{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a8e44e75",
   "metadata": {},
   "source": [
    "# XGBoost Predictive Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c467f8df",
   "metadata": {},
   "source": [
    "Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "030f5163",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time\n",
    "import os\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold, RandomizedSearchCV\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.base import clone\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn.metrics import (\n",
    "    roc_auc_score, recall_score, precision_score, accuracy_score, \n",
    "    confusion_matrix, fbeta_score\n",
    ")\n",
    "from sklearn.dummy import DummyClassifier\n",
    "from sklearn.utils import resample\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5ba3077",
   "metadata": {},
   "source": [
    "Load tiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "babee804",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tiering_preparation import TIERS\n",
    "\n",
    "tiers = {\n",
    "    \"Tier_1_Basic\": TIERS[\"Tier_1_Basic\"],\n",
    "    \"Tier_2_Clinical\": TIERS[\"Tier_2_Clinical\"],\n",
    "    \"Tier_3_Personalized\": TIERS[\"Tier_3_Personalized\"],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d77b9872",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving results to: C:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\results\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "# 🔒 HARD-ANCHOR PROJECT ROOT (EDIT THIS PATH ONCE)\n",
    "PROJECT_ROOT = Path(\n",
    "    r\"C:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\"\n",
    ")\n",
    "\n",
    "RESULTS_DIR = PROJECT_ROOT / \"results\"\n",
    "FIGURES_DIR = RESULTS_DIR / \"figures\"\n",
    "\n",
    "RESULTS_DIR.mkdir(exist_ok=True)\n",
    "FIGURES_DIR.mkdir(exist_ok=True)\n",
    "\n",
    "print(\"Saving results to:\", RESULTS_DIR.resolve())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fa8e944",
   "metadata": {},
   "source": [
    "Load dataset, drop weight from X, but SAVE w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6d728bf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_pickle(\"../data/prepared/NSDUH_2023_prepared.pkl\")\n",
    "\n",
    "TARGET = \"IRAMDEYR\"\n",
    "WEIGHT = \"ANALWT2_C\"\n",
    "\n",
    "y = df[TARGET]\n",
    "w = df[WEIGHT]\n",
    "X = df.drop(columns=[TARGET, WEIGHT])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a84949a",
   "metadata": {},
   "source": [
    "Split train/test (consistent with feature selection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "739bca76",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test, w_train, w_test = train_test_split(\n",
    "    X, y, w,\n",
    "    test_size=0.2,\n",
    "    stratify=y,\n",
    "    random_state=42\n",
    ")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1077443",
   "metadata": {},
   "source": [
    "Compute fixed class imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9a702e39",
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = y_train.sum()\n",
    "neg = len(y_train) - pos\n",
    "SCALE_POS_WEIGHT = neg / pos"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60d4bb0e",
   "metadata": {},
   "source": [
    "Define metric helper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "75f72c77",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_model(y_true, preds, probs):\n",
    "    tn, fp, fn, tp = confusion_matrix(y_true, preds).ravel()\n",
    "\n",
    "    specificity = tn / (tn + fp)\n",
