046e+10\n", + "Carmignac Portfolio Emerging Patrimoine 7.216283e+10\n", + "Carmignac Portfolio Grande Europe 6.404670e+10\n", + "Carmignac Portfolio Long-Short European Equities 6.162365e+10\n", + "Carmignac Portfolio Climate Transition 5.125412e+10\n", + "Carmignac Absolute Return Europe 4.100414e+10\n", + "Carmignac Credit 2027 3.937522e+10\n", + "Carmignac Portfolio Patrimoine Europe 3.880186e+10\n", + "Carmignac Portfolio Investissement 3.643094e+10\n", + "Carmignac Investissement Latitude 3.474053e+10\n", + "Carmignac Portfolio Emergents 2.942745e+10\n", + "\n", + "Fonds retenus (15) :\n", + " Carmignac Patrimoine : 6185 clients, AUM=1838371784989\n", + " Carmignac Sécurité : 2827 clients, AUM=1053009711661\n", + " Carmignac Investissement : 4984 clients, AUM=530003536916\n", + " Carmignac Portfolio Sécurité : 1266 clients, AUM=256213510896\n", + " Carmignac Portfolio Flexible Bond : 1433 clients, AUM=222318524868\n", + " Carmignac Portfolio Patrimoine : 1236 clients, AUM=203576125394\n", + " Carmignac Emergents : 4233 clients, AUM=121883253216\n", + " Carmignac Portfolio Global Bond : 2116 clients, AUM=111994458004\n", + " Carmignac Portfolio Credit : 1137 clients, AUM=84132771053\n", + " Carmignac Court Terme : 1333 clients, AUM=82240456223\n", + " Carmignac Portfolio Emerging Patrimoine : 1675 clients, AUM=72162829525\n", + " Carmignac Portfolio Grande Europe : 2952 clients, AUM=64046699189\n", + " Carmignac Portfolio Long-Short European Equities : 691 clients, AUM=61623651990\n", + " Carmignac Portfolio Climate Transition : 3099 clients, AUM=51254115016\n", + " Carmignac Absolute Return Europe : 1990 clients, AUM=41004139345\n", + "\n", + "df_month_fund shape: (3873987, 19)\n", + "df_client_fund shape: (20740, 23)\n", + "\n", + "Comptes par fund :\n", + "Product - Fund\n", + "Carmignac Patrimoine 3155\n", + "Carmignac Investissement 2194\n", + "Carmignac Emergents 1781\n", + "Carmignac Portfolio Global Bond 1718\n", + "Carmignac Sécurité 1624\n", + "Carmignac Portfolio Grande Europe 1388\n", + "Carmignac Portfolio Climate Transition 1280\n", + "Carmignac Portfolio Sécurité 1163\n", + "Carmignac Portfolio Patrimoine 1145\n", + "Carmignac Portfolio Emerging Patrimoine 1137\n", + "Carmignac Portfolio Flexible Bond 1089\n", + "Carmignac Portfolio Credit 1018\n", + "Carmignac Absolute Return Europe 914\n", + "Carmignac Portfolio Long-Short European Equities 607\n", + "Carmignac Court Terme 527\n", + "Name: Registrar Account - ID, dtype: int64\n", + "\n", + "============================================================\n", + "FUND : Carmignac Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5061 0.8297 656\n", + " 3 0.4952 0.8445 571\n", + " 4 0.3581 1.2279 337\n", + " 5 0.3858 1.1136 276\n", + " 6 0.3209 1.1835 271\n", + "→ K retenu : 2 (silhouette=0.5061)\n", + " n_comptes pct\n", + "cluster_carmignac_patrimoine \n", + "0 2499 79.2\n", + "1 656 20.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_patrimoine \n", + "0 0.038 2.322 0.65 -0.879 4.746 83.0 0.000 1.000 0.0\n", + "1 0.085 0.127 1.00 -1.000 4.749 12.0 0.907 0.093 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5716 0.8488 309\n", + " 3 0.5540 0.8263 192\n", + " 4 0.4157 0.9818 96\n", + " 5 0.3493 1.1866 84\n", + " 6 0.2712 1.1710 81\n", + "→ K retenu : 2 (silhouette=0.5716)\n", + " n_comptes pct\n", + "cluster_carmignac_sécurité \n", + "0 309 19.0\n", + "1 1315 81.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_sécurité \n", + "0 0.111 1.312 1.000 0.067 5.183 12.0 0.916 0.084 0.0\n", + "1 0.071 4.444 0.525 -0.128 4.721 81.0 0.000 1.000 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Investissement\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4310 1.0214 381\n", + " 3 0.4221 0.9168 363\n", + " 4 0.2891 1.2951 314\n", + " 5 0.3039 1.2235 216\n", + " 6 0.2898 1.2247 209\n", + "→ K retenu : 2 (silhouette=0.4310)\n", + " n_comptes pct\n", + "cluster_carmignac_investissement \n", + "0 381 17.4\n", + "1 1813 82.6\n" + ] + }, + { + "data": { + "image/png": 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RTn6eMZRMV1cXAHD8+HFIJJI8jy23cvtazvxcJycnIyYmBrVr1wYA3L17N8v2Oc1HZWZmBhsbG+n9jDrq16+PsmXLZimPiIjIMaazZ88CQK5eV1/HZWdnh48fP0qfD0D2XOPj4xETEwN7e3tEREQgPj4ewJeeXJ8+fYKrq6vMiAIAPzS3VUYPvwx16tSRGfJcv359lChRAkFBQdKy2NhYXLhwQdq7DVDe61JXVxdJSUlZhod+vc2jR48QHh6e7eOKvH917dpV5nm3srKCIAjS4bDAl7kla9WqJfOaCg4Oho6ODho2bCjzPNWsWRNaWlpZhoKamZnBzs5Oet/AwACVK1f+5uv0ez5+/Ag9Pb0cH3///j0AoHLlyjluU7JkSQQEBMh1q1atWo71PHnyBDNnzoSNjQ06deqU7TZ6enpZhpITEREVRrkaUmpvbw/gy4emMmXKfHMIBhER5V7GYjSfPn3K92PZ29ujVatW8PHxwfr162Fvb48WLVqgffv2Webc+dqLFy8gCAKWLl2KpUuXZrtNdHQ0jI2NpffLly8vV1wDBw7EhQsX0K1bN5iYmKBhw4b4888/pUPNsvP69WsAQMWKFWXK9fX1c/yimTn5AvwvMRAXFycte/ToEZYsWYKLFy/KJEwASBMjecnY2DjLc//8+XM8efJEOp/e16KjowF8mYh8586dmDJlChYuXIgGDRrgjz/+QOvWrb/5//rjx4+5Trhm0NPTy/G1kvm1nPHcfsvHjx/h4+ODoKAg6TllyO65zun1VKZMGZn7GYnl0qVLZxtf5vb+2uvXryEWi7Mcy8TEJMd9cnpdxcbGSo957do1LF++HDdu3Mgyv1t8fDx0dHTw4sULAMh22J2iihQpkmXqDz09PZm5xNTV1dGyZUv8999/SElJgaamJo4cOYLU1FSZhFt+vy5z0rNnTxw6dAgDBw6EsbExGjZsiDZt2uC3336TbjNixAgMHToUrVq1grm5ORo1aoSOHTtKE0GKvH993a4Zr6vsXm+Zn8/nz58jPj7+u89Thq/rA7K2kSKEr+aVy2zgwIE4ffo0PD09oaOjg9atW2fZpkiRIt+dA+57oqKipEOjly5dmuMPMIIgcMEEIiJSCQotxVWuXDnExcXh1q1biI6OzvJPPPO8FUREJD9tbW2UKlUKjx49UriOnL6oZJ7oP2O7ZcuW4caNGzh58iTOnj2LSZMmISAgANu3b/9mz6SMniouLi5o3Lhxttt8nfz6updOTkxNTREcHIxTp07h7NmzOHLkCLZs2YJhw4ZhxIgRctUhj5y+7Gf8T4uLi4OzszO0tbUxYsQIVKxYEUWKFMHdu3exYMECuXrr5NQWOe2buedT5m3Nzc2zncge+F8iqWjRoti8eTMuXbokfe6CgoKwfft2rFu3Lscvt25ubrh8+fJ3zyU7GzduRL169bJ9LGNuqYcPH8r02MnJqFGjEBoaiv79+6N69erQ0tKCRCLBgAEDsk0W5PR6yuk8v/XlPi9973X14sUL9O3bF1WqVIGHhwfKlCkDDQ0NnD59GuvXr8/X3onyruzbrl07bN++HWfOnEGLFi0QHByMKlWqyPRcyu/XZU4MDQ2xd+9enDt3DmfOnMGZM2ewe/duODo6Shd0qFu3Lo4ePYrjx4/j/Pnz2LVrFzZs2IAZM2agW7duCr1/5dSu30saSiQSGBoayqzGmdnXCdD8WH1ZX1//m4llLS0trF69Gs7OznB3d4e2tjYaNWoks016enqWRWVykl0iPj4+HgMHDkR8fDw2b94sk8z8WlxcHEqUKCHXsYiIiAoyhRJuJ06cgLu7OxITE6GtrS3zhUIkEjHhRkT0A5o2bYrt27cjNDRUZmicvDL31MrcsyijF9jXrK2tYW1tjdGjR+PAgQNwd3dHUFAQunXrlmPCqEKFCgAADQ2NH+71kB0tLS20bdsWbdu2RUpKCtzc3LBy5UoMGjQo20RLRu+TFy9eSGMDgA8fPijcM+Ty5cvSXld169aVln+94iiQc2It4/n/uodW5mGr31OxYkXcv38fDRo0+G6vD7FYjAYNGqBBgwaYOHEiVq5cicWLF+PSpUs5ttOECRO++WX8W741dKxp06bw9/fH/v37v5twi42NRUhICNzc3DB8+HBpeU5DAn+WsmXLQiKR4OXLl6hUqZK0/Pnz5wrXeeLECaSkpGDFihUyvaa+HlqYkfB59OjRN3vU5Ye6deuiZMmSCAoKgq2tLS5evIjBgwdniS+vXpe57c2kqamJZs2aoVmzZpBIJJg+fTq2b9+OoUOHSp8rfX19dOnSBV26dMGnT5/g7OyM5cuXo1u3bvn+/pVZxYoVERISAltb22wT6orI7fNVpUoVHDhwQNp7MjslSpTAunXr0KNHD7i5uWHdunUy/3/evHmD5s2by3W8rxPxycnJGDx4MMLDwxEQEAAzM7Mc942MjERqauo3F4EgIiIqLBQaEzpv3jx06dIFoaGhuHr1Kq5cuSK9KforORERfTFgwABoaWlhypQp0rl1Mnvx4gU2bNiQ4/4ZX9SvXLkiLUtMTMTevXtltouNjc3Su6d69eoAgJSUFABAsWLFAGQddmdoaAh7e3ts374d7969yxKDvD0hsvP13D2ampowNTWFIAg5Dn1s0KAB1NXVsXXrVpnyzZs3KxxHRs+VzM9RSkoKtmzZkmXbYsWKZTvsMbu2SE9Px44dO+SOo02bNoiMjMx2n8+fP0tXfM1uBcGv2zM7tWrVgoODg0K3b80LZWNjg8aNG2Pnzp04duxYlsdTUlKkPZJy6tXzrdf5z5DRy+frNv/3338VrjPjXDO/ruLj4xEYGJjl2MWLF4e/v3+WlXbzulfe18RiMVq3bo2TJ09i//79SEtLkxlOCuTt6zKn95nsfP3+IBaLpSsnZ9T39TbFixdHxYoVpY/n5/vX19q0aYP09HTpqq2ZpaWlKZTszni+5B3Wbm1tDUEQcOfOnW9uZ2xsjHXr1qFYsWIYNGgQHjx4IH1M0Tnc0tPTMWrUKNy4cQNLly797o9IGTEq8mMTERFRQaNQD7fIyEj07t1b+g+fiIjyTsWKFbFgwQKMHj0abdu2RceOHWFubo6UlBSEhoYiODg4y8T6mTVs2BBly5bF5MmT8fTpU6ipqSEwMBAlSpSQ6eW2Z88ebN26FS1atEDFihXx6dMn7NixA9ra2tL5kIoWLQozMzMcOnQIlSpVgr6+PqpWrQpzc3NMmzYNPXv2RPv27eHk5IQKFSrg/fv3uHHjBt6+fYv9+/crdP79+/eHkZERbG1tYWhoiKdPn+Lff/9FkyZNpHNgfc3IyAi9e/fGunXrMHjwYDRu3BgPHjzAmTNnUKJECYXmA7KxsYGenh48PDzQq1cviEQi7Nu3L9tkR82aNREUFARvb29YWlpCS0sLzZo1Q9WqVWFtbY1FixYhNjYWenp6CAoKQlpamtxxdOzYEYcOHcK0adNw6dIl2NraIj09HU+fPkVwcDDWrFkDS0tL+Pr64urVq2jSpAnKlSuH6OhobNmyBaVLl/7m/Hf5af78+XBxccHw4cPRtGlTNGjQAMWKFcPz588RFBSEd+/eYcKECdDW1kbdunWxZs0apKamwtjYGOfPn8+2N+HPVKtWLbRq1QobNmzAx48fUbt2bVy5ckXa806R11XDhg2hoaGBwYMH46+//sKnT5+wc+dOGBoaIioqSrqdtrY2Jk6ciClTpqBr1674888/oauri/v37+Pz58/SZGV+adOmDTZt2oRly5bB3Nw8S4+jvHxdVqxYEbq6uti2bRuKFy8OLS0tWFlZyfRWzTBlyhTExsaifv36MDY2xuvXr/Hvv/+ievXq0hjbtWsHe3t71KxZE/r6+rh9+zYOHz4ss9hFfr1/fc3e3h7du3eHv78/wsLCpO0fHh6O4OBgTJ48Ods5076levXqUFNTw+rVqxEfHw9NTU3Ur18fhoaG2W5fp04d6OvrIyQkJMe55DJUqlQJa9euRa9evdC/f39s3boVFSpUUHgOt7lz5+LEiRNo2rQpPn78iH379sk83rFjR5n7Fy5cQNmyZVGjRo1cH4uIiKigUSjh1qhRI9y+fTvbD0JERPTjmjdvjv3792Pt2rU4fvw4tm7dCk1NTVhYWMDDwwNOTk457quhoQEfHx/MmDEDS5cuRcmSJdGnTx/o6urKzLdkb2+P27dvIygoCO/fv4eOjg6srKywYMECmff3WbNmwcvLC97e3khNTcXw4cNhbm4OMzMzBAYGwsfHB3v27MHHjx9hYGCAGjVqYNiwYQqfe/fu3XHgwAEEBAQgMTERpUuXRq9evTB06NBv7ufu7o6iRYti586dCAkJgbW1NdauXYuePXt+dxGI7JQoUQIrV67EvHnzsGTJEujq6qJDhw5o0KAB+vfvL7Ntz549ERYWht27d2P9+vUoV64cmjVrBgBYsGABPD09sWrVKujq6qJr166oV68e+vXrJ1ccYrEYvr6+WL9+Pfbt24ejR4+iWLFiKF++PHr16iVdWbBZs2Z49eoVAgMD8eHDB5QoUQL29vZwc3PLcRhZfjMwMMC2bduwZcsWBAUFYfHixUhNTZU+P71795Zuu3DhQnh5eWHLli0QBAENGzbE6tWrc5xj62eZN28ejIyMcPDgQRw9ehQODg5YvHgxWrdurdDrqkqVKli2bBmWLFkirbtHjx4wMDDApEmTZLbt1q0bDA0NsWrVKvj5+UFdXR1VqlRB37598+jscmZra4syZcrgzZs3WXq3AXn7utTQ0MDcuXOxaNEiTJ8+HWlpafD29s72c2aHDh2wY8cObNmyBXFxcShZsiTatGkDNzc3aa/UXr164cSJEzh//jxSUlJQtmxZjBo1Sua6za/3r+zMnDkTtWrVwrZt27B48WKoqamhXLly6NChA2xtbXNdX8mSJTFjxgz4+/tj8uTJSE9Px8aNG3NMuGlqaqJ9+/YIDg7GmDFjvlt/9erVsXLlSvTv3x99+/bFli1bvjnn2rfcv38fAHDy5EmcPHkyy+OZE24SiQSHDx/OsiIsERFRYSUSFBiXsHPnTvj5+aFz584wNzeHurps3k7eOR6IiIjyU1xcHOrWrYtRo0ZhyJAhyg6HVERYWBgcHR3xzz//oEOHDsoOh+i7IiIi0KZNG6xevfq7vdyU5dixYxg7diyOHj2KUqVKKTscIiKiH6ZQD7epU6cCAHx9fbM8JhKJEBYW9mNRERER5dLnz5+zTEqeMQeYvb29MkIiFZDT60osFssspkFUkFWoUAFdunTBqlWrCmzCbfXq1fj777+ZbCMiIpWhUA83IiKigmb37t3Ys2cPfvvtN2hpaeH69ev477//0KhRI6xdu1bZ4VEh5ePjgzt37qB+/fpQU1PDmTNncObMGXTv3h0zZ85UdnhEREREVEAp1MMts+TkZBQpUiQvYiEiIlKYhYUF1NTUsGbNGnz69AmGhobo3bs3Ro0apezQqBCzsbHB+fPn4efnh8TERJQpUwZubm4YPHiwskMjIiIiogJMoR5u6enpWLlyJbZt24bo6GgcPnwYFSpUwJIlS1CuXDl069YtP2IlIiIiIiIiIiIq8MSK7LRixQrs2bMH48aNg4aGhrTc3Nwcu3btyrPgiIiIiIiIiIiIChuFEm779u2Dl5cXOnToIF2CHfgynOfp06d5FhwREREREREREVFho1DCLTIyEhUrVsxSLggC0tLSfjgoIiIiIiIiIiKiwkqhRRPMzMxw9epVlCtXTqY8ODgY1atXz5PAfsRgUSVlh0BERERUKKyzbqbsECgfuNw4oewQKB/welVNvF5V00ohXNkhFAjy5mdU8flSKOE2dOhQeHh4IDIyEoIg4MiRI3j27Bn27t0Lf3//vI6RiIiIiIiIiIgKGTWRsiNQHoWGlLZo0QIrV65ESEgIihUrhmXLluHJkydYuXIlGjZsmNcxEhERERERERFRIaMmEsl1U0UK9XADADs7OwQEBORlLEREREREREREpCI0xaqZTJOHwgm3DJ8+fYIgCDJl2traP1otEREREREREREVYr/ykFKFEm4RERHw8vLC5cuXkZycLC0XBAEikQhhYWF5FiARERERERERERU+qjpcVB4KJdzGjRsHAJgzZw4MDQ0h+oWfQCIiIiIiIiIiyopDSnPpwYMHCAwMRJUqVfI6HiIiIiIiIiIiUgEKrdQph82bN2Pt2rWIiopCtWrVMHXqVFhZWeW4fVxcHBYvXoyjR4/i48ePKFeuHCZNmoQmTZrkU4QKJtxq1aqFt2/fMuFGRERERERERETZyo8hpUFBQfD29saMGTNQu3ZtbNiwAf3790dwcDAMDQ2zbJ+SkoJ+/frB0NAQS5cuhbGxMV6/fg1dXd08jy0zhRJus2fPxrRp0xAZGYmqVatCXV22mmrVquVJcEREREREREREVDjlx6IJAQEBcHJyQpcuXQAAM2bMwKlTpxAYGAhXV9cs2wcGBiI2Nhbbtm2DhoYGAKB8+fJ5H9hXFEq4xcTE4MWLF5g4caK0TCQScdEEIiIiIiIiIiICIP8cbikpKUhJSZHdV1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhotnWfOHEC1tbWmDlzJo4fPw4DAwP8+eefGDhwINTU1HJ5RvJTKOE2adIk1KhRA4sWLeKiCURERERERERElIW8Q0r9/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOn2dYdERGBixcvon379li1ahVevHiBGTNmIC0tDcOHD8/F2eSOQgm3169fY8WKFTAxMcnreIiIiIiIiIiISAXIO6TUddAg9OvXT6bs695tihIEAYaGhvDy8oKamhpq1aqFyMhIrF27tuAl3OrXr4/79+8z4UZERERERERERNmSd0hpdsNHs1OiRAmoqakhOjpapjw6OhpGRkbZ7lOyZEmoq6vLDB+tUqUKoqKikJKSkmeJva8plHBr2rQpvL298fDhQ5ibm2dZNKF58+Z5EhwRERERERERERVOeb1ogqamJmrWrImQkBC0aNECACCRSBASEgJnZ+ds97G1tcV///0HiUQCsVgMAAgPD0fJkiXzLdkGKJhwmzZtGgDA19c3y2NcNIGIiIiIiIiIiOSdwy03+vXrhwkTJqBWrVqwsrLChg0bkJSUhM6dOwMAxo8fD2NjY4wdOxYA0KNHD/z777+YPXs2nJ2d8fz5c/j7+6NXr155HltmCiXc7t+/n9dxEBERERERERGRCpF3SGlutG3bFjExMVi2bBmioqJQvXp1rFmzRjqk9M2bN9KebABQpkwZrF27Ft7e3ujQoQOMjY3Ru3dvDBw4MM9jy0yhhFtmycnJKFKkSF7EQkREREREREREKiKvh5RmcHZ2znEI6aZNm7KU2djYYMeOHfkTTA7E398kq/T0dPj6+qJx48awsbFBREQEAGDJkiXYuXNnngZIRERERERERESFj5pIJNdNFSmUcFuxYgX27NmDcePGQUNDQ1pubm6OXbt25VlwRERERERERERUOGmKRXLdVJFCQ0r37dsHLy8vNGjQQLqAAgBYWFjg6dOnuaorKioKN2/exPv37wEARkZGqF27NkqWLKlIaEREREREREREVACIVbT3mjwUSrhFRkaiYsWKWcoFQUBaWppcdSQmJsLT0xNBQUEQiUTQ09MDAMTGxkIQBLRr1w4zZ85EsWLFFAmRiIiIiIiIiIiUSJRfk7gVAgoNKTUzM8PVq1ezlAcHB6N69epy1TF79mzcvn0b/v7+uHXrFi5cuIALFy7g1q1bWLVqFW7duoXZs2crEh4RERERERERESmZWE0k100VKdTDbejQofDw8EBkZCQEQcCRI0fw7Nkz7N27F/7+/nLVceTIEfj7+8PW1lamXE1NDY0aNcKcOXMwePBgzJo1S5EQiYiIiIiIiIhIicSaasoOQWkU6uHWokULrFy5EiEhIShWrBiWLVuGJ0+eYOXKlWjYsKFcdUgkEpkFF76moaEBiUSiSHhERERERERERKRk7OGmADs7OwQEBCh84N9//x2enp6YPXs2atSoIfPYvXv3MH36dDRt2lTh+omIiIiIiIiISHlEYoX6eakEhRJub968gUgkQunSpQEAt27dwoEDB2BmZobu3bvLVYenpyfGjh2Lzp07Q09PDwYGBgCAmJgYxMXFoVGjRvD09FQkPCIiIiIiIiIiUjI1TSbccmXs2LFwcnKCo6MjoqKi0LdvX5ibm+PAgQOIiorC8OHDv1uHnp4e1qxZgydPnuDGjRt4//49AMDIyAjW1tYwNTVVJDQiIiIiIiIiIioARGpMuOXKo0ePYGVlBQA4dOgQzM3NsW3bNpw7dw7Tpk2TK+GWwdTUlMk1IiIiIiIiIiIVo6rzs8lDoYRbWloaNDU1AQAXLlxAs2bNAABVqlRBVFRU3kVHRERERERERESFkpoGVynNFTMzM2zbtg1Xr17FhQsX8NtvvwEA3r17B319/byMj4iIiIiIiIiICiGRmkiumypSKOHm7u6O7du3o1evXmjXrh2qVasGADhx4oR0qCkREREREREREf26fuWEm0JDSuvVq4eLFy8iISEBenp60nInJycUK1ZM7nrS09Nx/fp1WFhYQFdXV5FQiIiIiIiIiIioABL/wosmKHTmnz9/RkpKijTZ9urVK6xfvx7Pnj2DoaGh3PWoqanBxcUFsbGxioRBREREREREREQFlJqGWK6bKlLorIYOHYq9e/cCAOLi4uDk5ISAgAAMGzYMW7ZsyVVdVatWxcuXLxUJg4iIiIiIiIiICiiRmliumypS6Kzu3r0LOzs7AMDhw4dhaGiIkydPYt68edi0aVOu6ho1ahTmzZuHkydP4t27d0hISJC5ERERERERERFR4SNWE8l1U0UKzeH2+fNnFC9eHABw7tw5tGzZEmKxGNbW1nj9+nWu6nJ1dQUADBkyBCLR/55kQRAgEokQFhamSIhERERERERERKREYk21fKl38+bNWLt2LaKiolCtWjVMnTpVrkU8Dx48iDFjxqB58+bw8/PLl9gyKJRwq1ixIo4dO4Y//vgD586dQ9++fQEA0dHR0NbWzlVdGzduVCQEIiIiIiIiIiIqwPKj91pQUBC8vb0xY8YM1K5dGxs2bED//v0RHBz8zXUFXr58iXnz5klHbOY3hRJuw4YNg7u7O7y9vdGgQQPY2NgAAM6fP4/q1avnqi57e3tFQiAiIiIiIiIiogJMJM77hFtAQACcnJzQpUsXAMCMGTNw6tQpBAYGSkdRfi09PR3u7u5wc3PDtWvXEBcXl+dxfU2hhFvr1q1Rp04dade9DA0aNECLFi1yXd/Vq1exbds2vHz5EkuXLoWxsTH27t2L8uXL/7TMIxERERERERER5R01OYeUpqSkICUlRaZMU1MTmpqaWba7e/cuBg0aJC0Ti8VwcHBAaGhojvX7+vrC0NAQ3bp1w7Vr13JxBopTeCmIkiVLokaNGhCL/1eFlZUVTE1Nc1XP4cOH0b9/fxQtWhR3796VPsEJCQnw9/dXNDwiIiIiIiIiIlIieVcp9ff3R506dWRu2eWEPnz4gPT09CxDRw0NDfH+/ftsY7h69Sp27doFLy+vfDnHnMjdw2348OGYO3cutLW1MXz48G9u6+PjI3cAK1aswIwZM+Do6IiDBw9Ky21tbbFixQq56yEiIiIiIiIiooJDJJavn9egQYPQr18/mbKve7cpIiEhAePHj4eXlxcMDAx+uL7ckDvhpqOjI/1bW1tbZkXRH/Hs2bNsh43q6Oj8lDG1RERERERERESU99Q05Us7ZTd8NDslSpSAmpoaoqOjZcqjo6NhZGSUZfuIiAi8evUKQ4YMkZZJJBIAQI0aNRAcHIyKFSvKFWNuyZ1w8/b2lv49d+7cPAvAyMgIL168QPny5WXKr127hgoVKuTZcQqLJkN7oeW4QdAtXRIvb4Zhu9s0hF+5meP2xfR00XG2O2w6t4aWgR5inr/CzlEzcefQKQDA7GfnYFipfJb9TvluxLbhnvl1GvQVtqtqYruqJraramK7qq5pQxzh0uk36Oto4cLNx3CbsxGPX7z75j5lS+pjzshuaNXQElpFNfEk4h0GTF+H6/fCAQApoeuy3c9j8Q4s2hic16dAmfBaVW28XlULr1eSh0hN4ZnMsqWpqYmaNWsiJCREuoaARCJBSEgInJ2ds2xfpUoVHDhwQKZsyZIl+PTpEyZPnozSpUvnaXyZKbRoQu/eveHj4wNdXV2Z8oSEBAwdOhQbN26Uuy4nJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKrTpOf6LroinYMngKwi+FotkoF7gd3ojpFs0QHxWdZXs1DQ2MPLoJ8e+isarrEHx8FQkDk3JI/Pi/noHedTtArPa/SQrL1jLHqGObcX1n0E85J2K7qiq2q2piu6omtqvqcu/bBsN6tEB/zzUIf/Ue04d2wn++Y1G7y2Qkp6Rlu4++jhZOrZ+E01fuo/3wxXj/IR5mFY3xMe6TdJsKLUbJ7NOqoRVWTeuLPcd/ziTLvypeq6qN16tq4fVK8pJ3SGlu9OvXDxMmTECtWrVgZWWFDRs2ICkpCZ07dwYAjB8/HsbGxhg7diyKFCkCc3Nzmf0zcllfl+c1hRJuly9fRmpqapby5OTkXK/24OrqColEgr59+yIpKQnOzs7Q1NSEi4sLevXqpUh4hVaLMQNwfvU2hKzfCQDYMngyLNs1g4OLEw7PyzqfnYOLE4ob6GO+QxdI0r78k4p+/lJmm4T3MTL3W3kMwbvH4Xh4+mI+nQV9je2qmtiuqontqprYrqrLrecf8F59AAdO3QAA9Ju6Bi+PLUHHprbYcfhytvuM69cWL9/GYOD0//WKCX8tO8lyZLTstCYdfrfGqSv38exVVN6eAMngtaraeL2qFl6vJC+RmnyrlOZG27ZtERMTg2XLliEqKgrVq1fHmjVrpENK37x5I7PAp7LkKuF2//596d+PHz9GVNT/3sQkEgnOnj0LY2PjXAUgEokwZMgQ9O/fHy9evEBiYiJMTU1RvHjxXNVT2KlpaKBinVoI9vaTlgmCgLBj51GlgW22+9Tu0AJPQ66jh+9M1O74B+KjYnBlyz4cnrcSwv+PSf76GPWcHXFs0Zp8Ow+SxXZVTWxX1cR2VU1sV9VVuVxJlCmpjxOX7knL4hKScPnOU9SzMs3xC/yfTaxx5MIdbJ0/BI3rWOD1uw9YueMk1u05k+32pQx00aaRFfp7rs2X86AveK2qNl6vqoXXK+WGmoZC/by+y9nZOdshpACwadOmb+6bl9OkfUuuztzR0REikQgikQh9+vTJ8njRokUxZcqUXAUwceJETJ48Gdra2jAzM5OWJyYmwsvLS2buOFWmbVQCaurqiIuU/cUmPjIKpauZZruPUZWKsGjmgMub98KnbT+UNKuEHn5eUNPQwMGZS7Nsb+3YEsX0dRGyfle+nANlxXZVTWxX1cR2VU1sV9VlbPRlOEhkjGzvlnfRcShtqJfjfpXLlcSgbk2x9N/DmLf2IOrUrIzF43siNS0Nmw5cyLJ9r/YOiE/8jD0nODwtP/FaVW28XlULr1fKjbyew60wyVXC7fjx4xAEAS1atMDOnTtlllTV0NCAoaEh1HLZXXDv3r1wd3eHtra2TPnnz5+xb9++XybhpgiRWIT4d+/xr+tECBIJXly/A/1yxmg5blC2b1oO/bvj7qFTiH3z7YlJSbnYrqqJ7aqa2K6qie1aMPVoUx++U3pL73ccsUShesRiEa7dC8dUn90AgBsPXqCmWTkM7Pp7tl/g+3ZsjK2HLuY4xxQpD6/VgovXK32N1+uviwk3OZUrVw6A7NBSRSUkJEAQBAiCgE+fPqFIkSLSx9LT03HmzBmZhJ6qS3j/AelpadA1ll3GVse4JOLeZj//QOybKKSnpsp0wX0b9gR6ZUpBTUMD6Znm2TOoWA7VWzSEf+fB+XMClC22q2piu6omtqtqYruqjgOnb+DynafS+0X+f4iKsYEu3r6PlZaXMtTFzQcvcqznzfuPCHv6Wqbs/rPX6NS8TpZtG9pUhUXlMvjbY+WPhk/fwWtVtfB6VW28Xik3xPk0pLQwUCjVuGfPHpw6dUp6f/78+bCzs8Nff/2FV69eyVWHnZ0d7O3tIRKJ0KpVK9StW1d6q1+/PiZNmoS///5bkfAKpfTUVLy4dgfVmjtIy0QiEao1d8DTkOvZ7vPk/FWUMqsEkUgkLTM2r4yPryNl3rAAwKFfN8S/i8btgyfy5wQoW2xX1cR2VU1sV9XEdlUdCYmf8STinfR27+lrvIn6iKb1aki30SleFPa1quDSrSc51hNy4zHMTUrLlFWtWBov3mRdVa+fY2NcuxeOWw8j8u5EKFu8VlULr1fVxuuVckOkJpbrpooUOquVK1dKe6SFhoZi8+bNGDduHPT19eUeArpx40asX78egiBg2bJl2LBhg/S2ZcsWnDx5EkOGDFEkvELr2KI1aDSwB+r37oLS1UzRY8VsaBbXwoWALyu/9N2wEI5zxku3P7PiX2gZ6MFp6TSUqloZtdo2RetJQ3Had6NMvSKRCA36dUXIhkBI0tN/6jkR21VVsV1VE9tVNbFdVdfyLUcxccCf+LOJNWqZlUOA1wC8jvqIfSf/94UveKU7hnRvJr2/9N8jqGdZBRNc2sG0Qin81boeBnRpgpXbZb/Y6RQvii5/1M1xcnbKe7xWVRuvV9XC65XkJVYTy3VTRQr17Xv79i1MTEwAAMeOHUOrVq3QvXt32NraolevXnLVYW9vD+DLvHBly5aVyXT/qq7t+A86JQ3QfuZo6JYuiZc3wrC8dR/Ev/syGaVBxXIQJIJ0+w8v32BZqz7otngqpt4KxsdXb3FiaQAOz5PtRl2tRSMYmpTHhXU7fur50BdsV9XEdlVNbFfVxHZVXQvWH0LxYkXgN6UP9HW0cP7GI7Qftkhm/qYqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9dBFmbqdWtWDCMD24Es/63R+ebxWVRuvV9XC65Xk9SsPKRUJgiB8fzNZDRo0wNq1a1GjRg04Ojqib9++cHR0xIsXL9CxY0eEhobKXdeZM2egpaUFOzs7AMDmzZuxY8cOmJmZwdPTE3p6Oa9ak5PBokq53oeIiIjoV7TOutn3N6JCx+UGh2KpIl6vqonXq2paKYQrO4QC4f2ysXJtZzRiYT5H8vMp1G/PwcEBU6ZMweTJkxEeHo4mTZoAAB49eiRdWEFe//zzDz59+gQAePDgAby9vdGkSRO8fPkSc+fOVSQ8IiIiIiIiIiJSMpFYLNdNFSl0VtOmTYO1tTViYmKwbNkylChRAgBw9+5dtGvXLld1vXz5EqampgCAI0eOoFmzZhgzZgw8PT1x5gzH4BMRERERERERFUZiNTW5bqpIocG0urq68PT0zFI+YsSIXNeloaGBz58/AwAuXLgAR0dHAICenh4SEhIUCY+IiIiIiIiIiJRMrPnrzuGmcL+9q1evwt3dHX/99RciIyMBAHv37sXVq1dzVY+trS28vb3h6+uL27dv4/fffwcAhIeHo3Tp0t/emYiIiIiIiIiICiQOKc2lw4cPo3///ihatCju3r2LlJQUAEBCQgL8/f1zVZenpyfU1dVx+PBhTJs2DcbGxgC+LKbQuHFjRcIjIiIiIiIiIiIlE6mJ5bqpIoX69q1YsQIzZsyAo6MjDh48KC23tbXFihUrclVX2bJls03STZo0SZHQiIiIiIiIiIioABBr/LpDShU682fPnsHOzi5LuY6ODuLi4nJV1+vXr7/5eNmyZXNVHxERERERERERKZ9IrJoLIshDoYSbkZERXrx4gfLly8uUX7t2DRUqVMhVXc2aNYNIJMrx8bCwMEVCJCIiIiIiIiIiZWLCLXecnJwwe/ZszJkzByKRCJGRkQgNDcW8efMwdOjQXNW1d+9emfupqakICwtDQEAARo8erUh4RERERERERESkZCINDWWHoDQKJdxcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1yVVe1atWylFlaWqJUqVJYu3YtWrZsqUiIRERERERERESkTOzhljsikQhDhgxB//798eLFCyQmJsLU1BTFixfPs8AqV66M27dv51l9RERERERERET0EzHhljv79u1Dy5YtUaxYMZiZmf1QAAkJCTL3BUHAu3fv4OPjAxMTkx+qm4iIiIiIiIiIlEOknj9DSjdv3oy1a9ciKioK1apVw9SpU2FlZZXttjt27MDevXvx6NEjAEDNmjUxZsyYHLfPKwol3Ly9vTF9+nQ0a9YMHTp0QKNGjaCmpljW0s7OLsuiCYIgoEyZMli0aJFCdRIRERERERERkZLlQw+3oKAgeHt7Y8aMGahduzY2bNiA/v37Izg4GIaGhlm2v3TpEtq1awdbW1toampizZo1cHFxwcGDB2FsbJzn8WVQKOF27tw5nD17Fv/99x9GjRqFokWLonXr1mjfvj1sbW1zVdfGjRtl7ovFYpQoUQImJiZQV1coPCIiIiIiIiIiUjKRWJzndQYEBMDJyQldunQBAMyYMQOnTp1CYGAgXF1ds2y/cOFCmfuzZs3C4cOHERISAkdHxzyPL4NCGS11dXU0bdoUTZs2RVJSEo4ePYr//vsPvXv3RunSpXHs2DG567K3t1ckBCIiIiIiIiIiKsjk7OGWkpKClJQUmTJNTU1oampm2e7u3bsYNGjQ/w4hFsPBwQGhoaFyHSspKQlpaWnQ09OTa3tF/XAXsmLFiqFRo0aIi4vD69ev8eTJk+/uc/z4cbnrb968+Y+ER0RERERERERESiDS0Pz+RgD8/f3h4+MjUzZ8+HC4ubnJlH348AHp6elZho4aGhri6dOnch1rwYIFKFWqFBwcHOTaXlEKJ9wyerYdOHAAISEhKFOmDNq1a4elS5d+d99hw4bJdQyRSISwsDBFQyQiIiIiIiIiImWRc0jpoEGD0K9fP5myr3u35YVVq1YhKCgIGzduRJEiRfK8/swUSriNHj0ap06dQtGiRdGmTRsMHToUNjY2cu9///59RQ5LRERERERERESFhZxDSrMbPpqdEiVKQE1NDdHR0TLl0dHRMDIy+ua+a9euxapVqxAQEIBq1arJFdePUCjhJhaLsWTJkh9anZSIiIiIiIiIiFSXSF0jT+vT1NREzZo1ERISghYtWgAAJBIJQkJC4OzsnON+q1evxsqVK7F27VpYWlrmaUw5UWi5iIULF6JJkyY/lGwLCQlB27ZtkZCQkOWx+Ph4tGvXDleuXFG4fiIiIiIiIiIiUh6RWE2uW27069cPO3bswJ49e/DkyRNMnz4dSUlJ6Ny5MwBg/PjxMiuTrlq1CkuXLsWcOXNQrlw5REVFISoqCp8+fcrTc/2awnO4hYSEICQkBNHR0ZBIJDKPeXt7f3f/DRs2wMnJCdra2lke09HRQffu3bF+/XrUrVtX0RCJiIiIiIiIiEhZcplMk0fbtm0RExODZcuWISoqCtWrV8eaNWukQ0rfvHkDcaa547Zt24bU1FSMGDFCpp7sFmXISwol3Hx8fODr64tatWqhZMmSEIlEua7jwYMHGDduXI6PN2zYEOvWrVMkPCIiIiIiIiIiUjKRRt4OKc3g7Oyc4xDSTZs2ydw/ceJEvsTwPQol3LZt2wZvb284OjoqfOD3799DXT3nw6urqyMmJkbh+omIiIiIiIiISInyoYdbYaHQHG6pqamwtbX9oQMbGxvj0aNHOT7+4MEDlCxZ8oeOQURERERERERESiJWk++mghRKuHXt2hUHDhz4oQM3adIES5cuRXJycpbHPn/+jOXLl6Np06Y/dAwiIiIiIiIiIlIOkVgs100VKTSkNDk5GTt27EBISAgsLCyyDA2dOHHid+sYMmQIjhw5glatWuHvv/9G5cqVAQBPnz7Fli1bkJ6ejsGDBysSHhERERERERERKZta/szhVhgolHB78OABqlWrBgB4+PChzGPyLqBgZGSEbdu2Yfr06Vi0aBEEQZDu36hRI3h6ekpXmCAiIiIiIiIiokJGpJq91+ShUMLt6xUfFFWuXDmsXr0asbGxeP78OQDAxMQEenp6eVI/EREREREREREph8CEm3Lp6enByspK2WEQEREREREREVFeUdEFEeQhd8Jt+PDhmDt3LrS1tTF8+PBvbuvj4/PDgRERERERERERUSGmogsiyEPuhJuOjk62fxMREREREREREX2NQ0rl4O3tne3f33Lt2jVYWlpCU1Mz95EREREREREREVHhJS4QM5kpRb6mGgcOHIjIyMj8PAQRERERERERERVEIrF8NxWUr6lGQRDys3oiIiIiIiIiIiqgOKSUiIiIiIiIiIgoL3GVUiIiIiIiIiIiojzEHm5ERERERERERER5h0NK84lIJMrP6omIiIiIiIiIqKASM+GWL7hoAhERERERERHRL0r86w6sVOjMIyIikJ6ejkqVKsmUh4eHQ11dHeXLlwcAhIaG/nCARERERERERERUCP3CQ0oVOvOJEydmm0y7efMmJk6c+MNBERERERERERFR4SaIxHLdcmvz5s1o1qwZLC0t0a1bN9y6deub2x86dAitW7eGpaUl2rdvj9OnTyt6SnJTKOF279492NraZim3trZGWFjYDwdFRERERERERESFnFhNvlsuBAUFwdvbG8OGDcOePXtQrVo19O/fH9HR0dluf/36dYwdOxZdu3bF3r170bx5cwwbNgwPHz7MizPMkUIJN5FIhE+fPmUpj4+PR3p6+g8HRUREREREREREhZxILN8tFwICAuDk5IQuXbrAzMwMM2bMQNGiRREYGJjt9hs3bkTjxo0xYMAAmJqaYtSoUahRowb+/fffvDjDHCmUcKtbty78/f1lkmvp6elYtWoV6tSpk2fBERERERERERFR4STvkNKUlBQkJCTI3FJSUrLUl5KSgrt378LBwUFaJhaL4eDgkOM6Ajdu3ECDBg1kyho1aoQbN27k6bl+TaFFE9zd3fH333+jdevWsLOzAwBcvXoVCQkJ2LBhQ54GqIh11s2UHQIRERFRoeBy44SyQ6B8wM/DqonXq2ri9aqaVio7gAJCkHO4qL+/P3x8fGTKhg8fDjc3N5myDx8+ID09HYaGhjLlhoaGePr0abZ1v3//HkZGRlm2f//+vVyxKUqhhJuZmRn279+PzZs34/79+yhatCg6duwIZ2dn6Ovr53GIRERERERERERU2AiCfNsNGjQI/fr1kynT1NTMh4h+HoUSbgBgbGyMMWPG5GUsRERERERERESkIiRyZtw0NTXlSrCVKFECampqWRZIiI6OztKLLYORkVGW3mzf2j6vKDSHW4akpCQ8efIE9+/fl7kREREREREREdGvTZDzJi9NTU3UrFkTISEh0jKJRIKQkBDY2Nhku4+1tTUuXrwoU3bhwgVYW1vn4si5p1APt5iYGEycOBFnzpzJ9vGwsLAfCoqIiIiIiIiIiAq3dElu0mny6devHyZMmIBatWrBysoKGzZsQFJSEjp37gwAGD9+PIyNjTF27FgAQO/evdGrVy+sW7cOTZo0QVBQEO7cuYOZM2fmeWyZKZRwmz17NuLi4rBjxw707t0bPj4+eP/+PVasWAEPD4+8jpGIiIiIiIiIiAqZfMi3oW3btoiJicGyZcsQFRWF6tWrY82aNdIhom/evIFY/L8Bnba2tliwYAGWLFmCRYsWoVKlSvD19YW5uXneB5eJQgm3S5cuwc/PD5aWlhCJRChbtiwaNmwIbW1t+Pv74/fff8/jMImIiIiIiIiIqDDJh3wbAMDZ2RnOzs7ZPrZp06YsZW3atEGbNm3yKZrsKTSHW2JiIgwMDAAAenp6iImJAQCYm5vj3r17eRcdEREREREREREVSukSQa6bKlIo4Va5cmU8e/YMAGBhYYHt27cjMjIS27ZtQ8mSJfM0QCIiIiIiIiIiKnwkct5UkUJDSnv37o2oqCgAwPDhwzFgwAAcOHAAGhoamDt3bp4GSEREREREREREhY+gmp3X5KJQwq1jx47Sv2vVqoWTJ0/i6dOnKFOmjHSoKRERERERERER/bpUdbioPBRKuH2tWLFiqFmzZl5URUREREREREREKkBVh4vKQ6GEW3p6Onbv3o2LFy8iOjoaEonsU7hx48Y8CY6IiIiIiIiIiAonDinNpdmzZ2PPnj1o0qQJqlatCpFIlNdxERERERERERFRIZb+C2fcFEq4HTx4EEuWLEGTJk3yOh4iIiIiIiIiIlIBv/AUbool3DQ0NFCxYsW8joWIiIiIiIiIiFTEL9zBDWJFdnJxccHGjRsh/MrPHBERERERERER5UgCQa6bKlKoh9u1a9dw6dIlnDlzBlWrVoW6umw1Pj4+eRIcEREREREREREVTum/8DKlCiXcdHV18ccff+R1LEREREREREREpCJ+5YGRCiXcvL298zoOIiIiIiIiIiJSIao6XFQeCs3h9jMkJibiypUryg6DiIiIiIiIiIgUkC4R5LqpIoV6uDk6OkIkEmUpF4lE0NTUhImJCTp16oT69esrHNiLFy/Qu3dvhIWFKVwHEREREREREREpx688h5tCPdwaN26MiIgIFCtWDPXq1UO9evWgpaWFFy9ewNLSElFRUejXrx+OHTuW1/ESEREREREREVEhIBEEuW6qSKEebh8+fEC/fv0wbNgwmXI/Pz+8fv0a69atw7Jly+Dn54cWLVpkW4e9vf03j5Genq5IaEREREREREREVACkSn7dLm4KJdwOHTqE3bt3Zylv164dOnfujFmzZqFdu3YICAjIsY6UlBT06NED5ubm2T7+6tUr+Pr6KhIeEREREREREREp2a88pFShhFuRIkUQGhoKExMTmfLQ0FAUKVIEACAIgvTv7FSrVg2lS5dGp06dsn38/v37TLgRERERERERERVSyh4u+vHjR3h5eeHkyZMQi8Vo2bIlJk+ejOLFi+e4/fLly3Hu3Dm8efMGBgYGaNGiBUaOHAkdHZ1cHVuhhJuzszOmTZuGO3fuwNLSEgBw+/Zt7Nq1C4MGDQIAnDt3DtWrV8+xjt9//x3x8fE5Pq6npwdHR0dFwiMiIiIiIiIiIiVLV3LCzd3dHVFRUQgICEBqaiomTZoET09PLFy4MNvt3717h3fv3mHChAkwMzPDq1evMH36dLx79w7Lli3L1bFFgqDY2e/fvx+bN2/Gs2fPAACVK1eGs7Mz2rdvDwD4/PkzRCLRN3u55RdNG5effkwiIiKiwsjlxgllh0D5YJ11M2WHQPmA16tq4vWqmlJC1yk7hALh8IN3cm3XyqJUnh/7yZMnaNu2LXbt2iXtLHbmzBm4urri9OnTMDY2lqueQ4cOYdy4cbhx4wbU1eXvt6ZQDzcA6NChAzp06JDj40WLFlW0aiIiIiIiIiIiKuSUOaQ0NDQUurq60mQbADg4OEAsFuPWrVv4448/5KonISEB2trauUq2AT+QcCMiIiIiIiIiIspJupz5tpSUFKSkpMiUaWpqQlNTU+Fjv3//HgYGBjJl6urq0NPTQ1RUlFx1xMTEwM/PD927d8/18eVOuNnb2yM4OBgGBgaoW7cuRCJRjttevnw514EQEREREREREZHqSJVzmVJ/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzIHCQkJGDRoEExNTTF8+PBc7y93wm3ixInQ1tYGAEyaNCnXByIiIiIiIiIiol+HvENKBw0ahH79+smU5dS7zcXFBZ06dfpmfRUqVICRkRFiYmJkytPS0hAbG4uSJUt+c/+EhAQMGDAAxYsXh6+vLzQ0NOQ4C1lyJ9wyn8z3Tkxe6enpuH79OiwsLKCrq5sndRIRERERERERkfLJO6Q0N8NHDQwMsgwVzY6NjQ3i4uJw584d1KpVCwBw8eJFSCQSWFlZ5bhfQkIC+vfvD01NTaxYsULhxUDFCu31/6Kjo/Hw4UPcv39f5iYvNTU1uLi4IDY29kfCICIiIiIiIiKiAiYtXSLXLT+YmpqicePGmDp1Km7duoVr167By8sL7dq1k65QGhkZidatW+PWrVsAviTbXFxckJiYiNmzZyMhIQFRUVGIiopCenp6ro6v0KIJd+7cgYeHB548eQLhq+6BIpEIYWFhctdVtWpVvHz5EhUqVFAkFCIiIiIiIiIiKoDk7eGWXxYsWAAvLy/06dMHYrEYLVu2xJQpU6SPp6am4tmzZ0hKSgIA3L17Fzdv3gSALKuYHj9+HOXLl5f72Aol3CZNmoRKlSph9uzZMDQ0/OYCCt8zatQozJs3DyNHjkTNmjWhpaUl83jGvHFERERERERERFR4yDuHW37R19fHwoULc3y8fPnyePDggfR+vXr1ZO7/CIUSbhEREVi+fDlMTEx+OABXV1cAwJAhQ2QSd4Ig5Lq3HBERERERERERFQzyrlKqihRKuDVo0AD379/Pk4Tbxo0bf7gOIiIiIiIiIiIqWJQ9pFSZFEq4zZo1Cx4eHnj06BGqVq0KdXXZapo3by53Xfb29oqEQEREREREREREBZiyh5Qqk0IJtxs3buD69es4c+ZMlscUGQZ69epVbNu2DS9fvsTSpUthbGyMvXv3onz58rCzs1MkRCIiIiIiIiIiUqJ0JtxyZ9asWejQoQOGDh0KIyOjHwrg8OHDGD9+PNq3b4+7d+8iJSUFwJelWP39/ZlwIyIiIiIiIiIqhFLSft053MSK7PThwwf07dv3h5NtALBixQrMmDEDs2bNkhmaamtri3v37v1w/URERERERERE9POlSwS5bqpIoYRby5YtcenSpTwJ4NmzZ9n2YtPR0UFcXFyeHIOIiIiIiIiIiH6uXznhptCQ0kqVKmHhwoW4du0azM3Nsyya0Lt3b7nrMjIywosXL1C+fHmZ8mvXrqFChQqKhEdEREREREREREr2Kw8pVSjhtnPnTmhpaeHy5cu4fPmyzGMikShXCTcnJyfMnj0bc+bMgUgkQmRkJEJDQzFv3jwMHTpUkfAKvWlDHOHS6Tfo62jhws3HcJuzEY9fvPvmPmVL6mPOyG5o1dASWkU18STiHQZMX4fr98IBACmh67Ldz2PxDizaGJzXp0DZYLuqJraramK7qia2q2ppMrQXWo4bBN3SJfHyZhi2u01D+JWbOW5fTE8XHWe7w6Zza2gZ6CHm+SvsHDUTdw6dAgDMfnYOhpXKZ9nvlO9GbBvumV+nQTng9apaeL2qNl6v9C2q2ntNHrlOuAmCgE2bNsHQ0BBFixb94QBcXV0hkUjQt29fJCUlwdnZGZqamnBxcUGvXr1+uP7Cxr1vGwzr0QL9Pdcg/NV7TB/aCf/5jkXtLpORnJKW7T76Olo4tX4STl+5j/bDF+P9h3iYVTTGx7hP0m0qtBgls0+rhlZYNa0v9hy/lp+nQ/+P7aqa2K6qie2qmtiuqqWO05/oumgKtgyegvBLoWg2ygVuhzdiukUzxEdFZ9leTUMDI49uQvy7aKzqOgQfX0XCwKQcEj/+b/oS77odIFZTk94vW8sco45txvWdQT/lnOh/eL2qFl6vqo3XK30PE265IAgCWrVqhf/++w+VKlX64QBEIhGGDBmC/v3748WLF0hMTISpqSmKFy/+w3UXRm49/4D36gM4cOoGAKDf1DV4eWwJOja1xY7Dl7PdZ1y/tnj5NgYDp//vV4Dw1+9ltomMlp0Pr8Pv1jh15T6evYrK2xOgbLFdVRPbVTWxXVUT21W1tBgzAOdXb0PI+p0AgC2DJ8OyXTM4uDjh8LwVWbZ3cHFCcQN9zHfoAknaly+A0c9fymyT8D5G5n4rjyF49zgcD09fzKezoJzwelUtvF5VG69X+p5feUhprhdNEIvFMDExwcePH/MkgIkTJyIhIQGampowMzODlZUVihcvjsTEREycODFPjlFYVC5XEmVK6uPEpf+tzhqXkITLd56inpVpjvv92cQa1+6FY+v8IXh5fAkub50Gl06/5bh9KQNdtGlkhfV7z+Zp/JQ9tqtqYruqJraramK7qhY1DQ1UrFMLYcfOS8sEQUDYsfOo0sA2231qd2iBpyHX0cN3Jua/vYKptw+j9cShEImz/yispqGBes6OuLBuR76cA+WM16tq4fWq2ni9kjzSJIJcN1Wk0CqlY8eOxfz58/Hw4cMfDmDv3r1ITk7OUv7582fs27fvh+svTIyNdAEAkTGy2fx30XEobaiX436Vy5XEoG5N8fhFJP4cugj+O09h8fie6NXeIdvte7V3QHziZ+w5we64PwPbVTWxXVUT21U1sV1Vi7ZRCaipqyMuUrY3RHxkFHRLl8x2H6MqFWHbtS3EamrwadsPQV7L0WLsQLSd4pbt9taOLVFMXxch63flefz0bbxeVQuvV9XG65XkwVVKc2nChAlISkpCx44doaGhkWUut68XUshOQkICBEGAIAj49OkTihQpIn0sPT0dZ86cgYGBgSLhFRo92tSH75T/LTDRccQSheoRi0W4di8cU312AwBuPHiBmmblMLDr79h04EKW7ft2bIythy7mOKaefgzbVTWxXVUT21U1sV3payKxCPHv3uNf14kQJBK8uH4H+uWM0XLcIBycuTTL9g79u+PuoVOIffPtSb/px/F6pa/xei24eL2SIlQ1mSYPhRJukyZN+uED29nZQSQSQSQSoVWrVlkeF4lEcHPL/lcMVXHg9A1cvvNUer+IxpfmMDbQxdv3sdLyUoa6uPngRY71vHn/EWFPX8uU3X/2Gp2a18mybUObqrCoXAZ/e6z80fApB2xX1cR2VU1sV9XEdlVtCe8/ID0tDbrGRjLlOsYlEfc2+7l9Yt9EIT01FYLkf/PIvA17Ar0ypaCmoYH01FRpuUHFcqjeoiH8Ow/OnxMgGbxeVRuvV9XC65UUkZL+687hplDCrVOnTj984I0bN0IQBPTp0wfLly+Hnt7/upxqaGigbNmyMDY2/uHjFGQJiZ+RkPhZpuxN1Ec0rVcDNx9GAAB0iheFfa0qWLXzZI71hNx4DHOT0jJlVSuWxos3WVf96efYGNfuhePW/9dPeY/tqprYrqqJ7aqa2K6qLT01FS+u3UG15g64ue8IgC8/1FZr7oBTPhuz3efJ+auw79kRIpEIgvDll3Zj88r4+DpS5ss7ADj064b4d9G4ffBE/p4IAeD1qup4vaoWXq+kiF+5h5tCc7hllpycjISEBJmbPOzt7VGvXj0cP34cLVq0gL29vfRmY2Oj8sm2nCzfchQTB/yJP5tYo5ZZOQR4DcDrqI/Yd/K6dJvgle4Y0r2Z9P7Sf4+gnmUVTHBpB9MKpfBX63oY0KUJVm6X/cejU7wouvxRF+v2nPlp50NfsF1VE9tVNbFdVRPbVbUcW7QGjQb2QP3eXVC6mil6rJgNzeJauBDwZRXEvhsWwnHOeOn2Z1b8Cy0DPTgtnYZSVSujVtumaD1pKE77yn7hF4lEaNCvK0I2BEKSnv5Tz4n+h9erauH1qtp4vdL3cA63XEpMTMSCBQtw6NChbFcrDQsLk7uuJ0+e4M2bN7CzswMAbN68GTt27ICZmRk8PT1ler79ChasP4TixYrAb0of6Oto4fyNR2g/bJHMePUqFUrBSF9Hev/avXB0G+uLWW5dMNm1A8JfRWHsP1ux9ZDssthOrepBBGB78KWfdTr0/9iuqontqprYrqqJ7aparu34DzolDdB+5mjoli6JlzfCsLx1H8S/+zIxu0HFchAyfXj/8PINlrXqg26Lp2LqrWB8fPUWJ5YG4PA82SFK1Vo0gqFJea52qGS8XlULr1fVxuuVvicl7ddNiIuEjH66uTBjxgxcunQJI0eOxPjx4+Hp6YnIyEhs374dY8eORYcOHeSuq3379nB3d0eTJk3w4MEDdOnSBS4uLrh06RKqVKkCb2/v3IYHTRuXXO9DRERE9CtyucGhWKponXWz729EhQ6vV9XE61U1pYSuU3YIBUL39d9fVBMAtve1z5fjf/z4EV5eXjh58iTEYjFatmyJyZMno3jx4t/dVxAEDBw4EGfPnoWvry9atGiRq2MrNKT05MmTmDZtGlq1agU1NTXY2dlh6NChGD16NA4cOJCrul6+fAlTU1MAwJEjR9CsWTOMGTMGnp6eOHOGXUeJiIiIiIiIiAqjNIkg1y2/uLu74/HjxwgICMDKlStx9epVeHp6yrXvhg0bIBKJFD62Qgm32NhYVKhQAQCgra2N2NgvK5LUqVMHV69ezVVdGhoa+Pz5y8SLFy5cQMOGDQEAenp6cs8HR0REREREREREBUtKmkSuW3548uQJzp49i1mzZqF27dqws7PDlClTcPDgQURGRn5z37CwMKxbtw5z5sxR+PgKJdzKly+Ply9fAgCqVKmCQ4cOAfjS801HR+dbu2Zha2sLb29v+Pr64vbt2/j9998BAOHh4ShduvS3dyYiIiIiIiIiogJJmYsmhIaGQldXF5aWltIyBwcHiMVi3Lp1K8f9kpKSMHbsWHh6eqJkyZIKH1+hhFuXLl1w//59AICrqys2b94MS0tLeHt7o3///rmqy9PTE+rq6jh8+DCmTZsmXZ30zJkzaNy4sSLhERERERERERGRksmbcEtJSUFCQoLMLSUl5YeO/f79exgYGMiUqaurQ09PD1FRUTnu5+3tDRsbm1zP2fY1hVYp7du3r/RvBwcHHDp0CHfv3kXFihVRrVq1XNVVtmxZ+Pv7ZymfNGmSIqEREREREREREVEBkCbncFF/f3/4+PjIlA0fPhxubm5Ztl2wYAFWr179zfqCgoLkDzKT48eP4+LFi9izZ49C+2emUMLta+XKlUO5cuUU2vf169fffLxs2bIK1UtERERERERERMojkXO46KChg9CvXz+ZMk1NzWy3dXFxQadOnb5ZX4UKFWBkZISYmBiZ8rS0NMTGxuY4VPTixYt48eIF6tatK1Pu5uYGOzs7bNq06XunIqVQwm3WrFmoWLEievfuLVP+77//4vnz55g8ebLcdTVr1uybqz6EhYUpEiIRERERERERESmRIMiXcNPU1MwxwfY1AwODLENFs2NjY4O4uDjcuXMHtWrVAvAloSaRSGBlZZXtPq6urujWrZtMWfv27TFx4kQ0bdpUrvgyKJRwO3z4MFasWJGl3MbGBqtWrcpVwm3v3r0y91NTUxEWFoaAgACMHj1akfCIiIiIiIiIiEjJhHxaEEEepqamaNy4MaZOnYoZM2YgNTUVXl5eaNeunXT9gMjISPTp0wfz58+HlZUVSpYsmW3vt7Jly6JChQq5Or5CCbePHz9muxqptrY2Pnz4kKu6spvzzdLSEqVKlcLatWvRsmVLRUIkIiIiIiIiIiIlSk9TXsIN+DLfm5eXF/r06QOxWIyWLVtiypQp0sdTU1Px7NkzJCUl5fmxFUq4mZiY4OzZszAxMZEpP3PmTK4zfjmpXLkybt++nSd1ERERERERERHRzyXvkNL8oq+vj4ULF+b4ePny5fHgwYNv1vG9x3Oi8CqlXl5eiImJQf369QEAISEhCAgIyPXqogkJCTL3BUHAu3fv4OPjkyWhR0REREREREREhYO8iyaoIoUSbl27dkVKSgpWrlwJPz8/AF9WKp0+fTocHR1zVZednV2WRRMEQUCZMmWwaNEiRcIjIiIiIiIiIiIlk6RJlB2C0iiUcAOAnj17omfPnoiJiUGRIkVQvHjxLNtcu3YNlpaW31xpYuPGjTL3xWIxSpQoARMTE6irKxweEREREREREREpkUTJQ0qV6YczWt9ainXgwIHYt2/fN+d1s7e3/9EQiIiIiIiIiIiogFHmKqXKlq9dyHKaHO/48eNy19G8efO8CoeIiIiIiIiIiH6SdA4p/bmGDRsm13YikQhhYWH5HA0REREREREREeU1Za9SqkxKSbjdv39fGYclIiIiIiIiIqKfRPh1O7gpJ+FGRERERERERESqTfILz+Emzs/KRSJRjo+FhISgbdu2SEhIyPJYfHw82rVrhytXruRneERERERERERElE8kaRK5bqoo1wk3QRDw+vVrJCcny7VtTjZs2AAnJydoa2tneUxHRwfdu3fH+vXrcxseEREREREREREVABJBkOumihRKuLVs2RJv3rz57rahoaGoUKFCto89ePAAjRs3znHfhg0b4u7du7kNj4iIiIiIiIiICgBBIsh1U0W5nsNNLBbDxMQEHz9+/KEDv3//HurqOR9eXV0dMTExP3QMIiIiIiIiIiJSjnQVHS4qD4XmcBs7dizmz5+Phw8fKnxgY2NjPHr0KMfHHzx4gJIlSypcPxERERERERERKY8gCHLdVJFCq5ROmDABSUlJ6NixIzQ0NFC0aFGZxy9fvvzdOpo0aYKlS5eicePGKFKkiMxjnz9/xvLly9G0aVNFwiMiIiIiIiIiIiVT1eGi8lAo4TZp0qQfPvCQIUNw5MgRtGrVCn///TcqV64MAHj69Cm2bNmC9PR0DB48+IePQ0REREREREREP196WpqyQ1AahRJunTp1+uEDGxkZYdu2bZg+fToWLVok7UIoEonQqFEjeHp6wsjI6IePQ0REREREREREP58gSVd2CEqjUMINAF68eIHAwEBERERg8uTJMDQ0xOnTp1G2bFlUrVpVrjrKlSuH1atXIzY2Fs+fPwcAmJiYQE9PT9GwiIiIiIiIiIioAPiVE24KLZpw+fJltG/fHrdu3cKRI0eQmJgI4MtCB8uXL891fXp6erCysoKVlRWTbUREREREREREKkCSmiLXTRUplHBbuHAhRo0ahYCAAGhoaEjL69evjxs3buRVbEREREREREREVEgJknS5bvnl48ePGDt2LGxtbWFnZ4dJkybh06dP390vNDQUvXv3hrW1NWxtbfH333/j8+fPuTq2Qgm3hw8fokWLFlnKDQwM8OHDB0WqJCIiIiIiIiIiFaLshJu7uzseP36MgIAArFy5ElevXoWnp+c39wkNDcWAAQPQqFEj7Ny5E7t27cLff/8NsTh3KTSF5nDT0dFBVFQUKlSoIFMeFhYGY2NjRaokIiIiIiIiIiIVosw53J48eYKzZ89i165dsLS0BABMmTIFrq6uGD9+fI75K29vb/Tq1Quurq7SsipVquT6+Ar1cGvXrh0WLFiAqKgoiEQiSCQSXLt2DfPmzYOjo6MiVRIRERERERERkQpJT0uR65YfQkNDoaurK022AYCDgwPEYjFu3bqV7T7R0dG4efMmDA0N8ddff8HBwQHOzs64evVqro+vUMJt9OjRqFKlCn7//XckJiaiXbt2cHZ2ho2NDYYMGaJIlUREREREREREpELkHVKakpKChIQEmVtKyo8l4t6/fw8DAwOZMnV1dejp6SEqKirbfSIiIgAAPj4+6NatG9asWYMaNWqgb9++CA8Pz9XxFRpSqqmpiVmzZmHYsGF4+PAhPn36hBo1aqBSpUqKVEdERERERERERCpG3iGl/v7+8PHxkSkbPnw43Nzcsmy7YMECrF69+pv1BQUFyR9kJhKJBADQvXt3dOnSBQBQo0YNhISEIDAwEGPHjpW7LoUSbj4+Pujfvz/KlCmDMmXKSMs/f/6MNWvWYPjw4YpUS0REREREREREKkKSKl8vtUGDxqBfv34yZZqamtlu6+Ligk6dOn2zvgoVKsDIyAgxMTEy5WlpaYiNjUXJkiWz3S+j3NTUVKbc1NQUr1+//uYxv6ZQws3X1xc9evRAsWLFZMqTkpLg6+vLhBsRERERERER0S9O3h5umpqaOSbYvmZgYJBlqGh2bGxsEBcXhzt37qBWrVoAgIsXL0IikcDKyirbfcqXL49SpUrh2bNnMuXh4eH47bff5Iovg0JzuAmCAJFIlKX8/v370NPTU6RKIiIiIiIiIiJSIfLO4ZYfTE1N0bhxY0ydOhW3bt3CtWvX4OXlhXbt2klXKI2MjETr1q2liyiIRCL0798fmzZtQnBwMJ4/f44lS5bg6dOn6Nq1a66On6sebnXr1oVIJIJIJEKrVq1kkm7p6elITEzEX3/9lasAiIiIiIiIiIhI9UjSUpV6/AULFsDLywt9+vSBWCxGy5YtMWXKFOnjqampePbsGZKSkqRlffv2RUpKCry9vREbG4tq1aph3bp1qFixYq6OnauE26RJkyAIAiZNmgQ3Nzfo6OhIH9PQ0EC5cuVgY2OTqwCIiIiIiIiIiEj15FfvNXnp6+tj4cKFOT5evnx5PHjwIEu5q6srXF1df+jYuUq4ZUxKV758edja2kJdXaEp4IiIiIiIiIiISMVJlJxwUyaF5nArXrw4njx5Ir1/7NgxDB06FIsWLUJKinwrUBARERERERERkeoS0tPluqkihRJunp6eCA8PBwBERERg9OjRKFasGIKDg/HPP//kZXxERERERERERFQISdJS5LqpIoUSbuHh4ahevToA4NChQ7C3t8fChQvh7e2NI0eO5GmARERERERERERU+ChzlVJlU2gSNkEQIJFIAAAhISH4/fffAQBlypTBhw8f8iw4IiIiIiIiIiIqnFQ1mSYPhRJutWrVwooVK9CgQQNcuXIF06dPBwC8fPkSRkZGeRmfQlJC1yk7BCIiIiIipVmp7ACISG68XkmV/cr5GYWGlE6aNAn37t2Dl5cXBg8eDBMTEwDA4cOHYWNjk6cBEhERERERERERFSYiQRCEvKosOTkZYrEYGhoaeVUlERERERERERFRoZKnCTciIiIiIiIiIqJfnUJzuFWrVg0ikSjHx8PCwhQOiIiIiIiIiIiIqDBTKOHm4+Mjcz8tLQ1hYWHYs2cP3Nzc8iQwIiIiIiIiIiKiwihPh5QeOHAAQUFBWLFiRV5VSUREREREREREVKgotEppTqytrXHx4sW8rJKIiIiIiIiIiKhQybOE2+fPn7Fx40aUKlUqr6okIiIiIiIiIiIqdBSaw61u3boyiyYIgoBPnz6haNGi+Oeff/IsOCIiIiIiIiIiosJGoTncdu/eLZNwE4lEMDAwQO3ataGnp5enARIRERERERERERUmebpoAhHRr2TevHl49uwZVqxYIfMjBBEREf0YQRD4v1UFsV2J6Fci95DS+/fvy11ptWrVFAqGZP8JSSQSiMV5uq4FKcnXHy74YaPwS0lJgaGhIS5duoRJkyZhzpw5bFMVwGuTqHBxd3dHgwYN0KVLF2WHQnkk43044704IiIC5cuX53uzCsj83SYtLQ3q6grNbkREVGjI/S7n6OgIkUiE73WIE4lECAsL++HAfkWZv+itX78e5cqVQ5MmTaCpqankyOhHZP5w8fr1a+jq6kJbW1vJUdGP0tTUhLOzM4oXL459+/bBw8MD8+bNU3ZY9AO+vlYlEgmKFCmCkiVLAmAyrrBj+6memJgYaGhowNvbG8WKFUPbtm2VHRL9oIzrNOP9eN26dbh06RJWrlyp7NDoB50/fx6mpqYoXbo0Fi5ciNTUVHh4eCg7LCKifCV3wu348eP5GccvL/MXvbi4OGzZsgVisRiamppwcHCAhoaGkiMkRWW06+LFi3Hy5EnExsaid+/eaNasGSpXrqzk6EgRGddr0aJFUb58edSsWRM7d+5EsWLFMG3aNH6pL4QEQZBeq0uXLkVISAhevHgBS0tL1K5dG0OHDmW7FmJf9xj/+ks9FU4GBgYYMWIEtLW14enpCQBMuhViixYtgr6+Pvr27Su9LpOSklC1alXpj/58Hy6cEhMTMWPGDBQrVgw1a9bE4cOHsW3bNmWHRXmA/0eJvk3uhFu5cuWkf/v7+8PQ0BBdu3aV2WbXrl2IiYmBq6tr3kX4i8h4o5o7dy6ePXuGMmXK4MGDB5g8eTJmz57NpFshd+jQIezfvx/jx49HaGgodu/ejWfPnqFXr16wsLBQdniUSxnXq7e3N65cuQJzc3OYmJjgyJEjSE5O5vDSQiijvXx8fLBlyxYsWrQIpUqVwsqVK7Fs2TL88ccfqFq1qpKjJEVlXLMbN27EvXv3oK2tjY4dO8LS0pJfFgqpjOFoZcqUQYsWLRATE4MJEyagSJEiaN68ubLDo1xKTEzE3bt3kZiYCC0tLXTp0gUaGhqIiopC8eLFAYD/VwsxLS0tBAUFwd7eHs+fP8eyZcv4P1UFZP7/efz4cYSHh6N48eIwNzeHra2tkqMjKhgU+oS5fft2VKlSJUt51apV+WvFD9izZw927dqFkSNHYuHChTh48CBq1KgBDw8PnD9/HikpKcoOkeQkkUhk7otEIvTs2RNt2rTBpEmTMHDgQNy7dw8bNmzAgwcPlBQl5VZ6err073PnzmHfvn2YMmUK5s6di8DAQPTt2xd37tzB5MmTlRglKSomJgbXrl2Dt7c3GjZsiDdv3uDkyZPw8vJC1apV+R5cCGV+L16yZAn8/PyQlJSEO3fuwMXFBRcuXIBYLM7ynk0FX8bcT4sXL8ayZcsQFxcHDQ0NuLu7IygoSMnRUW4IggAtLS0sWrQIZcuWxd69e7Fr1y4AQHJyMtLS0r65LxVcmd9bo6OjoaGhAQMDAyxfvhwvX76UPsZ2LJwykm3z58+Hl5cXLl68iLNnz2LIkCE4ePCgkqMjKhgUSrhFRUVJ57TJzMDAAFFRUT8c1K8qKioK1atXh7m5OQwNDWFoaIhVq1ahevXqmDlzJi5cuMAvfIVA5qFpO3fuxIIFC3Do0CGZiWEdHR3Ru3dv3L9/H5s2bcLdu3eVFS7JYfLkybh79y7U1NSkSbfo6GgUKVIEZmZmAL7M6dajRw80adIEQUFB8PLy4gfIAu7r9hGLxXj58iXKli2LU6dOYeTIkRg3bhy6deuGlJQU7Ny5E7dv31ZStKSIzHPyiUQi+Pv7Y+nSpViwYAFatWqFAQMGMOlWiO3fvx8bN27EmDFjsGTJEqxfvx5t27bFlClTEBwcrOzwSE4Zw7v19PTg6emJcuXKYc+ePQgMDIS6ujoMDQ3x+PFjPHnyBM+ePcPz589x6dIlpKamstdbAZa599P169ehp6eHS5cuYf/+/UhKSsLIkSOlSbeMdkxNTVVavKSYoKAgHDhwAEuWLMHq1avRpEkTxMfHfzNRTvQrUSjhVqZMGVy/fj1L+bVr11CqVKkfDupXk/GlLykpCa9evYK6ujpEIhGSk5MBAH369MHr168xa9YsXLhwgf+MCjCJRCL90LB48WLMmTMHN2/exOnTp7F9+3bcunVLuq2joyP69OmDc+fO4dy5c8oKmb7j1atXCA8Px9ChQ/HgwQOoqakB+DLMXktLSyZZqqOjAycnJ2hra2PPnj3w9fVVVtj0HZmv1YSEBAiCAE1NTVSsWBGbN2/G+PHjMX78ePTo0QPAl9fBuXPn8O7dO2WGTQo4cuQImjVrhuDgYOjo6AAAypcvjxEjRqBLly5wdXVFSEgIxGIxk+SFzPPnz2FtbY06deqgePHisLKywsCBA9GoUSN4eHjg9OnTyg6RviPjmsu4/vT09DB16lSULVsWO3bswMGDB7Fo0SK4u7ujV69ecHJygrOzM1avXs0VLguwzMm2RYsWYdasWThy5Aji4+Ohra2NtWvX4vPnzxg9ejSeP3+OlJQUjB07lotjFAIZ12zGj1RPnz6Fg4MDrK2tceTIEcydOxfTpk1Dx44d8enTJzx58kSZ4RIpnUIJt27dumHOnDkIDAzEq1ev8OrVK+zatQve3t5wcnLK6xhVTnbDDQGge/fuSEtLw9SpUwEARYoUAQAUK1YMffv2hZmZGSZMmMCkWwGW8eHi4cOHSExMxIYNG7Bp0yYsWLAApUuXhp+fn0zSrWPHjpg5cyYGDBigrJDpO8qVKwdPT09YWlpiwIAB0iHAFSpUgKamJrZs2SLzYSI1NRXW1taYNWsWhg4dqqyw6RsyfxFYuXIlvL298fTpU2hpaaFFixbYuXMnfvvtN3Tv3h0AEB8fD29vb3z69Am///67EiMnRZQrVw5//vknIiIi8PHjRwBfvjCUKlUKbm5u6Ny5M/r164fbt2+zt0whY2RkhPDwcLx9+1ZaVqlSJbRs2RKfP3/GoEGDcP78eSVGSN+S+YeP5ORkaQ9yfX19TJs2DRUrVkTlypXRt29fbNiwAUeOHMGuXbuwb98++Pv7SxdSoIIn43/ssmXLsGvXLri7u6NFixbSHz2MjY0REBCAxMRE9OjRA926dcPdu3cxePBgZYZN35F54ZJPnz4B+DLCw8DAAMeOHcOECRMwbtw4dO/eHYIg4PTp0zh06BASEhKUGTaRUokEBf5TCYKABQsWYNOmTdLET5EiRTBgwAAMHz48z4NUJZm/6O3duxdhYWEQi8WoXr06OnTogJ07d2LdunWoUaMGxo4di/j4eCxYsACVKlXC5MmTMWLECBw5cgRr1qxBo0aNlHw2lJ2jR49i5syZKFGiBFavXg1jY2Np+ZYtW1CkSBEMGzYMlpaWMvulp6dLe09RwZD5g8X9+/exfPly3Lx5E6tXr0b16tVx7949DBw4ELVq1YKDgwMsLCzg7+8PHR0dLF26FCKRiO1agC1YsAB79+7FqFGj0LhxY+m16uvrCz8/PzRr1gwSiQSxsbGIjY3F7t27oaGhwUn2C7Cc2ub+/ftYsmQJQkNDsX79elSvXl16fb99+xb79++Hi4sLe8wUUDm167Vr1zBz5kz88ccf6Natm/Qavnr1KrZu3Yr69eujU6dObNcCKHObrlu3Djdu3MDLly/RpUsXNGjQAFWqVMGHDx8wc+ZMvHnzBl26dMnSlvz/WrA9e/YMbm5umDBhAho3boyYmBi8ffsWFy5cQIUKFdCqVSsAwOrVq1G0aFH06NED6urq0gVRqGA5ceIESpcujRo1amD+/PmIiorCP//8g3379mHGjBlITU3FpEmTpCMDEhISMHLkSJibm2PChAlKjp5IeRRKuGXI6CZatGhRVKpUCZqamnkZm0qbP38+/vvvPzRu3BhaWlrYtGkTPDw80L17dxw/fhw+Pj6IioqCjo4ODAwMsHnzZhQrVgwAMG7cOAwdOhSVK1dW8lkQ8L8PjRlf3k6dOoWdO3fi/PnzCAgIgI2NjXTbY8eOYdu2bYiPj8ecOXNgamqqxMjpWzLa8+uk29KlS3H79m2sWrUKNWrUwP379+Hr64uHDx8C+NLjYv369UzMFHBXr17FuHHj8M8//8DOzg6AbII1KCgIN2/exKdPn2BmZgZnZ2d+ESjgMl9vd+7ckZbXqlULwJfr18fHBzdu3JAmzTO3OQC2bwGUuY0CAwPx7t07qKurY+DAgQAAPz8/HDhwAL/99hv++OMPlCpVCrNnz4aBgYF0xWi2a8G1cOFC7Ny5E4MHD0ZUVBRCQkJgYmKCwYMHw8LCAh8+fMCsWbNw584djBs3Di1atFB2yCSnyMhIDB48GH/99RdMTU0RGBiIO3fuQCQS4enTp5g2bRq6desmsw+TqAVTSkqKdJRH48aNceLECWzduhUWFhYAgHnz5iEgIACLFy9G5cqVIRaLMW/ePMTExGDnzp1QV1fP8v+W6FfxQwk3UszZs2cxbdo0LFiwALa2tjh8+DBGjx4NT09P/PXXX9LtLl26hGLFiqFmzZpQU1PD58+fUbRoUSVGTt9y+vRpNGnSBABw+fJl+Pv74927d/Dy8oK1tbV0u//++w+3bt2Ch4cHkzEFVOYv7tHR0YiPj0elSpUAABEREZg9ezbu3LkDf39/1KxZEwkJCUhLS0NcXBzKly8PsVjML3gF3NGjR7FkyRJs374dWlpaMknznD7w84tAwZX5g/ySJUsQHByMlJQUqKuro2PHjhg2bBiAL0k3Pz8/3LhxAz4+PrCyslJm2PQdmdt18eLF2LRpE6ysrHDz5k3UqFEDCxcuROnSpbFu3TqcOnUKly9flv4AHBgYCA0NDX7JK8AOHTqExYsXY9GiRahVqxYuXrwIFxcXmJqawsTEBKNGjYKZmRmio6OxefNmDBs2jO/BBVR2PzB++PAB06ZNw+vXr3H37l04OzujUaNGqFOnDkaNGgU7OzsOIS1kHBwckJCQgLlz56Jt27Yyn3WnTJmCs2fPIi4uDmZmZihatCjWrVsHDQ0Nfn6iXxoTbj/B1/+EAgMDERQUhLVr1+LIkSOYMGGCtHdbfHw8Hjx4IO1xkYFvVAXbo0eP0L59e3Tu3Blz5swBAISEhGDz5s149eoVpk+fjtq1a2fZjz2gCp7MX86WLVuG8+fP49GjR6hfvz7q1q2Lvn374unTp1i8eLF0eGm1atVk6mC7FnxBQUGYOHEiDh06hLJly8r0VD1//jxKly4tXYGWCg9fX19s3rwZS5cuRZUqVbBy5Ups2rQJAwYMgLu7O4AvSbfZs2ejePHinKC7kIiKisKUKVMwcuRIVK1aFe/fv0efPn2go6OD5cuXo2zZsoiLi8PTp08BAJaWllBTU+MPHwXc2bNncf36dYwcORLHjx/HxIkT4e7uDrFYjDlz5qBRo0ZwdXWV9lIF+Hm4IMr8mefJkydQU1ND0aJFUbp0abx//x6vXr2CSCSS+YGje/fuaN26Nfr166essCkXJBIJPn36JF0YLCoqCsuXL88yPc79+/cRFxcHfX19mJmZ8QdoIii4aALlTsY/oT179uD+/fvQ09ND8eLFsXfvXkyYMAHjx4+XTs599epV7N+/H1FRUTJ18MNFwVaxYkXMmzcPwcHB0kUvGjRogJ49e6J8+fKYOXMmrl69mmU/JmUKnoxkm5+fH7Zu3YpBgwbh4MGDiI+Px7///ounT5/C1NQUI0aMQO3ateHo6IgXL17I1MF2LTgyL1KT+felGjVqwNTUFCtXrsSrV6+kbZaSkgJ/f3+cOHHip8dKP+bRo0e4fv065s+fj7p16+L27dvYu3cvOnTogICAACxatAgAUK1aNcyaNQt+fn5KjpjkERAQgP79+yMtLQ3GxsbQ0NBAmTJlsGXLFsTHx2PUqFF48eIFdHV1YW1tDWtra6ipqSE9PZ1f8gqQ7H7fr1evHpydnREbG4vVq1djwIABcHJygqOjI0qXLo07d+7gyJEjMvvz83DBIgiC9P/n8uXLMXz4cLi6uqJz5844deoUjIyMULt2bVhZWSExMRHPnz/HgAEDkJycjF69eik5evqWzJ+fxGIxdHR0cODAAezcuRNVqlTB8OHDZaZvAIDSpUvD3t4e5ubmEIvFkEgkfB+mXx6/FeajlJQU6d9r167FwoULIRaLoa+vj3v37kl/rc2YXDIpKQlbtmyBIAgwMjJSVtikgCJFiqB169aYMWMG9u/fL026OTg4oGfPntDS0kJgYKCSoyR5CIKA9+/f4+zZs5g5cyaaNWuG58+f4/bt2xg8eDBMTU0hkUhgbm6O4cOHY+DAgShXrpyyw6ZsZP4isGPHDixcuBC+vr7SIcIdOnTA/fv3MWfOHJw+fRpHjx7F0KFDER8fDxcXFyVHT7lVpkwZ/Pbbb7CxscGVK1fg6emJMWPGwNvbG61bt8aqVaswffp0AICJiYn0ywAVLF+3SZ06dZCQkIA7d+4gPj5euo2RkZF0TlQXFxe8efNGZj8mZgqOzKuRRkVF4dmzZxAEARoaGjA0NMT79+/x5s0bVK9eHQDw9u1bVK9eHSNGjMCoUaMAgMOCC6DM7bp8+XJs27YNHh4e2LRpE6ytrTF69Gjs2bMHwJf/x3v27MHMmTORnJwsndcrY2VaKlgy91q8ffs2rl+/jsePH0uTZ35+fjAzM4ObmxtCQ0MRHx+PkSNHYtmyZQD+lyDnD9BEAFPO+WDkyJGYOHEiSpcuDQB4+vQp3r59C09PT5ibmwMAXFxcMHPmTMTGxuL06dMoVqwYVq5ciejoaKxYsSLLZO1U8Kxbtw4fPnzA2LFjAXxJurVs2RKCIGDSpEkoUqQIpkyZggYNGkBbWxs1a9ZUcsQkD5FIBE1NTaSkpKBOnTo4fvw43N3dMWHCBHTr1g3Jyck4ePAgrK2tUa1aNelwUg5zKVi+Hhq8bt06NGzYEKdPn8aZM2cwbdo09O3bFyVKlMChQ4cwdOhQWFhYwMjISOaLANu0YMpu2La2tja6d++OokWL4vDhw2jYsCE6deoENTU1lC1bFg4ODggPD5fZl18GCp6MNgkLC0PZsmVhZWUFPz8/9O/fH3PnzsW8efOgp6cHQRBgYGCAjRs3Ys6cOShVqpSSI6fsZP7hY+nSpTh37hyePHkCe3t7WFlZYcCAAdDU1ISxsTFOnDgBiUSCzZs3QywWo2PHjhCJRJymoYC5ePEi6tevL22Te/fu4fLly5g3bx4aNWqE48eP4+rVq7C1tcWUKVMgEong6OiINm3awNjYGE2bNuWQ7wIs8zW7ePFiHDhwABoaGnj16hXGjBmDjh07wtDQEH5+fhg+fDh69+6NSpUqIS0tDfv37wfABDmRDIHy1PDhw4W2bdsKycnJgiAIwsWLFwULCwvB3t5eOH78uMy2q1evFpycnARLS0uhe/fugqurq5CSkiIIgiCkpaX99NhJfp8/fxaWL18u1K5dW/Dz88vymIeHh2BhYSG4u7vLPJaenv4zwyQ5SCSSLGWxsbFCy5YthdGjRwt169YVNm/eLH3s8ePHQt++fYUTJ078zDBJQREREcKQIUOEmzdvCoIgCHFxccKff/4pdO3aVbh165Z0u/DwcCEmJkb6ekhNTVVKvPR9md9HT5w4IWzatEnYunWr8OTJE0EQvrwH//3338KYMWMEQRCEpKQkYdiwYcJ///2XbR1U8Jw7d06wsLAQtmzZIsTFxQmCIAh37twR6tevLwwZMkT4+PGjIAhZ25GfnQouPz8/oX79+sLJkyeFqKgooU+fPkKzZs2EBw8eCILw5TNxp06dhCZNmgh///239PNwdv+jSXn8/f2FNm3aCLt375aWhYeHCxs2bBAkEokQEhIiNGzYUNi0aZMgCILQr18/oU6dOsK///4rUw/fgws+X19foWHDhsLFixcFQRAELy8voWbNmsLChQuF6Oho6XaBgYHC7t27pZ+b+PmJSBZ/VshDb968wcOHD+Hh4QFNTU0cO3YMLVq0wODBg7Fy5UrcunUL9vb20NbWBgAMGDAAnTt3xsePH6GjowMjIyMuX19ACV/1NixSpAj++usvFC9eHL6+vpBIJNJV8IoUKQITExP89ttv+PDhA3tTFGApKSnQ1NQEALx+/Rr6+voQiUTQ1dXFiBEjMHXqVDRu3Bg9e/aERCLB58+fMX/+fADAb7/9pszQSQ4BAQHYtWsXjIyMUKZMGQCAjo4ONm7ciN69e2PWrFkYP348bGxsYGJiIt2Pc44UbBnvo/Pnz8fhw4dRpkwZ6OrqYubMmdi4cSPs7Ozg6OgIT09PJCYmIjIyEunp6WjVqhUA2V/vSfm+/v8KAA0bNkSPHj3g6+sLNTU1tGnTBjVr1sSaNWswcOBATJ48GbNmzYK+vr7MfuyRWvAIgoAPHz7g3LlzmDZtGn7//XeEhITg5s2bmDRpknTkx4ABA9CxY0d8+vQJFStW5GTrBVT79u1x+/Zt7N69G4IgoHPnzjAxMUGHDh0gEomwe/duNG/eXDpdjrGxMUqVKoWDBw+iZ8+e0mud78EFT+bvK+Hh4bh58yamT5+OevXq4dixY9i/fz/atWuHVatWAQB69uyJ0qVLo3PnztI6OHcmUVa8IvJQRqIlODgYQUFBuH79OmxtbTFq1CgkJSVhzZo1qFSpEtq0aYMiRYoAAAwMDGBgYCCtg1/0Cp7M/4Cio6MhEolgYGAAIyMjdOjQARKJBCtXroRIJMLQoUORkJCABw8eoFWrVujSpUuWOkj5/v33X7Ro0UI67Hvp0qU4evQoJBIJmjZtir/++gvt2rXDkydP4OfnBzc3N4jFYsTExODjx4/YvXu3dFJufsEruJo3b461a9ciIiICL1++RMmSJSEIAkqUKIFNmzahb9++mDRpEpYuXSqz0iyv1YJv//792L9/P/z8/GBlZYU9e/bgxIkT0nm8WrVqBbFYjDNnzqBOnToYP348hwkXQJGRkTA2Npbez/y/ctq0aVBTU8OiRYsgCALatWsnTbp17twZlSpVkq48SwVXxjQNycnJsLOzk07TMH78eOk0DQcOHEDt2rVRtWpVlCxZEgA/DxdEEokEZcqUwZQpUzBz5kxp0q1Lly7Q19dHQkICHj16hGbNmkmHjMbHx2POnDmoXbs2p8spwDL/EPXkyROYmpqiTZs2aNSoEa5fvw4vLy+4ubmhV69eKFKkCNavX4/ExES4ublBT09PWg//vxJlxf9kecjAwAA9evTAjBkz8P79eyxatEiaTJs4cSLS0tLg6ekJADJJt8z4Ra9gyfzh39/fH0eOHEFKSgq0tbWxfPlyGBkZoUuXLlBXV8c///yDffv2QSQSQUNDA//88w8A9qYoaE6dOoVNmzbh3r178PDwwNWrV7F9+3ZMmTIF169fx61bt/D48WNMnTpVuhLp3r17oaOjg5o1a8LFxQXq6ur85b2A+TqpLQgCKlasiJ07d6Jz585YunQppk+fjkqVKgEA9PX1sW7dOsydOxdVq1ZVUtSkqOfPn6NNmzawsrLCkSNHMHPmTMycORPt27dHQkICkpOT0blzZzg6OkpfF7xmC5Y///wTFSpUwIoVKwB8mRe1fPnyaNq0KTQ0NAAAU6ZMgSAImDt3LkQiEVq1aoUaNWrg0KFDqFixojLDpxzklFBJTEzE9OnTcfnyZYwfP17aA+r169c4ePAgSpQoIfNezM9NBU/GQjPGxsbw9PTEzJkzsWfPHojFYnTq1Ana2tqoV68eVq9ejdjYWISGhiItLQ2Wlpaci68Ay9wus2fPxrZt23Dx4kX88ccfKFq0KIKDg2FnZ4fu3bsDAPT09FC7dm3cvXsXurq6ygydqFAQCUI263RTrmV8wNiyZQtmz56NqlWrombNmujXrx/MzMyk282aNQuBgYEYP348unTpIh3ORgXb4sWLERgYiDFjxqBKlSoYP348ihcvjlmzZqFmzZpIT0/Ho0ePcPToUejq6uLvv/9mb4oCbNOmTQgKCoKpqSn09fVhamqKTp06AQCCgoKwfft2aGpqYtKkSahcuXKWL+ps14Il84fFFy9e4PPnz6hcuTLU1dUhEokQERGBrl27ombNmpg6dSoqV66c5Ush27RwWbhwIT59+gQHBweMGzdO5gv87t27ERERgYEDB0JLSwtAzkkAUo61a9diz549+O+//6Rlw4cPx4ULF7B48WI4ODhIk27Al4Wmnj9/jt69e6Nr164oXrw4AF63BU3m9+L3799DR0cH6enp0NLSwpEjRzBlyhTY2dnBz88P6enpSE5OxujRo5GcnIy1a9eyLQuJjHaOjIyULgDn6OiIrl27Ij09HYsXL8bDhw9haGiImTNnQkNDg9dqIfDs2TOsWbMGjo6OqFu3LgRBgEQiwZAhQ6Cnp4e5c+dCLBZj2LBhGDBgAGxtbQHw/yvR9zDhlsfev38PiUSCy5cv499//4WJiQlcXV1hamoq3Wb8+PF48+YNNm3apMRISV6XL1/G3Llz4eHhAXt7e5w+fRpjx46Fvr4+UlNTsWLFCtSoUSPLfuxNUfBk/jKwfv16HD9+HE+ePMGECRPQsWNH6XZBQUHYuXMnNDU14e7uLv3VnR8qCp7Mbbp06VIEBQXh06dPKF68OEaNGoV69erBwMAAERERcHJyQs2aNeHh4SHzQwgVXDn1iAgMDMTq1asRGRmJsWPHwtnZGQAQHx+PMWPGoHr16hgzZszPDpfktHXrVqxatQoHDhzA6tWrkZ6eDnd3d4wYMQKXLl3C3Llz0bBhQ+mPkp6enjh79iwsLCykK7lTwSJ8tTL06dOnkZiYCAsLC/Tp0wc2NjZYsWIFli5dit9//x3q6uqIjY2VTtPApEzh8nXS7ePHj+jWrRscHR0BfOnRmPGDBz8PF3wHDx7EkiVLoKOjg9WrV6NEiRLS/73bt2/HtGnT0KRJE7x+/RqCIGDv3r1QV1fn52IiObBfbx5KT0+HkZERSpUqhT///BNdunTB8+fPsWrVKjx58kS63fz587FhwwYAXz6gUMGmoaGBDh06wN7eHufOncOECRMwduxY7NixA2pqapgyZQpu3ryZZT9+uCh4MoZDAEDfvn3RunVraGlpYffu3Xj37p10u7Zt28LJyQlv375FYGCgtJwfKgqWzMkYHx8f7Ny5E+PGjcOpU6dQqlQpLFmyBIcOHUJMTAwqVKiAHTt24Ny5c9ixY4eSIyd5ZG7fEydO4MSJE7h06RIAoEuXLqhWrZp0Ts2IiAg8fvwYo0ePRnR0NEaMGAGA/2MLIkH4v/buM6yK4334+JcuiA0VrNFYghWNGhWNXWOLvYu99y5ib4goTQELRUAUBRHF3nuLiprYjb1FsQCKgNR9XviczcGSmP8vkUNyf94knrN7rtlrmN2Ze2fuUahYsSJly5alU6dOBAcH0717d+BdoKZmzZo4ODhw/PhxYmNjgXeD95UrV6rBNqlX3ZKRkaE+Hzds2MDatWvp0aMHrVq1IiMjg759+3L27FmGDx9OYGAguXLlwtLSkgYNGrB582aMjIxIS0uTYFs28v7y0nz58hEREUFISAhAptnF0h/Wfenp6VhZWXH//n1SUlLQ19cnNTUVgG7durFgwQIKFChA3bp11WBbenq69IuF+Awyw+0foD1ICA8PZ9OmTZQsWZJ+/fphbW390eOEbnv+/Dn58uVj2LBhlCtXjkmTJpGYmMjQoUO5cOEC9evXZ/ny5VldTPGZtNteSEgIW7dupVSpUkyYMEFN2Axw6tQpatWqJe1Ux5w6dQpbW1v139evX2fOnDkMHz6cBg0acOLECcaMGUPZsmW5e/cuY8aMoWXLllhYWPDs2TPy588vA7tsxNXVlXXr1lGwYEFevHhB//79GTVqFACDBw/m6dOn3L17l4oVK2JkZERgYKDMlskGhg0bxrFjx7CxscHT0zPTvXf8+PGcO3eOIkWKkJKSQlJSEtu3b8fAwED6TjrswoULhIeH891336lpGp49e4a3tze7d+8mODiYcuXKyZL+fxHtmW4TJ06kbNmyzJo1SwIx2dDBgwdZsmQJpqameHp6YmVllWl2ova9V2YtCvH5pKX8AzRvffT19enSpQv6+vr4+vpSvHjxTAE36TDqPk2nsGDBgsTExPDw4UN1+2sDAwMsLS3ZsmULX3/9dRaXVPwV2m3Uzs6O9PR0du7cibu7OxMnTqRAgQIAalBHBgO6Izw8nMWLF+Pg4KDuApwrVy66d+9O3bp11YTc9vb2dOvWjZ49exIcHExiYiJdu3bF0tISkM6iLtPcdxVFITo6mgsXLhASEoKJiQmnT5/G0dGRpKQkJk+ejJ+fHzdu3ODp06cUKlSIsmXLoq+vL/Wrw9LS0khMTMTY2JgJEyZw8uRJpk6dysyZMylRogTwLm9qSEgIz549IzU1lQkTJsjO0Dru1KlTzJ49m9evX1O3bl31c0tLSwYPHszNmzc5efIk5cqVIz09PdNyNKlT3fVnSwa1Z7p5enqSN29e2Y00m9HUVePGjUlPTyc4OJgpU6awaNEirKysSE1NxcjIKNO4VZ6vQnw+aS1/0ftvVj/V+dMe0Hfq1AkLCwvq16//JYsq/gbanQULCwvy58/PihUrePXqFTt27CApKYmvv/4afX19GQhkM9pttE+fPujp6bF7925mz57NggULyJs3r3qs1KvuqFKlCu3atWPVqlUoikLnzp0pWrQopqamGBoaEhYWRvPmzencuTMAhQsX5vHjx1y/fj3TblrSWdRN2s/Y169fExsbS+nSpSlVqhQmJiYUK1YMIyMjZs+ejb6+PhMnTsTa2vqD2eNSv7rL0NCQ3Llz4+npCUChQoUIDw/H0dGRGTNmqEE3Ozu7TOdJEFW32dra8uOPP7J27Vq2bdtGrVq11JdXxYsXx8jIiLt37wK/338lIKN73h/nfE4daV5yWFhYAJLvVhdFRkbSoEED8uXL98F32gHSZs2akZGRQUhICFOnTsXR0ZEiRYpkQYmF+PeQKVZ/keYhtHXrVgB1ecOnjtV816hRIwwMDNT18CJ70dSjs7Mz+fLlY9OmTeTMmZPQ0FC1niUok/1ot9HevXtTr149ChQoINuc67BvvvmGnj17Ymtri7+/P+Hh4cC7gHhKSgqxsbHkyJEjU2d/2bJluLi4SO6nbEDzjPXw8KB///7Y29tz4cIFXr16BYCxsTFt27Zl7ty5rF69GkdHx0/+htBt6enpALRu3ZquXbuSmprKggULuH//PsAHfSsJtukuTV2OGTOGPn368PjxYwIDA3n9+jUAycnJJCUlZXqRJXSPoijq/TM0NJTZs2ezcuVKrl+/rn7/qfM07fPs2bMy1tExXbt2ZevWreTJk+eTx2j3j5o3b07v3r15/vw5AQEBX6qYQvxrSQ63/4PY2FhatmxJhw4dmDJlyh8eq/2WJzk5GRMTky9RRPEPi42NVafNy1t33fOxt6t/9MZV+42u5jjJE6Tbbt++zbp16zhx4gSDBg1SZ7TZ29tz9uxZvv/+e27evEl8fDxbt26V3E867v3cp8uWLaNnz57Ex8cTFBREt27dsLe3V3etTElJYcOGDezevZs1a9bIbIpsSvu+vHPnTjZu3Eh8fDxeXl4UKlQoi0sn/grtNuzh4cGOHTswMzOjSpUqxMXFcfv2bbZs2YKRkVEWl1R8zPv1FxYWRuXKlXn58iWpqalMmzYNW1vbD/pS2v9ev349c+fOZdOmTVSoUCFLrkNkdvr0aebMmUNgYCCFChXi+fPnmfJlvk+7Ps+cOUP16tVlQoEQ/yMZeXyG99+y5syZk5EjR3Lz5k0uXLjwyfO0b1ohISGMHDmSlJSUf7Ss4vN9ambipz6H39/u5cuXT4JtOkp7t7SkpCS1zWmCaB+jWQ6hOS49PV0CMzrkY/VWunRpNW+bv7+/uvPo4sWLqVOnDvHx8RQvXpzIyEgJtmUDmro5ffq0mnx7yJAhTJw4EXd3d0JDQ3F1dVXbs7GxMd27d1eDbfLuMHvSrrtWrVrx448/UqVKFTXXosg+tGeMjx8/no4dO/LkyRMePnyIra0tO3fuVHcjFbpHcw++c+cOCQkJ+Pn54efnx5w5cyhfvjzTp0/n1KlTmdqs9jgnNDQUDw8PlixZIsE2HWJgYMDdu3d58OABc+bMYdSoUX84FtWu35o1a0qwTYi/gcxw+ws2bdpEjRo1+Oqrr3j69CmjR4/GxsaGmTNnfnDs+w8hV1dX5s+fT8uWLb90scVHaA++7969S0ZGBjlz5lTfqH8qH5t2vWqSiArd5OPjw5EjR8iVKxf16tWjV69ewMfrVrted+3aRcGCBalRo8YXL7P4kHZbPXfuHAkJCZiamvLdd98B8OuvvxIWFsaJEyfo378/3bp1AzLne5LAuO5TFIXffvuNJk2aADBlyhT69++vfr9//37Gjx+PnZ0d48ePzzRbXPIF6Z6/WicfO16C5NnT+zOlzp49S61atRg0aBA5c+aU9qrDdu/ezcKFC8mXLx++vr5q4PvatWsEBARw/vx5HB0dsbW1zdSXCg0NxcXFBScnJ5o3b56VlyA+wsPDg6CgIIyMjAgNDaVMmTJ/eLx2G7137x4FCxYkZ86cX6KoQvwrSU/mM506dYpp06YxYMAANm7ciJ6eHnPnzmX9+vXs3bs307HvB9tcXFxYsGCBBNt0hHaOCg8PD8aMGUOXLl0YMWKEmg9Isxva++dp6jUwMBA7Ozt5U6tDtGdBBQYGEhAQQM2aNcmdOzdLly5l0aJFwId5F7XrNSwsjPHjx8tMVB2h3Vbd3d2ZPn06M2bMwM3NjYkTJwLvcrp17dqV77//nuDgYFavXg38nu9JO7eM0F16enoULVqU0NBQTE1N+emnn/jtt9/U75s2bcqSJUsICgoiNDT0g3OFbtHUia+vL35+fp91/PvP0z+abS501/sz3WrUqMGxY8fw8vIiNjZW2qsOeX/ORZ48ebC2tub+/fu8fPlS/bx8+fIMHDiQ7777jqFDh3L58mU12BYSEoKHh4cE23SM9hjG3Nyc5ORkkpOTiYmJ+cPztPvEa9asYcKECWouRiHE/42MQj7h/Tertra21KpViytXrnDx4kUOHTrE999/z7hx41izZg3W1tbqzlrag3d546N7tAcCmtmH8O4tzrJly4iNjcXNzQ0DAwP1wfN+EHXlypVMnz5dBvI6Qru9/vLLL+TIkQMXFxfq16/PmzdvqFmzJnPnzgXezZzR7Cqrr6//wUxUT09P6tSpk2XXIn6n3VYjIiLw8vKicuXKeHt74+Pjw+vXr/Hz88Pa2pquXbvy6tUrLl68mKm9yuAu+8jIyKBq1ar4+fnRr18/vLy8GDduHFZWVgA0adKEtWvXUrVq1awtqPgsycnJnDx5klq1av3psdqB8b1799KgQQPJeasj/mim4ae+09fXV1cBTJgwgeTkZC5fvixLv3WM5vm4ZcsWMjIy6NChA3p6eiQnJzN16lScnJzU5aHlypXDzs6O4sWLU758eQCuX7/OggULcHV1lXGOjtEERIOCgrC0tGTTpk1ERkYyaNAgvLy8aNCgwQfnvD/W8fT0ZM6cORQuXPiLll2Ifx1F/KFr164p0dHRiqIoysWLF5Vx48YpgYGByq5du5T69esrzZs3V+rXr68EBwcr6enp6nmbN29WrK2tlT179mRV0cUfSExMVIYPH674+/urnyUnJyuHDx9WbG1tFT8/P/XzjIwM9f/Xr1+vVKtWTdm9e/cXLa/4OAcHB+Xt27fqv6OiohRra2ulRo0ayk8//aR+npiYqGzYsEGpVKmSsnjx4g9+R+pVd927d08ZMGCAcvjwYUVRFOXIkSNK1apVlTlz5igNGzZUhg4dqh774MED9T6s3W5F9qGpv9OnTysVK1ZUpk6dqjx9+vSD41JTU7900cSf0O4DaTg5OSmDBw9WUlNTlbS0tI+ep91WQ0NDFWtra+XkyZP/WDnF59Ou09DQUMXBwUGZOXOmEhwc/IfnadfpkSNHlMePHysxMTH/WDnF/11KSooydOhQpWfPnupnx44dU4YOHap07NhRuXr16kfP07TnO3fufJFyis/z/li0fPnyypUrV5SMjAwlKSlJmTVrllK5cmW1T/Wx8zR9YhnDCvH3kCWln6AoClFRUXTt2pWlS5dy9OhRKleuTMGCBYmPj6dFixaEh4dTvXp1nj9/zunTp9W3fCkpKaSkpLBy5Up++OGHLL4S8TH6+vrcu3ePhw8fqp8ZGxtja2tLw4YNuXr1KvDhckOZsag7Hjx4QHx8fKa360WKFGHcuHGkpaURFRWlfm5qakqbNm2YPXs2q1atIiQkRP1u9erVshxCh5UoUYI2bdpQoUIFzp8/z4wZM3BwcGD27Nk0bNiQw4cP06lTJwCKFy+uLmeSmW3Zk6b+atasSUBAANu3b2fevHkfLIOR2cW6R3Mv1iwHTktLw9zcnMTERAwNDT+aF1W7rWpScHh5eWFra/tFyy4+TlOnLi4uLFmyBD09PV6+fImbmxtjx45V0y/8UZqGIUOG8ODBA/Lly/flL0B8QLuuUlJSMDIywsnJiVu3bqkrPr7//nt69+6NpaUls2fP5uLFix/8jqY9f/3111+m4OKzaNrsoUOHSEtLw9HRkQoVKqCnp0eOHDmYNm0aHTp0YOzYsRw9evSD87Tz8ckYVoi/SRYH/HTKx2ZEbN26VZk+fbpia2urrFq1Stm/f79St25d5eDBg4qiKEpCQoISFRX1wZvblJSUL1Jm8ecuX76sPHjwQFEURZk7d66yb98+RVEUxd3dXenbt6/yyy+/ZDrew8ND6dWrV6Y6lBmLum3Dhg1KQkKCoiiKEh0drXh5eSk2NjZKYGBgpuMSEhKUgwcPqrNj4uLilHr16inbtm370kUWH/GpGTAaHh4eir29vTqrcdWqVcrIkSOV6dOn/+m5Iut9bAbUnx177Ngxxc7O7i+dK74s7bo5c+aMUrlyZaVRo0ZK/fr1ld69eysVK1ZUli5dqpw9e1a5ffu2kpyc/MFvyCxj3fXLL78o9erVU2eNp6enK+fOnVPq1KmjTJo0KdOx768IqF69uvSbdFRAQIDi5eWlXL9+XVEURYmIiFA6dOiQaebTyZMnlW7duinTpk3LqmKK/4MHDx4o5cuXV6ytrZWAgABFUTK3zbdv3ypz585VrK2tlQsXLqif79ixQ6lcubK0WSH+ZrJL6f+nnYfixYsXJCUlUbx4cQDevHnD4cOHmTdvHs2bN1fzUCxdulTN2waf3tlSZA1FUXj06BGdO3emY8eOxMfHs3nzZiIiIihXrhxRUVHMnTsXGxsbOnToQI0aNYiPj2fUqFF89dVXzJ8/H3j3t7F//36MjY1p2LBh1l6UADK/QY+JiaFNmzZYWFiwYcMGTE1NefbsGeHh4QQEBDB69Gj69ev3wW+kpKRgbGzMmzdvMDc3/8JXILQlJydnytd06NAhnj17RrFixfjqq6/Ue/G4ceN4+PAhERERpKamMmHCBKpXr67Wr9yDs4fr169Trly5P92F8v36lPrVPdHR0WqOvVOnTlG8eHHMzMxISEjgl19+ITY2lgULFlCoUCGMjIyIjo4mf/78tG/fnrFjxwIQHBzMsmXL1D6WyFrvt8sjR44wa9Ystm3bRu7cudXn79GjR5k8eTJLlizB1tY203mya6Vui4mJoWfPnkRHR1OsWDGGDx9O5cqVcXFxoXjx4owYMULdlfLSpUtUrFhRdgzWYcp7O/+mpqZy6tQp5s2bR4kSJfDz81Nnj2vq8e3bt4SEhNC3b191xvidO3d4+vSp5DEW4m8mATcy36g8PT3Zv38/MTExWFhYMHDgQBo0aEDevHl5+PAh/v7+XL16lUuXLrFgwQJ1KZPQXXv27GHGjBm8ffsWLy8vGjZsqNb5kSNH8PLyIiEhASMjI4yMjEhJSWHTpk0YGRmpx/3ZwFB8Odp1oQnUXL9+ncmTJ2NoaMi6devUoNvGjRsJCgqib9++jBw5MotLLj5mzJgxVKxYkT59+mBqaoqLiwvr1q2jWLFiPH36lHLlytGpUyfat2/PkSNHcHR0xMzMDENDQ96+fcuWLVswNDT8oMMpdFNUVBS9evVi69atfPPNN394rNx3dVtUVBRubm7Y29uze/duwsPD2bVrlxqAg3cBuaFDhzJr1iwqVqzIpUuXiIuLo2HDhhgaGnLv3j369+/PpEmTaN26dRZejQCIjY1Vl35evHgRGxsb7ty5Q5cuXXB2dqZZs2bqsY8ePaJHjx7MnDkz09Kz1atXs3z5cgmg6pD3n48pKSmEhoZy7NgxGjRowPLly+nZsycPHz7k4MGD+Pj4UK1atUy/Ifdj3fR+EC0jIwMzMzMAjh49ysSJE6lfvz5ubm4fHK+RlpaGvr6+1K8Q/5D/fBIU7YfQypUrCQkJYfr06RQoUICIiAj8/f2Jjo6ma9euFC9eHHt7e27fvs3OnTtp165dFpde/BHNQyVv3ryYmZlhZGTEmTNnKFGihJpzokGDBhQpUoSHDx9y7tw5ihUrRpcuXTA0NCQtLU196yMPId2g3VFYs2YNGRkZtGjRgnLlyuHq6srEiRPp0aMH69atw9LSks6dO5OQkMC5c+ckIKOjihYtiqenJ2ZmZpQvX56TJ0/i7+9PtWrVuHTpEmFhYQQHB5MrVy4aNmzItGnTOHHiBKampowdOxZDQ0OZ+ZSNWFtbU6dOHQ4fPsw333zzyUGcoijq5xs3bsTExIQ2bdp86eKKP5CRkUG+fPmYOHEiCQkJbNmyBSsrq0x1amVlhampKSdPnqRatWrUqFEj0/mFChUiJCSEIkWKZNVliP/vxIkTbNq0iQkTJhAYGEhkZCR79+7FwsKC77//noiICMzNzdX8erlz5yZv3rxqTjBFUXj27BmrV69m5syZEmzTIZq+z6ZNmyhcuDC2tra0b9+eTZs2kZaWxtatW/H398fQ0JD4+HgmT57Mhg0byJ8/v/ob0g/WPdr3Wl9fXy5evMj169dp0aIF9erVUwNtkyZNYuLEibi5uaGvr/9Bf1hyogrxz/rPznB7+PChukwpPT2dhIQEBg8eTNu2bbGzs1OPW7x4Mfv378fJySlTR1FDOygjdFd6ejp79+5l4cKFNG/eHDs7O0qWLPmHx8sAXnctXryYzZs3Y29vT926dbG0tATg119/ZezYsZiamrJ27VrMzMyIjY0lb9686OnpSdBNh2jXxfLly1m+fDndu3fn1atXLF68WP3uxo0beHl5YWRkhIeHxwe/I/dg3fWpYJqzszNHjx5l586dwIezL7T/HRoayqJFi3BxcaFp06ZfpuDis7m6uuLv70+lSpWYMmUK3333HfCuDjVB0wkTJqCnp6fOsBC6aceOHfj5+ZGens6zZ88IDQ1VX07+9NNP+Pj48PbtW+rXr8/XX39NWFgYsbGxREREZOovaVaICN3y5MkTFi1axJ49exg5ciQ9e/bk1atXjBkzhqlTp1KjRg1u3rzJggULSE9PZ/369RJkyybc3d0JCwtj+vTppKSksH79elJTUwkKCiJv3rycOHGCSZMmUblyZfz9/bO6uEL85/wn76RTp05lwYIFXLlyBXi3046enh6JiYmZdhoFsLe3J1++fJl2NdQmAz3dpnnzamBgQMuWLZkwYQJ79uwhLCyMO3fuADBw4ECOHTuW6TwJtumu8PBwtm7dSmBgIB06dMDS0pKUlBRiY2P55ptv8Pb2JiUlhRYtWpCcnEy+fPkk2KaDNEu1AUaMGMHIkSNZu3Yt58+fJzo6Wj3O2tqaZs2asXfvXh49evTB78g9WHdpnqf37t3jzZs36uea3Q19fHwA/jDY5urqirOzswTbdIym7VatWhV3d3eKFCmCl5eXuuudnp6eWv8lS5YkNTUVeFe/Qje1bt2a8uXLc/PmTb799ttM39WuXZvRo0dTtWpV1qxZQ2BgICYmJoSHh2NgYEB6erp6rATbdIP2bqQAhQsXxsPDg0WLFrF161amTJnC7t276dy5M8ePHycxMZGKFSuybt06Ndj2/m8I3XPr1i2OHDnCsmXLaNu2LUWLFuXWrVv07dsXCwsL9PX1qVevHgsWLEBRFKlTIbLAf26k0r17dx49eoSVlRXBwcH06tWLypUrkytXLiwsLNi5cyc9evTA2NhYTapevnz5TIMFkX1oOvyaQVz79u2Bd7n6rl27xps3b3j58iW1a9fOwlKKT+nRowfDhg2jQYMG6mePHj2iVq1alCtXjvv373PmzBmCg4PJkycPTZs2pV+/fixevJjAwMBMwRgJtuke7SS+w4cPx9TUFGdnZyIjI+nevTt58+YF3g3Yv/rqK9LS0rK2wOIv2717N05OTpQqVYphw4bxzTffYGFhQbNmzbhy5QqpqakYGRmpx2vaaVhYmCRd12GaZ6smEFqgQAGCgoLw9/dHT0+PevXqAbB//37q1KkjOTR1nGZWf6VKlShXrhw7duxgxYoV9O3bl4oVK6IoCtWqVaNatWqMHDkSRVEwNzdHT09PZhnrIO3ZxRcuXCAmJoaCBQtSqlQp2rZtS6lSpTh06BDbtm3jyZMn6rJhTbL89xPsC92Vnp5OUlISNjY27N27lylTpuDg4ECnTp1ISkriwIED1KlTh6ZNm6r3a6lbIb6s/9QT0svLi6SkJI4fP86xY8dYuXIloaGhZGRkUKVKFRwcHBgwYIC6zl0zy+n69etUqlQpi0sv/hfaM5zat29Pnjx5+OWXX0hOTmbixIkf5GwTWe/t27e0atVKzRcD7zoJKSkp3Llzh4ULF3Lu3DmKFClCrVq10NfXJyIiglatWlG+fHlcXFwAWR6s67Q79v369SMxMZElS5YQHx9Po0aNyJs3L56enpibm/PVV19ldXHFn7h9+zbFixfH2NiYkJAQGjVqhIODAz/99BNjxoyhRo0aNGnShB9++AE7OztOnjyZKaAOsHbtWtzc3Fi0aFGmZOxC92ieqzVr1kRPT4/Vq1ezbNky7t69y7Fjx7h79y779u2TzYd0nOYZqUmpUqBAAQICAli9ejX9+/enfPnywLs8b3Xr1lXPUxRF+k06SNPOFi9ezJ49e0hKSiJ37tzkyJEDHx8fKlWqRMmSJWndujWLFy/m8OHDrFu3LtPulNJWdY/mfquZKay5r5qamhIeHs6SJUuYNGkSPXr0AODatWscOHCAUqVKZZp5KnUrxJf1n8rh5uzszE8//URkZCR+fn7s3bsXPT09SpYsSb9+/ahQoQL79+9n1qxZ5MuXjyJFivD69Wvi4+PZunWrdCp01F9ZKvipYyXYpttWrFhBgQIF6NKlCy9fvsTV1ZVHjx7xww8/ULt2bcqWLcvBgwfx9fVlxYoV6i5rIvvQHoyvXLmSJUuWYGBgQOvWrUlISGDJkiUYGRnJoF2HXbp0ienTp9OlSxfu37/P2rVrOXDgAEWLFgXg1KlTXLhwgaCgIKpVq8aJEydo0KABixYtwszMDD09PZ4/f46joyPNmzenVatWWXxF4nNoP1cvXLjAxo0buXjxIlZWVqxYsSLTjt8i6/1RXWjfX3fu3ElgYCDFihWjefPmREREcP/+ffbs2SN1mQ2Ehobi4eHB8uXLKVKkCHfv3mXlypXcu3ePiIgIChYsqB67c+dOmjdvLi8ndZh223z/RfLo0aPZt28f48ePZ+jQocC7l9ZjxoxBX1+f5cuXS79JiCz0nwi4aToXUVFRzJo1CwMDA54+fcqBAwc4efIkfn5+lCpVikGDBmFtbU10dDSBgYEAmJmZMWLECJkBlQ0EBARQq1YtKlas+KezmjR/ExkZGejp6UnnUYelpqayaNEi1q5di7OzM+3btyc1NZWUlBRy5swJvMu5OHr0aLVjIfWZPWl3KNeuXYujoyPe3t40adJEli5lAxkZGTg6OrJ3714SEhIICgqiSpUqHywbjY2NJTw8nDNnzhAVFcXWrVvV2YuKohAXFydBcx3xuQFu7SBOYmIiycnJ5MmTB319fWm3OkS77/OpetWuy7179xIaGspvv/1GwYIFCQgIkACqDjp79mymDUsAHB0dSU9PZ86cOepx9+7dY9q0aVhaWuLq6oqenl6mvrK0Vd2k3d6CgoI4ffo0OXPmpFSpUowYMYK4uDjGjx/PzZs36dOnDykpKURFRfHixQs2b94sLyuFyGL/iYCbtoEDB3LixAm+//57daeWbdu2ERgYSOnSpenbt+9Hl4/KsjTdN3DgQGJiYggLC8PY2PiTHULtz6Ojo7GysvrSRRV/UUJCAn5+fvj4+ODs7Ey7du0AePPmDbt27WLfvn08efKETZs2Sccim9Ouu40bN9K+fXsMDQ1lgKfDtHek3LRpE87OzhQsWJBu3brRsWNHzM3N1Weo5r+a+uzfvz/58+fHxcVF/Q2hGx4/fqzOTgwKCqJGjRqflV5Duw3LvVh3uLq68vbtW6ZNm/anObq077fPnj0jOTmZokWLSgBVB23fvp1JkyaxePFi2rZtq34+ZcoU7t69y4YNGzId7+vry44dOwgJCcHc3PxLF1f8RdptccWKFfj5+dGhQwfi4uI4evQoVatWZcmSJRgaGrJgwQJu375Njhw5+Prrr3FwcJAJI0LogP9ULyguLg4jIyNGjx7NkydPmDBhAgBt2rShf//+3L17l5CQEM6fP//BuRJs0y0f22Vn/PjxmJubs379enXm2vu0H1zBwcG0bNmSmJiYf7y84n+TM2dOBg8ezODBg3FwcGD79u3qd1evXqVgwYLqW7y0tDQZ4OmQT+2I9al3Pdo7o3Xu3BlDQ0NSU1Ml2KajNPdUfX19Xr58SePGjdm4cSO1atViy5YthIaGkpiYqD5DNf/V1P/333/PmzdvMu1qKbLe1atXadKkCUePHmXBggWsWLGCXLly/el52kHT1NRUqVMdkZSURHx8PJcuXcLT01MNtn3q/qydJ8rS0pLixYurx8vAXbc0bNiQYcOGMXXqVCIjI9XP69SpQ2pqKjt27CAlJUX9/OuvvwbeLTkUuk/T9/n55595/PgxXl5ezJw5Ezc3N4KCgrh58yb29vaYmJgwb948fH198ff3Z8aMGRJsE0JH/Kd6Qnnz5mXZsmWMGDGC/v37c+3aNSZOnAi8C7r169eP06dPc+rUqSwuqfgzmk68j48PGzdu5PXr11SoUIHKlSuzf/9+4uLigMyDfe1gW2hoKMuWLWP+/PmyhX02kTNnToYOHcrgwYOxt7dn69atmJubM2XKFBwdHTE0NCQ9PV06FjpEewZFVFQUJ0+e5NmzZ8DvyX4/Rju4pnlRInSP9ouNgwcPMmLECO7du8dXX32Fg4MDFStWZNeuXYSFhZGcnAzAwoULiY6OVv8unjx5wr1790hISMiy6xAfqlChAkOHDmXs2LFEREQQHBxMiRIl/vAc7WdsWFgYYWFhsrOwDlAUBVNTUyZNmkTNmjU5efIkS5cu/ayg2/vfSQBVt2h2ix01ahSjRo3CwcGBvXv3AtCoUSMsLS0JDQ1l06ZNvHr1iufPnxMaGkrhwoXJnz9/FpdefK79+/cze/ZsTp48iaWlJfCu7itWrIiLiwtRUVHs27cPQM2HqjlG+sRCZL3/3JPTwMAAPT09WrVqxaBBg7h69aoadPvxxx+ZP38+w4YNy+JSis9x9+5dvLy81Dc6u3btYsKECbx48YKlS5cC7zqHmuVO2sE2FxcX5s2bR+vWrbPyEsRf9H7Q7dixY+TIkUN9Gy8zUXWLZnC2aNEiJkyYwPDhwxk7diwhISGfHOxpt9WQkBAGDBhAfHz8Fy+7+GPawdRjx46xZ88ebt++jZeXF+fPn8fY2JiZM2dSsWJFduzYwdSpUxk4cCCRkZHqQC86Opq4uDhcXV3VfIwia2nPPC1cuDBJSUmkpKTw22+//el52sG2OXPmYGlpKYM9HaAJnOXKlYshQ4ZQs2ZNTp069adBN+3Zihs2bODgwYNfuujiD7zf5jTB7TFjxrBlyxZy587NwoULsbCwICQkhPr16zNo0CBevnyJl5fXH770ErqlYMGClChRgmfPnnHy5Eng9xeTJUqUwNzcnNevX2f6/P3/F0Jknf9cDjdtiYmJ7N69m4CAAKysrFi1apX6neRs0z0fyzeydOlS/P39GT16NGfOnCF//vx8//33LFq0iHnz5tG4ceNMx4eGhuLm5qbugieypzdv3rB9+3Z1yaHQLdoDgdOnT7No0SKmT5+Oubk5AQEB3L9/nyZNmjBw4MBMuYTeD4y7uroyf/58WrZsmZWXI/6As7MzBw4coGnTprx8+ZKTJ09ibW3NsGHD+O6770hNTcXPz4+7d++SkZGBs7NzpqTrb9++JUeOHFl9GYLMz9hXr16RJ08eoqOjCQkJITAwkMWLF9OyZcsP8ilqn6d5oeXs7EyzZs2y5DrE7z6W+/L169f4+Phw9uxZbG1tGTt27Ac53bTP27BhA7NmzcLLy0vqVAd5eHgQERHB5MmTiYuL4/z58+zZswcnJyc6duxIYmIi0dHRXLx4kXz58lG3bl0MDAxkqWE2c+vWLTw9PXnw4AH9+vWjffv2ACQnJ9OuXTv69OlDz549s7aQQoiP+k8H3OBd0G3z5s2cP38eFxcXmS6fDRw5cgRjY2NsbW0BGDduHIULF6Zv375MmzaNuLg47t+/T82aNVmwYIG6ZPTAgQOMHDkST09Pfvjhh6y8BPH/fSyI+leT40unUXft37+fI0eOkC9fPjVn5uvXr3Fzc+PGjRuZgm7a9agZtDs5OUlgXIddvHiRUaNG4ebmpu6Qt3v3btatW4ehoSFjxoyhatWqKIpCRkaG+hJL2qzu0b4Xr1ixgrt379KjRw++/fZb4F1gNSQkBDc3N/X5uWjRItq2bUv58uWBd7NsFi9eLO1WR2jX6evXr8mRIweKomBiYkJcXBy+vr5ERUVlCrqlp6ejr6//wYoACaDqptjYWAYMGEDPnj3p0qULAC9fvsTf35/AwEDc3Nw+upJDJhVkT9euXcPX15cLFy7QtGlTChUqxPnz57l9+zY7duyQ56oQOuo/H10yMzOjc+fOuLq6/mEuC5H1FEXh8ePHLFq0CG9vb9zc3ABo3Lgx8fHxKIpCQEAAPXr04JtvviE+Pp58+fKp5xcpUoQ1a9ZIsE1HaA8Gbty4wS+//AL8+RR47TYaExMjHQwd9ebNG1avXs3WrVu5ffu2+nnu3LmZOHEi5cqV4+DBg2oCb+1gm6urqwzaswEDAwPevn2baeDWokULunbtytmzZ1m6dClRUVHo6empO5NKThndpLkXu7i4sHr1apo0aaLuUArg4OBA9+7dGTduHIsWLaJnz54cOXKEsmXLAhAYGIirqysLFy6UdqsDtJ+vvr6+jB8/nk6dOrFkyRKuX79O3rx5GTJkCDVq1OCnn37Cy8tLDYprL1PUvPiQYJtueH+ORHJyMg8fPszUb8qfPz99+/alQoUK2Nvbs2nTpg9+R4Jt2VP58uUZOnQoNjY2bNy4kWPHjtGwYUN2796t5jEWQuie/3zADcDExETNASUz3HSLdnBFT0+PokWL4unpSbt27di0aRMDBgxAURRu3LhBWFgYAF26dMHLy4vg4OBMOSrKly+vzsIQWU/T1hYvXszAgQMZOHAg7dq14/Tp05l21NKm3UbDw8NxdHTk1atXX6zM4tM0AwHNf83NzXF1daVRo0bcunWLjRs3qsfmzp2bCRMmULhwYWJiYtTBws6dO5kzZ44E27KJHDlyYGFhwcOHD4Hf6/7HH3+kdOnSxMfH4+Pjw7lz54B393DJKaO7Dh48yI4dOwgKCqJ58+YULFiQ2NhYfv75ZwCmT5/O6NGjuXHjBkWKFGHLli1q8PTy5cvMmDFDXmjpCM1z0sPDg1WrVtGyZUs6derEhQsXmDNnDpcvX1aDbt999x3btm0jPDxcPT8oKEgCqDpIc//cs2cPiYmJFCpUSA24aOdZLFSoEGXKlOGrr75i48aNn9wVXGQ/5cqVY+TIkTRu3BhjY+NMmyTIGFYI3fSfX1IqdJf2G9rr168THx9P8eLFsbS0RF9fn9jYWCZNmoSZmRm//fYbV65cwdvbm6ZNm370N4Ru0K6TQ4cOsXjxYhwcHLC0tMTJyYlnz54xZcoUvv/+e4yNjdXz3k8QvGDBAtzd3TPVt8ga2nX6/PlzTE1NSU9PJ0+ePPz22284OjoSHx9Pp06d1LwjAAkJCZiamqKvr09KSgqHDh3C3NycunXrZtGViL9qxowZ7N+/H29vb6pXr46enh4vX75k7ty5VKtWjePHj2NgYMCAAQOoVatWVhdX/IFdu3bh6+vLunXrePLkCbt27SIiIoKMjAyKFi1KSEgI8G72qrm5OQApKSmZ7tNCd+zfvx93d3ecnZ2xsbHh+PHjDB8+nFKlSmFgYMD8+fOpWLEisbGx7Nq1i27dumFgYEBSUhLjxo3jxx9/pE2bNll9GeI9d+7cYeLEiXTo0IE+ffqwdetW1q1bh42NDYMGDcLS0pLExEQmTpxIt27daNCggbzo+Be6fPkyq1at4sWLF7Rv355OnTpldZGEEJ8gATehk7SDK66urmzfvp309HQSEhJo3bo1HTt25Ntvv0VRFDZt2kRUVBSbN2+mV69ezJgxI4tLLz7H1q1befr0Kfr6+gwaNEj9fNCgQTx8+DBT0E0734gmp8zChQtlNoUO0G6r3t7eHD16lNevX5MnTx7GjBlD3bp1efLkCfPnz/9o0A3ItFOeBMizB+26GjNmDKdPn6Zjx44ULFiQw4cPk5GRwdq1azl+/Dje3t5YWlqyePFi2SBBR2i3W83/79u3D09PTwoWLMitW7eoU6cOFStWpHjx4syYMQMXFxc1d+r7vyF0z88//8zOnTuZNm0ahw4dwsHBgQkTJlCoUCGmTp1KsWLFmDJlCtWrV1fP0TxrJZCqO97Pt/b27VucnJx48OABK1euJEeOHPj5+XHgwAFiY2OpXLkyt27dAiAiIgIDAwN5tuqoT9XLn+XY05x348YNNb2Ou7u7+iJECKFbJOAmdI72AygkJARvb2/c3d0pU6YMx44dY/PmzeTLl48hQ4ZQqVIlAFJTU9m1axetWrWS/EDZQEZGBo0aNSI6OpquXbsyb968TN8PHjyYR48eMWbMGJo0aaJ2/NevX4+bmxsLFiyQZS46xtvbmzVr1jB9+nRevXrFlStX2LZtG05OTrRr147Hjx+zcOFC7t27h729PfXr18/qIov/kXbAxdPTk0uXLvHy5UuKFCmCm5sbJiYmABw/fpxSpUpRpEiRrCyu+P+0n7GpqalkZGSodbVp0ybu3r1L+fLlqVmzJgUKFODRo0eMHj2auXPnYmNjk5VFF5/wqYF7bGwspqamDBkyhNq1azNixAgyMjLo3r07z58/p3bt2ixcuFCCp9nAoUOHKFy4MOXKleP169e0atWKpk2bMmfOHODdjuA///wzv/76KwUKFGDSpEkYGRnJBgk66v2dgB8/foypqSndunUjX758n9xcSDNs19PT48GDBzx+/JhSpUphZWX1RcsvhPh8EnATOuPYsWPUq1cPeLeLnYGBARMmTMDCwoKZM2eqx+3fvx9PT09at27N0KFDP+hoyg54uk3TyUhLS6N37948ffoUd3d3qlSpkqkeO3XqxFdffYWHhwcA27ZtY/r06bi4uEiwLYu9P/shLi6OoUOH0rVrV3VZQ3p6Ol5eXvj6+rJhwwYqVarEo0ePCAsLY9y4cTIA+JfQvv+mpKSQlpaGqakpenp6MktGB2nX1+rVqzl16hSJiYl8++23jB8/Hvj9Hp2ens6bN2+YMmWKugmKtFvdo12nDx8+JC0tja+//lr9/tGjR/To0YPp06fTokULnj9/jpOTEy1btqRp06Yy8ykbOHLkCEOHDiV//vxMnjyZ9u3bc+TIEVxcXBg2bBg//vijeqz234P0h3WTdh25uLgQERFBmTJliImJIT09neDgYKysrD6oP+0g3Zo1a3BxcSEyMpJSpUplyXUIIT6PPGWFTli7di2Ojo7qxgfaD5iEhAQAdfedpk2bUq9ePcLCwkhJSfmgsyidC92mCbYZGhoSHByMubk5s2bN4vLly5kS+0ZERKhT5dPS0nj69Cne3t4SbMtiffv2xdfXN9Nnb9++5datW5iamgK/b26h2QVvx44dpKamUqxYMSZOnIiBgYHspqXDPvYe7lPv5vT19dXvjIyM1ATOiqJIsE3HaG864+bmhr+/P+XKlaNly5b4+Pgwd+5cXr9+jZ6eHsnJyYSEhDBhwgSePXtGYGCgtFsdpalTV1dXBgwYQOfOnRkzZgw3btxAURRy585NmTJl2Lx5Mzt37sTBwYHY2Fg12Ka9OZXQDe/XSd26dWnatClWVlZ4eXmxcOFCbty4Qa1atbh06RIvXrxQ78PafWLpD+smTR3FxMQQHx9PUFAQwcHBuLm5YWlpSadOnYiOjsbQ0JC0tDQgc7AtNDQUb29vnJ2dJdgmRDYgATeR5YKDgylevDjVq1cnMjJSDbrp6elRunRp9u3bx+3btzO9WS9ZsiRFihSRnZeyKU0nwsjISN2yfvr06R8E3fT19dXg3MCBA2UZog4YP348Q4YMAVA7goUKFaJmzZrs2LEj066jZmZmmJmZER8fj5GRUabfkZkyuikjI0Otv5iYGJKTkwHUGU8fowmwac5LT0+X5Wk6RLOTs6ZO9u3bx969e/H09GTcuHEUL14cQ0NDwsPDmTVrFvHx8ZiYmJArVy6+/fZbNmzYgJGRkTrzXOgG7fa4fft2du3axfjx41m0aBGXL1/G0dGRixcvkjt3brp06cLbt29xd3dHURT8/Pwkb6YO09TJvXv3gHd9pkaNGlGnTh2mTp1Knjx5OH/+PJs2bWLnzp1cvHhR7rnZzKZNm2jZsiW3bt0iX7586OvrU758eebMmcPXX39N586defbsGYaGhqSmpmYKtrm4uDBv3jxatWqVxVchhPgc8pQVWap///6EhITQoEEDBg8eTMmSJdm4cSPr1q0DYNSoUVSuXJnBgwdz8eJFXrx4QWJiIjt27MDCwkLNOyOyn/eDbvr6+gwdOpQ7d+58cBzIdue6ICMjg6pVq2JsbIyvry+TJk0iMTERgIYNG/LixQuCgoJ48+aNuqQwISGB/PnzZ3HJxefStDMvLy/69OnD4MGDWbJkCcAnZzhpB9s2b97M3r17ZdaMjli0aBFubm5ER0cD74LkKSkp2NnZ8e2333LkyBHGjx/P7Nmz8ff3Z9++fbi6upKYmEiHDh0YNWoUhoaGpKeny2wZHZGUlAT8/tLiyJEj/PbbbwwZMkTN6xUWFsaLFy9YtGgRV69epVWrVvj6+rJmzRr8/f3VAKo8V3XX2bNnadGiBYsXL+batWu0adOGq1evcunSJUaMGMH06dOpX78+z58/V19Ui+yjYMGCfPPNN9y8eVN9IakoCqVLl2bOnDmULl2a+vXrExsbq34fGhqKu7s7Tk5OstpDiGxEcriJLHP9+nUmTZqEl5cXX3/9Nb/++itFihRhwYIF3L17l7Zt29KzZ09evXrF5MmTOX/+PHnz5sXMzEzdndTIyEiS/eqgv1InmhlsqampTJ8+nYULF8osCh2XkZHBsWPHGDlyJB06dGD+/PnAu40TDh06xNu3b7GxseH27dskJCSwZcsWGaxnI5GRkbi7uzN06FBu3rzJqVOnqFChgppPUTsJt3ZbDwsLY/bs2SxfvpzGjRtnWfnF71xcXDh16hR16tShd+/eWFlZ8ebNG+Li4jA3N2fQoEH88MMPDBkyhMePH2NnZ8fTp08ZMmQIEyZMyOrii/eMGTOG1q1b07x5czIyMoiLi6NOnToAjBgxgjFjxqjHPn/+nL59+2JhYcHYsWOpUaOG2lZlZpvu+Vi/adeuXaxevRojIyOaN29O48aN6d69O9OnT1cDLvv27aNx48bSb9JhH2tvqamp/Pzzz8ydOxd9fX3Wr19Pzpw51e9v3LjBhg0bmDZtGgYGBkRFRdGrVy+WLl0qwTYhshkJuIksExcXR+vWrWnSpAm5c+fG39+fS5cu8fDhQ/z8/Lhz5w4dO3akW7duAOzZs0d9s9umTRsMDAwkIawO0u40vn79mty5c//pOe/XY2pq6gdLEEXWOXPmDIaGhlSrVg1nZ2e++uorevbsycmTJxkxYgQtW7Zk4cKFwLsdKU+dOsWzZ88oVKgQY8eOVWfIyIBAN70/GNi8eTN6enq0b9+exMREDh8+jIuLCzY2NixduhT4fWOb95e5LFy4kB9++CFLrkP8Tvs+vGLFCvbu3asG3QoVKgTA7du3GTFihFq3L168wNPTk65du1K+fHlprzrmzZs3hIaG0qdPH4yNjUlOTsbExIR79+7Ru3dvihYtipOTU6acTi9evKB169a0bt2aWbNmZWHpxR/Rvgdr6lXz2a+//sqpU6fw8fHB2toaU1NTTE1NmTx5stqWQTZI0FXadXv+/Hnevn1Ljhw5qFatGgDnzp1jwYIFwLuNELSDbu+7evUqFSpU+OcLLYT4W0nATWQJzQPozJkz9O/fHxMTE7Zt20bRokWBd3krfHx8uHPnDu3ataNnz54f/IYM4HWPdsciJCSEW7du0a9fP0qUKPGH58ksRd0VHR2Nvb09hoaG5M2bl927dxMREUG5cuUAOHHiBCNHjqRly5Y4Ojp+dOaTDAR0l3Y9RUZGkpSUxM6dO2nevDm9evUC3m2KcfDgQVxdXalSpYo6001DE2yTZS66Rft+vHz5cvbt20edOnXo06cPVlZWPH36lObNm9OtWzcaN26Mn58fKSkpBAcHZ9rcRmS95s2bU7VqVRYtWgS8G5hnZGTQtm1b8uXLx+3bt+nWrRs1atRg2rRpfPXVV2rbjouLI1euXNJf0lHa7XTNmjWcO3eOpKQkatWqRdeuXTE3Nyc1NZW4uDhmzpzJpUuXePnyJT4+PjRo0CCLSy8+1+LFi9m2bRsmJiY8fvyYFi1a0KtXL6pXr05UVBQLFy5ET0+PoKAgzM3NM50r4x0hsjeZTy6yhKZzcfPmTQwMDEhNTWXVqlXq9yVLlmTo0KGUKlWK7du3ExgY+MFvyMNHt2h3Gm/dusXZs2fZsWMHoaGhPH78+JPnaQ/4161bp77pE7rBysqK4cOHc+fOHXbv3s2CBQsoV64cGRkZZGRkULduXZYtW8bu3buZM2eOuquwdgBVBu26Sbvtubu7M2fOHMLCwrh16xZ79+5VNzDJkSMHjRs3xt7env3796s53QACAwPx8PBg4cKFEmzTMdo7UI4YMYJmzZpx8uRJgoODefLkCYUKFcLJyYnw8HDmzp1LQkICAQEB6iYY0m51g6+vL8bGxmqwDd6l5Fi9ejX79u0jNjaW0qVLExYWRlRUFE5OTjx8+FBt23nz5pUdZnWY9i6zy5Yto3z58hQvXpzt27cze/ZsddOhggULsnLlSuzt7enRowd169bN4pKLzxUWFkZkZCReXl6Ehoaydu1aHjx4gL+/P9euXaNGjRrY29sTExPz0T6wjHeEyN4k4CayVOnSpYmMjMTDw4NNmzZlWvKgCbrly5ePu3fvyo6kOk7TaVy4cCFjxowhV65cVK5cmcDAQFavXs3Dhw8/OOf9bc7d3NyoXr36Fy23+DjtpPd58+alUKFCVKpUid27dxMVFYW+vj76+vqkp6erQbfw8HBCQkKysNTir9C0vWfPnvHrr78SGhpKQEAArq6u3Llzh+HDh6vH5siRgwYNGuDr68vo0aOBdzMX9+7dy/Tp02UZqY76VNBt7dq1PHv2jNatW7Nnzx6WLVvGunXr1GT6MuNYd5iYmJCUlERKSgpLlizB09OTBQsWULduXfz9/dmzZ0+moNuFCxeYPHmyulGGhgzaddfWrVvZv38/fn5+DB06FFtbW27evMnFixeZMmUKb968UY9t164ds2fPVjeeErrvypUr2NraUrVqVfLnz0/16tWZO3cut27dIiIiAoDq1avj7e2No6NjFpdWCPF3kyWlQie8ffuW/fv3M2PGDNq2bcu8efPU754+fYqlpSX6+vqy9FDHHT9+nAkTJhAQEEClSpUAWL9+Pe7u7rRr145+/fpRrFgxIPMU+dDQUFxdXVmwYIHMktEB2rMVz549S6FChShYsCAXLlzA398fPT09hg0bRo0aNTKdd/nyZcqVKyczY7KR1atXExISQuHChXF1daVgwYJkZGQQFRXFhAkTqFy5MitWrPjgvJSUFIyNjWWpSzbxseWl33//Pd27d1dTObx/nMh6iqJw4cIFli1bxuPHj4mOjmbbtm3qc3T69OmcPXuWAQMG0KJFC/LmzcuNGzdYvHgxfn5+Upc6SrudZWRkcPDgQaKionBwcODAgQNMmzaNUaNGoa+vj4eHBw0aNGD27NmflRNX6A7NmGXixImkpqbi6elJenq6OoM4PDwcV1dXduzYQYECBdTz5LkqxL+LPImFTsiRIwfNmjXD0dGRbdu2MXv2bPW7QoUKqW/pJdimW7RnQcG7GS/m5ubky5dP/a5Hjx6MGTOGtWvXsn79enWmm6YzERYWhouLiwTbdISiKOpAwM3NDXt7e6KiotDT08PW1pbevXujKAp+fn6cPXsWeDdzZvPmzVSqVEneuuu499ts7dq10dfX5/Lly7x69Qp4Nyvqu+++w8PDgytXrtC9e/cPfsfY2BiQWTPZxfsz3Zo3b86WLVs4fPjwB8cJ3aGnp0e1atUwMDDgwYMHVKpUiVy5cqnfL1iwgO+++47AwED27t1LTEwM1tbWrFq1KlOdC92iaWcrV64kIiKCpk2bMmDAAOLi4lixYgUDBw6kd+/etGzZknz58nHs2LGPvvgQuk0zZmnQoAF79+7l1KlTGBgYqM9NExMTihcvjpmZWabz5LkqxL+L9KyEzjAxMeGHH37A0dGRsLAw/Pz8Mn0vAwHdo6mTJ0+eqJ/FxsYSHx+Pvr4+b9++BaB169bkz5+frVu3EhkZSXJyMvAu2DZv3jzJ/6RDNB1Ef39/IiIicHd3p2nTppiYmADQsGFDevfujZ6eHlOmTKFDhw5cu3aNH3/8Uf0NmeGmuzRt9tKlS8TGxmJtbc2yZcvIlSsXjo6OxMTEAO/+DmrUqMHChQvJmzevDNz/BbQDMMOGDWPChAkfDaYK3ZGWlkZsbCwGBgaMHTsWAwMDpkyZkumZu2DBAmrWrMmiRYs4f/48gJqCQ/pNukU7j962bdtYs2YN5cuXB8DS0pLHjx/z7NkzNT/b69evqVixIo6OjkyePDlLyiz+dy1btqRr166MGDGCAwcOEBMTQ1xcHFu3bqVAgQKYmppmdRGFEP8gWVIq/lH/lyWgycnJREVFUatWLRm4ZwPbtm1j8eLFHDt2DHg3kLtx4wYbN24kf/78wLudLleuXImlpSXe3t6sW7eOKlWqsGTJEipWrEizZs2y8hLEe5KTkxkxYgR16tRh4MCB6ufauxZevnyZa9euER0dzbBhw9SZbdJmdd/p06fp27cvU6dOpX379uTJk4dbt24xYMAAypYti4uLCxYWFkDme7gsN9Q9n6qTP3r2vr9cSZYvZR+RkZFERERgbm7OrFmzKFy4sPqdr68vAwcOlLrUQW/fviVHjhzqvw8fPszVq1cxNzenT58+ahu8f/8+o0ePplq1anTq1ImlS5diamqKp6cnenp60lazsSdPnhAUFERISAhWVlYYGRmRI0cOwsPDMTIykuerEP9iEnAT/xjth8ebN28+2Ob6c0jnQvfFxMTQrVs3evXqRd++fbl16xZz587l9u3b2NvbY2RkxKZNmwBYtWoVzZo1o02bNowZM4bExMQPptKLrBcTE0OrVq1wcHCgffv2mdpycnIycXFxWFlZZTpH2mr2snjxYjZv3syIESNo06YNefPm5datWwwcOJCyZcvi7OycKaeM0D3a7fLYsWMkJSWRkJBAhw4d/vA87WBcXFwcefPm/aeLKv5H2vdXTdAtV65czJw5M1PQ7f1jRdabO3cuJUqUoHPnzpibmxMTE0OdOnUAGDBgAPb29uqxKSkpBAUFsWXLFuLj4ylatCjBwcESkPkXuXDhAtHR0RgaGtKoUSMMDAzkZaUQ/3Jy5xb/CO2OwcqVK5k+fTrPnj37rPM0kpOTpdOoY96Pz6enp2NmZkbt2rU5d+4c8G7n2UWLFtG0aVM8PT3x9PQkLS1NzT+SM2dOdYAgwbas97F3LhYWFlSsWJF9+/bx+vVrdTdSeLfb1rp163j9+nWmc6St6ibt+tW+v9rb29OpUye8vLzYtm0br169okyZMgQEBHDy5El8fX2zorjiL9A8Y11cXJgzZw4BAQEsX76cDh06cOnSpY+eox1sCwoKol+/fpl2QBS6ycDAQG2/7du3p3PnziQkJDBhwgRevnz5wbFCd7x48YL169ezc+dOXr16hYWFBXv27MHS0pJTp07x66+/qscaGxvTr18/AgICWLlyJSEhIerOwRJs0z3az9eUlJTPOufbb7+lRYsWNG3aFAMDA9LT0yXYJsS/nNy9xT9C0zFYvHgxISEh1KlTh9TU1D88RztZe0hICH5+fp/9ABNfhmag9vTpU+Bdxz5Hjhx06dKF/fv3s23bNvT09ChSpAjz5s1j/fr1hIeHs3r1aoyNjfHw8OD169fUrl07Ky9D/H/aG5E8ffqU27dvq4G0Fi1a8PDhQwIDA9Xgd1JSEr6+vly5ciVT4m6huzT1GxAQwM6dOzPdUydNmkSXLl1wcXFh27ZtxMbGUrp0afbu3cuUKVOyqsjiLwgNDWXz5s14e3sTGhrK+PHjuXbtWqYgmmZQqB1sCw0NVZOz/19mn4svT7NTO0C7du1o2bIl5cuXJ1++fFlcMvExmgCpl5cXNWvWJCAggF27dhEbG0uJEiUICgri0aNHuLu78+DBA/U8Y2NjrKysqFChgvqySwIyuklzP/X19WXLli3AhxsTvU/ThjUvMSWQKsS/n9zBxT/m0KFDbN26leXLl2NjYwNAYmIiL1++JH/+/JlmN2kPBMLCwli4cCEuLi7qTnhCd4SHhxMWFsZ3333HyJEjMTIywsbGBjs7O7Zv346trS0WFhbo6+tjaWmJnp4e169fZ/369ezZs4eAgACKFy+e1Zfxn6cd4F6yZAknT57k5s2b1KpVi0qVKjFq1CgeP37M0aNH2b17N6VLl+a3334jNTWVTZs2oaen93/K0SiyRlRUFCdOnMDExIQGDRqo99bJkydz+/Zt/P39SUxMpGfPnhQrVgyQpWnZwYMHD+jRowfly5dn586dzJo1i9mzZ2Nra0tSUhKmpqYf5H4KDQ3FxcUFJycn2axGB/yV+6j2fVd7wwtZbqjbRo8ezcSJEwkJCUFPT48WLVpQqlQpQkND6datG05OTkyfPv2jfSO5B+u+3377jYiICFq1akXOnDk/eZx2W3/48CElS5aUPpQQ/wHydBZ/m/eXpkVHR1OiRAlsbGy4du0aK1eupEOHDnTu3JmlS5eqM2nef+u+ePFi3N3dadmy5Re/BvGh99/W2djY0Lx5c/bv30+PHj3w9PTk6dOnNG7cmHv37hEdHa3uhqep1zx58lCzZk3CwsKoUKFCVlyGeI+mblasWEFoaCjjxo1j9+7dGBsbExAQwN27dxk7diyTJk2iWbNm5M+fnxYtWrB582Z1iYt0FHXTx5YJL1++nBYtWuDg4MChQ4cyzXQrUqQIxsbGREVFZRosyEBPt3xs5sS1a9dIS0vj3LlzTJ8+nYkTJ9KjRw8yMjLw8fFh3bp1wO91uWHDBgm26RDt5+T77fZTKZb19PRIS0v74HeEbtEEQB0dHbG3t8fAwID4+HhcXV3ZvXs3cXFxlC5dmrCwMC5cuMDkyZOJjo7O4lKLv0J7xqm5uTkXLlwAPt4etcc6a9eupWXLlpl2GxZC/IspQvwN0tPT1f+Pj49XFEVRfvrpJ8Xa2loZO3as0qBBA2XSpEnKhg0blPXr1yuVKlVSbty4kek3QkNDlWrVqim7d+/+omUXn6Zdr8ePH1f27NmjnDx5UlEURUlJSVG8vb2Vfv36KdWrV1dWr16t1KhRQ+nTp4+Slpb2wW9lZGR8sXKLT9PUQ0ZGhhIbG6v06dNH2bVrl6Io7+q4atWqyoYNGzId+76P1a/QDdptNiEhQYmNjc30/YQJE5Rq1aopu3btUl68eKF+dvXq1Ux/G0K3aNfr5cuXlSdPniiKoijbtm1T2rVrp1SsWFFtt4ry7jk8ePBgxcPDQ/0sMjJSsba2Vvbu3fvFyi0+TbudrV27Vpk0aZLi4+Oj/PLLLx895mOf7d+/P9PfhtAtO3bsUGrUqKFcu3ZN7RuPHz9eqVevnhIaGqrExcUpiqIo169fVwYMGCB1qeO02977/aA+ffooAwcO/NPz1q9fr9SsWVPZsWPHP1NIIYTOkSWl4n+mvZTBz8+Pa9euMXXqVGrVqoWXlxc7d+5k3Lhx2NraYmVlRWxsLBs3bsw0wyIwMBAvLy+cnZ354YcfsupShBZFa8mhm5sbW7ZswcLCgjt37tC8eXMmT57MyJEjSUlJITQ0lMOHD5OUlERqaupHl7bIbKisp91WExISMDY2JiEhgdKlS3PgwAEmTZqEvb09Xbp0ISUlhS1btlCmTBm+/fbbTL8jM5900/ub1Zw5c4br16/TpUsX6tWrR40aNXBzc8PBwQFHR0cKFSpEWloaycnJfPPNN+jp6cnSNB2kfS92d3fnzJkzdO3albZt21KuXDmsrKzQ09NTc3ndu3cPJycnYmJiGDVqlPo7pUqVwsfHhwYNGmTJdYjMNM9EHx8fAgICqFu3Lhs2bOD06dN06dKFFi1afLB0X3kv/cbs2bMJDg6mZs2aWXYd4tNiY2MpWrQoxYoVU9OouLu7M2rUKDw8PNDT06NJkyZYW1uzatUqQJYH6zJN29u4cSM3b95k0KBBFChQAD09PSZNmsSkSZM4dOgQjRo1Us9R3lvFIzOMhfjvkYCb+J9pb5Cwbds2Ro8eTVJSEgDNmjWjUaNGGBoakpqaSlJSEvb29piYmGRaWvjs2TPmzJkjwTYdoukg+Pn5sXnzZjUX39q1a3F0dCQpKYnJkydTokQJ+vTpQ9OmTXn06BHVq1eXgbuO0tTH/PnzSU9PZ8iQIcC7pM6nT59m8uTJ9OjRA3iXk2TPnj3kzZs3q4or/iJN/Xp4eBAeHs6YMWPo2LEjS5cu5ddffyUhIYEGDRrg7OxMWFgYz58/JyUlhTFjxqi7pUkwVfdo7sXLli1jw4YNeHh4ULFiRQwNDSlTpgzDhg3Dx8eHuXPnMmfOHAoUKICpqSnr16/H0NBQrdfKlStn8ZUI+DCg8uTJEzw9PalVqxYXL15k1apVrFmzhoyMDFq1aqU+T/X09DIN3F1dXfH09JRgmw7LyMjg1atXmJiYoK+vr+ZVHDlyJN26dWPp0qVYWFjQtGlTNTAj/Sbdo91mMzIyuHr1KlevXqVVq1Z0796dmjVrYmtri6WlJRcvXqRRo0ZqfWra7Pr16/Hw8JBgmxD/QXqK8okkEUL8Bfv27WPevHksW7ZM3SAhOTmZFy9eUKRIETIyMti0aRORkZEkJSURFham5oGS3Zd0V3R0NB4eHtSvX59WrVqxd+9eZsyYgZ2dHWvXrsXW1pYxY8ZQpkyZTOfJwF23aL9hvXfvHkOHDmXBggXUqFGDI0eOMHr0aOrVq8eyZctQFIWEhAQmTJjA27dvCQwMlLrMRo4cOcLChQtxdnamatWq/PLLL/To0YPixYtTtGhRBg4cSN26dT84T+7FuktRFKKjoxk1ahQDBgygVatW6neageCzZ8948eIFN27coHjx4nz77bcYGBhIveoY7YF7VFQUZmZmrFixgjFjxlC2bFkALl++jJ+fHy9fvqRXr160aNEi02/ILJnsIz4+njZt2mBjY4Onp6f6+S+//EJ4eDiWlpaMHDlSnrHZxJ49e6hYsaK6sdDatWu5cOECBw8exM7Ojrt373Lq1CnCw8MpXbq0et7x48cZNGgQS5culTYrxH+Q9MLE3+LRo0eULFkSGxsbrl+/zrFjx4iIiCA6Opp+/frRt29fcufOTbVq1Rg7diyGhoYyEMgG8ubNS5MmTahVqxaXLl3C2dmZUaNG0adPH3Lnzs2iRYt49eoVzs7OFC5cWD1POo+64fXr1+TOnTvT0qXffvuNOnXqUK1aNRRFoX79+kyePJkFCxYwZMgQMjIySE5O5tWrV0RERMjMp2ymQIECdO/enapVq3LkyBEmT56Mk5MTpUuXpk+fPgQHB5OYmEizZs0ynSf3Yt2lmSURHR1Njhw5Mn2nr69PcnIyABUqVMg0czw9PV3qVYdoLw12dnYmIiICgKSkJGrXrq0G3CpVqsTgwYMJCAjA09OTPHnyYGtrC8CaNWvw9vaWYFs2oCgKuXLlYu7cuUybNo3BgwczevRoFEXB29ubQoUKMWbMGEBeUuo6RVF48eIF48ePp2HDhowfP56yZcvSq1cvOnbsiJ2dHQEBAcTFxZGYmMjBgwcpXbq0Wq9FixYlNDSUqlWrZvWlCCGygPTExF+mfGQL+9KlS7N48WLGjRvH5cuXqVKlCn379kVPT485c+bQrl07mjdvrnYQZSCQPZiYmNCwYUOMjIw4deoUZcuWpUOHDgAYGRnRtm1bYmJisLKyyuKSiveNGDGCAgUKMG/ePABSU1OJiYkhLCyM6tWrZ1q20rt3b8qXL8/u3bsBKF68OHZ2dhIYz4ZKlSpF4cKFSUhIIDAwkAEDBtC+fXsAvv76ay5fvky5cuU+CLgJ3fGxZ2xaWhppaWk8fvxY/bemXV6/fp1z587RpUsXcuXKpZ4jA3jdoV2nDx484MSJE/j7+xMXF8fu3bsJCgoiR44cdOrUCXgXdOvTpw9HjhxRl4zeuXMHHx8fZs2aJcG2bEBT37a2tixduhRHR0dGjBiBoaEhlpaWLF++XD1W2qru0W6zenp6FCxYkNDQUEaOHIm3tzcjRozA2toaMzMzqlWrRrly5Xjz5g3u7u6sX7+evn37YmxsDLx79goh/rtkFCX+Eu3lEHFxceTIkQM9PT3q16+Ps7Mzu3btYvjw4dja2lKkSBGePn2KjY0N6enpmX5HOhfZh2ZQd/fuXeLj49HT0yM5OZnjx4/Ttm1bdXmT5GzTLVOnTlUDoW/fviVHjhyMHDmSvHnz4unpSXh4OF26dEFRFBRFoUaNGmr+PQ0JjGc/pqammJqaEhMTw/Pnz8mfPz/wbmmTtbU1w4cPp0mTJllcSvEp2vfRly9fkjdvXjIyMihatCg9e/bE2dmZ4sWL07BhQwBSUlLw9PSkYMGCmJubZ2HJxR/R3FcDAgK4cuUKtWvXpkqVKgBqQn0/Pz8ANehWtWpVdUZMRkYGhQsXJjQ0VF3OJrIHY2NjatSoQWRkJNevX0dPT4+yZcuir68vL7R0mKbNJiYmYmZmhqIo2NjYsHz5coYNG8ayZcsypVQxNTXFzMyM2