{ "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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cmZiYwMrKCteuXZOpV1tbO8tw1x95XShC0Rjv3r2L6OhodOnSRWZxi3bt2mWZpy47sbGxEARBpkdgZlFRUdDV1YWpqancMm3btkVAQMB3t0WLFn0znjVr1uDKlSsYO3bsN2NSRObX7IULF6ChoSEdJpzOw8MDgiDgwoULMvsdHR1l5skrWbIkfv/9d1y6dCnLcPXvST+X06dPZzsU80cdPHgQ27dvx/jx41GnTp1vllXk2j158iREIhGGDx+e5b70hTbOnz8PAOjbt6/M/R4eHjL3p7O0tESDBg1k9h0/fhw1atSAoaGhzHXu7OyMtLS0LEOE05/HDx8+fPMciYiI1AGHrBIR/YT09fUB4JvJCWVxcnKCm5sbfH19sWnTJjg5OcHV1RWtWrX67uqWYWFhEAQBy5cvx/Lly7MtEx0dDXNzc+ltS0tLhWMzMzPDjBkzMH36dLx48QKXLl3CunXrsGLFCpiZmcmsYpnRmzdvYGpqmmVifnlDR3V0dGBsbCyzz8jICLGxsTL7zp49i9WrV+PBgwcycyjl1UqRmZ+rmJgYxMXFYdeuXdi1a1e2x6QvKjBgwABcuXIFnTp1gpWVFerVq4eWLVtKh8rJExkZmet4v5XQUURiYuJ3k9DNmzfHqVOnEBISgurVqyMsLAz37t2TGY744sULCIKAJk2aZFtH5sUVzM3Ns1zrP/K6UISiMb558wbA1zkjM9LS0kKpUqUUfrxvJbAXLVqE8ePHw8PDA9u3b0exYsWylClVqlSOHi87QUFBWLZsGTp27CgzFDw3NDU1Ubx4cZl9r1+/hpmZmbT9TGdtbS29P6PMzykAlClTBklJSYiJicnR9dy8eXPs2bMHU6dOxeLFi1G3bl388ccfaNq0KcTiH/v9+8GDB5g2bRpatmwpkxz79OmTzLB/DQ0NGBsbK3TthoWFwczMDEWKFJH7uK9fv4ZYLM7SbpqamsLQ0DDL85ld2/7y5Us8evRI7iIN6e1VZgVp9V0iIiq4mJAjIvoJ6evrw8zMDE+ePMl1HfK+0GTu+SESibBixQrcunULZ8+excWLF+Hl5YWAgADs2rXrmwmS9J4gHh4eWXpGpMv8ZS43q4SKRCKULVsWZcuWRaNGjdCkSRMcPnxYbkIupxTpsXfjxg0MGTIEtWrVwrRp02BqagotLS3s27cP//vf/xR6HEX/J+kyr1CY/ny3bt1a7rx66XP7WVtb4/jx4zh37hwuXryIkydPYvv27Rg2bBhGjBghN8b69et/9zzkefToUa6PTUlJwYsXL1C+fPlvlmvcuDEKFy6MY8eOoXr16jh27BjEYrHMyq0SiQQikQjr1q3L9n+beTXO7FaC/JHXhSJyGmNuGRkZQSQSIS4uTm6ZWrVqYdmyZfD09ES/fv2wZcuWLL3vMid/5ElPCmV2+fJlTJgwAY0aNcKMGTNyfiKZaGtr/3CiSxGKvmYLFSqEbdu24dq1a9LXXFBQEHbt2oWNGzfmerXg2NhYeHp6okyZMpg9e7bMfRs3boSvr6/0toWFBc6cOaP0a1fR5Fh2ryOJRIJ69eqhf//+2R5TpkwZmdvpP4L8yPyCREREvwom5IiIflKNGzfGrl27EBISAkdHxxwfnz70Jy4uTmZoWHqPm8yqVauGatWqYfTo0Thy5AjGjRuHoKAgdOrUSe4XsvQeM1paWnB2ds5xjLlRqlQpGBoafrMnV8mSJXHt2jUkJSXJ9JILCwvL9eOeOHECOjo62LBhg0wPqX379ilch6GhYbaJEXn/k8yMjY2hp6cHiUSi0POtq6uL5s2bo3nz5khOToanpyfWrFmDQYMGyU2MBgQEKBSLsp04cQKfP3/+bkJQV1cXjRo1wvHjxzF58mQEBQWhZs2aMr0wS5cuDUEQYGlpibJly/5QXN96XfwIRWNMH4b78uVLmV5GKSkpCA8Ph729/TcfR1NTE6VLl84y/DozFxcXzJkzB5MmTcKgQYOwceNGmQRL5uSPPOlJoYxu376N4cOHo3Llyli2bFmWHorKYmFhgeDgYCQkJMj0knv27Jn0/oxevnyZpY4XL16gcOHC0qRiTl6zYrEYdevWRd26dTF58mSsWbMGS5cuxbVr1+Ds7JzjXl8SiQTjxo1DfHw8AgICsvT4bdu2rUyP18yv6W9du6VLl8alS5fw8eNHub3kLCwsIJFI8PLlS2kvQ+DrEOe4uLgsz2d2SpcujcTERIXfH9Kv04yPR0REpK44hxwR0U+qf//+0NXVxdSpU6WrEmYUFhaGzZs3yz0+vWdaxjl6EhMTcfDgQZly6XNMZVShQgUAkA7LTP8imPmLabFixeDk5IRdu3YhIiIiSwzyhiMp4vbt29n2yAkNDcXHjx+/mcSoX78+UlJSsHv3buk+iUSCbdu25ToeDQ0NiEQimZ4x4eHhOH36dJayurq62X6JL126NOLj4/Hw4UPpvoiIiG+u3Jk5Bjc3N5w4cQKPHz/Ocn/G5zvzHEza2tqwtraGIAjfnBPN2dk511tuPXz4EHPnzoWRkdE35/lL17x5c0RERGDPnj14+PAhmjVrJnN/kyZNoKGhAV9f3yzXtiAICs1Ppcjr4kcoGmPlypVhbGyMnTt3yjzugQMHvtnrLaNq1arh7t273y3Xtm1beHl54ebNm/D09JS5TnI7h9zTp08xcOBAWFhYwN/fP9teVMry22+/IS0tLcvrfNOmTRCJRPjtt99k9oeEhEjnXASAt2/f4vTp06hXr560R5uir9mPHz9miUfRdlQeX19fXLp0CYsXL852uHCpUqVkXn/pyTlFrt0mTZpAEIRsk6zpxzZs2BAAsrzPpCft0+//lmbNmiEkJAQXL17Mcl9cXBxSU1Nl9t27dw8GBgbf7SlLRESkDthDjojoJ1W6dGn4+Phg9OjRaN68Odq0aQNbW1skJycjJCQEx48fzzIRfUb16tVDyZIlMWXKFDx79gwaGhrYt28fihYtKtO748CBA9ixYwdcXV1RunRpfPr0Cbt375ZOoA98HYpkY2ODY8eOoUyZMihSpAjKly8PW1tbTJs2Dd26dUOrVq3g7u6OUqVKISoqCrdu3cK7d+9w+PDhXJ3/oUOHcOTIEbi6uqJy5crQ0tLC06dPsW/fPujo6GDw4MFyj3V1dYWDgwMWLFiAsLAwlCtXDmfOnJEOh8rN/EQNGzZEQEAA+vfvj5YtWyI6Ohrbt29H6dKlswzVrFSpEoKDgxEQEAAzMzNYWlqiatWqaN68OXx8fDB8+HD07NkTnz9/xo4dO1C2bFmZxMC3jB07FteuXYO7uzs6deoEGxsbxMbG4t69ewgODsb169cBAP369YOJiQmqV6+OYsWK4dmzZ9i6dSsaNmyYZY6t/HTjxg18+fIFEokEHz9+xD///IMzZ85AX18fvr6+Cs3b1bBhQ+jp6WHBggXSJGVGpUuXxqhRo7B48WK8fv0arq6u0NPTQ3h4OE6dOgV3d3f069fvm4+hyOviRygao5aWFkaNGgVvb2/07t0bzZs3R3h4OPbv36/wnG6///47Dh06hOfPn3+3x2CvXr0QGxsLX19fTJw4ET4+PhCLxbmaQy4hIQH9+vVDXFwc+vXrh3PnzmV5DjL2/u3ZsyeuX7+e66HPLi4uqF27NpYuXYrXr1/Dzs4Oly9fxunTp9G7d+8sw+dtbW3Rr18/9OzZE9ra2tixYwcAwNPTU1pG0desn58fbty4gYYNG8LCwkLaPhQvXlyaKCtdujQMDQ2xc+dO6OnpQVdXFw4ODtk+r48ePcKqVatQq1YtREdH49ChQzL3t2nTRu7zoMi1W6dOHbRp0wZbtmzBy5cv0aBBA0gkEty8eRO1a9dGjx49YG9vj3bt2mHXrl2Ii4tDrVq1cOfOHRw4cACurq7fXVwC+NoOnTlzBoMHD0a7du1QqVIlJCUl4fHjxzhx4gROnz4tM8T5ypUraNy4MeeQIyKiAoEJOSKin9jvv/+Ow4cPY8OGDTh9+jR27NgBbW1t2NnZYdKkSTKriGampaUFX19fzJgxA8uXL4epqSl69+4NQ0NDTJ48WVrOyckJd+7cQVBQEKKiomBgYAAHBwf4+PjIfFGcPXs2Zs2ahXnz5iElJQXDhw+Hra0tbGxssG/fPvj6+uLAgQP4+PEjjI2NUbFiRQwbNizX5965c2cUKlQIV69exZkzZ5CQkICiRYuiXr16GDRoECpWrCj3WA0NDfj7+2POnDk4cOAAxGIx/vjjDwwbNgxdu3bN1Tx2devWxZw5c7Bu3TrMnTsXlpaWGDduHF6/fp0lgTBp0iR4e3tj2bJl+Pz5M9q1a4eqVauiaNGi8PX1xfz587Fo0SJYWlpizJgxePnypcIJORMTE+zZswd+fn7466+/sGPHDhQpUgQ2NjYYN26czPN35MgRBAQEIDExEcWLF0fPnj0xdOjQHJ+7Mm3ZsgXA1+vTwMAA1tbW8PT0hLu7e7Zzj2VHR0cHLi4uOHLkCJydnbNdhGDgwIEoU6YMNm3aBD8/PwBA8eLFUa9ePbi4uHz3MRR9XfwIRWPs3Lkz0tLSsGHDBixcuBC2trZYvXq13IVUMmvcuDGKFi2KY8eOKfT/9/T0RGxsrHQuudzO+fbx40e8ffsWALB48eIs97dr104mIffp06cfWhhELBZj9erVWLFiBYKCgrB//35YWFhgwoQJ0pVBM6pVqxaqVasGPz8/vHnzBjY2Npg3b57MMGBFX7MuLi54/fo19u3bhw8fPqBo0aJwcnKCp6endD4+LS0tzJ8/H0uWLMH06dORmpqKefPmZXs9ffz4EYIg4Pr169Ike0bfSsgpeu3OmzcPdnZ22Lt3LxYuXAgDAwNUrlxZ5n8ye/ZsWFpa4sCBAzh16hRMTEwwaNCgbFdnzU7hwoWxZcsW+Pv74/jx4zh48CD09fVRpkwZmecG+Nqb8vHjxzILtBAREakzkfCtZbeIiIjUyKlTpzBs2DBs3779u6uNEqkTPz8/7N+/HydPnsz1AgN5KSEhAbVr14aXl5dCw5ZJ/cyZMwc3btzA/v372UOOiIgKBM4hR0REaunz588yt9PS0rBlyxbo6+ujUqVKKoqKSDX69OmDxMREHD16VNWhZOvGjRswNzdX2srJ9Gv58OED9u7di1GjRjEZR0REBQZ7yBERkVqaMmUKPn/+DEdHRyQnJ+PkyZMICQnBmDFjMGjQIFWHR0REREREBRgTckREpJbS5097+fIlvnz5AisrK3Tt2hU9evRQdWhERERERFTAMSFHRERERERERESUjziHHBERERERERERUT5iQo6IiIiIiIiIiCgfMSFHRERERERERESUjzRVHUBe0Hb0UHUI9JPxuHVG1SHQT2ZjNRdVh0A/EbYRlBnbCMqM7QRlxDaCMmMbQZmtEV6oOoSfwmBRGYXKFcTnSy0TckREREREREREpFoaIlVH8PNiQo6IiIiIiIiIiJROQ8SMnDxMyBERERERERERkdJpi5mQk4cJOSIiIiIiIiIiUjoOWZWPCTkiIiIiIiIiIlI6DlmVjwk5IiIiIiIiIiJSOg5ZlY8JOSIiIiIiIiIiUjqxqgP4iTEhR0RERERERERESschq/IxIUdERERERERERErHIavyMSFHRERERERERERKx1VW5WNCjoiIiIiIiIiIlI5DVuVjQo6IiIiIiIiIiJSOQ1blY0KOiIiIiIiIiIiUjkNW5WNCjoiIiIiIiIiIlI4JOfmYkCMiIiIiIiIiIqXjkFX5mJAjIiIiIiIiIiKl46IO8jEhR0RERERERERESschq/IxIUdERERERERERErHIavyqTwhFxkZidu3byMqKgoAYGJigqpVq8LU1FTFkRERERERERERUW5xyKp8KkvIJSYmwtvbG0FBQRCJRDAyMgIAxMbGQhAEtGjRAjNnzkThwoVVFSIREREREREREeWSmAk5ucSqeuA5c+bgzp078Pf3R2hoKK5cuYIrV64gNDQUa9euRWhoKObMmaOq8IiIiIiIiIiI6AdoaIsV2nJq27ZtcHFxQZUqVdCpUyeEhobKLbt//37Y2dnJbFWqVJEpIwgCli9fjvr168PBwQF9+vTBixcvchxXTqgsIXfy5EnMmzcPDRo0gIaGhnS/hoYG6tevj7lz5+LEiROqCo+IiIiIiIiIiH6ASEOs0JYTQUFBmDdvHoYNG4YDBw7A3t4e/fr1Q3R0tNxj9PX1cenSJel29uxZmfvXrVuHLVu2YPr06di9ezcKFy6Mfv364cuXL7k6b0WoLCEnkUigpaUl934tLS1IJJJ8jIiIiIiIiIiIiJRFpCFSaMuJgIAAuLu7o0OHDrCxscGMGTNQqFAh7Nu3T34cIhFMTU2lm4mJifQ+QRAQGBiIIUOGwNXVFfb29li4cCEiIiJw6tSpXJ/796gsIdeoUSN4e3vj/v37We67f/8+pk+fjsaNG6sgMiIiIiIiIiIi+lEaWhoKbcnJyUhISJDZkpOTs9SXnJyMe/fuwdnZWbpPLBbD2dkZISEhcuNITExE48aN0bBhQwwZMgRPnjyR3hceHo7IyEiZOg0MDFC1atVv1vmjVLaog7e3N8aOHYv27dvDyMgIxsbGAICYmBjExcWhfv368Pb2VlV4RERERERERET0A8QK9n7z9/eHr6+vzL7hw4fD09NTZt+HDx+QlpaGYsWKyewvVqwYnj17lm3dZcuWxdy5c2FnZ4f4+Hhs3LgRXbp0wdGjR1G8eHFERkZK68hcZ1RUlELx54bKEnJGRkZYv349nj59ilu3bklP0sTEBNWqVYO1tbWqQiMiIiIiIiIioh+k6HDUQYMGoW/fvjL7tLW1lRKDo6MjHB0dZW43b94cO3fuxKhRo5TyGLmhsoRcOmtraybfiIiIiIiIiIjUjIa2xvcL4WvyTZEEXNGiRaGhoZFlAYfo6GiZeeG+RUtLCxUqVEBYWBgAwNTUVFqHmZmZTJ329vYK1ZkbKptDjoiIiIiIiIiI1JdILFJoU5S2tjYqVaqE4OBg6T6JRILg4GCZXnDfkpaWhsePH0sTcZaWljA1NZWpMyEhAbdv31a4ztxQeQ85IiIiIiIiIiJSP2IN5fcD69u3LyZOnIjKlSvDwcEBmzdvRlJSEtq3bw8AmDBhAszNzTF27FgAgK+vL6pVqwYrKyvExcVhw4YNePPmDTp16gTg6wqsvXr1wurVq2FlZQVLS0ssX74cZmZmcHV1VXr86ZiQIyIiIiIiIiIipRNrKz8h17x5c8TExGDFihWIjIxEhQoVsH79eumQ1bdv30Is/u9x4+Li8OeffyIyMhJGRkaoVKkSdu7cCRsbG2mZAQMGICkpCd7e3oiLi0ONGjWwfv166OjoKD3+dCJBEIQ8q/070tLS8M8//8DOzg6GhoZKq1fb0UNpdZF68Lh1RtUh0E9mYzUXVYdAPxG2EZQZ2wjKjO0EZcQ2gjJjG0GZrRFeqDqEn8K1PxorVK72X2fzOJKfj0rnkNPQ0ICHhwdiY2NVGQYRERERERERESmZSEOk0FYQqXzIavny5REeHo5SpUqpOhQiIiIiIiIiIlISDS3FVlktiFS+yuqoUaOwYMECnD17FhEREUhISJDZiIiIiIiIiIjo1yPWECm0FUQq7yE3cOBAAMCQIUMgEv33TxAEASKRCA8ePFBVaERERERERERElEsFdTiqIhROyJ0+fVrhSn///XeFywYGBipcloiIiIiIiIiIfg0a2hyyKo/CCblhw4bJ3BaJRMi4QGvG3m056dXm5OSkcFkiIiIiIiIiIvo1iMTsISePwgm5hw8fSv++cuUKfHx8MHr0aDg6OgIAQkJCsGzZMowZMybHQdy4cQM7d+5EeHg4li9fDnNzcxw8eBCWlpaoWbNmjusjIiIiIiIiIiLVEmuofOmCn1aunpm5c+fCy8sLDRo0gL6+PvT19dGgQQNMnjwZs2fPzlFdJ06cQL9+/VCoUCHcu3cPycnJAICEhAT4+/vnJjwiIiIiIiIiIlIxsbaGQltBlKuEXFhYGAwNDbPs19fXx+vXr3NU1+rVqzFjxgzMnj0bmpr/ddirXr067t+/n5vwiIiIiIiIiIhIxURisUJbQZSrs65SpQrmz5+PqKgo6b6oqCgsWrQIDg4OOarr+fPn2Q5LNTAwQFxcXG7CIyIiIiIiIiIiFRNriBXaCiKF55DLaO7cuRg+fDgaNWqEEiVKAADevn2LMmXKwM/PL0d1mZiYICwsDJaWljL7b968iVKlSuUmPLU3bUhbeLT7DUUMdHHl9r/wnBuIf8MivnlMSdMimDuyE9zqVYFuIW08fRWB/tM34p/7LwAAySEbsz1u0tLdWBJ4XNmnQErScGhPNBk/CIbFTRF++wF2eU7Di79vyy1f2MgQbeaMg2P7ptA1NkLMy9fYM2om7h47BwCY8/wSipWxzHLcOb9A7BzunVenQUrGNoLSsY2g7LCNoIzYTlB22E5QOrYR9KPE2rlKOxUIuXpmrKyscPjwYVy+fBnPnj0DAFhbW8PZ2VlmtVVFuLu7Y86cOZg7dy5EIhHev3+PkJAQLFiwAEOHDs1NeGptXJ9mGNbVFf281+PF6yhMH9oO//Mbi6odpuBLcmq2xxQx0MW5TV44//dDtBq+FFEf4mFT2hwf4z5Jy5RyHSVzjFs9B6yd1gcHTt/My9OhH1DDvSU6LpmK7YOn4sW1ELiM8oDniUBMt3NBfGR0lvIaWloY+dcWxEdEY23HIfj4+j2MrSyQ+PG/nqjzarWGWOO/8fslK9ti1Klt+GdPUL6cE/04thGUjm0EZYdtBGXEdoKyw3aC0rGNIGUoqMNRFZHrVKVIJEL9+vVRq1YtaGtr5zgRl27gwIGQSCTo06cPkpKS0KNHD2hra8PDwwM9e/bMbXhqy7PbH5i37giOnLsFAOj753qEn1qGNo2rY/eJ69keM75vc4S/i8GA6f/9KvXiTZRMmffRssODWzeqhnN/P8Tz15HKPQFSGtcx/XF53U4Eb9oDANg+eAqqtHCBs4c7TixYnaW8s4c79IyLYKFzB0hSv36Yin4ZLlMmISpG5rbbpCGI+PcFHp+/mkdnQcrGNoLSsY2g7LCNoIzYTlB22E5QOrYRpAwijYK5YIMicpWqlEgk8PPzQ4MGDeDo6Ijw8K8vsmXLlmHPnj05qkskEmHIkCG4du0a/ve//2H37t0IDg7GqFGjchOaWitrYYoSpkVw5tp/i13EJSTh+t1nqO1gLfe4lg2r4eb9F9ixcAjCTy/D9R3T4NHuN7nlzYwN0ay+AzYdvKjU+El5NLS0ULpGZTw4dVm6TxAEPDh1GeXqVs/2mKqtXfEs+B909ZuJhe/+xp93TqDp5KFyf7HQ0NJC7R5tcWXj7jw5B1I+thGUjm0EZYdtBGXEdoKyw3aC0rGNIGXR0NJUaCuIcpWQW7VqFQ4cOIDx48dDS0tLut/W1hZ79+7NUV2TJ09GQkICtLW1YWNjAwcHB+jp6SExMRGTJ0/OTXhqy9zk68q272Nkf12KiI5D8WJGco8ra2GKQZ0a49+w92g5dAn895zD0gnd0LOVc7ble7ZyRnziZxw4w+7jPyt9k6LQ0NRE3HvZXx7j30fCsLhptseYlCuN6h2bQ6yhAd/mfRE0ayVcxw5A86me2Zav1rYJChcxRPCmnL2mSXXYRlA6thGUHbYRlBHbCcoO2wlKxzaClEWkIVZoK4hyddaHDh3CrFmz0Lp1a4gzZLvt7Oykc8op6uDBg/jy5UuW/Z8/f8ahQ4dyE57a6NqsDmIur5JuWpq56+opFosQ8vAl/vTdj1uPwrBh/3lsOHABAzo2yrZ8nzYNsOPYVblzRNCvSSQWIT4iClsHTkbYP3dxc/f/cGyOL34b3D3b8s79OuPesXOIffvtCXxJddhGkDKxjVA/bCNI2dhOqB+2E6RMbCMoO0zIyZerfoHv379H6dKls+wXBAGpqYo1qgkJCRAEAYIg4NOnT9DR0ZHel5aWhgsXLsDY2Dg34amNI+dv4frd/xKcOv/fjdPc2BDvomKl+82KGeL2ozC59byN+ogHz97I7Hv4/A3a/V4jS9l6juVhV7YEuk9a86PhUx5KiPqAtNRUGJqbyOw3MDdF3Lvs5+GIfRuJtJQUCBKJdN+7B09hVMIMGlpaSEtJke43Lm2BCq714N9+cN6cACkF2wiSh20EAWwj6NvYThDAdoLkYxtByiIuoMNRFZGrNKSNjQ1u3LiRZf/x48dRoUIFheqoWbMmnJycIBKJ4Obmhlq1akm3OnXqwMvLC927Z59JLygSEj/j6asI6Xb/2Ru8jfyIxrUrSssY6BWCU+VyuBb6VG49wbf+ha1VcZl95UsXR9jbrCvj9G3bADfvv0Do41fKOxFSurSUFITdvAv73/8bBiASiWD/uzOeBf+T7TFPL9+AmU0ZmQVYzG3L4uOb9zJvjgDg3LcT4iOicefombw5AVIKthEkD9sIAthG0LexnSCA7QTJxzaClIU95OTL1VkPHToUs2bNwtq1ayEIAk6ePImpU6dizZo1GDZsmEJ1BAYGYtOmTRAEAStWrMDmzZul2/bt23H27FkMGTIkN+GptZXb/8Lk/i3RsmE1VLaxQMCs/ngT+RGHzv7XKB5fMw5DOrtIby/fehK1q5TDRI8WsC5lhi5Na6N/h4ZYs0u28TPQK4QOf9TCxgMX8u18KPdOLVmP+gO6ok6vDihub42uq+dAW08XVwK+LqzSZ/NitJ07QVr+wuqt0DU2gvvyaTArXxaVmzdGU6+hOO8XKFOvSCRC3b4dEbx5HyRpafl6TvTj2EZQOrYRlB22EZQR2wnKDtsJSsc2gpRBrCFWaCuIctV30NXVFWvWrIGfnx8KFy6MFStWoGLFilizZg3q1aunUB1OTk4AgNOnT6NkyZIyWXSSz2fTMegV1sGqqb1RxEAXl289QathS2TmXyhXygwmRQykt2/ef4FOY/0w27MDpgxsjRevIzF20Q7sOCa7tLS7W22IAOw6fi2/Tod+wM3d/4OBqTFazRwNw+KmCL/1ACub9kZ8xNeJV41LW0CQCNLyH8LfYoVbb3Ra+if+DD2Oj6/f4czyAJxYIDtcwN61PopZWXK1o18U2whKxzaCssM2gjJiO0HZYTtB6dhGkDJwyKp8IkEQhO8XyzsXLlyArq4uatasCQDYtm0bdu/eDRsbG3h7e8PISP5qPvJoO3ooO0z6xXncYldokrWxmsv3C1GBwTaCMmMbQZmxnaCM2EZQZmwjKLM1wgtVh/BTiFoxVqFyJiMW53EkPx+V9wtctGgRPn36BAB49OgR5s2bh4YNGyI8PBzz589XcXRERERERERERJQbIrFYoa0gUrjvoJOTE44fPw5jY2PUqlXrm0NMr1+/rnAA4eHhsLa2BgCcPHkSLi4uGDNmDO7du4eBAwcqXA8REREREREREf08NLS1VB3CT0vhhNzkyZOhr68PAPDy8lJaAFpaWvj8+TMA4MqVK2jbti0AwMjICAkJCUp7HCIiIiIiIiIiyj8FdQVVRSickHv48CHc3Nygra0NS0tLODo6QlPzxyfnq169OubNm4fq1avjzp07WLZsGQDgxYsXKF68+LcPJiIiIiIiIiKin1JeDUfdtm0bNmzYgMjISNjb2+PPP/+Eg4NDtmV3796NgwcP4smTJwCASpUqYcyYMTLlJ02ahAMHDsgcV79+fWzYsCFP4gdyMIfc1q1bkZiYCADo1asXYmNjlRKAt7c3NDU1ceLECUybNg3m5uYAvi720KBBA6U8BhERERERERER5S+xtqZCW04EBQVh3rx5GDZsGA4cOAB7e3v069cP0dHR2Za/du0aWrRogcDAQOzcuRMlSpSAh4cH3r9/L1OuQYMGuHTpknRbsmRJrs9bEQqftYWFBbZs2YJ69epBEASEhITIXQG1Vq1aCgdQsmRJ+Pv7Z9mvzGGxRERERERERESUv/Kih1xAQADc3d3RoUMHAMCMGTNw7tw57Nu3L9u1CBYvll3Bdfbs2Thx4gSCg4Ol06YBgLa2NkxNTZUerzwKJ+QmTJiAadOmwd/fHyKRCMOHD8+2nEgkwoMHDxQO4M2bN9+8v2TJkgrXRUREREREREREPweRWEOp9SUnJ+PevXsYNGiQdJ9YLIazszNCQkIUqiMpKQmpqalZOpldv34ddevWhaGhIerUqYNRo0ahaNGiSo0/I4UTcq6urnB1dcWnT59Qo0YNHD9+HMWKFfvhAFxcXL65YmtOkntERERERERERPST0FRsldXk5GQkJyfL7NPW1oa2trbMvg8fPiAtLS1LPqpYsWJ49uyZQo/l4+MDMzMzODs7S/c1aNAAf/zxBywtLfHq1SssWbIEAwYMwK5du6ChodykYrocr8qgp6eHwMBAWFpaKmVRh4MHD8rcTklJwYMHDxAQEIDRo0f/cP1ERERERERERJT/RAoms/z9/eHr6yuzb/jw4fD09FRqPGvXrkVQUBACAwOho6Mj3d+iRQvp33Z2drCzs4Orq6u011xeUDijlpCQAH19fQBAxYoV8fnzZ7ll08spwt7ePsu+KlWqwMzMDBs2bECTJk0UrouIiIiIiIiIiH4SCg5ZHTRoEPr27SuzL3PvOAAoWrQoNDQ0sizgEB0dDRMTk28+xoYNG7B27VoEBARkm4vKqFSpUihatChevnyp+oRcrVq1cOnSJRQrVgw1a9bMdpipIAg5nkNOnrJly+LOnTs/XA8REREREREREeU/kYJDVrMbniqvXKVKlRAcHAxXV1cAgEQiQXBwMHr06CH3uHXr1mHNmjXYsGEDqlSp8t3HeffuHT5+/JinizwonJDbvHmzdMK7wMBApQWQkJAgc1sQBERERMDX1xdWVlZKexwiIiIiIiIiIspHSl7UAQD69u2LiRMnonLlynBwcMDmzZuRlJSE9u3bA/i6KKm5uTnGjh0L4Osw1RUrVmDx4sWwsLBAZGQkAEBXVxd6enr49OkTfH194ebmBhMTE7x69QqLFi2ClZUVGjRooPT40ymckHNycsr27x+VXW87QRBQokQJLFmyRGmPQ0RERERERERE+SgPEnLNmzdHTEwMVqxYgcjISFSoUAHr16+XDll9+/YtxGKxtPzOnTuRkpKCESNGyNSTPkedhoYGHj9+jIMHDyI+Ph5mZmaoV68eRo4cqVCvvdzK1aoMFy5cgK6uLmrWrAkA2LZtG3bv3g0bGxt4e3tnWTr2WzL3thOLxShatCisrKyUsmgEERERERERERHlP0WHrOZUjx495A5R3bJli8ztM2fOfLOuQoUKYcOGDUqLTVHi7xfJatGiRfj06RMA4NGjR5g3bx4aNmyI8PBwzJ8/P0d1OTk5yWw1a9aEtbU1k3FERERERERERL8ysYZiWwGUq6xXeHg4rK2tAQAnT56Ei4sLxowZg3v37mHgwIHfPf706dMKP9bvv/+emxCJiIiIiIiIiEiFRBoFM9mmiFwl5LS0tPD582cAwJUrV9C2bVsAgJGRUZZFGrIzbNgwhR5HWSu2EhERERERERFRPsujIavqIFcJuerVq2PevHmoXr067ty5g2XLlgEAXrx4geLFi3/3+IcPH+bmYYmIiIiIiIiI6BchKqDDURWRqznkvL29oaWlhRMnTmDatGkwNzcH8HWxh7xcEpaIiIiIiIiIiH4RYrFiWwGU4x5yqampuH79OmbNmgVTU1OZ+7y8vBSuJzg4GLNmzcLu3buhr68vc198fDy6dOmC6dOno1atWjkNkYiIiIiIiIiIVEykqa3qEH5aOU5DampqYtq0aUhOTv6hB968eTPc3d2zJOMAwMDAAJ07d8amTZt+6DGIiIiIiIiIiEhF2ENOrlydtYODww8vtvDo0aNvDm+tV68e7t2790OPQUREREREREREqiHS0FBoK4hytahD165dMX/+fLx79w6VKlVC4cKFZe63t7f/bh1RUVHQ1JT/8JqamoiJiclNeEREREREREREpGocsipXrhJyY8aMAQDMnj1buk8kEkEQBIhEIoV6z5mbm+PJkyewsrLK9v5Hjx5lmaOOiIiIiIiIiIh+DaICOhxVEblKyJ0+ffqHH7hhw4ZYvnw5GjRoAB0dHZn7Pn/+jJUrV6Jx48Y//DhERERERERERKQC4oI5HFURuUrIWVhY/PADDxkyBCdPnoSbmxu6d++OsmXLAgCePXuG7du3Iy0tDYMHD/7hxyEiIiIiIiIiIhUQ5yrtVCDk+pk5ePAgdu7cifDwcOzatQsWFhbYtGkTLC0t4erq+t3jTUxMsHPnTkyfPh1LliyBIAgAvg59rV+/Pry9vWFiYpLb8IiIiIiIiIiISIUEEYesypOrhNz27duxYsUK9O7dG2vWrIFEIgEAGBoaYvPmzQol5ICvPe3WrVuH2NhYvHz5EgBgZWUFIyOj3IRFREREREREREQ/Cybk5MrVM7N161bMnj0bQ4YMgTjDBH2VK1fG48ePc1yfkZERHBwc4ODgwGQcEREREREREZE60NBQbCuActVDLjw8HBUqVMiyX1tbG0lJST8cFBERERERERER/do4ZFW+XD0zlpaWePDgQZb9Fy9ehLW19Q8HRUREREREREREvziRWLGtAMpVD7m+ffti5syZSE5OBgCEhobif//7H9auXYvZs2crNUAiIiIiIiIiIvoFcZVVuXL1zHTq1Ak6OjpYtmwZkpKSMHbsWJiZmcHLywstWrRQdoxERERERERERPSL4ZBV+XKdqmzdujVat26NpKQkJCYmolixYsqMi4iIiIiIiIiIfmVMyMmVq2dm1apVePXqFQCgcOHCTMYREREREREREZEssYZiWwGUq4Tc8ePH0aRJE3Tp0gXbtm1DTEyMsuMiIiIiIiIiIqJfmCASK7QVRLk668OHD+Pw4cNwcnLCxo0b8dtvv2HgwIE4cuQIkpKSlB0jERERERERERH9asRixbYCKNdnXb58eYwZMwanT5/G5s2bYWFhgblz56JevXrKjI+IiIiIiIiIiH5FIrFiWwGklPVndXV1UahQIWhpaeHTp0/KqJKIiIiIiIiIiH5lYqWkndRSrtOQr169wurVq9GiRQt06NAB9+/fh6enJy5fvqzM+IiIiIiIiIiI6BeUV3PIbdu2DS4uLqhSpQo6deqE0NDQb5Y/duwYmjZtiipVqqBVq1Y4f/68bJyCgOXLl6N+/fpwcHBAnz598OLFixzHlRO5Ssi5u7ujSZMmOHHiBNq3b4+zZ89i8+bN6NSpEwwMDJQdIxERERERERER/WryYMhqUFAQ5s2bh2HDhuHAgQOwt7dHv379EB0dnW35f/75B2PHjkXHjh1x8OBB/P777xg2bBgeP34sLbNu3Tps2bIF06dPx+7du1G4cGH069cPX758+aHT/5ZcJeTq1q2LI0eO4ODBg+jXrx/Mzc2VHRcREREREREREf3KxBqKbTkQEBAAd3d3dOjQATY2NpgxYwYKFSqEffv2ZVs+MDAQDRo0QP/+/WFtbY1Ro0ahYsWK2Lp1K4CvveMCAwMxZMgQuLq6wt7eHgsXLkRERAROnTr1w0+BPLlKyI0ePRo2NjbKjoWIiIiIiIiIiNSEsoesJicn4969e3B2dpbuE4vFcHZ2RkhISLbH3Lp1C3Xr1pXZV79+fdy6dQsAEB4ejsjISJk6DQwMULVqVbl1KoPCs+vNmzcPI0eOhK6uLubNm/fNspMnT/7hwIiIiIiIiIiI6BemYLItOTkZycnJMvu0tbWhra0ts+/Dhw9IS0tDsWLFZPYXK1YMz549y7buqKgomJiYZCkfFRUFAIiMjJTuk1cmLyickLt//z5SU1Olf8sjEol+PKof5HHrjKpDoJ/Mxmouqg6BfjJsJygjthGUGdsIyoztBGXENoIyYxtBma1RdQA/CQkUyxGt8/eHr6+vzL7hw4fD09MzL8L6KSickNuyZUu2fxMREREREREREWUmEQSFyg0aNAh9+/aV2Ze5dxwAFC1aFBoaGlkWcIiOjs7SCy6diYlJlp5uGcubmppK95mZmcmUsbe3Vyj+3MjVHHJERERERERERETfIii4aWtrQ19fX2bLLiGnra2NSpUqITg4WLpPIpEgODgYjo6O2cZQrVo1XL16VWbflStXUK1aNQCApaUlTE1NZepMSEjA7du35dapDAr3kBs+fLjClWbuZkhERERERERERAVLmkSxHnI50bdvX0ycOBGVK1eGg4MDNm/ejKSkJLRv3x4AMGHCBJibm2Ps2LEAgF69eqFnz57YuHEjGjZsiKCgINy9exczZ84E8HXqtV69emH16tWwsrKCpaUlli9fDjMzM7i6uio9/nQKJ+QMDAykfwuCgL/++gsGBgaoXLkyAODevXuIi4tDkyZNlB8lERERERERERH9UvIgH4fmzZsjJiYGK1asQGRkJCpUqID169dLh6C+ffsWYvF/A0KrV68OHx8fLFu2DEuWLEGZMmXg5+cHW1tbaZkBAwYgKSkJ3t7eiIuLQ40aNbB+/Xro6Ogo/wT+n0gQFBzQm8GiRYsQGxuLGTNmQENDAwCQlpaGGTNmQE9PDxMnTlR6oDkxWFRGpY9PPx9OskqZcTJmyohtBGXGNoIyYztBGbGNoMzYRlBmySEbVR3CTyE6PlGhcsUMdPM4kp9PruaQ27dvHzw8PKTJOADQ0NBAnz59sH//fqUFR0REREREREREv6Y0iaDQVhDlKiGXlpaGZ8+eZdn/7NkzSCSSHw6KiIiIiIiIiIh+bRIFt4JI4TnkMmrfvj2mTJmCV69eoUqVKgCA0NBQrF27VjqJHhERERERERERFVw5nySt4MhVQm7ixIkwMTHBxo0bERkZCQAwNTVFv3794OHhodQAiYiIiIiIiIjo11NQh6MqIlcJObFYjAEDBmDAgAFISEgAAOjr62cpd/PmTVSpUgXa2to/FiUREREREREREf1SCupwVEXkag65jPT19bNNxgFfl419//79jz4EERERERERERH9YgRBsa0gylUPOUUJBfVZJSIiIiIiIiIq4NKYF5IrTxNyRERERERERERUMHEKOfmYkCMiIiIiIiIiIqVjBzn5mJAjIiIiIiIiIiKl45BV+fI0IScSifKyeiIiIiIiIiIi+klxyKp8OV5lVRAEvHnzBl++fFGoLBERERERERERFTxcZVW+XCXkmjRpgrdv3363bEhICEqVKpWrwBITE/H333/n6lgiIiIiIiIiIlKtNEFQaCuIcpyQE4vFsLKywsePH/MgnP+EhYWhV69eefoYRERERERERESUNySCoNBWEOU4IQcAY8eOxcKFC/H48WNlx0NERERERERERGogTaLYVhDlalGHiRMnIikpCW3atIGWlhYKFSokc//169e/W4eTk9M3709LS8tNaERERERERERE9BNIkRTQbJsCcpWQ8/Ly+uEHTk5ORteuXWFra5vt/a9fv4afn98PPw4REREREREREeW/gjocVRG5Ssi1a9fuhx/Y3t4exYsXl1vXw4cPmZAjIiIiIiIiIvpFFdThqIrI1RxywNdFF5YuXYoxY8YgOjoaAHD+/Hk8efJEoeMbNWqE+Ph4ufcbGRmhbdu2uQ2PiIiIiIiIiIhUKEUiUWgriHKVkLt+/TpatWqF0NBQnDx5EomJiQCAR48eYeXKlQrVMXjwYAwfPlzu/SVKlMC8efNyEx4REREREREREamYRFBsK4hylZBbvHgxRo0ahYCAAGhpaUn316lTB7du3VJWbERERERERERE9ItKkwgKbQVRrhJyjx8/hqura5b9xsbG+PDhww8HRUREREREREREv7YUiaDQVhDlKiFnYGCAyMjILPsfPHgAc3PzHw6KiIiIiIiIiIh+bRJBUGgriHKVkGvRogV8fHwQGRkJkUgEiUSCmzdvYsGCBVyIgYiIiIiIiIiIOGT1G3KVkBs9ejTKlSuHRo0aITExES1atECPHj3g6OiIIUOGKFxPWloa/v77b8TFxeUmDCIiIiIiIiIi+klxyKp8mrk5SFtbG7Nnz8awYcPw+PFjfPr0CRUrVkSZMmVyVI+GhgY8PDwQFBQEQ0PD3IRCREREREREREQ/IVUPR/348SNmzZqFs2fPQiwWo0mTJpgyZQr09PTkll+5ciUuXbqEt2/fwtjYGK6urhg5ciQMDAyk5ezs7LIcu2TJErRo0ULh2HKVkPP19UW/fv1QokQJlChRQrr/8+fPWL9+PYYPH65wXeXLl0d4eDhKlSqVm1CIiIiIiIiIiOgnJFFx77dx48YhMjISAQEBSElJgZeXF7y9vbF48eJsy0dERCAiIgITJ06EjY0NXr9+jenTpyMiIgIrVqyQKTtv3jw0aNBAejunHc1yNWTVz88PiYmJWfYnJSXBz88vR3WNGjUKCxYswNmzZxEREYGEhASZjYiIiIiIiIiIfj2qHLL69OlTXLx4EbNnz0bVqlVRs2ZNTJ06FUePHsX79++zPcbW1hYrV66Ei4sLSpcujbp162LUqFE4c+YMUlNTZcoaGhrC1NRUuuno6OQovlz1kBMEASKRKMv+hw8fwsjIKEd1DRw4EAAwZMgQmTrTH+PBgwe5CZGIiIiIiIiIiFQoTcEhq8nJyUhOTpbZp62tDW1t7Vw/dkhICAwNDVGlShXpPmdnZ4jFYoSGhuKPP/5QqJ6EhATo6+tDU1M2hTZjxgxMmTIFpUqVQpcuXdChQ4dsc2Xy5CghV6tWLYhEIohEIri5uck8UFpaGhITE9GlS5ecVInAwMAclSciIiIiIiIiop+fokNW/f394evrK7Nv+PDh8PT0zPVjR0VFwdjYWGafpqYmjIyMEBkZqVAdMTExWLVqFTp37iyzf8SIEahTpw4KFy6MS5cuYcaMGUhMTESvXr0Uji9HCTkvLy8IggAvLy94enrKTGinpaUFCwsLODo65qRKODk55ag8ERERERERERH9/BQdjjpo0CD07dtXZp+83nE+Pj5Yt27dN+sLCgpSLMBvSEhIwKBBg2BtbZ1lrYRhw4ZJ/65YsSKSkpKwYcOGvEvItWvXDgBgaWmJ6tWrZ+mul1s3btzAzp07ER4ejuXLl8Pc3BwHDx6EpaUlatasqZTHICIiIiIiIiKi/KPokNWcDE/18PCQ5qfkKVWqFExMTBATEyOzPzU1FbGxsTA1Nf3m8QkJCejfvz/09PTg5+cHLS2tb5avWrUqVq1aheTkZIXPI1cZNT09PTx9+lS6zOupU6ewf/9+2NjYYPjw4Tka43vixAlMmDABrVq1wr1796RjhhMSEuDv78+EHBERERERERHRLygtDxZsMDY2zjIUNTuOjo6Ii4vD3bt3UblyZQDA1atXIZFI4ODgIPe4hIQE9OvXD9ra2li9erVCizU8ePAARkZGOcqH5WqVVW9vb7x48QIA8OrVK4wePRqFCxfG8ePHsWjRohzVtXr1asyYMQOzZ8+W6XFXvXp13L9/PzfhERERERERERGRiiWnShTa8oK1tTUaNGiAP//8E6Ghobh58yZmzZqFFi1awNzcHADw/v17NG3aFKGhoQC+JuM8PDyQmJiIOXPmICEhAZGRkYiMjERaWhoA4MyZM9izZw8eP36Mly9fYvv27fD390ePHj1yFF+uesi9ePECFSpUAAAcO3YMTk5OWLx4MW7evIkxY8ZgypQpCtf1/PnzbHvBGRgYIC4uLjfhERERERERERGRiuVFD7mc8PHxwaxZs9C7d2+IxWI0adIEU6dOld6fkpKC58+fIykpCQBw79493L59GwCyrMJ6+vRpWFpaQlNTE9u2bcPcuXMBAKVLl8akSZPg7u6eo9hylZATBAESydcMZnBwMBo1agQAKFGiBD58+JCjukxMTBAWFgZLS0uZ/Tdv3kSpUqVyEx4REREREREREamYqhNyRYoUweLFi+Xeb2lpiUePHklv165dW+Z2dn777Tf89ttvPxxbrhJylStXxurVq1G3bl38/fffmD59OgAgPDwcJiYmOarL3d0dc+bMwdy5cyESifD+/XuEhIRgwYIFGDp0aG7CU1sNh/ZEk/GDYFjcFOG3H2CX5zS8+Pu23PKFjQzRZs44OLZvCl1jI8S8fI09o2bi7rFzAIA5zy+hWBnLLMed8wvEzuHeeXUapGTThrSFR7vfUMRAF1du/wvPuYH4Nyzim8eUNC2CuSM7wa1eFegW0sbTVxHoP30j/rn/AgCQHLIx2+MmLd2NJYHHlX0KpERsJyg7bCcoHdsIyg7bCErHNoKywzaCfkReDUdVB7lKyHl5eWH8+PE4deoUBg8eDCsrKwBfF2hwdHTMUV0DBw6ERCJBnz59kJSUhB49ekBbWxseHh7o2bNnbsJTSzXcW6LjkqnYPngqXlwLgcsoD3ieCMR0OxfER0ZnKa+hpYWRf21BfEQ01nYcgo+v38PYygKJH/8bBjyvVmuINTSkt0tWtsWoU9vwz54fXx6Y8se4Ps0wrKsr+nmvx4vXUZg+tB3+5zcWVTtMwZfk1GyPKWKgi3ObvHD+74doNXwpoj7Ew6a0OT7GfZKWKeU6SuYYt3oOWDutDw6cvpmXp0M/iO0EZYftBKVjG0HZYRtB6dhGUHbYRtCPUnUPuZ9ZrhJy9vb2OHLkSJb9EyZMgFics3UiRCIRhgwZgn79+iEsLAyJiYmwtraGnp5ebkJTW65j+uPyup0I3rQHALB98BRUaeECZw93nFiwOkt5Zw936BkXwULnDpCkfm0oo1+Gy5RJiJJd/tdt0hBE/PsCj89fzaOzIGXz7PYH5q07giPnbgEA+v65HuGnlqFN4+rYfeJ6tseM79sc4e9iMGD6f79KvXgTJVPmfbTs/I2tG1XDub8f4vnrSOWeACkV2wnKDtsJSsc2grLDNoLSsY2g7LCNoB/FhJx8uVplVR4dHR1oaWnl6JjJkycjISEB2trasLGxgYODA/T09JCYmIjJkycrM7xfloaWFkrXqIwHpy5L9wmCgAenLqNc3erZHlO1tSueBf+Drn4zsfDd3/jzzgk0nTwUIjkJUw0tLdTu0RZXNu7Ok3Mg5StrYYoSpkVw5tp/qxHHJSTh+t1nqO1gLfe4lg2r4eb9F9ixcAjCTy/D9R3T4NFO/vh3M2NDNKvvgE0HLyo1flIuthOUHbYTlI5tBGWHbQSlYxtB2WEbQcrwJVWi0FYQ5SohZ29vjwoVKsjdcuLgwYP48uVLlv2fP3/GoUOHchOe2tE3KQoNTU3EvZf9VSH+fSQMi5tme4xJudKo3rE5xBoa8G3eF0GzVsJ17AA0n+qZbflqbZugcBFDBG/aq/T4KW+YmxgCAN7HyP66FBEdh+LFjOQeV9bCFIM6Nca/Ye/RcugS+O85h6UTuqFnK+dsy/ds5Yz4xM84cIbdx39mbCcoO2wnKB3bCMoO2whKxzaCssM2gpQhTSIotBVEuRqy6uvrK3M7NTUVDx48wIEDB+DpmX0DnFlCQgIEQYAgCPj06RN0dHSk96WlpeHChQswNjbOTXgEQCQWIT4iClsHToYgkSDsn7soYmGOJuMH4ejM5VnKO/frjHvHziH27bcn5yTV6dqsDvym9pLebjNiWa7qEYtFuHn/Bf703Q8AuPUoDJVsLDCgYyNsOXIlS/k+bRpgx7GrcueIoF8X2wn1w3aClIlthPphG0HKxDZC/bCNoLxQUJNtishVQs7V1TXLvqZNm8LGxgZBQUHo1KnTd+uoWbMmRCIRRCIR3NzcstwvEokUTu6pu4SoD0hLTYWhuewKtgbmpoh7l/0Y+9i3kUhLSYEg+a/r57sHT2FUwgwaWlpIS0mR7jcubYEKrvXg335w3pwAKcWR87dw/e4z6W0dra8vX3NjQ7yLipXuNytmiNuPwuTW8zbqIx48eyOz7+HzN2j3e40sZes5lodd2RLoPmnNj4ZPeYztBAFsJ0g+thEEsI0g+dhGEMA2gvJGclrBHI6qCKXOIVetWjVcvarYBJ2BgYHYtGkTBEHAihUrsHnzZum2fft2nD17FkOGDFFmeL+stJQUhN28C/vf/+viKxKJYP+7M54F/5PtMU8v34CZTRmIRCLpPnPbsvj45r3MmyMAOPfthPiIaNw5eiZvToCUIiHxM56+ipBu95+9wdvIj2hcu6K0jIFeIThVLodroU/l1hN861/YWhWX2Ve+dHGEvc26elbftg1w8/4LhD5+pbwToTzBdoIAthMkH9sIAthGkHxsIwhgG0F5g0NW5VNaQu7z588IDAyEmZmZQuWdnJxQu3ZtnD59Gq6urnBycpJujo6OMDc3V1ZoauHUkvWoP6Ar6vTqgOL21ui6eg609XRxJeDrKkh9Ni9G27kTpOUvrN4KXWMjuC+fBrPyZVG5eWM09RqK836BMvWKRCLU7dsRwZv3QZKWlq/nRD9u5fa/MLl/S7RsWA2VbSwQMKs/3kR+xKGz/31wOr5mHIZ0dpHeXr71JGpXKYeJHi1gXcoMXZrWRv8ODbFml+wHJAO9QujwRy1sPHAh386HfgzbCcoO2wlKxzaCssM2gtKxjaDssI2gH8WEnHy5GrJaq1YtmV9C0ueBK1SoEBYtWpSjup4+fYq3b9+iZs2aAIBt27Zh9+7dsLGxgbe3N4yM5E8WWZDc3P0/GJgao9XM0TAsborwWw+wsmlvxEd8nXjVuLQFhAwX8Yfwt1jh1hudlv6JP0OP4+PrdzizPAAnFsh2BbZ3rY9iVpZc7egX5bPpGPQK62DV1N4oYqCLy7eeoNWwJTLzL5QrZQaTIgbS2zfvv0CnsX6Y7dkBUwa2xovXkRi7aAd2HJPt3eruVhsiALuOX8uv06EfxHaCssN2gtKxjaDssI2gdGwjKDtsI+hHJacyES+PSBCEHKci9+/fL5OQE4lEMDY2RtWqVXOcQGvVqhXGjRuHhg0b4tGjR+jQoQM8PDxw7do1lCtXDvPmzctpeBgsKpPjY0i9bazm8v1CVKB43OKQCfoP2wjKjG0EZcZ2gjJiG0GZsY2gzJJDNqo6hJ9C503XFSq3q49THkfy88lVD7n27dsrLYDw8HBYW1sDAE6ePAkXFxeMGTMG9+7dw8CBA5X2OERERERERERElH9SC+hwVEUonJB7+PChwpXa29srXFZLSwufP38GAFy5cgVt27YFABgZGSEhIUHheoiIiIiIiIiI6OeRnMpVVuVROCHXtm1biEQifG+Eq0gkwoMHDxQOoHr16pg3bx6qV6+OO3fuYNmyZQCAFy9eoHjx4t8+mIiIiIiIiIiIfkoFdcEGRSickDt9+nSeBODt7Y0ZM2bgxIkTmDZtmnR11QsXLqBBgwZ58phERERERERERJS3mJCTT+GEnIWFhfRvf39/FCtWDB07dpQps3fvXsTExORo7reSJUvC398/y34vLy+F6yAiIiIiIiIiop9LKoesyiXOzUG7du1CuXLlsuwvX748du7cmaO63rx5882NiIiIiIiIiIh+PRKJoNBWEOVqldXIyEiYmppm2W9sbIzIyMgc1eXi4gKRSCT3/pzMR0dERERERERERD+H761DUJDlKiFXokQJ/PPPPyhVqpTM/ps3b8LMzCxHdR08eFDmdkpKCh48eICAgACMHj06N+EREREREREREZGKpXHIqly5Ssh16tQJc+fORWpqKurUqQMACA4OxqJFi+Dh4ZGjuuzt7bPsq1KlCszMzLBhwwY0adIkNyESEREREREREZEKCczHyZWrhFz//v3x8eNHzJgxAykpKQAAHR0d9O/fH4MGDVJKYGXLlsWdO3eUUhcREREREREREeUvDlmVL1cJOZFIhPHjx2Po0KF4+vQpChUqhDJlykBbWzvHdSUkJMjcFgQBERER8PX1hZWVVW7CIyIiIiIiIiIiFeOQVflylZBLp6enBwcHhx8KoGbNmlkWdRAEASVKlMCSJUt+qG4iIiIiIiIiIlINoYCuoKqIH0rIKUNgYKDMbbFYjKJFi8LKygqamioPj4iIiIiIiIiIckHCIatyqTzj5eTkpOoQiIiIiIiIiIhIySQqHrL68eNHzJo1C2fPnoVYLEaTJk0wZcoU6OnpyT2mZ8+euH79usy+zp07Y+bMmdLbb968wfTp03Ht2jXo6uqibdu2GDt2bI46lqkkIXf69GmFy/7+++95GAkREREREREREeUFiYqHrI4bNw6RkZEICAhASkoKvLy84O3tjcWLF3/zOHd3d4wYMUJ6u3DhwtK/09LSMGjQIJiYmGDnzp2IiIjAxIkToaWlhTFjxigcm0oScsOGDVOonEgkwoMHD/I4GiIiIiIiIiIiUjZVrrL69OlTXLx4EXv37kWVKlUAAFOnTsXAgQMxYcIEmJubyz22UKFCMDU1zfa+S5cu4d9//0VAQABMTExQoUIFjBw5Ej4+Phg+fLjCC56qJCH38OFDVTwsERERERERERHlk7RU1SXkQkJCYGhoKE3GAYCzszPEYjFCQ0Pxxx9/yD32yJEjOHz4MExNTdG4cWMMHTpU2kvu1q1bsLW1hYmJibR8/fr1MX36dPz777+oWLGiQvGpfA45IiIiIiIiIiJSP4quspqcnIzk5GSZfdra2gr3NstOVFQUjI2NZfZpamrCyMgIkZGRco9r2bIlSpYsCTMzMzx69Ag+Pj54/vw5fH19pfVmTMYBkN7+Vr2ZqSwhFxwcjFmzZmH37t3Q19eXuS8+Ph5dunTB9OnTUatWLRVFSEREREREREREuaVoQs7f31+a8Eo3fPhweHp6Zinr4+ODdevWfbO+oKAgxYPMpHPnztK/7ezsYGpqij59+iAsLAylS5fOdb2ZqSwht3nzZri7u2dJxgGAgYEBOnfujE2bNjEhR0RERERERET0C0pLU2yV1UGDBqFv374y++T1jvPw8EC7du2+WV+pUqVgYmKCmJgYmf2pqamIjY2VOz9cdqpWrQoAePnyJUqXLg0TExOEhobKlImKigKAHNWrsoTco0ePMH78eLn316tXDxs3bszHiIiIiIiIiIiISFkU7SGXk+GpxsbGWYaiZsfR0RFxcXG4e/cuKleuDAC4evUqJBIJHBwcFHosANLFRtOTbdWqVcOaNWsQHR2NYsWKAQCuXLkCfX192NjYKFyvWOGSShYVFQVNTfn5QE1NzSyZTCIiIiIiIiIi+jVIJIJCW16wtrZGgwYN8OeffyI0NBQ3b97ErFmz0KJFC+kKq+/fv0fTpk2lPd7CwsLg5+eHu3fvIjw8HKdPn8bEiRNRq1Yt2NvbA/i6gIONjQ0mTJiAhw8f4uLFi1i2bBm6d++eoznvVNZDztzcHE+ePIGVlVW29z969ChHXf2IiIiIiIiIiOjnIVFwyGpe8fHxwaxZs9C7d2+IxWI0adIEU6dOld6fkpKC58+fIykpCQCgpaWF4OBgBAYGIjExESVKlECTJk0wdOhQ6TEaGhpYs2YNpk+fjs6dO6Nw4cJo164dRowYkaPYVJaQa9iwIZYvX44GDRpAR0dH5r7Pnz9j5cqVaNy4sYqiIyIiIiIiIiKiH5FXvd8UVaRIESxevFju/ZaWlnj06JH0dokSJbB169bv1mthYfHdhSW+R2UJuSFDhuDkyZNwc3ND9+7dUbZsWQDAs2fPsH37dqSlpWHw4MGqCo+IiIiIiIiIiH6AIElTdQg/LZUl5ExMTLBz505Mnz4dS5YsgSB8zZqKRCLUr18f3t7eMDExUVV4RERERERERET0AySpyaoO4aelsoQc8F8Xv9jYWLx8+RIAYGVlBSMjI1WGRUREREREREREP0hIYw85eVSakEtnZGSUoyVniYiIiIiIiIjo58Yhq/L9FAk5IiIiIiIiIiJSLxyyKh8TckREREREREREpHTsIScfE3JERERERERERKR0TMjJx4QcEREREREREREpXRqHrMrFhBwRERERERERESkde8jJx4QcEREREREREREpnZDGhJw8TMgREREREREREZHScZVV+ZiQIyIiIiIiIiIipeOQVfmYkCMiIiIiIiIiIqUTJBJVh/DTYkKOiIiIiIiIiIiUjkNW5WNCjoiIiIiIiIiIlE7CIatyMSFHRERERERERERKx1VW5WNCjoiIiIiIiIiIlI5DVuVjQo6IiIiIiIiIiJSOq6zKx4QcEREREREREREpHRNy8okEQRBUHQQREREREREREVFBIVZ1AERERERERERERAUJE3JERERERERERET5iAk5IiIiIiIiIiKifMSEHBERERERERERUT5iQo6IiIiIiIiIiCgfMSFHRERERERERESUj5iQIyIiIiIiIiIiykdMyBEREREREREREeUjJuSIiIiIiIiIiIjyERNyRERERERERERE+YgJOSIiIiIiIpISBEHVIdBPhtcEkfIxIfcLydgISiQSFUZCRD+rBQsWYPDgwfzQREREChEEAWlpaaoOg34S6Z8fRCIRAODVq1f8TEGQSCTSayI1NVXF0RCpDybkfhGCIEgbwU2bNuH06dNITk5WcVSkapk/IPEDU8GWnJyMYsWKISIiAl5eXrweiNcAZcFrgjL78uULNDQ0AAB37tzBp0+fVBwRqUr69430H/43btyI2bNnqzgqUrXLly8jIiICALB48WL4+PioOCIi9aGp6gDo+yQSCcTir7nTuLg4bN++HWKxGNra2nB2doaWlpaKIyRVyHhdvHnzBoaGhtDX11dxVKRK2tra6NGjB/T09HDo0CFMmjQJCxYsUHVYpCKZ2wiJRAIdHR2YmpoCkP2hhwqGjNcEIPvlO+N+KjiCg4Oxdu1aBAQEYM6cObh58yY2bdqk6rBIBZYsWYIiRYqgT58+0vYgKSkJ5cuXh0gk4ntGAZWYmIgZM2agcOHCqFSpEk6cOIGdO3eqOiwitcGE3C8g/U1x/vz5eP78OUqUKIFHjx5hypQpmDNnDpNyBVT6dbF06VKcPXsWsbGx6NWrF1xcXFC2bFkVR0f5Lf0LdaFChWBpaYlKlSphz549KFy4MKZNm8YP0QWMIAjSNmL58uUIDg5GWFgYqlSpgqpVq2Lo0KG8Jgqg9GsiMDAQ9+/fh76+Ptq0aYMqVaowKVcACYKAyMhIJCUloWnTpoiJicG+fftgaGio6tAonyUmJuLevXtITEyErq4uOnToAC0tLURGRkJPTw8A+J5RQOnq6iIoKAhOTk54+fIlVqxYgfLly6s6LCK1wU9ev4gDBw5g7969GDlyJBYvXoyjR4+iYsWKmDRpEi5fvszhqwXUsWPHcPjwYQwZMgRubm7Yv38/NmzYgEePHqk6NMpn6V+k582bh6VLl+LTp0+wsrLCyZMnOXy1AEr/4uTr64vt27fD09MTmzdvhr6+PlasWIEnT56oOELKTxnnnV22bBlWrVqFpKQk3L17Fx4eHrhy5QrEYjHnpy1gRCIRWrduDQsLC7x48QK2trYoUaIEAHBOuQJEEATo6upiyZIlKFmyJA4ePIi9e/cC+Dqc+VvzhfGzhfrK+H4QHR0NLS0tGBsbY+XKlQgPD5fex2uA6McwIfeLiIyMRIUKFWBra4tixYqhWLFiWLt2LSpUqICZM2fiypUrTMoVAJm/LIlEInTr1g3NmjWDl5cXBgwYgPv372Pz5s1MyhUQGb80Xbp0CYcOHcLUqVMxf/587Nu3D3369MHdu3cxZcoUFUZJqhATE4ObN29i3rx5qFevHt6+fYuzZ89i1qxZKF++PN8zCpCMQ5dFIhH8/f2xfPly+Pj4wM3NDf3792dSrgBJ/wKdlpaGL1++oE6dOhg3bhwEQcDQoUMRGxsLDQ0NpKSkqDhSyg/pw9aNjIzg7e0NCwsLHDhwAPv27YOmpiaKFSuGf//9F0+fPsXz58/x8uVLXLt2DSkpKew1p6Yy9pj+559/YGRkhGvXruHw4cNISkrCyJEjpUm59GuA7QVR7jAh95NL/9CUlJSE169fQ1NTEyKRCF++fAEA9O7dG2/evMHs2bNx5coVNoZqLOMQtD179sDHxwfHjh2DpuZ/I8/btm2LXr164eHDh9iyZQvu3bunqnApj02ZMgX37t2DhoaGNCkXHR0NHR0d2NjYAPg6p1zXrl3RsGFDBAUFYdasWfwlU41l/t+KxWKEh4ejZMmSOHfuHEaOHInx48ejU6dOSE5Oxp49e3Dnzh0VRUv57eTJk3BxccHx48dhYGAAALC0tMSIESPQoUMHDBw4EMHBwRCLxWwn1FjGlRLT0tIgkUjQqVMn9O/fH927d0dsbCzGjx+PuLg46XQoV69eRWJioirDpjyS/lpPf90bGRnhzz//RMmSJbF7924cPXoUS5Yswbhx49CzZ0+4u7ujR48eWLduncznT1IfGZNxS5YswezZs3Hy5EnEx8dDX18fGzZswOfPnzF69Gi8fPkSycnJGDt2LNasWaPiyIl+TUzI/WSy6wEFAJ07d0Zqair+/PNPAICOjg4AoHDhwujTpw9sbGwwceJEJuXUVMYP0EuXLsXcuXNx+/ZtnD9/Hrt27UJoaKi0bNu2bdG7d29cunQJly5dUlXIlIdev36NFy9eYOjQoXj06JF0dTwLCwvo6urKJGINDAzg7u4OfX19HDhwAH5+fqoKm/JQxjYiISEBgiBAW1sbpUuXxrZt2zBhwgRMmDABXbt2BfD1Grp06ZJ01TRSfxYWFmjZsiVevXqFjx8/Avj6ZdzMzAyenp5o3749+vbtizt37rDXi5rK+EV77dq1GDZsGNzc3DB79mzcuHEDzZs3R69evfDp0yd4enri4cOH6NevH9auXYvChQurOHpStozvG1++fJH+uFekSBFMmzYNpUuXRtmyZdGnTx9s3rwZJ0+exN69e3Ho0CH4+/tLF3og9ZLeRqxYsQJ79+7FuHHj4OrqKv0hx9zcHAEBAUhMTETXrl3RqVMn3Lt3D4MHD1Zl2ES/LJHAlvSnkfGD0sGDB/HgwQOIxWJUqFABrVu3xp49e7Bx40ZUrFgRY8eORXx8PHx8fFCmTBlMmTIFI0aMwMmTJ7F+/XrUr19fxWdDeeHx48fYs2cPWrVqBQcHB5w6dQpbt25FoUKFMHToUDg4OEjLXrhwAfXq1ZMma0i9PHr0CCtXrsTt27exfv162NnZ4f379xg4cCBKly6NUaNGwdraGgDw9OlTLF26FM2bN0fTpk05cbuayfjesWbNGrx69QoeHh6wtrbGjh07MGPGDLRs2RILFy6EWCxGfHw8xo4di8+fPyMgIIBthBqSt0DDw4cPsWzZMoSEhGDTpk2oUKGCdOXEd+/e4fDhw/Dw8GDPFzW3dOlS6bzEFhYWmDBhAqytrbFs2TIYGRnh9OnTCAgIwKtXr2BlZYVNmzZBS0uLq2yqkYxtxMaNG3Hr1i2Eh4ejQ4cOqFu3LsqVK4cPHz5g5syZePv2LTp06IB27drJtA1paWl8/1BTz58/h6enJyZOnIgGDRogJiYG7969w5UrV1CqVCm4ubkBANatW4dChQqha9eu0NTURGpqKt8/iHKICbmf0MKFC/G///0PDRo0gK6uLrZs2YJJkyahc+fOOH36NHx9fREZGQkDAwMYGxtj27Zt0l8ux48fj6FDh3KVTTX0119/YebMmShatCjWrVsHc3Nz6f7t27dDR0cHw4YNQ5UqVWSO4wcm9ZLxC9HDhw+lSbl169ahQoUKuH//PgYMGIDKlSvD2dkZdnZ28Pf3h4GBAZYvXw6RSMRrQk35+Pjg4MGDGDVqFBo0aCBtI/z8/LBq1Sq4uLhAIpEgNjYWsbGx2L9/P7S0tLi6pprJ+P+8e/eudH/lypUBfG03fH19cevWLWm7kTnRwi9V6uvp06cYNWoUpkyZgjp16uD27dvo3r07ZsyYgQ4dOkjLJSQkICwsDPb29hCLxbwm1NTixYuxZ88eDB48GJGRkQgODoaVlRUGDx4MOzs7fPjwAbNnz8bdu3cxfvx4uLq6qjpkygfv37/H4MGD0aVLF1hbW2Pfvn24e/cuRCIRnj17hmnTpqFTp04yx/CzJVHuMCH3k7l48SKmTZsGHx8fVK9eHSdOnMDo0aPh7e2NLl26SMtdu3YNhQsXRqVKlaChoYHPnz+jUKFCKoyclC39S1X6F6Vz585hz549uHz5MgICAuDo6Cgte+rUKezcuRPx8fGYO3eutGcUqZf0ayFzUm758uW4c+cO1q5di4oVK+Lhw4fw8/PD48ePAQAmJibSHg5MvqinGzduYPz48Vi0aBFq1qwJQDZ5GxQUhNu3b+PTp0+wsbFBjx49+Gu2Gsr4P1+2bBmOHz+O5ORkaGpqok2bNhg2bBiAr+3GqlWrcOvWLfj6+sr0rib19uzZM4wZMwYHDx7EiRMnMGnSJOlw9sTERFy5cgVOTk4wNDSUHsMv2urp2LFjWLp0KZYsWYLKlSvj6tWr0t7VVlZWGDVqFGxsbBAdHY1t27Zh2LBhvA7UUHafCz98+IBp06bhzZs3uHfvHnr06IH69eujRo0aGDVqFGrWrMkhqkRKwk/hKpa5EYyIiEDZsmVRvXp1nDx5EpMmTcK0adPQuXNnxMfH49GjR6hZsyZq164tPSYtLY3JODWUfl1cuHABDRs2RKNGjaCrq4vPnz/D29sbs2bNQrVq1QAArq6u+Pz5M0JDQ9k7Uk1lbCtiYmIQHx+PMmXKwN7eHl5eXpgzZw4GDhwIf39/VKpUCfPmzUNqairi4uJgaWnJHg5q7sOHD9DV1YW9vX2W95W0tDQ0b94czZs3lzkmLS2N14OaSU/G+fn5Yffu3Vi+fDnKlSuHNWvWYOXKlUhKSsK4ceNgb2+PoUOHYs6cOVi1ahUn41ZTGduC9KSaSCRCVFQUfH19sXnzZowfP146t+STJ0+wc+dOFC9eXNqjEgCTMGpKX18fLVq0QOXKlXH69GlMnjwZ06dPh1gsxty5cyEWizFw4EBUrlwZI0aMAMDkrLrJ2EY8ffoUGhoaKFSoEIoXLw5vb2+8fv0aIpFI5keb+Ph46VzmRPTj2EPuJ3HgwAFUqFAB4eHhOHz4MFxcXDBjxgyZSbjPnj2Ls2fPwtPTE6ampiqOmPLDkydP0KpVK7Rv3x5z584FAAQHB2Pbtm14/fo1pk+fjqpVq2Y5jr2g1EvGXi8rVqzA5cuX8eTJE9SpUwe1atVCnz598OzZMyxdulQ6fNXe3l6mDl4T6i0oKAiTJ0/GsWPHULJkSZketpcvX0bx4sWlq++Senvy5Anmz5+Pvn37on79+jh37hzGjx+Pxo0b4+jRo+jXrx/GjBkDAHj58iVKlSrFtkENZWzz9+3bhy9fvqBt27bQ1dXFokWLsHnzZnTt2hVTpkwBACQnJ0uTLqtWreI1oWaym/8vOTkZ8fHx0NTUxKBBg+Di4oKBAwciNTUVrVu3xufPn9GyZUuMGTOG8weqoYz/05UrVyIoKAhpaWlISEjA3Llz0ahRI2nZxMREREZGYtasWYiKisLevXv5gx6RkvDdVkWSk5Olf2/YsAGLFy+GWCxGkSJFcP/+fUydOhUjR46UJuOSkpKwfft2CIIAExMTVYVN+ax06dJYsGABjh8/Ll1ht27duujWrRssLS0xc+ZM3LhxI8tx/CCtXtI/MK1atQo7duzAoEGDcPToUcTHx2Pr1q149uwZrK2tMWLECFStWhVt27ZFWFiYTB28JtRDxpW4M/6eVrFiRVhbW2PNmjV4/fq19P+dnJwMf39/nDlzJt9jJdUoUaIEfvvtNzg6OuLvv/+Gt7c3xowZg3nz5qFp06ZYu3Ytpk+fDgCwsrKCWCzOssI7/doEQZC2AQsXLsSyZcugpaWF2NhYAECrVq3w+++/4/Dhw/Dz88Py5csxaNAghIeHY+XKlbwm1EzG1VQjIyPx/PlzCIIALS0tFCtWDFFRUXj79i0qVKgAAHj37h0qVKiAESNGYNSoUQDAZJyayXhNrFy5Ejt37sSkSZOwZcsWVKtWDaNHj8aBAwcAfG1PDhw4gJkzZ+LLly/Ys2cPNDU1pavyEtGPYWo7n40cORKTJ09G8eLFAXydy+Pdu3fw9vaGra0tAMDDwwMzZ85EbGwszp8/j8KFC2PNmjWIjo7G6tWrs8whRepLR0dHuirm1KlTAQCzZs2Cs7MzRCIRVq1ahX379knnjCL1JAgCoqOjcfHiRcycORMuLi64evUq7ty5gylTpsDa2hoSiQS2trYYPnw4ypYtCwsLC1WHTUqW8Uv27t27ERYWhsKFC6NXr14oU6YMWrdujaCgIMydOxfu7u5ITk6Wzi3p4eGh4ugpL2TX81VfXx+dO3dGoUKFcOLECdSrVw/t2rWDhoYGSpYsCWdnZ7x48ULmWCbs1Uv658Nt27bh8OHDWLVqlcyQM3t7e0yZMgV79uxBUFAQSpUqBWtra6xbt45zS6qZjO8by5cvx6VLl/D06VM4OTnBwcEB/fv3h7a2NszNzXHmzBlIJBJs27YNYrEYbdq0gUgkYg97NXL16lXUqVNH+v+8f/8+rl+/jgULFqB+/fo4ffo0bty4gerVq2Pq1KkQiURo27YtmjVrBnNzczRu3BgaGhpsI4iUiK+kfOTp6Ylnz57B2NgYwNeFGXr37g0jIyPUrVtXWq5bt25ITEzEX3/9hQ0bNqBixYowMjKSdg/m/A3qbePGjfjw4QPGjh0L4GtSrkmTJhAEAV5eXtDR0cHUqVNRt25d6Ovro1KlSiqOmPKaSCSCtrY2kpOTUaNGDZw+fRrjxo3DxIkT0alTJ3z58gVHjx5FtWrVYG9vLx2uyrZCfWQetrxx40bUq1cP58+fx4ULFzBt2jT06dMHRYsWxbFjxzB06FDY2dnBxMRE5tdsXg/qI+OX5LNnz+L169fQ1NSEk5MTypUrhy9fvuDhw4cwNzdHoUKF8PnzZzx//hwdOnRAixYtstRB6iO99+zt27fRrFkzODg44Pnz5wgNDcXu3bshCAKmTZuGYcOGoU+fPtDT05Mey7kl1Uv6+8bq1auxc+dOzJs3D5UrV8a4ceOwb98+uLq6wtbWFk2aNEFQUBDOnj0LS0tLBAQESDsAsI1QD2vXrsXBgwcxYMAAtGvXDgCgp6eHP/74A/Xq1cPVq1cxbdo0jBgxAj169ICHhwdmz56NT58+oXv37tIVdiUSCdsIIiXiqymfvH37Fo8fP8akSZOgra2NU6dOwdXVFYMHD8aaNWsQGhoKJycn6OvrAwD69++P9u3b4+PHjzAwMICJiQlEIhF/kVBzX758QWJiIrZs2QJdXV0MGTIEwNeknJubG4KDg7F161bExsZi0aJFqFKlCgB+qVI38nrAJiQkYPbs2bh06ZLMRNzh4eE4cuQIihYtinLlyknLM/miPtKvh/DwcDx8+BCBgYFwcHBAfHw8unXrhmnTpsHb2xtt2rRBmzZt8PLlSxgaGqJIkSJ871BTGYcknjhxAiVKlIChoSFmzpyJwMBA1KxZE23btoW3tzcSExPx/v17pKWlwc3NDQD4RVvNZPwckJqaCi0tLRQtWhR///03Vq1ahUuXLsHQ0BA2NjZ48+YNhgwZgqNHj8osCiYIAt831IwgCPjw4QMuXbqEadOmoVGjRggODsbt27fh5eUlHZ3Tv39/tGnTBp8+fULp0qW5EJQaatWqFe7cuYP9+/dDEAS0b98eVlZWaN26NUQiEfbv34/ff/9d+tnS3NwcZmZmOHr0KLp16yb9HML3DSLlYiubT3R0dGBlZYXjx48jKCgI//zzD6pXr45Ro0YhKSkJ69evR5kyZdCsWTPpyjXGxsbS3nQAf5FQR5kTLzo6OujSpQv09PTg5+cHiUSCYcOGSe+zsrLCb7/9hg8fPnC4kZpKTk6GtrY2AODNmzfShIqhoSFGjBiBP//8Ew0aNEC3bt0gkUjw+fNnLFy4EADw22+/qTJ0ymMBAQHYu3cvTExMUKJECQCAgYEBAgMD0atXL8yePRsTJkyAo6MjrKyspMfxvUN9HT58WGZI4oEDB3DmzBm8ffsWAODm5gaxWIwLFy6gRo0amDBhAntLqqGMnwcOHjwIkUiEZs2a4ffff0dSUhL27t2Lrl27on79+qhQoQKOHDmCgwcPQiwWy1wHnApF/aT3sP/y5Qtq1qwp7WE/YcIEaQ/7I0eOoGrVqihfvrx00Ti+b6gXiUSCEiVKYOrUqZg5c6Y0KdehQwcUKVIECQkJePLkCVxcXKRDUuPj4zF37lxUrVqV0yUR5SG2tPnE2NgYXbt2xYwZMxAVFYUlS5ZIk22TJ09GamoqvL29AUAmKZcRky7qJeMH6OjoaIhEIhgbG8PExAStW7eGRCLBmjVrIBKJMHToUCQkJODRo0dwc3NDhw4dstRBv7atW7fC1dVVOr/k8uXL8ddff0EikaBx48bo0qULWrRogadPn2LVqlXw9PSEWCxGTEwMPn78iP3790NDQ4NftNXY77//jg0bNuDVq1cIDw+HqakpBEFA0aJFsWXLFvTp0wdeXl5Yvny5zCq7bCPU18uXL6VDEk+ePImZM2di5syZaNWqFRISEvDlyxe0b98ebdu2lek9xS/a6iPzAg6HDx/G6NGjERsbCycnJzg6OuLTp08oUqSItPyhQ4dgYGAg/fGH1Ie8pEliYiKmT5+O69evY8KECdJeUG/evMHRo0dRtGhRlC9fXlqe7xvqJX2hFnNzc3h7e2PmzJk4cOAAxGIx2rVrB319fdSuXRvr1q1DbGwsQkJCkJqaiipVqnAeQaI8xldWPkify+Pt27eIjIyEjY0Nzp8/j3///Vda5s8//4S7uztmzJiB/fv3y6zCSuon4xubv78/Bg4ciN69e6Nr166IiopCsWLF0KFDBwwfPhyrVq2Cm5sbOnbsiH///Rdt2rQBwOFG6uTcuXPYsmULVqxYgbi4OJw5cwa7du3C0KFD4ezsjNDQUMyePRvh4eEYMWIE/P39oampCSMjIzRo0AAHDhyAlpYWUlNTmYxTE5lXOBQEAaVLl8aePXugp6eH5cuX48WLF9IvXkWKFMHGjRulvRyoYEhOTkZaWhpOnTqFiRMnYsKECXB3dwcAnDx5Etu2bUNiYqL0vUIQBCbj1Ex6GxAYGCjtLdmhQwdpT6fU1FQUKVIEcXFxOH/+PDw8PBAREYFFixZJe72Qesi4cmZUVJR0GhR9fX2MGjUK169fR82aNdG1a1ekpaUhMTER8+fPhyAIaNSokWqDpzyXOSlnZGSEffv2Ye/evQCA8ePHo1evXggLC4OtrS327t0r/aGX3zeI8o5I4DtxvomKioJEIsH169exdetWWFlZYeDAgbC2tpaWmTBhAt6+fYstW7aoMFLKL0uXLsW+ffswZswYlCtXDhMmTICenh5mz56NSpUqIS0tDU+ePMFff/0FQ0NDdO/encON1NSWLVsQFBQEa2trFClSBNbW1tJJd4OCgrBr1y5oa2vDy8sLZcuWzdLLhdeE+siYsA8LC8Pnz59RtmxZaGpqQiQS4dWrV+jYsSMqVaqEP//8E2XLls3SK4LXg3qR1zth3759WLduHd6/f4+xY8eiR48eAID4+HiMGTMGFSpUwJgxY/I7XMpngiBg3LhxMDMzw8SJExEWFoa7d+9i7969EIlEmDBhAoyMjODv749Pnz5h7ty5XE1VzWRe+Of8+fNITEyEnZ0devfuDUdHR6xevRrLly9Ho0aNoKmpidjYWGkPey0tLb5vFBDp7yfv37/HzJkz8fHjR3Tq1Alt27YF8LU3pa6uLgD2qCbKD0zI5ZPMb3J79uzBvn37sk3KpTeUHKuv3q5fv4758+dj0qRJcHJywvnz5zF27FgUKVIEKSkpWL16NSpWrJjlOL45qpeMX7Q3bdqE06dP4+nTp5g4caK0NyTwNSm3Z88eaGtrY9y4cdJeUGwn1EvG62H58uUICgrCp0+foKenh1GjRqF27dowNjbGq1ev4O7ujkqVKmHSpEmwsbFRceSUVzJeE2fOnAHwdWW82rVrAwBGjRqFCxcuYPbs2ahSpQq+fPmC+fPnIyYmBrt374ampibbCTWW3pvW29sbb9++hZOTE65cuYJChQrBwMAAsbGxiI6Oxt69e/H+/XsUL16cC72omYxtxO7du+Hj4yP9gf/Jkyc4d+4cNmzYgFq1aiE4OBj79++HgYEBSpYsiT59+jA5WwBlTMrNmjULsbGxaNq0Kbp37y4tw/cNovzBhFw+y/imuWfPHuzfvx9lypRBnz59YGdnl205Uk8hISG4ffs2+vTpg0uXLmHcuHEYOXKkdHhqkSJFMG3aNFStWlXVoVIey/h637ZtGwICAmBhYYFFixbBzMxMWu7YsWNYs2YN6tati0mTJqkqXMojGa8DX19f7Ny5E9OnT0ejRo3Qt29fREREoFevXmjWrJk0KffHH3+gV69e8PLyUnH0lNd8fHywfft2mJqaIioqCn379sXw4cMBAAMGDMC7d+/w/PlzVKpUCVpaWggICGCvFzUk7/PhqVOncOTIEdy+fRvdunVDvXr1UKlSJWzbtg0XLlzA6tWrZYYu84u2+gkJCcGePXtQq1YtaQ/7iIgI+Pr64vjx4wgMDIS9vT17VBMA2aTc2LFjUb58eXh7e7NtIMpn/Ckkn6WP3xeLxejUqRPEYjHWrl2LUqVKySTkmIxTf46OjrC0tERqaio2bdqEjh07omvXrkhMTISFhQVCQkLg7++PVatWqTpUymMZ24X0XycPHz6MpUuXYsyYMdK5gJo1a4YiRYpIe8aQeggODkbdunWl7f7Dhw9x6dIlzJkzBw0bNsTly5dx//59lC9fHitWrADw9VooVaoULly4gGLFiqkyfMoj6V+aBUHA+/fvERISgm3btkFHRwfXrl3D7NmzkZSUhPHjx2PdunV49OgR3r17h+LFi6N8+fIQi8Xs9aJmMibj/vrrL8TExCApKQl9+vSBq6sr6tatiy9fvkgXDQO+zlFqZGQk8yWbX7jVT3BwMKZNm4a4uDjUq1dPut/MzAwDBgzAkydPcOXKFdjb2yMtLU2m5yyTcerpe4n3jHPKrVixAkWKFOFqqkQqwE9pSpT5V0t5vzhl/PLdoUMHGBsb47fffsvPUEnF0t/sTE1NERMTg1evXqF9+/YAAA0NDZiZmeHQoUMoW7asiiOl/JI5KZeWloagoCAsWbIEY8eOhYmJCQCgbt26APiLtrrYs2cPFi5ciEmTJklXTzYwMECXLl1Qr1496Yp4EyZMQOfOndGtWzcEBgYiMTER7u7u0h6UTLyol4yfJ+Li4vDhwwdYW1ujXLly0NHRgaWlJbS0tDBt2jSIxWKMHTsWdnZ2WXra85pQHxkXcvLx8cHRo0dhbm6O+Ph47Nu3DytWrEDZsmWhp6eHhIQE3Lp1CwEBAYiIiMCqVav4RVvN1a1bFy1btsTWrVtx5MgR1K5dW/q5oVSpUtDS0sLz588BQNou8FpQL5m/hyry/03/4SY9ic82gij/8ZOaEqU3gocPH0br1q2hoaEhd2hBxi/fjRs3BgCkpKRAS0srX2Mm1cj4ZmdsbIxixYph9erViI2NxdGjR5GUlISyZctCLBYz8VKAZGwXevXqBZFIhOPHj2PatGmYM2cOihQpIi3La0I9VK1aFW3atMGGDRsgCAI6duwICwsLFC5cGJqamti1a5d0GDsAlChRAq9fv8bDhw9haGgorYeJF/WS/rlh6dKluHjxIlJSUgAAsbGxMDMzg7a2Nlq3bg0AmDlzJpKSkjB16tRs6yD1kP65YfPmzTh48CDWrFmDypUr4+jRoxg7dixGjBiBxYsXw9bWFmFhYTh48CCKFCkiXZWbSXv1lf45ccSIERCLxThx4gQCAgIwaNAgGBoa4suXL0hKSpL5DEHqJWPCfufOnXjw4AFKlCiBRo0aZTtMOeNx6e3C33//japVq0JbWztfYycq6PhpTck+fPiAuXPnYsGCBQC+/YE4Y8P45csXJuMKoPTJmOfPn4+iRYti//790NPTw86dO6XJGSZeCpb0/zsA9OzZEw0aNICJiYlM8oXUh62tLbp164a6deti/fr12LNnD4Cvifrk5GR8+PABhQoVknm/8PPzw6JFi6Q9Xkh9pL/2ga+9Jw8dOoSmTZuiUaNGePHiBdauXYvk5GQAkCblJkyYgIcPH/JaKADSe9RPnjwZlStXxunTp+Ht7Y1JkyZBT08PY8eOxZMnT1CxYkWMGTMGPj4+TMYVAOkdAABg+PDhcHFxwYkTJ9CjRw/8+eefGDduHD59+oQRI0aoOFLKCxKJRPoZYenSpVi2bBnevHmDkydPYvz48QgODs7280LGJN2OHTvQs2dP/Pvvv/keP1FBx0UdflDmHnDJycnYtWsXzp8/j2HDhsHR0THb4zI2gtu2bcPZs2exatUq/ipRwH348EE6hwM/QKuX7H6d/NbQgIxtS3o5Lvaivp4+fYrt27fj8uXL6N+/v7RH3IQJE/D333+jfv36ePLkCeLj43H48OFv9sCmX9+1a9fw999/w8rKCq1atQLwdc6w0aNHo1u3bhg3bpz080Jqaio0NDQ4JLGAuHTpEmxtbRETE4Phw4ejb9++6N69Ow4ePIhJkyahSJEi2LNnD0qVKgWAQ9AKkozvCatWrUJAQAAqVaqEJk2aoFu3bgA4vYE6e/bsGbZv3442bdqgSpUqCA0NxdatW3Hjxg3MmTMHdevWlZmbNL1d2LlzJ5YsWYKZM2eiadOmKj4LooKHn+R/UPob3/79+xEWFgZtbW388ccfiI2Nxf/+979sj8ncCC5duhQdOnRgMk5NZOzhoMh+ANJfrYoWLcpknBrK+OtlUlKStIdLepItO+nzeqSXS0tLY/JFTWT3P7e2tpbOG7d+/Xrs3r0bALBw4UI4OzsjPj4epUqVwsGDB5mMU2OCIOD169fo3bs3fH19ERUVJb3vjz/+wLJly7Bjxw4sWbIEX758AfB1uDKTceov/XNC/fr1YWZmhrt378LCwgLNmjUDAOjq6qJbt25o1aoVSpYsKT2O10TBkbGH/dChQ9GtWzckJycjMjISnz59AsDpLtTV8ePH0bdvX9y4cQPm5uYAAAcHB/Tt2xc1atTA1KlTpT3l0tLSZL6HLlq0CLNmzWIyjkhF+GleCYKDg+Hl5QUPDw/s3bsXIpEIM2bMwI4dO3Dy5EmZspmTcYsWLcKcOXOkH6jo15bxS/Lz58/x9OlTvHv3DgCk88F9T0pKCpNxaib9mvD390e/fv3g6emJrVu3Su/L7rrIOK/HsWPHEBISkn8BU57J2EbcvHkTFy5cwN9//w0AKF++PDp37ox69eph48aN2LVrFwBgzpw58PHxwaJFi6ClpYXU1FQm49SUSCSChYUFdu7cicKFC+Pq1at48+aN9H5XV1csW7YMmzZtws6dO7McS+or8//3zZs3+Pfff6GlpYWPHz/iwIEDMDAwwJQpU6ChoaHQ5w1SPxmTcqNHj0bNmjVx8eJFrFy5Eh8+fGA7oSYyD3AzMjKCnZ0dXr58iejoaOn+ChUqoF+/fqhVqxYGDRqEu3fvSpOy27Ztw9KlSzF37ly4ubnla/xE9B8OWc2F7Hom9O7dG/fu3UPz5s0RHR2N+vXrIz4+HhcvXsTs2bNhZWUlU37Xrl1YuHAhG0E1kjHZunTpUpw5cwavX79GmTJlUL16demE25kXach4XEBAAI4dO4bt27czKacGMrYVAQEBWLNmDbp27YrXr1/j3Llz6NixIyZOnJilbMZrYteuXZg2bRo2btwIZ2dn1ZwIKUXG/+uSJUtw8uRJJCYmomTJkrCwsMDixYsBAI8ePcKePXsQHBwMd3d39O7dO9s6SD2ltwU3btxAnz590KpVK4waNUra6wEAbty4gWrVqvF9ogCLiYlBt27dEBkZiWLFikFHRwf79+/nfMRq5lu9ob91X8aF4ubNm4d79+5hxYoV0tU0ST0cOnQIEokE7dq1w9WrV6ULxM2dOxcVK1aUlrtz5w4uXLiAwYMHQ0NDAw8fPkT79u3h4+OD5s2bq/AMiIgJuR/w8OFDGBsbw8zMDHfu3MHGjRtRtWpVFC9eHPPmzUPhwoWRlJSE/v37o3v37tI3zfR5PlasWIEmTZqo+CxI2dauXYsNGzbAx8cHAPDixQv4+fmhXr160i/c8uZwWLp0KaZMmSJdPY9+XRk/KN++fRv379+HhYUFfvvtNyQkJODYsWOYMWMGevbsKU3KpQ9LzXhN+Pj4YO7cuWwr1MjatWuxefNmrFy5ElWqVIGvry/8/f3RoEEDrFu3DgDw+PFjrFu3DhKJBD4+PkzCFTDp7cf169fh4eGB/2vvvsOiuNqHj393aYKIiIoVNZZYQ4xiN1bsQY0dewOxGwvWYEOkWhALiKgIBkTsvUSN7VFRE0vUxN5RQZQmdd8/fHeyWPKUn0pc7s8/yu7MXmevmT1z5p5z7rtjx46MHTs2R1AOJB9UXqdNj2JqakrHjh2lgIOe0R1HREZG8uuvv2JkZESlSpXo16/fe/fTHVv+8ssvVKxYEVNTUwoVKvRJ2i0+jYyMDEaPHk1iYiLh4eHA6xyTYWFhPH36FHd3d6pWrfrWftqJAbdu3eKLL7741M0WQrxB1rz8DzQaDTExMfTo0YPFixfzyy+/8NVXX1G0aFESExNp27YtUVFR1K5dm6dPn3Lq1Cnlgpqenk56ejorVqyQG2w9lJqayq+//oqzszPffvst3377LT179sTLy4uTJ08SHBwM8M5gnI+PD3PmzJFg3Gdu6tSppKWl5ViW2LNnTxYsWICJiQkA5ubmfPfdd8ycOZOwsDB8fHwAlMTskHNJu/QV+uPOnTucOnUKDw8PatWqxcmTJwkNDcXR0ZHr16/j4uICvK6+OmbMGKmmmkdpl53VrVuXkJAQduzYwZw5c4iPj8+xnQRe9Mf/8hsvWLAgffr0oUuXLhgaGpKVlSXnhB7RjiN8fHxYtGgRKpWKuLg4/Pz8GDt2rJKPVjcv6Zsz7J2dnbl7964E4/SA7nFOT0/HyMgIDw8Prl+/rkwCaNy4Mf369cPa2pqZM2dy4cKFtz5Hu0pHgnFC/DNIQO4/pDtQUqlU2NnZMW/ePFQqFVOmTCEkJIR69eoRGRnJoUOHsLa2Zvr06axbt47Fixcr+xobG/P999/TrFmzXPgW4mNTq9Xcvn2be/fuKa8ZGxvToEEDmjVrxu+//w68PWDy8fGR5ct64O7duyQmJuZYQlKyZEnGjRtHZmYmMTExyuumpqY4ODgwc+ZMVq1apTzdBFi7dq3k9dBT2qqZ1apV49y5c8yYMYMpU6Ywc+ZMmjVrxuHDh+natSsANjY2SmBGZsjpj78r8KNLNyi3bNkyXrx4gaWl5cdtnMg12t94UFCQMlP233kzT5wE7vXPhQsX2L59O4sWLcLDw4MlS5YQEhJCTEwM06dPB3hnugvtQz1/f3/q16+fa+0XH45uCpSgoCCuXbuGlZUVkydP5sSJExw5cgSARo0a0b9/f9RqtZKLVgjxzyWP0f4DulPGnz17RmpqKjY2Njg4ONC8eXPq16/PnDlzaNOmDUWLFmXx4sWUL1+esmXLUrt2bSBn3jDJ76EfLl++jIWFBTY2NsyZM4eGDRtib29Pq1at+O2337hw4QK2trbA66CctbU1Z8+ezZHXY8uWLcycOVOWL+uJMmXKEBAQAEBUVBQdOnSgRIkSdOnShczMTIKCgsifPz8DBw4EIF++fLRv357ChQvz7bffAq+XIK1atYoff/xRgnGfuTfzRWp17twZeJ1QuUGDBsrfNjY22NvbY2lpmWNfKeCgX7TH8+rVq1SpUuVv80Bpi740btyYxo0bA+8/r8TnLy0tjRMnTlCvXr1/u61Go1HOg3379tG0aVNlFrb4fL3ZH2gLMWiXHqpUKmrVqsX8+fOZNGkSJ0+epEGDBjn20wbjJN2F/omPjycyMpLY2Fj27t3L8OHDqVOnDocPH+b06dPY2dmRP39+GjRogLm5OdWrV8/tJgsh/g0Z5f8bGo1GucD5+/szePBgHB0d6dixI1u3biUzM5PvvvuO6Oho1Go1hoaGXL16NcdMGJAy4/pEo9Fw7949Bg8ezPr165kxYwaRkZGULl0agG+//Za4uDgiIyOV8yAxMZHz589Trlw5JRiXnZ2NmZmZLF/WE7ozE+Lj41m0aBE9e/YkNTUVa2trevTogbOzM0uWLGHNmjXKtmZmZjRv3hxDQ0PS09MpWLAgu3bt4rvvvsuFbyE+hLS0NOCvfv/QoUNERkZy/PjxHLNnb9++zfXr1zExMSEjI4Pz589jZ2eHu7u7VEnUczExMXTu3Jk//vjj3wZc35wdKeMJ/fHmbEkTExMqV67M+fPnyczMfG8f8OYs+zFjxnDu3LmP3l7xcT1//lzpD7RLDW1sbEhKSuLUqVPAX/1B+fLlMTY2JjExEfgr0C8z7PXLm7Nezc3N6d27N3Z2dvTs2RN3d3e2bt2KqakpGzZs4Nq1a8q2X331VY6qu0KIfyYJyP0N3QHPihUrCA8PZ+jQoXh7e1OpUiWCg4PZsGEDCQkJ2NjY4Orqyo8//sjAgQPp1KlTLrdefCwqlUqZFbdx40a2bt3K0qVLqVKlChqNBjs7OyZOnMi1a9f48ccf6dixIwMHDiQ+Ph43Nzfgr0Cvvb29LF/WA7pLCtPS0rCysmLVqlUA9O7dWwnKde/enSFDhrBs2TKWLl361ucYGxsDrwdc4vM0ZswY1qxZQ2pqKvA698/48eMJCwtj3LhxTJs2jS1btgDw/fff8/LlSzp16kSvXr24efMmffv2BXLOfhH6p3LlyjRs2JDDhw8D71/GqvtQcOPGjWzfvv1TNVF8Atpj+69//YuHDx+SmZmJubk5KSkpGBoavrMP0L3eaGdCLVmyhAYNGnzStosP6/jx47i7u/PgwQPc3d0ZPHgw8fHxWFlZ0bhxY6Kjozl58qSyvYWFBZaWlkrfodFoiI2NZe3atTLDXo9of+ubNm3i5MmTGBsb07lzZ54+fUpmZibbtm0jKSkJQ0NDEhMTmTRpEnFxcTk+Q2bZC/HPJktW3+HevXvY2NigUqnIysoiOTmZQ4cOMWbMGCXhfsOGDfH29mbjxo3UqlVLmSJsa2urLFOUSlf6SbsswNLSEjMzM4yMjDh9+jRly5ZVEqQ2bdqUkiVLcu/ePc6ePUvp0qXp3r37WxXQ5CL5+dNdJrJu3Tqys7Np27YtVapUwdfXlwkTJuDo6Mj69euxtramW7duJCcnc/bs2RxBf6EfSpUqhb+/P2ZmZlStWpUTJ04QHBxMrVq1uHjxIpGRkYSGhlKgQAGaNWvGtGnTOH78OKampowdO1ZJzC7BOP3xriWpBQoU4Msvv2TLli04OzujVqvf6g/ezAfl5eWlFIARnzfdc+LMmTM4OztTpEgRsrKyKFu2LL/++iv+/v40bNgQKysrSpcurTywedeyxFatWuXadxEfRkJCAjdu3MDFxYUnT54QFRWFlZUVAI6OjgQGBuLv78+vv/7KF198QWRkJAYGBsqxV6lUFCtWjI0bNyr7Cf3w6NEjfvnlF/bu3cvIkSPp3bs3CxcuZMyYMXz55ZeMHz+eP//8k1u3bpGVlSUFPIT4zKg0kgE2h6lTp/L8+XNGjx6trLtPTEykd+/e9O7dG0dHR9LT05WBUc+ePSlZsiQLFy7MzWaLXJKVlcW+ffuYP38+bdq0oU+fPpQrV+5vt5cbbf3k7e3N5s2bcXV1pVGjRlhbWwPwxx9/MHbsWExNTQkLC8PMzIznz59jaWn5VrVd8fnSPY7Lli1j2bJl9OrVixcvXuDt7a28d+3aNZYsWYKRkdE7rxvyIEd/3b59myJFiigzYFNTU3FwcKB79+4MGzYsx7ZvBuN8fX2ZN2+ezHrRA7GxsRQrVgyAkydPYmNjg5mZGcnJyfz22288f/6cefPmUbx4cYyMjIiNjaVw4cJ07tyZsWPHAhAaGsrSpUuV/MVCP0ydOpXNmzfTrFkzJk+enKMK5rlz59i/fz9bt27FxsaGQoUKKdcSGVvql3c9xNFoNGzfvp2AgADKli1LrVq1MDMzIzY2FmdnZ6Xgj3bfv8tNKoT4Z5FRv45evXpx//59ihUrRmhoKH379uWrr76iQIECWFlZsWvXLhwdHTE2NlaCclWrViUpKSm3my4+Me2FzsDAgHbt2pGWlsaCBQswNDSke/fulC9fniFDhjBw4EAlWT9I7h99FRUVxbZt21i9ejVVqlQBXpekT05O5ssvvyQgIICxY8fStm1b9u/frzy9lGCc/lCpVEq/MGLECFQqFYsXL6ZUqVLExsZSvHhx4PVSxVatWjFt2jTu37+v5J7UkmCcftqzZw8eHh6UL18eFxcXvvzyS6ysrGjVqhWXL1/OUewHkCrceiomJgY/Pz9cXV3Zs2cPUVFR7N69GysrK6ysrLCxsSE2Npbo6Gjc3NyoXr06Fy9eJCEhQUlvcfv2bVavXo2bm5ucE3pCG1CrUaMGVapUYefOnSxfvpwBAwZQvXp1NBoNtWrVolatWowcORKNRoO5uTkqlUoe4ugZ3UDa+fPniY+Pp2jRopQvX56OHTtSvnx5Dh06xPbt23n06JGypLlhw4YAEowT4jMkPfj/t2TJElJTUzl27BhHjx5lxYoVREREkJ2dzddff82UKVMYPHgwEyZMwM/PTwmsXL16lRo1auRy68Wn9maJeW2VRH9/f65cuUJSUhJxcXFSal4POTo64uLiQtOmTZXX7t+/T7169ahSpQp37tzh9OnThIaGUrBgQezt7Rk4cCDe3t6sXr06x8BZgnH6RXcgPHz4cExNTfH09GTLli306tVLeYJdrlw5ypQpQ2ZmZu42WHw0N27cwMbGBmNjY8LDw2nevDlTpkzhX//6F2PGjMHOzo6WLVvSunVr+vTpw4kTJ3L0KQBhYWH4+fnh5eUlhX/0RHZ2NoUKFWLChAkkJyezdetWihUrluMGulixYpiamnLixAklJYru/sWLFyc8PJySJUvm1tcQH5j2nqJPnz4AFClShJCQENauXcugQYOUCqvHjx+nUaNGyn4ajUaCcXpG2w94e3uzd+9eUlNTsbCwIF++fAQGBlKjRg3KlStHhw4d8Pb25vDhw6xfv14JyOl+hhDi8yC9+P+XnJys3BxfvXqV9PR0/vzzT8LDwzEyMqJatWrMnTsXNzc3OnToQMmSJXn58iWJiYlMmTIll1svcovuksPOnTtTsGBBfvvtN9LS0pgwYcJbOePE5+3Vq1e0b98+R/Ls7Oxs0tPTuXnzJvPnz+fs2bOULFmSevXqoVariY6Opn379lStWlXJ/yTLS/SXblBu4MCBpKSksGjRIhITE2nevDmWlpb4+/tjbm5OmTJlcru54iO4ePEi06dPp3v37ty5c4ewsDCaNWtG+/btad++Pe3ateP8+fN4eXlRq1YtDAwMiIqKws7ODjMzM1QqFU+fPuXMmTPMmzdPgnF6pG7duvzyyy/8/PPP1KhRg8ePH2NjY6PkENQW8ShRogS3bt16a3+1Wk2+fPkkGPcZ+7uZ8dprR4cOHVCpVKxevZqgoCDatGlDdHQ0d+7cYe/evcr+8lBPP0VERBAdHc2yZcsoWbIkt27dYsWKFXTv3p3o6GiKFi2Kubk5K1asYNeuXTJTVojPXJ7PIae9MMbExODm5oaBgQGPHz/m4MGDnDhxgpUrV1K+fHmGDh1K5cqViY2NZfXq1QCYmZkxYsQICbroqf9mOeH7tpXzQn8tX76cIkWK0L17d+Li4vD19eX+/fu0bt2a+vXrU6lSJX7++WeCgoJYvny5JNnNY3RnvKxYsYJFixZhYGBAhw4dSE5OZtGiRRgZGcnSEj2UnZ2Nu7s7+/btIzk5mTVr1vD111+/tSz1+fPnREVFcfr0aWJiYti2bZsSpNVoNCQkJEi/oUe0v/UDBw6Qnp7Onj17SEhIYOjQoTRp0iTHtv7+/ly/fh1/f39JbaBHtMfy7/p93eO9b98+IiIiePjwIUWLFiUkJAQjIyM5J/TImTNnqFOnDvD62AO4u7uTlZXFrFmzlO1u377NtGnTsLa2xtfXF5VKlePBrtxvCPH5yvO/XO0Fzc7OjhIlSnD8+HEaN26MhYUFbdu2JSMjg9WrVxMcHMyAAQOoUaPGWzPisrKypBPUQ9pzIyQkhHr16lG9evX3zmzSbqs72FKpVHJe6KmMjAzi4uJYvHgxRkZGdO7cmTlz5pCenk7+/PmB1znkIiMjKVSokLJUUeQdujPlXFxcMDc3x93dndatW9OyZUvJ/aOHdGc41ahRgx07dlCyZEl+++03KlSogLm5uXIN0VbCc3JywtnZmUGDBuHv74+Pj4/yGRKM0y/aAIy9vT3welnimjVrCA4ORqVSKflmDxw4QMOGDRk5cmSutVV8eL6+vrx69Ypp06b9bZ4v3ZUXrVu3pmbNmqSlpVGqVCnUarVcN/TIjh07mDhxIt7e3nTs2FG5l0hKSnprhmy5cuVo1qwZO3fu5NWrV0pxIC05J4T4fMlj+f8vISEBIyMjRo8ezaNHjxg/fjwADg4ODBo0iFu3bhEeHs65c+fe2leWnum348ePM2PGDNLT0zEwMOB9k0p1n1g+ffpUnl7qMSMjI3744QdcXFyYOnUqW7duxcjIiPz585OUlERUVBSjRo3i4cOH+Pv7K0Fakbdob7oA+vbti7u7O82aNVNuuGQArT+0/b9arSYuLo4WLVqwceNG6tWrx9atW4mIiCAlJUUZL2j/1V5PGjduTFJSkvIZQn9pj3ndunUZNGgQFhYWLF26lNDQUJycnPD09KR27doYGBgoD/fE5y01NZXExEQuXryIv79/jkqY76K9RgBYW1sry5qzs7PluqFHmjVrpowjt2zZorzesGFDMjIy2LlzJ+np6crr2qq7r169+tRNFUJ8RDLq+/8sLS1ZunQpI0aMYNCgQVy5coUJEyYAr4NyAwcO5NSpU5w8eTKXWyo+pncNjn744QfMzc356aef3js41g3GhYaG0q5dO+Lj4z96e0XuyZ8/P05OTjg5OTFlyhR27NihvPf7779TtGhRNm/ejJGREZmZmXKTrSfedwP1vkC97k1Xt27dMDQ0JCMjQ26y9YjudeHnn39mxIgR3L59mzJlyjBlyhSqV6/O7t27iYyMJC0tDYD58+cTGxur9AuPHj3i9u3bJCcn59r3EJ+GbrClTp06DBkyhAoVKhAVFYVGo2H37t3KNnLd+PxpNBpMTU2ZOHEidevW5cSJEyxevPg/Csq9+Z6cD/pDWyl31KhRjBo1iilTprBv3z4AmjdvjrW1NREREWzatIkXL17w9OlTIiIiKFGiBIULF87l1gshPqQ8n0PuXVJSUti9ezfBwcFUq1YNPz8/4PVMqfr168uMuDwgMDCQwoUL07p1a8zNzfH19eXixYssXrwYKyurHEsNdINxERERLFy4UCn+IfRfcnIygYGBBAcH4+npSceOHXn16hUmJiaoVCop4KBHdH/3MTExpKenU7FiRaytrd96X5duH5GQkCBLmPWI7jE/evQoO3bs4ODBg3z99deMHDmSWrVqkZGRwdy5c/n9998pU6YML1684NKlSxw/fhxDQ0NiY2Px8fFh4MCBUrVdD/yneSF1+4WUlBTS0tIoWLCgLEvUQ9pzIjExkcDAQE6fPk2DBg0YO3bse5ev6p4fGzZsoEiRIrRo0SI3mi8+MN1jGx4eTnx8PEuXLgXAy8uLTp06ER8fz+zZs7l58yZ3796lXLlyqFQqoqKiJP+sEHpGAnLvkZKSwp49ewgJCaFYsWKsWrVKeU9usPXbrVu3cHBwQK1W079/f6pWrUqbNm1wcHCgbt26zJ49G/hrRoxuMM7HxwcPDw+peJTHJCcnExQURGBgICtXrlRyAUniZf3k5eXFzp07efHiBdWqVeO7777D0dHxnTdWbw68o6OjWbt2LQUKFMit5ouPwNPTk4MHD2Jvb09cXBwnTpygcuXKuLi4UKdOHTIyMli5ciW3bt0iOzsbT0/PHMnZX716Rb58+XL7a4j/owcPHlCqVCkA1qxZg52d3X8UZNXtN+RGW3+8awzw8uVLAgMDOXPmzHuDcm8G49zc3FiyZAmtWrX65N9BfDwLFy4kOjqaSZMmkZCQwLlz59i7dy8eHh506dKFlJQUYmNjuXDhAoUKFaJRo0YYGBhIwF4IPSO/5vcwMzOjbdu2pKamcu7cuRwXSgnG6Zc3B79ffPEFTk5OBAcHY2FhwebNm/nll18YMWIEXl5eNG3alBYtWuQYZEVERODn5yfBuDxKu3y1RIkSNGjQQHldgnH6Qffm6NSpU5w6dYqFCxdibm5OSEgI27dvJyUlhSFDhuS4sXrX7Nm5c+dKME7PXLhwgV27duHn56dUy9uzZw/r169n+fLlGBkZUbNmTYYPH052drYyhtC9qZJg3Ofv999/p0uXLgQFBXH06FG2bdvGhg0b/u1+uktT36zEKz5fumPLly9fki9fPjQaDRYWFjg5OaHRaJQ0ONqgXFZWFmq1+q0HvRKM0z/Pnz/nl19+YezYsXTq1AmA7777jpIlSzJt2jRMTEzo0KEDX3zxhZI7DqSQoBD6SH7Rf8PMzIxu3brRu3fvf1umXHy+tMf0yJEjGBsbK08sb926xfPnz3F3d2fatGmsXr2a1NRUoqKiqFmzJlZWVgAcPHiQWbNm4e/vT+vWrXPzq4gP4N8tHXkfc3NzevXqBUj5eX2jPfYHDhzgyJEjNG7cmNq1awMwffp0/Pz8OHjwIIASlNM9B2T2rH4zMDDg1atXOR7WtW3blszMTKZOncrixYsZOXIkdnZ2OQoDSR+hX6pVq8awYcMYO3YsKpWKn376ibJly/7tPrrXlsjISDIyMujVq5ecG5853XFEUFAQp06d4smTJzRu3JhOnTpRpUoVnJ2dAfjXv/6FWq1m9OjROfqQyMhI5bohwbjP35vjyLS0NO7du5fjtcKFCzNgwABOnTqFq6sraWlpdOnSJcfnyKQQIfSPRJf+DW0eKEmuq780Gg0PHjzAy8uLgIAAJWdgixYtSExMRKPREBISgqOjI19++SWJiYkUKlRI2b9kyZKsW7dOgnF6QHcQfe3aNX777Tfg38900028HB8fLzdTeigpKYm1a9eybds2bty4obxuYWHBhAkTqFKlCj///LNSQU83GOfr6yvBOD2WL18+rKysuHfvHvBXOoPvvvuOChUqKHmjzp49C7zuT2T2rP7QzfxSokQJUlNTSU9P5+HDh/92P91g3KxZs7C2tpbrhx7QjiMWLlzIqlWraNeuHV27duX8+fPMmjWLS5cuYWlpibOzM3Xq1GH79u1ERUUp+69ZswZfX1/mz58v1w09of2t7927l5SUFIoXL06zZs3Ys2dPjr6iePHiVKxYkTJlyrBx48b3FowSQugPiTD9h2TwrF90AygqlYpSpUrh7+9Pp06d2LRpE4MHD0aj0XDt2jUiIyMB6N69O0uWLCE0NDRH9auqVasqy5TE5007iPb29mbIkCEMGTKETp06cerUqRyl53XpBuujoqJwd3fnxYsXn6zN4uPQDoK1/2qLuzRv3pzr16+zceNGZVsLCwvGjx9PiRIliI+PV64Xu3btYtasWRKM03MVKlTAzs6O+fPnExMTo7weFxdHmTJl+O6779BoNMpMGaE/dCvsvnjxgl69enHkyBEGDx7MmDFj2L17N/B2FWbd/SIiIvD29pZZ9nrmwIED7N+/n5UrV9KtWzcqVqzI5cuXSU1Nxc3NjcuXL2NpacmQIUMYPHgw3bp1AyA1NZWTJ0/i5uYm54OeuXnzJitWrFDGD02aNCEpKYk1a9bw5MkT4HUO88TERCZPnkx4eLjcfwqRB0hRB5Hn6M6Cunr1KomJidjY2GBtbY1areb58+dMnDgRMzMzHj58yOXLlwkICMDe3v6dnyE+f7rH89ChQ3h7ezNlyhSsra3x8PDgyZMnTJ48mcaNG2NsbKzs9+YMh3nz5rFgwYIc54r4/OieD0+fPsXU1JSsrCwKFizIw4cPcXd3JzExka5du9K5c2dlv+TkZExNTVGr1aSnp3Po0CHMzc1p1KhRLn0T8bHpnitjxozh1KlTdOnShaJFi3L48GGys7MJCwvj2LFjBAQEYG1tjbe3t+SM0wO6x3758uXcunULR0dHvvnmG+B1oY/w8HD8/PyUwIqXlxcdO3akatWqwOvrhre3twTt9dCvv/7Krl27mDZtGocOHWLKlCmMHz+e4sWLM3XqVEqXLs3kyZOV9AfwV9G49PT0HGMN8Xl6swjgq1ev8PDw4O7du6xYsYJ8+fKxcuVKDh48yPPnz/nqq6+4fv06ANHR0RgYGMj9hhB5gATkRJ6iG0Dx9fVlx44dZGVlkZycTIcOHejSpQvffPMNGo2GTZs2ERMTw+bNm+nbty8zZszI5daLj23btm08fvwYtVrN0KFDldeHDh3KvXv3cgTldAda2hxh8+fPlyfanzndPiIgIIBffvmFly9fUrBgQcaMGUOjRo149OgRc+fOfWdQDv66UZeBdN6ge874+/tz8eJF4uLiKFmyJH5+fpiYmABw7NgxypcvT8mSJXOzueID8/HxITo6mtmzZ/PNN99gbW2tvDdv3jzCw8MZMGAAv/32GwkJCWzbtg1DQ0NWr17NsmXLmDdvnlw3PnPv6+ufP3+Oqakpzs7O1K9fnxEjRpCdnU2vXr14+vQp9evXZ/78+VKRXc8dOnSIEiVKUKVKFV6+fEn79u2xt7dn1qxZwOtiUb/++it//PEHRYoUYeLEiRgZGb0V0BNC6CcJyIk8Q3fAFB4eTkBAAAsWLKBixYocPXqUzZs3U6hQIZydnalRowbwuuLZ7t27ad++veR10XPZ2dk0b96c2NhYevTowZw5c3K87+TkxP379xkzZgwtW7ZUnl7/9NNP+Pn5MW/ePJnhoEcCAgJYt24d06dP58WLF1y+fJnt27fj4eFBp06dePDgAfPnz+f27du4urrSpEmT3G6yyEW615f09HQyMzMxNTVFpVLJbBc99vPPPzNnzhxWrFhBlSpV0Gg0JCQkcOfOHWrWrAm8nj135swZrKysmD9/vlJFdcKECTRp0kSpsCg+T7q//Xv37pGZmZmjKub9+/dxdHRk+vTptG3blqdPn+Lh4UG7du2wt7eXhzZ67siRIwwbNozChQszadIkOnfuzJEjR/Dx8cHFxYXvvvtO2Vb3XJLiYELkHRKQE3rv6NGjfPvtt8DrC5yBgQHjx4/HysqKH3/8UdnuwIED+Pv706FDB4YNG/bWE0+5OOov7dPpzMxM+vXrx+PHj1mwYAFff/11jnOga9eulClThoULFwKwfft2pk+fjo+PjwTjPmNvBkwSEhIYNmwYPXr0oGvXrsDrpSdLliwhKCiIDRs2UKNGDe7fv09kZCTjxo2Tp9h66F2zVv5uJov2Pd1tZOaLftu9ezdBQUGsX7+eR48esXv3bqKjo8nOzqZUqVKEh4cDr4vCmJubA2/3N0I/+Pr6snfvXuLj42nUqBEjR45UCoGNHTsWY2NjOnXqRHR0NFlZWYSEhMhMaj30rnuHcePG8fDhQ168eIG9vT2FCxcmNjYWQ0NDnJycKFy4sFwnhMjD5Aog9FpYWBju7u5KYQbdgFpycjLw+kYbwN7enm+//ZbIyEjS09PfGiBJME5/aYNxhoaGhIaGYm5ujpubG5cuXcqRjDs6OlqpwpuZmcnjx48JCAiQYNxnbMCAAQQFBeV47dWrV1y/fh1TU1Pgr8Idzs7O2NnZsXPnTjIyMihdujQTJkzAwMBA6UeEftBNuh8fH09aWhrwuq9437F+MxiXlZUlN1l6RPdaoP2/oaEhmZmZjBw5koEDB3Lv3j0GDRrErFmzuHPnDidPngRQgnEajUaCcXpCtx/YsWMHu3fv5ocffsDLy4tLly7h7u7OhQsXsLCwoHv37rx69YoFCxag0WhYuXKlBOP0lPZ43r59G3jdRzRv3pyGDRsydepUChYsyLlz59i0aRO7du3iwoULcp0QIo+TCIPQW6GhoZQtW5batWuzZcsWAHr27IlKpaJChQqsXr0aJycnKlSooOxTrlw5SpYsKWXG8yDtjZWRkRGbNm2iS5cuTJ8+HQ8PD2rUqKEMmNRqtRK8GzJkiAymP3M//PAD1apVA/6aBVu8eHHq1q3Lzp07qV+/PlZWVmg0GszMzDAzMyMxMVFZdqYlM+T0i/Z3vWTJEvbu3YuVlRW1atVSZkO+K7ePbjBu8+bN5MuXjzZt2kgfoQd0AycZGRlkZ2djYmJCq1atSExM5NatW3Tr1o26detSpEgR7t+/T9GiRcmfP3+Oz5Eb789famoqpqamyu//yJEjPHz4EGdnZ9q3bw/A119/Tf/+/fHy8mLGjBm0b9+eli1bEh8fT7FixXKMI4T+OXPmDP369WPw4ME4ODjg4OCAi4sLBgYG/PDDD9y7d0+ZURkZGUmLFi1yu8lCiFwko0ShlwYNGkR4eDhNmzbFycmJcuXKsXHjRtavXw/AqFGj+Oqrr3BycuLChQs8e/aMlJQUdu7ciZWVlZKEW+Qtbwbl1Go1w4YN4+bNm29tB8iN9mcuOzubmjVrYmxsTFBQEBMnTiQlJQWAZs2a8ezZM9asWUNSUpKSCyw5OZnChQvncsvFp7BlyxaioqJwdHSkfPnyygwY4K1ZkW9WXJ46dSomJibSR+gB3WDc2rVrGT16NE5OTkrqgi5dujB+/Hjat29PoUKFePHiBe7u7uTPn5/q1avnZtPFBzZmzBh++eUX4PV5ER8fz7Bhw1iwYAGxsbHKdkWLFiU0NJSEhAQ8PDw4c+YMxsbGlChRQpkZJ8E4/fHmQ/w6deqwcOFCzp07h4eHBxs2bMDd3Z3Nmzezd+9ebGxsWLx4MUuWLGHZsmW51GohxD+F5JATeufq1atMnDiRJUuW8MUXX/DHH39QsmRJ5s2bx61bt+jYsSO9e/fmxYsXTJo0iXPnzmFpaYmZmZlSXdXIyEhy/+iZ/+Z4ap9cZ2RkMH36dObPny8zoPRYdnY2R48eZeTIkXz//ffMnTsXeF3Y4dChQ7x69QpbW1tu3LhBcnIyW7dulZspPfTm8rHNmzejUqno3LkzKSkpHD58GB8fH2xtbVm8eDHwV15Sbd8iFZf1i+51w8/Pjy1bttC1a1eKFSvG7NmzcXR05IcffsDCwoK0tDQiIyM5cuQIz58/JzIyUiol6pGkpCQiIiLo378/xsbGpKWlYWJiwu3bt+nXrx+lSpXCw8OD8uXLK/s8e/aMDh060KFDB9zc3HKx9eJj0b1uaM8J7Wt//PEHJ0+eJDAwkMqVK2NqaoqpqSmTJk2iePHiymfIbEkh8jYJyAm9k5CQQIcOHWjZsiUWFhYEBwdz8eJF7t27x8qVK7l58yZdunShZ8+eAOzdu5fU1FQAHBwcMDAwkIujntG9qXr58iUWFhb/dp83z4GMjIy3limKz9Pp06cxNDSkVq1aeHp6UqZMGXr37s2JEycYMWIE7dq1Y/78+QAcO3aMkydP8uTJE4oXL87YsWMxNDSUm2w9o9tHbNmyhdTUVHbt2kWbNm3o27cv8Dq34M8//4yvry9ff/21MkNKSxuM8/DwkLySn7kXL15QsGBB5e/9+/fj6+uLp6cn33zzDceOHcPFxQV4nX927ty5FChQgM2bN/PgwQNcXFyUGdcylvj8tWnThpo1a+Ll5QXAunXryM7OpmPHjhQqVIgbN27Qs2dP7OzsmDZtGmXKlFH6lISEBAoUKCDXCz2kG4xbt24dZ8+eJTU1lXr16tGjRw/Mzc3JyMggISGBH3/8kYsXLxIXF0dgYCBNmzbN5dYLIf4pJCAn9Ir24nj69GkGDRqEiYkJ27dvp1SpUsDrJKuBgYHcvHmTTp060bt377c+Q2609YvugCk8PJzr168zcOBAypYt+7f7yQxJ/RQbG4urqyuGhoZYWlqyZ88eoqOjqVKlCgDHjx9n5MiRtGvXDnd3d6Uv0D0f5CZbv+ge2wULFhAaGkq5cuWIjY2lUqVKrF27Vnn/1atXHD58mEmTJjFkyBDGjRsHwOrVq1mxYgVz586VmXGfOS8vL5KTkxk5ciTFihUjMzOTvXv3EhcXR//+/Tly5AgTJ07E1dUVGxsbhgwZQrdu3Zg8eTJmZmbK58hYQj8EBQWxfft2tm/frrw2ffp0Tp48iYuLC61atXorKDd9+nRsbGxyfI6cD/rL19eXjRs3MmjQIJ4+fcq5c+f44osvmDVrFgUKFFC227p1K7/++ivTp0+XMYQQQiHJTYRe0QZe/vzzTwwMDMjIyGDVqlXK++XKlWPYsGGUL1+eHTt2sHr16rc+QwZM+kM3GHf9+nXOnDnDzp07iYiI4MGDB+/dT/cGff369cybN++TtFd8fMWKFWP48OHcvHmTPXv2MG/ePKpUqUJ2djbZ2dk0atSIpUuXsmfPHmbNmqVUY9YNzspAWr9oj+2TJ0/4448/iIiIICQkBF9fX27evMnw4cOVbfPly0fTpk0JCgpi9OjRwOsA7b59+5g+fboE4/SAWq3m0qVLrFu3jtjYWAwNDWnatCktWrQgISGBJUuW4OTkRPfu3bGxsaFo0aJERkayYsWKHJ8jYwn9YGJiQmpqKunp6SxatAh/f3/mzZtHo0aNCA4OZu/evTx//pwKFSoQGRnJ+fPnmTRpUo6cciDng77atm0bBw4cYOXKlQwbNowGDRrw559/cuHCBSZPnkxSUpKybadOnZg5c6Yye1YIIUACckJPVahQgS1btrBw4UI2bdqUI3eHNihXqFAhbt26JRVV9Zg2GDd//nzGjBlDgQIF+Oqrr1i9ejVr167l3r17b+2jG4yLiIjAz8+P2rVrf9J2iw8vOztb+b+lpSXFixenRo0a7Nmzh5iYGNRqNWq1mqysLCUoFxUVRXh4eC62Wnwqa9eupW/fvqSmplK4cGGsrKxo0KABCxYs4NKlSzmCcqampjRo0AADAwPS09MxNDQkLCyMjh075uI3EP9X2rHApEmTaNWqFcePHyc0NJTHjx9jbm5O6dKliYuLIzExkfr16wOvgzVNmjRh48aNjB07NjebLz4CjUbDV199RdmyZenYsSNr166lS5cuAMydO5c6deoQEhLC3r17SUhIoEKFCoSGhpI/f36KFi2ay60XH4PuWCI7OxszMzOaNWvGV199xcGDB5k2bRqurq4MHDiQ06dPM3PmTF6+fPnW58iDPSGElixZFXrt1atXHDhwgBkzZtCxY0fmzJmjvPf48WOsra1Rq9WyPFGPHTt2jPHjxxMSEkKNGjUA+Omnn1iwYAGdOnVi4MCBlC5dGsi5pCQiIgJfX1/mzZsn+aA+c7ozJc+cOUPx4sUpWrQo58+fJzg4GJVKhYuLC3Z2djn2u3TpElWqVJGBsx56s4DDtWvXGDt2LE+fPiUyMpKKFSsCr2/IY2JimDBhAiVLliQiIiK3miw+Ad3zYtmyZezfv5+GDRvSv39/ihUrxuPHj2nTpg09e/akRYsWrFy5kvT0dEJDQ1GpVLKcXU85Oztz7NgxateuTUBAQI78gtOnTycmJoYhQ4Zgb2+PlZWV8t6b/YzQHytWrKBw4cJ0796dJ0+eYGxszNChQ2ndujXOzs7Ex8fTs2dPXrx4QdeuXZk8eXJuN1kI8Q8lVwmh1/Lly0erVq1wd3dn+/btzJw5U3mvePHiSvl5CcbpD92nl/B6OZm5uTmFChVS3nN0dGTMmDGEhYXx008/KTPltMG4yMhIfHx8JBinBzQajXJD5Ofnh6urKzExMahUKho0aEC/fv3QaDSsXLmSM2fOADBixAg2b95MjRo1ZGmJntKeExcvXuT58+dUrlyZpUuXUqBAAdzd3YmPjwdeL2e1s7Nj/vz5WFpavtW/CP2iHRPA636gVatWnDhxgtDQUB49ekTx4sXx8PAgKiqK2bNnk5ycTEhICCqVCo1GI8E4PZOZmcnz588xMDBg7NixGBgYMHnyZB49eqRsM2/ePOrWrYuXlxfnzp0D/pptKcE4/ZGVlaX8f/v27axbt46qVasCYG1tzYMHD3jy5AmNGjUCXhcQq169Ou7u7kyaNClX2iyE+DzIDDmRJ6Snp7N//34mTJjAhAkTcHJyyu0miY/s0aNHlChRgsOHD/PDDz/w008/UaVKFV69ekW+fPmIj4/HwcEBtVpNjx49cHZ2xsTEhMjISObMmcPChQslH5QeCQ4OJiQkhKVLl1KxYsUciZYPHz5MREQEf/zxBwULFiQhIYF9+/ZJVV09d+rUKQYMGMDUqVPp3LkzBQsW5Pr16wwePJhKlSrh4+OjzHbRnUUts1703/tmyg0YMABra2uePHlCUlIS5cqVQ61Wy8y4PGLLli1ER0djbm6Om5sbJUqUUN4LCgpiyJAhkitOz2jHjFqHDx/m999/x9zcnP79+ysrK+7cucPo0aOpVasWXbt2ZfHixZiamuLv749KpZKiHkKI95KAnPgs/S9LTNPS0oiJiaFevXoycNZz27dvx9vbm6NHjwLg4uLCtWvX2LhxI4ULFwZeV9tcsWIF1tbWBAQEsH79er7++msWLVpE9erVadWqVW5+BfEBpaWlMWLECBo2bMiQIUOU13Vvoi9dusSVK1eIjY3FxcVFmRknfYV+8/b2ZvPmzYwYMQIHBwcsLS25fv06Q4YMoVKlSnh6elKkSJHcbqbIBe8KyjVu3JhevXopldvf3E7oJ91gijYoV6BAAX788cccQbk3txWft9mzZ1O2bFm6deuGubk58fHxNGzYEIDBgwfj6uqqbJuens6aNWvYunUriYmJlCpVitDQUIyMjKSPEEL8LQnIic+O7oUtKSkJc3Pz//ozZMCk37S5O/r27cuAAQO4fv06s2fP5saNG7i6umJkZMSmTZsAWLVqFa1atcLBwYExY8aQkpKCmZlZLn8D8SHFx8fTvn17pkyZQufOnXP0IWlpaSQkJFCsWLEc+0gfoV/+boabr68vGzZsYPTo0XTs2JGCBQty48YNHBwc6Nu3L9OmTcutZotcpnuurFixgvXr1zNs2DD69OmTyy0Tn5ruubB161Y2bdpEeno6AQEByoM+oV9Gjx7NH3/8wZAhQ2jTpg0FCxbkzp079OvXj8KFC+Pl5cWXX36pbJ+ens7z58+Ji4ujSpUqMntWCPEfkXC9+Ky8OTiePn06T548+Y/200pLS5MbbT3y5jOFrKwszMzMqF+/PmfPngVeV9318vLC3t4ef39//P39yczMZPny5QDkz59fecotwbjP27ueMVlZWVG9enX279/Py5cvlWqqAJcvX2b9+vVvVUGTPkK/aINxISEh7Nq1i/T0dOW9iRMn0r17d3x8fNi+fTvPnz+nQoUK7Nu3TxJx53G6OeVcXFwYP348vXr1yuVWidygLQAG0KlTJ9q1a0fVqlUpVKhQLrdMfGja3/ySJUuoW7cuISEh7N69m+fPn1O2bFnWrFnD/fv3WbBgAXfv3lX2MzY2plixYlSrVk0ZZ0gwTgjx78gMOfFZ8vb2Zvv27YwaNYrGjRvnWD7yJt2ZEeHh4Tx//hxnZ2eMjY0/VXPFJ/D48WOKFy+u/H3hwgV69eqFl5cXDg4OyuuxsbGYmppiYWEBwMKFC9m+fTtr167Fxsbmk7dbfDi6AfvHjx+TnJxM0aJFsbCwICoqinXr1tGyZUtcXFwwMTEhNTWVH374gczMTFauXCnFXfKAESNGcPz4cXx9fWnatGmO64CLiwtXr16ld+/e9O7dW5l9LbMl9cv7lo/9XSqMN88BOSf0x3+bAuVd28uSRP2iezyfPHnChAkTSEhIoG/fvrRt21aZRd2zZ0/s7OyYPn26jB+FEP8zCciJz86hQ4f48ccfWbZsGba2tgCkpKQQFxdH4cKFc8xw0h04RUZGMnfuXHx8fGjXrl2utF18HFFRUURGRlKnTh1GjhyJkZERJiYmzJs3j7t37zJv3jysrKyUJ9wqlYqrV6/y008/sXfvXkJCQqhWrVpufw3xf6D7W1+0aBEnTpzgzz//pF69etSoUYNRo0axaNEijh49SkpKChUqVODhw4dkZGSwadMmjIyM/qfclOKf633Hc/LkyRw4cAAPDw+aN2+uBOXmzJnDsWPHKFeuHIGBgXIu6CHdG+2jR4+SmppKcnIy33///d/up3suJSQkYGlp+bGbKj4B3fPhzf7i764Hby5DlGWJ+snd3Z3r168DcPv2bZKTk5k4cSJt2rTB0tKSGzdu0Lt3b7744gsWL178VuoLIYT4T8jjHPGP92bMODY2lrJly2Jra8uVK1dYsWIF33//Pd26dWPx4sXK0jPdwVRERATe3t4sWLBAgnF6QHcJMoCtrS1t2rThwIEDODo64u/vz+PHj2nRogW3b98mNjZWWXqkPScKFixI3bp1iYyMlGCcHtAe1+XLlxMREcG4cePYs2cPxsbGhISEcOvWLcaOHcvEiRNp1aoVhQsXpm3btmzevBkjIyMyMzMlAKNHdH/rKSkpJCQkKO95eXnRrFkzpk2bxs8//0xcXBwAL168YPHixUowTp5X6h9t8MXHx4dZs2YREhLCsmXL+P7777l48eI799EdS6xZs4aBAweSlJT0ydosPg6NRqOcD+Hh4bi6uhIUFMSFCxcA3tsHaDQaJfh28OBBsrOzJRinh3bt2sXWrVuZMmUKAQEBHD58mG+//ZalS5eyd+9eXrx4QYUKFQgNDSV//vwULVo0t5sshPhMyQw58Y/2rgIOp06dYsCAAbRt25Zff/2VOnXqULduXbKyspg3bx7R0dE5kqxGRkbi7e2Nh4cHbdq0ya2vIj4Q3XPi+PHjJCcnU6BAARo0aEBGRgZBQUHExMRw8eJFxowZw5IlS6hWrRohISFvLTGSGVGfP+0x1Gg0vHjxgrFjx+Lo6Ejbtm05fvw4o0aNYtq0aXTv3v29x1uWn+mXN3ONnj59mqtXr9K9e3e+/fZb7OzsAJgyZQrHjh2jePHiZGZmkpaWxo4dOzAwMJAlaHosIiICf39/Vq1aRdWqVdm1axfjx49n9erVNGjQAMjZr+g+2Fu4cCEzZszIkQZBfN4CAwMJCQmhUaNGXLhwgbJly9K9e3fatm0L5BwnvLnqYubMmYSGhlK3bt1ca7/4OMLDw4mKiiIsLAwzMzPlejBq1ChiYmIYP348LVu2zFHQQ64bQoj/hTzSEf9Yuhe2lStXcuXKFaZOnUq9evVYsmQJu3btYty4cTRo0IBixYrx/PlzNm7cmCNZ9+rVq1myZAmenp60bt06t76K+EB0n2j7+fmxdetWrKysuHnzJm3atGHSpEmMHDmS9PR0IiIiOHz4MKmpqWRkZLxzkCTBuM+bbh+RnJyMsbExycnJVKhQgYMHDzJx4kRcXV3p3r076enpbN26lYoVK/LNN9/k+BwJxukX7TmxcOFCoqKiGDNmDF26dGHx4sX88ccfJCcn07RpUzw9PYmMjOTp06ekp6czZswYDAwMJECr5+7evYujo6MSjHNzc2PmzJk0aNCA1NRUTE1NUalUOc6DiIgIfHx85MGeHngzaPLo0SP8/f2pV68eFy5cYNWqVaxbt47s7Gzat2+PSqVSZtzqBmd9fX3x9/eXYJyeys7O5sWLF5iYmKBWq5W+YeTIkfTs2ZPFixdjZWWFvb29EqiVYJwQ4n8hATnxj6W9sGkLOIwePZrU1FQAWrVqRfPmzTE0NCQjI4PU1FRcXV0xMTHJsfzwyZMnzJo1S4JxekI7GF65ciWbN29W8giGhYXh7u5OamoqkyZNomzZsvTv3x97e3vu379P7dq1lUG1DJj0h/ZYzp07l6ysLJydnYHXldFOnTrFpEmTcHR0BODhw4fs3btXcj/lEUeOHGHv3r0sW7aMmjVr8ttvv/HgwQPUajVr167F0NCQRo0a0bNnzxz7SS4o/fKuPv/KlSvY2tpy9uxZpk+fjqurK46OjmRnZxMYGIi1tTW9e/dWgnEbNmyQYJye0D0fYmJiMDMzIy4uDisrK+B1+gsnJydWrlzJ+vXrUavVtG3bNsc5pBuclbGl/urcuTOrVq1iwoQJ+Pv7Y2pqCkB6ejodO3bE2tqa5s2bA/JwVwjxfyN3puIfbf/+/Wzfvp2lS5fSo0cPypQpQ1paGg8ePFBmMmzZsoWhQ4cSFxfHmjVrUKvVZGZmAq+Td3fs2DGXv4X4kGJjY7lx4wbTpk3D1taWffv24e/vz/Dhwzl16hR+fn5KEt6SJUtSt25d5VyRYJx+0M20cPv2bY4dO8Z3331HyZIlGT16NIcPH8bOzo7evXuj0WhISkrCw8OD9PR0WrRokYstF59KkSJF6NWrFzVr1uTIkSM4OTnh4eGBr68v58+fJzQ0lP3797+1nwTj9Idu8OXy5cs8fvwYgK5du3LkyBEGDBjAtGnTlKB9SkoKv//+O0+ePFE+Y+vWrbi5ueHp6SnBuM+c7gx7T09Phg8fzoABAzh06BCnT59WtqtRowZOTk5YW1vj7+/PyZMnlffWrVvHwoULJTir5zQaDQUKFGD27NmcPXsWJycnLly4wG+//UZAQAAqlSrHjGohhPi/kJGn+Ee7f/8+5cqVw9bWlqtXr3L06FGio6OJjY1l4MCBDBgwAAsLC2rVqsXYsWMxNDSUGQ56ztLSkpYtW1KvXj0uXryIp6cno0aNon///lhYWODl5cWLFy/w9PSkRIkSyn6yBO3z9/LlSywsLJSn0YGBgTx8+JCGDRtSq1YtNBoNTZo0YdKkScybNw9nZ2eys7NJS0vjxYsXREdHy5LEPKJ8+fKUKFGC5ORkVq9ezeDBg+ncuTMAX3zxBZcuXaJKlSq0atUqdxsqPgrd4MuCBQs4ffo0PXr0oGPHjlSpUoVixYqhUqkoVKgQ8Dqw7+HhQXx8PKNGjVI+p3z58gQGBtK0adNc+R7iw9DN/Xb37l2OHz9OcHAwCQkJ7NmzhzVr1pAvXz66du0KvA7K9e/fnyNHjihLUm/evElgYCBubm4SjNNz2nOlQYMGLF68GHd3d0aMGIGhoSHW1tYsW7ZM2VbGEkKI/ysp6iD+Md6VcP2XX35h2LBhtGnThkuXLvH1119jZ2eHSqVi1qxZ7Nmzh3Llyinby4123pCRkYGRkRFBQUGcPXsWX19fChQoQFhYGBcuXCA+Pp6goCCZEadHRowYQZEiRZgzZw7w+hzw9fVl7dq11K5dm/Dw8Bzbx8TEsGfPHgBsbGzo06ePBOzzoPj4ePr168fAgQPp3r07iYmJeHh40KJFC1q2bCl9hJ5bunSpMqupevXqWFhYAHD+/HkCAwO5fPkyGo2GIkWKYGpqSmhoKEZGRjKW0FMhISFcvnwZKysrpk+fDsCNGzdYv349x48fx8nJSQnK6dI+2ImLi6N06dKfutniH+Dq1auoVCoqVaqkrMSRsYQQ4kOQnkT8I+guLUlISCBfvnyoVCqaNGmCp6cnu3fvZvjw4TRo0ICSJUvy+PFjbG1t35oqLgPovEE7CLp16xaJiYmoVCrS0tI4duwYHTt2pH379oBUvNInU6dOpVixYgC8evWKfPnyMXLkSCwtLfH39ycqKkqppKrRaLCzs1NyB2plZWXJADqPSU9PJ3/+/Jw9e5b09HQOHTpEUlIS9vb2byXuF/pDo9EQGxvLoUOHcHNzU6qnwuvrwjfffMOcOXN49uwZ165dw8bGhm+++QYDAwO50dYjbxb+efLkCT///LNSaRmgQoUK9O7dG3gdsHv16hV9+vTJ8TlqtRpTU1MJxumB91Vbfx/tOVSlShXlNRlLCCE+JOlNRK7TXVqyfPlyTpw4wdOnT6lcuTL9+vWjU6dOtG/fXnlqnZqaipubGyYmJnzxxRe53HqRG7SDqZ49e9K3b18cHR1JT0/H2Ng4R5JlCcZ9/k6dOoWtrS02NjYArFmzhh07dhAUFISVlRX9+/dX+oR8+fLh4OAAoATmdAfeEnjJe4oXL46zs7NSqbtw4cKsW7cOlUqFRqORc0JPaStixsbGki9fvhzvqdVq0tLSAKhWrVqOQlByo61ftGOAV69ekT9/fgYMGED+/PlZunQp69evVwJxFSpUoE+fPrx8+ZJz587Ru3dvSdSvh3QDtG+OD94XqFOr1e/cVgghPhQZdYhcp73ILV68mPXr1zNp0iQeP37MjRs3GDRoEP7+/jRv3pyUlBT27dvHxo0bSUlJITIyErVaLbOg8rCaNWsSGRnJvn37MDc3Z9CgQbIsUY9ERUXx448/4unpSbt27TAxMaFBgwYEBQXh6uqKt7c3VlZWuLi4oNFomDx5MiqViu+++w6Qymf6Stvna2+K3nectTdR9vb21KpVCwMDAyUHofQR+uVdN9OZmZlkZmby4MED5W/tMb969Spnz56le/fuFChQQNlHArT6Z8OGDQQGBhIVFUWJEiXo2bMnmZmZ+Pj4oFar6dWrF/A6X+C4ceMoUaKEErCXa4j+0H34Hx4ezq+//kqlSpWoX78+tra27z3muq8dPHiQ5s2by7VDCPFBSY8ico3uRe7JkyccOXKEWbNm0a5dOwCePXtG0aJFmTRpEqGhoZQpUwaNRkPNmjUZN26cBF4EANWrV6d69erK33JO6I/u3btz7do1Zs2aBUDr1q2pXLky69atY9CgQUycOBE/Pz8KFSrE8OHDUavVTJw4kUKFCtGoUaPcbbz4aHRnvZiamr532anuDZalpWWOmRHSR+gP3YdycXFxWFpakp2dTalSpejduzeenp7Y2NjQrFkz4PUyZn9/f4oWLYq5uXkutlx8CnZ2doSEhODs7ExQUBDW1tbKzDhtUK5Hjx4AlCpVCpB0F/pItxhUSEgIjRo1YsOGDZw6dYru3bvTtm3bt4Jyuv+PjIxk5syZhIaGKoU+hBDiQ5ARqcgVbw6gjY2NuX79eo6bqiJFijBgwAAuXbrE6dOnqVatGm3btsXU1BSQpSXi3eSc0A/aJcgzZswAYO7cuajValq2bEmFChUICQlh8ODBTJgwQQnKOTk5Ubx4cerVq5fLrRcfg+51Y9++fcyZM4ft27dTqFChfxuU0+734sULChYs+EnbLT4u7bFdunQpBw8exNjYmObNm9O7d2+GDh3K06dPcXFxoVu3bgDcuXOHhIQEVqxYITOh9MybgTSNRkP58uUJCgpi5MiRDB06lODgYIoVK0bv3r1Rq9W4ublhZWWFvb29sp8E4/THm+fEo0eP8Pf3p169ely4cIFVq1axbt06srOzad++PSqViuzsbGXZO0BERAS+vr74+/tLME4I8cHJFUfkCu3F0c/PD09PT7Kzs6lXrx4nT54kISFB2a5UqVIYGBhw+/ZtACUYB7K0RAh9pdFoMDY2Bl4vN6pcuTLJycl4enqyf/9+UlNTqVixIqtXr+bGjRtMnDiRuLg4zM3NcXR0VGbPCv2he1O1d+9eLl++zLNnzxg2bBjx8fEYGBi8VeQHcs5wWL9+PUuWLCEpKemTtl18HLp5nDZt2kRoaCg9e/akZMmSHDp0iDlz5pCZmcmcOXOYP38+z5494+XLl1SrVo3NmzdjZGREZmamBOP0iLaP2LVrF/BXQL5MmTIEBASQnp6Ok5MT8fHxFCtWjB49ejB79mxl9qTQL7rXjZiYGH7//Xfi4uKwsrICwNbWFicnJ4oUKcL69euVyuxqtTpHMM7Hx4d58+blyFEshBAfigTkxCelO4A+efIkhw8fpn///lhZWVG7dm1iYmLYvn27csOUmppKZmYmxYsXz60mCyE+Me1A2N/fH19fX0xNTXFzc6NOnTrMnDmTvXv3kpqaqsyUO3nyJCtWrMjxGTJTUr9ob6q8vLzw8/PD2NiY7777jmfPntG/f/93BuXeXG40f/587OzsZJmintAe25MnT3Lr1i1mzZpFz549WbBgAZ06deLevXvMmjWL58+f8/3337No0SL8/f2ZOnUqhoaGMsteTz1+/BhXV1eGDBkC/BWUK1u2LD4+Pty9exdXV1eePXum5JSThzj6R3dmtKenJ8OHD2fAgAEcOnSI06dPK9vVqFEDJycnrK2t8ff35+TJk8p769atY+HChXh4eNCmTZtP/h2EEHmDSiOlYkQu2LJlC5cuXUKj0fDjjz8qr7u7u3Pq1CkKFizIl19+yZUrV0hMTGTLli0ycBYiD3n+/Dn9+vWjT58+ODo6Kq+7ubmxbds2Zs+eTcuWLTE3N+f+/fuUKFFCZs3qucuXLzN8+HA8PT1p2LAhAMeOHWPJkiWkpKSwdu1arKysyMrKeucMh/nz58sMh8+cq6sr/fv3p0aNGgCcPn2auXPnEh8fz/z582nSpAnwOqXFhg0b2LZtGyVLlmT69OnKrBh4f0VF8fl5V763mJgYJkyYQKVKlQgODlZeT0hIwMnJiYsXL9K5c2c8PT0/dXPFJ6D7+7579y4jR47E3d2dhIQE9uzZQ0xMDC4uLnTt2lXZ59dff+XIkSOMGjUKAwMDbt68Sf/+/Zk6dSodOnTIra8ihMgDZIac+CTejPseOHCAsLAwrly5Qnp6uvL6jBkzcHZ2pkqVKjx+/BhbW1slGPeu5UhCCP2j0WjQaDSkpKRgYWEBoPQTc+bMoXLlyixevJidO3eSlpZG6dKl37tkUeiP5ORkXr58SbFixZTX6tevz9ChQ7l3716O5avZ2dnAX7l/PDw8JBj3mbt27RpFihShcuXKymvVq1enVatWGBgYsHnzZl69egW8TmnRs2dPOnfuzKVLlwgPD8/xWRKM0w+6wbgTJ06wf/9+jhw5gp2dHX5+fvz5558MHTpU2d7U1JRKlSqxZcsW5s2bl1vNFh+Z9vcdEhLC4sWLqV+/Pl9//TVNmzZl6NChNGnShJUrVxIdHa3sU7NmTcaOHatcP0qUKEFERIQE44QQH53MkBMfne6Tqu3bt5OVlUXnzp2ZM2cOu3btYty4cXTs2BEzM7Mc++km6ZbKmULkPc7Ozrx8+ZL169ejVquVfE+urq6cOnWK8uXLExoamtvNFB+B7nVDe9P99OlThgwZwvfff0///v2V60NSUpKybLVo0aKsWrUKCwsLfvrpJyUYJ8uN9IP2vIiMjKREiRI0adKEV69eERwczOHDh7Gzs+OHH37AxMQEeH3u/PzzzzRv3lxm0OoZ3T7Cz8+PrVu3YmVlxc2bN3FwcGDo0KHExcXh6uqKhYUFLVq04PTp02RmZirXlPcVgxGfJ90AbXJyMkuWLCEyMhI7OztWrlypbHfjxg3Wr1/Pv/71L3r37k2fPn1yq8lCCCEz5MTHpa1UBPDnn38SEhLC6tWr+fnnn3Fzc6NZs2asWbOGffv2KU+2tTMbdAdJEowTIu/Q9gFDhw7l1atXjBs3DnjdD6hUKjIzM1m9ejVr164F3p6BKz5vutcNQMntVLBgQb766iv27t3L/v37lfczMjIoXbo0Y8aMISsrix07dgCvK3jPnz9fgnF6QNsnqFQqHj9+zL59+/Dy8uJf//oX+fLlY8iQIXz77becO3eOhQsXkpaWBrzOPWhvby8zaPWQto9YuXIlmzdvJiAggC1btuDq6kp0dDSLFy/G2tqa0NBQihUrxrlz57C0tGTdunWo1Wqys7MlGKdntMG4V69ekT9/fgYMGMDgwYM5evQo69evV7arUKECffr0oVq1apw7d07GEEKIXCUz5MQn4eXlxYMHD3jy5Am3bt2iQIECuLq60rp1a1xdXbl06RIuLi60atUqRyVVIUTelZ6ezu7duwkODiYlJYWaNWty8+ZNUlNT2blzp7K05M38QeLzpXs816xZw/nz57l37x6tWrWiS5cuWFhY8MMPP/D06VO+/PJLatWqxdatWzEyMiIwMJCuXbtSp04d3NzccvmbiA9F95zQzpY/d+4cYWFhXL9+nalTp9KgQQNSUlIIDg7mxIkTVKhQgZkzZyrVmoV+io2NZeHChTRp0oT27duzb98+ZsyYQZ8+fVi3bh0NGjRgxowZFCtWjIyMDIyMjABZdaHPNmzYQGBgIFFRUVhZWfHkyRPCw8MJDQ1l8uTJ9OrVS9n2wYMHlChRArVaLXklhRC5Ru5ixEe3adMmNm7cyLBhwwgMDGTHjh2ULVuWwMBADhw4gLe3N7a2tri7uxMTE5PbzRVC/ANoNBqMjY1p3749AQEBtG7dmvz582NnZ8eOHTuUGS8SjNMv2uPp5+fH8uXLKVWqFHXq1CEsLIxZs2Zx+/ZtFi5ciL29Pffv32f9+vVYWFiwYsUKjI2NKV68OCVLllTyEIrPm24wLjg4mICAABISEqhVqxZ9+vShfPnyzJ8/n5MnT2JmZoaTkxO2trao1Wol+CL0l6WlJS1btqRx48ZcvHgRT09PRo0axdixYxk5ciT79+9n4sSJPH78WDkfNBqNBOP0mJ2dHUZGRjg7OxMfH4+1tTW9e/emf//++Pj4sGHDBmXbUqVKKbMlJRgnhMgtMkNOfHQLFy7kzJkzhIWFAa9vuGJjYxk9ejTPnj1j2rRp2Nvbs2zZMpycnGQQLYSee3NW2/+Sx0dmOOiP9evXU6tWLapUqQLA1atXGTVqFPPmzaNevXoAXLhwAQ8PD4oUKYKfnx9GRkao1WqSkpIwNzcHXl9rNmzYQEREBGXLls217yM+PG9vb7Zt28bw4cOxt7dXCnucPXuWtWvXcufOHaZOnUr9+vVJS0vD2NgYlUolM2jzAO3Mt6CgIM6ePYuvry8FChQgLCyMCxcuEB8fT1BQkJwHeujN37d2lpu2sqqRkRHBwcFYWVkRGxtLREQEy5cvJyAgAHt7+1xsuRBC/EWuTuKj0cZ6jY2NSUtLIyMjA7VaTUZGBsWKFWP8+PHEx8ezevVqDh8+zIgRIzAyMpI8L0LoOe0Aetu2bQA5qmK+i+5sp+zsbLKzsyUYpyfu3btHYGAg69ev5/r168Dr8+PVq1fky5cPeB2wtbW1Zdq0aRw+fJijR48q55C5uTnXr19n1KhRbN++nVWrVkkwTs9s2bKFLVu2EBwcTJ8+fShWrBipqakkJSVRu3ZtRowYwRdffMHEiRO5dOkSJiYmqFQqNBqNBGHyAO214NatWyQmJqJSqUhLS+PYsWM0a9aM4OBgZRaU0C/a3/euXbsAlN99mTJlCAgIID09HScnJ+Lj4ylWrBg9evRg9uzZNGvWLBdbLYQQOclIRXw02unf9vb2XLlyRalwpJ0Bl5GRQZMmTTA0NGTt2rWkp6cDSJJdIfKA58+f4+HhgZeXF8C/vXHW9ifawL7QDzY2NixfvpzLly+zZs0abty4QcGCBUlNTeXOnTvAX0FYW1tbvvzyS27fvp3jMypWrEiXLl1Yu3Yt1apVy4VvIT6mJ0+e0KBBA6pUqcKNGzdYu3Yt33//PQMGDGDFihVUqVIFR0dHunfvTtWqVZX9ZAla3qA9zj179uTChQs4OjrSsWNHHjx4QOvWrZXt5Lqhnx4/foyrqytDhgwB/grKlS1bFh8fH+7evYurqyvPnj2jRIkS9OzZE0NDQ6VYkBBC5Da5OomPrnLlyri7u7NixQq8vb25dOkS9+7dIywsjGrVquHm5sbJkyclf5wQeuzN2Qn58+dn5MiR/Pnnn5w/f/69++kmWg4PD2fkyJFK8F7oh2rVqjF37lwuX75MSEgI2dnZODs7M2PGDM6cOaMsT01JSSE9PZ2CBQsq+2pnTrZo0QIbG5vc+griIzIyMmLnzp34+voyatQozp49S5cuXbC1tWXz5s3ExcVRr149xo4dK9VU87CaNWsSGRlJixYt6NatG5s3b5bAix56cyxRvHhx1qxZw/Xr1xk6dCjwV5C2RIkSlCtXjmPHjuHr65tjP5llL4T4p5DeSHwSXbp0IX/+/MyePZudO3ei0WgoXLgwgwYN4tmzZ5QtWxYrK6vcbqYQ4iPRzk7YtGkTdnZ2lClThlatWrFt2zZ27NjBN99889Y+usG4iIgIFi5cyNy5c6Vyoh6qVq0a8+bNY/r06Sxbtow2bdrQs2dP+vXrx9ChQzEzM+Ps2bOoVCq+//57ZT+ZBaX/Bg0axIsXL7h48SJ9+/alUaNGlCtXjj///JPffvuNly9fUrhwYWV7mWWfd1WvXp3q1asrf0uuUf2imzPuxIkTJCcnY2xsTNOmTfHz82PChAkMHTqU4OBgAExNTalUqRJz586lUqVKudl0IYR4LynqID6p2NhYHj16RGZmJrVq1UKtVuPn58eBAwcIDQ2laNGiud1EIcRHcvLkSQYNGkTp0qVxcXHh22+/JS4ujm7durFo0aIcy4veDMb5+Pjg4eFBmzZtcqv54hP4/fff+fHHH6levTqdO3fm9u3b/PTTT+TLl4/ixYvj4eGh5BqVwIv+0+0H0tLSMDExASA9PZ0RI0ag0WhYuXKlLEcUQs/p9gV+fn5s3boVKysrbt68iYODA0OHDiUuLg5XV1csLCxo0aIFp0+fJjMzk/Xr16NWq+W6IYT4R5KAnMg1f/75JytXruTIkSOsWbMmR+4XIcTn710VDgcMGMDly5dp3749cXFxNG7cmMTERI4ePYq7u/tbCfkjIyPx9vaWYFwecvnyZSUoN2bMGIoWLZrjZkxmveQtusf+1atXbNy4kZ9//pn4+HiioqIwMjKSaqpC5BErV65k7dq1LFu2DFtbW8LCwnB3d6dt27aMHz8etVrN3LlzSUtLw9zcnIULF0ofIYT4R5OeSeSKzMxMMjIyKFy4MGFhYRKME0IPaQe/V69e5cmTJwBMnDiRb7/9lvLly+Pg4MCKFSvYtGkTd+/e5ZdffsmRH2bLli3MnDmT+fPnSzAuD6levTru7u5cvnyZuXPncufOHSUgo9FoJBinR/6TZ8K6y5IzMzPJzs6mdOnSbNy4ESMjIzIzM+VGW4g8IDY2lhs3bjBt2jRsbW3Zt28f/v7+DB8+nGPHjuHj44ORkRGBgYGsXLmSgIAA6SOEEP94MkNO5KqMjAyl6qoQQr9oNBrOnj3L4MGDcXBwoE2bNjRp0gQPDw8KFCjA6NGjefLkCYsXL2bz5s20aNGCgIAA4PWStC1btmBtbU2zZs1y94uIXHHhwgV++ukn5s2bJzdTekh3xsp/s5RMd1tZgiZE3pGWlsYvv/xCvXr1uHPnDmPHjmXgwIH079+f1atX4+XlRZ06dfDx8aF48eJAzhm2QgjxTyQBOSGEEB/Muwa/27dv59SpU/z8888MHTqUsmXLMnPmTObOnUvz5s1JSUnhypUr1KxZM8fNtQTshfZ8kuVG+kX3eAYHB/PkyRPGjRuHmZnZf7xfenq6FHgRIo/RjguCgoI4e/Ysvr6+FChQgLCwMC5cuEB8fDxBQUFyvRBCfDZk3YcQQogPQvdm+dmzZ6SmpmJjY4ODgwPNmzenfv36zJkzhzZt2lC0aFEWL15M+fLlKVu2LLVr1wZyzniRYJxQqVRoNBq5udIz2uPp7e3Njh07GDx4MC9fvvzbgJzueRAVFQW8ruAuM+SEyDu0KQtu3bpFYmIiKpWKtLQ0jh07RseOHWnfvj3w7hy2QgjxTyQBOSGEEP9nujfL/v7+HDhwgPj4eKysrBgyZAhNmzblu+++4+uvvyY4OBhDQ0MuXrxITExMjkIOcnMt3iTLjfTTjh072LJlCytXrqR69erA61lvaWlp5MuXL0dAXnfmbWRkJDNnziQgIED6CyHyGG0/0LNnT/r27Yujo6MyW1a3UrsE44QQnwtZsiqEEOL/RPdmecWKFaxevZrp06dTpEgRoqOj+eOPP3BwcKBHjx5YWlqSnJzMjRs32LVrFxMnTpQk/ULkQStWrODKlSssXryYa9eucfLkSSIjI8nOzqZnz5706dMHExOTHP1LREQEPj4+eHp60qpVq1z+BkKI3HT58mX27duHubk5gwYNwtDQUKpwCyE+OxKQE0II8T+5d+8eNjY2wOulpsnJyTg5OdGxY0f69OmjbOft7c2BAwfw8PDAzs7urc+RAbQQ+u1duSU3bNiAm5sbgwYN4tChQ1SuXJlvvvmGBw8esGvXLjZv3oy1tbWyfWRkJN7e3nh4eEjVZSHEW2QsIYT4HEmvJYQQ4r82depUnj9/zujRo6levToGBgaoVCpSUlLeSrru6urK2bNnCQ8Pf2dATgbQQugv3eILT548oUCBAhgZGdGjRw/i4+M5fvw4/fv3p1GjRpQtW5a7d+9y/vx5UlJSlM9YvXo1y5cvZ/78+TmWpQkhhJaMJYQQnyNZYC+EEOK/0qtXL44ePcrTp08JDQ3l4sWLABQoUAArKyt27doFgLGxMenp6QBUrVpV8j0JkYeEhoaSlZWlBOMCAgIYNGgQ/fv3x8vLi9TUVFxcXAgMDKR3796UKVOG9PR05syZg4WFBWXKlFE+69SpU0yfPl2CcUIIIYTQKxKQE0II8R9bsmQJqampHDt2jHHjxnH//n0iIiL47bffAJgyZQrXr19nwoQJwF9FGq5evYqlpWVuNVsI8QkdPXqU4OBgpk2bBsDevXsJCwtjyJAh2NracuHCBYYPH05KSgpmZmYkJSWxceNGhg4dSlxcHIGBgajVajIzM4HX+eY6deqUm19JCCGEEOKDkxxyQggh/mOenp7861//Uqoj7tu3D5VKRbly5Rg4cCDVqlXjwIEDuLm5UahQIUqWLMnLly9JTExk27ZtsqREiDwgJSWFrVu3EhUVRcWKFalUqRLFixfHwcGB7OxsDh48SGBgIObm5ixbtgwjIyMiIyO5ceMG06dPl+TsQgghhMgTJCAnhBDi39ImZY+JicHNzQ0DAwMeP37MwYMHOXHiBCtXrqR8+fIMHTqUypUrExsby+rVqwEwMzNjxIgRcpMtRB6g/Y0nJyezY8cONmzYwN27d5k3b56y5DQjI4MjR44QGBiIhYUFS5YswczMTPmMrKwsWeIuhBBCCL0nATkhhBD/lSFDhnD8+HEaN25McHAwANu3b2f16tVUqFCBAQMGUKNGjbf2k5tsIfRbUlIS5ubmAJw9e5batWsTERFBYGAgFSpUICgoSCn6kpmZyeHDh/Hw8KBFixbMmDEjN5suhBBCCPHJSQ45IYQQ/7GEhASMjIwYPXo0jx49Yvz48QA4ODgwaNAgbt26RXh4OOfOnXtrXwnGCaG/9u3bh6urK69evcLDw4Nhw4aRlJREp06dcHFx4cmTJ0yZMoXs7GzgdUXEZs2a4e3tzdSpU3O59UIIIYQQn57MkBNCCPFfycrKQq1WEx0dzapVq6hWrRp+fn4A7NixgwULFtC1a1dGjhyZyy0VQnwqV69epXPnzlSoUIHY2FjCwsKoUqUKAKmpqWzZsoUNGzbw5Zdf4unpiUqlyrG/zKAVQgghRF4jATkhhBD/k5SUFHbv3k1wcHCOoNzx48epX7++3FwLkUdo88ZNmTKFLVu20LBhQ/z8/ChUqJCyjTYot3HjRooWLcry5cvfCsoJIYQQQuQlsmRVCCHE/8TMzIx27drh5OTEtWvXGDJkCACNGjXCwMCArKysXG6hEOJj0j7T1Qbfa9WqxYIFCzh//jwzZ87kwYMHynampqZ07tyZjh07YmFhgTwPFkIIIUReJ6XuhBBC/M/MzMxo27YtqampnDt3juzsbCVpu8yQE0J/6f7W4+PjKVy4MD169ADAxsaGfv36ATB16lRKlCgBwKlTpxgwYIBStVn3M4QQQggh8hpZsiqEEOL/LC0tDWNjY7nJFiKPWbZsGUePHiUrK4vu3bvTtGlTrK2tuXTpEv369aNhw4Z8//33bNy4kVu3brFnzx5UKpUSlBNCCCGEyKskICeEEOKDkZtsIfSb7m88MjKSBQsWMGbMGI4ePcqTJ0+oVasWQ4YMoUSJEvz+++/88MMP5M+fHxMTE0JDQzEyMpJ+QgghhBACCcgJIYQQQoj/0oULF9i2bRv169fH3t4egKCgIA4cOMBXX33F0KFDKVGiBHFxcSQmJlKmTBnUarVSAEIIIYQQIq+TNUVCCCGEEOI/dvToUSZNmsTevXvJly+f8rqzszP29vZcunSJVatW8fDhQwoXLky5cuVQq9VkZ2dLME4IIYQQ4v+TgJwQQgghhPiPffvtt7Ro0YL09HT27dtHYmKi8p6zszOtWrXi8OHD7N27N8d+kltSCCGEEOIvsmRVCCGEEEK8098VaZk/fz6nTp2ibdu29O3bF3Nzc+W9bdu20aFDB6m2LIQQQgjxHhKQE0IIIYQQb9ENxm3ZsoVr165hYmJClSpVaNu2LQDu7u6cO3eO1q1bvxWUA8jKypKgnBBCCCHEO0hATgghhBBCvJeXlxdbt27F1taW5ORkzpw5w8CBA5kyZQrwOij322+/Ua9ePUaMGIGZmVkut1gIIYQQ4p9PMusKIYQQQoh3OnnyJNu2bSMgIIBatWqRlpbGwYMHmTJlCvny5WPcuHHMmDGDqVOnEh8fj6mpaW43WQghhBDisyABOSGEEEII8U7x8fFYWlpSo0YNAExMTGjfvj1JSUn4+vpib29PjRo1mD9/PtnZ2ahUKjQaDSqVKpdbLoQQQgjxzyblroQQQgghBNnZ2W+9VqhQIe7fv8/Vq1cB0GY6sbW1xcjIiJSUFGVbtVqtBOWEEEIIIcTfk4CcEEIIIUQep1vA4ZdffmHXrl1cv36dqlWrUrduXUJDQ7ly5YoSbLOyssLS0pKMjIwcn/O+iqxCCCGEECInKeoghBBCCCEA8PPzIywsDGtrax48eMCcOXNIS0tj9+7dGBkZ4eDggLW1NatWrSIhIYENGzZIFVUhhBBCiP+BBOSEEEIIIfIobb43jUbDgwcPcHV1ZdKkSXzxxRds3LiRhQsXMm3aNExNTTl79izbtm2jYsWKWFpaEhQUhJGREVlZWRKUE0IIIYT4L0lATgghhBAiD9JdppqQkEBCQgLR0dGMGzdOCbCtWbMGb29vXF1d6dGjh5IzrnDhwqhUKjIzMzE0lBphQgghhBD/LRlBCSGEEELkQdpg3MKFCzl+/Di3b9+mZMmSfP/995QvXx6AgQMHAuDj40NcXBwjRozA1NQUeB3Qk2CcEEIIIcT/RjLvCiGEEELkIbrVVHfu3El0dDSdOnWiS5cu3L17l6ioKB48eKBsM3DgQEaPHs2ZM2fIly+f8roUcBBCCCGE+N/JklUhhBBCiDzo9OnT7N69m6+//prOnTsDEB4eTlBQEA4ODjg6OlKqVClle918c9pqq0IIIYQQ4n8j6wyEEEIIIfKYp0+fMn36dJ49e0a5cuWU1/v06QNAUFAQBgYGdOvWDRsbGwAJxgkhhBBCfECy1kAIIYQQIo8pWrQoS5YswdramiNHjnDt2jXlvT59+jBs2DBWrlzJsWPHcuwnwTghhBBCiA9DlqwKIYQQQuRRV69eZerUqdSoUYP+/ftTqVIl5b19+/bRsmVLpeKqEEIIIYT4cCQgJ4QQQgiRh/3+++/MmDGD6tWrM2DAACpWrJjj/aysLAnKCSGEEEJ8YBKQE0IIIYTI437//Xfc3NwoWbIkkyZNUvLGCSGEEEKIj0NyyAkhhBBC5HHVqlXDzc2N/Pnz56isKoQQQgghPg6ZISeEEEIIIQCUKqrZ2dmo1fLcVgghhBDiY5GAnBBCCCGEUGiDckIIIYQQ4uORR59CCCGEEEIhwTghhBBCiI9PAnJCCCGEEEIIIYQQQnxCEpATQgghhBBCCCGEEOITkoCcEEIIIYQQQgghhBCfkATkhBBCCCGEEEIIIYT4hCQgJ4QQQgghhBBCCCHEJyQBOSGEEEIIIYQQQgghPiEJyAkhhBBCCCGEEEII8QlJQE4IIYQQQgghhBBCiE9IAnJCCCGEEEIIIYQQQnxC/w9bk4pOVLJSbQAAAABJRU5ErkJggg==", "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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Equity:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", "cluster_equity \n", "0 0.071 0.067 1.046 -0.935 4.552 12.0 0.975 0.025\n", "1 0.646 3.610 3.588 -0.099 8.474 0.0 0.154 0.846\n", "2 0.025 3.296 0.576 -0.835 3.976 90.0 0.000 1.000\n", "\n", "============================================================\n", "ASSET TYPE: Fixed Income\n", "============================================================\n", " k silhouette davies_bouldin\n", " 2 0.6775 0.5104\n", " 3 0.4227 0.8458\n", " 4 0.4350 0.9964\n", " 5 0.4607 0.9170\n", " 6 0.4388 0.9468\n", "→ Retained K: 2 (silhouette=0.6775)\n", " n_accounts pct\n", "cluster_fixed_income \n", "0 3140 79.9\n", "1 792 20.1\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Fixed Income:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_asset aum_final_to_peak aum_drawdown_last\n", "cluster_fixed_income \n", "0 0.060 6.239 0.48 0.000 5.146 69.0 0.000 1.000\n", "1 0.182 2.310 1.50 0.471 7.273 2.0 0.998 0.002\n", "\n", "============================================================\n", "SUMMARY — Asset-type clustering\n", "============================================================\n", " Alternative : K=2, sil=0.4577, n=1317\n", " Diversified : K=2, sil=0.6037, n=4159\n", " Equity : K=3, sil=0.4255, n=3899\n", " Fixed Income : K=2, sil=0.6775, n=3932\n" ] } ], "source": [ "# ============================================================\n", "# ASSET-TYPE SUB-CLUSTERING\n", "# ============================================================\n", "\n", "print(\"=== Asset types available ===\")\n", "print(df_aum[ASSET_COL].value_counts())\n", "\n", "# Build account × asset type monthly panel\n", "df_rel_m_asset = df_rel_m.copy()\n", "df_rel_m_asset = df_rel_m_asset.merge(\n", " df_aum[[ID_COL, ISIN_COL, \"month\", ASSET_COL]].drop_duplicates(),\n", " on=[ID_COL, ISIN_COL, \"month\"], how=\"left\"\n", ")\n", "\n", "tmp_asset = df_rel_m_asset.copy()\n", "tmp_asset[\"isin_held_flag\"] = (tmp_asset[\"aum_qty\"] > 0).astype(int)\n", "tmp_asset[\"isin_active_flag\"] = (tmp_asset[\"gross_flow_qty\"] > 0).astype(int)\n", "\n", "df_month_asset = (\n", " tmp_asset.dropna(subset=[ASSET_COL])\n", " .groupby([ID_COL, ASSET_COL, \"month\"], as_index=False)\n", " .agg(\n", " aum_qty = (\"aum_qty\", \"sum\"),\n", " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", " sub_qty = (\"sub_qty\", \"sum\"),\n", " red_qty = (\"red_qty\", \"sum\"),\n", " n_tx = (\"n_tx\", \"sum\"),\n", " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", " )\n", " .sort_values([ID_COL, ASSET_COL, \"month\"])\n", " .reset_index(drop=True)\n", ")\n", "\n", "df_month_asset[\"active_month\"] = (df_month_asset[\"gross_flow_qty\"] > 0).astype(int)\n", "df_month_asset[\"flow_direction\"] = np.where(\n", " df_month_asset[\"gross_flow_qty\"] > 0,\n", " df_month_asset[\"net_flow_qty\"] / df_month_asset[\"gross_flow_qty\"], np.nan\n", ")\n", "df_month_asset[\"aum_peak\"] = df_month_asset.groupby(\n", " [ID_COL, ASSET_COL])[\"aum_qty\"].cummax()\n", "df_month_asset[\"aum_drawdown\"] = np.where(\n", " df_month_asset[\"aum_peak\"] > 0,\n", " 1 - df_month_asset[\"aum_qty\"] / df_month_asset[\"aum_peak\"], np.nan\n", ")\n", "\n", "# Feature engineering per account × asset type\n", "reference_date = df_month_asset[\"month\"].max()\n", "last_active_asset = (\n", " df_month_asset[df_month_asset[\"active_month\"] == 1]\n", " .groupby([ID_COL, ASSET_COL])[\"month\"].max()\n", " .reset_index(name=\"last_active_month\")\n", ")\n", "last_active_asset[\"months_since_last_tx_asset\"] = (\n", " (reference_date.to_period(\"M\") -\n", " last_active_asset[\"last_active_month\"].dt.to_period(\"M\"))\n", " .apply(lambda x: x.n)\n", ")\n", "\n", "df_client_asset = (\n", " df_month_asset.groupby([ID_COL, ASSET_COL], as_index=False)\n", " .agg(\n", " n_months = (\"month\", \"nunique\"),\n", " n_active_months = (\"active_month\", \"sum\"),\n", " flow_freq = (\"active_month\", \"mean\"),\n", " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", " aum_qty_max = (\"aum_qty\", \"max\"),\n", " aum_qty_last = (\"aum_qty\", \"last\"),\n", " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", " n_tx_total = (\"n_tx\", \"sum\"),\n", " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", " )\n", ")\n", "\n", "df_client_asset = df_client_asset.merge(\n", " last_active_asset[[ID_COL, ASSET_COL, \"months_since_last_tx_asset\"]],\n", " on=[ID_COL, ASSET_COL], how=\"left\"\n", ")\n", "df_client_asset[\"months_since_last_tx_asset\"] = (\n", " df_client_asset[\"months_since_last_tx_asset\"]\n", " .fillna(df_client_asset[\"months_since_last_tx_asset\"].max() + 1)\n", ")\n", "df_client_asset[\"gross_flow_to_aum\"] = np.where(\n", " df_client_asset[\"aum_qty_mean\"] > 1,\n", " df_client_asset[\"gross_flow_qty_sum\"] / df_client_asset[\"aum_qty_mean\"], np.nan\n", ")\n", "df_client_asset[\"flow_direction_balance\"] = np.where(\n", " df_client_asset[\"gross_flow_qty_sum\"] > 0,\n", " df_client_asset[\"net_flow_qty_sum\"] / df_client_asset[\"gross_flow_qty_sum\"], np.nan\n", ")\n", "df_client_asset[\"aum_final_to_peak\"] = np.where(\n", " df_client_asset[\"aum_qty_max\"] > 0,\n", " np.clip(df_client_asset[\"aum_qty_last\"] / df_client_asset[\"aum_qty_max\"], 0, 1), np.nan\n", ")\n", "df_client_asset[\"log_aum_qty_mean\"] = np.log1p(\n", " df_client_asset[\"aum_qty_mean\"].clip(lower=0)\n", ")\n", "df_client_asset = df_client_asset[\n", " (df_client_asset[\"n_months\"] >= 6) &\n", " (df_client_asset[\"aum_qty_mean\"] > 0)\n", "].copy()\n", "\n", "print(\"\\nAccounts per asset type:\")\n", "print(df_client_asset.groupby(ASSET_COL)[ID_COL].nunique().sort_values(ascending=False))\n", "\n", "# Select asset types with enough accounts\n", "min_accounts = 50\n", "asset_counts = df_client_asset.groupby(ASSET_COL)[ID_COL].nunique()\n", "valid_assets = asset_counts[asset_counts >= min_accounts].index.tolist()\n", "print(f\"\\nRetained asset types (>= {min_accounts} accounts): {valid_assets}\")\n", "\n", "# Feature set\n", "asset_features = [\n", " \"flow_freq\", \"gross_flow_to_aum\", \"avg_n_isin_held\",\n", " \"flow_direction_balance\", \"log_aum_qty_mean\",\n", " \"months_since_last_tx_asset\", \"aum_final_to_peak\", \"aum_drawdown_last\",\n", "]\n", "\n", "# Clustering loop\n", "ASSET_RESULTS = {}\n", "\n", "for asset in valid_assets:\n", " print(f\"\\n{'='*60}\")\n", " print(f\"ASSET TYPE: {asset}\")\n", " print(f\"{'='*60}\")\n", "\n", " df_a = df_client_asset[df_client_asset[ASSET_COL] == asset].copy()\n", " feats = [c for c in asset_features if c in df_a.columns]\n", "\n", " d = df_a.copy()\n", " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", "\n", " for col in [\"avg_n_isin_held\", \"months_since_last_tx_asset\",\n", " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", " if col not in d.columns:\n", " continue\n", " d[col] = winsorize_mad(d[col], n_sigma=3)\n", "\n", " for col in [\"gross_flow_to_aum\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", "\n", " for col in [\"flow_freq\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, None))\n", "\n", " X_a = d[feats].fillna(d[feats].median()).to_numpy()\n", " X_a_scaled = RobustScaler().fit_transform(X_a)\n", "\n", " best_k, best_sil = 2, -1\n", " rows_k = []\n", " max_k = min(6, len(df_a) // 50)\n", "\n", " for k in range(2, max_k + 1):\n", " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", " labels = km.fit_predict(X_a_scaled)\n", " sil = silhouette_score(X_a_scaled, labels)\n", " db = davies_bouldin_score(X_a_scaled, labels)\n", " rows_k.append({\"k\": k, \"silhouette\": round(sil, 4), \"davies_bouldin\": round(db, 4)})\n", " if sil > best_sil:\n", " best_sil, best_k = sil, k\n", "\n", " print(pd.DataFrame(rows_k).to_string(index=False))\n", " print(f\"→ Retained K: {best_k} (silhouette={best_sil:.4f})\")\n", "\n", " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", " cluster_col = f\"cluster_{asset.lower().replace(' ','_')}\"\n", " df_a[cluster_col] = km_final.fit_predict(X_a_scaled)\n", "\n", " counts = df_a[cluster_col].value_counts().sort_index()\n", " props = counts / counts.sum() * 100\n", " print(pd.DataFrame({\"n_accounts\": counts, \"pct\": props.round(1)}))\n", "\n", " profile_vars_asset = [c for c in asset_features if c in df_a.columns]\n", " prof = plot_heatmap(\n", " df_a, profile_vars_asset, cluster_col,\n", " title=f\"Cluster Signatures — {asset} (K={best_k}, robust z-score)\",\n", " figsize=(14, 4)\n", " )\n", " print(f\"\\nMedians — {asset}:\")\n", " print(prof.round(3).to_string())\n", "\n", " ASSET_RESULTS[asset] = {\n", " \"df\": df_a, \"cluster_col\": cluster_col,\n", " \"k\": best_k, \"silhouette\": best_sil, \"profile\": prof,\n", " }\n", "\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"SUMMARY — Asset-type clustering\")\n", "print(\"=\"*60)\n", "for asset, res in ASSET_RESULTS.items():\n", " print(f\" {asset:20s}: K={res['k']}, sil={res['silhouette']:.4f}, n={len(res['df'])}\")" ] }, { "cell_type": "markdown", "id": "9fb2786e", "metadata": {}, "source": [ "---\n", "### 5e. Asset-Type Sub-Clustering & Cross-Analysis\n", "\n", "A complementary clustering is performed **within each asset type** (Fixed Income, Diversified, Equity, Alternative) using the same behavioral features restricted to each asset's positions. The cross-analysis with the global clustering uses the Adjusted Rand Index to measure how much the two segmentations overlap.