    "    sensitivity = recall_score(y_true, preds)  # same as recall\n",
    "    ppv = precision_score(y_true, preds)\n",
    "    npv = tn / (tn + fn)\n",
    "\n",
    "    return {\n",
    "        \"Accuracy\": accuracy_score(y_true, preds),\n",
    "        \"Sensitivity\": sensitivity,\n",
    "        \"Specificity\": specificity,\n",
    "        \"PPV\": ppv,\n",
    "        \"NPV\": npv,\n",
    "        \"AUC\": roc_auc_score(y_true, probs),\n",
    "        \"F1\": fbeta_score(y_true, preds, beta=1),\n",
    "        \"F2\": fbeta_score(y_true, preds, beta=2),\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "391c4136",
   "metadata": {},
   "source": [
    "XGBoost Pipeline w/ Weighted Fitting + RandomizedSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "966b088c",
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid = {\n",
    "    \"clf__n_estimators\": [50, 100, 150, 200],\n",
    "    \"clf__max_depth\": [3, 5, 7],\n",
    "    \"clf__learning_rate\": [0.01, 0.05, 0.1],     \n",
    "    \"clf__subsample\": [0.8, 1.0],\n",
    "    \"clf__scale_pos_weight\": [1, 9],\n",
    "}\n",
    "\n",
    "cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
    "\n",
    "# RandomizedSearchCV\n",
    "def build_model():\n",
    "    pipe = Pipeline([\n",
    "        (\"clf\", XGBClassifier(\n",
    "            objective=\"binary:logistic\",\n",
    "            eval_metric=\"logloss\",\n",
    "            enable_categorical=True,\n",
    "            tree_method=\"hist\",\n",
    "            random_state=42,\n",
    "            n_jobs=-1\n",
    "        ))\n",
    "    ])\n",
    "\n",
    "    model = RandomizedSearchCV(\n",
    "        estimator=pipe,\n",
    "        param_distributions=param_grid,\n",
    "        n_iter=20,\n",
    "        scoring=\"recall\",\n",
    "        cv=cv,\n",
    "        n_jobs=-1,\n",
    "        random_state=42,\n",
    "        verbose=2\n",
    "    )\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff87b9f7",
   "metadata": {},
   "source": [
    "Bootstrapped Confidence Intervals (ROC + PR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0517b4e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def bootstrap_auc_ci(model, X, y, n_boot=1000):\n",
    "    aucs = []\n",
    "\n",
    "    for _ in range(n_boot):\n",
    "        X_bs, y_bs = resample(X, y, replace=True)\n",
    "        probs = model.predict_proba(X_bs)[:, 1]\n",
    "        aucs.append(roc_auc_score(y_bs, probs))\n",
    "\n",
    "    return np.percentile(aucs, [2.5, 97.5])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d84eeafd",
   "metadata": {},
   "source": [
    "Baseline Model (Dummy Classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "6a8839f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# dummy = DummyClassifier(strategy=\"most_frequent\")\n",
    "# dummy.fit(X_train, y_train)\n",
    "# dummy_preds = dummy.predict(X_test)\n",
    "# dummy_probs = np.zeros_like(dummy_preds)\n",
    "\n",
    "# dummy_metrics = evaluate_model(y_test, dummy_preds, dummy_probs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7515b795",
   "metadata": {},
   "source": [
    "Train + Evaluate XGBoost on Each tier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "1cfd0e26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "----- Training XGBoost on Tier_1_Basic (6 features) -----\n",
      "Fitting 5 folds for each of 20 candidates, totalling 100 fits\n",
      "Best params: {'clf__subsample': 1.0, 'clf__scale_pos_weight': 9, 'clf__n_estimators': 50, 'clf__max_depth': 3, 'clf__learning_rate': 0.05}\n",