bNn0759e/bs2UObNm2y8hKEEDpC7vLis2kvh1ixYgUnT57k+fPnWFtb07t3b9q1a0erVq0wMjIiPT2dpKQkZs2ahYmJibzdycY0nY5u3brRq1cvevToQUpKCsbGxpk2uZBgm244ffo0NjY2FC9eHICgoCC2b9+Or68vFhYW9OnTR22bOXLkUDuEmsCbdsBNAuPZV0pKCjlz5uTcuXOkpKRw6NAh3rx5Q9OmTdHT05MlTDpKcx9dtmwZBw4cwNjYmEaNGtGzZ08GDRrE8+fPGTZsGJ07dwbg/v37xMXFsXLlyg92tBRZ7/2doZ89e8bBgwepUaOGekzp0qXp2bMn8C4g9/btW+zs7DL9jr6+PqamphJs0xF/tZ1p/g7KlSunfiYvtHSfj48PN2/eZMqUKRQsWBBFUahcuTI+Pj706dMHPT09daab5u/B1NQUY2NjUlNTs7j0QghdISNk8dk0D5OlS5cSFBREu3bt+PHHH9HX16d///4cOnQIIyMjEhMT2bZtG4MHD+bFixcEBASgr69PRkZGFl+B+F9UrVqVsLAwGjduTOfOndm8ebO65FDohvDwcPr27cuePXvUvE62trb89ttv2NvbExMTQ86cORk2bBiDBg1iypQpbN++Xc0RJUHTf49ChQoxZMgQ7t69y4YNG8jIyGDNmjVqUEaCbbpFe/+qTZs2ERwcTLdu3ShSpAiHDh1i3rx5pKWlMW/ePBYuXMiLFy94/fo1FSpUYPPmzeomRBJs0y2ae+rbt2/JmTMnffv2ZcCAARw7dox169apx5UuXRo7OzsqVKjA+fPnkf3MdJdmx1jgg3r6VL3p6+t/9rEi67w/TildujTbt2/H29ub58+fqzsGV6pUiQkTJnDgwAE8PDx4+PChes6xY8e4efOmOoNVCCFkl1Lxp7Tf5D179oxhw4YxePBgWrZsCcCLFy/w9fVVBwlfffUV+/bt4/bt24wbN07yQP2LSb3qHkdHRzZu3MicOXP44YcfMDMz4/bt2/Tv358yZcrg5uZGvnz5SExMxMfHBx8fH1atWvXRnSuFbtHMktA8tj8VXNG+Z8fExGBgYKBuniFtVredOnWKkydPUqFCBfUZu379erZs2ULRokWZMWMG+fLlU5eJa8iMRd21YcMGfHx8CA8Px8LCgmfPnhESEkJwcDBTpkyhe/fu6rGPHz+mcOHCajuXAKpu0a6TkJAQfv75Z8qWLUvt2rWxsbH54JiPnXfgwAEaNWokL7h0jPY99P79+xgbG1O4cGEuXrxI9+7d6dSpE6NHj8bS0hJ4166PHz9OSkoKy5cvV+vz8ePHKIois1GFECq524s/pP0m7+XLlxgbG3Pr1q1MHfsCBQrQt29fvvnmG86cOYO5uTktWrRg0qRJGBoayrT5fzGpV92RkpICwIwZM+jcuTPz589n//79JCQkULp0aQICArh16xYTJ04kNjYWMzMzBg8ezOzZs6lVq1YWl158Du3ZMpploR+jmcUG73YazpMnj/qZtFndYW9vz+XLl9V/nzlzBicnJzZt2kTOnDnVz7t27Uq7du347bffcHR0JCYmJlOwTWYs6rYaNWpgZGTEkCFDiImJwdLSkp49e9KnTx9cXFzYsGGDemzRokXVFQESbNM92jt+e3p6kp6ezoYNG1i6dKm66ZD2/RcyB9vCwsIYOXIkUVFRX77w4qPWrVvH1atX1Xuoi4sLw4YNo3379vTs2ZPY2Fg2bdpEREQE3t7e/PzzzyQkJHD48GFatGjBypUr0dfXV5/HRYsWlWCbECITCbiJP6QZ4Lm5ueHs7ExGRga1atXi1KlTxMXFqccVLVoUAwMD7t27B7zLYaAhAwEh/lmKoqi7YW3YsAFra2sSEhJwdnZm3759JCUlUaZMGQIDA7l9+zaTJk3i5cuXmJub06NHD1karOO0l7ns3buXZs2aERsbi4GBwZ8G3TT38FevXskAXofcuHGDAgUKYG1trX5WsWJFmjVrhoGBAZs3b+bt27fAu2dot27daN++PZcvXyYkJCTTb0m96o73l6QpikKpUqXw9fUlOTmZQYMGqTt7a4Jus2bNYv/+/ZnOk9lPuuX9en3y5Amenp64u7vj7u6Oubk5a9asYefOnQDq0kPtYFtoaCguLi54enqqO8+KrPXw4UN8fHxYv349Dx48YN++fWzZsoWJEyfi4OBAlSpVGDZsGDdv3iQyMpJjx44xduxY2rRpw6NHj9TdvuWlhxDij8gTXXyU9tu5U6dOcfjwYfr06YOFhQXVq1cnKiqKbdu28ebNGwCSkpJIS0ujUKFCWVVkIf6zNB16T09PXF1dMTU1ZdasWXz33XfMnj2bPXv2kJSUpM50O3XqFCtXrsz0GzLzSTdpJ13fs2cPV65c4cWLFwwdOlRdLvqxoJv2QG/dunV4eXmp92uR9aytrZk8eTJGRkaEhYVx9OhRcubMyZAhQ+jatSsPHz5kyZIlai5GfX19unTpwuTJkxkxYkQWl158iqatagdeFEXhq6++wtvbm5SUFAYPHqwG3bp27crcuXPVXWeF7tG+B0dFRXH16lVevnyJhYUFADY2NgwePJgCBQqwbt06daabvr7+B8G2BQsWZNpsSmSt4sWLs3LlSq5cucKaNWs4fvw4gwYNomnTpnTo0IGRI0cydepUpk+fTkJCAmvXrmXGjBmMGTNGcmcKIT6b5HATfygyMpLLly+jKAozZ85UP3d0dOT06dPkyZOHb775hmvXrhEfH09kZKQM3IXIArGxsfTu3Rs7Ozt69Oihfj5r1iy2bt3K3LlzadKkCebm5jx69IjChQvLG9lsZNGiRRw4cIB27dpx9+5dzp8/j5mZGcHBwVhYWGTKP/P+EiZHR0dcXFxo0aJFVl6C+P+0B/BPnz5l+vTpPH36lJkzZ1K7dm2SkpLw9fXlxIkTVKtWjfHjx2NiYpLpNyRnm+56+vQpTZs2pVatWqxatQr4vU1eu3aNPn36UKVKFZydnSlQoIB6nuRX1D3a91JnZ2ciIiKAdy+Zp06dmmk32cuXLxMQEMD169eZOXMmtra2AKxZswZvb2/mzZtH8+bNv/xFiD915coVZs2axcOHD+nXr1+mlxqvXr3CwcGBIkWKZBoHgdyHhRCfR2a4iUzej7/u37+ftWvXcu3aNTVHFLzLEzVkyBDKlSvH06dPsbGxUYNtn1riJIT4ZyiKgqIoJCYmkjt3buD3nG7z5s3D2tqapUuXsmPHDpKTkylWrNgfLkcUuuXKlSvs2LGDOXPmMHLkSFxdXZk3b56666H2TLf3lzAtXrwYNzc3CbbpCO1gm2ZW+MiRI7G2tsbJyYlTp05hamrK4MGD+f777/n555+ZN29epucvSKoGXfL+csNChQoRFBTErVu3GDRoEPD7LOTChQtTsmRJjh8/jqura6bzJNimW7TvpQ8ePODEiRP4+/vj6upKmzZtCAoKUgNwAJUqVaJPnz40b95cXTJ6584dfHx8mDVrlgTbdFjFihVxcnLC3Nyc/fv3c/XqVfW7PHnyYGFhwYMHDz44T+7DQojPIQE3odLuXGzbto3IyEi8vb3p2bMnd+7cYdOmTSQmJqrHt2nThhkzZuDl5cXUqVPVPFDyABLiy9LT08PCwoIyZcqwZs0aMjIyMDY2Ji0tjfT0dIoVK0ZKSgo7duzINFNG2mr2kJCQwOvXr7GyslI/q127NoMGDeLhw4eZlpdqBv+hoaG4urri5OQkS5h0hHawzd/fH29vb+Li4qhWrRp2dnaUKlWKhQsXcurUKXVTExsbG/T19TEyMsri0ouP0a7TkydPsm/fPo4cOUKNGjVwc3Pj5s2batAN3uW3LVu2LJGRkSxYsCCrii0+g6Y/HBAQwNKlS6lduzZVqlShQYMGDBo0iPr16+Pn55cp6Fa1alXGjh2r3osLFy5MaGgorVu3zqrLEJ/J2tqa5cuXk56ezurVq7l27RoAb9684fbt25IyRwjxfyav0wSQudN48+ZNAgICyMjIIHfu3MyaNYvExESCgoLIkSMHLVq0IEeOHOo52oN2eUMrxJenaYuDBg3CycmJcePG4enpiaGhIRkZGaSlpREYGEiZMmWAzMF1oVu060ZTr19//TVfffUVR48epWTJkhgYGGBoaIitrS2lSpXi+fPnDB06lFWrVpE7d27Wr1+vBttkVoXu0DxjFy9ezNatWxk+fLiao6169eoArF69GmdnZ6ZOnUrt2rWZOHEixsbGahJ2SaavO7Q3JXFzc2PLli1YWFhw584d2rRpw6BBg3Bzc8Pe3p727dvTuHFjzpw5Q1paGt988426s6G8+NAt2u0sISGBZ8+ecfDgQWrUqKEeU7p0aXr27Am8C8i9ffs20/JSeNfeTU1NZcfKbKRcuXIsXLiQyZMnM3jwYCpVqoSxsTHJycnMmjULkP6TEOKvk56bAH4fCCxatAgvLy9MTEx4+vQpTk5O7N27F2dnZ2xsbPD19WXv3r0kJSVJx18IHaFpi1WrVqV///7cvXuXJk2aMHHiRDp16sSNGzcoVaqUOmiXzqJuer9uNDvH5smTh8qVK7Nnzx727dunfp+amkqxYsUYM2YM6enpbN++HYCXL1+ycOFCCbbpoMjISCIjI/H398fOzg4rKyuSkpJ48+YN1atXZ8SIEXz99ddMmjSJy5cvY2Ji8sGOs0I3aNqqn58fmzdvxtvbm8jISOzt7YmIiGDp0qVYWloSHByMlZUV58+fJ2/evKxZswZ9fX0yMjIk2KaDNO3s7du36rL9AQMGcOzYMdatW6ceV7p0aezs7KhQoQLnz5//ICWLyJ4qVKiAh4cHZmZmPH78mMaNG7Nx40bZIEEI8X8mmyYI1aZNm1i4cCFBQUHqEjQHBwfi4uIYPnw4TZs2xcHBgYMHD+Lm5ka9evWyushCiP9P89Y1NTWV3377jdDQUBISEjAxMWHKlClqfkUZ4Okm7VkVQUFBXLhwgYcPH9KsWTM6duxI7ty5GT9+PM+fP+ebb76hWrVqbNmyBSMjI3x8fOjUqRPfffed+hZe6CZfX19u3LiBm5sbt2/f5vjx46xfv56cOXPSrFkzhg0bxunTp/npp58YNWqUtFcdFx0djYeHB/Xr16dVq1bs3buXGTNmYGdnx5o1a7C1tWXGjBlYWVmRmpqqLg2WDRJ024YNG/Dx8SE8PBwLCwuePXtGSEgIwcHBTJkyhe7du6vHPn78mMKFC6Ovry+zn/5FLl68yMaNG5k7d67MMBZC/E8k4CZUHh4enD17lrVr1wLv3vJFR0czevRoXrx4wbRp02jatCnLly9n8ODBklNGiC/k/Y7e/yVwJgO87MHNzY0NGzbQqVMnddaajY0NY8aMoWTJkgQFBXHy5EnevHlD4cKF8fDwwMTEhMGDB1OrVi0GDhwIIIM+HRUYGMiiRYsYNGgQBw4coGzZslSqVIknT55w8uRJ1q1bR/78+dXjJUiu25KTkzl69Ci1atXi/v37jB07ln79+tGnTx+1rr/77jtcXFzUHFASlNF9d+7cYcSIEZibm+Pr64uFhQXR0dGsW7eOtWvXMmXKFLp27ZrpHAnI/Pto2qrUrRDifyGjL6E+UDR5ClJTUzExMSE1NRUrKysmTJjAsGHDCAwMxNDQUN0uWwYCQnwZmo7e1q1badu2rZqQ+VMdQM17FE1HESS/oi5at24d1apVo1y5cgBcv36dXbt24enpSa1atQBo3bo1Tk5OLFu2DDc3N4YOHcrw4cN58+YN5ubmwLuXJZcvX2bGjBkykNdx/fv359WrV1y6dIlevXpRt25dSpYsyc2bN/nll194/fp1poCbPGN1m4mJCQ0bNsTIyIhTp05RtmxZOnToAICRkRFt27YlJiYGS0tL9Rxpo7rl/WepoiiUKlUKX19fRo4cyaBBg/D398fKyoqePXuir6/PrFmzsLCwoGnTpup5EpD595Hl/EKIv4PcQYTa+WvatCnXrl3Dz88PQJ3BlpqaSv369TE0NGT16tWkpKQAMhAQ4kuKjY3FycmJRYsWAX/eude069TUVOks6qCHDx/i4+PDunXruHXrFvCuTt++fUuOHDmAdy81bGxsmDZtGocPH+bYsWNqXZqbm3Pr1i1GjRrFtm3bWLVqFSVKlMiy6xF/ThMIHzduHMuXL8fOzo6SJUuSkpLCokWLyJcvn9RhNqR5mXH37l3i4+PR09MjOTmZ48eP07BhQ/z9/dWcbUL3aO6pO3fuBH4Psnz11Vd4e3uTkpLC4MGDiYmJwcrKiq5duzJ37lwaNmyYhaUWX4oEyIUQ/ysZhQmVtbU1jo6OrFy5ksWLF3P58mUePnzI2rVrqVChArNmzeLUqVNERUVldVGF+Nd7f3CWM2dORo4cyc2bN7lw4cInz9NerhQSEsLIkSPVILnQHcWLF2fFihVcuXKFoKAgbt++TZ48eUhKSuL+/fvAu7+BjIwMbGxs+Oabb7h3716m3yhTpgwdO3Zk9erVVKhQIQuuQvwVmoE8vJsZ9fbtW9auXcuwYcN48eIFK1eulMBMNqS533br1o2LFy/So0cP2rZty+PHj/nhhx/U4+TFh+56+vQp9vb2mZbkK4pCiRIlcHFx4cGDB9jb2/PixQsKFy5Mt27dMDQ0VDe2EUIIIT5Fnv4ik44dO+Lm5kZkZCQjR47Ezs6OZ8+e0b9/f3LkyEGJEiWwsLDI6mIK8a+nGZxt2rSJBw8eYGxsTLNmzXj16pW6G+X7tINtoaGheHh40KlTJ4yNjb9YucXnq1ChAvPnz+fKlSsEBASQkZHBkCFDmDFjBmfPnsXIyAh9fX0SExNJSUkhT5486rmawE3jxo0pXrx4Vl2C0PI5KXHf34U2IyODYsWKZdoFTwIz2VPVqlUJCwujcePGdO7cmc2bN0tQRke9H9QuVKgQQUFB3Lp1i0GDBgG/t9XChQtTsmRJjh8/jqura6bzJFWDEEKIPyObJoiPio6O5smTJ6SlpVGtWjX09fVxc3Nj//79BAcHU7BgwawuohD/eqdOnaJ///4UK1aMYcOGUa9ePV6+fEnnzp1ZsmRJptkT7wfbXFxccHJyonnz5llVfPGZrl69yvTp06lUqRLNmzfnyJEjrFmzhkGDBmFmZsa5c+d49uyZOoAXukc7D9RfyW+qfazkRf33kc1qdI92Wz158iQJCQkYGxvToEEDoqKimDhxImXLlsXf3x94tzHG3Llz6dOnD2XLlpU2KoQQ4i+RgJv4Uzdv3sTPz48jR44QFBRE+fLls7pIQvwrfWwjhL59+3LlyhVatWrFy5cv+f7774mPj+fYsWM4Ojp+kPMpLCyMxYsXS7Atm7l69SozZ86kYsWKtG/fnnv37rF+/Xpy5MhBoUKFcHJywsjISIIyOki73fr7+/Ps2TPGjRuHmZnZZ5+XkpIiM1GF+Idpv5hyc3Njy5YtWFhYcOfOHdq0acOgQYN4+fIl9vb25M6dm8aNG3PmzBnS0tJYt24d+vr6cg8WQgjxl0jATfyhtLQ0fv31V7Zt20bHjh0pW7ZsVhdJiH+969evY2FhgaWlJZcuXSIgIIAqVapQqFAhFi5ciKmpKUlJSQwaNAg7Ozt10B4ZGYmDgwOenp6ZZr+J7OHKlStq0G3MmDEULFgw0wBRZsvotsWLF7N9+3YGDBhAixYtKFSo0CeP1a7X8PBw4F1KBxnIC/HP8/PzY/Xq1SxfvhwbGxvWrl2Lo6MjLVq0YMKECejr6zN//nySk5MxNzfHw8MDIyOjP9wdXAghhPgYeWqIP2RoaEiFChWYMGGCBNuE+IcpikJUVBRdu3Zl6dKlHD16lMqVK1OwYEHi4+Np0aIF4eHhVK9enefPn3P69OlMM2RSUlJYuXKlBNuyqYoVK+Lo6MiVK1eYP38+9+/fV4MyiqJIsE2Hbd++ncjISFasWEG/fv0oVKgQKSkpxMfHk5qamulY7WBbWFgYM2fOJF++fBJsE+ILiI6O5vbt20ybNg0bGxv27t2Lp6cnw4cP5/jx47i4uGBkZISPjw9+fn54e3tLfkUhhBD/ZzLDTQghspD24Ftj27ZtnD59moMHDzJo0CBKlCjB7NmzmT9/Po0aNSIxMZFr165RtWrVTIP01NRUjIyMvvQliL/ZxYsXWb9+PQsWLJABXjaxcuVKrl27xtKlS7lx4wanTp0iLCyMjIwMunXrhp2dHSYmJh/Ntejs7EyzZs2y+AqE+G9ITk7m6NGj1KpVi/v37zN27Fj69etHnz59CAwMZNGiRXz33Xe4uLios1Q/9pwWQgghPocE3IQQIotoL0958eIFSUlJ6o6Tb9684fDhw8ybN4/mzZtz+fJlFEVh6dKlmfK2ST6ZfyfNAE+WMOmejw2+N2zYwKxZs+jfvz+HDh3C2tqab7/9lsePH7Nz5042b96MpaWlerzkWhQi62heTvn6+nLu3DlcXV3JlSsXa9eu5eLFi8TExODr6yv3XiGEEP8zWZ8ihBBZQFEUtTPv6enJ/v37iYmJwcLCgoEDB9KgQQN+/PFHqlSpgr+/P4aGhly6dImoqKhMATcJtv076enpZfobEbpBe3ODZ8+ekStXLoyMjOjatSsxMTGcOHGCPn36ULduXUqUKMGDBw+4cOECiYmJ6m8EBgayYsUKFi5cKMu/hcgCmuX5d+/eJT4+Hj09PZKTkzl+/Dht27alVatWwMc3MhJCCCH+CpnhJoQQX5j2DJmVK1cSGBjI9OnTKVCgABEREfz666+0adOGrl27kjdvXhISErh9+zY7d+5k0qRJkstLiC8sODgYOzs7NcDt7e3Nrl27MDMzo2rVqkyYMAFTU1MSExMxMzNDURRSU1MZMWIEGRkZ+Pv7qwP3YcOG0bJlS9q1a5eVlyTEf97PP/9Mr169+Prrr9Vg+ubNm+UZK4QQ4m8jATchhPhCHj58qC4ZTU9PJyEhgcGDB9O2bVvs7OzU4xYvXsz+/ftxcnKiRo0aH/yO7FYpxJdz7Ngxpk+fjq2tLYsWLWLPnj3Mnj0be3t7rly5wuXLlzE1NWX58uWYmZnx5s0bdu3axbZt24iPj2fDhg1q0nVpt0LolitXrrB3717Mzc3p378/hoaG0laFEEL8bSTgJoQQX8DUqVOJjY1l9OjRVKxYEYD4+Hh69uxJz5496dGjR6blat26daNIkSJ4eHhkZbGF+M9LTExky5YthIeHU6ZMGcqWLUuhQoVo06YNGRkZHDhwAB8fH8zNzVm+fDlGRkaEhYVx+/Ztpk+fLgN4IbIRaatCCCH+TpKYQAgh/mHdu3fn2LFjPH/+nODgYC5dugRArly5sLCwYOfOnQAYGxuTkpICQPny5SU/mxBZLC0tDTMzM9q2bUu3bt24ffs2vr6+mJiYAKCvr0/Dhg0ZNmwYCQkJjB49mtTUVHr16sXs2bMxNDQkPT1dBvBCZBPSVoUQQvydJOAmhBD/IC8vL5KSkjh+/Djjxo3j0aNHhIaG8ssvvwDg4ODArVu3mDhxIvD7JgjXr18nb968WVVsIf7z3rx5ow6+r1+/Trdu3ejSpQvm5uZs2LCBjIwMAIyMjGjYsCFDhw7l7t27uLu7Z/odCZwLIYQQQvw3yWscIYT4ByUkJKgbJFy/fp2UlBRu3rxJSEgIRkZGVKhQgfnz5zNr1ixat25NkSJFeP36NfHx8Tg4OGRx6YX4b9q7dy+RkZG4u7vj7u7Opk2bOHz4MO3atUNPT4+QkBAcHBxwdnZGX18fQ0NDGjZsSN68efn222+zuvhCCCGEEEIHSA43IYT4B2h2Io2KimLWrFkYGBjw9OlTDhw4wMmTJ/Hz86NUqVIMGjQIa2troqOjCQwMBMDMzIwRI0ZI7ichssj169dp3749pUuXJjo6mrVr11KuXDkAkpKSiIyMZMOGDXzzzTc4OzurQXWN9PR0mdkmhBBCCPEfJwE3IYT4hw0cOJATJ07w/fff4+/vD8C2bdsIDAykdOnS9O3bl0qVKn1wngzahfjyNEFuBwcHIiMjqVOnDm5ubuTLl089RhN027hxIwULFmTFihUfBN2EEEIIIcR/m+RwE0KIf1BcXBxGRkaMHj2aJ0+eMGHCBADatGlD//79uXv3LiEhIZw/f/6DcyXYJsSXo3n/qGl31apVw93dnQsXLjB79mweP36sHmdqakr79u1p27YtuXPnRt5dCiGEEEKI98kMNyGE+Ielp6ejr69PREQEq1atokKFCri5uQGwfft23N3d6dSpEyNHjszikgrx35SRkYG+/rt3kC9fviR//vzqd5cuXaJ3797Ur1+fqVOnUrhwYQAOHz5Mw4YN1eXj2r8hhBBCCCGEBNyEEOILSUxMZNeuXfj7+2cKup04cYLatWvLjDYhstjy5cs5duwY6enpdOnShQYNGmBpacnly5fp3bs3derUoUOHDmzcuJG7d++ye/du9PT01KCbEEIIIYQQGhJwE0KILygxMZHdu3cTEBCAlZUVq1atUr+TnG1CfFnagbKwsDDc3d0ZM2YMx44d49mzZ1SrVo2BAwdSuHBhrl69yvjx48mZMycmJiYEBwdjZGQkwTYhhBBCCPFREnATQogvLDExkc2bN3P+/HlcXFxkGZoQWezixYts3bqV2rVr07RpUwB8fX3Zv38/lStXZtCgQRQuXJiXL18SHx/PV199hb6+vuwiLIQQQgghPkkCbkIIkQWSk5MxNjaW3E9CZLFjx47h6OhIYmIiCxcu5Pvvv1e/8/X15cCBA1SuXJkBAwZQpEgR9Ttpt0IIIYQQ4o9IT1EIIbKAiYmJmvtJBu1CZJ169erRuHFjUlJS2Lt3L/Hx8ep3Q4YMoVmzZhw+fJg9e/ZkOk/arRBCCCGE+CMyw00IIYQQ/wl/NCtt4cKFnD59mhYtWtCrVy/Mzc3V77Zu3Urr1q0lx6IQQgghhPhsEnATQgghxL+edrAtMjKSGzduYGJiQrly5WjRogUAjo6OnD9/nh9++OGDoBvIxiZCCCGEEOLzScBNCCGEEP8ZixYtYsuWLdjY2JCQkMDZs2fp168fDg4OwLug2y+//EKtWrUYMWIEZmZmWVxiIYQQQgiRHcnWWkIIIYT4Tzh16hRbt27F29ubatWqkZyczIEDB3BwcCBHjhyMGzeOGTNmMHXqVGJiYjA1Nc3qIgshhBBCiGxKAm5CCCGE+E+IiYkhb968VKpUCXi3eUmrVq148+YNrq6uNG3alEqVKrFw4UIyMjLUjU309PSyuORCCCGEECK7kS22hBBCCPGvk5GR8cFn+fLl49GjR1y/fh0ATVYNGxsbjIyMSExMVI/V19dXg25CCCGEEEL8VRJwE0IIIcS/ivYGCUePHmXnzp3cunWL8uXLU7NmTYKDg7l27ZoaTLOwsCBv3rykpqZm+p1P7WgqhBBCCCHEn5FNE4QQQgjxr+Tm5sbatWuxtLTk8ePHzJs3j+TkZHbt2oWRkRFt2rTB0tKSVatWERcXx4YNG2QXUiGEEEII8beQgJsQQggh/hU0+dYUReHx48fY29szefJkvv76azZu3IiHhwfTpk3D1NSUc+fOsXXrVsqUKUPevHnx9fXFyMiI9PR0CboJIYQQQoj/mQTchBBCCJHtaS8jjYuLIy4ujoiICMaNG6cG0IKCgli8eDH29vZ07dpVzdmWP39+9PT0SEtLw9BQ9pMSQgghhBD/O+lVCiGEECLb0wTbPDw8OHHiBPfu3aNIkSJ06NCBUqVKAdCvXz8AXFxcePnyJSNGjMDU1BR4F7CTYJsQQgghhPi7SDZgIYQQQmRb2ruR7tixg4iICNq1a0fHjh158OAB4eHhPH78WD2mX79+jB49mrNnz5IjRw71c9kgQQghhBBC/J1kSakQQgghsr0zZ86wa9cuqlSpQvv27QEICQnB19eXNm3a0KNHD4oWLaoer53vTbNbqRBCCCGEEH8XWTshhBBCiGzt+fPnTJ8+nRcvXlCyZEn1czs7OwB8fX0xMDCgc+fOFC9eHECCbUIIIYQQ4h8l6yeEEEIIka0VLFgQLy8vLC0tOXLkCDdu3FC/s7OzY+jQofj5+XH8+PFM50mwTQghhBBC/FNkSakQQggh/hWuX7/O1KlTqVSpEn369KFs2bLqd3v37qVJkybqjqVCCCGEEEL8kyTgJoQQQoh/jatXrzJjxgwqVqxI3759KVOmTKbv09PTJegmhBBCCCH+cRJwE0IIIcS/ytWrV5k1axZFihRh8uTJat42IYQQQgghvhTJ4SaEEEKIf5UKFSowa9YscubMmWlnUiGEEEIIIb4UmeEmhBBCiH8lzS6kGRkZ6OvLO0YhhBBCCPHlSMBNCCGEEP9amqCbEEIIIYQQX5K87hVCCCHEv5YE24QQQgghRFaQgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/o/8HhyYQ30E2tNgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Investissement:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_investissement \n", + "0 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", + "1 0.025 1.067 0.738 -1.000 3.244 92.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Sécurité\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7984 0.3113 180\n", + " 3 0.6484 0.4722 180\n", + " 4 0.6613 0.5310 61\n", + " 5 0.7217 0.4865 61\n", + " 6 0.7004 0.6374 44\n", + "→ K retenu : 2 (silhouette=0.7984)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 983 84.5\n", + "1 180 15.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Sécurité:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_sécurité \n", + "0 0.061 7.229 0.419 0.000 6.053 72.0 0.0 1.0 0.0\n", + "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Flexible Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6092 0.7548 121\n", + " 3 0.3969 1.1736 75\n", + " 4 0.4146 0.9109 34\n", + " 5 0.3019 1.1830 33\n", + " 6 0.2697 1.1367 31\n", + "→ K retenu : 2 (silhouette=0.6092)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 968 88.9\n", + "1 121 11.1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Flexible Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_flexible_b \n", + "0 0.060 3.924 0.568 -0.155 3.991 81.0 0.000 1.000 0.000\n", + "1 0.738 6.069 1.662 0.121 7.714 0.0 0.683 0.317 0.085\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5967 0.5513 251\n", + " 3 0.6520 0.5031 170\n", + " 4 0.6269 0.5990 99\n", + " 5 0.6057 0.7167 74\n", + " 6 0.5876 0.7718 66\n", + "→ K retenu : 3 (silhouette=0.6520)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 238 20.8\n", + "1 737 64.4\n", + "2 170 14.8\n" + ] + }, + { + "data": { + "image/png": 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Lly5J9rm6ugqWlpbCnj17pMoGBgYK1tbWwtWrV6X279mzR7C0tBSuX78uCIIg+Pv7C5aWlsXm9+jYsWMFS0tLITY2VqbyuT3Wf/75p2BpaSl179nP759//jlH+VatWgmWlpbCjRs3JPvOnz8vWFpaCra2tsKrV68k+/fu3ZujDT5/7dy9e1ewtLQUFixYIHUdd3f3HK+L7HM9PDykyo4dO1ZwdHT84r26ubkJrVu3lvwcFxcnNGjQQPjpp5+ElJQUqbKfPm9zk/28u3jxohAdHS28efNGOHr0qODo6CjY2toKb9++FcLDwwVLS0thxowZUucuWrRIsLS0FEJCQiT7sh/Xc+fO5biWnZ2d1OsrW/Zz/NixY1L7u3btKjRt2lT48OGDZF94eLhgbW0tTJs2Lcc9fPracXV1FVxdXSU/b926VbC0tBQOHTok2ZeWlib07t1bsLOzE+Lj4/N9nFxdXYX27dsL0dHRQnR0tPDvv/8K8+bNEywtLYWRI0cKgpB7W928eVOwtLQUAgICJPuOHTuW4/mULb/H7/P37+z7dnNzk2rn3r17C1ZWVoKXl5dkX0ZGhtCyZUupxyT7fd3X11fqOuPHjxesrKyE58+ff/HaX3pvTEhIEBwcHISZM2dKXeP9+/dCw4YNc+z/3L59+wRLS0vhwYMHuT4eLVq0EOrUqSO4uroKSUlJedaT/bh+acvt91f2e0v21qNHD+H+/fu5XsfNzU3o0KFDvvdEREQkK9mXI/pEUlISPDw80KJFC7i6usLV1RVOTk7w9PTMMcSBiOhbkJCQAED+nksFkT08/syZM0hPTy/QuR8/fsSlS5fQoUMHJCQkICYmBjExMfjw4QNatGiBZ8+eITIyUuqcXr16yTRPWdmyZfH27VvcuXNH5nhCQkKQkZEhGb6XLXvoWG569eol1ZvJwcEBmZmZePXqlWTfp70dsu/TwcEBycnJePLkiczxyUpLSws9evSQ2nf8+HHUqFED1atXlzzOMTExkiF42UPDypYtCyBreJFYLFZ4bAVV0Ofyp491amoqYmJiUL9+fQBAWFhYjvJ9+vTJtZ6aNWuiQYMGkp+z62jSpInUao/Z+1++fJlnTOfPnweAAj2vPo/LwcEBHz9+lDwegPS9xsfHIyYmBo6Ojnj58iXi4+MBZA3BTUxMxIgRI3IMV5N1kvfBgwdLhklPnjwZZcqUgY+PD4yNjXH27FkAwJAhQ6TOcXNzAwDJ8WxmZmZwcnKS6bp5effuHcLDw9G9e3dJ7zcAsLa2RrNmzXJc80vOnTuHChUqSM3fpqmpiQEDBiApKQlXr179Yh1PnjxB06ZN0bRpU3Ts2BE7d+7Ed999h4ULFwKQbqv09HR8+PABVatWRdmyZXMM+81PQR+/H3/8UaqdbW1tIQgCfvzxR8k+dXV11KtXT+o5fO7cOairq+cY3urm5gZBEHDu3LkvXvtL740XL15EXFwcOnXqJPWepKamhvr160sNR8/Nx48fAWStbpqb2NhYZGRkoFKlSvnOq/fbb7/B39//i1t2r7xPNW7cGP7+/li1ahX69OkDTU3NPL97lC1bNsfwcSIiInnJNbvuokWLcPXqVaxbtw4NGzYEAFy/fh3z58/HokWLMGfOHIUGSURU3Onq6gIAEhMTi/xajo6OaNeuHXx8fLB161Y4OjqiTZs26Ny58xcnkn7x4gUEQcCqVauwatWqXMtER0dLTQYt63Cs4cOH4+LFi/jpp59gbm6O5s2b44cffpD8nsjN69evAfw3ZCxbuXLl8vyC9mkiBfgv+fTpnDePHj3CypUrcenSJankBwBJkkORjI2Nczz2z58/x+PHjyXzz30uOjoaANCxY0fs378fM2fOxLJly9C0aVN8//33aN++fb7DEj9+/Fjg5Gk2fX39PJ8rnz6Xsx/b/Hz8+BE+Pj4ICgqS3FO23B7rvJ5PlStXlvo5O0lcqVKlXOP7fI6jT71+/Rpqamo5rvX50K5P5fW8io2NlVzz+vXrWLNmDW7dupXjC3t8fDz09PQkQyxr1aqV57W+xMvLCxYWFlBXV4eRkREsLCwkz4VXr15BTU0tx2umQoUKKFu2rFQSGZD99Zuf7NdpbkMWa9SogX/++adAiz+8evUK5ubmOZ7f2cMls6+XH1NTU8yfPx8ikQhaWlqoVq0aDA0NJcdTUlLg5+eHgwcPIjIyUmqIcEHeAwr6+H3+PMp+Huf2/I6NjZX8/OrVK1SsWFHyXMuW/Zh83q6yXPvz98Znz54BQJ7DYj+/dl6Ez+Zgy9a0aVNUrlwZe/bsgb6+PmbOnJlrufx+J3yJkZGRZChx+/btsX79egwZMgTBwcFSCwZkx6msVUmJiEj1yJU8O3HiBFavXo3GjRtL9jk7O6NUqVKYNGkSk2dE9M3R1dVFxYoVZZp0OS95fcj/fG4YkUiE1atX49atWzh9+jTOnz8PT09P+Pv74/fff8+3x1B2zyY3N7c8e1N8/qVc1smea9SogePHj+PMmTM4f/48goODsXv3bowdOxYTJkyQqQ5Z5JVQyv5CFxcXB1dXV+jq6mLChAmoWrUqSpUqhbCwMCxdulSm3l15tUVe5+bWy0IsFsPS0lIyn9rnspNCpUuXxq5du3D58mXJYxcUFITff/8dW7ZsybPX3/jx43HlypUv3ktutm/fLvU7/FPZ8z49fPgQDg4OX6xr0qRJuHnzJoYOHYratWtDR0cHYrEYw4YNy/VLdl7Pp7zuM6/9eX2Bl9eXnlcvXrzA4MGDUb16dbi7u6Ny5crQ1NTE2bNnsXXrVoX2GrS1tZWstpkXWZMC+fUAKsl0dHTynbh+3rx5OHjwIAYNGgQ7Ozvo6elBJBLlmGvvSwr6+OX1PMovEa4oX3oOZ/+7ZMmSHIkmIO/XWrbsXoexsbE5ktrZvLy8EBcXhx07dkBfXx/jx4/PUSYmJkamOc90dHS+2AO2Xbt2WLFiBU6dOpWj92hcXBzKly//xesQERHJQq7kWUpKiuSvPp8yNDRESkpKoYMiIiqJWrVqhd9//x03b96UGn4mq097CXza4yevXhh2dnaws7PD5MmTceTIEUyZMgVBQUH46aef8vxiXaVKFQBZQ6S+tGKaPHR0dNCxY0d07NgRaWlpGD9+PNavX4+RI0fmmjTJ7inx4sULSWwA8OHDB6leGQVx5coVSW+oRo0aSfZ/vnImkHcCIvvx/7yHiiy9P7JVrVoV9+/fR9OmTb+Y6FBTU5MMQfPw8MD69euxYsUKXL58Oc92mj59er69r/JjbW2d57FWrVrBz88Phw8f/mLyLDY2FiEhIRg/fjzGjRsn2Z/dw0VZTExMIBaLERERgWrVqkn2P3/+XO46//77b6SlpWHdunVSPXw+H+qWnXx+9OhRvj3d5GVqagqxWIznz59LTWwfFRWFuLg4yeqDipR9v0+fPs1x7MmTJyhfvrzMvc6ArHt48OABxGKxVMIne0j15z2o5HHixAl069ZNalXK1NTUHK/p4tIzydTUFCEhIUhISJDqAZb9mCiiXbPfYw0NDeV6/89OrEdEROS6MjSQ9V62ePFixMfHw8fHB/r6+hg4cKBUmR9//FGm99Jx48blmnz7VPbCMrn1JoyIiMj3vY6IiKgg5PozmJ2dHVavXi21ElpKSgp8fHxgZ2enqNiIiEqUYcOGQUdHBzNnzkRUVFSO4y9evMC2bdvyPD/7S/en8/0kJSUhMDBQqlxsbGyOnhO1a9cGkLUSGQDJCmWfJ1cMDQ3h6OiI33//He/evcsRQ0xMTJ7xfcnnc8toaWmhRo0aEAQhz+GFTZs2hYaGBvbs2SO1f9euXXLHkf1l/NPHKC0tDbt3785RVltbO9cvXbm1RWZmJvbt2ydzHB06dEBkZGSu56SkpEhWLs2eR+hTn7dnburVq4dmzZrJteU1JBYAGjRoACcnJ+zfvx9//fVXjuNpaWlYvHgxgLx7quT3PP8aWrRoAQA52nznzp1y15l9r58P/ztw4ECOa5cpUwZ+fn45VoxVRG85Z2dnADkfY39/f6njX6KjoyNz8rVixYqoXbs2AgMDpc55+PAhLly4IPM1s7Vs2RLv379HUFCQZF9GRgZ27NgBHR0dqaS3vHJ7bu7YsSNHj6fs98qiGM5dEC1btkRmZmaO976tW7dCJBKhZcuWhb6Gk5MTdHV14efnl+t78pfe/+vVqwdNTU3cvXs333KamppYvXo17O3tsXDhwhy/w+SZ8ywmJibX18/+/fslsX0qPj4eL168kOsPWURERLmRq+fZjBkzMHToULRs2VLyF5379++jVKlS2Lx5s0IDJCIqKapWrYqlS5di8uTJ6NixI7p27QpLS0ukpaXh5s2bOH78eI5J5T/VvHlzmJiYYMaMGXjy5AnU1dVx4MABlC9fXqr3WUBAAPbs2YM2bdqgatWqSExMxL59+6Crqyv5glW6dGnUrFkTx44dQ7Vq1VCuXDnUqlULlpaWmDVrFvr164fOnTujV69eqFKlCqKionDr1i28ffsWhw8fluv+hw4dCiMjI9jb28PQ0BBPnjzBzp074ezsnOdcOkZGRhg4cCC2bNmCUaNGwcnJCQ8ePMC5c+dQvnx5uXqFNGjQAPr6+nB3d8eAAQMgEolw6NChXL941a1bF0FBQfD29oaNjQ10dHTg4uKCWrVqwc7ODsuXL0dsbCz09fURFBSEjIwMmePo2rUrjh07hlmzZuHy5cuwt7dHZmYmnjx5guPHj2PTpk2wsbHB2rVrce3aNTg7O8PU1BTR0dHYvXs3KlWqVKi5gQpjyZIlcHNzw7hx49CqVSs0bdoU2traeP78OYKCgvDu3TtMnz4durq6aNSoETZt2oT09HQYGxvjwoULufby+5rq1auHdu3aYdu2bfj48SPq16+Pq1evSnrEyfO8at68OTQ1NTFq1Cj06dMHiYmJ2L9/PwwNDfH+/XtJOV1dXXh4eGDmzJn48ccf8cMPP6Bs2bK4f/8+UlJSJIlHeVlbW6N79+74/fffERcXh0aNGiE0NBQBAQFo06aNZEGKL6lbty5CQkLg7++PihUrwszMTLIYQ26mTZuG4cOHo3fv3vjxxx+RkpKCnTt3Qk9PT6rXoSx69+6N33//He7u7ggLC4OpqSlOnDiBGzduwNPTU+a5t/Lz3Xff4dChQ9DV1UXNmjVx69YtXLx4UWrBAyArUa2uro6NGzciPj4eWlpaaNKkidT8aV+Di4sLGjdujBUrVuDVq1ewsrLChQsXcOrUKQwaNCjHcHp56OrqYvbs2Zg2bRp69OiBjh07wsDAAK9fv8bZs2dhb28PLy+vPM8vVaoUWrRogZCQEEycODHfa2lra2PDhg1wdXXFjBkzoKenh9atWwOQb86zw4cPY+/evWjTpg2qVKmCxMRE/PPPP7hw4YLkPepTFy9ehCAIkmsSEREVllzJM0tLSwQHB+PIkSOS7uQ//PADOnfurLJzaxARyaJ169Y4fPgwNm/ejFOnTmHPnj3Q0tKClZUV3N3d0atXrzzP1dTUhI+PD+bMmYNVq1ahQoUKGDRoEMqWLSs1b5ajoyNCQ0MRFBSEqKgo6OnpwdbWFkuXLpUa+jh//nzMmzcP3t7eSE9Px7hx42BpaYmaNWviwIED8PHxQUBAAD5+/AgDAwPUqVMHY8eOlfvee/fujSNHjsDf3x9JSUmoVKkSBgwYgDFjxuR73pQpU1C6dGns378fISEhsLOzw+bNm9GvX78vLoCQm/Lly2P9+vVYvHgxVq5cibJly6JLly5o2rQphg4dKlW2X79+CA8Px8GDB7F161aYmprCxcUFALB06VJ4eXlhw4YNKFu2LH788Uc0btw4xyqHeVFTU8PatWuxdetWHDp0CCdPnoS2tjbMzMwwYMAAyeTrLi4uePXqFQ4cOIAPHz6gfPnycHR0xPjx4yWTjX9tBgYG2Lt3L3bv3o2goCCsWLEC6enpksfn02FYy5Ytw7x587B7924IgoDmzZtj48aNhV7hsbAWL14MIyMjHD16FCdPnkSzZs2wYsUKtG/fXq7nVfXq1bF69WqsXLlSUnffvn1hYGAAT09PqbI//fQTDA0NsWHDBvj6+kJDQwPVq1fH4MGDFXJv8+fPh5mZGQICAvDXX3/ByMgII0eOLFASy93dHV5eXli5ciVSUlLQvXv3fJNnzZo1w6ZNm7B69WqsXr0aGhoaaNSoEaZOnSr1viOL0qVLY8eOHVi6dCkCAgKQkJAACwsLeHt75/sHhoKYMWMG1NTUcOTIEaSmpsLe3h7+/v4YNmyYVLkKFSpgzpw58PPzw4wZM5CZmYnt27d/9eSZmpoa1q1bh9WrVyMoKAgHDx6Eqakppk2bJllJVRE6d+6MihUrYsOGDdi8eTPS0tJgbGwMBwcHmR77nj17Yvz48Xjz5k2ORRA+p6enJ3kvnzx5MjZu3JjnXItf0rBhQ9y8eRNHjx5FVFQUNDQ0YGFhAQ8Pj1xX0T1+/DgaNmyokKQjERERAIgERc+4S0REVEjZPWomTZqE0aNHKzscUhHh4eHo1q0bfvvtN3Tp0kXZ4RCVOJmZmejYsSM6dOiASZMmKTucXL1//x6tW7fG8uXL0aZNG2WHQ0REKkKunmcAEBkZievXryMmJibHClOfTwxKRESUl5SUlBy9lrPnc3J0dFRGSKQC8npeqampKWROLaJvkbq6OiZOnIjZs2dj+PDhX1wNUxm2bdsGS0tLJs6IiEih5Op5dvDgQXh5eUFTUzPHEtAikQinTp1SWIBERKTaDh48iICAALRs2RI6Ojq4ceMG/vzzT7Ro0YLzaJLcfHx8cPfuXTRp0gTq6uo4d+4czp07h969e2Pu3LnKDo+IiIiIShC5kmfOzs7o06cPRo4cKbXEOBERUUGFhYXht99+Q3h4OBITE2FoaIi2bdti0qRJxbJXA5UMFy5cgI+PDx4/foykpCRUrlwZXbt2xahRo6ChIXfHeyIiIiL6BsmVPGvcuDH279/PSTiJiIiIiIiIiOir2b17N/bs2YNXr14BAGrVqoUxY8bA2dm5yK4pV/JsyZIlKFeuHEaMGFEUMREREREREREREeXw999/Q11dHebm5hAEAYGBgdi8eTMCAgJQq1atIrmmXMmzzMxMjBw5EqmpqbC0tMwx/MHDw0NhARIREREREREREeXF0dERU6dOxU8//VQk9cs16Yefnx/++ecfWFhY5DgmEokKHRQREREREREREX0b0tLSkJaWJrVPS0sLWlpa+Z6XmZmJ48ePIykpCQ0aNCiy+OTqedaoUSN4eHigR48eRRFToV198UHZIRCRjJp3/UXZIVARuHBombJDoCJgn3Bb2SFQEbDfnqTsEKgIXJ7VStkhEBF900prays7hGJhlKiaTOXqrv4FPj4+UvvGjRuH8ePH51r+wYMH6NOnD1JTU6Gjo4Nly5YV6ZxncvU809LSgr29vaJjISIiIiIiIiIiFaEu4+DEkSNHYsiQIVL78ut1ZmFhgcDAQMTHx+PEiROYPn06du7ciZo1axYm3DypyXPSwIEDsXPnTkXHQkREREREREREKkJdJJJp09LSgq6urtSWX/JMS0sL5ubmqFevHn755RdYW1tj+/btRXYfcvU8u3PnDi5duoTTp0+jVq1aORYM+LyrXX7ev3+P27dvIyoqCgBgZGSE+vXro0KFCvKERkRERERERERExYCW2teZF18sFueYM02R5EqelS1bFm3bti3UhZOSkuDl5YWgoCCIRCLo6+sDAGJjYyEIAjp16oS5c+dCm+OEiYiIiIiIiIhKHFmHbRbEsmXL0LJlS1SuXBmJiYn4888/ceXKFWzevFnxF/s/uZJn3t7ehb7wggULEBoaCj8/PzRr1gzq6uoAslZKCAkJwbx587BgwQLMnz+/0NciIiIiIiIiIqKvS12k+OxZdHQ0pk+fjnfv3kFPTw9WVlbYvHkzmjdvrvBrZZMreaYIwcHB8PPzy7HwgLq6Olq0aIGFCxdi1KhRTJ4REREREREREZVARTFsc+HChQqv80tkTp51794dW7duhb6+Prp16wZRPtnDgICAL9YnFouhqamZ53FNTU2IxWJZwyMiIiIiIiIiomJErlUqiyGZk2etW7eWrHTQpk2bQl/4u+++g5eXFxYsWIA6depIHbt37x5mz56NVq1aFfo6RERERERERET09RXFsE1lkDl5Nm7cOABZc5I1btwYVlZWKFu2rNwX9vLywi+//IIePXpAX18fBgYGAICYmBjExcWhRYsW8PLykrt+IiIiIiIiIiJSnqJYMEAZCjznmbq6Otzc3BAUFFSo5Jm+vj42bdqEx48f49atW4iKigIAGBkZwc7ODjVq1JC7biIiIiIiIiIiUq6imPNMGeRaMKBWrVqIiIhAlSpVCh1AjRo1mCgjIiIiIiIiIlIxqjJsU6652yZNmoTFixfj9OnTePfuHRISEqQ2IiIiIiIiIiL6tqmLZNuKO7l6no0YMQIAMHr0aKlVNwVBgEgkQnh4uGKiIyIiIiIiIiKiEumbHra5fft2RcdBREREREREREQqpCT0KpOFXMkzMzMzVK5cWarXGZDV8+zNmzcy15OZmYkbN24UeuVOIiIiIiIiIiIqXr7pOc9at26NmJiYHPs/fvyI1q1by1xP9sqdsbGx8oRBRERERERERETFlJaaSKatuJMreZY9t9nnkpKSUKpUqQLVlb1yJxERERERERERqY5vcsEAb29vAIBIJMLKlSuhra0tOZaZmYk7d+7A2tq6QAFkr9w5ceJE1K1bFzo6OlLHdXV1C1QfEREREREREREpn6oM2yxQ8uzevXsAsnqePXz4EJqampJjWlpasLa2hpubW4EC4MqdRERERERERESqpyQMyZRFgZJnO3bsAAB4eHhgxowZCukVxpU7iYiIiIiIiIhUj9q32PMsW/bwTUVwdHRUWF1ERERERERERFQ8iErChGYykCt5BgChoaE4duwY3rx5g/T0dKljPj4+Barr2rVr2Lt3LyIiIrBq1SoYGxsjMDAQZmZmcHBwkDdEIiIiIiIiIiJSEjUVSZ7Jtdrm0aNH0bdvXzx58gQnT55ERkYGHj16hEuXLkFPT69AdZ04cQJDhw5F6dKlERYWhrS0NABAQkIC/Pz85AmPiIiIiIiIiIiUTE1LXaatuJMrebZ+/Xp4eHhg/fr10NTUxIwZM3D8+HF06NABlStXLlBd69atw5w5czB//nxoaPzXEc7e3l6yQAEREREREREREZUsauoimbbiTq7k2cuXL+Hs7Awga5XNpKQkiEQiDB48GPv27StQXU+fPs11aKaenh7i4uLkCY+IiIiIiIiIiJRMpKYm01bcyRVh2bJlkZiYCACoWLEiHj16BACIi4tDcnJygeoyMjLCixcvcuy/fv06qlSpIk94RERERERERESkZOpaajJtxZ1cCwY0atQIFy9ehJWVFdq3b48FCxbg0qVLuHjxIpo2bVqgunr16oUFCxZg4cKFEIlEiIyMxM2bN7F48WKMGTNGnvBKNEEQcGDbRpw+dghJCQmwrGuDIROmoZJZ1XzPi4l6h72b1uLOlRCkpqbC2MQMI6bMRHWr2gAA1++b5Hpen+Hj8EMvV4XfB0lju6qmX0d2Ra92jjCrZIC09AzcCH8OL5+DuHr3Sb7njerlgp8HtUclQ33cefgSkxbvwrWwp5LjpbQ0sOTnPujVzhGltDRwMuQuxi/ciXcx7I37NfD1qpp2B53GlsCTiPoYC6tqZpgxrA9sLS3yLB+XmIRVOwNx8vJNxMYnwaSCAdyH9oJzQxsAQJsRnnj9PjrHeX3bO+PXkf2K7D7oPxpqIoxra4kW1hVhZqCN+JQMXP43CquOPcD7+NQ8z7O3KI/BLaujtqk+KpYtjUnbr+P0vcgc5SwqlMGkDtZoWN0AGmoiPI5MwC87b+BtbEpR3tY3b+/evdi2bRuioqNhaWkJ9+nTYWNjk2f54OBgrPX1xevXr1G1alVMmjgRTk5OkuOCIMB33TocPHgQ8fHxsLOzwwxPT5ibm3+N26H/Y7uqJrYryUKkXvwTY7IQCYIgFPSkjx8/Zn0xMDaGWCzGpk2bcOPGDVSrVg2jR4+Gvr6+zHUJgoD169djw4YNkl5rWlpacHNzw6RJkwoaGgDg6osPcp1XHBzZux1H9m7HyGleqFCpMv7YugEvnz7G4s17oKVVKtdzEuPjMGP0QNSu3xBtOveAnn55RL56iYompjA2MQMAfIyR/oB/+0oINi1fgGXb/kDFyqZFfl/fOrZr3pp3/UXZIcitT/vGePchHk8j3kO7lCYmuLZFzzYOqN3VA1Ef4nM956e2jbBl3jCMXbADV+8+wfh+36Pn9w6o180T7/9/zhrPAejQwhbDZm1GbEIyVrn3h1gs4Lsh3l/z9grlwqFlyg5Bbny95s0+4bayQ5DLsX+uwn3VVswa1Q+2lhbYceQUTly8gaM+c2BYrmyO8mnpGXD1XAIDfT2M6NkBxobl8PpdDPTKaMPaIqtXfExsPDLFYsk5j168xrDZK7F13s9wrGf11e5NEey3Jyk7BLnoltLAUld7HLzyAg/exKOstiamd64DNTUR+vlcyPO85pYVYFetPMJfxWLFgIa5Js/MDHSwa2wzBFx7ieO33yAhJQM1jHUR+uIjYhLTivrWFOLyrFbKDqHAjp84gZkzZ2LmjBmwsbHBrl27EHzyJA4dOgRDA4Mc5W/dugW3oUMxYfx4tGzZEkHHjsHf3x979+5FrZo1AQBb/P2xZfNmzJs3D6ampljr64tHjx4h4OBBlCqV+3s6KRbbVTWxXb+stLa2skMoFs41biZTuZaXLxZxJIUjV/KsKKSlpeHFixdISkpCjRo1UKZMGbnrKqnJM0EQMK7PD+j4Yz90+qk/ACApMQFjf+qIEVN/RdNW3+d63t5Na/Ew7A68Vsi+OumKWdOQnJQEz998FBI75Y3tmr+SnDz7nF6Z0oj+xxftRv6G01fCcy3zz/aZuBb2FJMW7wIAiEQiPDm+FL57T+E3/yCU1dXG679XYaCnHw7+dR0AYFWtEkIDFqLFwPm4Epp/r7bioqQmz/h6zV9JTZ71nuYNm5rVMHNEXwCAWCyGy3AP9O/YCsN7ts9Rfu/xs/APDMafPnOhqSHb6k/em3/HmWuhOO47DyJR8Z/09lMlNXmWm7pm+tg9rjnaef8tUw+x24s65po8W9zXDhmZAmbsK5nPeaBkJs/6u7qibt268PTwAJD1Wm3brh369u2LoW5uOcpPnTYNycnJ8FmzRrLPdcAAWFlZ4deZMyEIAtp8/z0GDhiAQYMGAQDi4+Ph0ro15s6diw7tc77+SfHYrqqJ7fplTJ5ludDC6cuFADT/57zMdfr5+SE4OBhPnjxB6dKl0aBBA0yZMgXVq1eXN8wvkrv/XGZmJo4fP461a9di7dq1OHHiBDIyMgpcj4eHBxISEqClpYWaNWvC1tYWZcqUQVJSEjz+/0L8Vrx/+xqxMdGo16CRZJ9OGV3UsK6LR/dC8zzvRsh5VLesjdVzPTHmpw6YMWogTgcF5lk+9kM0bl2+gO86dFZk+JQHtuu3QVNDHcN6OONjfBLuPHyZZxn72ub4+/J/KwkLgoC/L99DE9saAAD72ubQ0tTAqUv/lXnw7C2ev4mSlKGiw9er6klLz8C9xy/QpH5tyT41NTU0tbXGrQe5J6NPX72D+lbVMX/DbjgNnoIuE+bA748gZGaKcy2flp6BI2cvo0frZiUucaZqdEtrQCwWEJ9S8M+k2UQiwMm6Ip5HJWKdWyOcntkaO8c0Q6s6xgqMlD6Xnp6O8PBwNGncWLJPTU0NTRo3xp07d3I9586dO1LlAaBZ06aS8q9evUJUVBQaf1JGT08PNjY2uHO75CZGSxK2q2piu1JBiNRFMm0FceXKFfTv3x/79u2Dv78/MjIyMHToUCQlFd0fBOVKnj169Ajt2rWDu7s7/vrrL/z1119wd3dH27Zt8fDhwwLVFRgYiNTUnPNSpKSk4NChQ/KEV2JlD+kpW166m2vZ8gaI/ZBzXpVs79+8xqkjB2FsWgXTvFeidece2L52Bc4FH821/PngIJTWKQOHFt8pLHbKG9tVtXV0qo+YC76Iv+yHCa5t0WHUUkR/TMi1rFF5PWhoqCPys7nL3kXHwdgwa7h7JUN9pKalIzYhOUeZSoayD4kn+fD1qno+xicgUyyGkb6e1H7DcmUR9TE213MiIt8jOOQGMsUC1v86HqN7dcTWQ39h/R+5t+epK7cQn5iM7i6yDUugoqGloYZJ7a1x7PZrJKbKnzwzKKOFMqU04PZddVx4+B6jNl/B32FvsdzVHg0tcg5FIsX48OEDMjMzYWhoKLXf0NAQUVFRuZ4TFRWVb/nsf3OUMTBAVHTe7+mkOGxX1cR2pYIoiuTZ5s2b0aNHD9SqVQvW1tZYtGgRXr9+jbCwsCK6CzkXDJg5cyZq1qyJAwcOSOY3i42Nhbu7O7y8vLB3794v1pGQkABBECAIAhITE6XGMGdmZuLcuXMwyGWstCq5cOo4tqxcLPl5ynz5hjmJBTGqW9ZG76GjAQDValoh4tlj/P1nAFq27ZSj/NkTf6KZS9s85+6hwmG7qqa+HZpg7cyBkp87j1uBCzcf4czVcDTqMxuG5XQxtIczdi8ZjRYD5kvmL6Pija9Xyo1YLMBAXw9zRrtCXV0NdWuYIzL6I7YcCsbY3jl7Cx786wKc7OuiokG5rx/sN6SjnQl+7V5P8vMY/6u4+Sxrqg4NNRF+69cAIhGwILBwH5zV/t978PS9d9j5zzMAwIM38ahvXh4/Na6K609jClU/ERHRt0RNxgUD0tLSkJYmPa+olpYWtLS0vnhufHzWd6+CzL9fUHIlz8LDw6USZ0BWkJMnT8aPP/4oUx0ODg4QiUQQiURo165djuMikQjjx4+XJ7wSw76pE2pY15X8nJGeDgCI+xCD8oZGkv1xH2JQtUatPOspZ2AEk6rVpPaZVK2Gq+fP5Ch7P/QW3rx8jnEz5hcqdsob21U1HTl7C1c+WUXz1busL2xJKWl4/PIdHr98hyuhTxB2yBtDujthyZagHHVEfYhHRkYmjA2kJyivaFgWkdFZPWDeRseilJYm9HW1pXqfVTQsi7fRufeSIfnx9ar6yunpQl1NDVGx0gnt6I9xMCqX+wesCuX1oaGhDvVPPuxVN6uMqA9xSEvPgJbmfx+fXr2LRsidcKyaNqpoboAkztyLROjLj5Kf3/1/TjMNNRF+698AlctrY/jGy4XqdQYAH5LSkJ4pxpN30s+Zp+8SYFetfKHqpryVL18e6urqiP6sh0l0dDSMjIxyPcfIyCjf8tn/RkdHo0KFCv+ViYmBlaWlIsOnPLBdVRPblQpCXVO25Jmfnx98fKTnAh43btwX80JisRgLFy6Evb09LIvwuSLXsM1q1arl2h0zOjpa5mVkt2/fjq1bt0IQBKxevRrbtm2TbLt378bp06cxevRoecIrMbR1yqCSaRXJZmpuAX0DQ4TdvCopk5SYiMf3w1CrTt5L/lrWtcWbiBdS+95GvISRcaUcZc8eOwyLWtYwz+dLIBUO21U1JSSlSJJkj1++Q0pqeq7l1EQilNLUzPVYekYmboQ/R6vG/829JBKJ0MqxNi7deQwAuBH+HGnpGXBpXEdSxtK8EswrG0nKkOLw9ar6tDQ1UKdGVVy6898iHmKxGJdC78POKvdJZRvUroEXb95D/Mlqms9fR6JCeX2pxBkABPx9EQb6enB2yPv5QYqRlJaJl9FJki01QyxJnFU1LIORm64gNin39+aCyMgUEBYRi2pGulL7zSuUwZuPX16EgOSjqamJ2rVr4/KVK5J9YrEYl69cga2tba7n2NraSpUHgEuXLknKm5qawsjISKpMQkICQkNDYVu/fhHcBX2O7aqa2K5UECJ1NZm2kSNH4vr161LbyJEjv1j/nDlz8OjRI6xYsaJI70Ou5Nkvv/yCBQsW4Pjx43j79i3evn2L48ePY+HChZgyZQoSEhIkW14cHR3RuHFjnDp1Cm3atIGjo6Nka9CgAYyNv71JWUUiEdp3743A3Vtx/eI5vHz6L/yWzEE5QyM0bN5SUm7h1HEIDtwv+bl9zz54HH4Xh3ZvxdtXL3Hx7xM4HRSINl16StWflJiIK+f/xncduny1eyK2q6rSKa2FeeN6wNGmOqpWNkSD2ubYMGsITCuWx4GT/yVejq+fgtG9XSQ/r9p5AkO7O2NA52awtqgMH88BKKNdCtsO/QMAiEtIhn/geSz5pTecHazRoLY5Ns5xQ8jtf0vMSpslGV+vqmlwlzb44+Q/CPw7BI9fvsEcv91ITklD99ZZc5S5r/LH8h0BkvJ92jsjNiERCzf/jmevInH2Wig2HDiGvh2+k6pXLBYj4O+L6PZdU2ioy7YqJymOhpoIS13tUcdUHx6/34KaCDDU1YKhrhY0Ppk7ZcMwR/Rp+t8fd7W11GFVWQ9WlbPmwTM10IZVZT1U0i8tKbPt3BO0s62MHo2qoIqhDvo0NUdL64rYF/L8693gN2jAgAE4ePAgDh8+jCdPnmD+ggVITk5Gt65dAQAzZs7EqtWrJeX79+uHixcvYtv27Xj69CnWrVuHsHv30KdPHwBZ7+n9+/fHxo0bcebMGTx69AgzZ85EhQoV4NKq5K1GWlKxXVUT25VkpaYukmnT0tKCrq6u1PalIZtz587FmTNnsG3bNlSqlPOP1ook17DN7OzfpEmTJKtKCYIAABg1apTkZ5FIhPDw8Nwr+b/Hjx/jzZs3cHBwAADs2rUL+/btQ82aNeHl5VWkY1aLox96D0BqSgq2rFyEpIQEWNazxTTvlVLz4rx7E4H4uI+Sn2tY1cGk2Yvx++Z1CNy5BRUqVYbr6Elo3lp6Od9LZ05CEAQ0dWn7tW6H/o/tqnoyxWJYVasM187NYVROF9Gxibge9hSt3Lxx78lrSbnqVSrCqNx/E5XvD74Ko/J68BrdDZUM9XH7wUv8MHYF3n2yiMCUpXsgFgv4fekYlNLSxMmLdzHee8dXvb9vGV+vqqdDi0aIiUvAmr2HEfUhDtYWZvDzmgCjcllDqN+8j5HMcwUAlY0MsNFrAhb570e3yXNhbFAOrj+4YFh36fYMuXMfb97HoEfr5l/1fihLRf3SkhUw9090kjo2dMMlXHuSNTeZmaEOypX578N3XTN9bB7RRPLz1B+yevoeuh4Br/1Zq779HRaJ+YF34fZdDUzvUgfP3ifil103cPP5hyK9p29d+3bt8OHDB/iuW4eoqChYWVnB19dXMoH42zdvpF6rdnZ28F64ED5r12LNmjWoWrUqVq5YgVo1a0rKDBk8GMnJyZg7bx7i4+PRoEED+Pr6Ss23TEWL7aqa2K4kKzUtxf+BURAEzJs3DydPnsSOHTtQpUoVhV/jcyIhO+tVAFc+626ZH0dHx3yPd+7cGVOmTIGzszMePHiAnj17ws3NDZcvX0b16tXh7e1d0PBw9QU/2BCVFM27/qLsEKgIXDgk38T7VLzZJ3CpeFVkv73olnUn5bk8iz01iIiUqbS2trJDKBZC+3aUqZzNnpxzRudl9uzZ+PPPP+Hr6wsLCwvJfj09PZQuXTqfM+UnV8+zLyXEss2ePRs1a9bMd9XMiIgI1KhRAwAQHBwMFxcX/PzzzwgLC8OIESPkCY+IiIiIiIiIiJRMpCb6cqEC2rNnD4Cs4cOf8vb2Ro8ePRR+PUDO5JmsDh8+jKFDh+abPNPU1ERKStbkqxcvXkS3bt0AZK3emd+caUREREREREREVHypF8GwzQcPHii8zi8p0uSZLCNC7e3t4e3tDXt7e4SGhmLlypUAgGfPnhX5hG9ERERERERERFQ0ROpyrVNZ7Cj9Lry8vKChoYETJ05g1qxZklU2z507Bycnpy+cTURERERERERExZFITU2mrbgr0p5nsjAxMYGfn1+O/Z6enkqIhoiIiIiIiIiIFEFdS+lpJ4VQ+l28fv063+MmJiZfKRIiIiIiIiIiIlIUVRm2qfTkmYuLC0SivFdfCA8P/4rREBERERERERGRIpSEIZmyKNLkWZcuXVCmTJl8ywQGBkr9nJ6ejvDwcPj7+2Py5MlFGB0RERERERERERUVkbriV9tUBrmTZ3Fxcfjjjz/w+PFjAECtWrXQs2dP6OnpScrMmTPni/VYW1vn2GdjY4OKFSti8+bNaNu2rbwhEhERERERERGRkqhrKn3Ao0LI1X8uNDQU33//PbZu3YrY2FjExsbC398fbdq0QVhYmEICs7CwQGhoqELqIiIiIiIiIiKir0ukribTVtzJlQL09vaGi4sL5s2bBw2NrCoyMjIwc+ZMLFy4ELt27ZK5roSEBKmfBUHAu3fv4OPjA3Nzc3nCIyIiIiIiIiIiJSsJiTFZyJU8u3v3rlTiDAA0NDQwbNgw9OzZs0B1OTg45FgwQBAEVK5cGcuXL5cnPCIiIiIiIiIiUjI1FRm2Kddd6Orq4s2bN6hRo4bU/jdv3nxxgYDPbd++XepnNTU1lC9fHubm5lLJOSIiIiIiIiIiKjm+6Z5nHTt2xIwZMzB9+nQ0aNAAAHDjxg0sWbIEnTp1KlBdjo6O8oRARERERERERETFmNq3nDybNm2a5N/MzMysijQ00LdvX0yZMuWL5586dUrma7Vu3VqeEImIiIiIiIiISIm+6WGbWlpamDlzJn755Re8ePECAFC1alVoa2vLdP7YsWNlKicSiRAeHi5PiEREREREREREpETf9LDNbNra2rCysirweffv3y/MZYmIiIiIiIiIqJgTqX1jybNx48Zh0aJF0NXVxbhx4/It6+PjU+jAiIiIiIiIiIio5FJTV1d2CAohcwpQT09P6v/5bbIICQlBx44dkZCQkONYfHw8OnXqhKtXr8oaHhERERERERERFSNqWhoybcWdzBF6e3vn+n95bdu2Db169YKurm6OY3p6eujduze2bt2KRo0aFfpaRERERERERET0danKsE2l3cWDBw/g5OSU5/HmzZsjLCzsK0ZERERERERERESKIlJXk2kr7mTuedatWzeIRCKZygYEBHyxTFRUFDQ08r68hoYGYmJiZA2PiIiIiIiIiIiKETXN4j8kUxYy30WbNm0UemFjY2M8evQI5ubmuR5/8OABKlSooNBrEhERERERERHR1yFSU40FAwq02qYiOTs7Y9WqVXByckKpUqWkjqWkpGDNmjVo1aqVQq9JRERERERERERfSREkz65evYrNmzfj7t27eP/+PdauXavwDl+fK1T/ubt37+Lx48cAgFq1aqFOnToynzt69GgEBwejXbt26N+/PywsLAAAT548we7du5GZmYlRo0YVJjwiIiIiIiIiIlISkaamwutMSkqClZUVevbsqfCOXnmRK3kWHR2NyZMn48qVKyhbtiwAIC4uDo0bN8aKFStgYGDwxTqMjIywd+9ezJ49G8uXL4cgCAAAkUiEFi1awMvLC0ZGRvKER0REREREREREylYEPc+cnZ3h7Oys8HrzI1fybN68eUhMTMTRo0dRo0YNAMC///6L6dOnY/78+Vi+fLlM9ZiammLjxo2IjY3F8+fPAQDm5ubQ19eXJywiIiIiIiIiIiouvrU5zz51/vx5+Pv7SxJnAFCzZk3MmjULbm5uBa5PX18ftra28oRCRERERERERETFkEhDtmGbaWlpSEtLk9qnpaUFLS2togirwORKnonFYmjmMm5VQ0MDYrG40EEV1mbzBsoOgYhkFJcUruwQiEhG6RUaKzsEKgKXZyk7AiIiIlJZMvY88/Pzg4+Pj9S+cePGYfz48UURVYHJlTxr0qQJFixYgGXLlsHY2BgAEBkZCW9vbzRt2lShARIRERERERERUckjUlOTqdzIkSMxZMgQqX3FpdcZIGfyzMvLC6NHj0br1q1RqVIlAMDbt29Rq1Yt/PbbbwoNkIiIiIiIiIiISiAZe54VpyGauZEreVa5cmUEBATg4sWLePLkCQCgRo0aaNasmcICS0pKQlhYGBo1aqSwOomIiIiIiIiI6OsQaSo+IZaYmIgXL15Ifo6IiEB4eDj09fVhYmKi8OsBgEgQBEGWgo6Ojjh+/DgMDAzg4eGBGTNmQFdXt0iCAoD79++je/fuCA8v+HxIo0TVFB8QERWJlZzzjIiIiIiIVExpbW1lh1AspF3YJ1M5rea9ZK7z8uXLGDhwYI793bt3x6JFi2SupyBk7nmWnp6OxMREGBgYIDAwEFOnTi2SgIiIiIiIiIiISAXIOGyzIBo3bowHDx4ovN78yJw8s7Ozw5gxY1CvXj0IgoD58+ejVKlSuZb19vb+Yn2Ojo75Hs/MzJQ1NCIiIiIiIiIiKmZEGprKDkEhZE6e/fbbb9i6datkXGl8fDxSU1PlvnBaWhr69u0LS0vLXI+/evUKa9eulbt+IiIiIiIiIiJSHlER9DxTBpmTZ0ZGRpgyZQoAwMXFBUuWLEH58uXlvrC1tTUqVaqE7t2753r8/v37TJ4REREREREREZVUKpI8U5PnpAkTJqBMmTI59qelpSEwMFCmOr777jvEx8fneVxfXx/dunWTJzwiIiIiIiIiIlIykaamTFtxJ/Nqm5+qXbs2/vnnHxgaGkrt//DhA5o1aybXCpmKxNU2iUoOrrZJRERERESqhqttZsm8d0amcup1vivSOApL5mGbnxIEASKRKMf+yMhI6OnpFTooIiIiIiIiIiIq4VRk2GaBkmfdunWDSCSCSCTCoEGDoKHx3+mZmZmIiIiAk5OTwoMkIiIiIiIiIqKSRaQm12xhxU6Bkmdt2rQBAISHh6NFixZS855pamrC1NQUbdu2VWyERERERERERERU8qgX//nMZFGg5Nm4ceOQmZkJU1NTNG/eHBUrViyquIiIiIiIiIiIqCQTqUbPswLfhbq6Ory8vJCamlroi2dmZuLq1auIi4srdF1ERERERERERFR8CCI1mbbiTq4Ia9WqhYiIiEJfXF1dHW5uboiNjS10XUREREREREREVIyoqcu2FXNyJc8mTZqExYsX4/Tp03j37h0SEhKktoJQVCKOiIiIiIiIiIiKETU12bZiTiQIglDQk6ytrf+rQCSS/F8QBIhEIoSHh8tc17lz57B8+XJMnDgRdevWhY6OjtRxXV3dgoaHUaJqBT6HiJRjZZLs7xdEREREREQlQWltbWWHUCxkRITJVE7DrG4RR1I4BVowINv27dsVFsCIESMAAKNHjy50Io6IiIiIiIiIiIoJNbnSTsWOXHfh6OiosAAUmYgjIiIiIiIiIqJiogQsBiALuVOAcXFx+OOPP/D48WMAWXOX9ezZE3p6egWqR5GJOCIiIiIiIiIiKh5KwkqaspDrLkJDQ/H9999j69atiI2NRWxsLPz9/dGmTRuEhck2nvVT165dw5QpU9CnTx9ERkYCAAIDA3Ht2jV5wiMiIiIiIiIiImX7llfb9Pb2houLC/7++2/4+PjAx8cHp06dQqtWrbBw4cIC1XXixAkMHToUpUuXRlhYGNLS0gAACQkJ8PPzkyc8IiIiIiIiIiJSNpGabFsxJ1eEd+/exbBhw6Ch8d+oTw0NDQwbNgx3794tUF3r1q3DnDlzMH/+fKn67O3tce/ePXnCIyIiIiIiIiIiJRNEajJtxZ1cEerq6uLNmzc59r958wZlypQpUF1Pnz6Fg4NDjv16enqIi4uTJzwiIiIiIiIiIlI2NTXZtmJOrgg7duyIGTNmICgoCG/evMGbN29w9OhRzJw5E506dSpQXUZGRnjx4kWO/devX0eVKlXkCa9EajnKFTNvH8OK2FCsiA3FtIsHUbf9d/meY/9jR8wOP4U1yQ/w653jqNchZ/nOcyZj8esrWJ10HxNP7kTFmtWKJH7KHdtVte3duxcdOnRAI0dH9Hd1RWhoaL7lg4OD0bVbNzRydETPH3/E+fPnpY4LgoC1vr5o3aYNHBs3xoiRI/H8+fOivAXKBdtVNbFdVRPbVfWwTVUT21U1sV1JJmoasm3FnFzJs2nTpuH777/HtGnT4OLiAhcXF7i7u6Ndu3aYOnVqgerq1asXFixYgNu3b0MkEiEyMhKHDx/G4sWL0bdvX3nCK5E+RLxBoPtieDfsDG+HLnjw90WMPrQBlevUyrV89ab2GLpnNS5s/h0LGnTErcBgjArcAJO6lpIybaeNQqsJQ7B71AwsbtwNaYnJGH9iOzRKlfpat/XNY7uqruMnTmDpsmUYOXIk9u7ZAytLS4weMwbRMTG5lr916xbcPTzQvVs3/L53L1q1aoVJkyfj0b//Ssr4b92KPbt3Y+aMGdi5Ywe0tbUxeswYpKamfq3b+uaxXVUT21U1sV1VD9tUNbFdVRPblWSmInOeiQRBEOQ9OTk5WdJrrGrVqtDW1i5wHYIgYP369diwYQOSk5MBAFpaWnBzc8OkSZPkimuUqJpc5xU3y6Jv4cDUhbi4ZV+OY8P2+kCrjDZ8Ow+V7JsWEoCIW/ewe/QMAMDi11fw17KNOLlsIwCgdFk9/BZ5DdsGT8G13498nZugHNiu0lYmhSs7BLn0d3VF3bp14enhAQAQi8Vo264d+vbti6FubjnKT502DcnJyfBZs0ayz3XAAFhZWeHXmTMhCALafP89Bg4YgEGDBgEA4uPj4dK6NebOnYsO7dt/nRv7xrFdVRPbVTWxXVUP21Q1sV1VE9v1y0rLkR9RRalxuSdUP1eqrEGB6t21axc2b96M9+/fw9raGr/++itsbW3lCVEmhUrvaWtro2zZsihbtqxciTMAEIlEGD16NC5fvow///wT+/btQ0hIiNyJM1UgUlODQ+/O0CqjjachN3ItU71pA9z/64LUvnsnzqF6U3sAgJFFFehXrojwT8qkxMXj6eVbkjL0dbFdVUd6ejrCw8PRpHFjyT41NTU0adwYd+7cyfWcO3fuSJUHgGZNm0rKv3r1ClFRUWj8SRk9PT3Y2Njgzu3bRXAX9Dm2q2piu6omtqvqYZuqJraramK7UoGoqcu2FUBQUBC8vb0xduxYBAQEwNraGkOHDkV0dHQR3YScybOMjAysXLkSDRs2lAzbbNiwIVasWIH09PQC1eXh4YGEhARoaWmhZs2asLW1RZkyZZCUlASP/2exvxUm9aywMj4MPqkP0W/9Avh1H4k34f/mWrZspQqIi4yS2hcf+R5lKxlJjgNAXOT7XMpUKILoKS9sV9Xz4cMHZGZmwtDQUGq/oaEhoqKicj0nKioq3/LZ/+YoY2CAqCL8JUD/YbuqJraramK7qh62qWpiu6omtisVSBEM2/T390evXr3Qs2dP1KxZE3PmzEHp0qVx4MCBIroJOZNn8+bNw759+zB16lQEBAQgICAAU6dOxYEDBzB//vwC1RUYGJjrGOaUlBQcOnRInvBKrMgHT7DAriMWN+6Gc+t2YtC2Zahcu6ayw6JCYrsSERERERHRt0gQqcm0paWlISEhQWpLS0vLUV9aWhrCwsLQrFkzyT41NTU0a9YMN2/eLLL7kCt59ueff8Lb2xt9+vSBtbU1rK2t0adPHyxYsAB//vmnTHUkJCQgPj4egiAgMTFR6gGKjY3FuXPnYGBQsDGvJV1mejreP36OFzfuItBzCSJuh6PVxJzjxQEg7u17lDU2ktqnZ1wBcW+jJMcBoKxxhVzKSPdaoqLFdlU95cuXh7q6eo5uwdHR0TAyMsr1HCMjo3zLZ/+bo0xMDIw++wscFQ22q2piu6omtqvqYZuqJraramK7UkEIauoybX5+fmjYsKHU5ufnl6M+eXo+KoJcyTMtLS2YmZnl2G9mZgZNTU2Z6nBwcICjoyNEIhHatWuHRo0aSbYmTZrA09MT/fv3lyc8lSFSU4NmKa1cjz0JuQnr1s2k9tX+vgWe/H8urainLxH75p1UmdJ6urBobCcpQ8rBdi35NDU1Ubt2bVy+ckWyTywW4/KVK3lOUmlraytVHgAuXbokKW9qagojIyOpMgkJCQgNDYVt/fpFcBf0ObaramK7qia2q+phm6omtqtqYrtSQQiCbNvIkSNx/fp1qW3kyJHKDl9CQ56T+vfvD19fX3h7e0NLKysJkJaWhnXr1sHV1VWmOrZv3w5BEDBo0CCsWbMG+vr6kmOampowMTGBsbGxPOGVSN0WTsPdY2fw4cVrlNIrA8d+XWH5XROsaTcQADB42zJ8fBWJQM8lAIC/V23BL2d/R5ufhyH06Gk06tMZ5g422DXiv3niTq3cgg4zx+Pdo2eIevoSXeb9go+vI3ErMFgp9/gtYruqrgEDBuDXX39F3Tp1UK9ePezctQvJycno1rUrAGDGzJmoWLEiJk6YAADo368fhg4bhm3bt6OlkxOOHz+OsHv38KuXF4CsxVP69++PjRs3wrxqVZiammLt2rWoUKECXFq1Utp9fmvYrqqJ7aqa2K6qh22qmtiuqontSrISC4JM5bS0tCT5pfzI0/NREeRKnoWHhyMkJAQtW7aEtbU1AOD+/ftIT09H06ZNMW7cOElZHx+fXOtwdHQEAJw6dQomJiYQiUTyhKIy9CoaYsj25ShbuQKSY+Px6s59rGk3EOF//QMAMKhqCkH835PuScgNbO43EV3m/4KuC6fi3aNnWN9tBF6HPZSUCV6yHqXKaKP/Bm/olCuLf/+5ijXtByEjlznmqGiwXVVX+3bt8OHDB/iuW4eoqChYWVnB19dX0n347Zs3UPvkfc3Ozg7eCxfCZ+1arFmzBlWrVsXKFStQq+Z/898NGTwYycnJmDtvHuLj49GgQQP4+vqiVKlSX/3+vlVsV9XEdlVNbFfVwzZVTWxX1cR2JVnJljqTnZaWFurWrYuQkBC0adMGQFbPx5CQEJk7c8lDJAgypgE/UZBVML29vfM9fu7cOejo6MDBwQEAsGvXLuzbtw81a9aEl5eXVI80WY0SVSvwOUSkHCuTwpUdAhERERERkUKV1tZWdgjFwseEJJnKldPVkbnOoKAgTJ8+HXPnzoWtrS22bduGY8eO4dixY0XW+0yu5Jmsrl+/Dhsbm3y73nXu3BlTpkyBs7MzHjx4gJ49e8LNzQ2XL19G9erVv5h8yw2TZ0QlB5NnRERERESkapg8yxITL1vyzEBP9uQZAOzcuRObN2/G+/fvUbt2bcycORP1i3B+PLmGbcpq+PDhOHToEKpUqZJnmYiICNSoUQMAEBwcDBcXF/z8888ICwvDiBEjijI8IiIiIiIiIiIqIkXVW8vV1bVIh2l+Tq7VNmUlS6c2TU1NpKSkAAAuXryI5s2bAwD09fWRkJBQlOEREREREREREVERyRQLMm3FXZH2PJOFvb09vL29YW9vj9DQUKxcuRIA8OzZM1SqVEm5wRERERERERERkVzEyg5AQYq055ksvLy8oKGhgRMnTmDWrFkwNjYGkLWQgJOTk5KjIyIiIiIiIiIieQiCbFtxp/SeZyYmJvDz88ux39PTUwnREBERERERERGRIpSEIZmyKNLkmUgk+mKZ169f53vcxMREUeEQEREREREREdFXoirDNos0eSbLggEuLi75JtnCw8MVGRIREREREREREX0FJWFIpizkSp69fPkSmZmZqFatmtT+Z8+eQUNDA2ZmZgCAmzdvfrGuwMBAqZ/T09MRHh4Of39/TJ48WZ7wiIiIiIiIiIhIyTJVJHsmV/LMw8MDPXv2zJE8u337Nv744w/s2LFD5rqsra1z7LOxsUHFihWxefNmtG3bVp4QiYiIiIiIiIhIiVRkyjP5Vtu8d+8e7O3tc+y3s7NT2DBLCwsLhIaGKqQuIiIiIiIiIiL6ur7p1TZFIhESExNz7I+Pj0dmZmaB6kpISJD6WRAEvHv3Dj4+PjA3N5cnPCIiIiIiIiIiUjIxSkBmTAZyJc8aNWoEPz8/LF++HOrq6gCAzMxMbNiwAQ0bNixQXQ4ODjkWDBAEAZUrV8by5cvlCY+IiIiIiIiIiJQsU0WW25QreTZlyhT0798f7du3h4ODAwDg2rVrSEhIwLZt2wpU1/bt26V+VlNTQ/ny5WFubg4NjSJdDJSIiIiIiIiIiIpISRiSKQuRIMh3K5GRkdi1axfu37+P0qVLw9LSEq6urihXrpyCQyy4UaJqyg6BiGS0Mkkx8yQSEREREREVF6W1tZUdQrEQ+iZWpnI2lfWLOJLCkbtrl7GxMX7++We5zj116pTMZVu3bi3XNYiIiIiIiIiISHkyVWS5zUKNi0xOTsbr16+Rnp4utd/a2jrf88aOHStT/SKRSGGrdxIRERERERER0dfzTc95FhMTAw8PD5w7dy7X419KeN2/f1+eyxIRERERERERUQkhVpFJz9TkOWnBggWIi4vDvn37ULp0aWzatAmLFi2Cubk51q1bp+gYiYiIiIiIiIiohEkXi2Xaiju5kmeXL1+Gh4cHbGxsIBKJYGJigq5du2Lq1Knw8/OTqY6QkBB07NgRCQkJOY7Fx8ejU6dOuHr1qjzhERERERERERGRkmWKZduKO7mSZ0lJSTAwMAAA6OvrIyYmBgBgaWmJe/fuyVTHtm3b0KtXL+jq6uY4pqenh969e2Pr1q3yhEdEREREREREREomFgSZtuJOruSZhYUFnj59CgCwsrLC77//jsjISOzduxcVKlSQqY4HDx7Ayckpz+PNmzdHWFiYPOEREREREREREZGSZQqCTFtxJ9eCAQMHDsT79+8BAOPGjcOwYcNw5MgRaGpqYtGiRTLVERUVBQ2NvC+voaEh6dFGREREREREREQlS3pm8U+MyUKu5FnXrl0l/69Xrx5Onz6NJ0+eoHLlypLhnF9ibGyMR48ewdzcPNfjDx48kLkXGxERERERERERFS8lYUimLOQatvk5bW1t1K1bV+bEGQA4Oztj1apVSE1NzXEsJSUFa9asQatWrRQRHhERERERERERfWWZgmxbUVm3bh369OmD+vXrw8HBQe565Op5lpmZiYMHD+LSpUuIjo6G+LNlRbdv3/7FOkaPHo3g4GC0a9cO/fv3h4WFBQDgyZMn2L17NzIzMzFq1Ch5wiMiIiIiIiIiIiVLV/JSmunp6Wjfvj3s7Ozwxx9/yF2PXMmzBQsWICAgAM7OzqhVqxZEIlGB6zAyMsLevXsxe/ZsLF++HML/u/KJRCK0aNECXl5eMDIykic8IiIiIiIiIiJSMmUP25wwYQIA4ODBg4WqR67k2dGjR7Fy5Uo4OzsX6uKmpqbYuHEjYmNj8fz5cwCAubk59PX1C1UvEREREREREREpl6xDMtPS0pCWlia1T0tLC1paWkUQVcHJlTzT1NRE1apVFRaEvr4+bG1tFVbfyqRwhdVFREVL8+llZYdARDLaFG+h7BCoCAzTe6rsEKgIpFs0VnYIREREyJBx2Kafnx98fHyk9o0bNw7jx48virAKTK7kmZubG7Zv3w4vLy+5hmwSEREREREREZFqk7Xn2ciRIzFkyBCpfXn1Olu6dCk2btyYb31BQUGoUaOGbBeXgVzJs+vXr+Py5cs4d+4catWqBQ0N6Wo+zxYSEREREREREdG3RdY5zwoyRNPNzQ3du3fPt0yVKlVkqktWciXPypYti++//16hgRARERERERERkeooitU2DQwMYGBgoPB68yNX8szb27vQF05PT8eKFStw8uRJ6Ovro0+fPvjxxx8lx6OiouDk5ITwcM5fRkRERERERERU0sg6bLOovH79GrGxsXj9+jUyMzMlOaaqVauiTJkyMtcjV/JMEdavX49Dhw7Bzc0NcXFxWLRoEe7cuYO5c+dKyghKXtKUiIiIiIiIiIjkI+uwzaKyevVqBAQESH7u1q0bAGD79u1o3Fj2xXXkSp5169Yt14UCRCIRtLS0YG5uju7du6NJkyZ51nHkyBHMnz8frVq1AgD06NEDw4cPh4eHBxYuXCipj4iIiIiIiIiISp5MJSfPFi1ahEWLFhW6HjV5TnJycsLLly+hra2Nxo0bo3HjxtDR0cGLFy9gY2OD9+/fY8iQIfjrr7/yrCMyMhK1atWS/Gxubo4dO3bgxo0bmDp1KjIzM+UJjYiIiIiIiIiIioG0DLFMW3EnV8+zDx8+YMiQIRg7dqzUfl9fX7x+/RpbtmzB6tWr4evrizZt2uRah5GREV6+fAkzMzPJPmNjY2zfvh0DBw6Eh4eHPKEREREREREREVExkClWjem45Op5duzYMfzwww859nfq1AnHjh2T/P/p06d51tGkSRMcOXIkx/7sBFpERIQ8oRERERERERERUTGQKRZk2oo7uXqelSpVCjdv3oS5ubnU/ps3b6JUqVIAsib7z/5/bsaMGYMnT57keszY2Bg7duzAxYsX5QmPiIiIiIiIiIiUrCQMyZSFXMkzV1dXzJo1C3fv3oWNjQ0AIDQ0FH/88QdGjhwJAPjnn39Qu3btPOswNTWFqalpnseNjY3RvXt3ecIjIiIiIiIiIiIlKwm9ymQhV/JszJgxMDMzw65du3D48GEAgIWFBebNm4fOnTsDAPr06YO+ffsqLlIiIiIiIiIiIioxvunkGQB06dIFXbp0yfN46dKl5a2aiIiIiIiIiIhKuG962CYREREREREREVF+Mr61nmeOjo44fvw4DAwM0KhRI4hEojzLXrlyRaY6MzMzcePGDVhZWaFs2bKyhkJERERERERERMXcNzds08PDA7q6ugAAT09PhVxcXV0dbm5uCAoKYvKMiIiIiIiIiEiFfHPJs09XvlTkKpi1atVCREQEqlSporA6iYiIiIiIiIhIudIyOecZoqOjER0dDbFY+sGwtraWuY5JkyZh8eLFmDhxIurWrQsdHR2p49m93YiIiIiIiIiIqOT45nqeferu3btwd3fH48ePIQjSD4RIJEJ4eLjMdY0YMQIAMHr0aKl51ARBKHBdRERERERERERUPHzTyTNPT09Uq1YNCxYsgKGhYb6LB3zJ9u3b5T6XiIiIiIiIiIiKp7SMTGWHoBByJc9evnyJNWvWwNzcvNABODo6FroOIiIiIiIiIiIqXlSl55maPCc1bdoU9+/fV1gQ165dw5QpU9CnTx9ERkYCAAIDA3Ht2jWFXYOIiIiIiIiIiL6eDLEg01bcydXzbP78+XB3d8ejR49Qq1YtaGhIV9O6dWuZ6zpx4gSmTZuGzp07IywsDGlpaQCAhIQE+Pn5wcHBQZ4QiYiIiIiIiIhIidIyvuHVNm/duoUbN27g3LlzOY4VdJL/devWYc6cOejWrRuOHj0q2W9vb49169bJEx4RERERERERESmZqgzblLvnWZcuXTBmzBgYGRkVKoCnT5/m2rtMT08PcXFxhaqbiIiIiIiIiIiU45tOnn348AGDBw8udOIMAIyMjPDixQuYmZlJ7b9+/TqqVKlS6PqJiIiIiIiIiOjry/iWh222bdsWly9fRtWqVQsdQK9evbBgwQIsXLgQIpEIkZGRuHnzJhYvXowxY8YUuv6SZu/evdi2bRuioqNhaWkJ9+nTYWNjk2f54OBgrPX1xevXr1G1alVMmjgRTk5OkuOCIMB33TocPHgQ8fHxsLOzwwxPT4WslEqyY7uqpt1Bp7El8CSiPsbCqpoZZgzrA1tLizzLxyUmYdXOQJy8fBOx8UkwqWAA96G94Nww67nQZoQnXr+PznFe3/bO+HVkvyK7D5LGdlVNj67+gzun/0Tk00dISYyH67x1qGheI99zoiKe4eLB7Xj37BHioiLxXb9RsG/fQ6rM7VNHcPvvPxH3PmvBI0NTczTp1h8W9bmaeFHja1U18TOTamK7qia2K8lCrCI9z0SCIBT4TtatW4dt27bhu+++g6WlZY4FAwYOHChzXYIgYP369diwYQOSk5MBAFpaWnBzc8OkSZMKGhoAIOX/9ZQ0x0+cwMyZMzFzxgzY2Nhg165dCD55EocOHYKhgUGO8rdu3YLb0KGYMH48WrZsiaBjx+Dv74+9e/eiVs2aAIAt/v7Ysnkz5s2bB1NTU6z19cWjR48QcPAgSpUq9bVv8ZvEds2f5tPLyg5BLsf+uQr3VVsxa1Q/2FpaYMeRUzhx8QaO+syBYbmyOcqnpWfA1XMJDPT1MKJnBxgblsPrdzHQK6MNa4usXrYxsfHIFP/3l5lHL15j2OyV2DrvZzjWs/pq9/YtY7vmb1N83omJ4u7ehb8Q+/4tdMsZ4uSWFTIlz94+eYAHl8/C2KIWzu7yQ6NOvXIkzx7fDIFITR3ljU0BQUDYPydxLWg/XOf5wsisWhHekeIM03uq7BAKjK/VL0u3aKzsEAqMn5lUE9tVNbFdv6y0trayQygWvltxVqZyZyY7K/zaERER8PX1xaVLlxAVFYWKFSuiS5cuGDVqFLS0tApUl1zJMxcXl7wrFIlw6tSpglaJtLQ0vHjxAklJSahRowbKlClT4DqyldTkWX9XV9StWxeeHh4AALFYjLbt2qFv374Y6uaWo/zUadOQnJwMnzVrJPtcBwyAlZUVfp05E4IgoM3332PggAEYNGgQACA+Ph4urVtj7ty56NC+/de5sW8c2zV/JTV51nuaN2xqVsPMEX0BZLWry3AP9O/YCsN75myDvcfPwj8wGH/6zIWmhrpM1/De/DvOXAvFcd95EIlECo2fcsd2zV9JTp5li33/Fpt/GShT8uxTm34eAPu23XMkz3KzdnRPtOwzDDbOHQoT6ldTEpNnfK1+WUlMnvEzk2piu6omtuuXMXmWxXnZGZnKnf3lO4Vf+9y5czh27Bg6deoEc3NzPHz4EL/++iu6du2K6dOnF6gutYJeXBAE7NixA0FBQfj7779zbAVNnHl4eCAhIQFaWlqoWbMmbG1tUaZMGSQlJcHj/y/Eb0F6ejrCw8PRpPF/H3TU1NTQpHFj3LlzJ9dz7ty5I1UeAJo1bSop/+rVK0RFRaHxJ2X09PRgY2ODO7dvF8Fd0OfYrqopLT0D9x6/QJP6tSX71NTU0NTWGrcePMn1nNNX76C+VXXM37AbToOnoMuEOfD7IwiZmbnPAZCWnoEjZy+jR+tmJfJLW0nEdqXCEoszcf/SaWSkpsCkZh1lh6Oy+FpVTfzMpJrYrqqJ7UoFkZkhyLQVhZYtW8Lb2xstWrRAlSpV0Lp1a7i5uSE4OLjAdcmVPGvXrh3evn1b4IvlJjAwEKmpqTn2p6Sk4NChQwq5Rknw4cMHZGZmwtDQUGq/oaEhoqKicj0nKioq3/LZ/+YoY2CAqOicc3qQ4rFdVdPH+ARkisUw0teT2m9YriyiPsbmek5E5HsEh9xApljA+l/HY3Svjth66C+s/+NoruVPXbmF+MRkdHdppvD4KXdsV5LX+5dPsWZ4F6xy64RTW1ej88RZMDTl/CxFha9V1cTPTKqJ7aqa2K5UEIIgyLR9LfHx8dDX1y/weQVeMEBNTQ3m5ub4+PFjgS/2qYSEBMmDlJiYKDWGOTMzE+fOnYNBLmOliYhKIrFYgIG+HuaMdoW6uhrq1jBHZPRHbDkUjLG9O+cof/CvC3Cyr4uKBuW+frAkM7Zr8RR+8RT+8l8l+bn7lAUws8p7AuPCMqhsBtf565CWlIiHV8/jxIbf0MtzKRNoxQhfq0RERMoh64IBaWlpSEtLk9qnpaVV4LnJ8vP8+XPs3LmzwEM2ATlX2/zll1+wZMkSzJ49G5aWlvJUAQcHB4hEIohEIrRr1y7HcZFIhPHjx8tVd0lUvnx5qKurI/qzrHp0dDSMjIxyPcfIyCjf8tn/RkdHo0KFCv+ViYmBlZztRgXDdlVN5fR0oa6mhqjYeKn90R/jYFQu979iVCivDw0Ndair/9fht7pZZUR9iENaega0NP97O371Lhohd8KxatqoorkByhXbVXXUaNAUlWpYS37WLZ/7+62iqGtoZi0YAMDYwhKRTx7iRnAAvh8yqUiv+63ia1U18TOTamK7qia2KxWEOCP3KRI+5+fnBx8fH6l948aNyzUvtHTpUmzcuDHf+oKCglCjxn/z20ZGRmLYsGFo3749evXqJVNMnyrwsE0AmD59Ou7cuYOuXbvC1tYWjo6OUpsstm/fjq1bt0IQBKxevRrbtm2TbLt378bp06cxevRoecIrkTQ1NVG7dm1cvnJFsk8sFuPylSuwtbXN9RxbW1up8gBw6dIlSXlTU1MYGRlJlUlISEBoaChs69cvgrugz7FdVZOWpgbq1KiKS3fCJfvEYjEuhd6HnVX1XM9pULsGXrx5D/EnK7k9fx2JCuX1pb60AUDA3xdhoK8HZ4ei6ylDObFdVYeWtg7KG5tKNk2tr7tClyCIkZme/lWv+S3ha1U18TOTamK7qia2KxWEWBBk2kaOHInr169LbSNHjsy1Tjc3NwQFBeW7ValSRVI+MjISAwcORIMGDTBv3jy57kOunmeenp5yXexT2Um2U6dOwcTEhJOxAhgwYAB+/fVX1K1TB/Xq1cPOXbuQnJyMbl27AgBmzJyJihUrYuKECQCA/v36YeiwYdi2fTtaOjnh+PHjCLt3D796eQHI6r3Xv39/bNy4EeZVq2Yt97t2LSpUqACXVq2Udp/fGrarahrcpQ08Vm9FvRrVYFOrGrb/eQrJKWno3jprfhz3Vf6oaFAOPw/oDgDo094Zu4POYOHm3+Ha0QXP37zDhgPH0L+T9OrFYrEYAX9fRLfvmkJDXbYV4Uhx2K6qKzkhDvHR75HwMeuv3h/evAQAlNEvjzLlsqaJOOa3BLrlDeHUaygAIDMjHdGvXkj+H/8hCu+eP4Zm6dKSnmbn922GhW0j6BlWRFpKMu6H/I2X9++g59SFX/sWvyl8raomfmZSTWxX1cR2JVkJMg7bLMgQTQMDA5mn+cpOnNWtWxfe3t5QU5OrD5l8ybPu3bvLdbHcPH78GG/evIGDgwMAYNeuXdi3bx9q1qwJLy8vuSZyK6nat2uHDx8+wHfdOkRFRcHKygq+vr6SSRPfvnkDtU+SjHZ2dvBeuBA+a9dizZo1qFq1KlauWIFaNWtKygwZPBjJycmYO28e4uPj0aBBA/j6+krNMUdFi+2qmjq0aISYuASs2XsYUR/iYG1hBj+vCTAqVxYA8OZ9jFS7VjYywEavCVjkvx/dJs+FsUE5uP7ggmHdpZfdDrlzH2/ex6BH6+Zf9X4oC9tVdT25eQknNi6V/HzUNyu51aSbK5r1GAgAiI9+J/XHvIQP0dj563+94K8f+wPXj/0BM2tb9PLMqisp7iOOb/gNiR9joKWtgwpVqqPn1IUwr9fwa9zWN4uvVdXEz0yqie2qmtiuJKtMGYdtFoXIyEgMGDAAJiYmmD59OmJiYiTHPh0eLAuRUMhlDVJTU5H+2dAEXV1dmc/v3LkzpkyZAmdnZzx48AA9e/aEm5sbLl++jOrVq8Pb27vAMaUkJxf4HCJSDs2nl5UdAhHJaFO8hbJDoCIwTO+pskOgIpBu0VjZIRARfdNKa2srO4Riwc4zSKZytxZ2VPi1Dx48CA8Pj1yPPXjwoEB1ydXzLCkpCUuXLsWxY8dyXXUzPDw850l5iIiIkEziFhwcDBcXF/z8888ICwvDiBEj5AmPiIiIiIiIiIiUTFBexzP06NEDPXr0UEhdcg32/O2333Dp0iXMnj0bWlpamD9/PsaPH4+KFSti8eLFBapLU1MTKSkpAICLFy+iefOsbvL6+vpISEiQJzwiIiIiIiIiIlIysViQaSvu5Op5dvr0aSxevBiNGzeGh4cHHBwcYG5uDhMTExw5cgRdunSRuS57e3t4e3vD3t4eoaGhWLlyJQDg2bNnqFSpkjzhERERERERERGRkomVOOeZIsnV8yw2Nlay7Keuri5iY2MBAA0bNsS1a9cKVJeXlxc0NDRw4sQJzJo1C8bGxgCAc+fOwcnJSZ7wiIiIiIiIiIhIycSCINNW3MnV88zMzAwREREwMTFB9erVcezYMdja2uL06dPQ09MrUF0mJibw8/PLsd/T01Oe0IiIiIiIiIiIqBgQSsCQTFnIlTzr2bMn7t+/D0dHR4wYMQKjRo3Czp07kZGRAXd39wLV9fr163yPm5iYyBMiEREREREREREpUaaKDNuUK3k2ePBgyf+bNWuGY8eOISwsDFWrVoW1tXWB6nJxcYFIJMrzeEFW7iQiIiIiIiIiouJBKAFDMmUhV/Lsc6ampjA1NZXr3MDAQKmf09PTER4eDn9/f0yePFkB0RERERERERER0df2TQ/bnD9/PqpWrYqBAwdK7d+5cyeeP3+OGTNmyFxXbj3VbGxsULFiRWzevBlt27aVJ0QiIiIiIiIiIlKizIwMZYegEHKttnnixAnY29vn2N+gQQOcOHGi0EEBgIWFBUJDQxVSFxERERERERERfV2COFOmrbiTq+fZx48fc11VU1dXFx8+fChQXQkJCVI/C4KAd+/ewcfHB+bm5vKER0RERERERERESlYSEmOykCt5Zm5ujvPnz+dIbp07dw5VqlQpUF0ODg45FgwQBAGVK1fG8uXL5QmPiIiIiIiIiIiUTJyepuwQFELu1TbnzZuHmJgYNGnSBAAQEhICf39/eHp6Fqiu7du3S/2spqaG8uXLw9zcHBoaClnPgIiIiIiIiIiIvrJvuufZjz/+iLS0NKxfvx6+vr4AslbcnD17Nrp161aguhwdHeUJgYiIiIiIiIiIirFvOnkGAP369UO/fv0QExODUqVKoUyZMjnKXL9+HTY2NtDS0pLaf+rUKZmv07p1a3lDJCIiIiIiIiIiJfnmk2fZDAwM8jw2fPhwHDp0KMc8aGPHjpWpbpFIhPDw8ELFR0REREREREREX19mxjc855msBEHIdf/9+/eL8rJERERERERERKRk7HlGRERERERERESUB1VJnqkp68IhISHo2LEjEhISchyLj49Hp06dcPXqVSVERkREREREREREhSVOT5NpK+6Uljzbtm0bevXqBV1d3RzH9PT00Lt3b2zduvXrB0ZERERERERERIUmiDNl2oq7Ik2eiUSiPI89ePAATk5OeR5v3rw5wsLCiiIsIiIiIiIiIiIqYqqSPCvwnGeCIODNmzcwNDREqVKlvlg2L1FRUdDQyPvyGhoaiImJKWh4RERERERERERUDIgz0pUdgkIUuOeZIAho27Yt3rx588WyN2/eRJUqVXI9ZmxsjEePHuV57oMHD1ChQoWChkdERERERERERMWAqvQ8K3DyTE1NDebm5vj48WOhLuzs7IxVq1YhNTU1x7GUlBSsWbMGrVq1KtQ1iIiIiIiIiIhIOcTiTJm2ojJq1Ch89913sLGxQYsWLTB16lRERkYWuB6RkN/Yyjz8/fff2LRpE2bPng1LS8sCXxTIGrbZvXt3qKuro3///rCwsAAAPHnyBLt370ZmZiYCAgJgZGRU4LpTkpPliomIvj7Np5eVHQIRyWhTvIWyQ6AiMEzvqbJDoCKQbtFY2SEQEX3TSmtrKzuEYkGn6QSZyiWFrC6S62/duhV2dnaoUKECIiMjsWTJEgDA3r17C1SPXMmzRo0aITk5GZmZmdDU1ETp0qWljl+5ckWmel69eoXZs2fjn3/+kcyPJhKJ0KJFC3h5eeU55PNLmDwjKjmYPCMqOZg8U01MnqkmJs+IiJSLybMspRuNkqlcytX1RRxJllOnTmHs2LEIDQ2FpqamzOcVeMEAAPD09JTntBxMTU2xceNGxMbG4vnz5wAAc3Nz6OvrK6R+IiIiIiIiIiJSjuI0n9nHjx9x5MgRNGjQoECJM0DO5Fn37t3lOS1P+vr6sLW1VWidRERERERERESkPLImz9LS0pCWlia1T0tLC1paWoWO4bfffsOuXbuQnJwMOzs7rF9f8F5ucg3bBIAXL17gwIEDePnyJWbMmAFDQ0OcPXsWJiYmqFWrljxVEhERERERERHRN2bNmjXw8fGR2jdu3DiMHz8+R9mlS5di48aN+dYXFBSEGjVqAABiYmIQGxuL169fw8fHB3p6evDz84NIJJI5PrmSZ1euXMHw4cNhb2+Pq1ev4tixY6hSpQo2bNiAu3fvYvXqopnojYiIiIiIiIiIVEtBep7FxMTgw4cP+dZXpUqVXM99+/YtnJ2dsXfvXjRo0EDm+OQatrls2TJMmjQJQ4YMkbpYkyZNsHPnTnmqJCIiIiIiIiKib1BBhmgaGBjAwMBAruuIxWIAyJGo+xK5kmcPHz7E0qVLc+w3MDD4YvaPiIiIiIiIiIioKN2+fRuhoaFo2LAhypYtixcvXmDVqlWoWrVqgXqdAXImz/T09PD+/XtUqVJFan94eDiMjY3lqZKIiIiIiIiIiEghSpcujeDgYKxZswZJSUmoUKECnJycMGbMmAIvRCBX8qxTp05YunQpVq1aBZFIBLFYjOvXr2Px4sXo1q2bPFUSEREREREREREphJWVFbZv366QuuRaMCAtLQ1z585FQEAAMjMzoaGhgczMTPzwww9YtGgR1NXVFRIcERERERERERGRMsmVPMv25s0bPHz4EImJiahTpw6qVaumwNCIiIiIiIiIiIiUS02ek3x8fJCcnIzKlSvD2dkZHTt2RLVq1ZCSkgIfHx9Fx0hERERERERERKQUciXP1q5di6SkpBz7k5OTsXbt2kIHRUREREREREREVBzIlTwTBAEikSjH/vv370NfX7/QQRERERERERERERUHBVpts1GjRhCJRBCJRGjXrp1UAi0zMxNJSUno06ePwoMkIiqOFi9ejKdPn2LdunW5/kGBiIiI5JPXH+upZGO7ElFJVaAFAwICAiAIAjw9PeHp6Qk9PT3JMU1NTZiamqJBgwZFEui34tNfKGKxGGpqcnUOpGLm8w8K/OBQ8qWlpWH79u0ICgqClZUVFi5cyDZVAXxtEpUsU6ZMQdOmTdGzZ09lh0IK8vn78MuXL2FmZsb3ZhXw6XebjIwMaGgUqB8HEZFSFegdq3v37gAAMzMz2Nvb8w1PwT79sLB161aYmprC2dkZWlpaSo6MCuPTDwqvX79G2bJloaurq+SoqLC0tLTg6uqKMmXK4NChQ3B3d8fixYuVHRYVwuevVbFYjFKlSqFChQoAmFgr6dh+qicmJgaamprw9vaGtrY2OnbsqOyQqJCyX6fZ78dbtmzB5cuXsX79emWHRoV04cIF1KhRA5UqVcKyZcuQnp4Od3d3ZYdFRCQzubJfZcqUwePHj2FlZQUA+Ouvv3Dw4EHUrFkT48aNY7JHDp9+aYuLi8Pu3buhpqYGLS0tNGvWDJqamkqOkOSV3a4rVqzA6dOnERsbi4EDB8LFxQUWFhZKjo7kkf16LV26NMzMzFC3bl3s378f2tramDVrFr+gl0CCIEheq6tWrUJISAhevHgBGxsb1K9fH2PGjGG7lmCf9+T+/As6lUwGBgaYMGECdHV14eXlBQBMoJVgy5cvR7ly5TB48GDJ6zI5ORm1atWCSCRiArwES0pKwpw5c6CtrY26devixIkT2Lt3r7LDIgXg71H6lsj1TPfy8sKzZ88AZHWlnjx5MrS1tXH8+HH89ttviozvm5H9prNo0SJMnToVlStXxsePHzFjxgxcvHgR6enpSo6QCuPYsWM4fPgwRo8ejXbt2uHgwYPYvHkzHjx4oOzQSA7Zr1dvb2+sWLECiYmJMDc3R3BwMDw9PVGA0fBUTGR/IfPx8cHu3bsxfvx4bNu2Dbq6uli9ejUePXqk5AipMLJfs9u3b4e7uzsWLFiA0NBQqKmpQSwWKzk6kkdGRgYAoHLlymjTpg2cnZ0xffp0nDp1SsmRkTySkpIQFhaGkydPYt++fZLPve/fv5f8TmXirOTS0dFBUFAQXr58iaCgIKxYsQK1atVSdlhUSJ8mzk6dOoXNmzdj7969uHHjhpIjIyoaciXPnj17htq1awPISgo4Ojpi2bJl8Pb2RnBwsEID/JYEBATgjz/+wMSJE7Fs2TIcPXoUderUgbu7Oy5cuIC0tDRlh0gy+vzLmEgkQr9+/dChQwd4enpi+PDhuHfvHrZt28YEWgmSmZkp+f8///yDQ4cOYebMmVi0aBEOHDiAwYMH4+7du5gxY4YSoyR5xcTE4Pr16/D29kbz5s3x5s0bnD59GvPmzUOtWrX4HlwCffpevHLlSvj6+iI5ORl3796Fm5sbLl68yARaCZU9dciKFSuwevVqxMXFQVNTE1OmTEFQUJCSo6OCEAQBOjo6WL58OUxMTBAYGIg//vgDAJCamipJlOZ1LhVfn763RkdHQ1NTEwYGBlizZg0iIiIkx9iOJVN24mzJkiWYN28eLl26hPPnz2P06NE4evSokqMjUjy5kmeCIEjeDENCQtCyZUsAWX/9+/Dhg+Ki+8a8f/8etWvXhqWlJQwNDWFoaIgNGzagdu3amDt3Li5evMgvbyXAp8O/9u/fj6VLl+LYsWNScwR269YNAwcOxP3797Fjxw6EhYUpK1ySwYwZMxAWFgZ1dXVJAi06OhqlSpVCzZo1AWTNgda3b184OzsjKCgI8+bN44fBYu7z9lFTU0NERARMTExw5swZTJw4EVOnTsVPP/2EtLQ07N+/H6GhoUqKluTx6Rx2IpEIfn5+WLVqFZYuXYp27dph2LBhTKCVYIcPH8b27dvx888/Y+XKldi6dSs6duyImTNn4vjx48oOj2SUPYRaX18fXl5eMDU1RUBAAA4cOAANDQ0YGhri33//xePHj/H06VM8f/4cly9fRnp6OnujFWOf9kq6ceMG9PX1cfnyZRw+fBjJycmYOHGiJIGW3Y4caVPyBAUF4ciRI1i5ciU2btwIZ2dnxMfH55v0Jiqp5Eqe1atXD+vWrUNgYCCuXr2K7777DgAQEREBIyMjRcb3Tcj+ApecnIxXr15BQ0MDIpEIqampAIBBgwbh9evXmD9/PodwFnNisVjyAWDFihVYuHAhbt++jbNnz+L333/HnTt3JGW7deuGQYMG4Z9//sE///yjrJDpC169eoVnz55hzJgxePDgAdTV1QEApqam0NHRkUp86unpoVevXtDV1UVAQADWrl2rrLDpCz59rSYkJEAQBGhpaaFq1arYtWsXpk2bhmnTpqFv374Asp4H//zzD969e6fMsEkOwcHBcHFxwfHjxyWrhJuZmWHChAno2bMnRowYgZCQEKipqTHhXcI8f/4cdnZ2aNiwIcqUKQNbW1sMHz4cLVq0gLu7O86ePavsEOkLsl9z2a8/fX19/PrrrzAxMcG+fftw9OhRLF++HFOmTMGAAQPQq1cvuLq6YuPGjVy4rBj7NHG2fPlyzJ8/H8HBwYiPj4euri42b96MlJQUTJ48Gc+fP0daWhp++eUXLgxRAmS/ZrP/4PTkyRM0a9YMdnZ2CA4OxqJFizBr1ix07doViYmJePz4sTLDJVIouZJnnp6euHfvHubNm4dRo0bB3NwcAHDixAk0aNBAoQGqotyG9AFA7969kZGRgV9//RUAUKpUKQCAtrY2Bg8ejJo1a2L69OlMoBVj2R8UHj58iKSkJGzbtg07duzA0qVLUalSJfj6+kol0Lp27Yq5c+di2LBhygqZvsDU1BReXl6wsbHBsGHDJMNsq1SpAi0tLezevVvqg0F6ejrs7Owwf/58jBkzRllhUz4+/VC/fv16eHt748mTJ9DR0UGbNm2wf/9+tGzZEr179wYAxMfHw9vbG4mJiZI/FlHJYWpqih9++AEvX77Ex48fAWR9+K9YsSLGjx+PHj16YMiQIQgNDWUvlhLGyMgIz549w9u3byX7qlWrhrZt2yIlJQUjR47EhQsXlBgh5efTP2KkpqZKenaXK1cOs2bNQtWqVWFhYYHBgwdj27ZtCA4Oxh9//IFDhw7Bz89PsogAFT/Zv2NXr16NP/74A1OmTEGbNm0kf8AwNjaGv78/kpKS0LdvX/z0008ICwvDqFGjlBk2fcGni3YkJiYCyBp5YWBggL/++gvTp0/H1KlT0bt3bwiCgLNnz+LYsWNISEhQZthECiMSFPhbJzU1FWpqalwZMh+ffmkLDAxEeHg41NTUULt2bXTp0gX79+/Hli1bUKdOHfzyyy+Ij4/H0qVLUa1aNcyYMQMTJkxAcHAwNm3ahBYtWij5big3J0+exNy5c1G+fHls3LgRxsbGkv27d+9GqVKlMHbsWNjY2Eidl5mZKenVRMXDpx8S7t+/jzVr1uD27dvYuHEjateujXv37mH48OGoV68emjVrBisrK/j5+UFPTw+rVq2CSCRiuxZjS5cuRWBgICZNmgQnJyfJa3Xt2rXw9fWFi4sLxGIxYmNjERsbi4MHD0JTU5MrSxVjebXN/fv3sXLlSty8eRNbt25F7dq1Ja/vt2/f4vDhw3Bzc2NPlmIqr3a9fv065s6di++//x4//fST5DV87do17NmzB02aNEH37t3ZrsXQp226ZcsW3Lp1CxEREejZsyeaNm2K6tWr48OHD5g7dy7evHmDnj175mhL/n4t3p4+fYrx48dj+vTpcHJyQkxMDN6+fYuLFy+iSpUqaNeuHQBg48aNKF26NPr27QsNDQ1kZGTwNVsM/f3336hUqRLq1KmDJUuW4P379/jtt99w6NAhzJkzB+np6fD09JT02E9ISMDEiRNhaWmJ6dOnKzl6IsVQaPKMZLdkyRL8+eefcHJygo6ODnbs2AF3d3f07t0bp06dgo+PD96/fw89PT0YGBhg165d0NbWBgBMnToVY8aMgYWFhZLvgoD/PgBmfxE7c+YM9u/fjwsXLsDf31+qN+Zff/2FvXv3Ij4+HgsXLkSNGjWUGDnlJ7s9P0+grVq1CqGhodiwYQPq1KmD+/fvY+3atXj48CGArJ4QW7duZZKlmLt27RqmTp2K3377DQ4ODgCkk6VBQUG4ffs2EhMTUbNmTbi6uvJDfTH36evt7t27kv316tUDkPX69fHxwa1btyQJ8E/bHADbtxj6tI0OHDiAd+/eQUNDA8OHDwcA+Pr64siRI2jZsiW+//57VKxYEQsWLICBgQEWLlwIkUjEdi3Gli1bhv3792PUqFF4//49QkJCYG5ujlGjRsHKygofPnzA/PnzcffuXUydOhVt2rRRdsgko8jISIwaNQp9+vRBjRo1cODAAdy9excikQhPnjzBrFmz8NNPP0mdw4Ro8ZSWliYZfeHk5IS///4be/bsgZWVFQBg8eLF8Pf3x4oVK2BhYQE1NTUsXrwYMTEx2L9/PzQ0NHL8viUqieRKnllbW+f75A8PDy9UUKru/PnzmDVrFpYuXQp7e3ucOHECkydPhpeXF/r06SMpd/nyZWhra6Nu3bpQV1dHSkoKSpcurcTIKT9nz56Fs7MzAODKlSvw8/PDu3fvMG/ePNjZ2UnK/fnnn7hz5w7c3d2ZWCmmPv0SHh0djfj4eFSrVg0A8PLlSyxYsAB3796Fn58f6tati4SEBGRkZCAuLg5mZmZQU1Pjl7Vi7uTJk1i5ciV+//136OjoSCXA8/rwzg/1xdenH8pXrlyJ48ePIy0tDRoaGujatSvGjh0LICuB5uvri1u3bsHHxwe2trbKDJu+4NN2XbFiBXbs2AFbW1vcvn0bderUwbJly1CpUiVs2bIFZ86cwZUrV1CtWjVoaWnhwIED0NTU5Be2YuzYsWNYsWIFli9fjnr16uHSpUtwc3NDjRo1YG5ujkmTJqFmzZqIjo7Grl27MHbsWL4HF1O5/bHww4cPmDVrFl6/fo2wsDC4urqiRYsWaNiwISZNmgQHBwcO0yxhmjVrhoSEBCxatAgdO3aU+qw7c+ZMnD9/HnFxcahZsyZKly6NLVu2QFNTk5+fSGXIlTz766+/pH7OyMhAeHg4AgICMH78+Bx/RfjWff4L5cCBAwgKCsLmzZsRHByM6dOnS3qdxcfH48GDB5KeENn4plO8PXr0CJ07d0aPHj2wcOFCAFkr0e7atQuvXr3C7NmzUb9+/RznsWdS8fPpF63Vq1fjwoULePToEZo0aYJGjRph8ODBePLkCVasWCEZwmltbS1VB9u1+AsKCoKHhweOHTsGExMTqR6kFy5cQKVKlSQrqVLJsXbtWuzatQurVq1C9erVsX79euzYsQPDhg3DlClTAGQl0BYsWIAyZcpwcuoS4v3795g5cyYmTpyIWrVqISoqCoMGDYKenh7WrFkDExMTxMXF4cmTJwAAGxsbqKur848Yxdz58+dx48YNTJw4EadOnYKHhwemTJkCNTU1LFy4EC1atMCIESMkvUcBfh4ujj79zPP48WOoq6ujdOnSqFSpEqKiovDq1SuIRCKpP1b07t0b7du3x5AhQ5QVNhWAWCxGYmKiZFGs9+/fY82aNTmmoLl//z7i4uJQrlw51KxZk39MJpWj0GGbR44cQVBQENatW6eoKlVKQEAAateujYiICBw+fBguLi6YM2eO1Ipup0+fxunTpzF+/HhUqFBByRGTrFJTU3H8+HHMmTMHnTp1wrx58wAAFy9exJ49e/D69Wt4eHjkSIpS8eXr64sdO3ZgwYIFqF27NqZNm4bXr19jw4YNqFGjBh4+fIjVq1fjr7/+QnBwMKpWrarskCkXn36o/zQx+uzZM/z888+oV68eRo4cCVNTUwBZr+Vhw4bByckJI0aMUFrcVHCPHj3CokWLMGTIELRo0QJnzpzB1KlT0apVKxw9ehRDhw7Fzz//DCBrlcYqVaowyV0C+Pv7IyAgABUqVMCSJUtgaGgIAIiKikK/fv1Qrlw5LF26NMd7MJMsxUtuPQDT0tIQHx8PDQ0NjBw5Ei4uLhgxYgQyMjLQpUsXpKSk4IcffsDPP//MHoTF1KftsmbNGgQFBSEzMxMJCQlYuHCh1CI7SUlJeP/+PebNm4eoqCj88ccfTKoUY7n9ITg7Eebm5obHjx9j7dq1Usntjx8/oly5cvnWQVSSKfTZbGdnh0uXLimyyhItLS1N8v/Nmzdj2bJlUFNTQ7ly5XDv3v/Yu++oqo694ePfQxVERVSwd0VF0aixx25ssfcSK3ZFRUVsqIiA0hSwUAREUIog9t4LUVFj19i7WABFQNrZ7x++Z9+DJTH3uZFDnM9az7rxnL33mvMMs2fmN+2aPIqqCpylp6ezceNGJEmiePHieZVs4b+gr69Pp06dWLx4Mdu2bZNPTG3WrBmDBw/G0NCQ6OjoPE6l8DUkSeLVq1ccP34cBwcH2rZty4MHD7h8+TLjx4+nSpUqKJVKqlevzuTJkxkzZowceBE0iyRJcqMtMjISd3d3Vq1aJS/D7d69Ozdu3MDJyYmjR4+yf/9+Jk6cSEpKCqNGjcrj1At/V6lSpWjZsiU//PADZ8+exd7eHhsbG5ydnenUqRN+fn4sWrQIgAoVKqClpfXJ6ddC3vs4Txo0aMC7d++4cuUKKSkp8jXFixeX9xAdNWoUz549y3WfCJxpDvVTNV++fMm9e/eQJAldXV2KFSvGq1evePbsGTVr1gTg+fPn1KxZE2tra6ZNmwYgAmcaSD1fvb29CQ8Px87Ojg0bNlCvXj2mT5/Oli1bgA/18ZYtW3BwcCAjI0PeB0t1wqqgWdSDXpcvX+b8+fPcvn1bDnauXr2aqlWrMmXKFC5cuEBKSgpTp07Fy8sLQD4FVwTOhH+b/1m4//3794SEhGBqavq/emS+NXXqVObMmUPJkiUBuHv3Ls+fP8fe3p7q1asDMGrUKBwcHHjz5g1Hjx7FwMCAtWvX8vr1a9asWfPJRuWC5gkMDCQpKYkZM2YAHwJoP//8M5IkMXfuXPT19Zk/fz5NmzbFyMgICwuLPE6x8DUUCgV6enpkZmbSoEEDDh48yMyZM5k9ezb9+vUjIyODnTt3Uq9ePWrUqCEv2RSzHDTLx8tvAwMDad68OUePHuXYsWMsXLiQESNGULRoUXbv3s3EiRMxNzenePHiuRr1Ik810+dGs42MjBgwYAAFChRg7969NG/enF69eqGtrU3p0qVp1qwZ9+/fz3WvaNhrHlWeXL9+ndKlS2Npacnq1asZPXo0Li4uLFu2jCJFiiBJEiYmJoSEhODk5CTanxpKfRBj5cqVnDhxgjt37tCoUSMsLS2xsrJCT08PMzMzDh06hFKpJCwsDC0tLXr06IFCoRCzVzTMb7/9RpMmTeQ8uXbtGmfOnGHZsmW0aNGCgwcPEh8fT/369Zk/fz4KhYKePXvSuXNnzMzMaNOmjVhWrcHUy6ynpyfbt29HV1eXJ0+eYGNjQ48ePShWrBirV69m8uTJDBs2jIoVK5Kdnc22bdsAEewW/r3+qzfWjz/+mKtQSJJEamoqBQoUwNXV9X+WuPxoypQp3L17FxMTE+DDpv/Dhw+nSJEiNG3aVL5u8ODBpKWlsX//ftatW0etWrUoUqSIPIVZdNo0W0ZGBmlpaWzYsAFDQ0MmTJgAfAigdezYkbi4OEJDQ3nz5g2urq7yngCiAah5vhSkfvfuHY6Ojpw4cYJZs2bJM0QfP37M9u3bKVq0KJUrV5avF+VVs6jy9PHjx9y4cYOQkBAsLS1JSUlh8ODBLFy4EHt7e3r06EGPHj148OABhQsXxtjYWJzOp+HU36OHDx/myZMn6Ojo0KhRIypXrkxGRgY3btzAzMyMAgUK8P79e+7du0efPn3o2rXrJ88QNM/JkycZPXo0Cxcu5JdffqFGjRr4+flhZWXFnDlzcHZ2pkiRIiiVSkqUKIGnpycgBjE0kepdvGbNGsLDw3F2dqZ27drMnDmT6Oho2rdvT/Xq1fn555/ZtWsXhw8fpmzZsgQFBckDyaKsag4/Pz9iY2MZM2YMvXr1AqBgwYJ06NCB5s2b89tvv7Fw4UKsra0ZOnQoo0aNwtHRkdTUVIYMGSKflqpUKkUdq6FUZXb16tVER0fj7u5O48aNcXR0xMPDg+TkZEaMGIGJiQn+/v7ExMSgUCjo1q2bOJVc+Nf7r/6y58yZk6uzqVAoMDExoW7duhQpUuR/lrj85tmzZ/zxxx/Y2dmhp6fHgQMHaN++PePHj2ft2rVcunSJRo0aYWRkBICVlRW9e/cmOTmZQoUKUbx4cdFp01AfB1j09fUZOHAgBQsWZNWqVSiVSvk0N319fSpUqEDLli1JSkoSsxw0WGZmJnp6egA8ffpUDpwULlwYa2trFixYwE8//cTgwYNRKpW8f/+e5cuXA9CyZcu8TLrwFYKCgti8eTPFixenVKlSABQqVIiQkBCGDRuGo6Mjtra2/PDDD1SoUEG+TzTqNZvqPbp8+XL27t1LqVKlKFy4MA4ODoSEhNCwYUN69uyJvb09aWlpJCQkkJOTQ8eOHQFEZ1zDfG4Ao3nz5gwaNIhVq1ahra1N586dsbCwICAggDFjxjBv3jwcHR1z7a0DYhBDE0mSRFJSEidOnGDhwoW0bt2auLg4Ll68yNy5c+UVGVZWVvTo0YPU1FTKly8vNhrXUN26dePy5cvExMQgSRK9e/emQoUKdO/eHYVCQUxMDO3atZMHHM3MzDA1NWXnzp0MHjxYLuviHax51Psr9+/f5+LFiyxatIjGjRtz4MABtm3bRteuXfHz8wM+TAQpWbIkvXv3lp+Rk5Mjyqzwr/Zf/XWrFxLhP1RBkz179rBr1y7Onz9P/fr1mTZtGunp6QQEBFCxYkU6d+6Mvr4+ACYmJvIsNRCdNk2kXpm8fv1aDhYXL16c7t27o1QqWbt2LQqFgokTJ/Lu3Ttu3rxJx44d6dOnzyfPEPJeaGgo7du3l5dWr1y5kv3796NUKmnTpg0DBw6ka9eu3Llzh9WrVzNlyhS0tLRITEwkOTmZmJgYtLW1xSwHDdeuXTvWrVvHo0ePePz4MSVKlECSJIoWLcqGDRsYMWIEc+fOZeXKlblOTBVlVfNt27aNbdu2sXr1aiwtLdmyZQuHDh2S973q2LEjWlpaHDt2jAYNGmBraytmdWughIQEzMzM5H+r15ULFy5EW1sbDw8PJEmia9eucgCtd+/eVKxYUT5BVdBcqq0QMjIyaNiwobwVgq2trbwVwvbt26lbty7VqlWTD8sS7WHNo1QqKVWqFPPnz8fBwUEOoPXp0wdjY2PevXvHrVu3aNu2rbwsMyUlBScnJ+rWrSu2pNFg6oNKd+7coUqVKnTu3JkWLVpw/vx5lixZwpQpU/j111/R19cnODiYtLQ0pkyZkmvijKhfhX+7r66Vbty48dUPVe+EfE9MTEwYNGgQixcv5tWrV3h4eMiBsTlz5pCdnY29vT1ArgCaOtFp0yzqDXlfX1/27dtHZmYmRkZGeHt7U7x4cfr06YOOjg6urq5s3boVhUKBrq6uvIRZzHLQLEeOHGHDhg1cu3YNOzs74uPjiYiIYP78+Zw/f55Lly5x+/ZtFixYgLW1NXXr1iU2NpZChQphYWHBqFGjxLR0DfRxgFqSJMqXL09UVBS9e/dm5cqVLFq0iIoVKwJgbGxMYGAgLi4uVKtWLY9SLfy3Hjx4QOfOnbG0tGTfvn04ODjg4OBAt27dePfuHRkZGfTu3ZuePXvKfxeizGqWX375hXLlyskntAcGBlK2bFnatGmDrq4uAPPnz0eSJFxcXFAoFHTs2JFatWqxe/duccKxhvpScCQtLY1FixZx5syZXKfMP336lJ07d1K0aNFc72LRbtI8qkNWzMzMsLe3x8HBgS1btqClpUWvXr0wMjKicePG+Pv78+bNGy5cuEB2djZ16tQRe9dpMPV8Wbp0KeHh4fz222906NCBAgUKsGfPHho2bMiAAQMAKFKkCHXr1uXq1asULlw4L5MuCN+cQlIdh/EXatSoIY8Y/OkDFQquX7/+P0lcfqJqLGzcuJGlS5dSrVo1LCwsGDlyJFWrVpWvc3R0JDo6GltbW/r06SMvGRM0m6enJ9HR0djY2FC5cmVsbW0pWLAgjo6OWFhYkJOTw61bt9i/fz+FCxdmyJAhYpaDBtuwYQO7du2iSpUqGBsbU6VKFXnvjl27dhEREYGenh5z586lUqVKn3S6Rb5qFvWG38OHD3n//j2VKlVCR0cHhULBo0eP6Nu3LxYWFixYsIBKlSp90sETeZq/uLu7k5qaSrNmzZg1a1auznhMTAyPHj1izJgxGBoaAl/u0At5Y926dWzZsoUdO3bIn02ePJlTp07h6elJs2bN5AAafDhk6cGDBwwbNoy+fftSsGBBQJRbTaP+Ln716hWFChUiJycHQ0ND9u3bx/z582nYsCGrV68mJyeHjIwMpk+fTkZGBuvWrRN5mU+o8jkhIUE+/Kxnz5707duXnJwcPD09+eOPPyhWrBgODg7o6uqKspoP3Lt3j4CAAHr27MmPP/6IJEkolUomTJhAkSJFcHFxQUtLi0mTJmFlZUX9+vUBUb8K35evDp49efLkqx9apkyZ/zpB+d2rV69QKpWcOXOG0NBQKlSowNixY6lSpYp8ja2tLc+ePWPDhg15mFLha505cwYXFxfs7Oxo1KgRR48eZcaMGRgbG5OVlcWaNWuoVavWJ/eJWQ6aR71hHxwczMGDB7lz5w6zZ8+mR48e8nW7du0iKioKPT09Zs6cKY+GiwaC5lHP05UrV7Jr1y5SU1MpWLAg06ZNo3HjxpiYmPDo0SP69++PhYUFdnZ2uQY1BM31pZkK0dHR+Pv7k5CQwIwZMxg6dCgAKSkp2NjYULNmTWxsbL51coWvtGnTJvz8/Ni+fTv+/v7k5OQwc+ZMrK2tOX36NC4uLjRv3lweYLS3t+f48eOYm5vLJ5ILmuXjE46PHj1KWloa5ubmDB8+nB9++IE1a9awcuVKWrdujY6ODm/evJG3QhABlvzl4wBacnIy/fr1o2fPnsCHmYaqwQvRHtZ8O3fuZMWKFRQqVAh/f3+KFi0q170REREsXLiQVq1a8fTpUyRJIjY2Fh0dHdEuFr47Xz13tkyZMvL/7dixg7i4uFyflSlThri4OHbu3PlPplej5eTkULx4cUxNTfnll1/o06cPDx48wM/Pjzt37sjXLV++nPXr1wP85Uw+Ie/p6urSvXt3GjVqxIkTJ5g9ezYzZswgMjISbW1t5s+fz8WLFz+5TzQUNI9qyQHAiBEj6NSpE4aGhsTExPDixQv5ui5dutC/f3+eP39OdHS0/LloIGgW9cCKj48PUVFRzJo1iyNHjmBqasqKFSvYvXs3iYmJlCtXjsjISE6cOEFkZGQep1z4Gur5e+jQIQ4dOsTp06cB6NOnjzwjXhUcvX37NtOnT+f169dYW1sDoo7VRJIkYWFhQbVq1ejTpw8hISEMHDgQ+BB0adSoEXZ2dpw4cYKkpCTgQ0d87dq1cuBM5KtmUSqVcv0YGRlJaGgogwYNokuXLiiVSoYPH87Zs2eZMGECQUFBFCpUCFNTU1q1asWWLVvQ1dUlOztbBM7ykY+XcBYtWpTo6GjCwsIAcs36Fe1hzZeTk4OZmRkPHjwgMzMTLS0tsrKyABgwYABLly6lePHiNG/eXA6c5eTkiHax8N356pln6tq2bYubm5s8XVPl4sWLTJ8+nUOHDv3PEpgfqTf4o6KiiImJoWLFiowYMQJzc/PPXidotpcvX1K0aFHGjx9PjRo1mDlzJmlpaYwbN44LFy7QsmVLVq9endfJFL6SetkLCwtj27ZtVK5cGRsbG3mzYoC4uDgaN24syqmGiYuLo2nTpvK/b9y4waJFi5gwYQKtWrXi5MmTWFtbU61aNe7du4e1tTWdO3fGxMSEFy9eUKxYMdFJy0fc3NzYuHEjJUqU4NWrV4wcOZLJkycDMGbMGJ4/f869e/ewsLBAV1eXoKAgMYslHxg/fjzHjx/H0tISLy+vXO/e6dOnc+7cOUqXLk1mZibp6ens2LEDbW1t0XbSYBcuXCAqKooff/xR3grhxYsX+Pj4sGfPHkJCQqhRo4ZYNv8voj4DbcaMGVSrVg17e3sRVMmHDh06xIoVKzAwMMDLywszM7NcswbV371iNqHwvfqv/upfvnyZq5GjYmJiwsuXL//PicrvVKMxWlpa9OvXDy0tLfz8/ChXrlyu4Jlo/Gk+VQOvRIkSJCYm8ujRI/m0WW1tbUxNTdm6dSuVKlXK45QKf4d6GR0yZAg5OTns2rULDw8PZsyYQfHixQHkAI1o2GuOqKgoli9fjp2dnXyabaFChRg4cCDNmzeXN6O2tbVlwIABDB48mJCQENLS0ujfvz+mpqaAaPhpMtV7V5IkEhISuHDhAmFhYejr63P69GkcHR1JT09n1qxZ+Pv7c/PmTZ4/f07JkiWpVq0aWlpaIn81WHZ2Nmlpaejp6WFjY8OpU6eYM2cOCxYsoEKFCsCHfUbDwsJ48eIFWVlZ2NjYiBOONVxcXBwLFy7k7du3NG/eXP7c1NSUMWPGcOvWLU6dOkWNGjXIycnJteRL5Knm+qtleeoz0Ly8vDA2NhanauYzqrxq27YtOTk5hISEMHv2bJYtW4aZmRlZWVno6urm6reK+lX4Xv1Xf/mlSpXi/PnzlCtXLtfn586dkzsm/1Yfj3h+qSGn3jnv06cPJiYmtGzZ8lsmVfgfUK/4TUxMKFasGGvWrOHNmzfs3LmT9PR0KlWqhJaWlmjU5zPqZXTYsGEoFAr27NnDwoULWbp0KcbGxvK1Il81R926denRowfr1q1DkiT69u1LmTJlMDAwQEdHh4iICDp27Ejfvn2BD/XVkydPuHHjRq5ToUTDTzOp17Fv374lKSmJKlWqULlyZfT19Slbtiy6urosXLgQLS0tZsyYgbm5+SezukX+ai4dHR0KFy6Ml5cXACVLliQqKgpHR0fmz58vB9CGDBmS6z4RENVsTZs25ZdffiE0NJTt27fTuHFjeSCqXLly6Orqcu/ePeA/718RXNE8H/dzviaPVAMWJiYmgNgfVhPFxsbSqlUrihYt+sl36sHODh06oFQqCQsLY86cOTg6OlK6dOk8SLEgaKb/qhXSr18/nJycyM7OpkmTJsCHESdXV1dGjRr1P02gplFVKNu2baN79+5/uoRAvXPepk0bADl6L+Qvqnx0cXFh/vz5xMTEYGJiQlBQkJzPIsCS/6iX0V9//ZXU1FSePXsmjt7WYNWrV2fw4MFIkkRAQACSJNGvXz9MTEzIzMwkKSkJMzOzXA33VatWUatWLTEang+o6lJPT0+OHz8u77ny5s0bTE1N0dPTo3v37gA4ODiQnp7O/PnzP/sMQbOpBpy6du2KQqEgMjKSpUuXMm/ePCpUqPBJ20oEzjSXKi+tra3R0tJi7969BAUFMW7cOAoXLkxGRgbp6em5BqUEzSNJklzmwsPDuX79OqVKlaJ169afXW6rfp+qfJ49e5a6devKh30Iea9///4YGRnJdefnqLePOnbsiJaWFl5eXgQGBn5SxwrC9+y/2vNMkiTc3NzYsGGD3LDV19fHyspK3ofk3ywpKYnOnTvTq1cvZs+e/afXqlc0GRkZ6Ovrf4skCv+wpKQkeWq6GA3XPJ9r4P1Z0ES9k6a6Tuyro9nu3LnDxo0bOXnyJFZWVvJMM1tbW86ePUuLFi24desWKSkpbNu2TeyVpOE+3it01apVDB48mJSUFIKDgxkwYAC2trZyhywzM5PIyEj27NnDhg0bREA0n1J/L+/atYvNmzeTkpKCt7c3JUuWzOPUCX+Hehn29PRk586dGBoaUrduXZKTk7lz5w5bt24VA8ga6uP8i4iIoE6dOrx+/ZqsrCzmzp1L06ZNP2lLqf9706ZNLF68mJiYmM+eQi98e6dPn2bRokUEBQVRsmTJL269pKKen2fOnKFBgwZicoAgqPmvgmcqqamp3LlzhwIFClCxYsV/7SjDxx2uzMxMIiIiOHr0KJMmTeKHH3747H3qL6CwsDAOHz7M6tWr/7X/f8pvvtSR/rMO9seNBhE40zzq+Zeeno62trZc5v4sb9XzUizB1Sxfyrdbt24RHh7OyZMnGTVqFP379wdg3rx5pKamoquri5OTE7q6uiJwlk+cPn2as2fPUqFCBbp16wbA/v37mT59OoMHD2bmzJlyeVadzidmFOZv6nkXExPDtWvXmDt3riiv+ZD6e3b16tUEBQVhYWHBzz//zODBgwHRbtJ0d+/eZePGjfTo0YM6depw6dIlQkNDiY+PZ+nSpbkCaOplNzw8HA8PDxwcHOjUqVMe/wpBJT4+nqFDhxISEsKuXbu4fv06GzZs+NO+qKhPBeHL/k/Bs+9NTEwMDRs2pHz58jx//pwpU6ZgaWnJggULPrn24wrFzc2NJUuW0Llz52+dbOEz1Bt49+7dQ6lUUrBgQXmk+0vBE/V8FUtwNZuvry9Hjx6lUKFC/PTTTwwdOhT4fN6q5+vu3bspUaIEDRs2/OZpFj6lXlbPnTtHamoqBgYG/PjjjwD88ccfREREcPLkSUaOHMmAAQOA3B000VnTfJIk8fTpU9q1awfA7NmzGTlypPz9gQMHmD59OkOGDGH69Om5ZnGLhr7m+bt58rnrRcA7f/p4BtPZs2dp3LgxVlZWFCxYUJRXDbZnzx6cnZ0pWrQofn5+8j7W169fJzAwkPPnz+Po6EjTpk1ztaXCw8NxdXXFycmJjh075uVPED7D09OT4OBgdHV1CQ8Pp2rVqn96vXoZvX//PiVKlKBgwYLfIqmCoPFEq+QrxcXFMXfuXEaNGsXmzZtRKBQsXryYTZs2sW/fvlzXfhw4c3V1ZenSpSJwpiHU93Tw9PTE2tqafv36MXHiRBwdHQHkU70+vk+Vr0FBQQwZMoTs7Oxvm3jhi5RKpfzfQUFBBAYG0qhRIwoXLszKlStZtmwZgLx8T0U9XyMiIpg+fTqZmZnfNvHCZ6mXVQ8PD+bNm8f8+fNxd3dnxowZwIc90Pr370+LFi0ICQlh/fr1wH/2R1Lfi0XQXAqFgjJlyhAeHo6BgQG//fYbT58+lb9v3749K1asIDg4mPDw8E/uFTSLKk/8/Pzw9/f/qus/rk/V39NC/qHaSxRg+vTpNGzYkOPHj+Pt7U1SUpIorxrk4/kTRYoUwdzcnAcPHvD69Wv585o1azJ69Gh+/PFHxo0bx5UrV+TAWVhYGJ6eniJwpmHU+zBGRkZkZGSQkZFBYmLin96n3ibesGEDNjY2vH379h9NqyDkJ6JH8QUfj3g2bdqUxo0bc/XqVS5dusThw4dp0aIF06ZNY8OGDZibm8snRKl3xMVIjOZRb9SrZgXCh9GVVatWkZSUhLu7O9ra2l+cmr527VrmzZsnOuUaQr28Xrx4kQIFCuDq6krLli159+4djRo1YvHixcCHGS2q01G1tLQ+mSHq5eVFs2bN8uy3CP+hXlajo6Px9vamTp06+Pj44Ovry9u3b/H398fc3Jz+/fvz5s0bLl26lKu8io5a/qFUKqlXrx7+/v6MGDECb29vpk2bhpmZGQDt2rUjNDSUevXq5W1Cha+SkZHBqVOnaNy48V9eqx7k3rdvH61atRJ7xGqIP5sB+GcHZqlm59vY2JCRkcGVK1c+CdYIeUtVP27duhWlUkmvXr1QKBRkZGQwZ84cnJyc5L3LatSowZAhQyhXrhw1a9YE4MaNGyxduhQ3NzfRz9EwquBmcHAwpqamxMTEEBsbi5WVFd7e3rRq1eqTez7u63h5ebFo0SJKlSr1TdMuCBpNEv7U9evXpYSEBEmSJOnSpUvStGnTpKCgIGn37t1Sy5YtpY4dO0otW7aUQkJCpJycHPm+LVu2SObm5tLevXvzKunCn0hLS5MmTJggBQQEyJ9lZGRIR44ckZo2bSr5+/vLnyuVSvm/N23aJNWvX1/as2fPN02v8Hl2dnbS+/fv5X/Hx8dL5ubmUsOGDaXffvtN/jwtLU2KjIyUateuLS1fvvyT54h81Vz379+XRo0aJR05ckSSJEk6evSoVK9ePWnRokVS69atpXHjxsnXPnz4UH4Pq5dbIf9Q5d/p06clCwsLac6cOdLz588/uS4rK+tbJ034C+ptIBUnJydpzJgxUlZWlpSdnf3Z+9TLanh4uGRubi6dOnXqH0un8PXU8zQ8PFyys7OTFixYIIWEhPzpfep5evToUenJkydSYmLiP5ZO4b+XmZkpjRs3Tho8eLD82fHjx6Vx48ZJvXv3lq5du/bZ+1Tl+e7du98kncLX+bgvWrNmTenq1auSUqmU0tPTJXt7e6lOnTpym+pz96naxKIPKwifEss2v0CSJOLj4+nfvz8rV67k2LFj1KlThxIlSpCSkkKnTp2IioqiQYMGvHz5ktOnT8ujb5mZmWRmZrJ27Vp+/vnnPP4lwudoaWlx//59Hj16JH+mp6dH06ZNad26NdeuXQM+XdInZhJqjocPH5KSkpJr1Lt06dJMmzaN7Oxs4uPj5c8NDAzo1q0bCxcuZN26dYSFhcnfrV+/Xiw50GCqjeNr1arF+fPnmT9/PnZ2dixcuJDWrVtz5MgR+vTpA0C5cuXkJUNixln+pMq/Ro0aERgYyI4dO3BwcPhkqYmY9at5VO9i1ZLb7OxsjIyMSEtLQ0dH57P7iKqXVdU2F97e3jRt2vSbpl34PFWeurq6smLFChQKBa9fv8bd3Z2pU6fKWxz82VYIY8eO5eHDhxQtWvTb/wDhE+p5lZmZKR+sc/v2bXklRosWLfj1118xNTVl4cKFXLp06ZPnqMpzpUqVvk3Cha+iKrOHDx8mOzsbR0dHatWqhUKhoECBAsydO5devXoxdepUjh079sl96vvXiT6sIHxGHgfvNMrnZips27ZNmjdvntS0aVNp3bp10oEDB6TmzZtLhw4dkiRJklJTU6X4+PhPRlQzMzO/SZqFv3blyhXp4cOHkiRJ0uLFi6X9+/dLkiRJHh4e0vDhw6WLFy/mut7T01MaOnRorjwUMwk1W2RkpJSamipJkiQlJCRI3t7ekqWlpRQUFJTrutTUVOnQoUPyrJXk5GTpp59+krZv3/6tkyx8xpdmpqh4enpKtra28mzDdevWSZMmTZLmzZv3l/cKee9zM5P+6trjx49LQ4YM+Vv3Ct+Wet6cOXNGqlOnjtSmTRupZcuW0q+//ipZWFhIK1eulM6ePSvduXNHysjI+OQZYvav5rp48aL0008/ybO5c3JypHPnzknNmjWTZs6cmevaj2fqN2jQQLSbNFRgYKDk7e0t3bhxQ5IkSYqOjpZ69eqVa0bSqVOnpAEDBkhz587Nq2QK/4WHDx9KNWvWlMzNzaXAwEBJknKXzffv30uLFy+WzM3NpQsXLsif79y5U6pTp44os4LwJ8Rpm/+f+r4Nr169Ij09nXLlygHw7t07jhw5goODAx07dpT3bVi5cqW8zxl8+YRGIW9IksTjx4/p27cvvXv3JiUlhS1bthAdHU2NGjWIj49n8eLFWFpa0qtXLxo2bEhKSgqTJ0+mfPnyLFmyBPjwt3HgwAH09PRo3bp13v4oAcg9sp2YmEi3bt0wMTEhMjISAwMDXrx4QVRUFIGBgUyZMoURI0Z88ozMzEz09PR49+4dRkZG3/gXCOoyMjJy7W90+PBhXrx4QdmyZSlfvrz8Lp42bRqPHj0iOjqarKwsbGxsaNCggZy/4h2cP9y4cYMaNWr85WmKH+enyF/Nk5CQIO9JFxcXR7ly5TA0NCQ1NZWLFy+SlJTE0qVLKVmyJLq6uiQkJFCsWDF69uzJ1KlTAQgJCWHVqlVyG0vIWx+Xy6NHj2Jvb8/27dspXLiwXP8eO3aMWbNmsWLFCpo2bZrrPnH6omZLTExk8ODBJCQkULZsWSZMmECdOnVwdXWlXLlyTJw4UT5d8fLly1hYWIiTbzWY9NEJtllZWcTFxeHg4ECFChXw9/eXZ3Wr8vH9+/eEhYUxfPhweSb33bt3ef78udj3VxD+hAiekful4+XlxYEDB0hMTMTExITRo0fTqlUrjI2NefToEQEBAVy7do3Lly+zdOlSebmQoLn27t3L/Pnzef/+Pd7e3rRu3VrO86NHj+Lt7U1qaiq6urro6uqSmZlJTEwMurq68nV/1ckTvh31vFAFXW7cuMGsWbPQ0dFh48aNcgBt8+bNBAcHM3z4cCZNmpTHKRc+x9raGgsLC4YNG4aBgQGurq5s3LiRsmXL8vz5c2rUqEGfPn3o2bMnR48exdHREUNDQ3R0dHj//j1bt25FR0fnk8ajoJni4+MZOnQo27Zto3r16n96rXjvarb4+Hjc3d2xtbVlz549REVFsXv3bjmYBh+Ca+PGjcPe3h4LCwsuX75McnIyrVu3RkdHh/v37zNy5EhmzpxJ165d8/DXCABJSUny8spLly5haWnJ3bt36devHy4uLnTo0EG+9vHjxwwaNIgFCxbkWt61fv16Vq9eLYKhGuTj+jEzM5Pw8HCOHz9Oq1atWL16NYMHD+bRo0ccOnQIX19f6tevn+sZ4n2smT4OiCmVSgwNDQE4duwYM2bMoGXLlri7u39yvUp2djZaWloifwXhK3z3m4aoVyhr164lLCyMefPmUbx4caKjowkICCAhIYH+/ftTrlw5bG1tuXPnDrt27aJHjx55nHrhz6gqCGNjYwwNDdHV1eXMmTNUqFBB3qOhVatWlC5dmkePHnHu3DnKli1Lv3790NHRITs7Wx6NERWKZlCv9Dds2IBSqaRTp07UqFEDNzc3ZsyYwaBBg9i4cSOmpqb07duX1NRUzp07J4IrGqpMmTJ4eXlhaGhIzZo1OXXqFAEBAdSvX5/Lly8TERFBSEgIhQoVonXr1sydO5eTJ09iYGDA1KlT0dHRETOS8hFzc3OaNWvGkSNHqF69+hc7ZJIkyZ9v3rwZfX19unXr9q2TK/wJpVJJ0aJFmTFjBqmpqWzduhUzM7NceWpmZoaBgQGnTp2ifv36NGzYMNf9JUuWJCwsjNKlS+fVzxD+v5MnTxITE4ONjQ1BQUHExsayb98+TExMaNGiBdHR0RgZGcn70RUuXBhjY2N5Dy1Jknjx4gXr169nwYIFInCmQVRtn5iYGEqVKkXTpk3p2bMnMTExZGdns23bNgICAtDR0SElJYVZs2YRGRlJsWLF5GeIdrDmUX/X+vn5cenSJW7cuEGnTp346aef5KDZzJkzmTFjBu7u7mhpaX3SHhZ7iArC1/tuZ549evRIXgqUk5NDamoqY8aMoXv37gwZMkS+bvny5Rw4cAAnJ6dcjT4V9QCLoLlycnLYt28fzs7OdOzYkSFDhlCxYsU/vV50xjXX8uXL2bJlC7a2tjRv3hxTU1MA/vjjD6ZOnYqBgQGhoaEYGhqSlJSEsbExCoVCBNA0iHperF69mtWrVzNw4EDevHnD8uXL5e9u3ryJt7c3urq6eHp6fvIc8Q7WXF8KjLm4uHDs2DF27doFfDorQv3f4eHhLFu2DFdXV9q3b/9tEi58NTc3NwICAqhduzazZ8/mxx9/BD7koSoAamNjg0KhkGc+CJpp586d+Pv7k5OTw4sXLwgPD5cHGn/77Td8fX15//49LVu2pFKlSkRERJCUlER0dHSu9pJq5YagWZ49e8ayZcvYu3cvkyZNYvDgwbx58wZra2vmzJlDw4YNuXXrFkuXLiUnJ4dNmzaJgFk+4eHhQUREBPPmzSMzM5NNmzaRlZVFcHAwxsbGnDx5kpkzZ1KnTh0CAgLyOrmCkK99l2/FOXPmsHTpUq5evQp8ODFGoVCQlpaW68RMAFtbW4oWLZrrdD51otOm2VQjotra2nTu3BkbGxv27t1LREQEd+/eBWD06NEcP348130icKa5oqKi2LZtG0FBQfTq1QtTU1MyMzNJSkqievXq+Pj4kJmZSadOncjIyKBo0aIicKaBVMuhASZOnMikSZMIDQ3l/PnzJCQkyNeZm5vToUMH9u3bx+PHjz95jngHay5VfXr//n3evXsnf646pc/X1xfgTwNnbm5uuLi4iMCZhlGV3Xr16uHh4UHp0qXx9vaWT29TKBRy/lesWJGsrCzgQ/4Kmqlr167UrFmTW7du8cMPP+T6rkmTJkyZMoV69eqxYcMGgoKC0NfXJyoqCm1tbXJycuRrReBMM6ifqglQqlQpPD09WbZsGdu2bWP27Nns2bOHvn37cuLECdLS0rCwsGDjxo1y4OzjZwia5/bt2xw9epRVq1bRvXt3ypQpw+3btxk+fDgmJiZoaWnx008/sXTpUiRJEnkqCP9H312vY+DAgTx+/BgzMzNCQkIYOnQoderUoVChQpiYmLBr1y4GDRqEnp6evKF4zZo1czX8hfxD1XhXdch69uwJfNjb7vr167x7947Xr1/TpEmTPEyl8CWDBg1i/PjxtGrVSv7s8ePHNG7cmBo1avDgwQPOnDlDSEgIRYoUoX379owYMYLly5cTFBSUK7AiAmeaR30D2wkTJmBgYICLiwuxsbEMHDgQY2Nj4EPnu3z58mRnZ+dtgoW/bc+ePTg5OVG5cmXGjx9P9erVMTExoUOHDly9epWsrCx0dXXl61XlNCIiQmw4rsFUdasqqFm8eHGCg4MJCAhAoVDw008/AXDgwAGaNWsm9pzUcKrZ9rVr16ZGjRrs3LmTNWvWMHz4cCwsLJAkifr161O/fn0mTZqEJEkYGRmhUCjE7F8NpD7r98KFCyQmJlKiRAkqV65M9+7dqVy5MocPH2b79u08e/ZMXpqr2ij+483lBc2Vk5NDeno6lpaW7Nu3j9mzZ2NnZ0efPn1IT0/n4MGDNGvWjPbt28vva5G3gvDf+65qO29vb9LT0zlx4gTHjx9n7dq1hIeHo1QqqVu3LnZ2dowaNUpeF66afXTjxg1q166dx6kX/i/UZx717NmTIkWKcPHiRTIyMpgxY8Yne5wJee/9+/d06dJF3l8FPlT4mZmZ3L17F2dnZ86dO0fp0qVp3LgxWlpaREdH06VLF2rWrImrqysgluBqOvVG+ogRI0hLS2PFihWkpKTQpk0bjI2N8fLywsjIiPLly+d1coW/cOfOHcqVK4eenh5hYWG0adMGOzs7fvvtN6ytrWnYsCHt2rXj559/ZsiQIZw6dSpXcBwgNDQUd3d3li1blmsjckHzqOrVRo0aoVAoWL9+PatWreLevXscP36ce/fusX//fnHwjoZT1ZGqbUuKFy9OYGAg69evZ+TIkdSsWRP4sC9a8+bN5fskSRLtJg2kKmfLly9n7969pKenU7hwYQoUKICvry+1a9emYsWKdO3aleXLl3PkyBE2btyY65RFUVY1j+p9q5rBq3qvGhgYEBUVxYoVK5g5cyaDBg0C4Pr16xw8eJDKlSvnmhEq8lYQ/nvf1Z5nLi4u/Pbbb8TGxuLv78++fftQKBRUrFiRESNGUKtWLQ4cOIC9vT1FixaldOnSvH37lpSUFLZt2yYaCBrq7yzH+9K1InCm2dasWUPx4sXp168fr1+/xs3NjcePH/Pzzz/TpEkTqlWrxqFDh/Dz82PNmjXyaWFC/qHesV67di0rVqxAW1ubrl27kpqayooVK9DV1RUdcA12+fJl5s2bR79+/Xjw4AGhoaEcPHiQMmXKABAXF8eFCxcIDg6mfv36nDx5klatWrFs2TIMDQ1RKBS8fPkSR0dHOnbsSJcuXfL4FwlfQ71evXDhAps3b+bSpUuYmZmxZs2aXCdXC3nvz/JC/f26a9cugoKCKFu2LB07diQ6OpoHDx6wd+9ekZf5QHh4OJ6enqxevZrSpUtz79491q5dy/3794mOjqZEiRLytbt27aJjx45ioFGDqZfNjweFp0yZwv79+5k+fTrjxo0DPgxAW1tbo6WlxerVq0W7SRD+R76L4JmqoRAfH4+9vT3a2to8f/6cgwcPcurUKfz9/alcuTJWVlaYm5uTkJBAUFAQAIaGhkycOFHMTMoHAgMDady4MRYWFn8520j1N6FUKlEoFKIhqMGysrJYtmwZoaGhuLi40LNnT7KyssjMzKRgwYLAhz0Kp0yZIjcSRH7mT+qNw9DQUBwdHfHx8aFdu3ZieVA+oFQqcXR0ZN++faSmphIcHEzdunU/WZqZlJREVFQUZ86cIT4+nm3btsmzCiVJIjk5WQTANcTXBqvVAzJpaWlkZGRQpEgRtLS0RLnVIOptny/lq3pe7tu3j/DwcJ4+fUqJEiUIDAwUwVANdPbs2VyHdQA4OjqSk5PDokWL5Ovu37/P3LlzMTU1xc3NDYVCkautLMqqZlIvb8HBwZw+fZqCBQtSuXJlJk6cSHJyMtOnT+fWrVsMGzaMzMxM4uPjefXqFVu2bBEDj4LwP/RdBM/UjR49mpMnT9KiRQv5xJHt27cTFBRElSpVGD58+GeXaIqlX5pv9OjRJCYmEhERgZ6e3hcbd+qfJyQkYGZm9q2TKvxNqamp+Pv74+vri4uLCz169ADg3bt37N69m/379/Ps2TNiYmJEIyGfU8+7zZs307NnT3R0dERnTYOpn6wYExODi4sLJUqUYMCAAfTu3RsjIyO5DlX9ryo/R44cSbFixXB1dZWfIWiGJ0+eyLMGg4ODadiw4VdtYaFehsW7WHO4ubnx/v175s6d+5d7Wqm/b1+8eEFGRgZlypQRwVANtGPHDmbOnMny5cvp3r27/Pns2bO5d+8ekZGRua738/Nj586dhIWFYWRk9K2TK/xN6mVxzZo1+Pv706tXL5KTkzl27Bj16tVjxYoV6OjosHTpUu7cuUOBAgWoVKkSdnZ2YvKHIPyPfVctmuTkZHR1dZkyZQrPnj3DxsYGgG7dujFy5Eju3btHWFgY58+f/+ReETjTLJ87LWb69OkYGRmxadMmeUbZx9QroZCQEDp37kxiYuI/nl7h/6ZgwYKMGTOGMWPGYGdnx44dO+Tvrl27RokSJeTRtezsbNFZ0yBfOtnpS+M26id89e3bFx0dHbKyskTgTEOp3qlaWlq8fv2atm3bsnnzZho3bszWrVsJDw8nLS1NrkNV/6vK/xYtWvDu3btcpzMKee/atWu0a9eOY8eOsXTpUtasWUOhQoX+8j71AGhWVpbIUw2Rnp5OSkoKly9fxsvLSw6cfen9rL6vkqmpKeXKlZOvF51wzdK6dWvGjx/PnDlziI2NlT9v1qwZWVlZ7Ny5k8zMTPnzSpUqAR+W9QmaT9X2+f3333ny5Ane3t4sWLAAd3d3goODuXXrFra2tujr6+Pg4ICfnx8BAQHMnz9fBM4E4R/wXbVqjI2NWbVqFRMnTmTkyJFcv36dGTNmAB8CaCNGjOD06dPExcXlcUqFv6JqkPv6+rJ582bevn1LrVq1qFOnDgcOHCA5ORnI3XFXD5yFh4ezatUqlixZIo5VzycKFizIuHHjGDNmDLa2tmzbtg0jIyNmz56No6MjOjo65OTkiEaCBlGf2RAfH8+pU6d48eIF8J+Nbj9HPVCmGvQQNI/6IMWhQ4eYOHEi9+/fp3z58tjZ2WFhYcHu3buJiIggIyMDAGdnZxISEuS/i2fPnnH//n1SU1Pz7HcIn6pVqxbjxo1j6tSpREdHExISQoUKFf70HvU6NiIigoiICHFCrgaQJAkDAwNmzpxJo0aNOHXqFCtXrvyqANrH34lgqGZRnXo6efJkJk+ejJ2dHfv27QOgTZs2mJqaEh4eTkxMDG/evOHly5eEh4dTqlQpihUrlsepF77WgQMHWLhwIadOncLU1BT4kPcWFha4uroSHx/P/v37AeT9Q1XXiDaxIPxvfXe1oLa2NgqFgi5dumBlZcW1a9fkANovv/zCkiVLGD9+fB6nUvga9+7dw9vbWx5p2b17NzY2Nrx69YqVK1cCHxp6qiVF6oEzV1dXHBwc6Nq1a17+BOFv+jiAdvz4cQoUKCCPkosZoppF1dFatmwZNjY2TJgwgalTpxIWFvbFjpt6WQ0LC2PUqFGkpKR887QLf049MHr8+HH27t3LnTt38Pb25vz58+jp6bFgwQIsLCzYuXMnc+bMYfTo0cTGxsqdtoSEBJKTk3Fzc5P3LxTylvqM0FKlSpGenk5mZiZPnz79y/vUA2eLFi3C1NRUdNw0gCoIVqhQIcaOHUujRo2Ii4v7ywCa+izCyMhIDh069K2TLvyJj8ucKlBtbW3N1q1bKVy4MM7OzpiYmBAWFkbLli2xsrLi9evXeHt7/+kAlqBZSpQoQYUKFXjx4gWnTp0C/jPIWKFCBYyMjHj79m2uzz/+b0EQ/je+uz3P1KWlpbFnzx4CAwMxMzNj3bp18ndijzPN87n9OVauXElAQABTpkzhzJkzFCtWjBYtWrBs2TIcHBxo27ZtruvDw8Nxd3eXT3MT8qd3796xY8cOeVmfoFnUG/WnT59m2bJlzJs3DyMjIwIDA3nw4AHt2rVj9OjRufbe+TjI7ebmxpIlS+jcuXNe/hzhT7i4uHDw4EHat2/P69evOXXqFObm5owfP54ff/yRrKws/P39uXfvHkqlEhcXl1wbjr9//54CBQrk9c8QyF3HvnnzhiJFipCQkEBYWBhBQUEsX76czp07f7L/oPp9qsEpFxcXOnTokCe/Q/iPz+0V+fbtW3x9fTl79ixNmzZl6tSpn+yBpn5fZGQk9vb2eHt7izzVQJ6enkRHRzNr1iySk5M5f/48e/fuxcnJid69e5OWlkZCQgKXLl2iaNGiNG/eHG1tbbGcL5+5ffs2Xl5ePHz4kBEjRtCzZ08AMjIy6NGjB8OGDWPw4MF5m0hB+A5818Ez+BBA27JlC+fPn8fV1VVMSc8Hjh49ip6eHk2bNgVg2rRplCpViuHDhzN37lySk5N58OABjRo1YunSpfKyzIMHDzJp0iS8vLz4+eef8/InCP/f5wKif3djeNEA1FwHDhzg6NGjFC1aVN5j8u3bt7i7u3Pz5s1cATT1fFR1wJ2cnESQW4NdunSJyZMn4+7uLp/0tmfPHjZu3IiOjg7W1tbUq1cPSZJQKpXygJQos5pH/V28Zs0a7t27x6BBg/jhhx+AD0HSsLAw3N3d5fpz2bJldO/enZo1awIfZr8sX75clFsNoZ6nb9++pUCBAkiShL6+PsnJyfj5+REfH58rgJaTk4OWltYnM/VFMFQzJSUlMWrUKAYPHky/fv0AeP36NQEBAQQFBeHu7v7ZFRZigkD+dP36dfz8/Lhw4QLt27enZMmSnD9/njt37rBz505RrwrCN/DdR4oMDQ3p27cvbm5uf7r3g5D3JEniyZMnLFu2DB8fH9zd3QFo27YtKSkpSJJEYGAggwYNonr16qSkpFC0aFH5/tKlS7NhwwYRONMQ6g37mzdvcvHiReCvp5mrl9HExETRWNBQ7969Y/369Wzbto07d+7InxcuXJgZM2ZQo0YNDh06JG9erR44c3NzEx3wfEBbW5v379/n6oR16tSJ/v37c/bsWVauXEl8fDwKhUI+YVPswaKZVO9iV1dX1q9fT7t27eSTNgHs7OwYOHAg06ZNY9myZQwePJijR49SrVo1AIKCgnBzc8PZ2VmUWw2gXr/6+fkxffp0+vTpw4oVK7hx4wbGxsaMHTuWhg0b8ttvv+Ht7S0HuNWXAqoGMUTgTDN8PN8hIyODR48e5Wo3FStWjOHDh1OrVi1sbW2JiYn55DkicJY/1axZk3HjxmFpacnmzZs5fvw4rVu3Zs+ePfK+v4Ig/LO+++AZgL6+vrxnkph5plnUAyUKhYIyZcrg5eVFjx49iImJYdSoUUiSxM2bN4mIiACgX79+eHt7ExISkmtPh5o1a8qzI4S8pypry5cvZ/To0YwePZoePXpw+vTpXCdDqVMvo1FRUTg6OvLmzZtvlmbhy1SNetX/GhkZ4ebmRps2bbh9+zabN2+Wry1cuDA2NjaUKlWKxMREueG/a9cuFi1aJAJn+USBAgUwMTHh0aNHwH/y/pdffqFKlSqkpKTg6+vLuXPngA/vcLEHi+Y6dOgQO3fuJDg4mI4dO1KiRAmSkpL4/fffAZg3bx5Tpkzh5s2blC5dmq1bt8qB0CtXrjB//nwxOKUhVPWkp6cn69ato3PnzvTp04cLFy6waNEirly5IgfQfvzxR7Zv305UVJR8f3BwsAiGaiDV+3Pv3r2kpaVRsmRJOXiivi9hyZIlqVq1KuXLl2fz5s1fPN1ayH9q1KjBpEmTaNu2LXp6erkOCBB9WEH45333yzYFzaU+cnrjxg1SUlIoV64cpqamaGlpkZSUxMyZMzE0NOTp06dcvXoVHx8f2rdv/9lnCJpBPU8OHz7M8uXLsbOzw9TUFCcnJ168eMHs2bNp0aIFenp68n0fb467dOlSPDw8cuW3kDfU8/Tly5cYGBiQk5NDkSJFePr0KY6OjqSkpNCnTx95nw6A1NRUDAwM0NLSIjMzk8OHD2NkZETz5s3z6JcIf9f8+fM5cOAAPj4+NGjQAIVCwevXr1m8eDH169fnxIkTaGtrM2rUKBo3bpzXyRX+xO7du/Hz82Pjxo08e/aM3bt3Ex0djVKppEyZMoSFhQEfZpUaGRkBkJmZmes9LWiOAwcO4OHhgYuLC5aWlpw4cYIJEyZQuXJltLW1WbJkCRYWFiQlJbF7924GDBiAtrY26enpTJs2jV9++YVu3brl9c8QPnL37l1mzJhBr169GDZsGNu2bWPjxo1YWlpiZWWFqakpaWlpzJgxgwEDBtCqVSsxaPEvdOXKFdatW8erV6/o2bMnffr0yeskCcJ3QQTPBI2kHihxc3Njx44d5OTkkJqaSteuXenduzc//PADkiQRExNDfHw8W7ZsYejQocyfPz+PUy98jW3btvH8+XO0tLSwsrKSP7eysuLRo0e5Amjq+3Oo9mBxdnYWsxw0gHpZ9fHx4dixY7x9+5YiRYpgbW1N8+bNefbsGUuWLPlsAA3IdeKbCHbnD+p5ZW1tzenTp+nduzclSpTgyJEjKJVKQkNDOXHiBD4+PpiamrJ8+XJxOICGUC+3qv/ev38/Xl5elChRgtu3b9OsWTMsLCwoV64c8+fPx9XVVd5r9ONnCJrn999/Z9euXcydO5fDhw9jZ2eHjY0NJUuWZM6cOZQtW5bZs2fToEED+R5VXSuCoprj4/3J3r9/j5OTEw8fPmTt2rUUKFAAf39/Dh48SFJSEnXq1OH27dsAREdHo62tLepWDfWlfPmrPelU9928eVPewsbDw0Me1BAE4Z8jgmeCxlGvTMLCwvDx8cHDw4OqVaty/PhxtmzZQtGiRRk7diy1a9cGICsri927d9OlSxexn04+oFQqadOmDQkJCfTv3x8HB4dc348ZM4bHjx9jbW1Nu3bt5Eb8pk2bcHd3Z+nSpWIpiYbx8fFhw4YNzJs3jzdv3nD16lW2b9+Ok5MTPXr04MmTJzg7O3P//n1sbW1p2bJlXidZ+D9SD554eXlx+fJlXr9+TenSpXF3d0dfXx+AEydOULlyZUqXLp2XyRX+P/U6NisrC6VSKedVTEwM9+7do2bNmjRq1IjixYvz+PFjpkyZwuLFi7G0tMzLpAtf8KVOeFJSEgYGBowdO5YmTZowceJElEolAwcO5OXLlzRp0gRnZ2cRCM0HDh8+TKlSpahRowZv376lS5cutG/fnkWLFgEfTrb+/fff+eOPPyhevDgzZ85EV1dXHA6goT4+0fbJkycYGBgwYMAAihYt+sWDdVTddoVCwcOHD3ny5AmVK1fGzMzsm6ZfEL5XIngmaIzjx4/z008/AR9OY9PW1sbGxgYTExMWLFggX3fgwAG8vLzo2rUr48aN+6TRKE5y02yqBkN2dja//vorz58/x8PDg7p16+bKxz59+lC+fHk8PT0B2L59O/PmzcPV1VUEzvLYx7MSkpOTGTduHP3795eXDuTk5ODt7Y2fnx+RkZHUrl2bx48fExERwbRp00Rj/l9C/f2bmZlJdnY2BgYGKBQKMXtFA6nn1/r164mLiyMtLY0ffviB6dOnA/95R+fk5PDu3Ttmz54tHwAiyq3mUc/TR48ekZ2dTaVKleTvHz9+zKBBg5g3bx6dOnXi5cuXODk50blzZ9q3by9mJOUDR48eZdy4cRQrVoxZs2bRs2dPjh49iqurK+PHj+eXX36Rr1X/exDtYc2knkeurq5ER0dTtWpVEhMTycnJISQkBDMzs0/yTz3gtmHDBlxdXYmNjaVy5cp58jsE4XskakxBI4SGhuLo6Chv+q9eWaSmpgLIp8i0b9+en376iYiICDIzMz9p+ImGgmZTBc50dHQICQnByMgIe3t7rly5kmtT2+joaHk6enZ2Ns+fP8fHx0cEzvLY8OHD8fPzy/XZ+/fvuX37NgYGBsB/DnZQnea2c+dOsrKyKFu2LDNmzEBbW1ucCqXBPjem9qVxNi0tLfk7XV1defNiSZJE4EzDqB+44u7uTkBAADVq1KBz5874+vqyePFi3r59i0KhICMjg7CwMGxsbHjx4gVBQUGi3GooVZ66ubkxatQo+vbti7W1NTdv3kSSJAoXLkzVqlXZsmULu3btws7OjqSkJDlwJk6Z1zwf50nz5s1p3749ZmZmeHt74+zszM2bN2ncuDGXL1/m1atX8ntYvU0s2sOaSZVHiYmJpKSkEBwcTEhICO7u7piamtKnTx8SEhLQ0dEhOzsbyB04Cw8Px8fHBxcXFxE4E4RvTATPhDwXEhJCuXLlaNCgAbGxsXIATaFQUKVKFfbv38+dO3dyjXhXrFiR0qVLixOE8ilVg0BXV1c+Rn3evHmfBNC0tLTkQNvo0aPFUj8NMH36dMaOHQsgN+pKlixJo0aN2LlzZ67TMw0NDTE0NCQlJQVdXd1czxEzWDSTUqmU8y8xMZGMjAwAeSbS56iCZar7cnJyxBIwDaI6kViVJ/v372ffvn14eXkxbdo0ypUrh46ODlFRUdjb25OSkoK+vj6FChXihx9+IDIyEl1dXXlGuKAZ1Mvjjh072L17N9OnT2fZsmVcuXIFR0dHLl26ROHChenXrx/v37/Hw8MDSZLw9/cX+0xqMFWe3L9/H/jQZmrTpg3NmjVjzpw5FClShPPnzxMTE8OuXbu4dOmSeOfmMzExMXTu3Jnbt29TtGhRtLS0qFmzJosWLaJSpUr07duXFy9eoKOjQ1ZWVq7AmaurKw4ODnTp0iWPf4UgfH9EjSnkqZEjRxIWFkarVq0YM2YMFStWZPPmzWzcuBGAyZMnU6dOHcaMGcOlS5d49eoVaWlp7Ny5ExMTE3mfFiH/+TiApqWlxbhx47h79+4n14E4glsTKJVK6tWrh56eHn5+fsycOZO0tDQAWrduzatXrwgODubdu3fysr3U1FSKFSuWxykXvpaqnHl7ezNs2DDGjBnDihUrAL4480g9cLZlyxb27dsnZrNoiGXLluHu7k5CQgLwIeCdmZnJkCFD+OGHHzh69CjTp09n4cKFBAQEsH//ftzc3EhLS6NXr15MnjwZHR0dcnJyxCwWDZGeng78ZwDi6NGjPH36lLFjx8r7YEVERPDq1SuWLVvGtWvX6NKlC35+fmzYsIGAgAA5GCrqVc119uxZOnXqxPLly7l+/TrdunXj2rVrXL58mYkTJzJv3jxatmzJy5cv5UFnIf8oUaIE1atX59atW/LgoiRJVKlShUWLFlGlShVatmxJUlKS/H14eDgeHh44OTmJVRiCkEfEnmdCnrlx4wYzZ87E29ubSpUq8ccff1C6dGmWLl3KvXv36N69O4MHD+bNmzfMmjWL8+fPY2xsjKGhoXzKpq6urtjoVgP9nTxRzSzLyspi3rx5ODs7i9kNGk6pVHL8+HEmTZpEr169WLJkCfDh0IDDhw/z/v17LC0tuXPnDqmpqWzdulV0vPOR2NhYPDw8GDduHLdu3SIuLo5atWrJ+w+qb0CtXtYjIiJYuHAhq1evpm3btnmWfuE/XF1diYuLo1mzZvz666+YmZnx7t07kpOTMTIywsrKip9//pmxY8fy5MkThgwZwvPnzxk7diw2NjZ5nXzhI9bW1nTt2pWOHTuiVCpJTk6mWbNmAEycOBFra2v52pcvXzJ8+HBMTEyYOnUqDRs2lMuqmHGmeT7Xbtq9ezfr169HV1eXjh070rZtWwYOHMi8efPk4Mn+/ftp27ataDdpsM+Vt6ysLH7//XcWL16MlpYWmzZtomDBgvL3N2/eJDIykrlz56KtrU18fDxDhw5l5cqVInAmCHlIBM+EPJOcnEzXrl1p164dhQsXJiAggMuXL/Po0SP8/f25e/cuvXv3ZsCAAQDs3btXHnHt1q0b2traYjNUDaTeAHz79i2FCxf+y3s+zsesrKxPlvkJeefMmTPo6OhQv359XFxcKF++PIMHD+bUqVNMnDiRzp074+zsDHw4WTEuLo4XL15QsmRJpk6dKs9cEY17zfRxw37Lli0oFAp69uxJWloaR44cwdXVFUtLS1auXAn851CXj5eSODs78/PPP+fJ7xD+Q/09vGbNGvbt2ycH0EqWLAnAnTt3mDhxopy3r169wsvLi/79+1OzZk1RXjXMu3fvCA8PZ9iwYejp6ZGRkYG+vj7379/n119/pUyZMjg5OeXaA+nVq1d07dqVrl27Ym9vn4epF/6M+jtYla+qz/744w/i4uLw9fXF3NwcAwMDDAwMmDVrllyWQRwOoKnU8/b8+fO8f/+eAgUKUL9+fQDOnTvH0qVLgQ+HAKgH0D527do1atWq9c8nWhCELxLBMyFPqCqTM2fOMHLkSPT19dm+fTtlypQBPuzz4Ovry927d+nRoweDBw/+5BmiM6551BsJYWFh3L59mxEjRlChQoU/vU/MHtRcCQkJ2NraoqOjg7GxMXv27CE6OpoaNWoAcPLkSSZNmkTnzp1xdHT87Iwk0ajXXOr5FBsbS3p6Ort27aJjx44MHToU+HAgxKFDh3Bzc6Nu3bryDDQVVeBMLCXRLOrv49WrV7N//36aNWvGsGHDMDMz4/nz53Ts2JEBAwbQtm1b/P39yczMJCQkJNfBLkLe69ixI/Xq1WPZsmXAh062Uqmke/fuFC1alDt37jBgwAAaNmzI3LlzKV++vFy2k5OTKVSokGgvaSj1crphwwbOnTtHeno6jRs3pn///hgZGZGVlUVycjILFizg8uXLvH79Gl9fX1q1apXHqRe+1vLly9m+fTv6+vo8efKETp06MXToUBo0aEB8fDzOzs4oFAqCg4MxMjLKda/o7wiC5hBztoU8oWoo3Lp1C21tbbKysli3bp38fcWKFRk3bhyVK1dmx44dBAUFffIMUZFoFvUG4O3btzl79iw7d+4kPDycJ0+efPE+9c77xo0b5RE4QTOYmZkxYcIE7t69y549e1i6dCk1atRAqVSiVCpp3rw5q1atYs+ePSxatEg+HVc9GCo64JpJvex5eHiwaNEiIiIiuH37Nvv27ZMP7yhQoABt27bF1taWAwcOyHugAQQFBeHp6Ymzs7MInGkY9ZMUJ06cSIcOHTh16hQhISE8e/aMkiVL4uTkRFRUFIsXLyY1NZXAwED5AAhRbjWDn58fenp6cuAMPmx7sX79evbv309SUhJVqlQhIiKC+Ph4nJycePTokVy2jY2NxUmpGkz9tNRVq1ZRs2ZNypUrx44dO1i4cKF84E6JEiVYu3Yttra2DBo0iObNm+dxyoWvFRERQWxsLN7e3oSHhxMaGsrDhw8JCAjg+vXrNGzYEFtbWxITEz/bBhb9HUHQHCJ4JuSpKlWqEBsbi6enJzExMbmWFagCaEWLFuXevXviZE0Np2oAOjs7Y21tTaFChahTpw5BQUGsX7+eR48efXLPx0dvu7u706BBg2+abuHz1Dd8NzY2pmTJktSuXZs9e/YQHx+PlpYWWlpa5OTkyAG0qKgowsLC8jDVwt+hKnsvXrzgjz/+IDw8nMDAQNzc3Lh79y4TJkyQry1QoACtWrXCz8+PKVOmAB9mFO7bt4958+aJpZoa6ksBtNDQUF68eEHXrl3Zu3cvq1atYuPGjfJG8mImsObQ19cnPT2dzMxMVqxYgZeXF0uXLqV58+YEBASwd+/eXAG0CxcuMGvWLPmQCBXRAddc27Zt48CBA/j7+zNu3DiaNm3KrVu3uHTpErNnz+bdu3fytT169GDhwoXyoUuC5rt69SpNmzalXr16FCtWjAYNGrB48WJu375NdHQ0AA0aNMDHxwdHR8c8Tq0gCH9GLNsUNML79+85cOAA8+fPp3v37jg4OMjfPX/+HFNTU7S0tMTyPg134sQJbGxsCAwMpHbt2gBs2rQJDw8PevTowYgRIyhbtiyQexp6eHg4bm5uLF26VMxe0QDqswjPnj1LyZIlKVGiBBcuXCAgIACFQsH48eNp2LBhrvuuXLlCjRo1xIyVfGT9+vWEhYVRqlQp3NzcKFGiBEqlkvj4eGxsbKhTpw5r1qz55L7MzEz09PTEcpJ84nNLOFu0aMHAgQPl7RI+vk7Ie5IkceHCBVatWsWTJ09ISEhg+/btcj06b948zp49y6hRo+jUqRPGxsbcvHmT5cuX4+/vL/JSQ6mXM6VSyaFDh4iPj8fOzo6DBw8yd+5cJk+ejJaWFp6enrRq1YqFCxd+1R6yguZQ9VlmzJhBVlYWXl5e5OTkyDN7o6KicHNzY+fOnRQvXly+T9SrgqC5RK0qaIQCBQrQoUMHHB0d2b59OwsXLpS/K1mypDx6LgJnmkV9dhJ8mIliZGRE0aJF5e8GDRqEtbU1oaGhbNq0SZ6BpmoYRERE4OrqKgJnGkKSJLlR7+7ujq2tLfHx8SgUCpo2bcqvv/6KJEn4+/tz9uxZ4MOMli1btlC7dm0xGq7hPi6zTZo0QUtLiytXrvDmzRvgw2ylH3/8EU9PT65evcrAgQM/eY6enh4gZrPkFx/PQOvYsSNbt27lyJEjn1wnaA6FQkH9+vXR1tbm4cOH1K5dm0KFCsnfL126lB9//JGgoCD27dtHYmIi5ubmrFu3LleeC5pFVc7Wrl1LdHQ07du3Z9SoUSQnJ7NmzRpGjx7Nr7/+SufOnSlatCjHjx//7CCGoNlUfZZWrVqxb98+4uLi0NbWlutNfX19ypUrh6GhYa77RL0qCJpLtJIEjaGvr8/PP/+Mo6MjERER+Pv75/peNOo1jypPnj17Jn+WlJRESkoKWlpavH//HoCuXbtSrFgxtm3bRmxsLBkZGcCHwJmDg4PYL0mDqBp7AQEBREdH4+HhQfv27dHX1wegdevW/PrrrygUCmbPnk2vXr24fv06v/zyi/wMMfNMc6nK7OXLl0lKSsLc3JxVq1ZRqFAhHB0dSUxMBD78HTRs2BBnZ2eMjY1FJ/xfQD2YMn78eGxsbD4bGBU0R3Z2NklJSWhrazN16lS0tbWZPXt2rjp36dKlNGrUiGXLlnH+/HkAeZsL0W7SLOr7zm3fvp0NGzZQs2ZNAExNTXny5AkvXryQ9zN7+/YtFhYWODo6MmvWrDxJs/B/17lzZ/r378/EiRM5ePAgiYmJJCcns23bNooXL46BgUFeJ1EQhK8klm0K/6j/ZpllRkYG8fHxNG7cWHTC84Ht27ezfPlyjh8/DnzolN28eZPNmzdTrFgx4MOJjWvXrsXU1BQfHx82btxI3bp1WbFiBRYWFnTo0CEvf4LwkYyMDCZOnEizZs0YPXq0/Ln66XtXrlzh+vXrJCQkMH78eHnGmSizmu/06dMMHz6cOXPm0LNnT4oUKcLt27cZNWoU1apVw9XVFRMTEyD3O1ws6dM8X8qTP6t7P14SJJYI5R+xsbFER0djZGSEvb09pUqVkr/z8/Nj9OjRIi810Pv37ylQoID87yNHjnDt2jWMjIwYNmyYXAYfPHjAlClTqF+/Pn369GHlypUYGBjg5eWFQqEQZTUfe/bsGcHBwYSFhWFmZoauri4FChQgKioKXV1dUb8KQj4hgmfCP0a9Inj37t0nRy9/DdFQ0HyJiYkMGDCAoUOHMnz4cG7fvs3ixYu5c+cOtra26OrqEhMTA8C6devo0KED3bp1w9ramrS0tE+mqwt5LzExkS5dumBnZ0fPnj1zleWMjAySk5MxMzPLdY8oq/nL8uXL2bJlCxMnTqRbt24YGxtz+/ZtRo8eTbVq1XBxccm1B4ugedTL5fHjx0lPTyc1NZVevXr96X3qgbXk5GSMjY3/6aQK/0fq71dVAK1QoUIsWLAgVwDt42uFvLd48WIqVKhA3759MTIyIjExkWbNmgEwatQobG1t5WszMzMJDg5m69atpKSkUKZMGUJCQkRw5V/kwoULJCQkoKOjQ5s2bdDW1hYDj4KQj4i3sPCPUK/k165dy7x583jx4sVX3aeSkZEhGoAa5uNYe05ODoaGhjRp0oRz584BH05QXbZsGe3bt8fLywsvLy+ys7Pl/ToKFiwoN/ZF4CzvfW78xMTEBAsLC/bv38/bt2/lUzXhw6lRGzdu5O3bt7nuEWVVM6nnr/r71dbWlj59+uDt7c327dt58+YNVatWJTAwkFOnTuHn55cXyRX+BlUd6+rqyqJFiwgMDGT16tX06tWLy5cvf/Ye9cBZcHAwI0aMyHWSn6CZtLW15fLbs2dP+vbtS2pqKjY2Nrx+/fqTawXN8erVKzZt2sSuXbt48+YNJiYm7N27F1NTU+Li4vjjjz/ka/X09BgxYgSBgYGsXbuWsLAw+QRcETjTPOr1a2Zm5lfd88MPP9CpUyfat2+PtrY2OTk5InAmCPmIeBML/whVJb98+XLCwsJo1qwZWVlZf3qP+kblYWFh+Pv7f3VlJHwbqk7X8+fPgQ+N9AIFCtCvXz8OHDjA9u3bUSgUlC5dGgcHBzZt2kRUVBTr169HT08PT09P3r59S5MmTfLyZwj/n/ohHM+fP+fOnTtyUKxTp048evSIoKAgOZCdnp6On58fV69ezbVptaC5VPkbGBjIrl27cr1TZ86cSb9+/XB1dWX79u0kJSVRpUoV9u3bx+zZs/MqycLfEB4ezpYtW/Dx8SE8PJzp06dz/fr1XAExVQdPPXAWHh4ub0z+38wKF7491YnjAD169KBz587UrFmTokWL5nHKhM9RBTu9vb1p1KgRgYGB7N69m6SkJCpUqEBwcDCPHz/Gw8ODhw8fyvfp6elhZmZGrVq15IErEVzRTKr3qZ+fH1u3bgU+PZTnY6oyrBqQFEFRQchfxNtY+MccPnyYbdu2sXr1aiwtLQFIS0vj9evXFCtWLNesI/VGfUREBM7Ozri6usonugmaIyoqioiICH788UcmTZqErq4ulpaWDBkyhB07dtC0aVNMTEzQ0tLC1NQUhULBjRs32LRpE3v37iUwMJBy5crl9c/47qkHq1esWMGpU6e4desWjRs3pnbt2kyePJknT55w7Ngx9uzZQ5UqVXj69ClZWVnExMSgUCj+qz0NhbwRHx/PyZMn0dfXp1WrVvK7ddasWdy5c4eAgADS0tIYPHgwZcuWBcTyr/zg4cOHDBo0iJo1a7Jr1y7s7e1ZuHAhTZs2JT09HQMDg0/2SgoPD8fV1RUnJydxUIsG+DvvUfX3rvphD2JJn2abMmUKM2bMICwsDIVCQadOnahcuTLh4eEMGDAAJycn5s2b99m2kXgHa76nT58SHR1Nly5dKFiw4BevUy/rjx49omLFiqINJQj5jKhphf+Zj5d/JSQkUKFCBSwtLbl+/Tpr166lV69e9O3bl5UrV8ozXD4eDV++fDkeHh507tz5m/8G4VMfj6JZWlrSsWNHDhw4wKBBg/Dy8uL58+e0bduW+/fvk5CQIJ/qpsrXIkWK0KhRIyIiIqhVq1Ze/AzhI6q8WbNmDeHh4UybNo09e/agp6dHYGAg9+7dY+rUqcycOZMOHTpQrFgxOnXqxJYtW+RlJKLRp5k+txR39erVdOrUCTs7Ow4fPpxrBlrp0qXR09MjPj4+V8NfdNo0y+dmNFy/fp3s7GzOnTvHvHnzmDFjBoMGDUKpVOLr68vGjRuB/+RlZGSkCJxpEPV68uNy+6UtiRUKBdnZ2Z88R9AsqmCmo6Mjtra2aGtrk5KSgpubG3v27CE5OZkqVaoQERHBhQsXmDVrFgkJCXmcauHvUJ8JamRkxIULF4DPl0f1vk5oaCidO3fOdWquIAj5hCQI/wM5OTnyf6ekpEiSJEm//fabZG5uLk2dOlVq1aqVNHPmTCkyMlLatGmTVLt2benmzZu5nhEeHi7Vr19f2rNnzzdNu/Bl6vl64sQJae/evdKpU6ckSZKkzMxMycfHRxoxYoTUoEEDaf369VLDhg2lYcOGSdnZ2Z88S6lUfrN0C1+mygelUiklJSVJw4YNk3bv3i1J0oc8rlevnhQZGZnr2o99Ln8FzaBeZlNTU6WkpKRc39vY2Ej169eXdu/eLb169Ur+7Nq1a7n+NgTNop6vV65ckZ49eyZJkiRt375d6tGjh2RhYSGXW0n6UA+PGTNG8vT0lD+LjY2VzM3NpX379n2zdAtfpl7OQkNDpZkzZ0q+vr7SxYsXP3vN5z47cOBArr8NQbPs3LlTatiwoXT9+nW5bTx9+nTpp59+ksLDw6Xk5GRJkiTpxo0b0qhRo0Reajj1svdxO2jYsGHS6NGj//K+TZs2SY0aNZJ27tz5zyRSEIR/lFi2KfyfqS8X8Pf35/r168yZM4fGjRvj7e3Nrl27mDZtGk2bNsXMzIykpCQ2b96ca+ZDUFAQ3t7euLi48PPPP+fVTxHUSGrL+tzd3dm6dSsmJibcvXuXjh07MmvWLCZNmkRmZibh4eEcOXKE9PR0srKyPrt8RMxSynvqZTU1NRU9PT1SU1OpUqUKBw8eZObMmdja2tKvXz8yMzPZunUrVatW5Ycffsj1HDEjSTN9fFDLmTNnuHHjBv369eOnn36iYcOGuLu7Y2dnh6OjIyVLliQ7O5uMjAyqV6+OQqEQy780kPq72MPDgzNnztC/f3+6d+9OjRo1MDMzQ6FQyHtf3b9/HycnJxITE5k8ebL8nMqVK+Pr60urVq3y5HcIuanqRF9fXwIDA2nevDmRkZGcPn2afv360alTp0+Wx0sfbXGxcOFCQkJCaNSoUZ79DuHLkpKSKFOmDGXLlpW3KvHw8GDy5Ml4enqiUCho164d5ubmrFu3DhBLcDWZquxt3ryZW7duYWVlRfHixVEoFMycOZOZM2dy+PBh2rRpI98jfbS6Rsz8FYT8TQTPhP8z9cMBtm/fzpQpU0hPTwegQ4cOtGnTBh0dHbKyskhPT8fW1hZ9ff1cy/devHjBokWLROBMg6gqe39/f7Zs2SLvXRcaGoqjoyPp6enMmjWLChUqMGzYMNq3b8/jx49p0KCB6IRrKFV+LFmyhJycHMaOHQt82ND49OnTzJo1i0GDBgEf9vDYu3cvxsbGeZVc4W9S5a+npydRUVFYW1vTu3dvVq5cyR9//EFqaiqtWrXCxcWFiIgIXr58SWZmJtbW1vKpXyIwqnlU7+JVq1YRGRmJp6cnFhYW6OjoULVqVcaPH4+vry+LFy9m0aJFFC9eHAMDAzZt2oSOjo6cr3Xq1MnjXyLAp8GRZ8+e4eXlRePGjbl06RLr1q1jw4YNKJVKunTpItenCoUiVyfczc0NLy8vETjTYEqlkjdv3qCvr4+Wlpa8D+GkSZMYMGAAK1euxMTEhPbt28tBFtFu0jzqZVapVHLt2jWuXbtGly5dGDhwII0aNaJp06aYmppy6dIl2rRpI+enqsxu2rQJT09PETgThHxOIUlf2FRBEP6G/fv34+DgwKpVq+TDATIyMnj16hWlS5dGqVQSExNDbGws6enpREREyPsmiVOENFdCQgKenp60bNmSLl26sG/fPubPn8+QIUMIDQ2ladOmWFtbU7Vq1Vz3iU64ZlEf+bx//z7jxo1j6dKlNGzYkKNHjzJlyhR++uknVq1ahSRJpKamYmNjw/v37wkKChJ5mY8cPXoUZ2dnXFxcqFevHhcvXmTQoEGUK1eOMmXKMHr0aJo3b/7JfeJdrLkkSSIhIYHJkyczatQounTpIn+n6tS9ePGCV69ecfPmTcqVK8cPP/yAtra2yFcNo94Jj4+Px9DQkDVr1mBtbU21atUAuHLlCv7+/rx+/ZqhQ4fSqVOnXM8Qs1fyj5SUFLp164alpSVeXl7y5xcvXiQqKgpTU1MmTZok6th8Yu/evVhYWMiH6oSGhnLhwgUOHTrEkCFDuHfvHnFxcURFRVGlShX5vhMnTmBlZcXKlStFmRWEfE60qIT/icePH1OxYkUsLS25ceMGx48fJzo6moSEBEaMGMHw4cMpXLgw9evXZ+rUqejo6IhGfT5gbGxMu3btaNy4MZcvX8bFxYXJkyczbNgwChcuzLJly3jz5g0uLi6UKlVKvk80BDXD27dvKVy4cK7lQU+fPqVZs2bUr18fSZJo2bIls2bNYunSpYwdOxalUklGRgZv3rwhOjpazEjKZ4oXL87AgQOpV68eR48eZdasWTg5OVGlShWGDRtGSEgIaWlpdOjQIdd94l2suVSzFxISEihQoECu77S0tMjIyACgVq1auWZ05+TkiHzVIOrLb11cXIiOjgYgPT2dJk2ayMGz2rVrM2bMGAIDA/Hy8qJIkSI0bdoUgA0bNuDj4yMCZ/mAJEkUKlSIxYsXM3fuXMaMGcOUKVOQJAkfHx9KliyJtbU1IAYcNZ0kSbx69Yrp06fTunVrpk+fTrVq1Rg6dCi9e/dmyJAhBAYGkpycTFpaGocOHaJKlSpyvpYpU4bw8HDq1auX1z9FEIT/I9GqEv426TPHqlepUoXly5czbdo0rly5Qt26dRk+fDgKhYJFixbRo0cPOnbsKDf2RKM+f9DX16d169bo6uoSFxdHtWrV6NWrFwC6urp0796dxMREzMzM8jilwscmTpxI8eLFcXBwACArK4vExEQiIiJo0KBBrqUhv/76KzVr1mTPnj0AlCtXjiFDhoggdz5UuXJlSpUqRWpqKkFBQYwaNYqePXsCUKlSJa5cuUKNGjU+CZ4JmuNzdWx2djbZ2dk8efJE/reqXN64cYNz587Rr18/ChUqJN8jOuOaQz1PHz58yMmTJwkICCA5OZk9e/YQHBxMgQIF6NOnD/AhgDZs2DCOHj0qL8u8e/cuvr6+2Nvbi8BZPqDK76ZNm7Jy5UocHR2ZOHEiOjo6mJqasnr1avlaUVY1j3qZVSgUlChRgvDwcCZNmoSPjw8TJ07E3NwcQ0ND6tevT40aNXj37h0eHh5s2rSJ4cOHo6enB3yoewVB+HcQPSLhb1FfcpCcnEyBAgVQKBS0bNkSFxcXdu/ezYQJE2jatCmlS5fm+fPnWFpakpOTk+s5oqGQf6g6aPfu3SMlJQWFQkFGRgYnTpyge/fu8hIisceZZpkzZ44c1Hz//j0FChRg0qRJGBsb4+XlRVRUFP369UOSJCRJomHDhvJ+dSoiyJ3/GBgYYGBgQGJiIi9fvqRYsWLAh+VD5ubmTJgwgXbt2uVxKoUvUX+Pvn79GmNjY5RKJWXKlGHw4MG4uLhQrlw5WrduDUBmZiZeXl6UKFECIyOjPEy58GdU79XAwECuXr1KkyZNqFu3LoC8mby/vz+AHECrV6+ePFNFqVRSqlQpwsPD5SVjQv6gp6dHw4YNiY2N5caNGygUCqpVq4aWlpYYnNJgqjKblpaGoaEhkiRhaWnJ6tWrGT9+PKtWrcq1bYmBgQGGhoYsXLiQnj17snfvXrp165aXP0EQhH+AeGMLX019ycGaNWs4deoUL1++xNzcnF9//ZUePXrQpUsXdHV1ycnJIT09HXt7e/T19cWoSz6makAMGDCAoUOHMmjQIDIzM9HT08t1wIMInGmG06dPY2lpSbly5QAIDg5mx44d+Pn5YWJiwrBhw+SyWaBAAblxpwqiqQfPRJA7/8rMzKRgwYKcO3eOzMxMDh8+zLt372jfvj0KhUIsE9JQqvfoqlWrOHjwIHp6erRp04bBgwdjZWXFy5cvGT9+PH379gXgwYMHJCcns3bt2k9OZhTy3scnHL948YJDhw7RsGFD+ZoqVaowePBg4ENw7f379wwZMiTXc7S0tDAwMBCBMw3xd8uZ6u+gRo0a8mdicErz+fr6cuvWLWbPnk2JEiWQJIk6derg6+vLsGHDUCgU8gw01d+DgYEBenp6ZGVl5XHqBUH4J4jervDVVBXDypUrCQ4OpkePHvzyyy9oaWkxcuRIDh8+jK6uLmlpaWzfvp0xY8bw6tUrAgMD0dLSQqlU5vEvEP4v6tWrR0REBG3btqVv375s2bJFXtYnaIaoqCiGDx/O3r175X2QmjZtytOnT7G1tSUxMZGCBQsyfvx4rKysmD17Njt27JD3VBIB0H+PkiVLMnbsWO7du0dkZCRKpZINGzbIARYRONMs6mc3xcTEEBISwoABAyhdujSHDx/GwcGB7OxsHBwccHZ25tWrV7x9+5ZatWqxZcsW+QAeETjTLKp36vv37ylYsCDDhw9n1KhRHD9+nI0bN8rXValShSFDhlCrVi3Onz+POMtLc6lOPgU+yacv5ZuWltZXXyvknY/7KVWqVGHHjh34+Pjw8uVL+eTb2rVrY2Njw8GDB/H09OTRo0fyPcePH+fWrVvyzFJBEP5dxGmbwl9SH2F78eIF48ePZ8yYMXTu3BmAV69e4efnJzf4y5cvz/79+7lz5w7Tpk0T+yb9i4l81TyOjo5s3ryZRYsW8fPPP2NoaMidO3cYOXIkVatWxd3dnaJFi5KWloavry++vr6sW7fusycwCppFNXtBVW1/KVCi/s5OTExEW1tbPjhClFnNFhcXx6lTp6hVq5Zcx27atImtW7dSpkwZ5s+fT9GiReWl2CpiJqHmioyMxNfXl6ioKExMTHjx4gVhYWGEhIQwe/ZsBg4cKF/75MkTSpUqJZdzEQzVLOp5EhYWxu+//061atVo0qSJfNL85/JN/bODBw/Spk0bMVilYdTfoQ8ePEBPT49SpUpx6dIlBg4cSJ8+fZgyZQqmpqbAh3J94sQJMjMzWb16tZyfT548QZIkMUtUEP6lxJtb+FPqI2yvX79GT0+P27dv52qkFy9enOHDh1O9enXOnDmDkZERnTp1YubMmejo6Iip6f9iIl81R2ZmJgDz58+nb9++LFmyhAMHDpCamkqVKlUIDAzk9u3bzJgxg6SkJAwNDRkzZgwLFy6kcePGeZx64Wuoz2JRLb38HNXsMvhwYm6RIkXkz0SZ1Ry2trZcuXJF/veZM2dwcnIiJiaGggULyp/379+fHj168PTpUxwdHUlMTMwVOBMzCTVbw4YN0dXVZezYsSQmJmJqasrgwYMZNmwYrq6uREZGyteWKVNGnqkvAmeaR/3kai8vL3JycoiMjGTlypXygTvq71/IHTiLiIhg0qRJxMfHf/vEC5+1ceNGrl27Jr9DXV1dGT9+PD179mTw4MEkJSURExNDdHQ0Pj4+/P7776SmpnLkyBE6derE2rVr0dLSkuvjMmXKiMCZIPyLieCZ8KdUnTV3d3dcXFxQKpU0btyYuLg4kpOT5evKlCmDtrY29+/fBz6s+VcRjXpB+GdJkiSf6hQZGYm5uTmpqam4uLiwf/9+0tPTqVq1KkFBQdy5c4eZM2fy+vVrjIyMGDRokFh+q+HUl5Ls27ePDh06kJSUhLa29l8G0FTv8Ddv3ojOuAa5efMmxYsXx9zcXP7MwsKCDh06oK2tzZYtW3j//j3woQ4dMGAAPXv25MqVK4SFheV6lshXzfHxsi9JkqhcuTJ+fn5kZGRgZWUln1CtCqDZ29tz4MCBXPeJWUma5eN8ffbsGV5eXnh4eODh4YGRkREbNmxg165dAPLyPvXAWXh4OK6urnh5ecknqAp569GjR/j6+rJp0yYePnzI/v372bp1KzNmzMDOzo66desyfvx4bt26RWxsLMePH2fq1Kl069aNx48fy6dWiwEMQfh+iNpZ+Cz1UbO4uDiOHDnCsGHDMDExoUGDBsTHx7N9+3bevXsHQHp6OtnZ2ZQsWTKvkiwI3y1V49zLyws3NzcMDAywt7fnxx9/ZOHChezdu5f09HR5BlpcXBxr167N9QwxI0kzqW84vnfvXq5evcqrV68YN26cvCTzcwE09U7bxo0b8fb2lt/XQt4zNzdn1qxZ6OrqEhERwbFjxyhYsCBjx46lf//+PHr0iBUrVsh7F2ppadGvXz9mzZrFxIkT8zj1wpeoyqp6EEWSJMqXL4+Pjw+ZmZmMGTNGDqD179+fxYsXy6enCppH/R0cHx/PtWvXeP36NSYmJgBYWloyZswYihcvzsaNG+UZaFpaWp8EzpYuXZrroCUhb5UrV461a9dy9epVNmzYwIkTJ7CysqJ9+/b06tWLSZMmMWfOHObNm0dqaiqhoaHMnz8fa2trsdekIHynxJ5nwp+KjY3lypUrSJLEggUL5M8dHR05ffo0RYoUoXr16ly/fp2UlBRiY2NFJ1wQ8kBSUhK//vorQ4YMYdCgQfLn9vb2bNu2jcWLF9OuXTuMjIx4/PgxpUqVEiOl+ciyZcs4ePAgPXr04N69e5w/fx5DQ0NCQkIwMTHJtV/Lx8uEHB0dcXV1pVOnTnn5E4T/T70z/vz5c+bNm8fz589ZsGABTZo0IT09HT8/P06ePEn9+vWZPn06+vr6uZ4h9jjTXM+fP6d9+/Y0btyYdevWAf8pk9evX2fYsGHUrVsXFxcXihcvLt8n9iPUPOrvUhcXF6Kjo4EPA8Zz5szJdSrqlStXCAwM5MaNGyxYsICmTZsCsGHDBnx8fHBwcKBjx47f/kcIf+nq1avY29vz6NEjRowYkWuA4s2bN9jZ2VG6dOlc/SAQ72FB+B6JmWdCLh/HUg8cOEBoaCjXr1+X91SCD/sqjR07lho1avD8+XMsLS3lwNmXlhEJgvDPkCQJSZJIS0ujcOHCwH/2QHNwcMDc3JyVK1eyc+dOMjIyKFu27J8u+RM0y9WrV9m5cyeLFi1i0qRJuLm54eDgIJ/epz4D7eNlQsuXL8fd3V0EzjSEeuBMNVt70qRJmJub4+TkRFxcHAYGBowZM4YWLVrw+++/4+DgkKv+BbEdgib5eElfyZIlCQ4O5vbt21hZWQH/mR1cqlQpKlasyIkTJ3Bzc8t1nwicaRb1d+nDhw85efIkAQEBuLm50a1bN4KDg+VgGkDt2rUZNmwYHTt2lJdl3r17F19fX+zt7UXgTINZWFjg5OSEkZERBw4c4Nq1a/J3RYoUwcTEhIcPH35yn3gPC8L3RwTPBJl6Q2H79u3Exsbi4+PD4MGDuXv3LjExMaSlpcnXd+vWjfnz5+Pt7c2cOXPkfZNEZSII35ZCocDExISqVauyYcMGlEolenp6ZGdnk5OTQ9myZcnMzGTnzp25ZrCIspo/pKam8vbtW8zMzOTPmjRpgpWVFY8ePcq1hFPVkQ8PD8fNzQ0nJyexTEhDqAfOAgIC8PHxITk5mfr16zNkyBAqV66Ms7MzcXFx8oEelpaWaGlpoaurm8epFz5HPU9PnTrF/v37OXr0KA0bNsTd3Z1bt27JATT4sB9stWrViI2NZenSpXmVbOErqNrDgYGBrFy5kiZNmlC3bl1atWqFlZUVLVu2xN/fP1cArV69ekydOlV+F5cqVYrw8HC6du2aVz9D+Erm5uasXr2anJwc1q9fz/Xr1wF49+4dd+7cEdvSCIIAgBjmEoDcDcBbt24RGBiIUqmkcOHC2Nvbk5aWRnBwMAUKFKBTp04UKFBAvke9Ay5GTgXh21OVRSsrK5ycnJg2bRpeXl7o6OigVCrJzs4mKCiIqlWrArkD5YJmUc8bVb5WqlSJ8uXLc+zYMSpWrIi2tjY6Ojo0bdqUypUr8/LlS8aNG8e6desoXLgwmzZtkgNnYraD5lDVscuXL2fbtm1MmDBB3tOsQYMGAKxfvx4XFxfmzJlDkyZNmDFjBnp6evIG5GIjec2hfiCHu7s7W7duxcTEhLt379KtWzesrKxwd3fH1taWnj170rZtW86cOUN2djbVq1eXT+gTgxiaRb2cpaam8uLFCw4dOkTDhg3la6pUqcLgwYOBD8G19+/f51rCCR/Ku4GBgTh5MR+pUaMGzs7OzJo1izFjxlC7dm309PTIyMjA3t4eEO0nQfjeiVaYAPynUb9s2TK8vb3R19fn+fPnODk5sW/fPlxcXLC0tMTPz499+/aRnp4uGvGCoCFUZbFevXqMHDmSe/fu0a5dO2bMmEGfPn24efMmlStXljvgouGnmT7OG9UJqEWKFKFOnTrs3buX/fv3y99nZWVRtmxZrK2tycnJYceOHQC8fv0aZ2dnETjTQLGxscTGxhIQEMCQIUMwMzMjPT2dd+/e0aBBAyZOnEilSpWYOXMmV65cQV9f/5OTUwXNoCqr/v7+bNmyBR8fH2JjY7G1tSU6OpqVK1diampKSEgIZmZmnD9/HmNjYzZs2ICWlhZKpVIEzjSQqpy9f/9eXho/atQojh8/zsaNG+XrqlSpwpAhQ6hVqxbnz5//ZNsTIX+qVasWnp6eGBoa8uTJE9q2bcvmzZvF4QCCIADiwABBTUxMDM7OzgQHB8vLvOzs7EhOTmbChAm0b98eOzs7Dh06hLu7Oz/99FNeJ1kQhP9PNRqalZXF06dPCQ8PJzU1FX19fWbPni3vRyg6a5pJfbZDcHAwFy5c4NGjR3To0IHevXtTuHBhpk+fzsuXL6levTr169dn69at6Orq4uvrS58+ffjxxx/l0XFBM/n5+XHz5k3c3d25c+cOJ06cYNOmTRQsWJAOHTowfvx4Tp8+zW+//cbkyZNFedVwCQkJeHp60rJlS7p06cK+ffuYP38+Q4YMYcOGDTRt2pT58+djZmZGVlaWvPxWHA6g2SIjI/H19SUqKgoTExNevHhBWFgYISEhzJ49m4EDB8rXPnnyhFKlSqGlpSVmJf2LXLp0ic2bN7N48WIx81cQBJkIngkyT09Pzp49S2hoKPBh9C0hIYEpU6bw6tUr5s6dS/v27Vm9ejVjxowRe7AIwjfycaPtvwmCic5a/uDu7k5kZCR9+vSRZ5NZWlpibW1NxYoVCQ4O5tSpU7x7945SpUrh6emJvr4+Y8aMoXHjxowePRpAdOA0VFBQEMuWLcPKyoqDBw9SrVo1ateuzbNnzzh16hQbN26kWLFi8vUi4K3ZMjIyOHbsGI0bN+bBgwdMnTqVESNGMGzYMDmvf/zxR1xdXeU9k0SARfPdvXuXiRMnYmRkhJ+fHyYmJiQkJLBx40ZCQ0OZPXs2/fv3z3WPCK78+6jKqshbQRBURE9KkCsH1br+rKws9PX1ycrKwszMDBsbG8aPH09QUBA6OjryEc6iUS8I34aq0bZt2za6d+8ub0b8pcacakxE1egDsR+hJtq4cSP169enRo0aANy4cYPdu3fj5eVF48aNAejatStOTk6sWrUKd3d3xo0bx4QJE3j37h1GRkbAh4GPK1euMH/+fNEp13AjR47kzZs3XL58maFDh9K8eXMqVqzIrVu3uHjxIm/fvs0VPBN1rGbT19endevW6OrqEhcXR7Vq1ejVqxcAurq6dO/encTERExNTeV7RBnVLB/XpZIkUblyZfz8/Jg0aRJWVlYEBARgZmbG4MGD0dLSwt7eHhMTE9q3by/fJ4Ir/z5iybwgCB8TbwNBbsi1b9+e69ev4+/vDyDPLMvKyqJly5bo6Oiwfv16MjMzAdGoF4RvKSkpCScnJ5YtWwb8dUNdVa6zsrJEw08DPXr0CF9fXzZu3Mjt27eBD3n6/v17ChQoAHwYoLC0tGTu3LkcOXKE48ePy3lpZGTE7du3mTx5Mtu3b2fdunVUqFAhz36P8NdUQe1p06axevVqhgwZQsWKFcnMzGTZsmUULVpU5GE+pBqYuHfvHikpKSgUCjIyMjhx4gStW7cmICBA3uNM0Dyqd+quXbuA/wRMypcvj4+PD5mZmYwZM4bExETMzMzo378/ixcvpnXr1nmYauFbEcFuQRDUiR6VIDM3N8fR0ZG1a9eyfPlyrly5wqNHjwgNDaVWrVrY29sTFxdHfHx8XidVEP71Pu5oFSxYkEmTJnHr1i0uXLjwxfvUlwSFhYUxadIkOeAtaI5y5cqxZs0arl69SnBwMHfu3KFIkSKkp6fz4MED4MPfgFKpxNLSkurVq3P//v1cz6hatSq9e/dm/fr11KpVKw9+hfB3qDrl8GHG0vv37wkNDWX8+PG8evWKtWvXiiBLPqR63w4YMIBLly4xaNAgunfvzpMnT/j555/l68QghuZ6/vw5tra2uZa9S5JEhQoVcHV15eHDh9ja2vLq1StKlSrFgAED0NHRkQ91EQRBEL4PoiYXcunduzfu7u7ExsYyadIkhgwZwosXLxg5ciQFChSgQoUKmJiY5HUyBeFfT9XRiomJ4eHDh+jp6dGhQwfevHkjn6r4MfXAWXh4OJ6envTp0wc9Pb1vlm7h69WqVYslS5Zw9epVAgMDUSqVjB07lvnz53P27Fl0dXXR0tIiLS2NzMxMihQpIt+rCsK0bduWcuXK5dVPENR8zRayH5+mqlQqKVu2bK7T3ESQJX+qV68eERERtG3blr59+7JlyxYRYNFQHweoS5YsSXBwMLdv38bKygr4T1ktVaoUFStW5MSJE7i5ueW6T2yHIAiC8H0RBwYIn5WQkMCzZ8/Izs6mfv36aGlp4e7uzoEDBwgJCaFEiRJ5nURB+NeLi4tj5MiRlC1blvHjx/PTTz/x+vVr+vbty4oVK3LNavg4cObq6oqTkxMdO3bMq+QLX+natWvMmzeP2rVr07FjR44ePcqGDRuwsrLC0NCQc+fO8eLFC7kzLmge9X2T/s5+oOrXin1E/33EQS2aR72snjp1itTUVPT09GjVqhXx8fHMmDGDatWqERAQAHw4FGLx4sUMGzaMatWqiTIqCILwHRPBM+Ev3bp1C39/f44ePUpwcDA1a9bM6yQJwr/S5w4BGD58OFevXqVLly68fv2aFi1akJKSwvHjx3F0dPxkj6SIiAiWL18uAmf5zLVr11iwYAEWFhb07NmT+/fvs2nTJgoUKEDJkiVxcnJCV1dXBFg0kHq5DQgI4MWLF0ybNg1DQ8Ovvi8zM1PMEBWEf5j6IJO7uztbt27FxMSEu3fv0q1bN6ysrHj9+jW2trYULlyYtm3bcubMGbKzs9m4cSNaWlriHSwIgvAdE8Ez4U9lZ2fzxx9/sH37dnr37k21atXyOkmC8K9348YNTExMMDU15fLlywQGBlK3bl1KliyJs7MzBgYGpKenY2VlxZAhQ+QOeGxsLHZ2dnh5eeWalSbkD1evXpUDaNbW1pQoUSJXZ0/MYtFsy5cvZ8eOHYwaNYpOnTpRsmTJL16rnq9RUVHAh20TRKdcEP55/v7+rF+/ntWrV2NpaUloaCiOjo506tQJGxsbtLS0WLJkCRkZGRgZGeHp6Ymuru6fnnItCIIg/PuJGkD4Uzo6OtSqVQsbGxsROBOEf5gkScTHx9O/f39WrlzJsWPHqFOnDiVKlCAlJYVOnToRFRVFgwYNePnyJadPn841cyUzM5O1a9eKwFk+ZWFhgaOjI1evXmXJkiU8ePBADrBIkiQCZxpsx44dxMbGsmbNGkaMGEHJkiXJzMwkJSWFrKysXNeqB84iIiJYsGABRYsWFYEzQfgGEhISuHPnDnPnzsXS0pJ9+/bh5eXFhAkTOHHiBK6urujq6uLr64u/vz8+Pj5iP0JBEAQBEDPPBEEQ8pR6R1pl+/btnD59mkOHDmFlZUWFChVYuHAhS5YsoU2bNqSlpXH9+nXq1auXq8OdlZWFrq7ut/4Jwv/YpUuX2LRpE0uXLhWdtXxi7dq1XL9+nZUrV3Lz5k3i4uKIiIhAqVQyYMAAhgwZgr6+/mf3JnRxcaFDhw55/AsE4fuQkZHBsWPHaNy4MQ8ePGDq1KmMGDGCYcOGERQUxLJly/jxxx9xdXWVZ49+rp4WBEEQvj8ieCYIgpBH1JeAvHr1ivT0dPnkxHfv3nHkyBEcHBzo2LEjV65cQZIkVmc/FuIAAAwOSURBVK5cmWufM7H/yr+TqrMmlglpns91pCMjI7G3t2fkyJEcPnwYc3NzfvjhB548ecKuXbvYsmULpqam8vVib0JByDuqgSY/Pz/OnTuHm5sbhQoVIjQ0lEuXLpGYmIifn5949wqCIAi5iDUggiAIeUCSJLlh7uXlxYEDB0hMTMTExITRo0fTqlUrfvnlF+rWrUtAQAA6OjpcvnyZ+Pj4XMEzETj7d1IoFLn+RgTNoL6x/4sXLyhUqBC6urr079+fxMRETp48ybBhw2jevDkVKlTg4cOHXLhwgbS0NPkZQUFBrFmzBmdnZ7HEWhDygGoJ/L1790hJSUGhUJCRkcGJEyfo3r07Xbp0AT5/iI8gCILw/RIzzwRBEL4x9Zkra9euJSgoiHnz5lG8eHGio6P5448/6NatG/3798fY2JjU1FTu3LnDrl27mDlzptj7ShC+sZCQEIYMGSIHq318fNi9ezeGhobUq1cPGxsbDAwMSEtLw9DQEEmSyMrKYuLEiSiVSgICAuRO+Pjx4+ncuTM9evTIy58kCN+933//naFDh1KpUiU5ML5lyxZRxwqCIAifJYJngiAI38ijR4/kZZk5OTmkpqYyZswYunfvzpAhQ+Trli9fzoEDB3BycqJhw4afPEecuigI387x48eZN28eTZs2ZdmyZezdu5eFCxdia2vL1atXuXLlCgYGBqxevRpDQ0PevXvH7t272b59OykpKURGRsobjotyKwia5erVq+zbtw8jIyNGjhyJjo6OKKuCIAjCZ4ngmSAIwjcwZ84ckpKSmDJlChYWFgCkpKQwePBgBg8ezKBBg3ItCRswYAClS5fG09MzL5MtCN+9tLQ0tm7dSlRUFFWrVqVatWqULFmSbt26oVQqOXjwIL6+vhgZGbF69Wp0dXWJiIjgzp07zJs3T3TGBSEfEWVVEARB+BKxkF8QBOEfNnDgQI4fP87Lly8JCQnh8uXLABQqVAgTExN27doFgJ6eHpmZmQDUrFlT7GcmCHksOzsbQ0NDunfvzoABA7hz5w5+fn7o6+sDoKWlRevWrRk/fjypqalMmTKFrKwshg4dysKFC9HR0SEnJ0d0xgUhnxBlVRAEQfgSETwTBEH4B3l7e5Oens6JEyeYNm0ajx8/Jjw8nIsXLwJgZ2fH7du3mTFjBvCfAwBu3LiBsbFxXiVbEL577969kzvSN27cYMCAAfTr1w8jIyMiIyNRKpUA6Orq0rp1a8aNG8e9e/fw8PDI9RwRBBcEQRAEQcj/xPCKIAjCPyg1NVU+HODGjRtkZmZy69YtwsLC0NXVpVatWixZsgR7e3u6du1K6dKlefv2LSkpKdjZ2eVx6gXh+7Rv3z5iY2Px8PDAw8ODmJgYjhw5Qo8ePVAoFISFhWFnZ4eLiwtaWlro6OjQunVrjI2N+eGHH/I6+YIgCIIgCML/mNjzTBAE4R+gOlEzPj4ee3t7tLW1ef78OQcPHuTUqVP4+/tTuXJlrKysMDc3JyEhgaCgIAAMDQ2ZOHGi2CtJEPLIjRs36NmzJ1WqVCEhIYHQ0FBq1KgBQHp6OrGxsURGRlK9enVcXFzkALlKTk6OmHEmCIIgCILwLyKCZ4IgCP+w0aNHc/LkSVq0aEFAQAAA27dvJygoiCpVqjB8+HBq1679yX2iAy4I354qYG1nZ0dsbCzNmjXD3d2dokWLyteoAmibN2+mRIkSrFmz5pMAmiAIgiAIgvDvIfY8EwRB+AclJyejq6vLlClTePbsGTY2NgB069aNkSNHcu/ePcLCwjh//vwn94rAmSB8O6qxRFW5q1+/Ph4eHly4cIGFCxfy5MkT+ToDAwN69uxJ9+7dKVy4MGIcUhAEQRAE4d9NzDwTBEH4h+Xk5KClpUV0dDTr1q2jVq1auLu7A7Bjxw48PDzo06cPkyZNyuOUCsL3SalUoqX1YTzx9evXFCtWTP7u8uXL/Prrr7Rs2ZI5c+ZQqlQpAI4cOULr1q3lJdrqzxAEQRAEQRD+XUTwTBAE4RtJS0tj9+7dBAQE5AqgnTx5kiZNmoiZZoKQx1avXs3x48fJycmhX79+tGrVClNTU65cucKvv/5Ks2bN6NWrF5s3b+bevXvs2bMHhUIhB9AEQRAEQRCEfycRPBMEQfiG0tLS2LNnD4GBgZiZmbFu3Tr5O7HHmSB8W+pBr4iICDw8PLC2tub48eO8ePGC+vXrM3r0aEqVKsW1a9eYPn06BQsWRF9fn5CQEHR1dUXgTBAEQRAE4TsggmeCIAjfWFpaGlu2bOH8+fO4urqKpV6CkMcuXbrEtm3baNKkCe3btwfAz8+PAwcOUKdOHaysrChVqhSvX78mJSWF8uXLo6WlJU7DFQRBEARB+E6I4JkgCEIeyMjIQE9PT+yVJAh57Pjx4zg6OpKWloazszMtWrSQv/Pz8+PgwYPUqVOHUaNGUbp0afk7UW4FQRAEQRC+H6LVJwiCkAf09fXlvZJEB1wQ8s5PP/1E27ZtyczMZN++faSkpMjfjR07lg4dOnDkyBH27t2b6z5RbgVBEARBEL4fYuaZIAiCIAjfhT+bLebs7Mzp06fp1KkTQ4cOxcjISP5u27ZtdO3aVexJKAiCIAiC8J0SwTNBEARBEP711ANnsbGx3Lx5E319fWrUqEGnTp0AcHR05Pz58/z888+fBNBAHOohCIIgCILwvRLBM0EQBEEQvhvLli1j69atWFpakpqaytmzZxkxYgR2dnbAhwDaxYsXady4MRMnTsTQ0DCPUywIgiAIgiDkNXFElCAIgiAI34W4uDi2bduGj48P9evXJyMjg4MHD2JnZ0eBAgWYNm0a8+fPZ86cOSQmJmJgYJDXSRYEQRAEQRA0gAieCYIgCILwXUhMTMTY2JjatWsDHw7u6NKlC+/evcPNzY327dtTu3ZtnJ2dUSqV8qEeCoUij1MuCIIgCIIg5CVxVJQgCIIgCP86SqXyk8+KFi3K48ePuXHjBgCqnSssLS3R1dUlLS1NvlZLS0sOoAmCIAiCIAjfNxE8EwRBEAThX0X9cIBjx46xa9cubt++Tc2aNWnUqBEhISFcv35dDoyZmJhgbGxMVlZWrud86WROQRAEQRAE4fsiDgwQBEEQBOFfyd3dndDQUExNTXny5AkODg5kZGSwe/dudHV16datG6ampqxbt47k5GQiIyPFaZqCIAiCIAjCJ0TwTBAEQRCEfwXV/mSSJPHkyRNsbW2ZNWsWlSpVYvPmzXh6ejJ37lwMDAw4d+4c27Zto2rVqhgbG+Pn54euri45OTkigCYIgiAIgiDkIoJngiAIwv9r735eoWvjOI5/3O4FWYrFSElsUP4Ia/mRlKaYnVLKhpK7+QNYWNiNjY2VZillp9iwn9hJWaHmD0DP4slE3VMez2qm12t5rnP2p/c51/WFlvd5q2a9Xk+9Xk+1Ws3GxkYjhh0dHWV3dzdbW1tZXFxsnHHW29ubjo6OvL6+5vdvs5QAAPjKGyIA0PI+wtn+/n6urq5yf3+fQqGQubm5DA8PJ0lKpVKSZG9vLy8vL1lbW0t3d3eSf+ObcAYAwN84CRcAaFmfp2qenp6mWq1mZmYm8/PzeXh4yMnJSR4fHxv3lEqlrK+v5+bmJl1dXY3rhgMAANCMbZsAQMu7vr7O2dlZJicnMzs7myQ5Pj5OpVLJ9PR0lpaWMjAw0Lj/8/loH1M3AQDgb+xPAABa2tPTU3Z2dvL8/JyhoaHG9WKxmCSpVCrp7OzMwsJCBgcHk0Q4AwDg2+xRAABaWl9fXw4ODtLf35+Li4vc3d011orFYlZXV3N4eJjLy8svzwlnAAB8h22bAEBbuL29zfb2diYmJrK8vJzR0dHG2vn5eaamphqTNwEA4LvEMwCgbdRqtfz58yfj4+NZWVnJyMjIl/W3tzcBDQCA/0Q8AwDaSq1WS7lcTqFQyObmZuOcMwAA+AlnngEAbWVsbCzlcjk9PT1fJmwCAMBP+PMMAGhLH9M039/f8+uX74UAAPyMeAYAtK2PgAYAAD/lMywA0LaEMwAA/i/xDAAAAACaEM8AAAAAoAnxDAAAAACaEM8AAAAAoAnxDAAAAACaEM8AAAAAoAnxDAAAAACaEM8AAAAAoAnxDAAAAACa+AcpwTmhX3UItQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_patrimoine \n", + "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", + "1 0.057 5.614 0.460 0.0 5.617 80.0 0.0 1.0 0.0\n", + "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Emergents\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4352 1.1739 509\n", + " 3 0.4730 0.8737 290\n", + " 4 0.4057 1.0207 140\n", + " 5 0.2767 1.3023 136\n", + " 6 0.2953 1.2352 136\n", + "→ K retenu : 3 (silhouette=0.4730)\n", + " n_comptes pct\n", + "cluster_carmignac_emergents \n", + "0 347 19.5\n", + "1 1144 64.2\n", + "2 290 16.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Emergents:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_emergents \n", + "0 0.070 0.027 1.000 -0.926 3.372 12.0 0.907 0.093 0.000\n", + "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", + "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Global Bond\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7574 0.3756 294\n", + " 3 0.8455 0.2185 202\n", + " 4 0.8210 0.3162 97\n", + " 5 0.8302 0.3349 94\n", + " 6 0.8284 0.3586 60\n", + "→ K retenu : 3 (silhouette=0.8455)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 1246 72.5\n", + "1 270 15.7\n", + "2 202 11.8\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Global Bond:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_global_bon \n", + "0 0.073 7.429 0.375 0.000 4.430 69.0 0.0 1.0 0.0\n", + "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", + "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Credit\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.7006 0.5926 107\n", + " 3 0.5971 0.6643 36\n", + " 4 0.4844 0.7914 17\n", + " 5 0.2672 1.1071 17\n", + " 6 0.2958 1.0764 17\n", + "→ K retenu : 2 (silhouette=0.7006)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_credit \n", + "0 107 10.5\n", + "1 911 89.5\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Credit:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_credit \n", + "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", + "1 0.069 2.483 0.684 0.098 5.963 25.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Court Terme\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4719 0.9125 113\n", + " 3 0.4108 0.8594 109\n", + " 4 0.3615 1.1596 108\n", + " 5 0.3464 1.2502 57\n", + " 6 0.3987 1.0217 35\n", + "→ K retenu : 2 (silhouette=0.4719)\n", + " n_comptes pct\n", + "cluster_carmignac_court_terme \n", + "0 414 78.6\n", + "1 113 21.4\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Court Terme:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_court_terme \n", + "0 0.053 7.457 0.335 -0.023 1.945 87.0 0.00 1.00 0.000\n", + "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Emerging Patrimoine\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.5594 1.0477 252\n", + " 3 0.6004 0.7581 133\n", + " 4 0.4796 0.9787 67\n", + " 5 0.4237 1.1134 30\n", + " 6 0.4481 1.0397 35\n", + "→ K retenu : 3 (silhouette=0.6004)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 852 74.9\n", + "1 152 13.4\n", + "2 133 11.7\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Emerging Patrimoine:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_emerging_p \n", + "0 0.038 3.156 0.500 -0.613 5.213 83.0 0.000 1.000 0.000\n", + "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", + "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Grande Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3724 1.1306 232\n", + " 3 0.3474 1.1547 218\n", + " 4 0.2732 1.3479 165\n", + " 5 0.2529 1.3471 147\n", + " 6 0.2597 1.3180 118\n", + "→ K retenu : 2 (silhouette=0.3724)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 232 16.7\n", + "1 1156 83.3\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Grande Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_grande_eur \n", + "0 0.519 4.254 1.000 -0.034 7.587 0.0 0.398 0.602 0.034\n", + "1 0.029 1.860 0.593 -0.524 4.094 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Long-Short European Equities\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.3490 1.3508 188\n", + " 3 0.3819 1.0101 118\n", + " 4 0.3969 0.9225 54\n", + " 5 0.3524 1.0438 54\n", + " 6 0.3727 1.0432 46\n", + "→ K retenu : 4 (silhouette=0.3969)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_long-short \n", + "0 111 18.3\n", + "1 335 55.2\n", + "2 107 17.6\n", + "3 54 8.9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Long-Short European Equities:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_long-short \n", + "0 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", + "1 0.114 6.651 0.635 0.000 6.755 32.0 0.0 1.0 0.0\n", + "2 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", + "3 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", + "\n", + "============================================================\n", + "FUND : Carmignac Portfolio Climate Transition\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.6659 0.6413 156\n", + " 3 0.5623 0.7455 57\n", + " 4 0.3956 1.0145 37\n", + " 5 0.2261 1.2444 37\n", + " 6 0.2237 1.2368 18\n", + "→ K retenu : 2 (silhouette=0.6659)\n", + " n_comptes pct\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 156 12.2\n", + "1 1124 87.8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Portfolio Climate Transition:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_portfolio_climate_tr \n", + "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", + "1 0.025 1.496 0.584 -0.792 4.221 92.0 0.0 1.0 0.000\n", + "\n", + "============================================================\n", + "FUND : Carmignac Absolute Return Europe\n", + "============================================================\n", + " k silhouette davies_bouldin min_cluster_size\n", + " 2 0.4593 0.9283 146\n", + " 3 0.5112 0.7321 122\n", + " 4 0.4436 0.9496 72\n", + " 5 0.4150 1.0153 42\n", + " 6 0.3870 1.0866 28\n", + "→ K retenu : 3 (silhouette=0.5112)\n", + " n_comptes pct\n", + "cluster_carmignac_absolute_return_euro \n", + "0 180 19.7\n", + "1 122 13.3\n", + "2 612 67.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Médianes — Carmignac Absolute Return Europe:\n", + " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", + "cluster_carmignac_absolute_return_euro \n", + "0 0.052 0.298 1.000 -0.882 4.301 16.5 0.907 0.093 0.000\n", + "1 0.532 5.635 0.973 -0.020 7.317 35.5 0.000 1.000 0.047\n", + "2 0.038 2.433 0.488 -0.539 4.221 81.0 0.000 1.000 0.000\n", + "\n", + "============================================================\n", + "RÉSUMÉ — Clustering par fund\n", + "============================================================\n", + " Carmignac Patrimoine : K=2, sil=0.5061, n=3155\n", + " Carmignac Sécurité : K=2, sil=0.5716, n=1624\n", + " Carmignac Investissement : K=2, sil=0.4310, n=2194\n", + " Carmignac Portfolio Sécurité : K=2, sil=0.7984, n=1163\n", + " Carmignac Portfolio Flexible Bond : K=2, sil=0.6092, n=1089\n", + " Carmignac Portfolio Patrimoine : K=3, sil=0.6520, n=1145\n", + " Carmignac Emergents : K=3, sil=0.4730, n=1781\n", + " Carmignac Portfolio Global Bond : K=3, sil=0.8455, n=1718\n", + " Carmignac Portfolio Credit : K=2, sil=0.7006, n=1018\n", + " Carmignac Court Terme : K=2, sil=0.4719, n=527\n", + " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.6004, n=1137\n", + " Carmignac Portfolio Grande Europe : K=2, sil=0.3724, n=1388\n", + " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=607\n", + " Carmignac Portfolio Climate Transition : K=2, sil=0.6659, n=1280\n", + " Carmignac Absolute Return Europe : K=3, sil=0.5112, n=914\n", + "\n", + "============================================================\n", + "ARI — cohérence clustering global x fund\n", + "============================================================\n", + " Carmignac Patrimoine : ARI=0.0241 (n=3002)\n", + " Carmignac Sécurité : ARI=0.0121 (n=1478)\n", + " Carmignac Investissement : ARI=0.0427 (n=2055)\n", + " Carmignac Portfolio Sécurité : ARI=0.0813 (n=1047)\n", + " Carmignac Portfolio Flexible Bond : ARI=-0.0456 (n=945)\n", + " Carmignac Portfolio Patrimoine : ARI=0.0116 (n=1030)\n", + " Carmignac Emergents : ARI=0.0158 (n=1641)\n", + " Carmignac Portfolio Global Bond : ARI=0.0797 (n=1585)\n", + " Carmignac Portfolio Credit : ARI=0.0087 (n=902)\n", + " Carmignac Court Terme : ARI=-0.0346 (n=424)\n", + " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0337 (n=998)\n", + " Carmignac Portfolio Grande Europe : ARI=-0.0266 (n=1248)\n", + " Carmignac Portfolio Long-Short European : ARI=0.0524 (n=496)\n", + " Carmignac Portfolio Climate Transition : ARI=-0.0461 (n=1143)\n", + " Carmignac Absolute Return Europe : ARI=-0.0319 (n=788)\n" + ] + } + ], + "source": [ + "# ============================================================\n", + "# CLUSTERING PAR FUND FAMILY (top fonds)\n", + "# ============================================================\n", + "\n", + "# ── 0. Vérification des fonds disponibles ─────────────────────────────────\n", + "print(\"=== Fonds disponibles (top 20 par AUM) ===\")\n", + "top_funds_aum = (\n", + " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + " .sort_values(ascending=False)\n", + " .head(20)\n", + ")\n", + "print(top_funds_aum.to_string())\n", + "\n", + "# ── 1. Sélection des top fonds ────────────────────────────────────────────\n", + "# Critères : top 15 par AUM total + au moins 20 clients\n", + "min_clients_per_fund = 20\n", + "n_top_funds = 15\n", + "\n", + "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", + "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", + "\n", + "valid_funds = (\n", + " aum_by_fund_total[\n", + " clients_by_fund >= min_clients_per_fund\n", + " ]\n", + " .sort_values(ascending=False)\n", + " .head(n_top_funds)\n", + " .index.tolist()\n", + ")\n", + "print(f\"\\nFonds retenus ({len(valid_funds)}) :\")\n", + "for f in valid_funds:\n", + " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", + "\n", + "# ── 2. Construction du panel par compte x fund ────────────────────────────\n", + "df_rel_m_fund = df_rel_m.copy()\n", + "df_rel_m_fund = df_rel_m_fund.merge(\n", + " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", + " on=[ID_COL, ISIN_COL, \"month\"],\n", + " how=\"left\"\n", + ")\n", + "\n", + "# Panel mensuel par compte x fund\n", + "tmp_fund = df_rel_m_fund.copy()\n", + "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", + "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "\n", + "df_month_fund = (\n", + " tmp_fund.dropna(subset=[FUND_COL])\n", + " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", + " .agg(\n", + " aum_qty = (\"aum_qty\", \"sum\"),\n", + " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", + " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", + " sub_qty = (\"sub_qty\", \"sum\"),\n", + " red_qty = (\"red_qty\", \"sum\"),\n", + " n_tx = (\"n_tx\", \"sum\"),\n", + " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", + " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", + " )\n", + " .sort_values([ID_COL, FUND_COL, \"month\"])\n", + " .reset_index(drop=True)\n", + ")\n", + "\n", + "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", + "df_month_fund[\"flow_direction\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"sub_share\"] = np.where(\n", + " df_month_fund[\"gross_flow_qty\"] > 0,\n", + " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", + " np.nan\n", + ")\n", + "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"aum_qty\"].cummax()\n", + "df_month_fund[\"aum_drawdown\"] = np.where(\n", + " df_month_fund[\"aum_peak\"] > 0,\n", + " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Lag performance pour réactivité\n", + "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", + " [ID_COL, FUND_COL]\n", + ")[\"ret_fund_m\"].shift(1)\n", + "df_month_fund[\"buy_on_perf\"] = (\n", + " (df_month_fund[\"net_flow_qty\"] > 0) &\n", + " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", + ").astype(int)\n", + "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", + "\n", + "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", + "\n", + "# ── 3. Feature engineering par compte x fund ──────────────────────────────\n", + "reference_date = df_month_fund[\"month\"].max()\n", + "\n", + "# months_since_last_tx par fund\n", + "last_active_fund = (\n", + " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", + " .groupby([ID_COL, FUND_COL])[\"month\"]\n", + " .max()\n", + " .reset_index(name=\"last_active_month\")\n", + ")\n", + "last_active_fund[\"months_since_last_tx_fund\"] = (\n", + " (reference_date.to_period(\"M\") -\n", + " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", + " .apply(lambda x: x.n)\n", + ")\n", + "\n", + "df_client_fund = (\n", + " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", + " .agg(\n", + " n_months = (\"month\", \"nunique\"),\n", + " n_active_months = (\"active_month\", \"sum\"),\n", + " flow_freq = (\"active_month\", \"mean\"),\n", + " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", + " aum_qty_max = (\"aum_qty\", \"max\"),\n", + " aum_qty_last = (\"aum_qty\", \"last\"),\n", + " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", + " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", + " n_tx_total = (\"n_tx\", \"sum\"),\n", + " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", + " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", + " sub_share_mean = (\"sub_share\", \"mean\"),\n", + " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", + " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", + " has_perf_months = (\"has_perf\", \"sum\"),\n", + " )\n", + ")\n", + "\n", + "# Merge months_since_last_tx\n", + "df_client_fund = df_client_fund.merge(\n", + " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", + " on=[ID_COL, FUND_COL], how=\"left\"\n", + ")\n", + "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", + "df_client_fund[\"months_since_last_tx_fund\"] = (\n", + " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", + ")\n", + "\n", + "# Ratios protégés\n", + "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", + " df_client_fund[\"aum_qty_mean\"] > 1,\n", + " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"flow_direction_balance\"] = np.where(\n", + " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", + " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", + " np.nan\n", + ")\n", + "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", + " df_client_fund[\"aum_qty_max\"] > 0,\n", + " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", + " np.nan\n", + ")\n", + "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", + " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", + ")\n", + "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", + " df_client_fund[\"has_perf_months\"] >= 6,\n", + " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", + " np.nan\n", + ")\n", + "\n", + "# Filtre qualité\n", + "df_client_fund = df_client_fund[\n", + " (df_client_fund[\"n_months\"] >= 6) &\n", + " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", + " (df_client_fund[FUND_COL].isin(valid_funds))\n", + "].copy()\n", + "\n", + "print(\"df_client_fund shape:\", df_client_fund.shape)\n", + "print(\"\\nComptes par fund :\")\n", + "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", + "\n", + "# ── 4. Features pour le clustering par fund ───────────────────────────────\n", + "fund_features = [\n", + " \"flow_freq\",\n", + " \"gross_flow_to_aum\",\n", + " \"avg_n_isin_held\",\n", + " \"flow_direction_balance\",\n", + " \"log_aum_qty_mean\",\n", + " \"months_since_last_tx_fund\",\n", + " \"aum_final_to_peak\",\n", + " \"aum_drawdown_last\",\n", + " \"buy_on_perf_rate\",\n", + "]\n", + "\n", + "# ── 5. Clustering par fund ────────────────────────────────────────────────\n", + "FUND_RESULTS = {}\n", + "\n", + "for fund in valid_funds:\n", + " print(f\"\\n{'='*60}\")\n", + " print(f\"FUND : {fund}\")\n", + " print(f\"{'='*60}\")\n", + "\n", + " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", + " feats = [c for c in fund_features if c in df_f.columns]\n", + "\n", + " # Preprocessing\n", + " d = df_f.copy()\n", + " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", + " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", + "\n", + " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", + " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " med = np.nanmedian(vals)\n", + " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", + " if mad > 0:\n", + " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", + " else:\n", + " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", + "\n", + " for col in [\"gross_flow_to_aum\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", + "\n", + " for col in [\"flow_freq\"]:\n", + " if col not in d.columns:\n", + " continue\n", + " vals = d[col].to_numpy(dtype=float)\n", + " d[col] = np.log1p(np.clip(vals, 0, None))\n", + "\n", + " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", + " X_f_scaled = RobustScaler().fit_transform(X_f)\n", + "\n", + " # K-selection\n", + " best_k = 2\n", + " best_sil = -1\n", + " rows_k = []\n", + " max_k = min(6, len(df_f) // 20)\n", + "\n", + " for k in range(2, max_k + 1):\n", + " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", + " labels = km.fit_predict(X_f_scaled)\n", + " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", + " sizes = pd.Series(labels).value_counts()\n", + " if sizes.min() < 10:\n", + " continue\n", + " sil = silhouette_score(X_f_scaled, labels)\n", + " db = davies_bouldin_score(X_f_scaled, labels)\n", + " rows_k.append({\n", + " \"k\": k,\n", + " \"silhouette\": round(sil, 4),\n", + " \"davies_bouldin\": round(db, 4),\n", + " \"min_cluster_size\": sizes.min(),\n", + " })\n", + " if sil > best_sil:\n", + " best_sil = sil\n", + " best_k = k\n", + "\n", + " df_k = pd.DataFrame(rows_k)\n", + " print(df_k.to_string(index=False))\n", + " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", + "\n", + " # Clustering final\n", + " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", + " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", + " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", + "\n", + " # Tailles\n", + " counts = df_f[cluster_col].value_counts().sort_index()\n", + " props = counts / counts.sum() * 100\n", + " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", + "\n", + " # Heatmap\n", + " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", + " prof = plot_heatmap(\n", + " df_f, profile_vars_fund, cluster_col,\n", + " title=f\"Cluster signatures — {fund[:40]} (K={best_k})\",\n", + " figsize=(14, 4)\n", + " )\n", + " print(f\"\\nMédianes — {fund}:\")\n", + " print(prof.round(3).to_string())\n", + "\n", + " FUND_RESULTS[fund] = {\n", + " \"df\": df_f,\n", + " \"cluster_col\": cluster_col,\n", + " \"k\": best_k,\n", + " \"silhouette\": best_sil,\n", + " \"profile\": prof,\n", + " \"n\": len(df_f),\n", + " }\n", + "\n", + "# ── 6. Résumé global ──────────────────────────────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"RÉSUMÉ — Clustering par fund\")\n", + "print(\"=\"*60)\n", + "for fund, res in FUND_RESULTS.items():\n", + " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", + " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", + "\n", + "# ── 7. Croisement avec le clustering global ───────────────────────────────\n", + "print(\"\\n\" + \"=\"*60)\n", + "print(\"ARI — cohérence clustering global x fund\")\n", + "print(\"=\"*60)\n", + "\n", + "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", + "\n", + "for fund, res in FUND_RESULTS.items():\n", + " cluster_col = res[\"cluster_col\"]\n", + " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", + " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", + "\n", + " mask = dfc_fund_cross[cluster_col].notna()\n", + " if mask.sum() < 10:\n", + " continue\n", + " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", + " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", + " ari = adjusted_rand_score(labels_global, labels_fund)\n", + " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bc432da-3be4-4e39-93f9-9131a3548a14", + "metadata": {}, "outputs": [], "source": [] }