\n" ] }, { "cell_type": "code", "execution_count": 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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" ] }, "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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dOnSQOS8Z/Pz8BDs7O+HZs2cy5T4+PkK1atWEN2/eyG2TWdOmTWXOzdcxtGjRQqhRo4bM+c+uriKPb5k5c6ZQrVo1ueNRVMbnyqRJk2TKw8LCBCsrK2HWrFky5b/++qtgZWUlhIaGSstatGghWFlZCSdPnpSWJSQkCI0aNRK6du0qt6+v5fX9RhEbNmyQu/ay8vDhQ8HKyko4fvx4tnUUea/HxMQINWrUEFxdXWXq7NixQ7CyshIOHDggLcvu80rRay9DZGSkYGVlJaxfvz7HYyQiIvoah5QS0U8vo4dExqIA+Snjr/jnzp1DampqrraNi4vDlStX0K5dOyQmJiI2NhaxsbF4//49GjdujIiICERGRsps06tXL4XmZDIyMsKRI0fQp08fxMfHY8+ePZg8eTIaNmwIPz+/HBdJuHjxIrS0tKQ9zABALBajf//+2W7Tt29fmed16tSRG46UeeLyDx8+ICEhAXXq1MHDhw+/eTzKqFevHiwtLaXPBUFASEgInJycIAiC9OcdGxuLxo0bIyEhAQ8ePADwZZ6ff//9F3fv3s2X2HIrMTExV+/nzD/rjPdW3bp1kZycjKdPn8rU1dbWznYC/bZt28pMgG9rawsA6Ny5MzQ1NWXKU1NT5d6vmV28eBEmJiZo2bKltExHR0fmfZZZsWLF0KVLF5k4bWxs8PLlS2mZhoaGdK44iUSCuLg4pKWloWbNmjLvq5CQEIhEIowdO1ZuPyKRKNuYAWDcuHFYtmwZqlWrhkuXLmHFihXo3r07unXrJjNc8cSJE7CwsEDlypVl3lsNGjQAAGlPvlOnTkEikWDMmDEQi2V/bftWLDlR9LMhOydOnECdOnVQokQJmfgdHR2Rnp6Ov//+O8ft4+LiUKJEiWxfj46Ohra2NsqWLZttncaNGyMwMFChR06OHTuGAwcOwMXFBRUrVsyx7rf06dNH5vn58+cBAC4uLjLlrq6uMq9nKF26tExPZV1dXXTt2hUPHz5EVFRUrmL5nvuNIq5cuYLly5dj4MCB6Nq1a451dXV1AXwZLpucnJxlHUXe65cvX0ZqaioGDRokU6dnz57Q1dWV+3lm9Xml6LWXQV9fH8CXIeNERES5wSGlRPTTy/gi8PHjx3zfl4ODA9q0aQNfX19s2bIFDg4OcHZ2RqdOnb45afyLFy8gCAJWrVqFVatWZVknJiYGJiYm0ufly5dXOLbSpUtj/vz5mDdvHiIiInDp0iVs2LABq1evRunSpbOdSPzNmzcwNjaWm4g6u6GdOjo6csO79PX18eHDB5mys2fPYu3atQgLC5OZV+d7kgw5+fpnFRsbi/j4eOzduxd79+7NcpvY2FgAwLBhw3D58mX07NkT5ubmaNSoETp27Ig6derkuM/cfoHOzNjYONvXdHV1c/V+fvLkCVauXIkrV67IDdH7en4lExOTbN+rXydHMr7wZ1f+4cMHVKhQIcu2Xr9+DTMzM7nznd37qkyZMnJ19fX18fjxY5myoKAgbN68Gc+ePZNJQmQ+/y9evEDp0qVzHBKak44dO6Jjx45ITEzEnTt3cOjQIfz+++8YOXIkfv/9d+jo6OD58+cIDw+XzqH1tYwFFl68eAGxWJzlXHzfIzefDVl5/vw5Hj9+nG38GddGTnJK5C9YsADe3t5wc3PDzp07UblyZbk6pUuXznLOzdy4fv06Zs2ahcaNG2PixInf1RYg/3N9/fo1xGKx3PvW2NgYJUqUwOvXr2XKzc3N5d7HGUnA169f53jdf+177jff8u+//2LixImoXbu2zByBnz59kvvMMDY2RoUKFeDi4oLAwEAcO3YMdevWhZOTEzp37iz9PFDkvf7mzRsAkHs/aGtro0KFCnI/z6w+rxS99jJkvE/z695DRETqiwk3Ivrp6erqonTp0njy5InSbWT3i/jXk86LRCKsXr0at2/fxtmzZ3Hx4kXMnDkTgYGB2Lt3b469kjImInd1dUWTJk2yrPP1lzplVtkUiUSoVKkSKlWqhObNm6N169Y4evRonq3cp0ivmuvXr2PUqFGoV68e5s6dC2NjY2hpaeHgwYP4/fffFdqPouckQ+ZeXsB/P+/OnTtnO69dxlxHFhYWOHHiBM6dO4eLFy8iJCQEu3btwpgxYzBu3LhsY1R2/i0AcomkzCpXrixNVH7ri3V8fDwGDBgAXV1djBs3DmZmZtDR0cGDBw/g4+MjNwH+1z+nzLI7t1/3VsmQU8IltxR5Xx05cgQeHh5wdnbG0KFDYWhoCA0NDQQEBMj0hMsrurq6aNSoERo1agQtLS0EBQXhzp07cHBwgEQigZWVlXQC+6+VKVMmT2LI7v3+vSvwSiQSNGrUCG5ublm+/q2eYiVLlpSb5D4zCwsLbNiwAYMHD4arqyt2794tl7jNKrmTnawSVY8ePcKoUaNQpUoVrF69WqYXprKy+7nmZbLmR9xvcpKSkoJx48ZBW1sbK1eulPm5BQcHy72nMz6rPDw80K1bN5w+fRp//fUXFi5ciICAAOzbty/P3u9fy+rzKrfXXsYfg753fj8iIvr5MOFGRASgRYsW2Lt3L27dugV7e/tcb58xNCo+Pl5mmFTGX+O/ZmdnBzs7O0ycOBHHjh3DlClTEBwcjJ49e2b7ZSqjJ5CWlhYcHR1zHaMyKlSogBIlSuTYE6tcuXK4evUqkpOTZXq5vXjxQun9njx5Ejo6Oti0aZNMwujgwYMKt1GiRIksv9Bnd06+ZmBggOLFi0MikSj08y5WrBjat2+P9u3bIyUlBe7u7li3bh1GjBiR7Zfwbw11U1aLFi1w69YthISEoGPHjjnWvXbtGuLi4uDr64t69epJy7+14mB+MzU1xT///ANBEGSuie99X1WoUAG+vr4yba5evVqmnpmZGS5duoS4uDile7l9rWbNmggKCpJeS2ZmZnj06BEaNmyYYzLGzMwMEokE4eHhMos6fE1fX1/u/Z6SkvJdvSiB7JM7ZmZmSEpKUvqzqHLlyt98j9na2sLf3x/Dhw+Hi4sLdu3aJdM7NqvkTna+TlC/ePECbm5uMDAwwIYNG/JtSgFTU1NIJBI8f/5cpudWdHQ04uPjYWpqKlP/+fPncu/5iIgIaVvAj7nf5GThwoUICwvDzp07pYtoZMgY5pudjBVNR48ejZs3b6Jv377YvXs3Jk6cqNB7vVy5cgCAp0+fyvSOTUlJwatXrxR6Pyp67WXIeJ/mdS9TIiJSf5zDjYgIgJubG4oVK4bZs2dLV6vL7MWLF9i6dWu222f0LMs8b1FSUhIOHz4sU+/Dhw9yvXoyvlhkDJvMSFp9/eXZ0NAQDg4O2Lt3L969eycXgyJDuLJz586dLFcqvHv3LuLi4lCpUqVst23cuDFSU1Oxb98+aZlEIsHOnTuVjkdDQwMikUimx8arV69w+vRpubrFihXLMrFmZmaGhIQEPHr0SFr27t076Qp9isTQpk0bnDx5Ev/73//kXs/88/56bh9tbW1YWFhAEIQc505ydHRU+pGTPn36wNjYGL/++iuePXsm93pMTIx0Jb6M3meZ35cpKSnYtWtXjvvIb40bN0ZkZKTMOf/8+bPM+yy3MnrBZT7WO3fu4Pbt2zL1WrduDUEQ4OvrK9dGTr3ykpOTcevWrSxfu3DhAgBIr6V27dohMjIyy+P59OmT9Hp0dnaGWCyGn5+fXG/DzLFUqFAB169fl3l937592fZwU1TRokWzvL7atWuHW7du4eLFi3KvxcfHIy0tLcd27ezs8OTJE5nh4llp2LAhli9fLk2QZR7yrOwcblFRUXB1dYVIJMKmTZu+uYLp98hYIffr+0dGTBmvZ/j6MyoxMRGHDx9GtWrVpL30fsT9JjsHDx7E3r174enpKZ2jMbPSpUtn+VmVmJgo956wsrKCWCyWxqLIe93R0RFaWlrYvn27zLEdOHAACQkJcj/PrCh67WV48OABRCIR7Ozsvtk2ERFRZuzhRkSEL19gfHx8MHHiRLRv3x5dunSBlZUVUlJScOvWLZw4cSLbieIBoFGjRihXrhxmzZqFp0+fQkNDAwcPHkSpUqVkeh0EBQVh9+7dcHZ2hpmZGT5+/Ih9+/ZBV1cXTZs2BfBlCIylpSWOHz+OihUromTJkqhSpQqsrKwwd+5c9OvXD506dUKvXr1QoUIFREdH4/bt2/j3339x9OhRpY7/yJEjOHbsGJydnVGzZk1oaWkhPDwcBw8ehI6ODkaOHJntts7OzrC1tcWSJUvw4sULVK5cGWfOnJEOw1GmB0WzZs0QGBgINzc3dOzYETExMdi1axfMzMzkeqrUqFEDoaGhCAwMROnSpVG+fHnUqlUL7du3h4+PD8aOHYuBAwfi06dP2L17NypVqiRd7OBbJk+ejKtXr6JXr17o2bMnLC0t8eHDBzx48AChoaG4du0aAGDo0KEwMjJC7dq1YWhoiKdPn2LHjh1o1qyZdI7AH0lfXx9+fn4YPnw4unbtis6dO6NGjRoAgIcPH+L333+X9uS0t7eHvr4+PDw8MHDgQIhEIhw5ciRPh3sqo3fv3tixYwcmT56MQYMGwdjYGMeOHZP2FlTmfdW8eXOEhIRgzJgxaN68OV69eoU9e/bA0tJS5kt2gwYN0KVLF2zfvh3Pnz9HkyZNIJFIcOPGDdSvXx8DBgzIsv3k5GT06dMHdnZ2aNKkCcqUKYOEhAScOnUK169fh7OzM6pXrw4A6NKlC44fP465c+fi6tWrqF27NtLT0/H06VOcOHECGzduhI2NDczNzTFy5Ej4+/ujX79+aN26NbS1tXHv3j2ULl0akydPBvBl0vi5c+fC3d0djo6OePToES5duvTdw+Bq1KiB3bt3w9/fH+bm5jAwMEDDhg0xdOhQnDlzBiNHjkS3bt1Qo0YNJCcn43//+x9OnjyJ06dP55jIatmyJfz9/XHt2rVvDq1u1aoVvLy8MHPmTIwaNQobN26Ejo6O0nO4ubm54eXLl3Bzc8ONGzdw48YN6WtGRkZo1KiR9LmHhweCgoJw+vRppea9q1q1Krp164a9e/ciPj4e9erVw7179xAUFARnZ2fpRP0ZKlasiFmzZuHevXswNDTEwYMHERMTA29vb2mdH3W/+VpsbCzmz58PS0tLaGtr48iRIzKvt2rVCsWKFcvy53DlyhUsWLAAbdu2RcWKFZGeno4jR45I/7ABQKH3uoGBAUaMGAFfX1+4ubnByckJz549w65du2BjY4POnTt/85woeu1luHz5MmrXrs0hpURElGtMuBER/b+WLVvi6NGj2LRpE06fPo3du3dDW1sb1tbW8PDwyHZ1RODLME9fX1/Mnz8fq1atgrGxMQYPHowSJUrIDHlycHDAvXv3EBwcjOjoaOjp6cHW1hY+Pj4yw2MWLlwILy8veHt7IzU1FWPHjoWVlRUsLS1x8OBB+Pr6IigoCHFxcTAwMED16tUxZswYpY+9d+/eKFKkCK5cuYIzZ84gMTERpUqVQqNGjTBixAhpkiArGXNgLVq0CEFBQRCLxWjVqhXGjBmDvn37KjVXVMOGDbFo0SJs2LABixcvRvny5TFlyhS8fv1aLuHm4eEBT09PrFy5Ep8+fUK3bt1Qq1YtlCpVCr6+vvj111/x22+/oXz58pg0aRKeP3+ucMLNyMgI+/fvh5+fH/7880/s3r0bJUuWhKWlJaZMmSLz8zt27BgCAwORlJSEMmXKYODAgRg9enSujz2v1KpVC8eOHcOmTZtw7tw5HDlyBGKxGJUrV8bw4cOlSaNSpUph3bp1WLJkCVauXIkSJUqgc+fO0qSKqhQvXhxbt27FwoULsW3bNhQrVgxdu3aFvb093N3dlXpfde/eHdHR0di7dy8uXboES0tL/Pbbbzhx4oQ0eZrB29sb1tbWOHDgAJYuXQo9PT3UrFkzxyHnJUqUwMKFC3Hu3DkcOnQIUVFR0NDQQKVKlTBt2jQMHDhQWjejJ8+WLVtw5MgR/PnnnyhatCjKly+PgQMHyvQqHT9+PMqXL48dO3ZgxYoVKFq0KKytrWVWZe3VqxdevXqFAwcO4OLFi6hTpw4CAwMxZMiQXP+cMhszZgzevHmDjRs34uPHj3BwcEDDhg1RtGhRbN++HQEBAThx4gQOHz4MXV1dVKxYEe7u7jKr1WalZs2asLa2xvHjxxWay7BHjx748OEDlixZgvHjx8PX11fpOdcyer1u3LhR7jUHBweZhFtSUhKKFCmS44qq37Jw4UKUL18eQUFBOHXqFIyMjDBixIgsV8GtWLEi5syZg6VLl+LZs2coX748VqxYITNv54+633wtKSkJnz9/xj///INp06bJvX769OlsE27W1tZo3Lgxzp49i8jISOl7eMOGDTI9xxR5r7u7u8PAwAA7duyAt7c39PX10atXL0yaNAlaWlo5nwzk7tpLSEjApUuXMHfu3G+2S0RE9DWRoOo/YRMRkVo6deoUxowZg127dn1ztU4iRW3ZsgXe3t64cOGCzIq8VPgcPnwYCxYswLlz574roZWfHB0d0aVLF0yfPl3VoZAKbNmyBRs3bsSpU6dyXDCGiIgoK5zDjYiIvtunT59knqenp2P79u3Q1dWVDmUkyq2v31efP3/G3r17UbFiRSbb1EDnzp1Rrly575rvMT89efIEnz59wrBhw1QdCqlAamoqtmzZglGjRjHZRkRESmEPNyIi+m6zZs3Cp0+fYG9vj5SUFISEhODWrVuYNGkSRowYoerwqJByc3NDuXLlULVqVSQmJuLo0aN48uQJfHx80KlTJ1WHR0RERESULSbciIjou2XMX/b8+XN8/vwZ5ubm6Nu3b7aTyxMpYsuWLThw4ABev36N9PR0WFpaws3NDe3bt1d1aEREREREOWLCjYiIiIiIiIiIKA9xDjciIiIiIiIiIqI8xIQbERERERERERFRHmLCjYiIiIiIiIiIKA9pqjqA/DJSVFHVIVA+2GznpOoQKB+43j6j6hCIiH5avLeqJ95b1ROvV/UUf9lP1SFQPihStKiqQygQFM3NrBMi8jUOVVDbhBsREREREREREamOtlik6hBUhgk3IiIiIiIiIiLKcxo/b76NCTciIiIiIiIiIsp7GqKfN+PGhBsREREREREREeU5Din9Dp8/f4aOjk5exEJERERERERERGriZx5SKlZmI4lEAj8/PzRp0gT29vZ4+fIlAGDlypXYv39/ngZIRERERERERESFj4ZIpNAjt3bu3AknJyfY2NigZ8+euHv3bo714+PjMX/+fDRu3Bg1a9ZEmzZtcP78eWUPSyEKJdyCg4Px5s0b6XN/f38EBQVh6tSp0NLSkpZbWVnhwIEDeR8lEREREREREREVKloikUKP3AgODoa3tzfGjBmDoKAgVK1aFUOHDkVMTEyW9VNSUuDi4oLXr19j1apVOHHiBLy8vGBiYpIXh5gthRJu2traGDBgAB49egQAOHz4MLy8vNC5c2eIxf81YW1tjadPn+ZPpEREREREREREVGhoiBR75EZgYCB69eqFHj16wNLSEvPnz0eRIkVw8ODBLOsfPHgQHz58gJ+fH+rUqYPy5cvDwcEBVatWzYMjzJ5CCTdnZ2csX74cU6dOBQC8e/cOZmZmcvUEQUBaWlreRkhERERERERERIVOXg8pTUlJwYMHD+Do6CgtE4vFcHR0xK1bt7Lc5syZM7Czs8OCBQvg6OiIjh07Yt26dUhPT//u48uJwnO42dnZYfv27QAAS0tLXL9+Xa7OiRMnUK1atbyLjoiIiIiIiIiICiVFe7ilpKQgMTFR5pGSkiLX3vv375Geng5DQ0OZckNDQ0RHR2cZw8uXL3Hy5Emkp6dj/fr1GD16NAIDA7F27dp8OeYMuVqltGTJkgCA0aNHw8PDA5GRkRAEASEhIXj27BkOHz6MgICA/IiTiIiIiIiIiIgKEW2xYr3XAgIC4OvrK1M2duxYuLu7f3cMgiDA0NAQXl5e0NDQQM2aNREZGYlNmzZh7Nix391+dnKVcMvg7OyMdevWwc/PD0WLFsXq1atRvXp1rFu3Do0aNcrrGImIiIiIiIiIqJBRdLjo0BEj4OLiIlOmra0tV69UqVLQ0NCQWyAhJiYGRkZGWbZtbGwMTU1NaGhoSMsqV66MqKgopKSkZLmfvKBUwg0A6tati8DAwLyMhYiIiIiIiIiI1ISiCyJoa2srlPjS1tZGjRo1EBoaCmdnZwCARCJBaGgoBgwYkOU2tWvXxu+//w6JRCJd+DMiIgLGxsb5lmwDcjGHW2YtW7bE+/fv5crj4+PRsmXL7w6KiIiIiIiIiIgKN22xSKFHbri4uGDfvn0ICgpCeHg45s2bh+TkZHTv3h0AMG3aNCxbtkxav2/fvoiLi8OiRYvw7NkznDt3DgEBAejfv3+eHuvXlOrh9vr1a0gkErnylJQUREZGfndQRERERERERERUuCnawy032rdvj9jYWKxevRpRUVGoVq0aNm7cKB1S+vbtW2lPNgAoW7YsNm3aBG9vb3Tu3BkmJiYYNGgQhg0blvfBZZKrhNvp06el/7948SL09PSkzzO68JmamuZddEREREREREREVCgpOodbbg0YMCDbIaTbt2+XK7O3t8e+ffvyJZbs5CrhNmbMGACASCSCh4eHbEOamjA1NZUrJyIiIiIiIiKin09uh4uqk1wl3B49egQAcHJywoEDB2BgYJAvQRERERERERERUeGWH0NKCwul5nA7c+ZMngUQFRWFO3fuIDo6GgBgZGSEWrVqwdjYOM/2QUREREREREREP1Z+DSktDBROuG3btg29e/eGjo4Otm3blmPdQYMGfbO9pKQkeHp6Ijg4GCKRCPr6+gCADx8+QBAEdOjQAQsWLEDRokUVDZGIiIiIiIiIiAoIDU3xtyupKYUTblu2bEGnTp2go6ODLVu2ZFtPJBIplHBbtGgR7t27h4CAADg6OkJDQwMAkJ6ejtDQUHh5eWHRokVYuHChoiESEREREREREVEBIf6Jx5QqnHDLPIw0L4aUhoSEICAgALVr15Yp19DQQOPGjbF48WKMHDmSCTciIiIiIiIiokJIpPHz9nDL9ZGnpqbC2dkZ4eHh37VjiUQCLS2tbF/X0tKCRCL5rn0QEREREREREZFqiDRECj3UUa4TblpaWvj8+fN377h58+bw9PTEw4cP5V57+PAh5s2bhxYtWnz3foiIiIiIiIiI6MfT0NJQ6KGOlFqltH///tiwYQMWLlwITU2lmoCnpycmT56M7t27Q19fHwYGBgCA2NhYxMfHo3HjxvD09FSqbSIiIiIiIiIiUi3O4ZZL9+7dQ2hoKC5dugRra2u5lUR9fX2/2Ya+vj42btyI8PBw3L59G9HR0QAAIyMj2NnZwcLCQpnQiIiIiIiIiIioAFDX4aKKUCrhVqJECbRp0yZPArCwsGByjYiIiIiIiIhIzWhoq+dwUUUolXDz9vbO6ziIiIiIiIiIiEiNiMTs4UZERERERERERJRnxBq5XqtTbSiVcHNycoJIlH2W8vTp00oHREREREREREREhZ9Ymwm3XBk8eLDM87S0NDx8+BCXLl3C0KFDFW4nPT0dN2/ehLW1NUqUKKFMKEREREREREREVACxh1sufZ1wy7Bz507cv39f4XY0NDTg6uqK4OBgJtyIiIiIiIiIiNTIz7xKaZ6mGps2bYqTJ0/mapsqVarg1atXeRkGERERERERERGpmIaWhkIPdZSnCbcTJ06gZMmSudpmwoQJWLJkCc6ePYt3794hMTFR5kFERERERERERIWPWEOk0EMdKTWktGvXrjKLJgiCgOjoaMTGxmLu3Lm5amv48OEAgFGjRsm1KRKJEBYWpkyIRERERERERESkQvk1pHTnzp3YtGkToqKiULVqVcyZMwe2trbf3O6PP/7ApEmT0LJlS/j7++dLbBmUSrg5OzvLPBeJRDAwMICDgwMsLCxy1da2bduUCYGIiIiIiIiIiAowUT4smhAcHAxvb2/Mnz8ftWrVwtatWzF06FCcOHEChoaG2W736tUrLFmyBHXr1s3zmLKiVMJt7NixeRaAg4NDnrVFREREREREREQFg4ZW3ifcAgMD0atXL/To0QMAMH/+fJw7dw4HDx6UjqL8Wnp6OqZMmQJ3d3fcuHED8fHxeR7X15Q68vPnz+PixYty5RcvXsT58+dz3d7169cxZcoU9OnTB5GRkQCAw4cP4/r168qER0REREREREREKibWECv0UFRKSgoePHgAR0fH//YhFsPR0RG3bt3Kdjs/Pz8YGhqiZ8+e33U8uaFUws3HxwcSiUSuXBAELFu2LFdtnTx5EkOHDkWRIkXw4MEDpKSkAAASExMREBCgTHhERERERERERKRiIg2RQo+UlBS5RTQz8kOZvX//Hunp6XJDRw0NDREdHZ1lDNevX8eBAwfg5eWVL8eYHaUSbs+fP89yrrbKlSvjxYsXuWpr7dq1mD9/PhYuXAhNzf9GuNauXRsPHz5UJjwiIiIiIiIiIlIxsZamQo+AgADUqVNH5pEXnbASExMxbdo0eHl5wcDAIA+OSHFKzeGmp6eHly9fonz58jLlL168QNGiRXPV1rNnz7KcsE5PT++HjKklIiIiIiIiIqK8p+hw0REjRsDFxUWmTFtbW65eqVKloKGhgZiYGJnymJgYGBkZydV/+fIlXr9+jVGjRknLMkZsVq9eHSdOnICZmZlCMeaWUgm3li1bYvHixfDz85MG9vz5c/z6669wcnLKVVtGRkZ48eKFXPLuxo0bqFChgjLhERERERERERGRiim6Sqm2tnaWCbas6tWoUQOhoaFwdnYG8CWBFhoaigEDBsjVr1y5Mo4dOyZTtnLlSnz8+BGzZs1CmTJlFIpPGUol3KZOnQo3Nze0a9cOJiYmAIDIyEjUqVMH06dPz1VbvXr1wqJFi7B48WKIRCJERkbi1q1bWLJkCUaPHq1MeIVas9ED0XrqCJQoY4xXd8Kw130uIv6+k239ovol0GXRFNh3b4tiBvqIff4a+ycswP3j5wAAi55dgmHF8nLbnfPbhj1jPfPrMCgbc0d1hWu3piipVwyX7/wD98Xb8M+LdzluU864JBaP74k2jWxQrIg2wl++g9u8zbj5MAIAkHJrc5bbeazYh+XbTuT1IVAmvF7VE8+reuJ5VV+8t6ofXq/qi9eretmzZw+2bt2K6JgYWFlZwWP6dNjY2GRbPyQkBH7+/njz5g3MzMwwYfx4NGnSRPq6IAjwX7sWhw4dQkJCAuzs7DBr5kyYm5v/iMOhfCLWUirtlCMXFxdMnz4dNWvWhK2tLbZu3Yrk5GR0794dADBt2jSYmJhg8uTJ0NHRgZWVlcz2JUqUAAC58rym9JDSPXv24K+//sKjR49QpEgRWFtbo169erlua/jw4ZBIJBgyZAiSk5MxYMAAaGtrw9XVFQMHDlQmvEKrTq+O+GX5bOwaORsRV2/BaYIr3E9uwzxrJyRExcjV19DSwvg/tyPhXQzW/zIKca8jYWBuiqS4/4bietfrDLGGhvR5uZpWmHBqJ27uD/4hx0T/mTKkHcb0dcZQz42IeB2NeaO74Xe/yajVYxY+p6RluU1JvWI4t2Umzv/9CJ3GrkD0+wRYmpkgLv6jtE4F5wky27RpZIv1c4cg6PSN/Dycnx6vV/XE86qeeF7VF++t6ofXq/ri9apeTpw8CZ9lyzB71izY2Nhg586dGDV6NI4cOQLDLObJun37NjxmzMA4d3c0bdoUwcePY8LEidizZw+qWFoCAAK3bMHuXbvg5eUFU1NT+Pn7Y9To0Qg6dAg6Ojo/+hApj4gyff7mlfbt2yM2NharV69GVFQUqlWrho0bN0qHlL59+xZisVJLFuQpkSAIwvc08PnzZ2hra0MkEn1XICkpKXjx4gWSkpJgYWGB4sWLf1d7I0UVv2t7VZh+5TCe/30He9znAgBEIhG8X4bi7JqtOLlkrVz9JiP6o/XU4ZhbtSUkaVnfpL7Wc4UnbDo6wbNK87wM/YfZbJe7IcsFyfOQ5Vi5/SRWbD8JACihWxSvTq2E29xN2HfyWpbbLBr3CxrWsoTT0F8V3s+B5WOhW6wI2o70yZO4fwTX22dUHUKu8XpVTzyv6onnNWe8t34b760/Dq/XnPF6/bbCeL3GX/ZTdQi51n/AANSoUQMzZ8wA8GVIX+s2bdC3b18MdXWVqz912jQkJyfDd80aadmAgQNhbW2NObNnQxAEOLdqhUEDB2Lw4MEAgISEBDi1bIkFCxagXdu2P+bA8lCRXM5vr64ipg9WqF7FJVvzOZIfT6mUn0QigZ+fH5o0aQJ7e3u8evUKwJdxsPv3789VWzNmzEBiYiK0tbVhaWkJW1tbFC9eHElJSZjx/xfvz0BDSwtmdWoi7NRf0jJBEBB26i9Ublg7y21qdXbG09Cb6Ou3AEv//Rtz7p1E2xmjIcomk6uhpYX6A7ri8uZ9+XIMlL1KpsYoa1wSZ67+t/JufGIyrt1/ivq28iv+ZujYzA43HkZg99JReHV6Ja7tngvXbk2zrV/aoATaNbbFlsMX8zR+ksXrVT3xvKonnlf1xXur+uH1qr54vaqX1NRUhIWFoUH9+tIysViMBvXr4+7du1luc/fuXZn6AODYsKG0/uvXrxEdHY36mero6enBxsYGd+9kP6ScCj4NLU2FHupIoYRbcHAw3rx5I33u7++PoKAgTJ06FVpaWtJyKysrHDhwIFcBHD58GJ8/f5Yr//TpE44cOZKrtgozXaNS0NDURHxktEx5QmQUSpQxznIbo8pmqP1Le4g1NODb3gXBXmvgPHkY2s92z7K+XdfWKFqyBEK35O4c0fczMfoyRjwyVnbl3Xcx8ShjqJ/tdpVMjTGiZwv88yISHUcvR8D+c1gxrR8GdnLMsv7ATo5ISPqEoDPsQp+feL2qJ55X9cTzqr54b1U/vF7VF69X9fL+/Xukp6fD0NBQptzQ0BDR0dFZbhMdHZ1j/Yx/5eoYGCA6Rn44ORUeIg2xQg91pFAaUVtbGwMGDIC/vz+qVq2Kw4cPw8vLCw0bNsTcuXOl9aytrfH06VOFdpyYmAhBECAIAj5+/CgzJjs9PR0XLlyAQRZjv+k/IrEICe+isWP4DAgSCV7cvI+SpiZoPXUE/liwSq6+49DeeHD8HD68zXliUvp+fds1gN/sQdLnXcatVKodsViEGw8jMMf3EADg9uMXqGFpimG/NMf2Y5fl6g/p0gS7j1/Jdh4MUh1er+qJ51U98bwWTLy3UlZ4vRZMvF6JKEN2PY5/Bgol3JydnWFkZISpU6fi2LFjePfuHczMzOTqCYKANAXnTqhbty5EIhFEIhHatGkj97pIJIK7e9Z/mVJHidHvkZ6WhhImRjLleibGiP83KsttPryNQnpqKgSJRFr2b1g49MuWhoaWFtJTU6XlBmamqObcCAHdR+bPAZCMY+dv49r9/5LPOv/fRdbEoAT+jf4gLS9tWAJ3Hr/Itp230XEIe/pGpuzRszfo1rKOXN1G9lVgXaks+nus+97w6Rt4vaonnlf1xPOqPnhvVX+8XtUHr1f1VqpUKWhoaCDmq55nMTEx0knrv2ZkZJRj/Yx/Y2JiYGz8X4/WmNhYWOfzSpKUv9S195oiFD5yOzs7bN++HQBgaWmJ69evy9U5ceIEqlWrplB727Ztw5YtWyAIAlavXo2tW7dKH7t27cLZs2cxatQoRcMr9NJTU/Hixn1Ubflf92iRSISqLR3xNPRmltuE/3UdpS0ryixYYWJVCXFvImV+uQAAR5eeSHgXg3t/FM4JdAubxKRPCH/5Tvp4+PQN3kbFoUX96tI6esWLwKFmZVy9G55tO6G3/4GVeRmZsipmZfDirXy3apeuTXDjYQTu/u9l3h0IZYnXq3rieVVPPK/qg/dW9cfrVX3welVvWlpaqFatGq5e+2+xC4lEgqvXrsHW1jbLbWxtbWXqA8CVK1ek9U1NTWFkZCRTJzExEffu3YNtrVr5cBT0o2hoayr0UEe5SjWWLFkSADB69Gh4eXlh/fr1EAQBISEhmD17NtatW4cxY8Yo1JaDgwPq16+P06dPw9nZGQ4ODtKHvb09TExMcn0whd2p5RvReFhfNBjUA2WqWqDv2kXQLl4MlwO/LEQxZOsydF08TVr/wtodKGagj16r5qJ0lUqo2b4F2s4cjfN+22TaFYlEaOjyC0K3HoQkPf2HHhP9Z82uPzHDrSM6NrNDTUtTBHq54U1UHI6c/e8XyBPrpmBU7/9Wn1q1IwT1bSpjumsHWFQojT5t68OtRzOs2yv7i6Je8SLo0aoeNgdd+GHH87Pj9aqeeF7VE8+r+uK9Vf3welVfvF7Vy8CBA3Ho0CEcPXoUT58+xcJFi5CcnIyuXboAAGbNno1Vq1dL6/fv1w+XL1/G1m3b8OzZM6xduxYPHj5Enz59AHy5Rvv3748NGzbg3LlzePLkCWbPng1jY2M4tWihkmOkvCESixV6qCOl0ojOzs5Yt24d/Pz8ULRoUaxevRrVq1fHunXr0KhRo1y1FR4ejrdv36Ju3boAgJ07d2Lfvn2wtLSEp6cn9PWzn0RT3dzY9zv0jA3QacFElChjjFe3w7Cm7WAkvPsygaSBmSkEiSCt//7VW6xuMxg9V8zBnLsnEPf6X5xZFYiTS2S7UVd1bgxD8/JcjUnFfLYcR/GiOvCfPRgl9Yrhr9tP0GnMcpk5JipXKA2jknrS5zceRqDnZD8sdO+BWcM7I+J1FCb/thu7j1+RabtXm/oQAdh74uqPOpyfHq9X9cTzqp54XtUX763qh9er+uL1ql7atmmD9+/fw3/tWkRHR8Pa2hr+/v7SRQ/+ffsW4kw9T+3s7OC9eDF8/fywZs0amJmZYeWKFahiaSmt4zJkCJKTk7HAywsJCQmwt7eHv7+/zHzvVPj8zENKRYIgCN+uln86deqEKVOmoFmzZnj8+DF69OgBV1dXXL16FZUrV4a3t7dS7Y4UVczbQKlA2Gzn9O1KVOi43ubQDiIiVeG9VT3x3qqeeL2qp/jLfqoOgfJBkaJFVR1CgRDjO1WheoZjf8vnSH48pXq4vX37FiKRCGXKfBlPf/fuXRw7dgyWlpbo3bt3rtp69eoVLCwsAAAhISFwcnLCpEmT8ODBAwwfPlyZ8IiIiIiIiIiISMXEGhqqDkFllOrbN3nyZFy58qUbb1RUFIYMGYJ79+5hxYoV8PX1zVVbWlpa+PTpEwDg8uXL0iGp+vr6SExMVCY8IiIiIiIiIiJSMZGGWKGHOlLqqJ48eSJdTeT48eOwsrLCnj174OPjg6CgoFy1Vbt2bXh7e8PPzw/37t1D8+bNAQARERHSHnRERERERERERFS4iLU0FXqoI6USbmlpadDW1gbwpVeak9OXuQQqV66MqKioXLXl6ekJTU1NnDx5EnPnzpWuTnrhwgU0adJEmfCIiIiIiIiIiEjFfuYebkqlES0tLbFnzx40b94cly9fxoQJEwAA7969Q8mSJXPVVrly5RAQECBXPnPmTGVCIyIiIiIiIiKiAkBdk2mKUCrhNmXKFIwdOxabNm1C165dUbVqVQDAmTNnpENNFfXmzZscXy9XrpwyIRIRERERERERkQqJNbVUHYLKKJVwq1+/Pq5cuYLExETo6+tLy3v16oWimZa+vXHjBmxsbKTDT7Pi5OQEkUiU7ethYWHKhEhERERERERERKok/nlXKVV6ZjoNDQ2ZZBsAlC9fXub5sGHDcOTIEVSoUCHbdg4fPizzPDU1FWFhYQgMDMTEiROVDY+IiIiIiIiIiFRJzCGl+UIQhG/WyRiOmpmNjQ1Kly6NTZs2oXXr1vkRGhERERERERER5SORBnu4FTiVKlXCvXv3VB0GEREREREREREpQzP7KcbUncoTbomJiTLPBUHAu3fv4OvrC3NzcxVFRURERERERERE30OUT0NKd+7ciU2bNiEqKgpVq1bFnDlzsl3Ec9++fTh8+DCePHkCAKhRowYmTZqU60U/c0vlCbe6devKLZogCALKli2L5cuXqygqIiIiIiIiIiL6LvmwaEJwcDC8vb0xf/581KpVC1u3bsXQoUNx4sQJGBoaytW/evUqOnTogNq1a0NbWxsbN26Eq6sr/vjjD5iYmOR5fBnyNeGW0+qjGbZt2ybzXCwWo1SpUjA3N4empsrzgUREREREREREpASRplaetxkYGIhevXqhR48eAID58+fj3LlzOHjwIIYPHy5Xf9myZTLPFy5ciJMnTyI0NBRdu3bN8/gyqHzRBAcHh/wMgYiIiIiIiIiIVCGPe7ilpKTgwYMHGDFixH+7EIvh6OiIW7duKdRGcnIy0tLSoK+vn6exfU2phNvLly+Rnp6OihUrypRHRERAU1MT5cuXB4BsD/b06dMK76tly5bKhEhERERERERERKqkYMItJSUFKSkpMmXa2trQ1pZddOH9+/dIT0+XGzpqaGiIp0+fKrQvHx8flC5dGo6OjgrVV5ZSCbcZM2agR48ecgm3O3fu4MCBA9i+fXuO248ZM0ah/YhEIoSFhSkTIhERERERERERqZBIS7EhpQEBAfD19ZUpGzt2LNzd3fM0nvXr1yM4OBjbtm2Djo5Onrb9NaUSbg8fPsSiRYvkyu3s7ODl5fXN7R89eqTMbomIiIiIiIiIqLBQsIfbiBEj4OLiIlP2de82AChVqhQ0NDQQExMjUx4TEwMjI6Mc97Fp0yasX78egYGBqFq1qkJxfQ+l1mcViUT4+PGjXHlCQgLS09O/OygiIiIiIiIiIircRGINhR7a2trQ1dWVeWSVcNPW1kaNGjUQGhoqLZNIJAgNDYW9vX22cWzYsAH+/v7YuHEjbGxs8uVYv6ZUwq1evXoICAiQSa6lp6dj/fr1qFOnjkJthIaGon379khMTJR7LSEhAR06dMDff/+tTHhERERERERERKRiIk0thR654eLign379iEoKAjh4eGYN28ekpOT0b17dwDAtGnTZFYmXb9+PVatWoXFixfD1NQUUVFRiIqKyrIjWV5SakjplClT0L9/f7Rt2xZ169YFAFy/fh2JiYnYunWrQm1s3boVvXr1gq6urtxrenp66N27N7Zs2YJ69eopEyIREREREREREalSHq9SCgDt27dHbGwsVq9ejaioKFSrVg0bN26UDil9+/YtxOL/+pft2bMHqampGDdunEw7+TFHXGZKJdwsLS1x9OhR7Ny5E48ePUKRIkXQpUsXDBgwACVLllSojcePH2Pq1KnZvt6oUSNs3rxZmfCIiIiIiIiIiEjVxEoNrPymAQMGYMCAAVm+9vVCnmfOnMmXGL5FqYQbAJiYmGDSpElK7zg6OhqamtnvXlNTE7GxsUq3T0REREREREREqiPSyPseboWF0gk3AEhOTsabN2+QmpoqU67Iag8mJiZ48uQJzM3Ns3z98ePHMDY2/p7wiIiIiIiIiIhIVTTlFz74WSiVcIuNjcWMGTNw4cKFLF8PCwv7ZhvNmjXDqlWr0KRJE+jo6Mi89unTJ6xZswYtWrRQJjwiIiIiIiIiIlIxUT4NKS0MlEq4LVq0CPHx8di3bx8GDRoEX19fREdHY+3atfDw8FCojVGjRiEkJARt2rRB//79UalSJQDA06dPsWvXLqSnp2PkyJHKhEdERERERERERKqWD4smFBZKJdyuXr0Kf39/2NjYQCQSoVy5cmjUqBF0dXUREBCA5s2bf7MNIyMj7NmzB/PmzcPy5cshCAIAQCQSoXHjxvD09JSuMEFERERERERERIWM+LtmMivUlDrypKQkGBgYAAD09fURGxuLSpUqwcrKCg8fPlS4HVNTU2zYsAEfPnzA8+fPAQDm5ubQ19dXJiwiIiIiIiIiIiogBBGHlOZKpUqV8OzZM5QvXx7W1tbYu3cvypcvjz179ii10IG+vj5sbW2VCYWIiIiIiIiIiAoiJtxyZ9CgQYiKigIAjB07Fm5ubjh27Bi0tLTw66+/5mmARERERERERERUCGlwDrdc6dKli/T/NWvWxNmzZ/H06VOULVtWOtSUiIiIiIiIiIh+XhxS+p2KFi2KGjVq5EVTRERERERERESkDphwy5309HQcOnQIV65cQUxMDCQSiczr27Zty5PgiIiIiIiIiIiokOIqpbmzaNEiBAUFoVmzZqhSpQpEIlFex0VERERERERERIUYh5Tm0h9//IGVK1eiWbNmeR0PERERERERERGpAybcckdLSwtmZmZ5HQsREREREREREamLn3hEpFKpRldXV2zbtg2CIOR1PEREREREREREpAYEsaZCD3Wk1FHduHEDV69exYULF1ClShVoaso24+vrmyfBERERERERERFRISXmkNJcKVGiBFq1apXXsRARERERERERkbrgHG654+3tnddxEBERERERERGROlHT4aKK+HlTjURERERERERElG8EkVihR27t3LkTTk5OsLGxQc+ePXH37t0c6x8/fhxt27aFjY0NOnXqhPPnzyt7SApTKtXYtWtXiLJYaUIkEkFbWxvm5ubo1q0bGjRo8N0BEhERERERERFRIZQPQ0qDg4Ph7e2N+fPno1atWti6dSuGDh2KEydOwNDQUK7+zZs3MXnyZEyaNAktWrTAsWPHMGbMGBw6dAhWVlZ5Hl8GpY68SZMmePnyJYoWLYr69eujfv36KFasGF68eAEbGxtERUXBxcUFp06dyut4iYiIiIiIiIioMBBrKPbIhcDAQPTq1Qs9evSApaUl5s+fjyJFiuDgwYNZ1t+2bRuaNGkCNzc3WFhYYMKECahevTp27NiRF0eYLaV6uL1//x4uLi4YM2aMTLm/vz/evHmDzZs3Y/Xq1fD394ezs3OeBEpERERERERERIWHMsNFc5KSkoIHDx5gxIgR0jKxWAxHR0fcunUry21u376NIUOGyJQ1btw43zuJKXXkx48fR8eOHeXKO3TogOPHj0v//+zZs++LjoiIiIiIiIiICieRWKFHSkoKEhMTZR4pKSlyzb1//x7p6elyQ0cNDQ0RHR2dZQjR0dEwMjJSuH5eUaqHm46ODm7dugVzc3OZ8lu3bkFHRwcAIAiC9P+qsNnOSWX7pvzjevuMqkOgfMDrlYhIdXhvVU+8t6onXq9EVNhIID//f1Y2BATA19dXpmzs2LFwd3fPj7B+CKUSbgMGDMDcuXNx//592NjYAADu3buHAwcOSLv1Xbp0CdWqVcu7SImIiIiIiIiIqNCQCIJC9UaMGAEXFxeZMm1tbbl6pUqVgoaGBmJiYmTKY2Ji5HqxZTAyMpLrzZZT/byiVMJt9OjRKF++PHbu3ImjR48CACpVqgQvLy906tQJANCnTx/07ds37yIlIiIiIiIiIqJCQ7F025fkWlYJtqzq1ahRA6GhodI1AyQSCUJDQzFgwIAst7Gzs8OVK1dk5nG7fPky7OzsFIxOOUol3ACgc+fO6Ny5c7avFylSRNmmiYiIiIiIiIiokJMomnHLBRcXF0yfPh01a9aEra0ttm7diuTkZHTv3h0AMG3aNJiYmGDy5MkAgEGDBmHgwIHYvHkzmjVrhuDgYNy/fx8LFizI++AyUTrhRkRERERERERElJ30fMi4tW/fHrGxsVi9ejWioqJQrVo1bNy4UTpE9O3btxCL/1sjtHbt2vDx8cHKlSuxfPlyVKxYEX5+frCyssrz2DJTOOHm4OCAEydOwMDAAPXq1YNIlP3Ed9euXcuT4IiIiIiIiIiIqHDKhw5uAL6sLZDdENLt27fLlbVr1w7t2rXLp2iypnDCbcaMGdDV1QUAzJw5M98CIiIiIiIiIiKiwi8/hpQWFgon3Lp165bl/4mIiIiIiIiIiL6WruAqperou+Zwi4mJQUxMDCQSiUx51apVvysoIiIiIiIiIiIq3H7ifJtyCbf79+/Dw8MD4eHhEL766YlEIoSFheVJcEREREREREREVDhxSGkuzZw5ExUrVsSiRYtgaGiY4wIKRERERERERET08+GQ0lx6+fIl1qxZA3Nz87yOh4iIiIiIiIiI1MBPnG+DWJmNGjZsiEePHuV1LEREREREREREpCYkgqDQQx0p1cNt4cKF8PDwwJMnT1ClShVoaso207JlyzwJjoiIiIiIiIiICqd09cylKUSphNvt27dx8+ZNXLhwQe41LppARERERERERERq2nlNIUr3cOvcuTNGjx4NIyOjvI6JiIiIiIiIiIgKOQl+3oybUgm39+/fY8iQIUy2ERERERERERFRln7mHm5KLZrQunVrXL16Na9jISIiIiIiIiIiNZEuUeyhjpTq4VaxYkUsW7YMN27cgJWVldyiCYMGDcqT4IiIiIiIiIiIqHDikNJc2r9/P4oVK4Zr167h2rVrMq+JRKI8SbglJSXhwYMHqFev3ne3RUREREREREREP9bPPKQ01wk3QRCwfft2GBoaokiRIvkREwDgxYsXGDRoEFc8JSIiIiIiIiIqhFLTf96MW67ncBMEAW3atMG///6bH/EQEREREREREZEakAiCQg91lOsebmKxGObm5oiLi/uuHTs4OOT4enp6+ne1T0REREREREREqpOupsk0RSg1h9vkyZOxdOlSzJs3D1ZWVkrtOCUlBX379s12+9evX8PPz0+ptomIiIiIiIiISLV+5iGlSiXcpk+fjuTkZHTp0gVaWlpyc7l9vZBCVqpWrYoyZcqgW7duWb7+6NEjJtyIiIiIiIiIiAopVQ8XjYuLg5eXF86ePQuxWIzWrVtj1qxZKF68eLb116xZg0uXLuHt27cwMDCAs7Mzxo8fDz09vVztW6mE28yZM5XZTEbz5s2RkJCQ7ev6+vro2rXrd++HiIiIiIiIiIh+PFUPKZ0yZQqioqIQGBiI1NRUzJw5E56enli2bFmW9d+9e4d3795h+vTpsLS0xOvXrzFv3jy8e/cOq1evztW+RYKgngNqte1dVR0C5QPX22dUHQLlg812TqoOgYjop8V7q3rivVU98XpVTyuTwlQdAuWDIkWLqjqEAuHk43cK1WtjXTrP9x0eHo727dvjwIEDsLGxAQBcuHABw4cPx/nz52FiYqJQO8ePH8fUqVNx+/ZtaGoq3m8t16uUfu3z589ITEyUeRARERERERER0c9NlauU3rp1CyVKlJAm2wDA0dERYrEYd+/eVbidxMRE6Orq5irZBig5pDQpKQk+Pj44fvx4lquVhoUxQ09ERERERERE9DNTdM2ElJQUpKSkyJRpa2tDW1tb6X1HR0fDwMBApkxTUxP6+vqIiopSqI3Y2Fj4+/ujd+/eud6/Ugm33377DVevXsW8efMwbdo0eHp6IjIyEnv37sXkyZOVaZKIiIiIiIiIiNSIor3XAgIC4OvrK1M2duxYuLu7y9X18fHBhg0bcmwvODhY8SCzkZiYiBEjRsDCwgJjx47N9fZKJdzOnj2LJUuWoH79+pgxYwbq1q0Lc3NzlCtXDseOHUPnzp2VaZaIiIiIiIiIiNREarpEoXojRoyAi4uLTFl2vdtcXV3RrVu3HNurUKECjIyMEBsbK1OelpaGDx8+wNjYOMftExMT4ebmhuLFi8PPzw9aWloKHIUspRJuHz58QIUKFQAAurq6+PDhAwCgTp06mD9/vsLtpKen4+bNm7C2tkaJEiWUCYWIiIiIiIiIiAogRYeU5mb4qIGBgdxQ0azY29sjPj4e9+/fR82aNQEAV65cgUQiga2tbbbbJSYmYujQodDW1sbatWuho6Oj2EF8RalFE8qXL49Xr14BACpXrozjx48D+NLzTU9PT+F2NDQ04OrqKk3YERERERERERGRelDlogkWFhZo0qQJ5syZg7t37+LGjRvw8vJChw4dpCuURkZGom3bttJFFBITE+Hq6oqkpCQsWrQIiYmJiIqKQlRUFNLT03O1f6V6uPXo0QOPHj2Cg4MDhg8fjpEjR2LHjh1IS0uDh4dHrtqqUqUKXr16Je0xR0REREREREREhV+qol3c8omPjw+8vLwwePBgiMVitG7dGrNnz5a+npqaimfPniE5ORkA8ODBA9y5cwcA0KpVK5m2Tp8+jfLlyyu8b6USbkOGDJH+39HREcePH8eDBw9gZmaGqlWr5qqtCRMmYMmSJRg/fjxq1KiBYsWKybyuq6urTIhERERERERERKRC+dV7TVElS5bEsmXLsn29fPnyePz4sfR5/fr1ZZ5/D6USbl8zNTWFqampUtsOHz4cADBq1CiIRCJpuSAIEIlECAsLy4sQiYiIiIiIiIjoB0pXccJNlZRKuC1cuBBmZmYYNGiQTPmOHTvw/PlzzJo1S+G2tm3bpkwIRERERERERERUgKl6SKkqKZVwO3nyJNauXStXbm9vj/Xr1+cq4ebg4KBMCEREREREREREVICpekipKim1SmlcXFyWq5Hq6uri/fv3uW7v+vXrmDJlCvr06YPIyEgAwOHDh3H9+nVlwiMiIiIiIiIiIhVLFwSFHupIqYSbubk5Ll68KFd+4cKFXK82evLkSQwdOhRFihTBgwcPkJKSAuDLUqwBAQHKhEdERERERERERCqWkiZR6KGOlF6l1MvLC7GxsWjQoAEAIDQ0FIGBgZg5c2au2lq7di3mz5+Prl274o8//pCW165dO8thq0REREREREREVPClS9Sz95oilEq4/fLLL0hJScG6devg7+8P4MtKpfPmzUPXrl1z1dazZ89Qt25duXI9PT3Ex8crEx4REREREREREakYE25K6NevH/r164fY2Fjo6OigePHicnVu3LgBGxsbaGtrZ9uOkZERXrx4gfLly8ttm9vhqUREREREREREVDAw4fYdDAwMsn1t2LBhOHLkSI6Js169emHRokVYvHgxRCIRIiMjcevWLSxZsgSjR4/+3vAKrbmjusK1W1OU1CuGy3f+gfvibfjnxbsctylnXBKLx/dEm0Y2KFZEG+Ev38Ft3mbcfBgBAEi5tTnL7TxW7MPybSfy+hAok2ajB6L11BEoUcYYr+6EYa/7XET8fSfb+kX1S6DLoimw794WxQz0Efv8NfZPWID7x88BABY9uwTDiuXltjvntw17xnrm12FQFnitqieeV/XE86p+eH9VX7xe1QuvVfW0Z88ebN26FdExMbCysoLH9OmwsbHJtn5ISAj8/P3x5s0bmJmZYcL48WjSpIn0dUEQ4L92LQ4dOoSEhATY2dlh1syZMDc3/xGHQ/lEXednU8R3J9xyIiiw0sTw4cMhkUgwZMgQJCcnY8CAAdDW1oarqysGDhyYn+EVWFOGtMOYvs4Y6rkREa+jMW90N/zuNxm1eszC55S0LLcpqVcM57bMxPm/H6HT2BWIfp8ASzMTxMV/lNap4DxBZps2jWyxfu4QBJ2+kZ+H89Or06sjflk+G7tGzkbE1VtwmuAK95PbMM/aCQlRMXL1NbS0MP7P7Uh4F4P1v4xC3OtIGJibIinuvyHW3vU6Q6yhIX1erqYVJpzaiZv7g3/IMdEXvFbVE8+reuJ5VT+8v6ovXq/qhdeqejpx8iR8li3D7FmzYGNjg507d2LU6NE4cuQIDLPolHP79m14zJiBce7uaNq0KYKPH8eEiROxZ88eVLG0BAAEbtmC3bt2wcvLC6ampvDz98eo0aMRdOgQdHR0fvQhUh5hDzcVEolEGDVqFIYOHYoXL14gKSkJFhYWWQ5R/Vm492sF7w3HcOzcbQCAy5yNeHVqJbq0qI19J69luc1Ul/Z49W8shs377y93EW+iZepExsjOide5uR3O/f0Iz15H5e0BkAznSW74a8MehG7ZDwDYNXIWbDo4wdG1F04ukV8YxNG1F4oblMRSxx6QpH35pTLm+SuZOonRsTLP23iMwrt/IvC/81fy6SgoK7xW1RPPq3rieVU/vL+qL16v6oXXqnravn07unfvLp3Dffbs2bhw8SIOHz6Moa6ucvV37toFR0dHDBkyBAAwdswYXLlyBXv27MGc2bMhCAJ27tyJYcOGoUWLFgCAhV5ecGrZEmfOnkW7tm1/1KFRHvuZE25iVQcwY8YMJCYmQltbG5aWlrC1tUXx4sWRlJSEGTNmqDq8H66SqTHKGpfEmasPpWXxicm4dv8p6ttaZLtdx2Z2uPEwAruXjsKr0ytxbfdcuHZrmm390gYl0K6xLbYcvpin8ZMsDS0tmNWpibBTf0nLBEFA2Km/ULlh7Sy3qdXZGU9Db6Kv3wIs/fdvzLl3Em1njIZInPXlqqGlhfoDuuLy5n35cgyUNV6r6onnVT3xvKof3l/VF69X9cJrVT2lpqYiLCwMDerXl5aJxWI0qF8fd+/ezXKbu3fvytQHAMeGDaX1X79+jejoaNTPVEdPTw82Nja4eyf74cdU8H1Okyj0UEcqT7gdPnwYnz9/liv/9OkTjhw5ooKIVMvEqAQAIDJW9i9w72LiUcZQP9vtKpkaY0TPFvjnRSQ6jl6OgP3nsGJaPwzs5Jhl/YGdHJGQ9AlBZ9iFPj/pGpWChqYm4iNl/8KaEBmFEmWMs9zGqLIZav/SHmINDfi2d0Gw1xo4Tx6G9rPds6xv17U1ipYsgdAtB/I8fsoer1X1xPOqnnhe1Q/vr+qL16t64bWqnt6/f4/09HQYGhrKlBsaGiI6OjrLbaKjo3Osn/GvXB0DA0THyA89psIjXSIo9FBH+TqkVCQSZftaYmIiBEGAIAj4+PGjzJjs9PR0XLhwIccFGdRF33YN4Dd7kPR5l3ErlWpHLBbhxsMIzPE9BAC4/fgFaliaYtgvzbH92GW5+kO6NMHu41eynQeDVEckFiHhXTR2DJ8BQSLBi5v3UdLUBK2njsAfC1bJ1Xcc2hsPjp/Dh7c5TyRM34fXqnrieVVPPK+UFd5fCyZer/Q1XqtE6kVdk2mKyHXCTRAEvH37FoaGht+cuDCnRRPq1q0LkUgEkUiENm3ayL0uEong7p71XzHUybHzt3Ht/lPpcx2tL6fExKAE/o3+IC0vbVgCdx6/yLadt9FxCHv6Rqbs0bM36NayjlzdRvZVYF2pLPp7rPve8OkbEqPfIz0tDSVMjGTK9UyMEf9v1vOFfHgbhfTUVAiS/7rV/hsWDv2ypaGhpYX01FRpuYGZKao5N0JA95H5cwAkxWtVPfG8qieeV/XH+6v64PWq3nitqqdSpUpBQ0MDMV/1PIuJiYGRkVGW2xgZGeVYP+PfmJgYGBv/1/sxJjYW1lZWeRk+/WAp6eo5XFQRuR5SKggCWrdujbdv336z7q1bt1ChQoUsX9u2bRu2bNkCQRCwevVqbN26VfrYtWsXzp49i1GjRuU2vEInMekTwl++kz4ePn2Dt1FxaFG/urSOXvEicKhZGVfvhmfbTujtf2BlXkamrIpZGbx4K9/91qVrE9x4GIG7/3uZdwdCWUpPTcWLG/dRteV/wxlEIhGqtnTE09CbWW4T/td1lLasKNND1MSqEuLeRMr8ggEAji49kfAuBvf+OJM/B0BSvFbVE8+reuJ5VX+8v6oPXq/qjdeqetLS0kK1atVw9dp/i5hIJBJcvXYNtra2WW5ja2srUx8Arly5Iq1vamoKIyMjmTqJiYm4d+8ebGvVyoejoB/lZx5SmuuEm1gshrm5OeLi4r5rxw4ODqhfvz5Onz4NZ2dnODg4SB/29vYwMTH5rvYLszW7/sQMt47o2MwONS1NEejlhjdRcThy9r+b0ol1UzCqt5P0+aodIahvUxnTXTvAokJp9GlbH249mmHdXtmbj17xIujRqh42B134Ycfzszu1fCMaD+uLBoN6oExVC/RduwjaxYvhcuCXlZqGbF2GrounSetfWLsDxQz00WvVXJSuUgk127dA25mjcd5vm0y7IpEIDV1+QejWg5Ckp//QY6IveK2qJ55X9cTzqn54f1VfvF7VC69V9TRw4EAcOnQIR48exdOnT7Fw0SIkJyeja5cuAIBZs2dj1erV0vr9+/XD5cuXsXXbNjx79gxr167Fg4cP0adPHwBfzmf//v2xYcMGnDt3Dk+ePMHs2bNhbGwMp/9ftZQKp5854abUHG6TJ0/G0qVLMW/ePFh9Z/fO8PBwvH37FnXr1gUA7Ny5E/v27YOlpSU8PT2hr5/95KjqymfLcRQvqgP/2YNRUq8Y/rr9BJ3GLJeZY6JyhdIwKqknfX7jYQR6TvbDQvcemDW8MyJeR2Hyb7ux+7js0ti92tSHCMDeE1d/1OH89G7s+x16xgbotGAiSpQxxqvbYVjTdjAS3n2ZGNTAzBRCpg+Y96/eYnWbwei5Yg7m3D2BuNf/4syqQJxcIjvsoapzYxial+eKTCrEa1U98byqJ55X9cP7q/ri9apeeK2qp7Zt2uD9+/fwX7sW0dHRsLa2hr+/v3TRg3/fvoU4Uy9FOzs7eC9eDF8/P6xZswZmZmZYuWIFqlhaSuu4DBmC5ORkLPDyQkJCAuzt7eHv7//NqayoYEtJ+3kT4iIhp4nWslGvXj0kJycjPT0dWlpaKFKkiMzr177qKpqTTp06YcqUKWjWrBkeP36MHj16wNXVFVevXkXlypXh7e2d2/AAANr2rkptRwWb6212F1dHm+2cvl2JiIjyBe+t6on3VvXE61U9rUwKU3UIlA+KFC2q6hAKhN5bFMsP7R3ikC/7j4uLg5eXF86ePQuxWIzWrVtj1qxZKF68+De3FQQBw4YNw8WLF+Hn5wdnZ+dc7VupHm4zZ85UZrMsvXr1ChYWFgCAkJAQODk5YdKkSXjw4AGGDx+eZ/shIiIiIiIiIqIfJ03Fw0WnTJmCqKgoBAYGIjU1FTNnzoSnpyeWLVv2zW23bt0qM59kbimVcOvWrZvSO/yalpYWPn36BAC4fPkyunbtCgDQ19dHYmJinu2HiIiIiIiIiIh+HFXOzxYeHo6LFy/iwIEDsLGxAQDMnj0bw4cPx7Rp03JcOyAsLAybN2/GwYMH0bhxY6X2n+tFEzK8ePECK1aswKRJk6TL+54/fx5PnjzJVTu1a9eGt7c3/Pz8cO/ePTRv3hwAEBERgTJlyuS8MRERERERERERFUgpaRKFHvnh1q1bKFGihDTZBgCOjo4Qi8W4e/duttslJydj8uTJ8PT0hLGxsdL7Vyrhdu3aNXTq1Al3795FSEgIkpKSAACPHz/GmjVrctWWp6cnNDU1cfLkScydO1eaYbxw4QKaNGmiTHhERERERERERKRiiq5SmpKSgsTERJlHSkrKd+07OjoaBgYGMmWamprQ19dHVFRUttt5e3vD3t4+13O2fU2pIaXLli3DhAkT4OLiAnt7e2l5gwYNsGPHjly1Va5cOQQEBMiV5+U8cURERERERERE9GMpOqQ0ICAAvr6+MmVjx46Fu7u7XF0fHx9s2LAhx/aCg4MVDzKT06dP48qVKwgKClJq+8yUSrj973//g4+Pj1y5gYEB3r9/n6u23rx5k+Pr5cqVy1V7RERERERERESkeukKDhcdMXoEXFxcZMq0tbWzrOvq6vrNtQUqVKgAIyMjxMbGypSnpaXhw4cP2Q4VvXLlCl68eIF69erJlLu7u6Nu3brYvn37tw5FSqmEm56eHqKiolChQgWZ8rCwsBwnncuKk5NTjqs+hIVxiWQiIiIiIiIiosJGEBTr4aatrZ1tgu1rBgYGckNFs2Jvb4/4+Hjcv38fNWvWBPAloSaRSGBra5vlNsOHD0fPnj1lyjp16oQZM2agRYsWCsWXQamEW4cOHeDj44NVq1ZBJBJBIpHgxo0bWLJkiXSVUUUdPnxY5nlqairCwsIQGBiIiRMnKhMeERERERERERGpmKDCVUotLCzQpEkTzJkzB/Pnz0dqaiq8vLzQoUMHaWexyMhIDB48GEuXLoWtrS2MjY2z7P1Wrlw5uU5n36JUwm3ixIlYsGABmjdvjvT0dHTo0AHp6eno2LEjRo0alau2qlatKldmY2OD0qVLY9OmTWjdurUyIRIRERERERERkQqlp6ku4QZ8me/Ny8sLgwcPhlgsRuvWrTF79mzp66mpqXj27BmSk5PzfN9KJdy0tbWxcOFCjBkzBv/73//w8eNHVK9eHRUrVsyzwCpVqoR79+7lWXtERERERERERPTjKDqkNL+ULFkSy5Yty/b18uXL4/Hjxzm28a3Xs6NUws3X1xdDhw5F2bJlUbZsWWn5p0+fsHHjRowdO1bhthITE2WeC4KAd+/ewdfXF+bm5sqER0REREREREREKiZR4ZBSVVMq4ebn54e+ffuiaNGiMuXJycnw8/PLVcKtbt26cosmCIKAsmXLYvny5cqER0REREREREREKiZRcJVSdaRUwk0QhCxXFn306BH09fVz1da2bdtknovFYpQqVQrm5ubQ1FQqPCIiIiIiIiIiUjGJioeUqlKuMlr16tWDSCSCSCRCmzZtZJJu6enpSEpKQp8+fXIVgIODQ67qExERERERERFRwafKVUpVLVcJt5kzZ0IQBMycORPu7u7Q09OTvqalpQVTU1PY29t/s53Tp08rvM+WLVvmJkQiIiIiIiIiIioAmHBTULdu3QB8WcWhdu3aSg/5HDNmjEL1RCIRwsLClNoHERERERERERGpTno653DLleLFiyM8PBzW1tYAgFOnTuHQoUOwtLTE2LFjoa2tneP2jx49Uma3RERERERERERUSAg/b74NYmU28vT0REREBADg5cuXmDhxIooWLYoTJ07gt99+y8v4iIiIiIiIiIioEJJIBIUe6kiphFtERASqVasGADh+/DgcHBywbNkyeHt7IyQkRKE2QkND0b59eyQmJsq9lpCQgA4dOuDvv/9WJjwiIiIiIiIiIlIxSZpEoYc6UirhJggCJJIvP5DQ0FA0bdoUAFC2bFm8f/9eoTa2bt2KXr16QVdXV+41PT099O7dG1u2bFEmPCIiIiIiIiIiUjGJICj0UEdKJdxq1qyJtWvX4vDhw/j777/RvHlzAMCrV69gZGSkUBuPHz9GkyZNsn29UaNGePDggTLhERERERERERGRigkSQaGHOlJq0YSZM2di6tSpOHXqFEaOHAlzc3MAwMmTJ2Fvb69QG9HR0TmucqqpqYnY2FhlwiMiIiIiIiIiIhVLV9PhoopQKuFWtWpVHDt2TK582rRpEIsV6zRnYmKCJ0+eSJN1X3v8+DGMjY2VCY+IiIiIiIiIiFRMUNPhoopQakhpdnR0dKClpaVQ3WbNmmHVqlX4/Pmz3GufPn3CmjVr0KJFi7wMj4iIiIiIiIiIfhAOKc2lqlWrQiQSZft6WFjYN9sYNWoUQkJC0KZNG/Tv3x+VKlUCADx9+hS7du1Ceno6Ro4cqUx4RERERERERESkYulpaaoOQWWUSrj5+vrKPE9LS0NYWBiCgoLg7u6uUBtGRkbYs2cP5s2bh+XLl0u7GYpEIjRu3Bienp4KL8BAREREREREREQFiyBJV3UIKqNUws3Z2VmurG3btrC0tERwcDB69uypUDumpqbYsGEDPnz4gOfPnwMAzM3Noa+vr0xYRERERERERERUQDDhlkfs7Ozg6emZ6+309fVha2ubl6EQEREREREREZEKCek/b8ItzxZN+PTpE7Zt24bSpUvnVZNERERERERERFRISdJSFHrkl7i4OEyePBm1a9dG3bp1MXPmTHz8+PGb2926dQuDBg2CnZ0dateujf79++PTp0+52rdSPdzq1asns2iCIAj4+PEjihQpgt9++02ZJomIiIiIiIiISI2oekjplClTEBUVhcDAQKSmpmLmzJnw9PTEsmXLst3m1q1bcHNzw4gRIzBnzhxoaGjg0aNHEItz12dNqYTbjBkzZBJuIpEIBgYGqFWrFudfIyIiIiIiIiIilSbcwsPDcfHiRRw4cAA2NjYAgNmzZ2P48OGYNm0aTExMstzO29sbAwcOxPDhw6VllStXzvX+lUq4de/eXZnNiIiIiIiIiIjoJ5Gej8NFv+XWrVsoUaKENNkGAI6OjhCLxbh79y5atWolt01MTAzu3LmDTp06oU+fPnjx4gUqV66MCRMmoG7durnav8IJt0ePHincaNWqVXMVBBERERERERERqRdFe7ilpKQgJUU2OaetrQ1tbW2l9x0dHQ0DAwOZMk1NTejr6yMqKirLbV6+fAkA8PX1xbRp01CtWjUcPnwYQ4YMwe+//46KFSsqvH+FE25du3aFSCSCIAg51hOJRAgLC1M4ACIiIiIiIiIiUj+KJtwCAgLg6+srUzZ27Fi4u7vL1fXx8cGGDRtybC84OFjxIDORSCQAgN69e6NHjx4AgOrVqyM0NBQHDx7E5MmTFW5L4YTb6dOncxkmERERERERERH9rCSpig0pHTFiElxcXGTKsuvd5urqim7duuXYXoUKFWBkZITY2FiZ8rS0NHz48AHGxsZZbpdRbmFhIVNuYWGBN2/e5LjPrymccDM1NZX+PyAgAIaGhvjll19k6hw4cACxsbEyE8sREREREREREdHPR9EebrkZPmpgYCA3VDQr9vb2iI+Px/3791GzZk0AwJUrVyCRSGBra5vlNuXLl0fp0qXx7NkzmfKIiAg0bdpUofgy5G5N0/+3d+/eLFdoqFKlCvbs2aNMk0REREREREREpEYESbpCj/xgYWGBJk2aYM6cObh79y5u3LgBLy8vdOjQQbpCaWRkJNq2bYu7d+8C+DJN2tChQ7F9+3acOHECz58/x8qVK/H06VO5TmffotQqpVFRUVl2vzMwMMh24jkiIiIiIiIiIvp5SNJSVbp/Hx8feHl5YfDgwRCLxWjdujVmz54tfT01NRXPnj1DcnKytGzIkCFISUmBt7c3Pnz4gKpVq2Lz5s0wMzPL1b6VSriVLVsWN2/eRIUKFWTKb9y4gdKlSyvTJBERERERERERqZH86r2mqJIlS2LZsmXZvl6+fHk8fvxYrnz48OHfPV2aUgm3nj17YvHixUhLS0ODBg0AAKGhofjtt9/g6ur6XQEREREREREREVHhJ1Fxwk2VlEq4ubm5IS4uDvPnz0dq6pfugTo6OnBzc8OIESPyNEAiIiIiIiIiIip8hHQm3HJFJBJh6tSpGD16NMLDw1GkSBFUrFhR4RUliIiIiIiIiIhIvUnSUlQdgsoolXDLULx48WyXUiUiIiIiIiIiop+XqudwU6XvSrgRERERERERERFl5WdOuIkEQRBUHQQREREREREREZG6EKs6ACIiIiIiIiIiInXChBsREREREREREVEeYsKNiIiIiIiIiIgoDzHhRkRERERERERElIeYcCMiIiIiIiIiIspDTLgRERERERERERHlISbciIiIiIiIiIiI8hATbkRERERERERERHmICTciIiIiIiIiIqI8xIQbERERERERERFRHmLCjYhISUuWLMHIkSMhCIKqQyEiIlIrvLeqJ55XIvqZMOFWwGS+CUkkEhVGQnnp618u+MtG4ZeSkgJDQ0O8e/cOM2fO5DlVIzyXRIXHlClTcPDgQVWHQXko4zNYJBIBAF6+fMnPZTUhkUik5zUtLU3F0RAR5T8m3AoQQRCkN6EtW7bg9OnTSElJUXFU9L0y/3Lx5s0bJCYmSp9T4aWtrY0BAwagZ8+eePbsGTw8PFQdEuWBr6/XV69eISoqSvo6v/QVXjx36ic2NhZaWlrw9vZGcHCwqsOhPJDxu3DGH503b96MhQsXqjgqygt//fUX3r17BwBYtmwZfHx8VBwREVH+01R1APSFRCKBWPwl/xkfH49du3ZBLBZDW1sbjo6O0NLSUnGEpKyM87pixQqcPXsWHz58wKBBg+Dk5IRKlSqpODpSRsb1WqRIEZQvXx41atTA/v37UbRoUcydO5cJ1UJKEATp9bpq1SqEhobixYsXsLGxQa1atTB69Gie20Iq8z0WkP1Sn7mcChcDAwOMGzcOurq68PT0BAC0b99exVGRspYvX46SJUtiyJAh0usyOTkZVapUgUgkkvnDNBUuSUlJmD9/PooWLYoaNWrg5MmT2LNnj6rDojzA+yhRzphwKyAyPqh+/fVXPHv2DGXLlsXjx48xa9YsLFq0iEm3Qu748eM4evQopk2bhlu3buHQoUN49uwZBg4cCGtra1WHR7mUcb16e3vj77//hpWVFczNzRESEoLPnz9j8eLF/FJQCGWcM19fX+zatQvLly9H6dKlsW7dOqxevRqtWrVClSpVVBwlKSPjmt22bRsePnwIXV1ddOnSBTY2NvyyUEilpaVBU1MTZcuWhbOzM2JjYzF9+nTo6OigZcuWqg6PcikpKQkPHjxAUlISihUrhh49ekBLSwtRUVEoXrw4APC+WogVK1YMwcHBcHBwwPPnz7F69WreT9VA5vvn6dOnERERgeLFi8PKygq1a9dWcXREBQN/wyxAgoKCcODAAYwfPx7Lli3DH3/8gerVq8PDwwN//fUXh5cWIl/PvycSidCvXz+0a9cOM2fOxLBhw/Dw4UNs3boVjx8/VlGUlFvp6enS/1+6dAlHjhzB7Nmz8euvv+LgwYMYMmQI7t+/j1mzZqkwSvoesbGxuHHjBry9vdGoUSO8ffsWZ8+ehZeXF6pUqcLP4UIm82fxypUr4e/vj+TkZNy/fx+urq64fPkyxGIx50wthDQ1v/zNeMWKFVi9ejXi4+OhpaWFKVOmcHhpISMIAooVK4bly5ejXLlyOHz4MA4cOAAA+Pz5c45zfXGoeMGW+bM1JiYGWlpaMDAwwJo1a/Dq1SvpazyPhVNGsm3p0qXw8vLClStXcPHiRYwaNQp//PGHiqMjKhiYcCtAoqKiUK1aNVhZWcHQ0BCGhoZYv349qlWrhgULFuDy5cv8slcIZB6Wtn//fvj4+OD48ePSLwcA0LVrVwwaNAiPHj3C9u3b8eDBA1WFSwqYNWsWHjx4AA0NDWnSLSYmBjo6OrC0tATwZU63vn37olmzZggODoaXlxd/gSwEvj5HYrEYr169Qrly5XDu3DmMHz8eU6dORc+ePZGSkoL9+/fj3r17KoqWcivjs/jNmzcQiUQICAjAqlWr4OPjgzZt2sDNzY1Jt0Ls6NGj2LZtGyZNmoSVK1diy5YtaN++PWbPno0TJ06oOjxSUMbwbn19fXh6esLU1BRBQUE4ePAgNDU1YWhoiH/++Qfh4eF49uwZnj9/jqtXryI1NZW93gqwzL2fbt68CX19fVy9ehVHjx5FcnIyxo8fL026ZZzH1NRUlcVLygkODsaxY8ewcuVKbNiwAc2aNUNCQgIXxSD6f0y4FQAZX/iSk5Px+vVraGpqQiQS4fPnzwCAwYMH482bN1i4cCEuX77Mm1EBlnnC9RUrVmDx4sW4c+cOzp8/j7179+Lu3bvSul27dsXgwYNx6dIlXLp0SVUh0ze8fv0aERERGD16NB4/fgwNDQ0AgKmpKYoVKyaTLNXT00OvXr2gq6uLoKAg+Pn5qSpsUkDm6zUxMRGCIEBbWxtmZmbYuXMnpk2bhmnTpqFv374AvrwXLl26JJ30mQqHkJAQODk54cSJE9DT0wMAlC9fHuPGjUOPHj0wfPhwhIaGQiwWM0leyDx//hx2dnaoU6cOihcvDltbWwwbNgyNGzeGh4cHzp8/r+oQ6RsyrrmM609fXx9z5sxBuXLlsG/fPvzxxx9Yvnw5pkyZgoEDB6JXr14YMGAANmzYIPOHTCpYMifbli9fjoULFyIkJAQJCQnQ1dXFpk2b8OnTJ0ycOBHPnz9HSkoKJk+ejHXr1qk4cvqWjGs2449UT58+haOjI+zs7BASEoJff/0Vc+fORZcuXfDx40eEh4erMlwilWPCTQWyGm4IAL1790ZaWhrmzJkDANDR0QEAFC1aFEOGDIGlpSWmT5/OpFsBlvHLxf/+9z8kJSVh69at2L59O3x8fFCmTBn4+/vLJN26dOmCBQsWwM3NTVUh0zeYmprC09MTNjY2cHNzkw4BrlChArS1tbFr1y6ZXyZSU1NhZ2eHhQsXYvTo0aoKm74h85eBdevWwdvbG0+fPkWxYsXg7OyM/fv3o2nTpujduzcAICEhAd7e3vj48SOaN2+uwsgpt0xNTdGxY0e8fPkScXFxAL58YShdujTc3d3RvXt3uLi44N69e+wtU8gYGRkhIiIC//77r7SsYsWKaN26NT59+oQRI0bgr7/+UmGElJPMf/T4/PmztAd5yZIlMXfuXJiZmaFSpUoYMmQItm7dipCQEBw4cABHjhxBQECAdCEFKngy7q+rV6/GgQMHMGXKFDg7O0v/6GFiYoLAwEAkJSWhb9++6NmzJx48eICRI0eqMmz6hswLl3z8+BHAlxEeBgYGOHXqFKZPn46pU6eid+/eEAQB58+fx/Hjx5GYmKjKsIlUSiTwTvVDZf6Sd/jwYYSFhUEsFqNatWro3Lkz9u/fj82bN6N69eqYPHkyEhIS4OPjg4oVK2LWrFkYN24cQkJCsHHjRjRu3FjFR0NZ+fPPP7FgwQKUKlUKGzZsgImJibR8165d0NHRwZgxY2BjYyOzXXp6urT3FBUMmX+xePToEdasWYM7d+5gw4YNqFatGh4+fIhhw4ahZs2acHR0hLW1NQICAqCnp4dVq1ZBJBLxvBZwPj4+OHz4MCZMmIAmTZpIr1c/Pz/4+/vDyckJEokEHz58wIcPH3Do0CFoaWlxov0CKrvz8ujRI6xcuRK3bt3Cli1bUK1aNen1/e+//+Lo0aNwdXVlj5kCKrvzeuPGDSxYsACtWrVCz549pdfv9evXsXv3bjRo0ADdunXjeS2AMp/TzZs34/bt23j16hV69OiBhg0bonLlynj//j0WLFiAt2/fokePHnLnkvfXgu3Zs2dwd3fH9OnT0aRJE8TGxuLff//F5cuXUaFCBbRp0wYAsGHDBhQpUgR9+/aFpqamdEEUKljOnDmDMmXKoHr16li6dCmioqLw22+/4ciRI5g/fz5SU1Mxc+ZM6aiAxMREjB8/HlZWVpg+fbqKoydSHSbcVGTp0qX4/fff0aRJExQrVgzbt2+Hh4cHevfujdOnT8PX1xdRUVHQ09ODgYEBdu7ciaJFiwIApk6ditGjR6NSpUoqPgoC/vulMePL27lz57B//3789ddfCAwMhL29vbTuqVOnsGfPHiQkJGDx4sWwsLBQYeSUk4zz+XXSbdWqVbh37x7Wr1+P6tWr49GjR/Dz88P//vc/AF96XGzZsoVJmULg+vXrmDp1Kn777TfUrVsXgGySNTg4GHfu3MHHjx9haWmJAQMG8MtAAZb5ert//760vGbNmgC+XL++vr64ffu2NGme+XwD4LktgDKfo4MHD+Ldu3fQ1NTEsGHDAAD+/v44duwYmjZtilatWqF06dJYtGgRDAwMpCtG87wWXMuWLcP+/fsxcuRIREVFITQ0FObm5hg5ciSsra3x/v17LFy4EPfv38fUqVPh7Oys6pBJQZGRkRg5ciT69OkDCwsLHDx4EPfv34dIJMLTp08xd+5c9OzZU2YbJlELppSUFOkojyZNmuDMmTPYvXs3rK2tAQBLlixBYGAgVqxYgUqVKkEsFmPJkiWIjY3F/v37oampKXe/JfpZMOGmAhcvXsTcuXPh4+OD2rVr4+TJk5g4cSI8PT3Rp08fab2rV6+iaNGiqFGjBjQ0NPDp0ycUKVJEhZFTTs6fP49mzZoBAK5du4aAgAC8e/cOXl5esLOzk9b7/fffcffuXXh4eDAZU0Bl/uIeExODhIQEVKxYEQDw8uVLLFq0CPfv30dAQABq1KiBxMREpKWlIT4+HuXLl4dYLOYXvELgzz//xMqVK7F3714UK1ZMJnGe3S/9/DJQMGX+RX7lypU4ceIEUlJSoKmpiS5dumDMmDEAviTd/P39cfv2bfj6+sLW1laVYdM3ZD6vK1aswPbt22Fra4s7d+6gevXqWLZsGcqUKYPNmzfj3LlzuHbtGipWrAhtbW0cPHgQWlpa/JJXgB0/fhwrVqzA8uXLUbNmTVy5cgWurq6wsLCAubk5JkyYAEtLS8TExGDnzp0YM2YMP38LqKz+wPj+/XvMnTsXb968wYMHDzBgwAA0btwYderUwYQJE1C3bl0OIS1kHB0dkZiYiF9//RXt27eX+V139uzZuHjxIuLj42FpaYkiRYpg8+bN0NLS4u9O9FNjwu0H+PomdPDgQQQHB2PTpk0ICQnB9OnTpb3bEhIS8PjxY2lviwz8oCrYnjx5gk6dOqF79+5YvHgxACA0NBQ7d+7E69evMW/ePNSqVUtuO/aAKngyfzlbvXo1/vrrLzx58gQNGjRAvXr1MGTIEDx9+hQrVqyQDi+tWrWqTBs8r4VDcHAwZsyYgePHj6NcuXIyvVX/+usvlClTRroKLRUOfn5+2LlzJ1atWoXKlStj3bp12L59O9zc3DBlyhQAX5JuixYtQvHixTlBdyERFRWF2bNnY/z48ahSpQqio6MxePBg6OnpYc2aNShXrhzi4+Px9OlTAICNjQ00NDT4h48C7uLFi7h58ybGjx+P06dPY8aMGZgyZQrEYjEWL16Mxo0bY/jw4dJeqgB/Hy6IMv/OEx4eDg0NDRQpUgRlypRBdHQ0Xr9+DZFIJPMHjt69e6Nt27ZwcXFRVdiUCxKJBB8/fpQuDBYVFYU1a9bITY/z6NEjxMfHo2TJkrC0tOQfoInARRN+iIybUFBQEB49egR9fX0UL14chw8fxvTp0zFt2jTpxNzXr1/H0aNHERUVJdMGf7ko2MzMzLBkyRKcOHFCuuhFw4YN0a9fP5QvXx4LFizA9evX5bZjUqbgyUi2+fv7Y/fu3RgxYgT++OMPJCQkYMeOHXj69CksLCwwbtw41KpVC127dsWLFy9k2uB5LVgyL1ST+W9M1atXh4WFBdatW4fXr19Lz1tKSgoCAgJw5syZHx4rKe/Jkye4efMmli5dinr16uHevXs4fPgwOnfujMDAQCxfvhwAULVqVSxcuBD+/v4qjpgUERgYiKFDhyItLQ0mJibQ0tJC2bJlsWvXLiQkJGDChAl48eIFSpQoATs7O9jZ2UFDQwPp6en8kleAZPX3/fr162PAgAH48OEDNmzYADc3N/Tq1Qtdu3ZFmTJlcP/+fYSEhMhsz9+HCxZBEKT3zjVr1mDs2LEYPnw4unfvjnPnzsHIyAi1atWCra0tkpKS8Pz5c7i5ueHz588YOHCgiqOnnGT+3UksFkNPTw/Hjh3D/v37UblyZYwdO1Zm+gYAKFOmDBwcHGBlZQWxWAyJRMLPYfrp8VthPkpJSZH+f9OmTVi2bBnEYjFKliyJhw8fSv9amzG5ZHJyMnbt2gVBEGBkZKSqsEkJOjo6aNu2LebPn4+jR49Kk26Ojo7o168fihUrhoMHD6o4SlKEIAiIjo7GxYsXsWDBAjg5OeH58+e4d+8eRo4cCQsLC0gkElhZWWHs2LEYNmwYTE1NVR02ZSPzl4F9+/Zh2bJl8PPzkw4T7ty5Mx49eoTFixfj/Pnz+PPPPzF69GgkJCTA1dVVxdFTbpQtWxZNmzaFvb09/v77b3h6emLSpEnw9vZG27ZtsX79esybNw8AYG5uLv0yQAXL1+ekTp06SExMxP3795GQkCCtY2RkJJ0T1dXVFW/fvpXZjomZgiPzaqRRUVF49uwZBEGAlpYWDA0NER0djbdv36JatWoAgH///RfVqlXDuHHjMGHCBADgsOACKPN5XbNmDfbs2QMPDw9s374ddnZ2mDhxIoKCggB8uRcHBQVhwYIF+Pz5s3Rer4yVaalgydxr8d69e7h58yb++ecfafLM398flpaWcHd3x61bt5CQkIDx48dj9erVAP5LkPMP0EQAU875YPz48ZgxYwbKlCkDAHj69Cn+/fdfeHp6wsrKCgDg6uqKBQsW4MOHDzh//jyKFi2KdevWISYmBmvXrpWbrJ0Kns2bN+P9+/eYPHkygC9Jt9atW0MQBMycORM6OjqYPXs2GjZsCF1dXdSoUUPFEZMiRCIRtLW1kZKSgjp16uD06dOYMmUKpk+fjp49e+Lz58/4448/YGdnh6pVq0qHk3KYS8Hz9fDgzZs3o1GjRjh//jwuXLiAuXPnYsiQIShVqhSOHz+O0aNHw9raGkZGRjJfBnheC56shm3r6uqid+/eKFKkCE6ePIlGjRqhW7du0NDQQLly5eDo6IiIiAiZbflloODJOCdhYWEoV64cbG1t4e/vj6FDh+LXX3/FkiVLoK+vD0EQYGBggG3btmHx4sUoXbq0iiOnrGT+o8eqVatw6dIlhIeHw8HBAba2tnBzc4O2tjZMTExw5swZSCQS7Ny5E2KxGF26dIFIJOI0DQXMlStX0KBBA+k5efjwIa5du4YlS5agcePGOH36NK5fv47atWtj9uzZEIlE6Nq1K9q1awcTExO0aNGCQ74LsMzX7IoVK3Ds2DFoaWnh9evXmDRpErp06QJDQ0P4+/tj7NixGDRoECpWrIi0tDQcPXoUABPkRDIEylNjx44V2rdvL3z+/FkQBEG4cuWKYG1tLTg4OAinT5+WqbthwwahV69ego2NjdC7d29h+PDhQkpKiiAIgpCWlvbDYyfFffr0SVizZo1Qq1Ytwd/fX+41Dw8PwdraWpgyZYrMa+np6T8yTFKARCKRK/vw4YPQunVrYeLEiUK9evWEnTt3Sl/7559/hCFDhghnzpz5kWHSd3j58qUwatQo4c6dO4IgCEJ8fLzQsWNH4ZdffhHu3r0rrRcRESHExsZK3xOpqakqiZdylvlz9MyZM8L27duF3bt3C+Hh4YIgfPkM7t+/vzBp0iRBEAQhOTlZGDNmjPD7779n2QYVPJcuXRKsra2FXbt2CfHx8YIgCML9+/eFBg0aCKNGjRLi4uIEQZA/j/zdqeDy9/cXGjRoIJw9e1aIiooSBg8eLDg5OQmPHz8WBOHL78TdunUTmjVrJvTv31/6+3BW92hSnYCAAKFdu3bCoUOHpGURERHC1q1bBYlEIoSGhgqNGjUStm/fLgiCILi4uAh16tQRduzYIdMOP4MLPj8/P6FRo0bClStXBEEQBC8vL6FGjRrCsmXLhJiYGGm9gwcPCocOHZL+zsTfnYhk8c8Keejt27f43//+Bw8PD2hra+PUqVNwdnbGyJEjsW7dOty9excODg7Q1dUFALi5uaF79+6Ii4uDnp4ejIyMuHx9ASV81dtQR0cHffr0QfHixeHn5weJRCJdBU9HRwfm5uZo2rQp3r9/z94UBVhKSgq0tbUBAG/evEHJkiUhEolQokQJjBs3DnPmzEGTJk3Qr18/SCQSfPr0CUuXLgUANG3aVJWhk4ICAwNx4MABGBkZoWzZsgAAPT09bNu2DYMGDcLChQsxbdo02Nvbw9zcXLod5x0puDI+R5cuXYqTJ0+ibNmyKFGiBBYsWIBt27ahbt266Nq1Kzw9PZGUlITIyEikp6ejTZs2AGT/ek+q9/X9FQAaNWqEvn37ws/PDxoaGmjXrh1q1KiBjRs3YtiwYZg1axYWLlyIkiVLymzH3qgFjyAIeP/+PS5duoS5c+eiefPmCA0NxZ07dzBz5kzpyA83Nzd06dIFHz9+hJmZGSdbL6A6deqEe/fu4dChQxAEAd27d4e5uTk6d+4MkUiEQ4cOoWXLltLpckxMTFC6dGn88ccf6Nevn/Ra52dwwZP5+0pERATu3LmDefPmoX79+jh16hSOHj2KDh06YP369QCAfv36oUyZMujevbu0Dc6dSSSPV0Qeyki0nDhxAsHBwbh58yZq166NCRMmIDk5GRs3bkTFihXRrl076OjoAAAMDAxgYGAgbYNf8gqezDegmJgYiEQiGBgYwMjICJ07d4ZEIsG6desgEokwevRoJCYm4vHjx2jTpg169Ogh1wap3o4dO+Ds7Cwd9r1q1Sr8+eefkEgkaNGiBfr06YMOHTogPDwc/v7+cHd3h1gsRmxsLOLi4nDo0CHppNz8glewtWzZEps2bcLLly/x6tUrGBsbQxAElCpVCtu3b8eQIUMwc+ZMrFq1Sma1WV6vBdvRo0dx9OhR+Pv7w9bWFkFBQThz5ox0Hq82bdpALBbjwoULqFOnDqZNm8YhwgVQZGQkTExMpM8z3yvnzp0LDQ0NLF++HIIgoEOHDtKkW/fu3VGxYkXpyrNUcGVM0/D582fUrVtXOk3DtGnTpNM0HDt2DLVq1UKVKlVgbGwMgL8PF0QSiQRly5bF7NmzsWDBAmnSrUePHihZsiQSExPx5MkTODk5SYeMJiQkYPHixahVqxanyynAMv8hKjw8HBYWFmjXrh0aN26MmzdvwsvLC+7u7hg4cCB0dHSwZcsWJCUlwd3dHfr6+tJ2eH8lksc7WR4yMDBA3759MX/+fERHR2P58uXSZNqMGTOQlpYGT09PAJBJumXGL3kFS+Zf/gMCAhASEoKUlBTo6upizZo1MDIyQo8ePaCpqYnffvsNR44cgUgkgpaWFn777TcA7E1R0Jw7dw7bt2/Hw4cP4eHhgevXr2Pv3r2YPXs2bt68ibt37+Kff/75v/buM6yK4334+JcuiIqoYO8GFUWjxprYorHF3sVYsXdUxN5QUUAUsFAERFGKKPbeYouKmtiNvUWxAIqA1H1e+JzNwZKY/y+RY3J/3iSes3uu2WuY3Zl7Z+5h+vTp6k6k0dHR5MmTB1tbWwYMGIChoaG8eddBbwe2FUWhZMmSREZG0qlTJ5YuXcqsWbMoXbo0ABYWFgQGBuLq6kqFChVyqNTi/+Lu3bu0atUKOzs79uzZw5w5c5gzZw5t27bl1atXpKam0qlTJzp06KD+TUib1S3ff/89JUqUYMWKFcCbvKjFixenSZMmGBkZATBt2jQURcHV1RU9PT1atGhB5cqV2blzJyVLlszJ4osP+FBAJTk5mVmzZnHq1CmcnJzUGVC//fYb27dvJ3/+/Nnuw9Jv0j2ajWasra2ZMWMGc+bMYdOmTejr69OxY0fMzc2pU6cO/v7+vHjxgnPnzpGRkUHVqlUlF58O066XefPmERYWxk8//UTz5s3JlSsXu3btolatWnTv3h2AfPnyUa1aNS5dukTevHlzsuhCfBb0FOU9+3SLv0zTwVi3bh3z5s2jQoUK2Nra0r9/f8qXL68e5+LiQlRUFE5OTnTu3FldziZ0m6enJ1FRUTg6OlK2bFmcnJzInTs3Li4u2NrakpmZyfXr19m7dy958+bF3t5eZlPosDVr1rBjxw7KlSuHhYUF5cqVo2PHjgDs2LGD8PBwjI2NmTJlCmXKlHlnoC71qnu0O4z37t3j9evXlClTBkNDQ/T09Lh//z5dunTB1taW6dOnU6ZMmXcGhlKvnw8PDw+SkpKoX78+EydOzDaA37hxI/fv32fQoEGYmZkBHw4CiJyxatUqNm3axLZt29TPRo4cyfHjx/H09KR+/fpq0A3ebDR19+5d+vTpQ5cuXcidOzcgbVbXaN+Hnz17Rp48ecjMzMTMzIw9e/Ywbdo0atWqxfLly8nMzCQ1NZVx48aRmprKqlWrpC4/E5p6jo2NVTeA69ChA126dCEzMxNPT09+/fVXChQowJw5czAyMpK2+hm4ffs2AQEBdOjQga+++gpFUcjKymLYsGHky5cPV1dX9PX1GTFiBA4ODtSoUQOQ56sQf0YCbn+zZ8+ekZWVxalTp1i7di2lSpVi8ODBlCtXTj3GycmJR48esWbNmhwsqfhYp06dwtXVFWdnZ2rXrs3hw4cZP348FhYWpKens2LFCipXrvzOeTKbQvdoDwaCg4PZv38/N2/eZNKkSbRv3149bseOHURGRmJsbMyECRPUt+7SqdBN2vW6dOlSduzYQVJSErlz52bs2LHUqVMHS0tL7t+/T7du3bC1tcXZ2TnbyxChmz40IyIqKgp/f39iY2MZP348vXv3BiAxMRFHR0cqVaqEo6Pjpy6u+Ejr16/Hz8+PrVu34u/vT2ZmJhMmTGD06NGcPHkSV1dXGjRooL6UnDFjBkeOHMHGxkbdyV3oFuWtXaEPHz5McnIyNjY29O3bly+//JIVK1awdOlSGjdujKGhIS9evFDTNEhQ5vPydtAtISGBrl270qFDB+DNjEbNCw/pD+u+7du3s2TJEvLkyYO/vz/58+dXn73h4eHMnDmTRo0a8dtvv6EoCtHR0RgaGkq/WIiPIPN6/0aZmZkULFgQKysrvv/+ezp37szdu3fx8/Pj5s2b6nGLFi1i9erVwJsOitBtRkZGtGvXjtq1a3P06FEmTZrE+PHjiYiIwMDAgGnTpvHLL7+8c550LnSPZjkEQL9+/WjZsiVmZmZs3LiRJ0+eqMe1bt2abt268fjxY6KiotTPpVOhe7QDMj4+PkRGRjJx4kQOHTqElZUVS5YsYefOncTFxVGiRAkiIiI4evQoEREROVxy8We06/bAgQMcOHCAkydPAtC5c2cqVqyo5tS8f/8+N27cYNy4cTx//pzRo0cD8ozVRYqiYGtrS4UKFejcuTMhISH06NEDeBOoqV27Ns7Ozhw9epT4+HjgzeB95cqVarBN6lW3ZGVlqc/HiIgI1q5dS8+ePWndujVZWVn07duX06dPM2zYMIKCgsiTJw9WVlY0atSITZs2YWRkREZGhgTbPiNvLy/Nnz8/UVFRhIaGAmSbXSz9Yd2XmZmJtbU1d+/eJS0tDX19fdLT0wHo3r078+bNo2DBgjRo0EANtmVmZkq/WIiPIDPc/gHag4TIyEg2btxI6dKl6devHzY2Nu89Tui2p0+fkj9/foYOHUrFihWZMGECycnJDBkyhHPnztGwYUOWL1+e08UUH0m77YWGhrJlyxbKli2Lo6OjmrAZ4MSJE9SpU0faqQ46ceIE9erVU/999epVZs2axbBhw2jUqBHHjh1j9OjRVKhQgdu3bzN69GhatWqFpaUlT548oUCBAjK4+0y4u7uzbt06ChUqxLNnz+jfvz8jR44EYNCgQTx+/Jjbt29ja2uLkZERQUFBMlvmMzB06FCOHDmCnZ0dXl5e2e6948aN48yZMxQtWpS0tDRSUlLYtm0bBgYG0nfSYefOnSMyMpKvvvpKTdPw5MkTfHx82LVrFyEhIVSsWFGW8/+LaM90Gz9+PBUqVGDGjBkSiPkMHThwgCVLlmBqaoqXlxfW1tbZZidq33tl1qIQH09ayj9A89ZHX1+frl27oq+vj5+fHyVKlMgWcJMOo+7TdAoLFSpEXFwc9+/fV7e/NjAwwMrKis2bN1OmTJkcLqn4K7TbqL29PZmZmezYsYPFixczfvx4ChYsCKAGdGQwoFsiIyNZtGgRzs7O6k7AefLkoUePHjRo0EBNyu3k5ET37t3p1asXISEhJCcn061bN6ysrADpMOoqzX1XURRiY2M5d+4coaGhmJiYcPLkSVxcXEhJSWHixIn4+/tz7do1Hj9+TOHChalQoQL6+vpStzosIyOD5ORkjI2NcXR05Pjx40yePJnp06dTqlQp4E3e1NDQUJ48eUJ6ejqOjo6yM7SOO3HiBDNnzuTly5c0aNBA/dzKyopBgwZx/fp1jh8/TsWKFcnMzMy2HE3qVHf92ZJB7ZluXl5eWFhYyG6knxlNXTVt2pTMzExCQkKYNGkSCxcuxNramvT0dIyMjLKNW+X5KsTHk9byF739ZvVDnT/tAX3nzp2xtLSkYcOGn7Ko4m+g3VmwtLSkQIECrFixghcvXrB9+3ZSUlIoU6YM+vr6MhD4zGi30T59+qCnp8euXbuYOXMm8+bNw8LCQj1W6lW3VKtWjfbt27Nq1SoURaFLly4UK1YMU1NTDA0NCQ8Pp0WLFnTp0gWAIkWK8PDhQ65evZptRy3pMOoe7Wfsy5cviY+Pp1y5cpQtWxYTExOKFy+OkZERM2fORF9fn/Hjx2NjY/PO7HGpW91laGhI3rx58fLyAqBw4cJERkbi4uLCtGnT1KCbvb19tvMkiKrb6tWrx/fff8/atWvZunUrderUUV9elShRAiMjI27fvg38fu+VgIzueXuc8zF1pHnJYWlpCUi+W10UHR1No0aNyJ8//zvfaQdImzdvTlZWFqGhoUyePBkXFxeKFi2aAyUW4t9Dplj9RZqH0JYtWwDU5Q0fOlbzXZMmTTAwMFDXw4vPi6YeXV1dyZ8/Pxs3biR37tyEhYWp9SxBmc+Pdhv94Ycf+OabbyhYsKBsc67jvvjiC3r16kW9evUICAggMjISeBMUT0tLIz4+nly5cmXr8C9btgw3NzfJ/6TjNM9YT09P+vfvj5OTE+fOnePFixcAGBsb065dO2bPns3q1atxcXH54G8I3ZaZmQlAmzZt6NatG+np6cybN4+7d+8CvNO3kmCb7tLU5ejRo+nTpw8PHz4kKCiIly9fApCamkpKSkq2F1lC9yiKot4/w8LCmDlzJitXruTq1avq9x86T9M+T58+LWMdHdOtWze2bNlCvnz5PniMdt+oRYsW/PDDDzx9+pTAwMBPVUwh/rUkh9v/QXx8PK1ataJjx45MmjTpD4/VfsuTmpqKiYnJpyii+IfFx8er0+blrbvued/b1T9646r9RldznOQJ0n03b95k3bp1HDt2DAcHB3VGm5OTE6dPn+brr7/m+vXrJCYmsmXLFsn/pMPezn26bNkyevXqRWJiIsHBwXTv3h0nJyd118q0tDQiIiLYtWsXa9askdkUnynt+/KOHTvYsGEDiYmJeHt7U7hw4RwunfgrtNuwp6cn27dvx8zMjGrVqpGQkMDNmzfZvHkzRkZGOVxS8T5v1194eDhVq1bl+fPnpKenM2XKFOrVq/dOX0r73+vXr2f27Nls3LiRypUr58h1iOxOnjzJrFmzCAoKonDhwjx9+jRbvsy3adfnqVOnqFmzpkwoEOJ/JKOOj/D2W9bcuXMzYsQIrl+/zrlz5z54nvZNKzQ0lBEjRpCWlvaPllV8vA/NTPzQ5/D72738+fNLsE1Hae+WlpKSorY5TRDtfTTLITTHZWZmSlBGx7yv7sqVK6fmbQsICFB3Hl20aBH169cnMTGREiVKEB0dLcE2Haepl5MnT6rJtwcPHsz48eNZvHgxYWFhuLu7q+3Z2NiYHj16qME2eXf4edKuu9atW/P9999TrVo1Nc+i+HxozxgfN24cnTp14tGjR9y/f5969eqxY8cOdTdSoXs09+Bbt26RlJSEv78//v7+zJo1i0qVKjF16lROnDiRrc1qj3PCwsLw9PRkyZIlEmzTIQYGBty+fZt79+4xa9YsRo4c+YdjUe36rV27tgTbhPgbyAy3v2Djxo3UqlWLkiVL8vjxY0aNGoWdnR3Tp09/59i3H0Lu7u7MnTuXVq1afepii/fQHnjfvn2brKwscufOrb5R/1A+Nu161SQRFbrJ19eXw4cPkydPHr755ht69+4NvL9utet1586dFCpUiFq1an3yMov3026vZ86cISkpCVNTU7766isAfv31V8LDwzl27Bj9+/ene/fuQPacTxIc122KovDbb7/x7bffAjBp0iT69++vfr9v3z7GjRuHvb0948aNyzZbXPIF6Z6/WifvO14C5J+nt2dKnT59mjp16uDg4EDu3LmlveqwXbt2sWDBAvLnz4+fn58a+L5y5QqBgYGcPXsWFxcX6tWrl60vFRYWhpubG/Pnz6dFixY5eQniPTw9PQkODsbIyIiwsDDKly//h8drt9E7d+5QqFAhcufO/SmKKsS/kvRkPtKJEyeYMmUKAwYMYMOGDejp6TF79mzWr1/Pnj17sh37drDNzc2NefPmSbBNR2jnqPD09GT06NF07dqV4cOHq/mANLuhvX2epl6DgoKwt7eXN7U6RHsGVFBQEIGBgdSuXZu8efOydOlSFi5cCLybd1G7XsPDwxk3bpzMRNUh2u118eLFTJ06lWnTpuHh4cH48eOBNzndunXrxtdff01ISAirV68Gfs/5pJ1fRugmPT09ihUrRlhYGKampvz000/89ttv6vfNmjVjyZIlBAcHExYW9s65Qrdo6sTPzw9/f/+POv7t5+kfzTYXuuvtmW61atXiyJEjeHt7Ex8fL+1Vh7w95yJfvnzY2Nhw9+5dnj9/rn5eqVIlBg4cyFdffcWQIUO4ePGiGmwLDQ3F09NTgm06RnsMY25uTmpqKqmpqcTFxf3hedp94jVr1uDo6KjmYhRC/N/ICOQD3n6zWq9ePerUqcOlS5c4f/48Bw8e5Ouvv2bs2LGsWbMGGxsbdWct7cG7vPHRPdoDAc3sQ3jzFmfZsmXEx8fj4eGBgYGB+uB5O4i6cuVKpk6dKoN4HaHdXn/55Rdy5cqFm5sbDRs25NWrV9SuXZvZs2cDb2bOaHaV1dfXf2cmqpeXF/Xr18+xaxHZabfXqKgovL29qVq1Kj4+Pvj6+vLy5Uv8/f2xsbGhW7duvHjxgvPnz2drszLA+zxkZWVRvXp1/P396devH97e3owdOxZra2sAvv32W9auXUv16tVztqDio6SmpnL8+HHq1Knzp8dqB8X37NlDo0aNJOetjvijmYYf+k5fX19dBeDo6EhqaioXL16Upd86RvNs3Lx5M1lZWXTs2BE9PT1SU1OZPHky8+fPV5eHVqxYEXt7e0qUKEGlSpUAuHr1KvPmzcPd3V3GOTpGExANDg7GysqKjRs3Eh0djYODA97e3jRq1Oidc94e63h5eTFr1iyKFCnyScsuxL+OIv7QlStXlNjYWEVRFOX8+fPK2LFjlaCgIGXnzp1Kw4YNlRYtWigNGzZUQkJClMzMTPW8TZs2KTY2Nsru3btzqujiDyQnJyvDhg1TAgIC1M9SU1OVQ4cOKfXq1VP8/f3Vz7OystT/X79+vVKjRg1l165dn7S84v2cnZ2V169fq/+OiYlRbGxslFq1aik//fST+nlycrISERGhVKlSRVm0aNE7vyP1qtvu3LmjDBgwQDl06JCiKIpy+PBhpXr16sqsWbOUxo0bK0OGDFGPvXfvnnov1m674vOgqbuTJ08qtra2yuTJk5XHjx+/c1x6evqnLpr4E9p9II358+crgwYNUtLT05WMjIz3nqfdTsPCwhQbGxvl+PHj/1g5xcfTrtOwsDDF2dlZmT59uhISEvKH52nX6eHDh5WHDx8qcXFx/1g5xf9dWlqaMmTIEKVXr17qZ0eOHFGGDBmidOrUSbl8+fJ7z9O051u3bn2ScoqP8/ZYtFKlSsqlS5eUrKwsJSUlRZkxY4ZStWpVtT/1vvM0fWIZwwrx95AlpR+gKAoxMTF069aNpUuX8uOPP1K1alUKFSpEYmIiLVu2JDIykpo1a/L06VNOnjypvuVLS0sjLS2NlStX8t133+XwlYj30dfX586dO9y/f1/9zNjYmHr16tG4cWMuX74MvLvcUGYs6o579+6RmJiY7e160aJFGTt2LBkZGcTExKifm5qa0rZtW2bOnMmqVasIDQ1Vv1u9erUsh9BxpUqVom3btlSuXJmzZ88ybdo0nJ2dmTlzJo0bN+bQoUN07twZgBIlSqhLmmRm2+dHU3e1a9cmMDCQbdu2MWfOnHeWwcjsYt2juRdrlgNnZGRgbm5OcnIyhoaG782Lqt1ONSk4vL29qVev3ictu3g/TZ26ubmxZMkS9PT0eP78OR4eHowZM0ZNv/BHaRoGDx7MvXv3yJ8//6e/APEO7bpKS0vDyMiI+fPnc+PGDXXFx9dff80PP/yAlZUVM2fO5Pz58+/8jqY9lylT5tMUXHwUTZs9ePAgGRkZuLi4ULlyZfT09MiVKxdTpkyhY8eOjBkzhh9//PGd87Tz8ckYVoi/SQ4H/HTK+2ZDbNmyRZk6dapSr149ZdWqVcq+ffuUBg0aKAcOHFAURVGSkpKUmJiYd97cpqWlfZIyiz938eJF5d69e4qiKMrs2bOVvXv3KoqiKIsXL1b69u2r/PLLL9mO9/T0VHr37p2tDmXGom6LiIhQkpKSFEVRlNjYWMXb21uxs7NTgoKCsh2XlJSkHDhwQJ0dk5CQoHzzzTfK1q1bP3WRxQd8aBaMhqenp+Lk5KTObFy1apUyYsQIZerUqX96rshZ75sB9WfHHjlyRLG3t/9L54pPS7tuTp06pVStWlVp0qSJ0rBhQ+WHH35QbG1tlaVLlyqnT59Wbt68qaSmpr7zGzLLWHf98ssvyjfffKPOGs/MzFTOnDmj1K9fX5kwYUK2Y99eEVCzZk3pN+mowMBAxdvbW7l69aqiKIoSFRWldOzYMdvMp+PHjyvdu3dXpkyZklPFFP8H9+7dUypVqqTY2NgogYGBiqJkb5uvX79WZs+erdjY2Cjnzp1TP9++fbtStWpVabNC/M1kl9L/TzsPxbNnz0hJSaFEiRIAvHr1ikOHDjFnzhxatGih5qFYunSpmrcNPryzpcgZiqLw4MEDunTpQqdOnUhMTGTTpk1ERUVRsWJFYmJimD17NnZ2dnTs2JFatWqRmJjIyJEjKVmyJHPnzgXe/G3s27cPY2NjGjdunLMXJYDsb9Dj4uJo27YtlpaWREREYGpqypMnT4iMjCQwMJBRo0bRr1+/d34jLS0NY2NjXr16hbm5+Se+AvG21NTUbDmbDh48yJMnTyhevDglS5ZU78djx47l/v37REVFkZ6ejqOjIzVr1lTrWO7Duu/q1atUrFjxT3ehfLsupW51T2xsrJpj78SJE5QoUQIzMzOSkpL45ZdfiI+PZ968eRQuXBgjIyNiY2MpUKAAHTp0YMyYMQCEhISwbNkytY8lctbb7fLw4cPMmDGDrVu3kjdvXvX5++OPPzJx4kSWLFlCvXr1sp0nu1bqtri4OHr16kVsbCzFixdn2LBhVK1aFTc3N0qUKMHw4cPVXSkvXLiAra2t7Bisw5S3dv5NT0/nxIkTzJkzh1KlSuHv76/OHtfU4+vXrwkNDaVv377qjPFbt27x+PFjyWMsxN9MAm5kv1F5eXmxb98+4uLisLS0ZODAgTRq1AgLCwvu379PQEAAly9f5sKFC8ybN09dxiR01+7du5k2bRqvX7/G29ubxo0bq3V++PBhvL29SUpKwsjICCMjI9LS0ti4cSNGRkbqcX82MBSfjnZdaII0V69eZeLEiRgaGrJu3To16LZhwwaCg4Pp27cvI0aMyOGSiw8ZPXo0tra29OnTB1NTU9zc3Fi3bh3Fixfn8ePHVKxYkc6dO9OhQwcOHz6Mi4sLZmZmGBoa8vr1azZv3oyhoeE7nU6he2JiYujduzdbtmzhiy+++MNj5b6r22JiYvDw8MDJyYldu3YRGRnJzp071QAcvAnIDRkyhBkzZmBra8uFCxdISEigcePGGBoacufOHfr378+ECRNo06ZNDl6NAIiPj1eXfp4/fx47Oztu3bpF165dcXV1pXnz5uqxDx48oGfPnkyfPj3b0rPVq1ezfPlyCaDqkLefjWlpaYSFhXHkyBEaNWrE8uXL6dWrF/fv3+fAgQP4+vpSo0aNbL8h92Pd9HYQLSsrCzMzMwB+/PFHxo8fT8OGDfHw8HjneI2MjAz09fWlfoX4h/znk6BoP4RWrlxJaGgoU6dOpWDBgkRFRREQEEBsbCzdunWjRIkSODk5cfPmTXbs2EH79u1zuPTij2geKhYWFpiZmWFkZMSpU6coVaqUmnOiUaNGFC1alPv373PmzBmKFy9O165dMTQ0JCMjQ33rIw8h3aDdUVizZg1ZWVm0bNmSihUr4u7uzvjx4+nZsyfr1q3DysqKLl26kJSUxJkzZyQYo8OKFSuGl5cXZmZmVKpUiePHjxMQEECNGjW4cOEC4eHhhISEkCdPHho3bsyUKVM4duwYpqamjBkzBkNDQ5n99JmwsbGhfv36HDp0iC+++OKDgzhFUdTPN2zYgImJCW3btv3UxRV/ICsri/z58zN+/HiSkpLYvHkz1tbW2erU2toaU1NTjh8/To0aNahVq1a28wsXLkxoaChFixbNqcsQ/9+xY8fYuHEjjo6OBAUFER0dzZ49e7C0tOTrr78mKioKc3NzNb9e3rx5sbCwUHOCKYrCkydPWL16NdOnT5dgmw7R9H02btxIkSJFqFevHh06dGDjxo1kZGSwZcsWAgICMDQ0JDExkYkTJxIREUGBAgXU35B+sO7Rvtf6+flx/vx5rl69SsuWLfnmm2/UQNuECRMYP348Hh4e6Ovrv9MflpyoQvyz/rMz3O7fv68uUcrMzCQpKYlBgwbRrl077O3t1eMWLVrEvn37mD9/fraOooZ2UEborszMTPbs2cOCBQto0aIF9vb2lC5d+g+Pl8G77lq0aBGbNm3CycmJBg0aYGVlBcCvv/7KmDFjMDU1Ze3atZiZmREfH4+FhQV6enoSdNMx2vWxfPlyli9fTo8ePXjx4gWLFi1Sv7t27Rre3t4YGRnh6en5zu/IfVg3fSiY5urqyo8//siOHTuAd2dfaP87LCyMhQsX4ubmRrNmzT5NwcVHc3d3JyAggCpVqjBp0iS++uor4E0daoKmjo6O6OnpqTMshG7avn07/v7+ZGZm8uTJE8LCwtSXkz/99BO+vr68fv2ahg0bUqZMGcLDw4mPjycqKipbf0mzQkTolkePHrFw4UJ2797NiBEj6NWrFy9evGD06NFMnjyZWrVqcf36debNm0dmZibr16+XINtnYvHixYSHhzN16lTS0tJYv3496enpBAcHY2FhwbFjx5gwYQJVq1YlICAgp4srxH/Of/JOOnnyZObNm8elS5eANzvt6OnpkZycnG2nUQAnJyfy58+fbVdDbTLI022aN68GBga0atUKR0dHdu/eTXh4OLdu3QJg4MCBHDlyJNt5EmzTXZGRkWzZsoWgoCA6duyIlZUVaWlpxMfH88UXX+Dj40NaWhotW7YkNTWV/PnzS7BNR2mWawMMHz6cESNGsHbtWs6ePUtsbKx6nI2NDc2bN2fPnj08ePDgnd+R+7Bu0jxP79y5w6tXr9TPNbsb+vr6AvxhsM3d3R1XV1cJtukYTbutXr06ixcvpmjRonh7e6u73unp6an1X7p0adLT04E39St0U5s2bahUqRLXr1/nyy+/zPZd3bp1GTVqFNWrV2fNmjUEBQVhYmJCZGQkBgYGZGZmqsdKsE03aO9GClCkSBE8PT1ZuHAhW7ZsYdKkSezatYsuXbpw9OhRkpOTsbW1Zd26dWqw7e3fELrnxo0bHD58mGXLltGuXTuKFSvGjRs36Nu3L5aWlujr6/PNN98wb948FEWROhUiB/znRik9evTgwYMHWFtbExISQu/evalatSp58uTB0tKSHTt20LNnT4yNjdWk6pUqVco2WBCfD02HXzOI69ChA/AmV9+VK1d49eoVz58/p27dujlYSvEhPXv2ZOjQoTRq1Ej97MGDB9SpU4eKFSty9+5dTp06RUhICPny5aNZs2b069ePRYsWERQUlC0QI8E23aSdyHfYsGGYmpri6upKdHQ0PXr0wMLCAngzaC9ZsiQZGRk5W2Dxl+zatYv58+dTtmxZhg4dyhdffIGlpSXNmzfn0qVLpKenY2RkpB6vaafh4eGSdF2HaZ6tmkBowYIFCQ4OJiAgAD09Pb755hsA9u3bR/369SWHpo7TzOqvUqUKFStWZPv27axYsYK+fftia2uLoijUqFGDGjVqMGLECBRFwdzcHD09PZlhrIO0ZxefO3eOuLg4ChUqRNmyZWnXrh1ly5bl4MGDbN26lUePHqnLhjXJ8t9OsC90V2ZmJikpKdjZ2bFnzx4mTZqEs7MznTt3JiUlhf3791O/fn2aNWum3q+lboX4tP5TT0hvb29SUlI4evQoR44cYeXKlYSFhZGVlUW1atVwdnZmwIAB6jp3zSynq1evUqVKlRwuvfhfaM9w6tChA/ny5eOXX34hNTWV8ePHv5OzTeS8169f07p1azVfDLzpJKSlpXHr1i0WLFjAmTNnKFq0KHXq1EFfX5+oqChat25NpUqVcHNzA2R58OdAu3Pfr18/kpOTWbJkCYmJiTRp0gQLCwu8vLwwNzenZMmSOV1c8Qdu3rxJiRIlMDY2JjQ0lCZNmuDs7MxPP/3E6NGjqVWrFt9++y3fffcd9vb2HD9+PFtAHWDt2rV4eHiwcOHCbMnYhe7RPFdr166Nnp4eq1evZtmyZdy+fZsjR45w+/Zt9u7dK5sP6TjNM1KTUqVgwYIEBgayevVq+vfvT6VKlYA3ed4aNGignqcoivSbdJCmnS1atIjdu3eTkpJC3rx5yZUrF76+vlSpUoXSpUvTpk0bFi1axKFDh1i3bl223Smlreoezf1WM1NYc181NTUlMjKSJUuWMGHCBHr27AnAlStX2L9/P2XLls0281TqVohP6z+Vw83V1ZWffvqJ6Oho/P392bNnD3p6epQuXZp+/fpRuXJl9u3bx4wZM8ifPz9Fixbl5cuXJCYmsmXLFulU6Ki/slTwQ8dKsE23rVixgoIFC9K1a1eeP3+Ou7s7Dx484LvvvqNu3bpUqFCBAwcO4Ofnx4oVK9Rd1sTnRXtAvnLlSpYsWYKBgQFt2rQhKSmJJUuWYGRkJAN3HXXhwgWmTp1K165duXv3LmvXrmX//v0UK1YMgBMnTnDu3DmCg4OpUaMGx44do1GjRixcuBAzMzP09PR4+vQpLi4utGjRgtatW+fwFYmPof1cPXfuHBs2bOD8+fNYW1uzYsWKbDt+i5z3R3WhfW/dsWMHQUFBFC9enBYtWhAVFcXdu3fZvXu31OVnICwsDE9PT5YvX07RokW5ffs2K1eu5M6dO0RFRVGoUCH12B07dtCiRQt5OanDtNvm2y+SR40axd69exk3bhxDhgwB3ry0Hj16NPr6+ixfvlz6TELkoP9EwE3TuYiJiWHGjBkYGBjw+PFj9u/fz/Hjx/H396ds2bI4ODhgY2NDbGwsQUFBAJiZmTF8+HCZAfUZCAwMpE6dOtja2v7prCbN30RWVhZ6enrSedRh6enpLFy4kLVr1+Lq6kqHDh1IT08nLS2N3LlzA29yLo4aNUrtWEh9fr60O5Vr167FxcUFHx8fvv32W1m+pOOysrJwcXFhz549JCUlERwcTLVq1d5ZNhofH09kZCSnTp0iJiaGLVu2qDMXFUUhISFBguY64mOD29pBnOTkZFJTU8mXLx/6+vrSZnWIdt/nQ/WqXZd79uwhLCyM3377jUKFChEYGCgBVB10+vTpbBuWALi4uJCZmcmsWbPU4+7cucOUKVOwsrLC3d0dPT29bH1laau6Sbu9BQcHc/LkSXLnzk3ZsmUZPnw4CQkJjBs3juvXr9OnTx/S0tKIiYnh2bNnbNq0SV5UCpHD/hMBN20DBw7k2LFjfP311+pOLVu3biUoKIhy5crRt2/f9y4flWVpum/gwIHExcURHh6OsbHxBzuE2p/HxsZibW39qYsq/qKkpCT8/f3x9fXF1dWV9u3bA/Dq1St27tzJ3r17efToERs3bpSOxb+Adv1t2LCBDh06YGhoKIM8HaW9I+XGjRtxdXWlUKFCdO/enU6dOmFubq4+QzX/1dRl//79KVCgAG5ubupvCN3w8OFDdXZicHAwtWrV+qj0GtrtV+7FusPd3Z3Xr18zZcqUP83RpX2vffLkCampqRQrVkwCqDpo27ZtTJgwgUWLFtGuXTv180mTJnH79m0iIiKyHe/n58f27dsJDQ3F3Nz8UxdX/EXabXHFihX4+/vTsWNHEhIS+PHHH6levTpLlizB0NCQefPmcfPmTXLlykWZMmVwdnaWCSNC6ID/VC8oISEBIyMjRo0axaNHj3B0dASgbdu29O/fn9u3bxMaGsrZs2ffOVeCbbrlfbvsjBs3DnNzc9avX6/OXHub9oMrJCSEVq1aERcX94+XV/xvcufOzaBBgxg0aBDOzs5s27ZN/e7y5csUKlRIfYuXkZEhAzwd86FdsT70vkd7d7QuXbpgaGhIenq6BNt0kOaeqq+vz/Pnz2natCkbNmygTp06bN68mbCwMJKTk9VnqOa/mrr/+uuvefXqVbZdLUXOu3z5Mt9++y0//vgj8+bNY8WKFeTJk+dPz9MOmqanp0ud6oiUlBQSExO5cOECXl5earDtQ/dm7TxRVlZWlChRQj1eBu66pXHjxgwdOpTJkycTHR2tfl6/fn3S09PZvn07aWlp6udlypQB3iw5FLpP0+/5+eefefjwId7e3kyfPh0PDw+Cg4O5fv06Tk5OmJiYMGfOHPz8/AgICGDatGkSbBNCR/ynekIWFhYsW7aM4cOH079/f65cucL48eOBN0G3fv36cfLkSU6cOJHDJRV/RtOJ9/X1ZcOGDbx8+ZLKlStTtWpV9u3bR0JCApB9oK8dbAsLC2PZsmXMnTtXtrD/TOTOnZshQ4YwaNAgnJyc2LJlC+bm5kyaNAkXFxcMDQ3JzMyUjoWO0Z5FERMTw/Hjx3ny5Anwe8Lf99EOrmlelgjdov1i48CBAwwfPpw7d+5QsmRJnJ2dsbW1ZefOnYSHh5OamgrAggULiI2NVf8mHj16xJ07d0hKSsqx6xDvqly5MkOGDGHMmDFERUUREhJCqVKl/vAc7WdseHg44eHhsquwDlAUBVNTUyZMmEDt2rU5fvw4S5cu/aig29vfSQBVt2h2ix05ciQjR47E2dmZPXv2ANCkSROsrKwICwtj48aNvHjxgqdPnxIWFkaRIkUoUKBADpdefKx9+/Yxc+ZMjh8/jpWVFfCm7m1tbXFzcyMmJoa9e/cCqPlQNcdIn1iInPefe3IaGBigp6dH69atcXBw4PLly2rQ7fvvv2fu3LkMHTo0h0spPsbt27fx9vZW3+js3LkTR0dHnj17xtKlS4E3nUPNciftYJubmxtz5syhTZs2OXkJ4i96O+h25MgRcuXKpb6Nl5moukczQFu4cCGOjo4MGzaMMWPGEBoa+sEBn3Z7DQ0NZcCAASQmJn7ysosP0w6kHjlyhN27d3Pz5k28vb05e/YsxsbGTJ8+HVtbW7Zv387kyZMZOHAg0dHR6kAvNjaWhIQE3N3d1XyMImdpzzotUqQIKSkppKWl8dtvv/3pedrBtlmzZmFlZSWDPR2gCZzlyZOHwYMHU7t2bU6cOPGnQTft2YoREREcOHDgUxdd/IG325wmuD169Gg2b95M3rx5WbBgAZaWloSGhtKwYUMcHBx4/vw53t7ef/jCS+iWQoUKUapUKZ48ecLx48eB319KlipVCnNzc16+fJnt87f/XwiRc/5zOdy0JScns2vXLgIDA7G2tmbVqlXqd5KzTfe8L9/I0qVLCQgIYNSoUZw6dYoCBQrw9ddfs3DhQubMmUPTpk2zHR8WFoaHh4e6C574PL169Ypt27apyw2F7tEeDJw8eZKFCxcydepUzM3NCQwM5O7du3z77bcMHDgwWz6ht4Pj7u7uzJ07l1atWuXk5YgPcHV1Zf/+/TRr1oznz59z/PhxbGxsGDp0KF999RXp6en4+/tz+/ZtsrKycHV1zZZ0/fXr1+TKlSunL0OQ/Rn74sUL8uXLR2xsLKGhoQQFBbFo0SJatWr1Ti5F7fM0L7RcXV1p3rx5jlyH+N378l6+fPkSX19fTp8+Tb169RgzZsw7Od20z4uIiGDGjBl4e3tLneogT09PoqKimDhxIgkJCZw9e5bdu3czf/58OnXqRHJyMrGxsZw/f578+fPToEEDDAwMZKnhZ+bGjRt4eXlx7949+vXrR4cOHQBITU2lffv29OnTh169euVsIYUQ7/WfDrjBm6Dbpk2bOHv2LG5ubjJd/jNw+PBhjI2NqVevHgBjx46lSJEi9O3blylTppCQkMDdu3epXbs28+bNU5eM7t+/nxEjRuDl5cV3332Xk5cg/r/3BVH/amJ86TTqtn379nH48GHy58+v5s18+fIlHh4eXLt2LVvQTbsuNQP3+fPnS3BcR50/f56RI0fi4eGh7pC3a9cu1q1bh6GhIaNHj6Z69eooikJWVpb6EkvarO7RvhevWLGC27dv07NnT7788kvgTWA1NDQUDw8P9fm5cOFC2rVrR6VKlYA3s2wWLVokbVZHaNfpy5cvyZUrF4qiYGJiQkJCAn5+fsTExGQLumVmZqKvr//OigAJoOqm+Ph4BgwYQK9evejatSsAz58/JyAggKCgIDw8PN67kkMmFXyerly5gp+fH+fOnaNZs2YULlyYs2fPcvPmTbZv3y7PVSF01H8+umRmZkaXLl1wd3f/w1wWIucpisLDhw9ZuHAhPj4+eHh4ANC0aVMSExNRFIXAwEB69uzJF198QWJiIvnz51fPL1q0KGvWrJFgm47QHgxcu3aNX375BfjzKfDabTQuLk46GDrs1atXrF69mi1btnDz5k3187x58zJ+/HgqVqzIgQMH1CTe2sE2d3d3GbjrOAMDA16/fp1t4NayZUu6devG6dOnWbp0KTExMejp6ak7k0pOGd2kuRe7ubmxevVqvv32W3WHUgBnZ2d69OjB2LFjWbhwIb169eLw4cNUqFABgKCgINzd3VmwYIG0WR2g/Xz18/Nj3LhxdO7cmSVLlnD16lUsLCwYPHgwtWrV4qeffsLb21sNimsvU9S89JBgm254e45Eamoq9+/fz9ZvKlCgAH379qVy5co4OTmxcePGd35Hgm2fp0qVKjFkyBDs7OzYsGEDR44coXHjxuzatUvNYyyE0D3/+YAbgImJiZoDSma46Rbt4Iqenh7FihXDy8uL9u3bs3HjRgYMGICiKFy7do3w8HAAunbtire3NyEhIdlyVFSqVEmdhSFynqatLVq0iIEDBzJw4EDat2/PyZMns+2opU27jUZGRuLi4sKLFy8+WZnFH9MMBjT/NTc3x93dnSZNmnDjxg02bNigHps3b14cHR0pUqQIcXFx6oBhx44dzJo1S4Jtn4FcuXJhaWnJ/fv3gd/r/fvvv6dcuXIkJibi6+vLmTNngDf3cMkpo7sOHDjA9u3bCQ4OpkWLFhQqVIj4+Hh+/vlnAKZOncqoUaO4du0aRYsWZfPmzWrw9OLFi0ybNk1eaOkIzXPS09OTVatW0apVKzp37sy5c+eYNWsWFy9eVINuX331FVu3biUyMlI9Pzg4WAKoOkhz/9y9ezfJyckULlxYDbho51ksXLgw5cuXp2TJkmzYsOGDO4KLz0/FihUZMWIETZs2xdjYONsmCTKGFUI3/eeXlArdpf2G9urVqyQmJlKiRAmsrKzQ19cnPj6eCRMmYGZmxm+//calS5fw8fGhWbNm7/0NoRu06+TgwYMsWrQIZ2dnrKysmD9/Pk+ePGHSpEl8/fXXGBsbq+e9nSB43rx5LF68OFt9i5yjXa9Pnz7F1NSUzMxM8uXLx2+//YaLiwuJiYl07txZzT0CkJSUhKmpKfr6+qSlpXHw4EHMzc1p0KBBDl2J+CumTZvGvn378PHxoWbNmujp6fH8+XNmz55NjRo1OHr0KAYGBgwYMIA6derkdHHFH9i5cyd+fn6sW7eOR48esXPnTqKiosjKyqJYsWKEhoYCb2aumpubA5CWlpbtPi10x759+1i8eDGurq7Y2dlx9OhRhg0bRtmyZTEwMGDu3LnY2toSHx/Pzp076d69OwYGBqSkpDB27Fi+//572rZtm9OXId5y69Ytxo8fT8eOHenTpw9btmxh3bp12NnZ4eDggJWVFcnJyYwfP57u3bvTqFEjedHxL3Tx4kVWrVrFs2fP6NChA507d87pIgkhPkACbkInaQdX3N3d2bZtG5mZmSQlJdGmTRs6derEl19+iaIobNy4kZiYGDZt2kTv3r2ZNm1aDpdefIwtW7bw+PFj9PX1cXBwUD93cHDg/v372YJu2vlGNDllFixYILMpdIR2e/Xx8eHHH3/k5cuX5MuXj9GjR9OgQQMePXrE3Llz3xt0A7LtlidBct2nXU+jR4/m5MmTdOrUiUKFCnHo0CGysrJYu3YtR48excfHBysrKxYtWiQbJOgI7Tar+f+9e/fi5eVFoUKFuHHjBvXr18fW1pYSJUowbdo03Nzc1Nypb/+G0D0///wzO3bsYMqUKRw8eBBnZ2ccHR0pXLgwkydPpnjx4kyaNImaNWuq52ietRJI1R1v51t7/fo18+fP5969e6xcuZJcuXLh7+/P/v37iY+Pp2rVqty4cQOAqKgoDAwM5Lmqoz5UL3+WY09z3rVr19T0OosXL1ZfhAghdIsE3ITO0X4AhYaG4uPjw+LFiylfvjxHjhxh06ZN5M+fn8GDB1OlShUA0tPT2blzJ61bt5b8QJ+BrKwsmjRpQmxsLN26dWPOnDnZvh80aBAPHjxg9OjRfPvtt2rHf/369Xh4eDBv3jxZ5qKDfHx8WLNmDVOnTuXFixdcunSJrVu3Mn/+fNq3b8/Dhw9ZsGABd+7cwcnJiYYNG+Z0kcX/QDvg4uXlxYULF3j+/DlFixbFw8MDExMTAI4ePUrZsmUpWrRoThZX/H/az9j09HSysrLUutq4cSO3b9+mUqVK1K5dm4IFC/LgwQNGjRrF7NmzsbOzy8miiw/40MA9Pj4eU1NTBg8eTN26dRk+fDhZWVn06NGDp0+fUrduXRYsWCDB08/AwYMHKVKkCBUrVuTly5e0bt2aZs2aMWvWLODNbuA///wzv/76KwULFmTChAkYGRnJBgk66u2dgB8+fIipqSndu3cnf/78H9xcSDNs19PT4969ezx8+JCyZctibW39ScsvhPh4EnATOuPIkSN88803wJtd7AwMDHB0dMTS0pLp06erx+3btw8vLy/atGnDkCFD3uloyg54uk3TycjIyOCHH37g8ePHLF68mGrVqmWrx86dO1OyZEk8PT0B2Lp1K1OnTsXNzU2CbTrg7RkQCQkJDBkyhG7duqlLGzIzM/H29sbPz4+IiAiqVKnCgwcPCA8PZ+zYsTII+BfQvv+mpaWRkZGBqakpenp6MktGB2nX1+rVqzlx4gTJycl8+eWXjBs3Dvj9Hp2ZmcmrV6+YNGmSugGKtFndo12n9+/fJyMjgzJlyqjfP3jwgJ49ezJ16lRatmzJ06dPmT9/Pq1ataJZs2Yy8+kzcPjwYYYMGUKBAgWYOHEiHTp04PDhw7i5uTF06FC+//579VjtvwfpD+sm7Tpyc3MjKiqK8uXLExcXR2ZmJiEhIVhbW79Tf9pBujVr1uDm5kZ0dDRly5bNkesQQnwcecoKnbB27VpcXFzUjQ+0HzBJSUkA6u47zZo145tvviE8PJy0tLR3OovSudBtmmCboaEhISEhmJubM2PGDC5evJgtsW9UVJQ6VT4jI4PHjx/j4+MjwTYd0LdvX/z8/LJ99vr1a27cuIGpqSnw+wYXmp3wtm/fTnp6OsWLF2f8+PEYGBjIjlo66n3v4T70bk5fX1/9zsjISE3grCiKBNt0jPamMx4eHgQEBFCxYkVatWqFr68vs2fP5uXLl+jp6ZGamkpoaCiOjo48efKEoKAgabM6SlOn7u7uDBgwgC5dujB69GiuXbuGoijkzZuX8uXLs2nTJnbs2IGzszPx8fFqsE17cyqhG96ukwYNGtCsWTOsra3x9vZmwYIFXLt2jTp16nDhwgWePXum3oe1+8TSH9ZNmjqKi4sjMTGR4OBgQkJC8PDwwMrKis6dOxMbG4uhoSEZGRlA9mBbWFgYPj4+uLq6SrBNiM+ABNxEjgsJCaFEiRLUrFmT6OhoNeimp6dHuXLl2Lt3Lzdv3sz2Zr106dIULVpUdl76TGk6EUZGRuqW9VOnTn0n6Kavr68G5wYOHChLEHXEuHHjGDx4MIDaGSxcuDC1a9dm+/bt2XYdNTMzw8zMjMTERIyMjLL9jsyW0T1ZWVlq3cXFxZGamgqgznh6H02ATXNeZmamLE/TIZqdnDV1snfvXvbs2YOXlxdjx46lRIkSGBoaEhkZyYwZM0hMTMTExIQ8efLw5ZdfEhERgZGRkTrzXOgG7fa4bds2du7cybhx41i4cCEXL17ExcWF8+fPkzdvXrp27crr169ZvHgxiqLg7+8vOTN1mKZO7ty5A7zpMzVp0oT69eszefJk8uXLx9mzZ9m4cSM7duzg/Pnzcs/9zGzcuJFWrVpx48YN8ufPj76+PpUqVWLWrFmUKVOGLl268OTJEwwNDUlPT88WbHNzc2POnDm0bt06h69CCPEx5CkrclT//v0JDQ2lUaNGDBo0iNKlS7NhwwbWrVsHwMiRI6latSqDBg3i/PnzPHv2jOTkZLZv346lpaWad0Z8ft4Ouunr6zNkyBBu3br1znEg253riqysLKpXr46xsTF+fn5MmDCB5ORkABo3bsyzZ88IDg7m1atX6rLCpKQkChQokMMlFx9D0868vb3p06cPgwYNYsmSJQAfnOGkHWzbtGkTe/bskVkzOmLhwoV4eHgQGxsLvAmQp6WlYW9vz5dffsnhw4cZN24cM2fOJCAggL179+Lu7k5ycjIdO3Zk5MiRGBoakpmZKbNldERKSgrw+wuLw4cP89tvvzF48GA1r1d4eDjPnj1j4cKFXL58mdatW+Pn58eaNWsICAhQA6jyXNVdp0+fpmXLlixatIgrV67Qtm1bLl++zIULFxg+fDhTp06lYcOGPH36VH1RLT4fhQoV4osvvuD69evqy0hFUShXrhyzZs2iXLlyNGzYkPj4ePX7sLAwFi9ezPz582W1hxCfEcnhJnLM1atXmTBhAt7e3pQpU4Zff/2VokWLMm/ePG7fvk27du3o1asXL168YOLEiZw9exYLCwvMzMzU3UmNjIwk2a8O+it1opnBlp6eztSpU1mwYIHMovgMZGVlceTIEUaMGEHHjh2ZO3cu8GbjhIMHD/L69Wvs7Oy4efMmSUlJbN68WQbsn4no6GgWL17MkCFDuH79OidOnKBy5cpqPkXtJNzabT08PJyZM2eyfPlymjZtmmPlF79zc3PjxIkT1K9fnx9++AFra2tevXpFQkIC5ubmODg48N133zF48GAePnyIvb09jx8/ZvDgwTg6OuZ08cVbRo8eTZs2bWjRogVZWVkkJCRQv359AIYPH87o0aPVY58+fUrfvn2xtLRkzJgx1KpVS22rMrNN97yv37Rz505Wr16NkZERLVq0oGnTpvTo0YOpU6eqAZe9e/fStGlT6TfpsPe1t/T0dH7++Wdmz56Nvr4+69evJ3fu3Or3165dIyIigilTpmBgYEBMTAy9e/dm6dKlEmwT4jMjATeRYxISEmjTpg3ffvstefPmJSAggAsXLnD//n38/f25desWnTp1onv37gDs3r1bfbPbtm1bDAwMJCGsDtLuNL58+ZK8efP+6Tlv12N6evo7yw9Fzjp16hSGhobUqFEDV1dXSpYsSa9evTh+/DjDhw+nVatWLFiwAHizK+WJEyd48uQJhQsXZsyYMeosGRkU6J63BwObNm1CT0+PDh06kJyczKFDh3Bzc8POzo6lS5cCv29s8/YylwULFvDdd9/lyHWI32nfh1esWMGePXvUoFvhwoUBuHnzJsOHD1fr9tmzZ3h5edGtWzcqVaokbVXHvHr1irCwMPr06YOxsTGpqamYmJhw584dfvjhB4oVK8b8+fOz5XR69uwZbdq0oU2bNsyYMSMHSy/+iPY9WFOvms9+/fVXTpw4ga+vLzY2NpiammJqasrEiRPVtgyyQYKu0q7bs2fP8vr1a3LlykWNGjUAOHPmDPPmzQPebISgHXR72+XLl6lcufI/X2ghxN9KAm4iR2geQKdOnaJ///6YmJiwdetWihUrBrzJW+Hr68utW7do3749vXr1euc3ZPCue7Q7FqGhody4cYN+/fpRqlSpPzxPZinqttjYWJycnDA0NMTCwoJdu3YRFRVFxYoVATh27BgjRoygVatWuLi4vHf2kwwGdJN2HUVHR5OSksKOHTto0aIFvXv3Bt5siHHgwAHc3d2pVq2aOtNNQxNsk2UuukX7frx8+XL27t1L/fr16dOnD9bW1jx+/JgWLVrQvXt3mjZtir+/P2lpaYSEhGTb3EbkvBYtWlC9enUWLlwIvBmYZ2Vl0a5dO/Lnz8/Nmzfp3r07tWrVYsqUKZQsWVJt2wkJCeTJk0f6SzpKu52uWbOGM2fOkJKSQp06dejWrRvm5uakp6eTkJDA9OnTuXDhAs+fP8fX15dGjRrlcOnFx1q0aBFbt27FxMSEhw8f0rJlS3r37k3NmjWJiYlhwYIF6OnpERwcjLm5ebZzZbwjxOdN5pOLHKHpXFy/fh0DAwPS09NZtWqV+n3p0qUZMmQIZcuWZdu2bQQFBb3zG/Lw0S3ancYbN25w+vRptm/fTlhYGA8fPvzgedoD/nXr1qlv+oTusLa2ZtiwYdy6dYtdu3Yxb948KlasSFZWFllZWTRo0IBly5axa9cuZs2ape4srB1ElYG77tFue4sXL2bWrFmEh4dz48YN9uzZo25gkitXLpo2bYqTkxP79u1Tc7oBBAUF4enpyYIFCyTYpmO0d6AcPnw4zZs35/jx44SEhPDo0SMKFy7M/PnziYyMZPbs2SQlJREYGKhugiFtVjf4+flhbGysBtvgTUqO1atXs3fvXuLj4ylXrhzh4eHExMQwf/587t+/r7ZtCwsL2WFWh2nvMrts2TIqVapEiRIl2LZtGzNnzlQ3HCpUqBArV67EycmJnj170qBBgxwuufhY4eHhREdH4+3tTVhYGGvXruXevXsEBARw5coVatWqhZOTE3Fxce/tA8t4R4jPmwTcRI4qV64c0dHReHp6snHjxmxLHjRBt/z583P79m3ZkVTHaTqNCxYsYPTo0eTJk4eqVasSFBTE6tWruX///jvnvL3NuYeHBzVr1vyk5RYfpp343sLCgsKFC1OlShV27dpFTEwM+vr66Ovrk5mZqQbdIiMjCQ0NzcFSi4+laXtPnjzh119/JSwsjMDAQNzd3bl16xbDhg1Tj82VKxeNGjXCz8+PUaNGAW9mLe7Zs4epU6fKMlId9aGg29q1a3ny5Alt2rRh9+7dLFu2jHXr1qnJ9GXGse4wMTEhJSWFtLQ0lixZgpeXF/PmzaNBgwYEBASwe/fubEG3c+fOMXHiRHWjDA0ZtOuuLVu2sG/fPvz9/RkyZAj16tXj+vXrnD9/nkmTJvHq1Sv12Pbt2zNz5kx14ymh+y5dukS9evWoXr06BQoUoGbNmsyePZsbN24QFRUFQM2aNfHx8cHFxSWHSyuE+LvJklKhE16/fs2+ffuYNm0a7dq1Y86cOep3jx8/xsrKCn19fVl6qOOOHj2Ko6MjgYGBVKlSBYD169ezePFi2rdvT79+/ShevDiQfYp8WFgY7u7uzJs3T2bJ6AjtGYunT5+mcOHCFCpUiHPnzhEQEICenh5Dhw6lVq1a2c67ePEiFStWlNkxn4nVq1cTGhpKkSJFcHd3p1ChQmRlZRETE4OjoyNVq1ZlxYoV75yXlpaGsbGxLHX5TLxveenXX39Njx491FQObx8ncp6iKJw7d45ly5bx8OFDYmNj2bp1q/ocnTp1KqdPn2bAgAG0bNkSCwsLrl27xqJFi/D395e61FHa7SwrK4sDBw4QExODs7Mz+/fvZ8qUKYwcORJ9fX08PT1p1KgRM2fO/KicuEJ3aMYs48ePJz09HS8vLzIzM9UZxJGRkbi7u7N9+3YKFiyonifPVSH+XeRJLHRCrly5aN68OS4uLmzdupWZM2eq3xUuXFh9Sy/BNt2iPQMK3sx4MTc3J3/+/Op3PXv2ZPTo0axdu5b169erM900nYnw8HDc3Nwk2KZDFEVRBwMeHh44OTkRExODnp4e9erV44cffkBRFPz9/Tl9+jTwZvbMpk2bqFKlirx512Fvt9m6deuir6/PxYsXefHiBfBmVtRXX32Fp6cnly5dokePHu/8jrGxMSCzZj4Xb890a9GiBZs3b+bQoUPvHCd0h56eHjVq1MDAwIB79+5RpUoV8uTJo34/b948vvrqK4KCgtizZw9xcXHY2NiwatWqbHUudIumna1cuZKoqCiaNWvGgAEDSEhIYMWKFQwcOJAffviBVq1akT9/fo4cOfLeFx9Ct2nGLI0aNWLPnj2cOHECAwMD9blpYmJCiRIlMDMzy3aePFeF+HeRnpXQGSYmJnz33Xe4uLgQHh6Ov79/tu9lIKB7NHXy6NEj9bP4+HgSExPR19fn9evXALRp04YCBQqwZcsWoqOjSU1NBd4E2+bMmSP5n3SMppMYEBBAVFQUixcvplmzZpiYmADQuHFjfvjhB/T09Jg0aRIdO3bkypUrfP/99+pvyAw33aRpsxcuXCA+Ph4bGxuWLVtGnjx5cHFxIS4uDnjzN1CrVi0WLFiAhYWFDNz/BbQDMEOHDsXR0fG9wVShOzIyMoiPj8fAwIAxY8ZgYGDApEmTsj1z582bR+3atVm4cCFnz54FUFNwSL9Jt2jn0du6dStr1qyhUqVKAFhZWfHw4UOePHmi5md7+fIltra2uLi4MHHixBwps/jftWrVim7dujF8+HD2799PXFwcCQkJbNmyhYIFC2JqaprTRRRC/INkSan4R/1floCmpqYSExNDnTp1ZND+Gdi6dSuLFi3iyJEjwJuB3LVr19iwYQMFChQA3uxyuXLlSqysrPDx8WHdunVUq1aNJUuWYGtrS/PmzXPyEsR7pKamMnz4cOrXr8/AgQPVz7V3Lrx48SJXrlwhNjaWoUOHqjPbpN3qtpMnT9K3b18mT55Mhw4dyJcvHzdu3GDAgAFUqFABNzc3LC0tgez3cFluqHs+VCd/9Ox9e7mSLF/6fERHRxMVFYW5uTkzZsygSJEi6nd+fn4MHDhQ6lIHvX79mly5cqn/PnToEJcvX8bc3Jw+ffqobfDu3buMGjWKGjVq0LlzZ5YuXYqpqSleXl7o6elJW/2MPXr0iODgYEJDQ7G2tsbIyIhcuXIRGRmJkZGRPF+F+BeTgJv4x2g/PF69evXONtcfQzoXui8uLo7u3bvTu3dv+vbty40bN5g9ezY3b97EyckJIyMjNm7cCMCqVato3rw5bdu2ZfTo0SQnJ78zlV7ohri4OFq3bo2zszMdOnTI1p5TU1NJSEjA2to62znSXj8fixYtYtOmTQwfPpy2bdtiYWHBjRs3GDhwIBUqVMDV1TVbThmhe7Tb5JEjR0hJSSEpKYmOHTv+4XnawbiEhAQsLCz+6aKK/5H2vVUTdMuTJw/Tp0/PFnR7+1iR82bPnk2pUqXo0qUL5ubmxMXFUb9+fQAGDBiAk5OTemxaWhrBwcFs3ryZxMREihUrRkhIiARk/kXOnTtHbGwshoaGNGnSBAMDA3lRKcS/nNy5xT9Cu2OwcuVKpk6dypMnTz7qPI3U1FTpNOqYt+PzmZmZmJmZUbduXc6cOQO82Xl24cKFNGvWDC8vL7y8vMjIyFDzj+TOnVsdIEiwTTe8772LpaUltra27N27l5cvX6q7kcKbHbfWrVvHy5cvs50j7VX3aNet9v3VycmJzp074+3tzdatW3nx4gXly5cnMDCQ48eP4+fnlxPFFX+B5hnr5ubGrFmzCAwMZPny5XTs2JELFy689xztYFtwcDD9+vXLtgOi0E0GBgZq++3QoQNdunQhKSkJR0dHnj9//s6xQnc8e/aM9evXs2PHDl68eIGlpSW7d+/GysqKEydO8Ouvv6rHGhsb069fPwIDA1m5ciWhoaHqzsESbNM92s/XtLS0jzrnyy+/pGXLljRr1gwDAwMyMzMl2CbEv5zcvcU/QtMxWLRoEaGhodSvX5/09PQ/PEc7UXtoaCj+/v4f/QATn4ZmoPb48WPgTcc+V65cdO3alX379rF161b09PQoWrQoc+bMYf369URGRrJ69WqMjY3x9PTk5cuX1K1bNycvQ2jR3ozk8ePH3Lx5Uw2ktWzZkvv37xMUFKQGwFNSUvDz8+PSpUvZkncL3aSp28DAQHbs2JHtnjphwgS6du2Km5sbW7duJT4+nnLlyrFnzx4mTZqUU0UWf0FYWBibNm3Cx8eHsLAwxo0bx5UrV7IF0TSDQu1gW1hYmJqc/f8y+1x8epqd2gHat29Pq1atqFSpEvnz58/hkon30QRIvb29qV27NoGBgezcuZP4+HhKlSpFcHAwDx48YPHixdy7d089z9jYGGtraypXrqy+6JKAjG7S3E/9/PzYvHkz8O7GRG/TtGHNC0wJpArx7yd3cPGPOXjwIFu2bGH58uXY2dkBkJyczPPnzylQoEC22U3aA4Hw8HAWLFiAm5ubuhOe0B2RkZGEh4fz1VdfMWLECIyMjLCzs8Pe3p5t27ZRr149LC0t0dfXx8rKCj09Pa5evcr69evZvXs3gYGBlChRIqcvQ5A9yL1kyRKOHz/O9evXqVOnDlWqVGHkyJE8fPiQH3/8kV27dlGuXDl+++030tPT2bhxI3p6ev+nPI3i04uJieHYsWOYmJjQqFEj9d46ceJEbt68SUBAAMnJyfTq1YvixYsDsjTtc3Dv3j169uxJpUqV2LFjBzNmzGDmzJnUq1ePlJQUTE1N38n9FBYWhpubG/Pnz5fNanTAX7mHat9ztTe8kOWGum3UqFGMHz+e0NBQ9PT0aNmyJWXLliUsLIzu3bszf/58pk6d+t6+kdyDdd9vv/1GVFQUrVu3Jnfu3B88Trut379/n9KlS0v/SYj/AHk6i7/N28vSYmNjKVWqFHZ2dly5coWVK1fSsWNHunTpwtKlS9VZNG+/dV+0aBGLFy+mVatWn/waxLvefltnZ2dHixYt2LdvHz179sTLy4vHjx/TtGlT7ty5Q2xsrLobnqZe8+XLR+3atQkPD6dy5co5cRniPTT1s2LFCsLCwhg7diy7du3C2NiYwMBAbt++zZgxY5gwYQLNmzenQIECtGzZkk2bNqnLXKSzqHvet0R4+fLltGzZEmdnZw4ePJhtplvRokUxNjYmJiYm22BBBnq65X0zJ65cuUJGRgZnzpxh6tSpjB8/np49e5KVlYWvry/r1q0Dfq/LiIgICbbpEO3n5Nvt9kMplvX09MjIyHjnd4Ru0QRAXVxccHJywsDAgMTERNzd3dm1axcJCQmUK1eO8PBwzp07x8SJE4mNjc3hUou/QnvGqbm5OefOnQPe3x61xzpr166lVatW2XYbFkL8iylC/A0yMzPV/09MTFQURVF++uknxcbGRhkzZozSqFEjZcKECUpERISyfv16pUqVKsq1a9ey/UZYWJhSo0YNZdeuXZ+07OLDtOv16NGjyu7du5Xjx48riqIoaWlpio+Pj9KvXz+lZs2ayurVq5VatWopffr0UTIyMt75raysrE9WbvHHNHWRlZWlxMfHK3369FF27typKMqbeq5evboSERGR7di3va+ORc7TbrNJSUlKfHx8tu8dHR2VGjVqKDt37lSePXumfnb58uVsfxdCt2jX68WLF5VHjx4piqIoW7duVdq3b6/Y2tqqbVZR3jyHBw0apHh6eqqfRUdHKzY2NsqePXs+WbnFh2m3s7Vr1yoTJkxQfH19lV9++eW9x7zvs3379mX72xC6Zfv27UqtWrWUK1euqH3jcePGKd98840SFhamJCQkKIqiKFevXlUGDBggdanjtNve232gPn36KAMHDvzT89avX6/Url1b2b59+z9TSCGEzpElpeJ/pr2Uwd/fnytXrjB58mTq1KmDt7c3O3bsYOzYsdSrVw9ra2vi4+PZsGFDthkWQUFBeHt74+rqynfffZdTlyK0KFrLDT08PNi8eTOWlpbcunWLFi1aMHHiREaMGEFaWhphYWEcOnSIlJQU0tPT37u0RWZC6Qbt9pqUlISxsTFJSUmUK1eO/fv3M2HCBJycnOjatStpaWls3ryZ8uXL8+WXX2b7HZn9pHve3qzm1KlTXL16la5du/LNN99Qq1YtPDw8cHZ2xsXFhcKFC5ORkUFqaipffPEFenp6sjRNB2nfixcvXsypU6fo1q0b7dq1o2LFilhbW6Onp6fm8rpz5w7z588nLi6OkSNHqr9TtmxZfH19adSoUY5ch8hO80z09fUlMDCQBg0aEBERwcmTJ+natSstW7Z8Z9m+8lb6jZkzZxISEkLt2rVz7DrEh8XHx1OsWDGKFy+uplFZvHgxI0eOxNPTEz09Pb799ltsbGxYtWoVIMuDdZmm7W3YsIHr16/j4OBAwYIF0dPTY8KECUyYMIGDBw/SpEkT9RzlrVU8MsNYiP8eCbiJ/5n2Bglbt25l1KhRpKSkANC8eXOaNGmCoaEh6enppKSk4OTkhImJSbalhU+ePGHWrFkSbNMhmg6Cv78/mzZtUnPxrV27FhcXF1JSUpg4cSKlSpWiT58+NGvWjAcPHlCzZk0ZuOswTZ3MnTuXzMxMBg8eDLxJ7Hzy5EkmTpxIz549gTd5SXbv3o2FhUVOFVf8BZq69fT0JDIyktGjR9OpUyeWLl3Kr7/+SlJSEo0aNcLV1ZXw8HCePn1KWloao0ePVndLk0Cq7tHci5ctW0ZERASenp7Y2tpiaGhI+fLlGTp0KL6+vsyePZtZs2ZRsGBBTE1NWb9+PYaGhmq9Vq1aNYevRMC7AZVHjx7h5eVFnTp1OH/+PKtWrWLNmjVkZWXRunVr9Xmqp6eXbeDu7u6Ol5eXBNt0WFZWFi9evMDExAR9fX01r+KIESPo3r07S5cuxdLSkmbNmqmBGek36R7tNpuVlcXly5e5fPkyrVu3pkePHtSuXZt69ephZWXF+fPnadKkiVqfmja7fv16PD09JdgmxH+QnqJ8IEmEEH/B3r17mTNnDsuWLVM3SEhNTeXZs2cULVqUrKwsNm7cSHR0NCkpKYSHh6s5oGT3Jd0VGxuLp6cnDRs2pHXr1uzZs4dp06Zhb2/P2rVrqVevHqNHj6Z8+fLZzpOBu+7Rfst6584dhgwZwrx586hVqxaHDx9m1KhRfPPNNyxbtgxFUUhKSsLR0ZHXr18TFBQk9fmZOHz4MAsWLMDV1ZXq1avzyy+/0LNnT0qUKEGxYsUYOHAgDRo0eOc8uRfrLkVRiI2NZeTIkQwYMIDWrVur32kGgk+ePOHZs2dcu3aNEiVK8OWXX2JgYCD1qmO0B+4xMTGYmZmxYsUKRo8eTYUKFQC4ePEi/v7+PH/+nN69e9OyZctsvyGzZD4fiYmJtG3bFjs7O7y8vNTPf/nlFyIjI7GysmLEiBHyfP1M7N69G1tbW3VjobVr13Lu3DkOHDiAvb09t2/f5sSJE0RGRlKuXDn1vKNHj+Lg4MDSpUulzQrxHyS9MPG3ePDgAaVLl8bOzo6rV69y5MgRoqKiiI2NpV+/fvTt25e8efNSo0YNxowZg6GhoQwEPgMWFhZ8++231KlThwsXLuDq6srIkSPp06cPefPmZeHChbx48QJXV1eKFCminiedR93x8uVL8ubNm2350m+//Ub9+vWpUaMGiqLQsGFDJk6cyLx58xg8eDBZWVmkpqby4sULoqKiZPbTZ6RgwYL06NGD6tWrc/jwYSZOnMj8+fMpV64cffr0ISQkhOTkZJo3b57tPLkX6y7NLInY2Fhy5cqV7Tt9fX1SU1MBqFy5craZ45mZmVKvOkR7abCrqytRUVEApKSkULduXTXgVqVKFQYNGkRgYCBeXl7ky5ePevXqAbBmzRp8fHwk2PYZUBSFPHnyMHv2bKZMmcKgQYMYNWoUiqLg4+ND4cKFGT16NCAvKXWdoig8