      "Completed in 77.4 seconds\n",
      "\n",
      "----- Training XGBoost on Tier_2_Clinical (10 features) -----\n",
      "Fitting 5 folds for each of 20 candidates, totalling 100 fits\n",
      "Best params: {'clf__subsample': 1.0, 'clf__scale_pos_weight': 9, 'clf__n_estimators': 50, 'clf__max_depth': 3, 'clf__learning_rate': 0.05}\n",
      "Completed in 71.7 seconds\n",
      "\n",
      "----- Training XGBoost on Tier_3_Personalized (19 features) -----\n",
      "Fitting 5 folds for each of 20 candidates, totalling 100 fits\n",
      "Best params: {'clf__subsample': 1.0, 'clf__scale_pos_weight': 9, 'clf__n_estimators': 50, 'clf__max_depth': 3, 'clf__learning_rate': 0.05}\n",
      "Completed in 93.4 seconds\n"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "best_models = {}\n",
    "\n",
    "for tier_name, features in tiers.items():\n",
    "\n",
    "    print(f\"\\n----- Training XGBoost on {tier_name} ({len(features)} features) -----\")\n",
    "    \n",
    "    start_time = time.time()\n",
    "\n",
    "    Xtr = X_train[features]\n",
    "    Xte = X_test[features]\n",
    "\n",
    "    model = build_model()\n",
    "\n",
    "    # Fit WITH survey weights\n",
    "    model.fit(Xtr, y_train, clf__sample_weight=w_train)\n",
    "\n",
    "    # Save best model for fold-wise CV later\n",
    "    best_models[tier_name] = model.best_estimator_\n",
    "\n",
    "    preds = model.predict(Xte)\n",
    "    probs = model.predict_proba(Xte)[:, 1]\n",
    "\n",
    "    metrics = evaluate_model(y_test, preds, probs)\n",
    "\n",
    "    # Bootstrapped CI\n",
    "    ci_low, ci_high = bootstrap_auc_ci(model, Xte, y_test)\n",
    "\n",
    "    metrics[\"tier\"] = tier_name\n",
    "    metrics[\"threshold\"] = 0.50\n",
    "    metrics[\"n_features\"] = len(features)\n",
    "    metrics[\"AUC_CI_Low\"] = ci_low\n",
    "    metrics[\"AUC_CI_High\"] = ci_high\n",
    "    metrics[\"Best_Params\"] = str(model.best_params_)\n",
    "\n",
    "    results.append(metrics)\n",
    "    \n",
    "    print(f\"Best params: {model.best_params_}\")\n",
    "    print(f\"Completed in {time.time() - start_time:.1f} seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83b9aad4",
   "metadata": {},
   "source": [
    "Convert to DataFrame + Export"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "46eefea0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== Tier_1_Basic =====\n",
      "Fold       Metric          Tier    Fold 1    Fold 2    Fold 3    Fold 4  \\\n",
      "0        Accuracy  Tier_1_Basic  0.558941  0.532761  0.601717  0.568526   \n",
      "1     Sensitivity  Tier_1_Basic  0.724656  0.783750  0.707500  0.736250   \n",
      "2     Specificity  Tier_1_Basic  0.537555  0.500323  0.588045  0.546850   \n",
      "3             PPV  Tier_1_Basic  0.168216  0.168548  0.181643  0.173542   \n",
      "4             NPV  Tier_1_Basic  0.937993  0.947095  0.939597  0.941324   \n",
      "5             AUC  Tier_1_Basic  0.693584  0.709003  0.714747  0.701434   \n",
      "6              F1  Tier_1_Basic  0.273049  0.277434  0.289070  0.280877   \n",
      "7              F2  Tier_1_Basic  0.436125  0.453035  0.448068  0.446618   \n",
      "\n",
      "Fold    Fold 5      Mean   Std Dev  \n",
      "0     0.624696  0.577328  0.032374  \n",
      "1     0.685857  0.727603  0.032811  \n",
      "2     0.616801  0.557915  0.040569  \n",
      "3     0.187671  0.175924  0.007618  \n",
      "4     0.938314  0.940865  0.003328  \n",
      "5     0.716441  0.707042  0.008533  \n",