e/aMcePG0bhxY8aNG0eFChXo3bs3nTp1wt7ensDAQBISEkhOTubAgQOUK1dOrddixYoRFhZG9erVc/pShBA5QHpi4i9T3rOFfbly5Vi0aBFjx47l4sWLVKtWjb59+6Knp8esWbNo3749LVq0UDuIMhD4PJiYmNC4cWOMjIw4ceIEFSpUoGPHjgAYGRnRrl074uLisLa2zuGSivcZPnw4BQsWZM6cOQCkp6cTFxdHeHg4NWvWzLZ05YcffqBSpUrs2rULgBIlSmBvby/B8c9M2bJlKVKkCElJSQQFBTFgwAA6dOgAQJkyZbh48SIVK1Z8J+AmdMf7nrEZGRlkZGTw8OFD9d+aNnn16lXOnDlD165dyZMnj3qODOB1h3ad3rt3j2PHjhEQEEBCQgK7du0iODiYXLly0blzZ+BN0K1Pnz4cPnxYXTJ669YtfH19mTFjhgTbPgOa+q5Xrx5Lly7FxcWF4cOHY2hoiJWVFcuXL1ePlbaqe7TbrJ6eHoUKFSIsLIwRI0bg4+PD8OHDsbGxwczMjBo1alCxYkVevXrF4sWLWb9+PX379sXY2Bh48+wVQvx3yQhK/CXayyESEhLIlSsXenp6NGzYEFdXV3bu3MmwYcOoV68eRYsW5fHjx9jZ2ZGZmZntd6Rz8fnQDOpu375NYmIienp6pKamcvToUdq1a6cub5Kcbbpn8uTJajD09evX5MqVixEjRmBhYYGXlxeRkZF07doVRVFQFIVatWqpOfg0JDj+eTE1NcXU1JS4uDiePn1KgQIFgDdLm2xsbBg2bBjffvttDpdSfIj2ffT58+dYWFiQlZVFsWLF6NWrF66urpQoUYLGjRsDkJaWhpeXF4UKFcLc3DwHSy7+iOaeGhgYyKVLl6hbty7VqlUDUBPq+/v7A6hBt+rVq6szYrKysihSpAhhYWHqcjbxeTA2NqZWrVpER0dz9epV9PT0qFChAvr6+vIyS4dp2mxycjJmZmYoioKdnR3Lly9n6NChLFu2LFtKFVNTU8zMzJg5cyYdOnRg9+7dtG3bNicvQQihI+QuLz6a9nKIFStWcPz4cZ4+fYqNjQ0//PAD7du3p3Xr1hgZGZGZmUlKSgozZszAxMRE3u58xjSdju7du9O7d2969uxJWloaxsbG2Ta5kGCb7jh58iR2dnaUKFECgODgYLZt24afnx+Wlpb06dNHbZ+5cuVSO4WawJt2wE2C45+ntLQ0cufOzZkzZ0hLS+PgwYO8evWKZs2aoaenJ0uYdJTmPrps2TL279+PsbExTZo0oVevXjg4OPD06VOGDh1Kly5dALh79y4JCQmsXLnynR0tRc57e1foJ0+ecODAAWrVqqUeU65cOXr16gW8Cci9fv0ae3v7bL+jr6+PqampBNt0xF9tZ5q/g4oVK6qfycss3efr68v169eZNGkShQoVQlEUqlatiq+vL3369EFPT0+d6ab5ezA1NcXY2Jj09PQcLr0QQlfICFl8NM3DZOnSpQQHB9O+fXu+//579PX16d+/PwcPHsTIyIjk5GS2bt3KoEGDePbsGYGBgejr65OVlZXDVyD+F9WrVyc8PJymTZvSpUsXNm3apC43FLojMjKSvn37snv3bjW3U7169fjtt99wcnIiLi6O3LlzM3ToUBwcHJg0aRLbtm1T80RJ4PTfoXDhwgwePJjbt28TERFBVlYWa9asUYMyEmzTLdr7V23cuJGQkBC6d+9O0aJFOXjwIHPmzCEjI4M5c+awYMECnj17xsuXL6lcuTKbNm1SNyGSYJtu0dxPX79+Te7cuenbty8DBgzgyJEjrFu3Tj2uXLly2NvbU7lyZc6ePYvsZ6a7NDvGAu/U04fqTV9f/6OPFTnn7XFKuXLl2LZtGz4+Pjx9+lTdMbhKlSo4Ojqyf/9+PD09uX//vnrOkSNHuH79ujqDVQghZJdS8ae03+Q9efKEoUOHMmjQIFq1agXAs2fP8PPzUwcJJUuWZO/evdy8eZOxY8dKDqh/MalX3eTi4sKGDRuYNWsW3333HWZmZty8eZP+/ftTvnx5PDw8yJ8/P8nJyfj6+uLr68uqVaveu3ul0B2aWRKax/aHgiva9+y4uDgMDAzUjTOkzeq2EydOcPz4cSpXrqw+Y9evX8/mzZspVqwY06ZNI3/+/OoScQ2Zsai7IiIi8PX1JTIyEktLS548eUJoaCghISFMmjSJHj16qMc+fPiQIkWKqO1cAqi6RbtOQkND+fnnn6lQoQJ169bFzs7unWPed97+/ftp0qSJvNzSMdr30Lt372JsbEyRIkU4f/48PXr0oHPnzowaNQorKyvgTbs+evQoaWlpLF++XK3Phw8foiiKzEYVQqjkbi/+kPabvOfPn2NsbMyNGzeydewLFixI3759+eKLLzh16hTm5ua0bNmSCRMmYGhoKNPm/8WkXnVLWloaANOmTaNLly7MnTuXffv2kZSURLly5QgMDOTGjRuMHz+e+Ph4zMzMGDRoEDNnzqROnTo5XHrxZ7Rny2iWhb6PZhYbvNlpOF++fOpn0mZ1h5OTExcvXlT/ferUKebPn8/GjRvJnTu3+nm3bt1o3749v/32Gy4uLsTFxWULtsmMRd1Wq1YtjIyMGDx4MHFxcVhZWdGrVy/69OmDm5sbERER6rHFihVTVwRIsE33aO/27eXlRWZmJhERESxdulTdcEj7/gvZg23h4eGMGDGCmJiYT1948V7r1q3j8uXL6j3Uzc2NoUOH0qFDB3r16kV8fDwbN24kKioKHx8ffv75Z5KSkjh06BAtW7Zk5cqV6Ovrq8/jYsWKSbBNCJGNBNzEH9IM8Dw8PHB1dSUrK4s6depw4sQJEhIS1OOKFSuGgYEBd+7cAd7kMNCQgYAQ/zxFUdQdsSIiIrCxsSEpKQlXV1f27t1LSkoK5cuXJygoiJs3bzJhwgSeP3+Oubk5PXv2lOXBOkx7mcuePXto3rw58fHxGBgY/GnQTXMPf/HihQzgdci1a9coWLAgNjY26me2trY0b94cAwMDNm3axOvXr4E3z9Du3bvToUMHLl68SGhoaLbfknrVHW8vSVMUhbJly+Ln50dqaioODg7qzt6aoNuMGTPYt29ftvNk9pNuebteHz16hJeXF4sXL2bx4sWYm5uzZs0aduzYAaAuPdQOtoWFheHm5oaXl5e686zIWffv38fX15f169dz79499u7dy+bNmxk/fjzOzs5Uq1aNoUOHcv36daKjozly5Ahjxoyhbdu2PHjwQN3tW156CCH+iDzRxXtpv507ceIEhw4dok+fPlhaWlKzZk1iYmLYunUrr169AiAlJYWMjAwKFy6cU0UW4j9N06n38vLC3d0dU1NTZsyYwVdffcXMmTPZvXs3KSkp6ky3EydOsHLlymy/IbOfdI920vXdu3dz6dIlnj17xpAhQ9Tlou8LumkP9NatW4e3t7d6vxY5z8bGhokTJ2JkZER4eDg//vgjuXPnZvDgwXTr1o379++zZMkSNQ+jvr4+Xbt2ZeLEiQwfPjyHSy8+RNNWtQMviqJQsmRJfHx8SEtLY9CgQWrQrVu3bsyePVvddVboHu17cExMDJcvX+b58+dYWloCYGdnx6BBgyhYsCDr1q1TZ7rp6+u/E2ybN29ets2mRM4qUaIEK1eu5NKlS6xZs4ajR4/i4OBAs2bN6NixIyNGjGDy5MlMnTqVpKQk1q5dy7Rp0xg9erTkzhRCfDTJ4Sb+UHR0NBcvXkRRFKZPn65+7uLiwsmTJ8mXLx9ffPEFV65cITExkejoaBm0C5FD4uPj+eGHH7C3t6dnz57q5zNmzGDLli3Mnj2bb7/9FnNzcx48eECRIkXkrexnYuHChezfv5/27dtz+/Ztzp49i5mZGSEhIVhaWmbLP/P2EiYXFxfc3Nxo2bJlTl6C+P+0B/CPHz9m6tSpPH78mOnTp1O3bl1SUlLw8/Pj2LFj1KhRg3HjxmFiYpLtNyRnm+56/PgxzZo1o06dOqxatQr4vU1euXKFPn36UK1aNVxdXSlYsKB6nuRX1D3a91JXV1eioqKANy+ZJ0+enG032YsXLxIYGMjVq1eZPn069erVA2DNmjX4+PgwZ84cWrRo8ekvQvypS5cuMWPGDO7fv0+/fv2yvdR48eIFzs7OFC1aNNs4COQ+LIT4ODLDTWTzdvx13759rF27litXrqj5oeBNjqjBgwdTsWJFHj9+jJ2dnRps+9ASJyHEP0dRFBRFITk5mbx58wK/53SbM2cONjY2LF26lO3bt5Oamkrx4sX/cEmi0B2XLl1i+/btzJo1ixEjRuDu7s6cOXPUXQ+1Z7q9vYRp0aJFeHh4SLBNR2gH2zSzwkeMGIGNjQ3z58/nxIkTmJqaMmjQIL7++mt+/vln5syZk+35C5KqQZe8vdywcOHCBAcHc+PGDRwcHIDfZyAXKVKE0qVLc/ToUdzd3bOdJ8E23aJ9L7137x7Hjh0jICAAd3d32rZtS3BwsBqAA6hSpQp9+vShRYsW6pLRW7du4evry4wZMyTYpsNsbW2ZP38+5ubm7Nu3j8uXL6vf5cuXD0tLS+7du/fOeXIfFkJ8DAm4CZV252Lr1q1ER0fj4+NDr169uHXrFhs3biQ5OVk9vm3btkybNg1vb28mT56s5oCSB5AQn56enh6WlpaUL1+eNWvWkJWVhbGxMRkZGWRmZlK8eHHS0tLYvn17ttky0l51X1JSEi9fvsTa2lr9rG7dujg4OHD//v1sy0s1g/+wsDDc3d2ZP3++LGHSEdrBtoCAAHx8fEhISKBGjRrY29tTtmxZFixYwIkTJ9QNTezs7NDX18fIyCiHSy/eR7tOjx8/zt69ezl8+DC1atXCw8OD69evq0E3eJPftkKFCkRHRzNv3rycKrb4CJr+cGBgIEuXLqVu3bpUq1aNRo0a4eDgQMOGDfH3988WdKtevTpjxoxR78VFihQhLCyMNm3a5NRliI9kY2PD8uXLyczMZPXq1Vy5cgWAV69ecfPmTUmZI4T4P5PXaQLI3mm8fv06gYGBZGVlkTdvXmbMmEFycjLBwcHkypWLli1bkitXLvUc7QG7vKEVImdo2qODgwPz589n7NixeHl5YWhoSFZWFhkZGQQFBVG+fHkge4Bd6A7tetHUaZkyZShZsiQ//vgjpUuXxsDAAENDQ+rVq0fZsmV5+vQpQ4YMYdWqVeTNm5f169erwTaZVaE7NM/YRYsWsWXLFoYNG6bmaKtZsyYAq1evxtXVlcmTJ1O3bl3Gjx+PsbGxmoRdkunrDu1NSTw8PNi8eTOWlpbcunWLtm3b4uDggIeHB05OTnTo0IGmTZty6tQpMjIy+OKLL9SdDeWlh27RbmdJSUk8efKEAwcOUKtWLfWYcuXK0atXL+BNQO7169fZlpfCm/ZuamoqO1Z+RipWrMiCBQuYOHEigwYNokqVKhgbG5OamsqMGTMA6TsJIf466bkJ4PeBwMKFC/H29sbExITHjx8zf/589uzZg6urK3Z2dvj5+bFnzx5SUlKk4y+EDtG0x+rVq9O/f39u377Nt99+y/jx4+ncuTPXrl2jbNmy6sBdOoy65+160ewamy9fPqpWrcru3bvZu3ev+n16ejrFixdn9OjRZGZmsm3bNgCeP3/OggULJNimg6Kjo4mOjiYgIAB7e3usra1JSUnh1atX1KxZk+HDh1OmTBkmTJjAxYsXMTExeWfHWaEbNG3V39+fTZs24ePjQ3R0NE5OTkRFRbF06VKsrKwICQnB2tqas2fPYmFhwZo1a9DX1ycrK0uCbTpI085ev36tLtsfMGAAR44cYd26depx5cqVw97ensqVK3P27Nl3UrKIz1PlypXx9PTEzMyMhw8f0rRpUzZs2CAbJAgh/s9k0wSh2rhxIwsWLCA4OFhdfubs7ExCQgLDhg2jWbNmODs7c+DAATw8PPjmm29yushCCC2aN6/p6en89ttvhIWFkZSUhImJCZMmTVJzLMogT/doz6oIDg7m3Llz3L9/n+bNm9OpUyfy5s3LuHHjePr0KV988QU1atRg8+bNGBkZ4evrS+fOnfnqq6/Ut/BCN/n5+XHt2jU8PDy4efMmR48eZf369eTOnZvmzZszdOhQTp48yU8//cTIkSOlreq42NhYPD09adiwIa1bt2bPnj1MmzYNe3t71qxZQ7169Zg2bRrW1takp6erS4NlgwTdFhERga+vL5GRkVhaWvLkyRNCQ0MJCQlh0qRJ9OjRQz324cOHFClSBH19fZn99C9y/vx5NmzYwOzZs2WGsRDifyIBN6Hy9PTk9OnTrF27Fnjzli82NpZRo0bx7NkzpkyZQrNmzVi+fDmDBg2SnDJCfEJvd/b+L4EzGeTpPg8PDyIiIujcubM6a83Ozo7Ro0dTunRpgoODOX78OK9evaJIkSJ4enpiYmLCoEGDqFOnDgMHDgSQQZ+OCgoKYuHChTg4OLB//34qVKhAlSpVePToEcePH2fdunUUKFBAPV4C5LotNTWVH3/8kTp16nD37l3GjBlDv3796NOnj1rXX331FW5ubmoOKAnK6L5bt24xfPhwzM3N8fPzw9LSktjYWNatW8fatWuZNGkS3bp1y3aOBGT+fTRtVepWCPG/kJGXUB8omjwF6enpmJiYkJ6ejrW1NY6OjgwdOpSgoCAMDQ3V7bJlICDEp6Pp7G3ZsoV27dqpSZk/1AnUvEvRdBZBcizqmnXr1lGjRg0qVqwIwNWrV9m5cydeXl7UqVMHgDZt2jB//nyWLVuGh4cHQ4YMYdiwYbx69Qpzc3PgzcuSixcvMm3aNBnI67j+/fvz4sULLly4QO/evWnQoAGlS5fm+vXr/PLLL7x8+TJbwE2esbrNxMSExo0bY2RkxIkTJ6hQoQIdO3YEwMjIiHbt2hEXF4eVlZV6jrRR3fL2c1RRFMqWLYufnx8jRozAwcGBgIAArK2t6dWrF/r6+syYMQNLS0uaNWumnicBmX8fWc4vhPg7yB1EqJ2/Zs2aceXKFfz9/QHUGWzp6ek0bNgQQ0NDVq9eTVpaGiADASE+tfj4eObPn8/ChQuBP+/ga9p2enq6dBh1zP379/H19WXdunXcuHEDeFOfr1+/JleuXMCblxp2dnZMmTKFQ4cOceTIEbUezc3NuXHjBiNHjmTr1q2sWrWKUqVK5dj1iD+nCYKPHTuW5cuXY29vT+nSpUlLS2PhwoXkz59f6vAzpHmRcfv2bRITE9HT0yM1NZWjR4/SuHFjAgIC1JxtQvdo7qk7duwAfg+ylCxZEh8fH9LS0hg0aBBxcXFYW1vTrVs3Zs+eTePGjXOw1OJTkQC5EOJ/JSMwobKxscHFxYWVK1eyaNEiLl68yP3791m7di2VK1dmxowZnDhxgpiYmJwuqhD/CW8P0HLnzs2IESO4fv06586d++B52kuWQkNDGTFihBooF7qhRIkSrFixgkuXLhEcHMzNmzfJly8fKSkp3L17F3hT/1lZWdjZ2fHFF19w586dbL9Rvnx5OnXqxOrVq6lcuXIOXIX4KzQDeXgzM+r169esXbuWoUOH8uzZM1auXCmBmc+Q5l7bvXt3zp8/T8+ePWnXrh0PHz7ku+++U4+Tlx666/Hjxzg5OWVbkq8oCqVKlcLNzY179+7h5OTEs2fPKFKkCN27d8fQ0FDd2EYIIYT4EHn6i2w6deqEh4cH0dHRjBgxAnt7e548eUL//v3JlSsXpUqVwtLSMqeLKcR/gmaAtnHjRu7du4exsTHNmzfnxYsX6o6Ub9MOtoWFheHp6Unnzp0xNjb+ZOUWH6dy5crMnTuXS5cuERgYSFZWFoMHD2batGmcPn0aIyMj9PX1SU5OJi0tjXz58qnnagI3TZs2pUSJEjl1CULLx6TEfXsX2qysLIoXL55tFzwJzHyeqlevTnh4OE2bNqVLly5s2rRJgjI66u2gduHChQkODubGjRs4ODgAv7fVIkWKULp0aY4ePYq7u3u28yRNgxBCiD8jmyaI94qNjeXRo0dkZGRQo0YN9PX18fDwYN++fYSEhFCoUKGcLqIQ/wknTpygf//+FC9enKFDh/LNN9/w/PlzunTpwpIlS7LNoHg72Obm5sb8+fNp0aJFThVffITLly8zdepUqlSpQosWLTh8+DBr1qzBwcEBMzMzzpw5w5MnT9QBvNA92nmg/kp+U+1jJS/qv49sVKN7tNvq8ePHSUpKwtjYmEaNGhETE8P48eOpUKECAQEBwJuNMWbPnk2fPn2oUKGCtFEhhBB/iQTcxJ+6fv06/v7+HD58mODgYCpVqpTTRRLiX+t9GyH07duXS5cu0bp1a54/f87XX39NYmIiR44cwcXF5Z28T+Hh4SxatEiCbZ+Ry5cvM336dGxtbenQoQN37txh/fr15MqVi8KFCzN//nyMjIwkKKODtNtsQEAAT548YezYsZiZmX30eWlpaTILVYh/mPZLKQ8PDzZv3oylpSW3bt2ibdu2ODg48Pz5c5ycnMibNy9Nmzbl1KlTZGRksG7dOvT19eUeLIQQ4i+RgJv4QxkZGfz6669s3bqVTp06UaFChZwukhD/CVevXsXS0hIrKysuXLhAYGAg1apVo3DhwixYsABTU1NSUlJwcHDA3t5eHbhHR0fj7OyMl5dXttlvQvddunRJDbqNHj2aQoUKZRsgymwZ3bZo0SK2bdvGgAEDaNmyJYULF/7gsdr1GhkZCbxJ6SADeSH+ef7+/qxevZrly5djZ2fH2rVrcXFxoWXLljg6OqKvr8/cuXNJTU3F3NwcT09PjIyM/nBncCGEEOJ95Kkh/pChoSGVK1fG0dFRgm1CfAKKohATE0O3bt1YunQpP/74I1WrVqVQoUIkJibSsmVLIiMjqVmzJk+fPuXkyZPZZsmkpaWxcuVKCbZ9hmxtbXFxceHSpUvMnTuXu3fvqkEZRVEk2KbDtm3bRnR0NCtWrKBfv34ULlyYtLQ0EhMTSU9Pz3asdrAtPDyc6dOnkz9/fgm2CfEJxMbGcvPmTaZMmYKdnR179uzBy8uLYcOGcfToUdzc3DAyMsLX1xd/f398fHwkv6IQQoj/M5nhJoQQOUx7AK6xdetWTp48yYEDB3BwcKBUqVLMnDmTuXPn0qRJE5KTk7ly5QrVq1fPNlBPT0/HyMjoU1+C+BudP3+e9evXM2/ePBngfSZWrlzJlStXWLp0KdeuXePEiROEh4eTlZVF9+7dsbe3x8TE5L15Fl1dXWnevHkOX4EQ/w2pqan8+OOP1KlTh7t37zJmzBj69etHnz59CAoKYuHChXz11Ve4ubmps1Tf94wWQgghPoYE3IQQIgdpL1F59uwZKSkp6q6Tr1694tChQ8yZM4cWLVpw8eJFFEVh6dKl2fK2SU6Zfx/NAE+WMOme9w2+IyIimDFjBv379+fgwYPY2Njw5Zdf8vDhQ3bs2MGmTZuwsrJSj5c8i0LkHM2LKT8/P86cOYO7uzt58uRh7dq1nD9/nri4OPz8/OTeK4QQ4n8m61OEECKHKIqidui9vLzYt28fcXFxWFpaMnDgQBo1asT3339PtWrVCAgIwNDQkAsXLhATE5Mt4CbBtn8fPT29bH8fQjdob27w5MkT8uTJg5GREd26dSMuLo5jx47Rp08fGjRoQKlSpbh37x7nzp0jOTlZ/Y2goCBWrFjBggULZOm3EDlAszz/9u3bJCYmoqenR2pqKkePHqVdu3a0bt0aeP8mRkIIIcRfITPchBAiB2jPklm5ciVBQUFMnTqVggULEhUVxa+//krbtm3p1q0bFhYWJCUlcfPmTXbs2MGECRMkn5cQn1BISAj29vZqcNvHx4edO3diZmZG9erVcXR0xNTUlOTkZMzMzFAUhfT0dIYPH05WVhYBAQHqwH3o0KG0atWK9u3b5+QlCfGf9/PPP9O7d2/KlCmjBtM3bdokz1chhBB/Gwm4CSHEJ3T//n11yWhmZiZJSUkMGjSIdu3aYW9vrx63aNEi9u3bx/z586lVq9Y7vyM7VgrxaRw5coSpU6dSr149Fi5cyO7du5k5cyZOTk5cunSJixcvYmpqyvLlyzEzM+PVq1fs3LmTrVu3kpiYSEREhJp0XdqsELrl0qVL7NmzB3Nzc/r374+hoaG0VSGEEH8bCbgJIcQnMnnyZOLj4xk1ahS2trYAJCYm0qtXL3r16kXPnj2zLVnr3r07RYsWxdPTMyeLLcR/WnJyMps3byYyMpLy5ctToUIFChcuTNu2bcnKymL//v34+vpibm7O8uXLMTIyIjw8nJs3bzJ16lQZwAvxGZG2KoQQ4u8kiQmEEOIT6NGjB0eOHOHp06eEhIRw4cIFAPLkyYOlpSU7duwAwNjYmLS0NAAqVaok+dmEyEEZGRmYmZnRrl07unfvzs2bN/Hz88PExAQAfX19GjduzNChQ0lKSmLUqFGkp6fTu3dvZs6ciaGhIZmZmTKAF+IzIW1VCCHE30kCbkII8Q/z9vYmJSWFo0ePMnbsWB48eEBYWBi//PILAM7Ozty4cYPx48cDv2+CcPXqVSwsLHKq2EL8p7169UodfF+9epXu3bvTtWtXzM3NiYiIICsrCwAjIyMaN27MkCFDuH37NosXL872OxI0F0IIIYT4b5LXOEII8Q9LSkpSN0i4evUqaWlpXL9+ndDQUIyMjKhcuTJz585lxowZtGnThqJFi/Ly5UsSExNxdnbO4dIL8d+zZ88eoqOjWbx4MYsXL2bjxo0cOnSI9u3bo6enR2hoKM7Ozri6uqKvr4+hoSGNGzfGwsKCL7/8MqeLL4QQQgghdIDkcBNCiH+IZifSmJgYZsyYgYGBAY8fP2b//v0cP34cf39/ypYti4ODAzY2NsTGxhIUFASAmZkZw4cPl/xPQuSAq1ev0qFDB8qVK0dsbCxr166lYsWKAKSkpBAdHU1ERARffPEFrq6uakBdIzMzU2a2CSGEEEL8x0nATQghPoGBAwdy7Ngxvv76awICAgDYunUrQUFBlCtXjr59+1KlSpV3zpOBuxCflibA7ezsTHR0NPXr18fDw4P8+fOrx2iCbhs2bKBQoUKsWLHinaCbEEIIIYT4b5McbkII8Q9LSEjAyMiIUaNG8ejRIxwdHQFo27Yt/fv35/bt24SGhnL27Nl3zpVgmxCfhub9o6bN1ahRg8WLF3Pu3DlmzpzJw4cP1eNMTU3p0KED7dq1I2/evMi7SyGEEEII8TaZ4SaEEJ9AZmYm+vr6REVFsWrVKipXroyHhwcA27ZtY/HixXTu3JkRI0bkcEmF+O/JyspCX//NO8jnz59ToEAB9bsLFy7www8/0LBhQyZPnkyRIkUAOHToEI0bN1aXjmv/hhBCCCGEEBJwE0KITyg5OZmdO3cSEBCQLeh27Ngx6tatKzPahMhBy5cv58iRI2RmZtK1a1caNWqElZUVFy9e5IcffqB+/fp07NiRDRs2cPv2bXbt2oWenp4adBNCCCGEEEJDAm5CCPGJJScns2vXLgIDA7G2tmbVqlXqd5KzTYhPRztQFh4ezuLFixk9ejRHjhzhyZMn1KhRg4EDB1KkSBEuX77MuHHjyJ07NyYmJoSEhGBkZCTBNiGEEEII8V4ScBNCiByQnJzMpk2bOHv2LG5ubrIUTYgcdP78ebZs2ULdunVp1qwZAH5+fuzbt4+qVavi4OBAkSJFeP78OYmJiZQsWRJ9fX3ZQVgIIYQQQnyQBNyEECKHpKamYmxsLPmfhMhBR44cwcXFheTkZBYsWMDXX3+tfufn58f+/fupWrUqAwYMoGjRoup30maFEEIIIcQfkZ6iEELkEBMTEzX/kwzchcgZ33zzDU2bNiUtLY09e/aQmJiofjd48GCaN2/OoUOH2L17d7bzpM0KIYQQQog/IjPchBBCCPGf8Eez0hYsWMDJkydp2bIlvXv3xtzcXP1uy5YttGnTRvIrCiGEEEKIjyYBNyGEEEL862kH26Kjo7l27RomJiZUrFiRli1bAuDi4sLZs2f57rvv3gm6gWxqIoQQQgghPp4E3IQQQgjxn7Fw4UI2b96MnZ0dSUlJnD59mn79+uHs7Ay8Cbr98ssv1KlTh+HDh2NmZpbDJRZCCCGEEJ8j2VpLCCGEEP8JJ06cYMuWLfj4+FCjRg1SU1PZv38/zs7O5MqVi7FjxzJt2jQmT55MXFwcpqamOV1kIYQQQgjxmZKAmxBCCCH+E+Li4rCwsKBKlSrAm41LWrduzatXr3B3d6dZs2ZUqVKFBQsWkJWVpW5qoqenl8MlF0IIIYQQnxvZYksIIYQQ/zpZWVnvfJY/f34ePHjA1atXAdBk1bCzs8PIyIjk5GT1WH19fTXoJoQQQgghxF8lATchhBBC/Ktob5Dw448/smPHDm7cuEGlSpWoXbs2ISEhXLlyRQ2mWVpaYmFhQXp6erbf+dCOpkIIIYQQQvwZ2TRBCCGEEP9KHh4erF27FisrKx4+fMicOXNITU1l586dGBkZ0bZtW6ysrFi1ahUJCQlERETILqRCCCGEEOJvIQE3IYQQQvwraPKtKYrCw4cPcXJyYuLEiZQpU4YNGzbg6enJlClTMDU15cyZM2zZsoXy5ctjYWGBn58fRkZGZGZmStBNCCGEEEL8zyTgJoQQQojPnvYy0oSEBBISEoiKimLs2LFqAC04OJhFixbh5OREt27d1JxtBQoUQE9Pj4yMDAwNZT8pIYQQQgjxv5NepRBCCCE+e5pgm6enJ8eOHePOnTsULVqUjh07UrZsWQD69esHgJubG8+fP2f48OGYmpoCbwJ2EmwTQgghhBB/F8kGLIQQQojPlvZupNu3bycqKor27dvTqVMn7t27R2RkJA8fPlSP6devH6NGjeL06dPkypVL/Vw2SBBCCCGEEH8nWVIqhBBCiM/eqVOn2LlzJ9WqVaNDhw4AhIaG4ufnR9u2benZsyfFihVTj9fO96bZrVQIIYQQQoi/i6ydEEIIIcRn7enTp0ydOpVnz55RunRp9XN7e3sA/Pz8MDAwoEuXLpQoUQJAgm1CCCGEEOIfJesnhBBCCPFZK1SoEN7e3lhZWXH48GGuXbumfmdvb8+QIUPw9/fn6NGj2c6TYJsQQgghhPinyJJSIYQQQvwrXL16lcmTJ1OlShX69OlDhQoV1O/27NnDt99+q+5YKoQQQgghxD9JAm5CCCGE+Ne4fPky06ZNw9bWlr59+1K+fPls32dmZkrQTQghhBBC/OMk4CaEEEKIf5XLly8zY8YMihYtysSJE9W8beVwIo0AAAD6SURBVEIIIYQQQnwqksNNCCGEEP8qlStXZsaMGeTOnTvbzqRCCCGEEEJ8KjLDTQghhBD/SppdSLOystDXl3eMQgghhBDi05GAmxBCCCH+tTRBNyGEEEIIIT4led0rhBBCiH8tCbYJIYQQQoicIAE3IYQQQgghhBBCCCH+RhJwE0IIIYQQQgghhBDibyQBNyGEEEIIIYQQQggh/kYScBNCCCGEEEIIIYQQ4m8kATchhBBCCCGEEEIIIf5GEnATQgghhBBCCCGEEOJvJAE3IYQQQgghhBBCCCH+RhJwE0IIIYQQQgghhBDibyQBNyGEEEIIIYQQQggh/kb/D07ap2qFfZF5AAAAAElFTkSuQmCC", "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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Investissement:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_investissement \n", "0 0.025 1.069 0.738 -1.000 3.241 92.0 0.000 1.000 0.000\n", "1 0.531 1.860 1.352 -0.468 7.592 0.0 0.123 0.877 0.029\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Sécurité\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.8029 0.3052 180\n", " 3 0.6465 0.4761 180\n", " 4 0.6612 0.5242 61\n", " 5 0.7213 0.4794 61\n", " 6 0.7007 0.6254 44\n", "→ K retenu : 2 (silhouette=0.8029)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_sécurité \n", "0 981 84.5\n", "1 180 15.5\n" ] }, { "data": { "image/png": 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MmCzPBfClm+fgwYNhb2+PUaNGQSQS4eDBg+jfvz927twJR0fHbPcfFRWFN2/eoFq1atmuc+vWLQwePBhly5bF5s2bszzOxMTEbFsNZqanp/fNsTpjYmIA4LuSes+fP8eECRPQo0cPdO/eHRUqVEBMTAx++eUXpKSkoG/fvihevDiCgoIwfPhwrFixQuG9bfXq1RCJRBg8eDBiY2OxZcsWDBgwAIcPH851a7lv3b+bN2+OFy9e4NixY5g6dars2LN7TdWpU0eWoMvw5s0bLFu27Juvw0uXLuHXX39F/fr1ZZO+PXv2DH///bfsvqDMa/177zEmJia5/rxRvXp1nD59Wvk/PBERqYeQC15eXoKXl5dgZ2cnjBs3TvbYy8tL+O2334Q1a9YIsbGxuamSiH4wiYmJgq2trTB8+HClt2natKkwZcoU2eMVK1YItra2CusdOHBAsLW1FV69eiUIgiD88ccfgq2trRAaGppt3bGxsYKtra2wYsUKhef69+8vtG3bVvj8+bOsTCqVCj169BBatGihsN+ePXsKaWlp3zye6OhooV69eoKtra3QqlUrwcfHRzh69KiQkJCgsO6UKVOEpk2byh6HhIQItra2wubNm2Vl6enpQr9+/QRbW1vhwIEDctva2toKAQEBcnV27NhR6NSpk1xZSkqK3GOJRCK0bdtW6Nevn1y5k5OT3LnILs4MWZ0rW1tboUqVKsKTJ0/kyqdNmyY0aNBAiIuLkysfP368UKtWLVmMw4cPF9q0aaOwL3WpU6eO0L59e6XX//pvLQiC8Ntvvwk1atSQe6316dNHsLW1FXbt2iW37qtXrwRbW1uhXr16cq+ZxYsXC7a2tkL79u2F1NRUWfmvv/4qVK9eXaHuPn36yB5v2rRJsLW1Ff744w9Z2adPn4RWrVoJtra2wtWrVxXiCgoKkpV9/vxZaNCggTB69GhZWVpamtw+BUEQ4uPjBVdXV2Hq1KmysitXrgi2traCr6+vwt9FKpUqlGU2ZcoUwcnJSYiNjRViY2OFly9fCmvWrBHs7OyEdu3aCYIgCJs3bxZsbW2Fw4cPy7aTSCRCjx49BCcnJyExMVEQhP/9XWvWrKnwWSY0NFTh+sqQ8RrPvE1sbKxQvXp1wcPDQ0hPT5eVb9++XbC1tRX2798vdwxfXztf35NGjBghVK9eXQgPD5eVRUVFCc7OzkLv3r1z/BulpKQILVu2FGxtbYWmTZsKXl5ewr59+4SYmBiFdZW95y1fvlywtbUVTp06pVBHxjn7+n6c4erVq9m+pr5+rWc8l/m1mt25kEqlQosWLQQPDw+5101KSorg5uYmDBw4MNu/kSAIwuXLlwVbW1vh7NmzWcbg4uIiODs7C23atMnxs27GsXxryeo+mtn79++F+vXrC7169cpxvZw0bdpUsLW1FS5cuCBXPnfuXMHW1la4ceOGrCwpKUlwc3MTmjZtKnvNZpyrRo0aya4TQRCE4OBgwdbWVtiyZYvcvrI6pq/PnzL37w0bNmT52lHGp0+fhE6dOgkNGzYU3r17l+O6c+bMEWrWrJnj+7Yyr/W8uMcoe+1lWLNmjWBra5vldUxERAVHrlq4Zfw6bmlpCQ8PjzwZT4KIfixJSUkA8J/MwpkxptL58+dRpUqVXLUo+fDhA65evYoxY8bIYs7QsGFD+Pv7IyoqSm58qO7duys10Lm5uTkOHz6MlStX4vTp09i9ezd2794NHR0dDB8+PMdWKBcvXoSOjo6shRnwpQtd7969s+yqBwA9e/aUe1yrVi0cOXJErixzK4X4+Hikp6ejVq1aOH78+DePRxV16tSBjY2N7LEgCDh16hR+/vlnCIIg11WnYcOGOH78OB48eIBatWrB2NgYb9++RWhoaI4tVv4rSUlJuXo9Z/5bJyUlQSKRoHbt2tizZw+ePXuGKlWqyJ7X1dVF586ds6ynVatWcuOGZfwt2rdvD21tbbnyY8eOISoqCuXKlcuyrosXL6JkyZJo1qyZrExPTw/du3fH77//rrC+vr6+3Lhpurq6cHBwkOv6pqWlJbsepFIpEhISIJVKYW9vj4cPH8rWO3XqFEQikawVfWY5tcbKkJycLOsansHZ2RkLFy4EAFy4cAEWFhZo27at7HkdHR307dsXv/76K27cuIGmTZvKnmvRosV3z8p5+fJlpKamol+/fhCL/zd6R7du3bBkyRL8+eef6NKli1J1paen49KlS3B3d5c7fyVKlEDbtm2xb98+JCUlZTt4epEiRbBv3z6sXr0aJ0+exMGDB3Hw4EGIxWL06tULU6ZMga6ubq7ueadOnUKVKlUUWt0Ayp2zrOT0WldGWFgYXrx4geHDh+P9+/dyz9WvXx+HDx+GVCqVOx+ZZWyT3SD9ycnJkEgkMDMzy3Gg+ilTpijVbTir4RQySKVSTJw4EQkJCfjtt9++WVdOypYti0aNGsmV/fnnn3B0dETt2rVlZQYGBujRowcWL16Mf//9F7a2trLnOnbsKHfMrVq1goWFBf7880/069cvV/Hk9/175syZ+Oeff7B9+3ZYWFh8M5aUlBRcunQJjRs3znIdZV7r33uPUeXzRsbr9P3791m2BiUiooJBpUkTsvpQTESkjIwP7R8/fsz3fbm4uKBly5YICAjA5s2b4eLiAnd3d7Rr1+6bAxSHh4dDEAQsX74cy5cvz3Kd2NhYuQ/AZcuWVTq2EiVKYNasWZg5cyZevHiBv/76C+vXr8eKFStQokQJdOvWLcvt3rx5AwsLC4XxMrPr2qmnp6eQPDAxMUF8fLxc2blz57B69WqEhYVBIpHIylX98vwtX/+t4uLikJCQgD179mDPnj1ZbpORhBs8eDAuX76Mbt26wdraGg0aNEDbtm1l3cuyEx0drXK8OX1xMzQ0zNXr+cmTJ1i2bBmuXr2q8OUqMTFR7nHJkiWzfa2WLl1a7nFG8i278vj4+GwTbq9fv4aVlZXC+c7udVWqVCmFdU1MTPD48WO5sqCgIGzatAnPnz+X62aX+fyHh4ejRIkSKg88r6enhzVr1gD4krQpW7YsSpUqJXds1tbWComWjPH23rx5I1eem+s4Oxl1VqxYUa5cV1cX5cqVk40tp4y4uDikpKSgQoUKCs9VqlQJUqkUkZGRqFy5crZ1GBkZYfLkyZg8eTJev34t61q+fft2GBoaYvz48bm654WHh6NFixZKH4MycnqtK+PFixcAkG33euDL9WViYpJjPUI2s0JbW1ujQ4cOWLRoEX799VcsX748yx9Y7O3tlQ86G76+vrh48SLmz58vl4BXRVav5zdv3mTZDTnj9frmzRu5hNvXM9WKRCJYW1vn6nWcQdX7tzJ2796NgwcPYvbs2XJjpH748EHu/lOkSBEYGRmhV69eOHHiBAYPHoySJUuiQYMG+Pnnn+WSb8q81r/3HqPK542M12l+vUcTEVHeUDrh1qlTJ2zevBkmJibo2LFjjjf4rwcJJSLKYGhoiBIlSuDJkycq15Hd/efrQedFIhFWrFiBO3fu4Ny5c7h48SKmTZuGwMBA7NmzJ8dWSRkzE3p4eCi0DsjwdTJClZkFRSIRKlSogAoVKuCnn35CixYtcOTIkWwTbrmlTIu7mzdvYvjw4ahTpw5mzJgBCwsL6Ojo4MCBAzh27JhS+1H2nGT4etyfjL93+/btsx3XLmNsrEqVKuHkyZM4f/48Ll68iFOnTmHnzp0YOXIkxowZk22MDRs2/OZxZOfrRFJmFStWlCUqv5UwSEhIQJ8+fWBoaIgxY8bAysoKenp6ePDgARYtWqQwI2ZO4yNld26za8GTXSJBFcq8rg4fPgwvLy+4u7tj0KBBMDMzg5aWFtauXavyIPDZxeLq6ppn9Wn6DI6Wlpbo2rUrmjdvDnd3dxw9ehTjx49X6Z6Xk+zuCdnN+vq9f/eM1/fkyZPlxgfMLKeeGRljheXUOm3w4MGy8RK9vb0xb948heP8OrmTnYykz9cCAgKwc+dOTJgwAR07dvxmPcrsR53S09Pl7heq3r+/JTQ0FHPnzkW3bt3Qo0cPuedGjx6N69evyx536tQJv//+O8zMzHDo0CH89ddfuHDhAi5cuICDBw+iY8eOmD9/vsqxfEt273+5ufYyXqd5MWkHERHlH6UTbs2aNZN9kXB3d8+3gIhI8zVt2hR79uzB7du3VZpoJaMrRUJCglz3n69/Rc7g5OQEJycnjB8/HkePHsXEiRMRHByMbt26ZfulMKMlkI6OTp5+mc9JuXLlYGxsnGNLrDJlyuDatWtISUmRa+UWHh6u8n5DQkKgp6eHjRs3yiWMDhw4oHQdxsbGWX5Rze6cfM3U1BQGBgaQSqVK/b319fXRunVrtG7dGhKJBKNHj8aaNWswdOjQbBOfgYGBSsWSW02bNsXt27dx6tQpuS5FWbl+/To+fPiAgIAA1KlTR1ae3Qx8/xVLS0v8+++/CrOQf+/rqly5cggICJCrc8WKFXLrWVlZ4a+//sKHDx9UbuWWE0tLSzx+/FihO+GzZ88A/G9SgZzkthVJRp3Pnj2Ta1UokUgQERGRq3uKqakpihYtiufPnys89+zZM4jFYoVWjcowMTFBuXLlZD9+5OaeZ2Vl9c0fTTLuzV+32lSlVVRm37pnGxoaqnTPzmjd9a1rcdKkSYiPj8e+fftgYmKiMDPn18md7GQkfTLbsWMH/P390b9/fwwZMiSXR6C8MmXKZPt6yng+s5cvX8o9FgQBL1++lJuB2sTEJNv3gK9b1n7r/p3b6y0uLg5jxoxB1apV4ePjo/D81918M3fn1dXVhZubG9zc3CCVSjFz5kzs2bMHI0aMgLW1tVKv9e+9x6jyeSMiIgLFixf/7u7vRESUv7L+GTwLo0aNQtGiRZGeno66deuiX79+GDVqVJYLEVFOPD09oa+vD29vb9ksbJmFh4djy5Yt2W6f8UvvjRs3ZGXJyck4dOiQ3Hrx8fEKrXoyWj5kdJvMSFp9/UXBzMwMLi4u2LNnD969e6cQQ+YxxnLr7t27Wc5iGhoaig8fPmTZdSxDw4YNkZqair1798rKpFIpduzYoXI8WlpaEIlEcq3RIiIicObMGYV19fX1s/xSZWVlhcTERDx69EhW9u7dO9mMsMrE0LJlS4SEhOCff/5ReD7z3/vr8Zl0dXVRqVIlCIKQY8sSV1dXlZec/PLLL7CwsMDvv/+e5ZfY2NhYrFq1CsD/Wp9lfl1KJBLs3Lkzx33kt4YNGyIqKkrunH/+/FnudZZbGa1aMh/r3bt3cefOHbn1WrRoAUEQEBAQoFBHXrTKa9y4MaKjoxEcHCwrS0tLw7Zt26Cvry+X+MxOdveJ7Li6ukJHRwfbtm2TO4b9+/cjMTFRNpOrMrS0tNCgQQOcOXNGLhkUExODY8eOoVatWjmOKfbo0aMs71evX7/G06dPZfeb3NzzWrRogUePHmV5fWccb1b36fT09O96TQHZnwt7e3tYWVlh06ZNWXbx/tY9u2TJkihdujTu37//zRhmz56Nli1bIjAwUHZtZ5gyZQoCAwO/uXh6esptFxwcjDlz5qBdu3aYOnXqN2P4Hk2aNEFoaChu374tK0tOTsbevXthaWkpN74m8GWG28zd30+ePIno6Gi5rpflypXD3bt35YYkOHfuHCIjI+XqUub+nXGOv07WZiU9PR3jx49Hamoq/P39s2xlbG9vL3c/zzi+r2MRi8WyJGLGcSjzWv/ee4wqnzcePHgg122WiIgKplyP4aalpQUPDw8EBwdnO7AsEVFOrKyssGjRIowfPx6tW7dGhw4dYGtrC4lEgtu3b+PkyZM5Dp7doEEDlClTBtOnT8ezZ8+gpaWFAwcOoHjx4nItqoKCgrBr1y64u7vDysoKHz9+xN69e2FoaCj7olCkSBHY2NjgxIkTKF++PIoVK4bKlSvD1tYWM2bMQK9evdCuXTt0794d5cqVQ0xMDO7cuYO3b98qTDygrMOHD+Po0aNwd3eHvb09dHR08PTpUxw4cAB6enoYNmxYttu6u7vD0dER8+fPR3h4OCpWrIizZ8/KxmRTZTyXJk2ayL4Atm3bFrGxsdi5cyesrKwUulJWr14dV65cQWBgIEqUKIGyZcuiRo0aaN26NRYtWoRRo0ahb9+++PTpE3bt2oUKFSrgwYMHSsUxYcIEXLt2Dd27d0e3bt1gY2OD+Ph4PHjwAFeuXJG1Ghk0aBDMzc1Rs2ZNmJmZ4dmzZ9i+fTuaNGmSY+Ihv5iYmGDlypUYMmQIOnbsiPbt26N69eoAgIcPH+LYsWOylpzOzs6yVjF9+/aFSCTC4cOH87S7pyp69OiB7du3Y8KECejXrx8sLCxw9OhRWWtBVV5XP/30E06dOoWRI0fip59+QkREBHbv3g0bGxu5hHO9evXQoUMHbNu2DS9fvkSjRo0glUpx69Yt1K1bF3369PnuY9uzZw+8vLzw4MEDWFpaIiQkBH///TemTZum1GvGysoKxsbG2L17NwwMDKCvrw9HR8dsx8QzNTXF0KFDERAQAE9PT7i5ueH58+fYuXMnHBwc0L59+1wdw7hx43D58mX06tULvXr1gpaWFvbs2QOJRIJJkybluO2lS5fg7+8PNzc31KhRA/r6+oiIiMCBAwdkrYsyKHvPGzRoEEJCQjB27Fh06dIF1atXR3x8PM6ePYtZs2ahSpUqqFy5MpycnLBkyRLEx8fDxMQEwcHBSEtLy9Wxfy2nczFnzhwMHjwYbdu2RefOnVGyZElERUXh2rVrMDQ0lI31l51mzZrhjz/+UGjp+TWxWIxFixYhKSkJy5cvh4mJCXr37g1AtTHcQkNDMXnyZBQrVgz169dXeG+pWbOm3GvNzs4OLi4u2LZtW673BQBDhgzB8ePHMXjwYPTt2xcmJiY4dOgQIiIi4O/vr9At3cTEBL169ULnzp0RGxuLLVu2wNraWm7ynm7duiEkJASenp74+eefER4ejqNHjyp0hVTm/p1x/1y6dClat24NHR0dNG3aNMsuwbt378bVq1fxyy+/KEwcZG5ujgYNGmT7d/D29kZ8fDzq1auHkiVL4s2bN9i+fTuqVq0qG39Nmdd6XtxjcvN5IzY2Fo8fP0avXr2+WS8REamXSpMmVK5cGREREdl+0CQi+pZmzZrhyJEj2LhxI86cOYNdu3ZBV1cXdnZ28PLykvsg/zUdHR0EBARg1qxZWL58OSwsLNC/f38YGxvLtQxwcXHBvXv3EBwcjJiYGBgZGcHR0RGLFi2Su3/NmTMHvr6+8PPzQ2pqKkaNGgVbW1vY2NjgwIEDCAgIQFBQED58+ABTU1NUq1YNI0eOVPnYe/TogSJFiuDq1as4e/YskpKSULx4cTRo0ABDhw5FtWrVst02YwysuXPnIigoCGKxGM2bN8fIkSPRs2dPlcaRq1+/PubOnYv169dj3rx5KFu2LCZOnIjXr18rJNy8vLzg4+ODZcuW4dOnT+jUqRNq1KiB4sWLIyAgAL///jsWLlyIsmXL4tdff8XLly+VTriZm5tj3759WLlyJf744w/s2rULxYoVg42NDSZOnCj39zt69CgCAwORnJyMUqVKoW/fvhgxYkSujz2v1KhRA0ePHsXGjRtx/vx5HD58GGKxGBUrVsSQIUNkSaPixYtjzZo1mD9/PpYtWwZjY2O0b98e9evXx6BBg9QWv4GBAbZs2YI5c+Zg69at0NfXR8eOHeHs7IzRo0er9Lrq3LkzYmJisGfPHvz111+wsbHBwoULcfLkSYUud35+frCzs8P+/fuxYMECGBkZwd7eXqUu518rUqQItm3bhkWLFiEoKAhJSUmoUKEC/Pz8lJ4VU0dHB7///juWLFmCmTNnIi0tDX5+fjl+Dho9ejRMTU2xfft2+Pn5wcTEBN27d8evv/6aqxmTgS+fu3bs2IHFixdj7dq1EAQBjo6OWLhwYZaD32fWokULfPz4EZcuXcLVq1cRHx8PY2NjODo6YuDAgahXr55sXWXveQYGBrLuj3/88QeCgoJgZmaG+vXryw3svmjRIvj4+GDdunUwNjZG165dUbduXQwcODBXx59ZTueibt262LNnD1atWoXt27cjOTkZFhYWcHR0VBjXKytdunTB9u3bcevWLbkZPLOiq6uLgIAADBw4EHPmzIGxsTHatWun0jH9+++/SE1NRVxcHKZNm6bwfObXWkbrvW/NwJkTc3Nz7N69GwsXLsT27dvx+fNn2NnZYc2aNfjpp58U1h82bBgeP36MdevW4ePHj6hfvz5mzJghN6xBo0aN4OXlhcDAQMybNw/29vaye11myty/HR0dMXbsWOzevRsXL16EVCrFmTNnsky4ZbT+ypjtOzMXF5ccE27t27fH3r17sXPnTiQkJMDCwgI///wzRo8eLUs6KvNaz4t7TG4+b5w6dQq6urr4+eeflaqbiIjURySo8LP6hQsXsGTJEowdOxbVq1dXeANURwsDIqIf2enTpzFy5Ejs3LkzT2Z7IwKAzZs3w8/PDxcuXJBLpBBpqv79+6NEiRJYuHChukPJ0p9//omhQ4fi8OHDcmOo0Y+jY8eOcHFxyTI5S0REBYtKCbfMU5RnbnKf0QQ/LCwsb6IjIiIFnz59kpvlLD09HR4eHrh//z4uXbqk9lnpqHD6+nX1+fNndOzYEVKpFCEhIWqMjOi/c/fuXfTu3RshISGwtLRUdzgK5s+fj3fv3mHx4sXqDoXU4MKFCxg7dixOnz4NMzMzdYdDRETfoFLC7VuzL7m4uKgcEBER5Wz69On49OkTnJ2dIZFIcOrUKdy+fRu//vorhg4dqu7wqJDy9PREmTJlUKVKFSQlJeHIkSN48uQJFi1apHJXOSIiIiKiH5VKCTciIlKfjPFvXr58ic+fP8Pa2ho9e/b87sHl6ce2efNm7N+/H69fv0Z6ejpsbGzg6emJ1q1bqzs0IiIiIqJCR6WEW+Yp3rPyremviYiIiIiIiIiINNV3j+EmqyjTWG4cw42IiIiIiIiIiH5U2qps9HULt9TUVISFhWH58uUYP358ngRGRERERERERERUGOXpGG7Xr1/H77//joMHD+ZVlURERERERERERIWKSi3csmNmZobnz5/nZZUq03X2UHcIlA887pxVdwiUDzY5uak7BCKiHxbfWzUT31s1E69XzbQsmUMyaaIiRYuqO4QCYZiovFLrrRFe5Gsc6qBSwu3Ro0cKZe/evcP69euzHN+NiIiIiIiIiIh+LLpi0bdX0lAqJdw6duwIkUiEr3ujOjk5Ye7cuXkSGBERERERERERFV5aP26+TbWE25kzZ+Qei8VimJqaQk9PL0+CIiIiIiIiIiKiwk1L9ONm3FRKuFlaWuZ1HEREREREREREpEF+5C6lYlU2mjNnDrZu3apQvn37dnYpJSIiIiIiIiIiaImUWzSRSgm3kJAQ1KxZU6Hc2dkZISEh3x0UEREREREREREVbloikVJLbu3YsQNubm5wcHBAt27dEBoamuP6CQkJmDVrFho2bAh7e3u0bNkSf/75p6qHpRSVupR++PABRkZGCuWGhoZ4//79dwdFRERERERERESFm04+jOEWHBwMPz8/zJo1CzVq1MCWLVswaNAgnDx5EmZmZgrrSyQSDBw4EGZmZli+fDlKliyJN2/ewNjYOM9jy0ylhJu1tTUuXrwIa2trufILFy6gXLlyeRIYEREREREREREVXvnRXTQwMBDdu3dHly5dAACzZs3C+fPnceDAAQwZMkRh/QMHDiA+Ph67d++Gjo4OAKBs2bJ5H9hXVEq4DRgwAL6+voiLi0O9evUAAFeuXEFgYCCmTZuWpwESEREREREREVHhk9ezlEokEjx48ABDhw6VlYnFYri6uuL27dtZbnP27Fk4OTlh9uzZOHPmDExNTdG2bVsMHjwYWlpaeRpfZiol3Lp27QqJRII1a9Zg1apVAL7MXDpz5kx07NgxL+MjIiIiIiIiIqJCSNkWbhKJBBKJRK5MV1cXurq6cmXv379Henq6QtdRMzMzPHv2LMu6X716hatXr6Jdu3ZYt24dwsPDMWvWLKSlpWHUqFHKH0wuqZRwA4BevXqhV69eiIuLg56eHgwMDPIyLiIiIiIiIiIiKsR0xcpl3NauXYuAgAC5slGjRmH06NHfHYMgCDAzM4Ovry+0tLRgb2+PqKgobNy4sWAm3NLS0nD9+nWEh4ejbdu2AICoqCgYGhoy+UZERERERERE9INTtkvpoKFDMXDgQLmyr1u3AUDx4sWhpaWF2NhYufLY2FiYm5tnWbeFhQW0tbXluo9WrFgR0dHRkEgkWe4nLyiVcEtJSUHRokVlj1+/fg1PT09ERkZCIpGgQYMGMDQ0xPr16yGRSDB79ux8CZaIiIiIiIiIiAoHZbuUZtV9NLv1qlevjitXrsDd3R0AIJVKceXKFfTp0yfLbWrWrIljx45BKpVCLBYDAF68eAELC4t8S7YBgFiZlTZv3ow9e/bIHs+dOxf29va4fv069PT0ZOXNmzfH1atX8z5KIiIiIiIiIiIqVHTFIqWW3Bg4cCD27t2LoKAgPH36FDNnzkRKSgo6d+4MAJg8eTIWL14sW79nz5748OED5s6di+fPn+P8+fNYu3YtevfunafH+jWlWri1b98eY8eOxdu3bzF27FjcunULu3btUsgEWlpaIioqKl8CJSIiIiIiIiKiwkPZFm650bp1a8TFxWHFihWIjo5G1apVsWHDBlmX0sjISFlLNgAoXbo0Nm7cCD8/P7Rv3x4lS5ZEv379MHjw4LwPLhOlEm6WlpbYuXMn/Pz8AHxprieVShXWe/v2LcdvIyIiIiIiIiIipcdwy60+ffpk24V027ZtCmXOzs7Yu3dvvsSSHaW6lAJf+snOmDEDANCgQQNs2bJF7vmPHz/C398fTZo0ydsIiYiIiIiIiIio0MmPLqWFhUqzlHp5eWHQoEFo3bo1JBIJJk6ciBcvXqB48eJYsmRJXsdIRERERERERESFTH50KS0sVEq4lSpVCocPH0ZwcDAePXqE5ORkdO3aFe3atUORIkVyVVd0dDTu3r2LmJgYAIC5uTlq1KgBCwsLVUIjIiIiIiIiIqICIL+6lBYGKiXcAEBbWxvt27dH+/btVdo+OTkZPj4+CA4OhkgkgomJCQAgPj4egiCgTZs2mD17NooWLapqiEREREREREREpCZa2kqPZKZxVDryoKAgnD9/XvZ4wYIFqF27Nn755Re8fv1aqTrmzp2Le/fuYe3atQgNDcXly5dx+fJlhIaGYt26dQgNDcXcuXNVCY+IiIiIiIiIiNRMrCVSatFEKiXc1qxZAz09PQDA7du3sWPHDkyaNAnFihWTzWT6LadOnYKfnx8aNWoELS0tWbmWlhYaNmyIefPmISQkRJXwiIiIiIiIiIhIzURaYqUWTaRSl9K3b9/C2toaAHD69Gm0bNkSPXr0QM2aNdG3b1+l6pBKpdDR0cn2eR0dHUilUlXCIyIiIiIiIiIiNRNpaOs1ZaiURtTX18eHDx8AAJcuXYKrqysAQE9PD58/f1aqjp9++gk+Pj54+PChwnMPHz7EzJkz0bRpU1XCIyIiIiIiIiIiNdPS0VJq0UQqtXBzdXWFt7c3qlatihcvXqBJkyYAgCdPnsDS0lKpOnx8fDBhwgR07twZJiYmMDU1BQDExcUhISEBDRs2hI+PjyrhERERERERERGRmmnq+GzKUCnhNmPGDCxbtgyRkZFYsWIFihcvDgB48OAB2rRpo1QdJiYm2LBhA54+fYo7d+4gJiYGAGBubg4nJydUqlRJldCIiIiIiIiIiKgA+JG7lKqUcDM2Ns6y9dmYMWPkHs+cORNjxoyRtV7LSqVKlZhcIyIiIiIiIiLSMFq6mtldVBn5OhXEkSNH8PHjx/zcBRERERERERERFUAisUipRROp1MJNWYIg5Gf1RERERERERERUQIm18rWdV4GWrwk3IiIiIiIiIiL6MYl1f9yEm1qPPD09HTdu3EBCQoI6wyAiIiIiIiIiojwm1hIrtWgitR6VlpYWPDw8EB8fr84wiIiIiIiIiIgoj4m0REotmkjtXUorV66MiIgIlCtXTt2hEBERERERERFRHtHS4Syl+aJ9+/YwMDDIcZ1x48Zh/vz5OHfuHN69e4ekpCS5hYiIiIiIiIiICh+xlkipRROp3MItISEB+/fvx9OnTwF8aanWpUsXGBkZydaZNWvWN+sZMmQIAGD48OEQif73RxYEASKRCGFhYaqGSEREREREREREapJf3UV37NiBjRs3Ijo6GlWqVMFvv/0GR0fHb253/Phx/Prrr2jWrBlWrVqVL7FlUCnhdu/ePXh6ekJPT092QIGBgVi9ejU2bdqE6tWrK13X1q1bVQmBiIiIiIiIiIgKMFE+TIgQHBwMPz8/zJo1CzVq1MCWLVswaNAgnDx5EmZmZtluFxERgfnz56N27dp5HlNWVEq4+fn5wc3NDb6+vtDW/lJFWloavL29MW/ePOzYsUPpulxcXFQJgYiIiIiIiIiICjAtnbxPuAUGBqJ79+7o0qULgC+9K8+fP48DBw7IelF+LT09HRMnTsTo0aNx69YtJCQk5HlcX1PpyO/fvw9PT09Zsg0AtLW14enpifv37+e6vps3b2LixIn45ZdfEBUVBQA4dOgQbt68qUp4RERERERERESkZmItsVKLsiQSCR48eABXV9f/7UMshqurK27fvp3tditXroSZmRm6dev2XceTGyol3AwNDREZGalQHhkZ+c1JEr4WEhKCQYMGoUiRInjw4AEkEgkAICkpCWvXrlUlPCIiIiIiIiIiUjORlkipRSKRKEyimZEfyuz9+/dIT09X6DpqZmaGmJiYLGO4efMm9u/fD19f33w5xuyolHBr3bo1pk+fjuDgYERGRiIyMhLHjx+Ht7c32rRpk6u6Vq9ejVmzZmHOnDlyLeZq1qyJhw8fqhIeERERERERERGpmVhHW6ll7dq1qFWrltySF42wkpKSMHnyZPj6+sLU1DQPjkh5Ko3hNnnyZNm/6enpXyrS1kbPnj0xceLEXNX1/PnzLAesMzIy+k/61BIRERERERERUd5Ttrvo0KFDMXDgQLkyXV1dhfWKFy8OLS0txMbGypXHxsbC3NxcYf1Xr17h9evXGD58uKxMKpUCAKpVq4aTJ0/CyspKqRhzS6WEm66uLry9vTFhwgSEh4cDAKysrFC0aNFc12Vubo7w8HCULVtWrvzWrVsoV66cKuEREREREREREZGaKTtLqa6ubpYJtqzWq169Oq5cuQJ3d3cAXxJoV65cQZ8+fRTWr1ixIo4ePSpXtmzZMnz8+BHTp09HqVKllIpPFSol3DIULVoUdnZ23xVA9+7dMXfuXMybNw8ikQhRUVG4ffs25s+fjxEjRnxX3YXZjOEd4dGpMYoZ6ePy3X8xet5W/Bv+LsdtylgUw7yx3dCygQP0i+ji6at38Jy5CX8/fAEAkNzelOV2Xkv3YsnWk3l9CJRJkxF90WLSUBiXskDE3TDsGT0DL27czXb9oibG6DB3Ipw7t4K+qQniXr7GvnGzcf/EeQDA3Od/wax8WYXtzq/cit2jfPLrMCgLvFY1E8+rZuJ51Tx8f9VcvF41C69VzbR7925s2bIFMbGxsLW1hdeUKXBwcMh2/VOnTmHlqlV48+YNrKysMG7sWDRq1Ej2vCAIWLV6NQ4ePIjExEQ4OTlh+rRpsLa2/i8Oh/KJWOe70k5ZGjhwIKZMmQJ7e3s4Ojpiy5YtSElJQefOnQF86Y1ZsmRJTJgwAXp6erC1tZXb3tjYGAAUyvOa0kc+atQo/P777zA0NMSoUaNyXDcgIEDpAIYMGQKpVIoBAwYgJSUFffr0ga6uLjw8PNC3b1+l69EkEwf8jJE93THIZwNevI7BzBGdcGzlBNToMh2fJWlZblPMSB/nN0/Dnzceod2opYh5nwgbq5L4kPBRtk4593Fy27Rs4Ih1MwYg6Myt/DycH16t7m3RdYk3dg7zxotrt+E2zgOjQ7Zipp0bEqNjFdbX0tHB2D+2IfFdLNZ1HY4Pr6Ngam2J5A//62LtV6c9xFpassdl7G0x7vQO/L0v+D85JvqC16pm4nnVTDyvmofvr5qL16tm4bWqmU6GhGDR4sXwnj4dDg4O2LFjB4aPGIHDhw/DLItxsu7cuQOvqVMxZvRoNG7cGMEnTmDc+PHYvXs3KtvYAAACN2/Grp074evrC0tLS6xctQrDR4xA0MGD0NPT+68PkfKIKNO1mldat26NuLg4rFixAtHR0ahatSo2bNgg61IaGRkJsVilKQvylNIJNyMjoyz//71EIhGGDx+OQYMGITw8HMnJyahUqVKuZzvVJKN7NYff+qM4ev4OAGDgbxsQcXoZOjStib0h17PcZtLA1oh4G4fBM//3y92LN/IzdETFyo+J1/4nJ5y/8QjPX0fn7QGQHPdfPXFp/W5c2bwPALBz2HQ4tHGDq0d3hMxfrbC+q0d3GJgWwwLXLpCmfflQGfsyQm6dpJg4ucctvYbj3b8v8M+fV/PpKCgrvFY1E8+rZuJ51Tx8f9VcvF41C69VzbRt2zZ07twZHTt2BAB4e3vjwsWLOHToEAZ5eCisv2PnTri6umLAgAEAgFEjR+Lq1avYvXs3fvP2hiAI2LFjBwYPHoymTZsCAOb4+sKtWTOcPXcOP7dq9V8dGuUxZbuU5lafPn2y7EIKfHl95uT333/Pj5AUKH3kfn5+MDQ0lP0/pyU3pk6diqSkJOjq6sLGxgaOjo4wMDBAcnIypk6dmruj0QAVLC1Q2qIYzl773wytCUkpuH7/Geo6Vsp2u7ZNnHDr4QvsWjAcEWeW4fquGfDo1Djb9UuYGuPnho7YfOhinsZP8rR0dGBVyx5hpy/JygRBQNjpS6hYv2aW29Ro745nV/5Gz5WzseDtDfx2LwStpo6AKJsMvZaODur26YjLm/bmyzFQ1nitaiaeV83E86p5+P6quXi9ahZeq5opNTUVYWFhqFe3rqxMLBajXt26CA0NzXKb0NBQufUBwLV+fdn6r1+/RkxMDOpmWsfIyAgODg4IvZt992Mq+LR0tJVaNJHa29gdOnQInz9/Vij/9OkTDh8+rIaI1Kuk+Ze+xFFx8r/AvYtNQCkzk2y3q2BpgaHdmuLf8Ci0HbEEa/edx9LJvdC3nWuW6/dt54rE5E8IOssm9PnJ0Lw4tLS1kRAl/wtrYlQ0jEtZZLmNeUUr1OzaGmItLQS0HohgX3+4TxiM1t6js1zfqWMLFC1mjCub9+d5/JQ9XquaiedVM/G8ah6+v2ouXq+ahdeqZnr//j3S09NhZmYmV25mZoaYmJgst4mJiclx/Yx/FdYxNUVMrGLXYyo8RFpipRZNpHQasWPHjhCJREqtGxQU9M11kpKSIAgCBEHAx48f5fpkp6en48KFCzDNou+3pun5cz2s9O4ne9xhzDKV6hGLRbj18AV+CzgIALjzOBzVbSwxuOtP2Hb0ssL6Azo0wq4TV7MdB4PURyQWIfFdDLYPmQpBKkX43/dRzLIkWkwaiuOzlyus7zqoBx6cOI/4yJwHEqbvw2tVM/G8aiaeV8oK318LJl6v9DVeq0SaJbvWqT8CpRNuGdOt5pXatWtDJBJBJBKhZcuWCs+LRCKMHp31rxia5Oifd3D9/jPZY73/b0pZ0tQYb2PiZeUlzIxx93F4tvVExnxA2LM3cmWPnr9Bp2a1FNZt4FwZdhVKo7fXmu8Nn74hKeY90tPSYFzSXK7cqKQFEt5mPV5IfGQ00lNTIUilsrK3YU9hUroEtHR0kJ6aKis3tbJEVfcGWNt5WP4cAMnwWtVMPK+aiedV8/H9VXPwetVsvFY1U/HixaGlpYXYr1qexcbGygat/5q5uXmO62f8GxsbCwuL/7V+jI2Lg10+zyRJ+UtTW68pI1ezlOalrVu3QhAE9O/fH/7+/jAx+V8TcR0dHZQpUwYlS5bM030WREnJn5CU/EmuLDL6A5rWrYa7/7wCABgZFIGLfUWs23cu23qu3PkXttal5MoqW5VCeKRi89uBHRvh1sMXCP3/+in/pKemIvzWfVRp5oq7h08B+JJMrtLMFecDtma5zdNLN+HSqwNEIhEEQQAAlLStgA9vouQ+YACA68BuSHwXi3vHz+bvgRCvVQ3F86qZeF41H99fNQevV83Ga1Uz6ejooGrVqrh2/Trc3NwAAFKpFNeuX8cvv/yS5TaOjo64dv263CD3V69ehaOjIwDA0tIS5ubmuHb9OqpUqQLgS6+4e/fuoVu3bvl8RJSftHQ1c3w2ZXxXqvH+/fs4fPgwDh8+jIcPH357g0xcXFxQt25dnDlzBu7u7nBxcZEtzs7OP0SyLTv+O//AVM+2aNvECfY2lgj09cSb6A84fO5v2Ton10zE8B5ussfLt59CXYeKmOLRBpXKlcAvrerCs0sTrNkj/+ZjZFAEXZrXwaagC//Z8fzoTi/ZgIaDe6Jevy4oVaUSeq6eC10DfVwO/DJT04Ati9Fx3mTZ+hdWb4e+qQm6L5+BEpUrwL51U7SaNgJ/rpT/UCISiVB/YFdc2XIA0vT0//SY6Ateq5qJ51Uz8bxqHr6/ai5er5qF16pm6tu3Lw4ePIgjR47g2bNnmDN3LlJSUtCxQwcAwHRvbyxfsUK2fu9evXD58mVs2boVz58/x+rVq/Hg4UNZgk4kEqF3795Yv349zp8/jydPnsDb2xsWFhZw+/9ZS6lwEonFSi2aSKVUY2xsLMaPH4/r16/D2PjLwKYJCQmoW7culi5dmqux154+fYrIyEjUrl0bALBjxw7s3bsXNjY28PHxkWv59qNYtPkEDIrqYZV3fxQz0selO0/QbuQSuTEmKpYrAfNiRrLHtx6+QLcJKzFndBdMH9IeL15HY8LCXdh1Qn5q7O4t60IEYM/Ja//V4fzwbu09BiMLU7SbPR7GpSwQcScM/q36I/Hdl4FBTa0sIUgF2frvIyKxomV/dFv6G34LPYkPr9/i7PJAhMyX7/ZQxb0hzKzLckYmNeK1qpl4XjUTz6vm4fur5uL1qll4rWqmVi1b4v3791i1ejViYmJgZ2eHVatWySY9eBsZCXGmMeCdnJzgN28eAlauhL+/P6ysrLBs6VJUtrGRrTNwwACkpKRgtq8vEhMT4ezsjFWrVsmN906Fz4/cpVQkZLTTzYVx48bh1atXWLBgASpV+jI997///ospU6bA2toaS5YsUbqudu3aYeLEiWjSpAkeP36MLl26wMPDA9euXUPFihXh5+eX2/AAALrOHiptRwWbxx02F9dEm5zcvr0SERHlC763aia+t2omXq+aaVlymLpDoHxQpGhRdYdQIMQGTFJqPbNRC/M5kv+eSi3cLl68iMDAQFmyDQBsbGwwY8YMeHjkLtEVEREhq+fUqVNwc3PDr7/+igcPHmDIkCGqhEdERERERERERGom1tJSdwhqo1LbPqlUCh0dHYVybW1tSDPNJqMMHR0dfPr0ZaDUy5cvo0GDBgAAExMTJCUlqRIeERERERERERGpmUhLrNSiiVQ6qnr16mHu3LmIioqSlUVFRcHPzw/169fPVV01a9aEn58fVq5ciXv37uGnn34CALx48QKlSpXKeWMiIiIiIiIiIiqQxDraSi2aSKWEm4+PD5KSktCsWTO4u7vD3d0dzZo1Q1JSEn777bdc16WtrY2QkBDMmDFDNjvphQsX0KhRI1XCIyIiIiIiIiIiNfuRW7iplEYsXbo0goKCcPnyZTx79gwAUKlSJbi6uua6rjJlymDt2rUK5dOmTVMlNCIiIiIiIiIiKgA0NZmmDKUTbi4uLjh58iRMTU0xdepUTJ8+HQ0aNJCNuaaqN2/e5Ph8mTJlvqt+IiIiIiIiIiL674m1Fcf//1EonXBLTU3Fx48fYWpqikOHDmHSJOWmdv0WNzc3iESibJ8PC+MUyUREREREREREhY74x52lVOmEm5OTE0aMGAF7e3sIgoA5c+ZAT08vy3X9/PyUDuDQoUNyj1NTUxEWFobAwECMHz9e6XqIiIiIiIiIiKgAEbNL6TctXLgQmzdvRnh4OAAgMTERnz9//u4AqlSpolDm4OCAEiVKYOPGjWjRosV374OIiIiIiIiIiP5bIi22cPsmc3NzTJw4EcCXbqALFixA8eLF8y2wChUq4N69e/lWPxERERERERER5SNtXXVHoDYqte0bM2YMDAwMFMolEolCF9FvSUpKklsSExPx9OlTLFu2DNbW1qqER0REREREREREaiYSi5VacmvHjh1wc3ODg4MDunXrhtDQ0GzX3bt3L3r16oU6deqgTp06GDBgQI7r5xWlW7hlNnXqVDRq1AhmZmZy5R8/fsTUqVPRsWNHpeuqXbu2wqQJgiCgdOnSWLJkiSrhERERERERERGRuuXDpAnBwcHw8/PDrFmzUKNGDWzZsgWDBg3CyZMnFfJUAHDt2jW0adMGNWvWhK6uLjZs2AAPDw8cP34cJUuWzPP4MqiUcBMEIcuZRaOiomBkZJSrurZu3Sr3WCwWo3jx4rC2toa2tkrhERERERERERGRmom0dfK8zsDAQHTv3h1dunQBAMyaNQvnz5/HgQMHMGTIEIX1Fy9eLPd4zpw5CAkJwZUrV3LVYCy3cpXR6tixI0QiEUQiEfr37y+XEEtPT0dERAQaNWqUqwBcXFxytT4RERERERERERUCedzCTSKR4MGDBxg6dOj/diEWw9XVFbdv31aqjpSUFKSlpcHExCRPY/tarhJu7u7uAICwsDA0bNhQbhw3HR0dWFpaKjWr6JkzZ5TeZ7NmzXITIhERERERERERFQRKJtwkEgkkEolcma6uLnR15SddeP/+PdLT0xW6jpqZmeHZs2dK7WvRokUoUaIEXF1dlVpfVblKuI0aNQrp6emwtLREgwYNUKJECZV2OnLkSKXWE4lECAsLU2kfRERERERERESkPiId5bqUrl27FgEBAXJlo0aNwujRo/M0nnXr1iE4OBhbt26Fnp5entb9tVwPkqalpQUfHx8EBwervNNHjx6pvC0RERERERERERUCSrZwGzp0KAYOHChX9nXrNgAoXrw4tLS0EBsbK1ceGxsLc3PzHPexceNGrFu3DoGBgahSpYpScX2P3M+9CqBy5cqIiIjI61iIiIiIiIiIiEhDiMRaSi26urowNDSUW7JKuOnq6qJ69eq4cuWKrEwqleLKlStwdnbONo7169dj1apV2LBhAxwcHPLlWL+mUsJt3LhxmD9/Ps6dO4d3794hKSlJblHGlStX0Lp16yzXT0xMRJs2bXDjxg1VwiMiIiIiIiIiIjUTaesoteTGwIEDsXfvXgQFBeHp06eYOXMmUlJS0LlzZwDA5MmT5WYmXbduHZYvX4558+bB0tIS0dHRiI6OxsePH/P0WL+W6y6lAGTTrA4fPhwikUhWLgiC0uOubdmyBd27d4ehoaHCc0ZGRujRowc2b96MOnXqqBIiERERERERERGpUx7PUgoArVu3RlxcHFasWIHo6GhUrVoVGzZskHUpjYyMhFj8v/Zlu3fvRmpqKsaMGSNXT36MEZeZSgm3rVu3fveOHz9+jEmTJmX7fIMGDbBp06bv3g8REREREREREamBWKWOld/Up08f9OnTJ8vntm3bJvf47Nmz+RLDt6iUcHNxcfnuHcfExEBbO/vda2trIy4u7rv3Q0RERERERERE/z2RVt63cCssVEq4AUBCQgL279+Pp0+fAvgykUKXLl1gZGSk1PYlS5bEkydPYG1tneXzjx8/hoWFharhERERERERERGROmkrTnzwo1Cpbd+9e/fQvHlzbN68GfHx8YiPj0dgYCDc3d3x4MEDpepo0qQJli9fjs+fPys89+nTJ/j7+6Np06aqhEdERERERERERGomEouVWjSRSi3c/Pz84ObmBl9fX1m30LS0NHh7e2PevHnYsWPHN+sYPnw4Tp06hZYtW6J3796oUKECAODZs2fYuXMn0tPTMWzYMFXCIyIiIiIiIiIidcuHSRMKC5USbvfv35dLtgFfxlzz9PREly5dlKrD3Nwcu3fvxsyZM7FkyRIIggAAEIlEaNiwIXx8fGQzTBARERERERERUSEjVnkks0JPpSM3NDREZGQkKlWqJFceGRkJAwMDpeuxtLTE+vXrER8fj5cvXwIArK2tYWJiokpYRERERERERERUQAgizewuqgyVEm6tW7fG9OnTMWXKFDg7OwMA/v77byxYsABt2rTJdX0mJiZwdHRUJRQiIiIiIiIiIiqImHDLncmTJ8v+TU9P/1KRtjZ69uyJiRMn5l10RERERERERERUOGlxDLdc0dXVhbe3NyZMmIDw8HAAgJWVFYoWLZqnwRERERERERERUeHELqUqKlq0KIyNjWX/JyIiIiIiIiIiAsAupbmVlpaGgIAAbNu2DcnJyQAAfX199OnTB6NGjYKOjk6eBklERERERERERIUMZynNHV9fX/zxxx+YNGkSnJycAAB37txBQEAAPnz4gFmzZuVljEREREREREREVMiwS2kuHTt2DEuWLEGTJk1kZVWqVEHp0qXx66+/MuFGRERERERERPSjY8Itd3R1dVG2bFmF8rJly7I7KRERERERERERASKRuiNQG5VSjb1798aqVasgkUhkZRKJBKtXr0afPn3yLDgiIiIiIiIiIiqcBLG2UosmUumowsLCcOXKFTRu3BhVqlQBADx69AipqamoX78+Ro0aJVs3ICAgbyIlIiIiIiIiIqLCQ8wupblibGyMli1bypWVLl06TwIiIiIiIiIiIiINwDHccsfPz0+p9W7dugWJRAJdXV1VdkNERERERERERIWVhnYXVUa+phoHDx6MqKio/NwFEREREREREREVQIJIrNSSWzt27ICbmxscHBzQrVs3hIaG5rj+iRMn0KpVKzg4OKBdu3b4888/VT0kpeVrwk0QhPysnoiIiIiIiIiICiqRWLklF4KDg+Hn54eRI0ciKCgIVapUwaBBgxAbG5vl+n///TcmTJiArl274tChQ2jWrBlGjhyJf/75Jy+OMFs/bmdaIiIiIiIiIiLKP2It5ZZcCAwMRPfu3dGlSxfY2Nhg1qxZKFKkCA4cOJDl+lu3bkWjRo3g6emJSpUqYdy4cahWrRq2b9+eF0eYLSbciIiIiIiIiIgoz+V1l1KJRIIHDx7A1dVVViYWi+Hq6orbt29nuc2dO3dQv359ubKGDRvizp07Kh2Tsn7c0euIiIiIiIiIiCj/KJlMk0gkkEgkcmW6uroKk3C+f/8e6enpMDMzkys3MzPDs2fPsqw7JiYG5ubmCuvHxMQoFZuq8jXhJhKJ8rP6HHncOau2fVP+2eTkpu4QKB/weiUiUh++t2omvrdqJl6vmmmZugMgykdSKJcXWr92LQICAuTKRo0ahdGjR+dHWP+JfE24cdIEIiIiIiIiIqIfk1TJvNDQoUMxcOBAubKvW7cBQPHixaGlpaUwQUJsbKxCK7YM5ubmCq3Zclo/r6g0hturV6/w4sULhfIXL14gIiJC9vj27dsoV66cysEREREREREREVHhJCi56OrqwtDQUG7JKuGmq6uL6tWr48qVK7IyqVSKK1euwNnZOcsYnJyccPXqVbmyy5cvw8nJKQ+OMHsqJdymTp2a5WB0d+/exdSpU787KCIiIiIiIiIiKtykgnJLbgwcOBB79+5FUFAQnj59ipkzZyIlJQWdO3cGAEyePBmLFy+Wrd+vXz9cvHgRmzZtwtOnT+Hv74/79++jT58+eXmoClTqUvrw4UPMnTtXodzJyQm+vr7fHRQRERERERERERVu6bnNpimhdevWiIuLw4oVKxAdHY2qVatiw4YNsi6ikZGREIv/176sZs2aWLRoEZYtW4YlS5agfPnyWLlyJWxtbfM8tsxUSriJRCJ8/PhRoTwxMRHp6enfHRQRERERERERERVu+TWyf58+fbJtobZt2zaFsp9//hk///xzPkWTNZW6lNapUwdr166VS66lp6dj3bp1qFWrVp4FR0REREREREREhVN+dCktLFRq4TZx4kT07t0brVq1Qu3atQEAN2/eRFJSErZs2ZKnARIRERERERERUeGTruQspZpIpRZuNjY2OHLkCH7++WfExsbi48eP6NChA06cOJHvfWCJiIiIiIiIiKjgEwTlFk2kUgs3AChZsiR+/fXXvIyFiIiIiIiIiIg0hKZ2F1WGygk3AEhJScGbN2+QmpoqV16lSpXvCoqIiIiIiIiIiAq3H7lLqUoJt7i4OEydOhUXLlzI8vmwsLDvCoqIiIiIiIiIiAq3HzjfptoYbnPnzkVCQgL27t2LIkWKYMOGDfj9999hbW2N1atX53WMRERERERERERUyEgFQalFE6nUwu3atWtYtWoVHBwcIBKJUKZMGTRo0ACGhoZYu3YtfvrppzwOk4iIiIiIiIiICpN0zcylKUWlFm7JyckwNTUFAJiYmCAuLg4AYGtri4cPH+ZddEREREREREREVCj9yLOUqpRwq1ChAp4/fw4AsLOzw549exAVFYXdu3fDwsIiTwMkIiIiIiIiIqLCRwpBqUUTqdSltF+/foiOjgYAjBo1Cp6enjh69Ch0dHTw+++/52mARERERERERERU+Ghq6zVlqJRw69Chg+z/9vb2OHfuHJ49e4bSpUvLupoSEREREREREdGPK12q7gjUR6WE29eKFi2K6tWr50VVRERERERERESkATS1u6gyVEq4paen4+DBg7h69SpiY2MhlcqnLLdu3frdgSUnJ+PBgweoU6fOd9dFRERERERERET/LXYpzaW5c+ciKCgITZo0QeXKlSESifI6LoSHh6Nfv34ICwvL87qJiIiIiIiIiCh/pab/uBk3lRJux48fx7Jly9CkSZO8joeIiIiIiIiIiDSA9Adu4qZSwk1HRwdWVlbftWMXF5ccn09PT/+u+omIiIiIiIiISH3SmXDLHQ8PD2zduhU+Pj4qdyeVSCTo2bMnbG1ts3z+9evXWLlypUp1ExERERERERGRerFLaS7dunUL165dw4ULF1C5cmVoa8tXExAQ8M06qlSpglKlSqFTp05ZPv/o0SMm3IiIiIiIiIiICil1dyn98OEDfH19ce7cOYjFYrRo0QLTp0+HgYFBtuv7+/vjr7/+QmRkJExNTeHu7o6xY8fCyMgoV/tWKeFmbGyM5s2bq7KpzE8//YTExMRsnzcxMUHHjh2/ax9ERERERERERKQe6u5SOnHiRERHRyMwMBCpqamYNm0afHx8sHjx4izXf/fuHd69e4cpU6bAxsYGr1+/xsyZM/Hu3TusWLEiV/sWCYJmdqgdJiqv7hAoH2xyclN3CJQPPO6cVXcIREQ/LL63aia+t2omXq+aKeEye3ZpoiJFi6o7hAIh5PE7pdZraVciz/f99OlTtG7dGvv374eDgwMA4MKFCxgyZAj+/PNPlCxZUql6Tpw4gUmTJuHOnTsKPTxzIlYpaiIiIiIiIiIiohxIBUGpJT/cvn0bxsbGsmQbALi6ukIsFiM0NFTpepKSkmBoaJirZBugYpfSjh07ZjlZgkgkgq6uLqytrdGpUyfUq1dPleqJiIiIiIiIiKiQU3bOBIlEAolEIlemq6sLXV1dlfcdExMDU1NTuTJtbW2YmJggOjpaqTri4uKwatUq9OjRI9f7V6mFW6NGjfDq1SsULVoUdevWRd26daGvr4/w8HA4ODggOjoaAwcOxOnTp1WpnoiIiIiIiIiICjllW7itXbsWtWrVklvWrl2bZZ2LFi2CnZ1djsvTp0+/O/akpCQMHToUlSpVwqhRo3K9vUot3N6/f4+BAwdi5MiRcuWrVq3CmzdvsGnTJqxYsQKrVq2Cu7u7KrsgIiIiIiIiIqJCLDVdqtR6Q4cOxcCBA+XKsmvd5uHhgU6dOuVYX7ly5WBubo64uDi58rS0NMTHx8PCwiLH7ZOSkuDp6QkDAwOsXLkSOjo6ShyFPJUSbidOnMDBgwcVytu0aYPOnTtjzpw5aNOmDQIDA3OsJz09HX///Tfs7OxgbGysSihERERERERERFQAKdulNDfdR01NTRW6imbF2dkZCQkJuH//Puzt7QEAV69ehVQqhaOjY7bbJSUlYdCgQdDV1cXq1auhp6en3EF8RaUupXp6erh9+7ZC+e3bt2WBCILwzaC0tLTg4eGB+Ph4VcIgIiIiIiIiIqICSp2TJlSqVAmNGjXCb7/9htDQUNy6dQu+vr5o06aNbIbSqKgotGrVSjaJQlJSEjw8PJCcnIy5c+ciKSkJ0dHRiI6ORnp6eq72r1ILtz59+mDGjBm4f/++bLaHe/fuYf/+/Rg6dCgA4K+//kLVqlW/WVflypURERGBcuXKqRIKEREREREREREVQKnKNnHLJ4sWLYKvry/69+8PsViMFi1awNvbW/Z8amoqnj9/jpSUFADAgwcPcPfuXQBA8+bN5eo6c+YMypYtq/S+RYKgWirxyJEj2LFjB54/fw4AqFChAvr06YN27doBAD59+gSRSPTNVm4XLlzAkiVLMHbsWFSvXh36+vpyzxsaGqoSHoaJyqu0HRVsm5zc1B0C5QOPO2fVHQIR0Q+L762aie+tmonXq2ZKuLxS3SFQPihStKi6QygQttx6pdR6/WtpXiMslVq4AUD79u3Rvn37bJ8vUqSIUvUMGTIEADB8+HCIRCJZuSAIEIlECAsLUzVEIiIiIiIiIiJSk/R86i5aGKiccMsrW7duVXcIRERERERERESUx9TdpVSdlE64ubi44OTJkzA1NUWdOnXkWqN97fr160oH4OLiovS6RERERERERERUOOTXhAiFgdIJt6lTp8rGU5s2bVqeBnHz5k3s3r0bERERWL58OUqWLIlDhw6hbNmyqF27dp7ui4iIiIiIiIiI8h+7lCqhU6dOWf7/e4WEhGDy5Mlo164dHjx4AIlEAuDLVKxr165lwo2IiIiIiIiIqBCSpEnVHYLafNcYbrGxsYiNjYVUKv8HrFKlitJ1rF69GrNmzULHjh1x/PhxWXnNmjWxevXq7wmPiIiIiIiIiIjUJF3KFm65cv/+fXh5eeHp06cQvmoemNuZRZ8/f55lKzYjIyMkJCSoEh4REREREREREakZE265NG3aNJQvXx5z586FmZlZjhMofIu5uTnCw8NRtmxZufJbt26hXLlyKtdLRERERERERETqw4RbLr169Qr+/v6wtrb+7gC6d++OuXPnYt68eRCJRIiKisLt27cxf/58jBgx4rvrL2yajOiLFpOGwriUBSLuhmHP6Bl4ceNutusXNTFGh7kT4dy5FfRNTRD38jX2jZuN+yfOAwDmPv8LZuXLKmx3fuVW7B7lk1+HQdmYMbwjPDo1RjEjfVy++y9Gz9uKf8Pf5bhNGYtimDe2G1o2cIB+EV08ffUOnjM34e+HLwAAktubstzOa+leLNl6Mq8PgTLh9aqZeF41E8+r5uJ7q+bh9aq5eL1qlt27d2PLli2IiY2Fra0tvKZMgYODQ7brnzp1CitXrcKbN29gZWWFcWPHolGjRrLnBUHAqtWrcfDgQSQmJsLJyQnTp03Lk7wDqQ/HcMul+vXr49GjR3nywh8yZAikUikGDBiAlJQU9OnTB7q6uvDw8EDfvn2/u/7CpFb3tui6xBs7h3njxbXbcBvngdEhWzHTzg2J0bEK62vp6GDsH9uQ+C4W67oOx4fXUTC1tkTyh/91xfWr0x5iLS3Z4zL2thh3egf+3hf8nxwT/c/EAT9jZE93DPLZgBevYzBzRCccWzkBNbpMx2dJWpbbFDPSx/nN0/DnjUdoN2opYt4nwsaqJD4kfJStU859nNw2LRs4Yt2MAQg6cys/D+eHx+tVM/G8aiaeV83F91bNw+tVc/F61SwnQ0KwaPFieE+fDgcHB+zYsQPDR4zA4cOHYWZqqrD+nTt34DV1KsaMHo3GjRsj+MQJjBs/Hrt370ZlGxsAQODmzdi1cyd8fX1haWmJlatWYfiIEQg6eBB6enr/9SFSHvmRW7iJhK8HYVNCXFwcvLy84OjoiMqVK0NbWz5v16xZs1wHIpFIEB4ejuTkZFSqVAkGBga5riOzYaLy37W9Oky5eggvb9zF7tEzAHwZD8/v1RWc89+CkPmKE0g0GtobLSYNwYwqzSBNy/pN6mvdlvrAoa0bfCr/lJeh/2c2ObmpOwSVvTy1BMu2hWDpthAAgLFhUUScXgbPGRuxN+R6ltvMHdMV9WvYwG3Q70rvZ/+SUTDUL4JWwxblSdz/BY87Z9UdQq7xetVMPK+aiec1Z3xv/Ta+t/53eL3mjNfrtxXG6zXh8kp1h5Brvfv0QfXq1TFt6lQAgFQqRYuWLdGzZ08M8vBQWH/S5MlISUlBgL+/rKxP376ws7PDb97eEAQB7s2bo1/fvujfvz8AIDExEW7NmmH27Nn4uVWr/+bA8lCRokXVHUKBMPX4Q6XW82tTLZ8j+e+JVdnozp07+PvvvxEQEICxY8di5MiRsmXUqFG5qmvq1KlISkqCrq4ubGxs4OjoCAMDAyQnJ2Pq/1+8PwItHR1Y1bJH2OlLsjJBEBB2+hIq1q+Z5TY12rvj2ZW/0XPlbCx4ewO/3QtBq6kjIBJnfVq1dHRQt09HXN60N1+OgbJXwdICpS2K4ey1/91sEpJScP3+M9R1rJTtdm2bOOHWwxfYtWA4Is4sw/VdM+DRqXG265cwNcbPDR2x+dDFPI2f5PF61Uw8r5qJ51Vz8b1V8/B61Vy8XjVLamoqwsLCUK9uXVmZWCxGvbp1ERoamuU2oaGhcusDgGv9+rL1X79+jZiYGNTNtI6RkREcHBwQejf7LuVU8H1Okyq1aCKVEm5z5sxB+/bt8ddff+HRo0dyS25mKAWAQ4cO4fPnzwrlnz59wuHDh1UJr1AyNC8OLW1tJETFyJUnRkXDuJRFltuYV7RCza6tIdbSQkDrgQj29Yf7hMFo7T06y/WdOrZA0WLGuLJ5f57HTzkraW4MAIiKk595911sAkqZmWS7XQVLCwzt1hT/hkeh7YglWLvvPJZO7oW+7VyzXL9vO1ckJn9C0Fk2oc9PvF41E8+rZuJ51Vx8b9U8vF41F69XzfL+/Xukp6fDzMxMrtzMzAwxMTFZbhMTE5Pj+hn/KqxjaoqYWMXu5FR4pEsFpRZNpNIYbu/fv8eAAQNgbm6u8o6TkpIgCAIEQcDHjx/l+mSnp6fjwoULMM2i7zf9j0gsQuK7GGwfMhWCVIrwv++jmGVJtJg0FMdnL1dY33VQDzw4cR7xkTkPTErfr+fP9bDSu5/scYcxy1SqRywW4dbDF/gt4CAA4M7jcFS3scTgrj9h29HLCusP6NAIu05czXYcDFIfXq+aiedVM/G8Fkx8b6Ws8HotmHi9ElEGTU2mKUOlhFuLFi1w7do1WFlZqbzj2rVrQyQSQSQSoWXLlgrPi0QijB6d9S9Tmigp5j3S09JgXFI+iWlU0gIJb6Oz3CY+MhrpqakQpP9rfvk27ClMSpeAlo4O0lNTZeWmVpao6t4AazsPy58DIDlH/7yD6/efyR7r6Xy51EqaGuNtTLysvISZMe4+Ds+2nsiYDwh79kau7NHzN+jUrJbCug2cK8OuQmn09lrzveHTN/B61Uw8r5qJ51Vz8L1V8/F61Ry8XjVb8eLFoaWlhdivWp7FxsZm2yjH3Nw8x/Uz/o2NjYWFxf9atMbGxcHO1jYvw6f/mCRdM7uLKkOlLqXly5fH4sWL4eXlhU2bNmHr1q1yizK2bt2KzZs3QxAErFixAlu2bJEtO3fuxLlz5zB8+HBVwiuU0lNTEX7rPqo0+1/zaJFIhCrNXPHsyt9ZbvP00k2UsCkPkUgkKytpWwEf3kTJfbgAANeB3ZD4Lhb3jhfOAXQLm6TkT3j66p1sefjsDSKjP6Bp3f8NBGlkUAQu9hVxLfRptvVcufMvbK1LyZVVtiqF8EjFZtUDOzbCrYcvEPrPq7w7EMoSr1fNxPOqmXheNQffWzUfr1fNwetVs+no6KBq1aq4dv1/k11IpVJcu34djo6OWW7j6Ogotz4AXL16Vba+paUlzM3N5dZJSkrCvXv34FijRj4cBf1XfuQupSol3Pbt2wd9fX1cv34d27dvx+bNm2XLli1blKrDxcUFdevWxZkzZ+Du7g4XFxfZ4uzsjJIlS6oSWqF2eskGNBzcE/X6dUGpKpXQc/Vc6Bro43LgPgDAgC2L0XHeZNn6F1Zvh76pCbovn4ESlSvAvnVTtJo2An+ulE96ikQi1B/YFVe2HIA0Pf0/PSb6H/+df2CqZ1u0beIEextLBPp64k30Bxw+978PkCfXTMTwHv+bfWr59lOo61ARUzzaoFK5EvilVV14dmmCNXvkPygaGRRBl+Z1sCnown92PD86Xq+aiedVM/G8ai6+t2oeXq+ai9erZunbty8OHjyII0eO4NmzZ5gzdy5SUlLQsUMHAMB0b28sX7FCtn7vXr1w+fJlbNm6Fc+fP8fq1avx4OFD/PLLLwC+XKO9e/fG+vXrcf78eTx58gTe3t6wsLCAW9OmajlGyhs/csIt111KBUHAtm3bYGZmhiJFinx3AE+fPkVkZCRq164NANixYwf27t0LGxsb+Pj4wMQk+0E0Nc2tvcdgZGGKdrPHw7iUBSLuhMG/VX8kvvsygKSplSWETC/E9xGRWNGyP7ot/Q2/hZ7Eh9dvcXZ5IELmyzejruLeEGbWZTkbk5ot2nwCBkX1sMq7P4oZ6ePSnSdoN3KJ3BgTFcuVgHkxI9njWw9foNuElZgzugumD2mPF6+jMWHhLuw6cVWu7u4t60IEYM/Ja//V4fzweL1qJp5XzcTzqrn43qp5eL1qLl6vmqVVy5Z4//49Vq1ejZiYGNjZ2WHVqlWySQ/eRkZCnKnlqZOTE/zmzUPAypXw9/eHlZUVli1diso2NrJ1Bg4YgJSUFMz29UViYiKcnZ2xatUqufHeqfCRpP24P3KIBEHIVSpRKpXC0dERx44dQ/ny5b87gHbt2mHixIlo0qQJHj9+jC5dusDDwwPXrl1DxYoV4efnp1K9w0TfHxsVPJuc3L69EhU6HnfYtYOISF343qqZ+N6qmXi9aqaEyyvVHQLlgyJFi6o7hAKhx+br314JwJ4BLvmy/w8fPsDX1xfnzp2DWCxGixYtMH36dBgYGHxzW0EQMHjwYFy8eBErV66Eu7t7rvad6y6lYrEY1tbW+PDhQ243zVJERAQqVaoEADh16hTc3Nzw66+/wsfHBxcusEkwEREREREREVFhlCYVlFryy8SJE/Hvv/8iMDAQa9aswc2bN+Hj46PUtlu2bJEbIzS3VBrDbcKECViwYAH++ecflXecQUdHB58+fQIAXL58GQ0aNAAAmJiYICkp6bvrJyIiIiIiIiKi/546x3B7+vQpLl68iDlz5qBGjRqoXbs2vL29cfz4cURFReW4bVhYGDZt2oR58+apvP9cj+EGAFOmTEFKSgo6dOgAHR0dhbHcrl9XrskgANSsWRN+fn6oWbMm7t27h2XLlgEAXrx4gVKlSuW8MRERERERERERFUiSNKna9n379m0YGxvDwcFBVubq6gqxWIzQ0FA0b948y+1SUlIwYcIE+Pj4wMLCQuX9q5RwmzZtmso7/JqPjw9mzZqFkJAQzJgxQzY76YULF9CoUaM82w8REREREREREf13lG29JpFIIJFI5Mp0dXWhq6ur8r5jYmJgamoqV6atrQ0TExNER0dnu52fnx+cnZ1zPWbb11RKuHXq1Om7dppZmTJlsHbtWoXyvEzqERERERERERHRf0vZhNvatWsREBAgVzZq1CiMHj1aYd1FixZh/fr1OdYXHBysfJCZnDlzBlevXkVQUJBK22emUsIts8+fPyM1NVWuzNDQUOnt37x5k+PzZcqUUSkuIiIiIiIiIiJSn3Qlu5QOHTEUAwcOlCvLrnWbh4fHNxuClStXDubm5oiLi5MrT0tLQ3x8fLZdRa9evYrw8HDUqVNHrnz06NGoXbs2tm3b9q1DkVEp4ZacnIxFixbhxIkTWc5WGhYWpnRdbm5uOc76kJu6iIiIiIiIiIioYBAE5Vq45ab7qKmpqUJX0aw4OzsjISEB9+/fh729PYAvCTWpVApHR8cstxkyZAi6desmV9auXTtMnToVTZs2VSq+DCol3BYuXIhr165h5syZmDx5Mnx8fBAVFYU9e/ZgwoQJuarr0KFDco9TU1MRFhaGwMBAjB8/XpXwiIiIiIiIiIhIzYR8moFUGZUqVUKjRo3w22+/YdasWUhNTYWvry/atGkjmz8gKioK/fv3x4IFC+Do6AgLC4ssW7+VKVMG5cqVy9X+VUq4nTt3DvPnz0fdunUxdepU1K5dG9bW1ihTpgyOHj2K9u3bK11XlSpVFMocHBxQokQJbNy4ES1atFAlRCIiIiIiIiIiUqP0NPUl3IAv4735+vqif//+EIvFaNGiBby9vWXPp6am4vnz50hJScnzfauUcIuPj5dl9gwNDREfHw8AqFWrFmbNmpUngVWoUAH37t3Lk7qIiIiIiIiIiOi/pWyX0vxSrFgxLF68ONvny5Yti8ePH+dYx7eez45KCbeyZcsiIiICZcqUQcWKFXHixAk4Ojri3LlzMDIyylVdSUlJco8FQcC7d+8QEBAAa2trVcIjIiIiIiIiIiI1k6qxS6m6qZRw69KlCx49egQXFxcMGTIEw4YNw/bt25GWlgYvL69c1VW7dm2FSRMEQUDp0qWxZMkSVcIjIiIiIiIiIiI1kyo5S6kmUinhNmDAANn/XV1dceLECTx48ABWVlZZjsmWk61bt8o9FovFKF68OKytraGtrVJ4RERERERERESkZlI1dylVpzzJaFlaWsLS0lKlbV1cXPIiBCIiIiIiIiIiKkDUOUupuqmUcJszZw6srKzQr18/ufLt27fj5cuXmD59eo7bnzlzRul9NWvWTJUQiYiIiIiIiIhIjZhwy6WQkBCsXr1aodzZ2Rnr1q37ZsJt5MiRSu1HJBIhLCxMlRCJiIiIiIiIiEiN0tM5hluufPjwIcvZSA0NDfH+/ftvbv/o0SNVdktERERERERERIWE8OPm2yBWZSNra2tcvHhRofzChQsoV67cdwdFRERERERERESFm1QqKLVoIpUSbgMGDMDChQuxYsUKXL9+HdevX8fy5cuxePFiuRlMc3LlyhW0bt0aSUlJCs8lJiaiTZs2uHHjhirhERERERERERGRmknTpEotmkilLqVdu3aFRCLBmjVrsGrVKgBfZiqdOXMmOnbsqFQdW7ZsQffu3WFoaKjwnJGREXr06IHNmzejTp06qoRIRERERERERERqJBU0s/WaMlRKuAFAr1690KtXL8TFxUFPTw8GBgYK69y6dQsODg7Q1dVVeO7x48eYNGlStvU3aNAAmzZtUjU8IiIiIiIiIiJSox95llKVupRmZmpqmmWyDQAGDx6MqKioLJ+LiYmBtnb2+T5tbW3ExcV9b3hERERERERERKQG6WlSpRZN9N0Jt5wIOTQdLFmyJJ48eZLt848fP4aFhUV+hEVERERERERERPlMEASlFk2Urwm3nDRp0gTLly/H58+fFZ779OkT/P390bRpUzVERkRERERERERE30uQCkotmkjlMdy+1/Dhw3Hq1Cm0bNkSvXv3RoUKFQAAz549w86dO5Geno5hw4apKzwiIiIiIiIiIvoO6Wlp6g5BbdSWcDM3N8fu3bsxc+ZMLFmyRNaEUCQSoWHDhvDx8YG5ubm6wiMiIiIiIiIiou8gSNPVHYLa5GvCTSQS5fi8paUl1q9fj/j4eLx8+RIAYG1tDRMTk/wMi4iIiIiIiIiI8hkTbrkgCAIiIyNhZmYGPT29b66rDBMTEzg6OuY2FCIiIiIiIiIiKqCE9B834ZbrSRMEQUCLFi0QGRn5zXVv376NcuXKqRQYEREREREREREVXtI0iVJLfvnw4QMmTJiAmjVronbt2pg2bRo+fvz4ze1u376Nfv36wcnJCTVr1kTv3r3x6dOnXO071wk3sVgMa2trfPjwIbebEhERERERERHRD0KQpiu15JeJEyfi33//RWBgINasWYObN2/Cx8cnx21u374NT09PNGzYEPv27cP+/fvRu3dviMW5S6HlOuEGABMmTMCCBQvwzz//qLI5ERERERERERFpOHUm3J4+fYqLFy9izpw5qFGjBmrXrg1vb28cP34cUVFR2W7n5+eHvn37YsiQIahcuTIqVqyI1q1bQ1dXN1f7V2nShClTpiAlJQUdOnSAjo4OihQpIvf89evXVamWiIiIiIiIiIg0RHo+dhf9ltu3b8PY2BgODg6yMldXV4jFYoSGhqJ58+YK28TGxuLu3bto164dfvnlF4SHh6NixYoYN24cateunav9q5RwmzZtmiqbERERERERERHRD0LZ1msSiQQSiXxyTldXN9etyjKLiYmBqampXJm2tjZMTEwQHR2d5TavXr0CAAQEBGDy5MmoWrUqDh06hAEDBuDYsWMoX7680vtXKeHWqVMnVTYjIiIiIiIiIqIfhLIJt7Vr1yIgIECubNSoURg9erTCuosWLcL69etzrC84OFj5IDORSqUAgB49eqBLly4AgGrVquHKlSs4cOAAJkyYoHRdKiXcACA8PBwHDhzAq1evMH36dJiZmeHPP/9EmTJlULlyZVWrJSIiIiIiIiIiDSBNVa5L6dChv2LgwIFyZdm1bvPw8PhmQ7By5crB3NwccXFxcuVpaWmIj4+HhYVFlttllFeqVEmuvFKlSnjz5k2O+/yaSgm369evY/DgwahZsyZu3LiB8ePHw8zMDI8fP8aBAwewYsUKVaolIiIiIiIiIiINoWwLt9x0HzU1NVXoKpoVZ2dnJCQk4P79+7C3twcAXL16FVKpFI6OjlluU7ZsWZQoUQLPnz+XK3/x4gUaN26sVHwZVJqldPHixRg3bhwCAwOho6MjK69Xrx7u3LmjSpVERERERERERKRB1DlLaaVKldCoUSP89ttvCA0Nxa1bt+Dr64s2bdqgZMmSAICoqCi0atUKoaGhAACRSIRBgwZh27ZtOHnyJF6+fIlly5bh2bNn6Nq1a672r1ILt3/++QeLFi1SKDc1NcX79+9VqZKIiIiIiIiIiDSINC1VrftftGgRfH190b9/f4jFYrRo0QLe3t6y51NTU/H8+XOkpKTIygYMGACJRAI/Pz/Ex8ejSpUq2LRpE6ysrHK1b5USbkZGRoiOjka5cuXkysPCwmRZQiIiIiIiIiIi+nHlV+s1ZRUrVgyLFy/O9vmyZcvi8ePHCuVDhgzBkCFDvmvfKnUpbdOmDRYtWoTo6GiIRCJIpVLcunUL8+fPR8eOHb8rICIiIiIiIiIiKvyk0nSlFk2kUsJt/PjxqFixIn766SckJyejTZs26NOnD5ydnTF8+PC8jpGIiIiIiIiIiAoZIT1dqUUTqdSlVFdXF3PmzMHIkSPxzz//4OPHj6hWrRrKly+fx+EREREREREREVFhJE2TqDsEtVGphVtAQABSUlJQunRpNGnSBK1bt0b58uXx6dMnBAQE5HWMRERERERERERUyKhzllJ1UynhtnLlSiQnJyuUp6SkYOXKld8dFBERERERERERFW4/csJNpS6lgiBAJBIplD969AgmJibfHVReWCO8UHcIlA/WqDsAIiIiDcP3VqLCg9crERU2ktub1B2C2uQq4VanTh2IRCKIRCK0bNlSLumWnp6O5ORk/PLLL3keJBERERERERERUWEhEgRBUHbloKAgCIKAadOmYdq0aTAyMpI9p6OjA0tLSzg7O+dLoERERERERERERIVBrhJuGa5fv46aNWtCW1ulHqlEREREREREREQaS6VJEwwMDPD06VPZ49OnT2PEiBFYsmQJJJIfd8pXIiIiIiIiIiIilRJuPj4+ePHiBQDg1atXGD9+PIoWLYqTJ09i4cKFeRkfERERERERERFRoaJSwu3FixeoWrUqAODEiRNwcXHB4sWL4efnh1OnTuVpgERERERERERERIWJSgk3QRAglUoBAFeuXEHjxo0BAKVLl8b79+/zLjoiIiIiIiIiIqJCRqWEm729PVavXo1Dhw7hxo0b+OmnnwAAERERMDc3z8v4iIiIiIiIiIiIChWVEm7Tpk3Dw4cP4evri2HDhsHa2hoAEBISAmdn5zwNkIiIiIiIiIiIqDARCYIg5FVlnz9/hlgsho6OTl5VSUREREREREREVKio1MItO3p6eky2EdEPY/78+Rg2bBjy8HcLIiIiAvjeqqF4XonoR6JSwq1KlSqoWrVqtgupLvObUMbEFFT4ff3hgh82Cj+JRAIzMzO8e/cO06ZN4znVIDyXRIXHxIkTceDAAXWHQXko4x4sEokAAK9eveJ9WUNIpVLZeU1LS1NzNERE+U9blY0CAgLkHqelpSEsLAxBQUEYPXp0ngT2IxIEQfYmtHnzZlhaWqJJkybQ1dVVc2T0PaRSKcTiL7ntN2/ewNjYGIaGhmqOir6Xrq4u+vTpAwMDAxw+fBheXl6YP3++usOi7/T19SqVSqGnpwcLCwsA8vdpKlx47jRPXFwcdHR04Ofnh6JFi6J169bqDom+U8Z1mnEv3rRpE65du4Y1a9aoOzT6TpcuXUKlSpVQqlQpLF68GKmpqfDy8lJ3WERE+UqlhJu7u7tCWatWrWBjY4Pg4GB069btuwP70WT+kpeQkICdO3dCLBZDV1cXrq6u7KpbiGWc16VLl+LcuXOIj49Hv3794ObmhgoVKqg5OlJFxvVapEgRlC1bFtWrV8e+fftQtGhRzJgxg1/qCylBEGTX6/Lly3HlyhWEh4fDwcEBNWrUwIgRI3huC6nM77GA4pd6KpxMTU0xZswYGBoawsfHBwCYdCvElixZgmLFimHAgAGy6zIlJQWVK1eGSCRi0rwQS05OxqxZs1C0aFFUr14dISEh2L17t7rDojzA91GinKmUcMuOk5OT7AMP5U7Gjer333/H8+fPUbp0aTx+/BjTp0/H3LlzmXQr5E6cOIEjR45g8uTJuH37Ng4ePIjnz5+jb9++sLOzU3d4lEsZ16ufnx9u3LgBW1tbWFtb49SpU/j8+TPmzZvHLwWFUMY5CwgIwM6dO7FkyRKUKFECa9aswYoVK9C8eXNUrlxZzVGSKjKu2a1bt+Lhw4cwNDREhw4d4ODgwC8LhVRaWhq0tbVRunRpuLu7Iy4uDlOmTIGenh6aNWum7vAol5KTk/HgwQMkJydDX18fXbp0gY6ODqKjo2FgYAAAfF8txPT19REcHAwXFxe8fPkSK1as4PupBsj8/nnmzBm8ePECBgYGsLW1Rc2aNdUcHVHBkGefMD99+oStW7eiRIkSeVXlDycoKAj79+/H2LFjsXjxYhw/fhzVqlWDl5cXLl26BIlEou4QSUlfj78nEonQq1cv/Pzzz5g2bRoGDx6Mhw8fYsuWLXj8+LGaoqTcSk9Pl/3/r7/+wuHDh+Ht7Y3ff/8dBw4cwIABA3D//n1Mnz5djVHS94iLi8OtW7fg5+eHBg0aIDIyEufOnYOvry8qV67M+3Ahk/levGzZMqxatQopKSm4f/8+PDw8cPnyZYjFYo6ZWghpa3/5zXjp0qVYsWIFEhISoKOjg4kTJyI4OFjN0VFuCIIAfX19LFmyBGXKlMGhQ4ewf/9+AMDnz59zHOuLY7sVbJnvrbGxsdDR0YGpqSn8/f0REREhe47nsXDKSLYtWLAAvr6+uHr1Ki5evIjhw4fj+PHjao6OqGBQqYVbnTp15H5lEgQBHz9+RJEiRbBw4cI8C+5HEx0djapVq8LW1hZaWloQiURYt24dPDw8MHv2bPj4+MDV1ZVjuhVwmbul7du3Dy9fvsSrV6/g5OQkW6djx44AvrS22LZtG3r27Inq1aurIVpSxvTp09GrVy9Ur14d6enp0NLSQmxsLPT09GBjYwPgy5huPXv2REJCArZv346iRYvC29ubv8gXcF93URKLxYiIiECZMmVw/vx5jB8/HpMnT0a3bt0gkUiwb98+ODo6wsHBQY1Rk7Iyj8cnEomwdu1a1KhRAxEREVizZg08PT2xYcMGuLq6sqVbIXTkyBFs3boVGzZsQJUqVfD06VPs2bMH3t7eEIvFaNWqlbpDJCVkdO82MTGBj48PZs+ejaCgIOjq6kJbWxtmZmb4999/IRKJIBaLIRaL8fbtW9SsWZO9PwqwzPfUv//+G9WqVcO1a9eQlJSEX375BWPHjsXy5ctRtmxZ2ftwamoqz2khExwcjKNHj8Lf3x9OTk7Yu3cvzp07x0kxiP6fSgm3qVOnyn1BEYlEMDU1RY0aNWBiYpJnwf0oMr7wpaSk4PXr17JfbT9//gw9PT30798fQ4cOxZw5c+Dt7Y0GDRrwzaiAyvzhYunSpdi6dSvs7e1x7949PH78GLVq1YKjoyOAL0k3kUiEpUuXoly5cky4FVCvX7/GixcvMGLECKxbt07WBdjS0hL6+vp48OAB6tevDwAwMjJC9+7dcejQIQQFBaF48eIYNWqUOsOnHGS+XpOSkmBgYABdXV1YWVlhx44dCAkJweTJk9GzZ08AX14Lf/31F0qVKqXOsCmXTp06hTFjxqBChQpo164dAKBs2bIYM2YMRCIRhgwZgvXr16N+/focI6qQefnyJZycnFCrVi0AgKOjI4yNjZGYmAgvLy8ULVoUTZo0UXOUlJOMa04sFkMQBJiYmOC3337DzJkzsXfvXjx58gTJyckIDg7Gu3fvkJqaiiJFisDOzg7r169Xd/iUjczvr0uWLMFff/2FAQMGoGnTpjAyMsLGjRvh4eGB8ePHY9GiRShdujSmTp2K8uXLcwK+Au7rMVCfPXsGV1dXODk54dSpU/j9998xY8YMdOjQAR8/fsTbt29RqVIldYdNpDYigW14/3PZ/Yr+9u1bdO/eHU2aNIGvr6+s/Pr16zh79ixevHiB27dvY8GCBRzTrYD7559/sG/fPrRr1w6Ojo44ffo0tm/fjiJFimDEiBGypBsAXLhwAQ0aNICWlpYaI6acPH78GP7+/rh79y42bNgAOzs7REVFYciQIbCyssK4ceNkHyaePn2KpUuXonXr1mjVqhVbzBRQme/Da9aswatXr+Dh4YFKlSph165dmDVrFtq2bYsFCxZALBYjMTEREyZMwKdPnxAYGMjrtRB58OABAgMDcfLkSWzduhU1a9aUfWF49+4dAgICsHfvXuzbt48tFwuZXbt2Yd26ddi1a5dcIvzYsWOYOHEiAGDjxo1o0KCBukKkHGS+D3/+/BlaWlqyH53fv3+PefPm4dmzZ6hTpw6GDx8ua11uZGQEExMTaGlpMUlewK1YsQK7d+/GokWL4OTkBH19fdlz7969w8CBA/H+/XtYWFjg8+fPOHr0KL/fFGCZr7fExEQYGRlh3bp1eP/+PWrVqoVJkybJfqgUBAEnTpzAs2fPMGDAABgaGqo5eiL1UDrh9ujRI6UrrVKlisoBabrMHy4OHTqEsLAwiMViVK1aFe3bt8e+ffuwadMmVKtWDRMmTEBiYiIWLVqE8uXLY/r06RgzZgxOnTqFDRs2oGHDhmo+GsrKH3/8gdmzZ6N48eJYv349SpYsKSvfuXMn9PT0MHLkSIUvdhldFangyPzB4tGjR7Kk2/r161G1alU8fPgQgwcPhr29PVxdXWFnZ4e1a9fCyMgIy5cvh0gk4nkt4BYtWoRDhw5h3LhxaNSokex6XblyJVatWgU3NzdIpVLEx8cjPj4eBw8ehI6ODrsfFlDZnZdHjx5h2bJluH37NjZv3oyqVavKru+3b9/iyJEj8PDwkH3Zp4Ilu/N669YtzJ49G82bN0e3bt1k1+/Nmzexa9cu1KtXD506deJ5LYAyn9NNmzbhzp07iIiIQJcuXVC/fn1UrFgR79+/x+zZsxEZGYkuXboonEu+vxZsz58/x+jRozFlyhQ0atQIcXFxePv2LS5fvoxy5cqhZcuWAID169ejSJEi6NmzJ7S1tWUTolDBcvbsWZQqVQrVqlXDggULEB0djYULF+Lw4cOYNWsWUlNTMW3aNFmvgKSkJIwdOxa2traYMmWKmqMnUh+lE25VqlSRTcmdY4UiEcLCwvIkOE22YMECHDt2DI0aNYK+vj62bdsGLy8v9OjRA2fOnEFAQACio6NhZGQEU1NT7NixA0WLFgUATJo0CSNGjECFChXUfBQE/O9DY8aXt/Pnz2Pfvn24dOkSAgMD4ezsLFv39OnT2L17NxITEzFv3jw2sS7AMs7n10m35cuX4969e1i3bh2qVauGR48eYeXKlfjnn38AAObm5ti8eTOTMoXAzZs3MWnSJCxcuBC1a9cGIJ9kDQ4Oxt27d/Hx40fY2NigT58+/DJQgGW+3u7fvy8rt7e3B/Dl+g0ICMCdO3dkSfOvW8fw3BY8mc/RgQMH8O7dO2hra2Pw4MEAgFWrVuHo0aNo3LgxmjdvjhIlSmDu3LkwNTWVzRjN81pwLV68GPv27cOwYcMQHR2NK1euwNraGsOGDYOdnR3ev3+POXPm4P79+5g0aRLc3d3VHTIpKSoqCsOGDcMvv/yCSpUq4cCBA7h//z5EIhGePXuGGTNmoFu3bnLbMIlaMEkkEnh6euLx48do1KgRzp49i127dsmGWZk/fz4CAwOxdOlSVKhQAWKxGPPnz0dcXBz27dsHbW1ttkalH5bSCbfXr18rXamlpaXKAf0ILl68iBkzZmDRokWoWbMmQkJCMH78ePj4+OCXX36RrXft2jUULVoU1atXh5aWFj59+oQiRYqoMXLKyZ9//ikbK+b69etYu3Yt3r17B19fX7kJE44dO4bQ0FB4eXkxGVNAZf7iHhsbi8TERJQvXx4A8OrVK8ydOxf379/H2rVrUb16dSQlJSEtLQ0JCQkoW7YsxGIxv+AVAn/88QeWLVuGPXv2QF9fXy5xnt2Hfn4ZKJgyf5BftmwZTp48CYlEAm1tbXTo0AEjR44E8CXptmrVKty5cwcBAQFy3fup4Ml8XpcuXYpt27bB0dERd+/eRbVq1bB48WKUKlUKmzZtwvnz53H9+nWUL18eurq6OHDgAHR0dPglrwA7ceIEli5diiVLlsDe3h5Xr16Vde23trbGuHHjYGNjg9jYWOzYsQMjR47k/beAyuoHxvfv32PGjBl48+YNHjx4gD59+qBhw4aoVasWxo0bh9q1a2PYsGFqiphU4erqiqSkJPz+++9o3bq13Gddb29vXLx4EQkJCbCxsUGRIkWwadMm6Ojo8LMT/dBUGsNt7dq1MDMzQ9euXeXK9+/fj7i4OAwZMiTPAtQEX78JHThwAMHBwdi4cSNOnTqFKVOmyFq3JSYm4vHjx7LWFhl4oyrYnjx5gnbt2qFz586YN28eAODKlSvYsWMHXr9+jZkzZ6JGjRoK27EFVMGT+cvZihUrcOnSJTx58gT16tVDnTp1MGDAADx79gxLly6VdS/9uhs9z2vhEBwcjKlTp+LEiRMoU6aMXGvVS5cuoVSpUrJZaKlwWLlyJXbs2IHly5ejYsWKWLNmDbZt2wZPT0/ZmF6PHj3C3LlzYWBggDVr1qg5YlJGdHQ0vL29MXbsWFSuXBkxMTHo378/jIyM4O/vjzJlyiAhIQHPnj0DADg4OEBLS4s/fBRwFy9exN9//42xY8fizJkzmDp1KiZOnAixWIx58+ahYcOGGDJkiKyVKsDPwwVR5s88T58+hZaWFooUKYJSpUohJiYGr1+/hkgkkvuBo0ePHmjVqhUGDhyorrApF6RSKT5+/Iju3bvD0NAQ0dHR8Pf3Vxge59GjR0hISECxYsVgY2PDH6CJAKj0jXDPnj2oWLGiQnnlypWxe/fu7w5K02S8CQUFBeHRo0cwMTGBgYEBDh06hClTpmDy5Mno0aMHgC9dnI4cOYLo6Gi5OvjhomCzsrLC/PnzcfLkSfz2228AgPr166NXr14oW7YsZs+ejZs3bypsx6RMwZORbFu1ahV27dqFoUOH4vjx40hMTMT27dvx7NkzVKpUCWPGjEGNGjXQsWNHhIeHy9XB81qwSKVS2f8z/8ZUrVo1VKpUCWvWrMHr169l500ikWDt2rU4e/bsfx4rqe7Jkyf4+++/sWDBAtSpUwf37t3DoUOH0L59ewQGBmLJkiUAvgyRMWfOHKxatUrNEZMyAgMDMWjQIKSlpaFkyZLQ0dFB6dKlsXPnTiQmJmLcuHEIDw+HsbExnJyc4OTkBC0tLaSnp/NLXgGS1e/7devWRZ8+fRAfH4/169fD09MT3bt3R8eOHVGqVCncv38fp06dktuen4cLFkEQZO+d/v7+GDVqFIYMGYLOnTvj/PnzMDc3R40aNeDo6Ijk5GS8fPkSnp6e+Pz5M/r27avm6CknmT87icViGBkZ4ejRo9i3bx8qVqyIUaNGyQ3fAAClSpWCi4sLbG1tIRaLIZVKeR+mH55K3wqjo6NhYWGhUG5qaqqQKPqRSSQS2f83btyIxYsXQywWo1ixYnj48KHs19qMwSVTUlKwc+dOCIIAc3NzdYVNKtDT00OrVq0wa9YsHDlyRJZ0c3V1Ra9evaCvr48DBw6oOUpShiAIiImJwcWLFzF79my4ubnh5cuXuHfvHoYNG4ZKlSpBKpXC1tYWo0aNwuDBg9mNvgDL/GVg7969WLx4MVauXCnrJty+fXs8evQI8+bNw59//ok//vgDI0aMQGJiIjw8PNQcPeVG6dKl0bhxYzg7O+PGjRvw8fHBr7/+Cj8/P7Rq1Qrr1q3DzJkzAQDW1tayLwNUsHx9TmrVqoWkpCTcv38fiYmJsnXMzc1lY6J6eHggMjJSbjsmZgoOqVQq+zErOjoaz58/hyAI/8fefcdVcayPH/8cqiAqooK9G1QUjRprYovGFnsvsWLvqIi9oaKAKNgoAqIoiCD23ltU1MRu7C2KBVAEpO7vD39n78GSmPu9kWPyvP+58Zzdfc25w+zOPDvzDMbGxuTLl4/nz5/z+PFjKlSoAMCTJ0+oUKECo0aNYsyYMQCyLFgP6dart7c3oaGhODs7s2bNGqpWrcrYsWPZtGkT8PZZvGnTJmbPnk1KSoqa1ysjIyM7f4L4CN1ZixcvXuTcuXPcvHlTDZ4tX76csmXLMnLkSM6fP09CQgKjR4/Gy8sL+E+AXF5ACwH/Vci5UKFCnDt3jmLFimX5/OzZs1hbW/9PCvYlGz16NJMmTVK3qL99+zZPnjxh+vTpfPXVVwD079+f2bNn8/LlSw4fPoyZmRkrV67kxYsXrFix4r1k7UL/BAQEEBcXx7hx44C3QbcffvgBRVGYPHkypqamTJ06lTp16mBhYYGdnV02l1h8Co1Gg4mJCampqVSvXp39+/czfvx4Jk6cSOfOnUlJSWH79u1UrVqV8uXLq8tJZZmL/nl3eXBAQAD16tXj8OHDHDlyhBkzZtC3b1/y5s3Lzp07GTZsGLa2tuTPnz/LYEDqVf98aNm2hYUFXbt2JUeOHOzevZt69erRvn17DA0NKVy4MHXr1uXu3btZzpXBgP7R1snVq1cpXLgw9vb2LF++nAEDBuDq6sqCBQvIkycPiqJgZWVFcHAw8+bNk/6nntJ96bFkyRKOHTvGrVu3qFmzJvb29jg4OGBiYoKNjQ0HDhwgMzOTkJAQDAwMaNu2LRqNRtI06Jmff/6Z2rVrq3Vy5coVTp8+zYIFC/j222/Zv38/0dHRVKtWjalTp6LRaGjXrh0tWrTAxsaGRo0ayZJvPabbZj09Pdm6dSvGxsY8evQIR0dH2rZtS758+Vi+fDkjRoygd+/elCxZkvT0dLZs2QJIgFyILJT/gq+vr1KzZk1l48aNysOHD5WHDx8q4eHhSs2aNZWVK1f+N5f8xxgxYoTSsmVLJSUlRVEURfn5558VW1tbpWbNmsr+/fuzHOvn56d06dJFqVy5stK1a1dl0KBBSmpqqqIoipKenv7Zyy4+3Zs3bxRvb2+lSpUqyvLly9/7ztnZWbG1tVXGjx+f5buMjIzPWUzxCTIzM9/77OXLl8oPP/ygjB07Vvnmm2+UkJAQ9bubN28qffv2VQ4cOPA5iyn+Dx48eKAMHTpU+fXXXxVFUZRXr14pP/74o9KpUyflwoUL6nF3795VYmNj1b+JtLS0bCmv+GO699EDBw4oa9asUdavX6/cunVLUZS39+CePXsqjo6OiqIoSnJysjJ8+HBl27ZtH7yG0D/Hjh1TbG1tlXXr1imvXr1SFEVRLl26pNSuXVsZOnSoEh8fryjK+/UofSf9tXz5cqV27drKwYMHlWfPnil9+vRRGjdurFy/fl1RlLd94vbt2ysNGjRQevbsqfaHP/SMFtnHx8dHadGihRIZGal+dvfuXWX16tVKZmamcvLkSaVevXrKmjVrFEVRlH79+inVq1dX1q5dm+U6cg/Wf8uWLVPq1aun/Pzzz4qiKMqcOXMUOzs7xcPDQ3nx4oV6XEREhBIZGan2maTvJERW/9VrBQcHB+Lj45k1axZpaWnA29k9Dg4ODB48+H8aEPySPH78mN9++w1nZ2dMTEzYt28fTZo0YciQIaxcuZILFy5Qs2ZNLCwsgLf/P3bo0IH4+Hhy5cpF/vz5Zft6PaW8M9vQ1NSUbt26kTNnTpYtW0ZmZqa6C56pqSklSpSgfv36xMXFyWwKPZaamoqJiQkAv//+O5aWlmg0GnLnzs2oUaOYNm0a3333HT169CAzM5M3b96wcOFCAOrXr5+dRRefKDAwkI0bN5I/f34KFSoEQK5cuQgODqZ37964uLjg5OTE119/TYkSJdTzJO+I/tLeRxcuXMju3bspVKgQuXPnZvbs2QQHB1OjRg3atWvH9OnTSUpKIiYmhoyMDJo1awZkfXsvst+7z1eAevXq0b17d5YtW4ahoSEtWrTAzs4Of39/Bg4cyJQpU3BxccHS0jLLeTIbVf8oikJcXBzHjh1jxowZNGzYkJMnT/Lrr78yefJkdeWHg4MDbdu2JTExkeLFi0uydT3VunVrLl68SGRkJIqi0KFDB0qUKEGbNm3QaDRERkby/fffq+lybGxssLa2Zvv27fTo0UNt63IP1j+645W7d+/y66+/MnPmTGrVqsW+ffvYsmULrVq1wtfXF4AePXpQsGBBOnTooF5DcmcK8b7/qkVoNBomTJjAsGHDuHXrFjly5FC3Yf830wZadu3axY4dOzh37hzVqlVjzJgxJCcn4+/vT8mSJWnRogWmpqbA27x3VlZW6jVkkKd/dB9AL168QKPRYGVlRf78+WnTpg2ZmZmsXLkSjUbDsGHDeP36NdevX6dZs2Z07NjxvWuI7Ld27VqaNGmiLvtesmQJe/fuJTMzk0aNGtGtWzdatWrFrVu3WL58OSNHjsTAwIDY2Fji4+OJjIxUk3LLAE+/ff/996xatYoHDx7w8OFDChQogKIo5M2blzVr1tC3b18mT57MkiVLsuw2K+1Vv23ZsoUtW7awfPly7O3t2bRpEwcOHFDzeDVr1gwDAwOOHDlC9erVcXJykiXCeigmJgYbGxv137rPyhkzZmBoaMiiRYtQFIVWrVqpQbcOHTpQsmRJdedZob+0aRpSUlKoUaOGmqbByclJTdOwdetWqlSpQrly5dQc0dIf1j+ZmZkUKlSIqVOnMnv2bDXo1rFjRywtLXn9+jU3btygcePG6pLRhIQE5s2bR5UqVSRdjh7TfRF169YtypQpQ4sWLfj22285d+4cc+bMYeTIkfz000+YmpoSFBREUlISI0eOJE+ePOp15PkqxPv+T0+ynDlzZtni+d/OysqK7t27M2vWLJ4/f86iRYvUYNqkSZNIT09n+vTpAFmCbrpkkKdfdDv/Pj4+7Nmzh9TUVCwsLPD29iZ//vx07NgRIyMj3Nzc2Lx5MxqNBmNjY9zc3ACZTaFvDh06xJo1a7hy5QrOzs5ER0cTFhbG1KlTOXfuHBcuXODmzZtMmzZN3Yk0KiqKXLlyYWdnR//+/TEyMpI373ro3cC2oigUL16c8PBwOnTowJIlS5g5cyYlS5YEwNLSkoCAAFxdXSlXrlw2lVr8N+7du0eLFi2wt7dnz549zJ49m9mzZ9O6dWtev35NSkoKHTp0oF27durfhLRZ/fLjjz9SrFgxVqxYAbzNi1q0aFEaNWqEsbExAFOnTkVRFFxdXdFoNDRr1oyKFSuyc+dOihcvnp3FFx/xsYBKUlISM2fO5PTp0zg5OakzoH7//Xe2b99O3rx5s9yHpd+kf7QbzdjY2DB9+nRmz57Npk2bMDAwoH379lhYWFCrVi38/Px4+fIl58+fJz09ncqVK0suPj2mWy9z584lNDSUn3/+maZNm5IjRw527dpFjRo16Nq1KwB58uShSpUqXL58mdy5c2dn0YX4ImgU5QP7dIu/TNvBWLduHXPnzqVcuXLY2dnRr18/ypYtqx7n4uJCREQETk5OdOzY8V8/K/BL4enpSUREBI6OjpQuXRonJydy5syJi4sLdnZ2ZGRkcOPGDfbu3Uvu3Lnp2bOnzKbQY2vWrGHHjh2UKVMGS0tLypQpQ/v27QHYsWMHYWFhmJiYMHnyZEqVKvXeQF3qVf/odhjv37/PmzdvKFWqFEZGRmg0Gh48eECnTp2ws7Nj2rRplCpV6r2BodTrl8PDw4PExETq1q3LhAkTsgzgIyMjefDgAQMHDsTc3Bz4eBBAZI9Vq1axadMmtm3bpn42YsQITpw4gaenJ3Xr1lWDbvB2o6l79+7Ru3dvOnXqRM6cOQFps/pG9z78/PlzcuXKRUZGBubm5uzZs4epU6dSo0YNli9fTkZGBikpKYwdO5aUlBRWrVoldfmF0NZzTEyMugFcu3bt6NSpExkZGXh6evLbb7+RL18+Zs+ejbGxsbTVL8CdO3fw9/enXbt2fPPNNyiKQmZmJkOHDiVPnjy4urpiYGDA8OHDcXBwoFq1aoA8X4X4MxJw+x97/vw5mZmZnD59mrVr11KiRAkGDRpEmTJl1GOcnJx4/Pgxa9asycaSik91+vRpXF1dcXZ2pmbNmhw+fJhx48ZhaWlJWloaK1asoGLFiu+dJ7Mp9I/uYCAoKIj9+/dz69YtJk6cSNu2bdXjduzYQXh4OCYmJowfP1596y6dCv2kW69Llixhx44dJCYmkjNnTsaMGUOtWrWwsrLiwYMHdOnSBTs7O5ydnbO8DBH66WMzIiIiIvDz8yMmJoZx48bRq1cvABISEnB0dKRChQo4Ojp+7uKKT7R+/Xp8fX3ZunUrfn5+ZGRkMH78eEaNGsWpU6dwdXWlXr166kvJ6dOnc/ToUWxtbdWd3IV+Ud7ZFfrw4cMkJSVha2tLnz59+Prrr1mxYgVLliyhYcOGGBkZ8fLlSzVNgwRlvizvBt3i4+Pp3Lkz7dq1A97OaNS+8JD+sP7bvn07ixcvJleuXPj5+ZE3b1712RsWFsaMGTNo0KABv//+O4qiEBUVhZGRkfSLhfgEMq/3fygjI4P8+fNjbW3Njz/+SMeOHbl37x6+vr7cunVLPW7hwoWsXr0aeNtBEfrN2NiYNm3aULNmTY4dO8bEiRMZN24cGzZswNDQkKlTp/Lrr7++d550LvSPdjkEQN++fWnevDnm5uZERkby9OlT9biWLVvSpUsXnjx5QkREhPq5dCr0j25AZunSpYSHhzNhwgQOHTqEtbU1ixcvZufOncTGxlKsWDE2bNjAsWPH2LBhQzaXXPwZ3bo9cOAABw4c4NSpUwB07NiR8uXLqzk1Hzx4wM2bNxk7diwvXrxg1KhRgDxj9ZGiKNjZ2VGuXDk6duxIcHAw3bp1A94GamrWrImzszPHjh0jLi4OeDt4X7lypRpsk3rVL5mZmerzccOGDaxdu5bu3bvTsmVLMjMz6dOnD2fOnGHo0KEEBgaSK1curK2tadCgAZs2bcLY2Jj09HQJtn1B3l1emjdvXiIiIggJCQHIMrtY+sP6LyMjAxsbG+7du0dqaioGBgbqxohdu3Zl7ty55M+fn3r16qnBtoyMDOkXC/EJZIbb30B3kBAeHk5kZCQlS5akb9++2NrafvA4od+ePXtG3rx5GTJkCOXLl2f8+PEkJSUxePBgzp8/T/369Vm+fHl2F1N8It22FxISwpYtWyhdujSOjo5qwmaAkydPUqtWLWmneujkyZPUqVNH/fe1a9eYOXMmQ4cOpUGDBhw/fpxRo0ZRrlw57ty5w6hRo2jRogVWVlY8ffqUfPnyyeDuC+Hu7s66desoUKAAz58/p1+/fowYMQKAgQMH8uTJE+7cuYOdnR3GxsYEBgbKbJkvwJAhQzh69Cj29vZ4eXllufeOHTuWs2fPUrhwYVJTU0lOTmbbtm0YGhpK30mPnT9/nvDwcL755hs1TcPTp09ZunQpu3btIjg4mPLly8ty/n8Q3Zlu48aNo1y5ckyfPl0CMV+gAwcOsHjxYszMzPDy8sLGxibL7ETde6/MWhTi00lL+Rto3/oYGBjQuXNnDAwM8PX1pVixYlkCbtJh1H/aTmGBAgWIjY3lwYMH6vbXhoaGWFtbs3nzZkqVKpXNJRV/hW4b7dmzJxkZGezYsYNFixYxbtw48ufPD6AGdGQwoF/Cw8NZuHAhzs7O6k7AuXLlolu3btSrV09Nyu3k5ETXrl3p0aMHwcHBJCUl0aVLF6ytrQHpMOor7X1XURRiYmI4f/48ISEhmJqacurUKVxcXEhOTmbChAn4+flx/fp1njx5QsGCBSlXrhwGBgZSt3osPT2dpKQkTExMcHR05MSJE0yaNIlp06ZRokQJ4G3e1JCQEJ4+fUpaWhqOjo6yM7SeO3nyJDNmzODVq1fUq1dP/dza2pqBAwdy48YNTpw4Qfny5cnIyMiyHE3qVH/92ZJB3ZluXl5eWFpaym6kXxhtXTVu3JiMjAyCg4OZOHEiCxYswMbGhrS0NIyNjbOMW+X5KsSnk9byF737ZvVjnT/dAX3Hjh2xsrKifv36n7Oo4n9At7NgZWVFvnz5WLFiBS9fvmT79u0kJydTqlQpDAwMZCDwhdFto71790aj0bBr1y5mzJjB3LlzsbS0VI+VetUvVapUoW3btqxatQpFUejUqRNFihTBzMwMIyMjwsLCaNasGZ06dQKgUKFCPHr0iGvXrmXZUUs6jPpH9xn76tUr4uLiKFOmDKVLl8bU1JSiRYtibGzMjBkzMDAwYNy4cdja2r43e1zqVn8ZGRmRO3duvLy8AChYsCDh4eG4uLgwdepUNejWs2fPLOdJEFW/1alThx9//JG1a9eydetWatWqpb68KlasGMbGxty5cwf4z71XAjL6591xzqfUkfYlh5WVFSD5bvVRVFQUDRo0IG/evO99pxsgbdq0KZmZmYSEhDBp0iRcXFwoXLhwNpRYiH8OmWL1F2kfQlu2bAFQlzd87Fjtd40aNcLQ0FBdDy++LNp6dHV1JW/evERGRpIzZ05CQ0PVepagzJdHt43+9NNPfPfdd+TPn1+2OddzX331FT169KBOnTr4+/sTHh4OvA2Kp6amEhcXR44cObJ0+JctW4abm5vkf9Jz2mesp6cn/fr1w8nJifPnz/Py5UsATExMaNOmDbNmzWL16tW4uLh89BpCv2VkZADQqlUrunTpQlpaGnPnzuXevXsA7/WtJNimv7R1OWrUKHr37s2jR48IDAzk1atXAKSkpJCcnJzlRZbQP4qiqPfP0NBQZsyYwcqVK7l27Zr6/cfO07bPM2fOyFhHz3Tp0oUtW7aQJ0+ejx6j2zdq1qwZP/30E8+ePSMgIOBzFVOIfyzJ4fZfiIuLo0WLFrRv356JEyf+4bG6b3lSUlIwNTX9HEUUf7O4uDh12ry8ddc/H3q7+kdvXHXf6GqPkzxB+u/WrVusW7eO48eP4+DgoM5oc3Jy4syZM3z77bfcuHGDhIQEtmzZIvmf9Ni7uU+XLVtGjx49SEhIICgoiK5du+Lk5KTuWpmamsqGDRvYtWsXa9askdkUXyjd+/KOHTvYuHEjCQkJeHt7U7BgwWwunfgrdNuwp6cn27dvx9zcnCpVqhAfH8+tW7fYvHkzxsbG2VxS8SHv1l9YWBiVK1fmxYsXpKWlMXnyZOrUqfNeX0r33+vXr2fWrFlERkZSsWLFbPkdIqtTp04xc+ZMAgMDKViwIM+ePcuSL/NduvV5+vRpqlevLhMKhPg/klHHJ3j3LWvOnDkZPnw4N27c4Pz58x89T/emFRISwvDhw0lNTf1byyo+3cdmJn7sc/jP2728efNKsE1P6e6WlpycrLY5bRDtQ7TLIbTHZWRkSFBGz3yo7sqUKaPmbfP391d3Hl24cCF169YlISGBYsWKERUVJcE2Paetl1OnTqnJtwcNGsS4ceNYtGgRoaGhuLu7q+3ZxMSEbt26qcE2eXf4ZdKtu5YtW/Ljjz9SpUoVNc+i+HLozhgfO3YsHTp04PHjxzx48IA6deqwY8cOdTdSoX+09+Dbt2+TmJiIn58ffn5+zJw5kwoVKjBlyhROnjyZpc3qjnNCQ0Px9PRk8eLFEmzTI4aGhty5c4f79+8zc+ZMRowY8YdjUd36rVmzpgTbhPgfkBluf0FkZCQ1atSgePHiPHnyhJEjR2Jvb8+0adPeO/bdh5C7uztz5syhRYsWn7vY4gN0B9537twhMzOTnDlzqm/UP5aPTbdetUlEhX7y8fHh8OHD5MqVi++++45evXoBH65b3XrduXMnBQoUoEaNGp+9zOLDdNvr2bNnSUxMxMzMjG+++QaA3377jbCwMI4fP06/fv3o2rUrkDXnkwTH9ZuiKPz+++98//33AEycOJF+/fqp3+/bt4+xY8fSs2dPxo4dm2W2uOQL0j9/tU4+dLwEyL9M786UOnPmDLVq1cLBwYGcOXNKe9Vju3btYv78+eTNmxdfX1818H316lUCAgI4d+4cLi4u1KlTJ0tfKjQ0FDc3N+bNm0ezZs2y8yeID/D09CQoKAhjY2NCQ0MpW7bsHx6v20bv3r1LgQIFyJkz5+coqhD/SNKT+UQnT55k8uTJ9O/fn40bN6LRaJg1axbr169nz549WY59N9jm5ubG3LlzJdimJ3RzVHh6ejJq1Cg6d+7MsGHD1HxA2t3Q3j1PW6+BgYH07NlT3tTqEd0ZUIGBgQQEBFCzZk1y587NkiVLWLBgAfB+3kXdeg0LC2Ps2LEyE1WP6LbXRYsWMWXKFKZOnYqHhwfjxo0D3uZ069KlC99++y3BwcGsXr0a+E/OJ938MkI/aTQaihQpQmhoKGZmZvz888/8/vvv6vdNmjRh8eLFBAUFERoa+t65Qr9o68TX1xc/P79POv7d5+kfzTYX+uvdmW41atTg6NGjeHt7ExcXJ+1Vj7w75yJPnjzY2tpy7949Xrx4oX5eoUIFBgwYwDfffMPgwYO5dOmSGmwLCQnB09NTgm16RncMY2FhQUpKCikpKcTGxv7hebp94jVr1uDo6KjmYhRC/HdkBPIR775ZrVOnDrVq1eLy5ctcuHCBgwcP8u233zJmzBjWrFmDra2turOW7uBd3vjoH92BgHb2Ibx9i7Ns2TLi4uLw8PDA0NBQffC8G0RduXIlU6ZMkUG8ntBtr7/++is5cuTAzc2N+vXr8/r1a2rWrMmsWbOAtzNntLvKGhgYvDcT1cvLi7p162bbbxFZ6bbXiIgIvL29qVy5MkuXLsXHx4dXr17h5+eHra0tXbp04eXLl1y4cCFLm5UB3pchMzOTqlWr4ufnR9++ffH29mbMmDHY2NgA8P3337N27VqqVq2avQUVnyQlJYUTJ05Qq1atPz1WNyi+Z88eGjRoIDlv9cQfzTT82HcGBgbqKgBHR0dSUlK4dOmSLP3WM9pn4+bNm8nMzKR9+/ZoNBpSUlKYNGkS8+bNU5eHli9fnp49e1KsWDEqVKgAwLVr15g7dy7u7u4yztEz2oBoUFAQ1tbWREZGEhUVhYODA97e3jRo0OC9c94d63h5eTFz5kwKFSr0WcsuxD+OIv7Q1atXlZiYGEVRFOXChQvKmDFjlMDAQGXnzp1K/fr1lWbNmin169dXgoODlYyMDPW8TZs2Kba2tsru3buzq+jiDyQlJSlDhw5V/P391c9SUlKUQ4cOKXXq1FH8/PzUzzMzM9X/Xr9+vVKtWjVl165dn7W84sOcnZ2VN2/eqP+Ojo5WbG1tlRo1aig///yz+nlSUpKyYcMGpVKlSsrChQvfu47Uq367e/eu0r9/f+XQoUOKoijK4cOHlapVqyozZ85UGjZsqAwePFg99v79++q9WLftii+Dtu5OnTql2NnZKZMmTVKePHny3nFpaWmfu2jiT+j2gbTmzZunDBw4UElLS1PS09M/eJ5uOw0NDVVsbW2VEydO/G3lFJ9Ot05DQ0MVZ2dnZdq0aUpwcPAfnqdbp4cPH1YePXqkxMbG/m3lFP+91NRUZfDgwUqPHj3Uz44ePaoMHjxY6dChg3LlypUPnqdtz7dv3/4s5RSf5t2xaIUKFZTLly8rmZmZSnJysjJ9+nSlcuXKan/qQ+dp+8QyhhXif0OWlH6EoihER0fTpUsXlixZwpEjR6hcuTIFChQgISGB5s2bEx4eTvXq1Xn27BmnTp1S3/KlpqaSmprKypUr+eGHH7L5l4gPMTAw4O7duzx48ED9zMTEhDp16tCwYUOuXLkCvL/cUGYs6o/79++TkJCQ5e164cKFGTNmDOnp6URHR6ufm5mZ0bp1a2bMmMGqVasICQlRv1u9erUsh9BzJUqUoHXr1lSsWJFz584xdepUnJ2dmTFjBg0bNuTQoUN07NgRgGLFiqlLmmRm25dHW3c1a9YkICCAbdu2MXv27PeWwcjsYv2jvRdrlwOnp6djYWFBUlISRkZGH8yLqttOtSk4vL29qVOnzmctu/gwbZ26ubmxePFiNBoNL168wMPDg9GjR6vpF/4oTcOgQYO4f/8+efPm/fw/QLxHt65SU1MxNjZm3rx53Lx5U13x8e233/LTTz9hbW3NjBkzuHDhwnvX0bbnUqVKfZ6Ci0+ibbMHDx4kPT0dFxcXKlasiEajIUeOHEyePJn27dszevRojhw58t55uvn4ZAwrxP9INgf89MqHZkNs2bJFmTJlilKnTh1l1apVyr59+5R69eopBw4cUBRFURITE5Xo6Oj33tympqZ+ljKLP3fp0iXl/v37iqIoyqxZs5S9e/cqiqIoixYtUvr06aP8+uuvWY739PRUevXqlaUOZcaiftuwYYOSmJioKIqixMTEKN7e3oq9vb0SGBiY5bjExETlwIED6uyY+Ph45bvvvlO2bt36uYssPuJjs2C0PD09FScnJ3Vm46pVq5Thw4crU6ZM+dNzRfb60AyoPzv26NGjSs+ePf/SueLz0q2b06dPK5UrV1YaNWqk1K9fX/npp58UOzs7ZcmSJcqZM2eUW7duKSkpKe9dQ2YZ669ff/1V+e6779RZ4xkZGcrZs2eVunXrKuPHj89y7LsrAqpXry79Jj0VEBCgeHt7K9euXVMURVEiIiKU9u3bZ5n5dOLECaVr167K5MmTs6uY4r9w//59pUKFCoqtra0SEBCgKErWtvnmzRtl1qxZiq2trXL+/Hn18+3btyuVK1eWNivE/5jsUvr/6eaheP78OcnJyRQrVgyA169fc+jQIWbPnk2zZs3UPBRLlixR87bBx3e2FNlDURQePnxIp06d6NChAwkJCWzatImIiAjKly9PdHQ0s2bNwt7envbt21OjRg0SEhIYMWIExYsXZ86cOcDbv419+/ZhYmJCw4YNs/dHCSDrG/TY2Fhat26NlZUVGzZswMzMjKdPnxIeHk5AQAAjR46kb9++710jNTUVExMTXr9+jYWFxWf+BeJdKSkpWXI2HTx4kKdPn1K0aFGKFy+u3o/HjBnDgwcPiIiIIC0tDUdHR6pXr67WsdyH9d+1a9coX778n+5C+W5dSt3qn5iYGDXH3smTJylWrBjm5uYkJiby66+/EhcXx9y5cylYsCDGxsbExMSQL18+2rVrx+jRowEIDg5m2bJlah9LZK932+Xhw4eZPn06W7duJXfu3Orz98iRI0yYMIHFixdTp06dLOfJrpX6LTY2lh49ehATE0PRokUZOnQolStXxs3NjWLFijFs2DB1V8qLFy9iZ2cnOwbrMeWdnX/T0tI4efIks2fPpkSJEvj5+amzx7X1+ObNG0JCQujTp486Y/z27ds8efJE8hgL8T8mATey3qi8vLzYt28fsbGxWFlZMWDAABo0aIClpSUPHjzA39+fK1eucPHiRebOnasuYxL6a/fu3UydOpU3b97g7e1Nw4YN1To/fPgw3t7eJCYmYmxsjLGxMampqURGRmJsbKwe92cDQ/H56NaFNkhz7do1JkyYgJGREevWrVODbhs3biQoKIg+ffowfPjwbC65+JhRo0ZhZ2dH7969MTMzw83NjXXr1lG0aFGePHlC+fLl6dixI+3atePw4cO4uLhgbm6OkZERb968YfPmzRgZGb3X6RT6Jzo6ml69erFlyxa++uqrPzxW7rv6LTo6Gg8PD5ycnNi1axfh4eHs3LlTDcDB24Dc4MGDmT59OnZ2dly8eJH4+HgaNmyIkZERd+/epV+/fowfP55WrVpl468RAHFxcerSzwsXLmBvb8/t27fp3Lkzrq6uNG3aVD324cOHdO/enWnTpmVZerZ69WqWL18uAVQ98u6zMTU1ldDQUI4ePUqDBg1Yvnw5PXr04MGDBxw4cAAfHx+qVauW5RpyP9ZP7wbRMjMzMTc3B+DIkSOMGzeO+vXr4+Hh8d7xWunp6RgYGEj9CvE3+dcnQdF9CK1cuZKQkBCmTJlC/vz5iYiIwN/fn5iYGLp06UKxYsVwcnLi1q1b7Nixg7Zt22Zz6cUf0T5ULC0tMTc3x9jYmNOnT1OiRAk150SDBg0oXLgwDx484OzZsxQtWpTOnTtjZGREenq6+tZHHkL6QbejsGbNGjIzM2nevDnly5fH3d2dcePG0b17d9atW4e1tTWdOnUiMTGRs2fPSjBGjxUpUgQvLy/Mzc2pUKECJ06cwN/fn2rVqnHx4kXCwsIIDg4mV65cNGzYkMmTJ3P8+HHMzMwYPXo0RkZGMvvpC2Fra0vdunU5dOgQX3311UcHcYqiqJ9v3LgRU1NTWrdu/bmLK/5AZmYmefPmZdy4cSQmJrJ582ZsbGyy1KmNjQ1mZmacOHGCatWqUaNGjSznFyxYkJCQEAoXLpxdP0P8f8ePHycyMhJHR0cCAwOJiopiz549WFlZ8e233xIREYGFhYWaXy937txYWlqqOcEUReHp06esXr2aadOmSbBNj2j7PpGRkRQqVIg6derQrl07IiMjSU9PZ8uWLfj7+2NkZERCQgITJkxgw4YN5MuXT72G9IP1j+691tfXlwsXLnDt2jWaN2/Od999pwbaxo8fz7hx4/Dw8MDAwOC9/rDkRBXi7/WvneH24MEDdYlSRkYGiYmJDBw4kDZt2tCzZ0/1uIULF7Jv3z7mzZuXpaOopRuUEforIyODPXv2MH/+fJo1a0bPnj0pWbLkHx4vg3f9tXDhQjZt2oSTkxP16tXD2toagN9++43Ro0djZmbG2rVrMTc3Jy4uDktLSzQajQTd9IxufSxfvpzly5fTrVs3Xr58ycKFC9Xvrl+/jre3N8bGxnh6er53HbkP66ePBdNcXV05cuQIO3bsAN6ffaH779DQUBYsWICbmxtNmjT5PAUXn8zd3R1/f38qVarExIkT+eabb4C3dagNmjo6OqLRaNQZFkI/bd++HT8/PzIyMnj69CmhoaHqy8mff/4ZHx8f3rx5Q/369SlVqhRhYWHExcURERGRpb+kXSEi9Mvjx49ZsGABu3fvZvjw4fTo0YOXL18yatQoJk2aRI0aNbhx4wZz584lIyOD9evXS5DtC7Fo0SLCwsKYMmUKqamprF+/nrS0NIKCgrC0tOT48eOMHz+eypUr4+/vn93FFeJf5195J500aRJz587l8uXLwNuddjQaDUlJSVl2GgVwcnIib968WXY11CWDPP2mffNqaGhIixYtcHR0ZPfu3YSFhXH79m0ABgwYwNGjR7OcJ8E2/RUeHs6WLVsIDAykffv2WFtbk5qaSlxcHF999RVLly4lNTWV5s2bk5KSQt68eSXYpqe0y7UBhg0bxvDhw1m7di3nzp0jJiZGPc7W1pamTZuyZ88eHj58+N515D6sn7TP07t37/L69Wv1c+3uhj4+PgB/GGxzd3fH1dVVgm16Rttuq1atyqJFiyhcuDDe3t7qrncajUat/5IlS5KWlga8rV+hn1q1akWFChW4ceMGX3/9dZbvateuzciRI6latSpr1qwhMDAQU1NTwsPDMTQ0JCMjQz1Wgm36QXc3UoBChQrh6enJggUL2LJlCxMnTmTXrl106tSJY8eOkZSUhJ2dHevWrVODbe9eQ+ifmzdvcvjwYZYtW0abNm0oUqQIN2/epE+fPlhZWWFgYMB3333H3LlzURRF6lSIbPCvG6V069aNhw8fYmNjQ3BwML169aJy5crkypULKysrduzYQffu3TExMVGTqleoUCHLYEF8ObQdfu0grl27dsDbXH1Xr17l9evXvHjxgtq1a2djKcXHdO/enSFDhtCgQQP1s4cPH1KrVi3Kly/PvXv3OH36NMHBweTJk4cmTZrQt29fFi5cSGBgYJZAjATb9JNuIt+hQ4diZmaGq6srUVFRdOvWDUtLS+DtoL148eKkp6dnb4HFX7Jr1y7mzZtH6dKlGTJkCF999RVWVlY0bdqUy5cvk5aWhrGxsXq8tp2GhYVJ0nU9pn22agOh+fPnJygoCH9/fzQaDd999x0A+/bto27dupJDU89pZ/VXqlSJ8uXLs337dlasWEGfPn2ws7NDURSqVatGtWrVGD58OIqiYGFhgUajkRnGekh3dvH58+eJjY2lQIEClC5dmjZt2lC6dGkOHjzI1q1befz4sbpsWJss/90E+0J/ZWRkkJycjL29PXv27GHixIk4OzvTsWNHkpOT2b9/P3Xr1qVJkybq/VrqVojP61/1hPT29iY5OZljx45x9OhRVq5cSWhoKJmZmVSpUgVnZ2f69++vrnPXznK6du0alSpVyubSi/8L3RlO7dq1I0+ePPz666+kpKQwbty493K2iez35s0bWrZsqeaLgbedhNTUVG7fvs38+fM5e/YshQsXplatWhgYGBAREUHLli2pUKECbm5ugCwP/hLodu779u1LUlISixcvJiEhgUaNGmFpaYmXlxcWFhYUL148u4sr/sCtW7coVqwYJiYmhISE0KhRI5ydnfn5558ZNWoUNWrU4Pvvv+eHH36gZ8+enDhxIktAHWDt2rV4eHiwYMGCLMnYhf7RPldr1qyJRqNh9erVLFu2jDt37nD06FHu3LnD3r17ZfMhPad9RmpTquTPn5+AgABWr15Nv379qFChAvA2z1u9evXU8xRFkX6THtK2s4ULF7J7926Sk5PJnTs3OXLkwMfHh0qVKlGyZElatWrFwoULOXToEOvWrcuyO6W0Vf2jvd9qZwpr76tmZmaEh4ezePFixo8fT/fu3QG4evUq+/fvp3Tp0llmnkrdCvF5/atyuLm6uvLzzz8TFRWFn58fe/bsQaPRULJkSfr27UvFihXZt28f06dPJ2/evBQuXJhXr16RkJDAli1bpFOhp/7KUsGPHSvBNv22YsUK8ufPT+fOnXnx4gXu7u48fPiQH374gdq1a1OuXDkOHDiAr68vK1asUHdZE18W3QH5ypUrWbx4MYaGhrRq1YrExEQWL16MsbGxDNz11MWLF5kyZQqdO3fm3r17rF27lv3791OkSBEATp48yfnz5wkKCqJatWocP36cBg0asGDBAszNzdFoNDx79gwXFxeaNWtGy5Yts/kXiU+h+1w9f/48Gzdu5MKFC9jY2LBixYosO36L7PdHdaF7b92xYweBgYEULVqUZs2aERERwb1799i9e7fU5RcgNDQUT09Pli9fTuHChblz5w4rV67k7t27REREUKBAAfXYHTt20KxZM3k5qcd02+a7L5JHjhzJ3r17GTt2LIMHDwbevrQeNWoUBgYGLF++XPpMQmSjf0XATdu5iI6OZvr06RgaGvLkyRP279/PiRMn8PPzo3Tp0jg4OGBra0tMTAyBgYEAmJubM2zYMJkB9QUICAigVq1a2NnZ/emsJu3fRGZmJhqNRjqPeiwtLY0FCxawdu1aXF1dadeuHWlpaaSmppIzZ07gbc7FkSNHqh0Lqc8vl26ncu3atbi4uLB06VK+//57Wb6k5zIzM3FxcWHPnj0kJiYSFBRElSpV3ls2GhcXR3h4OKdPnyY6OpotW7aoMxcVRSE+Pl6C5nriU4PbukGcpKQkUlJSyJMnDwYGBtJm9Yhu3+dj9apbl3v27CE0NJTff/+dAgUKEBAQIAFUPXTmzJksG5YAuLi4kJGRwcyZM9Xj7t69y+TJk7G2tsbd3R2NRpOlryxtVT/ptregoCBOnTpFzpw5KV26NMOGDSM+Pp6xY8dy48YNevfuTWpqKtHR0Tx//pxNmzbJi0ohstm/IuCma8CAARw/fpxvv/1W3all69atBAYGUqZMGfr06fPB5aOyLE3/DRgwgNjYWMLCwjAxMfloh1D385iYGGxsbD53UcVflJiYiJ+fHz4+Pri6utK2bVsAXr9+zc6dO9m7dy+PHz8mMjJSOhb/ALr1t3HjRtq1a4eRkZEM8vSU7o6UkZGRuLq6UqBAAbp27UqHDh2wsLBQn6Ha/9XWZb9+/ciXLx9ubm7qNYR+ePTokTo7MSgoiBo1anxSeg3d9iv3Yv3h7u7OmzdvmDx58p/m6NK91z59+pSUlBSKFCkiAVQ9tG3bNsaPH8/ChQtp06aN+vnEiRO5c+cOGzZsyHK8r68v27dvJyQkBAsLi89dXPEX6bbFFStW4OfnR/v27YmPj+fIkSNUrVqVxYsXY2RkxNy5c7l16xY5cuSgVKlSODs7y4QRIfTAv6oXFB8fj7GxMSNHjuTx48c4OjoC0Lp1a/r168edO3cICQnh3Llz750rwTb98qFddsaOHYuFhQXr169XZ669S/fBFRwcTIsWLYiNjf3byyv+b3LmzMnAgQMZOHAgzs7ObNu2Tf3uypUrFChQQH2Ll56eLgM8PfOxXbE+9r5Hd3e0Tp06YWRkRFpamgTb9JD2nmpgYMCLFy9o3LgxGzdupFatWmzevJnQ0FCSkpLUZ6j2f7V1/+233/L69essu1qK7HflyhW+//57jhw5wty5c1mxYgW5cuX60/N0g6ZpaWlSp3oiOTmZhIQELl68iJeXlxps+9i9WTdPlLW1NcWKFVOPl4G7fmnYsCFDhgxh0qRJREVFqZ/XrVuXtLQ0tm/fTmpqqvp5qVKlgLdLDoX+0/Z7fvnlFx49eoS3tzfTpk3Dw8ODoKAgbty4gZOTE6ampsyePRtfX1/8/f2ZOnWqBNuE0BP/qp6QpaUly5YtY9iwYfTr14+rV68ybtw44G3QrW/fvpw6dYqTJ09mc0nFn9F24n18fNi4cSOvXr2iYsWKVK5cmX379hEfHw9kHejrBttCQ0NZtmwZc+bMkS3svxA5c+Zk8ODBDBw4ECcnJ7Zs2YKFhQUTJ07ExcUFIyMjMjIypGOhZ3RnUURHR3PixAmePn0K/Cfh74foBte0L0uEftF9sXHgwAGGDRvG3bt3KV68OM7OztjZ2bFz507CwsJISUkBYP78+cTExKh/E48fP+bu3bskJiZm2+8Q76tYsSKDBw9m9OjRREREEBwcTIkSJf7wHN1nbFhYGGFhYbKrsB5QFAUzMzPGjx9PzZo1OXHiBEuWLPmkoNu730kAVb9od4sdMWIEI0aMwNnZmT179gDQqFEjrK2tCQ0NJTIykpcvX/Ls2TNCQ0MpVKgQ+fLly+bSi0+1b98+ZsyYwYkTJ7C2tgbe1r2dnR1ubm5ER0ezd+9eADUfqvYY6RMLkf3+dU9OQ0NDNBoNLVu2xMHBgStXrqhBtx9//JE5c+YwZMiQbC6l+BR37tzB29tbfaOzc+dOHB0def78OUuWLAHedg61y510g21ubm7Mnj2bVq1aZedPEH/Ru0G3o0ePkiNHDvVtvMxE1T/aAdqCBQtwdHRk6NChjB49mpCQkI8O+HTba0hICP379ychIeGzl118nG4g9ejRo+zevZtbt27h7e3NuXPnMDExYdq0adjZ2bF9+3YmTZrEgAEDiIqKUgd6MTExxMfH4+7uruZjFNlLd9ZpoUKFSE5OJjU1ld9///1Pz9MNts2cORNra2sZ7OkBbeAsV65cDBo0iJo1a3Ly5Mk/DbrpzlbcsGEDBw4c+NxFF3/g3TanDW6PGjWKzZs3kzt3bubPn4+VlRUhISHUr18fBwcHXrx4gbe39x++8BL6pUCBApQoUYKnT59y4sQJ4D8vJUuUKIGFhQWvXr3K8vm7/y2EyD7/uhxuupKSkti1axcBAQHY2NiwatUq9TvJ2aZ/PpRvZMmSJfj7+zNy5EhOnz5Nvnz5+Pbbb1mwYAGzZ8+mcePGWY4PDQ3Fw8ND3QVPfJlev37Ntm3b1OWGQv/oDgZOnTrFggULmDJlChYWFgQEBHDv3j2+//57BgwYkCWf0LvBcXd3d+bMmUOLFi2y8+eIj3B1dWX//v00adKEFy9ecOLECWxtbRkyZAjffPMNaWlp+Pn5cefOHTIzM3F1dc2SdP3NmzfkyJEju3+GIOsz9uXLl+TJk4eYmBhCQkIIDAxk4cKFtGjR4r1cirrnaV9oubq60rRp02z5HeI/PpT38tWrV/j4+HDmzBnq1KnD6NGj38vppnvehg0bmD59Ot7e3lKnesjT05OIiAgmTJhAfHw8586dY/fu3cybN48OHTqQlJRETEwMFy5cIG/evNSrVw9DQ0NZaviFuXnzJl5eXty/f5++ffvSrl07AFJSUmjbti29e/emR48e2VtIIcQH/asDbvA26LZp0ybOnTuHm5ubTJf/Ahw+fBgTExPq1KkDwJgxYyhUqBB9+vRh8uTJxMfHc+/ePWrWrMncuXPVJaP79+9n+PDheHl58cMPP2TnTxD/34eCqH81Mb50GvXbvn37OHz4MHnz5lXzZr569QoPDw+uX7+eJeimW5fagfu8efMkOK6nLly4wIgRI/Dw8FB3yNu1axfr1q3DyMiIUaNGUbVqVRRFITMzU32JJW1W/+jei1esWMGdO3fo3r07X3/9NfA2sBoSEoKHh4f6/FywYAFt2rShQoUKwNtZNgsXLpQ2qyd06/TVq1fkyJEDRVEwNTUlPj4eX19foqOjswTdMjIyMDAweG9FgARQ9VNcXBz9+/enR48edO7cGYAXL17g7+9PYGAgHh4eH1zJIZMKvkxXr17F19eX8+fP06RJEwoWLMi5c+e4desW27dvl+eqEHrqXx9dMjc3p1OnTri7u/9hLguR/RRF4dGjRyxYsIClS5fi4eEBQOPGjUlISEBRFAICAujevTtfffUVCQkJ5M2bVz2/cOHCrFmzRoJtekJ3MHD9+nV+/fVX4M+nwOu20djYWOlg6LHXr1+zevVqtmzZwq1bt9TPc+fOzbhx4yhfvjwHDhxQk3jrBtvc3d1l4K7nDA0NefPmTZaBW/PmzenSpQtnzpxhyZIlREdHo9Fo1J1JJaeMftLei93c3Fi9ejXff/+9ukMpgLOzM926dWPMmDEsWLCAHj16cPjwYcqVKwdAYGAg7u7uzJ8/X9qsHtB9vvr6+jJ27Fg6duzI4sWLuXbtGpaWlgwaNIgaNWrw888/4+3trQbFdZcpal96SLBNP7w7RyIlJYUHDx5k6Tfly5ePPn36ULFiRZycnIiMjHzvOhJs+zJVqFCBwYMHY29vz8aNGzl69CgNGzZk165dah5jIYT++dcH3ABMTU3VHFAyw02/6AZXNBoNRYoUwcvLi7Zt2xIZGUn//v1RFIXr168TFhYGQOfOnfH29iY4ODhLjooKFSqoszBE9tO2tYULFzJgwAAGDBhA27ZtOXXqVJYdtXTpttHw8HBcXFx4+fLlZyuz+GPawYD2fy0sLHB3d6dRo0bcvHmTjRs3qsfmzp0bR0dHChUqRGxsrDpg2LFjBzNnzpRg2xcgR44cWFlZ8eDBA+A/9f7jjz9SpkwZEhIS8PHx4ezZs8Dbe7jklNFfBw4cYPv27QQFBdGsWTMKFChAXFwcv/zyCwBTpkxh5MiRXL9+ncKFC7N582Y1eHrp0iWmTp0qL7T0hPY56enpyapVq2jRogUdO3bk/PnzzJw5k0uXLqlBt2+++YatW7cSHh6unh8UFCQBVD2kvX/u3r2bpKQkChYsqAZcdPMsFixYkLJly1K8eHE2btz40R3BxZenfPnyDB8+nMaNG2NiYpJlkwQZwwqhn/71S0qF/tJ9Q3vt2jUSEhIoVqwY1tbWGBgYEBcXx/jx4zE3N+f333/n8uXLLF26lCZNmnzwGkI/6NbJwYMHWbhwIc7OzlhbWzNv3jyePn3KxIkT+fbbbzExMVHPezdB8Ny5c1m0aFGW+hbZR7denz17hpmZGRkZGeTJk4fff/8dFxcXEhIS6Nixo5p7BCAxMREzMzMMDAxITU3l4MGDWFhYUK9evWz6JeKvmDp1Kvv27WPp0qVUr14djUbDixcvmDVrFtWqVePYsWMYGhrSv39/atWqld3FFX9g586d+Pr6sm7dOh4/fszOnTuJiIggMzOTIkWKEBISAryduWphYQFAampqlvu00B/79u1j0aJFuLq6Ym9vz7Fjxxg6dCilS5fG0NCQOXPmYGdnR1xcHDt37qRr164YGhqSnJzMmDFj+PHHH2ndunV2/wzxjtu3bzNu3Djat29P79692bJlC+vWrcPe3h4HBwesra1JSkpi3LhxdO3alQYNGsiLjn+gS5cusWrVKp4/f067du3o2LFjdhdJCPEREnATekk3uOLu7s62bdvIyMggMTGRVq1a0aFDB77++msURSEyMpLo6Gg2bdpEr169mDp1ajaXXnyKLVu28OTJEwwMDHBwcFA/d3Bw4MGDB1mCbrr5RrQ5ZebPny+zKfSEbntdunQpR44c4dWrV+TJk4dRo0ZRr149Hj9+zJw5cz4YdAOy7JYnQXL9p1tPo0aN4tSpU3To0IECBQpw6NAhMjMzWbt2LceOHWPp0qVYW1uzcOFC2SBBT+i2We1/7927Fy8vLwoUKMDNmzepW7cudnZ2FCtWjKlTp+Lm5qbmTn33GkL//PLLL+zYsYPJkydz8OBBnJ2dcXR0pGDBgkyaNImiRYsyceJEqlevrp6jfdZKIFV/vJtv7c2bN8ybN4/79++zcuVKcuTIgZ+fH/v37ycuLo7KlStz8+ZNACIiIjA0NJTnqp76WL38WY497XnXr19X0+ssWrRIfREihNAvEnATekf3ARQSEsLSpUtZtGgRZcuW5ejRo2zatIm8efMyaNAgKlWqBEBaWho7d+6kZcuWkh/oC5CZmUmjRo2IiYmhS5cuzJ49O8v3AwcO5OHDh4waNYrvv/9e7fivX78eDw8P5s6dK8tc9NDSpUtZs2YNU6ZM4eXLl1y+fJmtW7cyb9482rZty6NHj5g/fz53797FycmJ+vXrZ3eRxf+BbsDFy8uLixcv8uLFCwoXLoyHhwempqYAHDt2jNKlS1O4cOHsLK74/3SfsWlpaWRmZqp1FRkZyZ07d6hQoQI1a9Ykf/78PHz4kJEjRzJr1izs7e2zs+jiIz42cI+Li8PMzIxBgwZRu3Zthg0bRmZmJt26dePZs2fUrl2b+fPnS/D0C3Dw4EEKFSpE+fLlefXqFS1btqRJkybMnDkTeLsb+C+//MJvv/1G/vz5GT9+PMbGxrJBgp56dyfgR48eYWZmRteuXcmbN+9HNxfSDts1Gg3379/n0aNHlC5dGhsbm89afiHEp5OAm9AbR48e5bvvvgPe7mJnaGiIo6MjVlZWTJs2TT1u3759eHl50apVKwYPHvxeR1N2wNNv2k5Geno6P/30E0+ePGHRokVUqVIlSz127NiR4sWL4+npCcDWrVuZMmUKbm5uEmzTA+/OgIiPj2fw4MF06dJFXdqQkZGBt7c3vr6+bNiwgUqVKvHw4UPCwsIYM2aMDAL+AXTvv6mpqaSnp2NmZoZGo5FZMnpIt75Wr17NyZMnSUpK4uuvv2bs2LHAf+7RGRkZvH79mokTJ6oboEib1T+6dfrgwQPS09MpVaqU+v3Dhw/p3r07U6ZMoXnz5jx79ox58+bRokULmjRpIjOfvgCHDx9m8ODB5MuXjwkTJtCuXTsOHz6Mm5sbQ4YM4ccff1SP1f17kP6wftKtIzc3NyIiIihbtiyxsbFkZGQQHByMjY3Ne/WnG6Rbs2YNbm5uREVFUbp06Wz5HUKITyNPWaEX1q5di4uLi7rxge4DJjExEUDdfadJkyZ89913hIWFkZqa+l5nUToX+k0bbDMyMiI4OBgLCwumT5/OpUuXsiT2jYiIUKfKp6en8+TJE5YuXSrBNj3Qp08ffH19s3z25s0bbt68iZmZGfCfDS60O+Ft376dtLQ0ihYtyrhx4zA0NJQdtfTUh97DfezdnIGBgfqdsbGxmsBZURQJtukZ3U1nPDw88Pf3p3z58rRo0QIfHx9mzZrFq1ev0Gg0pKSkEBISgqOjI0+fPiUwMFDarJ7S1qm7uzv9+/enU6dOjBo1iuvXr6MoCrlz56Zs2bJs2rSJHTt24OzsTFxcnBps092cSuiHd+ukXr16NGnSBBsbG7y9vZk/fz7Xr1+nVq1aXLx4kefPn6v3Yd0+sfSH9ZO2jmJjY0lISCAoKIjg4GA8PDywtramY8eOxMTEYGRkRHp6OpA12BYaGsrSpUtxdXWVYJsQXwAJuIlsFxwcTLFixahevTpRUVFq0E2j0VCmTBn27t3LrVu3srxZL1myJIULF5adl75Q2k6EsbGxumX9lClT3gu6GRgYqMG5AQMGyBJEPTF27FgGDRoEoHYGCxYsSM2aNdm+fXuWXUfNzc0xNzcnISEBY2PjLNeR2TL6JzMzU6272NhYUlJSANQZTx+iDbBpz8vIyJDlaXpEu5Oztk727t3Lnj178PLyYsyYMRQrVgwjIyPCw8OZPn06CQkJmJqakitXLr7++ms2bNiAsbGxOvNc6Afd9rht2zZ27tzJ2LFjWbBgAZcuXcLFxYULFy6QO3duOnfuzJs3b1i0aBGKouDn5yc5M/WYtk7u3r0LvO0zNWrUiLp16zJp0iTy5MnDuXPniIyMZMeOHVy4cEHuuV+YyMhIWrRowc2bN8mbNy8GBgZUqFCBmTNnUqpUKTp16sTTp08xMjIiLS0tS7DNzc2N2bNn07Jly2z+FUKITyFPWZGt+vXrR0hICA0aNGDgwIGULFmSjRs3sm7dOgBGjBhB5cqVGThwIBcuXOD58+ckJSWxfft2rKys1Lwz4svzbtDNwMCAwYMHc/v27feOA9nuXF9kZmZStWpVTExM8PX1Zfz48SQlJQHQsGFDnj9/TlBQEK9fv1aXFSYmJpIvX75sLrn4FNp25u3tTe/evRk4cCCLFy8G+OgMJ91g26ZNm9izZ4/MmtETCxYswMPDg5iYGOBtgDw1NZWePXvy9ddfc/jwYcaOHcuMGTPw9/dn7969uLu7k5SURPv27RkxYgRGRkZkZGTIbBk9kZycDPznhcXhw4f5/fffGTRokJrXKywsjOfPn7NgwQKuXLlCy5Yt8fX1Zc2aNfj7+6sBVHmu6q8zZ87QvHlzFi5cyNWrV2ndujVXrlzh4sWLDBs2jClTplC/fn2ePXumvqgWX44CBQrw1VdfcePGDfVlpKIolClThpkzZ1KmTBnq169PXFyc+n1oaCiLFi1i3rx5stpDiC+I5HAT2ebatWuMHz8eb29vSpUqxW+//UbhwoWZO3cud+7coU2bNvTo0YOXL18yYcIEzp07h6WlJebm5urupMbGxpLsVw/9lTrRzmBLS0tjypQpzJ8/X2ZRfAEyMzM5evQow4cPp3379syZMwd4u3HCwYMHefPmDfb29ty6dYvExEQ2b94sA/YvRFRUFIsWLWLw4MHcuHGDkydPUrFiRTWfom4Sbt22HhYWxowZM1i+fDmNGzfOtvKL/3Bzc+PkyZPUrVuXn376CRsbG16/fk18fDwWFhY4ODjwww8/MGjQIB49ekTPnj158uQJgwYNwtHRMbuLL94xatQoWrVqRbNmzcjMzCQ+Pp66desCMGzYMEaNGqUe++zZM/r06YOVlRWjR4+mRo0aaluVmW3650P9pp07d7J69WqMjY1p1qwZjRs3plu3bkyZMkUNuOzdu5fGjRtLv0mPfai9paWl8csvvzBr1iwMDAxYv349OXPmVL+/fv06GzZsYPLkyRgaGhIdHU2vXr1YsmSJBNuE+MJIwE1km/j4eFq1asX3339P7ty58ff35+LFizx48AA/Pz9u375Nhw4d6Nq1KwC7d+9W3+y2bt0aQ0NDSQirh3Q7ja9evSJ37tx/es679ZiWlvbe8kORvU6fPo2RkRHVqlXD1dWV4sWL06NHD06cOMGwYcNo0aIF8+fPB97uSnny5EmePn1KwYIFGT16tDpLRgYF+ufdwcCmTZvQaDS0a9eOpKQkDh06hJubG/b29ixZsgT4z8Y27y5zmT9/Pj/88EO2/A7xH7r34RUrVrBnzx416FawYEEAbt26xbBhw9S6ff78OV5eXnTp0oUKFSpIW9Uzr1+/JjQ0lN69e2NiYkJKSgqmpqbcvXuXn376iSJFijBv3rwsOZ2eP39Oq1ataNWqFdOnT8/G0os/onsP1tar9rPffvuNkydP4uPjg62tLWZmZpiZmTFhwgS1LYNskKCvdOv23LlzvHnzhhw5clCtWjUAzp49y9y5c4G3GyHoBt3edeXKFSpWrPj3F1oI8T8lATeRLbQPoNOnT9OvXz9MTU3ZunUrRYoUAd7mrfDx8eH27du0bduWHj16vHcNGbzrH92ORUhICDdv3qRv376UKFHiD8+TWYr6LSYmBicnJ4yMjLC0tGTXrl1ERERQvnx5AI4fP87w4cNp0aIFLi4uH5z9JIMB/aRbR1FRUSQnJ7Njxw6aNWtGr169gLcbYhw4cAB3d3eqVKmiznTT0gbbZJmLftG9Hy9fvpy9e/dSt25devfujY2NDU+ePKFZs2Z07dqVxo0b4+fnR2pqKsHBwVk2txHZr1mzZlStWpUFCxYAbwfmmZmZtGnThrx583Lr1i26du1KjRo1mDx5MsWLF1fbdnx8PLly5ZL+kp7Sbadr1qzh7NmzJCcnU6tWLbp06YKFhQVpaWnEx8czbdo0Ll68yIsXL/Dx8aFBgwbZXHrxqRYuXMjWrVsxNTXl0aNHNG/enF69elG9enWio6OZP38+Go2GoKAgLCwsspwr4x0hvmwyn1xkC23n4saNGxgaGpKWlsaqVavU70uWLMngwYMpXbo027ZtIzAw8L1ryMNHv+h2Gm/evMmZM2fYvn07oaGhPHr06KPn6Q74161bp77pE/rDxsaGoUOHcvv2bXbt2sXcuXMpX748mZmZZGZmUq9ePZYtW8auXbuYOXOmurOwbhBVBu76R7ftLVq0iJkzZxIWFsbNmzfZs2ePuoFJjhw5aNy4MU5OTuzbt0/N6QYQGBiIp6cn8+fPl2CbntHdgXLYsGE0bdqUEydOEBwczOPHjylYsCDz5s0jPDycWbNmkZiYSEBAgLoJhrRZ/eDr64uJiYkabIO3KTlWr17N3r17iYuLo0yZMoSFhREdHc28efN48OCB2rYtLS1lh1k9prvL7LJly6hQoQLFihVj27ZtzJgxQ91wqECBAqxcuRInJye6d+9OvXr1srnk4lOFhYURFRWFt7c3oaGhrF27lvv37+Pv78/Vq1epUaMGTk5OxMbGfrAPLOMdIb5sEnAT2apMmTJERUXh6elJZGRkliUP2qBb3rx5uXPnjuxIque0ncb58+czatQocuXKReXKlQkMDGT16tU8ePDgvXPe3ebcw8OD6tWrf9Zyi4/TTXxvaWlJwYIFqVSpErt27SI6OhoDAwMMDAzIyMhQg27h4eGEhIRkY6nFp9K2vadPn/Lbb78RGhpKQEAA7u7u3L59m6FDh6rH5siRgwYNGuDr68vIkSOBt7MW9+zZw5QpU2QZqZ76WNBt7dq1PH36lFatWrF7926WLVvGunXr1GT6MuNYf5iampKcnExqaiqLFy/Gy8uLuXPnUq9ePfz9/dm9e3eWoNv58+eZMGGCulGGlgza9deWLVvYt28ffn5+DB48mDp16nDjxg0uXLjAxIkTef36tXps27ZtmTFjhrrxlNB/ly9fpk6dOlStWpV8+fJRvXp1Zs2axc2bN4mIiACgevXqLF26FBcXl2wurRDif02WlAq98ObNG/bt28fUqVNp06YNs2fPVr978uQJ1tbWGBgYyNJDPXfs2DEcHR0JCAigUqVKAKxfv55FixbRtm1b+vbtS9GiRYGsU+RDQ0Nxd3dn7ty5MktGT+jOWDxz5gwFCxakQIECnD9/Hn9/fzQaDUOGDKFGjRpZzrt06RLly5eX2TFfiNWrVxMSEkKhQoVwd3enQIECZGZmEh0djaOjI5UrV2bFihXvnZeamoqJiYksdflCfGh56bfffku3bt3UVA7vHieyn6IonD9/nmXLlvHo0SNiYmLYunWr+hydMmUKZ86coX///jRv3hxLS0uuX7/OwoUL8fPzk7rUU7rtLDMzkwMHDhAdHY2zszP79+9n8uTJjBgxAgMDAzw9PWnQoAEzZsz4pJy4Qn9oxyzjxo0jLS0NLy8vMjIy1BnE4eHhuLu7s337dvLnz6+eJ89VIf5Z5Eks9EKOHDlo2rQpLi4ubN26lRkzZqjfFSxYUH1LL8E2/aI7AwreznixsLAgb9686nfdu3dn1KhRrF27lvXr16sz3bSdibCwMNzc3CTYpkcURVEHAx4eHjg5OREdHY1Go6FOnTr89NNPKIqCn58fZ86cAd7Ontm0aROVKlWSN+967N02W7t2bQwMDLh06RIvX74E3s6K+uabb/D09OTy5ct069btveuYmJgAMmvmS/HuTLdmzZqxefNmDh069N5xQn9oNBqqVauGoaEh9+/fp1KlSuTKlUv9fu7cuXzzzTcEBgayZ88eYmNjsbW1ZdWqVVnqXOgXbTtbuXIlERERNGnShP79+xMfH8+KFSsYMGAAP/30Ey1atCBv3rwcPXr0gy8+hH7TjlkaNGjAnj17OHnyJIaGhupz09TUlGLFimFubp7lPHmuCvHPIj0roTdMTU354YcfcHFxISwsDD8/vyzfy0BA/2jr5PHjx+pncXFxJCQkYGBgwJs3bwBo1aoV+fLlY8uWLURFRZGSkgK8DbbNnj1b8j/pGW0n0d/fn4iICBYtWkSTJk0wNTUFoGHDhvz0009oNBomTpxI+/btuXr1Kj/++KN6DZnhpp+0bfbixYvExcVha2vLsmXLyJUrFy4uLsTGxgJv/wZq1KjB/PnzsbS0lIH7P4BuAGbIkCE4Ojp+MJgq9Ed6ejpxcXEYGhoyevRoDA0NmThxYpZn7ty5c6lZsyYLFizg3LlzAGoKDuk36RfdPHpbt25lzZo1VKhQAQBra2sePXrE06dP1fxsr169ws7ODhcXFyZMmJAtZRb/dy1atKBLly4MGzaM/fv3ExsbS3x8PFu2bCF//vyYmZlldxGFEH8jWVIq/lb/zRLQlJQUoqOjqVWrlgzavwBbt25l4cKFHD16FHg7kLt+/TobN24kX758wNtdLleuXIm1tTVLly5l3bp1VKlShcWLF2NnZ0fTpk2z8yeID0hJSWHYsGHUrVuXAQMGqJ/r7lx46dIlrl69SkxMDEOGDFFntkm71W+nTp2iT58+TJo0iXbt2pEnTx5u3rxJ//79KVeuHG5ublhZWQFZ7+Gy3FD/fKxO/ujZ++5yJVm+9OWIiooiIiICCwsLpk+fTqFChdTvfH19GTBggNSlHnrz5g05cuRQ/33o0CGuXLmChYUFvXv3VtvgvXv3GDlyJNWqVaNjx44sWbIEMzMzvLy80Gg00la/YI8fPyYoKIiQkBBsbGwwNjYmR44chIeHY2xsLM9XIf7BJOAm/ja6D4/Xr1+/t831p5DOhf6LjY2la9eu9OrViz59+nDz5k1mzZrFrVu3cHJywtjYmMjISABWrVpF06ZNad26NaNGjSIpKem9qfRCP8TGxtKyZUucnZ1p165dlvackpJCfHw8NjY2Wc6R9vrlWLhwIZs2bWLYsGG0bt0aS0tLbt68yYABAyhXrhyurq5ZcsoI/aPbJo8ePUpycjKJiYm0b9/+D8/TDcbFx8djaWn5dxdV/B/p3lu1QbdcuXIxbdq0LEG3d48V2W/WrFmUKFGCTp06YWFhQWxsLHXr1gWgf//+ODk5qcempqYSFBTE5s2bSUhIoEiRIgQHB0tA5h/k/PnzxMTEYGRkRKNGjTA0NJQXlUL8w8mdW/wtdDsGK1euZMqUKTx9+vSTztNKSUmRTqOeeTc+n5GRgbm5ObVr1+bs2bPA251nFyxYQJMmTfDy8sLLy4v09HQ1/0jOnDnVAYIE2/TDh967WFlZYWdnx969e3n16pW6Gym83XFr3bp1vHr1Kss50l71j27d6t5fnZyc6NixI97e3mzdupWXL19StmxZAgICOHHiBL6+vtlRXPEXaJ+xbm5uzJw5k4CAAJYvX0779u25ePHiB8/RDbYFBQXRt2/fLDsgCv1kaGiott927drRqVMnEhMTcXR05MWLF+8dK/TH8+fPWb9+PTt27ODly5dYWVmxe/durK2tOXnyJL/99pt6rImJCX379iUgIICVK1cSEhKi7hwswTb9o/t8TU1N/aRzvv76a5o3b06TJk0wNDQkIyNDgm1C/MPJ3Vv8LbQdg4ULFxISEkLdunVJS0v7w3N0E7WHhITg5+f3yQ8w8XloB2pPnjwB3nbsc+TIQefOndm3bx9bt25Fo9FQuHBhZs+ezfr16wkPD2f16tWYmJjg6enJq1evqF27dnb+DKFDdzOSJ0+ecOvWLTWQ1rx5cx48eEBgYKAaAE9OTsbX15fLly9nSd4t9JO2bgMCAtixY0eWe+r48ePp3Lkzbm5ubN26lbi4OMqUKcOePXuYOHFidhVZ/AWhoaFs2rSJpUuXEhoaytixY7l69WqWIJp2UKgbbAsNDVWTs/83s8/F56fdqR2gbdu2tGjRggoVKpA3b95sLpn4EG2A1Nvbm5o1axIQEMDOnTuJi4ujRIkSBAUF8fDhQxYtWsT9+/fV80xMTLCxsaFixYrqiy4JyOgn7f3U19eXzZs3A+9vTPQubRvWvsCUQKoQ/3xyBxd/m4MHD7JlyxaWL1+Ovb09AElJSbx48YJ8+fJlmd2kOxAICwtj/vz5uLm5qTvhCf0RHh5OWFgY33zzDcOHD8fY2Bh7e3t69uzJtm3bqFOnDlZWVhgYGGBtbY1Go+HatWusX7+e3bt3ExAQQLFixbL7ZwiyBrkXL17MiRMnuHHjBrVq1aJSpUqMGDGCR48eceTIEXbt2kWZMmX4/fffSUtLIzIyEo1G81/laRSfX3R0NMePH8fU1JQGDRqo99YJEyZw69Yt/P39SUpKokePHhQtWhSQpWlfgvv379O9e3cqVKjAjh07mD59OjNmzKBOnTokJydjZmb2Xu6n0NBQ3NzcmDdvnmxWowf+yj1U956ru+GFLDfUbyNHjmTcuHGEhISg0Who3rw5pUuXJjQ0lK5duzJv3jymTJnywb6R3IP13++//05ERAQtW7YkZ86cHz1Ot60/ePCAkiVLSv9JiH8BeTqL/5l3l6XFxMRQokQJ7O3tuXr1KitXrqR9+/Z06tSJJUuWqLNo3n3rvnDhQhYtWkSLFi0++28Q73v3bZ29vT3NmjVj3759dO/eHS8vL548eULjxo25e/cuMTEx6m542nrNkycPNWvWJCwsjIoVK2bHzxAfoK2fFStWEBoaypgxY9i1axcmJiYEBARw584dRo8ezfjx42natCn58uWjefPmbNq0SV3mIp1F/fOhJcLLly+nefPmODs7c/DgwSwz3QoXLoyJiQnR0dFZBgsy0NMvH5o5cfXqVdLT0zl79ixTpkxh3LhxdO/enczMTHx8fFi3bh3wn7rcsGGDBNv0iO5z8t12+7EUyxqNhvT09PeuI/SLNgDq4uKCk5MThoaGJCQk4O7uzq5du4iPj6dMmTKEhYVx/vx5JkyYQExMTDaXWvwVujNOLSwsOH/+PPDh9qg71lm7di0tWrTIstuwEOIfTBHifyAjI0P974SEBEVRFOXnn39WbG1tldGjRysNGjRQxo8fr2zYsEFZv369UqlSJeX69etZrhEaGqpUq1ZN2bVr12ctu/g43Xo9duyYsnv3buXEiROKoihKamqqsnTpUqVv375K9erVldWrVys1atRQevfuraSnp793rczMzM9WbvHHtHWRmZmpxMXFKb1791Z27typKMrbeq5ataqyYcOGLMe+60N1LLKfbptNTExU4uLisnzv6OioVKtWTdm5c6fy/Plz9bMrV65k+bsQ+kW3Xi9duqQ8fvxYURRF2bp1q9K2bVvFzs5ObbOK8vY5PHDgQMXT01P9LCoqSrG1tVX27Nnz2cotPk63na1du1YZP3684uPjo/z6668fPOZDn+3bty/L34bQL9u3b1dq1KihXL16Ve0bjx07Vvnuu++U0NBQJT4+XlEURbl27ZrSv39/qUs9p9v23u0D9e7dWxkwYMCfnrd+/XqlZs2ayvbt2/+eQgoh9I4sKRX/Z7pLGfz8/Lh69SqTJk2iVq1aeHt7s2PHDsaMGUOdOnWwsbEhLi6OjRs3ZplhERgYiLe3N66urvzwww/Z9VOEDkVnuaGHhwebN2/GysqK27dv06xZMyZMmMDw4cNJTU0lNDSUQ4cOkZycTFpa2geXtshMKP2g214TExMxMTEhMTGRMmXKsH//fsaPH4+TkxOdO3cmNTWVzZs3U7ZsWb7++uss15HZT/rn3c1qTp8+zbVr1+jcuTPfffcdNWrUwMPDA2dnZ1xcXChYsCDp6emkpKTw1VdfodFoZGmaHtK9Fy9atIjTp0/TpUsX2rRpQ/ny5bGxsUGj0ai5vO7evcu8efOIjY1lxIgR6nVKly6Nj48PDRo0yJbfIbLSPhN9fHwICAigXr16bNiwgVOnTtG5c2eaN2/+3rJ95Z30GzNmzCA4OJiaNWtm2+8QHxcXF0eRIkUoWrSomkZl0aJFjBgxAk9PTzQaDd9//z22trasWrUKkOXB+kzb9jZu3MiNGzdwcHAgf/78aDQaxo8fz/jx4zl48CCNGjVSz1HeWcUjM4yF+PeRgJv4P9PdIGHr1q2MHDmS5ORkAJo2bUqjRo0wMjIiLS2N5ORknJycMDU1zbK08OnTp8ycOVOCbXpE20Hw8/Nj06ZNai6+tWvX4uLiQnJyMhMmTKBEiRL07t2bJk2a8PDhQ6pXry4Ddz2mrZM5c+aQkZHBoEGDgLeJnU+dOsWECRPo3r078DYvye7du7G0tMyu4oq/QFu3np6ehIeHM2rUKDp06MCSJUv47bffSExMpEGDBri6uhIWFsazZ89ITU1l1KhR6m5pEkjVP9p78bJly9iwYQOenp7Y2dlhZGRE2bJlGTJkCD4+PsyaNYuZM2eSP39+zMzMWL9+PUZGRmq9Vq5cOZt/iYD3AyqPHz/Gy8uLWrVqceHCBVatWsWaNWvIzMykZcuW6vNUo9FkGbi7u7vj5eUlwTY9lpmZycuXLzE1NcXAwEDNqzh8+HC6du3KkiVLsLKyokmTJmpgRvpN+ke3zWZmZnLlyhWuXLlCy5Yt6datGzVr1qROnTpYW1tz4cIFGjVqpNants2uX78eT09PCbYJ8S+kUZSPJIkQ4i/Yu3cvs2fPZtmyZeoGCSkpKTx//pzChQuTmZlJZGQkUVFRJCcnExYWpuaAkt2X9FdMTAyenp7Ur1+fli1bsmfPHqZOnUrPnj1Zu3YtderUYdSoUZQtWzbLeTJw1z+6b1nv3r3L4MGDmTt3LjVq1ODw4cOMHDmS7777jmXLlqEoComJiTg6OvLmzRsCAwOlPr8Qhw8fZv78+bi6ulK1alV+/fVXunfvTrFixShSpAgDBgygXr16750n92L9pSgKMTExjBgxgv79+9OyZUv1O+1A8OnTpzx//pzr169TrFgxvv76awwNDaVe9YzuwD06Ohpzc3NWrFjBqFGjKFeuHACXLl3Cz8+PFy9e0KtXL5o3b57lGjJL5suRkJBA69atsbe3x8vLS/38119/JTw8HGtra4YPHy7P1y/E7t27sbOzUzcWWrt2LefPn+fAgQP07NmTO3fucPLkScLDwylTpox63rFjx3BwcGDJkiXSZoX4F5JemPifePjwISVLlsTe3p5r165x9OhRIiIiiImJoW/fvvTp04fcuXNTrVo1Ro8ejZGRkQwEvgCWlpZ8//331KpVi4sXL+Lq6sqIESPo3bs3uXPnZsGCBbx8+RJXV1cKFSqkniedR/3x6tUrcufOnWX50u+//07dunWpVq0aiqJQv359JkyYwNy5cxk0aBCZmZmkpKTw8uVLIiIiZPbTFyR//vx069aNqlWrcvjwYSZMmMC8efMoU6YMvXv3Jjg4mKSkJJo2bZrlPLkX6y/tLImYmBhy5MiR5TsDAwNSUlIAqFixYpaZ4xkZGVKvekR3abCrqysREREAJCcnU7t2bTXgVqlSJQYOHEhAQABeXl7kyZOHOnXqALBmzRqWLl0qwbYvgKIo5MqVi1mzZjF58mQGDhzIyJEjURSFpUuXUrBgQUaNGgXIS0p9pygKz58/Z+zYsTRs2JCxY8dSrlw5evXqRYcOHejZsycBAQHEx8eTlJTEgQMHKFOmjFqvRYoUITQ0lKpVq2b3TxFCZAPpiYm/TPnAFvZlypRh4cKFjBkzhkuXLlGlShX69OmDRqNh5syZtG3blmbNmqkdRBkIfBlMTU1p2LAhxsbGnDx5knLlytG+fXsAjI2NadOmDbGxsdjY2GRzScWHDBs2jPz58zN79mwA0tLSiI2NJSwsjOrVq2dZuvLTTz9RoUIFdu3aBUCxYsXo2bOnBMe/MKVLl6ZQoUIkJiYSGBhI//79adeuHQClSpXi0qVLlC9f/r2Am9AfH3rGpqenk56ezqNHj9R/a9vktWvXOHv2LJ07dyZXrlzqOTKA1x+6dXr//n2OHz+Ov78/8fHx7Nq1i6CgIHLkyEHHjh2Bt0G33r17c/jwYXXJ6O3bt/Hx8WH69OkSbPsCaOu7Tp06LFmyBBcXF4YNG4aRkRHW1tYsX75cPVbaqv7RbbMajYYCBQoQGhrK8OHDWbp0KcOGDcPW1hZzc3OqVatG+fLlef36NYsWLWL9+vX06dMHExMT4O2zVwjx7yUjKPGX6C6HiI+PJ0eOHGg0GurXr4+rqys7d+5k6NCh1KlTh8KFC/PkyRPs7e3JyMjIch3pXHw5tIO6O3fukJCQgEajISUlhWPHjtGmTRt1eZPkbNM/kyZNUoOhb968IUeOHAwfPhxLS0u8vLwIDw+nc+fOKIqCoijUqFFDzcGnJcHxL4uZmRlmZmbExsby7Nkz8uXLB7xd2mRra8vQoUP5/vvvs7mU4mN076MvXrzA0tKSzMxMihQpQo8ePXB1daVYsWI0bNgQgNTUVLy8vChQoAAWFhbZWHLxR7T31ICAAC5fvkzt2rWpUqUKgJpQ38/PD0ANulWtWlWdEZOZmUmhQoUIDQ1Vl7OJL4OJiQk1atQgKiqKa9euodFoKFeuHAYGBvIyS49p22xSUhLm5uYoioK9vT3Lly9nyJAhLFu2LEtKFTMzM8zNzZkxYwbt2rVj9+7dtG7dOjt/ghBCT8hdXnwy3eUQK1as4MSJEzx79gxbW1t++ukn2rZtS8uWLTE2NiYjI4Pk5GSmT5+OqampvN35gmk7HV27dqVXr150796d1NRUTExMsmxyIcE2/XHq1Cns7e0pVqwYAEFBQWzbtg1fX1+srKzo3bu32j5z5Mihdgq1gTfdgJsEx79Mqamp5MyZk7Nnz5KamsrBgwd5/fo1TZo0QaPRyBImPaW9jy5btoz9+/djYmJCo0aN6NGjBw4ODjx79owhQ4bQqVMnAO7du0d8fDwrV658b0dLkf3e3RX66dOnHDhwgBo1aqjHlClThh49egBvA3Jv3ryhZ8+eWa5jYGCAmZmZBNv0xF9tZ9q/g/Lly6ufycss/efj48ONGzeYOHEiBQoUQFEUKleujI+PD71790aj0agz3bR/D2ZmZpiYmJCWlpbNpRdC6AsZIYtPpn2YLFmyhKCgINq2bcuPP/6IgYEB/fr14+DBgxgbG5OUlMTWrVsZOHAgz58/JyAgAAMDAzIzM7P5F4j/i6pVqxIWFkbjxo3p1KkTmzZtUpcbCv0RHh5Onz592L17t5rbqU6dOvz+++84OTkRGxtLzpw5GTJkCA4ODkycOJFt27apeaIkcPrPULBgQQYNGsSdO3fYsGEDmZmZrFmzRg3KSLBNv+juXxUZGUlwcDBdu3alcOHCHDx4kNmzZ5Oens7s2bOZP38+z58/59WrV1SsWJFNmzapmxBJsE2/aO+nb968IWfOnPTp04f+/ftz9OhR1q1bpx5XpkwZevbsScWKFTl37hyyn5n+0u4YC7xXTx+rNwMDg08+VmSfd8cpZcqUYdu2bSxdupRnz56pOwZXqlQJR0dH9u/fj6enJw8ePFDPOXr0KDdu3FBnsAohhOxSKv6U7pu8p0+fMmTIEAYOHEiLFi0AeP78Ob6+vuogoXjx4uzdu5dbt24xZswYyQH1Dyb1qp9cXFzYuHEjM2fO5IcffsDc3Jxbt27Rr18/ypYti4eHB3nz5iUpKQkfHx98fHxYtWrVB3evFPpDO0tC+9j+WHBF954dGxuLoaGhunGGtFn9dvLkSU6cOEHFihXVZ+z69evZvHkzRYoUYerUqeTNm1ddIq4lMxb114YNG/Dx8SE8PBwrKyuePn1KSEgIwcHBTJw4kW7duqnHPnr0iEKFCqntXAKo+kW3TkJCQvjll18oV64ctWvXxt7e/r1jPnTe/v37adSokbzc0jO699B79+5hYmJCoUKFuHDhAt26daNjx46MHDkSa2tr4G27PnbsGKmpqSxfvlytz0ePHqEoisxGFUKo5G4v/pDum7wXL15gYmLCzZs3s3Ts8+fPT58+ffjqq684ffo0FhYWNG/enPHjx2NkZCTT5v/BpF71S2pqKgBTp06lU6dOzJkzh3379pGYmEiZMmUICAjg5s2bjBs3jri4OMzNzRk4cCAzZsygVq1a2Vx68Wd0Z8tol4V+iHYWG7zdaThPnjzqZ9Jm9YeTkxOXLl1S/3369GnmzZtHZGQkOXPmVD/v0qULbdu25ffff8fFxYXY2NgswTaZsajfatSogbGxMYMGDSI2NhZra2t69OhB7969cXNzY8OGDeqxRYoUUVcESLBN/+ju9u3l5UVGRgYbNmxgyZIl6oZDuvdfyBpsCwsLY/jw4URHR3/+wosPWrduHVeuXFHvoW5ubgwZMoR27drRo0cP4uLiiIyMJCIigqVLl/LLL7+QmJjIoUOHaN68OStXrsTAwEB9HhcpUkSCbUKILCTgJv6QdoDn4eGBq6srmZmZ1KpVi5MnTxIfH68eV6RIEQwNDbl79y7wNoeBlgwEhPj7KYqi7oi1YcMGbG1tSUxMxNXVlb1795KcnEzZsmUJDAzk1q1bjB8/nhcvXmBhYUH37t1lebAe013msmfPHpo2bUpcXByGhoZ/GnTT3sNfvnwpA3g9cv36dfLnz4+tra36mZ2dHU2bNsXQ0JBNmzbx5s0b4O0ztGvXrrRr145Lly4REhKS5VpSr/rj3SVpiqJQunRpfH19SUlJwcHBQd3ZWxt0mz59Ovv27ctynsx+0i/v1uvjx4/x8vJi0aJFLFq0CAsLC9asWcOOHTsA1KWHusG20NBQ3Nzc8PLyUneeFdnrwYMH+Pj4sH79eu7fv8/evXvZvHkz48aNw9nZmSpVqjBkyBBu3LhBVFQUR48eZfTo0bRu3ZqHDx+qu33LSw8hxB+RJ7r4IN23cydPnuTQoUP07t0bKysrqlevTnR0NFu3buX169cAJCcnk56eTsGCBbOryEL8q2k79V5eXri7u2NmZsb06dP55ptvmDFjBrt37yY5OVmd6Xby5ElWrlyZ5Roy+0n/6CZd3717N5cvX+b58+cMHjxYXS76oaCb7kBv3bp1eHt7q/drkf1sbW2ZMGECxsbGhIWFceTIEXLmzMmgQYPo0qULDx48YPHixWoeRgMDAzp37syECRMYNmxYNpdefIy2reoGXhRFoXjx4ixdupTU1FQGDhyoBt26dOnCrFmz1F1nhf7RvQdHR0dz5coVXrx4gZWVFQD29vYMHDiQ/Pnzs27dOnWmm4GBwXvBtrlz52bZbEpkr2LFirFy5UouX77MmjVrOHbsGA4ODjRp0oT27dszfPhwJk2axJQpU0hMTGTt2rVMnTqVUaNGSe5MIcQnkxxu4g9FRUVx6dIlFEVh2rRp6ucuLi6cOnWKPHny8NVXX3H16lUSEhKIioqSQbsQ2SQuLo6ffvqJnj170r17d/Xz6dOns2XLFmbNmsX333+PhYUFDx8+pFChQvJW9guxYMEC9u/fT9u2bblz5w7nzp3D3Nyc4OBgrKyssuSfeXcJk4uLC25ubjRv3jw7f4L4/3QH8E+ePGHKlCk8efKEadOmUbt2bZKTk/H19eX48eNUq1aNsWPHYmpqmuUakrNNfz158oQmTZpQq1YtVq1aBfynTV69epXevXtTpUoVXF1dyZ8/v3qe5FfUP7r3UldXVyIiIoC3L5knTZqUZTfZS5cuERAQwLVr15g2bRp16tQBYM2aNSxdupTZs2fTrFmzz/8jxJ+6fPky06dP58GDB/Tt2zfLS42XL1/i7OxM4cKFs4yDQO7DQohPIzPcRBbvxl/37dvH2rVruXr1qpofCt7miBo0aBDly5fnyZMn2Nvbq8G2jy1xEkL8fRRFQVEUkpKSyJ07N/CfnG6zZ8/G1taWJUuWsH37dlJSUihatOgfLkkU+uPy5cts376dmTNnMnz4cNzd3Zk9e7a666HuTLd3lzAtXLgQDw8PCbbpCd1gm3ZW+PDhw7G1tWXevHmcPHkSMzMzBg4cyLfffssvv/zC7Nmzszx/QVI16JN3lxsWLFiQoKAgbt68iYODA/CfGciFChWiZMmSHDt2DHd39yznSbBNv+jeS+/fv8/x48fx9/fH3d2d1q1bExQUpAbgACpVqkTv3r1p1qyZumT09u3b+Pj4MH36dAm26TE7OzvmzZuHhYUF+/bt48qVK+p3efLkwcrKivv37793ntyHhRCfQgJuQqXbudi6dStRUVEsXbqUHj16cPv2bSIjI0lKSlKPb926NVOnTsXb25tJkyapOaDkASTE56fRaLCysqJs2bKsWbOGzMxMTExMSE9PJyMjg6JFi5Kamsr27duzzJaR9qr/EhMTefXqFTY2NupntWvXxsHBgQcPHmRZXqod/IeGhuLu7s68efNkCZOe0A22+fv7s3TpUuLj46lWrRo9e/akdOnSzJ8/n5MnT6obmtjb22NgYICxsXE2l158iG6dnjhxgr1793L48GFq1KiBh4cHN27cUINu8Da/bbly5YiKimLu3LnZVWzxCbT94YCAAJYsWULt2rWpUqUKDRo0wMHBgfr16+Pn55cl6Fa1alVGjx6t3osLFSpEaGgorVq1yq6fIT6Rra0ty5cvJyMjg9WrV3P16lUAXr9+za1btyRljhDivyav0wSQtdN448YNAgICyMzMJHfu3EyfPp2kpCSCgoLIkSMHzZs3J0eOHOo5ugN2eUMrRPbQtkcHBwfmzZvHmDFj8PLywsjIiMzMTNLT0wkMDKRs2bJA1gC70B+69aKt01KlSlG8eHGOHDlCyZIlMTQ0xMjIiDp16lC6dGmePXvG4MGDWbVqFblz52b9+vVqsE1mVegP7TN24cKFbNmyhaFDh6o52qpXrw7A6tWrcXV1ZdKkSdSuXZtx48ZhYmKiJmGXZPr6Q3dTEg8PDzZv3oyVlRW3b9+mdevWODg44OHhgZOTE+3ataNx48acPn2a9PR0vvrqK3VnQ3npoV9021liYiJPnz7lwIED1KhRQz2mTJky9OjRA3gbkHvz5k2W5aXwtr2bmZnJjpVfkPLlyzN//nwmTJjAwIEDqVSpEiYmJqSkpDB9+nRA+k5CiL9Oem4C+M9AYMGCBXh7e2NqasqTJ0+YN28ee/bswdXVFXt7e3x9fdmzZw/JycnS8RdCj2jbY9WqVenXrx937tzh+++/Z9y4cXTs2JHr169TunRpdeAuHUb98269aHeNzZMnD5UrV2b37t3s3btX/T4tLY2iRYsyatQoMjIy2LZtGwAvXrxg/vz5EmzTQ1FRUURFReHv70/Pnj2xsbEhOTmZ169fU716dYYNG0apUqUYP348ly5dwtTU9L0dZ4V+0LZVPz8/Nm3axNKlS4mKisLJyYmIiAiWLFmCtbU1wcHB2NjYcO7cOSwtLVmzZg0GBgZkZmZKsE0PadvZmzdv1GX7/fv35+jRo6xbt049rkyZMvTs2ZOKFSty7ty591KyiC9TxYoV8fT0xNzcnEePHtG4cWM2btwoGyQIIf5rsmmCUEVGRjJ//nyCgoLU5WfOzs7Ex8czdOhQmjRpgrOzMwcOHMDDw4Pvvvsuu4sshNChffOalpbG77//TmhoKImJiZiamjJx4kQ1x6IM8vSP7qyKoKAgzp8/z4MHD2jatCkdOnQgd+7cjB07lmfPnvHVV19RrVo1Nm/ejLGxMT4+PnTs2JFvvvlGfQsv9JOvry/Xr1/Hw8ODW7ducezYMdavX0/OnDlp2rQpQ4YM4dSpU/z888+MGDFC2qqei4mJwdPTk/r169OyZUv27NnD1KlT6dmzJ2vWrKFOnTpMnToVGxsb0tLS1KXBskGCftuwYQM+Pj6Eh4djZWXF06dPCQkJITg4mIkTJ9KtWzf12EePHlGoUCEMDAxk9tM/yIULF9i4cSOzZs2SGcZCiP8TCbgJlaenJ2fOnGHt2rXA27d8MTExjBw5kufPnzN58mSaNGnC8uXLGThwoOSUEeIzerez998EzmSQp/88PDzYsGEDHTt2VGet2dvbM2rUKEqWLElQUBAnTpzg9evXFCpUCE9PT0xNTRk4cCC1atViwIABADLo01OBgYEsWLAABwcH9u/fT7ly5ahUqRKPHz/mxIkTrFu3jnz58qnHS4Bcv6WkpHDkyBFq1arFvXv3GD16NH379qV3795qXX/zzTe4ubmpOaAkKKP/bt++zbBhw7CwsMDX1xcrKytiYmJYt24da9euZeLEiXTp0iXLORKQ+efRtlWpWyHE/4WMvIT6QNHmKUhLS8PU1JS0tDRsbGxwdHRkyJAhBAYGYmRkpG6XLQMBIT4fbWdvy5YttGnTRk3K/LFOoPZdirazCJJjUd+sW7eOatWqUb58eQCuXbvGzp078fLyolatWgC0atWKefPmsWzZMjw8PBg8eDBDhw7l9evXWFhYAG9flly6dImpU6fKQF7P9evXj5cvX3Lx4kV69epFvXr1KFmyJDdu3ODXX3/l1atXWQJu8ozVb6ampjRs2BBjY2NOnjxJuXLlaN++PQDGxsa0adOG2NhYrK2t1XOkjeqXd5+jiqJQunRpfH19GT58OA4ODvj7+2NjY0OPHj0wMDBg+vTpWFlZ0aRJE/U8Ccj888hyfiHE/4LcQYTa+WvSpAlXr17Fz88PQJ3BlpaWRv369TEyMmL16tWkpqYCMhAQ4nOLi4tj3rx5LFiwAPjzDr62baelpUmHUc88ePAAHx8f1q1bx82bN4G39fnmzRty5MgBvH2pYW9vz+TJkzl06BBHjx5V69HCwoKbN28yYsQItm7dyqpVqyhRokS2/R7x57RB8DFjxrB8+XJ69uxJyZIlSU1NZcGCBeTNm1fq8AukfZFx584dEhIS0Gg0pKSkcOzYMRo2bIi/v7+as03oH+09dceOHcB/gizFixdn6dKlpKamMnDgQGJjY7GxsaFLly7MmjWLhg0bZmOpxeciAXIhxP+VjMCEytbWFhcXF1auXMnChQu5dOkSDx48YO3atVSsWJHp06dz8uRJoqOjs7uoQvwrvDtAy5kzJ8OHD+fGjRucP3/+o+fpLlkKCQlh+PDhaqBc6IdixYqxYsUKLl++TFBQELdu3SJPnjwkJydz79494G39Z2ZmYm9vz1dffcXdu3ezXKNs2bJ06NCB1atXU7FixWz4FeKv0A7k4e3MqDdv3rB27VqGDBnC8+fPWblypQRmvkDae23Xrl25cOEC3bt3p02bNjx69IgffvhBPU5eeuivJ0+e4OTklGVJvqIolChRAjc3N+7fv4+TkxPPnz+nUKFCdO3aFSMjI3VjGyGEEOJj5OkvsujQoQMeHh5ERUUxfPhwevbsydOnT+nXrx85cuSgRIkSWFlZZXcxhfhX0A7QIiMjuX//PiYmJjRt2pSXL1+qO1K+SzfYFhoaiqenJx07dsTExOSzlVt8mooVKzJnzhwuX75MQEAAmZmZDBo0iKlTp3LmzBmMjY0xMDAgKSmJ1NRU8uTJo56rDdw0btyYYsWKZddPEDo+JSXuu7vQZmZmUrRo0Sy74Elg5stUtWpVwsLCaNy4MZ06dWLTpk0SlNFT7wa1CxYsSFBQEDdv3sTBwQH4T1stVKgQJUuW5NixY7i7u2c5T9I0CCGE+DOyaYL4oJiYGB4/fkx6ejrVqlXDwMAADw8P9u3bR3BwMAUKFMjuIgrxr3Dy5En69etH0aJFGTJkCN999x0vXrygU6dOLF68OMsMineDbW5ubsybN49mzZplV/HFJ7hy5QpTpkyhUqVKNGvWjMOHD7NmzRocHBwwNzfn7NmzPH36VB3AC/2jmwfqr+Q31T1W8qL+88hGNfpHt62eOHGCxMRETExMaNCgAdHR0YwbN45y5crh7+8PvN0YY9asWfTu3Zty5cpJGxVCCPGXSMBN/KkbN27g5+fH4cOHCQoKokKFCtldJCH+sT60EUKfPn24fPkyLVu25MWLF3z77bckJCRw9OhRXFxc3sv7FBYWxsKFCyXY9gW5cuUK06ZNw87Ojnbt2nH37l3Wr19Pjhw5KFiwIPPmzcPY2FiCMnpIt836+/vz9OlTxowZg7m5+Sefl5qaKrNQhfib6b6U8vDwYPPmzVhZWXH79m1at26Ng4MDL168wMnJidy5c9O4cWNOnz5Neno669atw8DAQO7BQggh/hIJuIk/lJ6ezm+//cbWrVvp0KED5cqVy+4iCfGvcO3aNaysrLC2tubixYsEBARQpUoVChYsyPz58zEzMyM5ORkHBwd69uypDtyjoqJwdnbGy8sry+w3of8uX76sBt1GjRpFgQIFsgwQZbaMflu4cCHbtm2jf//+NG/enIIFC370WN16DQ8PB96mdJCBvBB/Pz8/P1avXs3y5cuxt7dn7dq1uLi40Lx5cxwdHTEwMGDOnDmkpKRgYWGBp6cnxsbGf7gzuBBCCPEh8tQQf8jIyIiKFSvi6OgowTYhPgNFUYiOjqZLly4sWbKEI0eOULlyZQoUKEBCQgLNmzcnPDyc6tWr8+zZM06dOpVllkxqaiorV66UYNsXyM7ODhcXFy5fvsycOXO4d++eGpRRFEWCbXps27ZtREVFsWLFCvr27UvBggVJTU0lISGBtLS0LMfqBtvCwsKYNm0aefPmlWCbEJ9BTEwMt27dYvLkydjb27Nnzx68vLwYOnQox44dw83NDWNjY3x8fPDz82Pp0qWSX1EIIcR/TWa4CSFENtMdgGtt3bqVU6dOceDAARwcHChRogQzZsxgzpw5NGrUiKSkJK5evUrVqlWzDNTT0tIwNjb+3D9B/A9duHCB9evXM3fuXBngfSFWrlzJ1atXWbJkCdevX+fkyZOEhYWRmZlJ165d6dmzJ6amph/Ms+jq6krTpk2z+RcI8e+QkpLCkSNHqFWrFvfu3WP06NH07duX3r17ExgYyIIFC/jmm29wc3NTZ6l+6BkthBBCfAoJuAkhRDbSXaLy/PlzkpOT1V0nX79+zaFDh5g9ezbNmjXj0qVLKIrCkiVLsuRtk5wy/zzaAZ4sYdI/Hxp8b9iwgenTp9OvXz8OHjyIra0tX3/9NY8ePWLHjh1s2rQJa2tr9XjJsyhE9tG+mPL19eXs2bO4u7uTK1cu1q5dy4ULF4iNjcXX11fuvUIIIf7PZH2KEEJkE0VR1A69l5cX+/btIzY2FisrKwYMGECDBg348ccfqVKlCv7+/hgZGXHx4kWio6OzBNwk2PbPo9Fosvx9CP2gu7nB06dPyZUrF8bGxnTp0oXY2FiOHz9O7969qVevHiVKlOD+/fucP3+epKQk9RqBgYGsWLGC+fPny9JvIbKBdnn+nTt3SEhIQKPRkJKSwrFjx2jTpg0tW7YEPryJkRBCCPFXyAw3IYTIBrqzZFauXElgYCBTpkwhf/78RERE8Ntvv9G6dWu6dOmCpaUliYmJ3GoeRMAAAAqsSURBVLp1ix07djB+/HjJ5yXEZxQcHEzPnj3V4PbSpUvZuXMn5ubmVK1aFUdHR8zMzEhKSsLc3BxFUUhLS2PYsGFkZmbi7++vDtyHDBlCixYtaNu2bXb+JCH+9X755Rd69epFqVKl1GD6pk2b5PkqhBDif0YCbkII8Rk9ePBAXTKakZFBYmIiAwcOpE2bNvTs2VM9buHChezbt4958+ZRo0aN964jO1YK8XkcPXqUKVOmUKdOHRYsWMDu3buZMWMGTk5OXL58mUuXLmFmZsby5csxNzfn9evX7Ny5k61bt5KQkMCGDRvUpOvSZoXQL5cvX2bPnj1YWFjQr18/jIyMpK0KIYT4n5GAmxBCfCaTJk0iLi6OkSNHYmdnB0BCQgI9evSgR48edO/ePcuSta5du1K4cGE8PT2zs9hC/KslJSWxefNmwsPDKVu2LOXKlaNgwYK0bt2azMxM9u/fj4+PDxYWFixfvhxjY2PCwsK4desWU6ZMkQG8EF8QaatCCCH+lyQxgRBCfAbdunXj6NGjPHv2jODgYC5evAhArly5sLKyYseOHQCYmJiQmpoKQIUKFSQ/mxDZKD09HXNzc9q0aUPXrl25desWvr6+mJqaAmBgYEDDhg0ZMmQIiYmJjBw5krS0NHr16sWMGTMwMjIiIyNDBvBCfCGkrQohhPhfkoCbEEL8zby9vUlOTubYsWOMGTOGhw8fEhoayq+//gqAs7MzN2/eZNy4ccB/NkG4du0alpaW2VVsIf7VXr9+rQ6+r127RteuXencuTMWFhZs2LCBzMxMAIyNjWnYsCGDBw/mzp07LFq0KMt1JGguhBBCCPHvJK9xhBDib5aYmKhukHDt2jVSU1O5ceMGISEhGBsbU7FiRebMmcP06dNp1aoVhQsX5tWrVyQkJODs7JzNpRfi32fPnj1ERUWxaNEiFi1aRGRkJIcOHaJt27ZoNBpCQkJwdnbG1dUVAwMDjIyMaNiwIZaWlnz99dfZXXwhhBBCCKEHJIebEEL8TbQ7kUZHRzN9+nQMDQ158uQJ+/fv58SJE/j5+VG6dGkcHBywtbUlJiaGwMBAAMzNzRk2bJjkfxIiG1y7do127dpRpkwZYmJiWLt2LeXLlwcgOTmZqKgoNmzYwFdffYWrq6saUNfKyMiQmW1CCCGEEP9yEnATQojPYMCAARw/fpxvv/0Wf39/ALZu3UpgYCBlypShT58+VKpU6b3zZOAuxOelDXA7OzsTFRVF3bp18fDwIG/evOox2qDbxo0bKVCgACtWrHgv6CaEEEIIIf7dJIebEEL8zeLj4zE2NmbkyJE8fvwYR0dHAFq3bk2/fv24c+cOISEhnDt37r1zJdgmxOehff+obXPVqlVj0aJFnD9/nhkzZvDo0SP1ODMzM9q1a0ebNm3InTs38u5SCCGEEEK8S2a4CSHEZ5CRkYGBgQERERGsWrWKihUr4uHhAcC2bdtYtGgRHTt2ZPjw4dlcUiH+fTIzMzEwePsO8sWLF+TLl0/97uLFi/z000/Ur1+fSZMmUahQIQAOHTpEw4YN1aXjutcQQgghhBBCAm5CCPEZJSUlsXPnTvz9/bME3Y4fP07t2rVlRpsQ2Wj58uUcPXqUjIwMOnfuTIMGDbC2tubSpUv89NNP1K1bl/bt27Nx40bu3LnDrl270Gg0atBNCCGEEEIILQm4CSHEZ5aUlMSuXbsICAjAxsaGVatWqd9JzjYhPh/dQFlYWBiLFi1i1KhRHD16lKdPn1KtWjUGDBhAoUKFuHLlCmPHjiVnzpyYmpoSHByMsbGxBNuEEEIIIcQHScBNCCGyQVJSEps2beLcuXO4ubnJUjQhstGFCxfYsmULtWvXpkmTJgD4+vqyb98+KleujIODA4UKFeLFixckJCRQvHhxDAwMZAdhIYQQQgjxURJwE0KIbJKSkoKJiYnkfxIiGx09ehQXFxeSkpKYP38+3377rfqdr68v+/fvp3LlyvTv35/ChQur30mbFUIIIYQQf0R6ikIIkU1MTU3V/E8ycBcie3z33Xc0btyY1NRU9uzZQ0JCgvrdoEGDaNq0KYcOHWL37t1ZzpM2K4QQQggh/ojMcBNCCCHEv8IfzUqbP38+p06donnz5vTq1QsLCwv1uy1bttCqVSvJryiEEEIIIT6ZBNyEEEII8Y+nG2yLiori+vXrmJqaUr58eZo3bw6Ai4sL586d44cffngv6AayqYkQQgghhPh0EnATQgghxL/GggUL2Lx5M/b29iQmJnLmzBn69u2Ls7Mz8Dbo9uuvv1KrVi2GDRuGubl5NpdYCCGEEEJ8iWRrLSGEEEL8K5w8eZItW7awdOlSqlWrRkpKCvv378fZ2ZkcOXIwZswYpk6dyqRJk4iNjcXMzCy7iyyEEEIIIb5QEnATQgghxL9CbGwslpaWVKpUCXi7cUnLli15/fo17u7uNGnShEqVKjF//nwyMzPVTU00Gk02l1wIIYQQQnxpZIstIYQQQvzjZGZmvvdZ3rx5efjwIdeuXQNAm1XD3t4eY2NjkpKS1GMNDAzUoJsQQgghhBB/lQTchBBCCPGPortBwpEjR9ixYwc3b96kQoUK1KxZk+DgYK5evaoG06ysrLC0tCQtLS3LdT62o6kQQgghhBB/RjZNEEIIIcQ/koeHB2vXrsXa2ppHjx4xe/ZsUlJS2LlzJ8bGxrRu3Rpra2tWrVpFfHw8GzZskF1IhRBCCCHE/4QE3IQQQgjxj6DNt6YoCo8ePcLJyYkJEyZQqlQpNm7ciKenJ5MnT8bMzIyzZ8+yZcsWypYti6WlJb6+vhgbG5ORkSFBNyGEEEII8X8mATchhBBCfPF0l5HGx8cTHx9PREQEY8aMUQNoQUFBLFy4ECcnJ7p06aLmbMuXLx8ajYb09HSMjGQ/KSGEEEII8X8nvUohhBBCfPG0wTZPT0+OHz/O3bt3KVy4MO3bt6d06dIA9O3bFwA3NzdevHjBsGHDMDMzA94G7CTYJoQQQggh/lckG7AQQgghvli6u5Fu376diIgI2rZtS4cOHbh//z7h4eE8evRIPaZv376MHDmSM2fOkCNHDvVz2SBBCCGEEEL8L8mSUiGEEEJ88U6fPs3OnTupUqUK7dq1AyAkJARfX19at25N9+7dKVKkiHq8br437W6lQgghhBBC/K/I2gkhhBBCfNGePXvGlClTeP78OSVLllQ/79mzJwC+vr4YGhrSqVMnihUrBiDBNiGEEEII8beS9RNCCCGE+KIVKFAAb29vrK2tOXz4MNevX1e/69mzJ4MHD8bPz49jx479v/bu3lRCIArA6GVTOzDWRO3CPrQKgwWxMAsRm1FetIL56IPhnHSYBr75ubd9YhsAAE/xpBQAyMK+7/H9fqPruhiGIeq6vtbWdY2+76+JpQAA8CTBDQDIxrZtMc9ztG0b4zhGVVW39eM4RDcAAB4nuAEAWdm2LZZlibIsY5qm6982AAB4iz/cAICsNE0Ty7JEURS3yaQAAPAWN9wAgCz9ppCe5xmfjzNGAADeI7gBANn6RTcAAHiT414AIFtiGwAA/0FwAwAAAICEBDcAAAAASEhwAwAAAICEBDcAAAAASEhwAwAAAICEBDcAAAAASEhwAwAAAICEBDcAAAAASEhwAwAAAICE/gAOTlyEZ7efIgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Sécurité:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_sécurité \n", "0 0.061 7.231 0.419 0.000 6.043 72.0 0.0 1.0 0.0\n", "1 0.221 1.468 1.000 0.333 8.488 0.0 1.0 0.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Flexible Bond\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.6085 0.7567 122\n", " 3 0.3985 1.1704 75\n", " 4 0.4165 0.9067 34\n", " 5 0.3106 1.1499 32\n", " 6 0.2713 1.1373 32\n", "→ K retenu : 2 (silhouette=0.6085)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_flexible_b \n", "0 965 88.8\n", "1 122 11.2\n" ] }, { "data": { "image/png": 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2xtOnT7FlyxbMmjULS5culW2zbNkyrF69Gi1btkTLli1x69YteHh4IDMz84txZ2Zm4saNG+jTp0+e2zx8+BADBw6EhoYGQkJCcn2vfvfunUKJTS0trS+24Hz9+jUAoFy5cl+sLy+5vd8V9P49ePAg3r17h759++LDhw/YunUrBg4ciCNHjsiSqYo6f/48xo8fj2bNmmHixIkAPj6v//zzDwYOHIjGjRujf//+2Lp1K4YPH44aNWoAQK4/vGSXf/6aTklJwbx582BkZJRvLPfv38ewYcNgbW2Nn3/+Gdra2nj8+DH++ecf2TYSiQTDhg1DZGQkOnTogAEDBuDdu3c4f/48/v33X5ibm0MQBIwYMQIXL17ETz/9hNq1a+PcuXNYsGABXr58iWnTpskd92s+q7PVrVsXERERSE1NhZ6enkLPPRERfYGghMTERGHgwIGCtbW1YGNjI8TGxgqCIAhTp04VAgMDlamSiIqZlJQUwcrKShgxYoTC+7Rq1UqYMmWK7PHy5csFKyurHNvt379fsLKyEp48eSIIgiD8/vvvgpWVlXD9+vU8605ISBCsrKyE5cuX51g3cOBAoWPHjsKHDx9kZVKpVOjVq5fQpk2bHMft06ePkJWV9cXziY+PF5o2bSpYWVkJP/74o+Dn5yccOXJESE5OzrHtlClThFatWskeh4eHC1ZWVsLmzZtlZRKJRBgwYIBgZWUl7N+/X25fKysrISgoSK5ONzc3oWvXrnJl6enpco8zMjKEjh07CgMGDJArt7e3l7sWecWZLbdrZWVlJdjY2Aj379+XK582bZrg7OwsJCYmypWPGzdOaNiwoSzGESNGCB06dMhxLFVp3Lix0LlzZ4W3//y5FgRB+OWXX4T69evLvdbc3d0FKysrYefOnXLbPnnyRLCyshKaNm0q95pZtGiRYGVlJXTu3FnIzMyUlY8fP16oW7dujrrd3d1ljzdt2iRYWVkJv//+u6zs/fv3wo8//ihYWVkJFy5cyBFXaGiorOzDhw+Cs7OzMHr0aFlZVlaW3DEFQRCSkpIEJycnwcfHR1YWGRkpWFlZCQEBATmeF6lUmqPsU1OmTBHs7e2FhIQEISEhQXj8+LGwZs0awdraWujUqZMgCIKwefNmwcrKSjh06JBsv4yMDKFXr16Cvb29kJKSIgjC/55XBwcHISEhQe44169fz3F/Zct+jX+6T0JCglC3bl3Bw8NDkEgksvJt27YJVlZWwr59++TO4fN75/P3pJEjRwp169aV/V0kCILw8uVLoUGDBkK/fv3yfY6y68tt+fR8Pr9X4+LihNq1awurV6+Wq+vevXtCnTp15MpfvXolODo6CoMHDxY+fPgguLm5Cd9//73suc3rvLKPOXz4cLntZs6cKVhZWQl37tyRlX3+ObBy5UrB3t5eePTokdy+CxcuFGrXri08e/Ys3+ck+3X8+dKuXTu551kQFH/+sz8LBg0aJPfanTt3rlC7dm3Z/Zr9+vDy8pLbbvHixYKVlVWu77Gfevz4sWBlZSVs3bo1x7opU6YIdevWFZydnYXmzZvneH4+3zav18any6fvFbn58OGD0L59e8HFxUXuvacg8nq/K+j9a2dnJ7x48UK27bVr1wQrKyth7ty5csfK7Zw+vxdnz54tODg45Pu5fuzYsRzvkYqSSqXCsGHDBHt7+xyfh58LDg7O8T7zuX379glWVlZCcHBwrscShP/9XbRq1Sq59aNHjxasra2Fx48fy8q+9rM625EjRwQrKyvh2rVr+Z4jEREpTqkupYGBgdDQ0MCZM2fkBvJt3769rAkzEZVsqampAPCfzMKZ/Yv8mTNnFGo18Km3b9/iwoULaNeuHVJTU5GYmIjExES8efMGzZs3R0xMDF6+fCm3T8+ePRUaENzExASHDh1C7969kZycjF27dmHChAlo1qwZVq5cmW+3+XPnzkFLS0vWwgz42IWuX79+ee7zeSuIhg0bynW7BeQHT09KSkJKSgoaNmyI27dvf/F8lNG4cWNYWlrKHguCgBMnTsDFxQWCIMie78TERDRv3hwpKSm4desWAMDAwAAvXrzA9evXiyS2gkpNTS3Q6/nT5zr7tdWoUSOkp6fj4cOHcttqa2ujW7duudbz448/yrU6sbOzAwB07twZmpqacuWZmZk5Xq+fOnfuHCpWrIgffvhBVlaqVCm519mndHR05Ma+0tbWRr169WQty4CPXfKyW09JpVK8ffsWWVlZsLW1lXtdnThxAiKRCN7e3jmOo8iYrWlpaWjWrBmaNWuG1q1bY/HixbC3t8fKlSsBAGfPnkX58uXRsWNH2T5aWlro378/0tLS8Pfff8vV16ZNmy+2NvmSv/76C5mZmRgwYADE4v/9SdSjRw/o6enJdbP8EolEgvPnz8PV1VWuS2CFChXQsWNHXLlyRfa+mp8ffvgBwcHBckvz5s3z3P7333+HVCpFu3bt5O5HExMTWFhYyLV+LF++PPz8/HD+/Hn069cPd+7cwdy5cxVuzfL5+5e7uzuAj9cuL8ePH0fDhg1hYGAgF5+TkxMkEkmO65obU1NT2XOxfv16TJs2DSkpKRg6dKis5Zsyz392659sjRo1gkQikXVxzn59uLu7y22X31AKn8ruIp7XzMcSiQRv375F2bJl821x5unpmeM1kduSVwvqbAEBAXjw4AH8/Pzk3nsKKrf3u4Lev66urnLjNtrZ2aF+/foFuueyGRgYID09vchm8l25ciVOnz6NefPmyX0e5hULAEREROTZZfrEiRMoV66c7P75VPbr7OzZs9DQ0MjRpdbDwwOCIOS4577ms/rz2N+8eZPvORIRkeKU+rQ9f/48Nm7ciEqVKsmVV6tWDc+ePSuUwIhItbK/gL17967Ij+Xo6Ii2bdsiKCgImzdvhqOjI1xdXdGpU6cvDhofGxsLQRCwbNkyLFu2LNdtEhIS5P6wL8gMZRUqVIC/vz9mzpyJmJgY/Pnnn1i/fj2WL1+OChUqoEePHrnu9+zZM5QvXz7HQNJ5de0sVapUjuSBoaEhkpKS5MpOnz6N1atX486dO8jIyJCVF9UkNZ8/V4mJiUhOTsbu3buxe/fuXPfJ/gI8dOhQ/PXXX+jRowcsLCzg7OyMjh07yrr65SU+Pl7peMuXL5/nOj09vQK9nu/fv4+lS5fiwoULOb6op6SkyD2uWLFinq/VypUryz3OTr7lVZ6UlJTnGE5Pnz6Fubl5juud1+uqUqVKObY1NDTEvXv35MpCQ0OxadMmPHr0SC7p/en1j42NRYUKFVC2bNlcj/UlpUqVwpo1awB8/MJuZmYm93fE06dPYWFhIZf4Av7X7evzvy8KY6bB7Dqzu5hl09bWRtWqVWWJF0UkJiYiPT0d1atXz7GuZs2akEqleP78ea7jan2qUqVKcHJyUvi4MTExEAQBbdq0yXX954mVDh064PDhwzhz5gx69eolGx9TEZ8Psm9ubg6xWJzjh4FPPX78GPfu3cvzOJ93n82Njo6O3HPy3XffoWHDhujevTvWrVuHqVOnKvX8V6lSRW677IRD9vh92a+PatWqyW1nZGQEQ0PDL8adLa8fZ0qXLo3Zs2dj4sSJGDZsGDZt2pTrJD6WlpZfTPR8yYYNG7Bnzx6MGTNGoe7D+cnt/a6g929uEzZUq1YNx44dK3A8ffv2xbFjxzB06FBUrFgRzs7OaNeuHb777rsC1/W5s2fPYuXKlRg2bJjccAQpKSl4//697LGWlhbKli2L9u3bY+/evfD19cWiRYtkPzD8+OOPsucmNjYW1atXzzfp+fTpU1SoUCFHMjz7+fz8velrPquz5fcjIhERKUephFtaWlquU9S/fftWrWZUI/qW6enpoUKFCgUaHPpzeSWBPh90XiQSYfny5bh69SpOnz6Nc+fOYdq0aQgODsbu3bvzbZWU/Quyh4cHWrRokes2nycjlJmBTyQSoXr16qhevTq+//57tGnTBocPH84z4VZQirS4u3z5MkaMGIHGjRtjxowZKF++PLS0tLB//34cPXpUoeMoek2yff5en/18d+7cOc9x7bLHxqpZsyaOHz+OM2fO4Ny5czhx4gR27NiBUaNG4eeff84zxvxa83zJ54mkT9WoUUOWqPzSZ1VycjLc3d2hp6eHn3/+Gebm5ihVqhRu3bqFhQsX5mi5kNtnYra8ru3nX0yzFeaXHkVeV4cOHcLUqVPh6uqKIUOGwNjYGBoaGli7dq1cS7jCiKUgiaQvye85/5ZIpVKIRCKsX78+1+v9eQLnzZs3uHnzJgDgwYMHkEqleb4Wv0SRRL9UKoWzszM8PT1zXf95MktRtra20NfXV6iFXF6K+h7MTk7nNwFHhw4dkJSUBH9/f4wePRqrV6/O8f70eXInL9lJn88dOHAACxcuRO/eveUmhlGWqu+9zz+vjI2NcfDgQfz55584e/Yszp49iwMHDsDNzQ3z589X+jhPnjzBpEmT4OTkhLFjx8qtmzNnjtyEEI6Ojti6dStKly6N7du34+LFi7LPvrCwMOzevRubNm1S6D1ZGV/zWZ0t+3X6NeP7ERGRPKUSbo0aNcLBgwflPnykUik2bNiAJk2aFFZsRKRirVq1wu7duxEVFYUGDRoUeP9PWwt82qUmr5aw9vb2sLe3x7hx43DkyBFMnDgRYWFh6NGjR55f7LJbAmlpaRXql/n8VK1aFQYGBvm2xKpSpQouXryI9PR0uVZun85AVlDh4eEoVaoUNm7cKPeFbP/+/QrXYWBgkOuXP0VbJxsZGUFXVxdSqVSh51tHRwft27dH+/btkZGRgdGjR2PNmjUYNmxYnonP4OBghWIpqFatWiEqKgonTpyQ6/aUm0uXLuHt27cICgpC48aNZeX5teT5L5iamuLBgwc5Jin62tdV1apVERQUJFfn8uXL5bYzNzfHn3/+KesCV9hMTU1x7969HAmg7O67n7dGyk1BW3pm1/nw4UO5VoUZGRmIi4sr0HuKkZERypQpg0ePHuVY9/DhQ4jF4hytGgtD9gDrZmZmubbu+tysWbPw7t07TJgwAYsWLcKWLVswePBghY71+PFjuefp8ePHkEql+bY2NDc3R1paWpG8P0skEtnEN0Xx/Ge/PmJiYuTOOzExMUfr49xUrlwZpUuX/uL7Rt++fZGUlISlS5di0qRJWLJkidw98HlyJy/ZSZ9PnTx5Er6+vmjTpg1mzJjxxTqUVdD79/HjxznqiImJgampqeyxoaFhrkn/3D6vtLW14eLiAhcXF0ilUsycORO7d+/GyJEjYWFhUeD3hvfv32P06NHQ19fH4sWLcyRnPT090blzZ9njT//GEYvFsu7zPj4+WLNmDZYsWYKLFy/CyckJ5ubmuHbtGjIzM/OclMXU1BSRkZE5JjDIfj4/fZ5yU9DPauDj55tYLFbofYSIiBSj1E+akyZNwp49e+Dp6YnMzEz8+uuv6NixIy5fviybHYiISj5PT0/o6OjA19dXNrPZp2JjY7Fly5Y8989uWfZpC4S0tDQcPHhQbrukpKQcLQqyZ0bM7jaZnbT6PFlkbGwMR0dH7N69G69evcoRgyLdlfJy7dq1XGcxvX79Ot6+fZvvH6XNmzdHZmYm9uzZIyuTSqXYvn270vFoaGhAJBLJ/bofFxeHiIiIHNvq6OjkmlgzNzdHSkoK7t69Kyt79eqVbEZYRWJo27YtwsPD8e+//+ZY/+nz/fk4MNra2qhZsyYEQch3rD4nJyell/z07t0b5cuXx7x583L9Up6QkIBVq1YB+F/Ll09flxkZGdixY0e+xyhqzZs3x8uXL+Wu+YcPH+ReZwWV3eLi03O9du0arl69KrddmzZtIAgCgoKCctRRGC2CvvvuO8THxyMsLExWlpWVha1bt0JHR0cu8ZmXvN4n8uLk5AQtLS1s3bpV7hz27duHlJSUAnW909DQgLOzMyIiIuQSLK9fv8bRo0fRsGHDIpn5r02bNtDQ0EBQUFCO6yAIgtx9ePz4cYSFhWHChAnw8vJChw4dsHTp0lzvh9x8/v61bds2AMi36167du0QFRWV6xi/ycnJyMrKUujYn7tw4QLS0tJgY2MDoGie/+zXx7Zt2+Se2/w+9z6lpaUFW1tbWYvC/IwYMQKDBg3C8ePH4efnJ7dO2THc/v77b4wfPx6NGjXCwoULlW7JqIiC3r8nT56UG6/y+vXruHbtmtxrqWrVqnj48KHc58rdu3flZvwEcn7WiMViWeutz/+G+Hw4gLzMmDEDMTExCAoKyrX7sKWlpdxnj62tLYD/jdv3qc//nmnTpg3evHmT698D2a+z7777DhKJJMc2mzdvhkgk+mJ32YJ8Vme7desWLC0tvzjTLRERKU6pFm5WVlYIDw/Htm3boKuri7S0NLRu3Rr9+vVDhQoVCjtGIlIRc3NzLFy4EOPGjUP79u3RpUsXWFlZISMjA1FRUTh+/HieA8UDgLOzM6pUqYLp06fj4cOH0NDQwP79+1GuXDm5X6hDQ0Oxc+dOuLq6wtzcHO/evcOePXugp6cn+6OydOnSsLS0xLFjx1CtWjWULVsWtWrVgpWVFWbMmIG+ffuiU6dO6NmzJ6pWrYrXr1/j6tWrePHiBQ4fPqzU+R86dAhHjhyBq6srbG1toaWlhejoaOzfvx+lSpXC8OHD89zX1dUVdnZ2mD9/PmJjY1GjRg2cOnVK1ipCmTHXWrZsieDgYHh6eqJjx45ISEjAjh07YG5unqMrZd26dREZGYng4GBUqFABZmZmqF+/Ptq3b4+FCxfC29sb/fv3x/v377Fz505Ur149xwDKeZkwYQIuXryInj17okePHrC0tERSUhJu3bqFyMhIXLp0CQAwZMgQmJiYwMHBAcbGxnj48CG2bduGli1bFkni4UsMDQ2xcuVKeHl5wc3NDZ07d0bdunUBALdv38bRo0dlLTkbNGgAQ0NDTJ06Ff3794dIJMKhQ4dUPsZNr169sG3bNkyYMAEDBgxA+fLlceTIEVlrQWVeV99//z1OnDiBUaNG4fvvv0dcXBx27doFS0tLuYRz06ZN0aVLF2zduhWPHz9GixYtIJVKceXKFTRp0iTXAcALem67d+/G1KlTcevWLZiamiI8PBz//PMPpk2bptBrxtzcHAYGBti1axd0dXWho6MDOzu7PMfEMzIywrBhwxAUFARPT0+4uLjg0aNH2LFjB+rVqyfXgkURY8eOxV9//YW+ffuib9++0NDQwO7du5GRkYFJkyYVqC5FmZubY+zYsVi0aBGePn0KV1dX6OrqIi4uDidPnkTPnj0xZMgQJCQkYObMmXLX6pdffsHFixfh4+ODHTt2fDEhExcXh+HDh6NFixa4evUqDh8+jI4dO8qSXrkZMmQITp06heHDh6Nr166oW7cu0tPT8e+//yI8PBwRERFfnPwiJSUFhw4dAvCxVdujR4+wc+dOlC5dGl5eXrLtCvv5NzIygoeHB9auXYthw4ahZcuWuH37Ns6ePatwt7sffvgBS5YsydFSKTdTp05FcnIy9u7dC0NDQ1nMyozh9vTpU4wYMQIikQht27bNMTaatbW13HVzcXEBAJw6dapAx8lW0PvX3Nwcffr0QZ8+fZCRkYGQkBCULVtWruvxTz/9hM2bN2PIkCH46aefkJCQIHtv+nQ8Tl9fXyQlJaFp06aoWLEinj17hm3btqF27dqyMc9q164NDQ0NrF+/HikpKdDW1kbTpk1hbGyc41zOnDmDgwcPom3btrh3757c56uuri5cXV3zfB5WrlyJy5cvo2XLljA1NZV9TleqVEk2fqmbmxsOHjyIwMBAXL9+HQ0bNkR6ejoiIyPRp08fuLq6wsXFBU2aNMGSJUvw9OlTWFtb4/z584iIiMDAgQPzHLfzU4p+VgNAZmYm/v777xyTNxER0ddReooifX19jBgxojBjIaJi6IcffsDhw4exceNGREREYOfOndDW1oa1tTWmTp2a5+yIwMdf94OCguDv749ly5ahfPnyGDhwIAwMDODj4yPbztHRETdu3EBYWBhev34NfX192NnZYeHChXJflGfPno2AgAAEBgYiMzMT3t7esLKygqWlJfbv34+goCCEhobi7du3MDIyQp06dTBq1Cilz71Xr14oXbo0Lly4gFOnTiE1NRXlypWDs7Mzhg0bhjp16uS5b/YYWNldgcRiMVq3bo1Ro0ahT58+So0j16xZM8yZMwfr16/H3LlzYWZmhokTJ+Lp06c5Em5Tp06Fn58fli5divfv36Nr166oX78+ypUrh6CgIMybNw+//vorzMzMMH78eDx+/FjhhJuJiQn27t2LlStX4vfff8fOnTtRtmxZWFpayrVy7tWrF44cOYLg4GCkpaWhUqVK6N+/f6GMIaSs+vXr48iRI9i4cSPOnDmDQ4cOQSwWo0aNGvDy8pIlIsqVK4c1a9Zg/vz5WLp0KQwMDNC5c2c0a9YMQ4YMUVn8urq62LJlC2bPno2QkBDo6OjAzc0NDRo0wOjRo5V6XXXr1g2vX7/G7t278eeff8LS0hK//vorjh8/LveFDPg4S7m1tTX27duHBQsWQF9fH7a2tkp1Of9c6dKlsXXrVixcuBChoaFITU1F9erVERgYmG9i/1NaWlqYN28eFi9ejJkzZyIrKwuBgYF5JtwAYPTo0TAyMsK2bdsQGBgIQ0ND9OzZE+PHj8+zu1deatWqhe3bt2PRokVYu3YtBEGAnZ0dfv31V9SvX79AdRWEl5cXqlWrhs2bN8tmfa1UqRKcnZ1liZSZM2ciIyMDgYGBssRsuXLlMGvWLIwcORIbN27E0KFD8z3O0qVLsWzZMixatAiamppwd3fH5MmT892nTJky2Lp1K9auXYvjx4/j4MGD0NPTQ7Vq1WRd9r7kxYsXsuOIRCIYGhqicePG8Pb2lrUeAorm+R87diy0tbWxa9cuXLx4EXZ2dti0aROGDRum0P5dunTBokWLEBERITdjcG5EIhFmz56N5ORkbNiwAYaGhnIJxYKIi4uTteaaNWtWjvXe3t5yCbe0tLRcJzJQVEHvXzc3N4jFYmzZsgUJCQmws7PDL7/8IvfDfc2aNTF//nwsX74cgYGBsLS0xIIFC3D06FG596bOnTtjz5492LFjB5KTk1G+fHm0a9cOo0ePliWRy5cvD39/f6xduxbTp0+HRCJBSEhIrgm37NZf4eHhCA8Pl1tnamqab8LNxcUFT58+xf79+/HmzRuUK1cOjo6Ocq/17MTf6tWrcfToUZw4cQJly5aFg4ODrGWeWCzG6tWrsXz5coSFheHAgQMwNTXF5MmT4eHhodA1UfSzGgAiIyPx9u3bPMd7IyIi5YgEBX+u/7T70Zfk90snEdG37OTJkxg1ahR27Njxxdk6iRS1efNmBAYG4uzZs3Iz8hKR6k2bNg0xMTEq75KelwcPHqBDhw5Yu3Ytvv/+e1WHQyowcuRIiEQiWcKeiIgKh8It3Nzc3CASib7YnUYkEuHOnTtfHRgRUUn3/v17uZnDJBIJtm7dCj09PVlXRqKC+vx19eHDB+zevRvVqlVjso2oGPL29kbbtm1x5cqVYvlDy8WLF9GgQQMm275R0dHRsm60RERUuBRu4fb06VOFK/3SzDlERN+C6dOn4/3792jQoAEyMjJw4sQJREVFYfz48Qp3RyL6nKenJ6pUqQIbGxukpqbi8OHDuH//PhYuXIhOnTqpOjwiIiIiIkIBEm5ERFQw2eOXPX78GB8+fICFhQX69Onz1YPL07dt8+bN2LdvH54+fQqJRAJLS0t4enqiffv2qg6NiIiIiIj+n9IJt+zZ5qKjowF8HNjU3d0dNWrUKNQAiYiIiIiIiIiISpL853/PQ3h4ODp16oRbt27BxsYGNjY2uH37Njp16pRjNh8iIiIiIiIiIqJviVIt3FxdXdGpUyeMGTNGrnz58uU4fPgwTp48WWgBEhERERERERERlSRKtXCLj4+Hm5tbjvLOnTsjPj7+a2MiIiIiIiIiIiIqsTSV2cnR0RGXL1+GhYWFXPmVK1fQqFGjQgnsa2g38FB1CEREREQlgsfVU6oOgYrAJnsXVYdARYD3q3ri/aqeMqI2qTqEYmG4qJpC260RYoo0DlVQOOEWEREh+7+LiwsWLlyIW7duoX79+gCAa9eu4fjx4xg9enThR0lERERERERERCWKhkjVEaiOwgm3UaNG5SjbsWMHduzYIVc2a9Ys9OnT5+sjIyIiIiIiIiKiEktD9O1m3BROuN29e7co4yAiIiIiIiIiIjWiLWbCjYiIiIiIiIiIqNCwS6kCQkJC0KtXL5QqVQohISH5bjtgwICvDoyIiIiIiIiIiEoudilVwObNm9GpUyeUKlUKmzdvznM7kUjEhBsRERERERER0TeOXUoVcOrUqVz/T0RERERERERE9DlxEdW7fft2bNy4EfHx8bCxscEvv/wCOzu7PLdPTk7GkiVL8Pvvv+Pt27cwNTXFtGnT0LJlyyKKUMkx3D58+IBSpUrluu7Vq1eoUKHCVwVFREREREREREQlW1F0KQ0LC0NgYCD8/f1Rv359bNmyBUOGDMHx48dhbGycY/uMjAwMHjwYxsbGWLZsGSpWrIhnz57BwMCg0GP7lFLJxq5du+LOnTs5ysPDw9G5c+evDoqIiIiIiIiIiEo2DZFiS0EEBwejZ8+e6N69OywtLeHv74/SpUtj//79uW6/f/9+JCUlYeXKlWjYsCHMzMzg6OgIGxubQjjDvCmVcHN0dETPnj2xbt06AEBaWhqmTp2KyZMnY/jw4YUaIBERERERERERlTzaYpFCS0ZGBlJTU+WWjIyMHPVlZGTg1q1bcHJykpWJxWI4OTkhKioq1xhOnToFe3t7zJo1C05OTujYsSPWrFkDiURSZOcNKNmldObMmfj+++/h6+uLM2fOID4+Hjo6Oti7dy+srKwKO0YiIiIiIiIiIiphFO1SunbtWgQFBcmVeXt7Y/To0XJlb968gUQiydF11NjYGA8fPsy17idPnuDChQvo1KkT1q1bh9jYWPj7+yMrKwve3t4FOJuCUSrhBgDfffcdWrdujZ07d0JTUxOrV69mso2IiIiIiIiIiAAo3l3Ua9gwDB48WK5MW1u7UGIQBAHGxsYICAiAhoYGbG1t8fLlS2zcuLH4JdxiY2MxYcIEvH79Ghs3bsSlS5cwYsQIDBgwAOPGjYOWllZhx0lERERERERERCWItlixjJu2trZCCbZy5cpBQ0MDCQkJcuUJCQkwMTHJdZ/y5ctDU1MTGhoasrIaNWogPj4eGRkZhZbY+5xSY7h16dIFZmZmOHToEJydnTFu3DiEhITg999/R48ePQo7RiIiIiIiIiIiKmEKe9IEbW1t1K1bF5GRkbIyqVSKyMhINGjQINd9HBwcEBsbC6lUKiuLiYlB+fLliyzZBiiZcJsxYwaWLFkiN4Wqg4MDQkNDUadOnUILjoiIiIiIiIiISiYNkUihpSAGDx6MPXv2IDQ0FNHR0Zg5cybS09PRrVs3AMDkyZOxaNEi2fZ9+vTB27dvMWfOHDx69AhnzpzB2rVr0a9fv0I9188p1aXUzc0NwMfZIeLi4mBubg5NTU3o6elh7ty5hRkfERERERERERGVQIp2KS2I9u3bIzExEcuXL0d8fDxq166NDRs2yLqUPn/+HGLx/9qXVa5cGRs3bkRgYCA6d+6MihUrYsCAARg6dGihx/YppRJu79+/x6xZs3Dw4EEAQHh4OKpWrYqAgABUrFgRXl5ehRkjERERERERERGVMAXpLloQ7u7ucHd3z3Xd1q1bc5Q1aNAAe/bsKZpg8qBUl9KFCxfi7t27CAkJQalSpWTlzZo1Q1hYWKEFR0REREREREREJVNRdCktKZRq4RYREYElS5bA3t5errxWrVqIjY0tjLiIiIiIiIiIiKgEK4oupSWFUgm3xMREGBsb5yhPT0+HqICZyfj4eFy7dg2vX78GAJiYmKB+/fooX768MqEREREREREREVExIFbT1muKUCrhZmtrizNnzqB///5y5Xv37s3R6i0vaWlp8PPzQ1hYGEQiEQwNDQEASUlJEAQBHTp0wKxZs1CmTBllQiQiIiIiIiIiIhUSFdUgbiWAUgm3cePGYejQoXjw4AEkEglCQkIQHR2NqKioXAeny82cOXNw48YNrF27Fk5OTtDQ0AAASCQSREZGIiAgAHPmzMHs2bOVCZGIiIiIiIiIiFRI/A0n3JSaNKFRo0Y4dOgQJBIJrKyscP78eRgZGWHXrl2wtbVVqI4TJ04gMDAQLVq0kCXbAEBDQwPNmzfH3LlzER4erkx4RERERERERESkYmJtDYUWdaRUCzcAMDc3/6rWZ1KpFFpaWnmu19LSglQqVbp+IiIiIiIiIiJSHbZwU0BqaqrCiyK+//57+Pn54fbt2znW3b59GzNnzkSrVq0UPxMiIiIiIiIiIio2RGKxQos6UriFW6NGjb44A6kgCBCJRLhz584X6/Pz88OECRPQrVs3GBoawsjICMDHGVCTk5PRvHlz+Pn5KRoeEREREREREREVIxra6plMU4TCCbeQkJBCPbChoSE2bNiA6OhoXL16Fa9fvwYAmJiYwN7eHjVr1izU4xERERERERER0X9HpMGE2xeFhIRg3rx50NPTw8GDB9G+fXtoa2t/dQA1a9Zkco2IiIiIiIiISM1wDDcFnDlzBmlpaQAAHx8fpKSkFFlQRERERERERERUsmloaSi0qCOFW7hVr14dixcvRpMmTSAIAo4dOwY9Pb1ct3Vzcyus+IiIiIiIiIiIqAQSfcMt3BROuPn7+2PevHk4c+YMRCIRli5dmuskCiKRiAk3IiIiIiIiIqJvHBNuCnBwcMCePXsAADY2NggPD4exsfFXHVwikeCff/6BtbU1DAwMvqouIiIiIiIiIiIqPsTf8KQJSp15REQEjIyMvrjdzJkzkZiYmOd6DQ0NeHh4ICkpSZkwiIiIiIiIiIiomNLQEiu0qCOlzsrU1DTX7qSfO3z4MN69e5fvNrVq1UJcXJwyYRARERERERERUTEl0hArtKijIj0rQRC+uM3YsWMxf/58nD59Gq9evUJqaqrcQkREREREREREJY9YQ6TQoo4UHsOtqHh5eQEARowYIddqThAEiEQi3LlzR1WhERERERERERGRksTaGkVS7/bt27Fx40bEx8fDxsYGv/zyC+zs7L6432+//Ybx48fjhx9+wKpVq4oktmwqT7iFhISoOgQiIiIiIiIiIipkRdF6LSwsDIGBgfD390f9+vWxZcsWDBkyBMePH893cs+4uDjMnz8fjRo1KvSYcqPyhJujo6OqQyAiIiIiIiIiokImEhd+wi04OBg9e/ZE9+7dAQD+/v44c+YM9u/fL+tF+TmJRIKJEydi9OjRuHLlCpKTkws9rs8Vi5HpLl++jIkTJ6J37954+fIlAODgwYO4fPmyiiMjIiIiIiIiIiJlaGhrKLRkZGTkGNM/IyMjR30ZGRm4desWnJycZGVisRhOTk6IiorKM46VK1fC2NgYPXr0KJLzzE2RJtw6d+4MXV3dfLcJDw/HkCFDULp0ady6dUv2hKampmLt2rVFGR4RERERERERERURRWcpXbt2LRo2bCi35JYTevPmDSQSSY6uo8bGxnj9+nWuMVy+fBn79u1DQEBAkZxjXpTuUpqcnIx9+/YhOjoaAFCrVi10794d+vr6sm38/f2/WM/q1avh7+8PNzc3/Pbbb7JyBwcHrF69WtnwiIiIiIiIiIhIhURixdp5DRs2DIMHD5Yr09bW/urjp6amYvLkyQgICICRkdFX11cQSiXcbty4AU9PT5QqVUo2C0RwcDBWr16NTZs2oW7dugrX9ejRo1wHrNPX1/9P+tQSEREREREREVHh09BWLO2kra2tUIKtXLly0NDQQEJCglx5QkICTExMcmz/5MkTPH36FCNGjJCVSaVSAECdOnVw/PhxmJubKxRjQSmVcAsMDISLiwsCAgKgqfmxiqysLPj6+mLu3LnYvn27wnWZmJggNjYWZmZmcuVXrlxB1apVlQmvxJsxwg0eXb9DWX0d/HXtAUbPDcGD2Ff57lOlfFnMHdMDbZ3rQae0NqKfvILnzE3453YMACAjalOu+01dsgeLQ44X9ilQLnhd1ROvq3ridVVPvK7qpeXI/mgzaRgMKpVH3LU72D16BmL+vpbn9mUMDdBlzkQ06PYjdIwMkfj4KfaOnYWbx84AAOY8+hPG1cxy7HdmZQh2efsV1WlQHni/qhfer+qN9yvlR6RRuCOZaWtro27duoiMjISrqyuAjwm0yMhIuLu759i+Ro0aOHLkiFzZ0qVL8e7dO0yfPh2VKlUq1Pg+pVTC7ebNm3LJNgDQ1NSEp6enbJYIRfXs2RNz5szB3LlzIRKJ8PLlS0RFRWH+/PkYOXKkMuGVaBMHtcOoPq4Y4rcBMU9fY+bIrji6cgLqd5+ODxlZue5TVl8HZzZPwx9/30Un7yV4/SYFluYV8Tb5nWybqq5j5fZp62yHdTMGITTiSlGeDv0/Xlf1xOuqnnhd1ROvq3pp2LMjflrsix3DfRFzMQouYz0wOjwEM61dkBKfkGN7DS0tjPl9K1JeJWDdTyPw9ulLGFmYIu3t/3pTBDbuDLGGhuxxFVsrjD25Hf/sDftPzon+h/ereuH9qt54v9KXKNqltCAGDx6MKVOmwNbWFnZ2dtiyZQvS09PRrVs3AMDkyZNRsWJFTJgwAaVKlYKVlZXc/gYGBgCQo7ywKZVw09PTw/Pnz1GzZk258ufPn39xkoTPeXl5QSqVYtCgQUhPT4e7uzu0tbXh4eGB/v37KxNeiTa6b2sErj+CI2euAgAG/7IBcSeXoksrB+wJv5TrPpMGt0fci0QMnfm/XwFinskPFvgyQb57bufv7XHm77t49DS+cE+AcsXrqp54XdUTr6t64nVVL67jPXF+/S5Ebt4LANgxfDrqdXCBk0dPhM/POQawk0dP6BqVxQKn7pBmffwCmPA4Tm6b1NeJco/bTh2BVw9i8O8fF4roLCgvvF/VC+9X9cb7lb5E9ElyvLC0b98eiYmJWL58OeLj41G7dm1s2LBB1qX0+fPnEBdBoq+glIqgffv2mD59OsLCwvD8+XM8f/4cv/32G3x9fdGhQ4cC1SUSiTBixAhcvHgRR48exZ49exAZGYmxY8cqE1qJVt20PCqXL4tTF2/LypJT03Hp5kM0sauZ534dW9rjyu0Y7FwwAnERS3Fp5wx4dP0uz+0rGBmgXXM7bD54rlDjp9zxuqonXlf1xOuqnnhd1YuGlhbMG9rizsnzsjJBEHDn5HnUaOaQ6z71O7viYeQ/6LNyFha8+Bu/3AjHjz4j8/zVXUNLC03c3fDXpj1Fcg6UN96v6oX3q3rj/UqK0NDSVGgpKHd3d5w+fRo3b97E3r17Ub9+fdm6rVu3Yt68eXnuO2/ePKxatUqp8ykIpRJukydPRuvWrTF58mS4uLjAxcUFU6dORdu2bTFp0qQC1eXj44PU1FRoa2vD0tISdnZ20NXVRVpaGnx8fJQJr8SqaPKxWePLRPls/quEZFQyNsxzv+qm5TGsRys8iH2JjiMXY+3eM1gyuS/6d3LKdfv+nZyQkvYeoafYHPe/wOuqnnhd1ROvq3ridVUveibloKGpieSX8q0hUl7Gw6BS+Vz3MalhDoef2kOsoYGg9oMRFrACrhOGor3v6Fy3t3drgzJlDRC5eV+hx0/54/2qXni/qjfer6QIkYZYoUUdKdWlVFtbG76+vpgwYQJiY2MBAObm5ihTpkyB6zp48CAmTpwIPT09ufL379/j0KFDCAwMVCbEEqFPu6ZY6TtA9rjLz0uVqkcsFuHK7Rj8EnQAAHD1XizqWppi6E/fY+uRv3JsP6hLC+w8diHPPvX0dXhd1ROvq3ridVVPvK70OZFYhJRXr7HNyweCVIrYf26irGlFtJk0DL/NWpZje6chvXDr2BkkPc9/0G/6erxf6XO8X4sv3q+kDHVNpilCqYRbtjJlysDa2lqpfVNTUyEIAgRBwLt371CqVCnZOolEgrNnz8LIyOhrwiv2jvxxFZduPpQ9LvX/zSgrGhngxeskWXkFYwNcuxebZz3PX7/FnYfP5MruPnqGrj80zLGtc4NasK5eGf2mrvna8CkPvK7qiddVPfG6qideV/WW+voNJFlZMKhoIleuX7E8kl/kPrZP0vN4SDIzIUilsrIXd6JhWLkCNLS0IMnMlJUbmZuitqsz1nYbXjQnQHJ4v6o33q/qhfcrKUOsRHdRdaHwmXt7e2PevHnQ09ODt7d3vtsGBQV9sb5GjRpBJBJBJBKhbdu2OdaLRCKMHp17s2F1kZr2Hqlp7+XKnse/RasmdXDt3ycAAH3d0nC0rYF1e0/nWU/k1QewspCfyraWeSXEPs85689gtxa4cjsG1/+/fip8vK7qiddVPfG6qideV/UmycxE7JWbsPnBCdcOnQDw8e9Gmx+ccCYoJNd9os9fhmPfLhCJRBAEAQBQ0ao63j57KfflHQCcBvdAyqsE3PjtVNGeCAHg/arueL+qF96vpIxvuYWbwmeur68v9//8FkWEhIRg8+bNEAQBy5cvx5YtW2TLjh07cPr0aYwYMaLgZ1TCrdjxO3w8O6JjS3vYWpoiOMATz+Lf4tDpf2TbHF8zESN6ucgeL9t2Ak3q1cAUjw6oWbUCev/YBJ7dW2LNbvkPHn3d0ujeujE2hZ79z86HPuJ1VU+8ruqJ11U98bqql5OLN6D50D5oOqA7KtnURJ/Vc6Ctq4O/gj/OgjhoyyK4zZ0s2/7s6m3QMTJEz2UzUKFWddi2b4Ufp43EHyvlv/CLRCI0G/wTIrfsh1Qi+U/Pif6H96t64f2q3ni/0peINcQKLepI4RZun46lVhjjqjk6OgIAIiIiUKVKFYhEoq+uUx0s3HwMumVKYZXvQJTV18H5q/fRadRiuf7qNapWgEnZ/yU2r9yOQY8JKzF7dHdM9+qMmKfxmPDrTuw8Jj8tds+2TSACsPv4xf/qdOj/8bqqJ15X9cTrqp54XdXLlT1HoV/eCJ1mjYNBpfKIu3oHK34ciJRXHwdmNzI3hSAVZNu/iXuO5W0HoseSX/DL9eN4+/QFTi0LRvh8+S5KNq7NYWxhxtkOVYz3q3rh/areeL/Sl3zLXUpFQnY7XRU5e/YsdHR00KhRIwDA9u3bsWfPHlhaWsLPzw+GhnnPbpIX7QYehR0mERERkVryuMquWOpok73LlzeiEof3q3ri/aqeMqI2qTqEYuH18gkKbWfy86IijuS/p3Cq0c3NTeFWaKGhoQoH8Ouvv2LixIkAgHv37iEwMBAeHh64ePEi5s2bp9azlBIRERERERERqSuRWD27iypC4YSbq6trkQQQFxeHmjVrAgBOnDgBFxcXjB8/Hrdu3YKXl1eRHJOIiIiIiIiIiIqWWEND1SGoTIFmKS0KWlpaeP/+40wnf/31F9zc3AAAhoaGSE1NLZJjEhERERERERFR0RJrf7tjuH3Vmd+8eRPR0dEAgFq1aqFOnToFrsPBwQGBgYFwcHDAjRs3sHTpUgBATEwMKlWqlP/ORERERERERERULLFLaQElJCRg3LhxuHTpEgwMDAAAycnJaNKkCZYsWQIjIyOF6/Lz84O/vz/Cw8MxY8YMVKxYEcDHyRRatGihTHhERERERERERKRiIg0m3AokICAA7969w2+//SYbf+3BgweYMmUKZs+ejcWLFytcV5UqVbB27doc5dOmTVMmNCIiIiIiIiIiKgbEWuxSWiDnzp1DcHCwLNkGAJaWlpgxYwY8PDwKVNezZ8/yXV+lShVlQiQiIiIiIiIiIhUSiTlpQoFIpVJoaWnlrExTE1KptEB1ubi4QCQS5bn+zp07BY6PiIiIiIiIiIhUjAm3gmnatCnmzJmDRYsWycZce/nyJQIDA9GsWbMC1XXw4EG5x5mZmbhz5w6Cg4Mxbtw4ZcIjIiIiIiIiIiIVE+XSWOtboVTCzc/PDyNGjMAPP/wgm0n0xYsXqFWrFn799dcC1WVjY5OjrF69eqhQoQI2btyINm3aKBMiERERERERERGpElu4FUzlypURGhqKv/76Cw8fPgQA1KxZE05OToUWWPXq1XHjxo1Cq4+IiIiIiIiIiP5DTLh9maOjI44fPw4jIyP4+Phg+vTpcHZ2hrOz81cFkJqaKvdYEAS8evUKQUFBsLCw+Kq6iYiIiIiIiIhINUSaRdOldPv27di4cSPi4+NhY2ODX375BXZ2drluu2fPHhw8eBD3798HANStWxfjx4/Pc/vConDCLTMzE+/evYORkREOHjyISZMmFUoAjRo1yjFpgiAIqFy5MhYvXlwoxyAiIiIiIiIiov9YEbRwCwsLQ2BgIPz9/VG/fn1s2bIFQ4YMwfHjx2FsbJxj+4sXL6JDhw5wcHCAtrY2NmzYAA8PD/z222+yeQmKgsIJN3t7e4wcORK2trYQBAGzZ89GqVKlct02MDBQ4QBCQkLkHovFYpQrVw4WFhbQ1FSqxysREREREREREamYSCwu9DqDg4PRs2dPdO/eHQDg7++PM2fOYP/+/fDy8sqx/aJFi+Qez549G+Hh4YiMjISbm1uhx5dN4YzWr7/+is2bNyM2NhYAkJKSgg8fPnx1AI6Ojl9dBxERERERERERFTMKtnDLyMhARkaGXJm2tja0tbVzbHfr1i0MGzbsf4cQi+Hk5ISoqCiFjpWeno6srCwYGhoqtL2yFE64mZiYYOLEiQAAFxcXLFiwAOXKlVPqoBEREQpv+8MPPyh1DCIiIiIiIiIiUh2RlvaXNwKwdu1aBAUFyZV5e3tj9OjRcmVv3ryBRCLJ0XXU2NhYNqnnlyxcuBAVKlQo1Ik/c6NUn82ff/4Zurq6OcozMjIQFhb2xSZ5o0aNUug4IpEId+7cUSZEIiIiIiIiIiJSJQW7lA4bNgyDBw+WK/u8dVthWLduHcLCwhASEpLnMGmFRamEm4+PD1q0aJEjo/ju3Tv4+Ph8MeF29+5dZQ5LREREREREREQlhYJdSnPrPpqbcuXKQUNDAwkJCXLlCQkJMDExyXffjRs3Yt26dQgODoaNjY1CcX0NpUavEwQhx8yiAPDy5Uvo6+t/dVBERERERERERFSyiTS1FFoUpa2tjbp16yIyMlJWJpVKERkZiQYNGuS53/r167Fq1Sps2LAB9erV+6pzUlSBWri5ublBJBJBJBJh4MCBcrOISiQSxMXFoUWLFgrVFRkZiYCAAOzZswd6enpy61JSUtC7d2/MnDkTjRs3LkiIRERERERERERUDIgUbOFWEIMHD8aUKVNga2sLOzs7bNmyBenp6ejWrRsAYPLkyahYsSImTJgA4GM30uXLl2PRokUwNTVFfHw8AEBHRyfX4dIKS4ESbq6urgCAO3fuoHnz5nKBaWlpwdTUFG3atFGori1btqBnz545km0AoK+vj169emHz5s1MuBERERERERERlURFkHBr3749EhMTsXz5csTHx6N27drYsGGDrEvp8+fPIf5k7Lhdu3YhMzMTP//8s1w9uU3KUJgKlHDz9vaGRCKBqakpnJ2dUaFCBaUPfO/ePUyaNCnP9c7Ozti0aZPS9RMRERERERERkeqItBTvLloQ7u7ucHd3z3Xd1q1b5R6fOnWqSGL4kgKP4aahoQE/Pz98+PDhqw78+vVruS6pn9PU1ERiYuJXHYOIiIiIiIiIiFRErKHYooaUmjShVq1aiIuL+6oDV6xYEffv389z/b1791C+fPmvOgYREREREREREakIE24FM3bsWMyfPx+nT5/Gq1evkJqaKrcoomXLlli2bFmuLeXev3+PFStWoFWrVsqER0REREREREREKiYSixVa1FGBxnDL5uXlBQAYMWIERCKRrFwQBIhEIty5c+eLdYwYMQInTpxA27Zt0a9fP1SvXh0A8PDhQ+zYsQMSiQTDhw9XJjwiIiIiIiIiIlI1jaIZw60kUCrhFhIS8tUHNjExwa5duzBz5kwsXrwYgiAAAEQiEZo3bw4/Pz/ZDBNERERERERERFTCiNSz9ZoilEq4OTo6FsrBTU1NsX79eiQlJeHx48cAAAsLCxgaGhZK/UREREREREREpBoCE24Fl5ycjH379iE6OhrAx4kUunfvDn19/QLXZWhoCDs7O2VDISIiIiIiIiKi4kZNJ0RQhFKpxhs3bqB169bYvHkzkpKSkJSUhODgYLi6uuLWrVuFHSMREREREREREZU0YrFiixpSqoVbYGAgXFxcEBAQAE3Nj1VkZWXB19cXc+fOxfbt2ws1SCIiIiIiIiIiKlm+5S6lSp35zZs34enpKUu2AYCmpiY8PT1x8+bNQguOiIiIiIiIiIhKKLGmYosaUirhpqenh+fPn+cof/78OXR1db86KCIiIiIiIiIiKuFEYsUWNaTUWbVv3x7Tp09HWFgYnj9/jufPn+O3336Dr68vOnToUNgxEhERERERERFRCSOIxAot6kipdnuTJ0+W/SuRSD5WpKmJPn36YOLEiYUXHRERERERERERlUzf8CylSiXctLW14evriwkTJiA2NhYAYG5ujjJlyhRqcEREREREREREVEKpaes1RXzVyHRlypSBgYGB7P9ERERERERERETAtz1LqVIJt6ysLAQFBWHr1q1IS0sDAOjo6MDd3R3e3t7Q0tIq1CCJiIiIiIiIiKiEETPhViABAQH4/fffMWnSJNjb2wMArl69iqCgILx9+xb+/v6FGSMREREREREREZU04q/qWFmiKXXmR48exeLFi9GyZUtZmY2NDSpXrozx48cz4UZERERERERE9K37hruUKnXm2traMDMzy1FuZmbG7qRERERERERERARBJFZoKajt27fDxcUF9erVQ48ePXD9+vV8tz927Bh+/PFH1KtXD506dcIff/yh7CkpTKmEW79+/bBq1SpkZGTIyjIyMrB69Wq4u7sXWnBERERERERERFRCiTUUWwogLCwMgYGBGDVqFEJDQ2FjY4MhQ4YgISEh1+3/+ecfTJgwAT/99BMOHjyIH374AaNGjcK///5bGGeYJ6W6lN65cweRkZH47rvvYGNjAwC4e/cuMjMz0axZM3h7e8u2DQoKKpxIiYiIiIiIiIio5CiCLqXBwcHo2bMnunfvDgDw9/fHmTNnsH//fnh5eeXYPiQkBC1atICnpycAYOzYsfjrr7+wbds2zJo1q9Djy6ZUws3AwABt27aVK6tcuXKhBERERERERERERCWfot1FMzIy5HpRAh+HM9PW1s6x3a1btzBs2DBZmVgshpOTE6KionKt++rVqxg0aJBcWfPmzXHy5EmFYlOWUgm3wMBAhba7cuUKMjIycjxBRc3j6qn/9HhEREREJdUmexdVh0BFgH8Pqyfer+qJ9yupM0HB7qJr167N0UPS29sbo0ePlit78+YNJBIJjI2N5cqNjY3x8OHDXOt+/fo1TExMcmz/+vVrhWJTVpHOzzp06FAcOnQIVatWLcrDEBERERERERFRMSMIim03bNgwDB48WK7sv268VdiKNOEmKPrMEhERERERERGRWpEqmBfKrftobsqVKwcNDY0cEyQkJCTkaMWWzcTEJEdrtvy2LyyFP3odERERERERERF98wQFF0Vpa2ujbt26iIyMlJVJpVJERkaiQYMGue5jb2+PCxcuyJX99ddfsLe3L8CRC44JNyIiIiIiIiIiKnQSqaDQUhCDBw/Gnj17EBoaiujoaMycORPp6eno1q0bAGDy5MlYtGiRbPsBAwbg3Llz2LRpE6Kjo7FixQrcvHkT7u7uhXqunyvSLqVERERERERERPRtKmAuTSHt27dHYmIili9fjvj4eNSuXRsbNmyQdRF9/vw5xOL/tS9zcHDAwoULsXTpUixevBjVqlXDypUrYWVlVfjBfaJIE24ikagoqyciIiIiIiIiomKqqEb2d3d3z7OF2tatW3OUtWvXDu3atSuiaHLHSROIiIiIiIiIiKjQFbS7qDpRKuH25MkTSCQSVKtWTa48JiYGmpqaMDMzAwBERUV9dYBERERERERERFTySFUdgAopNWmCj49Prsm0a9euwcfH56uDIiIiIiIiIiKikk0QFFvUkVIJt9u3b8PBwSFHub29Pe7cufPVQRERERERERERUclWFLOUlhRKdSkViUR49+5djvKUlBRIJJKvDoqIiIiIiIiIiEo2diktoMaNG2Pt2rVyyTWJRIJ169ahYcOGhRYcERERERERERGVTN9yl1KlWrhNnDgR/fr1w48//ohGjRoBAC5fvozU1FRs2bKlUAMkIiIiIiIiIqKSR6Ku2TQFKNXCzdLSEocPH0a7du2QkJCAd+/eoUuXLjh27BisrKwKO0YiIiIiIiIiIiphpIJiizpSqoUbAFSsWBHjx48vzFiIiIiIiIiIiEhNfMMN3JRPuAFAeno6nj17hszMTLlyGxubrwqKiIiIiIiIiIhKNim+3YybUgm3xMRE+Pj44OzZs7muv3PnzlcFRUREREREREREJZvkG56mVKkx3ObMmYPk5GTs2bMHpUuXxoYNGzBv3jxYWFhg9erVhR0jERERERERERGVMJyltIAuXryIVatWoV69ehCJRKhSpQqcnZ2hp6eHtWvX4vvvvy/kMImIiIiIiIiIqCT5lruUKtXCLS0tDUZGRgAAQ0NDJCYmAgCsrKxw+/btQgksLS0Nf//9d6HURURERERERERE/y2JVFBoUUdKJdyqV6+OR48eAQCsra2xe/duvHz5Ert27UL58uULJbDY2FgMGDCgUOoiIiIiIiIiIqL/lkSq2KKOlOpSOmDAAMTHxwMAvL294enpiSNHjkBLSwvz5s0r1ACJiIiIiIiIiKjkkarrAG0KUCrh1qVLF9n/bW1tcfr0aTx8+BCVK1eWdTX9EkdHx3zXSyQSZUIjIiIiIiIiIqJiIFOqps3XFKBUwu1zZcqUQd26dQu0T0ZGBvr06QMrK6tc1z99+hQrV64sjPCIiIiIiIiIiOg/pq7dRRWhVMJNIpHgwIEDuHDhAhISEiD9LGMZEhLyxTpsbGxQqVIldO3aNdf1d+/eZcKNiIiIiIiIiKiEUnWX0rdv3yIgIACnT5+GWCxGmzZtMH36dOjq6ua5/YoVK/Dnn3/i+fPnMDIygqurK8aMGQN9ff0CHVuphNucOXMQGhqKli1bolatWhCJRAWu4/vvv0dKSkqe6w0NDeHm5qZMeEREREREREREpGISFSfcJk6ciPj4eAQHByMzMxPTpk2Dn58fFi1alOv2r169wqtXrzBlyhRYWlri6dOnmDlzJl69eoXly5cX6NgiQSj42Tdp0gQLFixAy5YtC7rrf2K4qJqqQyAiIiIqETbZu6g6BCoCHldPqToEKgK8X9UT71f1tEaIUXUIxUL4vVcKbdfWukKhHzs6Ohrt27fHvn37UK9ePQDA2bNn4eXlhT/++AMVK1ZUqJ5jx45h0qRJuHr1KjQ1FW+3JlYmaC0tLZibmyuzKxERERERERERfQOkgqDQUhSioqJgYGAgS7YBgJOTE8RiMa5fv65wPampqdDT0ytQsg1QMuHm4eGBkJAQKNE4joiIiIiIiIiIvgESQbElIyMDqampcktGRsZXHfv169cwMjKSK9PU1IShoSHi4+MVqiMxMRGrVq1Cr169Cnx8pcZwu3LlCi5evIizZ8+iVq1aObJ8QUFBylRLRERERERERERqIlPBaUrXrl2bI5fk7e2N0aNH59h24cKFWL9+fb71hYWFKR5kHlJTUzFs2DDUrFkT3t7eBd5fqYSbgYEBWrdurcyuRERERERERET0DVC0u+iwYcMwePBguTJtbe1ct/Xw8EDXrl3zra9q1aowMTFBYmKiXHlWVhaSkpJQvnz5fPdPTU2Fp6cndHV1sXLlSmhpaSlwFvKUSrgFBgYqs1sOEokE//zzD6ytrWFgYFAodRIRERERERERkepJFByJTFtbO88E2+eMjIxydBXNTYMGDZCcnIybN2/C1tYWAHDhwgVIpVLY2dnluV9qaiqGDBkCbW1trF69GqVKlVLsJD6j1BhuhUVDQwMeHh5ISkpSZRhERERERERERFTIsiRShZaiULNmTbRo0QK//PILrl+/jitXriAgIAAdOnSQzVD68uVL/Pjjj7JJFFJTU+Hh4YG0tDTMmTMHqampiI+PR3x8PCQSSYGOr1QLNzc3N4hEohzlIpEI2trasLCwQNeuXdG0adMv1lWrVi3ExcWhatWqyoRCRERERERERETFkKIt3IrKwoULERAQgIEDB0IsFqNNmzbw9fWVrc/MzMSjR4+Qnp4OALh16xauXbsGADmGUouIiICZmZnCx1Yq4daiRQvs3LkTVlZWsmZ4N27cwL1799C1a1dER0dj8ODBWLFiBVxdXfOta+zYsZg/fz7GjBmDunXrQkdHR269np6eMiESEREREREREZEKKTqGW1EpW7YsFi1alOd6MzMz3Lt3T/a4SZMmco+/hlIJtzdv3mDw4MEYNWqUXPmqVavw7NkzbNq0CcuXL8eqVau+mHDz8vICAIwYMUKu1ZwgCBCJRLhz544yIRIRERERERERkQopOkupOlIq4Xbs2DEcOHAgR3mHDh3QrVs3zJ49Gx06dEBwcPAX6woJCVEmBCIiIiIiIiIiKsZU3aVUlZRKuJUqVQpRUVGwsLCQK4+KipLN3iAIgkIzOTg6OioTAhERERERERERFWOq7lKqSkol3Nzd3TFjxgzcvHkT9erVA/BxDLd9+/Zh2LBhAIA///wTtWvXVqi+y5cvY9euXYiLi8OyZctQsWJFHDx4EGZmZmjUqJEyIRIRERERERERkQpJmHArmJEjR8LMzAzbt2/H4cOHAQDVq1dHQEAAOnXqBADo3bs3+vTp88W6wsPDMXnyZHTq1Am3bt1CRkYGgI9Tsa5du5YJNyIiIiIiIiKiEigji2O4FVjnzp3RuXPnPNeXLl1aoXpWr14Nf39/uLm54bfffpOVOzg4YPXq1cqGR0REREREREREKiSRsoWbyjx69CjXVmz6+vpITk5WQURERERERERERPS1mHBTgKOjI44fPw4jIyM0btwYIpEoz20vXbqkcAAmJiaIjY2FmZmZXPmVK1dQtWpVheshIiIiIiIiIqLig11KFeDj4wM9PT0AwLRp0wotgJ49e2LOnDmYO3cuRCIRXr58iaioKMyfPx8jR44stOOUFC1H9kebScNgUKk84q7dwe7RMxDz97U8ty9jaIAucyaiQbcfoWNkiMTHT7F37CzcPHYGADDn0Z8wrmaWY78zK0Owy9uvqE6DPsPrqp54XdUTr6t64nVVXzNGuMGj63coq6+Dv649wOi5IXgQ+yrffaqUL4u5Y3qgrXM96JTWRvSTV/CcuQn/3I4BAGREbcp1v6lL9mBxyPHCPgX6BO9V9cb7Vb3wfiVFsIWbArp27Zrr/7+Wl5cXpFIpBg0ahPT0dLi7u0NbWxseHh7o379/oR2nJGjYsyN+WuyLHcN9EXMxCi5jPTA6PAQzrV2QEp+QY3sNLS2M+X0rUl4lYN1PI/D26UsYWZgi7e3/uuIGNu4MsYaG7HEVWyuMPbkd/+wN+0/OiXhd1RWvq3ridVVPvK7qa+KgdhjVxxVD/DYg5ulrzBzZFUdXTkD97tPxISMr133K6uvgzOZp+OPvu+jkvQSv36TA0rwi3ia/k21T1XWs3D5tne2wbsYghEZcKcrT+ebxXlVvvF/VC+9XUhQTbkpKSEhAQkICpFL5JoI2NjYK1yESiTBixAgMGTIEsbGxSEtLQ82aNaGrq/s1oZVIruM9cX79LkRu3gsA2DF8Oup1cIGTR0+Ez885gYSTR0/oGpXFAqfukGZ9/JBKeBwnt03q60S5x22njsCrBzH4948LRXQW9DleV/XE66qeeF3VE6+r+hrdtzUC1x/BkTNXAQCDf9mAuJNL0aWVA/aE5z7EyaTB7RH3IhFDZ/6vVUzMs9dy27xMkB9HuPP39jjz9108ehpfuCdAcnivqjfer+qF9ysp6lvuUipWZqebN2+iY8eOaN68OTp37gw3NzfZUtDWbz4+PkhNTYW2tjYsLS1hZ2cHXV1dpKWlwcfHR5nwSiQNLS2YN7TFnZPnZWWCIODOyfOo0cwh133qd3bFw8h/0GflLCx48Td+uRGOH31GQiTO/bJqaGmhibsb/tq0p0jOgXLidVVPvK7qiddVPfG6qq/qpuVRuXxZnLp4W1aWnJqOSzcfooldzTz369jSHldux2DnghGIi1iKSztnwKPrd3luX8HIAO2a22HzwXOFGj/J472q3ni/qhfer1QQWVJBoUUdKZVwmzZtGqpVq4Zdu3bh5MmTiIiIkC0nT54sUF0HDx7Ehw8fcpS/f/8ehw4dUia8EknPpBw0NDWR/FL+F5uUl/EwqFQ+131MapjD4af2EGtoIKj9YIQFrIDrhKFo7zs61+3t3dqgTFkDRG7eV+jxU+54XdUTr6t64nVVT7yu6quiiQEA4GWifOuWVwnJqGRsmOd+1U3LY1iPVngQ+xIdRy7G2r1nsGRyX/Tv5JTr9v07OSEl7T1CT7F7WlHivareeL+qF96vVBASqaDQoo6U6lL65MkTrFixAhYWFkofODU1FYIgQBAEvHv3DqVKlZKtk0gkOHv2LIyMjJSu/1sgEouQ8uo1tnn5QJBKEfvPTZQ1rYg2k4bht1nLcmzvNKQXbh07g6Tn+Q9MSqrF66qeeF3VE6+reuJ1LZ76tGuKlb4DZI+7/LxUqXrEYhGu3I7BL0EHAABX78WirqUphv70PbYe+SvH9oO6tMDOYxfyHGOKVIf3avHF+5U+x/v126WuyTRFKJVwa9asGe7evftVCbdGjRpBJBJBJBKhbdu2OdaLRCKMHp17tlsdpb5+A0lWFgwqmsiV61csj+QXuY8/kPQ8HpLMTAifjKH34k40DCtXgIaWFiSZmbJyI3NT1HZ1xtpuw4vmBChXvK7qiddVPfG6qideV/Vx5I+ruHTzoexxKa2Pf8ZWNDLAi9dJsvIKxga4di82z3qev36LOw+fyZXdffQMXX9omGNb5wa1YF29MvpNXfO14dMX8F5VL7xf1RvvVyqIDAnHcCuQ2bNnY//+/QgKCkJ4eLhcl9KIiAiF6ggJCcHmzZshCAKWL1+OLVu2yJYdO3bg9OnTGDFihDLhlUiSzEzEXrkJmx/+1zxaJBLB5gcnPIz8J9d9os9fRgXLahCJRLKyilbV8fbZS7k3LABwGtwDKa8ScOO3U0VzApQrXlf1xOuqnnhd1ROvq/pITXuP6CevZMvth8/wPP4tWjWpI9tGX7c0HG1r4OL16Dzribz6AFYWleTKaplXQuzznLPqDXZrgSu3Y3D93yeFdyKUK96r6oX3q3rj/UoF8S13KVUq4Xb16lX8888/CAoKwpgxYzBq1CjZ4u3trVAdjo6OaNKkCSIiIuDq6gpHR0fZ0qBBA1SsWFGZ0Eq0k4s3oPnQPmg6oDsq2dREn9VzoK2rg7+CP878MmjLIrjNnSzb/uzqbdAxMkTPZTNQoVZ12LZvhR+njcQfK0Pk6hWJRGg2+CdEbtkPqUTyn54T8bqqK15X9cTrqp54XdXXih2/w8ezIzq2tIetpSmCAzzxLP4tDp3+3xe+42smYkQvF9njZdtOoEm9Gpji0QE1q1ZA7x+bwLN7S6zZLf/FTl+3NLq3boxNoWf/s/P51vFeVW+8X9UL71dS1LeccFOqS+ns2bPRuXNnjBw5EiYmJl/eIR/R0dF4/vw5GjVqBADYvn079uzZA0tLS/j5+cHQMO9BNNXNlT1HoV/eCJ1mjYNBpfKIu3oHK34ciJRXHwejNDI3hfDJC/FN3HMsbzsQPZb8gl+uH8fbpy9walkwwufLN6O2cW0OYwszzvCiIryu6onXVT3xuqonXlf1tXDzMeiWKYVVvgNRVl8H56/eR6dRi+XGb6pRtQJMyurLHl+5HYMeE1Zi9ujumO7VGTFP4zHh153YeeyCXN092zaBCMDu4xf/q9P55vFeVW+8X9UL71dSVEbWt5s4FQmCUOBUYoMGDXDo0CGYm5t/dQCdOnXCxIkT0bJlS9y7dw/du3eHh4cHLl68iBo1aiAwMLDAdQ4XVfvquIiIiIi+BZvsXb68EZU4HlfZFUsd8X5VT7xf1dMaIUbVIRQLvTZfUmi73YMci+T4b9++RUBAAE6fPg2xWIw2bdpg+vTp0NXV/eK+giBg6NChOHfuHFauXAlXV9cCHVupLqVt2rTBxYuF8+tBXFwcatasCQA4ceIEXFxcMH78ePj5+eHsWTYJJiIiIiIiIiIqibKkgkJLUZk4cSIePHiA4OBgrFmzBpcvX4afn59C+27ZskVu3MGCUqpLabVq1bBo0SJcuXIFVlZW0NSUr2bAgAF57JmTlpYW3r9/DwD466+/4ObmBgAwNDREamqqMuEREREREREREZGKZWSpbpbS6OhonDt3Dvv27UO9evUAAL6+vvDy8sLkyZPznTvgzp072LRpE/bv34/mzZsrdXylEm579+6Fjo4OLl26hEuX5JsHikSiAiXcHBwcEBgYCAcHB9y4cQNLly4FAMTExKBSpUr570xERERERERERMWSKidEiIqKgoGBgSzZBgBOTk4Qi8W4fv06Wrdunet+6enpmDBhAvz8/FC+fHmlj1/ghJsgCNi6dSuMjY1RunRppQ+czc/PD/7+/ggPD8eMGTNkGcazZ8+iRYsWX10/ERERERERERH99xRNuGVkZCAjI0OuTFtbG9ra2kof+/Xr1zAyMpIr09TUhKGhIeLj4/PcLzAwEA0aNCjwmG2fUyrh1rZtWxw9ehTVqlX7qoMDQJUqVbB27doc5dOmTfvquomIiIiIiIiISDWyFOxSunbtWgQFBcmVeXt7Y/To0Tm2XbhwIdavX59vfWFhYYoH+YmIiAhcuHABoaGhSu3/qQIn3MRiMSwsLPD27duvPjgAPHv2LN/1VapUKZTjEBERERERERHRf0eqYAu3YSOHYfDgwXJlebVu8/DwQNeuXfOtr2rVqjAxMUFiYqJceVZWFpKSkvLsKnrhwgXExsaicePGcuWjR49Go0aNsHXr1i+dioxSY7hNmDABCxYswMyZM2FlZaVMFTIuLi75zvpw586dr6qfiIiIiIiIiIj+e4KgWMKtIN1HjYyMcnQVzU2DBg2QnJyMmzdvwtbWFsDHhJpUKoWdnV2u+3h5eaFHjx5yZZ06dYKPjw9atWqlUHzZlEq4TZkyBenp6ejSpQu0tLRyjOX2+UQK+Tl48KDc48zMTNy5cwfBwcEYN26cMuEREREREREREZGKCSqcNKFmzZpo0aIFfvnlF/j7+yMzMxMBAQHo0KGDbP6Aly9fYuDAgViwYAHs7OxQvnz5XFu/ValSBVWrVi3Q8ZVKuBXm+Go2NjY5yurVq4cKFSpg48aNaNOmTaEdi4iIiIiIiIiI/huSLNUl3ICP470FBARg4MCBEIvFaNOmDXx9fWXrMzMz8ejRI6Snpxf6sZVKuH2pr2xhqF69Om7cuFHkxyEiIiIiIiIiosKnaJfSolK2bFksWrQoz/VmZma4d+9evnV8aX1elEq4ferDhw/IzMyUK9PT01N4/9TUVLnHgiDg1atXCAoKgoWFxdeGR0REREREREREKqDopAnqSKmEW1paGhYuXIhjx47lOltpQSY6aNSoUY5JEwRBQOXKlbF48WJlwiMiIiIiIiIiIhWTZklVHYLKKJVw+/XXX3Hx4kXMnDkTkydPhp+fH16+fIndu3djwoQJBaorJCRE7rFYLEa5cuVgYWEBTc2vboBHREREREREREQqIFVxl1JVUiqjdfr0acyfPx9NmjSBj48PGjVqBAsLC1SpUgVHjhxB586dFa7L0dFRmRCIiIiIiIiIiKgYU+UspaqmVMItKSlJNh2qnp4ekpKSAAANGzaEv7//F/ePiIhQ+Fg//PCDMiESEREREREREZEKSdiltGDMzMwQFxeHKlWqoEaNGjh27Bjs7Oxw+vRp6Ovrf3H/UaNGKXQckUhUoPHgiIiIiIiIiIioeFD1LKWqpFTCrXv37rh79y4cHR3h5eWF4cOHY9u2bcjKysLUqVO/uP/du3eVOSwREREREREREZUQwrfbwE25hNugQYNk/3dycsKxY8dw69YtmJubw8bGprBiIyIiIiIiIiKiEkr6DY/hJi6MSkxNTdGmTZsCJdsiIyPRvn17pKam5liXkpKCDh064O+//y6M8IiIiIiIiIiI6D8mzZIqtKgjpRJus2fPRkhISI7ybdu2Yc6cOQrVsWXLFvTs2RN6eno51unr66NXr17YvHmzMuEREREREREREZGKSQVBoUUdKZVwCw8Ph4ODQ47yBg0aIDw8XKE67t27hxYtWuS53tnZGbdu3VImPCIiIiIiIiIiUjFBKii0qCOlxnB7+/ZtrrOR6unp4c2bNwrV8fr1a2hq5n14TU1NJCYmKhMeERERERERERGpmERNu4sqQqkWbhYWFjh37lyO8rNnz6Jq1aoK1VGxYkXcv38/z/X37t1D+fLllQmPiIiIiIiIiIhUTBAEhRZ1pPQspQEBAUhMTETTpk0BfJwEITg4GNOmTVOojpYtW2LZsmVo0aIFSpUqJbfu/fv3WLFiBVq1aqVMeEREREREREREpGLq2l1UEUol3H766SdkZGRgzZo1WLVqFYCPM5XOnDkTbm5uCtUxYsQInDhxAm3btkW/fv1QvXp1AMDDhw+xY8cOSCQSDB8+XJnwiIiIiIiIiIhIxSRZWaoOQWWUSrgBQN++fdG3b18kJiaiVKlS0NXVzbHNlStXUK9ePWhra+dYZ2Jigl27dmHmzJlYvHixrAmhSCRC8+bN4efnBxMTE2XDIyIiIiIiIiIiFRKkElWHoDJKJ9yyGRkZ5blu6NChOHToUJ7jupmammL9+vVISkrC48ePAXwcH87Q0PBrwyIiIiIiIiIiIhViwq2IKDrwnaGhIezs7IoyFCIiIiIiIiIi+g9JMzNUHYLKKDVLKRERERERERERUX4EqUShpai8ffsWEyZMgIODAxo1aoRp06bh3bt3X9wvKioKAwYMgL29PRwcHNCvXz+8f/++QMdmwo2IiIiIiIiIiAqdqhNuEydOxIMHDxAcHIw1a9bg8uXL8PPzy3efqKgoeHp6onnz5ti7dy/27duHfv36QSwuWAqtSLuUEhERERERERHRt0mVY7hFR0fj3Llz2LdvH+rVqwcA8PX1hZeXFyZPnoyKFSvmul9gYCD69+8PLy8vWVmNGjUKfPwibeEmEomKsnoiIiIiIiIiIiqmJFkZCi1FISoqCgYGBrJkGwA4OTlBLBbj+vXrue6TkJCAa9euwdjYGL1794aTkxPc3d1x+fLlAh+/wAk3QRDw7NkzfPjwQaFtiYiIiIiIiIjo26Nol9KMjAykpqbKLRkZX5eIe/36NYyMjOTKNDU1YWhoiPj4+Fz3efLkCQAgKCgIPXr0wIYNG1CnTh0MGjQIMTExBTp+gbuUCoKANm3a4OjRo6hWrVq+20ZFRRW0eiIiIiIiIiIiUgOKdildu3YtgoKC5Mq8vb0xevToHNsuXLgQ69evz7e+sLAwxYP8hFQqBQD06tUL3bt3BwDUqVMHkZGR2L9/PyZMmKBwXQVOuInFYlhYWODt27cF3ZWIiIiIiIiIiL4R0kzFWqkNGzYegwcPlivT1tbOdVsPDw907do13/qqVq0KExMTJCYmypVnZWUhKSkJ5cuXz3W/7PKaNWvKldesWRPPnj3L95ifU2rShAkTJmDBggWYOXMmrKyslKmCiIiIiIiIiIjUmKIt3LS1tfNMsH3OyMgoR1fR3DRo0ADJycm4efMmbG1tAQAXLlyAVCqFnZ1drvuYmZmhQoUKePTokVx5TEwMvvvuO4Xiy6ZUwm3KlClIT09Hly5doKWlhdKlS8utv3TpkjLVEhERERERERGRmlDlLKU1a9ZEixYt8Msvv8Df3x+ZmZkICAhAhw4dZDOUvnz5EgMHDsSCBQtgZ2cHkUiEIUOGYMWKFbCxsUHt2rURGhqKhw8fYvny5QU6vlIJt2nTpimzGxERERERERERfSOkWZkqPf7ChQsREBCAgQMHQiwWo02bNvD19ZWtz8zMxKNHj5Ceni4rGzRoEDIyMhAYGIikpCTY2Nhg06ZNMDc3L9CxlUq4famvLBERERERERERfdtU2cINAMqWLYtFixblud7MzAz37t3LUe7l5QUvL6+vOrZY2R1jY2OxZMkSjB8/HgkJCQCAP/74A/fv3/+qgIiIiIiIiIiIqOSTSiUKLepIqYTbpUuX0KlTJ1y/fh0nTpxAWloaAODevXtYsWJFoQZIREREREREREQljyCRKLSoI6USbosWLcLYsWMRHBwMLS0tWXnTpk1x9erVwoqNiIiIiIiIiIhKKGlWhkKLOlIq4fbvv//C1dU1R7mRkRHevHnz1UEREREREREREVHJJkglCi3qSKmEm76+PuLj43OU37lzRza1KhERERERERERfbu+5YSbUrOUdujQAQsXLsSyZcsgEokglUpx5coVzJ8/H25uboUcYsGtEWJUHQIRERFRibBG1QEQkcJ4vxJRSZMRtUnVIaiMSBAEoaA7ZWRkYNasWQgNDYVEIoGmpiYkEgk6duyIefPmQUNDoyhiJSIiIiIiIiIiKvaUSrhle/78Of7991+8e/cOderUQbVq1QoxNCIiIiIiIiIiopJHqTHcgoKCkJ6ejsqVK6Nly5Zo3749qlWrhvfv3yMoKKiwYyQiIiIiIiIiIioxlEq4rVy5EmlpaTnK09PTsXLlyq8OioiIiIiIiIiIqKRSKuEmCAJEIlGO8rt378LQ0PCrgyIiIiIiIiIiIiqpCjRLaePGjSESiSASidC2bVu5pJtEIkFaWhp69+5d6EESERERERERERGVFAWaNCE0NBSCIGDatGmYNm0a9PX1Zeu0tLRgamqKBg0aFEmgREREREREREREJYFSs5ReunQJDg4O0NQsUAM5IiIiIiIiIiIitafUGG66urqIjo6WPT558iRGjhyJxYsXIyMjo9CCIyIiIiIiIiIiKmmUSrj5+fkhJiYGAPDkyROMGzcOZcqUwfHjx/Hrr78WZnxEREREREREREQlilIJt5iYGNSuXRsAcOzYMTg6OmLRokUIDAzEiRMnCjVAIqLiav78+Rg+fDiU6JlPRERE+eBnq3ridSWib4lSCTdBECCVSgEAkZGR+O677wAAlStXxps3bwovum/Qpx9C2c8xlXyf/3HBPzZKvoyMDBgbG+PVq1eYNm0ar6ma4HUkKlkmTpyI/fv3qzoMKkTZ78MikQjAx940fG9WD1KpVHZds7KyVBwNEVHRUyrhZmtri9WrV+PgwYP4+++/8f333wMA4uLiYGJiUpjxfVMEQZB9CG3evBkREREcE08NfPrHxbNnz5Camip7TCWXtrY23N3d0aNHDzx69AhTp05VdUj0lT6/V+Pi4hAfHy9bzy98JRuvn/pJTEyElpYWAgMDERYWpupwqBBk/y2c/aPzpk2bMHv2bBVHRYXh/PnzePXqFQBg0aJFWLhwoYojIiIqekpNMzpt2jRMmjQJJ0+exPDhw2FhYQEACA8PR4MGDQo1wG+FVCqFWPwx/5mcnIwdO3ZALBZDW1sbTk5O0NLSUnGEpKzs67pkyRKcPn0aSUlJGDBgAFxcXFC9enUVR0fKyL5fS5cuDTMzM9StWxd79+5FmTJlMGPGDCZUSyBBEGT36rJlyxAZGYnY2FjUq1cP9evXx8iRI3ldS7BPP2MB+S/1n5ZTyWJkZISff/4Zenp68PPzAwC0b99exVGRshYvXoyyZcti0KBBsvsyPT0dtWrVgkgkkvthmkqWtLQ0+Pv7o0yZMqhbty7Cw8Oxa9cuVYdFhYCfo0T5UyrhZmNjgyNHjuQonzx5Mm84JWU/b/PmzcOjR49QuXJl3Lt3D9OnT8ecOXOYdCvhjh07hsOHD2Py5MmIiorCgQMH8OjRI/Tv3x/W1taqDo8KKPt+DQwMxN9//w0rKytYWFjgxIkT+PDhA+bOncsvBSVM9vUKCgrCjh07sHjxYlSoUAFr1qzB8uXL0bp1a9SqVUvFUZKysu/ZkJAQ3L59G3p6eujSpQvq1avHLwslVFZWFjQ1NVG5cmW4uroiMTERU6ZMQalSpfDDDz+oOjwqoLS0NNy6dQtpaWnQ0dFB9+7doaWlhfj4eOjq6gIAP1dLMB0dHYSFhcHR0RGPHz/G8uXL+ZmqBj79/IyIiEBMTAx0dXVhZWUFBwcHFUdHVDwU6l+YpUqVYlLoK4SGhmLfvn0YM2YMFi1ahN9++w116tTB1KlTcf78eXYvLUE+H39PJBKhb9++aNeuHaZNm4ahQ4fi9u3b2LJlC+7du6eiKKmgJBKJ7P9//vknDh06BF9fX8ybNw/79+/HoEGDcPPmTUyfPl2FUZKyEhMTceXKFQQGBsLZ2RnPnz/H6dOnERAQgFq1avE9uAT69L146dKlWLVqFdLT03Hz5k14eHjgr7/+glgs5pipJZCm5sffjJcsWYLly5cjOTkZWlpamDhxIruXljCCIEBHRweLFy9GlSpVcPDgQezbtw8A8OHDh3zH+mJX8eLt0/fWhIQEaGlpwcjICCtWrEBcXJxsHa9jyZSdbFuwYAECAgJw4cIFnDt3DiNGjMBvv/2m4uiIigelW7jl9yvTnTt3lA7oWxYfH4/atWvDysoKGhoaEIlEWLduHTw8PDBr1iz4+fnByckJ2traqg6V8vFp17S9e/fi8ePHePLkCezt7WXbuLm5AfjY2mLr1q3o06cP6tatq4JoSRHTp09H3759UbduXUgkEmhoaCAhIQGlSpWCpaUlgI9juvXp0wfJycnYtm0bypQpA19fX/4iX4x93j1JLBYjLi4OVapUwZkzZzBu3DhMnjwZPXr0QEZGBvbu3Qs7OzvUq1dPhVFTQWS/Fz979gwikQhr165F/fr1ERcXhzVr1sDT0xMbNmyAk5MTW7qVQIcPH0ZISAg2bNgAGxsbREdHY/fu3fD19YVYLMaPP/6o6hBJAdnduw0NDeHn54dZs2YhNDQU2tra0NTUhLGxMR48eACRSASxWAyxWIwXL17AwcGBP/QXY5++p/7zzz+oU6cOLl68iNTUVPTu3RtjxozBsmXLYGZmJvsszszM5DUtYcLCwnDkyBGsWLEC9vb22LNnD06fPs1JMYj+n1IJt6CgILnHWVlZuHPnDkJDQzF69OhCCexbkv2lLz09HU+fPpX9avvhwweUKlUKAwcOxLBhwzB79mz4+vrC2dmZH0bF1Kd/XCxZsgQhISGwtbXFjRs3cO/ePTRs2BB2dnYAPibdRCIRlixZgqpVqzLhVkw9ffoUMTExGDlyJNatWyfrAmxqagodHR3cunULzZo1AwDo6+ujZ8+eOHjwIEJDQ1GuXDl4e3urMnzKw6f3ampqKnR1daGtrQ1zc3Ns374d4eHhmDx5Mvr06QPg4+vgzz//RKVKlVQZNinhxIkT+Pnnn1G9enV06tQJAGBmZoaff/4ZIpEIXl5eWL9+PZo1a8YxokqYx48fw97eHg0bNgQA2NnZwcDAACkpKZg6dSrKlCmDli1bqjhKyk/2PScWiyEIAgwNDfHLL79g5syZ2LNnD+7fv4+0tDSEhYXh1atXyMzMROnSpWFtbY3169erOnzKw6efsYsXL8aff/6JQYMGoVWrVtDX18fGjRvh4eGBcePGYeHChahcuTJ8fHxQrVo1fpcs5j4fA/Xhw4dwcnKCvb09Tpw4gXnz5mHGjBno0qUL3r17hxcvXqBmzZqqDptIZURCIbbhPXLkCMLCwrB69erCqlIt5fUr+osXL9CzZ0+0bNkSAQEBsvJLly7h1KlTiImJQVRUFBYsWMAx3Yq5f//9F3v37kWnTp1gZ2eHkydPYtu2bShdujRGjhwpS7oBwNmzZ+Hs7AwNDQ0VRkz5uXfvHlasWIFr165hw4YNsLa2xsuXL+Hl5QVzc3OMHTtW9sdEdHQ0lixZgvbt2+PHH39ki5li6NP34DVr1uDJkyfw8PBAzZo1sXPnTvj7+6Njx45YsGABxGIxUlJSMGHCBLx//x7BwcG8V0uYW7duITg4GMePH0dISAgcHBxkXxhevXqFoKAg7NmzB3v37mXrxRJm586dWLduHXbu3CmXDD969CgmTpwIANi4cSOcnZ1VFSLl49P34g8fPkBDQ0P2o/ObN28wd+5cPHz4EI0bN8aIESNkrcv19fVhaGgIDQ0NJsmLueXLl2PXrl1YuHAh7O3toaOjI1v36tUrDB48GG/evEH58uXx4cMHHDlyhN9virFP77eUlBTo6+tj3bp1ePPmDRo2bIhJkybJfqwUBAHHjh3Dw4cPMWjQIOjp6ak4eiLVKNSE25MnT9C5c2dERUUVVpVq59M/Lg4ePIg7d+5ALBajdu3a6Ny5M/bu3YtNmzahTp06mDBhAlJSUrBw4UJUq1YN06dPx88//4wTJ05gw4YNaN68uYrPhnLz+++/Y9asWShXrhzWr1+PihUrysp37NiBUqVKYdSoUTm+2GV3VaTi49M/LO7evStLuq1fvx61a9fG7du3MXToUNja2sLJyQnW1tZYu3Yt9PX1sWzZMohEIl7XYmzhwoU4ePAgxo4dixYtWsju1ZUrV2LVqlVwcXGBVCpFUlISkpKScODAAWhpabHrYTGW17W5e/culi5diqioKGzevBm1a9eW3d8vXrzA4cOH4eHhIfuyT8VLXtf1ypUrmDVrFlq3bo0ePXrI7uHLly9j586daNq0Kbp27crrWgx9ek03bdqEq1evIi4uDt27d0ezZs1Qo0YNvHnzBrNmzcLz58/RvXv3HNeSn6/F26NHjzB69GhMmTIFLVq0QGJiIl68eIG//voLVatWRdu2bQEA69evR+nSpdGnTx9oamrKJkSh4uXUqVOoVKkS6tSpgwULFiA+Ph6//vorDh06BH9/f2RmZmLatGmyngGpqakYM2YMrKysMGXKFBVHT6Q6hZZwe//+PRYtWoSzZ88iPDy8MKpUawsWLMDRo0fRokUL6OjoYOvWrZg6dSp69eqFiIgIBAUFIT4+Hvr6+jAyMsL27dtRpkwZAMCkSZMwcuRIVK9eXcVnQcD//mjM/vJ25swZ7N27F+fPn0dwcDAaNGgg2/bkyZPYtWsXUlJSMHfuXDaxLsayr+fnSbdly5bhxo0bWLduHerUqYO7d+9i5cqV+PfffwEAJiYm2Lx5MxMzxdzly5cxadIk/Prrr2jUqBEA+QRrWFgYrl27hnfv3sHS0hLu7u78IlDMfXq/3bx5U1Zua2sL4OP9GxQUhKtXr8qS5p+3juH1LX4+vUb79+/Hq1evoKmpiaFDhwIAVq1ahSNHjuC7775D69atUaFCBcyZMwdGRkayGaN5XYuvRYsWYe/evRg+fDji4+MRGRkJCwsLDB8+HNbW1njz5g1mz56NmzdvYtKkSXB1dVV1yKSgly9fYvjw4ejduzdq1qyJ/fv34+bNmxCJRHj48CFmzJiBHj16yO3DJGrxlJGRAU9PT9y7dw8tWrTAqVOnsHPnTtkwK/Pnz0dwcDCWLFmC6tWrQywWY/78+UhMTMTevXuhqanJ1qj0zVIq4da4cWO5G0YQBLx79w6lS5fGr7/+yunYv+DcuXOYMWMGFi5cCAcHB4SHh2PcuHHw8/ND7969ZdtdvHgRZcqUQd26daGhoYH379+jdOnSKoyc8vPHH3/Ixoq5dOkS1q5di1evXiEgIEBuwoSjR4/i+vXrmDp1KpMxxdSnX9wTEhKQkpKCatWqAfjYknfOnDm4efMm1q5di7p16yI1NRVZWVlITk6GmZkZxGIxv+AVc7///juWLl2K3bt3Q0dHRy5pntcf/PwiUHx9+of80qVLcfz4cWRkZEBTUxNdunTBqFGjAHxMuq1atQpXr15FUFCQXPd+Kn4+va5LlizB1q1bYWdnh2vXrqFOnTpYtGgRKlWqhE2bNuHMmTO4dOkSqlWrBm1tbezfvx9aWlr8kleMHTt2DEuWLMHixYtha2uLCxcuyLr3W1hYYOzYsbC0tERCQgK2b9+OUaNG8T24mMrtB8Y3b95gxowZePbsGW7dugV3d3c0b94cDRs2xNixY9GoUSMMHz5cRRGTMpycnJCamop58+ahffv2cn/r+vr64ty5c0hOToalpSVKly6NTZs2QUtLi38/0TdNqYTbgQMH5P54EYlEMDIyQv369WFoaFioAaqDzz+E9u/fj7CwMGzcuBEnTpzAlClTZK3bUlJScO/ePVmLi2x8oyre7t+/j06dOqFbt26YO3cuACAyMhLbt2/H06dPMXPmTNSvXz/HfmwBVfx8+uVs+fLlOH/+PO7fv4+mTZuicePGGDRoEB4+fIglS5bIupfa2NjI1cHrWvyFhYXBx8cHx44dQ5UqVeRaqp4/fx6VKlWSzUBLJcfKlSuxfft2LFu2DDVq1MCaNWuwdetWeHp6ysb0unv3LubMmQNdXV2sWbNGxRGTIuLj4+Hr64sxY8agVq1aeP36NQYOHAh9fX2sWLECVapUQXJyMh4+fAgAqFevHjQ0NPjDRzF37tw5/PPPPxgzZgwiIiLg4+ODiRMnQiwWY+7cuWjevDm8vLxkrVQB/j1cHH36N090dDQ0NDRQunRpVKpUCa9fv8bTp08hEonkfuDo1asXfvzxRwwePFhVYVMBSKVSvHv3Dj179oSenh7i4+OxYsWKHMPj3L17F8nJyShbtiwsLS35AzQRCnkMN8pfaGgoateujbi4OBw+fBguLi7w9/eXmwnv9OnTOH36NEaPHo3y5curOGJS1IcPH3D8+HH4+/ujQ4cOskkv/vrrL+zcuRPPnj2Dj49PjkQqFV+rVq3C1q1bMWfOHNSuXRuTJ0/Gs2fPsG7dOtSsWRP//vsvli9fjpMnT+LEiRMwNzdXdciUi0+/CHyaTI2JicH48eNha2uLYcOGwdTUFMDHe9nT0xMtWrSAl5eXyuKmgrt//z7mzZuHwYMHo3nz5jhz5gwmTZqEVq1a4bfffsOQIUMwfvx4AB9nt6xatSoT4yVAcHAwQkNDUb58eSxYsADGxsYAgNevX6Nv374oW7YsFi5cmOM9mImZ4iW3loYZGRlISUmBpqYmhg0bBhcXF3h5eSErKwudO3fG+/fv0bFjR4wfP54tFYupT6/LihUrEBYWBolEgtTUVMydOxfff/+9bNu0tDTEx8cjICAAr1+/xr59+5iIKcZy+/E4O3nm4eGB6OhorFy5Ui4h/vbtW5QtWzbfOoi+NQq/y929e1fhSj9v7fGtysjIgLa2NoCPs2QFBwdj06ZNKFu2LG7fvo1Tp05h4sSJsmRbeno6duzYgUqVKsHExESVoVMBlSpVSjYjpa+vLwAgICAATk5OEIlEWLVqFfbv38+EWwkgCAISEhJw7tw5zJo1Cy4uLrhw4QJu3LiB6dOno2bNmpBKpbCysoK3tzeqV68uS9ZQ8SIIguwPvT179iA2NhZlypTBgAEDUK1aNXTu3BlhYWGYO3cuevbsiYyMDNkYix4eHiqOngqqcuXK+O6779CgQQP8/fff8PPzw/jx49GzZ09IJBKsW7cOycnJmDlzJiwsLADwy0Bx9Pk1adiwIbZu3YqXL18iJSUFxsbGkEqlMDExwa5du9CvXz94eHhg69atqFy5smw/JtuKj0+vaXx8PFJTU1GtWjVoaWnB2NgY0dHReP78OWrXrg0AePHiBWrXro0WLVqgc+fOAMBkWzH06XVdsWIFdu3ahblz58LGxgb+/v6y4XK6du0KQRAQGhqKU6dOISMjQzauFxPjxdOn1/bGjRvIzMyEgYGBrOX/qlWrMGrUKIwePRqLFy+GpaUlfH19YWxsDD8/P1kilp+vRAVIuLm5uckGEM+PSCTCnTt3vjqwkmzMmDHw8fGRTVH/8OFDvHjxAn5+frCysgIAeHh4YNasWUhKSsIff/yBMmXKYM2aNUhISMDq1atzDNZOxc+mTZvw5s0bTJgwAcDHpFubNm0gCAKmTZuGUqVKwdfXF82aNYOenh7q1q2r4ohJESKRCNra2sjIyEDDhg0RERGBiRMnYsqUKejRowc+fPiA3377Dfb29rCxsZH9wMA/GouXz7sGb9q0Cc7Ozvjjjz9w9uxZzJgxA4MGDUK5cuVw7NgxjBw5EtbW1jAxMeEXgRIgt0SZnp4eevXqhdKlSyM8PBzOzs7o2rUrNDQ0UKVKFTg5OSEmJkZuX34ZKH6yr8mdO3dQpUoV2NnZYdWqVRgyZAjmzZuH+fPnw9DQEIIgwMjICCEhIZg7dy4qVKig4sgpN5/+8LFs2TL8+eefiI6OhqOjI+zs7ODp6QltbW1UrFgRp06dglQqxfbt2yEWi9GlSxeIRCImxouZCxcuoGnTprJrcvv2bVy6dAnz589H8+bNERERgcuXL8PBwQG+vr4QiURwc3NDu3btULFiRbRq1YpdvouxT+/ZJUuW4MiRI9DS0sLTp08xfvx4dOnSBcbGxli1ahW8vb1lP2JmZWXh8OHDAJggJ/qUwu9yERERRRmH2hg9ejQePnwIIyMjAB8nPhg4cCAMDQ3RrFkz2XZ9+/ZFWloafv/9d2zcuBF16tSBoaGhrHk1v+gVbx8+fEBaWhq2bt0KHR0djBgxAsDHpFvbtm0RGRmJbdu2ISkpCb/++qtsjAP+0Vj85JXYTk1NxezZs/+vvfsMq+rYGjj+pwuiIirYNfaKRo01sRtb7L33Eo3YEXtDRaqCjSIgioIIYu8ttqioid3YWxQLoAhIO/v94Hv2PVgSc28ih2T9vtybw97nmfOMs/fMmpk1HDt2jMmTJ6srUR8+fMi2bdvImzcvpUqVUq+X9qpftHX68OFDrl27RnBwMHZ2diQkJNC7d29mz57NrFmz6NChAx06dODevXvkzp0bKysrOdVQz+k+Rw8dOsSjR48wNjamdu3alCpVipSUFK5du4atrS05cuTgzZs33Llzhy5dutC2bdv3vkPon+PHjzNkyBBmz57Nd999R4UKFfD19WXo0KFMnTqVRYsWkSdPHjQaDQUKFMDT0xOQiQ99pH0Wr1y5ktDQUBYtWkSVKlWYNGkSERERNG/enHLlyvHtt9+yc+dODh06RNGiRQkMDFQnn6Wt6g9fX1+ioqIYNmwYnTp1AiBnzpy0aNGCBg0a8NNPPzF79mzs7e3p27cvgwcPxsnJicTERPr06aOeMqvRaOQdq6e0bVa7O8fd3Z06derg5OSEh4cH8fHxDBw4EGtra/z8/NTc7u3atZPT3IX4gE9uDbpbpnx8fMiXLx9du3bNdM2mTZuIjY391+a9efz4Mb/++iuOjo6Ympqyf/9+mjdvzsiRI1m1ahUXLlygdu3aWFpaAjB06FA6d+5MfHw8uXLlIn/+/DLQ01PvBmXMzMzo2bMnOXPmZPny5Wg0GvUUPDMzM0qUKEHDhg2Ji4uT1RR6THfb92+//aYGW3Lnzo29vT0zZ87km2++oXfv3mg0Gt68eYOLiwsADRs2zMqii08QGBjIpk2byJ8/v7rVLFeuXAQHB9O/f3+cnJxwcHDgyy+/VLcYggwE9J32Oeri4sKePXsoVKgQuXPnZt68eQQHB1OrVi06duzIrFmzSEpKIiYmhoyMDFq2bAkgA3g986FJjwYNGtCrVy+WL1+OkZERrVu3pnLlyvj7+zNs2DCmT5+Ok5NTplxBIBMf+khRFOLi4jh27BizZ8+mcePGnDx5kl9++YVp06apOz+GDh1Khw4dSExMpHjx4pJsXU+1a9eOixcvEhkZiaIodO7cmRIlStC+fXsMDAyIjIykWbNm6iSlra0tNjY27Nixg969e6ttXZ7B+kd3vHL37l1++eUX5syZQ506ddi/fz9bt26lbdu2+Pr6Am8XjxQsWJDOnTur35GRkSFtVoh3/FctIiwsDDc3t/c+L1u2LOPHj//XBty0gZbdu3ezc+dOzp07R40aNRg3bhzJycn4+/tTsmRJWrdujZmZGQDW1tbqajiQgZ4+0n0BvXjxQj2VN3/+/LRv3x6NRsOqVaswMDBg1KhRvH79muvXr9OyZUu6dOny3neIrLdu3TqaN2+ubvteunQp+/btQ6PR0KRJE3r27Enbtm25desWK1asYMyYMRgaGhIbG0t8fDyRkZEYGRnJago916xZM1avXs2DBw94+PAhBQoUQFEU8ubNy9q1axk4cCDTpk1j6dKlmXKPSlvVf1u3bmXr1q2sWLECOzs7NTfQ48ePAWjZsiWGhob8+OOP1KxZEwcHB1k9rodiYmKwtbVV/1v3XTl79myMjIzw8PBAURTatm2rBt06d+5MyZIl1ZNnhf7SpmlISUmhVq1aapoGBwcHNU3Dtm3bqFatGmXLllUPDJP+sP7RaDQUKlSIGTNmMG/ePDXo1qVLF6ysrHj9+jU3btygadOm6pbRhIQEFi5cSLVq1SRdjh7TnYi6desWpUuXpnXr1nz99decO3eO+fPnM2bMGPr164eZmRlBQUEkJSUxZswY8uTJo36PvF+FeN9/9SZ79uzZB0/QtLa25tmzZ/9zobIra2trevXqxdy5c3n+/DkeHh5qMG3q1Kmkp6cza9YsgExBN10y0NMvup1/Hx8f9u7dS2pqKpaWlnh7e5M/f366dOmCsbExrq6ubNmyBQMDA0xMTHB1dQVkNYW+OXz4MGvXruXKlSs4OjoSHR1NWFgYM2bM4Ny5c1y4cIGbN28yc+ZM7O3tqVatGlFRUeTKlYvKlSszePBgWTKvh94NaiuKQvHixQkPD6dz584sXbqUOXPmULJkSQCsrKwICAjA2dmZsmXLZlGpxX/r3r17tG7dGjs7O/bu3cu8efOYN28e7dq14/Xr16SkpNC5c2c6duyo/ruQNqtfvvvuO4oVK8bKlSuBt3lRixYtSpMmTTAxMQFgxowZKIqCs7MzBgYGtGzZkkqVKrFr1y45GVpPfSygkpSUxJw5czh9+jQODg7qCqjffvuNHTt2kDdv3kzPYuk36R9DQ0M0Gg22trbMmjWLefPmsXnzZgwNDenUqROWlpbUqVMHPz8/Xr58yfnz50lPT6dq1aqSi0+P6dbLggULCA0N5aeffqJFixbkyJGD3bt3U6tWLXr06AFAnjx5qFatGpcvXyZ37txZWXQhsoX/6qlXqFAhzp07997nZ8+e/dcmrdUeJvH48WOePXtGmTJlOHLkCDdv3lSvmTlzJt27d2fu3LlERkaSmpqaVcUVn0g3aejatWvp06cP8+fP58WLFwwbNozLly9jZWVF37592bRpE9999x29evVi8+bN6moKmcnTL40bN6Zv377cuXMHFxcXzp07x+TJk2nTpg0zZsygV69evHnzhrlz53Lnzh0aNWqEq6sr8+bNY/jw4Wq9ysBdf+h2Fu/fv8+vv/5Keno6iqJQqFAhNm7cyNWrV5k3bx537twBUBOuu7i4qKsVRfaRmppKRkYG+/fvZ8qUKTg4ONC9e3cA9u7dS0hICElJSeq/C0VRpM3qkdWrVwOowTaAc+fO4ejoyIkTJ0hLS1M/nzlzJl9++SU+Pj5ERUWRmJjIF198Ie1WD2k0GrXP8/z5czXfraWlJePGjeP06dPUqlWLXr16kZGRQVJSEs7OziiKQuPGjbO28OKTvBt0y5MnDxEREWzatAmAyZMn079/f+7fv0+5cuXYtGmT2lYl2KaftPVy584dkpKSCAgIIGfOnFhYWJCRkcHdu3cxNDTEyMgIRVG4desW48ePZ8OGDZ90oKIQ/3b/Ve+zW7duLFy4kPT0dOrWrQvAyZMncXV1ZfDgwX9pAbMLbQfj22+/pXnz5pw+fZp169bh5+fH8OHDKV26NPB2tvbVq1fs3LlTnd0T+u306dMcPXoUDw8PateuzZEjR4iNjUWj0TBq1ChWrlxJpUqVMp1YCbKaQh9pAzP9+vUjIyODAwcOcPDgQaZMmaJe06ZNGwDCw8NxdnZm0qRJ6qy7duZelszrD91g29KlS9m5cyeJiYnkzJmTcePGUadOHYoVK8amTZvo3r07CxYswNHRUT3aXkvqVD99bEVEyZIl8fPzY/PmzUycOFF9nyYkJLBr1y4qVqyIhYWFer1MfOgXCwsLEhMTef36NX5+fmRkZLBs2TLs7e1xcHDA2dmZBg0aqDk2ixYtyp07dzh58iT9+/dXv0farf7QXc3v5eXFkSNHSEpKonz58gwYMIBvv/2WW7dusXTpUkaOHImxsTEvX76UNA3Z0MdWuhkbG9OxY0cmTZpEUlKS+gyW/rD+27FjB0uWLCFXrlxMmDBBffcaGRnRrFkzZs+ezatXr/jtt99QFAU7Ozvg4ytahRD/8V9NNQwdOpSuXbsyd+5cmjdvTvPmzXFycqJfv36MGDHiry5jtpGRkUH+/PmxsbHhu+++o0uXLty7dw9fX19u3bqlXufi4sKaNWsAZFYgGzAxMaF9+/bUrl2bY8eOMWXKFCZOnMjGjRsxMjJixowZ/PLLL+/dJ50L/aPtJAIMHDiQVq1aYWFhQWRkJE+fPlWva9OmDd27d+fJkydERESon0unQr/oBmOWLVtGeHg4kydP5vDhw9jY2LBkyRJ27dpFbGwsxYoVY+PGjRw7doyNGzdmccnFp9Ct34MHD3Lw4EFOnToFQJcuXahQoYKaU/PBgwfcvHmT8ePH8+LFC+zt7QF5x+ojRVGoXLkyZcuWpUuXLgQHB9OzZ0/gbaCmdu3aODo6cuzYMeLi4oC32xFXrVrFypUrZUWFHtJd2bZx40bWrVtHr169aNOmDRqNhgEDBnDmzBm+//57AgMDyZUrFzY2NjRq1IjNmzdjYmJCenq6BNuykXeDbnnz5iUiIoKQkBAANdgmq4uzh4yMDGxtbbl37x6pqakYGhqqK4179OjBggULyJ8/Pw0aNCAqKkp28QjxJxgo/0OvJTExkVu3bpEjRw5KliypzkT+2+kOEsLDw4mMjKRkyZIMHDiQ8uXLf/A6od+ePXtG3rx5GTlyJBUqVFBn70aMGMH58+dp2LAhK1asyOpiik+k2/ZCQkLYunUrpUqVYsKECZnyU548eZI6depIO9UzJ0+epF69eup/X7t2jTlz5vD999/TqFEjjh8/jr29PWXLluXOnTvY29vTunVrrK2tefr0Kfny5ZOBXTbi5ubG+vXrKVCgAM+fP2fQoEH88MMPAAwbNownT55w584dKleujImJCYGBgZiYmMhqGT03cuRIjh49ip2dHV5eXpmevePHj+fs2bMULlyY1NRUkpOT2b59O0ZGRtJ30mPnz58nPDycr776ik6dOgHw9OlTli1bxu7duwkODqZChQrvrYqRtpp9adtjTEwMEydOpGzZssyaNUsCMdnQwYMHWbJkCebm5nh5eWFra5tpdaLus1dWLQrx6f6nlpIzZ051San4D+2sj6GhId26dcPQ0BBfX1+KFSuWKeAmHUb9p+0UFihQgNjYWB48eKAef21kZISNjQ1btmzhiy++yOKSij9Dt4326dOHjIwMdu7ciYeHBxMnTiR//vwAalBHBgP6Izw8HBcXFxwdHdVTgHPlykXPnj1p0KCBmpDbwcGBHj160Lt3b4KDg0lKSqJ79+5qnlHpLOov7XNXURRiYmI4f/48ISEhmJmZcerUKZycnEhOTmby5Mn4+flx/fp1njx5QsGCBSlbtiyGhoZSv3osPT2dpKQkTE1NmTBhAidOnGDq1KnMnDmTEiVKAG/zpoaEhPD06VPS0tKYMGGCbDnUcydPnlS3nTVo0ED93MbGhmHDhnHjxg1OnDhBhQoV1DyokqZB//3RlkHdlW5eXl5YWVnJaaTZjLaumjZtSkZGBsHBwUyZMoXFixdja2tLWloaJiYmmcat8n4V4tNJa/mT3p1Z/VjnT3dA36VLF6ytrWnYsOHnLKr4C+h2FqytrcmXLx8rV67k5cuX7Nixg+TkZL744gsMDQ1lIJDN6LbR/v37Y2BgwO7du5k9ezYLFizAyspKvVbqVX9Uq1aNDh06sHr1ahRFoWvXrhQpUgRzc3OMjY0JCwujZcuWdO3aFXh7yM+jR4+4du1aptO0pLOon3Tfsa9evSIuLo7SpUtTqlQpzMzMKFq0KCYmJsyePRtDQ0MmTpxI+fLl31s9LvWrv4yNjcmdOzdeXl4AFCxYkPDwcJycnJgxY4YadOvTp0+m+ySIqt/q1avHd999x7p169i2bRt16tRRJ6+KFSuGiYmJemiNth4lIKN/3h3nfEodaSc5rK2tAcnrpY+ioqJo1KgRefPmfe9vugHSFi1aoNFoCAkJYerUqTg5OVG4cOEsKLEQ/xyyxOpP0r6Etm7dCqBub/jYtdq/NWnSBCMjo0wnb4nsQ1uPzs7O5M2bl8jISHLmzEloaKhazxKUyX5022i/fv345ptvyJ8/vxxzrsfKlStH7969qVevHv7+/oSHhwNvA+KpqanExcWRI0eOTJ395cuX4+rqKrmfsgHdk6EHDRqEg4MD58+f5+XLlwCYmprSvn175s6dy5o1a3Bycvrodwj9pj1htG3btnTv3p20tDQWLFjAvXv3AN7rW0mwTX9p69Le3p7+/fvz6NEjAgMDefXqFQApKSkkJydnmsgS+kf34IvQ0FBmz57NqlWruHbtmvr3j92nbZ9nzpyRsY6e6d69O1u3biVPnjwfvUa3f9SyZUv69evHs2fPCAgI+FzFFOIf63/K4fZvFRcXR+vWrenUqVOm0w0/RHeWJyUlBTMzs89RRPE3i4uLU5fNy6y7/vnQ7Orvzbjqzuhqr5M8Qfrt1q1brF+/nuPHj6sH+QA4ODhw5swZvv76a27cuEFCQgJbt26V3E967t3cp8uXL6d3794kJCQQFBREjx49cHBwUHPFpqamsnHjRnbv3s3atWtlNUU2pftc3rlzJ5s2bSIhIQFvb28KFiyYxaUTf4ZuG/b09GTHjh1YWFhQrVo14uPjuXXrFlu2bMHExCSLSyo+5N36CwsLo2rVqrx48YK0tDSmTZtGvXr13utL6f73hg0bmDt3LpGRkVSqVClLfofI7NSpU8yZM4fAwEAKFizIs2fPMuXLfJdufZ4+fZqaNWvKggIh/kcy8vgE786y5syZk9GjR3Pjxg3Onz//0ft0H1ohISGMHj2a1NTUv7Ws4tN9bGXixz6H/8zu5c2bV4Jtekr3tLTk5GS1zWmDaB+i3Q6hvS4jI0MCM3rkQ/VWunRpNW+bv7+/evKoi4sL9evXJyEhgWLFihEVFSXBtmxAWzenTp1Sk28PHz6ciRMn4uHhQWhoKG5ubmp7NjU1pWfPnmqwTeYOsyfdumvTpg3fffcd1apVU3MtiuxDd8X4+PHj6dy5M48fP+bBgwfUq1ePnTt3qqeRCv2jfQbfvn2bxMRE/Pz88PPzY86cOVSsWJHp06dz8uTJTG1Wd5wTGhqKp6cnS5YskWCbHjEyMuLOnTvcv3+fOXPm8MMPP/zuWFS3fmvXri3BNiH+ArLC7U+IjIykVq1aFC9enCdPnjBmzBjs7OyYOXPme9e++xJyc3Nj/vz5tG7d+nMXW3yA7uD7zp07aDQacubMqc6ofywfm269apOICv3k4+PDkSNHyJUrF9988w19+/YFPly3uvW6a9cuChQoQK1atT57mcX7dNvq2bNnSUxMxNzcnK+++gqAX3/9lbCwMI4fP86gQYPo0aMHkDnfkwTG9Z+iKPz22280a9YMgClTpjBo0CD17/v372f8+PH06dOH8ePHZ1otLvmC9M+frZMPXS9B8uzp3ZVSZ86coU6dOgwdOpScOXNKe9Vju3fvZtGiReTNmxdfX1818H316lUCAgI4d+4cTk5O1KtXL1NfKjQ0FFdXVxYuXEjLli2z8ieID/D09CQoKAgTExNCQ0MpU6bM716v20bv3r1LgQIFyJkz5+coqhD/SNKT+UQnT55k2rRpDB48mE2bNmFgYMDcuXPZsGEDe/fuzXTtu8E2V1dXFixYIME2PaGbo8LT0xN7e3u6devGqFGj1HxA2tPQ3r1PW6+BgYH06dNHZmr1iO4qqMDAQAICAqhduza5c+dm6dKlLF68GHg/76JuvYaFhTF+/HhZiaondNuqh4cH06dPZ8aMGbi7uzNx4kTgbU637t278/XXXxMcHMyaNWuA/+R70s0tI/SXgYEBRYoUITQ0FHNzc3766Sd+++039e/NmzdnyZIlBAUFERoa+t69Qr9o68TX1xc/P79Puv7d9+nvrTYX+uvdlW61atXi6NGjeHt7ExcXJ+1Vj7y75iJPnjyUL1+ee/fu8eLFC/XzihUrMmTIEL766itGjBjBpUuX1GBbSEgInp6eEmzTM7pjGEtLS1JSUkhJSSE2NvZ379PtE69du5YJEyaouRiFEP8dGYV8xLszq/Xq1aNOnTpcvnyZCxcucOjQIb7++mvGjRvH2rVrKV++vHqylu7gXWZ89I/uQEC7+hDezuIsX76cuLg43N3dMTIyUl887wZRV61axfTp02Ugryd02+svv/xCjhw5cHV1pWHDhrx+/ZratWszd+5c4O3KGe2psoaGhu+tRPXy8qJ+/fpZ9lvEf+i21YiICLy9valatSrLli3Dx8eHV69e4efnR/ny5enevTsvX77kwoULmdqrDO6yD41GQ/Xq1fHz82PgwIF4e3szbtw4bG1tAWjWrBnr1q2jevXqWVtQ8UlSUlI4ceIEderU+cNrdQPje/fupVGjRpLzVk/83krDj/3N0NBQ3QUwYcIEUlJSuHTpkmz91jPa9+OWLVvQaDR06tQJAwMDUlJSmDp1KgsXLlS3h1aoUIE+ffpQrFgxKlasCMC1a9dYsGABbm5uMs7RM9qAaFBQEDY2NkRGRhIVFcXQoUPx9vamUaNG793z7ljHy8uLOXPmUKhQoc9adiH+cRTxu65evarExMQoiqIoFy5cUMaNG6cEBgYqu3btUho2bKi0bNlSadiwoRIcHKxkZGSo923evFkpX768smfPnqwquvgdSUlJyvfff6/4+/urn6WkpCiHDx9W6tWrp/j5+amfazQa9f9v2LBBqVGjhrJ79+7PWl7xYY6OjsqbN2/U/46OjlbKly+v1KpVS/npp5/Uz5OSkpSNGzcqVapUUVxcXN77HqlX/XX37l1l8ODByuHDhxVFUZQjR44o1atXV+bMmaM0btxYGTFihHrt/fv31eewbrsV2Ye2/k6dOqVUrlxZmTp1qvLkyZP3rktLS/vcRRN/QLcPpLVw4UJl2LBhSlpampKenv7B+3TbamhoqFK+fHnlxIkTf1s5xafTrdPQ0FDF0dFRmTlzphIcHPy79+nW6ZEjR5RHjx4psbGxf1s5xX8vNTVVGTFihNK7d2/1s6NHjyojRoxQOnfurFy5cuWD92nb8+3btz9LOcWneXcsWrFiReXy5cuKRqNRkpOTlVmzZilVq1ZV+1Qfuk/bJ5YxrBB/DdlS+hGKohAdHU337t1ZunQpP/74I1WrVqVAgQIkJCTQqlUrwsPDqVmzJs+ePePUqVPqLF9qaiqpqamsWrWKb7/9Not/ifgQQ0ND7t69y4MHD9TPTE1NqVevHo0bN+bKlSvA+9sNZcWi/rh//z4JCQmZZtcLFy7MuHHjSE9PJzo6Wv3c3Nycdu3aMXv2bFavXk1ISIj6tzVr1sh2CD1WokQJ2rVrR6VKlTh37hwzZszA0dGR2bNn07hxYw4fPkyXLl0AKFasmLqdSVa2ZU/a+qtduzYBAQFs376defPmvbcNRlYX6x/ts1i7HTg9PR1LS0uSkpIwNjb+YF5U3baqTcHh7e1NvXr1PmvZxYdp69TV1ZUlS5ZgYGDAixcvcHd3Z+zYsWr6hd9L0zB8+HDu379P3rx5P/8PEO/RravU1FRMTExYuHAhN2/eVHd8fP311/Tr1w8bGxtmz57NhQsX3vsebXv+4osvPk/BxSfRttlDhw6Rnp6Ok5MTlSpVwsDAgBw5cjBt2jQ6derE2LFj+fHHH9+7Tzcfn4xhhfiLZHHAT698aEXE1q1blenTpyv16tVTVq9erezfv19p0KCBcvDgQUVRFCUxMVGJjo5+b+Y2NTX1s5RZ/LFLly4p9+/fVxRFUebOnavs27dPURRF8fDwUAYMGKD88ssvma739PRU+vbtm6kOZcWiftu4caOSmJioKIqixMTEKN7e3oqdnZ0SGBiY6brExETl4MGD6uqY+Ph45ZtvvlG2bdv2uYssPuBjK2C0PD09FQcHB3VV4+rVq5XRo0cr06dP/8N7Rdb70AqoP7r26NGjSp8+ff7UveLz0q2b06dPK1WrVlWaNGmiNGzYUOnXr59SuXJlZenSpcqZM2eUW7duKSkpKe99h6wy1l+//PKL8s0336irxjMyMpSzZ88q9evXVyZNmpTp2nd3BNSsWVP6TXoqICBA8fb2Vq5du6YoiqJEREQonTp1yrTy6cSJE0qPHj2UadOmZVUxxX/h/v37SsWKFZXy5csrAQEBiqJkbptv3rxR5s6dq5QvX145f/68+vmOHTuUqlWrSpsV4i8mp5T+P908FM+fPyc5OZlixYoB8Pr1aw4fPsy8efNo2bKlmodi6dKlat42+PjJliJrKIrCw4cP6dq1K507dyYhIYHNmzcTERFBhQoViI6OZu7cudjZ2dGpUydq1apFQkICP/zwA8WLF2f+/PnA238b+/fvx9TUlMaNG2ftjxJA5hn02NhY2rVrh7W1NRs3bsTc3JynT58SHh5OQEAAY8aMYeDAge99R2pqKqamprx+/RpLS8vP/AuErpSUlEz5mg4dOsTTp08pWrQoxYsXV5/F48aN48GDB0RERJCWlsaECROoWbOmWr/yDM4erl27RoUKFf7wFMp361PqV//ExMSoOfZOnjxJsWLFsLCwIDExkV9++YW4uDgWLFhAwYIFMTExISYmhnz58tGxY0fGjh0LQHBwMMuXL1f7WCJrvdsujxw5wqxZs9i2bRu5c+dW378//vgjkydPZsmSJdSrVy/TfXJqpX6LjY2ld+/exMTEULRoUb7//nuqVq2Kq6srxYoVY9SoUeqplBcvXqRy5cpyYrAeU945+TctLY2TJ08yb948SpQogZ+fn7p6XFuPb968ISQkhAEDBqgrxm/fvs2TJ08kj7EQfzEJuJH5QeXl5cX+/fuJjY3F2tqaIUOG0KhRI6ysrHjw4AH+/v5cuXKFixcvsmDBAnUrk9Bfe/bsYcaMGbx58wZvb28aN26s1vmRI0fw9vYmMTERExMTTExMSE1NJTIyEhMTE/W6PxoYis9Hty60gZpr164xefJkjI2NWb9+vRp027RpE0FBQQwYMIDRo0dnccnFh9jb21O5cmX69++Pubk5rq6urF+/nqJFi/LkyRMqVKhAly5d6NixI0eOHMHJyQkLCwuMjY158+YNW7ZswdjY+L0Op9BP0dHR9O3bl61bt1KuXLnfvVaeu/otOjoad3d3HBwc2L17N+Hh4ezatUsNwMHbgNyIESOYNWsWlStX5uLFi8THx9O4cWOMjY25e/cugwYNYtKkSbRt2zYLf40AiIuLU7d+XrhwATs7O27fvk23bt1wdnamRYsW6rUPHz6kV69ezJw5M9PWszVr1rBixQoJoOqRd9+PqamphIaGcvToURo1asSKFSvo3bs3Dx484ODBg/j4+FCjRo1M3yHPY/30bhBNo9FgYWEBwI8//sjEiRNp2LAh7u7u712vlZ6ejqGhodSvEH+Tf30SFN2X0KpVqwgJCWH69Onkz5+fiIgI/P39iYmJoXv37hQrVgwHBwdu3brFzp076dChQxaXXvwe7UvFysoKCwsLTExMOH36NCVKlFBzTjRq1IjChQvz4MEDzp49S9GiRenWrRvGxsakp6ersz7yEtIPuh2FtWvXotFoaNWqFRUqVMDNzY2JEyfSq1cv1q9fj42NDV27diUxMZGzZ89KQEZPFSlSBC8vLywsLKhYsSInTpzA39+fGjVqcPHiRcLCwggODiZXrlw0btyYadOmcfz4cczNzRk7dizGxsay8ikbKV++PPXr1+fw4cOUK1fuo4M4RVHUzzdt2oSZmRnt2rX73MUVv0Oj0ZA3b14mTpxIYmIiW7ZswdbWNlOd2traYm5uzokTJ6hRowa1atXKdH/BggUJCQmhcOHCWfUzxP87fvw4kZGRTJgwgcDAQKKioti7dy/W1tZ8/fXXREREYGlpqebXy507N1ZWVmpOMEVRePr0KWvWrGHmzJkSbNMj2r5PZGQkhQoVol69enTs2JHIyEjS09PZunUr/v7+GBsbk5CQwOTJk9m4cSP58uVTv0P6wfpH91nr6+vLhQsXuHbtGq1ateKbb75RA22TJk1i4sSJuLu7Y2ho+F5/WHKiCvH3+teucHvw4IG6TSkjI4PExESGDRtG+/bt6dOnj3qdi4sL+/fvZ+HChZk6ilq6QRmhvzIyMti7dy+LFi2iZcuW9OnTh5IlS/7u9TKA118uLi5s3rwZBwcHGjRogI2NDQC//vorY8eOxdzcnHXr1mFhYUFcXBxWVlYYGBhI0E2P6NbFihUrWLFiBT179uTly5e4uLiof7t+/Tre3t6YmJjg6en53vfIM1h/fSyY5uzszI8//sjOnTuB91df6P53aGgoixcvxtXVlebNm3+egotP5ubmhr+/P1WqVGHKlCl89dVXwNs61AZNJ0yYgIGBgbrCQuinHTt24OfnR0ZGBk+fPiU0NFSdnPzpp5/w8fHhzZs3NGzYkC+++IKwsDDi4uKIiIjI1F/S7hAR+uXx48csXryYPXv2MHr0aHr37s3Lly+xt7dn6tSp1KpVixs3brBgwQIyMjLYsGGDBNmyCQ8PD8LCwpg+fTqpqals2LCBtLQ0goKCsLKy4vjx40yaNImqVavi7++f1cUV4l/nX/kknTp1KgsWLODy5cvA25N2DAwMSEpKynTSKICDgwN58+bNdKqhLhno6TftzKuRkRGtW7dmwoQJ7Nmzh7CwMG7fvg3AkCFDOHr0aKb7JNimv8LDw9m6dSuBgYF06tQJGxsbUlNTiYuLo1y5cixbtozU1FRatWpFSkoKefPmlWCbHtJu1QYYNWoUo0ePZt26dZw7d46YmBj1uvLly9OiRQv27t3Lw4cP3/seeQbrL+379O7du7x+/Vr9XHu6oY+PD8DvBtvc3NxwdnaWYJue0bbd6tWr4+HhQeHChfH29lZPvTMwMFDrv2TJkqSlpQFv61fop7Zt21KxYkVu3LjBl19+melvdevWZcyYMVSvXp21a9cSGBiImZkZ4eHhGBkZkZGRoV4rwTb9oHsaKUChQoXw9PRk8eLFbN26lSlTprB79266du3KsWPHSEpKonLlyqxfv14Ntr37HUL/3Lx5kyNHjrB8+XLat29PkSJFuHnzJgMGDMDa2hpDQ0O++eYbFixYgKIoUqdCZIF/3UilZ8+ePHz4EFtbW4KDg+nbty9Vq1YlV65cWFtbs3PnTnr16oWpqamaVL1ixYqZBgsi+9B2+LWDuI4dOwJvc/VdvXqV169f8+LFC+rWrZuFpRQf06tXL0aOHEmjRo3Uzx4+fEidOnWoUKEC9+7d4/Tp0wQHB5MnTx6aN2/OwIEDcXFxITAwMFMwRoJt+kc3ie/333+Pubk5zs7OREVF0bNnT6ysrIC3A/bixYuTnp6etQUWf9ru3btZuHAhpUqVYuTIkZQrVw5ra2tatGjB5cuXSUtLw8TERL1e207DwsIk6boe075btYHQ/PnzExQUhL+/PwYGBnzzzTcA7N+/n/r160sOTT2nXdVfpUoVKlSowI4dO1i5ciUDBgygcuXKKIpCjRo1qFGjBqNHj0ZRFCwtLTEwMJBVxnpId3Xx+fPniY2NpUCBApQqVYr27dtTqlQpDh06xLZt23j8+LG6bVibLP/dBPtCf2VkZJCcnIydnR179+5lypQpODo60qVLF5KTkzlw4AD169enefPm6vNa6laIz+tf9Yb09vYmOTmZY8eOcfToUVatWkVoaCgajYZq1arh6OjI4MGD1X3u2lVO165do0qVKllcevG/0F3h1LFjR/LkycMvv/xCSkoKEydOfC9nm8h6b968oU2bNmq+GHjbSUhNTeX27dssWrSIs2fPUrhwYerUqYOhoSERERG0adOGihUr4urqCsj2YH2n27EfOHAgSUlJLFmyhISEBJo0aYKVlRVeXl5YWlpSvHjxrC6u+AO3bt2iWLFimJqaEhISQpMmTXB0dOSnn37C3t6eWrVq0axZM7799lv69OnDiRMnMgXUAdatW4e7uzuLFy/OlIxd6B/te7V27doYGBiwZs0ali9fzp07dzh69Ch37txh3759cviQntO+I7UpVfLnz09AQABr1qxh0KBBVKxYEXib561BgwbqfYqiSL9JD2nbmYuLC3v27CE5OZncuXOTI0cOfHx8qFKlCiVLlqRt27a4uLhw+PBh1q9fn+l0Smmr+kf7vNWuFNY+V83NzQkPD2fJkiVMmjSJXr16AXD16lUOHDhAqVKlMq08lboV4vP6V+Vwc3Z25qeffiIqKgo/Pz/27t2LgYEBJUuWZODAgVSqVIn9+/cza9Ys8ubNS+HChXn16hUJCQls3bpVOhV66s9sFfzYtRJs028rV64kf/78dOvWjRcvXuDm5sbDhw/59ttvqVu3LmXLluXgwYP4+vqycuVK9ZQ1kX3oDsZXrVrFkiVLMDIyom3btiQmJrJkyRJMTExk0K7HLl68yPTp0+nWrRv37t1j3bp1HDhwgCJFigBw8uRJzp8/T1BQEDVq1OD48eM0atSIxYsXY2FhgYGBAc+ePcPJyYmWLVvSpk2bLP5F4lPovlfPnz/Ppk2buHDhAra2tqxcuTLTid8i6/1eXeg+X3fu3ElgYCBFixalZcuWREREcO/ePfbs2SN1mQ2Ehobi6enJihUrKFy4MHfu3GHVqlXcvXuXiIgIChQooF67c+dOWrZsKZOTeky3bb47kTxmzBj27dvH+PHjGTFiBPB20tre3h5DQ0NWrFgh/SYhstC/IuCm7VxER0cza9YsjIyMePLkCQcOHODEiRP4+flRqlQphg4dSvny5YmJiSEwMBAACwsLRo0aJSugsoGAgADq1KlD5cqV/3BVk/bfhEajwcDAQDqPeiwtLY3Fixezbt06nJ2d6dixI2lpaaSmppIzZ07gbc7FMWPGqB0Lqc/sSbdDuW7dOpycnFi2bBnNmjWTrUvZgEajwcnJib1795KYmEhQUBDVqlV7b9toXFwc4eHhnD59mujoaLZu3aquXlQUhfj4eAma64lPDXDrBnGSkpJISUkhT548GBoaSrvVI7p9n4/Vq25d7t27l9DQUH777TcKFChAQECABFD10JkzZzIdWALg5ORERkYGc+bMUa+7e/cu06ZNw8bGBjc3NwwMDDL1laWt6ifd9hYUFMSpU6fImTMnpUqVYtSoUcTHxzN+/Hhu3LhB//79SU1NJTo6mufPn7N582aZrBQii/0rAm66hgwZwvHjx/n666/Vk1q2bdtGYGAgpUuXZsCAAR/cPirb0vTfkCFDiI2NJSwsDFNT0492CHU/j4mJwdbW9nMXVfxJiYmJ+Pn54ePjg7OzMx06dADg9evX7Nq1i3379vH48WMiIyOlY5HN6dbdpk2b6NixI8bGxjLA02O6J1JGRkbi7OxMgQIF6NGjB507d8bS0lJ9h2r/V1ufgwYNIl++fLi6uqrfIfTDo0eP1NWJQUFB1KpV65PSa+i2YXkW6w83NzfevHnDtGnT/jBHl+7z9unTp6SkpFCkSBEJoOqh7du3M2nSJFxcXGjfvr36+ZQpU7hz5w4bN27MdL2vry87duwgJCQES0vLz11c8SfptsWVK1fi5+dHp06diI+P58cff6R69eosWbIEY2NjFixYwK1bt8iRIwdffPEFjo6OsmBECD3wr+oFxcfHY2JiwpgxY3j8+DETJkwAoF27dgwaNIg7d+4QEhLCuXPn3rtXgm365UOn7IwfPx5LS0s2bNigrlx7l+6LKzg4mNatWxMbG/u3l1f8b3LmzMmwYcMYNmwYjo6ObN++Xf3blStXKFCggDqLl56eLgM8PfKxE7E+NtejezJa165dMTY2Ji0tTYJtekr7TDU0NOTFixc0bdqUTZs2UadOHbZs2UJoaChJSUnqO1T7v9r6//rrr3n9+nWmUy1F1rty5QrNmjXjxx9/ZMGCBaxcuZJcuXL94X26QdO0tDSpUz2RnJxMQkICFy9exMvLSw22fez5rJsnysbGhmLFiqnXy8BdvzRu3JiRI0cydepUoqKi1M/r169PWloaO3bsIDU1Vf38iy++AN5uORT6T9v3+fnnn3n06BHe3t7MnDkTd3d3goKCuHHjBg4ODpiZmTFv3jx8fX3x9/dnxowZEmwTQk/8q3pCVlZWLF++nFGjRjFo0CCuXr3KxIkTgbdBt4EDB3Lq1ClOnjyZxSUVf0Tbiffx8WHTpk28evWKSpUqUbVqVfbv3098fDyQebCvG2wLDQ1l+fLlzJ8/X46wzyZy5szJiBEjGDZsGA4ODmzduhVLS0umTJmCk5MTxsbGZGRkSMdCj+iuoIiOjubEiRM8ffoU+E+y3w/RDa5pJ0qE/tGd2Dh48CCjRo3i7t27FC9eHEdHRypXrsyuXbsICwsjJSUFgEWLFhETE6P+u3j8+DF3794lMTExy36HeF+lSpUYMWIEY8eOJSIiguDgYEqUKPG79+i+Y8PCwggLC5OThfWAoiiYm5szadIkateuzYkTJ1i6dOknBd3e/ZsEUPWL9rTYH374gR9++AFHR0f27t0LQJMmTbCxsSE0NJTIyEhevnzJs2fPCA0NpVChQuTLly+LSy8+1f79+5k9ezYnTpzAxsYGeFv3lStXxtXVlejoaPbt2weg5kPVXiN9YiGy3r/uzWlkZISBgQFt2rRh6NChXLlyRQ26fffdd8yfP5+RI0dmcSnFp7hz5w7e3t7qjM6uXbuYMGECz58/Z+nSpcDbzqF2u5NusM3V1ZV58+bRtm3brPwJ4k96N+h29OhRcuTIoc7Gy0pU/aIdnC1evJgJEybw/fffM3bsWEJCQj462NNtqyEhIQwePJiEhITPXnbx+3SDqUePHmXPnj3cunULb29vzp07h6mpKTNnzqRy5crs2LGDqVOnMmTIEKKiotSBXkxMDPHx8bi5uan5GEXW0l15WqhQIZKTk0lNTeW33377w/t0g21z5szBxsZGBnt6QBs4y5UrF8OHD6d27dqcPHnyD4NuuqsVN27cyMGDBz930cXveLfNaYPb9vb2bNmyhdy5c7No0SKsra0JCQmhYcOGDB06lBcvXuDt7f27k15CvxQoUIASJUrw9OlTTpw4AfxnYrJEiRJYWlry6tWrTJ+/+/+FEFnnX5fDTVdSUhK7d+8mICAAW1tbVq9erf5Ncrbpnw/lG1m6dCn+/v6MGTOG06dPky9fPr7++msWL17MvHnzaNq0aabrQ0NDcXd3V0/BE9nT69ev2b59u7rlUOgX3YHAqVOnWLx4MdOnT8fS0pKAgADu3btHs2bNGDJkSKZcQu8Gxt3c3Jg/fz6tW7fOyp8jfoezszMHDhygefPmvHjxghMnTlC+fHlGjhzJV199RVpaGn5+fty5cweNRoOzs3OmpOtv3rwhR44cWf0zBJnfsS9fviRPnjzExMQQEhJCYGAgLi4utG7d+r18irr3aSe0nJ2dadGiRZb8DvEfH8p9+erVK3x8fDhz5gz16tVj7Nix7+V0071v48aNzJo1C29vb6lTPeTp6UlERASTJ08mPj6ec+fOsWfPHhYuXEjnzp1JSkoiJiaGCxcukDdvXho0aICRkZFsNcxmbt68iZeXF/fv32fgwIF07NgRgJSUFDp06ED//v3p3bt31hZSCPFB/+qAG7wNum3evJlz587h6uoqy+WzgSNHjmBqakq9evUAGDduHIUKFWLAgAFMmzaN+Ph47t27R+3atVmwYIG6ZfTAgQOMHj0aLy8vvv3226z8CeL/fSiI+meT40unUX/t37+fI0eOkDdvXjVn5qtXr3B3d+f69euZgm669agdtC9cuFAC43rswoUL/PDDD7i7u6sn5O3evZv169djbGyMvb091atXR1EUNBqNOoklbVb/6D6LV65cyZ07d+jVqxdffvkl8DawGhISgru7u/r+XLx4Me3bt6dixYrA21U2Li4u0m71hG6dvnr1ihw5cqAoCmZmZsTHx+Pr60t0dHSmoFtGRgaGhobv7QiQAKp+iouLY/DgwfTu3Ztu3boB8OLFC/z9/QkMDMTd3f2DOzlkUUH2dPXqVXx9fTl//jzNmzenYMGCnDt3jlu3brFjxw55rwqhp/710SULCwu6du2Km5vb7+ayEFlPURQePXrE4sWLWbZsGe7u7gA0bdqUhIQEFEUhICCAXr16Ua5cORISEsibN696f+HChVm7dq0E2/SE7mDg+vXr/PLLL8AfL4HXbaOxsbHSwdBTr1+/Zs2aNWzdupVbt26pn+fOnZuJEydSoUIFDh48qCbw1g22ubm5yaA9GzAyMuLNmzeZBm6tWrWie/funDlzhqVLlxIdHY2BgYF6MqnklNFP2mexq6sra9asoVmzZuoJpQCOjo707NmTcePGsXjxYnr37s2RI0coW7YsAIGBgbi5ubFo0SJpt3pA9/3q6+vL+PHj6dKlC0uWLOHatWtYWVkxfPhwatWqxU8//YS3t7caFNfdpqid+JBgm354d41ESkoKDx48yNRvypcvHwMGDKBSpUo4ODgQGRn53vdIsC17qlixIiNGjMDOzo5NmzZx9OhRGjduzO7du9U8xkII/fOvD7gBmJmZqTmgZIWbftENrhgYGFCkSBG8vLzo0KEDkZGRDB48GEVRuH79OmFhYQB069YNb29vgoODM+WoqFixoroKQ2Q9bVtzcXFhyJAhDBkyhA4dOnDq1KlMJ2rp0m2j4eHhODk58fLly89WZvFx2oGA9n8tLS1xc3OjSZMm3Lx5k02bNqnX5s6dmwkTJlCoUCFiY2PVwcLOnTuZM2eOBNuyiRw5cmBtbc2DBw+A/9T9d999R+nSpUlISMDHx4ezZ88Cb5/hklNGfx08eJAdO3YQFBREy5YtKVCgAHFxcfz8888ATJ8+nTFjxnD9+nUKFy7Mli1b1ODppUuXmDFjhkxo6Qnte9LT05PVq1fTunVrunTpwvnz55kzZw6XLl1Sg25fffUV27ZtIzw8XL0/KChIAqh6SPv83LNnD0lJSRQsWFANuOjmWSxYsCBlypShePHibNq06aOngovsp0KFCowePZqmTZtiamqa6ZAEGcMKoZ/+9VtKhf7SnaG9du0aCQkJFCtWDBsbGwwNDYmLi2PSpElYWFjw22+/cfnyZZYtW0bz5s0/+B1CP+jWyaFDh3BxccHR0REbGxsWLlzI06dPmTJlCl9//TWmpqbqfe8mCF6wYAEeHh6Z6ltkDd06ffbsGebm5mRkZJAnTx5+++03nJycSEhIoEuXLmreEYDExETMzc0xNDQkNTWVQ4cOYWlpSYMGDbLol4g/a8aMGezfv59ly5ZRs2ZNDAwMePHiBXPnzqVGjRocO3YMIyMjBg8eTJ06dbK6uOJ37Nq1C19fX9avX8/jx4/ZtWsXERERaDQaihQpQkhICPB29aqlpSUAqampmZ7TQn/s378fDw8PnJ2dsbOz49ixY3z//feUKlUKIyMj5s+fT+XKlYmLi2PXrl306NEDIyMjkpOTGTduHN999x3t2rXL6p8h3nH79m0mTpxIp06d6N+/P1u3bmX9+vXY2dkxdOhQbGxsSEpKYuLEifTo0YNGjRrJRMc/0KVLl1i9ejXPnz+nY8eOdOnSJauLJIT4CAm4Cb2kG1xxc3Nj+/btZGRkkJiYSNu2bencuTNffvkliqIQGRlJdHQ0mzdvpm/fvsyYMSOLSy8+xdatW3ny5AmGhoYMHTpU/Xzo0KE8ePAgU9BNN9+INqfMokWLZDWFHtBtq8uWLePHH3/k1atX5MmTB3t7exo0aMDjx4+ZP3/+B4NuQKaT8iRAnj3o1pW9vT2nTp2ic+fOFChQgMOHD6PRaFi3bh3Hjh1j2bJl2NjY4OLiIgck6Anddqv9//v27cPLy4sCBQpw8+ZN6tevT+XKlSlWrBgzZszA1dVVzZ367ncI/fPzzz+zc+dOpk2bxqFDh3B0dGTChAkULFiQqVOnUrRoUaZMmULNmjXVe7TvWgmk6o938629efOGhQsXcv/+fVatWkWOHDnw8/PjwIEDxMXFUbVqVW7evAlAREQERkZG8m7VUx+rlz/Ksae97/r162p6HQ8PD3UiRAihXyTgJvSO7gsoJCSEZcuW4eHhQZkyZTh69CibN28mb968DB8+nCpVqgCQlpbGrl27aNOmjeQHygY0Gg1NmjQhJiaG7t27M2/evEx/HzZsGA8fPsTe3p5mzZqpHf8NGzbg7u7OggULZJuLnlm2bBlr165l+vTpvHz5ksuXL7Nt2zYWLlxIhw4dePToEYsWLeLu3bs4ODjQsGHDrC6y+B/pBly8vLy4ePEiL168oHDhwri7u2NmZgbAsWPHKFWqFIULF87K4or/p/uOTUtLQ6PRqHUVGRnJnTt3qFixIrVr1yZ//vw8fPiQMWPGMHfuXOzs7LKy6OIjPjZwj4uLw9zcnOHDh1O3bl1GjRqFRqOhZ8+ePHv2jLp167Jo0SIJnmYDhw4dolChQlSoUIFXr17Rpk0bmjdvzpw5c4C3J4L//PPP/Prrr+TPn59JkyZhYmIiByToqXdPAn706BHm5ub06NGDvHnzfvRwIe2w3cDAgPv37/Po0SNKlSqFra3tZy2/EOLTScBN6I2jR4/yzTffAG9PsTMyMmLChAlYW1szc+ZM9br9+/fj5eVF27ZtGTFixHsdTTkBT79pOxnp6en069ePJ0+e4OHhQbVq1TLVY5cuXShevDienp4AbNu2jenTp+Pq6irBtiz27uqH+Ph4RowYQffu3dVtDRkZGXh7e+Pr68vGjRupUqUKDx8+JCwsjHHjxskA4B9C9/mbmppKeno65ubmGBgYyCoZPaRbX2vWrOHkyZMkJSXx5ZdfMn78eOA/z+iMjAxev37NlClT1ENQpN3qH906ffDgAenp6XzxxRfq3x8+fEivXr2YPn06rVq14tmzZyxcuJDWrVvTvHlzWfmUDRw5coQRI0aQL18+Jk+eTMeOHTly5Aiurq6MHDmS7777Tr1W99+D9If1k24dubq6EhERQZkyZYiNjSUjI4Pg4GBsbW3fqz/dIN3atWtxdXUlKiqKUqVKZcnvEEJ8GnnLCr2wbt06nJyc1IMPdF8wiYmJAOrpO82bN+ebb74hLCyM1NTU9zqL0rnQb9pgm7GxMcHBwVhaWjJr1iwuXbqUKbFvRESEulQ+PT2dJ0+esGzZMgm2ZbEBAwbg6+ub6bM3b95w8+ZNzM3Ngf8cbqE9BW/Hjh2kpaVRtGhRJk6ciJGRkZympcc+NA/3sbk5Q0ND9W8mJiZqAmdFUSTYpmd0D51xd3fH39+fChUq0Lp1a3x8fJg7dy6vXr3CwMCAlJQUQkJCmDBhAk+fPiUwMFDarZ7S1qmbmxuDBw+ma9eu2Nvbc/36dRRFIXfu3JQpU4bNmzezc+dOHB0diYuLU4NtuodTCf3wbp00aNCA5s2bY2tri7e3N4sWLeL69evUqVOHixcv8vz5c/U5rNsnlv6wftLWUWxsLAkJCQQFBREcHIy7uzs2NjZ06dKFmJgYjI2NSU9PBzIH20JDQ1m2bBnOzs4SbBMiG5CAm8hywcHBFCtWjJo1axIVFaUG3QwMDChdujT79u3j1q1bmWbWS5YsSeHCheXkpWxK24kwMTFRj6yfPn36e0E3Q0NDNTg3ZMgQ2YaoB8aPH8/w4cMB1I5gwYIFqV27Njt27Mh06qiFhQUWFhYkJCRgYmKS6XtkpYx+0mg0av3FxsaSkpICoK54+hBtgE17X0ZGhmxP0yPak5y1dbJv3z727t2Ll5cX48aNo1ixYhgbGxMeHs6sWbNISEjAzMyMXLly8eWXX7Jx40ZMTEzUledCP+i2x+3bt7Nr1y7Gjx/P4sWLuXTpEk5OTly4cIHcuXPTrVs33rx5g4eHB4qi4OfnJ3kz9Zi2Tu7evQu87TM1adKE+vXrM3XqVPLkycO5c+eIjIxk586dXLhwQZ652UxkZCStW7fm5s2b5M2bF0NDQypWrMicOXP44osv6Nq1K0+fPsXY2Ji0tLRMwTZXV1fmzZtHmzZtsvhXCCE+hbxlRZYaNGgQISEhNGrUiGHDhlGyZEk2bdrE+vXrAfjhhx+oWrUqw4YN48KFCzx//pykpCR27NiBtbW1mndGZD/vBt0MDQ0ZMWIEt2/ffu86kOPO9YFGo6F69eqYmpri6+vLpEmTSEpKAqBx48Y8f/6coKAgXr9+rW4pTExMJF++fFlccvGptO3M29ub/v37M2zYMJYsWQLw0RVOusG2zZs3s3fvXlk1oycWL16Mu7s7MTExwNsgeWpqKn369OHLL7/kyJEjjB8/ntmzZ+Pv78++fftwc3MjKSmJTp068cMPP2BsbExGRoasltETycnJwH8mLY4cOcJvv/3G8OHD1bxeYWFhPH/+nMWLF3PlyhXatGmDr68va9euxd/fXw2gyntVf505c4ZWrVrh4uLC1atXadeuHVeuXOHixYuMGjWK6dOn07BhQ549e6ZOVIvso0CBApQrV44bN26oE5KKolC6dGnmzJlD6dKladiwIXFxcerfQ0ND8fDwYOHChbLbQ4hsRHK4iSxz7do1Jk2ahLe3N1988QW//vorhQsXZsGCBdy5c4f27dvTu3dvXr58yeTJkzl37hxWVlZYWFiop5OamJhIsl899GfqRLuCLS0tjenTp7No0SJZRaHnNBoNR48eZfTo0XTq1In58+cDbw9OOHToEG/evMHOzo5bt26RmJjIli1bZLCejURFReHh4cGIESO4ceMGJ0+epFKlSmo+Rd0k3LptPSwsjNmzZ7NixQqaNm2aZeUX/+Hq6srJkyepX78+/fr1w9bWltevXxMfH4+lpSVDhw7l22+/Zfjw4Tx69Ig+ffrw5MkThg8fzoQJE7K6+OId9vb2tG3blpYtW6LRaIiPj6d+/foAjBo1Cnt7e/XaZ8+eMWDAAKytrRk7diy1atVS26qsbNM/H+o37dq1izVr1mBiYkLLli1p2rQpPXv2ZPr06WrAZd++fTRt2lT6TXrsQ+0tLS2Nn3/+mblz52JoaMiGDRvImTOn+vfr16+zceNGpk2bhpGREdHR0fTt25elS5dKsE2IbEYCbiLLxMfH07ZtW5o1a0bu3Lnx9/fn4sWLPHjwAD8/P27fvk3nzp3p0aMHAHv27FFndtu1a4eRkZEkhNVDup3GV69ekTt37j+85916TEtLe28Losg6p0+fxtjYmBo1auDs7Ezx4sXp3bs3J06cYNSoUbRu3ZpFixYBb0+kPHnyJE+fPqVgwYKMHTtWXSEjAwL99O5gYPPmzRgYGNCxY0eSkpI4fPgwrq6u2NnZsXTpUuA/B9u8u81l0aJFfPvtt1nyO8R/6D6HV65cyd69e9WgW8GCBQG4desWo0aNUuv2+fPneHl50b17dypWrCjtVc+8fv2a0NBQ+vfvj6mpKSkpKZiZmXH37l369etHkSJFWLhwYaacTs+fP6dt27a0bduWWbNmZWHpxe/RfQZr61X72a+//srJkyfx8fGhfPnymJubY25uzuTJk9W2DHJAgr7Srdtz587x5s0bcuTIQY0aNQA4e/YsCxYsAN4ehKAbdHvXlStXqFSp0t9faCHEX0oCbiJLaF9Ap0+fZtCgQZiZmbFt2zaKFCkCvM1b4ePjw+3bt+nQoQO9e/d+7ztkAK9/dDsWISEh3Lx5k4EDB1KiRInfvU9WKeqvmJgYHBwcMDY2xsrKit27dxMREUGFChUAOH78OKNHj6Z169Y4OTl9cOWTDAT0l249RUVFkZyczM6dO2nZsiV9+/YF3h6KcfDgQdzc3KhWrZq60k1LG2yTbS76Rfd5vGLFCvbt20f9+vXp378/tra2PHnyhJYtW9KjRw+aNm2Kn58fqampBAcHZzrcRmS9li1bUr16dRYvXgy8HZhrNBrat29P3rx5uXXrFj169KBWrVpMmzaN4sWLq207Pj6eXLlySX9JT+m207Vr13L27FmSk5OpU6cO3bt3x9LSkrS0NOLj45k5cyYXL17kxYsX+Pj40KhRoywuvfhULi4ubNu2DTMzMx49ekSrVq3o27cvNWvWJDo6mkWLFmFgYEBQUBCWlpaZ7pXxjhDZm6wnF1lC27m4ceMGRkZGpKWlsXr1avXvJUuWZMSIEZQqVYrt27cTGBj43nfIy0e/6HYab968yZkzZ9ixYwehoaE8evToo/fpDvjXr1+vzvQJ/WBra8v333/P7du32b17NwsWLKBChQpoNBo0Gg0NGjRg+fLl7N69mzlz5qinCusGUGXQrp90256Hhwdz5swhLCyMmzdvsnfvXvUAkxw5ctC0aVMcHBzYv3+/mtMNIDAwEE9PTxYtWiTBNj2jewLlqFGjaNGiBSdOnCA4OJjHjx9TsGBBFi5cSHh4OHPnziUxMZGAgAD1EAxpt/rB19cXU1NTNdgGb1NyrFmzhn379hEXF0fp0qUJCwsjOjqahQsX8uDBA7VtW1lZyQmzekz3lNnly5dTsWJFihUrxvbt25k9e7Z66FCBAgVYtWoVDg4O9OrViwYNGmRxycWnCgsLIyoqCm9vb0JDQ1m3bh3379/H39+fq1evUqtWLRwcHIiNjf1gH1jGO0JkbxJwE1mqdOnSREVF4enpSWRkZKYtD9qgW968eblz546cSKrntJ3GRYsWYW9vT65cuahatSqBgYGsWbOGBw8evHfPu8ecu7u7U7Nmzc9abvFhuknvraysKFiwIFWqVGH37t1ER0djaGiIoaEhGRkZatAtPDyckJCQLCy1+DO0be/p06f8+uuvhIaGEhAQgJubG7dv3+b7779Xr82RIweNGjXC19eXMWPGAG9XLu7du5fp06fLNlI99bGg27p163j69Clt27Zlz549LF++nPXr16vJ9GXFsf4wMzMjOTmZ1NRUlixZgpeXFwsWLKBBgwb4+/uzZ8+eTEG38+fPM3nyZPWgDC0ZtOuvrVu3sn//fvz8/BgxYgT16tXjxo0bXLhwgSlTpvD69Wv12g4dOjB79mz14Cmh/y5fvky9evWoXr06+fLlo2bNmsydO5ebN28SEREBQM2aNVm2bBlOTk5ZXFohxF9NtpQKvfDmzRv279/PjBkzaN++PfPmzVP/9uTJE2xsbDA0NJSth3ru2LFjTJgwgYCAAKpUqQLAhg0b8PDwoEOHDgwcOJCiRYsCmZfIh4aG4ubmxoIFC2SVjB7QXa145swZChYsSIECBTh//jz+/v4YGBgwcuRIatWqlem+S5cuUaFCBVkZk42sWbOGkJAQChUqhJubGwUKFECj0RAdHc2ECROoWrUqK1eufO++1NRUTE1NZatLNvGh7aVff/01PXv2VFM5vHudyHqKonD+/HmWL1/Oo0ePiImJYdu2bep7dPr06Zw5c4bBgwfTqlUrrKysuH79Oi4uLvj5+Uld6inddqbRaDh48CDR0dE4Ojpy4MABpk2bxg8//IChoSGenp40atSI2bNnf1JOXKE/tGOWiRMnkpaWhpeXFxkZGeoK4vDwcNzc3NixYwf58+dX75P3qhD/LPImFnohR44ctGjRAicnJ7Zt28bs2bPVvxUsWFCdpZdgm37RXQUFb1e8WFpakjdvXvVvvXr1wt7ennXr1rFhwwZ1pZu2MxEWFoarq6sE2/SEoijqQMDd3R0HBweio6MxMDCgXr169OvXD0VR8PPz48yZM8DblTObN2+mSpUqMuuu595ts3Xr1sXQ0JBLly7x8uVL4O2qqK+++gpPT08uX75Mz5493/seU1NTQFbNZBfvrnRr2bIlW7Zs4fDhw+9dJ/SHgYEBNWrUwMjIiPv371OlShVy5cql/n3BggV89dVXBAYGsnfvXmJjYylfvjyrV6/OVOdCv2jb2apVq4iIiKB58+YMHjyY+Ph4Vq5cyZAhQ+jXrx+tW7cmb968HD169IMTH0K/accsjRo1Yu/evZw8eRIjIyP1vWlmZkaxYsWwsLDIdJ+8V4X4Z5GeldAbZmZmfPvttzg5OREWFoafn1+mv8tAQP9o6+Tx48fqZ3FxcSQkJGBoaMibN28AaNu2Lfny5WPr1q1ERUWRkpICvA22zZs3T/I/6RFtB9Hf35+IiAg8PDxo3rw5ZmZmADRu3Jh+/fphYGDAlClT6NSpE1evXuW7775Tv0NWuOkvbZu9ePEicXFxlC9fnuXLl5MrVy6cnJyIjY0F3v47qFWrFosWLcLKykoG7v8AugGYkSNHMmHChA8GU4X+SE9PJy4uDiMjI8aOHYuRkRFTpkzJ9M5dsGABtWvXZvHixZw7dw5ATcEh/Sb9optHb9u2baxdu5aKFSsCYGNjw6NHj3j69Kman+3Vq1dUrlwZJycnJk+enCVlFv+71q1b0717d0aNGsWBAweIjY0lPj6erVu3kj9/fszNzbO6iEKIv5FsKRV/q/9mC2hKSgrR0dHUqVNHBu7ZwLZt23BxceHo0aPA24Hc9evX2bRpE/ny5QPennS5atUqbGxsWLZsGevXr6datWosWbKEypUr06JFi6z8CeIdKSkpjBo1ivr16zNkyBD1c91TCy9dusTVq1eJiYlh5MiR6so2abP679SpUwwYMICpU6fSsWNH8uTJw82bNxk8eDBly5bF1dUVa2trIPMzXLYb6p+P1cnvvXvf3a4k25eyj6ioKCIiIrC0tGTWrFkUKlRI/Zuvry9DhgyRutRDb968IUeOHOp/Hz58mCtXrmBpaUn//v3VNnjv3j3GjBlDjRo16NKlC0uXLsXc3BwvLy8MDAykrWZjjx8/JigoiJCQEGxtbTExMSFHjhyEh4djYmIi71ch/sEk4Cb+Nrovj9evX793zPWnkM6F/ouNjaVHjx707duXAQMGcPPmTebOncutW7dwcHDAxMSEyMhIAFavXk2LFi1o164d9vb2JCUlvbeUXmS92NhY2rRpg6OjIx07dszUllNSUoiPj8fW1jbTPdJWsxcXFxc2b97MqFGjaNeuHVZWVty8eZMhQ4ZQtmxZnJ2dM+WUEfpHt10ePXqU5ORkEhMT6dSp0+/epxuMi4+Px8rK6u8uqvgf6T5ftUG3XLlyMXPmzExBt3evFVlv7ty5lChRgq5du2JpaUlsbCz169cHYPDgwTg4OKjXpqamEhQUxJYtW0hISKBIkSIEBwdLQOYf5Pz588TExGBsbEyTJk0wMjKSyUoh/uHkyS3+Frodg1WrVjF9+nSePn36SfdppaSkSKdRz7wbn8/IyMDCwoK6dety9uxZ4O3Js4sXL6Z58+Z4eXnh5eVFenq6mn8kZ86c6gBBgm1Z70NzLtbW1lSuXJl9+/bx6tUr9TRSeHva1vr163n16lWme6St6ifd+tV9vjo4ONClSxe8vb3Ztm0bL1++pEyZMgQEBHDixAl8fX2zorjiT9C+Y11dXZkzZw4BAQGsWLGCTp06cfHixQ/eoxtsCwoKYuDAgZlOQBT6ycjISG2/HTt2pGvXriQmJjJhwgRevHjx3rVCfzx//pwNGzawc+dOXr58ibW1NXv27MHGxoaTJ0/y66+/qteampoycOBAAgICWLVqFSEhIerJwRJs0z+679fU1NRPuufLL7+kVatWNG/eHCMjIzIyMiTYJsQ/nDy9xd9C2zFwcXEhJCSE+vXrk5aW9rv36CZrDwkJwc/P75NfYOLz0A7Unjx5Arzt2OfIkYNu3bqxf/9+tm3bhoGBAYULF2bevHls2LCB8PBw1qxZg6mpKZ6enrx69Yq6detm5c8Q/0/3IJInT55w69YtNZDWqlUrHjx4QGBgoBr8Tk5OxtfXl8uXL2dK3C30l7Z+AwIC2LlzZ6Zn6qRJk+jWrRuurq5s27aNuLg4Spcuzd69e5kyZUpWFVn8CaGhoWzevJlly5YRGhrK+PHjuXr1aqYgmnZQqBtsCw0NVZOz/zerz8Xnpz2pHaBDhw60bt2aihUrkjdv3iwumfgQbYDU29ub2rVrExAQwK5du4iLi6NEiRIEBQXx8OFDPDw8uH//vnqfqakptra2VKpUSZ3skoCMftI+T319fdmyZQvw/sFE79K2Ye0kpgRShfjnkye4+NscOnSIrVu3smLFCuzs7ABISkrixYsX5MuXL9PqJt2BQFhYGIsWLcLV1VU9CU/oj/DwcMLCwvjqq68YPXo0JiYm2NnZ0adPH7Zv3069evWwtrbG0NAQGxsbDAwMuHbtGhs2bGDPnj0EBARQrFixrP4Z/3q6Ae4lS5Zw4sQJbty4QZ06dahSpQo//PADjx494scff2T37t2ULl2a3377jbS0NCIjIzEwMPivcjSKrBEdHc3x48cxMzOjUaNG6rN18uTJ3Lp1C39/f5KSkujduzdFixYFZGtadnD//n169epFxYoV2blzJ7NmzWL27NnUq1eP5ORkzM3N38v9FBoaiqurKwsXLpTDavTAn3mO6j53dQ+8kO2G+m3MmDFMnDiRkJAQDAwMaNWqFaVKlSI0NJQePXqwcOFCpk+f/sG+kTyD9d9vv/1GREQEbdq0IWfOnB+9TretP3jwgJIlS0ofSoh/AXk7i7/Mu1vTYmJiKFGiBHZ2dly9epVVq1bRqVMnunbtytKlS9WVNO/Ouru4uODh4UHr1q0/+28Q73t3ts7Ozo6WLVuyf/9+evXqhZeXF0+ePKFp06bcvXuXmJgY9TQ8bb3myZOH2rVrExYWRqVKlbLiZ4h3aOtm5cqVhIaGMm7cOHbv3o2pqSkBAQHcuXOHsWPHMmnSJFq0aEG+fPlo1aoVmzdvVre4SEdRP31om/CKFSto1aoVjo6OHDp0KNNKt8KFC2Nqakp0dHSmwYIM9PTLh1ZOXL16lfT0dM6ePcv06dOZOHEivXr1QqPR4OPjw/r164H/1OXGjRsl2KZHdN+T77bbj6VYNjAwID09/b3vEfpFGwB1cnLCwcEBIyMjEhIScHNzY/fu3cTHx1O6dGnCwsI4f/48kydPJiYmJotLLf4M3RWnlpaWnD9/Hvhwe9Qd66xbt47WrVtnOm1YCPEPpgjxF8jIyFD/f0JCgqIoivLTTz8p5cuXV8aOHas0atRImTRpkrJx40Zlw4YNSpUqVZTr169n+o7Q0FClRo0ayu7duz9r2cXH6dbrsWPHlD179ignTpxQFEVRUlNTlWXLlikDBw5UatasqaxZs0apVauW0r9/fyU9Pf2979JoNJ+t3OLjtPWg0WiUuLg4pX///squXbsURXlbx9WrV1c2btyY6dp3fah+hX7QbbOJiYlKXFxcpr9PmDBBqVGjhrJr1y7l+fPn6mdXrlzJ9G9D6Bfder106ZLy+PFjRVEUZdu2bUqHDh2UypUrq+1WUd6+h4cNG6Z4enqqn0VFRSnly5dX9u7d+9nKLT5Ot52tW7dOmTRpkuLj46P88ssvH7zmQ5/t378/078NoV927Nih1KpVS7l69araNx4/frzyzTffKKGhoUp8fLyiKIpy7do1ZfDgwVKXek637b3bD+rfv78yZMiQP7xvw4YNSu3atZUdO3b8PYUUQugd2VIq/me6Wxn8/Py4evUqU6dOpU6dOnh7e7Nz507GjRtHvXr1sLW1JS4ujk2bNmVaYREYGIi3tzfOzs58++23WfVThA5FZ8uhu7s7W7Zswdramtu3b9OyZUsmT57M6NGjSU1NJTQ0lMOHD5OcnExaWtoHt7bIaqisp9tWExMTMTU1JTExkdKlS3PgwAEmTZqEg4MD3bp1IzU1lS1btlCmTBm+/PLLTN8jK5/007uH1Zw+fZpr167RrVs3vvnmG2rVqoW7uzuOjo44OTlRsGBB0tPTSUlJoVy5chgYGMjWND2k+yz28PDg9OnTdO/enfbt21OhQgVsbW0xMDBQc3ndvXuXhQsXEhsbyw8//KB+T6lSpfDx8aFRo0ZZ8jtEZtp3oo+PDwEBATRo0ICNGzdy6tQpunXrRqtWrd7buq+8k35j9uzZBAcHU7t27Sz7HeLj4uLiKFKkCEWLFlXTqHh4ePDDDz/g6emJgYEBzZo1o3z58qxevRqQ7cH6TNv2Nm3axI0bNxg6dCj58+fHwMCASZMmMWnSJA4dOkSTJk3Ue5R3dvHICmMh/n0k4Cb+Z7oHJGzbto0xY8aQnJwMQIsWLWjSpAnGxsakpaWRnJyMg4MDZmZmmbYWPn36lDlz5kiwTY9oOwh+fn5s3rxZzcW3bt06nJycSE5OZvLkyZQoUYL+/fvTvHlzHj58SM2aNWXgrqe09TF//nwyMjIYPnw48Dap86lTp5g8eTK9evUC3uYk2bNnD1ZWVllVXPEnaevX09OT8PBw7O3t6dy5M0uXLuXXX38lMTGRRo0a4ezsTFhYGM+ePSM1NRV7e3v1tDQJpuof7bN4+fLlbNy4EU9PTypXroyxsTFlypRh5MiR+Pj4MHfuXObMmUP+/PkxNzdnw4YNGBsbq/VatWrVLP4lAt4PqDx+/BgvLy/q1KnDhQsXWL16NWvXrkWj0dCmTRv1fWpgYJBp4O7m5oaXl5cE2/SYRqPh5cuXmJmZYWhoqOZVHD16ND169GDp0qVYW1vTvHlzNTAj/Sb9o9tmNRoNV65c4cqVK7Rp04aePXtSu3Zt6tWrh42NDRcuXKBJkyZqfWrb7IYNG/D09JRgmxD/QgaK8pEkEUL8Cfv27WPevHksX75cPSAhJSWF58+fU7hwYTQaDZGRkURFRZGcnExYWJiaB0pOX9JfMTExeHp60rBhQ9q0acPevXuZMWMGffr0Yd26ddSrVw97e3vKlCmT6T4ZuOsX3RnWu3fvMmLECBYsWECtWrU4cuQIY8aM4ZtvvmH58uUoikJiYiITJkzgzZs3BAYGSl1mI0eOHGHRokU4OztTvXp1fvnlF3r16kWxYsUoUqQIQ4YMoUGDBu/dJ89i/aUoCjExMfzwww8MHjyYNm3aqH/TDgSfPn3K8+fPuX79OsWKFePLL7/EyMhI6lXP6A7co6OjsbCwYOXKldjb21O2bFkALl26hJ+fHy9evKBv3760atUq03fIKpnsIyEhgXbt2mFnZ4eXl5f6+S+//EJ4eDg2NjaMHj1a3rHZxJ49e6hcubJ6sNC6des4f/48Bw8epE+fPty5c4eTJ08SHh5O6dKl1fuOHTvG0KFDWbp0qbRZIf6FpBcm/hIPHz6kZMmS2NnZce3aNY4ePUpERAQxMTEMHDiQAQMGkDt3bmrUqMHYsWMxNjaWgUA2YGVlRbNmzahTpw4XL17E2dmZH374gf79+5M7d24WL17My5cvcXZ2plChQup90nnUD69evSJ37tyZti799ttv1K9fnxo1aqAoCg0bNmTy5MksWLCA4cOHo9FoSElJ4eXLl0RERMjKp2wmf/789OzZk+rVq3PkyBEmT57MwoULKV26NP379yc4OJikpCRatGiR6T55Fusv7SqJmJgYcuTIkelvhoaGpKSkAFCpUqVMK8czMjKkXvWI7tZgZ2dnIiIiAEhOTqZu3bpqwK1KlSoMGzaMgIAAvLy8yJMnD/Xq1QNg7dq1LFu2TIJt2YCiKOTKlYu5c+cybdo0hg0bxpgxY1AUhWXLllGwYEHs7e0BmaTUd4qi8Pz5c8aPH0/jxo0ZP348ZcuWpW/fvnTu3Jk+ffoQEBBAfHw8SUlJHDx4kNKlS6v1WqRIEUJDQ6levXpW/xQhRBaQnpj405QPHGFfunRpXFxcGDduHJcuXaJatWoMGDAAAwMD5syZQ4cOHWjZsqXaQZSBQPZgZmZG48aNMTEx4eTJk5QtW5ZOnToBYGJiQvv27YmNjcXW1jaLSyreNWrUKPLnz8+8efMASEtLIzY2lrCwMGrWrJlp20q/fv2oWLEiu3fvBqBYsWL06dNHAuPZUKlSpShUqBCJiYkEBgYyePBgOnbsCMAXX3zBpUuXqFChwnsBN6E/PvSOTU9PJz09nUePHqn/rW2X165d4+zZs3Tr1o1cuXKp98gAXn/o1un9+/c5fvw4/v7+xMfHs3v3boKCgsiRIwddunQB3gbd+vfvz5EjR9Qto7dv38bHx4dZs2ZJsC0b0NZ3vXr1WLp0KU5OTowaNQpjY2NsbGxYsWKFeq20Vf2j22YNDAwoUKAAoaGhjB49mmXLljFq1CjKly+PhYUFNWrUoEKFCrx+/RoPDw82bNjAgAEDMDU1Bd6+e4UQ/14yihJ/iu52iPj4eHLkyIGBgQENGzbE2dmZXbt28f3331OvXj0KFy7MkydPsLOzIyMjI9P3SOci+9AO6u7cuUNCQgIGBgakpKRw7Ngx2rdvr25vkpxt+mXq1KlqIPTNmzfkyJGD0aNHY2VlhZeXF+Hh4XTr1g1FUVAUhVq1aqn597QkMJ79mJubY25uTmxsLM+ePSNfvnzA261N5cuX5/vvv6dZs2ZZXErxMbrP0RcvXmBlZYVGo6FIkSL07t0bZ2dnihUrRuPGjQFITU3Fy8uLAgUKYGlpmYUlF79H+1wNCAjg8uXL1K1bl2rVqgGoCfX9/PwA1KBb9erV1RUxGo2GQoUKERoaqm5nE9mDqakptWrVIioqimvXrmFgYEDZsmUxNDSUCS09pm2zSUlJWFhYoCgKdnZ2rFixgpEjR7J8+fJMKVXMzc2xsLBg9uzZdOzYkT179tCuXbus/AlCCD0hT3nxyXS3Q6xcuZITJ07w7NkzypcvT79+/ejQoQNt2rTBxMSEjIwMkpOTmTVrFmZmZjK7k41pOx09evSgb9++9OrVi9TUVExNTTMdciHBNv1w6tQp7OzsKFasGABBQUFs374dX19frK2t6d+/v9o2c+TIoXYItYE33YCbBMazr9TUVHLmzMnZs2dJTU3l0KFDvH79mubNm2NgYCBbmPSU9jm6fPlyDhw4gKmpKU2aNKF3794MHTqUZ8+eMXLkSLp27QrAvXv3iI+PZ9WqVe+daCmy3rsnQz99+pSDBw9Sq1Yt9ZrSpUvTu3dv4G1A7s2bN/Tp0yfT9xgaGmJubi7BNj3xZ9uZ9t9BhQoV1M9kQkv/+fj4cOPGDaZMmUKBAgVQFIWqVavi4+ND//79MTAwUFe6af89mJubY2pqSlpaWhaXXgihL2SELD6Z9mWydOlSgoKC6NChA9999x2GhoYMGjSIQ4cOYWJiQlJSEtu2bWPYsGE8f/6cgIAADA0N0Wg0WfwLxP+ievXqhIWF0bRpU7p27crmzZvVLYdCP4SHhzNgwAD27Nmj5nWqV68ev/32Gw4ODsTGxpIzZ05GjhzJ0KFDmTJlCtu3b1dzREnQ9J+jYMGCDB8+nDt37rBx40Y0Gg1r165VgzISbNMvuudXRUZGEhwcTI8ePShcuDCHDh1i3rx5pKenM2/ePBYtWsTz58959eoVlSpVYvPmzeohRBJs0y/aZ+qbN2/ImTMnAwYMYPDgwRw9epT169er15UuXZo+ffpQqVIlzp07h5xnpr+0J8YC79XTx+rN0NDwk68VWefdcUrp0qXZvn07y5Yt49mzZ+qJwVWqVGHChAkcOHAAT09PHjx4oN5z9OhRbty4oa5gFUIIOaVU/CHdmbynT58ycuRIhg0bRuvWrQF4/vw5vr6+6iChePHi7Nu3j1u3bjFu3DjJA/UPJvWqf5ycnNi0aRNz5szh22+/xcLCglu3bjFo0CDKlCmDu7s7efPmJSkpCR8fH3x8fFi9evUHT64U+kW7SkL72v5YcEX3mR0bG4uRkZF6eIa0Wf128uRJTpw4QaVKldR37IYNG9iyZQtFihRhxowZ5M2bV90mriUrFvXXxo0b8fHxITw8HGtra54+fUpISAjBwcFMmTKFnj17qtc+evSIQoUKqe1cAqj6RbdOQkJC+Pnnnylbtix169bFzs7uvWs+dN+BAwdo0qSJTHDpGd1n6L179zA1NaVQoUJcuHCBnj170qVLF8aMGYONjQ3wtl0fO3aM1NRUVqxYodbno0ePUBRFVqMKIVTytBe/S3cm78WLF5iamnLz5s1MHfv8+fMzYMAAypUrx+nTp7G0tKRVq1ZMmjQJY2NjWTb/Dyb1qj9SU1MBmDFjBl27dmX+/Pns37+fxMRESpcuTUBAADdv3mTixInExcVhYWHBsGHDmD17NnXq1Mni0otPobtaRrst9EO0q9jg7UnDefLkUT+TNqs/HBwcuHTpkvrfp0+fZuHChURGRpIzZ0718+7du9OhQwd+++03nJyciI2NzRRskxWL+q1WrVqYmJgwfPhwYmNjsbGxoXfv3vTv3x9XV1c2btyoXlukSBF1R4AE2/SP7onfXl5eZGRksHHjRpYuXaoeOqT7/IXMwbawsDBGjx5NdHT05y+8+KD169dz5coV9Rnq6urKyJEj6dixI7179yYuLo7IyEgiIiJYtmwZP//8M4mJiRw+fJhWrVqxatUqDA0N1fdxkSJFJNgmhMhEAm7id2kHeO7u7jg7O6PRaKhTpw4nT54kPj5eva5IkSIYGRlx9+5d4G0OAy0ZCAjx91IURT0Na+PGjZQvX57ExEScnZ3Zt28fycnJlClThsDAQG7dusWkSZN48eIFlpaW9OrVS7YG6zndbS579+6lRYsWxMXFYWRk9IdBN+0z/OXLlzKA1yPXr18nf/78lC9fXv2scuXKtGjRAiMjIzZv3sybN2+At+/QHj160LFjRy5dukRISEim75J61R/vbklTFIVSpUrh6+tLSkoKQ4cOVU/21gbdZs2axf79+zPdJ6uf9Mu79fr48WO8vLzw8PDAw8MDS0tL1q5dy86dOwHUrYe6wbbQ0FBcXV3x8vJST54VWevBgwf4+PiwYcMG7t+/z759+9iyZQsTJ07E0dGRatWqMXLkSG7cuEFUVBRHjx5l7NixtGvXjocPH6qnfcukhxDi98gbXXyQ7uzcyZMnOXz4MP3798fa2pqaNWsSHR3Ntm3beP36NQDJycmkp6dTsGDBrCqyEP9a2g69l5cXbm5umJubM2vWLL766itmz57Nnj17SE5OVle6nTx5klWrVmX6Dln5pJ90k67v2bOHy5cv8/z5c0aMGKFuF/1Q0E13oLd+/Xq8vb3V57XIeuXLl2fy5MmYmJgQFhbGjz/+SM6cORk+fDjdu3fnwYMHLFmyRM3FaGhoSLdu3Zg8eTKjRo3K4tKLj9G2Vd3Ai6IoFC9enGXLlpGamsqwYcPUoFv37t2ZO3eueuqs0D+6z+Do6GiuXLnCixcvsLa2BsDOzo5hw4aRP39+1q9fr650MzQ0fC/YtmDBgkyHTYmsVaxYMVatWsXly5dZu3Ytx44dY+jQoTRv3pxOnToxevRopk6dyvTp00lMTGTdunXMmDEDe3t7yZ0phPhkksNN/K6oqCguXbqEoijMnDlT/dzJyYlTp06RJ08eypUrx9WrV0lISCAqKkoG7kJkgbi4OPr160efPn3o1auX+vmsWbPYunUrc+fOpVmzZlhaWvLw4UMKFSokM7LZyOLFizlw4AAdOnTgzp07nDt3DgsLC4KDg7G2ts6Uf+bdLUxOTk64urrSqlWrrPwJ4v/pDuCfPHnC9OnTefLkCTNnzqRu3bokJyfj6+vL8ePHqVGjBuPHj8fMzCzTd0jONv315MkTmjdvTp06dVi9ejXwnzZ59epV+vfvT7Vq1XB2diZ//vzqfZJfUf/oPkudnZ2JiIgA3k4yT506NdNpspcuXSIgIIBr164xc+ZM6tWrB8DatWtZtmwZ8+bNo2XLlp//R4g/dPnyZWbNmsWDBw8YOHBgpkmNly9f4ujoSOHChTONg0Cew0KITyMr3EQm78Zf9+/fz7p167h69aqaIwre5okaPnw4FSpU4MmTJ9jZ2anBto9tcRJC/D0URUFRFJKSksidOzfwn5xu8+bNo3z58ixdupQdO3aQkpJC0aJFf3c7otAvly9fZseOHcyZM4fRo0fj5ubGvHnz1FMPdVe6vbuFycXFBXd3dwm26QndYJt2Vfjo0aMpX748Cxcu5OTJk5ibmzNs2DC+/vprfv75Z+bNm5fp/QuSqkGfvLvdsGDBggQFBXHz5k2GDh0K/GcVcqFChShZsiTHjh3Dzc0t030SbNMvus/S+/fvc/z4cfz9/XFzc6Ndu3YEBQWpATiAKlWq0L9/f1q2bKluGb19+zY+Pj7MmjVLgm16rHLlyixcuBBLS0v279/PlStX1L/lyZMHa2tr7t+//9598hwWQnwKCbgJlW7nYtu2bURFRbFs2TJ69+7N7du3iYyMJCkpSb2+Xbt2zJgxA29vb6ZOnarmgZIXkBCfl4GBAdbW1pQpU4a1a9ei0WgwNTUlPT2djIwMihYtSmpqKjt27Mi0UkbaavaQmJjIq1evsLW1VT+rW7cuQ4cO5cGDB5m2l2oH/6Ghobi5ubFw4ULZwqQndINt/v7+LFu2jPj4eGrUqEGfPn0oVaoUixYt4uTJk+qhJnZ2dhgaGmJiYpLFpRcfolunJ06cYN++fRw5coRatWrh7u7OjRs31KAbvM1vW7ZsWaKioliwYEFWFVt8Am1/OCAggKVLl1K3bl2qVatGo0aNGDp0KA0bNsTPzy9T0K169eqMHTtWfRYXKlSI0NBQ2rZtm1U/Q3yi8uXLs2LFCjIyMlizZg1Xr14F4PXr19y6dUtS5ggh/msynSaAzJ3GGzduEBAQgEajIXfu3MyaNYukpCSCgoLIkSMHrVq1IkeOHOo9uoN2maEV4vPTtsWhQ4eycOFCxo0bh5eXF8bGxmg0GtLT0wkMDKRMmTJA5uC60C+6daOt1y+++ILixYvz448/UrJkSYyMjDA2NqZevXqUKlWKZ8+eMWLECFavXk3u3LnZsGGDGmyTVRX6Q/uOdXFxYevWrXz//fdqjraaNWsCsGbNGpydnZk6dSp169Zl4sSJmJqaqknYJZm+/tA9lMTd3Z0tW7ZgbW3N7du3adeuHUOHDsXd3R0HBwc6duxI06ZNOX36NOnp6ZQrV0492VAmPvSLbjtLTEzk6dOnHDx4kFq1aqnXlC5dmt69ewNvA3Jv3rzJtL0U3rZ3c3NzObEyG6lQoQKLFi1i8uTJDBs2jCpVqmBqakpKSgqzZs0CpP8khPjzpOcmgP8MBBYvXoy3tzdmZmY8efKEhQsXsnfvXpydnbGzs8PX15e9e/eSnJwsHX8h9IS2LVavXp1BgwZx584dmjVrxsSJE+nSpQvXr1+nVKlS6qBdOov66d260Z4cmydPHqpWrcqePXvYt2+f+ve0tDSKFi2Kvb09GRkZbN++HYAXL16waNEiCbbpoaioKKKiovD396dPnz7Y2tqSnJzM69evqVmzJqNGjeKLL75g0qRJXLp0CTMzs/dOnBX6QdtW/fz82Lx5M8uWLSMqKgoHBwciIiJYunQpNjY2BAcHY2try7lz57CysmLt2rUYGhqi0Wgk2KaHtO3szZs36rb9wYMHc/ToUdavX69eV7p0afr06UOlSpU4d+7ceylZRPZUqVIlPD09sbCw4NGjRzRt2pRNmzbJAQlCiP+aHJogVJGRkSxatIigoCB1C5qjoyPx8fF8//33NG/eHEdHRw4ePIi7uzvffPNNVhdZCPH/tLOuaWlp/Pbbb4SGhpKYmIiZmRlTpkxR8yvKAE8/6a6qCAoK4vz58zx48IAWLVrQuXNncufOzfjx43n27BnlypWjRo0abNmyBRMTE3x8fOjSpQtfffWVOgsv9JOvry/Xr1/H3d2dW7ducezYMTZs2EDOnDlp0aIFI0eO5NSpU/z000/88MMP0l71XExMDJ6enjRs2JA2bdqwd+9eZsyYQZ8+fVi7di316tVjxowZ2NrakpaWpm4NlgMS9NvGjRvx8fEhPDwca2trnj59SkhICMHBwUyZMoWePXuq1z569IhChQphaGgoq5/+QS5cuMCmTZuYO3eurDAWQvxPJOAmVJ6enpw5c4Z169YBb2f5YmJiGDNmDM+fP2fatGk0b96cFStWMGzYMMkpI8Rn8m5H778JnMkAL3twd3dn48aNdOnSRV21Zmdnh729PSVLliQoKIgTJ07w+vVrChUqhKenJ2ZmZgwbNow6deowZMgQABn06anAwEAWL17M0KFDOXDgAGXLlqVKlSo8fvyYEydOsH79evLly6deL0Fy/ZaSksKPP/5InTp1uHfvHmPHjmXgwIH0799freuvvvoKV1dXNQeUBGX03+3btxk1ahSWlpb4+vpibW1NTEwM69evZ926dUyZMoXu3btnukcCMv882rYqdSuE+F/I6EuoLxRtnoK0tDTMzMxIS0vD1taWCRMmMHLkSAIDAzE2NlaPy5aBgBCfh7ajt3XrVtq3b68mZP5YB1A7j6LtKILkV9RH69evp0aNGlSoUAGAa9eusWvXLry8vKhTpw4Abdu2ZeHChSxfvhx3d3dGjBjB999/z+vXr7G0tATeTpZcunSJGTNmyEBezw0aNIiXL19y8eJF+vbtS4MGDShZsiQ3btzgl19+4dWrV5kCbvKO1W9mZmY0btwYExMTTp48SdmyZenUqRMAJiYmtG/fntjYWGxsbNR7pI3ql3ffpYqiUKpUKXx9fRk9ejRDhw7F398fW1tbevfujaGhIbNmzcLa2prmzZur90lA5p9HtvMLIf4K8gQRauevefPmXL16FT8/PwB1BVtaWhoNGzbE2NiYNWvWkJqaCshAQIjPKS4ujoULF7J48WLgjzv32nadlpYmnUU99ODBA3x8fFi/fj03b94E3tbpmzdvyJEjB/B2UsPOzo5p06Zx+PBhjh49qtalpaUlN2/e5IcffmDbtm2sXr2aEiVKZNnvEX9MGwgfN24cK1asoE+fPpQsWZLU1FQWL15M3rx5pQ6zIe1kxp07d0hISMDAwICUlBSOHTtG48aN8ff3V3O2Cf2jfabu3LkT+E+QpXjx4ixbtozU1FSGDRtGbGwstra2dO/enblz59K4ceMsLLX4XCRALoT4X8koTKjKly+Pk5MTq1atwsXFhUuXLvHgwQPWrVtHpUqVmDVrFidPniQ6OjqriyrEP967g7OcOXMyevRobty4wfnz5z96n+52pZCQEEaPHq0GyYX+KFasGCtXruTy5csEBQVx69Yt8uTJQ3JyMvfu3QPe/hvQaDTY2dlRrlw57t69m+k7ypQpQ+fOnVmzZg2VKlXKgl8h/gztQB7erox68+YN69atY+TIkTx//pxVq1ZJYCYb0j5ve/TowYULF+jVqxft27fn0aNHfPvtt+p1MvGhv548eYKDg0OmLfmKolCiRAlcXV25f/8+Dg4OPH/+nEKFCtGjRw+MjY3Vg22EEEKIj5G3v8ikc+fOuLu7ExUVxejRo+nTpw9Pnz5l0KBB5MiRgxIlSmBtbZ3VxRTiH087OIuMjOT+/fuYmprSokULXr58qZ5G+S7dYFtoaCienp506dIFU1PTz1Zu8ekqVarE/PnzuXz5MgEBAWg0GoYPH86MGTM4c+YMJiYmGBoakpSURGpqKnny5FHv1QZumjZtSrFixbLqJwgdn5IS991TaDUaDUWLFs10Cp4EZrKn6tWrExYWRtOmTenatSubN2+WoIyeejeoXbBgQYKCgrh58yZDhw4F/tNWCxUqRMmSJTl27Bhubm6Z7pNUDUIIIf6IHJogPigmJobHjx+Tnp5OjRo1MDQ0xN3dnf379xMcHEyBAgWyuohC/OOdPHmSQYMGUbRoUUaOHMk333zDixcv6Nq1K0uWLMm0euLdYJurqysLFy6kZcuWWVV88YmuXLnC9OnTqVKlCi1btuTIkSOsXbuWoUOHYmFhwdmzZ3n69Kk6gBf6RzcP1J/Jb6p7reRF/eeRw2r0j25bPXHiBImJiZiamtKoUSOio6OZOHEiZcuWxd/fH3h7MMbcuXPp378/ZcuWlTYqhBDiT5GAm/hDN27cwM/PjyNHjhAUFETFihWzukhC/CN96CCEAQMGcPnyZdq0acOLFy/4+uuvSUhI4OjRozg5Ob2X8yksLAwXFxcJtmUzV65cYebMmVSuXJmOHTty9+5dNmzYQI4cOShYsCALFy7ExMREgjJ6SLfd+vv78/TpU8aNG4eFhcUn35eamiorUYX4m+lOTLm7u7Nlyxasra25ffs27dq1Y+jQobx48QIHBwdy585N06ZNOX36NOnp6axfvx5DQ0N5BgshhPhTJOAmfld6ejq//vor27Zto3PnzpQtWzariyTEP961a9ewtrbGxsaGixcvEhAQQLVq1ShYsCCLFi3C3Nyc5ORkhg4dSp8+fdRBe1RUFI6Ojnh5eWVa/Sayh8uXL6tBN3t7ewoUKJBpgCirZfSbi4sL27dvZ/DgwbRq1YqCBQt+9Frdeg0PDwfepnSQgbwQfz8/Pz/WrFnDihUrsLOzY926dTg5OdGqVSsmTJiAoaEh8+fPJyUlBUtLSzw9PTExMfnd08GFEEKID5G3hvhdxsbGVKpUiQkTJkiwTYi/maIoREdH0717d5YuXcqPP/5I1apVKVCgAAkJCbRq1Yrw8HBq1qzJs2fPOHXqVKYVMqmpqaxatUqCbdlU5cqVcXJy4vLly8yfP5979+6pQRlFUSTYpse2b99OVFQUK1euZODAgRQsWJDU1FQSEhJIS0vLdK1usC0sLIyZM2eSN29eCbYJ8RnExMRw69Ytpk2bhp2dHXv37sXLy4vvv/+eY8eO4erqiomJCT4+Pvj5+bFs2TLJryiEEOK/JivchBAiC+kOvrW2bdvGqVOnOHjwIEOHDqVEiRLMnj2b+fPn06RJE5KSkrh69SrVq1fPNEhPS0vDxMTkc/8E8Re7cOECGzZsYMGCBTLAyyZWrVrF1atXWbp0KdevX+fkyZOEhYWh0Wjo0aMHffr0wczM7IO5Fp2dnWnRokUW/wIh/h1SUlL48ccfqVOnDvfu3WPs2LEMHDiQ/v37ExgYyOLFi/nqq69wdXVVV6l+6D0thBBCfAoJuAkhRBbR3Z7y/PlzkpOT1RMnX79+zeHDh5k3bx4tW7bk0qVLKIrC0qVLM+Vtk3wy/0zaAZ5sYdI/Hxp8b9y4kVmzZjFo0CAOHTpE+fLl+fLLL3n06BE7d+5k8+bN2NjYqNdLrkUhso52csrX15ezZ8/i5uZGrly5WLduHRcuXCA2NhZfX1959gohhPifyf4UIYTIAoqiqJ15Ly8v9u/fT2xsLNbW1gwZMoRGjRrx3XffUa1aNfz9/TE2NubixYtER0dnCrhJsO2fycDAINO/EaEfdA83ePr0Kbly5cLExITu3bsTGxvL8ePH6d+/Pw0aNKBEiRLcv3+f8+fPk5SUpH5HYGAgK1euZNGiRbL9W4gsoN2ef+fOHRISEjAwMCAlJYVjx47Rvn172rRpA3z4ICMhhBDiz5AVbkII8ZnprpBZtWoVgYGBTJ8+nfz58xMREcGvv/5Ku3bt6N69O1ZWViQmJnLr1i127tzJpEmTJJeXEJ9ZcHAwffr0UQPcy5YtY9euXVhYWFC9enUmTJiAubk5SUlJWFhYoCgKaWlpjBo1Co1Gg7+/vzpwHzlyJK1bt6ZDhw5Z+ZOE+Nf7+eef6du3L1988YUaTN+8ebO8Y4UQQvxlJOAmhBCfyYMHD9QtoxkZGSQmJjJs2DDat29Pnz591OtcXFzYv38/CxcupFatWu99j5xWKcTnc/ToUaZPn069evVYvHgxe/bsYfbs2Tg4OHD58mUuXbqEubk5K1aswMLCgtevX7Nr1y62bdtGQkICGzduVJOuS7sVQr9cvnyZvXv3YmlpyaBBgzA2Npa2KoQQ4i8jATchhPgMpk6dSlxcHGPGjKFy5coAJCQk0Lt3b3r37k2vXr0ybVfr0aMHhQsXxtPTMyuLLcS/XlJSElu2bCE8PJwyZcpQtmxZChYsSLt27dBoNBw4cAAfHx8sLS1ZsWIFJiYmhIWFcevWLaZPny4DeCGyEWmrQggh/kqSmEAIIf5mPXv25OjRozx79ozg4GAuXrwIQK5cubC2tmbnzp0AmJqakpqaCkDFihUlP5sQWSw9PR0LCwvat29Pjx49uHXrFr6+vpiZmQFgaGhI48aNGTlyJImJiYwZM4a0tDT69u3L7NmzMTY2JiMjQwbwQmQT0laFEEL8lSTgJoQQfyNvb2+Sk5M5duwY48aN4+HDh4SGhvLLL78A4OjoyM2bN5k4cSLwn0MQrl27hpWVVVYVW4h/vdevX6uD72vXrtGjRw+6deuGpaUlGzduRKPRAGBiYkLjxo0ZMWIEd+7cwcPDI9P3SOBcCCGEEOLfSaZxhBDib5SYmKgekHDt2jVSU1O5ceMGISEhmJiYUKlSJebPn8+sWbNo27YthQsX5tWrVyQkJODo6JjFpRfi32nv3r1ERUXh4eGBh4cHkZGRHD58mA4dOmBgYEBISAiOjo44OztjaGiIscEqlYEAAAg+SURBVLExjRs3xsrKii+//DKriy+EEEIIIfSA5HATQoi/gfYk0ujoaGbNmoWRkRFPnjzhwIEDnDhxAj8/P0qVKsXQoUMpX748MTExBAYGAmBhYcGoUaMk95MQWeTatWt07NiR0qVLExMTw7p166hQoQIAycnJREVFsXHjRsqVK4ezs7MaVNfKyMiQlW1CCCGEEP9yEnATQoi/2ZAhQzh+/Dhff/01/v7+AGzbto3AwEBKly7NgAEDqFKlynv3yaBdiM9PG+R2dHQkKiqK+vXr4+7uTt68edVrtEG3TZs2UaBAAVauXPle0E0IIYQQQvy7SQ43IYT4G8XHx2NiYsKYMWN4/PgxEyZMAKBdu3YMGjSIO3fuEBISwrlz5967V4JtQnw+2vlHbburUaMGHh4enD9/ntmzZ/Po0SP1OnNzczp27Ej79u3JnTs3MncphBBCCCHeJSvchBDib5aRkYGhoSERERGsXr2aSpUq4e7uDsD27dvx8PCgS5cujB49OotLKsS/k0ajwdDw7RzkixcvyJcvn/q3ixcv0q9fPxo2bMjUqVMpVKgQAIcPH6Zx48bq9nHd7xBCCCGEEEICbkII8ZkkJSWxa9cu/P39MwXdjh8/Tt26dWVFmxBZbMWKFRw9epSMjAy6detGo0aNsLGx4dKlS/Tr14/69evTqVMnNm3axJ07d9i9ezcGBgZq0E0IIYQQQggtCbgJIcRnlJSUxO7duwkICMDW1pbVq1erf5OcbUJ8XrqBsrCwMDw8PLC3t+fo0aM8ffqUGjVqMGTIEAoVKsSVK1cYP348OXPmxMzMjODgYExMTCTYJoQQQgghPkgCbkII8ZklJSWxefNmzp07h6urq2xDEyKLXbhwga1bt1K3bl2aN28OgK+vL/v376dq1aoMHTqUQoUK8eLFCxISEihevDiGhoZyirAQQgghhPgoCbgJIUQWSElJwdTUVHI/CZHFjh49ipOTE0lJSSxatIivv/5a/Zuvry8HDhygatWqDB48mMKFC6t/k3YrhBBCCCF+j/QUhRAiC5iZmam5n2TQLkTW+eabb2jatCmpqans3buXhIQE9W/Dhw+nRYsWHD58mD179mS6T9qtEEIIIYT4PbLCTQghhBD/Cr+3Km3RokWcOnWKVq1a0bdvXywtLdW/bd26lbZt20qORSGEEEII8ckk4CaEEEKIfzzdYFtUVBTXr1/HzMyMChUq0KpVKwCcnJw4d+4c33777XtBN5CDTYQQQgghxKeTgJsQQggh/jUWL17Mli1bsLOzIzExkTNnzjBw4EAcHR2Bt0G3X375hTp16jBq1CgsLCyyuMRCCCGEECI7kqO1hBBCCPGvcPLkSbZu3cqyZcuoUaMGKSkpHDhwAEdHR3LkyMG4ceOYMWMGU6dOJTY2FnNz86wushBCCCGEyKYk4CaEEEKIf4XY2FisrKyoUqUK8PbwkjZt2vD69Wvc3Nxo3rw5VapUYdGiRWg0GvVgEwMDgywuuRBCCCGEyG7kiC0hhBBC/ONoNJr3PsubNy8PHz7k2rVrAGizatjZ2WFiYkJSUpJ6raGhoRp0E0IIIYQQ4s+SgJsQQggh/lF0D0j48ccf2blzJzdv3qRixYrUrl2b4OBgrl69qgbTrK2tsbKyIi0tLdP3fOxEUyGEEEIIIf6IHJoghBBCiH8kd3d31q1bh42NDY8ePWLevHmkpKSwa9cuTExMaNeuHTY2NqxevZr4+Hg2btwop5AKIYQQQoi/hATchBBCCPGPoM23pigKjx49wsHBgcmTJ/PFF1+wadMmPD09mTZtGubm5pw9e5atW7dSpkwZrKys8PX1xcTEhIyMDAm6CSGEEEKI/5kE3IQQQgiR7eluI42Pjyc+Pp6IiAjGjRunBtCCgoJwcXHBwcGB7t27qznb8uXLh4GBAenp6Rgby3lSQgghhBDifye9SiGEEEJke9pgm6enJ8ePH+fu3bsULlyYTp06UapUKQAGDhwIgKurKy9evGDUqFGYm5sDbwN2EmwTQgghhBB/FckGLIQQQohsS/c00h07dhAREUGHDh3o3Lkz9+/fJzw8nEePHqnXDBw4kDFjxnDmzBly5Mihfi4HJAghhBBCiL+SbCkVQgghRLZ3+vRpdu3aRbVq1ejYsSMAISEh+Pr60q5dO3r16kWRIkXU63XzvWlPKxVCCCGEEOKvInsnhBBCCJGtPXv2jOnTp/P8+XNKliypft6nTx8AfH19MTIyomvXrhQrVgxAgm1CCCGEEOJvJfsnhBBCCJGtFShQAG9vb2xsbDhy5AjXr19X/9anTx9GjBiBn58fx44dy3SfBNuEEEIIIcTfRbaUCiGEEOIf4dq1a0ydOpUqVarQv39/ypYtq/5t7969NGvWTD2xVAghhBBCiL+TBNyEEEII8Y9x5coVZsyYQeXKlRkwYABlypTJ9PeMjAwJugkhhBBCiL+dBNyEEEII8Y9y5coVZs2aReHChZk8ebKat00IIYQQQojPRXK4CSGEEOIfpVKlSsyaNYucOXNmOplUCCGEEEKIz0VWuAkhhBDiH0l7CqlGo8HQUOYYhRBCCCHE5yMBNyGEEEL8Y2mDbkIIIYQQQnxOMt0rhBBCiH8sCbYJIYQQQoisIAE3IYQQQgghhBBCCCH+QhJwE0IIIYQQQgghhBDiLyQBNyGEEEIIIYQQQggh/kIScBNCCCGEEEIIIYQQ4i8kATchhBBCCCGEEEIIIf5CEnATQgghhBBCCCGEEOIvJAE3IYQQQgghhBBCCCH+QhJwE0IIIYQQQgghhBDiLyQBNyGEEEIIIYQQQggh/kL/BzvUKaGCUQH6AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Flexible Bond:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_flexible_b \n", "0 0.060 3.925 0.562 -0.156 3.982 81.0 0.000 1.000 0.000\n", "1 0.742 6.079 1.650 0.119 7.743 0.0 0.677 0.323 0.085\n", "\n", "============================================================\n", "FUND : Carmignac Emergents\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.4352 1.1772 508\n", " 3 0.4735 0.8703 290\n", " 4 0.4071 1.0186 140\n", " 5 0.2776 1.2986 137\n", " 6 0.2956 1.2394 125\n", "→ K retenu : 3 (silhouette=0.4735)\n", " n_comptes pct\n", "cluster_carmignac_emergents \n", "0 345 19.4\n", "1 1144 64.3\n", "2 290 16.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Emergents:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_emergents \n", "0 0.070 0.031 1.000 -0.926 3.362 12.0 0.907 0.093 0.000\n", "1 0.018 2.101 0.425 -1.000 2.718 95.0 0.000 1.000 0.000\n", "2 0.546 2.578 1.000 -0.168 7.015 0.0 0.181 0.819 0.028\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Patrimoine\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5909 0.5603 251\n", " 3 0.6446 0.5163 170\n", " 4 0.6254 0.5994 100\n", " 5 0.6019 0.7216 74\n", " 6 0.5870 0.7977 72\n", "→ K retenu : 3 (silhouette=0.6446)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_patrimoine \n", "0 238 20.8\n", "1 735 64.3\n", "2 170 14.9\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Patrimoine:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_patrimoine \n", "0 0.040 3.795 0.377 -1.0 5.872 48.0 0.0 1.0 0.0\n", "1 0.057 5.620 0.458 0.0 5.613 80.0 0.0 1.0 0.0\n", "2 0.041 4.016 0.463 1.0 5.188 90.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Global Bond\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.7570 0.3758 294\n", " 3 0.8452 0.2188 202\n", " 4 0.8204 0.3165 97\n", " 5 0.8294 0.3355 94\n", " 6 0.8277 0.3595 60\n", "→ K retenu : 3 (silhouette=0.8452)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_global_bon \n", "0 1244 72.5\n", "1 270 15.7\n", "2 202 11.8\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Global Bond:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_global_bon \n", "0 0.073 7.429 0.373 0.000 4.423 69.0 0.0 1.0 0.0\n", "1 0.042 3.957 0.432 -1.000 4.338 60.0 0.0 1.0 0.0\n", "2 0.066 3.125 0.570 0.955 4.353 71.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Credit\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.7000 0.5933 107\n", " 3 0.5964 0.6651 36\n", " 4 0.4836 0.7926 17\n", " 5 0.2673 1.1077 17\n", " 6 0.2966 1.0748 17\n", "→ K retenu : 2 (silhouette=0.7000)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_credit \n", "0 107 10.5\n", "1 909 89.5\n" ] }, { "data": { "image/png": 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B0tIy3XoHDx4ULC0thbdv3wqCIAh//fWXYGlpKTx48CDTuiMjIwVLS0th9erV6Zb1799faNeunfD161dZmVQqFXr27Cm0aNEi3X579eolpKSk/PR4wsPDhfr16wuWlpZCq1atBHd3d+HYsWNCbGxsunUnT54sNG3aVPb89OnTgqWlpbB161ZZWWpqqtCvXz/B0tJSOHjwoNy2lpaWgqenp1ydnTp1Ejp37ixXlpiYKPc8KSlJaNeundCvXz+5cltbW7lzkVmcaTI6V5aWlkLlypWFFy9eyJVPmzZNcHBwEKKiouTKx40bJ9SqVUsW4/Dhw4W2bdum25eq1KlTR+jQoYPC6//4WguCIMycOVOoUaOG3N+as7OzYGlpKezevVtu3bdv3wqWlpZC/fr15f5mli1bJlhaWgodOnQQkpOTZeXjx48XqlWrlq5uZ2dn2fMtW7YIlpaWwl9//SUr+/Lli9CqVSvB0tJSuHHjRrq4/Pz8ZGVfv34VHBwcBDc3N1lZSkqK3D4FQRBiYmIEe3t7YerUqbKygIAAwdLSUpg3b16610UqlaYr+97kyZMFW1tbITIyUoiMjBTevHkjrF+/XrCyshLat28vCIIgbN26VbC0tBSOHDki2y4pKUno2bOnYGtrK8TFxQmC8L/XtWbNmkJkZKTcfh48eJDu+kqT9jf+/TaRkZFCtWrVBBcXFyE1NVVWvmPHDsHS0lI4cOCA3DH8eO38eE8aMWKEUK1aNSEkJERWFhYWJtjZ2Ql9+vTJ8jUaOXKkYGlpKcTExGS53vfxWFpaCkuXLpUr//vvvwVLS0vh6NGjcuWXL1+WK0879iFDhsidv+XLlwuWlpZy948bN26k+/saMmRIhveSjCQnJwtWVlbCokWL0i1LOy9NmzYVatasKQQGBmZaT9q6P3soEteAAQOEmjVrKvx6/yiz1z/t/Wzt2rVy5W5uboKVlZXw5s0bWVlavA8fPpSVvX//XrC2thZGjhwpty9F7ts+Pj7p/sZ/lNU1oojZs2cLVapUEQICArJcT5H3dUXuKUFBQYKlpaUwffp0ueWLFi0SLC0t5eJo2rSpYGlpKVy+fFluXS8vL8HW1lZ4/fq1XPnSpUuFKlWqCB8+fJArv3v3rmBpaSmcOHEiy2MkIqKCIVtdSs+fP4/z58+jTp06OHLkiOz5+fPncfr0aWzevDnLX1CJiBQRHx8P4OetFnJD2phKFy9e/GnLih9FR0fjxo0baN26NeLj4xEVFYWoqCh8+vQJDRs2RHBwMMLCwuS26dGjh0IDnZuYmODIkSP4/fffERsbiz179mDChAlo0KABvLy8suxucuXKFWhpaclamAHfutD16dMn02169eol97xWrVpy3W4ByI1FExMTg7i4ONSqVQtPnjz56fEoo06dOrCwsJA9FwQBZ86cgaOjIwRBkL3eUVFRaNiwIeLi4vD48WMAgIGBAf799188ePAgT2LLrvj4+Gz9PX//Wqf9bdWuXRuJiYl49eqV3LoSiQRdunTJsJ5WrVrJjRuW1nKnQ4cO0NTUlCtPTk5O9/f6vStXrsDU1BTNmjWTlWlra8v9nX1PR0dHrsWURCKBtbW1rGUZ8K01UNpYcVKpFNHR0UhJSUH16tXl/q7OnDkDkUiEUaNGpduPIoPOJyQkoEGDBmjQoAGaN2+O5cuXw9bWVtZC5fLlyyhWrBjatWsn20ZLSwt9+/ZFQkJCum52LVq0kJvVUhnXr19HcnIy+vXrB7H4fx/HunfvDj09PVy6dEnhulJTU3Ht2jU4OTmhdOnSsvLixYujXbt2uHPnjuy+mhFl77k/3jdOnToFfX19ODg4yF2f1apVg46Ojqw1ZNqxOzs7y52/rIYJUFZMTAwEQchyBuCIiAjo6OigWLFima7TqVMn+Pj4/PTx559/ZhnP+vXrcf36dUyYMCHHsxL/+PpfvnwZGhoa6bqCu7i4QBAEXL58Wa7czs5Obpy6UqVKoVmzZrh69Wq67us/k3Ys586d++mYhso4fPgwdu3ahT/++AP169fPcl1F3tcVuaekXYMDBw6UW+7i4iK3PI25uTkaNWokV3bq1CnUqlULBgYGcteEvb09UlNT091b0l7HT58+ZXmMRERUMCg1aYKvr29ux0FEJKOnpwcA+Pz5c57vq27dumjZsiU8PT2xdetW1K1bF05OTmjfvv1PB40PCQmBIAhYtWoVVq1aleE6kZGRcgOym5ubKxxb8eLFMWfOHMyePRvBwcG4evUqNm7ciNWrV6N48eLo3r17htt9+PABxYoVSzdwfmZdO7W1tdMlDwwNDdONuXThwgWsW7cOQUFBcuPX5NUsez++VlFRUYiNjcXevXuxd+/eDLeJiooCAAwePBjXr19H9+7dUbZsWTg4OKBdu3aybkyZCQ8PVzrerL6s6+npZevv+cWLF1i5ciVu3LiRLlESFxcn99zU1DTTv9WSJUvKPU/7IppZeUxMjFzC5nvv379HmTJl0p3vzP6uSpQokW5dQ0NDPHv2TK7Mz88PW7ZswevXr+W+HH9//kNCQlC8eHEUKVIkw339jLa2NtavXw/gW+LP3NwcJUqUkDu2smXLyiW+AMjG2/vw4YNceXau48yk1fnjUBwSiQSlS5eWjS2niKioKCQmJqJ8+fLpllWsWBFSqRShoaGoVKlShtt/f89VNAmkqakp9xoCwJs3bxAXF5fpgO9pk0ekHXu5cuXklhsZGf20O6aysvqR4s8//8Qff/wBFxcX7Nq1K92kYABQunTpTK8NRfn7+2PlypXo1q2bXHd9ZWT0+r9//x7FixeXnc80aX/HP/5NZTRjbrly5ZCYmIioqKgs72k/atOmDfbv348ZM2Zg2bJlsuR2q1at0l1X2RUUFIRZs2ahXbt2csmvz58/yw3NoKGhASMjI4Xe1xW5p7x//x5isTjdPa5YsWIwMDBI93pmdF948+YNnj17luk1kfae9aNfafZaIiJ1pnDCzcPDA2PGjIGOjk6WY7wASDcoKRFRdujp6aF48eIZDqCtqMw+rP74q71IJMLq1atx7949XLhwAVeuXMG0adPg4+ODvXv3ZtniI+1XfBcXl3S/aqf58YO6MrPtiUQilC9fHuXLl0eTJk3QokULHD16NNOEW3Yp0uLu9u3bGD58OOrUqYNZs2ahWLFi0NLSwsGDB3H8+HGF9qPoOUnz4+xuaa93hw4dMh3XLm1srIoVK+LUqVO4ePEirly5gjNnzmDXrl0YOXIkRo8enWmMDRs2/OlxZObHRNL3KlSoIEtU/iyRGxsbC2dnZ+jp6WH06NEoU6YMtLW18fjxYyxdujRd65GsZsHL7Nxm9gU4q6REdinyd3XkyBFMmTIFTk5OGDRoEIyNjaGhoQFvb2+5lnC5EUtuzQYJZP2aF0RpSb/nz5+jdu3aCm0jkUjS/R1JpVIYGxtj6dKlGW6T01aByjA0NIRIJMpyIoo6depg5cqVcHNzw6BBg+Dr65tuRtkfkzuZSUv6/OjatWuYNGkSmjRpgjlz5mT/QH6Q0eufFxS9bxcqVAg7d+7EzZs3Zfddf39/7N27F1u2bFHofpCRmJgYuLm5oVy5cpg/f77csi1btsDT01P23MzMDOfPn8/R+3pGFE1+ZXRfkEqlcHBwgKura4bb/Jh0TvuhKyfj+xERUf6hcMLtyZMnSElJkf0/M/xFhohyQ9OmTbF3714EBgbCzs4u29untdKIjY2Va7HxY0uVNLa2trC1tcW4ceNw7NgxTJw4Ef7+/ujevXum97W01g5aWlq5+mU+K6VLl4aBgUGWLbFKlSqFmzdvIjExUa6VW0hIiNL7PX36NLS1tbF582a5hNHBgwcVrsPAwCDDL72ZnZMfGRkZQVdXF1KpVKHXW0dHB23atEGbNm2QlJQENzc3rF+/HkOHDs008enj46NQLNnVtGlTBAYG4syZM3LdFjNy69YtREdHw9PTE3Xq1JGV/9jF979mZmaGf/75B4IgyF0TOf27Kl26NDw9PeXqXL16tdx6ZcqUwdWrVxEdHa10K7esmJmZ4dmzZ5BKpXJJjLTuu6VKlfppHdn9/JNW56tXr+RaTiUlJeHdu3fZuqcYGRmhcOHCeP36dbplr169glgsTteq8XtNmzaFt7c3jh49qnDCLSNlypRBQEAAatasmWVSMu3Yg4OD5Y49KioqXcvajGTntdbU1ESZMmV+ev04OjpiwYIFmDJlCoYOHYotW7bIHcOPyZ3MpCV9vnf//n2MGjUK1atXx8qVK+W6c+cmMzMzBAQEID4+Xq6VW9rfsZmZmdz6b968SVdHcHAwChcuLEsaZue+LRaLZV23p06divXr12PFihW4efMm7O3ts32NSKVSTJw4EXFxcfDx8UnXartTp05yrZZ/vK9n9b6uyD3FzMwMUqkUb968kZtdOiIiArGxselez4yUKVMGCQkJCl/PaX+nGc1mTUREBY/CP435+vrKvrT6+vpm+kibyZSIKCdcXV2ho6ODGTNmyGZ0+15ISAi2bduW6fZpLcu+Hx8lISEBhw8fllsvbXyf76XNjJjWbTLtQ/6PXzqMjY1Rt25d7N27Fx8/fkwXQ2ZdRRRx//79DFtTPHjwANHR0Rl2HUvTsGFDJCcnY9++fbIyqVSKnTt3Kh2PhoYGRCKRXKuGd+/e4dy5c+nW1dHRyfALWpkyZRAXF4enT5/Kyj5+/Jhu5risYmjZsiVOnz6N58+fp1v+/ev94/g3EokEFStWhCAIWY7VZ29vr/QjK7///juKFSuGRYsWZZgUiYyMxNq1awH8r/XZ93+XSUlJ2LVrV5b7yGsNGzZEWFiY3Dn/+vWr3N9ZdqW1evn+WO/fv4979+7JrdeiRQsIgpBhwiM3WuX99ttvCA8Ph7+/v6wsJSUFvr6+0NHRkUt8Ziaz+0Rm7O3toaWlBV9fX7ljOHDgAOLi4mQzuSpCQ0MDDg4OOHfunFxiKSIiAsePH0etWrXSdTP8np2dHRo1aoT9+/fj7Nmz6ZYnJSVh8eLFP42jdevWSE1Nlf0tfy8lJUX22qQd+44dO+SOPat7+vcKFy6crmt1VmxtbfHo0aOfrtepUydMmzYNd+7cgZubm9y9Qtkx3F6+fIkhQ4bAzMwM3t7eedo68rfffkNqamq6e/3WrVshEonw22+/yZUHBgbKxr0EgNDQUJw7dw4ODg6ya1PR+3Z0dHS6eBR9L82Mp6cnrl69imXLlmXYnbd06dJy9+C05Jsi7+uK3FPSrsEf/y7TfphR5Bpt3bo1AgMDceXKlXTLYmNjZY0Z0jx+/Bj6+vqZdv8mIqKCJW9+YiMiyqEyZcpg6dKlGDduHNq0aYOOHTvC0tISSUlJCAwMxKlTpzIdKB4AHBwcUKpUKUyfPh2vXr2ChoYGDh48iKJFi8r9Mu/n54fdu3fDyckJZcqUwefPn7Fv3z7o6enJvpwUKlQIFhYWOHnyJMqVK4ciRYqgUqVKsLS0xKxZs9C7d2+0b98ePXr0QOnSpREREYF79+7h33//xdGjR5U6/iNHjuDYsWNwcnJC9erVoaWlhZcvX+LgwYPQ1tbGsGHDMt3WyckJNjY2WLx4MUJCQlChQgWcP39e1nJEmZbIjRs3ho+PD1xdXdGuXTtERkZi165dKFOmTLqulNWqVUNAQAB8fHxQvHhxmJubo0aNGmjTpg2WLl2KUaNGoW/fvvjy5Qt2796N8uXLy33py8qECRNw8+ZN9OjRA927d4eFhQViYmLw+PFjBAQE4NatWwCAQYMGwcTEBDVr1oSxsTFevXqFHTt2oHHjxlkmHvKKoaEhvLy8MGTIEHTq1AkdOnRAtWrVAHxrNX78+HFZS047OzsYGhpiypQp6Nu3L0QiEY4cOZKr3T2V0bNnT+zYsQMTJkxAv379UKxYMRw7dkzWqkSZv6smTZrgzJkzGDlyJJo0aYJ3795hz549sLCwkEs4169fHx07doSvry/evHmDRo0aQSqV4s6dO6hXrx6cnZ1zfGx79+7FlClT8PjxY5iZmeH06dO4e/cupk2bptDfTJkyZWBgYIA9e/ZAV1cXOjo6sLGxyXTcLyMjIwwdOhSenp5wdXWFo6MjXr9+jV27dsHa2hodOnTI1jGMHTsW169fR+/evdG7d29oaGhg7969SEpKwh9//PHT7ZcsWQIXFxeMGjUKTZs2RYMGDVC4cGG8efMG/v7++PjxIyZPnpxlHXXr1kXPnj3h7e2NoKAgODg4QEtLC8HBwTh16hSmT5+OVq1awcjICC4uLvD29sbQoUPRuHFjPHnyBJcvX1aoK121atXg7+8PDw8PWFtbQ0dHB46Ojpmu36xZMxw5cgSvX7/O8scKAOjXrx9iYmLg6emJyZMnY+nSpRCLxUqN4RYfH49BgwYhNjYWgwYNwsWLF+WWlylTRq4Fd9++fXHr1q0su6dnxdHREfXq1cOKFSvw/v17WFlZ4dq1azh37hz69++fbogDS0tLDBo0CH379oVEIsHu3bsBAG5ubrJ1FL1ve3l54fbt22jcuDHMzMxk7xElSpSQJcKyc408e/YMa9euRZ06dRAZGYkjR47ILf9+QpYfKfK+rsg9pXLlyujcuTP27t2L2NhY1KlTBw8fPoSfnx+cnJx+OnkD8O296Pz58xg2bBg6d+6MatWqITExEc+fP8fp06dx7tw5uS7I169fR9OmTdljiIhITSiccMtoFp/MKNLknojoZ5o1a4ajR49i8+bNOHfuHHbv3g2JRAIrKytMmTIl09kRgW/dPD09PTFnzhysWrUKxYoVQ//+/WFgYCA3zmTdunXx8OFD+Pv7IyIiAvr6+rCxscHSpUvlvgTMnz8f8+bNg4eHB5KTkzFq1ChYWlrCwsICBw8ehKenJ/z8/BAdHQ0jIyNUrVoVI0eOVPrYe/bsiUKFCuHGjRs4f/484uPjUbRoUTg4OGDo0KGoWrVqptumjYG1YMEC+Pn5QSwWo3nz5hg5ciR69eql1DhyDRo0wIIFC7Bx40YsXLgQ5ubmmDhxIt6/f5/uy+GUKVPg7u6OlStX4suXL+jcuTNq1KiBokWLwtPTE4sWLcKff/4Jc3NzjB8/Hm/evFE44WZiYoL9+/fDy8sLf/31F3bv3o0iRYrAwsICEydOlHv9jh07Bh8fHyQkJKBEiRLo27cvRowYke1jzy01atTAsWPHsHnzZly8eBFHjhyBWCxGhQoVMGTIEFnSqGjRoli/fj0WL16MlStXwsDAAB06dECDBg0waNAglcWvq6uLbdu2Yf78+di+fTt0dHTQqVMn2NnZwc3NTam/qy5duiAiIgJ79+7F1atXYWFhgT///BOnTp2SJU/TeHh4wMrKCgcOHMCSJUugr6+P6tWrK9Xl/EeFChWCr68vli5dCj8/P8THx6N8+fLw8PDIMrH/PS0tLSxatAjLly/H7NmzkZKSAg8PjyyTNG5ubjAyMsKOHTvg4eEBQ0ND9OjRA+PHj4eWlla2jqFSpUrYuXMnli1bBm9vbwiCABsbG/z5558KzSBvZGSEPXv2YNeuXfD398eKFSuQnJwMMzMzODo6ol+/fgrFMXfuXFSvXh179uzBihUroKGhATMzM3To0AE1a9aUrTd27FhIJBLs2bMHN2/ehI2NDbZs2YKhQ4f+dB+9e/dGUFAQDh06hK1bt8pizEzTpk1RtGhRnDx5UqF7gJubG2JiYmRjuSk75lp0dDRCQ0MBAMuWLUu3vHPnznJ/v58/f87WRAU/EovFWLduHVavXg1/f38cOnQIZmZmmDRpkmxmze/VqVNHNlvvhw8fYGFhAQ8PD1SuXFm2jqL3bUdHR7x//x4HDx7Ep0+fULRoUdStWxdubm6y8fCyc41ER0dDEATcunUr3b0AyDrhpuj7uiL3lPnz58Pc3Bx+fn44e/YsTExMMHToUIW/FxUuXBi+vr7w9vbGqVOncPjwYejp6aFcuXJyrw3wrTXk8+fPMW3aNIXqJiKi/E8kKPiT+fdfUAVBwF9//SV7YwK+NYGOjY1FixYtfjqpAhER/ffOnj2LkSNHYteuXT+drZNIUVu3boWHhwcuX74sNyMvUX7i5eWFQ4cO4cyZM0oP4J+X4uPjUa9ePUybNg19+vRRdTikAgsWLMDt27dx6NAhtnAjIlIT2ZqlNM2ff/6J1q1bY86cObIPLampqZgzZ062Z/4hIqLc9+XLF7mxglJTU+Hr6ws9PT1ZV0ai7Prx7+rr16/Yu3cvypUrx2Qb5WsDBgzAjh07cOLEiWx31/0v3L59G6amprk2+zQVLJ8+fcKBAwewcuVKJtuIiNSIwi3cvle/fn3s2rVLNo18mlevXqFXr164efNmrgVIRETZN336dHz58gV2dnZISkrCmTNnEBgYiPHjxyvUZYsoI66urihVqhQqV66M+Ph4HD16FC9evMDSpUvRvn17VYdHRERERJRvKDVpQmpqKl69epVhwk0qleZKYEREpLz69evDx8cHFy9exNevX1G2bFnMnDkzx4PL06+tYcOGOHDgAI4dO4bU1FRYWFhgxYoVaNOmjapDIyIiIiLKV5Rq4ebh4YHDhw9j2LBhsLa2BgA8ePAAGzZsQMeOHeXGeyMiIiIiIiIiIvqVKJVwk0ql2Lx5M7Zv347w8HAAQLFixdCvXz+4uLjky8FoiYiIiIiIiIiI/gtKJdy+Fx8fDwDQ09PLlYCIiIiIiIiIiIgKMrGyG6akpOD69es4fvy4rCwsLAyfP3/OlcCIiIiIiIiIiIgKIqUmTXj//j1cXV0RGhqKpKQkODg4QE9PDxs3bkRSUhLmzp2b23FmyzBROZXun4iIiKig2GLrqOoQKA+43Duv6hAoD/B6VU+8XtXTeiFY1SHkC4rmZ9Tx9VKqhduCBQtQvXp13Lp1C9ra2rLy5s2b48aNG7kWHBERERERERERFUwaIsUe6kipFm537tzB7t27IZFI5MrNzMwQFhaWK4EREREREREREVHBpSFS02yaApRKuEmlUkil0nTl//77L3R1dXMcFBERERERERERFWwS8a+bcFOqS6mDgwO2bdsmV/b582esWbMGjRs3zpXAiIiIiIiIiIio4GKX0myaPHkyXF1d0aZNGyQlJWHixIkIDg5G0aJFsXz58tyOkYiIiIiIiIiIChh2Kc2mkiVL4siRI/D398fTp0+RkJCAbt26oX379ihUqFBux0hERERERERERAXMr9ylNNsJt+TkZLRu3Rre3t7o0KEDOnTokBdxERERERERERFRAabUOGYK2LlzJzZv3ozw8HBUrlwZM2fOhI2NTabrx8bGYsWKFfjrr78QHR0NMzMzTJs2LU+HRct2wk1LSwtfv37Ni1iIiIiIiIiIiEhN5EWXUn9/f3h4eGDOnDmoUaMGtm3bhkGDBuHUqVMwNjZOt35SUhIGDhwIY2NjrFq1Cqampvjw4QMMDAxyPbbvKZVs7NOnDzZu3IiUlJTcjoeIiIiIiIiIiNRAXkya4OPjgx49eqBr166wsLDAnDlzUKhQIRw8eDDD9Q8ePIiYmBh4eXmhVq1aMDc3R926dVG5cuVcOMLMKTWG28OHDxEQEICrV6/CysoKhQsXllvu6emZK8EREREREREREVHBpOgYbklJSUhKSpLfViKBRCJJt97jx48xdOhQWZlYLIa9vT0CAwMzrPv8+fOwtbXF3Llzce7cORgZGaFdu3YYPHgwNDQ0snlEilMq4WZgYICWLVvmdixERERERERERKQmFO1S6u3tna7x1qhRo+Dm5iZX9unTJ6SmpqbrOmpsbIxXr15lWPfbt29x48YNtG/fHhs2bEBISAjmzJmDlJQUjBo1KhtHkz1KJdw8PDxyOw4iIiIiIiIiIlIjinYXHTJ0KAYOHChX9mPrNmUJggBjY2PMmzcPGhoaqF69OsLCwrB58+b8l3B7+/YtUlNTUa5cObny4OBgaGpqwtzcPDdiIyIiIiIiIiKiAkrRLqUZdR/NSNGiRaGhoYHIyEi58sjISJiYmGS4TbFixaCpqSnXfbRChQoIDw9HUlJSriX2fqTUpAlTp07NsG/s/fv3MXXq1BwHRUREREREREREBVtuT5ogkUhQrVo1BAQEyMqkUikCAgJgZ2eX4TY1a9ZESEgIpFKprCw4OBjFihXLs2QboGTC7cmTJ6hZs2a6cltbWwQFBeU4KCIiIiIiIiIiKtg0RCKFHtkxcOBA7Nu3D35+fnj58iVmz56NxMREdOnSBQAwadIkLFu2TLZ+r169EB0djQULFuD169e4ePEivL290adPn1w91h8p1aVUJBLh8+fP6crj4uKQmpqa46CIiIiIiIiIiKhgU7RLaXa0adMGUVFRWL16NcLDw1GlShVs2rRJ1qU0NDQUYvH/2peVLFkSmzdvhoeHBzp06ABTU1P069cPgwcPzvXYvqdUwq1OnTrw9vbG8uXLZX1gU1NTsWHDBtSqVStXAyQiIiIiIiIiooInO91Fs8PZ2RnOzs4ZLvP19U1XZmdnh3379uVNMJlQKuE2ceJE9OnTB61atULt2rUBALdv30Z8fDy2bduWqwESEREREREREVHBk93uoupEqTHcLCwscPToUbRu3RqRkZH4/PkzOnbsiJMnT8LS0jK3YyQiIiIiIiIiogJGIhYp9FBHSrVwAwBTU1OMHz8+y3Vmz56N0aNHw8jIKNN1wsPDcf/+fURERAAATExMUKNGDRQrVkzZ0IiIiIiIiIiISMXEv3ALN6UTboo4evQoBg0alGHCLSEhAe7u7vD394dIJIKhoSEAICYmBoIgoG3btpg7dy4KFy6clyESEREREREREVEeEOXVIG4FQJ4m3ARByHTZggUL8PDhQ3h7e8Pe3l5u8oWAgADMmzcPCxYswPz58/MyRCIiIiIiIiIiygPiXzjhptQYbrnhzJkz8PDwQKNGjWTJNgDQ0NBAw4YNsXDhQpw+fVpV4RERERERERERUQ6IJRoKPdRRnrZwy4pUKoWWllamy7W0tCCVSv/DiIiIiIiIiIiIKLewhZsKNGnSBO7u7njy5Em6ZU+ePMHs2bPRtGlTFURGREREREREREQ5JRKLFXqoI5W1cHN3d8eECRPQpUsXGBoayiZWiIqKQmxsLBo2bAh3d3dVhUdERERERERERDmgIVHPZJoi8jTh1qFDB+jq6ma4zNDQEJs2bcLLly9x7949REREAABMTExga2uLihUr5mVoRERERERERESUh0QaTLhlW2xsLA4cOICXL18CACpVqoSuXbtCX19fts6cOXN+Wk/FihWZXCMiIiIiIiIiUjMcwy2bHj58iObNm2Pr1q2IiYlBTEwMfHx84OTkhMePH+d2jEREREREREREVMBoaGko9FBHSrVw8/DwgKOjI+bNmwdNzW9VpKSkYMaMGVi4cCF27tyZq0ESEREREREREVHBImILt+x59OgRXF1dZck2ANDU1ISrqysePXqUa8EREREREREREVHBJNIQKfRQR0ol3PT09BAaGpquPDQ0NNNJEjKSmpqKv//+G7GxscqEQURERERERERE+ZRYQ6zQQx0pdVRt2rTB9OnT4e/vj9DQUISGhuLEiROYMWMG2rZtq3A9GhoacHFxQUxMjDJhEBERERERERFRPqWhJVbooY6UGsNt0qRJsn9TU1O/VaSpiV69emHixInZqqtSpUp49+4dSpcurUwoRERERERERESUD4nUtPWaIpRKuEkkEsyYMQMTJkxASEgIAKBMmTIoXLhwtusaO3YsFi9ejDFjxqBatWrQ0dGRW66np6dMiEREREREREREpEJiNR2fTRFKJdzSFC5cGFZWVjkKYMiQIQCA4cOHQyT634kQBAEikQhBQUE5qp+IiIiIiIiIiP57YolGntS7c+dObN68GeHh4ahcuTJmzpwJGxubn2534sQJjB8/Hs2aNcPatWvzJLY0CifcRo0ahUWLFkFPTw+jRo3Kcl1PT0+FA9i+fbvC6xIRERERERERUcGQFy3c/P394eHhgTlz5qBGjRrYtm0bBg0ahFOnTsHY2DjT7d69e4fFixejdu3auR5TRhROuOnr62f4/5yqW7durtVFRERERERERET5g0ic+wk3Hx8f9OjRA127dgUAzJkzBxcvXsTBgwdlvSh/lJqaiokTJ8LNzQ137txBbGxsrsf1I4UTbh4eHhn+Pzfcvn0be/bswbt377Bq1SqYmpri8OHDMDc3/88yj0RERERERERElHs0FOxSmpSUhKSkJLkyiUQCiUSSbr3Hjx9j6NChsjKxWAx7e3sEBgZmWr+XlxeMjY3RvXt33LlzJxtHoDyVTxdx+vRpDBo0CIUKFcLjx49lL3B8fDy8vb1VHB0RERERERERESlDpCFW6OHt7Y1atWrJPTLKCX369Ampqanpuo4aGxsjIiIiwxhu376NAwcOYN68eXlyjJlRuIVbp06d5CY1yIqfn5/CAaxbtw5z5sxBp06dcOLECVl5zZo1sW7dOoXrISIiIiIiIiKi/EMkVqyd19ChQzFw4EC5sh9btykjPj4ekyZNwrx582BkZJTj+rJD4YSbk5NTngTw+vXrDLuN6uvr/yd9aomIiIiIiIiIKPdpSBRLO2XUfTQjRYsWhYaGBiIjI+XKIyMjYWJikm79t2/f4v379xg+fLisTCqVAgCqVq2KU6dOoUyZMgrFmF3ZmqU0L5iYmCAkJATm5uZy5Xfu3EHp0qXzZJ/5WeMRfdHij6EwKFEM7+4HYa/bLAT/fT/T9QsbGqDjgomw69IKOkaGiHrzHvvHzsWjkxcBAAteX4VxOfN021302o49o9zz6jDoBzyv6onnVT3xvKonnlf1NWt4J7h0/g1F9HVw/f4/cFu4Hf+EfMxym1LFimDhmO5o6WANnUISvHz7Ea6zt+Duk2AAQFLglgy3m7JiH5ZvP5Xbh0Df4bWq3ni9qhder6QIkUbujmQmkUhQrVo1BAQEyBqGSaVSBAQEwNnZOd36FSpUwLFjx+TKVq5cic+fP2P69OkoUaJErsb3PYUTbhl59OgRXr58CQCoVKkSqlatmu06evTogQULFmDhwoUQiUQICwtDYGAgFi9ejBEjRuQkvAKnVo926LZ8BnYNm4Hgm4FwHOsCt9PbMdvKEXHhkenW19DSwpi/fBH3MRIbug1H9PswGJU1Q0L0/1oGetTpALHG/wYpLFXdEmPP7sTd/f7/yTERz6u64nlVTzyv6onnVX1NHNAaI3s5YZD7JgS/j8DsEZ1x3GsCanSdjq9JKRluU0RfBxe3TsOlv5+i/agViPgUB4sypoiO/Sxbp7TTWLltWjrYYMOsAfA7998Msvyr4rWq3ni9qhder6QoRbuUZsfAgQMxefJkVK9eHTY2Nti2bRsSExPRpUsXAMCkSZNgamqKCRMmQFtbG5aWlnLbGxgYAEC68tymVMItMjIS48aNw61bt2SBxsbGol69elixYkW2+sUOGTIEUqkUAwYMQGJiIpydnSGRSODi4oK+ffsqE16B5TTeFdc27kHA1v0AgF3DpsO6rSPsXXrg9OL049nZu/SArlERLLHvCmnKtzepyDfv5NaJj4iSe95yynB8/CcYzy/dyKOjoB/xvKonnlf1xPOqnnhe1Zdb7+bw2HgMxy7eAwAMnLkJ786uRMemNbHv9K0Mt/ljYBu8+zcKg2f/r1VM8Af5QZbDIuWHNenQxBYX/36K1+/Dc/cASA6vVfXG61W98HolRYk0FJulNDvatGmDqKgorF69GuHh4ahSpQo2bdok61IaGhoKcR4k+rJLqQjmzZuHz58/48SJE7h16xZu3bqF48ePIz4+HvPnz89WXSKRCMOHD8fNmzdx/Phx7Nu3DwEBARg7dqwyoRVYGlpaKFOrOoLOXpOVCYKAoLPXUKFBzQy3qdHBCa8C7qKX11ws+fdvzHx4Gq2mjsg0g6yhpYV6zp1wfcu+PDkGSo/nVT3xvKonnlf1xPOqvsqbFUPJYkVw/uYTWVlsfCJuPXqFejYVM92uXWNb3HkSjN1LhuPduZW4tXsWXDr/lun6xY0M0LqhDbYevpKr8ZM8XqvqjdereuH1StmhoaWp0CO7nJ2dceHCBTx69Aj79+9HjRo1ZMt8fX2xaNGiTLddtGgR1q5dq9TxZIdSCbcrV65g1qxZqFjxfzdHCwsLzJo1C5cvX85WXVOnTkV8fDwkEgksLCxgY2MDXV1dJCQkYOrUqcqEVyDpmRSFhqYmYsPkf7GJCwuHQYliGW5jUqEManZrA7GGBjzbDIT/vDVwmjAYbWa4Zbi+bacWKFzEAAFbD+R6/JQxnlf1xPOqnnhe1RPPq/oyNfnWyyIsSr51y8fIWJQwNsx0u/JmxTC0e1P8ExKGdiOWw3v/RayY1Bt929tnuH7f9vaIS/gCv/PsnpaXeK2qN16v6oXXK2WHSEOs0EMdKdWlVCqVQktLK31lmpqy2R4UdfjwYUycOBF6enpy5V++fMGRI0fg4eGhTIi/BJFYhLiPEdgxZCoEqRQhdx+hiJkpWvwxFCfmrkq3vv2gnnh88iJiQrMemJRUi+dVPfG8qieeV/XE85o/9WpdH14z+smedxy9Uql6xGIR7jwJxkzPQwCAe89CUM3CDIO7NYHvsevp1h/QsRF2n7yR6RhTpDq8VvMvXq/0I16vvy51TaYpQqmEW/369bFgwQIsW7YMpqamAICwsDB4eHigQYMGCtURHx8PQRAgCAI+f/4MbW1t2bLU1FRcvnw5W2PBFXTxEZ+QmpICA1P5aWz1TYsh9t+Mxx+ICQ1HanIyhO+SnP8GvYRhyeLQ0NJCanKyrNyojBmqODnAu8uwvDkAyhDPq3rieVVPPK/qiedVfRy7dA+3Hr2SPdf+/+4npkYG+DciRlZe3NgA95+FZFpPaEQ0gl59kCt7+voDOjerlW5dB7tKsCpfEn2mrM9p+PQTvFbVC69X9cbrlbJDrER3UXWhVKrR3d0d8fHxaNasGZycnODk5IRmzZohPj4eM2fOVKiO2rVro27duhCJRGjZsiXq1Kkje9SvXx/Tpk1Dnz59lAmvQEpNTkbInUeo3Ox/zaNFIhEqN7PHq4C7GW7z8tptFLcoB5FIJCsztSyP6A9hcjcsALAf2B1xHyPx8MT5vDkAyhDPq3rieVVPPK/qiedVfcQnfMHLtx9ljyevPiA0PBpN61WVraOvWwh1q1fAzQcvM60n4N4/sCxbQq6sUpkSCAlNP6vewE6NcOdJMB48f5t7B0IZ4rWqXni9qjder5Qdv3KXUqWOqmTJkvDz84O3tzf69++P/v37Y8OGDfDz80OJEiV+XgGA7du3Y+vWrRAEAatXr8a2bdtkj127duHChQsYPny4MuEVWGeXb0LDwb1Qv19XlKhcEb3WLYBEVwfXfb7N/DJg2zJ0WjhJtv7ldTugY2SIHqtmoXil8qjepilaTRuBS17b5eoViURoMLAbArYdhDQ19T89JuJ5VVc8r+qJ51U98byqrzW7/sJU13Zo19gW1S3M4DPPFR/Co3Hkwv++8J1aPxHDezrKnq/acQb1rCtgsktbVCxdHL+3qgfXro2xfq/8Fzt93ULo2rwOtvhlb3xiUh6vVfXG61W98HolRYk1xAo91JHCbfvq1q2LU6dOwcjICFOnTsX06dPh4OAABwcHpXZct25dAMC5c+dQqlQpuUz3r+rOvuPQL2aE9nPHwaBEMby7F4Q1rfoj7uO3wSiNyphBkAqy9T+9C8Xqlv3RfcVMzHxwCtHv/8X5VT44vVi+GXVlp4YwLmvOGV5UhOdVPfG8qieeV/XE86q+lm49Cd3C2lg7oz+K6Ovg2r0XaD9yudz4TRVKF4dJEX3Z8ztPgtF9ghfmu3XF9CEdEPw+HBP+3I3dJ2/I1d2jZT2IAOw9dfO/OpxfHq9V9cbrVb3weiVF/cpdSkWCIAg/Xw2ws7PD0aNHUbp0aVSpUgXXrl3LlTHWLl++DB0dHdSuXRsAsHPnTuzbtw8WFhZwd3eHoWHms9ZkZpioXI7jIiIiIvoVbLF1/PlKVOC43GNXLHXE61U98XpVT+uFYFWHkC9ErJ6g0Homo5flcST/PYVTjba2thgxYgSqV68OQRAwf/58uYkOvpedmUX//PNPTJw4EQDw7NkzeHh4wMXFBTdv3sSiRYs4SykRERERERERUQEkEqtnd1FFKJxw+/PPP7F161aEhHybRSYuLg5fv37NcQDv3r1DxYoVAQBnzpyBo6Mjxo8fj8ePH2PIkCE5rp+IiIiIiIiIiP57Yg0NVYegMgon3ExMTGQt0RwdHbFkyRIULVo0xwFoaWnhy5cvAIDr16+jU6dOAABDQ0PEx8fnuH4iIiIiIiIiIvrviSW/7hhuSrXtGz16NHR1ddOVJyUl4fDhw9mqq2bNmvDw8ICXlxcePnyIJk2aAACCg4MVnvGUiIiIiIiIiIjyF5FYrNBDHSl1VFOnTkVcXFy68s+fP2Pq1KnZqsvd3R2ampo4ffo0Zs2aBVNTUwDfJlNo1KiRMuEREREREREREZGKiTTECj3UkVJt+wRBgEgkSlceFhYGfX39DLbIXKlSpeDt7Z2ufNq0acqERkRERERERERE+YBY69ftUpqtI+/UqRNEIhFEIhH69+8PTc3/bZ6amop3795lu1Xahw8fslxeqlSpbNVHRERERERERESqJxJz0gSFODk5AQCCgoLQsGFDuXHctLS0YGZmhhYtWmQrAEdHxwxby6UJCgrKVn1ERERERERERJQPMOGmmFGjRiE1NRVmZmZwcHBA8eLFcxzAj5MsJCcnIygoCD4+Phg3blyO6yciIiIiIiIiov+eSEtL1SGoTLY702poaMDd3R3+/v65EkDlypXTlVlbW6N48eLYvHlztlvMERERERERERFRPvALt3BTaiqISpUq4d27d7kdi5zy5cvj4cOHeboPIiIiIiIiIiLKI2INxR5qSKmE29ixY7F48WJcuHABHz9+RHx8vNwjO37cNi4uDi9fvsTKlStRtmxZZcIjIiIiIiIiIiIVE2lqKfTIrp07d8LR0RHW1tbo3r07Hjx4kOm6+/btQ+/evVGnTh3UqVMHAwYMyHL93KLU/KxDhgwBAAwfPlxuwgNBECASibI10UHt2rXTTZogCAJKliyJ5cuXKxMeERERERERERGpWh60XvP394eHhwfmzJmDGjVqYNu2bRg0aBBOnToFY2PjdOvfvHkTbdu2Rc2aNSGRSLBp0ya4uLjgxIkTMDU1zfX40iiVcNu+fXuuBfBjXWKxGEWLFkXZsmWhqalUeEREREREREREpGIisVIdK7Pk4+ODHj16oGvXrgCAOXPm4OLFizh48KCsgdj3li1bJvd8/vz5OH36NAICAtCpU6dcjy+NUhmtunXr5loAuVkXERERERERERHlEwq2cEtKSkJSUpJcmUQigUQiSbfe48ePMXTo0P/tQiyGvb09AgMDFdpXYmIiUlJSYGhoqND6ylK6CVlsbCwOHDiAly9fAvg2kULXrl2hr6//023PnTun8H6aNWumbIhERERERERERKQiIi3Jz1cC4O3tDU9PT7myUaNGwc3NTa7s06dPSE1NTdd11NjYGK9evVJoX0uXLkXx4sVhb2+v0PrKUirh9vDhQ7i6ukJbWxs2NjYAvjXpW7duHbZs2YJq1apluf3IkSMV2k92x4MjIiIiIiIiIqJ8QsEupUOHDsXAgQPlyn5s3ZYbNmzYAH9/f2zfvh3a2tq5Xv/3lEq4eXh4wNHREfPmzZONs5aSkoIZM2Zg4cKF2LlzZ5bbP336VJndEhERERERERFRQaFgl9KMuo9mpGjRotDQ0EBkZKRceWRkJExMTLLcdvPmzdiwYQN8fHxQuXJlheLKCaVGr3v06BFcXV3lJjXQ1NSEq6srHj16lGvBERERERERERFRwSTS1FLooSiJRIJq1aohICBAViaVShEQEAA7O7tMt9u4cSPWrl2LTZs2wdraOkfHpCilEm56enoIDQ1NVx4aGgpdXV2F6ggICECbNm0QHx+fbllcXBzatm2Lv//+W5nwiIiIiIiIiIhIxURiDYUe2TFw4EDs27cPfn5+ePnyJWbPno3ExER06dIFADBp0iS5mUk3bNiAVatWYeHChTAzM0N4eDjCw8Px+fPnXD3WHynVpbRNmzaYPn06Jk+eLMsg3r17F0uWLEHbtm0VqmPbtm3o0aMH9PT00i3T19dHz549sXXrVtSpU0eZEImIiIiIiIiISJWymUxTRJs2bRAVFYXVq1cjPDwcVapUwaZNm2RdSkNDQyH+buy4PXv2IDk5GaNHj5arJ6NJGXKTUgm3SZMmyf5NTU39VpGmJnr16oWJEycqVMezZ8/wxx9/ZLrcwcEBW7ZsUSY8IiIiIiIiIiJSMZGW4t1Fs8PZ2RnOzs4ZLvP19ZV7fv78+TyJ4WeUSrhJJBLMmDEDEyZMQEhICACgTJkyKFy4sMJ1REREyI0Bly4wTU1ERUUpEx4REREREREREalaHrRwKyiUGsMtTeHChWFgYAADA4NsJdsAwNTUFC9evMh0+bNnz1CsWLGchEdERERERERERKoi1lDsoYaUSrilpKRg5cqVqFWrFhwdHeHo6IhatWphxYoVSE5OVqiOxo0bY9WqVfj69Wu6ZV++fMGaNWvQtGlTZcIjIiIiIiIiIiIVE4nFCj3UkVJdSufNm4e//voLf/zxB2xtbQEA9+7dg6enJ6KjozFnzpyf1jF8+HCcOXMGLVu2RJ8+fVC+fHkAwKtXr7Br1y6kpqZi2LBhyoRHRERERERERESqppE3Y7gVBEol3I4fP47ly5ejcePGsrLKlSujZMmSGD9+vEIJNxMTE+zZswezZ8/G8uXLIQgCAEAkEqFhw4Zwd3eXzTBBREREREREREQFjEg9W68pQulJE8zNzdOVm5ubQysbM1CYmZlh48aNiImJwZs3bwAAZcuWhaGhoTJhERERERERERFRPiH8wgk3pY68T58+WLt2LZKSkmRlSUlJWLduXabTsmbF0NAQNjY2sLGxYbKNiIiIiIiIiEgd/MKTJijVwi0oKAgBAQH47bffULlyZQDA06dPkZycjAYNGmDUqFGydT09PXMnUiIiIiIiIiIiKjjUdEIERSiVcDMwMEDLli3lykqWLJkrARERERERERERUcH3K3cpVSrh5uHhodB6d+7cQVJSEiQSiTK7ISIiIiIiIiKigkqsVNpJLeRpqnHw4MEICwvLy10QEREREREREVF+JBIr9lBDeZpqFAQhL6snIiIiIiIiIqJ8il1KiYiIiIiIiIiIcpOazkCqCCbciIiIiIiIiIgo97GFGxERERERERERUe5hl9I8IhKJ8rJ6IiIiIiIiIiLKr8RMuOUJTppARERERERERPSLEv+6HSuVOvK3b98iNTUV5cqVkysPDg6GpqYmzM3NAQCBgYE5DpCIiIiIiIiIiAqgX7hLqVJHPnXq1AyTaffv38fUqVNzHBQRERERERERERVsgkis0CO7du7cCUdHR1hbW6N79+548OBBluufPHkSrVq1grW1Ndq3b49Lly4pe0gKUyrh9uTJE9SsWTNdua2tLYKCgnIcFBERERERERERFXBiDcUe2eDv7w8PDw+MHDkSfn5+qFy5MgYNGoTIyMgM17979y4mTJiAbt264fDhw2jWrBlGjhyJ58+f58YRZkqphJtIJMLnz5/TlcfFxSE1NTXHQRERERERERERUQEnEiv2yAYfHx/06NEDXbt2hYWFBebMmYNChQrh4MGDGa6/fft2NGrUCK6urqhYsSLGjh2LqlWrYseOHblxhJlSKuFWp04deHt7yyXXUlNTsWHDBtSqVSvXgiMiIiIiIiIiooJJ0S6lSUlJiI+Pl3skJSWlqy8pKQmPHz+Gvb29rEwsFsPe3j7TeQTu3buHBg0ayJU1bNgQ9+7dy9Vj/ZFSkyZMnDgRffr0QatWrVC7dm0AwO3btxEfH49t27blaoDK2GLrqOoQiIiIiAoEl3vnVR0C5QF+HlZPvF7VE69X9bRe1QHkE4KC3UW9vb3h6ekpVzZq1Ci4ubnJlX369AmpqakwNjaWKzc2NsarV68yrDsiIgImJibp1o+IiFAoNmUplXCzsLDA0aNHsXPnTjx9+hSFChVCx44d4ezsjCJFiuRyiEREREREREREVNAIgmLrDR06FAMHDpQrk0gkeRDRf0ephBsAmJqaYvz48bkZCxERERERERERqQmpghk3iUSiUIKtaNGi0NDQSDdBQmRkZLpWbGlMTEzStWbLav3cotQYbmkSExPx8uVLPH36VO5BRERERERERES/NkHBh6IkEgmqVauGgIAAWZlUKkVAQADs7Owy3MbW1hY3btyQK7t+/TpsbW2zsefsU6qFW1RUFKZOnYrLly9nuDwoKChHQRERERERERERUcGWKs1OOk0xAwcOxOTJk1G9enXY2Nhg27ZtSExMRJcuXQAAkyZNgqmpKSZMmAAA6NevH/r27YstW7agcePG8Pf3x6NHjzB37txcj+17SiXcFixYgNjYWOzbtw/9+vWDp6cnIiIisG7dOkyZMiW3YyQiIiIiIiIiogImD/JtaNOmDaKiorB69WqEh4ejSpUq2LRpk6yLaGhoKMTi/3XorFmzJpYuXYqVK1di+fLlKFeuHLy8vGBpaZn7wX1HqYTbzZs3sXbtWlhbW0MkEqFUqVJwcHCAnp4evL290aRJk1wOk4iIiIiIiIiICpI8yLcBAJydneHs7JzhMl9f33RlrVu3RuvWrfMomowpNYZbQkICjIyMAACGhoaIiooCAFhaWuLJkye5Fx0RERERERERERVIqVJBoYc6UirhVr58ebx+/RoAYGVlhb179yIsLAx79uxBsWLFcjVAIiIiIiIiIiIqeKQKPtSRUl1K+/Xrh/DwcADAqFGj4OrqimPHjkFLSwuLFi3K1QCJiIiIiIiIiKjgEdSz8ZpClEq4dezYUfb/6tWr48KFC3j16hVKliwp62pKRERERERERES/LnXtLqoIpRJuPypcuDCqVauWG1UREREREREREZEaUNfuoopQKuGWmpqKQ4cO4caNG4iMjIRUKv8Sbt++PVeCIyIiIiIiIiKigoldSrNpwYIF8PPzQ+PGjVGpUiWIRKLcjouIiIiIiIiIiAqw1F8446ZUwu3EiRNYuXIlGjdunNvxEBERERERERGRGviFh3BTLuGmpaWFMmXK5HYsRERERERERESkJn7hBm4QK7ORi4sLtm/fDuFXfuWIiIiIiIiIiChTUggKPdSRUi3c7ty5g5s3b+Ly5cuoVKkSNDXlq/H09MyV4IiIiIiIiIiIqGBK/YWnKVUq4WZgYIDmzZvndixERERERERERKQmfuWOkUol3Dw8PHI7DiIiIiIiIiIiUiPq2l1UEUqN4fZfSEhIwN9//63qMIiIiIiIiIiISAmpUkGhhzpSqoVbp06dIBKJ0pWLRCJIJBKULVsWnTt3Rv369ZUOLCQkBP369UNQUJDSdRARERERERERkWr8ymO4KdXCrVGjRnj79i0KFy6MevXqoV69etDR0UFISAisra0RHh6OgQMH4uzZs7kdLxERERERERERFQBSQVDooY6UauH26dMnDBw4ECNHjpQrX7t2LT58+IAtW7Zg9erVWLt2LZycnDKso27dulnuIzU1VZnQiIiIiIiIiIgoH0iW/rpN3JRKuJ08eRKHDh1KV962bVt06dIF8+fPR9u2beHj45NpHUlJSejVqxcsLS0zXP7+/Xt4eXkpEx4REREREREREanYr9ylVKmEm7a2NgIDA1G2bFm58sDAQGhrawMABEGQ/T8jlStXRokSJdC5c+cMlz99+pQJNyIiIiIiIiKiAkrV3UWjo6Mxb948XLhwAWKxGC1atMD06dOhq6ub6fpr1qzB1atXERoaCiMjIzg5OWHMmDHQ19fP1r6VSrg5Oztj1qxZePToEaytrQEADx8+xIEDBzB06FAAwNWrV1GlSpVM62jSpAni4uIyXW5oaIhOnTopEx4REREREREREalYqooTbhMnTkR4eDh8fHyQnJyMadOmwd3dHcuWLctw/Y8fP+Ljx4+YPHkyLCws8P79e8yePRsfP37E6tWrs7VvkSAod/RHjx7Fzp078fr1awBA+fLl4ezsjPbt2wMAvnz5ApFIlGUrt7wisXP5z/dJREREVBC53Duv6hAoD2yxdVR1CJQHeL2qJ16v6ikpcIuqQ8gXTj/7qNB6La2K5/q+X758iTZt2uDAgQOyxmKXL1/GkCFDcOnSJZiamipUz8mTJ/HHH3/g3r170NRUvN2aUi3cAKBDhw7o0KFDpssLFSqkbNVERERERERERFTAqbJLaWBgIAwMDGTJNgCwt7eHWCzGgwcP0Lx5c4XqiY+Ph56eXraSbUAOEm5ERERERERERESZSVUw35aUlISkpCS5MolEAolEovS+IyIiYGRkJFemqakJQ0NDhIeHK1RHVFQU1q5di549e2Z7/won3OrWrYtTp07ByMgIderUgUgkynTdW7duZTsQIiIiIiIiIiJSH8kKTlPq7e0NT09PubJRo0bBzc0t3bpLly7Fxo0bs6zP399f8SAzER8fj6FDh6JixYoYNWpUtrdXOOE2depU6OnpAQCmTZuW7R0REREREREREdGvQ9EupUOHDsXAgQPlyjJr3ebi4oLOnTtnWV/p0qVhYmKCqKgoufKUlBTExMSgWLFiWW4fHx8PV1dX6OrqwsvLC1paWgochTyFE27fH8zPDkxRqampuHv3LqysrGBgYJArdRIRERERERERkeop2qU0O91HjYyM0nUVzYidnR1iY2Px6NEjVK9eHQBw48YNSKVS2NjYZLpdfHw8Bg0aBIlEgnXr1ik9GahYqa3+X2RkJJ4/f46nT5/KPRSloaEBFxcXxMTE5CQMIiIiIiIiIiLKZ1JSpQo98kLFihXRqFEjzJw5Ew8ePMCdO3cwb948tG3bVjZDaVhYGFq1aoUHDx4A+JZsc3FxQUJCAhYsWID4+HiEh4cjPDwcqamp2dq/UpMmPHr0CFOmTMHLly8h/NA8UCQSISgoSOG6KlWqhHfv3qF06dLKhEJERERERERERPmQoi3c8srSpUsxb9489O/fH2KxGC1atMCMGTNky5OTk/H69WskJiYCAB4/foz79+8DQLpZTM+dOwdzc3OF961Uwm3atGkoV64cFixYAGNj4ywnUPiZsWPHYvHixRgzZgyqVasGHR0dueVp48YREREREREREVHBoegYbnmlSJEiWLZsWabLzc3N8ezZM9nzevXqyT3PCaUSbm/fvsWaNWtQtmzZHAcwZMgQAMDw4cPlEneCIGS7tRwREREREREREeUPis5Sqo6USrg1aNAAT58+zZWE2/bt23NcBxERERERERER5S+q7lKqSkol3ObPn48pU6bgxYsXqFSpEjQ15atp1qyZwnXVrVtXmRCIiIiIiIiIiCgfU3WXUlVSKuF279493L17F5cvX063TJluoLdv38aePXvw7t07rFq1Cqampjh8+DDMzc1Ru3ZtZUIkIiIiIiIiIiIVSmXCLXvmz5+PDh06YMSIETAxMclRAKdPn8akSZPQvn17PH78GElJSQC+TcXq7e3NhBsRERERERERUQGUlPLrjuEmVmajT58+YcCAATlOtgHAunXrMGfOHMyfP1+ua2rNmjXx5MmTHNdPRERERERERET/vVSpoNBDHSmVcGvRogVu3ryZKwG8fv06w1Zs+vr6iI2NzZV9EBERERERERHRf+tXTrgp1aW0XLlyWLZsGe7cuQNLS8t0kyb069dP4bpMTEwQEhICc3NzufI7d+6gdOnSyoRHREREREREREQq9it3KVUq4bZ//37o6Ojg1q1buHXrltwykUiUrYRbjx49sGDBAixcuBAikQhhYWEIDAzE4sWLMWLECGXCK/BmDe8El86/oYi+Dq7f/wduC7fjn5CPWW5TqlgRLBzTHS0drKFTSIKXbz/CdfYW3H0SDABICtyS4XZTVuzD8u2ncvsQKAM8r+qJ51U98byqJ55X9dJ4RF+0+GMoDEoUw7v7QdjrNgvBf9/PdP3ChgbouGAi7Lq0go6RIaLevMf+sXPx6ORFAMCC11dhXM483XYXvbZjzyj3vDoMygSvV/XC61W98XqlrKhr6zVFZDvhJggCfH19YWxsjEKFCuU4gCFDhkAqlWLAgAFITEyEs7MzJBIJXFxc0Ldv3xzXX9BMHNAaI3s5YZD7JgS/j8DsEZ1x3GsCanSdjq9JKRluU0RfBxe3TsOlv5+i/agViPgUB4sypoiO/Sxbp7TTWLltWjrYYMOsAfA7dycvD4f+H8+reuJ5VU88r+qJ51W91OrRDt2Wz8CuYTMQfDMQjmNd4HZ6O2ZbOSIuPDLd+hpaWhjzly/iPkZiQ7fhiH4fBqOyZkiI/t/wJR51OkCsoSF7Xqq6Jcae3Ym7+/3/k2Oi/+H1ql54vao3Xq/0M0y4ZYMgCGjZsiWOHz+OcuXK5TgAkUiE4cOHY9CgQQgJCUFCQgIqVqwIXV3dHNddELn1bg6Pjcdw7OI9AMDAmZvw7uxKdGxaE/tO38pwmz8GtsG7f6MwePb/fgUI/hAht05YpPx4eB2a2OLi30/x+n147h4AZYjnVT3xvKonnlf1xPOqXpzGu+Laxj0I2LofALBr2HRYt3WEvUsPnF68Lt369i49oGtUBEvsu0Ka8u0LYOSbd3LrxEdEyT1vOWU4Pv4TjOeXbuTRUVBmeL2qF16v6o3XK/3Mr9ylNNuTJojFYpQtWxbR0dG5EsDUqVMRHx8PiUQCCwsL2NjYQFdXFwkJCZg6dWqu7KOgKG9WDCWLFcH5m/+bnTU2PhG3Hr1CPZuKmW7XrrEt7jwJxu4lw/Hu3Erc2j0LLp1/y3T94kYGaN3QBlsPX8nV+CljPK/qiedVPfG8qieeV/WioaWFMrWqI+jsNVmZIAgIOnsNFRrUzHCbGh2c8CrgLnp5zcWSf//GzIen0WrqCIjEGX8U1tDSQj3nTri+ZV+eHANljtereuH1qt54vZIiUqSCQg91pNQspRMmTMCSJUvw/PnzHAdw+PBhfP36NV35ly9fcOTIkRzXX5CYmhgAAMKi5LP5HyNjUcLYMNPtypsVw9DuTfFPSBjajVgO7/0XsWJSb/Rtb5/h+n3b2yMu4Qv8zrM57n+B51U98byqJ55X9cTzql70TIpCQ1MTsWHyrSHiwsJhUKJYhtuYVCiDmt3aQKyhAc82A+E/bw2cJgxGmxluGa5v26kFChcxQMDWA7keP2WN16t64fWq3ni9kiI4S2k2TZ48GYmJiejYsSO0tLTSjeX240QKGYmPj4cgCBAEAZ8/f4a2trZsWWpqKi5fvgwjIyNlwiswerWuD68Z/5tgouPolUrVIxaLcOdJMGZ6HgIA3HsWgmoWZhjcrQl8j11Pt/6Ajo2w++SNTPvUU87wvKonnlf1xPOqnnhe6UcisQhxHyOwY8hUCFIpQu4+QhEzU7T4YyhOzF2Vbn37QT3x+ORFxIRmPeg35RyvV/oRr9f8i9crKUNdk2mKUCrhNm3atBzvuHbt2hCJRBCJRGjZsmW65SKRCG5uGf+KoS6OXbqHW49eyZ5ra307HaZGBvg3IkZWXtzYAPefhWRaT2hENIJefZAre/r6Azo3q5VuXQe7SrAqXxJ9pqzPafiUCZ5X9cTzqp54XtUTz6t6i4/4hNSUFBiYmsiV65sWQ+y/GY/tExMajtTkZAjS/40j82/QSxiWLA4NLS2kJifLyo3KmKGKkwO8uwzLmwMgObxe1RuvV/XC65WUkZT6647hplTCrXPnzjne8fbt2yEIAvr37481a9bA0PB/TU61tLRQqlQpmJqa5ng/+Vl8whfEJ3yRKwsNj0bTelVx//lbAIC+biHUrV4BG/ZfyLSegHv/wLJsCbmySmVKICQ0/aw/Azs1wp0nwXjw//VT7uN5VU88r+qJ51U98byqt9TkZITceYTKzexx/8gZAN9+qK3czB4XPbdnuM3La7dRt3dHiEQiCMK3X9pNLcsj+kOY3Jd3ALAf2B1xHyPx8MT5vD0QAsDrVd3xelUvvF5JGb9yCzelxnD73tevXxEfHy/3UETdunVRr149nDt3Dk5OTqhbt67sYWdnp/bJtsys2fUXprq2Q7vGtqhuYQafea74EB6NIxfuytY5tX4ihvd0lD1fteMM6llXwGSXtqhYujh+b1UPrl0bY/1e+Tcefd1C6Nq8Drb4Xf7Pjoe+4XlVTzyv6onnVT3xvKqXs8s3oeHgXqjfrytKVK6IXusWQKKrg+s+32ZBHLBtGTotnCRb//K6HdAxMkSPVbNQvFJ5VG/TFK2mjcAlL/kv/CKRCA0GdkPAtoOQpqb+p8dE/8PrVb3welVvvF7pZziGWzYlJCRg6dKlOHnyZIazlQYFBSlc18uXLxEaGoratWsDAHbu3Il9+/bBwsIC7u7uci3ffgVLt56EbmFtrJ3RH0X0dXDt3gu0H7lcrr96hdLFYVJEX/b8zpNgdJ/ghfluXTF9SAcEvw/HhD93Y/dJ+Wmxe7SsBxGAvadu/leHQ/+P51U98byqJ55X9cTzql7u7DsO/WJGaD93HAxKFMO7e0FY06o/4j5+G5jdqIwZhO8+vH96F4rVLfuj+4qZmPngFKLf/4vzq3xwerF8F6XKTg1hXNacsx2qGK9X9cLrVb3xeqWfSUr5dRPiIiGtnW42zJkzBzdv3sSYMWMwadIkuLu7IywsDHv37sWECRPQoUMHhetq3749Jk6ciMaNG+PZs2fo2rUrXFxccPPmTVSoUAEeHh7ZDQ8SO5dsb0NERET0K3K5x65Y6miLrePPV6ICh9ereuL1qp6SAreoOoR8oefWn0+qCQB7B9TNk/1HR0dj3rx5uHDhAsRiMVq0aIHp06dDV1f3p9sKgoDBgwfjypUr8PLygpOTU7b2rVSX0gsXLmDWrFlo2bIlNDQ0ULt2bYwYMQLjxo3DsWPHslXXu3fvULFiRQDAmTNn4OjoiPHjx8Pd3R2XL7PpKBERERERERFRQZQiFRR65JWJEyfin3/+gY+PD9avX4/bt2/D3d1doW23bdsGkUik9L6VSrjFxMSgdOnSAAA9PT3ExHybkaRWrVq4fft2turS0tLCly/fBl68fv06HBwcAACGhoYKjwdHRERERERERET5S1KKVKFHXnj58iWuXLmC+fPno0aNGqhduzZmzJiBEydOICwsLMttg4KCsGXLFixcuFDp/SuVcDM3N8e7d+8AABUqVMDJkycBfGv5pq+vn9Wm6dSsWRMeHh7w8vLCw4cP0aRJEwBAcHAwSpQokfXGRERERERERESUL6ly0oTAwEAYGBjA2tpaVmZvbw+xWIwHDx5kul1iYiImTJgAd3d3FCtWTOn9K5Vw69q1K54+fQoAGDJkCHbu3Alra2t4eHhg0KBB2arL3d0dmpqaOH36NGbNmiWbnfTy5cto1KiRMuEREREREREREZGKKZpwS0pKQnx8vNwjKSkpR/uOiIiAkZGRXJmmpiYMDQ0RHh6e6XYeHh6ws7PL9phtP1JqltIBAwbI/m9vb4+TJ0/i8ePHKFOmDCpXrpytukqVKgVvb+905dOmTVMmNCIiIiIiIiIiygdSFOwu6u3tDU9PT7myUaNGwc3NLd26S5cuxcaNG7Osz9/fX/Egv3Pu3DncuHEDfn5+Sm3/PaUSbj8yMzODmZmZUtt++PAhy+WlSpVSql4iIiIiIiIiIlIdqYLdRYeOGIqBAwfKlUkkkgzXdXFxQefOnbOsr3Tp0jAxMUFUVJRceUpKCmJiYjLtKnrjxg2EhISgTp06cuVubm6oXbs2fH19f3YoMkol3ObPn48yZcqgX79+cuU7duzAmzdvMH36dIXrcnR0zHLWh6CgIGVCJCIiIiIiIiIiFRIExRJuEokk0wTbj4yMjNJ1Fc2InZ0dYmNj8ejRI1SvXh3At4SaVCqFjY1NhtsMGTIE3bt3lytr3749pk6diqZNmyoUXxqlEm6nT5/GunXr0pXb2dlhw4YN2Uq4HT58WO55cnIygoKC4OPjg3HjxikTHhERERERERERqZiQRxMiKKJixYpo1KgRZs6ciTlz5iA5ORnz5s1D27ZtZfMHhIWFoX///liyZAlsbGxQrFixDFu/lSpVCqVLl87W/pVKuEVHR2c4G6menh4+ffqUrboyGvPN2toaxYsXx+bNm9GiRQtlQiQiIiIiIiIiIhVKTVFdwg34Nt7bvHnz0L9/f4jFYrRo0QIzZsyQLU9OTsbr16+RmJiY6/tWKuFWtmxZXLlyBWXLlpUrv3z5crYzfpkpX748Hj58mCt1ERERERERERHRf0vRLqV5pUiRIli2bFmmy83NzfHs2bMs6/jZ8swoPUvpvHnzEBUVhfr16wMAAgIC4OPjk+3ZRePj4+WeC4KAjx8/wtPTM11Cj4iIiIiIiIiICgZFJ01QR0ol3Lp164akpCSsX78ea9euBfBtptLZs2ejU6dO2aqrdu3a6SZNEAQBJUuWxPLly5UJj4iIiIiIiIiIVEyaIlV1CCqjVMINAHr37o3evXsjKioK2tra0NXVTbfOnTt3YG1tneVME9u3b5d7LhaLUbRoUZQtWxaamkqHR0REREREREREKiRVcZdSVcpxRiurqVgHDx6MI0eOZDmuW926dXMaAhERERERERER5TOqnKVU1fK0CVlmg+OdO3dO4TqaNWuWW+EQEREREREREdF/JJVdSv9bI0eOVGg9kUiEoKCgPI6GiIiIiIiIiIhym6pnKVUllSTcnj59qordEhERERERERHRf0T4dRu4qSbhRkRERERERERE6k36C4/hJs7LykUiUabLAgIC0KZNG8THx6dbFhcXh7Zt2+Lvv//Oy/CIiIiIiIiIiCiPSFOkCj3UUbYTboIg4MOHD/j69atC62Zm27Zt6NGjB/T09NIt09fXR8+ePbF169bshkdERERERERERPmAVBAUeqgjpRJuLVq0QGho6E/XDQwMROnSpTNc9uzZMzRq1CjTbR0cHPD48ePshkdERERERERERPmAIBUUeqijbI/hJhaLUbZsWURHR+doxxEREdDUzHz3mpqaiIqKytE+iIiIiIiIiIhINVLVtLuoIpQaw23ChAlYsmQJnj9/rvSOTU1N8eLFi0yXP3v2DMWKFVO6fiIiIiIiIiIiUh1BEBR6qCOlZimdPHkyEhMT0bFjR2hpaaFQoUJyy2/duvXTOho3boxVq1ahUaNG0NbWllv25csXrFmzBk2bNlUmPCIiIiIiIiIiUjF17S6qCKUSbtOmTcvxjocPH44zZ86gZcuW6NOnD8qXLw8AePXqFXbt2oXU1FQMGzYsx/shIiIiIiIiIqL/XmpKiqpDUBmlEm6dO3fO8Y5NTEywZ88ezJ49G8uXL5c1IRSJRGjYsCHc3d1hYmKS4/0QEREREREREdF/T5CmqjoElVEq4QYAISEhOHjwIN6+fYvp06fD2NgYly5dQqlSpVCpUiWF6jAzM8PGjRsRExODN2/eAADKli0LQ0NDZcMiIiIiIiIiIqJ84FdOuCk1acKtW7fQvn17PHjwAGfOnEFCQgKAbxMdrFmzJtv1GRoawsbGBjY2Nky2ERERERERERGpAWlykkIPdaRUwm3ZsmUYO3YsfHx8oKWlJSuvX78+7t27l1uxERERERERERFRASVIUxV65JXo6GhMmDABNWvWRO3atTFt2jR8/vz5p9sFBgaiX79+sLW1Rc2aNdGnTx98+fIlW/tWKuH2/PlzODk5pSs3MjLCp0+flKmSiIiIiIiIiIjUiKoTbhMnTsQ///wDHx8frF+/Hrdv34a7u3uW2wQGBsLV1RUNGzbE/v37ceDAAfTp0wdicfZSaEqN4aavr4/w8HCULl1arjwoKAimpqbKVElERERERERERGpElWO4vXz5EleuXMGBAwdgbW0NAJgxYwaGDBmCSZMmZZq/8vDwQN++fTFkyBBZWYUKFbK9f6VauLVt2xZLly5FeHg4RCIRpFIp7ty5g8WLF6NTp07KVElERERERERERGokNSVJoUdeCAwMhIGBgSzZBgD29vYQi8V48OBBhttERkbi/v37MDY2xu+//w57e3s4Ozvj9u3b2d6/Ugm3cePGoUKFCmjSpAkSEhLQtm1bODs7w87ODsOHD1emSiIiIiIiIiIiUiOKdilNSkpCfHy83CMpKWeJuIiICBgZGcmVaWpqwtDQEOHh4Rlu8/btWwCAp6cnunfvjk2bNqFq1aoYMGAAgoODs7V/pbqUSiQSzJ8/HyNHjsTz58/x+fNnVK1aFeXKlVOmOiIiIiIiIiIiUjOKdin19vaGp6enXNmoUaPg5uaWbt2lS5di48aNWdbn7++veJDfkUqlAICePXuia9euAICqVasiICAABw8exIQJExSuS6mEm6enJwYNGoSSJUuiZMmSsvIvX75g06ZNGDVqlDLVEhERERERERGRmpAmK9ZKbejQ8Rg4cKBcmUQiyXBdFxcXdO7cOcv6SpcuDRMTE0RFRcmVp6SkICYmBsWKFctwu7TyihUrypVXrFgRHz58yHKfP1Iq4ebl5YVevXqhcOHCcuWJiYnw8vJiwo2IiIiIiIiI6BenaAs3iUSSaYLtR0ZGRum6imbEzs4OsbGxePToEapXrw4AuHHjBqRSKWxsbDLcxtzcHMWLF8fr16/lyoODg/Hbb78pFF8apcZwEwQBIpEoXfnTp09haGioTJVERERERERERKRGFB3DLS9UrFgRjRo1wsyZM/HgwQPcuXMH8+bNQ9u2bWUzlIaFhaFVq1aySRREIhEGDRoEX19fnDp1Cm/evMHKlSvx6tUrdOvWLVv7z1YLtzp16kAkEkEkEqFly5ZySbfU1FQkJCTg999/z1YARERERERERESkfqQpySrd/9KlSzFv3jz0798fYrEYLVq0wIwZM2TLk5OT8fr1ayQmJsrKBgwYgKSkJHh4eCAmJgaVK1fGli1bUKZMmWztO1sJt2nTpkEQBEybNg1ubm7Q19eXLdPS0oKZmRns7OyyFQAREREREREREamfvGq9pqgiRYpg2bJlmS43NzfHs2fP0pUPGTIEQ4YMydG+s5VwSxuUztzcHDVr1oSmplJDwBERERERERERkZqTqjjhpkpKjeGmq6uLly9fyp6fPXsWI0aMwPLly5GUpNgMFEREREREREREpL6E1FSFHupIqYSbu7s7goODAQBv377FuHHjULhwYZw6dQp//vlnbsZHREREREREREQFkDQlSaGHOlIq4RYcHIwqVaoAAE6ePIm6deti2bJl8PDwwJkzZ3I1QCIiIiIiIiIiKnhUOUupqik1CJsgCJBKpQCAgIAANGnSBABQsmRJfPr0KdeCIyIiIiIiIiKigkldk2mKUCrhVr16daxbtw4NGjTA33//jdmzZwMA3r17BxMTk9yMTylJgVtUHQIRERERkcqsV3UARKQwXq+kzn7l/IxSXUqnTZuGJ0+eYN68eRg2bBjKli0LADh9+jTs7OxyNUAiIiIiIiIiIqKCRCQIgpBblX39+hVisRhaWlq5VSUREREREREREVGBkqsJNyIiIiIiIiIiol+dUmO4Va5cGSKRKNPlQUFBSgdERERERERERERUkCmVcPP09JR7npKSgqCgIPj5+cHNzS1XAiMiIiIiIiIiIiqIcrVL6bFjx+Dv749169blVpVEREREREREREQFilKzlGbG1tYWN27cyM0qiYiIiIiIiIiICpRcS7h9+fIF27dvR/HixXOrSiIiIiIiIiIiogJHqTHc6tSpIzdpgiAI+Pz5MwoVKoQ///wz14IjIiIiIiIiIiIqaJQaw+3QoUNyCTeRSAQjIyPUqFEDhoaGuRogERERERERERFRQZKrkyYQEf1KFi9ejNevX2PdunVyP0IQERFRzgiCwPdWNcTzSkS/EoW7lD59+lThSitXrqxUMCT/JiSVSiEW5+q8FqQiP3644IeNgi8pKQnGxsa4efMmpk2bhoULF/KcqgFem0QFy8SJE9GgQQN07dpV1aFQLkm7D6fdi9++fQtzc3Pem9XA999tUlJSoKmp1OhGREQFhsJ3uU6dOkEkEuFnDeJEIhGCgoJyHNiv6Psvelu3boWZmRkaN24MiUSi4sgoJ77/cPHhwwcYGBhAT09PxVFRTkkkEjg7O0NXVxdHjhzBlClTsHjxYlWHRTnw47UqlUqhra2NYsWKAWAyrqDj+VM/UVFR0NLSgoeHBwoXLow2bdqoOiTKobTrNO1+vGXLFty8eRPr169XdWiUQ9euXUPFihVRokQJLFu2DMnJyZgyZYqqwyIiylMKJ9zOnTuXl3H88r7/ohcbG4tdu3ZBLBZDIpHA3t4eWlpaKo6QlJV2XlesWIELFy4gJiYG/fr1g6OjI8qXL6/i6EgZaddroUKFYG5ujmrVqmH//v0oXLgwZs2axS/1BZAgCLJrddWqVQgICEBISAisra1Ro0YNjBgxgue1APuxxfiPX+qpYDIyMsLo0aOhp6cHd3d3AGDSrQBbvnw5ihQpggEDBsiuy8TERFSqVEn2oz/vwwVTQkIC5syZg8KFC6NatWo4ffo09uzZo+qwKBfwfZQoawon3MzMzGT/9/b2hrGxMbp16ya3zoEDBxAVFYUhQ4bkXoS/iLQb1aJFi/D69WuULFkSz549w/Tp07FgwQIm3Qq4kydP4ujRo5g0aRICAwNx6NAhvH79Gn379oWVlZWqw6NsSrtePTw88Pfff8PS0hJly5bFmTNn8PXrV3YvLYDSzpenpyd27dqF5cuXo3jx4li/fj1Wr16N5s2bo1KlSiqOkpSVds1u374dT548gZ6eHjp27Ahra2t+WSig0rqjlSxZEk5OToiKisLkyZOhra2NZs2aqTo8yqaEhAQ8fvwYCQkJ0NHRQdeuXaGlpYXw8HDo6uoCAN9XCzAdHR34+/ujbt26ePPmDVavXs33VDXw/fvnuXPnEBwcDF1dXVhaWqJmzZoqjo4of1DqE+bevXtRoUKFdOWVKlXirxU54OfnhwMHDmDMmDFYtmwZTpw4gapVq2LKlCm4du0akpKSVB0iKUgqlco9F4lE6N27N1q3bo1p06Zh8ODBePLkCbZt24Znz56pKErKrtTUVNn/r169iiNHjmDGjBlYtGgRDh48iAEDBuDRo0eYPn26CqMkZUVFReHOnTvw8PCAg4MDQkNDceHCBcybNw+VKlXiPbgA+v5evHLlSqxduxaJiYl49OgRXFxccP36dYjF4nT3bMr/0sZ+WrFiBVavXo3Y2FhoaWlh4sSJ8Pf3V3F0lB2CIEBHRwfLly9HqVKlcPjwYRw4cAAA8PXrV6SkpGS5LeVf399bIyMjoaWlBSMjI6xZswbv3r2TLeN5LJjSkm1LlizBvHnzcOPGDVy5cgXDhw/HiRMnVBwdUf6gVMItPDxcNqbN94yMjBAeHp7joH5V4eHhqFKlCiwtLWFsbAxjY2Ns2LABVapUwdy5c3H9+nV+4SsAvu+atn//fixduhQnT56UGxi2U6dO6NevH54+fQpfX188fvxYVeGSAqZPn47Hjx9DQ0NDlnSLjIyEtrY2LCwsAHwb061Xr15o3Lgx/P39MW/ePH6AzOd+PD9isRjv3r1DqVKlcPHiRYwZMwZ//PEHunfvjqSkJOzfvx8PHz5UUbSkjO/H5BOJRPD29saqVauwdOlStGzZEq6urky6FWBHjx7F9u3bMX78eKxcuRJbt25FmzZtMGPGDJw6dUrV4ZGC0rp3Gxoawt3dHWZmZvDz88PBgwehqakJY2Nj/PPPP3j58iVev36NN2/e4ObNm0hOTmart3zs+9ZPd+/ehaGhIW7evImjR48iMTERY8aMkSXd0s5jcnKyyuIl5fj7++PYsWNYuXIlNm7ciMaNGyMuLi7LRDnRr0SphFvJkiVx9+7ddOV37txB8eLFcxzUrybtS19iYiLev38PTU1NiEQifP36FQDQv39/fPjwAfPnz8f169f5ZpSPSaVS2YeGFStWYOHChbh//z4uXbqEvXv34sGDB7J1O3XqhP79++Pq1au4evWqqkKmn3j//j2Cg4MxYsQIPHv2DBoaGgC+dbPX0dGRS5bq6+ujR48e0NPTg5+fH7y8vFQVNv3E99dqfHw8BEGARCJBmTJlsHPnTkyaNAmTJk1Cr169AHz7O7h69So+fvyoyrBJCWfOnIGjoyNOnToFfX19AIC5uTlGjx6Nrl27YsiQIQgICIBYLGaSvIB58+YNbG1tUatWLejq6sLGxgaDBw9Gw4YNMWXKFFy6dEnVIdJPpF1zadefoaEhZs6ciVKlSmHfvn04ceIEli9fjokTJ6Jv377o0aMHnJ2dsXHjRs5wmY99n2xbvnw55s+fjzNnziAuLg56enrYvHkzvnz5gnHjxuHNmzdISkrChAkTODlGAZB2zab9SPXq1SvY29vD1tYWZ86cwaJFizBr1ix07NgRnz9/xsuXL1UZLpHKKZVw6969OxYuXIiDBw/i/fv3eP/+PQ4cOAAPDw/06NEjt2NUOxl1NwSAnj17IiUlBTNnzgQAaGtrAwAKFy6MAQMGwMLCApMnT2bSLR9L+3Dx/PlzJCQkYNu2bfD19cXSpUtRokQJrF27Vi7p1rFjR8ydOxeurq6qCpl+wszMDO7u7rC2toarq6usC3Dp0qUhkUiwa9cuuQ8TycnJsLW1xfz58zFixAhVhU1Z+P6LwPr16+Hh4YFXr15BR0cHTk5O2L9/P3777Tf07NkTABAXFwcPDw98/vwZTZo0UWHkpAwzMzO0a9cOb9++RXR0NIBvXxiKFy8ONzc3dOnSBQMHDsTDhw/ZWqaAMTExQXBwMP79919ZWbly5dCiRQt8+fIFQ4cOxbVr11QYIWXl+x8+vn79KmtBXqRIEcyaNQtlypRB+fLlMWDAAGzbtg1nzpzBgQMHcOTIEXh7e8smUqD8J+09dvXq1Thw4AAmTpwIJycn2Y8epqam8PHxQUJCAnr16oXu3bvj8ePHGDZsmCrDpp/4fuKSz58/A/jWw8PIyAhnz57F5MmT8ccff6Bnz54QBAGXLl3CyZMnER8fr8qwiVRKJCjxTiUIApYuXQpfX19Z4kdbWxuurq4YNWpUrgepTr7/onf48GEEBQVBLBajSpUq6NChA/bv348tW7agatWqmDBhAuLi4rB06VKUK1cO06dPx+jRo3HmzBls2rQJDRs2VPHRUEb++usvzJ07F0WLFsXGjRthamoqK9+1axe0tbUxcuRIWFtby22Xmpoqaz1F+cP3HyyePn2KNWvW4P79+9i4cSOqVKmCJ0+eYPDgwahevTrs7e1hZWUFb29v6OvrY9WqVRCJRDyv+djSpUtx+PBhjB07Fo0aNZJdq15eXli7di0cHR0hlUoRExODmJgYHDp0CFpaWhxkPx/L7Nw8ffoUK1euRGBgILZu3YoqVarIru9///0XR48ehYuLC1vM5FOZndc7d+5g7ty5aN68Obp37y67hm/fvo3du3ejfv366Ny5M89rPvT9Od2yZQvu3buHd+/eoWvXrmjQoAEqVKiAT58+Ye7cuQgNDUXXrl3TnUu+v+Zvr1+/hpubGyZPnoxGjRohKioK//77L65fv47SpUujZcuWAICNGzeiUKFC6NWrFzQ1NWUTolD+cv78eZQoUQJVq1bFkiVLEB4ejj///BNHjhzBnDlzkJycjGnTpsl6BsTHx2PMmDGwtLTE5MmTVRw9keoolXBLk9ZMtFChQihXrhwkEkluxqbWlixZguPHj6NRo0bQ0dGBr68vpkyZgp49e+LcuXPw9PREeHg49PX1YWRkhJ07d6Jw4cIAgD/++AMjRoxA+fLlVXwUBPzvQ2Pal7eLFy9i//79uHbtGnx8fGBnZydb9+zZs9izZw/i4uKwcOFCVKxYUYWRU1bSzuePSbdVq1bh4cOH2LBhA6pWrYqnT5/Cy8sLz58/B/CtxcXWrVuZmMnnbt++jT/++AN//vknateuDUA+werv74/79+/j8+fPsLCwgLOzM78I5HPfX2+PHj2SlVevXh3At+vX09MT9+7dkyXNvz/nAHh+86Hvz9HBgwfx8eNHaGpqYvDgwQCAtWvX4tixY/jtt9/QvHlzFC9eHAsWLICRkZFsxmie1/xr2bJl2L9/P4YNG4bw8HAEBASgbNmyGDZsGKysrPDp0yfMnz8fjx49wh9//AEnJydVh0wKCgsLw7Bhw/D777+jYsWKOHjwIB49egSRSIRXr15h1qxZ6N69u9w2TKLmT0lJSbJeHo0aNcL58+exe/duWFlZAQAWL14MHx8frFixAuXLl4dYLMbixYsRFRWF/fv3Q1NTM937LdGvIkcJN1LOlStXMGvWLCxduhQ1a9bE6dOnMW7cOLi7u+P333+XrXfz5k0ULlwY1apVg4aGBr58+YJChQqpMHLKyqVLl9C4cWMAwK1bt+Dt7Y2PHz9i3rx5sLW1la13/PhxPHjwAFOmTGEyJp/6/ot7ZGQk4uLiUK5cOQDA27dvsWDBAjx69Aje3t6oVq0a4uPjkZKSgtjYWJibm0MsFvMLXj73119/YeXKldi7dy90dHTkkuaZfeDnF4H86/sP8itXrsSpU6eQlJQETU1NdOzYESNHjgTwLem2du1a3Lt3D56enrCxsVFl2PQT35/XFStWwNfXFzY2Nrh//z6qVq2KZcuWoUSJEtiyZQsuXryIW7duyX4APnjwILS0tPglLx87efIkVqxYgeXLl6N69eq4ceMGXFxcULFiRZQtWxZjx46FhYUFIiMjsXPnTowcOZL34Hwqox8YP336hFmzZuHDhw94/PgxnJ2d0bBhQ9SqVQtjx45F7dq12YW0gLG3t0d8fDwWLVqENm3ayH3WnTFjBq5cuYLY2FhYWFigUKFC2LJlC7S0tPj5iX5pTLj9B358Ezp48CD8/f2xefNmnDlzBpMnT5a1bouLi8OzZ89kLS7S8EaVv7148QLt27dHly5dsHDhQgBAQEAAdu7ciffv32P27NmoUaNGuu3YAir/+f7L2erVq3Ht2jW8ePEC9evXR506dTBgwAC8evUKK1askHUvrVy5slwdPK/5n7+/P6ZOnYqTJ0+iVKlSci1Vr127hhIlSshmoKWCw8vLCzt37sSqVatQoUIFrF+/Hr6+vnB1dcXEiRMBfEu6LViwALq6uhygu4AIDw/HjBkzMGbMGFSqVAkRERHo378/9PX1sWbNGpQqVQqxsbF49eoVAMDa2hoaGhr84SOfu3LlCu7evYsxY8bg3LlzmDp1KiZOnAixWIyFCxeiYcOGGDJkiKyVKsDPw/nR9595Xr58CQ0NDRQqVAglSpRAREQE3r9/D5FIJPcDR8+ePdGqVSsMHDhQVWFTNkilUnz+/Fk2MVh4eDjWrFmTbnicp0+fIjY2FkWKFIGFhQV/gCaCkpMmUPakvQn5+fnh6dOnMDQ0hK6uLg4fPozJkydj0qRJssG5b9++jaNHjyI8PFyuDn64yN/KlCmDxYsX49SpU7JJLxo0aIDevXvD3Nwcc+fOxe3bt9Ntx6RM/pOWbFu7di12796NoUOH4sSJE4iLi8OOHTvw6tUrVKxYEaNHj0aNGjXQqVMnhISEyNXB85p/fD9Jzfe/L1WtWhUVK1bE+vXr8f79e9k5S0pKgre3N86fP/+fx0o58+LFC9y9exdLlixBnTp18PDhQxw+fBgdOnSAj48Pli9fDgCoXLky5s+fj7Vr16o4YlKEj48PBg0ahJSUFJiamkJLSwslS5bErl27EBcXh7FjxyIkJAQGBgawtbWFra0tNDQ0kJqayi95+UhGv+/Xq1cPzs7OiImJwcaNG+Hq6ooePXqgU6dOKFGiBB49eoQzZ87Ibc/Pw/mLIAiy9881a9Zg1KhRGDJkCLp06YKLFy/CxMQENWrUgI2NDRISEvDmzRu4urri69ev6Nu3r4qjp6x8//lJLBZDX18fx44dw/79+1GhQgWMGjVKbvgGAChRogTq1q0LS0tLiMViSKVS3ofpl8dvhXkoKSlJ9v/Nmzdj2bJlEIvFKFKkCJ48eSL7tTZtcMnExETs2rULgiDAxMREVWGTErS1tdGqVSvMmTMHR48elSXd7O3t0bt3b+jo6ODgwYMqjpIUIQgCIiIicOXKFcydOxeOjo548+YNHj58iGHDhqFixYqQSqWwtLTEqFGjMHjwYJiZmak6bMrA918E9u3bh2XLlsHLy0vWRbhDhw54+vQpFi5ciEuXLuGvv/7CiBEjEBcXBxcXFxVHT9lVsmRJ/Pbbb7Czs8Pff/8Nd3d3jB8/Hh4eHmjVqhU2bNiA2bNnAwDKli0r+zJA+cuP56RWrVqIj4/Ho0ePEBcXJ1vHxMRENiaqi4sLQkND5bZjYib/+H420vDwcLx+/RqCIEBLSwvGxsaIiIhAaGgoqlSpAgD4999/UaVKFYwePRpjx44FAHYLzoe+P69r1qzBnj17MGXKFPj6+sLW1hbjxo2Dn58fgG/vx35+fpg7dy6+fv0qG9crbWZayl++b7X48OFD3L17F//8848sebZ27VpYWFjAzc0NgYGBiIuLw5gxY7B69WoA/0uQ8wdoIoAp5zwwZswYTJ06FSVKlAAAvHr1Cv/++y/c3d1haWkJAHBxccHcuXMRExODS5cuoXDhwli/fj0iIyOxbt26dIO1U/6zZcsWfPr0CRMmTADwLenWokULCIKAadOmQVtbGzNmzECDBg2gp6eHatWqqThiUoRIJIJEIkFSUhJq1aqFc+fOYeLEiZg8eTK6d++Or1+/4sSJE7C1tUXlypVl3UnZzSV/+bFr8JYtW+Dg4IBLly7h8uXLmDVrFgYMGICiRYvi5MmTGDFiBKysrGBiYiL3RYDnNH/KqNu2np4eevbsiUKFCuH06dNwcHBA586doaGhgVKlSsHe3h7BwcFy2/LLQP6Tdk6CgoJQqlQp2NjYYO3atRg0aBAWLVqExYsXw9DQEIIgwMjICNu3b8fChQtRvHhxFUdOGfn+h49Vq1bh6tWrePnyJerWrQsbGxu4urpCIpHA1NQU58+fh1Qqxc6dOyEWi9GxY0eIRCIO05DP3LhxA/Xr15edkydPnuDWrVtYvHgxGjZsiHPnzuH27duoWbMmZsyYAZFIhE6dOqF169YwNTVF06ZN2eU7H/v+ml2xYgWOHTsGLS0tvH//HuPHj0fHjh1hbGyMtWvXYtSoUejXrx/KlSuHlJQUHD16FAAT5ERyBMpVo0aNEtq0aSN8/fpVEARBuHHjhmBlZSXUrVtXOHfunNy6GzduFHr06CFYW1sLPXv2FIYMGSIkJSUJgiAIKSkp/3nspLgvX74Ia9asEWrUqCGsXbs23bIpU6YIVlZWwsSJE+WWpaam/pdhkgKkUmm6spiYGKFFixbCuHHjhDp16gg7d+6ULfvnn3+EAQMGCOfPn/8vwyQlvX37Vhg+fLhw//59QRAEITY2VmjXrp3QrVs34cGDB7L1goODhaioKNnfQ3JyskripZ/7/j56/vx5wdfXV9i9e7fw8uVLQRC+3YP79OkjjB8/XhAEQUhMTBRGjhwpHD9+PMM6KP+5evWqYGVlJezatUuIjY0VBEEQHj16JNSvX18YPny4EB0dLQhC+vPIz07519q1a4X69esLFy5cEMLDw4X+/fsLjo6OwrNnzwRB+PaZuHPnzkLjxo2FPn36yD4PZ/QeTarj7e0ttG7dWjh06JCsLDg4WNi2bZsglUqFgIAAwcHBQfD19RUEQRAGDhwo1KpVS9ixY4dcPbwH539eXl6Cg4ODcOPGDUEQBGHevHlCtWrVhGXLlgmRkZGy9Q4ePCgcOnRI9rmJn5+I5PFnhVwUGhqK58+fY8qUKZBIJDh79iycnJwwbNgwrF+/Hg8ePEDdunWhp6cHAHB1dUWXLl0QHR0NfX19mJiYcPr6fEr4obWhtrY2fv/9d+jq6sLLywtSqVQ2C562tjbKli2L3