      "6     0.294703  0.283027  0.007853  \n",
      "7     0.448005  0.446370  0.005568  \n",
      "\n",
      "===== Tier_2_Clinical =====\n",
      "Fold       Metric             Tier    Fold 1    Fold 2    Fold 3    Fold 4  \\\n",
      "0        Accuracy  Tier_2_Clinical  0.831903  0.830758  0.827754  0.826753   \n",
      "1     Sensitivity  Tier_2_Clinical  0.903630  0.895000  0.908750  0.903750   \n",
      "2     Specificity  Tier_2_Clinical  0.822646  0.822456  0.817286  0.816801   \n",
      "3             PPV  Tier_2_Clinical  0.396703  0.394490  0.391281  0.389338   \n",
      "4             NPV  Tier_2_Clinical  0.985106  0.983768  0.985776  0.984999   \n",
      "5             AUC  Tier_2_Clinical  0.931716  0.919203  0.929653  0.925441   \n",
      "6              F1  Tier_2_Clinical  0.551355  0.547610  0.547028  0.544223   \n",
      "7              F2  Tier_2_Clinical  0.719697  0.713858  0.718664  0.714851   \n",
      "\n",
      "Fold    Fold 5      Mean   Std Dev  \n",
      "0     0.836314  0.830696  0.003383  \n",
      "1     0.917397  0.905705  0.007331  \n",
      "2     0.825848  0.821007  0.003457  \n",
      "3     0.404749  0.395312  0.005359  \n",
      "4     0.987254  0.985381  0.001139  \n",
      "5     0.933265  0.927855  0.005061  \n",
      "6     0.561686  0.550380  0.006093  \n",
      "7     0.731975  0.719809  0.006470  \n",
      "\n",
      "===== Tier_3_Personalized =====\n",
      "Fold       Metric                 Tier    Fold 1    Fold 2    Fold 3  \\\n",
      "0        Accuracy  Tier_3_Personalized  0.836481  0.824320  0.825608   \n",
      "1     Sensitivity  Tier_3_Personalized  0.909887  0.881250  0.923750   \n",
      "2     Specificity  Tier_3_Personalized  0.827007  0.816963  0.812924   \n",
      "3             PPV  Tier_3_Personalized  0.404338  0.383569  0.389562   \n",
      "4             NPV  Tier_3_Personalized  0.986133  0.981561  0.988023   \n",
      "5             AUC  Tier_3_Personalized  0.937897  0.925039  0.933029   \n",
      "6              F1  Tier_3_Personalized  0.559877  0.534496  0.548016   \n",
      "7              F2  Tier_3_Personalized  0.727873  0.699682  0.724936   \n",
      "\n",
      "Fold    Fold 4    Fold 5      Mean   Std Dev  \n",
      "0     0.828755  0.840607  0.831154  0.006339  \n",
      "1     0.901250  0.918648  0.906957  0.014971  \n",
      "2     0.819386  0.830533  0.821363  0.006487  \n",
      "3     0.392061  0.411666  0.396239  0.010258  \n",
      "4     0.984663  0.987514  0.985579  0.002324  \n",
      "5     0.931067  0.939726  0.933352  0.005210  \n",
      "6     0.546419  0.568552  0.551472  0.011730  \n",
      "7     0.715420  0.737096  0.721002  0.012707  \n",
      "\n",
      "Saved: xgb_5fold_threshold0.50_by_tier.csv\n"
     ]
    }
   ],
   "source": [
    "# 5-Fold Cross-Validation on TRAIN set (no test leakage)\n",
    "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
    "metrics_order = [\"Accuracy\", \"Sensitivity\", \"Specificity\", \"PPV\", \"NPV\", \"AUC\", \"F1\", \"F2\"]\n",
    "\n",
    "all_fold_dfs = []\n",
    "\n",
    "for tier_name, features in tiers.items():\n",
    "    print(f\"\\n===== {tier_name} =====\")\n",
    "    \n",
    "    fold_rows = []\n",
    "    best_model = best_models[tier_name]\n",
    "    \n",
    "    X_tier = X_train[features]\n",
    "    w_tier = w_train\n",
    "    \n",
    "    for fold_i, (tr_idx, val_idx) in enumerate(skf.split(X_tier, y_train), start=1):\n",
    "        Xtr_fold, Xval_fold = X_tier.iloc[tr_idx], X_tier.iloc[val_idx]\n",