377DZ8+fWJrinwsKSkJEokEAPDhwwcUKVIEIpEIBgYGGD16NGbOnIlGjRqhd+/ekEql+PLlC5YsWQIA+O2331QZOinAx8cHBw4cgImJCUqWLAkA0NfXx/bt29GvXz/Mnz8fkyZNgp2dHcqWLSvbjmOO5G9p99ElS5bg9OnTKFmyJAwMDDB37lxs374dtWvXRqdOneDu7o6EhASEhYUhNTUVLVu2BCD/6z2p3o/vrwDg4OCAXr16wcvLCxoaGmjdujWqVauGTZs2YfDgwZg+fTrmz5+PIkWKyG3HFqn5jyAI+PTpE65evYpZs2ahSZMmCAgIwP379zFt2jRZzw9XV1d07NgRnz9/RpkyZTjYej7Vvn17PHz4EIcOHYIgCOjSpQvKli2LDh06QCQS4dChQ2jWrJlsuBxTU1MUL14cJ06cQO/evWXXOu/B+c/331eCg4Nx//59zJ49G/Xq1cPZs2dx9OhRtG3bFhs2bAAA9O7dGyVKlECXLl1kdXDsTKL0eEXkorREy6lTp+Dv74+7d++iZs2aGDt2LBITE7Fp0yaUK1cOrVu3hra2NgDAyMgIRkZGsjr4RS//+f4NKDIyEiKRCEZGRjAxMUGHDh0glUqxfv16iEQijBgxAvHx8Xj27BlatmyJrl27pquDVG/Hjh1wcnKSdftetWoV/vrrL0ilUjRt2hS///472rZti5cvX2Lt2rVwc3ODWCxGVFQUoqOjcejQIdmg3PyCl381a9YMmzdvxtu3b/Hu3f+1d59hVRzvw8e/dEFURMXeNagoGjXWxBaNLfbee+8NsTdElKaAhSIgilJEsffeoqImdmNvUSyAIiB1nxc+Z3OwJOb/S+SQ3J83iefsnmv2GmZ35t6Zex5RoEABFEUhb968rF27lv79+zN9+nSWLVuWaadZaau6b+vWrWzdupUVK1Zga2vL5s2bOXjwoJrHq3nz5ujr63P06FFq1KiBnZ2dLBPWQdHR0RQsWFD9t/azcs6cORgYGODm5oaiKLRu3VoNunXs2JFSpUqpO88K3aVJ05CcnEzNmjXVNA12dnZqmoZt27ZRtWpVypcvT4ECBQDpD+uijIwMChcuzMyZM5k/f74adOvUqRMWFha8efOGmzdv0qRJE3XJaHx8PI6OjlStWlXS5egw7RdRt2/fpmzZsrRs2ZJvv/2W8+fPs2DBAsaMGUOfPn0wMTEhMDCQxMRExowZQ548edTfkeerEB+SJ9nfyNLSkh49ejBv3jxevHiBm5ubGkybNm0aaWlpzJ49GyBT0E2bDPR0i3bn39vbm71795KSkoK5uTmenp7kz5+fTp06YWhoiLOzM1u2bEFPTw8jIyOcnZ0BmU2haw4fPszatWu5evUq9vb2REVFERoaysyZMzl//jwXL17k1q1bzJo1S92JNDIykly5cmFjY8PAgQMxNDSUN+865v2gtqIolChRgvDwcDp27MiyZcuYO3cupUqVAsDCwgJ/f3+cnJwoX758FpVa/F/dv3+fli1bYmtry969e5k/fz7z58+nTZs2vHnzhuTkZDp27Ej79u3Vvwtps7rlxx9/pHjx4qxcuRJ4lxe1WLFiNG7cGCMjIwBmzpyJoig4OTmhp6dH8+bNqVSpErt27aJEiRJZWXzxCZ8KqCQmJjJ37lzOnDmDnZ2dOgPqt99+Y8eOHeTNmzfTvVj6TbpHs9FMwYIFmT17NvPnz2fz5s3o6+vToUMHzM3NqV27Nr6+vrx69YoLFy6QlpZGlSpVJBefDtOul4ULFxISEsJPP/1Es2bNyJEjB7t376ZmzZp069YNgDx58lC1alWuXLlC7ty5s7LoQmQLeorykX26xV+m6WCsX7+ehQsXUr58eWxsbBgwYADlypVTj3NwcCAiIgI7Ozs6deqkLmcTus3d3Z2IiAgmTpxImTJlsLOzI2fOnDg4OGBjY0N6ejo3b95k37595M6dm169eslsCh22du1adu7cSdmyZbGwsKBs2bJ06NABgJ07dxIaGoqxsTHTp0+ndOnSHwzUpV51i3Zn8cGDB7x9+5bSpUtjaGiInp4eDx8+pHPnztjY2DBr1ixKly79waBQ6jR7cXV1JSEhgXr16jFlypRMA/hNmzbx8OFDhgwZgpmZGfDpIIDIGqtXr2bz5s1s375d/Wz06NGcPHkSd3d36tWrpwbd4N1GU/fv36dv37507tyZnDlzAtJudY32vfjFixfkypWL9PR0zMzM2Lt3LzNnzqRmzZqsWLGC9PR0kpOTmTBhAsnJyaxevVrqMpvQ1HN0dLS6AVz79u3p3Lkz6enpuLu78+uvv5IvXz7mz5+PkZGRtNVs4O7du/j5+dG+fXu++eYbFEUhIyODESNGkCdPHpycnNDX12fUqFEMHjyY6tWrA/J8FeLPSMDtb/bixQsyMjI4c+YM69ato2TJkgwdOpSyZcuqx9jZ2fHkyRPWrl2bhSUVn+vMmTM4OTlhb29PrVq1OHLkCJMmTcLCwoLU1FRWrlxJpUqVPjhPZlPoHu3BQGBgIAcOHOD27dtMnTqVdu3aqcft3LmT8PBwjI2NmTx5svrWXToVuke7TpctW8bOnTtJSEggZ86cjB8/ntq1a2NpacnDhw/p2rUrNjY22NvbZ3oRInTXp2ZERERE4OvrS3R0NJMmTaJ3794AxMfHM3HiRCpWrMjEiRO/dHHFZ9qwYQM+Pj5s27YNX19f0tPTmTx5MmPHjuX06dM4OTlRv3599aXk7NmzOXbsGNbW1upO7kK3KO/tDH3kyBESExOxtramX79+fP3116xcuZJly5bRqFEjDA0NefXqlZqmQYIy2cv7Qbe4uDi6dOlC+/btgXczGjUvPKQ/rPt27NjB0qVLyZUrF76+vuTNm1d99oaGhjJnzhwaNmzIb7/9hqIoREZGYmhoKP1iIT6DzOv9G6Wnp5M/f36srKz48ccf6dSpE/fv38fHx4fbt2+rxy1ZsoQ1a9YA7zooQrcZGRnRtm1batWqxfHjx5k6dSqTJk0iLCwMAwMDZs6cyS+//PLBedK50D2a5RAA/fv3p0WLFpiZmbFp0yaePXumHteqVSu6du3K06dPiYiIUD+XToVu0Q7GeHl5ER4ezpQpUzh8+DBWVlYsXbqUXbt2ERMTQ/HixQkLC+P48eOEhYVlccnF59Cu34MHD3Lw4EFOnz4NQKdOnahQoYKaU/Phw4fcunWLCRMm8PLlS8aOHQvIM1YXKYqCjY0N5cuXp1OnTgQFBdG9e3fgXaCmVq1a2Nvbc/z4cWJjY4F3g/dVq1apwTapV92SkZGhPh/DwsJYt24dPXr0oFWrVmRkZNCvXz/Onj3LiBEjCAgIIFeuXFhZWdGwYUM2b96MkZERaWlpEmzLRt5fXpo3b14iIiIIDg4GyDS7WPrDui89PZ2CBQty//59UlJS0NfXJzU1FYBu3bqxcOFC8ufPT/369dVgW3p6uvSLhfgMMsPtH6A9SAgPD2fTpk2UKlWK/v37Y21t/dHjhG57/vw5efPmZfjw4VSoUIHJkyeTmJjIsGHDuHDhAg0aNGDFihVZXUzxmbTbXnBwMFu3bqVMmTJMnDhRTdgMcOrUKWrXri3tVMecOnWKunXrqv++fv06c+fOZcSIETRs2JATJ04wduxYypcvz927dxk7diwtW7bE0tKSZ8+ekS9fPhnYZSMuLi6sX7+eAgUK8OLFCwYMGMDo0aMBGDJkCE+fPuXu3bvY2NhgZGREQECAzJbJBoYPH86xY8ewtbXFw8Mj0713woQJnDt3jiJFipCSkkJSUhLbt2/HwMBA+k467MKFC4SHh/PNN9+oaRqePXuGl5cXu3fvJigoiAoVKsiS/n8R7ZlukyZNonz58syePVsCMdnQwYMHWbp0Kaampnh4eFCwYMFMsxO1770ya1GIzyct5R+geeujr69Ply5d0NfXx8fHh+LFi2cKuEmHUfdpOoUFChQgJiaGhw8fqttfGxgYYGVlxZYtWyhdunQWl1T8FdpttFevXqSnp7Nz507c3NyYNGkS+fPnB1CDOjIY0B3h4eEsWbIEe3t7dRfgXLly0b17d+rXr68m5Lazs6Nbt2707NmToKAgEhMT6dq1K1ZWVoB0FnWZ5r6rKArR0dFcuHCB4OBgTExMOH36NA4ODiQlJTFlyhR8fX25ceMGT58+pVChQpQvXx59fX2pXx2WlpZGYmIixsbGTJw4kZMnTzJt2jRmzZpFyZIlgXd5U4ODg3n27BmpqalMnDhRdobWcadOnWLOnDm8fv2a+vXrq59bWVkxZMgQbt68ycmTJ6lQoQLp6emZlqNJnequP1syqD3TzcPDAwsLC9mNNJvR1FWTJk1IT08nKCiIqVOnsnjxYgoWLEhqaipGRkaZxq3yfBXi80lr+Yvef7P6qc6f9oC+U6dOWFpa0qBBgy9ZVPE30O4sWFpaki9fPlauXMmrV6/YsWMHSUlJlC5dGn19fRkIZDPabbRv377o6emxe/du5syZw8KFC7GwsFCPlXrVHVWrVqVdu3asXr0aRVHo3LkzRYsWxdTUFENDQ0JDQ2nevDmdO3cGoHDhwjx+/Jjr169n2k1LOou6SfsZ+/r1a2JjYylbtixlypTBxMSEYsWKYWRkxJw5c9DX12fSpElYW1t/MHtc6ld3GRoakjt3bjw8PAAoVKgQ4eHhODg4MHPmTDXo1qtXr0znSRBVt9WtW5cff/yRdevWsW3bNmrXrq2+vCpevDhGRkbcvXsX+P3+KwEZ3fP+OOdz6kjzksPS0hKQfLe6KDIykoYNG5I3b94PvtMOkDZr1oyMjAyCg4OZNm0aDg4OFClSJAtKLMS/h0yx+os0D6GtW7cCqMsbPnWs5rvGjRtjYGCgrocX2YumHp2cnMibNy+bNm0iZ86chISEqPUsQZnsR7uN9unTh++++478+fPLNuc67KuvvqJnz57UrVsXPz8/wsPDgXcB8ZSUFGJjY8mRI0emzv7y5ctxdnaW3E/ZgOYZ6+7uzoABA7Czs+PChQu8evUKAGNjY9q2bcu8efNYs2YNDg4On/wNodvS09MBaN26NV27diU1NZWFCxdy//59gA/6VhJs012auhw7dix9+/bl8ePHBAQE8Pr1awCSk5NJSkrK9CJL6B5FUdT7Z0hICHPmzGHVqlVcv35d/f5T52na59mzZ2Wso2O6du3K1q1byZMnzyeP0e4fNW/enD59+vD8+XP8/f2/VDGF+NeSHG7/B7GxsbRs2ZIOHTowderUPzxW+y1PcnIyJiYmX6KI4h8WGxurTpuXt+6652NvV//ojav2G13NcZInSLfdvn2b9evXc+LECQYPHqzOaLOzs+Ps2bN8++233Lx5k/j4eLZu3Sq5n3Tc+7lPly9fTs+ePYmPjycwMJBu3bphZ2en7lqZkpJCWFgYu3fvZu3atTKbIpvSvi/v3LmTjRs3Eh8fj6enJ4UKFcri0om/QrsNu7u7s2PHDszMzKhatSpxcXHcvn2bLVu2YGRklMUlFR/zfv2FhoZSpUoVXr58SWpqKtOnT6du3bof9KW0/71hwwbmzZvHpk2bqFSpUpZch8js9OnTzJ07l4CAAAoVKsTz588z5ct8n3Z9njlzhho1asiEAiH+RzLy+Azvv2XNmTMno0aN4ubNm1y4cOGT52nftIKDgxk1ahQpKSn/aFnF5/vUzMRPfQ6/v93LmzevBNt0lPZuaUlJSWqb0wTRPkazHEJzXHp6ugRmdMjH6q1s2bJq3jY/Pz9159ElS5ZQr1494uPjKV68OJGRkRJsywY0dXP69Gk1+fbQoUOZNGkSbm5uhISE4OLiorZnY2Njunfvrgbb5N1h9qRdd61ateLHH3+katWqaq5FkX1ozxifMGECHTt25MmTJzx8+JC6deuyc+dOdTdSoXs09+A7d+6QkJCAr68vvr6+zJ07l4oVKzJjxgxOnTqVqc1qj3NCQkJwd3dn6dKlEmzTIQYGBty9e5cHDx4wd+5cRo8e/YdjUe36rVWrlgTbhPgbyAy3v2DTpk3UrFmTEiVK8PTpU8aMGYOtrS2zZs364Nj3H0IuLi4sWLCAli1bfulii4/QHnzfvXuXjIwMcubMqb5R/1Q+Nu161SQRFbrJ29ubI0eOkCtXLr777jt69+4NfLxutet1165dFChQgJo1a37xMosPabfVc+fOkZCQgKmpKd988w0Av/76K6GhoZw4cYIBAwbQrVs3IHO+JwmM6z5FUfjtt9/4/vvvAZg6dSoDBgxQv9+/fz8TJkygV69eTJgwIdNscckXpHv+ap187HgJkmdP78+UOnv2LLVr12bw4MHkzJlT2qsO2717N4sWLSJv3rz4+Pioge9r167h7+/P+fPncXBwoG7dupn6UiEhITg7O+Po6Ejz5s2z8hLER7i7uxMYGIiRkREhISGUK1fuD4/XbqP37t2jQIEC5MyZ80sUVYh/JenJfKZTp04xffp0Bg4cyMaNG9HT02PevHls2LCBvXv3Zjr2/WCbs7MzCxculGCbjtDOUeHu7s7YsWPp0qULI0eOVPMBaXZDe/88Tb0GBATQq1cveVOrQ7RnQQUEBODv70+tWrXInTs3y5YtY/HixcCHeRe16zU0NJQJEybITFQdod1W3dzcmDFjBjNnzsTV1ZVJkyYB73K6de3alW+//ZagoCDWrFkD/J7vSTu3jNBdenp6FC1alJCQEExNTfnpp5/47bff1O+bNm3K0qVLCQwMJCQk5INzhW7R1ImPjw++vr6fdfz7z9M/mm0udNf7M91q1qzJsWPH8PT0JDY2VtqrDnl/zkWePHmwtrbm/v37vHz5Uv28YsWKDBo0iG+++YZhw4Zx+fJlNdgWHByMu7u7BNt0jPYYxtzcnOTkZJKTk4mJifnD87T7xGvXrmXixIlqLkYhxP+NjEI+4f03q3Xr1qV27dpcuXKFixcvcujQIb799lvGjx/P2rVrsba2VnfW0h68yxsf3aM9ENDMPoR3b3GWL19ObGwsrq6uGBgYqA+e94Ooq1atYsaMGTKQ1xHa7fWXX34hR44cODs706BBA968eUOtWrWYN28e8G7mjGZXWX19/Q9monp4eFCvXr0suxbxO+22GhERgaenJ1WqVMHLywtvb29ev36Nr68v1tbWdO3alVevXnHx4sVM7VUGd9lHRkYG1apVw9fXl/79++Pp6cn48eMpWLAgAN9//z3r1q2jWrVqWVtQ8VmSk5M5efIktWvX/tNjtQPje/fupWHDhpLzVkf80UzDT32nr6+vrgKYOHEiycnJXL58WZZ+6xjN83HLli1kZGTQoUMH9PT0SE5OZtq0aTg6OqrLQytUqECvXr0oXrw4FStWBOD69essXLgQFxcXGefoGE1ANDAwECsrKzZt2kRkZCSDBw/G09OThg0bfnDO+2MdDw8P5s6dS+HChb9o2YX411HEH7p27ZoSHR2tKIqiXLx4URk/frwSEBCg7Nq1S2nQoIHSvHlzpUGDBkpQUJCSnp6unrd582bF2tpa2bNnT1YVXfyBxMREZcSIEYqfn5/6WXJysnL48GGlbt26iq+vr/p5RkaG+v8bNmxQqlevruzevfuLlld8nL29vfL27Vv131FRUYq1tbVSs2ZN5aefflI/T0xMVMLCwpTKlSsrS5Ys+eB3pF51171795SBAwcqhw8fVhRFUY4cOaJUq1ZNmTt3rtKoUSNl2LBh6rEPHjxQ78Pa7VZkH5r6O336tGJjY6NMmzZNefr06QfHpaamfumiiT+h3QfScHR0VIYMGaKkpqYqaWlpHz1Pu62GhIQo1tbWysmTJ/+xcorPp12nISEhir29vTJr1iwlKCjoD8/TrtMjR44ojx8/VmJiYv6xcor/u5SUFGXYsGFKz5491c+OHTumDBs2TOnYsaNy9erVj56nac937tz5IuUUn+f9sWjFihWVK1euKBkZGUpSUpIye/ZspUqVKmqf6mPnafrEMoYV4u8hS0o/QVEUoqKi6Nq1K8uWLePo0aNUqVKFAgUKEB8fT4sWLQgPD6dGjRo8f/6c06dPq2/5UlJSSElJYdWqVfzwww9ZfCXiY/T19bl37x4PHz5UPzM2NqZu3bo0atSIq1evAh8uN5QZi7rjwYMHxMfHZ3q7XqRIEcaPH09aWhpRUVHq56amprRp04Y5c+awevVqgoOD1e/WrFkjyyF0WMmSJWnTpg2VKlXi/PnzzJw5E3t7e+bMmUOjRo04fPgwnTp1AqB48eLqciaZ2ZY9aeqvVq1a+Pv7s337dubPn//BMhiZXax7NPdizXLgtLQ0zM3NSUxMxNDQ8KN5UbXbqiYFh6enJ3Xr1v2iZRcfp6lTZ2dnli5dip6eHi9fvsTV1ZVx48ap6Rf+KE3D0KFDefDgAXnz5v3yFyA+oF1XKSkpGBkZ4ejoyK1bt9QVH99++y19+vTBysqKOXPmcPHixQ9+R9OeS5cu/WUKLj6Lps0eOnSItLQ0HBwcqFSpEnp6euTIkYPp06fToUMHxo0bx9GjRz84Tzsfn4xhhfibZHHAT6d8bEbE1q1blRkzZih169ZVVq9erezfv1+pX7++cvDgQUVRFCUhIUGJior64M1tSkrKFymz+HOXL19WHjx4oCiKosybN0/Zt2+foiiK4ubmpvTr10/55ZdfMh3v7u6u9O7dO1MdyoxF3RYWFqYkJCQoiqIo0dHRiqenp2Jra6sEBARkOi4hIUE5ePCgOjsmLi5O+e6775Rt27Z96SKLj/jUDBgNd3d3xc7OTp3VuHr1amXUqFHKjBkz/vRckfU+NgPqz449duyY0qtXr790rviytOvmzJkzSpUqVZTGjRsrDRo0UPr06aPY2Ngoy5YtU86ePavcvn1bSU5O/uA3ZJax7vrll1+U7777Tp01np6erpw7d06pV6+eMnny5EzHvr8ioEaNGtJv0lH+/v6Kp6encv36dUVRFCUiIkLp0KFDpplPJ0+eVLp166ZMnz49q4op/g8ePHigVKxYUbG2tlb8/f0VRcncNt++favMmzdPsba2Vi5cuKB+vmPHDqVKlSrSZoX4m8kupf+fdh6KFy9ekJSURPHixQF48+YNhw8fZv78+TRv3lzNQ7Fs2TI1bxt8emdLkTUUReHRo0d07tyZjh07Eh8fz+bNm4mIiKBChQpERUUxb948bG1t6dChAzVr1iQ+Pp7Ro0dTokQJFixYALz729i/fz/GxsY0atQoay9KAJnfoMfExNCmTRssLS0JCwvD1NSUZ8+eER4ejr+/P2PGjKF///4f/EZKSgrGxsa8efMGc3PzL3wFQltycnKmfE2HDh3i2bNnFCtWjBIlSqj34vHjx/Pw4UMiIiJITU1l4sSJ1KhRQ61fuQdnD9evX6dChQp/ugvl+/Up9at7oqOj1Rx7p06donjx4piZmZGQkMAvv/xCbGwsCxcupFChQhgZGREdHU2+fPlo374948aNAyAoKIjly5erfSyRtd5vl0eOHGH27Nls27aN3Llzq8/fo0ePMmXKFJYuXUrdunUznSe7Vuq2mJgYevbsSXR0NMWKFWPEiBFUqVIFZ2dnihcvzsiRI9VdKS9duoSNjY3sGKzDlPd2/k1NTeXUqVPMnz+fkiVL4uvrq84e19Tj27dvCQ4Opl+/fuqM8Tt37vD06VPJYyzE30wCbmS+UXl4eLB//35iYmKwtLRk0KBBNGzYEAsLCx4+fIifnx9Xr17l0qVLLFy4UF3KJHTXnj17mDlzJm/fvsXT05NGjRqpdX7kyBE8PT1JSEjAyMgIIyMjUlJS2LRpE0ZGRupxfzYwFF+Odl1oAjXXr19nypQpGBoasn79ejXotnHjRgIDA+nXrx+jRo3K4pKLjxk7diw2Njb07dsXU1NTnJ2dWb9+PcWKFePp06dUqFCBTp060b59e44cOYKDgwNmZmYYGhry9u1btmzZgqGh4QcdTqGboqKi6N27N1u3buWrr776w2PlvqvboqKicHV1xc7Ojt27dxMeHs6uXbvUABy8C8gNGzaM2bNnY2Njw6VLl4iLi6NRo0YYGhpy7949BgwYwOTJk2ndunUWXo0AiI2NVZd+Xrx4EVtbW+7cuUOXLl1wcnKiWbNm6rGPHj2iR48ezJo1K9PSszVr1rBixQoJoOqQ95+PKSkphISEcOzYMRo2bMiKFSvo2bMnDx8+5ODBg3h7e1O9evVMvyH3Y930fhAtIyMDMzMzAI4ePcqkSZNo0KABrq6uHxyvkZaWhr6+vtSvEP+Q/3wSFO2H0KpVqwgODmbGjBnkz5+fiIgI/Pz8iI6OpmvXrhQvXhw7Oztu377Nzp07adeuXRaXXvwRzUPFwsICMzMzjIyMOHPmDCVLllRzTjRs2JAiRYrw8OFDzp07R7FixejSpQuGhoakpaWpb33kIaQbtDsKa9euJSMjgxYtWlChQgVcXFyYNGkSPXr0YP369VhZWdG5c2cSEhI4d+6cBGR0VNGiRfHw8MDMzIyKFSty8uRJ/Pz8qF69OpcuXSI0NJSgoCBy5cpFo0aNmD59OidOnMDU1JRx48ZhaGgoM5+yEWtra+rVq8fhw4f56quvPjmIUxRF/Xzjxo2YmJjQpk2bL11c8QcyMjLImzcvkyZNIiEhgS1btlCwYMFMdVqwYEFMTU05efIk1atXp2bNmpnOL1SoEMHBwRQpUiSrLkP8fydOnGDTpk1MnDiRgIAAIiMj2bt3L5aWlnz77bdERERgbm6u5tfLnTs3FhYWak4wRVF49uwZa9asYdasWRJs0yGavs+mTZsoXLgwdevWpX379mzatIm0tDS2bt2Kn58fhoaGxMfHM2XKFMLCwsiXL5/6G9IP1j3a91ofHx8uXrzI9evXadGiBd99950aaJs8eTKTJk3C1dUVfX39D/rDkhNViH/Wf3aG28OHD9VlSunp6SQkJDBkyBDatm1Lr1691OOWLFnC/v37cXR0zNRR1NAOygjdlZ6ezt69e1m0aBHNmzenV69elCpV6g+PlwG87lqyZAmbN2/Gzs6O+vXrY2VlBcCvv/7KuHHjMDU1Zd26dZiZmREbG4uFhQV6enoSdNMh2nWxYsUKVqxYQffu3Xn16hVLlixRv7tx4waenp4YGRnh7u7+we/IPVh3fSqY5uTkxNGjR9m5cyfw4ewL7X+HhISwePFinJ2dadq06ZcpuPhsLi4u+Pn5UblyZaZOnco333wDvKtDTdB04sSJ6OnpqTMshG7asWMHvr6+pKen8+zZM0JCQtSXkz/99BPe3t68ffuWBg0aULp0aUJDQ4mNjSUiIiJTf0mzQkTolidPnrB48WL27NnDqFGj6NmzJ69evWLs2LFMmzaNmjVrcvPmTRYuXEh6ejobNmyQIFs24ebmRmhoKDNmzCAlJYUNGzaQmppKYGAgFhYWnDhxgsmTJ1OlShX8/PyyurhC/Of8J++k06ZNY+HChVy5cgV4t9OOnp4eiYmJmXYaBbCzsyNv3ryZdjXUJgM93aZ582pgYEDLli2ZOHEie/bsITQ0lDt37gAwaNAgjh07luk8CbbprvDwcLZu3UpAQAAdOnTAysqKlJQUYmNj+eqrr/Dy8iIlJYUWLVqQnJxM3rx5JdimgzRLtQFGjhzJqFGjWLduHefPnyc6Olo9ztrammbNmrF3714ePXr0we/IPVh3aZ6n9+7d482bN+rnmt0Nvb29Af4w2Obi4oKTk5ME23SMpu1Wq1YNNzc3ihQpgqenp7rrnZ6enlr/pUqVIjU1FXhXv0I3tW7dmooVK3Lz5k2+/vrrTN/VqVOHMWPGUK1aNdauXUtAQAAmJiaEh4djYGBAenq6eqwE23SD9m6kAIULF8bd3Z3FixezdetWpk6dyu7du+ncuTPHjx8nMTERGxsb1q9frwbb3v8NoXtu3brFkSNHWL58OW3btqVo0aLcunWLfv36YWlpib6+Pt999x0LFy5EURSpUyGywH9upNK9e3cePXpEwYIFCQoKonfv3lSpUoVcuXJhaWnJzp076dGjB8bGxmpS9YoVK2YaLIjsQ9Ph1wzi2rdvD7zL1Xft2jXevHnDy5cvqVOnThaWUnxKjx49GD58OA0bNlQ/e/ToEbVr16ZChQrcv3+fM2fOEBQURJ48eWjatCn9+/dnyZIlBAQEZArGSLBN92gn8R0xYgSmpqY4OTkRGRlJ9+7dsbCwAN4N2EuUKEFaWlrWFlj8Zbt378bR0ZEyZcowfPhwvvrqKywtLWnWrBlXrlwhNTUVIyMj9XhNOw0NDZWk6zpM82zVBELz589PYGAgfn5+6Onp8d133wGwf/9+6tWrJzk0dZxmVn/lypWpUKECO3bsYOXKlfTr1w8bGxsURaF69epUr16dUaNGoSgK5ubm6OnpySxjHaQ9u/jChQvExMRQoEABypQpQ9u2bSlTpgyHDh1i27ZtPHnyRF02rEmW/36CfaG70tPTSUpKwtbWlr179zJ16lTs7e3p1KkTSUlJHDhwgHr16tG0aVP1fi11K8SX9Z96Qnp6epKUlMTx48c5duwYq1atIiQkhIyMDKpWrYq9vT0DBw5U17lrZjldv36dypUrZ3Hpxf9Ce4ZT+/btyZMnD7/88gvJyclMmjTpg5xtIuu9ffuWVq1aqfli4F0nISUlhTt37rBo0SLOnTtHkSJFqF27Nvr6+kRERNCqVSsqVqyIs7MzIMuDdZ12x75///4kJiaydOlS4uPjady4MRYWFnh4eGBubk6JEiWyurjiT9y+fZvixYtjbGxMcHAwjRs3xt7enp9++omxY8dSs2ZNvv/+e3744Qd69erFyZMnMwXUAdatW4erqyuLFy/OlIxd6B7Nc7VWrVro6emxZs0ali9fzt27dzl27Bh3795l3759svmQjtM8IzUpVfLnz4+/vz9r1qxhwIABVKxYEXiX561+/frqeYqiSL9JB2na2ZIlS9izZw9JSUnkzp2bHDly4O3tTeXKlSlVqhStW7dmyZIlHD58mPXr12fanVLaqu7R3G81M4U191VTU1PCw8NZunQpkydPpkePHgBcu3aNAwcOUKZMmUwzT6Vuhfiy/lM53JycnPjpp5+IjIzE19eXvXv3oqenR6lSpejfvz+VKlVi//79zJ49m7x581KkSBFev35NfHw8W7dulU6FjvorSwU/dawE23TbypUryZ8/P126dOHly5e4uLjw6NEjfvjhB+rUqUP58uU5ePAgPj4+rFy5Ut1lTWQf2oPxVatWsXTpUgwMDGjdujUJCQksXboUIyMjGbTrsEuXLjFjxgy6dOnC/fv3WbduHQcOHKBo0aIAnDp1igsXLhAYGEj16tU5ceIEDRs2ZPHixZiZmaGnp8fz589xcHCgefPmtGrVKouvSHwO7efqhQsX2LhxIxcvXqRgwYKsXLky047fIuv9UV1o31937txJQEAAxYoVo3nz5kRERHD//n327NkjdZkNhISE4O7uzooVKyhSpAh3795l1apV3Lt3j4iICAoUKKAeu3PnTpo3by4vJ3WYdtt8/0XymDFj2LdvHxMmTGDYsGHAu5fWY8eORV9fnxUrVki/SYgs9J8IuGk6F1FRUcyePRsDAwOePn3KgQMHOHnyJL6+vpQpU4bBgwdjbW1NdHQ0AQEBAJiZmTFy5EiZAZUN+Pv7U7t2bWxsbP50VpPmbyIjIwM9PT3pPOqw1NRUFi9ezLp163BycqJ9+/akpqaSkpJCzpw5gXc5F8eMGaN2LKQ+syftDuW6detwcHDAy8uL77//XpYuZQMZGRk4ODiwd+9eEhISCAwMpGrVqh8sG42NjSU8PJwzZ84QFRXF1q1b1dmLiqIQFxcnQXMd8bkBbu0gTmJiIsnJyeTJkwd9fX1ptzpEu+/zqXrVrsu9e/cSEhLCb7/9RoECBfD395cAqg46e/Zspg1LABwcHEhPT2fu3Lnqcffu3WP69OlYWVnh4uKCnp5epr6ytFXdpN3eAgMDOX36NDlz5qRMmTKMHDmSuLg4JkyYwM2bN+nbty8pKSlERUXx4sULNm/eLC8rhchi/4mAm7ZBgwZx4sQJvv32W3Wnlm3bthEQEEDZsmXp16/fR5ePyrI03Tdo0CBiYmIIDQ3F2Nj4kx1C7c+jo6MpWLDgly6q+IsSEhLw9fXF29sbJycn2rVrB8CbN2/YtWsX+/bt48mTJ2zatEk6Ftmcdt1t3LiR9u3bY2hoKAM8Haa9I+WmTZtwcnKiQIECdOvWjY4dO2Jubq4+QzX/1dTngAEDyJcvH87OzupvCN3w+PFjdXZiYGAgNWvW/Kz0GtptWO7FusPFxYW3b98yffr0P83RpX2/ffbsGcnJyRQtWlQCqDpo+/btTJ48mSVLltC2bVv186lTp3L37l3CwsIyHe/j48OOHTsIDg7G3Nz8SxdX/EXabXHlypX4+vrSoUMH4uLiOHr0KNWqVWPp0qUYGhqycOFCbt++TY4cOShdujT29vYyYUQIHfCf6gXFxcVhZGTEmDFjePLkCRMnTgSgTZs2DBgwgLt37xIcHMz58+c/OFeCbbrlY7vsTJgwAXNzczZs2KDOXHuf9oMrKCiIli1bEhMT84+XV/xvcubMyZAhQxgyZAj29vZs375d/e7q1asUKFBAfYuXlpYmAzwd8qkdsT71rkd7Z7TOnTtjaGhIamqqBNt0lOaeqq+vz8uXL2nSpAkbN26kdu3abNmyhZCQEBITE9VnqOa/mvr/9ttvefPmTaZdLUXWu3r1Kt9//z1Hjx5l4cKFrFy5kly5cv3pedpB09TUVKlTHZGUlER8fDyXLl3Cw8NDDbZ96v6snSfKysqK4sWLq8fLwF23NGrUiOHDhzNt2jQiIyPVz+vVq0dqaio7duwgJSVF/bx06dLAuyWHQvdp+j4///wzjx8/xtPTk1mzZuHq6kpgYCA3b97Ezs4OExMT5s+fj4+PD35+fsycOVOCbULoiP9UT8jCwoLly5czcuRIBgwYwLVr15g0aRLwLujWv39/Tp8+zalTp7K4pOLPaDrx3t7ebNy4kdevX1OpUiWqVKnC/v37iYuLAzIP9rWDbSEhISxfvpwFCxbIFvbZRM6cORk2bBhDhgzBzs6OrVu3Ym5uztSpU3FwcMDQ0JD09HTpWOgQ7RkUUVFRnDx5kmfPngG/J/v9GO3gmuZFidA92i82Dh48yMiRI7l37x4lSpTA3t4eGxsbdu3aRWhoKMnJyQAsWrSI6Oho9e/iyZMn3Lt3j4SEhCy7DvGhSpUqMWzYMMaNG0dERARBQUGULFnyD8/RfsaGhoYSGhoqOwvrAEVRMDU1ZfLkydSqVYuTJ0+ybNmyzwq6vf+dBFB1i2a32NGjRzN69Gjs7e3Zu3cvAI0bN8bKyoqQkBA2bdrEq1eveP78OSEhIRQuXJh8+fJlcenF59q/fz9z5szh5MmTWFlZAe/q3sbGBmdnZ6Kioti3bx+Amg9Vc4z0iYXIev+5J6eBgQF6enq0atWKwYMHc/XqVTXo9uOPP7JgwQKGDx+exaUUn+Pu3bt4enqqb3R27drFxIkTefHiBcuWLQPedQ41y520g23Ozs7Mnz+f1q1bZ+UliL/o/aDbsWPHyJEjh/o2Xmai6hbN4Gzx4sVMnDiRESNGMG7cOIKDgz852NNuq8HBwQwcOJD4+PgvXnbxx7SDqceOHWPPnj3cvn0bT09Pzp8/j7GxMbNmzcLGxoYdO3Ywbdo0Bg0aRGRkpDrQi46OJi4uDhcXFzUfo8ha2jNPCxcuTFJSEikpKfz2229/ep52sG3u3LlYWVnJYE8HaAJnuXLlYujQodSqVYtTp079adBNe7ZiWFgYBw8e/NJFF3/g/TanCW6PHTuWLVu2kDt3bhYtWoSlpSXBwcE0aNCAwYMH8/LlSzw9Pf/wpZfQLQUKFKBkyZI8e/aMkydPAr+/mCxZsiTm5ua8fv060+fv/78QIuv853K4aUtMTGT37t34+/tTsGBBVq9erX4nOdt0z8fyjSxbtgw/Pz/GjBnDmTNnyJcvH99++y2LFy9m/vz5NGnSJNPxISEhuLq6qrvgiezpzZs3bN++XV1yKHSL9kDg9OnTLF68mBkzZmBubo6/vz/379/n+++/Z9CgQZlyCb0fGHdxcWHBggW0bNkyKy9H/AEnJycOHDhA06ZNefnyJSdPnsTa2prhw4fzzTffkJqaiq+vL3fv3iUjIwMnJ6dMSdffvn1Ljhw5svoyBJmfsa9evSJPnjxER0cTHBxMQEAAS5YsoWXLlh/kU9Q+T/NCy8nJiWbNmmXJdYjffSz35evXr/H29ubs2bPUrVuXcePGfZDTTfu8sLAwZs+ejaenp9SpDnJ3dyciIoIpU6YQFxfH+fPn2bNnD46OjnTs2JHExESio6O5ePEiefPmpX79+hgYGMhSw2zm1q1beHh48ODBA/r370/79u0BSE5Opl27dvTt25eePXtmbSGFEB/1nw64wbug2+bNmzl//jzOzs4yXT4bOHLkCMbGxtStWxeA8ePHU7hwYfr168f06dOJi4vj/v371KpVi4ULF6pLRg8cOMCoUaPw8PDghx9+yMpLEP/fx4KofzU5vnQaddf+/fs5cuQIefPmVXNmvn79GldXV27cuJEp6KZdj5pBu6OjowTGddjFixcZPXo0rq6u6g55u3fvZv369RgaGjJ27FiqVauGoihkZGSoL7Gkzeoe7XvxypUruXv3Lj169ODrr78G3gVWg4ODcXV1VZ+fixcvpm3btlSsWBF4N8tmyZIl0m51hHadvn79mhw5cqAoCiYmJsTFxeHj40NUVFSmoFt6ejr6+vofrAiQAKpuio2NZeDAgfTs2ZMuXboA8PLlS/z8/AgICMDV1fWjKzlkUkH2dO3aNXx8fLhw4QJNmzalUKFCnD9/ntu3b7Njxw55rgqho/7z0SUzMzM6d+6Mi4vLH+ayEFlPURQeP37M4sWL8fLywtXVFYAmTZoQHx+Poij4+/vTo0cPvvrqK+Lj48mbN696fpEiRVi7dq0E23SE9mDgxo0b/PLLL8CfT4HXbqMxMTHSwdBRb968Yc2aNWzdupXbt2+rn+fOnZtJkyZRoUIFDh48qCbw1g62ubi4yKA9GzAwMODt27eZBm4tWrSga9eunD17lmXLlhEVFYWenp66M6nklNFNmnuxs7Mza9as4fvvv1d3KAWwt7ene/fujB8/nsWLF9OzZ0+OHDlC+fLlAQgICMDFxYVFixZJu9UB2s9XHx8fJkyYQKdOnVi6dCnXr1/HwsKCoUOHUrNmTX766Sc8PT3VoLj2MkXNiw8JtumG9+dIJCcn8/Dhw0z9pnz58tGvXz8qVaqEnZ0dmzZt+uB3JNiWPVWsWJFhw4Zha2vLxo0bOXbsGI0aNWL37t1qHmMhhO75zwfcAExMTNQcUDLDTbdoB1f09PQoWrQoHh4etGvXjk2bNjFw4EAUReHGjRuEhoYC0KVLFzw9PQkKCsqUo6JixYrqLAyR9TRtbcmSJQwaNIhBgwbRrl07Tp8+nWlHLW3abTQ8PBwHBwdevXr1xcosPk0zEND819zcHBcXFxo3bsytW7fYuHGjemzu3LmZOHEihQsXJiYmRh0s7Ny5k7lz50qwLZvIkSMHlpaWPHz4EPi97n/88UfKli1LfHw83t7enDt3Dnh3D5ecMrrr4MGD7Nixg8DAQJo3b06BAgWIjY3l559/BmDGjBmMGTOGGzduUKRIEbZs2aIGTy9fvszMmTPlhZaO0Dwn3d3dWb16NS1btqRTp05cuHCBuXPncvnyZTXo9s0337Bt2zbCw8PV8wMDAyWAqoM09889e/aQmJhIoUKF1ICLdp7FQoUKUa5cOUqUKMHGjRs/uSu4yH4qVKjAqFGjaNKkCcbGxpk2SZAxrBC66T+/pFToLu03tNevXyc+Pp7ixYtjZWWFvr4+sbGxTJ48GTMzM3777TeuXLmCl5cXTZs2/ehvCN2gXSeHDh1iyZIl2NvbY2VlhaOjI8+ePWPq1Kl8++23GBsbq+e9nyB44cKFuLm5ZapvkTW06/T58+eYmpqSnp5Onjx5+O2333BwcCA+Pp5OnTqpeUcAEhISMDU1RV9fn5SUFA4dOoS5uTn169fPoisRf9XMmTPZv38/Xl5e1KhRAz09PV6+fMm8efOoXr06x48fx8DAgIEDB1K7du2sLq74A7t27cLHx4f169fz5MkTdu3aRUREBBkZGRQtWpTg4GDg3exVc3NzAFJSUjLdp4Xu2L9/P25ubjg5OWFra8vx48cZMWIEZcqUwcDAgAULFmBjY0NsbCy7du2iW7duGBgYkJSUxPjx4/nxxx9p06ZNVl+GeM+dO3eYNGkSHTp0oG/fvmzdupX169dja2vL4MGDsbKyIjExkUmTJtGtWzcaNmwoLzr+hS5fvszq1at58eIF7du3p1OnTlldJCHEJ0jATegk7eCKi4sL27dvJz09nYSEBFq3bk3Hjh35+uuvURSFTZs2ERUVxebNm+nduzczZ87M4tKLz7F161aePn2Kvr4+gwcPVj8fPHgwDx8+zBR00843oskps2jRIplNoQO026qXlxdHjx7l9evX5MmTh7Fjx1K/fn2ePHnCggULPhp0AzLtlCcB8uxBu67Gjh3L6dOn6dixIwUKFODw4cNkZGSwbt06jh8/jpeXF1ZWVixZskQ2SNAR2u1W8//79u3Dw8ODAgUKcOvWLerVq4eNjQ3Fixdn5syZODs7q7lT3/8NoXt+/vlndu7cyfTp0zl06BD29vZMnDiRQoUKMW3aNIoVK8bUqVOpUaOGeo7mWSuBVN3xfr61t2/f4ujoyIMHD1i1ahU5cuTA19eXAwcOEBsbS5UqVbh16xYAERERGBgYyLNVR32qXv4sx57mvBs3bqjpddzc3NQXIUII3SIBN6FztB9AwcHBeHl54ebmRrly5Th27BibN28mb968DB06lMqVKwOQmprKrl27aNWqleQHygYyMjJo3Lgx0dHRdO3alfnz52f6fsiQITx69IixY8fy/fffqx3/DRs24OrqysKFC2WZi47x8vJi7dq1zJgxg1evXnHlyhW2bduGo6Mj7dq14/HjxyxatIh79+5hZ2dHgwYNsrrI4n+kHXDx8PDg0qVLvHz5kiJFiuDq6oqJiQkAx48fp0yZMhQpUiQriyv+P+1nbGpqKhkZGWpdbdq0ibt371KxYkVq1apF/vz5efToEWPGjGHevHnY2tpmZdHFJ3xq4B4bG4upqSlDhw6lTp06jBw5koyMDLp3787z58+pU6cOixYtkuBpNnDo0CEKFy5MhQoVeP36Na1ataJp06bMnTsXeLcj+M8//8yvv/5K/vz5mTx5MkZGRrJBgo56fyfgx48fY2pqSrdu3cibN+8nNxfSDNv19PR48OABjx8/pkyZMhQsWPCLll8I8fkk4CZ0xrFjx/juu++Ad7vYGRgYMHHiRCwtLZk1a5Z63P79+/Hw8KB169YMGzbsg46m7ICn2zSdjLS0NPr06cPTp09xc3OjatWqmeqxU6dOlChRAnd3dwC2bdvGjBkzcHZ2lmBbFnt/9kNcXBzDhg2ja9eu6rKG9PR0PD098fHxISwsjMqVK/Po0SNCQ0MZP368DAD+JbTvvykpKaSlpWFqaoqenp7MktFB2vW1Zs0aTp06RWJiIl9//TUTJkwAfr9Hp6en8+bNG6ZOnapugiLtVvdo1+nDhw9JS0ujdOnS6vePHj2iR48ezJgxgxYtWvD8+XMcHR1p2bIlTZs2lZlP2cCRI0cYNmwY+fLlY8qUKbRv354jR47g7OzM8OHD+fHHH9Vjtf8epD+sm7TryNnZmYiICMqVK0dMTAzp6ekEBQVRsGDBD+pPO0i3du1anJ2diYyMpEyZMllyHUKIzyNPWaET1q1bh4ODg7rxgfYDJiEhAUDdfadp06Z89913hIaGkpKS8kFnUToXuk0TbDM0NCQoKAhzc3Nmz57N5cuXMyX2jYiIUKfKp6Wl8fTpU7y8vCTYlsX69euHj49Pps/evn3LrVu3MDU1BX7f3EKzC96OHTtITU2lWLFiTJo0CQMDA9lNS4d97D3cp97N6evrq98ZGRmpCZwVRZFgm47R3nTG1dUVPz8/KlSoQMuWLfH29mbevHm8fv0aPT09kpOTCQ4OZuLEiTx79oyAgABptzpKU6cuLi4MHDiQzp07M3bsWG7cuIGiKOTOnZty5cqxefNmdu7cib29PbGxsWqwTXtzKqEb3q+T+vXr07RpUwoWLIinpyeLFi3ixo0b1K5dm0uXLvHixQv1PqzdJ5b+sG7S1FFMTAzx8fEEBgYSFBSEq6srVlZWdOrUiejoaAwNDUlLSwMyB9tCQkLw8vLCyclJgm1CZAMScBNZLigoiOLFi1OjRg0iIyPVoJuenh5ly5Zl37593L59O9Ob9VKlSlGkSBHZeSmb0nQijIyM1C3rZ8yY8UHQTV9fXw3ODRo0SJYh6oAJEyYwdOhQALUjWKhQIWrVqsWOHTsy7TpqZmaGmZkZ8fHxGBkZZfodmSmjmzIyMtT6i4mJITk5GUCd8fQxmgCb5rz09HRZnqZDNDs5a+pk37597N27Fw8PD8aPH0/x4sUxNDQkPDyc2bNnEx8fj4mJCbly5eLrr78mLCwMIyMjdea50A3a7XH79u3s2rWLCRMmsHjxYi5fvoyDgwMXL14kd+7cdOnShbdv3+Lm5oaiKPj6+kreTB2mqZN79+4B7/pMjRs3pl69ekybNo08efJw/vx5Nm3axM6dO7l48aLcc7OZTZs20bJlS27dukXevHnR19enYsWKzJ07l9KlS9O5c2eePXuGoaEhqampmYJtzs7OzJ8/n1atWmXxVQghPoc8ZUWWGjBgAMHBwTRs2JAhQ4ZQqlQpNm7cyPr16wEYPXo0VapUYciQIVy8eJEXL16QmJjIjh07sLS0VPPOiOzn/aCbvr4+w4YN486dOx8cB7LduS7IyMigWrVqGBsb4+Pjw+TJk0lMTASgUaNGvHjxgsDAQN68eaMuKUxISCBfvnxZXHLxuTTtzNPTk759+zJkyBCWLl0K8MkZTtrBts2bN7N3716ZNaMjFi9ejKurK9HR0cC7IHlKSgq9evXi66+/5siRI0yYMIE5c+bg5+fHvn37cHFxITExkQ4dOjB69GgMDQ1JT0+X2TI6IikpCfj9pcWRI0f47bffGDp0qJrXKzQ0lBcvXrB48WKuXr1Kq1at8PHxYe3atfj5+akBVHmu6q6zZ8/SokULlixZwrVr12jTpg1Xr17l0qVLjBw5khkzZtCgQQOeP3+uvqgW2UeBAgX46quvuHnzpvpCUlEUypYty9y5cylbtiwNGjQgNjZW/T4kJAQ3NzccHR1ltYcQ2YjkcBNZ5vr160yePBlPT09Kly7Nr7/+SpEiRVi4cCF3796lbdu29OzZk1evXjFlyhTOnz+PhYUFZmZm6u6kRkZGkuxXB/2VOtHMYEtNTWXGjBksWrRIZlHouIyMDI4dO8aoUaPo0KEDCxYsAN5tnHDo0CHevn2Lra0tt2/fJiEhgS1btshgPRuJjIzEzc2NYcOGcfPmTU6dOkWlSpXUfIraSbi123poaChz5sxhxYoVNGnSJMvKL37n7OzMqVOnqFevHn369KFgwYK8efOGuLg4zM3NGTx4MD/88ANDhw7l8ePH9OrVi6dPnzJ06FAmTpyY1cUX7xk7diytW7emefPmZGRkEBcXR7169QAYOXIkY8eOVY99/vw5/fr1w9LSknHjxlGzZk21rcrMNt3zsX7Trl27WLNmDUZGRjRv3pwmTZrQvXt3ZsyYoQZc9u3bR5MmTaTfpMM+1t5SU1P5+eefmTdvHvr6+mzYsIGcOXOq39+4cYOwsDCmT5+OgYEBUVFR9O7dm2XLlkmwTYhsRgJuIsvExcXRunVrvv/+e3Lnzo2fnx+XLl3i4cOH+Pr6cufOHTp27Ei3bt0A2LNnj/pmt02bNhgYGEhCWB2k3Wl8/fo1uXPn/tNz3q/H1NTUD5Ygiqxz5swZDA0NqV69Ok5OTpQoUYKePXty8uRJRo4cScuWLVm0aBHwbkfKU6dO8ezZMwoVKsS4cePUGTIyINBN7w8GNm/ejJ6eHu3btycxMZHDhw/j7OyMra0ty5YtA37f2Ob9ZS6LFi3ihx9+yJLrEL/Tvg+vXLmSvXv3qkG3QoUKAXD79m1Gjhyp1u2LFy/w8PCga9euVKxYUdqrjnnz5g0hISH07dsXY2NjkpOTMTEx4d69e/Tp04eiRYvi6OiYKafTixcvaN26Na1bt2b27NlZWHrxR7TvwZp61Xz266+/curUKby9vbG2tsbU1BRTU1OmTJmitmWQDRJ0lXbdnj9/nrdv35IjRw6qV68OwLlz51i4cCHwbiME7aDb+65evUqlSpX++UILIf5WEnATWULzADpz5gwDBgzAxMSEbdu2UbRoUeBd3gpvb2/u3LlDu3bt6Nmz5we/IQN43aPdsQgODubWrVv079+fkiVL/uF5MktRd0VHR2NnZ4ehoSEWFhbs3r2biIgIKlSoAMCJEycYNWoULVu2xMHB4aMzn2QgoLu06ykyMpKkpCR27txJ8+bN6d27N/BuU4yDBw/i4uJC1apV1ZluGppgmyxz0S3a9+MVK1awb98+6tWrR9++fSlYsCBPnz6lefPmdOvWjSZNmuDr60tKSgpBQUGZNrcRWa958+ZUq1aNxYsXA+8G5hkZGbRt25a8efNy+/ZtunXrRs2aNZk+fTolSpRQ23ZcXBy5cuWS/pKO0m6na9eu5dy5cyQlJVG7dm26du2Kubk5qampxMXFMWvWLC5dusTLly/x9vamYcOGWVx68bmWLFnCtm3bMDEx4fHjx7Ro0YLevXtTo0YNoqKiWLRoEXp6egQGBmJubp7pXBnvCJG9yXxykSU0nYubN29iYGBAamoqq1evVr8vVaoUw4YNo0yZMmzfvp2AgIAPfkMePrpFu9N469Ytzp49y44dOwgJCeHx48efPE97wL9+/Xr1TZ/QDQULFmTEiBHcuXOH3bt3s3DhQipUqEBGRgYZGRnUr1+f5cuXs3v3bubOnavuKqwdQJVBu27Sbntubm7MnTuX0NBQbt26xd69e9UNTHLkyEGTJk2ws7Nj//79ak43gICAANzd3Vm0aJEE23SM9g6UI0eOpFmzZpw8eZKgoCCePHlCoUKFcHR0JDw8nHnz5pGQkIC/v7+6CYa0W93g4+ODsbGxGmyDdyk51qxZw759+4iNjaVs2bKEhoYSFRWFo6MjDx8+VNu2hYWF7DCrw7R3mV2+fDkVK1akePHibN++nTlz5qibDhUoUIBVq1ZhZ2dHjx49qF+/fhaXXHyu0NBQIiMj8fT0JCQkhHXr1vHgwQP8/Py4du0aNWvWxM7OjpiYmI/2gWW8I0T2JgE3kaXKli1LZGQk7u7ubNq0KdOSB03QLW/evNy9e1d2JNVxmk7jokWLGDt2LLly5aJKlSoEBASwZs0aHj58+ME5729z7urqSo0aNb5oucXHaSe9t7CwoFChQlSuXJndu3cTFRWFvr4++vr6pKenq0G38PBwgoODs7DU4q/QtL1nz57x66+/EhISgr+/Py4uLty5c4cRI0aox+bIkYOGDRvi4+PDmDFjgHczF/fu3cuMGTNkGamO+lTQbd26dTx79ozWrVuzZ88eli9fzvr169Vk+jLjWHeYmJiQlJRESkoKS5cuxcPDg4ULF1K/fn38/PzYs2dPpqDbhQsXmDJlirpRhoYM2nXX1q1b2b9/P76+vgwbNoy6dety8+ZNLl68yNSpU3nz5o16bLt27ZgzZ4668ZTQfVeuXKFu3bpUq1aNfPnyUaNGDebNm8etW7eIiIgAoEaNGnh5eeHg4JDFpRVC/N1kSanQCW/fvmX//v3MnDmTtm3bMn/+fPW7p0+fYmVlhb6+viw91HHHjx9n4sSJ+Pv7U7lyZQA2bNiAm5sb7dq1o3///hQrVgzIPEU+JCQEFxcXFi5cKLNkdID2bMWzZ89SqFAhChQowIULF/Dz80NPT4/hw4dTs2bNTOddvnyZChUqyMyYbGTNmjUEBwdTuHBhXFxcKFCgABkZGURFRTFx4kSqVKnCypUrPzgvJSUFY2NjWeqSTXxseem3335L9+7d1VQO7x8nsp6iKFy4cIHly5fz+PFjoqOj2bZtm/ocnTFjBmfPnmXgwIG0aNECCwsLbty4wZIlS/D19ZW61FHa7SwjI4ODBw8SFRWFvb09Bw4cYPr06YwePRp9fX3c3d1p2LAhc+bM+aycuEJ3aMYskyZNIjU1FQ8PD9LT09UZxOHh4bi4uLBjxw7y58+vnifPVSH+XeRJLHRCjhw5aNasGQ4ODmzbto05c+ao3xUqVEh9Sy/BNt2iPQsK3s14MTc3J2/evOp3PXr0YOzYsaxbt44NGzaoM900nYnQ0FCcnZ0l2KYjFEVRBwKurq7Y2dkRFRWFnp4edevWpU+fPiiKgq+vL2fPngXezZzZvHkzlStXlrfuOu79NlunTh309fW5fPkyr169At7Nivrmm29wd3fnypUrdO/e/YPfMTY2BmTWTHbx/ky35s2bs2XLFg4fPvzBcUJ36OnpUb16dQwMDHjw4AGVK1cmV65c6vcLFy7km2++ISAggL179xITE4O1tTWrV6/OVOdCt2ja2apVq4iIiKBp06YMHDiQuLg4Vq5cyaBBg+jTpw8tW7Ykb968HDt27KMvPoRu04xZGjZsyN69ezl16hQGBgbqc9PExITixYtjZmaW6Tx5rgrx7yI9K6EzTExM+OGHH3BwcCA0NBRfX99M38tAQPdo6uTJkyfqZ7GxscTHx6Ovr8/bt28BaN26Nfny5WPr1q1ERkaSnJwMvAu2zZ8/X/I/6RBNB9HPz4+IiAjc3Nxo2rQpJiYmADRq1Ig+ffqgp6fH1KlT6dChA9euXePHH39Uf0NmuOkuTZu9dOkSsbGxWFtbs3z5cnLlyoWDgwMxMTHAu7+DmjVrsmjRIiwsLGTg/i+gHYAZPnw4EydO/GgwVeiOtLQ0YmNjMTAwYNy4cRgYGDB16tRMz9yFCxdSq1YtFi9ezPnz5wHUFBzSb9It2nn0tm3bxtq1a6lYsSIAVlZWPH78mGfPnqn52V6/fo2NjQ0ODg5MmTIlS8os/nctW7aka9eujBw5kgMHDhATE0NcXBxbt24lf/78mJqaZnURhRD/IFlSKv5R/5cloMnJyURFRVG7dm0ZuGcD27ZtY8mSJRw7dgx4N5C7ceMGGzduJF++fMC7nS5XrVqFlZUVXl5erF+/nqpVq7J06VJsbGxo1qxZVl6CeE9ycjIjR46kXr16DBo0SP1ce9fCy5cvc+3aNaKjoxk+fLg6s03arO47ffo0/fr1Y9q0abRv3548efJw69YtBg4cSPny5XF2dsbS0hLIfA+X5Ya651N18kfP3veXK8nypewjMjKSiIgIzM3NmT17NoULF1a/8/HxYdCgQVKXOujt27fkyJFD/ffhw4e5evUq5ubm9O3bV22D9+/fZ8yYMVSvXp1OnTqxbNkyTE1N8fDwQE9PT9pqNvbkyRMCAwMJDg6mYMGCGBkZkSNHDsLDwzEyMpLnqxD/YhJwE/8Y7YfHmzdvPtjm+nNI50L3xcTE0K1bN3r37k2/fv24desW8+bN4/bt29jZ2WFkZMSmTZsAWL16Nc2aNaNNmzaMHTuWxMTED6bSi6wXExNDq1atsLe3p3379pnacnJyMnFxcRQsWDDTOdJWs5clS5awefNmRo4cSZs2bbCwsODWrVsMGjSI8uXL4+TklCmnjNA92u3y2LFjJCUlkZCQQIcOHf7wPO1gXFxcHBYWFv90UcX/SPv+qgm65cqVi1mzZmUKur1/rMh68+bNo2TJknTu3Blzc3NiYmKoV68eAAMHDsTOzk49NiUlhcDAQLZs2UJ8fDxFixYlKChIAjL/IhcuXCA6OhpDQ0MaN26MgYGBvKwU4l9O7tziH6HdMVi1ahUzZszg2bNnn3WeRnJysnQadcz78fn09HTMzMyoU6cO586dA97tPLt48WKaNm2Kh4cHHh4epKWlqflHcubMqQ4QJNiW9T72zsXS0hIbGxv27dvH69ev1d1I4d1uW+vXr+f169eZzpG2qpu061f7/mpnZ0enTp3w9PRk27ZtvHr1inLlyuHv78/Jkyfx8fHJiuKKv0DzjHV2dmbu3Ln4+/uzYsUKOnTowKVLlz56jnawLTAwkP79+2faAVHoJgMDA7X9tm/fns6dO5OQkMDEiRN5+fLlB8cK3fHixQs2bNjAzp07efXqFZaWluzZswcrKytOnTrFr7/+qh5rbGxM//798ff3Z9WqVQQHB6s7B0uwTfdoP19TUlI+65yvv/6aFi1a0LRpUwwMDEhPT5dgmxD/cnL3Fv8ITcdgyZIlBAcHU69ePVJTU//wHO1k7cHBwfj6+n72A0x8GZqB2tOnT4F3HfscOXLQpUsX9u/fz7Zt29DT06NIkSLMnz+fDRs2EB4ezpo1azA2Nsbd3Z3Xr19Tp06drLwM8f9pb0Ty9OlTbt++rQbSWrRowcOHDwkICFCD30lJSfj4+HDlypVMibuF7tLUr7+/Pzt37sx0T508eTJdunTB2dmZbdu2ERsbS9myZdm7dy9Tp07NqiKLvyAkJITNmzfj5eVFSEgIEyZM4Nq1a5mCaJpBoXawLSQkRE3O/n+ZfS6+PM1O7QDt2rWjZcuWVKxYkbx582ZxycTHaAKknp6e1KpVC39/f3bt2kVsbCwlS5YkMDCQR48e4ebmxoMHD9TzjI2NKViwIJUqVVJfdklARjdp7qc+Pj5s2bIF+HBjovdp2rDmJaYEUoX495M7uPjHHDp0iK1bt7JixQpsbW0BSExM5OXLl+TLly/T7CbtgUBoaCiLFi3C2dlZ3QlP6I7w8HBCQ0P55ptvGDVqFEZGRtja2tKrVy+2b99O3bp1sbS0RF9fHysrK/T09Lh+/TobNmxgz549+Pv7U7x48ay+jP887QD30qVLOXnyJDdv3qR27dpUrlyZ0aNH8/jxY44ePcru3bspW7Ysv/32G6mpqWzatAk9Pb3/U45GkTWioqI4ceIEJiYmNGzYUL23Tpkyhdu3b+Pn50diYiI9e/akWLFigCxNyw4ePHhAjx49qFixIjt37mT27NnMmTOHunXrkpSUhKmp6Qe5n0JCQnB2dsbR0VE2q9EBf+U+qn3f1d7wQpYb6rYxY8YwadIkgoOD0dPTo0WLFpQpU4aQkBC6deuGo6MjM2bM+GjfSO7Buu+3334jIiKCVq1akTNnzk8ep93WHz58SKlSpaQPJcR/gDydxd/m/aVp0dHRlCxZEltbW65du8aqVavo0KEDnTt3ZtmyZepMmvffui9ZsgQ3Nzdatmz5xa9BfOj9t3W2trY0b96c/fv306NHDzw8PHj69ClNmjTh3r17REdHq7vhaeo1T5481KpVi9DQUCpVqpQVlyHeo6mblStXEhISwvjx49m9ezfGxsb4+/tz9+5dxo0bx+TJk2nWrBn58uWjRYsWbN68WV3iIh1F3fSxZcIrVqygRYsW2Nvbc+jQoUwz3YoUKYKxsTFRUVGZBgsy0NMtH5s5ce3aNdLS0jh37hwzZsxg0qRJ9OjRg4yMDLy9vVm/fj3we12GhYVJsE2HaD8n32+3n0qxrKenR1pa2ge/I3SLJgDq4OCAnZ0dBgYGxMfH4+Liwu7du4mLi6Ns2bKEhoZy4cIFpkyZQnR0dBaXWvwV2jNOzc3NuXDhAvDx9qg91lm3bh0tW7bMtNuwEOJfTBHib5Cenq7+f3x8vKIoivLTTz8p1tbWyrhx45SGDRsqkydPVsLCwpQNGzYolStXVm7cuJHpN0JCQpTq1asru3fv/qJlF5+mXa/Hjx9X9uzZo5w8eVJRFEVJSUlRvLy8lP79+ys1atRQ1qxZo9SsWVPp27evkpaW9sFvZWRkfLFyi0/T1ENGRoYSGxur9O3bV9m1a5eiKO/quFq1akpYWFimY9/3sfoVukG7zSYkJCixsbGZvp84caJSvXp1ZdeuXcqLFy/Uz65evZrpb0PoFu16vXz5svLkyRNFURRl27ZtSrt27RQbGxu13SrKu+fwkCFDFHd3d/WzyMhIxdraWtm7d+8XK7f4NO12tm7dOmXy5MmKt7e38ssvv3z0mI99tn///kx/G0K37NixQ6lZs6Zy7do1tW88YcIE5bvvvlNCQkKUuLg4RVEU5fr168rAgQOlLnWcdtt7vx/Ut29fZdCgQX963oYNG5RatWopO3bs+GcKKYTQObKkVPzPtJcy+Pr6cu3aNaZNm0bt2rXx9PRk586djB8/nrp161KwYEFiY2PZuHFjphkWAQEBeHp64uTkxA8//JBVlyK0KFpLDl1dXdmyZQuWlpbcuXOH5s2bM2XKFEaNGkVKSgohISEcPnyYpKQkUlNTP7q0RWZDZT3ttpqQkICxsTEJCQmULVuWAwcOMHnyZOzs7OjSpQspKSls2bKFcuXK8fXXX2f6HZn5pJve36zmzJkzXL9+nS5duvDdd99Rs2ZNXF1dsbe3x8HBgUKFCpGWlkZycjJfffUVenp6sjRNB2nfi93c3Dhz5gxdu3albdu2VKhQgYIFC6Knp6fm8rp37x6Ojo7ExMQwevRo9XfKlCmDt7c3DRs2zJLrEJlpnone3t74+/tTv359wsLCOH36NF26dKFFixYfLN1X3ku/MWfOHIKCgqhVq1aWXYf4tNjYWIoWLUqxYsXUNCpubm6MHj0ad3d39PT0+P7777G2tmb16tWALA/WZZq2t3HjRm7evMngwYPJnz8/enp6TJ48mcmTJ3Po0CEaN26snqO8t4pHZhgL8d8jATfxP9PeIGHbtm2MGTOGpKQkAJo1a0bjxo0xNDQkNTWVpKQk7OzsMDExybS08NmzZ8ydO1eCbTpE00Hw9fVl8+bNai6+devW4eDgQFJSElOmTKFkyZL07duXpk2b8ujRI2rUqCEDdx2lqY8FCxaQnp7O0KFDgXdJnU+fPs2UKVPo0aMH8C4nyZ49e7CwsMiq4oq/SFO/7u7uhIeHM3bsWDp27MiyZcv49ddfSUhIoGHDhjg5OREaGsrz589JSUlh7Nix6m5pEkzVPZp78fLlywkLC8Pd3R0bGxsMDQ0pV64cw4cPx9vbm3nz5jF37lzy58+PqakpGzZswNDQUK3XKlWqZPGVCPgwoPLkyRM8PDyoXbs2Fy9eZPXq1axdu5aMjAxatWqlPk/19PQyDdxdXFzw8PCQYJsOy8jI4NWrV5iYmKCvr6/mVRw1ahTdunVj2bJlWFpa0rRpUzUwI/0m3aPdZjMyMrh69SpXr16lVatWdO/enVq1alG3bl2srKy4ePEijRs3VutT02Y3bNiAu7u7BNuE+A/SU5RPJIkQ4i/Yt28f8+fPZ/ny5eoGCcnJybx48YIiRYqQkZHBpk2biIyMJCkpidDQUDUPlOy+pLuio6Nxd3enQYMGtGrVir179zJz5kx69erFunXrqFu3LmPHjqVcuXKZzpOBu27RfsN67949hg0bxsKFC6lZsyZHjhxhzJgxfPfddyxfvhxFUUhISGDixIm8ffuWgIAAqcts5MiRIyxatAgnJyeqVavGL7/8Qo8ePShevDhFixZl0KBB1K9f/4Pz5F6suxRFITo6mtGjRzNw4EBatWqlfqcZCD579owXL15w48YNihcvztdff42BgYHUq47RHrhHRUVhZmbGypUrGTt2LOXLlwfg8uXL+Pr68vLlS3r37k2LFi0y/YbMksk+4uPjadOmDba2tnh4eKif//LLL4SHh2NlZcWoUaPkGZtN7NmzBxsbG3VjoXXr1nHhwgUOHjxIr169uHv3LqdOnSI8PJyyZcuq5x0/fpzBgwezbNkyabNC/AdJL0z8LR49ekSpUqWwtbXl+vXrHDt2jIiICKKjo+nfvz/9+vUjd+7cVK9enXHjxmFoaCgDgWzAwsKC77//ntq1a3Pp0iWcnJwYPXo0ffv2JXfu3CxevJhXr17h5ORE4cKF1fOk86gbXr9+Te7cuTMtXfrtt9+oV68e1atXR1EUGjRowJQpU1i4cCFDhw4lIyOD5ORkXr16RUREhMx8ymby589P9+7dqVatGkeOHGHKlCk4OjpStmxZ+vbtS1BQEImJiTRr1izTeXIv1l2aWRLR0dHkyJEj03f6+vokJycDUKlSpUwzx9PT06VedYj20mAnJyciIiIASEpKok6dOmrArXLlygwZMgR/f388PDzIkycPdevWBWDt2rV4eXlJsC0bUBSFXLlyMW/ePKZPn86QIUMYM2YMiqLg5eVFoUKFGDt2LCAvKXWdoii8ePGCCRMm0KhRIyZMmED58uXp3bs3HTt2pFevXvj7+xMXF0diYiIHDx6kbNmyar0WLVqUkJAQqlWrltWXIoTIAtITE3+Z8pEt7MuWLcuSJUsYP348ly9fpmrVqvTr1w89PT3mzp1Lu3btaN68udpBlIFA9mBiYkKjRo0wMjLi1KlTlC9fng4dOgBgZGRE27ZtiYmJoWDBgllcUvG+kSNHkj9/fubPnw9AamoqMTExhIaGUqNGjUzLVvr06UPFihXZvXs3AMWLF6dXr14SGM+GypQpQ+HChUlISCAgIICBAwfSvn17AEqXLs3ly5epUKHCBwE3oTs+9oxNS0sjLS2Nx48fq//WtMvr169z7tw5unTpQq5cudRzZACvO7Tr9MGDB5w4cQI/Pz/i4uLYvXs3gYGB5MiRg06dOgHvgm59+/blyJEj6pLRO3fu4O3tzezZsyXYlg1o6rtu3bosW7YMBwcHRo4ciaGhIVZWVqxYsUI9Vtqq7tFus3p6ehQoUICQkBBGjRqFl5cXI0eOxNraGjMzM6pXr06FChV48+YNbm5ubNiwgX79+mFsbAy8e/YKIf67ZBQl/hLt5RBxcXHkyJEDPT09GjRogJOTE7t27WLEiBHUrVuXIkWK8PTpU2xtbUlPT8/0O9K5yD40g7q7d+8SHx+Pnp4eycnJHD9+nLZt26rLmyRnm26ZNm2aGgh9+/YtOXLkYNSoUVhYWODh4UF4eDhdunRBURQURaFmzZpq/j0NCYxnP6amppiamhITE8Pz58/Jly8f8G5pk7W1NSNGjOD777/P4lKKT9G+j758+RILCwsyMjIoWrQoPXv2xMnJieLFi9OoUSMAUlJS8PDwoECBApibm2dhycUf0dxX/f39uXLlCnXq1KFq1aoAakJ9X19fADXoVq1aNXVGTEZGBoULFyYkJERdziayB2NjY2rWrElkZCTXr19HT0+P8uXLo6+vLy+0dJimzSYmJmJmZoaiKNja2rJixQqGDx/O8uXLM6VUMTU1xczMjDlz5tC+fXv27NlDmzZtsvIShBA6Qu7y4rNpL4dYuXIlJ0+e5Pnz51hbW9OnTx/atWtHq1atMDIyIj09naSkJGbPno2JiYm83cnGNJ2Obt260bt3b3r06EFKSgrGxsaZNrmQYJtuOH36NLa2thQvXhyAwMBAtm/fjo+PD5aWlvTt21dtmzly5FA7hJrAm3bATQLj2VdKSgo5c+bk3LlzpKSkcOjQId68eUPTpk3R09OTJUw6SnMfXb58OQcOHMDY2JjGjRvTs2dPBg8ezPPnzxk+fDidO3cG4P79+8TFxbFq1aoPdrQUWe/9naGfPXvGwYMHqVmzpnpM2bJl6dmzJ/AuIPf27Vt69eqV6Xf09fUxNTWVYJuO+KvtTPN3UKFCBfUzeaGl+7y9vbl58yZTp06lQIECKIpClSpV8Pb2pm/fvujp6akz3TR/D6amphgbG5OamprFpRdC6AoZIYvPpnmYLFu2jMDAQNq1a8ePP/6Ivr4+AwYM4NChQxgZGZGYmMi2bdsYMmQIL168wN/fH319fTIyMrL4CsT/olq1aoSGhtKkSRM6d+7M5s2b1SWHQjeEh4fTr18/9uzZo+Z1qlu3Lr/99ht2dnbExMSQM2dOhg8fzuDBg5k6dSrbt29Xc0RJ0PTfo1ChQgwdOpS7d+8SFhZGRkYGa9euVYMyEmzTLdr7V23atImgoCC6detGkSJFOHToEPPnzyctLY358+ezaNEiXrx4wevXr6lUqRKbN29WNyGSYJtu0dxT3759S86cOenXrx8DBw7k2LFjrF+/Xj2ubNmy9OrVi0qVKnH+/HlkPzPdpdkxFvignj5Vb/r6+p99rMg6749TypYty/bt2/Hy8uL58+fqjsGVK1dm4sSJHDhwAHd3dx4+fKiec+zYMW7evKnOYBVCCNmlVPwp7Td5z549Y/jw4QwZMoSWLVsC8OLFC3x8fNRBQokSJdi3bx+3b99m/PjxkgfqX0zqVfc4ODiwceNG5s6dyw8//ICZmRm3b99mwIABlCtXDldXV/LmzUtiYiLe3t54e3uzevXqj+5cKXSLZpaE5rH9qeCK9j07JiYGAwMDdfMMabO67dSpU5w8eZJKlSqpz9gNGzawZcsWihYtysyZM8mbN6+6TFxDZizqrrCwMLy9vQkPD8fS0pJnz54RHBxMUFAQU6dOpXv37uqxjx8/pnDhwmo7lwCqbtGuk+DgYH7++WfKly9PnTp1sLW1/eCYj5134MABGjduLC+4dIz2PfT+/fsYGxtTuHBhLl68SPfu3enUqRNjxozBysoKeNeujx8/TkpKCitWrFDr8/HjxyiKIrNRhRAquduLP6T9Ju/ly5cYGxtz69atTB37/Pnz069fP7766ivOnDmDubk5LVq0YPLkyRgaGsq0+X8xqVfdkZKSAsDMmTPp3LkzCxYsYP/+/SQkJFC2bFn8/f25desWkyZNIjY2FjMzM4YMGcKcOXOoXbt2FpdefA7t2TKaZaEfo5nFBu92Gs6TJ4/6mbRZ3WFnZ8fly5fVf585cwZHR0c2bdpEzpw51c+7du1Ku3bt+O2333BwcCAmJiZTsE1mLOq2mjVrYmRkxNChQ4mJicHKyoqePXvSt29fnJ2dCQsLU48tWrSouiJAgm26R3vHbw8PD9LT0wkLC2PZsmXqpkPa91/IHGwLDQ1l1KhRREVFffnCi49av349V69eVe+hzs7ODB8+nPbt29OzZ09iY2PZtGkTEREReHl58fPPP5OQkMDhw4dp0aIFq1atQl9fX30eFy1aVIJtQohMJOAm/pBmgOfq6oqTkxMZGRnUrl2bU6dOERcXpx5XtGhRDAwMuHfvHvAuh4GGDASE+GcpiqLuhhUWFoa1tTUJCQk4OTmxb98+kpKSKFeuHAEBAdy+fZvJkyfz8uVLzM3N6dGjhywN1nHay1z27t1Ls2bNiI2NxcDA4E+Dbpp7+KtXr2QAr0Nu3LhB/vz5sba2Vj+zsbGhWbNmGBgYsHnzZt6+fQu8e4Z269aN9u3bc/nyZYKDgzP9ltSr7nh/SZqiKJQpUwYfHx+Sk5MZPHiwurO3Jug2e/Zs9u/fn+k8mf2kW96v1ydPnuDh4YGbmxtubm6Ym5uzdu1adu7cCaAuPdQOtoWEhODs7IyHh4e686zIWg8fPsTb25sNGzbw4MED9u3bx5YtW5g0aRL29vZUrVqV4cOHc/PmTSIjIzl27Bjjxo2jTZs2PHr0SN3tW156CCH+iDzRxUdpv507deoUhw8fpm/fvlhaWlKjRg2ioqLYtm0bb968ASApKYm0tDQKFSqUVUUW4j9L06H38PDAxcUFU1NTZs+ezTfffMOcOXPYs2cPSUlJ6ky3U6dOsWrVqky/ITOfdJN20vU9e/Zw5coVXrx4wbBhw9Tloh8LumkP9NavX4+np6d6vxZZz9ramilTpmBkZERoaChHjx4lZ86cDB06lK5du/Lw4UOWLl2q5mLU19enS5cuTJkyhZEjR2Zx6cWnaNqqduBFURRKlCiBl5cXKSkpDBkyRA26de3alXnz5qm7zgrdo30PjoqK4urVq7x8+RJLS0sAbG1tGTJkCPnz52f9+vXqTDd9ff0Pgm0LFy7MtNmUyFrFixdn1apVXLlyhbVr13L8+HEGDx5M06ZN6dChA6NGjWLatGnMmDGDhIQE1q1bx8yZMxk7dqzkzhRCfDbJ4Sb+UGRkJJcvX0ZRFGbNmqV+7uDgwOnTp8mTJw9fffUV165dIz4+nsjISBm4C5EFYmNj6dOnD7169aJHjx7q57Nnz2br1q3MmzeP77//HnNzcx49ekThwoXljWw2snjxYg4cOEC7du24e/cu58+fx8zMjKCgICwtLTPln3l/CZODgwPOzs60aNEiKy9B/H/aA/inT58yY8YMnj59yqxZs6hTpw5JSUn4+Phw4sQJqlevzoQJEzAxMcn0G5KzTXc9ffqUpk2bUrt2bVavXg383iavXbtG3759qVq1Kk5OTuTPn189T/Ir6h7te6mTkxMRERHAu5fM06ZNy7Sb7OXLl/H39+f69evMmjWLunXrArB27Vq8vLyYP38+zZs3//IXIf7UlStXmD17Ng8fPqR///6ZXmq8evUKe3t7ihQpkmkcBHIfFkJ8HpnhJjJ5P/66f/9+1q1bx7Vr19QcUfAuT9TQoUOpUKECT58+xdbWVg22fWqJkxDin6EoCoqikJiYSO7cuYHfc7rNnz8fa2trli1bxo4dO0hOTqZYsWJ/uBxR6JYrV66wY8cO5s6dy6hRo3BxcWH+/PnqrofaM93eX8K0ZMkSXF1dJdimI7SDbZpZ4aNGjcLa2hpHR0dOnTqFqakpQ4YM4dtvv+Xnn39m/vz5mZ6/IKkadMn7yw0LFSpEYGAgt27dYvDgwcDvs5ALFy5MqVKlOH78OC4uLpnOk2CbbtG+lz548IATJ07g5+eHi4sLbdq0ITAwUA3AAVSuXJm+ffvSvHlzdcnonTt38Pb2Zvbs2RJs02E2NjY4Ojpibm7O/v37uXr1qvpdnjx5sLS05MGDBx+cJ/dhIcTnkICbUGl3LrZt20ZkZCReXl707NmTO3fusGnTJhITE9Xj27Rpw8yZM/H09GTatGlqHih5AAnxZenp6WFpaUm5cuVYu3YtGRkZGBsbk5aWRnp6OsWKFSMlJYUdO3ZkmikjbTV7SEhI4PXr1xQsWFD9rE6dOgwePJiHDx9mWl6qGfyHhITg4uKCo6OjLGHSEdrBNj8/P7y8vIiLi6N69er06tWLMmXKsGjRIk6dOqVuamJra4u+vj5GRkZZXHrxMdp1evLkSfbt28eRI0eoWbMmrq6u3Lx5Uw26wbv8tuXLlycyMpKFCxdmVbHFZ9D0h/39/Vm2bBl16tShatWqNGzYkMGDB9OgQQN8fX0zBd2qVavGuHHj1Htx4cKFCQkJoXXr1ll1GeIzWVtbs2LFCtLT01mzZg3Xrl0D4M2bN9y+fVtS5ggh/s/kdZoAMncab968ib+/PxkZGeTOnZvZs2eTmJhIYGAgOXLkoEWLFuTIkUM9R3vQLm9ohfjyNG1x8ODBODo6Mn78eDw8PDA0NCQjI4O0tDQCAgIoV64ckDm4LnSLdt1o6rV06dKUKFGCo0ePUqpUKQwMDDA0NKRu3bqUKVOG58+fM2zYMFavXk3u3LnZsGGDGmyTWRW6Q/OMXbJkCVu3bmXEiBFqjrYaNWoAsGbNGpycnJg2bRp16tRh0qRJGBsbq0nYJZm+7tDelMTV1ZUtW7ZgaWnJnTt3aNOmDYMHD8bV1RU7Ozvat29PkyZNOHPmDGlpaXz11Vfqzoby4kO3aLezhIQEnj17xsGDB6lZs6Z6TNmyZenZsyfwLiD39u3bTMtL4V17NzU1lR0rs5EKFSqwaNEipkyZwpAhQ6hcuTLGxsYkJycze/ZsQPpPQoi/TnpuAvh9ILB48WI8PT0xMTHh6dOnODo6snfvXpycnLC1tcXHx4e9e/eSlJQkHX8hdISmLVarVo0BAwZw9+5dvv/+eyZNmkSnTp24ceMGZcqUUQft0lnUTe/XjWbn2Dx58lClShX27NnDvn371O9TU1MpVqwYY8eOJT09ne3btwPw8uVLFi1aJME2HRQZGUlkZCR+fn706tWLggULkpSUxJs3b6hRowYjR46kdOnSTJ48mcuXL2NiYvLBjrNCN2jaqq+vL5s3b8bLy4vIyEjs7OyIiIhg2bJlWFlZERQURMGCBTl//jwWFhasXbsWfX19MjIyJNimgzTt7O3bt+qy/YEDB3Ls2DHWr1+vHle2bFl69epFpUqVOH/+/AcpWUT2VKlSJdzd3TEzM+Px48c0adKEjRs3ygYJQoj/M9k0Qag2bdrEokWLCAwMVJeg2dvbExcXx4gRI2jatCn29vYcPHgQV1dXvvvuu6wushDi/9O8dU1NTeW3334jJCSEhIQETExMmDp1qppfUQZ4ukl7VkVgYCAXLlzg4cOHNGvWjI4dO5I7d24mTJjA8+fP+eqrr6hevTpbtmzByMgIb29vOnXqxDfffKO+hRe6ycfHhxs3buDq6srt27c5fvw4GzZsIGfOnDRr1ozhw4dz+vRpfvrpJ0aPHi3tVcdFR0fj7u5OgwYNaNWqFXv37mXmzJn06tWLtWvXUrduXWbOnEnBggVJTU1VlwbLBgm6LSwsDG9vb8LDw7G0tOTZs2cEBwcTFBTE1KlT6d69u3rs48ePKVy4MPr6+jL76V/k4sWLbNy4kXnz5skMYyHE/0QCbkLl7u7O2bNnWbduHfDuLV90dDRjxozhxYsXTJ8+naZNm7JixQqGDBkiOWWE+ELe7+j9XwJnMsDLHlxdXQkLC6NTp07qrDVbW1vGjh1LqVKlCAwM5OTJk7x584bChQvj7u6OiYkJQ4YMoXbt2gwaNAhABn06KiAggMWLFzN48GAOHDhA+fLlqVy5Mk+ePOHkyZOsX7+efPnyqcdLkFy3JScnc/ToUWrXrs39+/cZN24c/fv3p2/fvmpdf/PNNzg7O6s5oCQoo/vu3LnDyJEjMTc3x8fHB0tLS6Kjo1m/fj3r1q1j6tSpdO3aNdM5EpD599G0ValbIcT/QkZfQn2gaPIUpKamYmJiQmpqKgULFmTixIkMHz6cgIAADA0N1e2yZSAgxJeh6eht3bqVtm3bqgmZP9UB1LxH0XQUQfIr6qL169dTvXp1KlSoAMD169fZtWsXHh4e1K5dG4DWrVvj6OjI8uXLcXV1ZdiwYYwYMYI3b95gbm4OvHtZcvnyZWbOnCkDeR03YMAAXr16xaVLl+jduzf169enVKlS3Lx5k19++YXXr19nCrjJM1a3mZiY0KhRI4yMjDh16hTly5enQ4cOABgZGdG2bVtiYmKwsrJSz5E2qlvef5YqikKZMmXw8fFh1KhRDB48GD8/PwoWLEjPnj3R19dn9uzZWFpa0rRpU/U8Ccj8+8hyfiHE30HuIELt/DVt2pRr167h6+sLoM5gS01NpUGDBhgaGrJmzRpSUlIAGQgI8SXFxsbi6OjI4sWLgT/v3GvadWpqqnQWddDDhw/x9vZm/fr13Lp1C3hXp2/fviVHjhzAu5catra2TJ8+ncOHD3Ps2DG1Ls3Nzbl16xajR49m27ZtrF69mpIlS2bZ9Yg/pwmEjx8/nhUrVtCrVy9KlSpFSkoKixcvJm/evFKH2ZDmZcbdu3eJj49HT0+P5ORkjh8/TqNGjfDz81Nztgndo7mn7ty5E/g9yFKiRAm8vLxISUlhyJAhxMTEULBgQbp27cq8efNo1KhRFpZafCkSIBdC/K9kFCZU1tbWODg4sGrVKpYsWcLly5d5+PAh69ato1KlSsyePZtTp04RFRWV1UUV4l/v/cFZzpw5GTVqFDdv3uTChQufPE97uVJwcDCjRo1Sg+RCdxQvXpyVK1dy5coVAgMDuX37Nnny5CEpKYn79+8D7/4GMjIysLW15auvvuLevXuZfqNcuXJ07NiRNWvWUKlSpSy4CvFXaAby8G5m1Nu3b1m3bh3Dhw/nxYsXrFq1SgIz2ZDmftutWzcuXrxIjx49aNu2LY8fP+aHH35Qj5MXH7rr6dOn2NnZZVqSrygKJUuWxNnZmQcPHmBnZ8eLFy8oXLgw3bp1w9DQUN3YRgghhPgUefqLTDp27IirqyuRkZGMGjWKXr168ezZMwYMGECOHDkoWbIklpaWWV1MIf71NIOzTZs28eDBA4yNjWnWrBmvXr1Sd6N8n3awLSQkBHd3dzp16oSxsfEXK7f4fJUqVWLBggVcuXIFf39/MjIyGDp0KDNnzuTs2bMYGRmhr69PYmIiKSkp5MmTRz1XE7hp0qQJxYsXz6pLEFo+JyXu+7vQZmRkUKxYsUy74ElgJnuqVq0aoaGhNGnShM6dO7N582YJyuio94PahQoVIjAwkFu3bjF48GDg97ZauHBhSpUqxfHjx3Fxccl0nqRqEEII8Wdk0wTxUdHR0Tx58oS0tDSqV6+Ovr4+rq6u7N+/n6CgIAoUKJDVRRTiX+/UqVMMGDCAYsWKMXz4cL777jtevnxJ586dWbp0aabZE+8H25ydnXF0dKR58+ZZVXzxma5evcqMGTOoXLkyzZs358iRI6xdu5bBgwdjZmbGuXPnePbsmTqAF7pHOw/UX8lvqn2s5EX995HNanSPdls9efIkCQkJGBsb07BhQ6Kiopg0aRLly5fHz88PeLcxxrx58+jbty/ly5eXNiqEEOIvkYCb+FM3b97E19eXI0eOEBgYSMWKFbO6SEL8K31sI4R+/fpx5coVWrVqxcuXL/n222+Jj4/n2LFjODg4fJDzKTQ0lCVLlkiwLZu5evUqs2bNwsbGhvbt23Pv3j02bNhAjhw5KFSoEI6OjhgZGUlQRgdpt1s/Pz+ePXvG+PHjMTMz++zzUlJSZCaqEP8w7RdTrq6ubNmyBUtLS+7cuUObNm0YPHgwL1++xM7Ojty5c9OkSRPOnDlDWloa69evR19fX+7BQggh/hIJuIk/lJaWxq+//sq2bdvo2LEj5cuXz+oiCfGvd/36dSwtLbGysuLSpUv4+/tTtWpVChUqxKJFizA1NSUpKYnBgwfTq1cvddAeGRmJvb09Hh4emWa/iezhypUratBt7NixFChQINMAUWbL6LYlS5awfft2Bg4cSIsWLShUqNAnj9Wu1/DwcOBdSgcZyAvxz/P19WXNmjWsWLECW1tb1q1bh4ODAy1atGDixIno6+uzYMECkpOTMTc3x93dHSMjoz/cHVwIIYT4GHlqiD9kaGhIpUqVmDhxogTbhPiHKYpCVFQUXbt2ZdmyZRw9epQqVapQoEAB4uPjadGiBeHh4dSoUYPnz59z+vTpTDNkUlJSWLVqlQTbsikbGxscHBy4cuUKCxYs4P79+2pQRlEUCbbpsO3btxMZGcnKlSvp378/hQoVIiUlhfj4eFJTUzMdqx1sCw0NZdasWeTNm1eCbUJ8AdHR0dy+fZvp06dja2vL3r178fDwYMSIERw/fhxnZ2eMjIzw9vbG19cXLy8vya8ohBDi/0xmuAkhRBbSHnxrbNu2jdOnT3Pw4EEGDx5MyZIlmTNnDgsWLKBx48YkJiZy7do1qlWrlmmQnpqaipGR0Ze+BPE3u3jxIhs2bGDhwoUywMsmVq1axbVr11i2bBk3btzg1KlThIaGkpGRQbdu3ejVqxcmJiYfzbXo5OREs2bNsvgKhPhvSE5O5ujRo9SuXZv79+8zbtw4+vfvT9++fQkICGDx4sV88803ODs7q7NUP/acFkIIIT6HBNyEECKLaC9PefHiBUlJSeqOk2/evOHw4cPMnz+f5s2bc/nyZRRFYdmyZZnytkk+mX8nzQBPljDpno8NvsPCwpg9ezYDBgzg0KFDWFtb8/XXX/P48WN27tzJ5s2bsbKyUo+XXItCZB3NyykfHx/OnTuHi4sLuXLlYt26dVy8eJGYmBh8fHzk3iuEEOJ/JutThBAiCyiKonbmPTw82L9/PzExMVhaWjJo0CAaNmzIjz/+SNWqVfHz88PQ0JBLly4RFRWVKeAmwbZ/Jz09vUx/I0I3aG9u8OzZM3LlyoWRkRFdu3YlJiaGEydO0LdvX+rXr0/JkiV58OABFy5cIDExUf2NgIAAVq5cyaJFi2T5txBZQLM8/+7du8THx6Onp0dycjLHjx+nbdu2tGrVCvj4RkZCCCHEXyEz3IQQ4gvTniGzatUqAgICmDFjBvnz5yciIoJff/2VNm3a0LVrVywsLEhISOD27dvs3LmTyZMnSy4vIb6woKAgevXqpQa4vby82LVrF2ZmZlSrVo2JEydiampKYmIiZmZmKIpCamoqI0eOJCMjAz8/P3XgPnz4cFq2bEm7du2y8pKE+M/7+eef6d27N6VLl1aD6Zs3b5ZnrBBCiL+NBNyEEOILefjwobpkND09nYSEBIYMGULbtm3p1auXetySJUvYv38/jo6O1KxZ84Pfkd0qhfhyjh07xowZM6hbty6LFy9mz549zJkzBzs7O65cucLly5cxNTVlxYoVmJmZ8ebNG3bt2sW2bduIj48nLCxMTbou7VYI3XLlyhX27t2Lubk5AwYMwNDQUNqqEEKIv40E3IQQ4guYNm0asbGxjBkzBhsbGwDi4+Pp2bMnPXv2pEePHpmWq3Xr1o0iRYrg7u6elcUW4j8vMTGRLVu2EB4eTrly5ShfvjyFChWiTZs2ZGRkcODAAby9vTE3N2fFihUYGRkRGhrK7du3mTFjhgzghchGpK0KIYT4O0liAiGE+Id1796dY8eO8fz5c4KCgrh06RIAuXLlwtLSkp07dwJgbGxMSkoKABUrVpT8bEJksbS0NMzMzGjbti3dunXj9u3b+Pj4YGJiAoC+vj6NGjVi+PDhJCQkMGbMGFJTU+nduzdz5szB0NCQ9PR0GcALkU1IWxVCCPF3koCbEEL8gzw9PUlKSuL48eOMHz+eR48eERISwi+//AKAvb09t27dYtKkScDvmyBcv34dCwuLrCq2EP95b968UQff169fp1u3bnTp0gVzc3PCwsLIyMgAwMjIiEaNGjFs2DDu3r2Lm5tbpt+RwLkQQgghxH+TvMYRQoh/UEJCgrpBwvXr10lJSeHmzZsEBwdjZGREpUqVWLBgAbNnz6Z169YUKVKE169fEx8fj729fRaXXoj/pr179xIZGYmbmxtubm5s2rSJw4cP065dO/T09AgODsbe3h4nJyf09fUxNDSkUaNGWFhY8PXXX2d18YUQQgghhA6QHG5CCPEP0OxEGhUVxezZszEwMODp06ccOHCAkydP4uvrS5kyZRg8eDDW1tZER0cTEBAAgJmZGSNHjpTcT0JkkevXr9O+fXvKli1LdHQ069ato0KFCgAkJSURGRlJWFgYX331FU5OTmpQXSM9PV1mtgkhhBBC/MdJwE0IIf5hgwYN4sSJE3z77bf4+fkBsG3bNgICAihbtiz9+vWjcuXKH5wng3YhvjxNkNve3p7IyEjq1auHq6srefPmVY/RBN02btxIgQIFWLly5QdBNyGEEEII8d8mOdyEEOIfFBcXh5GREWPGjOHJkydMnDgRgDZt2jBgwADu3r1LcHAw58+f/+BcCbYJ8eVo3j9q2l316tVxc3PjwoULzJkzh8ePH6vHmZqa0r59e9q2bUvu3LmRd5dCCCGEEOJ9MsNNCCH+Yenp6ejr6xMREcHq1aupVKkSrq6uAGzfvh03Nzc6derEqFGjsrikQvw3ZWRkoK//7h3ky5cvyZcvn/rdpUuX6NOnDw0aNGDatGkULlwYgMOHD9OoUSN1+bj2bwghhBBCCCEBNyGE+EISExPZtWsXfn5+mYJuJ06coE6dOjKjTYgstmLFCo4dO0Z6ejpdunShYcOGWFlZcfnyZfr06UO9evXo0KEDGzdu5O7du+zevRs9PT016CaEEEIIIYSGBNyEEOILSkxMZPfu3fj7+1OwYEFWr16tfic524T4srQDZaGhobi5uTF27FiOHTvGs2fPqF69OoMGDaJw4cJcvXqVCRMmkDNnTkxMTAgKCsLIyEiCbUIIIYQQ4qMk4CaEEF9YYmIimzdv5vz58zg7O8syNCGy2MWLF9m6dSt16tShadOmAPj4+LB//36qVKnC4MGDKVy4MC9fviQ+Pp4SJUqgr68vuwgLIYQQQohPkoCbEEJkgeTkZIyNjSX3kxBZ7NixYzg4OJCYmMiiRYv49ttv1e98fHw4cOAAVapUYeDAgRQpUkT9TtqtEEIIIYT4I9JTFEKILGBiYqLmfpJBuxBZ57vvvqNJkyakpKSwd+9e4uPj1e+GDh1Ks2bNOHz4MHv27Ml0nrRbIYQQQgjxR2SGmxBCCCH+E/5oVtqiRYs4ffo0LVq0oHfv3pibm6vfbd26ldatW0uORSGEEEII8dkk4CaEEEKIfz3tYFtkZCQ3btzAxMSEChUq0KJFCwAcHBw4f/48P/zwwwdBN5CNTYQQQgghxOeTgJsQQggh/jMWL17Mli1bsLW1JSEhgbNnz9K/f3/s7e2Bd0G3X375hdq1azNy5EjMzMyyuMRCCCGEECI7kq21hBBCCPGfcOrUKbZu3YqXlxfVq1cnOTmZAwcOYG9vT44cORg/fjwzZ85k2rRpxMTEYGpqmtVFFkIIIYQQ2ZQE3IQQQgjxnxATE4OFhQWVK1cG3m1e0qpVK968eYOLiwtNmzalcuXKLFq0iIyMDHVjEz09vSwuuRBCCCGEyG5kiy0hhBBC/OtkZGR88FnevHl59OgR169fB0CTVcPW1pKW4vQAAAO4SURBVBYjIyMSExPVY/X19dWgmxBCCCGEEH+VBNyEEEII8a+ivUHC0aNH2blzJ7du3aJixYrUqlWLoKAgrl27pgbTLC0tsbCwIDU1NdPvfGpHUyGEEEIIIf6MbJoghBBCiH8lV1dX1q1bh5WVFY8fP2b+/PkkJyeza9cujIyMaNOmDVZWVqxevZq4uDjCwsJkF1IhhBBCCPG3kICbEEIIIf4VNPnWFEXh8ePH2NnZMWXKFEqXLs3GjRtxd3dn+vTpmJqacu7cObZu3Uq5cuWwsLDAx8cHIyMj0tPTJegmhBBCCCH+ZxJwE0IIIUS2p72MNC4ujri4OCIiIhg/frwaQAsMDGTJkiXY2dnRtWtXNWdbvnz50NPTIy0tDUND2U9KCCGEEEL876RXKYQQQohsTxNsc3d358SJE9y7d48iRYrQoUMHypQpA0D//v0BcHZ25uXLl4wcORJTU1PgXcBOgm1CCCGEEOLvItmAhRBCCJFtae9GumPHDiIiImjXrh0dO3bkwYMHhIeH8/jxY/WY/v37M2bMGM6ePUuOHDnUz2WDBCGEEEII8XeSJaVCCCGEyPbOnDnDrl27qFq1Ku3btwcgODgYHx8f2rRpQ48ePShatKh6vHa+N81upUIIIYQQQvxdZO2EEEIIIbK158+fM2PGDF68eEGpUqXUz3v16gWAj48PBgYGdO7cmeLFiwNIsE0IIYQQQvyjZP2EEEIIIbK1AgUK4OnpiZWVFUeOHOHGjRvqd7169WLYsGH4+vpy/PjxTOdJsE0IIYQQQvxTZEmpEEIIIf4Vrl+/zrRp06hcuTJ9+/alfPny6nd79+7l+++/V3csFUIIIYQQ4p8kATchhBBC/GtcvXqVmTNnYmNjQ79+/ShXrlym79PT0yXoJoQQQggh/nEScBNCCCHEv8rVq1eZPXs2RYoUYcqUKWreNiGEEEIIIb4UyeEmhBBCiH+VSpUqMXv2bHLmzJlpZ1IhhBBCCCG+FJnhJoQQQoh/Jc0upBkZGejryztGIYQQQgjx5UjATQghhBD/WpqgmxBCCCGEEF+SvO4VQgghxL+WBNuEEEIIIURWkICbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQfyMJuAkhhBBCCCGEEEII8TeSgJsQQgghhBBCCCGEEH8jCbgJIYQQQgghhBBCCPE3koCbEEIIIYQQQgghhBB/Iwm4CSGEEEIIIYQQQgjxN5KAmxBCCCGEEEIIIYQQf6P/B4z2g/NjyO/1AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Credit:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_credit \n", "0 0.821 4.720 1.113 0.586 9.596 0.0 1.0 0.0 0.123\n", "1 0.069 2.494 0.684 0.098 5.962 25.0 0.0 1.0 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Emerging Patrimoine\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.5535 1.0735 255\n", " 3 0.5964 0.7555 133\n", " 4 0.4753 0.9800 69\n", " 5 0.4225 1.1074 30\n", " 6 0.4453 1.0458 35\n", "→ K retenu : 3 (silhouette=0.5964)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_emerging_p \n", "0 850 74.9\n", "1 152 13.4\n", "2 133 11.7\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Emerging Patrimoine:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_emerging_p \n", "0 0.038 3.181 0.500 -0.613 5.206 83.0 0.000 1.000 0.000\n", "1 0.037 0.283 1.000 -0.142 5.668 29.0 0.926 0.074 0.000\n", "2 0.714 4.279 2.212 -0.115 9.002 0.0 0.218 0.782 0.063\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Grande Europe\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.3729 1.1301 232\n", " 3 0.3476 1.1497 217\n", " 4 0.2731 1.3479 165\n", " 5 0.2535 1.3399 147\n", " 6 0.2606 1.3154 118\n", "→ K retenu : 2 (silhouette=0.3729)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_grande_eur \n", "0 232 16.7\n", "1 1154 83.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Grande Europe:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_grande_eur \n", "0 0.519 4.254 1.00 -0.034 7.587 0.0 0.398 0.602 0.034\n", "1 0.029 1.864 0.59 -0.524 4.093 81.0 0.000 1.000 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Court Terme\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.4725 0.9119 113\n", " 3 0.4110 0.8591 109\n", " 4 0.3617 1.1573 108\n", " 5 0.3467 1.2485 57\n", " 6 0.3690 1.1097 34\n", "→ K retenu : 2 (silhouette=0.4725)\n", " n_comptes pct\n", "cluster_carmignac_court_terme \n", "0 412 78.5\n", "1 113 21.5\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Court Terme:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_court_terme \n", "0 0.053 7.561 0.333 -0.023 1.924 86.5 0.00 1.00 0.000\n", "1 0.254 5.379 1.000 0.286 4.609 0.0 0.89 0.11 0.008\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Long-Short European Equities\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.3490 1.3504 188\n", " 3 0.3816 1.0159 119\n", " 4 0.3969 0.9229 54\n", " 5 0.3535 1.0391 54\n", " 6 0.3742 1.0386 46\n", "→ K retenu : 4 (silhouette=0.3969)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_long-short \n", "0 107 17.7\n", "1 54 8.9\n", "2 333 55.0\n", "3 111 18.3\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Long-Short European Equities:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_long-short \n", "0 0.125 1.688 1.000 0.537 7.833 3.0 1.0 0.0 0.0\n", "1 0.041 4.727 0.348 1.000 5.110 56.0 0.0 1.0 0.0\n", "2 0.119 6.673 0.635 0.000 6.731 32.0 0.0 1.0 0.0\n", "3 0.056 3.823 0.412 -1.000 4.991 29.0 0.0 1.0 0.0\n", "\n", "============================================================\n", "FUND : Carmignac Portfolio Climate Transition\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.6663 0.6410 156\n", " 3 0.5630 0.7450 57\n", " 4 0.4067 0.9958 37\n", " 5 0.2259 1.2463 37\n", " 6 0.2268 1.2256 18\n", "→ K retenu : 2 (silhouette=0.6663)\n", " n_comptes pct\n", "cluster_carmignac_portfolio_climate_tr \n", "0 156 12.2\n", "1 1122 87.8\n" ] }, { "data": { "image/png": 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nKHu/+BZr1qyBgYEBBg4ciNTUVBgYGODp06c4deoUWrVqBRsbG0RFRWH37t1wd3fH0aNH5Xp2rV+/HiKRCJ6enkhMTMSGDRswYcIE7N27F8DnxHRm/e7u7rC0tERERATOnTuH+Ph4hT0na9WqBQ8PD2zbtg3Dhg1DuXLlAEBhwh+Ayq+BP//8E0lJSejRowdEIhE2bNiA0aNH49SpUzk+b+/fv4+0tDRUrlw5231OnDiBiRMnombNmli3bp3COQ/j4uLkvoBQpECBAl/t8RsZGanUfjlR9H6l6mty9uzZMDU1xahRo6T3gnfv3mHbtm0qf/nv7++PgIAAdOvWDY6OjkhMTMT9+/fx4MED1K9fHz169MD79+9x6dIlLFy48Kv1ZR1mDQAPHjzAli1b5JKYWSnzfhwREYFffvkFCQkJ6N69O8qVK4eIiAicOHECHz9+hKGhIaKiotCzZ0+kpKTAw8MDhQsXRlBQEIYPH46VK1fKfd5S9NoMCQnB4MGDUbVqVYwaNQoikQgHDhxAv379sGPHDjg6OsrUUblyZfzzzz/K/MqJiHSb8A1evnwpnD9/XkhJSREEQRAyMjJktr97905IT0//llMQkQoSEhIEW1tbYfjw4Uof07RpU2Hy5MnSn1euXCnY2trK7bd//37B1tZWePPmjSAIgvDXX38Jtra2wt27d7OtOzo6WrC1tRVWrlwpt61fv35Cu3bthE+fPknLMjIyhB49eggtWrSQO2+vXr2Uup9ERkYKdevWFWxtbYVWrVoJPj4+wpEjR4T4+Hi5fSdPniw0bdpU+vOJEycEW1tbYfPmzdIyiUQi9O3bV7C1tRX2798vc6ytra3g7+8vU2enTp2Ezp07y5Rl3iMzpaamCu3atRP69u0rU+7k5CTTFtnFmUlRW9na2gr29vbCkydPZMqnTp0q1K9fX4iJiZEpHzdunFCjRg1pjMOHDxfatm0rdy5tqVWrltChQwel98/6uxYEQZg+fbpQrVo1meeau7u7YGtrK+zcuVNm3zdv3gi2trZC3bp1ZZ4zS5YsEWxtbYUOHToIaWlp0vLffvtNqFKlilzd7u7u0p83bdok2NraCn/99Ze07OPHj0KrVq0EW1tb4cqVK3JxBQUFScs+ffok1K9fXxg9erS0LD09XeacgiAIcXFxgouLi+Dl5SUtCwkJEWxtbQVfX1+530vW9+ysJk+eLDg5OQnR0dFCdHS08OrVK2HdunWCnZ2d0L59e0EQBGHz5s2Cra2tcOjQIelxqampQo8ePQQnJychISFBEIT//V6dnZ2F6OhomfPcvXtX7vWVKfM5/uUx0dHRQpUqVQRPT09BIpFIy//44w/B1tZW2Ldvn8w1ZH3tZL0njRgxQqhSpYrw+vVraVlERIRQvXp1oU+fPjn+jkaOHCnY2toKcXFxOe6X9Xq+lPUenHnP8/T0lGmjHj16CHZ2doKPj4+0LD09XWjUqJHM800Qvv2eo+z94msUvQdcuXJFsLW1FZo1ayZXz6dPn2TaVBA+P3eqVq0qc6/NrKN169Yyr4MtW7YItra2wuPHjwVBEISHDx8Ktra2wrFjx3KMM2sbHDt2TO61mSnr61vV10Dt2rWF2NhY6b6nTp0SbG1thTNnzuQY4549e2SuLWv8DRo0ECpXriy4u7sLycnJOV6rra3tVx+K3re/9PLlS8HBwUGYOHFijvvlJLv3K2Vfk5mvlc6dOwupqanS8vXr1wu2trbCqVOnZM6l6Jqytn2HDh2EIUOG5Bj3rFmzFH5OUkZ0dLTQpEkToV27dkJSUlKO+yrzfjxp0iTB3t5e4WexzPvH3LlzBVtbW+H69evSbYmJiYKrq6vQtGlT6Wsuu9dmRkaG0KJFC7l7UkpKiuDq6ioMGDBA7tzTp08XHB0dc4ydiOhnoNaQ0g8fPqB///5o2bIlhgwZgsjISADA1KlTMX/+fOl+xYsX1+jExESUs8xu/99jFc7MngHnzp1DWlqaSsfGxsbiypUraN26NRITExETE4OYmBh8+PABDRo0wMuXLxERESFzTPfu3ZW6n1haWuLQoUPo2bMn4uPjsWvXLowfPx716tXD6tWrc+x5e+HCBRgYGEh7ewCfh9D16dMn22N69eol83ONGjVkht0CkOllEBcXh4SEBNSoUQMPHz786vWoo1atWqhQoYL0Z0EQcPLkSbi6ukIQBOnvOyYmBg0aNEBCQgIePHgAADA1NcV///2n1BCn7yExMVGl5/OXv+vM51bNmjWRkpKC58+fy+xraGiILl26KKynVatWMr1fMr+979ChA/T19WXK09LS5J6vX7pw4QKKFi2KZs2aScvy5csn8zz7kpGRkUyPKUNDQzg4OEh7lgGAnp6edC6pjIwMxMbGIj09HVWrVpV5Xp08eRIikQijRo2SO48yPT+Sk5NRr1491KtXD82bN8fSpUvh5OSE1atXAwDOnz8PKysrtGvXTnqMgYEBPDw8kJycjOvXr8vU16JFi6/26viay5cvIy0tDX379pWZV6hbt24wNjbG33//rXRdEokEly5dgpubG0qWLCktL1KkCNq1a4ebN2/mOFwuN++5v/zyi0wbOTo6QhAE6RBc4PPzoGrVqjLPDeDb7jmq3C++RadOneR6YBkaGkrbVCKR4MOHDzAyMkLZsmUVxt6lSxeZOdVq1qwJ4H+9MI2NjQEAFy9eREpKyjfHrIiqr4E2bdrAzMws25izkzl0/ctjvxQXF4f09HQUK1Ysx9V8Fy1ahMDAwK8+vuwxmVVKSgrGjBmD/PnzY/z48TnG/TVZ36/UeU326NFDpndgr169oK+vr9K9IJOpqSmePHmCly9fqn4xXyGRSDB+/HgkJSVh9erV2c5F+2UsOb0fZ2Rk4NSpU2jatKnC3sqZ94+///4bjo6O0uca8Pme1aNHD7x9+xZPnz6VOS7razM0NBQvX75E+/bt8eHDB+n9IPP94fr163LzcZqamuLjx4+59rojIsor1BpS6ufnBz09PZw7dw6tW7eWlrdp0wbz589Xak4CItK8zD8ukpKScv1ctWvXRsuWLeHv74/Nmzejdu3acHNzQ/v27b86qfTr168hCAJWrFiBFStWKNwnOjpaZvhQ1pXiclKkSBHMmjULM2fOxMuXL3Hx4kWsX78eK1euRJEiRdCtWzeFx7179w5WVlZyw2OyG9qZL18+ueSBmZmZ3NwxZ8+exdq1axEaGiozp0puzXOZ9XcVExOD+Ph47N69G7t371Z4TExMDABg8ODBuHz5Mrp164bSpUujfv36aNeunXSoX3Yyv3hRh5WVVbbbjI2NVXo+P3nyBMuXL8eVK1fk/ij7cs4mAChatGi2z9XixYvL/JyZfMuuPC4uTuaPwy+9ffsWpUqVkmvv7J5XxYoVk9vXzMwMjx8/likLCgrCpk2b8OLFC5mk95ft//r1axQpUgSFChVSeK6vyZcvH9atWwfgczLExsYGxYoVk7m20qVLy02onTn87t27dzLlqryOs5NZZ+ZQv0yGhoYoWbKkdG45ZcTExCAlJQVly5aV21a+fHlkZGQgPDwcFStWVHj8l/dcU1NTpc+rjBIlSsj8nNNzUJP3HFXuF99C0XMhIyMDW7duxY4dOxAWFiYz9FHRczjr7yizDTLn8itZsiQGDBiAwMBAHDlyBDVr1oSrqys6dOigsYU4VH0NZG2/zASaMvMPAtlP11KvXj0UL14cO3fuhJmZGby9vRXu97V7+ddIJBKMGzcOT58+xfr1679p4RRA8fuVqq/JrCsYFyxYEFZWVirdCzL9+uuvGDFiBFq2bAlbW1s0aNAAHTt2lFkMRF2Z700BAQEy9/+YmBiZ57qRkREKFiz41ffjmJgYJCYmZnt/yvTu3TuFQ+Mz76Hv3r2Dra2ttDxrm2QmH3OajzIhIUEmGZz5POV83kT0s1Mr4Xbp0iVs3LhR5kM3AJQpU0bugwURfT/GxsYoUqQInjx5onYd2X04yjrni0gkwsqVK3H79m2cPXsWFy5cwNSpUxEYGIjdu3fn2OMj85tQT09PNGzYUOE+WZMR6kz8LBKJULZsWZQtWxZNmjRBixYtcPjw4WwTbqpSpsfdjRs3MHz4cNSqVQszZsyAlZUVDAwMsH//fvz5559KnUfZNsmUtXdD5u+7Q4cO2c5rlzk3Vvny5XH8+HGcO3cOFy5cwMmTJ7Fjxw6MHDkSv/76a7YxNmjQ4KvXkZ2siaQvlStXTpo0+FoiNz4+Hu7u7jA2Nsavv/6KUqVKIV++fHjw4AEWL14s9w18Tr1Asmvb7FZqy6nnpKqUeV4dOnQIU6ZMgZubGwYOHAgLCwvo6ekhICDgqz1lVI3la5O0qyKn33lelPkH67///ivTe0QTsnuufW21wG+956hyv/gWip4L69atw4oVK9C1a1eMGTMGZmZmEIvFmDdvnsLXmDKvxylTpqBz5844ffo0Ll26hDlz5iAgIAB79uyR+xz7PWT3+v7aPSQz4RgXF5dt3D4+PoiPj8e2bdtgZmaG0aNHy+2TNbmTncykT1be3t44d+4cFi9erJEVKLV9T8j6u6hVqxb++usv6fNl37592LJlC2bNmvVNnx1OnTqF9evXY8yYMWjUqJHMtl9++UUmOThq1CiMHj1a7ffjb5W1TTKfm5MmTZKZH/RLWXvrxcfHo0CBAlpvXyIibVMr4ZacnKzwBhobG6tTy9sT5UVNmzbF7t27cevWLVSvXl3l47/sIfBlj43skulOTk5wcnLCuHHjcOTIEUyYMAHBwcHo1q1btomizJ5ABgYGGv1jPiclS5aEqalpjj2xSpQogatXryIlJUWml9vr16/VPu+JEyeQL18+bNy4Ueb+uH//fqXrMDU1Vdj7QdkvOMzNzVGwYEFkZGQo9fs2MjJCmzZt0KZNG6SmpmL06NFYt24dhg4dmm3iMzAwUKlYVNW0aVPcunULJ0+elBmypci1a9cQGxsLf39/1KpVS1qedYjv92ZtbY2nT59CEASZ18S3Pq9KliwJf39/mTpXrlwps1+pUqVw8eJFxMbGqt3LLSfW1tZ4/PgxMjIyZJIfmcN3s/ZAUkTVHhCZdT5//lymV2FqairCwsJUuqeYm5ujQIECePHihdy258+fQywWy/VI+lLTpk0REBCAw4cPazzhpq5vveeoer/QpBMnTqBOnTqYN2+eTHl8fDwKFy6sdr2Zq0KOGDEC//zzD3r16oWdO3di3LhxCvdX5TmpideAMjKTu5mrnSoiFouxYMECJCQkwN/fH2ZmZujbt6/MPlmTO9nJTPp8acGCBThw4ACmTp361fuxutR5Tb569Qp169aV/pyUlITIyEiZxJaZmZnc+2hqaqrCzwSFChVC165d0bVrVyQlJcHd3R2rVq2SJtxUvWe9ePECkydPhpubG4YNGya3fdGiRfj06ZP05y/vazm9H5ubm8PY2PirX7KWKFEi299n5vacZMZjbGys9D0hLCxMrhcyEdHPSK053GrWrImDBw/KlGVkZGDDhg2oU6eOJuIiIjUNGjQIRkZG8Pb2RlRUlNz2169fY8uWLdken9mz7Mt5Z5KTk+Ve83FxcXLfyGd+85k5hCkzaZX1Q66FhQVq166N3bt34/3793IxfMtwpTt37ihcxfTu3buIjY1VOEwlU4MGDZCWloY9e/ZIyzIyMrB9+3a149HT04NIJJL5Fj0sLAynT5+W29fIyEhhYq1UqVJISEjAo0ePpGXv37+XrgirTAwtW7bEiRMn8O+//8pt//L3/eHDB5lthoaGKF++PARByHGuPhcXF7UfOenZsyesrKwwf/58hX8wREdHY82aNQD+19vly+dlamoqduzYkeM5cluDBg0QEREh0+afPn2SeZ6pKrOXzJfXeufOHdy+fVtmvxYtWkAQBPj7+8vVoYleeY0aNUJkZCSCg4OlZenp6di2bRuMjIxkEp/Zye4+kR0XFxcYGBhg27ZtMtewb98+JCQkSFdyVYaenh7q16+P06dPyyRmo6Ki8Oeff6JGjRrSYaOKVK9eHQ0bNsTevXtx6tQpue2pqalYsGCB0vFowrfec1S5X2ianp6e3PPy2LFjOc6RmJPExESkp6fLlNna2kIsFssMtc0q8zmZdRi6Ipp4DSijatWqMDAwwP3793Pcz8DAACtXroSzszPmzZsn996t7hxuGzZswKZNmzBs2DC5lVc1SZ3X5O7du2Xen3bu3In09HSZhFvJkiVx48YNmeP27Nkj18Mt63tgwYIFUapUKZnniyr3rKSkJIwaNQpFixbF/PnzFSbratSoIfOemJng+tr7sVgshpubG86ePYt79+7J1Zv5WmrcuDHu3r2LW7duSbclJydjz549sLa2lplDT5GqVauiVKlS2LRpk8IpHhTdEx4+fAhnZ+cc6yUi+hmo1cNt4sSJ6N+/v3SJ8kWLFuHp06eIi4vDzp07NR0jEamgVKlSWLx4McaNG4c2bdqgY8eOsLW1RWpqKm7duoXjx49nO1E8ANSvXx8lSpTAtGnT8Pz5c+jp6WH//v0oXLiwTI+qoKAg7Ny5E25ubihVqhSSkpKwZ88eGBsbSz/k5s+fHxUqVMCxY8dQpkwZFCpUCBUrVoStrS1mzJiB3r17o3379ujevTtKliyJqKgo3L59G//99x8OHz6s1vUfOnQIR44cgZubm/QPlGfPnmH//v3Ily+fwm+XM7m5ucHR0RELFizA69evUa5cOZw5c0Y6P5I6c5E0btwYgYGBGDRoENq1a4fo6Gjs2LEDpUqVkhtKWaVKFYSEhCAwMBBFihSBjY0NqlWrhjZt2mDx4sUYNWoUPDw88PHjR+zcuRNly5ZVevLy8ePH4+rVq+jevTu6deuGChUqIC4uDg8ePEBISAiuXbsGABg4cCAsLS3h7OwMCwsLPH/+HH/88QcaN26cY+Iht5iZmWH16tUYMmQIOnXqhA4dOqBKlSoAPn+g//PPP6U9OatXrw4zMzNMmTIFHh4eEIlEOHTokEaHe6qjR48e+OOPPzB+/Hj07dsXVlZWOHLkiLS3oDrPqyZNmuDkyZMYOXIkmjRpgrCwMOzatQsVKlSQSTjXrVsXHTt2xLZt2/Dq1Ss0bNgQGRkZuHnzJurUqQN3d/dvvrbdu3djypQpePDgAaytrXHixAn8888/mDp1qlLPmVKlSsHU1BS7du1CwYIFYWRkBEdHx2znxDM3N8fQoUPh7++PQYMGwdXVFS9evMCOHTvg4OCADh06qHQNY8eOxeXLl9G7d2/07t0benp62L17N1JTUzFx4sSvHr9w4UJ4enpi1KhRaNq0KerVq4cCBQrg1atXCA4Oxvv373Oc+0jTNHHPUfZ+oWlNmjTB6tWr4eXlherVq+Pff//FkSNHsn0ufM2VK1cwe/ZstGrVCmXKlIFEIsGhQ4ekScXsVKpUCXp6eli/fj0SEhJgaGiIunXrwsLCQm5fTbwGlJEvXz40aNAAISEhGDNmTI77FihQAL///jvc3d0xbdo0mJiYSBdtUWcOt7/++guLFi1CmTJlUK5cORw6dEhme/369WFpaQngc3K3WbNm6Ny5s8xCaqpQ9TWZlpaG/v37o3Xr1tJ7QY0aNWQWqunWrRtmzJiB0aNHw8XFBY8ePcLFixflek62bdsWtWvXRpUqVVCoUCHcu3cPJ06ckLlXZr4HzZkzBw0aNICenh7atm2r8Fr8/f3x9OlTDB8+XC7pXapUqRxHIijzfvzbb7/h0qVL8PDwQPfu3VG+fHlERkbi+PHj2LFjB0xNTTFkyBAcPXoUgwcPhoeHB8zMzHDw4EGEhYVh1apVXx2mLhaLMWfOHAwePBjt2rVDly5dULRoUURERODq1aswNjaWzvUJAPfv30dsbKzM75+I6GelVsLN1tYWJ06cwB9//IGCBQsiOTkZzZs3R58+fVCkSBFNx0hEKmrWrBkOHz6MjRs34vTp09i5cycMDQ1hZ2eHKVOmZLs6IvD523F/f3/MmjULK1asgJWVFfr16wdTU1N4eXlJ96tduzbu3buH4OBgREVFwcTEBI6Ojli8eLHMH0dz5syBr68v/Pz8kJaWhlGjRsHW1hYVKlTA/v374e/vj6CgIMTGxsLc3ByVK1fGyJEj1b72Hj16IH/+/Lhy5QrOnDmDxMREFC5cGPXr18fQoUNRuXLlbI/NnANr7ty5CAoKglgsRvPmzTFy5Ej06tVLrXnk6tWrh7lz52L9+vWYN28ebGxsMGHCBLx9+1buj98pU6bAx8cHy5cvx8ePH9G5c2dUq1YNhQsXhr+/P+bPn49FixbBxsYGv/32G169eqV0ws3S0hJ79+7F6tWr8ddff2Hnzp0oVKgQKlSogAkTJsj8/o4cOYLAwEAkJyejWLFi8PDwwIgRI1S+dk2pVq0ajhw5go0bN+LcuXM4dOgQxGIxypUrhyFDhkj/ECpcuDDWrVuHBQsWYPny5TA1NUWHDh1Qr149DBw4UGvxFyxYEFu2bMGcOXOwdetWGBkZoVOnTqhevTpGjx6t1vOqS5cuiIqKwu7du3Hx4kVUqFABixYtwvHjx+WSIX5+frCzs8O+ffuwcOFCmJiYoGrVqmoNOc8qf/782LZtGxYvXoygoCAkJiaibNmy8PPzyzGx/yUDAwPMnz8fS5cuxcyZM5Geng4/P78ckyyjR4+Gubk5/vjjD/j5+cHMzAzdu3fHb7/9JrNaoTIqVqyI7du3Y8mSJQgICIAgCHB0dMSiRYsUTjSelbm5OXbt2oUdO3YgODgYy5YtQ1paGqytreHq6io3pC+3aeKeo+z9QtOGDRuGlJQUHDlyBMHBwahcuTICAgKwZMkSteqzs7NDgwYNcPbsWURERKBAgQKws7PD+vXr4eTklO1xVlZWmDVrFgICAjBt2jRIJBJs3bpVYcJNE68BZXXt2hWjR49GeHh4jkOdgc+LaWzcuBG9e/fGuHHjsH79erVHoWT2rn758iUmTZokt33r1q3ShFtmwj+nxXC+RtXXpI+PD44cOYKVK1ciLS0Nbdu2hbe3t8yXGd27d0dYWBj27duHCxcuoEaNGggMDET//v1l6vLw8MCZM2dw6dIlpKamokSJEhg7dqzMe0iLFi3g4eGBo0eP4vDhwxAEIduEW2YvtbVr18pt69y5c473YWXej4sWLYo9e/ZgxYoVOHLkCBITE1G0aFE0atRIOv2PpaUldu3ahUWLFuGPP/7Ap0+fYGdnh3Xr1qFJkybZnv9LderUwe7du7FmzRr88ccfSE5OhpWVFRwdHdGjRw+ZfY8fP44SJUrIDPMlIvpZiQQ1vvp/9+4dihcvrvBb+Xfv3mlsvgoioh/BqVOnMHLkSOm35kSasHnzZvj5+eH8+fPfvNIfEek+iUSCNm3aoHXr1hg7dqy2w1Fo+/btWLx4Mf766y9pEo5+HqmpqXB1dcXgwYNzdegxEVFeodYcbs2aNVM4Xv/Dhw/sPkxEedrHjx9lfpZIJNi2bRuMjY2lw0iIVJX1efXp0yfs3r0bZcqUYbKNiJSip6eHMWPGYMeOHQrn0voRXL16FR4eHky2/aT2798PfX199OrVS9uhEBH9ENTq4WZvb4/Lly/D3Nxcpvzt27do27at3KTNRER5xbRp0/Dx40dUr14dqampOHnyJG7duoXffvsNQ4cO1XZ4lEcNGjQIJUqUgL29PRITE3H48GE8efIEixcvRvv27bUdHhERERERaZhKc7j5+fkB+DzB8/Lly6Wr9ACfe4HcvXsX9vb2mo2QiOg7qlu3LgIDA3Hu3Dl8+vQJpUuXxvTp0795cnn6uTVo0AD79u3DkSNHIJFIUKFCBSxbtgxt2rTRdmhERERERJQLVOrh5uHhAQC4fv06nJycZCYmNjQ0hLW1NTw9PVGmTBmNB0pERERERERERJQXqDWk1MvLC9OmTdPYUudERERERERERES6Qq2EGxERERERERERESmm0hxuX7p37x6OHTuG8PBwpKWlyWzz9/f/5sCIiIiIiIiIiIjyIrUSbkePHsXkyZPRoEEDXLx4EQ0aNMCLFy8QHR2N5s2bazpGlQ0TldF2CERERER5wiYnV22HQLkg/vJqbYdAREoaa1RJ2yFQLlgnvNR2CD8EZfMzuvj7Eqtz0Lp16+Dl5YV169bBwMAA06ZNw/Hjx9G6dWsUL15c0zESEREREREREVEeoydS7qGL1Eq4vXnzBo0bNwbweXXS5ORkiEQi9O/fH3v27NFogERERERERERElPfoiURKPXSRWgk3U1NTJCUlAQCKFCmCJ0+eAADi4+ORkpKiueiIiIiIiIiIiChPMhSLlHroIrXmcKtVqxYuX74MOzs7tGrVCnPnzsWVK1dw+fJl1KtXT9MxEhERERERERFRHqOrw0WVoVbCbfr06fj06RMAYPjw4TAwMMA///yDFi1aYPjw4RoNkIiIiIiIiIiI8h5dHS6qDLUSboUKFZL+XywWY8iQIZqKh4iIiIiIiIiIdICuDhdVhloJt0zR0dGIjo5GRkaGTLm9vf03BUVERERERERERHmbWgsHKGH79u3YuHEjIiMjYW9vj+nTp8PR0THb/ePj47Fs2TL89ddfiI2NhbW1NaZOnSpdEDQ3qJVwu3//PqZMmYJnz55BEASZbSKRCKGhoRoJjoiIiIiIiIiI8qbcGFIaHBwMPz8/zJo1C9WqVcOWLVswcOBAHD9+HBYWFnL7p6amYsCAAbCwsMCKFStQtGhRvHv3DqamphqP7UtqJdymTp2KMmXKYO7cubCwsIDoJx6TS0RERERERERE8nJj0YTAwEB0794dXbt2BQDMmjUL586dw/79+xVOebZ//37ExcVh165dMDAwAADY2NhoPrAs1Eq4vXnzBqtWrULp0qU1HQ8REREREREREekAZedwS01NRWpqquyxhoYwNDSU2+/BgwcYOnSotEwsFsPFxQW3bt1SWPeZM2fg5OSE2bNn4/Tp0zA3N0e7du0wePBg6OnpqXhFylNrOG29evXw6NEjTcdCREREREREREQ6Qk8kUuoREBCAGjVqyDwCAgLk6vvw4QMkEonc0FELCwtERUUpjOHNmzc4ceIEJBIJfv/9d4wYMQKBgYFYu3ZtrlxzJrV6uM2ZMwdTpkzBkydPULFiRejry1bTrFkzjQRHRERERERERER5k7JDSocMHYoBAwbIlGXt3aYuQRBgYWEBX19f6OnpoWrVqoiIiMDGjRsxatQojZxDEbUSbrdv38Y///yD8+fPy23joglERERERERERKTskFJFw0cVKVy4MPT09BAdHS1THh0dDUtLS4XHWFlZQV9fX2b4aLly5RAZGYnU1FSNJfayUmtI6Zw5c9ChQwdcvHgRjx49knkw2UZERERERERERHoi5R7KMjQ0RJUqVRASEiIty8jIQEhICKpXr67wGGdnZ7x+/RoZGRnSspcvX8LKyirXkm2Amgm3Dx8+oH///tlmD4mIiIiIiIiI6Oem7BxuqhgwYAD27NmDoKAgPHv2DDNnzkRKSgq6dOkCAJg0aRKWLFki3b9Xr16IjY3F3Llz8eLFC5w7dw4BAQHo06ePRq81K7WGlLZo0QJXr15FqVKlNB0PERERERERERHpAGWHlKqiTZs2iImJwcqVKxEZGYlKlSphw4YN0k5h4eHhEIv/17+sePHi2LhxI/z8/NChQwcULVoUffv2xeDBgzUe25fUSriVKVMGS5Yswc2bN2Frayu3aELfvn01EhwREREREREREeVNqgwXVYW7uzvc3d0Vbtu2bZtcWfXq1bFnz57cCSYbaiXc9u7dCyMjI1y7dg3Xrl2T2SYSiZhwIyIiIiIiIiL6yak6XFSXqJVwO3PmjKbjICIiIiIiIiIiHZIbQ0rzCrUSbpoUGRmJO3fuICoqCgBgaWmJatWqwcrKSsuRERERERERERGRusTs4fZ1fn5+GDNmDIyMjODn55fjvl5eXl+tLzk5GT4+PggODoZIJIKZmRkAIC4uDoIgoG3btpg9ezYKFCigbIhERERERERERPSDEOXWJG55gNIJt4cPHyI9PV36/+yIlMxezp07F/fu3UNAQABcXFygp6cHAJBIJAgJCYGvry/mzp2LOXPmKBsiERERERERERH9IMQ/ccJNJAiCoI0T16pVCwEBAXB2dla4/ebNmxg2bBiuX7+uct3DRGW+MToiIiKin8MmJ1dth0C5IP7yam2HQERKGmtUSdshUC5YJ7zUdgg/hBO2inM+WbX8959cjuT709ocbhkZGTAwMMh2u4GBATIyMr5jREREREREREREpCk/cw83pRNuo0aNUrpSf3//r+7TpEkT+Pj4YO7cuahcubLMtocPH2LmzJlo2rSp0uckIiIiIiIiIqIfh0gs1nYIWqN0ws3ExESjJ/bx8cH48ePRpUsXmJmZwdzcHAAQExOD+Ph4NGjQAD4+Pho9JxERERERERERfR96hky4fdXXViZVlZmZGTZs2IBnz57h9u3biIqKAgBYWlrCyckJ5cuX1+j5iIiIiIiIiIjo+xHpMeGmkjdv3kAikaBMmTIy5S9fvoS+vj5sbGyUrqt8+fJMrhERERERERER6ZifeQ43tVKNXl5euHXrllz5nTt34OXl9c1BERERERERERFR3qZnoKfUQxeplXB7+PAhnJ3ll3Z1cnJCaGjoNwdFRERERERERER5m0hPpNRDF6k1pFQkEiEpKUmuPCEhARKJ5JuDIiIiIiIiIiKivE1Xk2nKUKuHW61atRAQECCTXJNIJPj9999Ro0YNpeuRSCS4fv064uPj1QmDiIiIiIiIiIh+UGI9sVIPXaRWD7cJEyagT58+aNWqFWrWrAkAuHHjBhITE7Flyxal69HT04OnpyeCg4NhamqqTihERERERERERPQD0jPQzWSaMtS68goVKuDw4cNo3bo1oqOjkZSUhI4dO+LYsWOwtbVVqa6KFSsiLCxMnTCIiIiIiIiIiOgHJdITK/XQRWr1cAOAokWL4rfffstxn5kzZ+LXX3+Fubl5tvuMHTsWCxYswJgxY1ClShUYGRnJbDc2NlY3RCIiIiIiIiIi0hIx53DLHYcPH1a4uMKXhgwZgkePHmH48OFo3LgxatWqhVq1aqFmzZqoVatWboZHRERERERERES5RGyop9RDVdu3b4erqyscHBzQrVs33L17V6njjh49Cjs7O4wYMULlc6pK7R5uyhAE4av7bN26NTdDICIiIiIiIiIiLciNHm7BwcHw8/PDrFmzUK1aNWzZsgUDBw7E8ePHYWFhke1xYWFhWLBggXQtgtyWqwk3ZdSuXVvbIRARERERERERkYaJxJpPuAUGBqJ79+7o2rUrAGDWrFk4d+4c9u/fjyFDhig8RiKRYMKECRg9ejRu3ryJ+Ph4jceV1Q8xM92NGzcwYcIE9OzZExEREQCAgwcP4saNG1qOjIiIiIiIiIiI1KFnqKfUIzU1FYmJiTKP1NRUufpSU1Px4MEDuLi4SMvEYjFcXFxw69atbONYvXo1LCws0K1bt1y5TkW0nnA7ceIEBg4ciPz58+PBgwfSX2hiYiICAgK0HB0REREREREREalD2VVKAwICUKNGDZmHopzQhw8fIJFI5IaOWlhYICoqSmEMN27cwL59++Dr65sr15gdrQ8pXbt2LWbNmoVOnTrh6NGj0nJnZ2esXbtWi5EREREREREREZG6RGLl+nkNHToUAwYMkCkzNDT85vMnJiZi0qRJ8PX1hbm5+TfXp4pcTbh16NABBQsWzHGfFy9eKJywzsTE5LuMqSUiIiIiIiIiIs3TM1Qu7WRoaKhUgq1w4cLQ09NDdHS0THl0dDQsLS3l9n/z5g3evn2L4cOHS8syMjIAAJUrV8bx48dRqlQppWJUldoJt/j4eOzbtw/Pnj0DAFSsWBFdu3aFiYmJdJ9Zs2Z9tR5LS0u8fv0aNjY2MuU3b95EyZIl1Q0vz2o8wgMtJg6FaTErhN0Jxe7RM/Dy+p1s9y9gZoqOcyegepdWMDI3Q8yrt9g7djbuHzsHAJj74iIsytjIHXdu9VbsGuWTW5dBWbBddRPbVTexXXUT21V3zRjeCZ6dG6GQiREu33mK0fO24unr9zkeU8KqEOaN6YaW9R1glN8Qz968x6CZm/DPw5cAgNRbmxQeN2XZHizdelzTl0Bf2LVrF7Zs2YKo6GjY2tpiyuTJcHBwyHb/kydPYvWaNXj37h1KlSqFsWPGoGHDhtLtgiBgzdq1OHDgABISEuDk5IRpU6eidOnS3+Ny6P+xXXUT31tJGSI9zc5kZmhoiCpVqiAkJARubm4APifQQkJC4O7uLrd/uXLlcOTIEZmy5cuXIykpCdOmTUOxYsU0Gt+X1Eq43bt3D4MGDUK+fPng6OgI4PMqEWvXrsWmTZtQpUoVpevq3r075s6di3nz5kEkEiEiIgK3bt3CggULMGLECHXCy7NqdG+HX5Z6Y8cwb7y8eguuYz0x+sRWzLRzRUJktNz+egYGGPPXNiS8j8bvvwxH7NsImJe2RnLs/3oG+tXqALGenvTnElVtMfbUdvyzN/i7XBOxXXUV21U3sV11E9tVd03o3xoje7lhoM8GvHwbhZkjOuPP1eNRres0fEpNV3hMIRMjnNs8FX9ff4T2o5Yh6kMCKpQqitj4JOk+Jd3GyhzTsr4jfp/RH0Gnb+bm5fz0jp84gcVLlsB72jQ4ODhg+/btGD5iBA4dOgQLBcOAbt++jSleXvh19Gg0atQIwceOYey4cdi1axcqVqgAAAjcvBk7d+yAr68vrK2tsXrNGgwfMQJBBw4gX7583/sSf0psV93E91ZSlrJDSlUxYMAATJ48GVWrVoWjoyO2bNmClJQUdOnSBQAwadIkFC1aFOPHj0e+fPlga2src7ypqSkAyJVrmloJNz8/P7i6usLX1xf6+p+rSE9Ph7e3N+bNm4ft27crXdeQIUOQkZGB/v37IyUlBe7u7jA0NISnpyc8PDzUCS/PcvttEC6t34WQzXsBADuGTYNDW1e4eHbHiQXy89m5eHZHQfNCWOjSFRnpnz9URr8Kk9knMSpG5ueWU4bj/dOX+PfvK7l0FZQV21U3sV11E9tVN7Fdddfo3s3ht/4Ijpy7DQAYMH0Dwk4tR8emzthz4prCYyYOaIOw/2IweOb/erG9fCc7yXJEtOy0Jh2aOOHc9Ud48TZSsxdAMrZt24YuXbqgU6dOAABvb2+cv3ABBw8exEBPT7n9t+/YARcXF/Tv3x8AMGrkSFy5cgW7du3CdG9vCIKA7du3Y/DgwWjatCkAYI6vL1ybNcOZs2fRulWr73VpPzW2q27ieyspS/RFElVT2rRpg5iYGKxcuRKRkZGoVKkSNmzYIB1SGh4eDnEuJPpUpVYE9+/fx6BBg6TJNgDQ19fHoEGDcP/+fZXqEolEGD58OK5evYo///wTe/bsQUhICMaOHatOaHmWnoEBStWoitBTl6RlgiAg9NQllKvnrPCYah3c8DzkH/RaPRsL/7uO6fdOoJXXiGwzyHoGBqjj3gmXN+3JlWsgeWxX3cR21U1sV93EdtVdZa2tUNyqEM5cfSgti09MwbX7z1HHsXy2x7Vr7ISbD19i58LhCDu9HNd2zoBn50bZ7l/E3BStGzhi88ELGo2fZKWlpSE0NBR169SRlonFYtStUwd3795VeMzdu3dl9gcAl3r1pPu/ffsWUVFRqPPFPiYmJnBwcMDdO9kPeyPNYbvqJr63kir0DPSVeqjK3d0dZ8+exf3797F3715Uq1ZNum3btm2YP39+tsfOnz8fa9asUet6VKFWws3Y2Bjh4eFy5eHh4V9dJCErLy8vJCYmwtDQEBUqVICjoyMKFiyI5ORkeHl5qRNenmRsWRh6+vqIj5D9hjUhIhKmxawUHmNZrhScf2kDsZ4e/NsMQLDvKriNH4w23qMV7u/UqQUKFDJFyOZ9Go+fFGO76ia2q25iu+omtqvuKmr5eThIRIxsb7T30fEoZmGW7XFlra0wtFtTPH0dgXYjliJg7zksm9QbHu1dFO7v0d4FCckfEXSGw0lz04cPHyCRSGBhYSFTbmFhgaioKIXHREVF5bh/5r9y+5ibIypafsgbaR7bVTfxvZVUIdITK/XQRWpdVZs2bTBt2jQEBwcjPDwc4eHhOHr0KLy9vdG2bVuV6jp48CA+ffokV/7x40ccOnRInfB+GiKxCAnvo/DHEC+8/uc+bu75E8fm+qPRsD4K93cZ2AMPjp1DXHjOEwmTdrFddRPbVTexXXUT2/XH1Kt1XcRcWiN9GOirN0RFLBbh1qNXmO5/ALcfv8bGA39jY9B5DP6licL9+3dsiJ3HrmQ7JxwREX0d31t/Xj9zwk2tOdwmTZok/VcikXyuSF8fvXr1woQJE5SqIzExEYIgQBAEJCUlyUxuKZFIcP78eZgrmERTVyVGfYAkPR2mRWWXsTUpaoX4/xTPFxIXHglJWhqE/1/SFgD+C30Gs+JFoGdgAElamrTcvJQ1KrnVR0CXYblzAaQQ21U3sV11E9tVN7FddceRv2/j2v3n0p/z/f/wk6LmpvgvKk5aXsTCFHcev862nvCoWIQ+fydT9ujFO3RuVkNu3/rVK8KubHH0mbLuW8OnryhcuDD09PQQnaWHUnR0tHROnqwsLS1z3D/z3+joaFhZ/a/XTXRMDOxyeaJs+oztqpv43kqqEKsxXFRXqJVGNDQ0hLe3N65fv46DBw/i4MGDuHbtGqZOnQpDQ0Ol6qhZsyZq164NkUiEli1bolatWtJH3bp1MXXqVPTpozjbrYskaWl4ffM+7Jv9bziDSCSCfTMXPA/5R+Exzy7dQJEKZSASiaRlRW3LIvZdhMwNCwBcBnRDwvto3Dt6JncugBRiu+omtqtuYrvqJrar7khM/ohnb95LHw+fv0N4ZCya1qks3cekYH7UrloOV+8+y7aekNtPYVu6mExZxVLF8DpcfijagE4NcfPhS9z9943mLoQUMjAwQKVKlXD12v8Wu8jIyMDVa9fg6Oio8BhHR0eZ/QHgypUr0v2tra1haWkps09iYiLu3bsHxy/m+qHcw3bVTXxvJVX8zD3cvumqChQoADs7O9jZ2aFAgQIqHbt161Zs3rwZgiBg5cqV2LJli/SxY8cOnD17FsOHD/+W8PKcU0s3oMHgXqjbtyuK2ZdHr7VzYVjQCJcDP6/80n/LEnSaN0m6//m1f8DI3AzdV8xAkYplUbVNU7SaOgJ/r94qU69IJEK9Ab8gZMt+ZPx/j0T6ftiuuontqpvYrrqJ7aq7Vu34C16D2qFdYydUrWCNQN9BeBcZi0Nn//cH3/F1EzC8h6v05xV/nEQdh3KY7NkW5UsWQc9WdTCoa2Os2y37h51Jwfzo2rwWNgWd/27X87Pz8PDAgQMHcPjwYTx//hxz5s5FSkoKOnXsCACY5u2NFStXSvfv07s3Ll++jC1bt+LFixdYu3YtHjx8iJ49ewL4/Brt06cP1q9fj3PnzuHJkyfw9vaGlZUVXP9/dUvKfWxX3cT3VlKWWE+s1EMXKd23b9SoUZg/fz6MjY0xatSoHPf19/f/an21a9cGAJw+fRolSpSQyXT/rG7u+RMmVuZoP3scTItZIex2KFa16oeE958nozQvZQ0hQ5Du/yEsHCtb9kO3ZdMx/e5xxL79D2dWBOLEAtlhD/ZuDWBR2oYrvGgJ21U3sV11E9tVN7FdddfizcdQsEA+rPHuh0ImRrh0+wnaj1wqM99auZJFYFnIRPrzzYcv0W38aswZ3RXThnTAy7eRGL9oJ3YeuyJTd/eWdSACsPv41e91OT+9Vi1b4sOHD1izdi2ioqJgZ2eHNWvWSCfH/y88HOIv/mZwcnKC37x58F+9GqtWrUKpUqWwfNkyVKxQQbrPgP79kZKSgtm+vkhISED16tWxZs0amelsKHexXXUT31tJWT/zkFKRIAjC13f7vJrotGnTYGxs/NXVQ/38/JQO4Pz58zAyMkLNmjUBANu3b8eePXtQoUIF+Pj4wMws+1WmsjNMVEblY4iIiIh+RpucXL++E+U58ZdXazsEIlLSWKNK2g6BcsE64aW2Q/ghRK0cr9R+lr8uyeVIvj+lU41fJtFUSah9zaJFi6QLLTx+/Bh+fn7w9PTE1atXMX/+fI2ei4iIiIiIiIiIvg+RWDeHiypD6337wsLCUL58eQDAyZMn4erqit9++w0PHjzAkCFDtBwdERERERERERGpQ6ynp+0QtEbphFunTp2UnmctKChI6QAMDAzw8eNHAMDly5fRqVMnAICZmRkSExOVroeIiIiIiIiIiH4cYkOt9/PSGqWv3M3NLVcCcHZ2hp+fH5ydnXHv3j0sX74cAPDy5UsUK1Ys54OJiIiIiIiIiOiHxCGlSvjayqTq8vHxwaxZs3DixAnMmDEDRYsWBfB5MYWGDRvmyjmJiIiIiIiIiCh3ifSYcFPL/fv38ezZMwBAxYoVUblyZZXrKFGiBAICAuTKp06d+i2hERERERERERGRFokNOKRUJdHR0Rg3bhyuXbsGU1NTAEB8fDzq1KmDZcuWwdzcXOm63r17l+P2EiVKqBMiERERERERERFpkUjMRRNU4uvri6SkJBw9elS6wujTp08xefJkzJkzB0uXLlW6LldX1xwXYwgNDVUnRCIiIiIiIiIi0iYm3FRz4cIFBAYGSpNtAFChQgXMmDEDnp6eKtV18OBBmZ/T0tIQGhqKwMBAjBs3Tp3wiIiIiIiIiIhIy0QGBtoOQWvUSrhlZGTAQMEvTV9fHxkZGSrVZW9vL1fm4OCAIkWKYOPGjWjRooU6IRIRERERERERkTb9xD3c1Fouom7dupg7dy4iIiKkZREREfDz80O9evU0EljZsmVx7949jdRFRERERERERETfmVhPuYcOUquHm4+PD4YPH45mzZqhWLFiAID//vsPFStWxKJFi1SqKzExUeZnQRDw/v17+Pv7o3Tp0uqER0REREREREREWibSz50hpdu3b8fGjRsRGRkJe3t7TJ8+HY6Ojgr33bNnDw4ePIgnT54AAKpUqYLffvst2/01Ra2EW/HixREUFITLly/j+fPnAIDy5cvDxcVF5bpq1qwpt2iCIAgoXry4SosvEBERERERERHRDyQXeq8FBwfDz88Ps2bNQrVq1bBlyxYMHDgQx48fh4WFhdz+V69eRdu2beHs7AxDQ0Ns2LABnp6eOHr0KIoWLarx+DKJBEEQlNmxdu3aOH78OMzNzeHl5YVp06bB2Nj4mwO4du2azM9isRiFCxdG6dKloa+vVj4Qw0RlvjkuIiIiop/BJidXbYdAuSD+8mpth0BEShprVEnbIVAuWCe81HYIP4RPpwKV2i+f2wCl6+zWrRscHBzg4+MD4PM6A40bN4aHhweGDBny1eMlEglq1aoFHx8fdOrUSenzqkrpjFZaWhqSkpJgbm6OgwcPYuLEiRoJoHbt2hqph4iIiIiIiIiIfiBK9nBLTU1FamqqTJmhoSEMDQ3l9nvw4AGGDh36v1OIxXBxccGtW7eUOldKSgrS09NhZmam1P7qUjrh5uTkhBEjRqBq1aoQBAFz5sxBvnz5FO7r5+eXY12nT59WOsBmzZopvS8REREREREREf0YRAaGX98JQEBAAPz9/WXKRo0ahdGjR8uUffjwARKJRG7oqIWFhXTKs69ZvHgxihQpota0aKpQOuG2aNEibN68Ga9fvwYAJCQk4NOnT2qddOTIkUrtJxKJEBoaqtY5iIiIiIiIiIhIi8RipXYbOnQoBgyQHVaatXebJvz+++8IDg7G1q1bs+1EpilKJ9wsLS0xYcIEAICrqysWLlyIwoULq3XSR48eqXUcERERERERERHlEUoOKVU0fFSRwoULQ09PD9HR0TLl0dHRsLS0zPHYjRs34vfff0dgYCDs7e2ViutbKJdqzOLXX39FwYIF5cpTU1Nx8ODBb42JiIiIiIiIiIjyOJG+gVIPZRkaGqJKlSoICQmRlmVkZCAkJATVq1fP9rj169djzZo12LBhAxwcHL7pmpSlVsLNy8sLCQkJcuVJSUnw8vJSqo6QkBC0adMGiYmJctsSEhLQtm1bXL9+XZ3wiIiIiIiIiIhIy0RiPaUeqhgwYAD27NmDoKAgPHv2DDNnzkRKSgq6dOkCAJg0aRKWLFki3f/333/HihUrMG/ePFhbWyMyMhKRkZFISkrS6LVmpfSQ0i8JggCRSCRXHhERARMTE6Xq2LJlC7p37w5jY2O5bSYmJujRowc2b96MWrVqqRMiERERERERERFpk4rJNGW0adMGMTExWLlyJSIjI1GpUiVs2LBBOqQ0PDwc4i/mjtu1axfS0tLw66+/ytSjaFEGTVIp4dapUyeIRCKIRCL069cP+vr/O1wikSAsLAwNGzZUqq7Hjx9j4sSJ2W6vX78+Nm3apEp4RERERERERET0gxAZKD9cVBXu7u5wd3dXuG3btm0yP585cyZXYvgalRJubm5uAIDQ0FA0aNBAZh43AwMDWFtbo0WLFkrVFRUVJZOwkwtMXx8xMTGqhEdERERERERERD+KXOjhlleolHAbNWoUJBIJrK2tUb9+fRQpUkTtExctWhRPnjxB6dKlFW5//PgxrKys1K6fiIiIiIiIiIi06CdOuKm8aIKenh58fHzw6dOnbzpx48aNsWLFCoX1fPz4EatWrULTpk2/6RxERERERERERKQdIrFYqYcuUmvRhIoVKyIsLAwlS5ZU+8TDhw/HyZMn0bJlS/Tp0wdly5YFADx//hw7duyARCLBsGHD1K6fiIiIiIiIiIi0SC935nDLC9RKuI0dOxYLFizAmDFjUKVKFRgZGclsV7TyaFaWlpbYtWsXZs6ciaVLl0IQBACASCRCgwYN4OPjI11hgoiIiIiIiIiI8hiRbvZeU4ZaCbchQ4YA+NxLTSQSScsFQYBIJEJoaKhS9VhbW2P9+vWIi4vDq1evAAClS5eGmZmZOmEREREREREREdEPQmDCTTVbt27VaBBmZmZwdHTUaJ1ERERERERERKRFP/GiCWol3GrXrq3pOIiIiIiIiIiISJfo6IIIylAr4QYA8fHx2LdvH549ewbg80IKXbt2hYmJicaCIyIiIiIiIiKivOlnHlKq1pXfu3cPzZs3x+bNmxEXF4e4uDgEBgbCzc0NDx480HSMRERERERERESU14j1lXvoILWuys/PD66urvD19YW+/ucq0tPT4e3tjXnz5mH79u0aDZKIiIiIiIiIiPIY9nBTzf379zFo0CBpsg0A9PX1MWjQINy/f19jwRERERERERERUd4kiMRKPXSRWldlbGyM8PBwufLw8HAULFjwm4MiIiIiIiIiIqI8Tqyn3EMHqZVwa9OmDaZNm4bg4GCEh4cjPDwcR48ehbe3N9q2bavpGImIiIiIiIiIKK8RiZV76CC15nCbNGmS9F+JRPK5In199OrVCxMmTNBcdERERERERERElCfp6nBRZaiVcDM0NIS3tzfGjx+P169fAwBKlSqFAgUKaDQ4IiIiIiIiIiLKo8RMuKmlQIECMDU1lf6fiIiIiIiIiIgIACD+prRTnqbWlaenp8Pf3x/btm1DcnIyAMDIyAju7u4YNWoUDAwMNBokERERERERERHlMT/xkFK1rtzX1xd79uzBxIkTERQUhKCgIEycOBH79+/HnDlzNB0jERERERERERHlMYJIrNRDVdu3b4erqyscHBzQrVs33L17N8f9jx07hlatWsHBwQHt27fH33//re4lKU2thNuff/4JPz8/9OzZE/b29rC3t0fPnj0xd+5c/Pnnn5qOkYiIiIiIiIiI8hqxnnIPFQQHB8PPzw8jR45EUFAQ7O3tMXDgQERHRyvc/59//sH48ePxyy+/4ODBg2jWrBlGjhyJf//9VxNXmC21Em6GhoawsbGRK7exseFwUiIiIiIiIiIi+jykVJmHCgIDA9G9e3d07doVFSpUwKxZs5A/f37s379f4f5bt25Fw4YNMWjQIJQvXx5jx45F5cqV8ccff2jiCrOlVsKtT58+WLNmDVJTU6VlqampWLt2Ldzd3TUWHBERERERERER5U3KDilNTU1FYmKizOPLnFOm1NRUPHjwAC4uLtIysVgMFxcX3Lp1S2EMt2/fRr169WTKGjRogNu3b2v0WrNSa9GE0NBQhISEoFGjRrC3twcAPHr0CGlpaahXrx5GjRol3dff318zkapgk5Prdz8nERERUV7kefuMtkMgIvqp8e9X3bRO2wH8IAQlh4sGBATI5Y9GjRqF0aNHy5R9+PABEokEFhYWMuUWFhZ4/vy5wrqjoqJgaWkpt39UVJRSsalLrYSbqakpWrZsKVNWvHhxjQRERERERERERER5nyAot9/QoUMxYMAAmTJDQ8NciOj7USvh5ufnp9R+N2/eRGpqap7/JRERERERERERkWoylMy4GRoaKpU7Kly4MPT09OQWSIiOjpbrxZbJ0tJSrjdbTvtrilpzuClr8ODBiIiIyM1TEBERERERERHRD0hQ8qEsQ0NDVKlSBSEhIdKyjIwMhISEoHr16gqPcXJywpUrV2TKLl++DCcnJxXOrLpcTbgJyvYdJCIiIiIiIiIinSLJEJR6qGLAgAHYs2cPgoKC8OzZM8ycORMpKSno0qULAGDSpElYsmSJdP++ffviwoUL2LRpE549e4ZVq1bh/v37ub7op1pDSomIiIiIiIiIiHKiYi5NKW3atEFMTAxWrlyJyMhIVKpUCRs2bJAOEQ0PD4dY/L/+Zc7Ozli8eDGWL1+OpUuXokyZMli9ejVsbW01H9wXmHAjIiIiIiIiIiKNy61xj+7u7tn2UNu2bZtcWevWrdG6detcikYxJtyIiIiIiIiIiEjjVB0uqktyNeEmEolys3oiIiIiIiIiIvpBZWg7AC3K1YQbF00gIiIiIiIiIvo5/cxpIbUSbm/evIFEIkGZMmVkyl++fAl9fX3Y2NgAAG7duvXNARIRERERERERUd7zMw8pFX99F3leXl4Kk2l37tyBl5fXNwdFRERERERERER5W4aSD12kVsLt4cOHcHZ2lit3cnJCaGjoNwdFRERERERERER5myAo99BFag0pFYlESEpKkitPSEiARCL55qCIiIiIiIiIiChvk+hqNk0JavVwq1WrFgICAmSSaxKJBL///jtq1KihseCIiIiIiIiIiChvyhCUe+gitXq4TZgwAX369EGrVq1Qs2ZNAMCNGzeQmJiILVu2aDRAIiIiIiIiIiLKe37iDm7q9XCrUKECDh8+jNatWyM6OhpJSUno2LEjjh07BltbW03HSEREREREREREeUwGBKUeukitHm4AULRoUfz222+ajIWIiIiIiIiIiHSERFeXIFWC2gk3AEhJScG7d++QlpYmU25vb/9NQRERERERERERUd72Mw8pVSvhFhMTAy8vL5w/f17h9tDQ0G8KioiIiIiIiIiI8jZdHS6qDLXmcJs7dy7i4+OxZ88e5M+fHxs2bMD8+fNRunRprF27ViOBJScn4/r16xqpi4iIiIiIiIiIvi9JhqDUQxep1cPt6tWrWLNmDRwcHCASiVCiRAnUr18fxsbGCAgIQJMmTb45sNevX6Nv377sLUdERERERERElAf9zHO4qdXDLTk5Gebm5gAAMzMzxMTEAABsbW3x8OFDzUVHRERERERERER5UoYgKPXQRWr1cCtbtixevHgBGxsb2NnZYffu3bCxscGuXbtgZWWlVB21a9fOcbtEIlEnNCIiIiIiIiIi+gGkZfy8XdzUSrj17dsXkZGRAIBRo0Zh0KBBOHLkCAwMDDB//nyl6khNTUWvXr1ga2urcPvbt2+xevVqdcIjIiIiIiIiIiIt+5mHlKqVcOvYsaP0/1WrVsXZs2fx/PlzFC9eXDrU9Gvs7e1RrFgxdO7cWeH2R48eMeFGRERERERERJRHaXu4aGxsLHx9fXH27FmIxWK0aNEC06ZNQ8GCBbPdf9WqVbh48SLCw8Nhbm4ONzc3jBkzBiYmJiqdW62EW1YFChRAlSpVVDqmSZMmSEhIyHa7mZkZOnXq9I2RERERERERERGRNki0nHCbMGECIiMjERgYiLS0NEydOhU+Pj5YsmSJwv3fv3+P9+/fY/LkyahQoQLevn2LmTNn4v3791i5cqVK5xYJgupXL5FIcODAAVy5cgXR0dHIyDImd+vWrapWqVGG1T21en4iIiKivMLz9hlth0C5YHlyqLZDICIlmbqM1HYIlAtSb23Sdgg/hBOP3yu1X0u7Iho/97Nnz9CmTRvs27cPDg4OAIDz589jyJAh+Pvvv1G0aFGl6jl27BgmTpyI27dvQ19f+X5ravVwmzt3LoKCgtC4cWNUrFgRIpFInWqIiIiIiIiIiEhHaXNI6a1bt2BqaipNtgGAi4sLxGIx7t69i+bNmytVT2JiIoyNjVVKtgFqJtyOHj2K5cuXo3HjxuocTkREREREREREOk6iZL4tNTUVqampMmWGhoYwNDRU+9xRUVFy6wzo6+vDzMxMuhDo18TExGDNmjXo0aOHyudXK+FmYGCAUqVKqXMoERERERERERH9BNKUXKY0ICAA/v7+MmWjRo3C6NGj5fZdvHgx1q9fn2N9wcHBygeZjcTERAwdOhTly5fHqFGjVD5erYSbp6cntm7dCh8fHw4nJSIiIiIiIiIiOcoOKR06dCgGDBggU5Zd7zZPT0907tw5x/pKliwJS0tLxMTEyJSnp6cjLi4OVlZWOR6fmJiIQYMGoWDBgli9ejUMDAyUuApZaiXcbt68iatXr+L8+fOoWLGi3DjWrFnJ7EgkEvzzzz+ws7ODqampOqEQEREREREREdEPSNkhpaoMHzU3N5cbKqpI9erVER8fj/v376Nq1aoAgCtXriAjIwOOjo7ZHpeYmIiBAwfC0NAQa9euRb58+ZS7iCzE6hxkamqK5s2bo3bt2ihcuDBMTExkHsrS09ODp6cn4uLi1AmDiIiIiIiIiIh+UOmSDKUeuaF8+fJo2LAhpk+fjrt37+LmzZvw9fVF27ZtpSuURkREoFWrVrh79y6Az8k2T09PJCcnY+7cuUhMTERkZCQiIyMhkUhUOr9aPdz8/PzUOUyhihUrIiwsDCVLltRYnUREREREREREpF3K9nDLLYsXL4avry/69esHsViMFi1awNvbW7o9LS0NL168QEpKCgDgwYMHuHPnDgDIrWJ6+vRp2NjYKH1utRJumjR27FgsWLAAY8aMQZUqVWBkZCSz3djYWEuRERERERERERGRupSdwy23FCpUCEuWLMl2u42NDR4/fiz9uU6dOjI/fwu1Em6dOnVSuFiCSCSCoaEhSpcujc6dO6Nu3bpfrWvIkCEAgOHDh8vUKQgCRCIRQkND1QmRiIiIiIiIiIi0SNlVSnWRWgm3hg0bYufOnbC1tZVONHfv3j08fvwYnTt3xrNnzzBgwACsWrUKbm5uOda1detWdUIgIiIiIiIiIqIfmLaHlGqTWgm3Dx8+YMCAARg5cqRM+Zo1a/Du3Tts2rQJK1euxJo1a76acKtdu7Y6IRARERERERER0Q9M20NKtUmtVUqPHTuGdu3ayZW3bdsWx44dk/7/xYsXStV348YNTJgwAT179kRERAQA4ODBg7hx44Y64RERERERERERkZZJBEGphy5SK+GWL18+3Lp1S6781q1byJcvH4DPc7Bl/j8nJ06cwMCBA5E/f348ePAAqampAD4vxRoQEKBOeEREREREREREpGWp6RlKPXSRWkNK3d3dMWPGDNy/fx8ODg4APs/htm/fPgwdOhQAcPHiRVSqVOmrda1duxazZs1Cp06dcPToUWm5s7Mz1q5dq054RERERERERESkZZIM3ey9pgy1Em4jRoyAjY0Ntm/fjsOHDwMAypYtC19fX7Rv3x4A0LNnT/Tq1eurdb148QI1a9aUKzcxMUF8fLw64RERERERERERkZYx4aaGDh06oEOHDtluz58/v1L1WFpa4vXr17CxsZEpv3nzJkqWLKlueEREREREREREpEW6OlxUGWon3DSle/fumDt3LubNmweRSISIiAjcunULCxYswIgRI7QdnlbMGN4Jnp0boZCJES7feYrR87bi6ev3OR5TwqoQ5o3phpb1HWCU3xDP3rzHoJmb8M/DlwCA1FubFB43ZdkeLN16XNOXQAqwXXUT21U3sV11E9tVtzQe4YEWE4fCtJgVwu6EYvfoGXh5/U62+xcwM0XHuRNQvUsrGJmbIebVW+wdOxv3j50DAMx9cREWZWzkjju3eit2jfLJrcugLHbt2oUtW7YgKjoatra2mDJ5snQKG0VOnjyJ1WvW4N27dyhVqhTGjhmDhg0bSrcLgoA1a9fiwIEDSEhIgJOTE6ZNnYrSpUt/j8uh/8d21W18f6Wc/Mw93ESCoNxyELVr18bx48dhbm6OWrVqQSQSZbvvtWvXlA5AEASsW7cOv//+O1JSUgAAhoaG8PT0xNixY5Wu50uG1T3VOu5HMKF/a0zybIuBPhvw8m0UZo7ojCoVbFCt6zR8Sk1XeEwhEyNc2zUTf19/hIC9ZxH1IQEVShXF87D3eB4WCQAoamEqc0zL+o74fUZ/VOrghRdvI3P9un52bFfdxHbVTWxX3cR2zZ7n7TPaDkFlNbq3Q/+tS7BjmDdeXr0F17GecO7WFjPtXJEQGS23v56BASZe2oeE99E4Pm81Yt9GwLy0NZJj4/H2bigAwNjSHGI9PekxJaraYuyp7VjapCf+/fvKd7s2TVmeHKrtEFR2/MQJeHt7w3vaNDg4OGD79u04+ddfOHToECzMzeX2v337NjwHDsSvo0ejUaNGCD52DIGBgdi1axcqVqgAANgUGIhNGzfC19cX1tbWWL1mDZ48eYKgAweUWuCNvh3b9etMXUZqOwS18f01e9klDX823seUez+a0/rrawDkNUon3IKCgtC2bVsYGhoiKCgox307d+6sciCpqal4/fo1kpOTUb58eRQsWFDlOjLl5YTbq5NLsXzbCSzbdgIAYGpcAGGnlmPQjI3Yc0JxInPur7+gXrUKcB04X+nz7Fs6CsZG+dFq2GKNxE05Y7vqJrarbmK76ia2a/byYsJt8pWDeHX9DnaNngEAEIlE8HsTgrOrtuDEAvlFtxoO7YMWE4dghn0zZKQr/gMwq27LfODQzhU+FZtoMvTvJi8m3Pq4u6NKlSqY6uUFAMjIyECLli3Rq1cvDPSU/3w/cdIkpKSkwH/VKmmZu4cH7OzsMN3bG4IgwK15c/T18EC/fv0AAAkJCXBt1gyzZ89G61atvs+F/eTYrl+XlxNufH/NHhNun0068kCp/Ra2r5LLkXx/YmV37Ny5MwwNDaX/z+mhCi8vLyQmJsLQ0BAVKlSAo6MjChYsiOTkZHj9/035Z1HW2grFrQrhzNWH0rL4xBRcu/8cdRzLZ3tcu8ZOuPnwJXYuHI6w08txbecMeHZulO3+RcxN0bqBIzYfvKDR+EkxtqtuYrvqJrarbmK76hY9AwOUqlEVoacuScsEQUDoqUsoV89Z4THVOrjhecg/6LV6Nhb+dx3T751AK68REIkVfxTWMzBAHfdOuLxpT65cA8lLS0tDaGgo6tapIy0Ti8WoW6cO7t69q/CYu3fvyuwPAC716kn3f/v2LaKiolDni31MTEzg4OCAu3eyH35MmsN21W18fyVlpGcISj10kdIJN0Wio6Px77//4tGjRzIPVRw8eBCfPn2SK//48SMOHTr0LeHlOUUtP3ebjYiRXZ31fXQ8ilmYZXtcWWsrDO3WFE9fR6DdiKUI2HsOyyb1hkd7F4X7e7R3QULyRwSduam54ClbbFfdxHbVTWxX3cR21S3GloWhp6+P+IgomfKEiEiYFrNSeIxluVJw/qUNxHp68G8zAMG+q+A2fjDaeI9WuL9TpxYoUMgUIZv3aTx+UuzDhw+QSCSwsLCQKbewsEBUVJTCY6KionLcP/NfuX3MzREVLT/0mDSP7arb+P5KypBkCEo9dJFaiybcv38fU6ZMwbNnz5B1RKpIJEJo6Ne7sCcmJkIQBAiCgKSkJJmx9hKJBOfPn4e5gjH9uqRX67pY7d1X+nPHX5erVY9YLMLNhy8x3f8AAOD249eoUsEag39pgm1HLsvt379jQ+w8diXbMfX0bdiuuontqpvYrrqJ7UpZicQiJLyPwh9DvCBkZOD1P/dRyLooWkwciqOzV8jt7zKwBx4cO4e48Jwn/SYi+pnw/ZXUoavJNGWolXCbOnUqypQpg7lz58LCwiLHBRSyU7NmTYhEIohEIrRs2VJuu0gkwujRir911BVH/r6Na/efS3/OZ/C5OYqam+K/qDhpeRELU9x5/DrbesKjYhH6/J1M2aMX79C5WQ25fetXrwi7ssXRZ8q6bw2fssF21U1sV93EdtVNbFfdlhj1AZL0dJgWtZQpNylqhfj/FE+kHRceCUlaGoSMDGnZf6HPYFa8CPQMDCBJS5OWm5eyRiW3+gjoMix3LoAUKly4MPT09BCdpYdSdHQ0LC0tFR5jaWmZ4/6Z/0ZHR8PK6n+9H6NjYmBna6vJ8CkbbFfdwvdXUkeqJOPrO+kotRJub968wapVq75p2eWtW7dCEAT069cPq1atgpnZ/7qcGhgYoESJEihatKja9ecFickfkZj8UaYsPDIWTetUxp1/3wAATArmR+2q5fD73rPZ1hNy+ylsSxeTKatYqhheh8t3qR7QqSFuPnyJu/9fP2ke21U3sV11E9tVN7FddZskLQ2vb96HfTMX3Dl0EsDnL2rtm7ngnP9Whcc8u3QDtXt3hEgkko7OKGpbFrHvImSSbQDgMqAbEt5H497RvLeYRF5mYGCASpUq4eq1a3B1dQXweXL9q9euoWfPngqPcXR0xNVr1+Du7i4tu3LlChwdHQEA1tbWsLS0xNVr12Bvbw/g8yibe/fuoVu3brl8RQSwXXUN319JHT9zDze15nCrV6+eynO1ZVW7dm3UqVMHp0+fhpubG2rXri19VK9eXeeTbdlZteMveA1qh3aNnVC1gjUCfQfhXWQsDp39R7rP8XUTMLyHq/TnFX+cRB2Hcpjs2RblSxZBz1Z1MKhrY6zbLftB0aRgfnRtXgubgs5/t+uhz9iuuontqpvYrrqJ7apbTi3dgAaDe6Fu364oZl8evdbOhWFBI1wO3AsA6L9lCTrNmyTd//zaP2BkbobuK2agSMWyqNqmKVpNHYG/V8sm6EQiEeoN+AUhW/YjQyL5rtdEgIeHBw4cOIDDhw/j+fPnmDN3LlJSUtCpY0cAwDRvb6xYuVK6f5/evXH58mVs2boVL168wNq1a/Hg4UNpIkckEqFPnz5Yv349zp07hydPnsDb2xtWVlZwbdpUK9f4M2K76ja+v9LXcA43Fc2ZMwdTpkzBkydPULFiRejry1bTrFkzpet69uwZwsPDUbNmTQDA9u3bsWfPHlSoUAE+Pj4yPd9+Bos3H0PBAvmwxrsfCpkY4dLtJ2g/cqnMePVyJYvAspCJ9OebD1+i2/jVmDO6K6YN6YCXbyMxftFO7Dx2Rabu7i3rQARg9/Gr3+ty6P+xXXUT21U3sV11E9tVt9zc8ydMrMzRfvY4mBazQtjtUKxq1Q8J7z9Ppm5eyhrCFx/eP4SFY2XLfui2bDqm3z2O2Lf/4cyKQJxYIDtEyd6tASxK23B1Ui1p1bIlPnz4gDVr1yIqKgp2dnZYs2aNdHL8/8LDIf5iKhsnJyf4zZsH/9WrsWrVKpQqVQrLly1DxQoVpPsM6N8fKSkpmO3ri4SEBFSvXh1r1qyRmT+achfbVbfx/ZW+JjX95/0CSyRkXfVACWfOnMGkSZOQmJgoX6GSiyZkat++PSZMmIDGjRvj8ePH6Nq1Kzw9PXH16lWUK1cOfn5+qoYHw+qeKh9DRERE9DPyvM2hk7poebLyn8eJSLtMXUZqOwTKBam3Nmk7hB9Cj83XlNpvd//auXL+2NhY+Pr64uzZsxCLxWjRogWmTZuGggULfvVYQRAwePBgXLhwAatXr4abm5tK51a7h1uHDh0wYsSIbCe7VFZYWBjKly8PADh58iRcXV3x22+/4cGDBxgyZMg31U1ERERERERERNqRruXhohMmTEBkZCQCAwORlpaGqVOnwsfHB0uWLPnqsVu2bFFrkdBMas3h9uHDB/Tv3/+bk23A54k0P378PPHi5cuXUb9+fQCAmZmZwh50RERERERERET040tNz1DqkRuePXuGCxcuYM6cOahWrRpq1qwJb29vHD16FBERETkeGxoaik2bNmHevHlqn1+thFuLFi1w9apmxlE7OzvDz88Pq1evxr1799CkSRMAwMuXL1GsWLGcDyYiIiIiIiIioh+SNhdNuHXrFkxNTeHg4CAtc3FxgVgsxt27d7M9LiUlBePHj4ePjw+srKzUPr9aQ0rLlCmDJUuW4ObNm7C1tZVbNKFv375K1+Xj44NZs2bhxIkTmDFjhnR10vPnz6Nhw4bqhEdERERERERERFqmbDItNTUVqampMmWGhoYwNDRU+9xRUVEwNzeXKdPX14eZmRkiIyOzPc7Pzw/Vq1dXec62rNRKuO3duxdGRka4du0arl2TnQBPJBKplHArUaIEAgIC5MqnTp2qTmhERERERERERPQDSFdyuGhAQAD8/f1lykaNGoXRo0fL7bt48WKsX78+x/qCg4OVD/ILp0+fxpUrVxAUFKTW8V9SOeEmCAK2bdsGCwsL5M+f/5sDePfuXY7bS5Qo8c3nICIiIiIiIiKi7ytDyR5uQ0cMxYABA2TKsuvd5unpic6dO+dYX8mSJWFpaYmYmBiZ8vT0dMTFxWU7VPTKlSt4/fo1atWqJVM+evRo1KxZE9u2bfvapUiplXBr2bIl/vzzT5QpU0bVw+W4urrmuOpDaCiXNCciIiIiIiIiymsEQbmEmyrDR83NzeWGiipSvXp1xMfH4/79+6hatSqAzwm1jIwMODo6KjxmyJAh6Natm0xZ+/bt4eXlhaZNmyoVXyaVE25isRilS5dGbGysqocqdPDgQZmf09LSEBoaisDAQIwbN04j5yAiIiIiIiIiou9LyKUFEZRRvnx5NGzYENOnT8esWbOQlpYGX19ftG3bVrp+QEREBPr164eFCxfC0dERVlZWCnu/lShRAiVLllTp/GrN4TZ+/HgsXLgQM2fOhK2trTpVSNnb28uVOTg4oEiRIti4cSNatGjxTfUTEREREREREdH3J0nXXsIN+Dzfm6+vL/r16wexWIwWLVrA29tbuj0tLQ0vXrxASkqKxs+tVsJt8uTJSElJQceOHWFgYCA3l1vWhRTUUbZsWdy7d++b6yEiIiIiIiIiou9P2SGluaVQoUJYsmRJttttbGzw+PHjHOv42vbsqJVw0+QKoomJiTI/C4KA9+/fw9/fH6VLl9bYeYiIiIiIiIiI6PtRdtEEXaRWwu1rq0GoombNmnKLJgiCgOLFi2Pp0qUaOw8REREREREREX0/GekZ2g5Ba9RKuH3p06dPSEtLkykzNjZW+vitW7fK/CwWi1G4cGGULl0a+vrfHB4REREREREREWlBhpaHlGqTWhmt5ORkLF68GMeOHVO4WmloaKjSddWuXVudEIiIiIiIiIiI6AemzVVKtU2thNuiRYtw9epVzJw5E5MmTYKPjw8iIiKwe/dujB8//qvHnz59WulzNWvWTJ0QiYiIiIiIiIhIiyQcUqqas2fPYsGCBahTpw68vLxQs2ZNlC5dGiVKlMCRI0fQoUOHHI8fOXKkUucRiUQq9ZYjIiIiIiIiIqIfg7ZXKdUmtRJucXFxKFmyJIDP87XFxcUBAGrUqIFZs2Z99fhHjx6pc1oiIiIiIiIiIsojhJ+3gxvE6hxkY2ODsLAwAEC5cuVw7NgxAJ97vpmYmGguOiIiIiIiIiIiypMyMgSlHrpIrYRb165dpb3UhgwZgu3bt8PBwQF+fn4YOHCgUnWEhISgTZs2SExMlNuWkJCAtm3b4vr16+qER0REREREREREWpaRnqHUQxepNaS0f//+0v+7uLjg2LFjePDgAUqVKgV7e3ul6tiyZQu6d+8OY2NjuW0mJibo0aMHNm/ejFq1aqkTIhERERERERERaVHGTzyHm1o93LKytrZGixYtlE62AcDjx4/RsGHDbLfXr18fDx480ER4RERERERERET0nQkZglIPXaRWwm3OnDnYunWrXPkff/yBuXPnKlVHVFQU9PWz72Cnr6+PmJgYdcIjIiIiIiIiIiItk6RnKPXQRWol3E6cOAFnZ2e58urVq+PEiRNK1VG0aFE8efIk2+2PHz+GlZWVOuEREREREREREZGWCYKg1EMXqZVwi42NVbgaqbGxMT58+KBUHY0bN8aKFSvw6dMnuW0fP37EqlWr0LRpU3XCIyIiIiIiIiIiLfuZh5SqtWhC6dKlceHCBZQuXVqm/Pz58yhZsqRSdQwfPhwnT55Ey5Yt0adPH5QtWxYA8Pz5c+zYsQMSiQTDhg1TJzwiIiIiIiIiItIySXq6tkPQGrVXKfX19UVMTAzq1q0LAAgJCUFgYCCmTp2qVB2WlpbYtWsXZs6ciaVLl0q7EIpEIjRo0AA+Pj6wtLRUJzwiIiIiIiIiItIyIUOi7RC0Rq2E2y+//ILU1FSsW7cOa9asAfB5pdKZM2eiU6dOStdjbW2N9evXIy4uDq9evQLwufecmZmZOmEREREREREREdEPggk3NfTu3Ru9e/dGTEwM8uXLh4IFC8rtc/PmTTg4OMDQ0DDHuszMzODo6KhuKERERERERERE9IPJSEvVdghao9aiCV8yNzdXmGwDgMGDByMiIuJbT0FERERERERERHmMkCFR6pFbYmNjMX78eDg7O6NmzZqYOnUqkpKSvnrcrVu30LdvXzg5OcHZ2Rl9+vTBx48fVTr3NyfccqKrS7sSEREREREREVHOtJ1wmzBhAp4+fYrAwECsW7cON27cgI+PT47H3Lp1C4MGDUKDBg2wd+9e7Nu3D3369IFYrFoKTe0hpURERERERERERNnR5hxuz549w4ULF7Bv3z44ODgAALy9vTFkyBBMmjQJRYsWVXicn58fPDw8MGTIEGlZuXLlVD5/rvZwIyIiIiIiIiKin5MkPVWpR264desWTE1Npck2AHBxcYFYLMbdu3cVHhMdHY07d+7AwsICPXv2hIuLC9zd3XHjxg2Vz8+EGxERERERERERaZyyQ0pTU1ORmJgo80hN/bZEXFRUFMzNzWXK9PX1YWZmhsjISIXHvHnzBgDg7++Pbt26YcOGDahcuTL69++Ply9fqnT+XB1SKhKJcrN6IiIiIiIiIiL6QSk7pDQgIAD+/v4yZaNGjcLo0aPl9l28eDHWr1+fY33BwcHKB/mFjIwMAECPHj3QtWtXAEDlypUREhKC/fv3Y/z48UrXpXLCTRAEhIeHw8LCAvny5fvqvkRERERERERE9PPJSFOul9rQob9hwIABMmWGhoYK9/X09ETnzp1zrK9kyZKwtLRETEyMTHl6ejri4uJgZWWl8LjM8vLly8uUly9fHu/evcvxnFmplXBr0aIF/vzzT5QpUybHfW/duqVq9UREREREREREpAOU7eFmaGiYbYItK3Nzc7mhoopUr14d8fHxuH//PqpWrQoAuHLlCjIyMuDo6KjwGBsbGxQpUgQvXryQKX/58iUaNWqkVHyZVJ7DTSwWo3Tp0oiNjVX1UCIiIiIiIiIi+kkoO4dbbihfvjwaNmyI6dOn4+7du7h58yZ8fX3Rtm1b6QqlERERaNWqlXQRBZFIhIEDB2Lbtm04fvw4Xr16heXLl+P58+f45ZdfVDq/WnO4jR8/HgsXLsTMmTNha2urThVERERERERERKTDMtLTtHr+xYsXw9fXF/369YNYLEaLFi3g7e0t3Z6WloYXL14gJSVFWta/f3+kpqbCz88PcXFxsLe3x6ZNm1CqVCmVzi0S1JhorVatWkhJSYFEIoGBgQHy588vs/3atWuqVqlRhtU9tXp+IiIiorzC8/YZbYdAuWB5cqi2QyAiJZm6jNR2CJQLUm9t0nYIPwSTRhOU2i/h/OJcjuT7U6uH29SpUzUdBxERERERERER6ZCMXBoumheolXD72moQRERERERERET0cxMkTLip7PXr19i/fz/evHmDadOmwcLCAn///TdKlCiBihUrajJGIiIiIiIiIiLKYzLSU7UdgtaovEop8HmOtvbt2+Pu3bs4efIkkpOTAQCPHz/GqlWrNBogERERERERERHlPdpcpVTb1Eq4LVmyBGPHjkVgYCAMDAyk5XXr1sXt27c1FRsREREREREREeVRP3PCTa0hpf/++y8WL5ZfQcLc3BwfPnz45qC+FVcDISIiIiIioryAf7+SLvuZn99q9XAzMTFBZGSkXHloaCiKFi36zUERERERERERERHlVWol3Nq2bYvFixcjMjISIpEIGRkZuHnzJhYsWIBOnTppOEQiIiIiIiIiIqK8QyQIgqDqQampqZg9ezaCgoIgkUigr68PiUSCdu3aYf78+dDT08uNWImIiIiIiIiIiH54aiXcMoWHh+Pff/9FUlISKleujDJlymgwNCIiIiIiIiIiorxHrSGl/v7+SElJQfHixdG4cWO0adMGZcqUwcePH+Hv76/pGImIiIiIiIiIiPIMtRJuq1evRnJyslx5SkoKVq9e/c1BERERERERERER5VVqJdwEQYBIJJIrf/ToEczMzL45KCIiIiIiIiIiorxKX5Wda9WqBZFIBJFIhJYtW8ok3SQSCZKTk9GzZ0+NB0lERERERERERJRXqLRoQlBQEARBwNSpUzF16lSYmJhItxkYGMDa2hrVq1fPlUCJiIiIiIiIiIjyArVWKb127RqcnZ2hr69SBzkiIiIiIiIiIiKdp9YcbgULFsSzZ8+kP586dQojRozA0qVLkZqaqrHgiIh+ZAsWLMCwYcOgxvcWRERElAO+t+omtisR/UzUSrj5+Pjg5cuXAIA3b95g3LhxKFCgAI4fP45FixZpMr6fzpdvQhkZGVqMhDQp64cLftjI+1JTU2FhYYH3799j6tSpbFMdwXYkylsmTJiA/fv3azsM0qDM+3DmXNFv3rzhvVlHZGRkSNs1PT1dy9EQEeU+tRJuL1++RKVKlQAAx44dQ+3atbFkyRL4+fnh5MmTGg3wZ/Ll6q+bN2/G6dOn2WNQB3z54eLdu3dITExUuMov5S2GhoZwd3dHt27d8OLFC0yZMkXbIdE3yvpaDQsLQ2RkpHQ7/+DL29h+uicmJgYGBgbw8/NDcHCwtsMhDcj8LJz5pfOmTZswZ84cLUdFmnDp0iW8f/8eALBkyRIsXrxYyxEREeU+tSZhEwRB+kYYEhKCJk2aAACKFy+ODx8+aCy4n0lGRgbE4s/5z/j4eOzYsQNisRiGhoZwcXGBgYGBliMkdWW267Jly3D27FnExcWhb9++cHV1RdmyZbUcHakj8/WaP39+2NjYoEqVKti7dy8KFCiAGTNmMKGaBwmCIH2trlixAiEhIXj9+jUcHBxQrVo1jBgxgu2ah335HgvI/lH/ZTnlLebm5vj1119hbGwMHx8fAECbNm20HBWpa+nSpShUqBD69+8vfV2mpKSgYsWKEIlEMl9MU96SnJyMWbNmoUCBAqhSpQpOnDiBXbt2aTss0gC+jxLlTK2EW9WqVbF27VrUq1cP169fx8yZMwEAYWFhsLS01GR8P43MG9X8+fPx4sULFC9eHI8fP8a0adMwd+5cJt3yuGPHjuHw4cOYNGkSbt26hQMHDuDFixfw8PCAnZ2dtsMjFWW+Xv38/HD9+nXY2tqidOnSOHnyJD59+oR58+bxj4I8JrO9/P39sWPHDixduhRFihTBunXrsHLlSjRv3hwVK1bUcpSkrszX7NatW/Hw4UMYGxujY8eOcHBw4B8LeVR6ejr09fVRvHhxuLm5ISYmBpMnT0a+fPnQrFkzbYdHKkpOTsaDBw+QnJwMIyMjdO3aFQYGBoiMjETBggUBgO+reZiRkRGCg4NRu3ZtvHr1CitXruR7qg748v3z9OnTePnyJQoWLAhbW1s4OztrOTqiH4NanzCnTp2Khw8fwtfXF8OGDUPp0qUBACdOnED16tU1GuDPJCgoCPv27cOYMWOwZMkSHD16FJUrV8aUKVNw6dIlDi/NQ7LOvycSidC7d2+0bt0aU6dOxeDBg/Hw4UNs2bIFjx8/1lKUpCqJRCL9/8WLF3Ho0CF4e3tj/vz52L9/P/r374/79+9j2rRpWoyS1BUTE4ObN2/Cz88P9evXR3h4OM6ePQtfX19UrFiR9+A86Mt78fLly7FmzRqkpKTg/v378PT0xOXLlyEWizlnah6kr//5O+Nly5Zh5cqViI+Ph4GBASZMmMDhpXmMIAgwMjLC0qVLUaJECRw8eBD79u0DAHz69CnHub44VPzH9uW9NTo6GgYGBjA3N8eqVasQFhYm3cZ2zJsyk20LFy6Er68vrly5ggsXLmD48OE4evSolqMj+jGo1cPN3t4eR44ckSufNGkSvyX+BpGRkahUqRJsbW2hp6cHkUiE33//HZ6enpg9ezZ8fHzg4uICQ0NDbYdKOfhyaNrevXvx6tUrvHnzBk5OTtJ9OnXqBOBzb4tt27ahV69eqFKlihaiJWVMmzYNvXv3RpUqVSCRSKCnp4fo6Gjky5cPFSpUAPB5TrdevXohPj4ef/zxBwoUKABvb29+I/8Dyzo8SSwWIywsDCVKlMC5c+cwbtw4TJo0Cd26dUNqair27t0LR0dHODg4aDFqUkXmvfjdu3cQiUQICAhAtWrVEBYWhnXr1mHQoEHYsGEDXFxc2NMtDzp8+DC2bt2KDRs2wN7eHs+ePcPu3bvh7e0NsViMVq1aaTtEUkLm8G4zMzP4+Phg9uzZCAoKgqGhIfT19WFhYYGnT59CJBJBLBZDLBbjv//+g7OzM0d//MC+vKf+888/qFy5Mq5evYrExET07NkTY8aMwYoVK2BjYyN9L05LS2Ob5jHBwcE4cuQIVq1aBScnJ+zZswdnz57lohhE/0+jnyzz5cvHm6QaMr/VSUlJwdu3b6Gvrw+RSIRPnz4BAPr164d3795hzpw5uHz5MtLS0rQZLuXgy0nXly1bhnnz5uHOnTv4+++/sXv3bty9e1e6b6dOndCvXz9cvHgRFy9e1FbI9BVv377Fy5cvMWLECDx+/Bh6enoAAGtraxgZGeHBgwfSfU1MTNC9e3cYGxsjKCgIq1ev1lbY9BVfvlYTExMhCAIMDQ1RqlQpbN++HZMmTcKkSZPQq1cvAJ+fBxcvXpRO+Ex5x8mTJ+Hq6orjx4/DxMQEAGBjY4Nff/0VXbt2xZAhQxASEgKxWMxeFnnMq1ev4OTkhBo1aqBgwYJwdHTE4MGD0aBBA0yZMgV///23tkOkr8h8zWW+/szMzDB9+nSUKFECe/bswdGjR7F06VJMmDABHh4e6N69O9zd3bF+/XppL0f68XyZbFu6dCnmzJmDkydPIiEhAcbGxti4cSM+fvyIcePG4dWrV0hNTcX48eOxbt06LUdOX5P5ms3svfj8+XO4uLjAyckJJ0+exPz58zFjxgx07NgRSUlJePbsmTbDJdI6tRJu9vb2qFSpUrYPypmi4YYA0KNHD6Snp2P69OkAPicwAaBAgQLo378/KlSogMmTJzPp9gPL/HDx77//Ijk5GVu2bMG2bduwePFiFCtWDGvWrJFJunXs2BGzZ8/GoEGDtBUyfYW1tTV8fHzg4OCAQYMGSYcAlyxZEoaGhtixY4fMh4m0tDQ4OTlhzpw5GDFihLbCphx8+YfAunXr4Ofnh+fPn8PIyAhubm7Yu3cvGjVqhB49egAAEhIS4Ofnh6SkJOkiQZR3WFtbo127dnjz5g1iY2MBfP6DoUiRIhg9ejS6dOmCAQMG4N69e+yRmsdYWlri5cuX+O+//6RlZcqUQYsWLfDx40cMHToUly5d0mKElJMvv/j49OmTdNqGQoUKYcaMGShVqhTKli2L/v37Y8uWLTh58iT27duHQ4cOISAgQLqQAv14Mt9jV65ciX379mHChAlwc3OTfulRtGhRBAYGIjk5Gb169UK3bt3w4MEDDBs2TJth01d8OTIgKSkJwOcRHubm5jh16hQmT56MiRMnokePHhAEAX///TeOHTuGxMREbYZNpFUiQY13qlOnTsn8nJ6ejtDQUAQFBWH06NHo1q2bxgLUNV/+oXfw4EGEhoZCLBajUqVK6NChA/bu3YtNmzahcuXKGD9+PBISErB48WKUKVMG06ZNw6+//oqTJ09iw4YNaNCggZavhhT566+/MHv2bBQuXBjr169H0aJFpeU7duxAvnz5MHLkSLlhaZlDFenH8eUHi0ePHmHVqlW4c+cO1q9fj0qVKuHhw4cYPHgwqlatChcXF9jZ2SEgIAAmJiZYsWIFRCIR2/UHtnjxYhw8eBBjx45Fw4YNpa/V1atXY82aNXB1dUVGRgbi4uIQFxeHAwcOwMDAgEMPf2DZtc2jR4+wfPly3Lp1C5s3b0alSpWkr+///vsPhw8fhqenJ3vM/KCya9ebN29i9uzZaN68Obp16yZ9Dd+4cQM7d+5E3bp10blzZ7brD+jLNt20aRNu376NsLAwdO3aFfXq1UO5cuXw4cMHzJ49G+Hh4ejatatcW/L99cf24sULjB49GpMnT0bDhg0RExOD//77D5cvX0bJkiXRsmVLAMD69euRP39+9OrVC/r6+tIFUejHcubMGRQrVgyVK1fGwoULERkZiUWLFuHQoUOYNWsW0tLSMHXqVOnIgMTERIwZMwa2traYPHmylqMn0h61Em7ZOXLkCIKDg7F27VpNVamzFi5ciD///BMNGzaEkZERtm3bhilTpqBHjx44ffo0/P39ERkZCRMTE5ibm2P79u0oUKAAAGDixIkYMWIEypYtq+WrIOB/Hxoz/3g7d+4c9u7di0uXLiEwMFBmIZFTp05h165dSEhIwLx581C+fHktRk45yWzPrEm3FStW4N69e/j9999RuXJlPHr0CKtXr8a///4L4HOPi82bNzMx84O7ceMGJk6ciEWLFqFmzZoAZBOswcHBuHPnDpKSklChQgW4u7vzD4Ef3Jevt/v370vLq1atCuDz69ff3x+3b9+WJs2zzuPH9v3xfNlG+/fvx/v376Gvr4/BgwcDANasWYMjR46gUaNGaN68OYoUKYK5c+fC3NxcumI02/XHtWTJEuzduxfDhg1DZGQkQkJCULp0aQwbNgx2dnb48OED5syZg/v372PixIlwc3PTdsikpIiICAwbNgw9e/ZE+fLlsX//fty/fx8ikQjPnz/HjBkz5DppMIn6Y0pNTZWO8mjYsCHOnDmDnTt3ws7ODgCwYMECBAYGYtmyZShbtizEYjEWLFiAmJgY7N27F/r6+nLvt0Q/C40m3N68eYMOHTrg1q1bmqpSJ124cAEzZszA4sWL4ezsjBMnTmDcuHHw8fFBz549pftdvXoVBQoUQJUqVaCnp4ePHz8if/78WoyccvL333+jcePGAIBr164hICAA79+/h6+vr8yCCX/++Sfu3r2LKVOmMBnzg/ryD/fo6GgkJCSgTJkyAD7f5+bOnYv79+8jICAAVapUQWJiItLT0xEfHw8bGxuIxWL+gfeD++uvv7B8+XLs3r0bRkZGMknz7D7w8w+BH9eXH+SXL1+O48ePIzU1Ffr6+ujYsSNGjhwJ4HPSbc2aNbh9+zb8/f3h6OiozbDpK75s12XLlmHbtm1wdHTEnTt3ULlyZSxZsgTFihXDpk2bcO7cOVy7dg1lypSBoaEh9u/fDwMDA/6R9wM7duwYli1bhqVLl6Jq1aq4cuUKPD09Ub58eZQuXRpjx45FhQoVEB0dje3bt2PkyJG8B/+gFH3B+OHDB8yYMQPv3r3DgwcP4O7ujgYNGqBGjRoYO3YsatasySGkeYyLiwsSExMxf/58tGnTRuazrre3Ny5cuID4+HhUqFAB+fPnx6ZNm2BgYMDPT/RT01jC7ePHj1iyZAnOnz+PEydOaKJKnZH1TWj//v0IDg7Gxo0bcfLkSUyePFnauy0hIQGPHz+W9rjIxBvVj+3Jkydo3749unTpgnnz5gEAQkJCsH37drx9+xYzZ85EtWrV5I5jD6gfz5d/nK1cuRKXLl3CkydPULduXdSqVQv9+/fH8+fPsWzZMunwUnt7e5k62K4/vuDgYHh5eeHYsWMoUaKETE/VS5cuoVixYtIVaCnvWL16NbZv344VK1agXLlyWLduHbZt24ZBgwZhwoQJAD4n3ebOnYuCBQtygu48IjIyEt7e3hgzZgwqVqyIqKgo9OvXDyYmJli1ahVKlCiB+Ph4PH/+HADg4OAAPT09fvHxg7tw4QL++ecfjBkzBqdPn4aXlxcmTJgAsViMefPmoUGDBhgyZIi0lyrAz8M/oi8/8zx79gx6enrInz8/ihUrhqioKLx9+xYikUjmC44ePXqgVatWGDBggLbCJhVkZGQgKSlJujBYZGQkVq1aJTc9zqNHjxAfH49ChQqhQoUK/AKaCGom3GrVqiXzbaEgCEhKSkL+/PmxaNEiNGvWTKNB6oqgoCBUqlQJYWFhOHz4MFxdXTFr1iyZlfDOnj2Ls2fPYvTo0bCystJyxKSsT58+4fjx45g1axbatm0LX19fAMDly5exc+dOvHv3Dl5eXnKJVPpxrVmzBtu2bcPcuXNRqVIlTJo0Ce/evcPvv/+O8uXL499//8XKlStx6tQpnDx5EqVKldJ2yKTAl38IfJlMffnyJX777TdUrVoVQ4cOhbW1NYDPr+VBgwahYcOGGDJkiNbiJtU9efIE8+fPx4ABA9CgQQOcO3cOEydORNOmTXH06FEMHDgQv/32G4DPq1uWLFmSifE8IDAwEEFBQbCyssLChQthYWEBAIiKikLv3r1RqFAhLF68WO4ezMTMj0VRT8PU1FQkJCRAX18fQ4cOhaurK4YMGYL09HR06NABHz9+RLt27fDb/7F3n2FRHfsDx79LFURFVBB7bFjRqLH3ElvsvTfsioqK2LAhIlUBC0VAFKUIYu+9EBU1sRvF3rAASpO25//C/54slsTceyNLMp8392Y5Z5/ZZ5xzZn4z8xsbG7FSUUOp14uXlxd79+4lJyeHlJQUHB0dcx00lJaWxqtXr1i2bBmvX79m27ZtIhCjwT43eawKno0ePZq4uDjWrFmTKyCelJSEsbHxH36HIPzb/EdPublz5+Z66SkUCkxMTKhTpw5FihT5nxUuv8vMzERPTw+ADRs2EBgYSEBAAMbGxty4cYOjR48ya9YsOdiWnp7Oli1bKFmyJMWLF8/Logt/kb6+Pp06dUJLS4sFCxYAsGzZMpo2bYpCoWDt2rVERkaKgFs+IEkSb9684dSpUyxdupS2bdvy888/c/XqVebPn0+lSpVQKpVUrVqVKVOm8N1338nBGkGzSJIkd/TCw8N59OgRBgYGDB8+nAoVKtC9e3f27t2Lo6Mj/fv3JzMzU86xOHr06DwuvfBXmZub07JlS77//nsuXLiAvb09NjY29O/fn5ycHHx9fXn37h2LFy+mfPnygBgMaKKP66R+/fps2rSJ+Ph4kpOTKVasGEqlkuLFixMaGsqQIUMYPXo0mzZtwtzcXL5PBNs0h3qdvnr1ipSUFCpUqICuri7FihUjLi6O58+fU716dQBevHhB9erVadGiBd27dwcQwTYNpF6vXl5ehIaG4ujoSLVq1ViyZImcLqdXr15IksT27ds5evQomZmZcl4vERjXTOp1e/XqVbKysihcuLC88n/t2rVMnjyZqVOn4u7uTuXKlVmwYAHFihXD3t5eDsSK96sg/IcBt969e/+vy/GPMm3aNObOnUvJkiUBuHfvHi9evMDe3p6qVasCMHr0aJYuXcrbt285ceIEBgYGrF+/njdv3rBu3bpPkrULmicgIIDExERmzpwJfAi6/fjjj0iSxLx589DX12fBggU0adIEIyMjatasmcclFr6GQqFAT0+PzMxM6tevz5EjR5g1axZz5syhX79+ZGRksGfPHurWrUu1atXk7aSi06hZPt4aHBAQQLNmzThx4gQnT55k0aJFjBw5kqJFi7Jv3z4mTZqEhYUFxYsXFwOBfOBzgTIjIyMGDBhAgQIFOHDgAM2aNaNXr15oa2tTqlQpmjZtyoMHD3LdKwYDmkdVJzdv3qRUqVJYWlqydu1axowZg5OTEytXrqRIkSJIkoSJiQnBwcE4OjpiamqaxyUXPkd94mP16tWcPn2auLg4GjZsiKWlJVZWVujp6WFmZsbRo0dRKpWEhISgpaVFjx49UCgUIjCuYX7++WcaN24s18mNGzc4f/48K1eupHnz5hw5coTY2Fjq1avHggULUCgU9OzZk86dO2NmZkabNm3Elm8Npt5mPTw82LVrF7q6ujx9+hQbGxt69OhBsWLFWLt2LVOmTJEnMbOzs9m5cycgAuSCoO6rn3K3bt366i/9OJ/Rv8nUqVO5d+8eJiYmwIeDD0aMGEGRIkVo0qSJfN3gwYNJS0vj0KFDbNiwgRo1alCkSBF5ebUY6Gm2jIwM0tLS2LRpE4aGhkycOBH4EHTr2LEjMTExbN68mbdv3+Li4iLnOBCdRs3zpcB2SkoKDg4OnD59mtmzZ8srUZ88ecKuXbsoWrQoFStWlK8X7VWzqOr0yZMn3Lp1i+DgYCwtLUlOTmbw4MEsWrQIe3t7evToQY8ePXj48CGFCxfG2NhYnGqo4dSfo8eOHePp06fo6OjQsGFDKlasSEZGBrdu3cLMzIwCBQrw/v177t+/T58+fejatesn3yFonjNnzjBmzBgWLVrETz/9RLVq1fD19cXKyoq5c+eyYsUKihQpglKppESJEnh4eABi4kMTqZ7F69atIzQ0lBUrVlCrVi1mzZpFZGQk7du3p2rVqvz444/s3buXY8eOUaZMGQIDA+XJZ9FWNYevry/R0dGMHTuWXr16AVCwYEE6dOhAs2bN+Pnnn1m0aBHW1tYMHTqU0aNH4+DgQGpqKkOGDJFPmVUqleIdq6FUbVa1O8fNzY1GjRrh4OCAu7s7SUlJjBw5EhMTE/z8/IiKikKhUNCtWzdxmrsgfMZXt4aePXvKL74/olAouHnz5n9dsPzo+fPn/Pbbb9jZ2aGnp8fhw4dp3749EyZMYP369Vy5coWGDRtiZGQEgJWVFb179yYpKYlChQpRvHhxMdDTUB8HZfT19Rk4cCAFCxZkzZo1KJVK+RQ8fX19ypcvT8uWLUlMTBSrKTSY+rbvZ8+eycGWwoULY21tzcKFC2nRogWDBw9GqVTy/v17nJ2dAWjZsmVeFl34CoGBgWzbto3ixYvLW80KFSpEcHAww4cPx8HBAVtbW77//nt5iyGIgYCmUz1HnZ2dOXDgAObm5hQuXJilS5cSHBxMgwYN6NmzJ/b29qSlpREfH09OTg4dO3YEEAN4DfO5SY9mzZoxaNAg1qxZg7a2Np07d6ZmzZr4+/szduxY5s+fj4ODQ65cQSAmPjSRJEkkJiZy+vRpFi1aROvWrYmJieHXX39l3rx58s4PKysrevToQWpqKuXKlRPJ1jVUt27duHr1KlFRUUiSRO/evSlfvjzdu3dHoVAQFRVFu3bt5ElKMzMzTE1N2bNnD4MHD5bbungGax718cqDBw/49ddfWbx4MY0aNeLw4cPs3LmTrl274uvrC3xYPFKyZMlcO99ycnJEmxWEj3x1izhy5MjfWY5/BFWgZf/+/ezdu5dLly5Rr149pk+fTnp6Ov7+/lSoUIHOnTujr68PgImJibwaDsRATxOpv4DevHkj5ywsXrw43bt3R6lUsn79ehQKBZMmTSIlJYXbt2/TsWNH+vTp88l3CHlv8+bNtG/fXt72vXr1ag4dOoRSqaRNmzYMHDiQrl27EhcXx9q1a5k6dSpaWlokJCSQlJREVFQU2traYjWFhmvXrh0bNmzg8ePHPHnyhBIlSiBJEkWLFmXTpk2MHDmSefPmsXr16lwrs0Vb1Xw7d+5k586drF27FktLSzk30PPnzwHo2LEjWlpanDx5kvr162NraytWj2ug+Ph4zMzM5P9Wf1cuWrQIbW1t3N3dkSSJrl27ykG33r17U6FCBfnkWUFzqdI0ZGRk0KBBAzlNg62trZymYdeuXdSpU4cqVarIB4aJ/rDmUSqVmJubs2DBApYuXSoH3fr06YOxsTEpKSncuXOHtm3byltGk5OTcXR0pE6dOiJdjgZTn4iKi4ujUqVKdO7cmebNm3Pp0iWWLVvG1KlTGTZsGPr6+gQFBZGWlsbUqVNz5W8X71dB+NRXv8nUk4L7+PhQrFgx+vbtm+uabdu2kZCQ8K892c3ExIRBgwaxZMkSXr9+jbu7uxxMmzt3LtnZ2djb2wPkCrqpEwM9zaLe+ffx8eHgwYNkZmZiZGSEl5cXxYsXp0+fPujo6ODi4sKOHTtQKBTo6uri4uICiNUUmub48eNs2rSJGzduYGdnR2xsLGFhYSxYsIBLly5x5coV7t69y8KFC7G2tqZOnTpER0dTqFAhatasyejRo8WSeQ30cVBbkiTKlStHREQEvXv3ZvXq1SxevJgKFSoAYGxsTEBAAE5OTlSpUiWPSi38px4+fEjnzp2xtLTk4MGDLF26lKVLl9KtWzdSUlLIyMigd+/e9OzZU/53IdqsZvnpp58oW7Ys69atAz7kRS1Tpgxt2rRBV1cXgAULFiBJEk5OTigUCjp27EiNGjXYt2+fOBlaQ30poJKWlsbixYs5f/48tra28gqoZ8+esWfPHooWLZrrWSz6TZpHS0sLpVKJmZkZ9vb2LF26lO3bt6OlpUWvXr0wMjKiUaNG+Pn58fbtWy5fvkx2dja1a9cWufg0mHq9LF++nNDQUH7++Wc6dOhAgQIF2L9/Pw0aNGDAgAEAFClShDp16nD9+nUKFy6cl0UXhHzhP3rqhYWF5cpdpFKlShVCQ0P/60LlR6qtts+fP+fVq1dUrlyZEydOcPfuXfmahQsX0r9/f5YsWUJUVBSZmZl5VVzhK6knDd20aRNDhgxh2bJlvHnzhrFjx3L9+nWMjY0ZOnQo27Zt46effmLQoEFs375dXk0hZvI0S+vWrRk6dCj379/H2dmZS5cuMXv2bLp06cKCBQsYNGgQ79+/Z8mSJdy/f59WrVrh4uLC0qVLGTdunFyvYuCuOdQ7i48ePeK3334jOzsbSZIwNzcnPDycmzdvsnTpUu7fvw8gJ1x3dnaWVysK+UdmZiY5OTkcPnyYOXPmYGtrS//+/QE4ePAgISEhpKWlyf8uJEkSbVaDbNiwAUAOtgFcunQJOzs7zp49S1ZWlvz5woUL+f777/Hx8SE6OprU1FS+++470W41kFKplPs8r1+/lvPdGhkZMX36dM6fP0+DBg0YNGgQOTk5pKWl4eTkhCRJtG7dOm8LL3yVj4NuRYoUITIykm3btgEwe/Zshg8fzqNHj6hatSrbtm2T26oItmkmVb3cv3+ftLQ0AgICKFiwIIaGhuTk5PDgwQO0tLTQ1tZGkiTi4uKYMWMGW7du/ap0U4Lwb/cf9T5fvXolL/lWZ2JiwqtXr/7rQuVHqg7Gjz/+SPv27Tl//jybN2/Gz8+PcePGUalSJeDDbO27d+/Yu3evPLsnaLbz589z6tQp3N3dadiwISdOnCAhIQGlUsmkSZNYt24dNWrUyHViJYjVFJpIFZgZNmwYOTk5HDlyhKNHjzJnzhz5mi5dugAQERGBk5MTs2bNkmfdVTP3Ysm85lAPtq1evZq9e/eSmppKwYIFmT59Oo0aNaJs2bJs27aN/v37s3z5cuzs7OSj7VVEnWqmL62IqFChAn5+fmzfvp2ZM2fK79Pk5GT27dtH9erVMTQ0lK8XEx+axdDQkNTUVFJSUvDz8yMnJwdvb2+sra2xtbXFycmJZs2ayTk2y5Qpw/3794mJiWH48OHy94h2qznUV/N7enpy4sQJ0tLSsLCwYMSIEfz444/ExcWxevVqJkyYgI6ODm/fvhVpGvKhL61009HRoWfPnsyaNYu0tDT5GSz6w5pvz549rFq1ikKFCmFjYyO/e7W1tWnXrh2LFi3i3bt3PHv2DEmSsLS0BL68olUQhN/9R1MN5ubmXLp06ZPPL168+K8+lj0nJ4fixYtjamrKTz/9RJ8+fXj48CG+vr7ExcXJ1zk7O7Nx40YAMSuQD+jq6tK9e3caNmzI6dOnmTNnDjNnziQ8PBxtbW0WLFjAr7/++sl9onOheVSdRICRI0fSqVMnDA0NiYqK4uXLl/J1Xbp0oX///rx48YLIyEj5c9Gp0CzqwRhvb28iIiKYPXs2x48fx9TUlFWrVrFv3z4SEhIoW7Ys4eHhnD59mvDw8DwuufA11Ov36NGjHD16lHPnzgHQp08fqlWrJufUfPz4MXfv3mXGjBm8efMGa2trQLxjNZEkSdSsWZMqVarQp08fgoODGThwIPAhUNOwYUPs7Ow4ffo0iYmJwIftiOvXr2fdunViRYUGUl/ZFh4ezubNmxk0aBBdunRBqVQyYsQILly4wMSJEwkMDKRQoUKYmprSqlUrtm/fjq6uLtnZ2SLYlo98HHQrWrQokZGRhISEAMjBNrG6OH/IycnBzMyMhw8fkpmZiZaWlrzSeMCAASxfvpzixYvTrFkzoqOjxS4eQfgLFNJ/0Gvx8/PD398fW1tbGjduDEBMTAwuLi6MHj2a8ePH/88Lmp+oDxIiIiKIioqiQoUKjBw5EgsLi89eJ2i2V69eUbRoUSZMmEC1atXk2bvx48dz+fJlWrZsydq1a/O6mMJXUm97ISEh7Ny5k4oVK2JjY5Nr9W5MTAyNGjUS7VTDxMTE0KRJE/m/b926xeLFi5k4cSKtWrXizJkzWFtbU6VKFe7fv4+1tTWdO3fGxMSEly9fUqxYMTGwy0dcXV3ZsmULJUqU4PXr14waNYopU6YAMHbsWF68eMH9+/epWbMmurq6BAYGoqurK1bLaLgJEyZw6tQpLC0t8fT0zPXsnTFjBhcvXqRUqVJkZmaSnp7O7t270dbWFn0nDXb58mUiIiL44Ycf6NWrFwAvX77E29ub/fv3ExwcTLVq1T5ZFSPaav6lao/x8fHMnDmTKlWqYG9vLwIx+dDRo0dZtWoVBgYGeHp6YmZmlmt1ovqzV6xaFISv9x+1FCsrK5KSkliyZIkc/dbX18fKyupfH2yD32d9tLS06NevH1paWvj6+lK2bNlcATfRYdR8qk5hiRIlSEhI4PHjx/Lx19ra2piamrJjxw6+++67PC6p8Feot9EhQ4aQk5PD3r17cXd3Z+bMmRQvXhxADuqIwYDmiIiIwNnZGTs7O/kU4EKFCjFw4ECaNWsmJ+S2tbVlwIABDB48mODgYNLS0ujfv7+8Clt0FjWX6rkrSRLx8fFcvnyZkJAQ9PX1OXfuHA4ODqSnpzN79mz8/Py4ffs2L168oGTJklSpUgUtLS1RvxosOzubtLQ09PT0sLGx4ezZs8ydO5eFCxdSvnx54EPe1JCQEF6+fElWVhY2NjZiy6GGi4mJkbedNWvWTP7c1NSUsWPHcufOHc6ePUu1atXkPKgiTYPm+7Mtg+or3Tw9PTE2NhankeYzqrpq27YtOTk5BAcHM2fOHFauXImZmRlZWVno6urmGreK96sgfL3/qLUoFApmz57NpEmTiIuLo0CBAlSoUEHOtfFP9vHM6pc6f+oD+j59+mBiYkLLli2/ZVGF/wH1zoKJiQnFihVj3bp1vH37lj179pCens53332HlpaWGAjkM+ptdPjw4SgUCvbv38+iRYtYvnw5xsbG8rWiXjVHnTp16NGjBxs2bECSJPr27Uvp0qUxMDBAR0eHsLAwOnbsKJ+ibW5uztOnT7l161au07REZ1Ezqb9j3717R2JiIpUqVaJixYro6+tTpkwZdHV1WbRoEVpaWsycORMLC4tPVo+L+tVcOjo6FC5cGE9PTwBKlixJREQEDg4OLFiwQA66DRkyJNd9Ioiq2Zo0acJPP/3E5s2b2bVrF40aNZInr8qWLYuurq58aI2qHkVARvN8PM75mjpSTXKYmJgAIq+XJoqOjqZVq1YULVr0k7+pB0g7dOiAUqkkJCSEuXPn4uDgQKlSpfKgxILwz/Ff9VwKFiwoJ038t1C9hHbu3En37t3/cHuD+oC+TZs2APIsgZC/qOrRycmJBQsWEBUVhYmJCYGBgXI9i6BM/qPeRocNG0ZqairPnz8Xx5xrsKpVqzJ48GAkScLf3x9JkujXrx8mJiZkZmaSmJiImZlZrs7+mjVrqFGjhph1zwfUT4Y+deqUvIr+7du3mJqaoqenR/fu3QFYunQp6enpLFiw4LPfIWg21SRV165dUSgUhIeHs3z5cubPn0/58uU/6VuJYJvmUtWltbU1WlpaHDhwgMDAQMaPH0/hwoXJyMggPT0910SWoHnUD74IDQ3l5s2bmJub07p1689uBVa/T9U+L1y4QJ06df4VizDyi/79+2NkZCS/Oz9HvX/UsWNHtLS08PT0JCAg4JN3rCAIf81/lMPt3y4xMZHOnTvTq1evXKcbfo76yykjIwN9ff1vUUThb5aYmCgvmxez7prnc53CPwq0qA/sVNeJPEGaLS4uji1btnDmzBmsrKzkFW22trZcuHCB5s2bc+fOHZKTk9m5c6fI/aThPs59umbNGgYPHkxycjJBQUEMGDAAW1tbeRCXmZlJeHg4+/fvZ9OmTSKImk+pP5f37t3Ltm3bSE5OxsvLi5IlS+Zx6YS/Qr0Ne3h4sGfPHgwNDalTpw5JSUnExcWxY8cOMemsoT6uv7CwMGrXrs2bN2/Iyspi3rx5NGnS5JO+lPp/b926lSVLlhAVFUWNGjXy5HcIuZ07d47FixcTGBhIyZIlefXqVa58mR9Tr8/z589Tv359saBAEP5LYuTxFVSnGqoULFiQyZMnc+fOHS5fvvzF+9QfWiEhIUyePJnMzMy/tazC1/u4Xv/sc/j9xLuiRYuKYJuGUj8tLT09XW5zqiDa56i2Q6iuy8nJEYEZDfK5eqtUqZKct83f318+edTZ2ZmmTZuSnJxM2bJliY6OFsG2fEBVN+fOnZOTb48bN46ZM2fi7u5OaGgorq6ucnvW09Nj4MCBcrBNzB3mT+p116VLF3766Sfq1Knzrz7xPr9SPwV8xowZ9O7dm+fPn/P48WOaNGnC3r175dNIBc2jegbfu3eP1NRU/Pz88PPzY/HixVSvXp358+cTExOTq82qj3NCQ0Px8PBg1apVItimQbS1tbl//z6PHj1i8eLFTJky5Q/Hour127BhQxFsE4T/AbHC7S+IioqiQYMGlCtXjhcvXjB16lQsLS1ZuHDhJ9d+/BJydXVl2bJldO7c+VsXW/gM9cH3/fv3USqVFCxYUJ5R/1I+NvV6FduDNZuPjw8nTpygUKFCtGjRgqFDhwKfr1v1et23bx8lSpSgQYMG37zMwqfU2+rFixdJTU3FwMCAH374AYDffvuNsLAwzpw5w6hRoxgwYACQO9+TCIxrPkmSePbsGe3atQNgzpw5jBo1Sv774cOHmTFjBkOGDGHGjBm5VouLbcKa56/WyeeuF0Hy/OnjlVIXLlygUaNGWFlZUbBgQdFeNdj+/ftZsWIFRYsWxdfXVw5837x5k4CAAC5duoSDgwNNmjTJ1ZcKDQ3FxcUFR0dHOnbsmJc/QfgMDw8PgoKC0NXVJTQ0lMqVK//h9ept9MGDB5QoUYKCBQt+i6IKwj+S6Ml8pZiYGObNm8fo0aPZtm0bCoWCJUuWsHXrVg4ePJjr2o+DbS4uLixfvlwE2zSEeo4KDw8PrK2t6devH5MmTcLBwQFAPg3t4/tU9RoYGMiQIUPETK0GUV8FFRgYSEBAAA0bNqRw4cKsXr2alStXAsirnVTU6zUsLIwZM2aIlagaQr2turu7M3/+fBYsWICbmxszZ84EPuR069+/P82bNyc4OJiNGzcCv+d7Us8tI2guhUJB6dKlCQ0NxcDAgJ9//plnz57Jf2/fvj2rVq0iKCiI0NDQT+4VNIuqTnx9ffHz8/uq6z9+n/7RanNBc3280q1BgwacOnUKLy8vEhMTRXvVIB+vuShSpAgWFhY8fPiQN2/eyJ9Xr16dMWPG8MMPPzB+/HiuXbsmB9tCQkLw8PAQwTYNoz6GMTIyIiMjg4yMDBISEv7wPvU+8aZNm7CxseHdu3d/a1kF4Z9OjEK+4OOZ1SZNmtCoUSOuX7/OlStXOHbsGM2bN2f69Ols2rQJCwsL+WQt9cG7mPHRPOoDAdXqQ/gwi7NmzRoSExNxc3NDW1tbfvF8HERdv3498+fPFwN5DaHeXn/99VcKFCiAi4sLLVu2JCUlhYYNG7JkyRLgw8oZ1amyWlpan6xE9fT0pGnTpnn2W4TfqbfVyMhIvLy8qF27Nt7e3vj4+PDu3Tv8/PywsLCgf//+vH37litXruRqr2Jwl38olUrq1q2Ln58fI0eOxMvLi+nTp2NmZgZAu3bt2Lx5M3Xr1s3bggpfJSMjg7Nnz9KoUaM/vVY9MH7w4EFatWolct5qiD9aafhHh4apdgHY2NiQkZHBtWvXxNZvDaN6P+7YsQOlUkmvXr1QKBRkZGQwd+5cHB0d5e2h1apVY8iQIZQtW5bq1asDcOvWLZYvX46rq6sY52gYVUA0KCgIU1NToqKiiI6OxsrKCi8vL1q1avXJPR+PdTw9PVm8eDHm5ubftOyC8I8jCX/o5s2bUnx8vCRJknTlyhVp+vTpUmBgoLRv3z6pZcuWUseOHaWWLVtKwcHBUk5Ojnzf9u3bJQsLC+nAgQN5VXThD6SlpUkTJ06U/P395c8yMjKk48ePS02aNJH8/Pzkz5VKpfz/t27dKtWrV0/av3//Ny2v8Hl2dnbS+/fv5f+OjY2VLCwspAYNGkg///yz/HlaWpoUHh4u1apVS3J2dv7ke0S9aq4HDx5Io0ePlo4fPy5JkiSdOHFCqlu3rrR48WKpdevW0vjx4+VrHz16JD+H1dutkH+o6u/cuXNSzZo1pblz50ovXrz45LqsrKxvXTThT6j3gVQcHR2lsWPHSllZWVJ2dvZn71Nvq6GhoZKFhYV09uzZv62cwtdTr9PQ0FDJzs5OWrhwoRQcHPyH96nX6YkTJ6SnT59KCQkJf1s5hf9cZmamNH78eGnw4MHyZ6dOnZLGjx8v9e7dW7px48Zn71O153v37n2Tcgpf5+OxaPXq1aXr169LSqVSSk9Pl+zt7aXatWvLfarP3afqE4sxrCD8b4gtpV8gSRKxsbH079+f1atXc/LkSWrXrk2JEiVITk6mU6dOREREUL9+fV69esW5c+fkWb7MzEwyMzNZv349P/74Yx7/EuFztLS0ePDgAY8fP5Y/09PTo0mTJrRu3ZobN24An243FCsWNcejR49ITk7ONbteqlQppk+fTnZ2NrGxsfLnBgYGdOvWjUWLFrFhwwZCQkLkv23cuFFsh9Bg5cuXp1u3btSoUYNLly6xYMEC7OzsWLRoEa1bt+b48eP06dMHgLJly8rbmcTKtvxJVX8NGzYkICCA3bt3s3Tp0k+2wYjVxZpH9SxWbQfOzs7GyMiItLQ0dHR0PpsXVb2tqlJweHl50aRJk29aduHzVHXq4uLCqlWrUCgUvHnzBjc3N6ZNmyanX/ijNA3jxo3j0aNHFC1a9Nv/AOET6nWVmZmJrq4ujo6O3L17V97x0bx5c4YNG4apqSmLFi3iypUrn3yPqj1/991336bgwldRtdljx46RnZ2Ng4MDNWrUQKFQUKBAAebNm0evXr2YNm0aJ0+e/OQ+9Xx8YgwrCP8jeRzw0yifWxGxc+dOaf78+VKTJk2kDRs2SIcPH5aaNWsmHT16VJIkSUpNTZViY2M/mbnNzMz8JmUW/ty1a9ekR48eSZIkSUuWLJEOHTokSZIkubu7SyNGjJB+/fXXXNd7eHhIQ4cOzVWHYsWiZgsPD5dSU1MlSZKk+Ph4ycvLS7K0tJQCAwNzXZeamiodPXpUXh2TlJQktWjRQtq1a9e3LrLwGV9aAaPi4eEh2drayqsaN2zYIE2ePFmaP3/+n94r5L3PrYD6s2tPnTolDRky5C/dK3xb6nVz/vx5qXbt2lKbNm2kli1bSsOGDZNq1qwprV69Wrpw4YIUFxcnZWRkfPIdYpWx5vr111+lFi1ayKvGc3JypIsXL0pNmzaVZs2alevaj3cE1K9fX/SbNFRAQIDk5eUl3bp1S5IkSYqMjJR69eqVa+XT2bNnpQEDBkjz5s3Lq2IK/4FHjx5J1atXlywsLKSAgABJknK3zffv30tLliyRLCwspMuXL8uf79mzR6pdu7Zos4LwPyZOKf1/6nkoXr9+TXp6OmXLlgUgJSWF48ePs3TpUjp27CjnoVi9erWctw2+fLKlkDckSeLJkyf07duX3r17k5yczPbt24mMjKRatWrExsayZMkSLC0t6dWrFw0aNCA5OZkpU6ZQrlw5li1bBnz4t3H48GH09PRo3bp13v4oAcg9g56QkEC3bt0wMTEhPDwcAwMDXr58SUREBAEBAUydOpWRI0d+8h2ZmZno6emRkpKCkZHRN/4FgrqMjIxc+ZqOHTvGy5cvKVOmDOXKlZOfxdOnT+fx48dERkaSlZWFjY0N9evXl+tXPIPzh1u3blGtWrU/PYXy4/oU9at54uPj5Rx7MTExlC1bFkNDQ1JTU/n1119JTExk+fLllCxZEl1dXeLj4ylWrBg9e/Zk2rRpAAQHB7NmzRq5jyXkrY/b5YkTJ7C3t2fXrl0ULlxYfv+ePHmS2bNns2rVKpo0aZLrPnFqpWZLSEhg8ODBxMfHU6ZMGSZOnEjt2rVxcXGhbNmyTJo0ST6V8urVq9SsWVOcGKzBpI9O/s3KyiImJoalS5dSvnx5/Pz85NXjqnp8//49ISEhjBgxQl4xfu/ePV68eCHyGAvC/5gIuJH7QeXp6cnhw4dJSEjAxMSEMWPG0KpVK4yNjXn8+DH+/v7cuHGDq1evsnz5cnkrk6C5Dhw4wIIFC3j//j1eXl60bt1arvMTJ07g5eVFamoqurq66OrqkpmZSVRUFLq6uvJ1fzYwFL4d9bpQBWpu3brF7Nmz0dHRYcuWLXLQbdu2bQQFBTFixAgmT56cxyUXPsfa2pqaNWsyfPhwDAwMcHFxYcuWLZQpU4YXL15QrVo1+vTpQ8+ePTlx4gQODg4YGhqio6PD+/fv2bFjBzo6Op90OAXNFBsby9ChQ9m5cydVq1b9w2vFc1ezxcbG4ubmhq2tLfv37yciIoJ9+/bJATj4EJAbP3489vb21KxZk6tXr5KUlETr1q3R0dHhwYMHjBo1ilmzZtG1a9c8/DUCQGJiorz188qVK1haWnLv3j369euHk5MTHTp0kK998uQJgwYNYuHChbm2nm3cuJG1a9eKAKoG+fj9mJmZSWhoKKdOnaJVq1asXbuWwYMH8/jxY44ePYqPjw/16tXL9R3ieayZPg6iKZVKDA0NATh58iQzZ86kZcuWuLm5fXK9SnZ2NlpaWqJ+BeFv8q9PgqL+Elq/fj0hISHMnz+f4sWLExkZib+/P/Hx8fTv35+yZctia2tLXFwce/fupUePHnlceuGPqF4qxsbGGBoaoqury/nz5ylfvrycc6JVq1aUKlWKx48fc/HiRcqUKUO/fv3Q0dEhOztbnvURLyHNoN5R2LRpE0qlkk6dOlGtWjVcXV2ZOXMmgwYNYsuWLZiamtK3b19SU1O5ePGiCMhoqNKlS+Pp6YmhoSHVq1fn7Nmz+Pv7U69ePa5evUpYWBjBwcEUKlSI1q1bM2/ePM6cOYOBgQHTpk1DR0dHrHzKRywsLGjatCnHjx+natWqXxzESZIkf75t2zb09fXp1q3bty6u8AeUSiVFixZl5syZpKamsmPHDszMzHLVqZmZGQYGBpw9e5Z69erRoEGDXPeXLFmSkJAQSpUqlVc/Q/h/Z86cISoqChsbGwIDA4mOjubgwYOYmJjQvHlzIiMjMTIykvPrFS5cGGNjYzknmCRJvHz5ko0bN7Jw4UIRbNMgqr5PVFQU5ubmNGnShJ49exIVFUV2djY7d+7E398fHR0dkpOTmT17NuHh4RQrVkz+DtEP1jzqz1pfX1+uXLnCrVu36NSpEy1atJADbbNmzWLmzJm4ubmhpaX1SX9Y5EQVhL/Xv3aF2+PHj+VtSjk5OaSmpjJ27Fi6d+/OkCFD5OucnZ05fPgwjo6OuTqKKupBGUFz5eTkcPDgQVasWEHHjh0ZMmQIFSpU+MPrxQBeczk7O7N9+3ZsbW1p1qwZpqamAPz2229MmzYNAwMDNm/ejKGhIYmJiRgbG6NQKETQTYOo18XatWtZu3YtAwcO5O3btzg7O8t/u337Nl5eXujq6uLh4fHJ94hnsOb6UjDNycmJkydPsnfvXuDT1Rfq/x0aGsrKlStxcXGhffv236bgwldzdXXF39+fWrVqMWfOHH744QfgQx2qgqY2NjYoFAp5hYWgmfbs2YOfnx85OTm8fPmS0NBQeXLy559/xsfHh/fv39OyZUu+++47wsLCSExMJDIyMld/SbVDRNAsz58/Z+XKlRw4cIDJkyczePBg3r59i7W1NXPnzqVBgwbcuXOH5cuXk5OTw9atW0WQLZ9wd3cnLCyM+fPnk5mZydatW8nKyiIoKAhjY2POnDnDrFmzqF27Nv7+/nldXEH41/lXPknnzp3L8uXLuX79OvDhpB2FQkFaWlquk0YBbG1tKVq0aK5TDdWJgZ5mU828amtr07lzZ2xsbDhw4ABhYWHcu3cPgDFjxnDq1Klc94lgm+aKiIhg586dBAYG0qtXL0xNTcnMzCQxMZGqVavi7e1NZmYmnTp1IiMjg6JFi4pgmwZSbdUGmDRpEpMnT2bz5s1cunSJ+Ph4+ToLCws6dOjAwYMHefLkySffI57Bmkv1Pn3w4AEpKSny56rTDX18fAD+MNjm6uqKk5OTCLZpGFXbrVu3Lu7u7pQqVQovLy/51DuFQiHXf4UKFcjKygI+1K+gmbp27Ur16tW5c+cO33//fa6/NW7cmKlTp1K3bl02bdpEYGAg+vr6REREoK2tTU5OjnytCLZpBvXTSAHMzc3x8PBg5cqV7Ny5kzlz5rB//3769u3L6dOnSUtLo2bNmmzZskUOtn38HYLmuXv3LidOnGDNmjV0796d0qVLc/fuXUaMGIGJiQlaWlq0aNGC5cuXI0mSqFNByAP/upHKwIEDefLkCWZmZgQHBzN06FBq165NoUKFMDExYe/evQwaNAg9PT05qXr16tVzDRaE/EPV4VcN4nr27Al8yNV38+ZNUlJSePPmDY0bN87DUgpfMmjQICZMmECrVq3kz548eUKjRo2oVq0aDx8+5Pz58wQHB1OkSBHat2/PyJEjcXZ2JjAwMFcwRgTbNI96Et+JEydiYGCAk5MT0dHRDBw4EGNjY+DDgL1cuXJkZ2fnbYGFv2z//v04OjpSsWJFJkyYQNWqVTExMaFDhw5cv36drKwsdHV15etV7TQsLEwkXddgqnerKhBavHhxgoKC8Pf3R6FQ0KJFCwAOHz5M06ZNRQ5NDada1V+rVi2qVavGnj17WLduHSNGjKBmzZpIkkS9evWoV68ekydPRpIkjIyMUCgUYpWxBlJfXXz58mUSEhIoUaIEFStWpHv37lSsWJFjx46xa9cunj9/Lm8bViXL/zjBvqC5cnJySE9Px9LSkoMHDzJnzhzs7Ozo06cP6enpHDlyhKZNm9K+fXv5eS3qVhC+rX/VG9LLy4v09HROnz7NqVOnWL9+PaGhoSiVSurUqYOdnR2jR4+W97mrVjndunWLWrVq5XHphf+G+gqnnj17UqRIEX799VcyMjKYOXPmJznbhLz3/v17unTpIueLgQ+dhMzMTO7du8eKFSu4ePEipUqVolGjRmhpaREZGUmXLl2oXr06Li4ugNgerOnUO/YjR44kLS2NVatWkZycTJs2bTA2NsbT0xMjIyPKlSuX18UV/kRcXBxly5ZFT0+PkJAQ2rRpg52dHT///DPW1tY0aNCAdu3a8eOPPzJkyBDOnj2bK6AOsHnzZtzc3Fi5cmWuZOyC5lG9Vxs2bIhCoWDjxo2sWbOG+/fvc+rUKe7fv8+hQ4fE4UMaTvWOVKVUKV68OAEBAWzcuJFRo0ZRvXp14EOet2bNmsn3SZIk+k0aSNXOnJ2dOXDgAOnp6RQuXJgCBQrg4+NDrVq1qFChAl27dsXZ2Znjx4+zZcuWXKdTiraqeVTPW9VKYdVz1cDAgIiICFatWsWsWbMYNGgQADdv3uTIkSNUrFgx18pTUbeC8G39q3K4OTk58fPPPxMdHY2fnx8HDx5EoVBQoUIFRo4cSY0aNTh8+DD29vYULVqUUqVK8e7dO5KTk9m5c6foVGiov7JV8EvXimCbZlu3bh3FixenX79+vHnzBldXV548ecKPP/5I48aNqVKlCkePHsXX15d169bJp6wJ+Yf6YHz9+vWsWrUKbW1tunbtSmpqKqtWrUJXV1cM2jXY1atXmT9/Pv369ePhw4ds3ryZI0eOULp0aQBiYmK4fPkyQUFB1KtXjzNnztCqVStWrlyJoaEhCoWCV69e4eDgQMeOHenSpUse/yLha6i/Vy9fvsy2bdu4cuUKZmZmrFu3LteJ30Le+6O6UH++7t27l8DAQMqUKUPHjh2JjIzk4cOHHDhwQNRlPhAaGoqHhwdr166lVKlS3L9/n/Xr1/PgwQMiIyMpUaKEfO3evXvp2LGjmJzUYOpt8+OJ5KlTp3Lo0CFmzJjB+PHjgQ+T1tbW1mhpabF27VrRbxKEPPSvCLipOhexsbHY29ujra3NixcvOHLkCGfPnsXPz4+KFStiZWWFhYUF8fHxBAYGAmBoaMikSZPECqh8ICAggEaNGlGzZs0/XdWk+jehVCpRKBSi86jBsrKyWLlyJZs3b8bJyYmePXuSlZVFZmYmBQsWBD7kXJw6darcsRD1mT+pdyg3b96Mg4MD3t7etGvXTmxdygeUSiUODg4cPHiQ1NRUgoKCqFOnzifbRhMTE4mIiOD8+fPExsayc+dOefWiJEkkJSWJoLmG+NoAt3oQJy0tjYyMDIoUKYKWlpZotxpEve/zpXpVr8uDBw8SGhrKs2fPKFGiBAEBASKAqoEuXLiQ68ASAAcHB3Jycli8eLF83YMHD5g3bx6mpqa4urqiUChy9ZVFW9VM6u0tKCiIc+fOUbBgQSpWrMikSZNISkpixowZ3Llzh+HDh5OZmUlsbCyvX79m+/btYrJSEPLYvyLgpm7MmDGcOXOG5s2byye17Nq1i8DAQCpVqsSIESM+u31UbEvTfGPGjCEhIYGwsDD09PS+2CFU/zw+Ph4zM7NvXVThL0pNTcXPzw8fHx+cnJzo0aMHACkpKezbt49Dhw7x/PlzoqKiRMcin1Ovu23bttGzZ090dHTEAE+DqZ9IGRUVhZOTEyVKlGDAgAH07t0bIyMj+R2q+l9VfY4aNYpixYrh4uIif4egGZ4+fSqvTgwKCqJBgwZflV5DvQ2LZ7HmcHV15f3798ybN+9Pc3SpP29fvnxJRkYGpUuXFgFUDbR7925mzZqFs7Mz3bt3lz+fM2cO9+/fJzw8PNf1vr6+7Nmzh5CQEIyMjL51cYW/SL0trlu3Dj8/P3r16kVSUhInT56kbt26rFq1Ch0dHZYvX05cXBwFChTgu+++w87OTiwYEQQN8K/qBSUlJaGrq8vUqVN5/vw5NjY2AHTr1o1Ro0Zx//59QkJCuHTp0if3imCbZvncKTszZszAyMiIrVu3yivXPqb+4goODqZz584kJCT87eUV/jsFCxZk7NixjB07Fjs7O3bv3i3/7caNG5QoUUKexcvOzhYDPA3ypROxvjTXo34yWt++fdHR0SErK0sE2zSU6pmqpaXFmzdvaNu2Ldu2baNRo0bs2LGD0NBQ0tLS5Heo6n9V9d+8eXNSUlJynWop5L0bN27Qrl07Tp48yfLly1m3bh2FChX60/vUg6ZZWVmiTjVEeno6ycnJXL16FU9PTznY9qXns3qeKFNTU8qWLStfLwbumqV169ZMmDCBuXPnEh0dLX/etGlTsrKy2LNnD5mZmfLn3333HfBhy6Gg+VR9n19++YWnT5/i5eXFwoULcXNzIygoiDt37mBra4u+vj5Lly7F19cXf39/FixYIIJtgqAh/lU9IWNjY9asWcOkSZMYNWoUN2/eZObMmcCHoNvIkSM5d+4cMTExeVxS4c+oOvE+Pj5s27aNd+/eUaNGDWrXrs3hw4dJSkoCcg/21YNtoaGhrFmzhmXLlokj7POJggULMn78eMaOHYutrS07d+7EyMiIOXPm4ODggI6ODjk5OaJjoUHUV1DExsZy9uxZXr58Cfye7Pdz1INrqokSQfOoT2wcPXqUSZMm8eDBA8qVK4ednR01a9Zk3759hIWFkZGRAcCKFSuIj4+X/108f/6cBw8ekJqamme/Q/hUjRo1GD9+PNOmTSMyMpLg4GDKly//h/eov2PDwsIICwsTJwtrAEmSMDAwYNasWTRs2JCzZ8+yevXqrwq6ffw3EUDVLKrTYqdMmcKUKVOws7Pj4MGDALRp0wZTU1NCQ0OJiori7du3vHr1itDQUMzNzSlWrFgel174WocPH2bRokWcPXsWU1NT4EPd16xZExcXF2JjYzl06BCAnA9VdY3oEwtC3vvXvTm1tbVRKBR06dIFKysrbty4IQfdfvrpJ5YtW8aECRPyuJTC17h//z5eXl7yjM6+ffuwsbHh9evXrF69GvjQOVRtd1IPtrm4uLB06VK6du2alz9B+Is+DrqdOnWKAgUKyLPxYiWqZlENzlauXImNjQ0TJ05k2rRphISEfHGwp95WQ0JCGD16NMnJyd+87MIfUw+mnjp1igMHDhAXF4eXlxeXLl1CT0+PhQsXUrNmTfbs2cPcuXMZM2YM0dHR8kAvPj6epKQkXF1d5XyMQt5SX3lqbm5Oeno6mZmZPHv27E/vUw+2LV68GFNTUzHY0wCqwFmhQoUYN24cDRs2JCYm5k+DbuqrFcPDwzl69Oi3LrrwBz5uc6rgtrW1NTt27KBw4cKsWLECExMTQkJCaNmyJVZWVrx58wYvL68/nPQSNEuJEiUoX748L1++5OzZs8DvE5Ply5fHyMiId+/e5fr84/8vCELe+dflcFOXlpbG/v37CQgIwMzMjA0bNsh/EznbNM/n8o2sXr0af39/pk6dyvnz5ylWrBjNmzdn5cqVLF26lLZt2+a6PjQ0FDc3N/kUPCF/SklJYffu3fKWQ0GzqA8Ezp07x8qVK5k/fz5GRkYEBATw8OFD2rVrx5gxY3LlEvo4MO7q6sqyZcvo3LlzXv4c4Q84OTlx5MgR2rdvz5s3bzh79iwWFhZMmDCBH374gaysLPz8/Lh//z5KpRInJ6dcSdffv39PgQIF8vpnCOR+x759+5YiRYoQHx9PSEgIgYGBODs707lz50/yKarfp5rQcnJyokOHDnnyO4TffS735bt37/Dx8eHChQs0adKEadOmfZLTTf2+8PBw7O3t8fLyEnWqgTw8PIiMjGT27NkkJSVx6dIlDhw4gKOjI7179yYtLY34+HiuXLlC0aJFadasGdra2mKrYT5z9+5dPD09efToESNHjqRnz54AZGRk0KNHD4YPH87gwYPztpCCIHzWvzrgBh+Cbtu3b+fSpUu4uLiI5fL5wIkTJ9DT06NJkyYATJ8+HXNzc0aMGMG8efNISkri4cOHNGzYkOXLl8tbRo8cOcLkyZPx9PTkxx9/zMufIPy/zwVR/2pyfNFp1FyHDx/mxIkTFC1aVM6Z+e7dO9zc3Lh9+3auoJt6PaoG7Y6OjiIwrsGuXLnClClTcHNzk0/I279/P1u2bEFHRwdra2vq1q2LJEkolUp5Eku0Wc2j/ixet24d9+/fZ9CgQXz//ffAh8BqSEgIbm5u8vtz5cqVdO/enerVqwMfVtk4OzuLdqsh1Ov03bt3FChQAEmS0NfXJykpCV9fX2JjY3MF3XJyctDS0vpkR4AIoGqmxMRERo8ezeDBg+nXrx8Ab968wd/fn8DAQNzc3D67k0MsKsifbt68ia+vL5cvX6Z9+/aULFmSS5cuERcXx549e8R7VRA01L8+umRoaEjfvn1xdXX9w1wWQt6TJImnT5+ycuVKvL29cXNzA6Bt27YkJycjSRIBAQEMGjSIqlWrkpycTNGiReX7S5UqxaZNm0SwTUOoDwZu377Nr7/+Cvz5Enj1NpqQkCA6GBoqJSWFjRs3snPnTuLi4uTPCxcuzMyZM6lWrRpHjx6VE3irB9tcXV3FoD0f0NbW5v3797kGbp06daJ///5cuHCB1atXExsbi0KhkE8mFTllNJPqWezi4sLGjRtp166dfEIpgJ2dHQMHDmT69OmsXLmSwYMHc+LECapUqQJAYGAgrq6urFixQrRbDaD+fvX19WXGjBn06dOHVatWcevWLYyNjRk3bhwNGjTg559/xsvLSw6Kq29TVE18iGCbZvh4jURGRgaPHz/O1W8qVqwYI0aMoEaNGtja2hIVFfXJ94hgW/5UvXp1xo8fj6WlJdu2bePUqVO0bt2a/fv3y3mMBUHQPP/6gBuAvr6+nANKrHDTLOrBFYVCQenSpfH09KRHjx5ERUUxevRoJEni9u3bhIWFAdCvXz+8vLwIDg7OlaOievXq8ioMIe+p2pqzszNjxoxhzJgx9OjRg3PnzuU6UUudehuNiIjAwcGBt2/ffrMyC1+mGgio/tfIyAhXV1fatGnD3bt32bZtm3xt4cKFsbGxwdzcnISEBHmwsHfvXhYvXiyCbflEgQIFMDEx4fHjx8Dvdf/TTz9RqVIlkpOT8fHx4eLFi8CHZ7jIKaO5jh49yp49ewgKCqJjx46UKFGCxMREfvnlFwDmz5/P1KlTuX37NqVKlWLHjh1y8PTatWssWLBATGhpCNV70sPDgw0bNtC5c2f69OnD5cuXWbx4MdeuXZODbj/88AO7du0iIiJCvj8oKEgEUDWQ6vl54MAB0tLSKFmypBxwUc+zWLJkSSpXrky5cuXYtm3bF08FF/KfatWqMXnyZNq2bYuenl6uQxLEGFYQNNO/fkupoLnUZ2hv3bpFcnIyZcuWxdTUFC0tLRITE5k1axaGhoY8e/aM69ev4+3tTfv27T/7HYJmUK+TY8eO4ezsjJ2dHaampjg6OvLy5UvmzJlD8+bN0dPTk+/7OEHw8uXLcXd3z1XfQt5Qr9NXr15hYGBATk4ORYoU4dmzZzg4OJCcnEyfPn3kvCMAqampGBgYoKWlRWZmJseOHcPIyIhmzZrl0S8R/qoFCxZw+PBhvL29qV+/PgqFgjdv3rBkyRLq1avH6dOn0dbWZvTo0TRq1Civiyv8gX379uHr68uWLVt4/vw5+/btIzIyEqVSSenSpQkJCQE+rF41MjICIDMzM9dzWtAchw8fxt3dHScnJywtLTl9+jQTJ06kYsWKaGtrs2zZMmrWrEliYiL79u1jwIABaGtrk56ezvTp0/npp5/o1q1bXv8M4SP37t1j5syZ9OrVi+HDh7Nz5062bNmCpaUlVlZWmJqakpaWxsyZMxkwYACtWrUSEx3/QNeuXWPDhg28fv2anj170qdPn7wukiAIXyACboJGUg+uuLq6snv3bnJyckhNTaVr16707t2b77//HkmSiIqKIjY2lu3btzN06FAWLFiQx6UXvsbOnTt58eIFWlpaWFlZyZ9bWVnx+PHjXEE39XwjqpwyK1asEKspNIB6W/X29ubkyZO8e/eOIkWKYG1tTbNmzXj+/DnLli37bNANyHVSngiQ5w/qdWVtbc25c+fo3bs3JUqU4Pjx4yiVSjZv3szp06fx9vbG1NQUZ2dncUCChlBvt6r/f+jQITw9PSlRogR3796ladOm1KxZk7Jly7JgwQJcXFzk3Kkff4egeX755Rf27t3LvHnzOHbsGHZ2dtjY2FCyZEnmzp1LmTJlmDNnDvXr15fvUb1rRSBVc3ycb+39+/c4Ojry6NEj1q9fT4ECBfDz8+PIkSMkJiZSu3Zt7t69C0BkZCTa2tri3aqhvlQvf5ZjT3Xf7du35fQ67u7u8kSIIAiaRQTcBI2j/gIKCQnB29sbd3d3KleuzKlTp9i+fTtFixZl3Lhx1KpVC4CsrCz27dtHly5dRH6gfECpVNKmTRvi4+Pp378/S5cuzfX3sWPH8uTJE6ytrWnXrp3c8d+6dStubm4sX75cbHPRMN7e3mzatIn58+fz9u1brl+/zq5du3B0dKRHjx48ffqUFStW8ODBA2xtbWnZsmVeF1n4L6kHXDw9Pbl69Spv3ryhVKlSuLm5oa+vD8Dp06epWLEipUqVysviCv9P/R2blZWFUqmU6yoqKor79+9TvXp1GjZsSPHixXny5AlTp05lyZIlWFpa5mXRhS/40sA9MTERAwMDxo0bR+PGjZk0aRJKpZKBAwfy6tUrGjduzIoVK0TwNB84duwY5ubmVKtWjXfv3tGlSxfat2/P4sWLgQ8ngv/yyy/89ttvFC9enFmzZqGrqysOSNBQH58E/PTpUwwMDBgwYABFixb94uFCqmG7QqHg0aNHPH36lIoVK2JmZvZNyy8IwtcTATdBY5w6dYoWLVoAH06x09bWxsbGBhMTExYuXChfd/jwYTw9PenatSvjx4//pKMpTsDTbKpORnZ2NsOGDePFixe4u7tTp06dXPXYp08fypUrh4eHBwC7du1i/vz5uLi4iGBbHvt49UNSUhLjx4+nf//+8raGnJwcvLy88PX1JTw8nFq1avHkyRPCwsKYPn26GAD8Q6g/fzMzM8nOzsbAwACFQiFWyWgg9frauHEjMTExpKWl8f333zNjxgzg92d0Tk4OKSkpzJkzRz4ERbRbzaNep48fPyY7O5vvvvtO/vuTJ08YNGgQ8+fPp1OnTrx69QpHR0c6d+5M+/btxcqnfODEiROMHz+eYsWKMXv2bHr27MmJEydwcXFhwoQJ/PTTT/K16v8eRH9YM6nXkYuLC5GRkVSuXJmEhARycnIIDg7GzMzsk/pTD9Jt2rQJFxcXoqOjqVixYp78DkEQvo54ywoaYfPmzTg4OMgHH6i/YFJTUwHk03fat29PixYtCAsLIzMz85POouhcaDZVsE1HR4fg4GCMjIywt7fn2rVruRL7RkZGykvls7OzefHiBd7e3iLYlsdGjBiBr69vrs/ev3/P3bt3MTAwAH4/3EJ1Ct6ePXvIysqiTJkyzJw5E21tbXGalgb73Dzcl+bmtLS05L/p6urKCZwlSRLBNg2jfuiMm5sb/v7+VKtWjc6dO+Pj48OSJUt49+4dCoWCjIwMQkJCsLGx4eXLlwQGBop2q6FUderq6sro0aPp27cv1tbW3L59G0mSKFy4MJUrV2b79u3s3bsXOzs7EhMT5WCb+uFUgmb4uE6aNWtG+/btMTMzw8vLixUrVnD79m0aNWrE1atXef36tfwcVu8Ti/6wZlLVUUJCAsnJyQQFBREcHIybmxumpqb06dOH+Ph4dHR0yM7OBnIH20JDQ/H29sbJyUkE2wQhHxABNyHPBQcHU7ZsWerXr090dLQcdFMoFFSqVIlDhw4RFxeXa2a9QoUKlCpVSpy8lE+pOhG6urrykfXz58//JOimpaUlB+fGjBkjtiFqgBkzZjBu3DgAuSNYsmRJGjZsyJ49e3KdOmpoaIihoSHJycno6urm+h6xUkYzKZVKuf4SEhLIyMgAkFc8fY4qwKa6LycnR2xP0yCqk5xVdXLo0CEOHjyIp6cn06dPp2zZsujo6BAREYG9vT3Jycno6+tTqFAhvv/+e8LDw9HV1ZVXnguaQb097t69m3379jFjxgxWrlzJtWvXcHBw4MqVKxQuXJh+/frx/v173N3dkSQJPz8/kTdTg6nq5MGDB8CHPlObNm1o2rQpc+fOpUiRIly6dImoqCj27t3LlStXxDM3n4mKiqJz587cvXuXokWLoqWlRfXq1Vm8eDHfffcdffv25eXLl+jo6JCVlZUr2Obi4sLSpUvp0qVLHv8KQRC+hnjLCnlq1KhRhISE0KpVK8aOHUuFChXYtm0bW7ZsAWDKlCnUrl2bsWPHcuXKFV6/fk1aWhp79uzBxMREzjsj5D8fB920tLQYP3489+7d++Q6EMedawKlUkndunXR09PD19eXWbNmkZaWBkDr1q15/fo1QUFBpKSkyFsKU1NTKVasWB6XXPhaqnbm5eXF8OHDGTt2LKtWrQL44gon9WDb9u3bOXjwoFg1oyFWrlyJm5sb8fHxwIcgeWZmJkOGDOH777/nxIkTzJgxg0WLFuHv78+hQ4dwdXUlLS2NXr16MWXKFHR0dMjJyRGrZTREeno68PukxYkTJ3j27Bnjxo2T83qFhYXx+vVrVq5cyY0bN+jSpQu+vr5s2rQJf39/OYAq3qua68KFC3Tq1AlnZ2du3rxJt27duHHjBlevXmXSpEnMnz+fli1b8urVK3miWsg/SpQoQdWqVblz5448ISlJEpUqVWLx4sVUqlSJli1bkpiYKP89NDQUd3d3HB0dxW4PQchHRA43Ic/cunWLWbNm4eXlxXfffcdvv/1GqVKlWL58Offv36d79+4MHjyYt2/fMnv2bC5duoSxsTGGhoby6aS6uroi2a8G+it1olrBlpWVxfz581mxYoVYRaHhlEolp06dYvLkyfTq1Ytly5YBHw5OOHbsGO/fv8fS0pK4uDhSU1PZsWOHGKznI9HR0bi7uzN+/Hju3LlDTEwMNWrUkPMpqifhVm/rYWFhLFq0iLVr19K2bds8K7/wOxcXF2JiYmjatCnDhg3DzMyMlJQUkpKSMDIywsrKih9//JFx48bx9OlThgwZwosXLxg3bhw2NjZ5XXzhI9bW1nTt2pWOHTuiVCpJSkqiadOmAEyaNAlra2v52levXjFixAhMTEyYNm0aDRo0kNuqWNmmeT7Xb9q3bx8bN25EV1eXjh070rZtWwYOHMj8+fPlgMuhQ4do27at6DdpsM+1t6ysLH755ReWLFmClpYWW7dupWDBgvLfb9++TXh4OPPmzUNbW5vY2FiGDh3K6tWrRbBNEPIZEXAT8kxSUhJdu3alXbt2FC5cGH9/f65evcrjx4/x8/Pj3r179O7dmwEDBgBw4MABeWa3W7duaGtri4SwGki90/ju3TsKFy78p/d8XI9ZWVmfbEEU8s758+fR0dGhXr16ODk5Ua5cOQYPHszZs2eZNGkSnTt3ZsWKFcCHEyljYmJ4+fIlJUuWZNq0afIKGTEg0EwfDwa2b9+OQqGgZ8+epKWlcfz4cVxcXLC0tGT16tXA7wfbfLzNZcWKFfz444958juE36k/h9etW8fBgwfloFvJkiUBiIuLY9KkSXLdvn79Gk9PT/r370/16tVFe9UwKSkphIaGMnz4cPT09MjIyEBfX58HDx4wbNgwSpcujaOjY66cTq9fv6Zr16507doVe3v7PCy98EfUn8GqelV99ttvvxETE4OPjw8WFhYYGBhgYGDA7Nmz5bYM4oAETaVet5cuXeL9+/cUKFCAevXqAXDx4kWWL18OfDgIQT3o9rEbN25Qo0aNv7/QgiD8T4mAm5AnVC+g8+fPM2rUKPT19dm1axelS5cGPuSt8PHx4d69e/To0YPBgwd/8h1iAK951DsWISEh3L17l5EjR1K+fPk/vE+sUtRc8fHx2NraoqOjg7GxMfv37ycyMpJq1aoBcObMGSZPnkznzp1xcHD47MonMRDQXOr1FB0dTXp6Onv37qVjx44MHToU+HAoxtGjR3F1daVOnTrySjcVVbBNbHPRLOrP47Vr13Lo0CGaNm3K8OHDMTMz48WLF3Ts2JEBAwbQtm1b/Pz8yMzMJDg4ONfhNkLe69ixI3Xr1mXlypXAh4G5Uqmke/fuFC1alLi4OAYMGECDBg2YN28e5cqVk9t2UlIShQoVEv0lDaXeTjdt2sTFixdJT0+nUaNG9O/fHyMjI7KyskhKSmLhwoVcvXqVN2/e4OPjQ6tWrfK49MLXcnZ2ZteuXejr6/P06VM6derE0KFDqV+/PrGxsaxYsQKFQkFQUBBGRka57hXjHUHI38R6ciFPqDoXd+7cQVtbm6ysLDZs2CD/vUKFCowfP56KFSuye/duAgMDP/kO8fLRLOqdxrt373LhwgX27NlDaGgoT58+/eJ96gP+LVu2yDN9gmYwMzNj4sSJ3Lt3j/3797N8+XKqVauGUqlEqVTSrFkz1qxZw/79+1m8eLF8qrB6AFUM2jWTettzd3dn8eLFhIWFcffuXQ4ePCgfYFKgQAHatm2Lra0thw8flnO6AQQGBuLh4cGKFStEsE3DqJ9AOWnSJDp06MDZs2cJDg7m+fPnlCxZEkdHRyIiIliyZAmpqakEBATIh2CIdqsZfH190dPTk4Nt8CElx8aNGzl06BCJiYlUqlSJsLAwYmNjcXR05PHjx3LbNjY2FifMajD1U2bXrFlD9erVKVu2LLt372bRokXyoUMlSpRg/fr12NraMmjQIJo1a5bHJRe+VlhYGNHR0Xh5eREaGsrmzZt59OgR/v7+3Lx5kwYNGmBra0tCQsJn+8BivCMI+ZsIuAl5qlKlSkRHR+Ph4UFUVFSuLQ+qoFvRokW5f/++OJFUw6k6jStWrMDa2ppChQpRu3ZtAgMD2bhxI48fP/7kno+POXdzc6N+/frftNzC56knvTc2NqZkyZLUqlWL/fv3Exsbi5aWFlpaWuTk5MhBt4iICEJCQvKw1MJfoWp7L1++5LfffiM0NJSAgABcXV25d+8eEydOlK8tUKAArVq1wtfXl6lTpwIfVi4ePHiQ+fPni22kGupLQbfNmzfz8uVLunbtyoEDB1izZg1btmyRk+mLFceaQ19fn/T0dDIzM1m1ahWenp4sX76cZs2a4e/vz4EDB3IF3S5fvszs2bPlgzJUxKBdc+3cuZPDhw/j5+fH+PHjadKkCXfu3OHKlSvMmTOHlJQU+doePXqwaNEi+eApQfNdv36dJk2aULduXYoVK0b9+vVZsmQJd+/eJTIyEoD69evj7e2Ng4NDHpdWEIT/NbGlVNAI79+/5/DhwyxYsIDu3buzdOlS+W8vXrzA1NQULS0tsfVQw50+fRobGxsCAgKoVasWAFu3bsXd3Z0ePXowcuRIypQpA+ReIh8aGoqrqyvLly8Xq2Q0gPpqxQsXLlCyZElKlCjB5cuX8ff3R6FQMGHCBBo0aJDrvmvXrlGtWjWxMiYf2bhxIyEhIZibm+Pq6kqJEiVQKpXExsZiY2ND7dq1Wbdu3Sf3ZWZmoqenJ7a65BOf217avHlzBg4cKKdy+Pg6Ie9JksTly5dZs2YNT58+JT4+nl27dsnv0fnz53PhwgVGjx5Np06dMDY25vbt2zg7O+Pn5yfqUkOptzOlUsnRo0eJjY3Fzs6OI0eOMG/ePKZMmYKWlhYeHh60atWKRYsWfVVOXEFzqMYsM2fOJCsrC09PT3JycuQVxBEREbi6urJnzx6KFy8u3yfeq4LwzyLexIJGKFCgAB06dMDBwYFdu3axaNEi+W8lS5aUZ+lFsE2zqK+Cgg8rXoyMjChatKj8t0GDBmFtbc3mzZvZunWrvNJN1ZkICwvDxcVFBNs0hCRJ8kDAzc0NW1tbYmNjUSgUNGnShGHDhiFJEn5+fly4cAH4sHJm+/bt1KpVS8y6a7iP22zjxo3R0tLi2rVrvH37FviwKuqHH37Aw8OD69evM3DgwE++R09PDxCrZvKLj1e6dezYkR07dnD8+PFPrhM0h0KhoF69emhra/Po0SNq1apFoUKF5L8vX76cH374gcDAQA4ePEhCQgIWFhZs2LAhV50LmkXVztavX09kZCTt27dn9OjRJCUlsW7dOsaMGcOwYcPo3LkzRYsW5dSpU5+d+BA0m2rM0qpVKw4ePEhMTAza2trye1NfX5+yZctiaGiY6z7xXhWEfxbRsxI0hr6+Pj/++CMODg6EhYXh5+eX6+9iIKB5VHXy/Plz+bPExESSk5PR0tLi/fv3AHTt2pVixYqxc+dOoqOjycjIAD4E25YuXSryP2kQVQfR39+fyMhI3N3dad++Pfr6+gC0bt2aYcOGoVAomDNnDr169eLmzZv89NNP8neIFW6aS9Vmr169SmJiIhYWFqxZs4ZChQrh4OBAQkIC8OHfQYMGDVixYgXGxsZi4P4PoB6AmTBhAjY2Np8NpgqaIzs7m8TERLS1tZk2bRra2trMmTMn1zt3+fLlNGzYkJUrV3Lp0iUAOQWH6DdpFvU8ert27WLTpk1Ur14dAFNTU54+fcrLly/l/Gzv3r2jZs2aODg4MHv27Dwps/Df69y5M/3792fSpEkcOXKEhIQEkpKS2LlzJ8WLF8fAwCCviygIwt9IbCkV/lb/yRbQjIwMYmNjadSokRi45wO7du3C2dmZU6dOAR8Gcrdv32bbtm0UK1YM+HDS5fr16zE1NcXb25stW7ZQp04dVq1aRc2aNenQoUNe/gThIxkZGUyaNImmTZsyZswY+XP1UwuvXbvGzZs3iY+PZ8KECfLKNtFmNd+5c+cYMWIEc+fOpWfPnhQpUoS7d+8yevRoqlSpgouLCyYmJkDuZ7jYbqh5vlQnf/Tu/Xi7kti+lH9ER0cTGRmJkZER9vb2mJuby3/z9fVlzJgxoi410Pv37ylQoID838ePH+fGjRsYGRkxfPhwuQ0+fPiQqVOnUq9ePfr06cPq1asxMDDA09MThUIh2mo+9vz5c4KCgggJCcHMzAxdXV0KFChAREQEurq64v0qCP9gIuAm/G3UXx4pKSmfHHP9NUTnQvMlJCQwYMAAhg4dyogRI7h79y5LliwhLi4OW1tbdHV1iYqKAmDDhg106NCBbt26YW1tTVpa2idL6YW8l5CQQJcuXbCzs6Nnz5652nJGRgZJSUmYmZnluke01fzF2dmZ7du3M2nSJLp164axsTF3795lzJgxVKlSBScnp1w5ZQTNo94uT506RXp6OqmpqfTq1esP71MPxiUlJWFsbPx3F1X4L6k/X1VBt0KFCrFw4cJcQbePrxXy3pIlSyhfvjx9+/bFyMiIhIQEmjZtCsDo0aOxtbWVr83MzCQoKIgdO3aQnJxM6dKlCQ4OFgGZf5DLly8THx+Pjo4Obdq0QVtbW0xWCsI/nHhyC38L9Y7B+vXrmT9/Pi9fvvyq+1QyMjJEp1HDfByfz8nJwdDQkMaNG3Px4kXgw8mzK1eupH379nh6euLp6Ul2dracf6RgwYLyAEEE2/Le5+ZcTExMqFmzJocOHeLdu3fyaaTw4bStLVu28O7du1z3iLaqmdTrV/35amtrS58+ffDy8mLXrl28ffuWypUrExAQwNmzZ/H19c2L4gp/geod6+LiwuLFiwkICGDt2rX06tWLq1evfvYe9WBbUFAQI0eOzHUCoqCZtLW15fbbs2dP+vbtS2pqKjY2Nrx58+aTawXN8fr1a7Zu3crevXt5+/YtJiYmHDhwAFNTU2JiYvjtt9/ka/X09Bg5ciQBAQGsX7+ekJAQ+eRgEWzTPOrv18zMzK+65/vvv6dTp060b98ebW1tcnJyRLBNEP7hxNNb+FuoOgbOzs6EhITQtGlTsrKy/vAe9WTtISEh+Pn5ffULTPg2VAO1Fy9eAB869gUKFKBfv34cPnyYXbt2oVAoKFWqFEuXLmXr1q1ERESwceNG9PT08PDw4N27dzRu3Dgvf4bw/9QPInnx4gVxcXFyIK1Tp048fvyYwMBAOfidnp6Or68v169fz5W4W9BcqvoNCAhg7969uZ6ps2bNol+/fri4uLBr1y4SExOpVKkSBw8eZM6cOXlVZOEvCA0NZfv27Xh7exMaGsqMGTO4efNmriCaalCoHmwLDQ2Vk7P/J6vPhW9PdVI7QI8ePejcuTPVq1enaNGieVwy4XNUAVIvLy8aNmxIQEAA+/btIzExkfLlyxMUFMSTJ09wd3fn0aNH8n16enqYmZlRo0YNebJLBGQ0k+p56uvry44dO4BPDyb6mKoNqyYxRSBVEP75xBNc+NscO3aMnTt3snbtWiwtLQFIS0vjzZs3FCtWLNfqJvWBQFhYGCtWrMDFxUU+CU/QHBEREYSFhfHDDz8wefJkdHV1sbS0ZMiQIezevZsmTZpgYmKClpYWpqamKBQKbt26xdatWzlw4AABAQGULVs2r3/Gv556gHvVqlWcPXuWO3fu0KhRI2rVqsWUKVN4+vQpJ0+eZP/+/VSqVIlnz56RlZVFVFQUCoXiP8rRKOSN2NhYzpw5g76+Pq1atZKfrbNnzyYuLg5/f3/S0tIYPHgwZcqUAcTWtPzg0aNHDBo0iOrVq7N3717s7e1ZtGgRTZo0IT09HQMDg09yP4WGhuLi4oKjo6M4rEYD/JXnqPpzV/3AC7HdULNNnTqVmTNnEhISgkKhoFOnTlSsWJHQ0FAGDBiAo6Mj8+fP/2zfSDyDNd+zZ8+IjIykS5cuFCxY8IvXqbf1x48fU6FCBdGHEoR/AfF2Fv5nPt6aFh8fT/ny5bG0tOTmzZusX7+eXr160bdvX1avXi2vpPl41t3Z2Rl3d3c6d+78zX+D8KmPZ+ssLS3p2LEjhw8fZtCgQXh6evLixQvatm3LgwcPiI+Pl0/DU9VrkSJFaNiwIWFhYdSoUSMvfobwEVXdrFu3jtDQUKZPn87+/fvR09MjICCA+/fvM23aNGbNmkWHDh0oVqwYnTp1Yvv27fIWF9FR1Eyf2ya8du1aOnXqhJ2dHceOHcu10q1UqVLo6ekRGxuba7AgBnqa5XMrJ27evEl2djYXL15k/vz5zJw5k0GDBqFUKvHx8WHLli3A73UZHh4ugm0aRP09+XG7/VKKZYVCQXZ29iffI2gWVQDUwcEBW1tbtLW1SU5OxtXVlf3795OUlESlSpUICwvj8uXLzJ49m/j4+DwutfBXqK84NTIy4vLly8Dn26P6WGfz5s107tw512nDgiD8g0mC8D+Qk5Mj///k5GRJkiTp559/liwsLKRp06ZJrVq1kmbNmiWFh4dLW7dulWrVqiXdvn0713eEhoZK9erVk/bv3/9Nyy58mXq9nj59Wjpw4IB09uxZSZIkKTMzU/L29pZGjhwp1a9fX9q4caPUoEEDafjw4VJ2dvYn36VUKr9ZuYUvU9WDUqmUEhMTpeHDh0v79u2TJOlDHdetW1cKDw/Pde3HPle/gmZQb7OpqalSYmJirr/b2NhI9erVk/bt2ye9fv1a/uzGjRu5/m0ImkW9Xq9duyY9f/5ckiRJ2rVrl9SjRw+pZs2acruVpA/v4bFjx0oeHh7yZ9HR0ZKFhYV08ODBb1Zu4cvU29nmzZulWbNmST4+PtKvv/762Ws+99nhw4dz/dsQNMuePXukBg0aSDdv3pT7xjNmzJBatGghhYaGSklJSZIkSdKtW7ek0aNHi7rUcOpt7+N+0PDhw6UxY8b86X1bt26VGjZsKO3Zs+fvKaQgCBpHbCkV/mvqWxn8/Py4efMmc+fOpVGjRnh5ebF3716mT59OkyZNMDMzIzExkW3btuVaYREYGIiXlxdOTk78+OOPefVTBDWS2pZDNzc3duzYgYmJCffu3aNjx47Mnj2byZMnk5mZSWhoKMePHyc9PZ2srKzPbm0Rq6HynnpbTU1NRU9Pj9TUVCpVqsSRI0eYNWsWtra29OvXj8zMTHbs2EHlypX5/vvvc32PWPmkmT4+rOb8+fPcunWLfv360aJFCxo0aICbmxt2dnY4ODhQsmRJsrOzycjIoGrVqigUCrE1TQOpP4vd3d05f/48/fv3p3v37lSrVg0zMzMUCoWcy+vBgwc4OjqSkJDAlClT5O+pWLEiPj4+tGrVKk9+h5Cb6p3o4+NDQEAAzZo1Izw8nHPnztGvXz86der0ydZ96aP0G4sWLSI4OJiGDRvm2e8QviwxMZHSpUtTpkwZOY2Ku7s7U6ZMwcPDA4VCQbt27bCwsGDDhg2A2B6syVRtb9u2bdy5cwcrKyuKFy+OQqFg1qxZzJo1i2PHjtGmTRv5HumjXTxihbEg/PuIgJvwX1M/IGHXrl1MnTqV9PR0ADp06ECbNm3Q0dEhKyuL9PR0bG1t0dfXz7W18OXLlyxevFgE2zSIqoPg5+fH9u3b5Vx8mzdvxsHBgfT0dGbPnk358uUZPnw47du358mTJ9SvX18M3DWUqj6WLVtGTk4O48aNAz4kdT537hyzZ89m0KBBwIecJAcOHMDY2Diviiv8Rar69fDwICIiAmtra3r37s3q1av57bffSE1NpVWrVjg5OREWFsarV6/IzMzE2tpaPi1NBFM1j+pZvGbNGsLDw/Hw8KBmzZro6OhQuXJlJkyYgI+PD0uWLGHx4sUUL14cAwMDtm7dio6OjlyvtWvXzuNfIsCnAZXnz5/j6elJo0aNuHLlChs2bGDTpk0olUq6dOkiv08VCkWugburqyuenp4i2KbBlEolb9++RV9fHy0tLTmv4uTJkxkwYACrV6/GxMSE9u3by4EZ0W/SPOptVqlUcuPGDW7cuEGXLl0YOHAgDRs2pEmTJpiamnLlyhXatGkj16eqzW7duhUPDw8RbBOEfyGFJH0hSYQg/AWHDh1i6dKlrFmzRj4gISMjg9evX1OqVCmUSiVRUVFER0eTnp5OWFiYnAdKnL6kueLj4/Hw8KBly5Z06dKFgwcPsmDBAoYMGcLmzZtp0qQJ1tbWVK5cOdd9YuCuWdRnWB88eMD48eNZvnw5DRo04MSJE0ydOpUWLVqwZs0aJEkiNTUVGxsb3r9/T2BgoKjLfOTEiROsWLECJycn6taty6+//sqgQYMoW7YspUuXZsyYMTRr1uyT+8SzWHNJkkR8fDxTpkxh9OjRdOnSRf6baiD48uVLXr9+ze3btylbtizff/892traol41jPrAPTY2FkNDQ9atW4e1tTVVqlQB4Nq1a/j5+fHmzRuGDh1Kp06dcn2HWCWTfyQnJ9OtWzcsLS3x9PSUP//111+JiIjA1NSUyZMni3dsPnHgwAFq1qwpHyy0efNmLl++zNGjRxkyZAj3798nJiaGiIgIKlWqJN93+vRprKysWL16tWizgvAvJHphwv/EkydPqFChApaWlty6dYtTp04RGRlJfHw8I0eOZMSIERQuXJh69eoxbdo0dHR0xEAgHzA2NqZdu3Y0atSIq1ev4uTkxJQpUxg+fDiFCxdm5cqVvH37FicnJ8zNzeX7ROdRM7x7947ChQvn2rr07NkzmjZtSr169ZAkiZYtWzJ79myWL1/OuHHjUCqVZGRk8PbtWyIjI8XKp3ymePHiDBw4kLp163LixAlmz56No6MjlSpVYvjw4QQHB5OWlkaHDh1y3SeexZpLtUoiPj6eAgUK5PqblpYWGRkZANSoUSPXyvGcnBxRrxpEfWuwk5MTkZGRAKSnp9O4cWM54FarVi3Gjh1LQEAAnp6eFClShCZNmgCwadMmvL29RbAtH5AkiUKFCrFkyRLmzZvH2LFjmTp1KpIk4e3tTcmSJbG2tgbEJKWmkySJ169fM2PGDFq3bs2MGTOoUqUKQ4cOpXfv3gwZMoSAgACSkpJIS0vj6NGjVKpUSa7X0qVLExoaSt26dfP6pwiCkAdET0z4y6TPHGFfqVIlnJ2dmT59OteuXaNOnTqMGDEChULB4sWL6dGjBx07dpQ7iGIgkD/o6+vTunVrdHV1iYmJoUqVKvTq1QsAXV1dunfvTkJCAmZmZnlcUuFjkyZNonjx4ixduhSArKwsEhISCAsLo379+rm2rQwbNozq1auzf/9+AMqWLcuQIUNEYDwfqlixIubm5qSmphIYGMjo0aPp2bMnAN999x3Xrl2jWrVqnwTcBM3xuXdsdnY22dnZPH36VP5vVbu8desWFy9epF+/fhQqVEi+RwzgNYd6nT569IgzZ87g7+9PUlIS+/fvJygoiAIFCtCnTx/gQ9Bt+PDhnDhxQt4yeu/ePXx8fLC3txfBtnxAVd9NmjRh9erVODg4MGnSJHR0dDA1NWXt2rXytaKtah71NqtQKChRogShoaFMnjwZb29vJk2ahIWFBYaGhtSrV49q1aqRkpKCu7s7W7duZcSIEejp6QEf3r2CIPx7iVGU8Jeob4dISkqiQIECKBQKWrZsiZOTE/v27WPixIk0adKEUqVK8eLFCywtLcnJycn1PaJzkX+oBnX3798nOTkZhUJBRkYGp0+fpnv37vL2JpGzTbPMnTtXDoS+f/+eAgUKMHnyZIyNjfH09CQiIoJ+/fohSRKSJNGgQQM5/56KCIznPwYGBhgYGJCQkMCrV68oVqwY8GFrk4WFBRMnTqRdu3Z5XErhS9Sfo2/evMHY2BilUknp0qUZPHgwTk5OlC1bltatWwOQmZmJp6cnJUqUwMjIKA9LLvwR1XM1ICCA69ev07hxY+rUqQMgJ9T38/MDkINudevWlVfEKJVKzM3NCQ0NlbezCfmDnp4eDRo0IDo6mlu3bqFQKKhSpQpaWlpiQkuDqdpsWloahoaGSJKEpaUla9euZcKECaxZsyZXShUDAwMMDQ1ZtGgRPXv25MCBA3Tr1i0vf4IgCBpCPOWFr6a+HWLdunWcPXuWV69eYWFhwbBhw+jRowddunRBV1eXnJwc0tPTsbe3R19fX8zu5GOqTseAAQMYOnQogwYNIjMzEz09vVyHXIhgm2Y4d+4clpaWlC1bFoCgoCB2796Nr68vJiYmDB8+XG6bBQoUkDuEqsCbesBNBMbzr8zMTAoWLMjFixfJzMzk2LFjpKSk0L59exQKhdjCpKFUz9E1a9Zw5MgR9PT0aNOmDYMHD8bKyopXr14xYcIE+vbtC8DDhw9JSkpi/fr1n5xoKeS9j0+GfvnyJUePHqVBgwbyNZUqVWLw4MHAh4Dc+/fvGTJkSK7v0dLSwsDAQATbNMRfbWeqfwfVqlWTPxMTWprPx8eHO3fuMGfOHEqUKIEkSdSuXRsfHx+GDx+OQqGQV7qp/j0YGBigp6dHVlZWHpdeEARNIUbIwldTvUxWr15NUFAQPXr04KeffkJLS4tRo0Zx7NgxdHV1SUtLY9euXYwdO5bXr18TEBCAlpYWSqUyj3+B8N+oW7cuYWFhtG3blr59+7J9+3Z5y6GgGSIiIhgxYgQHDhyQ8zo1adKEZ8+eYWtrS0JCAgULFmTChAlYWVkxZ84cdu/eLeeIEkHTf46SJUsybtw47t+/T3h4OEqlkk2bNslBGRFs0yzq51dFRUURHBzMgAEDKFWqFMeOHWPp0qVkZ2ezdOlSVqxYwevXr3n37h01atRg+/bt8iFEItimWVTP1Pfv31OwYEFGjBjB6NGjOXXqFFu2bJGvq1SpEkOGDKFGjRpcunQJcZ6Z5lKdGAt8Uk9fqjctLa2vvlbIOx+PUypVqsTu3bvx9vbm1atX8onBtWrVwsbGhiNHjuDh4cHjx4/le06dOsWdO3fkFayCIAjilFLhT6nP5L18+ZIJEyYwduxYOnfuDMDr16/x9fWVBwnlypXj0KFDxMXFMX36dJEH6h9M1KvmcXBwYNu2bSxevJgff/wRQ0ND4uLiGDVqFJUrV8bNzY2iRYuSlpaGj48PPj4+bNiw4bMnVwqaRbVKQvXa/lJwRf2ZnZCQgLa2tnx4hmizmi0mJoazZ89So0YN+R27detWduzYQenSpVmwYAFFixaVt4mriBWLmis8PBwfHx8iIiIwMTHh5cuXhISEEBwczJw5cxg4cKB87dOnTzE3N5fbuQigahb1OgkJCeGXX36hSpUqNG7cGEtLy0+u+dx9R44coU2bNmKCS8OoP0MfPnyInp4e5ubmXLlyhYEDB9KnTx+mTp2Kqakp8KFdnz59mszMTNauXSvX59OnT5EkSaxGFQRBJp72wh9Sn8l78+YNenp63L17N1fHvnjx4owYMYKqVaty/vx5jIyM6NSpE7NmzUJHR0csm/8HE/WqOTIzMwFYsGABffv2ZdmyZRw+fJjU1FQqVapEQEAAd+/eZebMmSQmJmJoaMjYsWNZtGgRjRo1yuPSC19DfbWMalvo56hWscGHk4aLFCkifybarOawtbXl2rVr8n+fP38eR0dHoqKiKFiwoPx5//796dGjB8+ePcPBwYGEhIRcwTaxYlGzNWjQAF1dXcaNG0dCQgKmpqYMHjyY4cOH4+LiQnh4uHxt6dKl5R0BItimedRP/Pb09CQnJ4fw8HBWr14tHzqk/vyF3MG2sLAwJk+eTGxs7LcvvPBZW7Zs4caNG/Iz1MXFhQkTJtCzZ08GDx5MYmIiUVFRREZG4u3tzS+//EJqairHjx+nU6dOrF+/Hi0tLfl9XLp0aRFsEwQhFxFwE/6QaoDn5uaGk5MTSqWSRo0aERMTQ1JSknxd6dKl0dbW5sGDB8CHHAYqYiAgCH8vSZLk07DCw8OxsLAgNTUVJycnDh06RHp6OpUrVyYwMJC4uDhmzZrFmzdvMDIyYtCgQWJrsIZT3+Zy8OBBOnToQGJiItra2n8adFM9w9++fSsG8Brk9u3bFC9eHAsLC/mzmjVr0qFDB7S1tdm+fTvv378HPrxDBwwYQM+ePbl27RohISG5vkvUq+b4eEuaJElUrFgRX19fMjIysLKykk/2VgXd7O3tOXz4cK77xOonzfJxvT5//hxPT0/c3d1xd3fHyMiITZs2sXfvXgB566F6sC00NBQXFxc8PT3lk2eFvPX48WN8fHzYunUrjx494tChQ+zYsYOZM2diZ2dHnTp1mDBhAnfu3CE6OppTp04xbdo0unXrxpMnT+TTvsWkhyAIf0S80YXPUp+di4mJ4fjx4wwfPhwTExPq169PbGwsu3btIiUlBYD09HSys7MpWbJkXhVZEP61VB16T09PXF1dMTAwwN7enh9++IFFixZx4MAB0tPT5ZVuMTExrF+/Ptd3iJVPmkk96fqBAwe4fv06r1+/Zvz48fJ20c8F3dQHelu2bMHLy0t+Xgt5z8LCgtmzZ6Orq0tYWBgnT56kYMGCjBs3jv79+/P48WNWrVol52LU0tKiX79+zJ49m0mTJuVx6YUvUbVV9cCLJEmUK1cOb29vMjMzGTt2rBx069+/P0uWLJFPnRU0j/ozODY2lhs3bvDmzRtMTEwAsLS0ZOzYsRQvXpwtW7bIK920tLQ+CbYtX74812FTQt4qW7Ys69ev5/r162zatInTp09jZWVF+/bt6dWrF5MnT2bu3LnMnz+f1NRUNm/ezIIFC7C2tha5MwVB+Goih5vwh6Kjo7l27RqSJLFw4UL5cwcHB86dO0eRIkWoWrUqN2/eJDk5mejoaDFwF4Q8kJiYyLBhwxgyZAiDBg2SP7e3t2fnzp0sWbKEdu3aYWRkxJMnTzA3NxczsvnIypUrOXLkCD169OD+/ftcunQJQ0NDgoODMTExyZV/5uMtTA4ODri4uNCpU6e8/AnC/1MfwL948YL58+fz4sULFi5cSOPGjUlPT8fX15czZ85Qr149ZsyYgb6+fq7vEDnbNNeLFy9o3749jRo1YsOGDcDvbfLmzZsMHz6cOnXq4OTkRPHixeX7RH5FzaP+LHVyciIyMhL4MMk8d+7cXKfJXrt2jYCAAG7dusXChQtp0qQJAJs2bcLb25ulS5fSsWPHb/8jhD91/fp17O3tefz4MSNHjsw1qfH27Vvs7OwoVapUrnEQiOewIAhfR6xwE3L5OP56+PBhNm/ezM2bN+UcUfAhT9S4ceOoVq0aL168wNLSUg62fWmLkyAIfw9JkpAkibS0NAoXLgz8ntNt6dKlWFhYsHr1avbs2UNGRgZlypT5w+2Igma5fv06e/bsYfHixUyePBlXV1eWLl0qn3qovtLt4y1Mzs7OuLm5iWCbhlAPtqlWhU+ePBkLCwscHR2JiYnBwMCAsWPH0rx5c3755ReWLl2a6/0LIlWDJvl4u2HJkiUJCgri7t27WFlZAb+vQjY3N6dChQqcPn0aV1fXXPeJYJtmUX+WPnr0iDNnzuDv74+rqyvdunUjKChIDsAB1KpVi+HDh9OxY0d5y+i9e/fw8fHB3t5eBNs0WM2aNXF0dMTIyIjDhw9z48YN+W9FihTBxMSER48efXKfeA4LgvA1RMBNkKl3Lnbt2kV0dDTe3t4MHjyYe/fuERUVRVpamnx9t27dWLBgAV5eXsydO1fOAyVeQILwbSkUCkxMTKhcuTKbNm1CqVSip6dHdnY2OTk5lClThszMTPbs2ZNrpYxoq/lDamoq7969w8zMTP6scePGWFlZ8fjx41zbS1WD/9DQUFxdXXF0dBRbmDSEerDN398fb29vkpKSqFevHkOGDKFixYqsWLGCmJgY+VATS0tLtLS00NXVzePSC5+jXqdnz57l0KFDnDhxggYNGuDm5sadO3fkoBt8yG9bpUoVoqOjWb58eV4VW/gKqv5wQEAAq1evpnHjxtSpU4dWrVphZWVFy5Yt8fPzyxV0q1u3LtOmTZOfxebm5oSGhtK1a9e8+hnCV7KwsGDt2rXk5OSwceNGbt68CUBKSgpxcXEiZY4gCP8xMZ0mALk7jXfu3CEgIAClUknhwoWxt7cnLS2NoKAgChQoQKdOnShQoIB8j/qgXczQCsK3p2qLVlZWODo6Mn36dDw9PdHR0UGpVJKdnU1gYCCVK1cGcgfXBc2iXjeqev3uu+8oV64cJ0+epEKFCmhra6Ojo0OTJk2oWLEir169Yvz48WzYsIHChQuzdetWOdgmVlVoDtU71tnZmZ07dzJx4kQ5R1v9+vUB2LhxI05OTsydO5fGjRszc+ZM9PT05CTsIpm+5lA/lMTNzY0dO3ZgYmLCvXv36NatG1ZWVri5uWFra0vPnj1p27Yt58+fJzs7m6pVq8onG4qJD82i3s5SU1N5+fIlR48epUGDBvI1lSpVYvDgwcCHgNz79+9zbS+FD+3dwMBAnFiZj1SrVo0VK1Ywe/Zsxo4dS61atdDT0yMjIwN7e3tA9J8EQfjrRM9NAH4fCKxcuRIvLy/09fV58eIFjo6OHDx4ECcnJywtLfH19eXgwYOkp6eLjr8gaAhVW6xbty6jRo3i/v37tGvXjpkzZ9KnTx9u375NxYoV5UG76Cxqpo/rRnVybJEiRahduzYHDhzg0KFD8t+zsrIoU6YM1tbW5OTksHv3bgDevHnDihUrRLBNA0VHRxMdHY2/vz9DhgzBzMyM9PR0UlJSqF+/PpMmTeK7775j1qxZXLt2DX19/U9OnBU0g6qt+vn5sX37dry9vYmOjsbW1pbIyEhWr16NqakpwcHBmJmZcenSJYyNjdm0aRNaWloolUoRbNNAqnb2/v17edv+6NGjOXXqFFu2bJGvq1SpEkOGDKFGjRpcunTpk5QsQv5Uo0YNPDw8MDQ05OnTp7Rt25Zt27aJAxIEQfiPiUMTBFlUVBQrVqwgKChI3oJmZ2dHUlISEydOpH379tjZ2XH06FHc3Nxo0aJFXhdZEIT/p5p1zcrK4tmzZ4SGhpKamoq+vj5z5syR8yuKAZ5mUl9VERQUxOXLl3n8+DEdOnSgd+/eFC5cmBkzZvDq1SuqVq1KvXr12LFjB7q6uvj4+NCnTx9++OEHeRZe0Ey+vr7cvn0bNzc34uLiOH36NFu3bqVgwYJ06NCBCRMmcO7cOX7++WemTJki2quGi4+Px8PDg5YtW9KlSxcOHjzIggULGDJkCJs2baJJkyYsWLAAMzMzsrKy5K3B4oAEzRYeHo6Pjw8RERGYmJjw8uVLQkJCCA4OZs6cOQwcOFC+9unTp5ibm6OlpSVWP/2DXLlyhW3btrFkyRKxwlgQhP+KCLgJMg8PDy5cuMDmzZuBD7N88fHxTJ06ldevXzNv3jzat2/P2rVrGTt2rMgpIwjfyMcdvf8kcCYGePmDm5sb4eHh9OnTR161ZmlpibW1NRUqVCAoKIizZ8+SkpKCubk5Hh4e6OvrM3bsWBo1asSYMWMAxKBPQwUGBrJy5UqsrKw4cuQIVapUoVatWjx//pyzZ8+yZcsWihUrJl8vguSaLSMjg5MnT9KoUSMePnzItGnTGDlyJMOHD5fr+ocffsDFxUXOASWCMprv3r17TJo0CSMjI3x9fTExMSE+Pp4tW7awefNm5syZQ//+/XPdIwIy/zyqtirqVhCE/4YYfQnyC0WVpyArKwt9fX2ysrIwMzPDxsaGCRMmEBgYiI6OjnxcthgICMK3oero7dy5k+7du8sJmb/UAVTNo6g6iiDyK2qiLVu2UK9ePapVqwbArVu32LdvH56enjRq1AiArl274ujoyJo1a3Bzc2P8+PFMnDiRlJQUjIyMgA+TJdeuXWPBggViIK/hRo0axdu3b7l69SpDhw6lWbNmVKhQgTt37vDrr7/y7t27XAE38Y7VbPr6+rRu3RpdXV1iYmKoUqUKvXr1AkBXV5fu3buTkJCAqampfI9oo5rl43epJElUrFgRX19fJk+ejJWVFf7+/piZmTF48GC0tLSwt7fHxMSE9u3by/eJgMw/j9jOLwjC/4J4gghy5699+/bcvHkTPz8/AHkFW1ZWFi1btkRHR4eNGzeSmZkJiIGAIHxLiYmJODo6snLlSuDPO/eqdp2VlSU6ixro8ePH+Pj4sGXLFu7evQt8qNP3799ToEAB4MOkhqWlJfPmzeP48eOcOnVKrksjIyPu3r3LlClT2LVrFxs2bKB8+fJ59nuEP6cKhE+fPp21a9cyZMgQKlSoQGZmJitXrqRo0aKiDvMh1WTG/fv3SU5ORqFQkJGRwenTp2ndujX+/v5yzjZB86ieqXv37gV+D7KUK1cOb29vMjMzGTt2LAkJCZiZmdG/f3+WLFlC69at87DUwrciAuSCIPy3xChMkFlYWODg4MD69etxdnbm2rVrPH78mM2bN1OjRg3s7e2JiYkhNjY2r4sqCP94Hw/OChYsyOTJk7lz5w6XL1/+4n3q25VCQkKYPHmyHCQXNEfZsmVZt24d169fJygoiLi4OIoUKUJ6ejoPHz4EPvwbUCqVWFpaUrVqVR48eJDrOypXrkzv3r3ZuHEjNWrUyINfIfwVqoE8fFgZ9f79ezZv3syECRN4/fo169evF4GZfEj1vB0wYABXrlxh0KBBdO/enadPn/Ljjz/K14mJD8314sULbG1tc23JlySJ8uXL4+LiwqNHj7C1teX169eYm5szYMAAdHR05INtBEEQBOFLxNtfyKV37964ubkRHR3N5MmTGTJkCC9fvmTUqFEUKFCA8uXLY2JiktfFFIR/PNXgLCoqikePHqGnp0eHDh14+/atfBrlx9SDbaGhoXh4eNCnTx/09PS+WbmFr1ejRg2WLVvG9evXCQgIQKlUMm7cOBYsWMCFCxfQ1dVFS0uLtLQ0MjMzKVKkiHyvKnDTtm1bypYtm1c/QVDzNSlxPz6FVqlUUqZMmVyn4InATP5Ut25dwsLCaNu2LX379mX79u0iKKOhPg5qlyxZkqCgIO7evYuVlRXwe1s1NzenQoUKnD59GldX11z3iVQNgiAIwp8RhyYInxUfH8/z58/Jzs6mXr16aGlp4ebmxuHDhwkODqZEiRJ5XURB+MeLiYlh1KhRlClThgkTJtCiRQvevHlD3759WbVqVa7VEx8H21xcXHB0dKRjx455VXzhK924cYP58+dTq1YtOnbsyIkTJ9i0aRNWVlYYGhpy8eJFXr58KQ/gBc2jngfqr+Q3Vb9W5EX95xGH1Wge9bZ69uxZUlNT0dPTo1WrVsTGxjJz5kyqVKmCv78/8OFgjCVLljB8+HCqVKki2qggCILwl4iAm/Cn7ty5g5+fHydOnCAoKIjq1avndZEE4R/pcwchjBgxguvXr9OlSxfevHlD8+bNSU5O5tSpUzg4OHyS8yksLAxnZ2cRbMtnbty4wcKFC6lZsyY9e/bkwYMHbN26lQIFClCyZEkcHR3R1dUVQRkNpN5u/f39efnyJdOnT8fQ0PCr78vMzBQrUQXhb6Y+MeXm5saOHTswMTHh3r17dOvWDSsrK968eYOtrS2FCxembdu2nD9/nuzsbLZs2YKWlpZ4BguCIAh/iQi4CX8oOzub3377jV27dtG7d2+qVKmS10UShH+8W7duYWJigqmpKVevXiUgIIA6depQsmRJVqxYgYGBAenp6VhZWTFkyBB50B4dHY2dnR2enp65Vr8J+cP169floJu1tTUlSpTINUAUq2U0m7OzM7t372b06NF06tSJkiVLfvFa9XqNiIgAPqR0EAN5Qfj7+fn5sXHjRtauXYulpSWbN2/GwcGBTp06YWNjg5aWFsuWLSMjIwMjIyM8PDzQ1dX9w9PBBUEQBOFzxFtD+EM6OjrUqFEDGxsbEWwThL+ZJEnExsbSv39/Vq9ezcmTJ6lduzYlSpQgOTmZTp06ERERQf369Xn16hXnzp3LtUImMzOT9evXi2BbPlWzZk0cHBy4fv06y5Yt4+HDh3JQRpIkEWzTYLt37yY6Opp169YxcuRISpYsSWZmJsnJyWRlZeW6Vj3YFhYWxsKFCylatKgItgnCNxAfH09cXBzz5s3D0tKSgwcP4unpyS7l3YwAAA0KSURBVMSJEzl9+jQuLi7o6uri4+ODn58f3t7eIr+iIAiC8B8TK9wEQRDykPrgW2XXrl2cO3eOo0ePYmVlRfny5Vm0aBHLli2jTZs2pKWlcfPmTerWrZtrkJ6VlYWuru63/gnC/9iVK1fYunUry5cvFwO8fGL9+vXcvHmT1atXc/v2bWJiYggLC0OpVDJgwACGDBmCvr7+Z3MtOjk50aFDhzz+BYLw75CRkcHJkydp1KgRDx8+ZNq0aYwcOZLhw4cTGBjIypUr+eGHH3BxcZFXqX7uPS0IgiAIX0ME3ARBEPKI+vaU169fk56eLp84mZKSwvHjx1m6dCkdO3bk2rVrSJLE6tWrc+VtE/lk/plUAzyxhUnzfG7wHR4ejr29PaNGjeLYsWNYWFjw/fff8/TpU/bu3cv27dsxNTWVrxe5FgUh76gmp3x9fbl48SKurq4UKlSIzZs3c+XKFRISEvD19RXPXkEQBOG/JvanCIIg5AFJkuTOvKenJ4cPHyYhIQETExPGjBlDq1at+Omnn6hTpw7+/v7o6Ohw9epVYmNjcwXcRLDtn0mhUOT6NyJoBvXDDV6+fEmhQoXQ1dWlf//+JCQkcObMGYYPH06zZs0oX748jx494vLly6SlpcnfERgYyLp161ixYoXY/i0IeUC1Pf/+/fskJyejUCjIyMjg9OnTdO/enS5dugCfP8hIEARBEP4KscJNEAThG1NfIbN+/XoCAwOZP38+xYsXJzIykt9++41u3brRv39/jI2NSU1NJS4ujr179zJr1iyRy0sQvrHg4GCGDBkiB7i9vb3Zt28fhoaG1K1bFxsbGwwMDEhLS8PQ0BBJksjKymLSpEkolUr8/f3lgfuECRPo3LkzPXr0yMufJAj/er/88gtDhw7lu+++k4Pp27dvF+9YQRAE4X9GBNwEQRC+kcePH8tbRnNyckhNTWXs2LF0796dIUOGyNc5Oztz+PBhHB0dadCgwSffI06rFIRv59SpU8yfP58mTZqwcuVKDhw4wKJFi7C1teX69etcu3YNAwMD1q5di6GhISkpKezbt49du3aRnJxMeHi4nHRdtFtB0CzXr1/n4MGDGBkZMWrUKHR0dERbFQRBEP5nRMBNEAThG5g7dy6JiYlMnTqVmjVrApCcnMzgwYMZPHgwgwYNyrVdbcCAAZQqVQoPD4+8LLYg/OulpaWxY8cOIiIiqFy5MlWqVKFkyZJ069YNpVLJkSNH8PHxwcjIiLVr16Krq0tYWBhxcXHMnz9fDOAFIR8RbVUQBEH4XxKJCQRBEP5mAwcO5NSpU7x69Yrg4GCuXr0KQKFChTAxMWHv3r0A6OnpkZmZCUD16tVFfjZByGPZ2dkYGhrSvXt3BgwYQFxcHL6+vujr6wOgpaVF69atmTBhAqmpqUydOpWsrCyGDh3KokWL0NHRIScnRwzgBSGfEG1VEARB+F8SATdBEIS/kZeXF+np6Zw+fZrp06fz5MkTQkND+fXXXwGws7Pj7t27zJw5E/j9EIRbt25hbGycV8UWhH+9lJQUefB969YtBgwYQL9+/TAyMiI8PBylUgmArq4urVu3Zvz48dy/fx93d/dc3yMC54IgCIIgCP9OYhpHEAThb5SamiofkHDr1i0yMzO5c+cOISEh6OrqUqNGDZYtW4a9vT1du3alVKlSvHv3juTkZOzs7PK49ILw73Tw4EGio6Nxd3fH3d2dqKgojh8/To8ePVAoFISEhGBnZ4eTkxNaWlro6OjQunVrjI2N+f777/O6+IIgCIIgCIIGEDncBEEQ/gaqk0hjY2Oxt7dHW1ubFy9ecOTIEc6ePYufnx8VK1bEysoKCwsL4uPjCQwMBMDQ0JBJkyaJ3E+CkEdu3bpFz549qVSpEvHx8WzevJlq1aoBkJ6eTnR0NOHh4VStWhUnJyc5qK6Sk5MjVrYJgiAIgiD8y4mAmyAIwt9szJgxnDlzhubNm+Pv7w/Arl27CAwMpFKlSowYMYJatWp9cp8YtAvCt6cKctvZ2REdHU3Tpk1xc3OjaNGi8jWqoNu2bdsoUaIE69at+yToJgiCIAiCIPy7iRxugiAIf6OkpCR0dXWZOnUqz58/x8bGBoBu3boxatQo7t+/T0hICJcuXfrkXhFsE4RvRzX/qGp39erVw93dncuXL7No0SKePn0qX2dgYEDPnj3p3r07hQsXRsxdCoIgCIIgCB8TK9wEQRD+Zjk5OWhpaREZGcmGDRuoUaMGbm5uAOzevRt3d3f69OnD5MmT87ikgvDvpFQq0dL6MAf55s0bihUrJv/t6tWrDBs2jJYtWzJ37lzMzc0BOH78OK1bt5a3j6t/hyAIgiAIgiCIgJsgCMI3kpaWxr59+/D3988VdDtz5gyNGzcWK9oEIY+tXbuWU6dOkZOTQ79+/WjVqhWmpqZcu3aNYcOG0bRpU3r16sW2bdu4f/8++/fvR6FQyEE3QRAEQRAEQVARATdBEIRvKC0tjf379xMQEICZmRkbNmyQ/yZytgnCt6UeKAsLC8Pd3R1ra2tOnTrFy5cvqVevHmPGjMHc3JwbN24wY8YMChYsiL6+PsHBwejq6opgmyAIgiAIgvBZIuAmCILwjaWlpbF9+3YuXbqEi4uL2IYmCHnsypUr7Ny5k8aNG9O+fXsAfH19OXz4MLVr18bKygpzc3PevHlDcnIy5cqVQ0tLS5wiLAiCIAiCIHyRCLgJgiDkgYyMDPT09ETuJ0HIY6dOncLBwYG0tDRWrFhB8+bN5b/5+vpy5MgRateuzejRoylVqpT8N9FuBUEQBEEQhD8ieoqCIAh5QF9fX879JAbtgpB3WrRoQdu2bcnMzOTgwYMkJyfLfxs3bhwdOnTg+PHjHDhwINd9ot0KgiAIgiAIf0SscBMEQRAE4V/hj1alrVixgnPnztGpUyeGDh2KkZGR/LedO3fStWtXkWNREARBEARB+Goi4CYIgiAIwj+eerAtOjqa27dvo6+vT7Vq1ejUqRMADg4OXLp0iR9//PGToBuIg00EQRAEQRCErycCboIgCIIg/GusXLmSHTt2YGlpSWpqKhcuXGDkyJHY2dkBH4Juv/76K40aNWLSpEkYGhrmcYkFQRAEQRCE/EgcrSUIgiAIwr9CTEwMO3fuxNvbm3r16pGRkcGRI0ews7OjQIECTJ8+nQULFjB37lwSEhIwMDDI6yILgiAIgiAI+ZQIuAmCIAiC8K+QkJCAsbExtWrVAj4cXtKlSxdSUlJwdXWlffv21KpVixUrVqBUKuWDTRQKRR6XXBAEQRAEQchvxBFbgiAIgiD84yiVyk8+K1q0KE+ePOHWrVsAqLJqWFpaoqurS1pamnytlpaWHHQTBEEQBEEQhL9KBNwEQRAEQfhHUT8g4eTJk+zdu5e7d+9SvXp1GjZsSHBwMDdv3pSDaSYmJhgbG5OVlZXre750oqkgCIIgCIIg/BlxaIIgCIIgCP9Ibm5ubN68GVNTU54+fcrSpUvJyMhg37596Orq0q1bN0xNTdmwYQNJ/9fe/bxS9sdxHH8Zo8hGySxIITYof4S1DElJYafUlA2FyR/AwsLu2szGxoyNkrJTbMhWZidlhbp/gB+z+OZm1nP45vZ4LM85d397nvN5v8vl7Ozs2EIKAEAhBDcAoCq8zFt7fn7Ozc1NFhcXs7CwkM7Ozvz69SsbGxtZXl5OQ0NDzs/Ps7e3l+7u7jQ1NaVUKqWuri6Pj4+iGwAA/0xwAwA+vNfHSMvlcsrlcnZ3dzM/P18JaD9+/Mja2loWFxczPj5emdnW3NycmpqaPDw85PNn+6QAAPh3/lUCAB/eS2zb2NjIyclJrq6u0trampGRkXR1dSVJZmZmkiTr6+u5v7/P3NxcGhoakvwX7MQ2AACKYhowAPBhvd5Gur+/n93d3QwPD2d0dDTX19f5+fNnbm5uKs/MzMzk27dvOTs7S319feW6BQkAABTJkVIA4MM7PT3NwcFBBgYG8vXr1yTJ9vZ2SqVShoaGMjExkba2tsrzr+e9vWwrBQCAojg7AQB8aLe3t1lZWcnd3V06Ojoq1ycnJ5MkpVIptbW1GRsbS3t7e5KIbQAAvCnnJwCAD62lpSWbm5v58uVLjo6O8vv378q9ycnJzM7OZmtrK8fHx3/9TmwDAOCtOFIKAFSFy8vLLC0tpb+/P1NTU+np6ancOzw8zODgYGVjKQAAvCXBDQCoGhcXF/n+/Xv6+voyPT2d7u7uv+4/Pj6KbgAAvDnBDQCoKhcXF1ldXU1ra2sWFhYqc9sAAOC9mOEGAFSV3t7erK6uprGx8a/NpAAA8F584QYAVKWXLaRPT0/59Mk7RgAA3o/gBgBUrZfoBgAA78nrXgCgaoltAAD8HwQ3AAAAACiQ4AYAAAAABRLcAAAAAKBAghsAAAAAFEhwAwAAAIACCW4AAAAAUCDBDQAAAAAKJLgBAAAAQIEENwAAAAAo0B9OcatJxDEq4QAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Portfolio Climate Transition:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_portfolio_climate_tr \n", "0 0.679 5.287 0.962 -0.049 7.379 7.0 0.0 1.0 0.044\n", "1 0.025 1.503 0.583 -0.792 4.215 92.0 0.0 1.0 0.000\n", "\n", "============================================================\n", "FUND : Carmignac Credit 2027\n", "============================================================\n", " k silhouette davies_bouldin min_cluster_size\n", " 2 0.2840 1.4117 134\n", " 3 0.3331 1.1580 49\n", " 4 0.3456 1.0712 39\n", " 5 0.3182 1.2795 40\n", " 6 0.3321 1.1970 26\n", "→ K retenu : 4 (silhouette=0.3456)\n", " n_comptes pct\n", "cluster_carmignac_credit_2027 \n", "0 47 15.9\n", "1 118 40.0\n", "2 91 30.8\n", "3 39 13.2\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Medians — Carmignac Credit 2027:\n", " flow_freq gross_flow_to_aum avg_n_isin_held flow_direction_balance log_aum_qty_mean months_since_last_tx_fund aum_final_to_peak aum_drawdown_last buy_on_perf_rate\n", "cluster_carmignac_credit_2027 \n", "0 0.130 5.183 0.634 0.041 6.130 7.0 0.000 1.000 0.0\n", "1 0.851 2.353 1.577 0.574 9.763 0.0 0.842 0.158 0.0\n", "2 0.083 1.024 1.000 1.000 6.967 16.0 1.000 0.000 0.0\n", "3 0.000 0.000 0.912 -0.869 6.620 130.0 0.405 0.595 0.0\n", "\n", "============================================================\n", "SUMMARY — Fund-level clustering\n", "============================================================\n", " Carmignac Patrimoine : K=2, sil=0.5054, n=3153\n", " Carmignac Sécurité : K=2, sil=0.5729, n=1622\n", " Carmignac Investissement : K=2, sil=0.4306, n=2192\n", " Carmignac Portfolio Sécurité : K=2, sil=0.8029, n=1161\n", " Carmignac Portfolio Flexible Bond : K=2, sil=0.6085, n=1087\n", " Carmignac Emergents : K=3, sil=0.4735, n=1779\n", " Carmignac Portfolio Patrimoine : K=3, sil=0.6446, n=1143\n", " Carmignac Portfolio Global Bond : K=3, sil=0.8452, n=1716\n", " Carmignac Portfolio Credit : K=2, sil=0.7000, n=1016\n", " Carmignac Portfolio Emerging Patrimoine : K=3, sil=0.5964, n=1135\n", " Carmignac Portfolio Grande Europe : K=2, sil=0.3729, n=1386\n", " Carmignac Court Terme : K=2, sil=0.4725, n=525\n", " Carmignac Portfolio Long-Short European : K=4, sil=0.3969, n=605\n", " Carmignac Portfolio Climate Transition : K=2, sil=0.6663, n=1278\n", " Carmignac Credit 2027 : K=4, sil=0.3456, n=295\n", "\n", "============================================================\n", "ARI — coherence: global clustering × fund clustering\n", "============================================================\n", " Carmignac Patrimoine : ARI=0.0238 (n=3000)\n", " Carmignac Sécurité : ARI=0.0119 (n=1477)\n", " Carmignac Investissement : ARI=0.0426 (n=2053)\n", " Carmignac Portfolio Sécurité : ARI=0.0820 (n=1047)\n", " Carmignac Portfolio Flexible Bond : ARI=-0.0448 (n=944)\n", " Carmignac Emergents : ARI=0.0153 (n=1640)\n", " Carmignac Portfolio Patrimoine : ARI=0.0118 (n=1029)\n", " Carmignac Portfolio Global Bond : ARI=0.0799 (n=1584)\n", " Carmignac Portfolio Credit : ARI=0.0090 (n=901)\n", " Carmignac Portfolio Emerging Patrimoine : ARI=-0.0332 (n=996)\n", " Carmignac Portfolio Grande Europe : ARI=-0.0264 (n=1247)\n", " Carmignac Court Terme : ARI=-0.0347 (n=423)\n", " Carmignac Portfolio Long-Short European : ARI=0.0516 (n=495)\n", " Carmignac Portfolio Climate Transition : ARI=-0.0456 (n=1141)\n", " Carmignac Credit 2027 : ARI=0.0470 (n=238)\n" ] } ], "source": [ "print(\"=== Available funds (top 20 by AUM) ===\")\n", "top_funds_aum = (\n", " df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", " .sort_values(ascending=False)\n", " .head(20)\n", ")\n", "print(top_funds_aum.to_string())\n", "\n", "# Step 1. Select top funds by AUM with minimum account count\n", "# Critères : top 15 par AUM total + au moins 20 clients\n", "min_clients_per_fund = 20\n", "n_top_funds = 15\n", "\n", "aum_by_fund_total = df_aum.groupby(FUND_COL)[AUM_VAL_COL].sum()\n", "clients_by_fund = df_aum.groupby(FUND_COL)[ID_COL].nunique()\n", "\n", "valid_funds = (\n", " aum_by_fund_total[\n", " clients_by_fund >= min_clients_per_fund\n", " ]\n", " .sort_values(ascending=False)\n", " .head(n_top_funds)\n", " .index.tolist()\n", ")\n", "print(f\"\\nSelected funds ({len(valid_funds)}) :\")\n", "for f in valid_funds:\n", " print(f\" {f} : {clients_by_fund[f]} clients, AUM={aum_by_fund_total[f]:.0f}\")\n", "\n", "# Step 2. Build account × fund monthly panel\n", "df_rel_m_fund = df_rel_m.copy()\n", "df_rel_m_fund = df_rel_m_fund.merge(\n", " df_aum[[ID_COL, ISIN_COL, \"month\", FUND_COL]].drop_duplicates(),\n", " on=[ID_COL, ISIN_COL, \"month\"],\n", " how=\"left\"\n", ")\n", "\n", "# Monthly panel par compte x fund\n", "tmp_fund = df_rel_m_fund.copy()\n", "tmp_fund[\"isin_held_flag\"] = (tmp_fund[\"aum_qty\"] > 0).astype(int)\n", "tmp_fund[\"isin_active_flag\"] = (tmp_fund[\"gross_flow_qty\"] > 0).astype(int)\n", "\n", "df_month_fund = (\n", " tmp_fund.dropna(subset=[FUND_COL])\n", " .groupby([ID_COL, FUND_COL, \"month\"], as_index=False)\n", " .agg(\n", " aum_qty = (\"aum_qty\", \"sum\"),\n", " net_flow_qty = (\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty = (\"gross_flow_qty\", \"sum\"),\n", " sub_qty = (\"sub_qty\", \"sum\"),\n", " red_qty = (\"red_qty\", \"sum\"),\n", " n_tx = (\"n_tx\", \"sum\"),\n", " n_isin_held = (\"isin_held_flag\", \"sum\"),\n", " ret_fund_m = (\"ret_fund_m\", \"mean\"),\n", " )\n", " .sort_values([ID_COL, FUND_COL, \"month\"])\n", " .reset_index(drop=True)\n", ")\n", "\n", "df_month_fund[\"active_month\"] = (df_month_fund[\"gross_flow_qty\"] > 0).astype(int)\n", "df_month_fund[\"flow_direction\"] = np.where(\n", " df_month_fund[\"gross_flow_qty\"] > 0,\n", " df_month_fund[\"net_flow_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", " np.nan\n", ")\n", "df_month_fund[\"sub_share\"] = np.where(\n", " df_month_fund[\"gross_flow_qty\"] > 0,\n", " df_month_fund[\"sub_qty\"] / df_month_fund[\"gross_flow_qty\"],\n", " np.nan\n", ")\n", "df_month_fund[\"aum_peak\"] = df_month_fund.groupby(\n", " [ID_COL, FUND_COL]\n", ")[\"aum_qty\"].cummax()\n", "df_month_fund[\"aum_drawdown\"] = np.where(\n", " df_month_fund[\"aum_peak\"] > 0,\n", " 1 - df_month_fund[\"aum_qty\"] / df_month_fund[\"aum_peak\"],\n", " np.nan\n", ")\n", "\n", "# Lag performance pour réactivité\n", "df_month_fund[\"ret_fund_lag1\"] = df_month_fund.groupby(\n", " [ID_COL, FUND_COL]\n", ")[\"ret_fund_m\"].shift(1)\n", "df_month_fund[\"buy_on_perf\"] = (\n", " (df_month_fund[\"net_flow_qty\"] > 0) &\n", " (df_month_fund[\"ret_fund_lag1\"] > 0)\n", ").astype(int)\n", "df_month_fund[\"has_perf\"] = df_month_fund[\"ret_fund_lag1\"].notna().astype(int)\n", "\n", "print(\"\\ndf_month_fund shape:\", df_month_fund.shape)\n", "\n", "# Step 3. Feature engineering per account × fund\n", "reference_date = df_month_fund[\"month\"].max()\n", "\n", "# months_since_last_tx par fund\n", "last_active_fund = (\n", " df_month_fund[df_month_fund[\"active_month\"] == 1]\n", " .groupby([ID_COL, FUND_COL])[\"month\"]\n", " .max()\n", " .reset_index(name=\"last_active_month\")\n", ")\n", "last_active_fund[\"months_since_last_tx_fund\"] = (\n", " (reference_date.to_period(\"M\") -\n", " last_active_fund[\"last_active_month\"].dt.to_period(\"M\"))\n", " .apply(lambda x: x.n)\n", ")\n", "\n", "df_client_fund = (\n", " df_month_fund.groupby([ID_COL, FUND_COL], as_index=False)\n", " .agg(\n", " n_months = (\"month\", \"nunique\"),\n", " n_active_months = (\"active_month\", \"sum\"),\n", " flow_freq = (\"active_month\", \"mean\"),\n", " aum_qty_mean = (\"aum_qty\", \"mean\"),\n", " aum_qty_max = (\"aum_qty\", \"max\"),\n", " aum_qty_last = (\"aum_qty\", \"last\"),\n", " gross_flow_qty_sum = (\"gross_flow_qty\", \"sum\"),\n", " net_flow_qty_sum = (\"net_flow_qty\", \"sum\"),\n", " n_tx_total = (\"n_tx\", \"sum\"),\n", " avg_n_isin_held = (\"n_isin_held\", \"mean\"),\n", " flow_direction_mean = (\"flow_direction\", \"mean\"),\n", " sub_share_mean = (\"sub_share\", \"mean\"),\n", " aum_drawdown_last = (\"aum_drawdown\", \"last\"),\n", " buy_on_perf_months = (\"buy_on_perf\", \"sum\"),\n", " has_perf_months = (\"has_perf\", \"sum\"),\n", " )\n", ")\n", "\n", "# Merge months_since_last_tx\n", "df_client_fund = df_client_fund.merge(\n", " last_active_fund[[ID_COL, FUND_COL, \"months_since_last_tx_fund\"]],\n", " on=[ID_COL, FUND_COL], how=\"left\"\n", ")\n", "max_months = df_client_fund[\"months_since_last_tx_fund\"].max()\n", "df_client_fund[\"months_since_last_tx_fund\"] = (\n", " df_client_fund[\"months_since_last_tx_fund\"].fillna(max_months + 1)\n", ")\n", "\n", "# Ratios protégés\n", "df_client_fund[\"gross_flow_to_aum\"] = np.where(\n", " df_client_fund[\"aum_qty_mean\"] > 1,\n", " df_client_fund[\"gross_flow_qty_sum\"] / df_client_fund[\"aum_qty_mean\"],\n", " np.nan\n", ")\n", "df_client_fund[\"flow_direction_balance\"] = np.where(\n", " df_client_fund[\"gross_flow_qty_sum\"] > 0,\n", " df_client_fund[\"net_flow_qty_sum\"] / df_client_fund[\"gross_flow_qty_sum\"],\n", " np.nan\n", ")\n", "df_client_fund[\"aum_final_to_peak\"] = np.where(\n", " df_client_fund[\"aum_qty_max\"] > 0,\n", " np.clip(df_client_fund[\"aum_qty_last\"] / df_client_fund[\"aum_qty_max\"], 0, 1),\n", " np.nan\n", ")\n", "df_client_fund[\"log_aum_qty_mean\"] = np.log1p(\n", " df_client_fund[\"aum_qty_mean\"].clip(lower=0)\n", ")\n", "df_client_fund[\"buy_on_perf_rate\"] = np.where(\n", " df_client_fund[\"has_perf_months\"] >= 6,\n", " df_client_fund[\"buy_on_perf_months\"] / df_client_fund[\"has_perf_months\"],\n", " np.nan\n", ")\n", "\n", "# Filtre qualité\n", "df_client_fund = df_client_fund[\n", " (df_client_fund[\"n_months\"] >= 6) &\n", " (df_client_fund[\"aum_qty_mean\"] > 0) &\n", " (df_client_fund[FUND_COL].isin(valid_funds))\n", "].copy()\n", "\n", "print(\"df_client_fund shape:\", df_client_fund.shape)\n", "print(\"\\nComptes par fund :\")\n", "print(df_client_fund.groupby(FUND_COL)[ID_COL].nunique().sort_values(ascending=False))\n", "\n", "# 4. Features pour le clustering par fund ───────────────────────────────\n", "fund_features = [\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " \"avg_n_isin_held\",\n", " \"flow_direction_balance\",\n", " \"log_aum_qty_mean\",\n", " \"months_since_last_tx_fund\",\n", " \"aum_final_to_peak\",\n", " \"aum_drawdown_last\",\n", " \"buy_on_perf_rate\",\n", "]\n", "\n", "# Step 5. Clustering loop across all selected funds\n", "FUND_RESULTS = {}\n", "\n", "for fund in valid_funds:\n", " print(f\"\\n{'='*60}\")\n", " print(f\"FUND : {fund}\")\n", " print(f\"{'='*60}\")\n", "\n", " df_f = df_client_fund[df_client_fund[FUND_COL] == fund].copy()\n", " feats = [c for c in fund_features if c in df_f.columns]\n", "\n", " # Preprocessing\n", " d = df_f.copy()\n", " d[\"flow_direction_balance\"] = d[\"flow_direction_balance\"].fillna(0)\n", " d[\"buy_on_perf_rate\"] = d[\"buy_on_perf_rate\"].fillna(0)\n", "\n", " for col in [\"avg_n_isin_held\", \"months_since_last_tx_fund\",\n", " \"aum_drawdown_last\", \"aum_final_to_peak\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " med = np.nanmedian(vals)\n", " mad = np.nanmedian(np.abs(vals - med)) * 1.4826\n", " if mad > 0:\n", " d[col] = np.clip(vals, med - 3*mad, med + 3*mad)\n", " else:\n", " d[col] = np.clip(vals, 0, np.nanpercentile(vals, 95))\n", "\n", " for col in [\"gross_flow_to_aum\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, np.nanpercentile(vals, 90)))\n", "\n", " for col in [\"flow_freq\"]:\n", " if col not in d.columns:\n", " continue\n", " vals = d[col].to_numpy(dtype=float)\n", " d[col] = np.log1p(np.clip(vals, 0, None))\n", "\n", " X_f = d[feats].fillna(d[feats].median()).to_numpy()\n", " X_f_scaled = RobustScaler().fit_transform(X_f)\n", "\n", " # K-selection\n", " best_k = 2\n", " best_sil = -1\n", " rows_k = []\n", " max_k = min(6, len(df_f) // 20)\n", "\n", " for k in range(2, max_k + 1):\n", " km = KMeans(n_clusters=k, n_init=30, random_state=RANDOM_STATE)\n", " labels = km.fit_predict(X_f_scaled)\n", " # Vérifier que les clusters ne sont pas trop déséquilibrés\n", " sizes = pd.Series(labels).value_counts()\n", " if sizes.min() < 10:\n", " continue\n", " sil = silhouette_score(X_f_scaled, labels)\n", " db = davies_bouldin_score(X_f_scaled, labels)\n", " rows_k.append({\n", " \"k\": k,\n", " \"silhouette\": round(sil, 4),\n", " \"davies_bouldin\": round(db, 4),\n", " \"min_cluster_size\": sizes.min(),\n", " })\n", " if sil > best_sil:\n", " best_sil = sil\n", " best_k = k\n", "\n", " df_k = pd.DataFrame(rows_k)\n", " print(df_k.to_string(index=False))\n", " print(f\"→ K retenu : {best_k} (silhouette={best_sil:.4f})\")\n", "\n", " # Clustering final\n", " km_final = KMeans(n_clusters=best_k, n_init=50, random_state=RANDOM_STATE)\n", " cluster_col = f\"cluster_{fund.lower().replace(' ','_')[:30]}\"\n", " df_f[cluster_col] = km_final.fit_predict(X_f_scaled)\n", "\n", " # Sizes\n", " counts = df_f[cluster_col].value_counts().sort_index()\n", " props = counts / counts.sum() * 100\n", " print(pd.DataFrame({\"n_comptes\": counts, \"pct\": props.round(1)}))\n", "\n", " # Heatmap\n", " profile_vars_fund = [c for c in fund_features if c in df_f.columns]\n", " prof = plot_heatmap(\n", " df_f, profile_vars_fund, cluster_col,\n", " title=f\"Cluster Signatures — {fund[:40]} (K={best_k}, robust z-score)\",\n", " figsize=(14, 4)\n", " )\n", " print(f\"\\nMedians — {fund}:\")\n", " print(prof.round(3).to_string())\n", "\n", " FUND_RESULTS[fund] = {\n", " \"df\": df_f,\n", " \"cluster_col\": cluster_col,\n", " \"k\": best_k,\n", " \"silhouette\": best_sil,\n", " \"profile\": prof,\n", " \"n\": len(df_f),\n", " }\n", "\n", "# Step 6. Summary\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"SUMMARY — Fund-level clustering\")\n", "print(\"=\"*60)\n", "for fund, res in FUND_RESULTS.items():\n", " print(f\" {fund[:40]:40s} : K={res['k']}, \"\n", " f\"sil={res['silhouette']:.4f}, n={res['n']}\")\n", "\n", "# 7. Croisement avec le clustering global ───────────────────────────────\n", "print(\"\\n\" + \"=\"*60)\n", "print(\"ARI — coherence: global clustering × fund clustering\")\n", "print(\"=\"*60)\n", "\n", "dfc_fund_cross = dfc[[ID_COL, \"cluster_k4\"]].copy()\n", "\n", "for fund, res in FUND_RESULTS.items():\n", " cluster_col = res[\"cluster_col\"]\n", " df_f = res[\"df\"][[ID_COL, cluster_col]].copy()\n", " dfc_fund_cross = dfc_fund_cross.merge(df_f, on=ID_COL, how=\"left\")\n", "\n", " mask = dfc_fund_cross[cluster_col].notna()\n", " if mask.sum() < 10:\n", " continue\n", " labels_global = dfc_fund_cross.loc[mask, \"cluster_k4\"].values\n", " labels_fund = dfc_fund_cross.loc[mask, cluster_col].values\n", " ari = adjusted_rand_score(labels_global, labels_fund)\n", " print(f\" {fund[:40]:40s} : ARI={ari:.4f} (n={mask.sum()})\")" ] }, { "cell_type": "markdown", "id": "16115b05", "metadata": {}, "source": [ "---\n", "## 6. Part 2 — Top 400 Accounts Clustering\n", "\n", "### Objective\n", "Focus on the accounts representing the highest AUM (> €5M as of October 2025), which together account for over 97% of total assets. On this restricted universe, the longer and denser time series allow for additional features — in particular, **lagged correlations between flows and fund performance** — that are too sparse to use on the full dataset.\n", "\n", "### Additional features (vs global clustering)\n", "| Feature | Description |\n", "|---|---|\n", "| `corr_flow_fund_lag3` | Correlation between flow-to-AUM and fund return lagged 3 months |\n", "| `corr_flow_fund_lag6` | Same at 6-month lag |\n", "| `corr_flow_rate_lag3` | Correlation between flow-to-AUM and interest rate change lagged 3 months |\n", "| `activity_intensity` | Number of transactions per month |\n", "| `flow_to_aum_vol` | Volatility of the flow-to-AUM ratio |\n", "\n", "### Preprocessing\n", "Identical to Part 1: MAD winsorization, clip p90 + log-transform for `gross_flow_to_aum` and `flow_freq`, RobustScaler.