    "        ytr_fold, yval_fold = y_train.iloc[tr_idx], y_train.iloc[val_idx]\n",
    "        wtr_fold = w_tier.iloc[tr_idx]\n",
    "        \n",
    "        model_clone = clone(best_model)\n",
    "        model_clone.fit(Xtr_fold, ytr_fold, clf__sample_weight=wtr_fold)\n",
    "        \n",
    "        preds = model_clone.predict(Xval_fold)\n",
    "        probs = model_clone.predict_proba(Xval_fold)[:, 1]\n",
    "        \n",
    "        fold_metrics = evaluate_model(yval_fold, preds, probs)\n",
    "        fold_metrics[\"Fold\"] = f\"Fold {fold_i}\"\n",
    "        fold_rows.append(fold_metrics)\n",
    "    \n",
    "    # Table: rows=Metric, cols=Fold1..Fold5 (TRANSPOSE like LightGBM)\n",
    "    fold_df = pd.DataFrame(fold_rows).set_index(\"Fold\")[metrics_order].T\n",
    "    fold_df[\"Mean\"] = fold_df.mean(axis=1)\n",
    "    fold_df[\"Std Dev\"] = fold_df.std(axis=1)\n",
    "    fold_df.insert(0, \"Tier\", tier_name)\n",
    "    fold_df = fold_df.reset_index().rename(columns={\"index\": \"Metric\"})\n",
    "    \n",
    "    all_fold_dfs.append(fold_df)\n",
    "    print(fold_df)\n",
    "\n",
    "# Combine and export\n",
    "cv_results_df = pd.concat(all_fold_dfs, ignore_index=True)\n",
    "\n",
    "print(\"\\nSaved: xgb_5fold_threshold0.50_by_tier.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f3dbd7fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Saved: ./results/xgb_5fold_threshold0.50_by_tier.csv\n",
      "Rows: 24\n",
      "Fold       Metric          Tier    Fold 1    Fold 2    Fold 3    Fold 4  \\\n",
      "0        Accuracy  Tier_1_Basic  0.558941  0.532761  0.601717  0.568526   \n",
      "1     Sensitivity  Tier_1_Basic  0.724656  0.783750  0.707500  0.736250   \n",
      "2     Specificity  Tier_1_Basic  0.537555  0.500323  0.588045  0.546850   \n",
      "3             PPV  Tier_1_Basic  0.168216  0.168548  0.181643  0.173542   \n",
      "4             NPV  Tier_1_Basic  0.937993  0.947095  0.939597  0.941324   \n",
      "\n",
      "Fold    Fold 5      Mean   Std Dev  \n",
      "0     0.624696  0.577328  0.032374  \n",
      "1     0.685857  0.727603  0.032811  \n",
      "2     0.616801  0.557915  0.040569  \n",
      "3     0.187671  0.175924  0.007618  \n",
      "4     0.938314  0.940865  0.003328  \n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "cv_results_df.to_csv(\n",
    "    RESULTS_DIR / \"xgb_5fold_threshold0.50_by_tier.csv\",\n",
    "    index=False\n",
    ")\n",
    "\n",
    "\n",
    "print(\"✅ Saved: ./results/xgb_5fold_threshold0.50_by_tier.csv\")\n",
    "print(\"Rows:\", len(cv_results_df))\n",
    "print(cv_results_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "41710c6e",
   "metadata": {},
   "outputs": [
    {
     "ename": "OSError",
     "evalue": "Cannot save file into a non-existent directory: 'results'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mOSError\u001b[39m                                   Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[67]\u001b[39m\u001b[32m, line 8\u001b[39m\n\u001b[32m      5\u001b[39m other_cols = [c \u001b[38;5;28;01mfor\u001b[39;00m c \u001b[38;5;129;01min\u001b[39;00m results_df.columns \u001b[38;5;28;01mif\u001b[39;00m c \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m front_cols]\n\u001b[32m      6\u001b[39m results_df = results_df[front_cols + other_cols]\n\u001b[32m----> \u001b[39m\u001b[32m8\u001b[39m \u001b[43mresults_df\u001b[49m\u001b[43m.\u001b[49m\u001b[43mto_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m./results/xgb_two_rows_per_tier.csv\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[32m     10\u001b[39m \u001b[38;5;28mprint\u001b[39m(results_df)\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\util\\_decorators.py:333\u001b[39m, in \u001b[36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m    327\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) > num_allow_args:\n\u001b[32m    328\u001b[39m     warnings.warn(\n\u001b[32m    329\u001b[39m         msg.format(arguments=_format_argument_list(allow_args)),\n\u001b[32m    330\u001b[39m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[32m    331\u001b[39m         stacklevel=find_stack_level(),\n\u001b[32m    332\u001b[39m     )\n\u001b[32m--> \u001b[39m\u001b[32m333\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\core\\generic.py:3989\u001b[39m, in \u001b[36mNDFrame.to_csv\u001b[39m\u001b[34m(self, path_or_buf, sep, na_rep, float_format, columns, header, index, index_label, mode, encoding, compression, quoting, quotechar, lineterminator, chunksize, date_format, doublequote, escapechar, decimal, errors, storage_options)\u001b[39m\n\u001b[32m   3978\u001b[39m df = \u001b[38;5;28mself\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, ABCDataFrame) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m.to_frame()\n\u001b[32m   3980\u001b[39m formatter = DataFrameFormatter(\n\u001b[32m   3981\u001b[39m     frame=df,\n\u001b[32m   3982\u001b[39m     header=header,\n\u001b[32m   (...)\u001b[39m\u001b[32m   3986\u001b[39m     decimal=decimal,\n\u001b[32m   3987\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m3989\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mDataFrameRenderer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mformatter\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mto_csv\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   3990\u001b[39m \u001b[43m    \u001b[49m\u001b[43mpath_or_buf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3991\u001b[39m \u001b[43m    \u001b[49m\u001b[43mlineterminator\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlineterminator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3992\u001b[39m \u001b[43m    \u001b[49m\u001b[43msep\u001b[49m\u001b[43m=\u001b[49m\u001b[43msep\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3993\u001b[39m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3994\u001b[39m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3995\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3996\u001b[39m \u001b[43m    \u001b[49m\u001b[43mquoting\u001b[49m\u001b[43m=\u001b[49m\u001b[43mquoting\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3997\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3998\u001b[39m \u001b[43m    \u001b[49m\u001b[43mindex_label\u001b[49m\u001b[43m=\u001b[49m\u001b[43mindex_label\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   3999\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4000\u001b[39m \u001b[43m    \u001b[49m\u001b[43mchunksize\u001b[49m\u001b[43m=\u001b[49m\u001b[43mchunksize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4001\u001b[39m \u001b[43m    \u001b[49m\u001b[43mquotechar\u001b[49m\u001b[43m=\u001b[49m\u001b[43mquotechar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4002\u001b[39m \u001b[43m    \u001b[49m\u001b[43mdate_format\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdate_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4003\u001b[39m \u001b[43m    \u001b[49m\u001b[43mdoublequote\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdoublequote\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4004\u001b[39m \u001b[43m    \u001b[49m\u001b[43mescapechar\u001b[49m\u001b[43m=\u001b[49m\u001b[43mescapechar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4005\u001b[39m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4006\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\io\\formats\\format.py:1014\u001b[39m, in \u001b[36mDataFrameRenderer.to_csv\u001b[39m\u001b[34m(self, path_or_buf, encoding, sep, columns, index_label, mode, compression, quoting, quotechar, lineterminator, chunksize, date_format, doublequote, escapechar, errors, storage_options)\u001b[39m\n\u001b[32m    993\u001b[39m     created_buffer = \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[32m    995\u001b[39m csv_formatter = CSVFormatter(\n\u001b[32m    996\u001b[39m     path_or_buf=path_or_buf,\n\u001b[32m    997\u001b[39m     lineterminator=lineterminator,\n\u001b[32m   (...)\u001b[39m\u001b[32m   1012\u001b[39m     formatter=\u001b[38;5;28mself\u001b[39m.fmt,\n\u001b[32m   1013\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1014\u001b[39m \u001b[43mcsv_formatter\u001b[49m\u001b[43m.\u001b[49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1016\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m created_buffer:\n\u001b[32m   1017\u001b[39m     \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(path_or_buf, StringIO)\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\io\\formats\\csvs.py:251\u001b[39m, in \u001b[36mCSVFormatter.save\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m    247\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    248\u001b[39m \u001b[33;03mCreate the writer & save.\u001b[39;00m\n\u001b[32m    249\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    250\u001b[39m \u001b[38;5;66;03m# apply compression and byte/text conversion\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m251\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m    252\u001b[39m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    253\u001b[39m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    254\u001b[39m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    255\u001b[39m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    256\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    257\u001b[39m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m    258\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m handles:\n\u001b[32m    259\u001b[39m     \u001b[38;5;66;03m# Note: self.encoding is irrelevant here\u001b[39;00m\n\u001b[32m    260\u001b[39m     \u001b[38;5;28mself\u001b[39m.writer = csvlib.writer(\n\u001b[32m    261\u001b[39m         handles.handle,\n\u001b[32m    262\u001b[39m         lineterminator=\u001b[38;5;28mself\u001b[39m.lineterminator,\n\u001b[32m   (...)\u001b[39m\u001b[32m    267\u001b[39m         quotechar=\u001b[38;5;28mself\u001b[39m.quotechar,\n\u001b[32m    268\u001b[39m     )\n\u001b[32m    270\u001b[39m     \u001b[38;5;28mself\u001b[39m._save()\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\io\\common.py:749\u001b[39m, in \u001b[36mget_handle\u001b[39m\u001b[34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[39m\n\u001b[32m    747\u001b[39m \u001b[38;5;66;03m# Only for write methods\u001b[39;00m\n\u001b[32m    748\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mr\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode \u001b[38;5;129;01mand\u001b[39;00m is_path:\n\u001b[32m--> \u001b[39m\u001b[32m749\u001b[39m     \u001b[43mcheck_parent_directory\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    751\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m compression:\n\u001b[32m    752\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m compression != \u001b[33m\"\u001b[39m\u001b[33mzstd\u001b[39m\u001b[33m\"\u001b[39m:\n\u001b[32m    753\u001b[39m         \u001b[38;5;66;03m# compression libraries do not like an explicit text-mode\u001b[39;00m\n",