\n" ] }, { "cell_type": "code", "execution_count": 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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", "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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Overall churn rates ===\n", "churn_hard 0.684\n", "churn_soft 0.775\n", "churn_warning 0.321\n", "dtype: float64\n", "\n", "=== Churn 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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", 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" ] }, "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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+7709c+aM1jYfPXoU77i7deumbtKkiVYZUKlU6u+++05dr149zbS4+Lt3765WqVSa6dOmTVOXLFlSE9Pbt2/Vbm5u6rZt26qjoqK09v/xet999526bdu2WvP/+OMPnXF/asuWLZry1KVLF/XcuXPV586d03qPPz5eFxcX9dOnTzXTr1y5onZwcFBPmzZNM03X+7tnzx61g4ODVvkeNWqUukSJEuqrV6/GWz7u+BYuXKh2dXVVP3jwQGv+rFmz1CVLllSHhIQkenzVq1dXDx48ON70sWPHqqtWrap+9eqV1vRhw4apy5Urp3UMs2fP1nw29+/fr3ZwcFCvWrVKM1/f9+nTz1pSypa+5VWtjn9tj/s8jRkzRmu5gQMHqitUqKB5ff36dbWDg4N66tSpWst5e3sneE34WFKuYSdOnFA7ODioFy1apA4KClK7urqqBwwYoLVe3LnWVYYT+r7Qt7zEneNKlSppndPZs2erHRwc1M2aNVPHxMRopg8fPlxdunRpzWc7KdcaXaZOnRrv8xAeHq6uVauWumbNmprPn67vbrVad9lJ6LtFV3mKKxNxgoOD1SVLllQvXrxYa93bt2+rS5UqpTW9c+fOagcHB/XGjRsTPUa1+r/vpSlTpnx22YS8fv1aXblyZXXHjh11zh8/frzaxcUl2dsXqUuaa4o068WLF5ibm5M/f/4El/Hw8GDlypV6/ftYt27dGD9+PE2bNqV+/fqMGzeO6dOnExgYyIYNGxKNK67mMKl36pIjW7Zs3Llzh8DAwCSve+DAAbJmzUrVqlV59eqV5l/p0qWxsLCI10ypUKFCVKtWLd7+AY4cOaJX8yxjatWqlVazt7gmYp82MdHlwIED2NvbU7RoUa1zValSJYB456pKlSoULlxY87pEiRJYWlpq7StbtmxcuXJFr2aU+mjevDnPnz/XimX37t1kypSJevXqfXb948ePU7FiRb37zSxYsEDr8zNz5kyt+e3atdMaYOKvv/7i7du3NG7cWOscmpiYUKZMGU3cz58/JyAggJYtW2oNxlG1alWKFSumV2yfCgsL48yZMzRs2JDw8HDNvl+/fo2HhweBgYHx3oe4mqQ47u7uKJVKHj9+DHxopvz+/Xv69OkTrzbu4/WaN2/OlStXCAoK0kzbvXs3+fPnp0KFConG3aZNG5YtW0bFihW5ePEiixYtolOnTtSrV0/n3fE6depo1di6uLhQpkwZjh07ppn28fv777//8urVK82AOXFNhVUqFYcPH6ZmzZo6RxSOO74DBw5Qrlw5smXLpvWeVqlSBaVSyblz5xI9vrCwMK0aCPjQf+uPP/6gVq1aqNVqre16eHjw7t07rSbNgwYNolixYowePRofHx8qVKhA165dNfP1fZ+Sy1DltX379lqv3d3dCQsL03yfnDhxAvjQB+pj+o5KmpRrmIeHB9999x0LFy5k8ODBZMyYMckjFuv6vkhqeWnQoIHWOXVxcQGgWbNmWn3WXFxciImJ0XyG9b3WJOTYsWO4uLhoNSPOkiUL3333HY8fP+bu3btJOhcpdejQIVQqFQ0bNtQ6nly5cmFraxvveMzNzTVNLBOT0t8qKpWKkSNH8vbtW8aPH69zmWzZshEVFRWv6bFIG6S5pkizJk2ahK+vL7169WL9+vWaJiMfy5MnD3ny5DHI/po2bcqMGTP466+/Em0iE9eu/f379wbZb2KGDBnCgAEDqF+/Pg4ODnh4eNC8eXNKlCjx2XUfPnzIu3fvEuwQ/enADrqatzRq1IgtW7bw448/Mnv2bCpXrkzdunVp0KABJiYJ3yMKCwsjJibmszHqkj17dp19lD7n0+YocT8u3759+9l1Hz58yL179/Q+V7puPGTPnl1rXyNHjsTb25saNWpQunRpPD09adGiBTY2Np+NR5eqVauSO3dudu3aReXKlVGpVOzZs4fatWvr7GvxsZiYGE6dOsXw4cP13p+7u3uiA698Wl7ibkR069ZN5/JxMYaEhABga2sbbxk7Ozud/Q4/JygoCLVazbx585g3b57OZV6+fKmVIH2uvMQlbZ8bpKZRo0ZMmzaNXbt2MWjQIN69e8f//vc/unfvrleSUa1aNapVq0ZkZCQ3btxg3759/Pbbb/Tr14/9+/drNcXSdc6KFCnC/v37Na/DwsLw8/Nj37598crtu3fvAHj16hXh4eGfPbaHDx9y+/btBD8Xuvoifkr9SX/nV69e8fbtWzZt2sSmTZs+u11zc3OmTZtGmzZtyJgxI9OmTdM6r/q+T8llqPKaUHl78+YNlpaWhISEYGJiEu9zpWu/uiT1GjZ69Gj+/PNPAgICmD17doJN/hKi6/siqeXl0+toXMKX0PQ3b95gY2Oj97UmISEhITpHCo77jRESEoKDg0Oi2zCkwMBA1Gp1gjfrPh2kJW/evHp9R6b0t8rkyZM5ceIEM2bMSPA3R9znW0bXTJskyRNplr29PUuXLqVbt2707NmTjRs3xrv4R0VFaX64fE7u3Lk/u0y+fPni9UX6VNwXwe3btylZsqRe+9bXxwMJAJQvX55Dhw5x5MgRTp06xdatW1m9ejU+Pj60bds20W2pVCqsra2ZNWuWzvmf/oDXVcOTKVMm1q9fz9mzZzl69CgnTpxg3759bNq0iRUrViQ4VPjgwYP5+++/E40vIWvWrEnW4wMSSjo//ZGpi0qlwsHBQdOf4lOf9r1J6Lg/3lejRo1wd3fn0KFDnDp1iuXLl7N06VIWLFiQrMFPTE1Nadq0KZs3b2bixIlcvHiR58+f69U39MKFC4SHhxt0ZNpPa03ijv3nn3/W+VlLzrDyCf1w+LRWOe51z54949UuxPm45hVSVl4+lj17dmrWrMnu3bsZNGgQBw4cIDo6Osl9djNnzoy7uzvu7u7kzJkTPz8/jh8/TsuWLZO0naFDh3Lp0iW8vLwoWbIkFhYWqFQqevXqleRjU6lUVK1alV69eumcX6RIkUTXz5EjR7ybLHHvVbNmzRI8tk8HpTh58iTwoWby4cOHyb5R8jF9y5ahGKq8JSSp17CAgABN4vfp4D360PV9kdTyktA14XPnKjWuNbp8qTKiUqlQKBQsXbpUZ+yfjlysb2sMW1tbMmTIkKz318/Pjw0bNjBixAhatGiR4HJv374lc+bMMrJqGiVJnkjTXFxcWLRoEX369KFHjx5s2LBBKznZt29fgl9qn7p9+3ai89VqNY8fP443sMWnqlevjqmpKbt370704peYT2t94MNgDaGhofGWzZEjB61bt6Z169a8f/+ezp07s2DBAk2Sl9AXUeHChTl9+jRly5ZN0QXYxMSEypUrU7lyZcaMGcOSJUuYM2cOZ8+epUqVKjrXGT16tF41aLroU0uZXImdq1u3blG5cmWD3pHMkycPnTp1olOnTrx8+ZKWLVuyZMmSBJOtz+27efPmrFixgj///JPjx49jZWWFh4fHZ+M4duwYxYoVS9XnXcX98La2tk6wXMB/NRofj3wa58GDB1qv42o7Pr2RE9ek8tN9m5mZJbrvpIhLCu/cufPZ2pTmzZszYMAArl69qhkcJyU1S05OTgDxrge6zllgYKBmRLw3b95w+vRpBg8ezKBBg7SW+ZiVlRWWlpafHYmwcOHCREREJPucFi1aNN7IhFZWVmTJkgWVSqXXdm/dusXChQtp1aoVt27d4scff2T37t2a2p2kvE8f07dsJaW8pkSBAgVQqVQEBwdrJUO69qtLUq5hERERjBkzhmLFiuHm5sayZcuoU6eOprkkJK9mJqXlRV/6XmsSUqBAAZ3v3f379zXzQf8yAimrySpcuDBqtZpChQphZ2eX7O18KnPmzFSqVIkzZ87w5MmTRLu+fGz9+vUsWLCAbt26fXbgn+DgYJ2trETaIH3yRJpXuXJlfvnlF4KCgujVq5fWaJrJ7ZOnq5nRhg0bePXqVYI1AXHy589P27ZtOXnyJGvXro03X6VSsWLFCp4+fZrgNmxsbDh//rzWtM2bN8eryft02PMsWbJQuHBhrSGx456P82lS1bBhQ5RKZbyRIQFiY2P1SsJ0DVsdV3v56aMFPubk5ESVKlWS9e/jERwNLXPmzDprfhs2bMizZ8/YvHlzvHlRUVGa0SP1pVQq4+3H2tqaPHnyJHreEnov45QoUQJHR0e2bt3KH3/8QePGjfV63pIhHp3wOdWqVcPS0hJ/f3+dTXXjPnN58uShZMmS7NixQ+scnTp1Kl5fmIIFC2JqahqvL8/GjRu1XltbW1OhQgU2bdrE8+fPE9x3Unh4eJAlSxb8/f3jPQbh09qX6tWrkzNnTpYtW8a5c+f0rsU7ffq0zulxfew+/cF3+PBhrb6FV69e5cqVK1SvXh1IuAZj9erVWq9NTEyoU6cO//vf/7h27Vq85eOOr2HDhly6dEnTX+xjb9++JTY2NqFDA8DV1ZU7d+5olXlTU1Pq16/PwYMHddYwfPxexcTEMGbMGPLkycO4cePw9fXlxYsXTJs2TbNMUt6nj+lbtpJSXlMi7mbNp33C161bp9f6SbmGzZo1iydPnjB9+nS8vb0pWLAg3t7eOr9X9G0pExdDSsqLvvS91iTE09OTq1evcunSJc20iIgINm/eTMGCBTV9LeNuIHxcRpRKpc5znNB3iz7q1auHqakpfn5+8cqsWq3W+fgTfQ0cOBC1Ws2oUaN0Ntu8fv06O3bs0Lzet28fU6ZMoWnTpnrdQL958yZly5ZNdnwidUlNnkgX6taty+TJkxk7diz9+/dn2bJlZMyYMdl98mrWrEmjRo1wcHDA3NycixcvsnfvXkqWLMl333332fW9vb159OgRU6ZM4Y8//qBmzZpky5aNJ0+ecODAAe7fv0/jxo0TXL9t27ZMmDCBwYMHU6VKFW7dusXJkyfjDVHcuHFjKlSoQOnSpcmRIwfXrl3TDMsfJ244/ilTpuDh4YGpqalmve+++w5/f38CAgKoWrUqZmZmBAYGcuDAAcaNG0eDBg0SPc6FCxdy/vx5PD09KViwIC9fvmTDhg3ky5ePcuXKffY8pTWlS5dm3759+Pr64uzsjIWFBbVq1aJ58+bs37+fCRMmcPbsWcqWLYtSqeT+/fscOHCAZcuW6RygIiHv37/H09OT+vXrU6JECSwsLPjrr7+4du1aog+GzpQpE8WKFWP//v0UKVKEHDlyULx4ca3+IS1atGDGjBkAeiUTjx494t69e0ycOFHv+JPD0tKSiRMnMmrUKFq1akWjRo2wsrIiJCSEY8eOUbZsWX766ScAhg8fTt++fenYsSOtW7cmLCyMdevWUbx4ca0fo1mzZqVBgwasW7cOhUKBjY0NR48e1fmg8AkTJtCxY0eaNm1Ku3btsLGx4cWLF1y+fJmnT5+ya9euJB/PmDFj+PHHH2nTpg1NmjQhW7Zs3Lp1i6ioKM17AB9qEBs3bsy6des0nz99DBgwgEKFClGzZk1sbGyIjIzkr7/+4n//+x/Ozs7xHhtTuHBhOnToQIcOHYiOjmbNmjXkyJFD0zzO0tKS8uXLs2zZMmJiYsibNy+nTp2KV5sGH96DU6dO0aVLF82Q+6GhoRw4cIANGzaQLVs2vLy8+PPPP+nXrx8tW7akdOnSREZG8s8//3Dw4EGOHDmSaL/N2rVrs2jRIv7++2+tGucRI0Zw9uxZ2rVrR9u2bSlWrBhv3rzhxo0bnD59WtPUe/HixQQEBLBq1SosLS0pUaIEAwcOZO7cuTRo0ABPT88kvU8fS0rZ0re8poSTkxP169dn9erVhIWFaR6hEFcLq08tvz7XsNOnT7NhwwYGDRqk+e7w9fWlS5cuzJ07l1GjRgEfbuaZmpqydOlS3r17h7m5OZUqVUq0715Ky4u+knKt0aVPnz7s3buX3r1706VLF7Jnz87OnTsJDg5mwYIFmuaixYsXx9XVlV9++YU3b96QPXt29u3bpzNZTei7RR+FCxdm6NChzJ49m8ePH1OnTh2yZMlCcHAwhw8fpl27dnh5eSXrXMWdCx8fHxo2bEjz5s2xtbXl/fv3/P333/z5558MHToU+HDTaNSoUeTIkYPKlSvHu2aWLVtWq6n09evXCQsLo3bt2smKTaQ+SfJEutG6dWvevHnDjBkz+P777/Hz89OrFkOXpk2bcunSJQ4ePEh0dDQFChSgV69e9OvXT3MHMzGZM2dm6dKlbN++nZ07d7Jo0SKioqLIkycPFStWZNasWYk+t6xdu3YEBwezdetWTpw4Qbly5Vi5cmW8h6t36dKFP//8k1OnTmniHDp0qNYFv169enTp0oW9e/eya9cu1Gq15kfmpEmTcHJy4rfffmPOnDmYmppSsGBBmjVrptfdt1q1avH48WO2bdvG69evyZkzJxUqVGDw4MFao6KlFx07diQgIIDt27ezatUqChYsSK1atTAxMWHhwoWsWrWK33//nUOHDpE5c2YKFSpEly5dktyEJlOmTJqH1v/xxx+o1WoKFy6sSUQSM2XKFCZPnoyvry8xMTEMGjRIK8lr2rQps2bNwsbGRqt5VUKOHz9O1qxZv8jd1qZNm5InTx5+/fVXli9fTnR0NHnz5sXd3V1rNLjq1aszb9485s6dy+zZsylcuDC+vr4cOXIkXl/OH3/8kdjYWH777TfMzc1p0KABo0aNokmTJlrLFStWjG3btuHn58eOHTsICwvDysqKUqVKMXDgwGQdT9u2bbG2tubXX39l0aJFZMiQgaJFi8b7nMKHH9nr1q2jcuXKet94mjJlCkeOHGH//v08f/4ctVqNjY0N/fr1o3fv3vGuby1atMDExITVq1fz8uVLXFxcGD9+vNb+Zs+ezeTJk9mwYQNqtZqqVauydOnSeC0U8ubNy+bNm5k3bx67d+8mPDycvHnzUr16dU3z7syZM7N27Vr8/f05cOAAO3fuxNLSkiJFiuh1DXBycsLR0ZH9+/drJXm5cuViy5YtLFy4kEOHDrFx40Zy5MhBsWLFGDlyJPBhJFB/f386d+6sGSESPvxAP3LkCD/++CN79+4lW7ZsSXqfPqZv2UpKeU2JGTNmkCtXLvbu3cuhQ4eoUqUKc+bMoUGDBp8daEOfa1h4eDjjxo2jVKlS9OvXT7Ouu7s7Xbt2ZeXKldSrVw9XV1dy586Nj48P/v7+jBs3DqVSyZo1axJN8lJaXpJC32uNLrly5eK3335j5syZrFu3jn///RdHR0eWLFlCjRo1tJadNWsWP/30E7/++ivZsmWjTZs2VKxYkR49emgtl9B3i7769OlDkSJFWLVqFQsXLgQ+9KOsWrVqkrajS/v27XF2dmbFihXs3LmT169fY2FhQalSpfD19dXcLLx79y4xMTG8evWKsWPHxtuOr6+vVpJ34MABChQooPX5FGmLQm2oXr9CCCFSXVyT4gEDBuiVvMQ9GDyhUSfTEm9vb83d5fTm1q1bNG/enBkzZiS7r25CgoODqV27NqNGjUr2HX1j2blzJ5MmTeLo0aPxHqcgPi8gIIAWLVowc+bMJA/mI0RqiY6OplatWvTu3TvBUU6F8UmfPCGESEd27NiBUqmkefPmei1foUKFz9ZoiJTbvHkzFhYWej2z8FvSrFkzChQowPr1640dSpoXFRUVb9rq1asxMTGhfPnyRohICN22bdtGhgwZ6NChg7FDEYn46ptrvn37lu7du6NUKlEqlXTt2pV27doZOywhhEiS06dPc+/ePZYsWUKdOnX0Himzd+/eqRzZt+3PP//k7t27bN68mU6dOsUb7vxbZ2Jiwp49e4wdRrqwbNkyrl+/TqVKlTA1NeX48eMcP36c7777Tu+REYX4EuL6Bou07atP8rJkycL69evJnDkzERERNGnShLp168Yb4EIIIdKyRYsWcenSJdzc3Bg/fryxwxH/b8qUKbx48YLq1aszePBgY4cj0jE3NzdOnTrFokWLiIiIIH/+/AwePFir/5wQQujrm+qTFxYWRqtWrdi6datBRngSQgghhBBCiLQmzffJO3fuHP369cPDwwNHR0cOHz4cb5n169dTq1YtnJ2dadu2LVevXtWa//btW5o1a4anpydeXl6S4AkhhBBCCCG+Wmk+yYuIiMDR0ZEJEybonB/3XJKBAweyY8cOSpQogZeXl9azbrJly8auXbs4cuQIu3fv5sWLF18qfCGEEEIIIYT4otJ8nzxPT088PT0TnL9y5UratWtH69atAfDx8eHo0aNs27aNPn36aC2bK1cuSpQowfnz5z/7EGgAlUpFbGwsJiYmn30QqRBCCCGEEEKkJrVajUqlIkOGDJiYJFxfl+aTvMRER0dz48YN+vbtq5lmYmJClSpVuHTpEgAvXrwgU6ZMWFpa8u7dO86fP6/3iECxsbFcu3YtVWIXQgghhBBCiORwdnbG3Nw8wfnpOsl7/fo1SqUSa2trrenW1tbcv38fgJCQEMaPH49arUatVtO5c2ccHR312n5cdlyqVClMTU0NG3wyKZVKbt68maZiEumTlCVhKFKWhKFIWUp90dHRzJs3D4Dvv/8+0R+J6ZWUI2EoabEsxcWUWC0epPMkTx8uLi78/vvvyVo3rommubl5mnpjIW3FJNInKUvCUKQsCUORsvRlxMbGAh/O89ea5IGUI5FyabEsxcX0ua5kaX7glcTkzJkTU1NTrUFWAF6+fEmuXLmMFJUQQgghhBBCGE+6TvLMzc0pXbo0p0+f1kxTqVScPn0aNzc3I0YmhBBCCCGEEMaR5ptrvn//nqCgIM3r4OBgAgICyJ49OwUKFKBHjx6MHj0aJycnXFxcWL16NZGRkbRq1cqIUQshhBBCCCGEcaT5JO/69et07dpV89rX1xeAli1bMn36dBo1asSrV6+YP38+oaGhlCxZkmXLln3R5ppKpZKYmJgvti+AqKioNNM2WKRPUpaEocSVJSGEEEKkDWk+yatYsSK3b99OdJnOnTvTuXPnLxTRf9RqNU+fPiUsLOyL7jNDhgw8fPhQnt0nUkTKkjAUtVqNiYkJT58+pUCBAlKehEjDTE1NNc8flht8Qny90nySl5bFJXh58uTBwsLii/ywUavVREZGkjlzZvkhJVJEypIwFJVKRVhYGG/evMHExIT8+fMbOyQhRAJMTU2pUaOGscMQQqQySfKSSalUahK8T5/Tl5rinnKfKVMm+WEuUkTKkjCUuOeQmpubExoaSp48eaSGQAghhDCidD26pjHF9cGzsLAwciRCCJE2xF0Pv1QfZSFE0qnVap4/f87z589Rq9XGDkcIkUokyUshqQERQogP5HooRNoXExPD4sWLWbx4sdyQEeIrJkmeEEIIIYQQQnxFJMkTCXJ0dOTw4cPGDkOkEm9vb4YPH57oMrVq1WLVqlV6bzM4OBhHR0cCAgISXGb79u24u7vrvc0vRZ/YhRBCCCHSA0nyvlGhoaFMnjyZ2rVr4+TkhKenJ/369eP06dOpsr+zZ8/i6OjI27dvU2X7AGFhYYwYMYKyZcvi7u7O2LFjef/+fZK28SXiNLSrV6/Svn17XF1dqVy5MkOGDCE2NtYg2966dSvfffedQbaVlnh7ezNgwACtafnz5+fkyZMUL17cSFEJIYQQQhiGjK6ZBjx6FcHOS495Ef4vuSwz0sKtIDZWqTegS3BwMB06dCBbtmyMGjUKBwcHYmNjOXnyJD4+Phw4cCDV9p1SarUapVJJhgzxi+7IkSMJDQ1l5cqVxMTEMHbsWH766Sdmz55thEj/ExMTg5mZWaptf9iwYRQpUoRt27ahUqn4+++/DbZtKysrg20rrTM1NSV37tzGDiPNUCqVKBQKTEzkXqAQQgiR3si3txHFKFWM2XaV6j//j7mH77D+bBBzD9+h+s//Y8y2q8QoVamyXx8fHxQKBVu2bKF+/frY2dlRvHhxevTowebNm3Wuo6uGKyAgAEdHR4KDgwF4/Pgx/fr1o3z58ri6utK4cWOOHTtGcHAwXbt2BaB8+fI4Ojri7e0NfHi+lr+/P7Vq1cLFxYVmzZppJZlx+z127BitWrXC2dmZCxcuxIvv3r17nDhxgilTplCmTBnc3d358ccf2bt3L8+ePTPYubt69So9evSgYsWKlCtXjs6dO3Pjxg2tZRwdHdmwYQP9+vXD1dWVJUuWALBo0SIqV66Mm5sb48aNY9asWTRv3lxr3S1bttCwYUOcnZ1p0KAB69ev/2xMJiYm1KtXD3t7e4oXL06nTp10JsEJWb58OR4eHlSsWBEfHx+tjvifNte8d+8eHTp0wNnZmUaNGvHXX3/pbNb76NEjunTpQpkyZWjWrBmXLl3Sue/g4GBKlCjBtWvXtKavWrWKmjVrolLp/gzs3LmTVq1a4ebmRtWqVRkxYgQvX77UWubOnTv07duXsmXL4ubmRseOHQkKCmLBggXs2LGDI0eO4OjoiKOjI2fPntVqrqlSqahevTobNmzQ2ubNmzcpUaIEjx8/BuDt27eMGzeOSpUqUbZsWbp27cqtW7cSPNdx+9i3bx8dO3bExcWF1q1b8+DBA65evao5pl69evHq1SvNeiqVCj8/P6pXr46TkxPNmzfn+PHjmvnt27dn5syZWvt69eoVpUuX5ty5cwBER0czY8YMqlWrhqurK23btuXs2bOa5eOa0R45coRGjRrh7OxMSEgIZ8+epU2bNri6uuLu7k779u01xy+EEEKItEmSPCP6aed1fjv/CDWgVKuJValRqtWogd/OP+KnndcNvs+wsDBOnDhBp06ddD7+IVu2bMne9qRJk4iOjmbdunXs3r2bkSNHYmFhQf78+VmwYAEABw4c4OTJk4wbNw4Af39/du7ciY+PD3v37qV79+788MMP8WqjZs+ezYgRI9i3bx+Ojo7x9n3p0iWyZcuGs7OzZlqVKlUwMTHh6tWrmmmOjo5s37492cf4/v17WrRowYYNG9i8eTO2trb06dOH8PBwreX8/PyoW7cuu3fvpnXr1uzatYslS5YwcuRItm/fTv78+dm4caPWOrt27WLevHkMGzaMffv2MXz4cObPn8+OHTsSjal27dosXrxYk2wnxfnz53n06BGrV69m+vTp7NixI8H9KZVKBg4cSObMmdmyZQuTJk1izpw5OpedM2cOXl5e7Ny5kyJFijBixAidTUgLFSpElSpV4r0n27dvp2XLlgnWIsXGxvL999+za9cuFi5cyOPHjzU3DgCePXtG586dMTc3Z/Xq1Wzfvp3WrVsTGxtLz549adiwIdWqVePkyZOcPHkSNzc3re2bmJjQuHFj9uzZozV99+7dlC1bloIFCwLw/fff8/LlS5YuXcr27dspXbo03bp1IywsTGfccRYsWED//v3ZsWMHGTJkYMSIEcycOZNx48axfv16goKCmDdvnmb5NWvWsHLlSkaPHs2uXbvw8PBgwIABBAYGAtC0aVP27dunNRz6vn37yJMnj6b/46RJk7h06RJz5sxh165dNGjQgF69emm2ARAVFcXSpUuZMmUKe/bsIUeOHAwcOJDy5cuza9cuNm3axHfffSejaAohhBBpnCR5RhL0MoLfzj0ioUfUqNXw27lHPHoVYdj9BgWhVqspWrSoQbcLEBISQtmyZXF0dMTGxoaaNWtSvnx5TE1NyZ49OwDW1tbkzp2brFmzEh0djb+/P9OmTaNatWrY2NjQqlUrmjVrxqZNm7S2PWTIEKpWrUrhwoXJkSNHvH2/ePEiXtPCDBkykD17dkJDQzXT7OzsyJo1a7KPsXLlyjRv3hx7e3vs7e2ZPHkykZGRmtqSOE2aNKF169bY2NhQoEAB1q1bR5s2bWjdujV2dnYMGjQIBwcHrXUWLFiAt7c39erVw8bGhnr16tGtW7d45+JjcUlZx44d6dKlC3fv3tXMW7FiBU2aNEn0eLJmzcr48eOxt7enZs2aeHp6Jtgv89SpUzx69IgZM2ZQokQJ3N3dGTZsmM5le/bsSY0aNbCzs2PIkCE8fvyYhw8f6ly2TZs27N27l+joaABu3LjBP//8Q6tWrRKMu02bNnh6emJjY4Orqyvjxo3j+PHjmj6Y69evx9LSkl9++QVnZ2fs7Oxo3bo1RYsWJUuWLGTKlAlzc3Ny585N7ty5MTc3j7ePZs2acfHiRUJCQoAPtWl79+6ladOmwIcE+erVq8yfPx9nZ2eKFCnC6NGjyZYtGwcPHkww9rjzU61aNezt7enatSs3btxgwIABlCtXjlKlStGmTRutWrbly5fTu3dvGjduTNGiRfnhhx8oUaIEq1evBqBhw4Y8f/5cq5Z7z549NG7cGIVCQUhICNu3b2fevHm4u7tTuHBhvLy8KFeunFaCHRMTw8SJEylbtixFixYlNjaWd+/eUbNmTQoXLoy9vT0tW7akQIECiR6fECLtMjU1pXLlylSuXBlTU1NjhyOESCXSJ89Ifr/8GBOFAmUiDyI1USjYeekxg2sbbiCI1HzwadeuXZk4cSInT56kSpUq1KtXjxIlSiS4/MOHD4mMjKRnz55a02NiYihZsqTWtI9r6FIipf0NX7x4wdy5c/n77795+fIlKpWKyMhITSIQx8nJSev1gwcP6Nixo9Y0FxcXzpw5A0BERARBQUGMGzeO8ePHa5aJjY1NMClVqVTMnj2bIUOG0KlTJ3LmzEmnTp3w9/fH1dWVf/75h3LlyiV6PPb29lpf8rlz5+aff/7RueyDBw/Ily+fVr81FxcXnct+XNsat/yrV6+wt7ePt2ydOnWYNGkShw4donHjxuzYsYOKFStSqFChBOO+fv06fn5+3Lp1izdv3mjK9ZMnTyhWrBgBAQG4u7unqC9kyZIlsbe3Z8+ePfTp04e///6bV69e0aBBAwBu375NREQEFStW1FovKiqKoKCgRLf98fmxtrbWOS2uuWZ4eDjPnz+nbNmyWtsoW7aspmmolZUVVatWZdeuXbi7u/Po0SMuXbqEj48PAP/88w9KpVITe5zo6GitmyZmZmZaceTIkYNWrVrh5eVF1apVqVy5Mg0bNiRPnjyJHp8QIu0yNTWlXr16xg5DCJHKJMkzkhfh/6JQAInkXArFh+UMydbWFoVCwf3795O0XlyzuY+TxE8fotq2bVs8PDw4evQop06d4tdff2X06NF06dJF5zYjIj7UUvr7+5M3b16teZ/WrGTOnDnR+HLlyqXVhwk+JEhv3rwx6GAao0ePJiwsjHHjxlGgQAHMzc357rvv4p0LXU1hExN3LiZPnkyZMmW05iXUZPHly5eEhoZSqlQp4MP5f//+PT169GDKlCkcPHhQU9OTkE/77ikUCoPcCPg4uYpr2pdQ/zpzc3NatGjB9u3bNU1c45rz6hIREYGXlxceHh7MmjWLnDlz8uTJE7y8vDTvQ6ZMmVJ8DPChGeTu3bvp06cPe/bswcPDg5w5cwIfmu7mzp2btWvXxlvvc7XFus7Px++FQqFI8HwlFuuUKVMYP348e/bswcHBQZOwRUREYGpqyrZt2+Lduf+4rGbKlCleU0xfX1+6dOnCiRMn2L9/P3PnzmXlypW4uromKT4hhBBCfDnSXNNIcllmTLCpZhyVWk0uy4wG3W+OHDnw8PBg/fr1msTiYwk9OiCuKeTHTR91DTCRP39+OnTogJ+fn9ZALnE/apVKpWZZe3t7zM3NCQkJwdbWVutf/vz5k3Rcbm5uvH37luvX/+vHeObMGVQqVYK1Tclx8eJFunTpgqenJ8WLF8fc3JzXr19/dj07O7t4g4t8/DpXrlzkyZOHR48exTsXNjY2OreZPXt2MmXKpNVUtHv37vTq1Yvhw4dTqVIlgx67nZ0dT58+5cWLFzqPISXatm3LX3/9xYYNG1AqlYneZb5//z5hYWGMHDkSd3d37O3t4w264ujoyPnz5+Ml33HMzMz0SqKaNGnCnTt3uH79OgcPHqRZs2aaeaVLl+bFixeYmprGe88MOSqppaUlefLk4eLFi1rTL168SLFixTSva9euTXR0NCdOnGDPnj2aZqXwoVZSqVTy6tWreLHqcxOkVKlS9O3bl99++w0HB4d4fRWFEOmHWq0mLCyMsLCwVG3dI4QwLknyjKS5a0FUn7m4qtXQwq2gwfc9YcIEVCoVbdu25eDBgwQGBnLv3j3WrFmT4DPRChcurBlAJTAwkKNHj7JixQqtZaZOncqJEyd49OgRN27c4OzZs5rmeQULFkShUHD06FFevXrF+/fvsbS0pGfPnvj6+rJjxw6CgoK4ceMGa9eu/exgI5+yt7enWrVqjB8/nqtXr3LhwgUmT55M48aNtWoJGzRowKFDhz67vX/++YeAgADNv7iEtkiRIuzatYt79+5x5coVRo4cqVetUefOndm6dSs7duwgMDCQRYsWcfv2ba1akyFDhvDrr7+yZs0aHjx4wO3bt9m2bRsrV67UuU1zc3O6du3KwoULWbt2LYGBgZw/f55bt25hYWHBhQsXklxjm5iqVatiY2PD6NGjuXXrFhcuXGDu3LkG2ba9vT1lypRh1qxZNG7cONFzWqBAAczMzFi7di2PHj3iyJEjLFq0SGuZTp06ER4ezvDhw7l27RqBgYHs3LlTcz4KFizI7du3uX//Pq9evUowGSxUqJBmNFSlUkmtWrU086pUqYKrqysDBw7k5MmTBAcHc/HiRebMmWOw5DeOl5cXS5cuZd++fdy/f59Zs2Zx69Ytzai18KFGrnbt2sybN4979+5p9ce0s7OjadOmjBo1ij/++INHjx5x9epV/P39OXr0aIL7ffToEbNnz+bSpUs8fvyYkydPEhgYmCp9eoUQX0ZMTAzz5s1j3rx5CV77hBDpnzTXNJLC1ha0L2/zYXRNHbmeQgHt3W1S5Xl5NjY2bN++nSVLljBjxgyeP3+OlZUVpUuXZuLEiTrXMTMzY/bs2UycOJFmzZrh7OzM0KFD+f777zXLqFQqJk2axNOnT7G0tKRatWqMGTMGgLx58zJ48GBmz57NmDFjaNGiBdOnT2fo0KFYWVnh7+9PcHAwWbNmpVSpUvTr1y/JxzVr1iwmT55Mt27dNI8V+PHHH7WWefDgAe/evfvstjp16qT12tTUlJs3bzJ16lTGjx9Py5YtyZ8/P8OGDePnn3/+7PaaNWumGbTk33//pWHDhrRs2VIrGWjbti2ZMmVi+fLl/Pzzz1hYWODg4EC3bt0S3O6wYcMoWLAg69evZ+bMmeTMmZN69epx5MgRfvjhB/r27cumTZsMUrNkamrKwoUL+fHHH2nTpg02NjaMGjWKfv36kTFjymuc27Rpw6VLl2jdunWiy1lZWTF9+nR++eUX1q5dS+nSpRk9ejT9+/fXLJMzZ05Wr17NzJkz6dKlCyYmJpQsWVLTR7Fdu3b8/ffftG7dmoiICNasWaMZMfNTTZs2xcfHhxYtWmglnwqFgl9//ZW5c+cyZswYXr9+Ta5cuXB3dydXrlwpPh8f69q1K+Hh4UyfPl3Tt3HRokUUKVIkXqx9+vShfPny8QZH8fX1ZfHixUyfPp3nz5+TI0cOXF1dqVGjRoL7zZw5M/fv32fHjh2EhYWRJ08eOnXqRPv27Q16fEIIIYQwLIVa6uoTpFQquXz5Mq6urvH6sURFRfHgwQPs7OyS3f8nRqn68BiFc48wUShQKD400VSroX15Gya1cMLMVLuyVa1WExERgYWFhQxjns716NGDXLlyxXu+2ZdiiLJ04cIFOnbsyKFDhyhcuHCK4lm4cCEHDhxg9+7dKdqO+PLiypKJiQmBgYEpui6Kb1ti37vCMKKjo/H19QVgzJgxOkcXTu+kHAlDSYtlSd+YpCbPiMxMTfBt7cKAmsXYeekxL8L/JXfWjDR3LZgqNXjCeCIjI/ntt9/w8PDAxMSEvXv38tdffyXYFDOtOnToEBYWFtja2hIUFMTUqVMpW7ZsihK89+/f8/jxY9avX8/QoUMNF6wQQgghxDdKkrw0wMbKwqCPSRBpj0Kh4NixYyxZsoR///0XOzs7FixYQJUqVYwdWpK8f/+eWbNmERISQs6cOalSpQqjR49O0TYnT57Mnj17qFOnzmebagohhBBCiM+TJE+ILyBTpkysWrXK2GGkWIsWLWjRooVBtzl9+nSmT59u0G0KIYQQQnzLZHRNIYQQQgghhPiKSE2eEEIIIcQ3wsTEBHd3d83fQoivkyR5QgghhBDfiAwZMtC4cWNjhyGESGVyC0cIIYQQQgghviJSkyeEEEII8Y2Ie64lIM/cFeIrJjV5QgghhBDfiJiYGGbNmsWsWbOIiYkxdjhCiFQiSZ5IkKOjI4cPHzZ2GEKH7du3azrOf0ne3t4MGDAgwfnGiksIIYQQQvxHkrxvVGhoKJMnT6Z27do4OTnh6elJv379OH36dKrs7+zZszg6OvL27dtU2T7A4sWLad++PWXKlElxorFjxw5at25NmTJlcHNzo3Pnzvzvf/8zUKQp16hRIw4ePGjsMIQQQgghRBokffLSgteBcHULvH8OWfKAS1vIWSTVdhccHEyHDh3Ili0bo0aNwsHBgdjYWE6ePImPjw8HDhxItX2nlFqtRqlUkiFD/KIbExNDgwYNcHV1ZevWrcnex4wZM1i3bh1Dhw6lTp06xMbGsmvXLgYMGMC4cePo3LlzSg7BIDJlykSmTJmMHUaqiI6Oxtzc3NhhGJ2cByGEEEIkl9TkGZMyBnYNgXmucNQXzq/88P881w/TlanTVt7HxweFQsGWLVuoX78+dnZ2FC9enB49erB582ad6+iqiQsICMDR0ZHg4GAAHj9+TL9+/Shfvjyurq40btyYY8eOERwcTNeuXQEoX748jo6OeHt7A6BSqfD396dWrVq4uLjQrFkzrSQzbr/Hjh2jVatWODs7c+HCBZ0xDhkyhO7du+Pg4JDsc3P58mVWrFjBqFGj8PLywtbWFnt7e4YNG0a3bt2YPn06T5480Sx/4cIFunTpQpkyZShfvjxeXl68efNGc2xLly6lbt26ODk5UaNGDRYvXqxZd+bMmdSvX58yZcpQu3Zt5s6dq9U/4tatW3Tp0gU3NzfKli1Lq1atuHbtGqC7WeSGDRuoU6cOTk5O1K9fn507d2rNd3R0ZMuWLQwcOJAyZcpQv359jh07ppmvVCoZO3as5r2oX78+q1evTva5BAgKCqJ///5UqVIFNzc3WrduzV9//aW1TK1atVi4cCGjRo2ibNmy/PTTTwBs3rwZT09PypQpw8CBA1m5cmW8Yz58+DAtW7bE2dmZ2rVr4+fnR2xsbILxxDU3XbJkCVWqVMHd3V2zzowZM6hQoQLVq1dn27ZtWuvdvn2brl274uLiQsWKFRk/fjzv378H4OTJkzg7O8erpZ4yZYqm3AOcP3+ejh074uLigqenJ1OmTNEMfpDQeYiOjmbSpEl4eHjg7OxMzZo18ff3T8I7IIQQQohvkSR5xrR3BFxcA6hBrQRVzIf/UX+YvneEwXcZFhbGiRMn6NSpExYWFvHmZ8uWLdnbnjRpEtHR0axbt47du3czcuRILCwsyJ8/PwsWLADgwIEDnDx5knHjxgHg7+/Pzp078fHxYe/evXTv3p0ffviBv//+W2vbs2fPZsSIEezbtw9HR8dkx1irVi1NLLrs2bMHCwsLvvvuu3jzevToQUxMjKaZZEBAAN27d8fe3p5NmzaxYcMGatasiVKp1MS8dOlSBgwYwL59+5g1axa5cuXSbC9Lliz4+vqyd+9exo0bx5YtW1i1apVm/siRI8mXLx9bt25l+/bt9O7dGzMzM51xHzp0iGnTptGjRw92795N+/btGTt2LGfOnNFazs/Pj4YNG7Jr1y6qV6/OuHHjCAsLAz4kpfny5WPevHns3buXgQMHMmfOHPbt26fXudUlIiICT09PVq1axY4dO6hWrRr9+vUjJCREa7kVK1ZQokQJdu7cyYABA7hw4QITJkyga9eu7Ny5kypVqrBkyRKtdc6fP8/o0aPp2rUr+/btY9KkSWzfvj3ecp86c+YMz58/Z926dXh7e7NgwQL69u1L9uzZ2bx5M+3bt2fChAk8ffpUcwxeXl5kz56drVu3MnfuXP766y8mT54MQOXKlcmWLZtW81mlUsn+/ftp2rQp8CHZ7d27N/Xq1WPXrl3MmTOHCxcuaLaR0HlYu3Ytf/75J3PnzuXAgQPMnDmTggULJu/NEEIIIcQ3Q5prGsurB/8leDr9f6JXbbhBm24GBQWhVqspWrSowbYZJyQkhPr162uSMBsbG8287NmzA2Btba1JJKOjo/H392flypW4ublp1rlw4QKbNm2iQoUKmvWHDBlC1apVUxyjjY0NOXPmTHB+YGAghQsX1tlMLm/evFhaWhIYGAjAsmXLcHJyYuLEiZplihcvDkB4eDhr1qzhp59+omXLlgAULlxYqybq4wFMChUqxIMHD9i7dy+9e/cGPpxPLy8v7O3tAShSpEiCcS9fvpyWLVvSqVMnAOzs7DS1kpUqVdIs17JlS5o0aQLAsGHDWLt2LdeuXaN69eqYmZkxZMgQrXN1+fJlDhw4QKNGjRLcd2JKlChBiRIlNK+HDh3K4cOH+fPPP7WavVaqVImePXtqXs+ZM4fq1avj5eWlOZ5Lly5x9OhRzTJ+fn706dNHc35tbGz4/vvvmTlzJoMGDUowphw5cvDjjz9iYmJC0aJFWbZsGVFRUfTr1w+Avn37snTpUi5cuEDjxo3Zs2cP0dHRzJgxQ3Nj5KeffqJfv36MHDmSXLly0ahRI/bs2UPbtm0BOH36NG/fvqV+/frAh5sZTZs2pXv37sCH93LcuHF06dKFiRMnkjFjRp3n4cmTJ9ja2lKuXDkUCoUkeEIIIYTQiyR5xnJtKyhM/r/mLgEKkw999Tx/MNhu1eqEksqU69q1KxMnTuTkyZNUqVKFevXqaf3A/9TDhw+JjIzU+lELH/rWlSxZUmuas7OzQWLUp/mhvucoICCABg0a6Jx3//59oqOjtRKsT+3bt481a9bw6NEjIiIiiI2NxdLSUjO/R48e/Pjjj/z+++9UqVKFBg0aULhw4QT392ntY9myZVmzZo3WtI9rQS0sLLC0tOTly5eaaevXr2fbtm2EhITw77//EhMTk+h7+Dnv37/Hz8+Po0ePEhoailKpJCoqKl5NnpOTk9brBw8eUKdOHa1pLi4uWknerVu3uHjxolbNnVKp5N9//yUyMpLMmTPrjKlYsWKYmPzXiCFXrlya5BzA1NSUHDlyaM7LvXv3cHR01Kr5Llu2LCqVigcPHpArVy6aNm3Kd999x7Nnz8ibNy+7d++mRo0amhsat27d4vbt2+zevVuzDbVajUqlIjg4WJPIf3oeWrZsSc+ePWnQoAHVqlWjRo0aeHh46DwuIYTQh4mJCWXKlNH8LYT4OkmSZyzvn+uX5L1/btDd2traolAouH//fpLWi/si+DgB+vT5Om3btsXDw4OjR49y6tQpfv31V0aPHk2XLl10bjOuP5K/vz958+bVmvdpTVpCP9gNrUiRIly4cEHnoBfPnj0jPDxcU6OW2MAncTUzCbl06RIjR45k8ODBeHh4kDVrVvbu3cvKlSs1ywwePJgmTZpw7Ngxjh8/zvz585kzZw5169ZN9vHpau6pUqkA2Lt3LzNmzGD06NG4ubmRJUsWli9fzpUrV5K9vxkzZvDXX38xevRoChcuTKZMmRgyZEi8spOc9zciIoLBgwdTr169ePMSO/+fDtqjUCh0Tos7L/pwcXGhcOHC7Nu3jw4dOnDo0CGmT5+uFWv79u11fhby58+v+fvT81C6dGmOHDnC8ePH+euvvxg6dChVqlRh/vz5escmhBAfy5AhAy1atDB2GEKIVCa3cIwlSx5Qf+ZHpFr1YTkDypEjBx4eHqxfv15r0Ic4CT3iwMrKCvjw6IU4t27dirdc/vz56dChA35+floDucQlF3H91QDs7e0xNzcnJCQEW1tbrX8f//D9kho3bkxERASbNm2KN2/FihWYmZlpmuA5Ojom+MiJIkWKkClTpnh94uJcunSJAgUK0L9/f5ydnSlSpEi82i340Eyxe/furFixgnr16sUbECRO0aJFuXjxota0ixcvUqxYsUSP99Pl3dzc6NSpE6VKlcLW1pagoCC919fl0qVLtGzZkrp16+Lo6EiuXLl4/PjxZ9ezs7Pj+vXrWtPiBp2JU6pUKR48eBCv7Nja2hr07rS9vT23b9/W+rxcvHgRExMT7OzsNNOaNm3K7t27+fPPPzExMaFGjRpasd69e1dnrJ8bQdPS0pJGjRoxZcoU5syZw8GDBzX9KIUQQgghdJEkz1ic2+iX5Lm0NfiuJ0yYgEqlom3bthw8eJDAwEDu3bvHmjVrdA44Ah/6k8UNoBIYGMjRo0dZsWKF1jJTp07lxIkTPHr0iBs3bnD27FlNM7SCBQuiUCg4evQor1694v3791haWtKzZ098fX3ZsWMHQUFB3Lhxg7Vr17Jjx44kH1dISAgBAQGEhISgVCoJCAggICBAMwoiQLdu3Vi3bl2C23Bzc6Nr1678/PPPrFixgqCgIO7du8ecOXNYs2YNo0eP1iSgffr04dq1a0ycOJFbt25x7949NmzYwKtXr8iYMSO9e/dm5syZ7Ny5k6CgIC5fvsyWLVuADzWqT548Ye/evQQFBbFmzRqtB89HRUUxadIkzp49y+PHj7lw4QLXrl3TnM9P9erVix07drBhwwYCAwNZuXIlhw4ditcUNjG2trZcv36dEydO8ODBA+bOnRsvsUoqW1tbDh06REBAALdu3WLEiBF61ZB17tyZY8eOsXLlSgIDA/ntt984fvw4CoVCs8zAgQP5/fff8fPz486dO9y7d4+9e/cyZ86cFMX8qaZNm2Jubo63tzf//PMPZ86cYfLkyTRv3lxrIJ2mTZty48YNlixZQv369bWSt969e3Pp0iUmTZpEQEAAgYGBHD58mEmTJiW675UrV7Jnzx7u3bvHgwcPOHDgALlz507RAElCiG+bWq0mOjqa6OjoVO3CIYQwLmmuaSxWdlC2ayKDryg+zE+F5+XZ2NhoRiGcMWMGz58/x8rKitKlS2sNIvIxMzMzZs+ezcSJE2nWrBnOzs4MHTqU77//XrOMSqVi0qRJPH36FEtLS6pVq8aYMWOAD4OWDB48mNmzZzNmzBhatGjB9OnTGTp0KFZWVvj7+xMcHEzWrFkpVaqUZhCMpJg/f75WchjXHGXNmjVUrFgRgEePHvH69etEtzNu3DgcHR3ZsGEDc+fOxdTUlFKlSrFw4UJq1aqlWc7Ozo4VK1bwyy+/0LZtWzJlyoSLi4tmYJMBAwZgamrK/Pnzef78Oblz56Z9+/YA1K5dm27dumlGJK1Rowb9+/fHz88P+NA8NiwsjNGjR/PixQty5sxJvXr1tAZG+VidOnUYO3YsK1asYNq0aRQsWJBp06Zpjlsf7du3JyAggGHDhqFQKGjcuDEdO3bk+PHjem/jU97e3owdO5b27duTM2dOevfurZV0J6RcuXL4+Pjg5+fH3Llz8fDwoHv37qxfv16zTLVq1ViyZAkLFy5k6dKlZMiQgaJFi2oGPzGUzJkzs3z5cqZOnUqbNm3InDkz9erV0zwGJI6trS0uLi5cvXqVsWPHas0rUaIEa9euZe7cuXTs2BH48Dn83IA2WbJkYdmyZTx8+BATExOcnZ359ddfpR+NECLZYmJi8PX1BWDMmDHyPE4hvlIKtdzGSZBSqeTy5cu4urpiamqqNS8qKooHDx5gZ2eX/IdSK2P+e4yCwuT/++ipPvwr2xUazwZT7T5UarWaiIgILCwstGo1hEiq9FaWfvzxR+7fv8+GDRuMHYr4RFxZMjExITAwMGXXRfFNS+x7VxhGdHT0V5/kSTkShpIWy5K+MUlNnjGZmkGz+R8ek3B1y4dBVizzgHPbVKnBEyI9Wb58OVWrViVz5swcP36cnTt3MmHCBGOHJYQQQgiR5kmSlxbkLGLQxyQI8TW4evUqy5Yt4/3799jY2DBu3DiDN8UUQgghhPgaSZInhEiT5s2bZ+wQhBBCCCHSJem9L4QQQgghhBBfEUnyhBBCCCGEEOIrIs01hRBCCCG+ESYmJpQqVUrztxDi6yRJnhBCCCHENyJDhgwyiJUQ3wC5hSOEEEIIIYQQXxFJ8oQQQgghhBDiKyJJnkiQo6Mjhw8fNnYY4isTGhpKjx49cHV1xd3dHdAua8HBwTg6OhIQEGDMMIUQ4qsUHR2Nj48PPj4+REdHGzscIUQqkT5536jQ0FCWLFnC0aNHefbsGdbW1pQsWZJu3bpRuXJlg+/v7NmzdO3alXPnzpEtWzaDbx+gX79+3Lp1i5cvX5I9e3YqV67MyJEjyZs3b5LjBFAoFGTJkgUbGxuqVKlC9+7dyZMnT6rE/qV06dKFEiVKMG7cOKPFsGrVKkJDQ9m5cydZs2YF4OTJk2TPnt1oMQkhhBBCfE0kyUsDgt8Fs/f+Xl5GvcQ6kzWNizamUNZCqbe/4GA6dOhAtmzZGDVqFA4ODsTGxnLy5El8fHw4cOBAqu07pdRqNUqlkgwZ4hfdSpUq0a9fP3Lnzs2zZ8/4+eef+f777/ntt9+SvJ8DBw5gaWlJeHg4N2/eZNmyZWzbto01a9bg6OiY7PhjYmIwMzNL9vppmb7H9ujRI0qXLk2RIkU003Lnzp2KkQkhhBBCfFukuaYRxahimPjXRBptb8SiK4vYcnsLi64sotH2Rkz8ayIxqphU2a+Pjw8KhYItW7ZQv3597OzsKF68OD169GDz5s061zl79iyOjo68fftWMy0gIABHR0eCg4MBePz4Mf369aN8+fK4urrSuHFjjh07RnBwsKZ2rHz58jg6OuLt7Q2ASqXC39+fWrVq4eLiQrNmzbSSzLj9Hjt2jFatWuHs7MyFCxd0xti9e3dcXV0pWLAgZcuWpXfv3ly+fJmYmKSfR2tra3Lnzo2dnR2NGzdm48aN5MyZk4kTJ2qWUalU+Pn5Ub16dZycnGjevDnHjx/XzI9rdrhv3z46d+6Ms7Mzu3fvxtvbmwEDBrBkyRKqVKmCu7s7fn5+xMbGMmPGDCpUqED16tXZtm2bVkwzZ86kfv36lClThtq1azN37lytY1uwYAHNmzdn586d1KpVi3LlyjFs2DDCw8MB8Pb25u+//9YkqiVKlCAkJETn8deqVYuFCxcyfPhwXF1dqVatGuvXr9daxtHRkQ0bNtCvXz9cXV1ZsmQJABs2bKBOnTo4OTlRv359du7cqbXdgwcPsnPnTq1y8Lmmwf/88w+9evXCzc2NKlWq8MMPP/Dq1SvN/AMHDtC0aVNcXFyoWLEi3bt3JyIiIsHtCSGEEEJ8zaQmz4imnpnK9jvbUaNGrVajQqWZt/3OdgAmVplo0H2GhYVx4sQJhg0bhoWFRbz5KWlKOWnSJGJiYli3bh0WFhbcvXsXCwsL8ufPz4IFCxg8eLCmhixTpkwA+Pv7s2vXLnx8fChSpAjnzp3jhx9+wMrKigoVKmi2PXv2bEaPHo2NjY1eMYaFhbF7927c3Ny0apccHR3x9fWlVatWSTq2TJky0b59e3x9fXn58iXW1tasWbOGlStXMmnSJEqWLMm2bdsYMGAAe/bs0aqlmjVrFt7e3pQsWZKMGTPy999/c+bMGfLly8e6deu4ePEi48aN49KlS5QvX57Nmzezb98+JkyYQNWqVcmXLx8AWbJkwdfXlzx58vDPP/8wfvx4smTJQu/evTX7CgoK4siRIyxZsoS3b98ydOhQli5dyrBhwxg3bhyBgYEUL16cIUOGoFarNe+DLsuXL6dfv34MHjyYkydPMnXqVIoUKULVqlU1y/j5+TFixAjGjRuHqakphw4dYtq0aYwZM4YqVapw9OhRxo4dS758+ahUqRJbt25l1KhRWFpaMm7cuET3H+ft27d069aNtm3bMmbMGP79919mzZrF0KFDWbNmDc+fP2fEiBH88MMP1KlTh/fv33P+/HnUanWS3mMhhBBCiK+FJHlG8ujdI02Cp4saNdvvbKeXcy+DNt0MCgpCrVZTtGhRg20zTkhICPXr19c0Z7SxsdHMi+tvZW1trUnSoqOj8ff3Z+XKlbi5uWnWuXDhAps2bdJK8oYMGaKVXCRk5syZrF+/nsjISK3apTh2dnaafmBJFXfOHj9+jLW1NcuXL6d37940btwYgB9++IGzZ8+yevVqJkyYoFmvW7du1KtXT2tbOXLk4Mcff8TExISiRYuybNkyoqKi6NevHwB9+/Zl6dKlXLhwQbP9AQMGaNYvVKgQDx48YO/evVpJnlqtxtfXF0tLSwCaNWvG6dOnGTZsGFmzZsXMzIxMmTKRO3du1Gp1orVdZcuWpU+fPprzdvHiRVatWqX1PjRp0oTWrVtrXg8fPpyWLVvSqVMnzXqXL19mxYoVVKpUCSsrK8zNzTUx6GPdunWUKlWK4cOHa6ZNmzYNT09PHjx4QEREBLGxsdStW5eCBQsCpKhJrRBCCCFEeidJnpHsu78PhUKRaG2DQqFg7/299C3T12D7Tc3aja5duzJx4kROnjxJlSpVqFevHiVKlEhw+YcPHxIZGUnPnj21psfExFCyZEmtac7OznrF4OXlRZs2bQgJCcHPz4/Ro0fj7++PQqEASFF/w4/PXXh4OM+fP6ds2bJay5QtW5Zbt25pTXNycoq3rWLFimFi8l9r6Vy5clG8eHHNa1NTU3LkyMHLly810/bt28eaNWt49OiRJrGJS+biFCxYUGtanjx5tLaRFK6urvFer169OtFju3//Pt99953WtLJly7JmzZpkxQBw69Ytzp49q7kR8LGgoCA8PDyoXLkyTZs2xcPDAw8PD+rXry8DuQghhBDimyVJnpG8jHqJCSZaTTQ/ZaIw4WVU8n6gJ8TW1haFQsH9+/eTtF5cQvJxovNpX7e2bdvi4eHB0aNHOXXqFL/++iujR4+mS5cuOrcZV4vk7+8fbwRMc3NzrdeZM2fWK04rKyusrKyws7PD3t4eT09PLl++rDNBSKq4c1aoUNJqVnU1i/104BiFQqFzmkr1oXxcunSJkSNHMnjwYDw8PMiaNSt79+5l5cqViW4XUjex13VshhYREUHNmjUZOXJkvHm5c+fG1NSUlStXcvHiRU6dOsXatWuZM2cOmzdv1qpNFkII8eH7PO6m4sc3G4UQXxf5dBuJdSbrRBM8AJVahXUma4PuN0eOHHh4eLB+/XqdTfU+HljlY1ZWVsCHRy/E+bTGCiB//vx06NABPz8/rYFc4vrFKZVKzbL29vaYm5sTEhKCra2t1r/8+fMn/yD/X1yCZIjnAEVFRbFp0ybKly+PlZUVlpaW5MmTh4sXL2otd/HiRYoVK5bi/X3q0qVLFChQgP79++Ps7EyRIkUSHDQlMWZmZprz8jlXrlyJ99re3j7RdYoWLWrwc1K6dGnu3LlDwYIF45WTuCRToVBQrlw5hgwZws6dOzEzM5NnPAohhA4ZMmSgY8eOdOzYUeeNQSHE10GSPCNpVLTRZ2tY1Go1jYs2Nvi+J0yYgEqlom3bthw8eJDAwEDu3bvHmjVr4jW1i1O4cGHNACqBgYEcPXqUFStWaC0zdepUTpw4waNHj7hx4wZnz57VJAUFCxZEoVBw9OhRXr16xfv377G0tKRnz574+vqyY8cOgoKCuHHjBmvXrmXHjh1JOqYrV66wbt06AgICePz4MadPn2b48OEULlxYqxavQYMGHDp06LPbe/nyJaGhoQQGBrJ37146dOjA69evtUbX9PLyYunSpezbt4/79+8za9Ysbt26pRlJ1JBsbW158uQJe/fuJSgoiDVr1iQriSlYsCBXrlwhODiY169fJ5rwXbx4kaVLl/LgwQPWr1/PgQMHPntsvXr1YseOHWzYsIHAwEBWrlzJoUOH4jXJTYqOHTvy5s0bhg8fztWrVwkKCuLEiROMGTMGpVLJlStXWLJkCdeuXSMkJIQ//viDV69epUq/UyGEEEKI9EBu4RiJTVYbWhVvleDgKwoUtCreKlWel2djY8P27dtZsmQJM2bM4Pnz51hZWVG6dGmtJOZjZmZmzJ49m4kTJ9KsWTOcnZ0ZOnQo33//vWYZlUrFpEmTePr0KZaWllSrVo0xY8YAkDdvXgYPHszs2bMZM2YMLVq0YPr06QwdOhQrKyv8/f0JDg4ma9aslCpVSjMAib4yZcrEH3/8wYIFC4iIiCB37txUq1aNAQMGaDX9fPDgAe/evfvs9ho0aIBCocDCwgIbGxuqVq1Kjx49tAYL6dq1K+Hh4UyfPp1Xr15hb2/PokWLtEbWNJTatWvTrVs3Jk2aRHR0NDVq1KB///74+fklaTs9e/bE29ubxo0bExUVxZ49exKsZevRowfXr19n4cKFWFpa4u3tTbVq1RLdfp06dRg7diwrVqxg2rRpFCxYkGnTplGxYsUkxfmxvHnzsnHjRmbNmoWXlxfR0dEUKFCAatWqYWJigqWlJefOnWP16tWEh4dToEABvL298fT0TPY+hRBCCCHSM4VaxhlPkFKp5PLly7i6umJqaqo1LyoqigcPHmBnZ6fXMPC6xKhiNI9RUCgUmChMUKlVqNVqWhVvxbhK4zAz0X64dNyIiBYWFprBRIRIjsTKUq1atejatSvdu3c3TnAiXYkrSyYmJgQGBqbouii+bYl97wrDiI6OZtasWQCMHDkyXh/4r4GUI2EoabEs6RuT1OQZkZmJGROrTKSXcy/23t/Ly6iX5Mqci0Z2jVKlBk8IIYQQ4tOB04QQXx9J8tKAQlkLGfQxCUIIIYQQQohvlyR5Qoh4/vzzT2OHIIQQQgghkklG1xRCCCGEEEKIr4gkeUIIIYQQQgjxFZEkTwghhBBCCCG+ItInTwghhBDiG6FQKLC1tdX8LYT4OkmSJ4QQQgjxjTAzM5NnoArxDZDmmkIIIYQQQgjxFZEkTyTI0dGRw4cPGzuMb86CBQto3rx5stf39vZmwIABmtddunRh6tSphghNCCGEEEKkA5LkfaNCQ0OZPHkytWvXxsnJCU9PT/r168fp06dTZX9nz57F0dGRt2/fpsr2PxYdHU3z5s1xdHQkICAgSet+yTi/lAULFvD9998bdJufJpJCCCHSh+joaGbOnMnMmTOJjo42djhCiFQiffLSgOjgYN7u3k3si5dkyGVNtqZNMS9UKNX2FxwcTIcOHciWLRujRo3CwcGB2NhYTp48iY+PDwcOHEi1faeUWq1GqVSSIUPCRffnn38mT5483Lp16wtGlnblyJHD2CEIIYRIQyIiIowdghAilUlNnhGpY2J4Mv4n7tWtR6jfQl5v2kSo30Lu1a3Hk/E/oY6JSZX9+vj4oFAo2LJlC/Xr18fOzo7ixYvTo0cPNm/erHMdXTVcAQEBODo6EhwcDMDjx4/p168f5cuXx9XVlcaNG3Ps2DGCg4Pp2rUrAOXLl8fR0RFvb28AVCoV/v7+1KpVCxcXF5o1a6aVZMbt99ixY7Rq1QpnZ2cuXLiQ4LEdO3aMU6dOMXr06BSfJ13evHnDqFGjKF++PGXKlKFXr14EBgYCH740y5YtGy9JPnz4MK6uroSHhwMwc+ZM6tevT5kyZahduzZz584lJonv9Z07d+jbty9ly5bFzc2Njh07EhQUpHPZT5trRkdHM2PGDKpXr06VKlVo164dZ8+e1czfvn077u7unDhxgoYNG+Lm5oaXlxfPnz8HPtQM7tixgyNHjuDo6IijoyNnz54lOjqaSZMm4eHhgbOzMzVr1sTf3z9JxyWEEEIIIVJOavKM6OmkyYRt3QpqNSiVWvPCtm4FIP/kSQbdZ1hYGCdOnGDYsGFYWFjEm58tW7Zkb3vSpEnExMSwbt06LCwsuHv3LhYWFuTPn58FCxYwePBgDhw4gKWlJZkyZQLA39+fXbt24ePjQ5EiRTh37hw//PADVlZWVKhQQbPt2bNnM3r0aGxsbBKM8cWLF4wfP56FCxdqtv8pR0dHfH19adWqVbKO0dvbm4cPH7J48WIsLS2ZOXMmffr0Ye/evVhYWNC4cWO2b99OgwYNNOts27aN+vXrY2lpCUCWLFnw9fUlT548/PPPP4wfP54sWbLQu3dvvWJ49uwZnTt3pkKFCqxevRpLS0suXrxIbGysXutPmjSJu3fv8ssvv5A1a1ZOnjxJr1692L17N0WKFAEgKiqKFStW8PPPP2NiYsIPP/zAjBkzmD17Nj179uTevXuEh4fj6+sLQPbs2Vm7di1//vknc+fOJX/+/Dx58oSnT58m4ewKIYQQQghDkCTPSKIfPfovwdNFrSZs61as+/YxaNPNoKAg1Go1RYsWNdg244SEhFC/fn0cHR0BsLGx0czLnj07ANbW1pokLTo6Gn9/f1auXImbm5tmnQsXLrBp0yatJG/IkCFUrVo1wX2r1Wq8vb1p3749zs7OmtrFT9nZ2ZE1a9ZkHV9gYCB//vknGzdupGzZsgDMmjWLGjVqcPjwYRo2bEjbtm1p3749z58/J0+ePLx8+ZLjx4+zcuVKzXY+7stWqFAhHjx4wN69e/VO8tavX4+lpSW//PILZmZmmuPSR0hICNu3b+d///sfefLkISIiAi8vL06ePMn27dsZPnw4ADExMfj4+FC4cGEAOnXqxKJFi4APSWqmTJmIjo4md+7cmm0/efIEW1tbypUrh0KhoGDBgnrFJIQQQgghDEuSPCN5u2cPmJjEq8HTYmLC2927ydW/v8H2q04oqTSArl27MnHiRE6ePEmVKlWoV68eJUqUSHD5hw8fEhkZSc+ePbWmx8TEULJkSa1pzs7Oie577dq1vH//nr59+ya6XEr6G967d48MGTJQpkwZzbScOXNiZ2fHvXv3AHBxcaFYsWLs3LmTPn36sGvXLgoUKED58uU16+zbt481a9bw6NEjIiIiiI2N1dTy6SMgIAB3d3dNgpcU//zzD0qlUlPTqFarUSgUREdHa/Xdy5w5sybBAzQJa2JatmxJz549adCgAdWqVaNGjRp4eHgkOUYhhBBCCJEykuQZSeyLl6BQJL6QQvFhOQOytbVFoVBw//79JK1nYvKh++bHSeKn/cjatm2Lh4cHR48e5dSpU/z666+MHj2aLl266NxmXMdvf39/8ubNqzXP3Nxc63XmzJkTje/MmTNcvnw5XjLYunVrmjZtyowZMxJd35Datm3L+vXr6dOnD9u3b6dVq1Yo/v+9vnTpEiNHjmTw4MF4eHiQNWtW9u7dq1XT9zkJNUXVR0REBKampmzbtg0TExMiIyPJnDkzCoVCq/nupwPbKBSKz94gKF26NEeOHOH48eP89ddfDB06lCpVqjB//vxkxyuEEEIIIZJOkjwjyZDLOuGmmnFUqg/LGVCOHDnw8PBg/fr1dOnSJV6/vLdv3+rs82ZlZQV8ePRCXNNLXaNX5s+fnw4dOtChQwdmz57N5s2b6dKli6bWSflRzaW9vT3m5uaEhIRoNc1Mjh9//JGhQ4dqXj9//hwvLy/mzJmjVfOWEvb29sTGxnLlyhVNc83Xr1/z4MEDihUrplmuWbNmzJw5kzVr1nD37l1atmypmXfp0iUKFChA/49qZ0NCQpIUh6OjIzt27CAmJibJtXklS5ZEqVTy6tUrypUrR0REBBYWFpokVF9mZmaoVKp40y0tLWnUqBGNGjWifv369OrVi7CwMBnhUwgh0giFQkGBAgU0fwshvk56JXlr1qxJ8oZbtWqVpCZo35psTZoQOn9B4gup1WRr2tTg+54wYQIdOnSgbdu2DBkyBEdHR5RKJadOnWLjxo3s378/3jqFCxfWDKAybNgwAgMDWbFihdYyU6dOpXr16hQpUoS3b99y9uxZ7O3tAShYsCAKhYKjR4/i6elJxowZsbS0pGfPnvj6+qJWqylXrhzv3r3j4sWLWFpaaiVHnxP3hRUnLnktXLgw+fLl00xv0KABI0aMoG7duolu759//iFLliya1wqFghIlSlC7dm3Gjx+Pj48PlpaWzJo1i7x581K7dm3NstmzZ6du3br8/PPPVK1aVWv/tra2PHnyhL179+Ls7MzRo0eT/MD5Tp06sXbtWoYPH06fPn3ImjUrly9fxsXF5bN9Le3s7GjatCmjRo1i9OjR2NnZERkZyZkzZ3B0dKRGjRp6xVCwYEFOnjzJ/fv3yZEjB1mzZmXdunXkzp2bkiVLYmJiwoEDB8idO3eKBvMRQghhWGZmZnr3ARdCpF96JXnTpk0jX758miZ7n/P06VNq1qwpSV4izG1syNGmTcKDrygU5GjTJlWel2djY8P27dtZsmQJM2bM4Pnz51hZWVG6dGkmTpyocx0zMzNmz57NxIkTadasGc7OzgwdOlTrIdsqlYpJkybx9OlTLC0tqVatGmPGjAEgb968DB48mNmzZzNmzBhatGjB9OnTGTp0KFZWVvj7+xMcHEzWrFkpVaoU/fr1M/hxAzx48IB37959drlOnTppvTY1NeXmzZv4+voydepU+vXrR0xMDO7u7vz666/xatTatGnDnj17aN26tdb02rVr061bNyZNmkR0dDQ1atSgf//++Pn56X0MOXPmZPXq1cycOZMuXbpgYmJCyZIlKVeunF7r+/r6snjxYmbMmMGzZ8/ImTMnrq6ueid4AO3atePvv/+mdevWREREsGbNGrJkycKyZct4+PAhJiYmODs78+uvv+p93RBCCCGEEIahUOsxEkeJEiU4deoU1tb6NR10c3Nj165dWqMrpkdKpZLLly/j6uqKqamp1ryoqCgePHiAnZ1dsvtIqWNi/nuMgonJhz56KhWo1eRo04Z8P41H8UnyoFark93ETnw5O3fuxNfXlxMnTsTrX5hWSFkShhJXlkxMTAgMDEzRdVF82xL73hVCX1KOhKGkxbKkb0x61eQNGjRI5zPVEtKvXz9Nvy2RMIWZGfknT8K6bx/e7t5N7IuXZMidi2xNmqRKDZ5IfZGRkYSGhrJ06VLat2+fZhM8IYQQ36aYmBgWLlwIwMCBA5M1UrMQIu3TO8lLis8NYy+0mRcqZNDHJAjjWbZsGUuWLMHd3Z0+ffoYOxwhhBBCi1qt5s2bN5q/hRBfp2SNrhkbG8vff/9NUFAQTZo0wdLSkmfPnmFpaak1WIUQ35rBgwczePBgY4chhBBCCCG+YUlO8h4/fkyvXr148uQJ0dHRVK1aFUtLS5YuXUp0dDSTJk1KjTiFEEIIIYQQQughycPeTZ06FScnJ/7++28yZsyomV63bl3OnDlj0ODSA2nqIIQQH8j1UAghhEgbklyTd+HCBTZu3BhvQImCBQvy7NkzgwWW1sV1VI6IiCBz5sxGjkYIIYwvIiICQAZyEEIIIYwsyUmeSqVCpVLFm/706dNvqj+eqakpOXLk4Pnz5wBfbBh6tVrNv//+i4mJiQx7L1JEypIwFJVKxZs3b3jz5g05cuRIM8NMCyGEEN+qJCd5VatWZfXq1UyePFkz7f379yxYsABPT0+DBmcIT548YdSoUbx8+RJTU1MGDBhAw4YNDbLtfPnyAWgSvS9BrVYTExODmZmZ/DAXKSJlSRhK3A2DPHnyaK6LQoi0SaFQkDt3bs3fQoivU5KTPG9vb7y8vGjUqBHR0dGMHDmSwMBAcubMyS+//JIaMaaIqakpY8eOpWTJkoSGhtKqVSs8PT2T9Ny/hCgUCvLnz0+ePHmIiYkxQLSfp1QquXXrFsWKFZO75SJFpCwJQ4krS/ny5ZMfjUKkcWZmZgwYMMDYYQghUlmSk7x8+fLx+++/s3fvXm7fvk1ERARt2rShadOmZMqUKTViTJE8efKQJ08eAHLnzk3OnDl58+aNQZK8OKampl/sR7JSqQQgU6ZM8sNcpIiUJWEocWVJCCGEEGlDsp6TlyFDBpo3b27oWHQ6d+4cy5cv5/r164SGhrJw4ULq1Kmjtcz69etZvnw5oaGhlChRgvHjx+Pi4hJvW9evX0elUpE/f/4vErsQQgghhBBCfGl6JXlHjhzRe4O1a9dOdjC6RERE4OjoSOvWrRk0aFC8+fv27cPX1xcfHx/KlCnD6tWr8fLy4sCBA1hbW2uWCwsLY/To0Vp9CYUQQgghviUxMTEsXboUgN69e8touEJ8pfRK8gYOHKjXxhQKBQEBASkK6FOenp6JDuiycuVK2rVrR+vWrQHw8fHh6NGjbNu2jT59+gAQHR3NwIED6d27N2XLlk1yDGmpKVJcLGkpJpE+SVkShiJlSRiKlKXUFxsbS2hoqOZvE5MkPzI5zZNyJAwlLZYlfWPRK8m7detWioJJLdHR0dy4cYO+fftqppmYmFClShUuXboEfBj1zdvbm0qVKtGiRYtk7efatWuGCNeg0mJMIn2SsiQMRcqSMBQpS6knNjZW8/fVq1fJkCFZPXfSBSlHwlDSY1lK15/s169fo1QqtZplAlhbW3P//n3gw8Pb9+3bh6OjI4cPHwbg559/xtHRUe/9ODs7p5mBKZRKJdeuXUtTMYn0ScqSMBQpS8JQpCylvujoaA4cOACAi4sL5ubmRo7I8KQcCUNJi2UpLqbPSVaSFxERwblz5wgJCYn36ICuXbsmZ5Opxt3dPcU1kV9y9Ex9pcWYRPokZUkYipQlYShSllLPx+f1az/PX/vxiS8nPZalJCd5N2/epE+fPkRGRhIZGUn27Nl5/fo1mTNnxsrK6osmeTlz5sTU1JSXL19qTX/58iW5cuX6YnEIIYQQQgghRFqR5N62vr6+1KxZk3PnzpExY0Y2b97M//73P0qXLs3o0aNTI8YEmZubU7p0aU6fPq2ZplKpOH36NG5ubl80FiGEEEIIIYRIC5Kc5AUEBNCjRw9MTEwwNTUlOjqa/Pnz88MPP/DLL78YPMD3798TEBCgGbUzODiYgIAAQkJCAOjRowebN29mx44d3Lt3j4kTJxIZGUmrVq0MHosQQgghRHqmUCjInj072bNnR6FQGDscIUQqSXJzzQwZMmiG27W2tiYkJAR7e3ssLS15+vSpwQO8fv26VhNQX19fAFq2bMn06dNp1KgRr169Yv78+YSGhlKyZEmWLVsmzTWFEEIIIT5hZmbG0KFDjR2GECKVJTnJK1WqFNeuXaNIkSKUL1+e+fPn8/r1a37//XeKFy9u8AArVqzI7du3E12mc+fOdO7c2eD7FkIIIYQQQoj0JsnNNYcNG0bu3Lk1f2fLlo2JEyfy+vVrJk2aZPAAhRBCCCGEEELoL8k1ec7Ozpq/ra2tWb58uUEDEkIIIYQQqSMmJoZVq1YB0L17d8zMzIwbkBAiVSQ5yXv06BFKpZIiRYpoTQ8MDCRDhgwUKlTIULEJIYQQQggDUqvVmsHr1Gq1kaMRQqSWJDfXHDNmDJcuXYo3/cqVK4wZM8YgQQkhhBBCCCGESJ4kJ3k3b96kbNmy8aa7urpqHnMghBBCCCGEEMI4ktxcU6FQ8P79+3jT3717h1KpNEhQQgghhBBCiKS5GnqVh28fYpvNFpfcLsYORxhRkmvyypcvj7+/v1ZCp1Qq+fXXXylXrpxBgxNCCCGEEEJ83pzzc+i0rxNjT46l075OzDk/x9ghCSNKck3eyJEj6dSpEw0aNMDd3R2A8+fPEx4ezurVqw0eoBBCCCGEECJhV0OvsuLGCq1pK26soLZtbanR+0YluSavWLFi7Nq1i4YNG/Ly5Uvev39P8+bN2b9/Pw4ODqkRoxBCCCGEMBALCwssLCyMHYYwoIdvHyZpuvj6JbkmDyBv3rwMHz7c0LEIIYQQQohUZG5uzg8//GDsMISB2WazTdJ08fVLck3e8ePHOX/+vOb1+vXrad68OSNGjODNmzcGDU4IIYQQQgiROJfcLvQs3VNrmpeTlzTV/IYlOcmbOXOmZnTN27dv4+vri6enJ8HBwUyfPt3gAQohhBBCCCESN8x9GOsbrWeaxzTWN1rP0HJDjR2SMKIkN9cMDg7G3t4egD/++INatWoxfPhwbty4QZ8+fQweoBBCCCGEMIyYmBjWr18PQKdOnTAzMzNyRMKQXHK7SO2dAJKR5JmZmREVFQXAX3/9RYsWLQDInj074eHhBg1OCCGEEEIYjlqt5uHDh5q/hRBfpyQneWXLlsXX15eyZcty7do15s6dC0BgYCD58uUzdHxCCCGEEEIIIZIgyX3yfvrpJzJkyMDBgweZMGECefPmBT4MyFKtWjWDByiEEEIIIYQQQn9JrskrUKAA/v7+8aaPHTvWIAEJIYQQQgghhEi+JNfkCSGEEEIIIYRIuyTJE0IIIYQQQoivSJKbawohhBBCiPRLHpsgxNdPkjwhhBBCiG+Eubm5jKMgxDdAmmsKIYQQQgghxFckyTV5AwcORKFQxJuuUCgwNzfH1taWJk2aULRoUYMEKIQQQgghhBBCf0muycuaNStnzpzh5s2bKBQKFAoFN2/e5MyZMyiVSvbt20fz5s25cOFCasQrhBBCCCGSKTY2lg0bNrBhwwZiY2ONHY4QIpUkuSYvV65cNGnShJ9++gkTkw85okqlYurUqWTJkoU5c+YwYcIEZs2axcaNGw0esBBCCCGESB6VSsWdO3c0fwshvk5JrsnbunUr3bp10yR4ACYmJnTu3JlNmzahUCjo1KmT5gIihBBCCCGEEOLLSXKSp1QquX//frzp9+/f19wRypgxo85+e0IIIUR6djX0Krvv7eZq6FVjhyKEEEIkKMnNNZs3b864ceN49OgRTk5OAFy/fp0lS5bQvHlzAM6dO0exYsUMG6kQQghhRHPOz2HFjRWa1z1L92SY+zAjRiSEEELoluQkb8yYMVhbW7Ns2TJevHgBfOin1717d3r37g1A1apVqVatmmEjFUIIIYzkauhVrQQPYMWNFdS2rY1LbhcjRSWEEELoluQkz9TUlP79+9O/f3/Cw8MBsLS01FqmQIECholOCCGESAMevn2Y4HRJ8oQQQqQ1SU7y4rx69UrTN69o0aJYWVkZLCghhBAiLbHNZpuk6UIIIYQxJTnJi4iIYPLkyfz++++agVZMTU1p3rw548ePJ3PmzAYPUgghhDAml9wu9CzdU6vJppeTl9TiiXTH3NycCRMmGDsMIUQqS3KSN336dM6dO8fixYspV64cABcuXGDKlClMnz4dHx8fgwcphBBCGNsw92HUtq3Nw7cPsc1mKwmeEEKINCvJSd7BgweZP38+FStW1Ezz9PQkY8aMDB06VJI8IYQQXy2X3C6S3AkhhEjzkpzkRUVFkStXrnjTra2tiYqKMkhQQgghhBDC8GJjY9mxYwcALVu2JEOGZA/PIIRIw5L8MHRXV1fmz5/Pv//+q5kWFRWFn58frq6uhoxNCCGEEEIYkEql4ubNm9y8eVMztoIQ4uuT5Ns348aNw8vLi+rVq1OiRAkAbt26RcaMGVm+fLnBAxRCCCGEEEIIob8kJ3kODg788ccf7N69W/MIhSZNmtC0aVMyZcpk8ACFEEIIIYQQQugvWQ2xM2fOTLt27QwdixBCCCGEEEKIFNIryTty5IjeG6xdu3aygxFCCCGEEEIIkTJ6JXkDBw7Ua2MKhYKAgIAUBSSEEEIIIYQQIvn0SvJu3bqV2nEIIYQQQgghhDAAeTiKEEIIIcQ3wszMjDFjxmj+FkJ8nfR6Tt6aNWu0nov3ORs3biQ8PDzZQQkhhBBCCMNTKBSYm5tjbm6OQqEwdjhCiFSiV5Ln6+vL+/fv9d7ozJkzef36dbKDEkIIIUTquxp6ld33dnM19KqxQxFCCGFAejXXVKvVdOvWjQwZ9GvdmZRaPyGEEEJ8eXPOz2HFjRWa1z1L92SY+zAjRiS+hNjYWPbs2QN8eM6xvr/thBDpi16f7EGDBiVpo7Vr1yZ79uzJCkgIIYQQqetq6FWtBA9gxY0V1LatjUtuFyNFJb4ElUrFlStXAGjUqJGRoxFCpJZUSfKEEEIIkXY9fPswwemS5AkhRPqnV588IYQQQnw9bLPZJmm6EEKI9EWSPCGEEOIb45LbhZ6le2pN83Lyklo8IYT4SkhvWyGEEOIbNMx9GLVta/Pw7UNss9lKgieEEF8RSfKEEEKIb5RLbhdJ7oQQ4iskzTWFEEIIIYQQ4iuid02en5+fXsvJSJxCCCGEEGmTmZkZI0eO1PwthPg6JSnJy5MnD9bW1qjVap3LKBQKSfKEEEIIIdIohUJBlixZjB2GECKV6Z3kVa9enTNnzuDk5ETr1q2pWbMmJibS2lMIIYRIjyKvXCE6MBDzIkXIXKaMscMRQghhQHpnab/++iuHDh2iTJky/Pzzz1SvXp2ZM2dy//791IxPCCGEEAb2bNZsAr9rT8hobwK/a8+zWbONHZL4QmJjY9m7dy979+4lNjbW2OEIIVJJkqri8ubNS9++fTl48CBz5szh1atXtGnThvbt2xMVFZVaMQohhBDCQCKvXOHVsmVa014tW0bklStGikh8SSqVivPnz3P+/HlUKpWxwxHpXOSVK7z5/Xe5fqRByX6EgrOzM48fP+bu3bsEBATI3SAhhBAiHYgODNQ5Pfz4cWm2Kb5Z0nw56Z7Nmq11w8iqVy/yjhxhxIjEx5Kc5F26dIlt27axf/9+ihQpQqtWrWjatCmWlpapEZ8QQgghDMi8SBGd018sXITq32j5kSa+OZKsJF1CLQKy1a0jSXIaoXdzzaVLl9KoUSMGDBiAhYUF69evZ9u2bXTq1Ils2bKlZoxCCCGEMJDMZcpg1auXznnSbFN8a6T5cvIk1CIgoeniy9O7Jm/27NkUKFCAhg0bolAo2LFjh87lxowZY7DghBBCCGF4eUeOwCSjOS8WLoo3LzowUO7Ei29GYsmKfA4SllCLgISmp1fXXlzj1OtTmL4wxTWvq7HDSRK9k7zy5csDcOfOnQSXUSgUKY9ICCGEEKnOsnp1nUne1/YjTYjEfCvJiqHFtQjQaubau1e6Toyvhl7l4duH2GazxSW3C3POz2HFjRUALH28lJ6lezLMfZiRo9Sf3kne2rVrUzMOIYQQQnxBX+OPNCGSSj4HyZd35Aiy1a3zVQxY83FCB9DErgl7HuzRWmbFjRXUtq2NS26XLx1esiR7dE0hhBBCpG9f0480oR8zMzO+//57zd9CPgcpkblMmXR/vq6GXtVK8IB4CV6ch28ffn1J3qBBg3ROz5o1K0WKFKFt27ZYWVkZLDAhhBBCpL6v4Uea0J9CoSBHjhzGDiPNkc/Bt+vh24d6L2ubzTYVIzEsvUfXzJo1q85/b9++ZfPmzTRo0IB//vknNWMVQgghhBDfqKuhV9l9bzdXQ68aOxTxBXypB60nlLg1KdpE67WXk1e6qcWDJNTk+fr6JjhPpVLx448/8ssvv7BkyRKDBCaEEEIIIQxLqVRy5MgRAGrXro2pqamRI9LPp32m0tsgGCJpvuSzC11yu9CzdE+t8uXl5IVardZa7tPXaZ1B+uSZmJjQtWtXeiXw3B0hhBBCCGF8SqWS06dPA1CjRo10keTp6jOV3gbBEAn7dFRLYzxofZj7MGrb1tbEAdBpXyetZdJbmTPYwCuZM2cmKirKUJsTQgghhBAiwT5T6WkQDKGbrhrano+L6lw2tZ9d6JLbRVOedt/brXOZ9FTm9O6T9zmnTp2iiDxTRAghhEgXpH+TSC8S6jOVngbBEPElVEMblD1W5/KJPbtQ1/UsoT59+lz74spWscdqql1TUeyxWmt6eqB3TV5c++1PvXv3jhs3brB161amTJlisMCEEEIIkTqkf5NITxLqM5VealSEbgnV0AbamFMhCc8u1HU963hUpbNPn77XPpfcLky/Vpqie/5LEO83KYNLt/RT5vRO8gYOHKhzepYsWbCzs2PKlCk0btzYYIEJIYQQwvCkf5NIjz7tMyVlNf1LrIY278imej27UNf17Pgfy2mwRqk17dWyZTx3L8KKh/pd+yKvXNFK8ACK7rlCZJcr6eZRG3onebdu3UrNOIQQQggtkVeuyMOJU4H0bxLp1cd9pkT697kaWn2eXajrepb/le5RMF/euQbmurcRN+BL3HdOdGCgzm2kdr9AQzLYwCtv375l165ddO7c2VCbFEII8Y36ksNnf2ukf5MQxvfpiJLfqpTW0Oq6bj2xUuhc1rq4MzzcpnMbn37nKOtVQ9e4s0HZY3FOUoTGk+Ik7/Tp02zdupVDhw6ROXNmSfKEEEKkiDGGz06rUuOHoPRv+raZmZnRv39/zd/iy5M+sdpSUkOr63rmWb8XVubKeH368tZoTc/zQfGufcVD1AR+8p1j+scJgqyh8Mv/pv2TH0xszL/uJO/Jkyds27aN7du38+TJExo1aoSfnx+VK1c2dHxCCCG+MV9DMxlDSM0fgtK/6dulUCjIkyePscP4ZkmfWMPTeT0rh84+fcPch2Gb3ZbrL67jlMuJVsVb8eb333Vu9+MED8DhCcQ+igb71D4iw9A7yYuJieHw4cNs3bqV8+fPU61aNUaNGsWIESPo378/xYoVS804hRBCfCMSGiY7seGzvzZf4oegrrvn0g9SiNT1JfrEfotNQXVdz3T16fv45tmWf7bw8M1D+hWppfd+Cr8xWE+3VKd3pNWrV6do0aI0a9aMX375hezZswMwYoT0kRBCCGE4mcuUwSoJw2d/jYwxOIr0g/w2KJVKTpw4AUC1atUwNdXV80ikltTuE5tQCwC5gZPIzbNGtXnUpIzWaJqPqxaj4Km78baRnm426p3kKZVKFAoFCoVCLghCCCFSVd6RI/QaPvtL+1J3yL/04CgJ9YN87l4E5xqtU2WfwjiUSiXHjh0DoEqVKvKb7gszZJ/YTxO3hJKYuvueYrphl2bat3oDJ6GbZycfn2Sx8w2KWZmS/5X6/wduecC0U182PkPTO8k7ceIEBw8eZOvWrUydOpXq1avTrFkzFArdI9gIIYQQKaHP8NmGoG/i9iUHS/jSg6Mk1A9y8Z6fKG4Z9E0PCiGEoRmiT6yumveHLR3iLVfssVorwYNvdyCrhG6SqfnwyIW7BRXcLfghr6l2TaVz2fTUN1zvJC9jxow0a9aMZs2aERQUxLZt25gyZQqxsbEsXryYVq1aUalSJbkjJIQQgktBr3nw4j12ubLgVjinscNJkL6JmzEGS/iSg6Mk1ATpiZWCEzdWYJvdFjMTs2+qj48QqSklI0omVPNexH1KvGUTemZcekpWDCWhm2fVClZjyZUlWsuaKj9d+wN1TExqhmhQyeo9WLhwYYYNG8b333/PiRMn2LZtG3379iVLliycPXvW0DEKIYRIR6bvD2DJsfua1/08i+LdsKQRI9ItKYmbsR4g/qUe/qyrH+SOSv/d1Z7w1wTN9G99uHchjC2hmvfCbzLES2LKl28Ge3bGWzY99S0zpIRunn163jxsPYH/xVtfkY4eO5KiIWJMTEzw9PTE09OTV69e8XsCQ5AKIYT4NlwKeq2V4AEsOXaf+qXzpbkavaQkbt/CA8TzjhzBc/ciLN7zE0+s/kvwPiXDvQthXImNQDysTPN4ScyzR7m+6YGsPqXr5tmnyV/xEDWBS+IneekpOTbYOKBWVlb06NHDUJsTQgiRDj148T7B6WktyUtK4vatPEDcuUZrilsGceKTGs5PpXYNphAiYZ8bgfjTJCatDGSVmiN8GmJQrOIhamwDVZgXUfPvnTs6l/n3zp10kyCnn4c9CCGESPPscmVJ0nRjSmri9q08QPzj44xRxWg11YzzNdVgirTnW3zOW1IlNXH7UgNZJSQ1H9GSUN/qpJSjT+Mzs9V9jXt39Cg52rQxSNypTZI8IYQQBuNWOCf9PItqNdns71k0zdXixUlq4val+sgZ28fH+fDNw6++BvNbkiFDBnr16qX5O635kqPYfiytJpaJ1X4ZO3HTV0IDxRhihM+E+lY/j3zOnvt7NNMSK0e64ot5qLs5/5uMKmxSFPGXk/Y+3alg4MCB/P3331SuXJn58+cbOxwhhPiqeTcsSf3S+dL86Jof/6hrat/U2OGkWd9KDea3wsTEhIIFCxo7DJ2MMYotGC+x/JzUrP1KLbqS0oQGijHECJ8J9a3+OMGDxMtRQvHpElKrNE5JitB4vokkr2vXrrRu3ZqdO3caOxQhhPgmuBXOmWaTO0i7P+rSqm+lBlMYlzFGsTVWYvk5qVn7lVoSSkoTGygmpRJrOl7ssVrzcPO7BRUJlqOkxJE/S77khGkUSU7ylEol27dv58yZM7x8+RKVSvthgWvWrDFYcIZSsWJFebTDtyz4PLy8C9bFoJC7saMRQhhZWv1RJ9K39PJsSKVSyZkzZwDS3PONjTGKrbEej/I5ya39Ss3BTRLzuaQ0sYFiUkJX3+qmRZuSdflOWpz57xmBOyspsG2kuxzpik9V2Q2T05fiL/zoSYpj/lKSnORNnTqVHTt24OnpSfHixVEodA+xbCjnzp1j+fLlXL9+ndDQUBYuXEidOnW0llm/fj3Lly8nNDSUEiVKMH78eFxc5ItaAIcmwKm5/72uOhTq+hgrGiFEGvClftSl1T4+hvQtHKM+0suzIeFDknf48GEAypcvn6aSPGOMYptWH4+SnNovYzbv/FxSmpojfOp8/MGZHVrLtDijpkiIGnLr3san8e0/8islT8df7k5oAM4Gizx1JTnJ27t3L3PnzsXT0zM14oknIiICR0dHWrduzaBBg+LN37dvH76+vvj4+FCmTBlWr16Nl5cXBw4cwNra+ovEKNKo4PPaCR58eF2yqdToCfEN+xI/6r6F5qDfwjHqIz09GzI9+NJ9QNPq41GSWvtl7Oad+iSlqTlQzMdNyt/8pfu53Z+rBf04vmyLddfYZfvnK67JMzMzo3DhwqkRi05xD1tPyMqVK2nXrh2tW7cGwMfHh6NHj7Jt2zb69OnzpcIUadHLuwlPlyRPiG9Wav+o+xaag34Lx6iv9PRsyPTiS/cBTauDCyWl9is1BzeJ87mRPj+XlH6pmv/k9gH8+PjyKS11LpPQ9LQoyUlez549WbNmDT/99FOqN9X8nOjoaG7cuEHfvn0100xMTKhSpQqXLuloR5tMSqXSYNtKqbhY0lJMaVZOO3Q1QlHmtAM5f1KWhMGkx7I0xG0INW1qan5wOOdyNlj8D8IeJDi9tFVpg+zD2FLrGNNjWbK1ypzg9LR4HB/HpFQq02SMKZWcclTaqrSm7Kalc2Lu5IS504fxHBOLyzSBChjTwoUNcjyhv/zC6+X/3djJ6dWT3MOHay2Ta9hQstSuRUxgIGZFipDZxUWz77kX57Lq5irNst1LdWdo2aEpjksXcycncnr1/CReL8ydnBI8F58en6WHB5E6lstfr6nRy4e++09yknfhwgXOnj3L8ePHKV68eLxnrPj5+SV1k8n2+vVrlEplvGaZ1tbW3L//X9OJ7t27c+vWLSIjI6levTrz5s3Dzc1N7/1cu3bNYDEbSlqMKe3JQEH79uS795tmyhP7DoSEZoDQy8YLK42RsiQMJT2WpUIUQvlWyeXgywbb5r8R/+qe/vRfLr813H6MKbWPMb2VpRaOFuy8HaF53dLRAl4GcvmlEYNKQGxsrObvq1evpsln5RlKeitHKWXWpAlme/57dEBM0ybcVqng8uUUbdfk7l0yLdeuuX+9fAVPChdGVaxY/BUKF4aP9nsv4h6r7q/SWmTVzVXYRNlgb2GfotgSYvbsOWYfvX7+7BmPEzgPuo4v8uRJncsGqVQEpvB8filJ/mRny5aNunXrpkYsqWbVqlUpWt/Z2TnNdExWKpVcu3YtTcWUprkuQvm4J4qX91Bb25OnoDt5jB1TGiFlSRiKlCVtrrjyKNMjrbvWPUr1oHXZ1sYLSofIq1e17rgnRWodY3otS66u0OVRmGZ0TVebHMYOKUHR0dEcOHAAABcXF8zNzY0ckWFde3GNB2EPiHkeQ4uKLdJVOUoxV1ciO3VM9uc6IW+DgniqY3oRc3Oyubp+dv3g+8FwP/70jPky4lr08+snVeTVqzzao/2cPLM9eyjaqaPOc5LQ8emi7zGnprjr5OckOcnz9fVNVkCpIWfOnJiamvLypfatspcvX5IrVy6D7cfU1DTNXSTSYkxpVuGKH/4JnaQsCUORsvSfEeVHULdI3TTXxyeOIUbhS81jTI9lqVwRa8oVSfsDvn18XtPjeU7Mp4MBPcr0iBHl0/bDww3N0s0NktBaTR+ZihZNcLo+5ccuh12C01Oj/CmDghKcbqrj3CR0fLroe8xpgYmxA0gJc3NzSpcuzenT/41xqlKpOH36dJKaYwohhBCG5pLbhab2TdNcgpfQKHyRV64keVtp7Rivhl5l973dXA29mirLfw0yZMhAt27d6Nat21fVVFPXYECrbq4y2Hv7LZaVOHGDqnwsKc+5ixvs6mOpOYJpUgdeSej47jfRPr77TVJvdNDUkKxP94EDB9i/fz9PnjwhJiZGa96OHTsSWCt53r9/T9BHGXlwcDABAQFkz56dAgUK0KNHD0aPHo2TkxMuLi6sXr2ayMhIWrVqZdA4hBBCiLRM35HrvsQofMaQ1Ec6fI2PgNCnDJiYmFDkM6MMpkep+fzLr7GsJNX/tXff4U2V7R/Av+mSJastZZbdUkrTQdlIKUNmQaaAUBlFhqggKKKvIi8qqCBDQTaIiorI+KEMeUGmrEJpGQUpUDrAUmgBgULb9Pz+qA1Nm6Q56UlyTvL9XJeX5OQkuZOenJz7GfeT9nJX/O1XBjUyBDRSPyf6XGHNCqbmLL5etJLp5ZoqxL21GoX7+OJux6FOepxsGrVKIjrJW79+PRYsWID+/ftj79696N+/P5KTk3H27Fm89NJLkgd47tw5REZGam8XDBft168f5s6di549eyIjIwOLFy9Geno6/Pz8sGrVKkmHaxIREcmZmItQc8uLy5nYJR3scQkIR09ELLX+pT0eK2IVO7ZycjAF4huErLk0hjmLrxdeJ+/v35bghWOCzv0vHBOQfOIQ1L2U8XcXneRt2LABs2fPRu/evbF582aMHTsWderUwaJFi3Dv3j3JA2zVqhUuXbpkdJ/hw4dj+PDhkr82ERGR3Im9CDWnlVvuxPbiWLLXxxbEHAMajQanTp0CADRv3lwx84tKom/9y1FNR5X672lvx4pYckpyxa6zV5rF12tkCKK2y5HoJO/mzZva+W5lypTBw4f5i4D27dsXL774Ij744ANpIyQiIiKDzLkI9Zo2FbdC6+HO5bNwbxwAr47yqvwpltheHEv1+tiKmGNAo9Fg586dAICgoCCbJ3nGFtg2ReEL/4IhgdfuXsOTv59IUtHW3o4VseSS5JbUUy31Qutet3OgbwUUr9s5erbKk+gkz8PDA/fu3UOtWrVQo0YNnDlzBk2aNEFKSgoEQTnZLRERkbVIfQFSmDkXoQuiF2DN9TWAG4Drv2B0dJLsh/YZ+wz19eIYK+wgdn9rMfc4UWoiUtoqr4Yu/P2r+ku2JqVcjxVrkcOxVVJvoiWGKmvu3hW1XY5EJ3mtW7fGvn370LRpUwwYMABz5szB7t27ce7cOcWtn0dkEynRwJ0EwL0RUDvU1tEQkYVZeq6U2ItQOQ2/MpUpn6HYwg7WLARhitIcJ0pMRAxVea3YtYtJPXrGjmP/qv6Sxiq3Y8Wa5HBsGetNBCB6Pq4pf8eyAQG4+9NGvduVQnSSN3v2bOTl5QEAXnrpJVSuXBkxMTHo1KkTXnzxRckDJLIre2YCRxY+vd1uMtB1lq2iISILs1ZCJeYiVC7Dr0wl5jMUW9jBmoUgjJHiOFFaIlLaKq/GjmNjSZ65vaVyOVZswdbHlrHeRDHnMzENKZUHDkTGxp/xJO7pkhllAtWoPHCg2PBtRnSS5+TkBCenp8vr9erVC7169ZI0KCK7lBKtm+AB+bf9ItijR2SnrJlQmXoRKofhV2IoLSk1h1TvUYpEpLRz5ExV2iqvZg9TduAKpKVhyyTXnN7EoseBOQ0p295ujQdLzsI3VcClWipUeLU1lHS0mLUYenR0NKZNm4YXX3wRaWlpAICtW7ciOjpa0uCI7MqdBHHbiUjx5JhQWXth4tIy9Fkl/ZNkNwtTy+U4SZs3H4kvDsGN6e8g8cUhSJs332KvZe0Ftg1d5NvLMaRPVmws7m3bhqzYWFuHUmpTQqfg+57f45P2n+D7nt9jcvPJAEw/Dkoa8llUXHocHn+1EgOPCghIAgYeFfD4q5WKOl5E9+Tt3r0bb7/9NiIiInDhwgVkZ2cDAB48eIDly5cjNJQ9EkR6uTcSt52IFE8O81n0KTz8KicvB65OroiT6SK/+j5DAFgWuwzLYpfZRW+MHI6T0s6RM4c5a5kVZs/DlEurtEVt5MhQb6Ipx4HYhpQz//td7zp5J//3O9RDlXG8iE7yvv76a8yaNQsvvPACfvvtN+32kJAQfP3115IGR2RXaofmz8HTmZM3hUM1ieycreezGKL2VGPv9b2KGL5W8BkeTj2Mr2N1rzXkXjTGVNY6TlxcXDB06FDtvwuUdo6cuUqzlhlQ8jDCgjl4OXn6S9/LdZhyadgiYbe1ko4DsQ0pVU/fMLx9aOlitRbRSd61a9f09tY9++yzuH//viRBEdmtrrPy5+CxuiaRJKw1f6i05Fi0QWlVNtWearvvjbHGceLk5AQfH59i20s7R04fSy4dYoqFpxdi3YV12tsB7gHIiotDjQwBN6uqENYtyuy4bP3ejLFVwi53BQ0pf584hBoZAhq5PGdwX+9KNURtlyOz1slLSkpC7dq1dbafOnUKderUkSwwIrtVO5TJHdmFgoucOhVsc+63x+FI1qTEhEkuc9fsUcEcOZ3vlIg5coXFpcdheexyHEw9qN1m7V7iK4+uYN3VdTrbAjad0RmCV9VNAzQX/9zmFHCxZlJoiYTdXnh9sweu/x7jiVhi8HfDu0l93NTzeO8m9S0coXREJ3mDBw/Gxx9/jE8++QQqlQppaWmIiYnBp59+iokTJ1oiRiIikpmiFzk9PXoiCEFWe31HHI4kNSUmTHKYu6Z0Go0GZ8+eBQAEBATA2dlZe19p58gBxc8NBazdS/z3k791bnc8k1dsjpU55wxzesCtXdVTyoTdnoj53VC5uup9DkPb5Uh0kvfKK68gLy8PI0eORFZWFoYPHw43NzeMHj0aI0aMsESMREQkI/oucnbc3oGht4ciyCvIKjFwOFLpKTVhkuscR6XQaDTYtm0bAKBp06Y6SR5Qujly+s4NhVmzl7j6M9W1/x72h6ZYgldA7DlDbA+4rYZFS5Gwy1FpekTF/G7YQ2+o6CRPpVJhwoQJGDNmDJKSkvDo0SM0bNgQ5cuXt0R8REQkM8YucqyV5NnDD7AcFE2YAGD7le2yT57kOMeRDJ8bClizl7hhuYYY2XQkDu9ZazDBA/LPGWLm9ortAbflsOjSFrWRm9L2iDra74ZZ6+QBgJubGxo1agS1Ws0Ej4jIgchhmF9p19iyB3Hpcdh+ZXup121Se6oR0TACe6/vxcyVw7Dz63cwc+UwLIheIFGk5CiMnQNs0Us8OWQy/ltnvMH7q46Nwv09/xO1NqDY9fnkcL60B6auc2jsvCjmd+PBwYPFthnbLkeie/KePHmCb7/9FsePH8edO3cgCLqtI1u2bJEsOLKglGhWeCQis+gb5tfToycCPAKsGoe9DkcyhdRzfAoW/v2kUI/H1r9WIu5zeVbaJGnEJt9Fi4bVJHs+feeGDrU6YFzgOJsdR43UzyERS4ptr/HRbDzTuDESXxyis92UeXpihgwrdVi03JjSI2rWedFwJ6/iiU7y3n33XRw5cgTdunWDWq2GSqWyRFxkSXtmFlmrbXJ+aX8iIhMVvsipU6EONCkam8Rhb8ORTCHVHJ/Cc1v+PnFI78K/yScOQd2LF6NSs2X5/fm/X9L+e+jKY4gKa4x3evhJ9vxymzNpqAhJ5YEDce/fuYlFFczRMjaMU8yQYVt/JkpZasaYknpETTkviim8UqFDB9xesrTY61Xo0MHs92BtopO8/fv3Y8WKFWje3Iyas2R7KdG6CR6Qf9svgj16RCRKwUWORqPBmZQztg7HYRhq0T6cetjki8iiLd6vp6mhbyGMGhl23MxtI9autFhYTFImVh++hhFln25bduAquvlXR7B3FcleR25zJg31+huboyX1Ei22+kykfB+2bJwoqUfUlJ4+MYVX/tm3T+++/+zbp5hEWXSS5+XlxTl4SnYnwfB2JnlERLJnqEX769ivtf82ljjorY6aG4v2evZtpDa8WDCJZ+sF6K/dfmhwu5RJnhzp6/U31MsHwC6WaJFyqRlbNk4UMNYjaui8mPxPMuLS46D2VIsqvJJ+4ojewiXpJ46gGqz7vs0luvDK9OnTMW/ePKSmploiHrI090bitqdEA7E/5v+fiIhsTl/hh6L0FSQoUNDi3ShVwHNn89AoVUBCLRUyB3bU2c+eCtnEJGVi8+kUxCRl2jQOY70N1lDfozw0cMIfTxrgjycNoPn3MrC+h+M23ntNm4p6P/2Imp/ORb2ffoTX1KlGe3yURKr3YWrRE2soKBRlaqPI17Ff46UdL2FB9AJRhVeu1y2j9/kMbZcj0T15AQEBePLkCbp06YIyZcrAtciigCdOnJAsOLKA2qH5c/B05uRN0d+LZ87cPRZ0ISKyuMIt2kn/JGFZ7LJi+xgq0V63Yt1i64Ztba1Chc8noN6g8RaZu2PLOUFzd8Zj2YGr2tvjwxpIOgdNDFtXWgz2roJxYQ11Po8JYQ1M6sWzh3ldhhTt5bOXUvtSvQ9rLANR2qGgJTWUaHvMTSzY9bhaRVHb5Uh0kvfmm2/i1q1bmDJlCjw8PFh4RYm6zsqfg2csGTNn7h4LuhARWU3BHJ+49Di9SZ6hxKHxDUFvkZV6NwSLFLKRem6TGDFJmToJDWCZOWimkkOlxXd6+KGbf3Vcu/0Q9T3Km/Q52PJvaAuGhnEqLbkt6X2YmlhZunFCiqGgOXk5Je5TkJSacp7z3XfV8PY3RYVmM6KTvJiYGPz0009o0qSJJeIha6kdarynTezcPRZ0ISKyCbGJg5jiAyWJSco0mixIOSfIHHKcg2ZoXpG1ilrk5eXB7Z8b8H0G8Ktds8T9bf03tBV7WaLF0PsQk1hZsnFCinmqRd+LIaKS0icGkkZD22VIdJLXoEEDPH782BKxkJyInbt34DP921nQhYjI4sSUaJdqCJcpwyClTCjNYWiuma3noBWttGjNoha5ubnYtGkTAGDGjBlwc3Mzur+l/4ZyHgZqL0u0FH0f5iRWlloGorRDQfW9FwBoV6Mdjtw8or0tNin9x6c6KiXf0LtdKUQneVOnTsXcuXMxZcoU+Pj4FJuTV6FCBcmCIxsSM3cvJRq4vFv/8xhKComISFKmlmg3NoTL1N4kU4dB2npuU7B3Fcyol4vjB2ORWsEDl6rWNXkOmrXYuuJmScz5G5p6HDnCMFA5JrHmJlaWWAaitENBDb2XXg17YWLwRLOT0mSfyqi0V//21qKeyXZEJ3lR/1alGTlypM52QRCgUqkQHx8vSWAkA6bM3QMMD+1s3I29eEREMqRvCJeY3iRTh0Haem5T2rz56LBqFQqWL84dPBwBPXpZ5bVNZY2iFqUh9m9o6nHkCMNA5ZrE2roAUGGmDgU11HBg7L0YSkpNSbzT3J3RzMB2pRCd5K1fv94ScZBclTR3DzDcWxf2tvTxEJHF2HKhW7K+wkO4xPYmiRkGaau5TfqSCJeN3yFrQG/RhScsSU4X3IaY+jcUcxzZeiivpck5iZVDAaDCShoKaqzhQOx7MTXxblC5IYA9BrYrg+gkr2XLlpaIg5RMzNBOIpIlOSx0S7ZTeO28GhkCblZVIaGWymBvUrB3FYwPa2ByKX5bzG0qKYmQ4piXIkmU2wW3Iab8DcX0Stp6KK+lyT2JtdQcO3MZ6nUzpeHA1PciJvEOOpqOe3qeI+hoOtBbxBuzIdFJHpFepg7tJCLZkfucILI8Q2vn1e1puDfJnFL81mQsibBERb/SNIzI7YLbXGJ6JW09lNfS5JbE6muQsMQcO6mZ2nBgynsRk3g/Pn9e776GtssRkzySjilDO4lIduQ+J4gsz9jaefA0/Lhg7yqyS+4KGEsirl/ZrvcxpanoV9qGESVccJdEbK+kvSxToI+cklglj9SQcjizmMRbMLAOuKHtcsQkj4jIwSlhThBZltyHlpnLUBJhqYp+hZNEOcz308fZ2Rl9+/bV/ltqYnsl7WWZAn1sncTGpcfhcOphRY/UUHuqEeAegLN3zmq3BbgHmBW7vsR7S2sVyubswxTo/m1cq1dHtp5ikq7V7XAJhaysLJQtW9aSsZCtpURzuCWRA1LKnCCyHLkNLZOSviSitMd8SUliQc9JwRzH0NA+GD1kjpnvQFrOzs4ICgqy6GuUpqqhVVjxesdWSWxJC4QrZaRGXHqcToIHAGfvnMWms0cwMKCd0cfGJGUWG06e9nJXzMxeqzP3GP8mvZqsOtr9azf1w8M//ij2nGWb+hXbJlcmJ3mtW7dG69at0alTJ3Tq1AmenkbGb9iZ7Oxsva1dTk5OcHFx0dnPEJVKpbOmoJh9c3JyIAj5w2g0Gg1yc3O1MRnbVyv1NJBxFSr3hnCt10r/vvs+Bo599fQxrSfBrfss489bSOHFVHNzc5GXlyfJvq6urlD92zVuqX01Gg00Go0k+7q4uMDJyUk2++bl5SE3N1fvfhqNRuczMrYvkH9hUPA9sNS+giAgJydHkn0Lfz8ttS9g/Ltsi3OEufu+qn4VYTXDkJqVqm19F/O912g0Bs+VRfflOUJ+5whnPz88O2YMMtet0+5XZdRIuDV7WkTcGueIor9xRfeV8hzxWtBr2h4n72e94VfZz+D3rug5okmlJhjlOwrr459WHH+56ctoUqkJYm7GYM35Ndo5jrnOzsDO7ThzKQ9NZ8w2+LyAvM8RYvcFdL/LqZ/PQ0bh42vkSFR743W9+5b2HFH4OCpTpozu9/5/s4td76DTewDs5xxx7vY5fHP2Gzjj6fk4T5UHQZX/t1IJKtQqW8vgMWTqdQRg+WuD6/evAwLgLOj+tvzn//bi8vWKmPq8r97v/fzfL2H14Wva/ce0r4+pz/viWuY1JNT6N7kTAOe8/MctOXAEe6Nraff/9EEafJ2c4PzvMSAA0Dg7IzsnR+/nZs3rCGPHRGEqwdi3s5AbN25g79692Lt3L06dOoUmTZpoEz5fX1+TXkxpNBoNzpw5g127duk9EBs3boxhw4Zpb3/yyScG/6h169bVWVvw888/x6NHj/TuW7NmTYwdO1Z7e+HChbh3T1+NH8DT0xMTJ07U3l66dCnS09P17ltJuIfJ7Z7NL5ICYOXKlbhx44befcsJj/BW1CBtC9e6detw/br+4Smurq549913tbc3bNiAy5cv690XAGbOnKn9988//4wLFy4Y3HfGjBnak/nWrVsRGxtrcN9p06ahfPn88t2//fYboqOjDe77xhtvoHLlygCA33//HUePHjW474QJE1CtWjUAwP79+3HgwAGD+0ZFRaFWrfyTxJEjR/C///3P4L4vv/wy6v3bSn7ixAns3LnT4L5Dhw6Fj48PAODMmTPYtm2bwX0HDhwIf39/AMD58+exadMmg/sGBgYiIiICzs7O+Ouvv/DDDz8Y3LdHjx7a6rqJiYn45ptvDO7bpUsXtGuX38KWmpqKVUWqWRUWFhaGjh07AgBu3bqFr7/+2uC+bdq0wfPPPw8AuHv3LhYtWmRw39DQUPTqlb8e1sOHDzFv3jyD+1ZtUBVh3cOg9lQjOzsbc+YYbnFv2rQpBg0apL09a9Ysg/sq7hxRqRImT56svW30HFGuHN566y0A+efKpUuXIiMjQ+++PEc8pbRzRN++fbW9Po58jggMDMQLL7wAACWeIyp7V8b+myvxyfr8C7GNQ4cY3NdRzhFZsbFYu3wF0r2q6d3XaueIDasReznF4L72fI44XO0w/i73NwBgRKURyIrNMrivmHNESKcQoGZ+L3aZzDKSnyPi0uMwacskdL7Z2eC+Ys4R2dWq4f/KLQUAlMsph56pPQ3u2/Cvy2h+6hQA4PEzz+D/+vczuK+Yc0RpryMEQUD37t0RFBRkdMi1yT15NWvWxIgRIzBixAj8888/OHDgAPbu3YvVq1ejUqVK2oSvZcuWFhnjTRI5sjC/CqYpwxPuJHDYJjmE02mnsWLHCoz2H41X1a/aOhwiUrByruVQI8Ok9nOHYWjOZzEFwyiz7lomkMf3LfO8CjE+cDyeq/Uc8lLzsC3WcEOQGMtjl+P61fxOgBEeIyR5zsLUnmr0adAHD28+lOT5LqWq8KRKGJ7xMJxo2wuTe/IMycnJwYkTJ7Bv3z7s27cPDx8+xH/+8x/06dNHqhhtpqAnr2nTprIarhkXFwe1Wl3ycM2zm4Dtrz19XgCuyAX6LQcChzzdN/U08E2vYnG4Re3WJnkcrqnsoVj6aDQanDt3DiEhIXB2drb5kAzAusM1z90+h9G7R+ffrxKQp8o/Xr7r8R38Khsec2+vwzXF7gs8/S5rNBqcOnUKAQEBNh+uGXcrTvt3LWxNtzUIrhHMcwTkNRSr6L5Ff+OK7quUId3rN72PNh9uBYD84Zr/8l7/DcoGBOh9XsA654js7GzMnz8fADB16lQ888wzFj9HZMXGImHYS3r3KfhM3A58rF1vNxfOyGv9mnYYpaHnBQwP1yw4jnSGa14/jry1enpuXv4NqBViV9cRX53+Smc4cc8GPdGmdhvUrVgX/lX9S32OKPgNLToMdN3z69DMo5ne/VMepqBe5XpQe6pFnyM2xR7GBzv2Iy/HA3mPa2v3+2Fsa4TUc9f53kdfTcfQlceKPefEjg3x1f6ryIMTnMokwck1HU45HhjfOgxL91/R2bdxZjI+P7S02HDNxPfnoVv/TsWe29rDNS9cuCBdT54hrq6uaNeuHdq1a4f3338fFy5cMPpHUyI3NzeTeicLn3Sk3LfwCVWj0cDFxcVgTIX3hZcPAD1/C/dGuvvWbw20m2R0MXOd5y1B4YNRCfsWPpHY275OTk4GjzWNRqM9iZe0r5jnLc2+KpXKavumZqVC41T8Ry7pnyQEVjN9krylvvfmniNsta+zs7PJ50pLfu8N/V1Ts1IRogox63nl8F22xTnCFvuW9BtnzXNEafYdPWQOzv2VB+cN/weXfy+mq46NQqXmzY0+ztrnCDc3t2L3WeIcUTYwEJXat8dDfcMUU1Lg5iXoXIO4QAMcWwg0K3nkkb7vcuHjqCC5AgCXuq30X+/Ub23S8xoih+9y0X3fbP0mujTsguv3r+PP1D+x/dp2bE/MXzpEzBIKhr7L+s61gkrIP9e6hehsN7SEg5hzxODgDrj6tyeWHbiq3T4hrAFaNNQdAqxSqdCiYTVEhTUutm940+pYvD8RvhnXUevBbaRW8MClqnUR3rQmsgUnnf0j3DXaBA/I7yhx0Wjg/SijxLjFnE8A8d97U+fkSb6EQtOmTaV+SjJX7VCg3WSjyZuWHBczZ7VPsiAuG2A7liwtr+S/a2krD8qmciEBAJp98Cmy+g6z67+JmO+y58QJepM8t3r1gDvFS9UDsMy0ETle71hIwd/k3cPv6myXYgkFU8+1Uq4p+U4PP3Tzr16sYqaYfRffP4zGB7dq97vc6QUEe/dCsHcVnf2bZNZG4ubic/t8mvuLitmWuE6evRNzMpPTYuZ7ZhZJTidrC8YQSYHLBtiGpRflVerfNW3efN1Fk6Oi4DVtqtUeT5ZhqfL5cliDT+x32eji4CkGhrb9O/JIcnK63rEwU9Z0NIep51qpXz/Yu4rR5M7YvlmxsWi8b6vOPo33bUVW7BCUDQzU2X9H3HrU1/OcfyTvR0+FNNgwyXMESjuZpUTrJniAuIIxRCYSu2gvlY6ULbrGKO3vmhUbq3PhCwAZq1Yh1q8Mqrd8rsT4DT2+Ytcudtl75Ogs3VBiCnO/ywYXBxcz8ohEseToBlPOtXIaXWGoAFB2YmKxc+WtS2f0Jnm3Lp0BeksemkU4lbwLkZXdSRC3nagU1J5qRDSMkH0iYA+MtehKTUl/V0MXHlv/WIqXdryEBdELzHp8SRUN49LjsP3KdsSlx5kQJcmBoeTK2n/D0nyXywYGolLfvsUbILrOAqL25heHi9oLdP1QgkipoMetMClHN5R0rrX064vh9u9yE6Zsr+YbpHdfQ9vlSHRP3qZNm9CqVSvUqVPHEvEQGR6eYalhG0RkFXJq0ZUTQxceN6vmF4woqYdEzIVLATn0BpF4Ugx9c3Z2Ro8ePbT/NocU32W9Q06VNvJIIWw9usHWr1/A6JDhImqoI7G5+Qb0P/V02Y1fmldCL3WkVWKVgugkb8WKFXj//ffh5eWFFi1aoGXLlmjZsiXq1nXsH2m7Z80iKBy2QVTsAigmKdOkyeZyptT5cpam78JjS2sVEmo9rQpo7CJezIULYL1hs0okh7luxkiRXDk7O2sXpDZXab/LbGSwPrWn2qbHtK1fv4DBIcNFXLv9ELn3mgP4Q7tNcy8E124/VMxvsOgk7/fff0daWhqOHz+O6OhorF69Gh988AE8PT3RsmVLzJs3zxJxki3pK4Ji6cpUDlT9iqQj9ws0UxW9AGpati+On26jvT0+rAHe6WF4LT85k0uLrtwUXHgkxB3CB8nLdBI8oOSLeFMvXADLFWJQOiUkHnJqKDH3u3x2/y+4/OsqNKr6tCGjtI0M9tAIZs/k9ttsSkGkBumJ8Ev4Q2fb4IQ/8CR9GIDa+h8kM2YVXvHy8kKfPn3QtWtXREdH47fffsP27duxY8cOJnn2xlARFGtUvuSwDRJBCRdoptDXy3IhaxucytRC3mNvAMCyA1fRzb+6Yi9m5NKiKzdlAwMREBiIDtE5SDDjIt7USo4cNluckno3S9tQkpeXh6SkJACAt7e3znqpYon9LqfNmw+XVavw2r+3t7ZWYUN4/pBRcxsZ5u6M11nfbHxYA7z1vI/o5yHpxaXHYXnschxMPajdZupvs60T91p/xeC2ge3o1t7q8ZhDdJJ3+PBhnDhxAidOnMCFCxfQsGFDtGjRAosWLUKLFi0sESPZkinFTlj5kmxMSRdoJTHUy+Lkdlub5AFQ1JAREsfSvZ1y6g2SC6X1bpamoSQ3NxfffPMNAGDGjBmiFmIuDX1VYF84JuBGlTxonIF6dbOBhuKeMyYpUyfBA/Ibwbr6VTPwCLKWog2vBUz5bdaXuCt19IotiU7yoqKiULVqVYwaNQorVqxAxYoVLREXyYWpxU4ssWApkYlsdYFmiZZGQ70pedkeOrfre5SX5PXIOsQOV7J0byeHzepi72bJsmJjS7Wwu6FqrxN35uX/49f/IC0qUdT6jtduPzS4vb5K712KY+seLXPoa3gtzNhvs6HE3dqjVyp06IDbS5bq3a4UopO8d955B9HR0Vi1ahXWr1+vLbzSsmVL1K+vb0UJUjR9RVD0YeVLsiFbXKBZqqVRXy9L07J9cbxQL96EsAaK+bEn+Q4l5rDZp9i7aVzavPm6hX2iokQlY4Dxaq8FxK7vaKixq75HeeBOupjwZEmpPVolLaVh7LfZWOJu6d+9wg0Zl2uq8FtrFV44Jmjv39Jahd41VVDKWUF0kjdy5EiMHDkSAHDp0iWcPHkShw4dwuzZs1G1alUcPHjQ+BOQ8hQugqLJAeK3A5d3P72flS/Jxqx9gWbplkZ9vSwxrZXXmkv2NZTY3jlC72ZMUiau/H1X1GP0DbMUm4wB+XNGr/YORINfY43ul7nxZ5N7DIO9q2B8WAOd8/GEsAYIqlMZZ+6YHJosyaVHyxzGkriSfpuNJu4WVLQh48HAjtgQ7owTPgJqZAi4+W+hoACZDuHWx6zCK4Ig4MKFCzhx4gSOHz+OU6dOIS8vD1WrVpU6PpKL2qH5yV3hHr3G3YCwt5ngkSxY8wLNGi2NRXtZgr2ryP6HnYpT2lwvR2fPvZsFvUIu0GBEWdMfZ2iYZXZioqgkLy49Du8EnEejqs6okSHALykPXfSs4X7vl19w75dfABTvMdQ3ZPSdHn7o5l9dpxFMo9GY/gZlypY9WqWlr+G1Q60OGBc4rsTvl6HE3ZLvWV9DRpVN+9Eo0hkJtXSXs1HSEG7RSd748eNx+vRpPHjwAE2aNEHLli0xaNAgtGjRgvPz7Jm+KpuXd+cneUQyYe4Fmtj5UrZqaSTl4VwvkgN9vUIAEJt8Fy0aGi9SYmiYpSnDLwsraPAouGi+WVWFLnHGk7HCPYbGhozaYyOY0n9nStPwqi9xtyRDDRlDyj2Hj3BYe1tpQ7hFJ3n169fHiy++iNDQUDz77LOWiInkyFCVTRZcUayzt8/iSOYRON92RpBXkK3DMYsUE9LNmS9lSktjaYsUkH3gXC+SA0O9Qn+mxKBFw25GH1s2MBBVo6J0E6yxUaLPa0UbNhJqqbC1yJwnfQouwKUYMqoktujRklppesatmbgbarDoEz4eKtUw7I8/gY5+LTFY/ZxV4pGK6CRv+vTploiD5M5QYRUWXFGkwonNytSVsikEIYYUE9JLM1/KWEujFEUKyH44wlwvkrfCvT8uHr8jzu0mAODytV+QV/5Cied/r2lTUbFrl1I1XOlr8Cj72iuoNyUc2YmJEHJycPM/7xd7nFu9epIMGZXbgtymKPw7k+d6Hc+US0Bceo5i4lcKQw0Zi2644cCO/6H2o2SsPXwfV3t6KKLwTQGz5uSdOHECa9aswZUrVwAADRs2RFRUFEJD2aNjt/RV2WTBFUWyh0IQ5k5IL/ojX9r5UvpaGqUqUkD2xZ7nepH8FfQKrTi+H66eB/BXoftMPf+XDQws9TlsSugU1HmmJc7eSkBAtUYYGNBO+9wA8CTxuqgeQ1OHjMq1wq0pgr2rYP+tdVhz2jLxKzH5tYSiDRkXq3gjd9oQfBGX9O8eR/FL2jHE+P+omN5U0Unetm3b8O6776Jr164YMWIEAOD06dMYOXIk5syZg4iICMmDJJkoXGXTvRETPIWyh0IQ5kxI1/cj37luZ737lma+lFRFCoiIpPRODz9UcI/F8vji91nr/D93Zzz+2BKLWg9u41iFh0joV1WnZ8RQj2FphowqvWHTkvErOfm1hMINGbHrV2GANsHLNyAuCcf3/4LgyChbhCea6CRv2bJleOutt7TLKABAZGQk1q5di6VLlzLJs3e1Q5ncKZxSC0EUbm2s71FH7z6GJqQb+5GUer6UVEUKiIik1qF+Uyy/AFTJzm8My3TLBFTWOf/HJGXiyZIvsTDhD+22jTfOIcb/Y53GOUM9huYOGVV6w6al4ld68mtpFe5cEbVdjkQnecnJyQgPDy+2vVOnTvjiiy8kCYqILEeJhSD0tTaOD+tu8oR0Yz+SUs+XkqpIgTEcXmOfWKyHLE3tqcaoJqPwz+5/AABbvLdgZMBIq5xHbh6LxuBCCR4ADE74Azd+3gRMHWvSc5gzZFSpDZsFLBW/0pNfS/N9JG67HIlO8mrUqIGjR4+ibl3dg+vPP/9EjRo1JAuMiCxnSugUhNcJx8GzB9EhoIOsq2saam38vmdndPNva1J1zZJ+JKWeLyVFkQJDOLzGPrFYD1nLpJBJmLN7DgBgTbc1CKkZYpXXrfUgXe/2miu/QJpwX3u8S92IpcSGzcIsFb/Sk19L88h2w10D25VCdJI3atQofPTRR4iPj0dwcDCA/Dl5W7ZswXvvvSd5gERkGQEeAdBU0SDAI8DWoRhlrLUxoqHapAnQtviRl6JIQVEcXmOfWKyHbKWZRzOrvZZPc38kGriv4HhflrPPIo1YSq9wa4n4lZ78WlrZgADc/Wmj3u1KITrJGzZsGDw9PbFmzRrs2rULANCgQQMsWLAAXbp0kTxAInJsUrU2Kv1HHuDwGnvFYj3kCPQNZS8sIe4Q1uSZ14hlSu+f0ivcWiJ+e/hdtJTKAwciY+PPeBIXp91WJlCNygMH2jAqccxaQqFr167o2rWr1LEQERUjZWuj0n/kObzGPrFYDzkKr2lT8Uy9unrXw7tZVQXcLv6Ykhqx9A1hfz34dUnidQRK/10srbj0OPx94hBqZAhopH5Op2GtwcafELdmAdKOHIJXu+fgN1pZUyPMSvKIiKyJrY35OLzGPlmjWI/U7L1ITExSpknzfUm8pDAfPBjYEVU27dduqzo2CjktnwN2LCu2v7FGLEND2MPrFC8QSFTUgugFePzVSrxwTAAAJGKJznzoBdELsMZ5DdABAC5jdDQUNQfepCSvRYsWUKlUJj3hiRMnShUQEdkfKS6YHL21sQATXvtkyWI9UrP3IjFzd8brVO4dH9ZAZy03Mp+2160x0CjSGUPKPYc+4eNRNjAQXoDoRixjQ9hro7bU4ZMdiUuPw8HfV+OTfxO8AgXzQy/XVCl+DrxJSd67775r6TiIyE4ZumCy954AS2LCaxm27r2xRLEesUr6DOy9SExMUqbO+QoAlh24im7+1e2mR8/Z2RlhYWHaf1tL0V63hFoqfITD8Ks5AQVnM7GNWMaGsGvua6QKnezQ9fvXUSND0HtfdmIirldwMvg4pfz+mpTkXbx4EW+88QbKlSuHkydPIjg4GC4uHOlJhaREA3cSAPdGXCydtAxdMPU6uhkuG7/TbrO3ngBSHkfsvSna0GLKZ2DvRWKu3X5ocLvckzxTG86cnZ3RsWNH6wX2L1MLR4lpxDI0hD3AIwBnUs6UKl6yb3Ur1s2fB6qHW716qFtR/31KmgNvUqb23XffYezYsShXrhwiIyNx+PBhuLu7Wzo2Uoo9M4EjC5/ebjcZ6DrLVtGQjOi7YPLNuA6Xg9/pbLOnngBSHkfovSmq6JDL3MHDsSw7SGcffZ+BvReJqe9RXtR2uVDCEFpLFY7S1/un0dhPL56tRxjYK7WnGh2eH4Otfz2dkwc8nQ+tBhDgHoCzd85q7wtwD1BMLx5gYpJXq1YtfPvtt2jXrh0EQUBMTAwqVaqkd98WLVpIGiDJXEq0boIH5N/2i2CPHum9MKr1QE/5NNhPTwApj1J7b8xdNFrfkEuXjd/Bt0MVXKqqe8Fd9DNQYpEYMYK9q2B8WAOdpH9CWANZHwdih9AKgoD09PyFyT09PU2uuVBaliwcZa9D2B1xhIE1TQmdgrjPOyNZT3XNuPQ4nQQPAM7eOYu49DjFHGsmJXlvv/02Zs6cieXLl0OlUmHSpEl691OpVIiPj5c0QJK5OwmGtzPJc3j6LphadQgETv9QbF976Qkg5VFi742+svGmVn0zNOSy1oPbxZI8fZ9BSUVilD7f9p0efujmX10xvSdih9Dm5OTg66+/BgDMmDEDbm5ulgxPBwtHmc4RRxjYgtpTDXWv4sehPaxLa1KS16VLF3Tp0gUPHz5E8+bNsWvXLg7XtEcp0cDlPfn/btzVtCTNvZG47eRw9F0wpT1IsNueAFIepfXeGCobX7jqm7EhXoYaVFp1CMS+xKe3jX0GhorEKGHYoCmCvavI9u9flNKG0Mq1101uwyJLGmGg9MYUubOHdWlFVU8pX7481q9fj9q1a7Pwir0pOq/uwFzT5tbVDs3fT2dO3hT24imQuUO/TFH0gklJ5eIdidwucqxJSb03hlqYD167gITkqjh0OR1bYm5otxcd4mVoyOW48X3RshTHgL1X3pQrex9Caw1yHBZpbISBvTSmyJk9rEsrOlNr2bKlJeIgW9I3rw4wfW5d11n5+1mruiYreUquNEO/zCWHcvH0lBwvcqxNKb03hlqSv9iRibzHscW26xviZaihpTSfgb1X3pQzNpyZT67DIg2NMGiSmYRENqZYxZTQKQivE46DZw+iQ0AHBHkF2TokUdgdR4bn1RXcZ0oiVTvUOgkXK3lK7uzts4pf8JNKR64XOaSfvhbmJ7fDkPfY2+Bj9BWRkbqhRWnDBu1Nwd+yINnmBT9wJvkurmdkGe2ZlnPhJX0jDO5t26Z3XzamWEaARwA0VTQI8AiwdSiiMckj4/Pn5DS3jpU8LcIeJhdT6cj5Iof0K1zA4trNsvgi/gmcyiTBye028rI9iiV81igiw2GDtmXqEL7Y5LtWjMp2vo27j62XjmlvGxqdIPfCS0V719mYYl1ZcXFwPnQYWU5OqBAcbOtwRNG/nDs5loJ5dUXJbW6dsUqeZDZ7mFwspZikTGw+nYKYpExbh2I1cr/IMUdWbCzubduGrNjiwxfthdpTjYiGEXjOuzncPHeifP2lKFtrI8rXXwo3z53a/axZRMZr2lTU++lH1Px0Lur99CO8pnKekDUYmg9Z9PifuzMeQ1c+TXzm/37JKvFZ25nku9h66ZHOtmUHruo9rxcMiyxMzoWXChpTCmNjimWkzZuP5KHD8MyyZUgeOgxp8+bbOiRRSt2T9+DBAxw7dgz169dHw4YNpYiJbKFgXp3Y6prWxEqeFhHgEaD4ycVScdR5aUqrLlkSRytK4Fw2Gc94HNDZ9ozHAUxq9QKe825u9b8j59taX0nzIWOSMrH/0i0sO3AVTlDhbI4XAOD04UR0V9dW7HfdELGjE5RUeAngHExrsIdCUqKTvDfeeAMtWrTA8OHD8fjxYwwYMACpqakQBAFffPEFunXrZok4yRqsNa/OXKzkaTFcu4jz0pR2kWOIPfwwi2VoyHX9GlmK/TuSOMaG8BVtvMqDE6Jz62hv2+OwbHNGJyil8FIBNqZYlj0UkhI9XDM6OhqhofkX1Xv27IEgCDh58iTee+897eKaRBbTdRYQtRfotzz//10/tHVEdqNg6JcjJniA8ZZfRxHsXQX9Q5Tdqm/sh9lePXlUVdR2sj+GhvBdrOJdrPGqKCUPyzYkqE5lvOBbTmebkkcnkPXZw9xH0T15//zzDypVqgQAOHToEJ5//nmULVsWHTt2xOeffy55gGSHSrsEgtx7HEmR7HFemiOyhx9msZxy6uLJ7TCdIZtPbofBKccx59U6Kn1D+I6cTtGzp4AKqmwAwPDnmtht4jNCXREjwtUlVtck0sceCkmJTvJq1KiBmJgYVKpUCYcOHcIXX3wBALh//z7c3NwkD5DsDJdAIJmyt3lpjsoefpjFqu9RHtnpPZD7j79OdU02UDieokP49B0DLsjDoDJnAQBvduld7P6YpExZDts2J66gOpXRvJ67hSMje+U1bSrKd+6EhAMH0Sisg+Kqa4pO8iIjI/HWW2+hXLlyqFmzJlq1agUAOHnyJHx8fCQPkOwIl0AgmbOXeWmOztGKEjxtoIB26QRTGiji0uMceh6uueSaBOmjr/Eqqn19PDkVo3d/uRafkmtcZP/KqtXQ5OWhrFp550jRSd5LL70EtVqNv//+G23btoWTU/60vjp16mDy5MlSx0dyJ2bopbElEJjkkUwobfI96edoRQnENlAsiF6gU1F3tP9oTAmdYukwFU+JyUbRY8O/ennMOVV8P7kWn5JrXERyZ9YSCgEBAQgIyF/5XaPR4K+//kJwcLB2rh45CLFDL7kEAhGRxZjaQBGXHqeT4AHAmvNr0LluZ/boGaHkZKPwsZGdna13H7HLDliCvl5SOcRFpESiq2t+/PHH+PnnnwHkJ3jDhw9Hv3790LFjRxw/flzyAEmmDA29TIk2/Bh9i65zCQS744iLiRMpiaElFw6lHsL2K9sRlx5n5YiUwd4r8Nq6+NTcnfHot/RPvLkxFv2W/om5O+NlEReRUonuydu9ezf69OkDAPjjjz+QkpKCnTt3Ytu2bViwYAF+/PFHyYMkGTJ36GXBouulqa5JsqXEoUxEjqZuRf1VN5fFLtP+m8M3i7P3ZMMaxacMzWcsqZeURbGIxBOd5GVmZsLT0xMAcODAAXTv3h3169fHgAEDsH79eskDJJkqzdBLLoFgl5Q8lEnu5FToQQ7FOuQQg5JpsuoUW3KhKA7fLM4Rkg1LFp8y1ghY0pBMFsUiEk90kufh4YGEhAR4enri0KFD+PDDDwEAjx8/hrOzs9TxkVwVDL3UmZPHoZeOjPMmLENOvaNyKNYhhxiU7trthzpLLqhc76BMtb3F9rt+/zqTvCLsIdlwcnJCaGio9t9FWaL4VEmNgKb0krIoFpE4opO8/v37Y/LkyfD09IRKpULbtm0BALGxsWjQoIHkAZKMceglFWLvQ5lsQU69o8aKdfhX9ddus2SvIwuGSKPgO5n32Bt5j73hVCYJQPEkz9CwTken9GTDxcUFvXr1suprltQI6Ai9pETWJjrJe+2119C4cWP8/fff6N69u3YBdGdnZ4wdO1byAEnmOPSS/sUfaenJqXfUULGO6/eva5O8T3ddwopD17T3Sd3raCwGU5I8OQ17taWi39W8x95oWrYvLmRt0+4zptkYJs4kGVMaAQt6SfdfugUA6OhbzSqxEdkrs5ZQ6N69e7Ft/fr1K3UwlvDHH39g7ty5EAQBY8eOxaBBg2wdEpHdsoehTHIip95RQ706Bdv/upONFYf+1rlP6l7HkmIwRk7DXuWg+He1F+LSB3OuowMQBAGPHj0CAJQrVw4qlcrir1m4YcE34zpqPbiNVh0Ci50bdp//W/s9XbQ3weG/p0SlYVaSd+LECaxZswZXrlwBADRs2BBRUVHaMd5ykZubi7lz52L9+vWoUKEC+vfvjy5duqBKFV54ElmK0ocyyYmcekfVnmqM9h+tM1yyoLdHo9HgxgON3sdJ2etoLAZj5DTsVU6KflfVnmomdw4gJycH8+bNAwDMmDFDOyLL0t7p4YdeRzfD5eB3+RtO/4C0BwnwmjYVAL+nRFITneRt27YN7777Lrp27YoRI0YAAE6fPo2RI0dizpw5iIiIkDxIc8XFxaFRo0bw8vICAHTo0AFHjhxB7969bRwZEZFp5NQ7OiV0CjrX7ay3t6dmBf2Ft6TudTQWgyFyGvZK5KiyYmPhsvE7nW0Zq1ahYtcuKBsYyO8pkcREJ3nLli3DW2+9hZEjR2q3RUZGYu3atVi6dKmkSd7JkyexevVqnDt3Dunp6ViyZAm6dOmis8/333+P1atXIz09HU2aNMH7778PtTr/R//WrVvaBA8AvLy8kJaWJll8DislmsVWjOHnQxKTU++ood4eH3c3vPJcfZ05eZbqdRTb4ySnYa9Ejio7MdHg9rKBgfyeEkmseO3cEiQnJyM8PLzY9k6dOiElJUWSoAo8evQIvr6+mDlzpt77d+zYgTlz5uDVV1/Fli1b0KRJE4wZMwZ37tyRNA6HkhINxP6Y/399Nr8CrOoMbBmX//89+v82Fo1BzvbMtPznQyRT07v7YsvEtvhicCC2TGyL6TKZS1Mw7LUwpRcFikuPw/Yr2xGXHmfrUIhM4lavntHt9vg9JbIl0T15NWrUwNGjR1G3ru5E9z///BM1atSQLDAACAsLQ1hYmMH7165di8GDB2PAgAEAgFmzZmH//v345Zdf8Morr6BatWo6PXdpaWnaXj6HILZHac/MIuveTc5fJqHA5leAuJ90H3NkYf4yClL1WJUUg5ylROvGDkj/+RDJnJx6HQuT07DX0uJagaREZQMDUTUqChmrVmm3VR0bhbKBgdrb7/TwQ32P8ohNvovAOpXxYgtvW4RKZBdEJ3mjRo3CRx99hPj4eAQHBwPIn5O3ZcsWvPfee5IHaEh2djbOnz+PcePGabc5OTmhbdu2iImJAQCo1WpcvnwZaWlpqFChAg4ePIiJEyeKfi2NRn9BAVsoiKWkmFR7P4TTn4u1t/Pavg6h84eGH5AaDWc9CYrGtydQKzT//qIJXsFzp/8FoUawKeEbV1IMMqdK/0tv17hkn4/ETD2WiEqilGNJXasi1LUqApB/rIacvX1W71qB4XXCEeARYKOopKOUY0nJCn+2Go3Gqp+1x5TJKN+5E3ISE+Farx7KqtU6r194GZYNJ5Jx5dYDTO/uK/p1eByRVOR4LJkai+gkb9iwYfD09MSaNWuwa9cuAECDBg2wYMGCYvPlLCkzMxMajQbu7u46293d3XH1an51JhcXF0yfPh2RkZHIy8tDVFSUWZU1z549K0nMUjIWU7nMePgVSvAAwOnPxYh38sWjKvqHT1VN3of6erYnnd6HjHQXg/cDwKU7eXh05oxpgRtRUgxyVy4zD/o+Xak+H0uR4/FNysRjyfKOZB7Ru/3g2YPQVJHPRUhp8ViynNzcXO2/4+Li4OJig99Xb28gLw8o9NuYvwxLhs5uKw5dQ33Xe/BxN68CKI8jkooSjyVR3+zc3FwsW7YMAwcOxA8//GCpmCTVuXNndO7cuVTPERAQAGdn/ZXjrE2j0eDs2bNGY1LFXdK73dfdCYI6SP8Te+YCZ+YW2+wd0gnetYIM3p8X8CJ8woeaGr5xJcUge0HIy7tUpAf1Dek+H4kZOpbO3j6rrVxoDz0DZHmmnJcs5UzyXe0QzKA6la362rbgfNsZK1NXFtveIaCDXXxfbXksOYrc3FzcuHEDABAUFGSbJE+PazGpADKKbXetWgtBQbVEPRePI5KKHI+lgphKIuqb7eLigtWrV+OFF14wNy7JVKlSBc7OzsWKrNy5cwceHh6Svpazs7Ns/rAFjMbk6aN3s5OnD2DoMd6t8ue/6cyHmwJn71aG71cPgVP/5SIjN6KkGJTg+dlA077auZBOCpiLV/hY4lwfKg1rnysdcYHzIK8gvWsFBnkF2S4oC5Dj7669cHZ2Rr9+/WwdRjENqz1rcLu5x4IjHEcxSZl2MddY7pR4LIluvmndujVOnjyJ2rVrWyIek7m5ucHf3x9Hjx7VDhPNy8vD0aNHMXz4cJvGZnO1Q/UmSyUW/+g6K79IiKFiLSXdLwVrvIal1Q5VZNxx6XF65/p0rtuZCyST7DjywsnmrBVIJHcF1TULf69ZXdM4R2zoItOJTvI6dOiA+fPn46+//oK/vz/Kli2rc39ph0YW9vDhQyQlJWlvp6SkID4+HpUqVULNmjUxatQoTJ8+Hc2aNYNarcY333yDrKws9O/fX7IYFMvcZKmkBMUaCYxCkySlu37/usHtvIgkuSlp4eSs2FhkJybCrV49nep99kLsWoFEBQRBQE5ODgDA1dUVKpXKxhE9ZU9VcC3NkRu6yDSik7xZs/LL2a9du7bYfSqVCvHx8aWP6l/nzp1DZGSk9vacOXMAAP369cPcuXPRs2dPZGRkYPHixUhPT4efnx9WrVol+XBNxWKyRCLUrVhX1HYiWzK2cHLavPm6ZdqjouA1baq1QiOStZycHO311IwZM+DmZl5RE3OY0vgi12VY5Kakhi4i0UnexYsXLRGHXq1atcKlS/qLiBQYPnw4h2eaSuy6eeRQ1J5qvXN92FtAcmRoaFeTzCQkFkrwACBj1SpU7NrFLnv0iJSCjS/SMtbQRQSYkeSRQil5kXGyGs71ISXRN7Tr3rZtevfNTkxkkkdkI1mxsToJHmC48YWFREzDOYzSs7dh/iYneY8fP8bRo0cRHh4OAJg/fz6ys7O19zs5OWHy5Ml45plnpI+SSiclWjfBA/Jv+0WwR4+K4VwfUpKiQ7vc6tXTu5+h7URkedmJiQa3F76YZiERcTiHUTr22NPsZOqOW7ZswU8//aS9/d133yEmJgYXLlzAhQsXsH37dsWsnedw7iSI205EpFBlAwNRNSpKZ1vVsVGKaJWNScrE5tMpiEnKtHUoRJIypfHFUCERfh+MC/augv4htZnglYKhnuas2FgbRSQNk3vytm/fjqgiP5zz589HnTp1AADbtm3Dhg0bMHLkSEkDJAm4NxK3nYhIwbymTUXFrl0UNeyGPRhkzwoaX3R6Soo0vrCQCNmKsZ5mt2bNrBuMhExO8pKSkuDj83SR7WeeeUan7K5arcZ///tfaaMjaZi7bh4RkUKVDQxURHIHsBQ6OYaSGl9YSIRsxV6H+Zuc5N2/f19nDt6xY8d07s/Ly9O5n2TGHhYZJyKyQ+zBIGtycnJC06ZNtf+2JmONLywkQrZirKdZo9HYMLLSMTnJq169Oi5fvowGDRrovf/SpUuoXr26ZIGRBXDdPCIik1mryh97MMiaXFxcMGjQIFuHoRcLiZCtKHGYf0lMTvI6dOiAxYsXo2PHjsUqaD5+/BhLlixBWFiY5AESERFZmzXnyLEHg+gpLoZOtqKkYf6mMDnJGz9+PHbt2oXu3bvjpZdeQr1/x6leu3YN33//PXJzczF+/HhLxUlERGQVtpgjxx4MIiKSkslJnoeHB3744Qd8+OGHmD9/PgRBAACoVCq0bdsWH374ITw8PCwWKBERkTXYao4cezDIGrKzszFnzhwAwIwZM+Dm5mbjiIjIEkxO8gCgTp06WL16Ne7evYukpCQAgLe3NypXrmyJ2IhIJGvNISKyZ5wjR0RESicqyStQuXJlJnZEMsN1toikwTlyRESkdGYleUQkL1xni0hanCNHRERKxiSPyA5wnS0i6XGOHBERKZV1V8EkIovgHCIiIiIiKsAkj8gOFMwhKoxziIhsIyYpE5tPpyAmKdPWoRARkYPicE0iO8E5RES2xwJIJHdOTk5o3Lix9t9EZJ+Y5BHZEc4hIrIdFkAiJXBxccGwYcNsHQYRWRibcIiIiCRgrAASERGRNTHJIyIikgALIBERkVwwySMiIpIACyCREmRnZ+OTTz7BJ598guzsbFuHQ0QWwjl5REREErFmAaSs2FhkJybCrV49lA0MtNjrkP3JycmxdQhEZGFM8oiIiCRkjQJIafPmI2PVKu3tqlFR8Jo21aKvSUREysHhmkRERAqSFRurk+ABQMaqVciKjbVRREREJDdM8oiIiBQkOzFR1HYiInI8HK5JRESkIG716onaTlQanPtJpExM8ojIZmKSMq1SoIIcVEo0cCcBcG8E1A61dTSSKRsYiKpRUbpz8sZG8QKcJMe5n0TKxSSPiGxi7s54LDtwVXt7fFgDvNPDz4YRkV3ZMxM4svDp7XaTga6zbBWN5LymTUXFrl3Yw0KiqVQq1K1bV/tvQwzN/azYtQuPNyIFYJJHRFYXk5Spk+ABwLIDV9HNvzp79Kj0UqJ1Ezwg/7ZfhN316PFim8RydXXFyJEjS9zP2NxPHndE8sfCK0RkddduPxS1nUiUOwnithNRMZz7md+beW/bNlauJUViTx4RWV19j/KittNTnMdoAvdG4rYTUTGOPveT8xFJ6ZjkEZHVBXtXwfiwBjpDNieENWDSUgLOYzRR7dD8OXg6c/Km2NVQTSJzZWdnY9GiRQCAN954A25ubgb3ddS5n5yPSPaASR6RhNjLYrp3evihm391fl4m4jxGkbrOyp+DZ4fVNYlK69GjRybv64hzPzkfkewBkzwiibCXRbxg7ypMUExkbB4jP0MDaocyuSMi0TgfkewBC68QScBQL0tMUqaNIiJ7w3mMRETWUTAfsTBHmo9I9oE9eUQSYC8LWRrnMRIRWY+jzkck+8Ekj0gC7GUha+A8RiIi63HE+YhkPzhck0gCBb0shbGXhSwh2LsK+ofU5rFFREREBrEnj0gi7GUhkgar1BJZjkqlQs2aNbX/JiL7xCSPSEKsFklUOqxSS2RZrq6uGDt2rK3DICIL43BNIjJbTFImNp9OYRVRkgSr1BIREUmDPXlEZBb2uJDUWKWWiIhIGuzJIyLR2ONClsAqtUSWl5OTg4ULF2LhwoXIycmxdThEZCFM8ohINGM9LkTmYpVaIssTBAH37t3DvXv3IAiCrcMhIgvhcE0iEo09LmQprFJLRERUeuzJIyLR2ONClsS1AImIiEqHPXlEZBb2uBARkRhZsbHITkyEW716KBsYaOtwiOwakzwiMhvXBSQiIlOkzZuPjFWrtLerRkXBa9pUG0ZEZN84XJOIiIiILCYrNlYnwQOAjFWrkBUba6OIiOwfkzwiApD/I3xv2zb+6BIR2TGVSgVPT094enpCpVJZ5TWzExNFbSei0uNwTSLiMBoiIgfh6uqKiRMnWvU13erVE7WdiEqPPXlEDi4rLo7DaIiIyGLKBgaialSUzraqY6NYfIXIgtiTR+TgcowMo+EPMBERScFr2lRU7NqF1TWJrIRJHpGDc+UwGiIih5GTk4OVK1cCAMaOHQtXV1ervXbZwEAmd0RWwuGaRA6urFrNYTRERA5CEASkp6cjPT0dgiDYOhwishD25JFoMUmZXADbznAYDREREZH9YJJHoszdGY9lB65qb48Pa4B3evjZMCKSCofREBEREdkHDtckk8UkZeokeACw7MBVxCRl2igiIiIiIiIqikkemeza7YeithPZKy4cT0RERHLG4Zpksvoe5UVtJ7JHXDieiIiI5I49eWSyYO8qGB/WQGfbhLAGLL5CDiMrNpYLxxORoqlUKlSqVAmVKlWCSqWydThEZCHsyXNEKdHAnQTAvRFQO1TUQ9/p4Ydu/tVZXZMcUjYXjicihXN1dcXkyZNtHQYRWRiTPEezZyZwZOHT2+0mA11niXqKYO8qTO7IIRlaIJ4LxxMREZGccLimI0mJ1k3wgPzbKdFWCyEuPQ7br2xHXHqc1V6TSCplAwO5cDwRERHJHnvyHMmdBMPbRQ7bNMeC6AVYc36N9vZo/9GYEjrF4q9LJCUuHE8kvZikTFy7/RB1q5a1dSh2LycnB+vWrQMAjBw5Eq6urrYNiIgsgkmeI3FvJG67hOLS43QSPABYc34NOtftDLWn2uKvTyQlLhxPJJ25O+N11mB9wbccgoJsF4+9EwQBN27c0P6biOwTh2s6ktqh+XPwCms3xSq9eNfvXxe1nYjIFDFJmdh8OgUxSZm2DoXMEJOUqZPgAcDWS49wJvmubQIiIrIT7MlzNF1nAX4RZlfXNFfdinVFbSciKknRHqDxYQ3wTg8/G0ZEYl27/dDg9ub13K0cDRGR/WBPniOqHQoEDrFaggcAak81RvuP1tk2ptkYDtUkIrPo6wFaduAqe/QUpr5HeVHbiYjINOzJI6uZEjoFnet2xvX711G3Yl0meERkNmM9QFziRTmCvatgfFgDnYS9n285BNWpbLugiIjsAJM8siq1p5rJHRGVGnuA7Mc7PfzQzb/60+qadxJtHRIRkeJxuCYRESlOQQ9QYRPCGrAXT6GCvaugf0ht9uBZSbly5VCuXDlbh0FEFsSePCIiUqTCPUD1PcozwSMygZubG9566y1bh0FEFsYkj4iIFCvYuwqTOyIioiI4XJOIiIiIiMiOsCePiIiIyEHk5OTg+++/BwC89NJLcHV1tXFERGQJTPKIiIiIHIQgCLh+/br230Rknzhck4iIiIiIyI4wySMiIiIiIrIjTPKIiIiIiIjsCOfkERWWEg3cSQDcGwG1Q20dDRERERGRaEzyiArsmQkcWfj0drvJQNdZtoqGiIiIiMgsHK5JBOT34BVO8ID82ynRtoiGiIjIYlxdXbl0ApGdY08eEZA/RNPQdg7bJCIiO+Hm5oZ3333X1mEQkYUxySMC8ufgidlOZIK49Dhcv38ddSvWhdpTbetwiIiIyEEwySMC8nvr2k0uMidvitV68ZgM2J8F0Quw5vwa7e3R/qMxJXSKDSMiIiIiR8Ekj6hA11mAX4TVq2syGbA/celxOn9TAFhzfg061+3MJJ6IbCo3NxcbN24EAAwePBguLrwUJLJHLLxCVFjtUCBwiFV78PQlA3HpcVZ5fbKM6/evi9pORGQteXl5uHz5Mi5fvoy8vDxbh0NEFuIQSd6rr76KFi1a4PXXX7d1KEQ6mAzYp7oV64raTkRERCQlh0jyIiMj8emnn9o6DKJimAzYJ7WnGqP9R+tsG9NsDIdqEhERkVU4xEDsVq1a4fjx47YOg6iYgmSg8JBNJgP2YUroFHSu25kFdYiIiMjqbJ7knTx5EqtXr8a5c+eQnp6OJUuWoEuXLjr7fP/991i9ejXS09PRpEkTvP/++1CrecFE9oHJgP1Se6r59yQiIiKrs3mS9+jRI/j6+mLAgAGYNGlSsft37NiBOXPmYNasWQgMDMQ333yDMWPGYNeuXXB3dwcA9O3bFxqNpthjV69eDS8vL4u/B6LSYjJARERERFKxeZIXFhaGsLAwg/evXbsWgwcPxoABAwAAs2bNwv79+/HLL7/glVdeAQBs27bNIrEJggAAyM7OhrOzs0VeQ6yCZFZOMZEy8VgiqfBYIqnwWLK87Oxs7bIJ2dnZNo7GMngckVTkeCwVxFSQpxhi8yTPmOzsbJw/fx7jxo3TbnNyckLbtm0RExNj8dcvKC184cIFi7+WWHKMiZSJxxJJhccSSYXHkmV1794dAHDp0iUbR2JZPI5IKnI8lkpaAkXWSV5mZiY0Go12WGYBd3d3XL161eTnGTlyJC5evIisrCx06NABixYtQnBwcImPc3FxQUBAAJycnKBSqUTHT0REREREJBVBEJCXl6ftkTdE1kmeVNatW2fW45ycnODm5iZtMERERERERBYk63XyqlSpAmdnZ9y5c0dn+507d+Dh4WGjqIiIiIiIiORL1kmem5sb/P39cfToUe22vLw8HD161KThlkRERERERI7G5sM1Hz58iKSkJO3tlJQUxMfHo1KlSqhZsyZGjRqF6dOno1mzZlCr1fjmm2+QlZWF/v372zBqIiIiIiIieVIJJdXftLDjx48jMjKy2PZ+/fph7ty5AIDvvvtOuxi6n58f/vOf/yAwMNDaoRIREREREcmezZM8IiIiIiIiko6s5+QRERERERGROEzyiIiIiIiI7AiTPBn6/vvv0alTJwQEBGDQoEGIi4szuv/OnTvRvXt3BAQEICIiAgcOHLBSpCR3Yo6ljRs3YtiwYWjRogVatGiBkSNHlnjskeMQe14q8Ntvv8HX1xcTJ060cISkFGKPpfv372PWrFlo3749mjVrhm7duvF3jkQfR+vWrUO3bt2gVqsRFhaGTz75BE+ePLFStCRXJ0+exPjx49G+fXv4+vrif//7X4mPOX78OPr164dmzZqha9eu2Lx5sxUiFY9Jnszs2LEDc+bMwauvvootW7agSZMmGDNmTLG1AgucPn0aU6dOxcCBA7F161Z07twZr776Kv766y8rR05yI/ZYOn78OHr16oX169fjxx9/RI0aNTB69GikpaVZOXKSG7HHUoGUlBR8+umnCA0NtVKkJHdij6Xs7GyMGjUKqampWLRoEXbt2oXZs2fDy8vLypGTnIg9jrZv34758+dj0qRJ2LFjBz7++GPs2LEDX3zxhZUjJ7l59OgRfH19MXPmTJP2T05Oxrhx49CqVSts27YNL7/8Mv7zn//g0KFDFo7UDALJysCBA4VZs2Zpb2s0GqF9+/bC8uXL9e7/xhtvCK+88orOtkGDBgnvv/++ReMk+RN7LBWVm5srBAcHC1u2bLFQhKQU5hxLubm5wosvvihs3LhRmD59ujBhwgRrhEoyJ/ZY2rBhg9C5c2chOzvbWiGSAog9jmbNmiVERkbqbJszZ44wZMgQi8ZJyuLj4yPs2bPH6D6fffaZ0KtXL51tkydPFkaPHm3J0MzCnjwZyc7Oxvnz59G2bVvtNicnJ7Rt2xYxMTF6H3PmzBm0adNGZ1v79u1x5swZS4ZKMmfOsVRUVlYWcnNzUalSJUuFSQpg7rG0ZMkSuLu7Y9CgQdYIkxTAnGNp3759CAoKwn//+1+0bdsWvXv3xrJly6DRaKwVNsmMOcdRcHAwzp8/rx3SmZycjAMHDiAsLMwqMZP9UNJ1t80XQ6enMjMzodFo4O7urrPd3d0dV69e1fuY27dvw8PDo9j+t2/ftlicJH/mHEtFzZs3D9WqVdP5ISXHY86xFB0djU2bNmHr1q1WiJCUwpxjKTk5GceOHUNERARWrFiBpKQkzJo1C7m5uZg0aZI1wiaZMec4ioiIQGZmJoYNGwZBEJCbm4shQ4Zg/Pjx1giZ7Ii+624PDw88ePAAjx8/RpkyZWwUWXHsySOiYlasWIEdO3bgq6++wjPPPGPrcEhBHjx4gLfffhuzZ89G1apVbR0OKZwgCHB3d8fs2bPRrFkz9OzZE+PHj8ePP/5o69BIQY4fP47ly5dj5syZ2Lx5M7766iscOHAAS5YssXVoRBbDnjwZqVKlCpydnYtNHL5z506xVoMCHh4exXrtjO1PjsGcY6nA6tWrsWLFCqxduxZNmjSxZJikAGKPpeTkZKSmpmLChAnabXl5eQCApk2bYteuXfD29rZs0CRL5pyXPD094eLiAmdnZ+22Bg0aID09HdnZ2XBzc7NozCQ/5hxHixYtQp8+fbTDx319ffHo0SN88MEHmDBhApyc2OdBptF33X379m1UqFBBVr14AHvyZMXNzQ3+/v44evSodlteXh6OHj2K4OBgvY8JCgrCsWPHdLb9+eefCAoKsmSoJHPmHEsAsHLlSixduhSrVq1CQECANUIlmRN7LDVo0ADbt2/H1q1btf916tQJrVq1wtatW1G9enVrhk8yYs55KSQkBElJSdqGAgBITEyEp6cnEzwHZc5x9Pjx42KJXEHDgSAIlguW7I6SrruZ5MnMqFGjsHHjRmzZsgVXrlzBhx9+iKysLPTv3x8A8Pbbb2P+/Pna/SMjI3Ho0CGsWbMGV65cwZdffolz585h+PDhtnoLJBNij6UVK1Zg0aJF+OSTT1CrVi2kp6cjPT0dDx8+tNVbIJkQcyw988wz8PHx0fmvYsWKKF++PHx8fHhh7uDEnpeGDh2Ku3fv4uOPP8a1a9ewf/9+LF++HC+99JKt3gLJgNjjKDw8HD/88AN+++03JCcn48iRI1i0aBHCw8N1eonJ8Tx8+BDx8fGIj48HkL/0T3x8PG7cuAEAmD9/Pt5++23t/kOGDEFycjI+++wzXLlyBd9//z127tyJkSNH2iJ8ozhcU2Z69uyJjIwMLF68GOnp6fDz88OqVau0QxBu3ryp0xoVEhKCefPmYeHChfjiiy9Qr149LFmyBD4+PrZ6CyQTYo+lH3/8ETk5OXj99dd1nmfSpEl47bXXrBo7yYvYY4nIELHHUo0aNbB69WrMmTMHffr0gZeXFyIjIzF27FhbvQWSAbHH0YQJE6BSqbBw4UKkpaWhatWqCA8Px5QpU2z1Fkgmzp07h8jISO3tOXPmAAD69euHuXPnIj09HTdv3tTeX6dOHSxfvhxz5szB+vXrUb16dXz00Ud47rnnrB57SVQC+6mJiIiIiIjsBpteiYiIiIiI7AiTPCIiIiIiIjvCJI+IiIiIiMiOMMkjIiIiIiKyI0zyiIiIiIiI7AiTPCIiIiIiIjvCJI+IiIiIiMiOMMkjIiIiIiKyI0zyiIisaPPmzQgNDTV5/+PHj8PX1xf379+XPJZTp04hIiIC/v7+mDhxouTPb09+/vlnjB492qR9v/zyS/Tt29fCEUnLVsdCSkoKfH19ER8fb7XXlINOnTph3bp1Zj02OzsbnTp1wtmzZ6UNiojsCpM8IiIjYmJi4Ofnh1deeUX0Y/VdyPXs2RO7d+82+TmCg4Nx+PBhPPvsswDEJ4nGzJ07F02aNMHevXsxd+5cSZ7THj158gSLFi3Cq6++autQLMYax8I777xTLIGsUaMGDh8+jMaNG1vkNW1Nyu9rATc3N4wePRrz5s2T9HmJyL4wySMiMmLTpk0YPnw4Tp48ibS0tFI/X5kyZeDu7m7y/m5ubvD09IRKpSr1axeVlJSE1q1bo3r16qhYsWKx+wVBQG5uruSvqzS7du1ChQoV0Lx5c5vGkZOTY7HnLulYsBRnZ2d4enrCxcXFaq9pDyIiInDq1ClcvnzZ1qEQkUwxySMiMuDhw4fYsWMHhg4dio4dO2LLli3F9tm3bx8GDBiAgIAAtGrVStvbM2LECKSmpmLOnDnw9fWFr68vAN2W/WvXrsHX1xdXrlzRec5169ahS5cuAHSHax4/fhwzZszAP//8o33OL7/8El999RV69+5dLLa+ffti4cKFxbYXDJG7e/cu3n33Xfj6+mLz5s3a1zpw4AD69++PgIAAnDp1Cnl5eVi+fDk6deoEtVqNPn36YNeuXTrPeeDAAXTr1g1qtRojRozA5s2bdYaZ6hvCuG7dOnTq1Eln288//4wePXogICAA3bt3x/fff18s7t9//x0jRoxAYGAg+vTpg5iYGJ3nOHXqlPb+Fi1aYMyYMbh37x62bt2KVq1aITs7W2f/iRMn4q233ir2ORXYsWMHwsPDdbYdP34cAwcORFBQEEJDQzFkyBCkpqbq7LN161Z06tQJzZs3x5QpU/DgwQPtfQcPHsTQoUMRGhqKVq1aYdy4cUhKSir2Xnfs2IHhw4cjICAA27dvL/Ez0ic7OxsfffQR2rRpg4CAAAwdOhRxcXE6r1P0WNBn69at6N+/P4KDg9GuXTtMnToVd+7c0dnn8uXLGDduHEJCQhAcHIxhw4YhKSkJX375JbZs2YK9e/dqj93jx4/rDNfMy8tDhw4dsGHDBp3nvHDhApo0aaL9fO/fv4/33nsPrVu3RkhICCIjI3Hx4kWD77/wZzls2DCo1WoMGDAA165dQ1xcnPY9RUVFISMjQ/u4vLw8fPXVV+jQoQOaNWuGvn374uDBg8We19DxaOj7WuDx48eYMWMGgoOD0bFjR/z00086f7P//ve/aN++PQICAhAeHo7ly5dr769UqRJCQkLw22+/GXzfROTgBCIi0uvnn38W+vfvLwiCIOzbt0/o0qWLkJeXp73/jz/+EPz8/IRFixYJCQkJQnx8vLBs2TJBEAQhMzNT6NChg/DVV18Jt27dEm7duiUIgiD88ssvQvPmzbXP0b9/f2HBggU6r9uvXz/ttmPHjgk+Pj7CvXv3hCdPngjr1q0TQkJCtM/54MED4ebNm0KTJk2E2NhY7XOcP39e8PX1FZKSkoq9r9zcXOHWrVtCSEiIsG7dOuHWrVtCVlaW9rUiIiKEw4cPC9evXxcyMzOFpUuXCt27dxcOHjwoJCUlCb/88ovQrFkz4fjx44IgCMKNGzeEZs2aCXPmzBGuXLkibNu2TWjbtq02bkEQhMWLFwt9+vTRiWPt2rVCeHi49va2bduEdu3aCbt37xaSkpKE3bt3Cy1bthQ2b94sCIIgJCcnCz4+PkL37t2FP/74Q7h69arw2muvCeHh4UJOTo4gCIJw4cIFoVmzZsLMmTOF+Ph44a+//hK+/fZb4c6dO0JWVpbQvHlzYceOHdrXvH37ttC0aVPh6NGjBo+D5s2bC7/99pv2dk5OjtC8eXNh7ty5wvXr14WEhARh8+bNQmpqqva9BgUFCZMmTRIuXboknDx5UmjXrp3wxRdfaJ9j165dwu7du4XExEThwoULwrhx44TevXsLGo1G572Gh4drP4+0tLQSPyN9Zs+eLbRv317Yv3+/cPnyZWH69OlCixYthMzMTIPHgj4///yzsH//fiEpKUmIiYkRXnzxRSEqKkp7/99//y20bNlSmDRpkhAXFydcvXpV2LRpk3DlyhXhwYMHwhtvvCGMGTNGe+w+efJE+z4vXLggCIIgzJ07Vxg6dKjO6xbdNnLkSGHcuHFCXFyccO3aNWHu3LlCy5YthczMTL1xFz5uDh48KCQkJAiDBw8W+vXrJwwfPlyIjo4Wzp8/L3Tt2lX44IMPtI9bu3atEBISIvz666/ClStXhM8++0zw9/cXrl27Vux59R2Phr6vgiAI4eHhQsuWLYXvvvtOSExMFJYvXy40adJEuHLliiAIgrBq1SohLCxMOHnypJCSkiKcPHlS2L59u877+vzzz4Xhw4cb/LsTkWNjkkdEZMCLL74orFu3ThCE/Av7Vq1aCceOHdO5f+rUqQYfHx4eLqxdu1ZnW9Ekb+3atUKXLl20t69evSr4+PgICQkJgiDoJnn6Hl8gKipKmDlzpvb27NmzS7wAbN68ufDLL79obxe81p49e7Tbnjx5IgQGBgqnT5/Weey7774rvPnmm4IgCML8+fOFnj176tz/+eefi07yunTpUuxCdsmSJcKLL74oCMLTi+qNGzdq7798+bLO5/Xmm28KQ4YMMfieZ86cqZOYrFmzRujcubNO8l7YvXv3BB8fH+HkyZPabZmZmYKPj482yS1q8eLFQmBgoPDPP/9ot3366afCoEGDDMZ1584dwcfHR7h06ZLOey04/gqU9BkV9fDhQ8Hf31/4v//7P+227OxsoX379sLKlSu124oeC6aIi4sTfHx8tInL/PnzhU6dOgnZ2dl6958+fbowYcIEnW1Fk7wLFy4Ivr6+2oRZo9EIzz33nLBhwwZBEATh5MmTQkhIiPDkyROd5+nSpYvw448/6n1dfcfNr7/+Kvj4+Ah//vmndtvy5cuFbt26aW+3b99e+Prrr3Wea8CAAcKHH35o8HmLHo+Gvq/h4eHCtGnTtLfz8vKENm3aaN/n7NmzhcjISIPHpSAIwjfffKPz/SEiKoyD4ImI9Lh69SrOnj2LJUuWAABcXFzQs2dPbNq0Ca1atQIAxMfHY9CgQaV6nV69euGzzz7DmTNnEBQUhO3bt8Pf3x8NGzYU9TyDBw/Gu+++ixkzZkClUmH79u2YMWOGWTEFBARo/339+nVkZWUVqyyZk5MDPz8/AMCVK1egVqt17g8KChL1mo8ePUJSUhLee+89vP/++9rtubm52qIzBQqGvgKAp6cnACAjIwMNGzZEfHw8unfvbvB1Bg8ejIEDByItLQ1eXl7YvHkz+vXrZ3DO4+PHjwHkz40sULlyZfTv3x9jxoxBu3bt0KZNG/To0QPVqlXT7lOrVi1UqFBBe7tatWo6QxsTExOxePFixMbGIjMzE4IgAABu3rwJHx8f7X7NmjUz6zMqkJSUhJycHISEhGi3ubq6Qq1WFxsmXJJz587hq6++wsWLF3Hv3j2dmBs1aoT4+HiEhobC1dVV1PMW5ufnh4YNG+LXX3/FK6+8ghMnTiAjI0P7N7106RIePXqk/Q4WePz4sc5wV30KHzcF82KLbisYrvngwQPcunVL53MDgJCQkGJDQ40dj6bGo1Kp4OHhoT1G+vXrh9GjR6N79+547rnn0LFjR7Rv317n8WXKlNEen0RERTHJIyLSY9OmTcjNzcVzzz2n3SYIAtzc3PDBBx/g2WefRZkyZUr9Op6enmjdujV+/fVXBAUF4ddff8XQoUNFP094eDjc3NywZ88euLq6Ijc312iyY0zZsmW1/3706BEAYPny5fDy8tLZr3DiUxKVSqVNCgoULupS8DqzZ89GYGCgzn5OTrrTxwsnEQXJWV5eHgCU+Ddp2rQpmjRpgq1bt6Jdu3ZISEhA//79De5fuXJlqFSqYktYzJkzByNGjMChQ4ewc+dOLFy4EGvXrtUmt/oKiRR+/+PHj0etWrXw0UcfoVq1asjLy0Pv3r2LFVcpV66c9t9iPiOpPXr0CGPGjEH79u0xb948VKlSBTdv3sSYMWO0MUvxfQDyi4ps374dr7zyCn799Ve0b98eVapUAZA/T9bT0xPffvttsccZSnQL6DtuCv+dVCqV9jgSw9jxaEzRY6Twd8Tf3x979+7FwYMH8eeff2Ly5Mlo27YtFi9erN3/7t27qFq1quh4icgxsPAKEVERubm52LZtG9555x1s3bpV+9+2bdtQrVo1/PrrrwAAHx8fHD161ODzuLq6mnSxFxERgR07diAmJgbJycno2bOn0efUaDTFtru4uOCFF17A5s2bsXnzZvTq1UuSi+6GDRvCzc0NN27cQN26dXX+q1Gjhnafomt2xcbG6tyuWrUqbt++rZPoFF4bzcPDA9WqVUNycnKx16lTp47J8fr6+hr9mwDAwIEDtZ9T27Ztte9DHzc3NzRq1AgJCQnF7mvatCnGjRuHH3/8ET4+PtrjoiSZmZm4du0aJkyYgDZt2qBhw4a4d+9eiY8z5zPy9vaGq6srTp8+rd2Wk5ODs2fPolGjRibFC+T3bN+9exfTpk1DaGgoGjZsWKzoiq+vL6Kjow1WATX1+9C7d29cvnwZ586dw+7du9GnTx/tff7+/rh9+zacnZ2LfQZSJjwVKlRAtWrVdD43ADh9+rSoz83Q99XUGHr27ImPPvoICxYswO7du3H37l3t/ZcvX9b2phMRFcUkj4ioiP379+PevXsYOHAgfHx8dP57/vnnsWnTJgDApEmT8Ntvv2Hx4sW4cuUKLl26hBUrVmifp1atWtqlFwpX7Suqa9euePjwIT788EO0atWqWI9ZYbVq1cKjR49w9OhRZGRkICsrS3vfoEGDcOzYMRw6dAgDBgyQ4JPIv9AcPXo05syZgy1btiApKQnnz5/Ht99+q602OmTIECQmJuLTTz/F1atXsX379mKVSFu1aoWMjAysXLkSSUlJ+P7773Ho0CGdfV5//XWsWLEC69evx7Vr13Dp0iX88ssvWLt2rcnxvvLKKzh79iw+/PBDXLx4EVeuXMGGDRt0Pv+IiAikpaVh48aNJn1O7du317nYT05Oxvz58xETE4PU1FQcPnwYiYmJaNCggUkxVqpUCZUrV8ZPP/2E69ev4+jRoyavTSf2MypXrhyGDh2Kzz77DAcPHkRCQgLef/99PH78GAMHDjTpNQGgZs2acHV1xbfffovk5GTs3bsXS5cu1dnnpZdewoMHD/Dmm2/i7NmzSExMxNatW3H16lUA+cfupUuXcPXqVWRkZBhMBmvXro3g4GC899570Gg0OhVY27Zti6CgILz66qs4fPgwUlJScPr0aSxYsEDyxcHHjBmDlStXYseOHbh69SrmzZuHixcvIjIy0uTnMPZ9NWbt2rX49ddfceXKFVy7dg27du2Cp6enzvIWp06dQrt27US/LyJyDEzyiIiK2LRpE9q2bat3+Fe3bt1w7tw5XLx4Ea1atcKiRYuwb98+9O3bFy+//LLOhebrr7+O1NRUdOnSBW3atDH4ehUqVEB4eDguXryIiIgIo7GFhIRgyJAhmDx5Mtq0aYNVq1Zp76tXrx6Cg4PRoEGDYsP5SmPy5MmYOHEili9fjp49eyIqKgr79+9H7dq1AeQnAF9++SX27t2Lvn374scff8SUKVN0nqNhw4aYOXMmNmzYgL59+yIuLq7YPL9Bgwbho48+wubNmxEREYERI0Zgy5Yt2tcxRf369bFmzRpcvHgRgwYNwpAhQ7B3716doXHPPvssnn/+eZQvX167VIUxAwcOxIEDB/DPP/8AyB/OevXqVbz22mvo1q0bPvjgA7z00ksYMmSISTE6OTlhwYIFOH/+PHr37o05c+bg7bffNumx5nxG06ZNQ7du3fD222+jX79+uH79OlatWoVKlSqZ9JpAfk/s3LlzsWvXLvTs2RMrV67E9OnTdfapUqUKvvnmGzx69AgjRoxA//798fPPP2uHMw4ePBj169fHgAED0KZNm2K9ZIVFRETg4sWL6Nq1q06PtEqlwooVK9CiRQvMmDED3bt3x5tvvonU1FR4eHiY/H5MERkZiVGjRmHu3Lno06cPDh06hKVLl6JevXomP4ex76sx5cuXx6pVqzBw4EAMHDgQqampWLFihXZYbkxMDP755x+zh2QTkf1TCUUnSRARkSIJgoDnn38ew4YNw6hRo2way/HjxxEZGYmTJ09adXFtU7388sto3Lgx/vOf/5i0/+uvvw5/f3+MGzfOwpERlWzy5Mlo0qQJxo8fb+tQiEim2JNHRGQHMjIy8N133+H27dtGC4k4unv37mHPnj04ceIEhg0bZvLj3n77bZ0iKES2kp2dDR8fH4wcOdLWoRCRjLG6JhGRHWjTpg2qVKmC//73v6KG4Tmafv364d69e5g2bZrJc+iA/HliI0aMsGBkRKZxc3PDxIkTbR0GEckch2sSERERERHZEQ7XJCIiIiIisiNM8oiIiIiIiOwIkzwiIiIiIiI7wiSPiIiIiIjIjjDJIyIiIiIisiNM8oiIiIiIiOwIkzwiIiIiIiI7wiSPiIiIiIjIjjDJIyIiIiIisiP/Dy0ddksaoMT3AAAAAElFTkSuQmCC", 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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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Churn per cluster K=5 ===\n", " n_clients churn_hard churn_soft churn_warning\n", "cluster_k5 \n", "0 67 0.612 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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=2 =====\n", " n_clients aum_qty_mean_med freq_med gross_flow_to_aum_med n_tx_med holding_med exit_rate_med flow_dir_med drawdown_med months_inactive_med corr_fund_lag3_med corr_rate_lag3_med\n", "cluster_k2 \n", "0 325 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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Adjusted Rand Index Global x Top 400 Accounts : 0.1341\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 }