      "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\agila\\Documents\\STM\\Predicting-Past-Year-Major-Depressive-Episode\\venv\\Lib\\site-packages\\pandas\\io\\common.py:616\u001b[39m, in \u001b[36mcheck_parent_directory\u001b[39m\u001b[34m(path)\u001b[39m\n\u001b[32m    614\u001b[39m parent = Path(path).parent\n\u001b[32m    615\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m parent.is_dir():\n\u001b[32m--> \u001b[39m\u001b[32m616\u001b[39m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[33mrf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mCannot save file into a non-existent directory: \u001b[39m\u001b[33m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mparent\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m'\u001b[39m\u001b[33m\"\u001b[39m)\n",
      "\u001b[31mOSError\u001b[39m: Cannot save file into a non-existent directory: 'results'"
     ]
    }
   ],
   "source": [
    "results_df = pd.DataFrame(results)\n",
    "\n",
    "# Reorder columns to match LightGBM format\n",
    "front_cols = [\"tier\", \"threshold\", \"n_features\"]\n",
    "other_cols = [c for c in results_df.columns if c not in front_cols]\n",
    "results_df = results_df[front_cols + other_cols]\n",
    "\n",
    "results_df.to_csv(\"./results/xgb_two_rows_per_tier.csv\", index=False)\n",
    "\n",
    "print(results_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24edd949",
   "metadata": {},
   "source": [
    "SHAP Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6b7493e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== Tier_1_Basic =====\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAv0AAAF8CAYAAABcwgT0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAmWBJREFUeJzt3Qd4U1UbB/A3nbQFShll7y17yV6CgIKICCqKAxAZDlABByqoKIh8iIgCgqKgKCDLhYDK3lsQkL1HC6Ut3Svf8z9ww81q0zZtk/T/e55Am9wk994kzXvOec97DEaj0ShEREREROSxvPJ6B4iIiIiIKGcx6CciIiIi8nAM+omIiIiIPByDfiIiIiIiD8egn4iIiIjIwzHoJyIiIiLycAz6iYiIiIg8HIN+IiIiIiIPx6CfiIiIiMjDMegnIiLKpjNnzojBYJBvvvmG5zILOnTooC5ElHMY9BORxzp48KD06dNHKlasKAUKFJCyZcvKvffeK5999pnZdpUqVZIePXrYfIz169erYO6nn36yefsXX3yhbm/evLnd/cDt2sXLy0vKlCkjXbp0UY/tiF9++UXat28voaGhEhgYKFWqVJFHHnlE/vjjD4fuT1kzfvx4s9fO3iWvg9VFixZJ//79pXr16tneH8tjCwoKkrvuuksmTJggcXFxTt1vIspdPrn8fEREuWLr1q3SsWNHqVChggwePFhKlSol58+fl+3bt8unn34qL774olOe5/vvv1eNhp07d8qJEyekWrVqNrdDY+Opp54So9Eop0+fVo2Fe+65R3777Te577777D7+lClTZPTo0Srof+ONN1TQj+f5888/5ccff5Ru3bo55TjIWu/evc1ez5iYGBk2bJg89NBD6jZNyZIlVcMyPj5efH19c/1Uzpw5U/bs2SPNmjWT69evZ/vxtPeqdsybNm2St99+Ww4cOCBLliyRnLBmzZoceVwiuoNBPxF5pA8++ECCg4Nl165dUqRIEbPbwsLCnPIcCN7RuFi2bJkMGTJENQDGjRtnc9saNWqo3lgNAsf69evLtGnT7Ab9KSkp8v7776sgzFZQ5KzjcCc4J2lpaeLn55fjz4XXBxfNtWvXVNCP6/SvpQajSc4SGxuretkdsWDBAjWKhVGkunXrZvu5Ld+rQ4cOlaSkJPU+T0hIcOpxanLj9STK75jeQ0Qe6eTJk1KnTh2rgB+QJuMMCPJDQkKke/fuKo0IvzuqXr16Urx4cdVwsAdBZnR0tLRu3drm7frjQC450jGQW24rPUmfSoT0DwSH//zzjxpBwOgBerS1FKYNGzaodKWAgACpWbOmGlWwlfZy7NgxFRyicVWiRAnVG4yRDIyoPPjgg1K4cGE1wvK///3P7P4IIN955x1p0qSJui+C27Zt28q6dets5sljtAONo6pVq4q/v78aVcF9RowYYXVOLly4IN7e3jJx4kRxhZz+o0ePqvdG0aJFVbDctGlT+fnnn8220V47nPfhw4er17VcuXIOP3f58uVVwJ+T8DpiH3187vQVYgSgb9++ajQNrwv24+WXX1YjHnpXrlyRAQMGqGPCdqVLl1bvD/171VZOPxoYeK+hEYJzh/thhAWfbSLKPAb9ROSRkG6BlIdDhw45tH1ycrIKsi0vUVFRdu+DIB9BCHop+/XrJ8ePH1cjC464ceOGuhQrVszuNgj+EHgjpz8iIkKcCc+NeQwI7idPnqyCsccee0zlh+P/+++/XyZNmqR6nBG03rx50+oxHn30UdXrju3wOMj7RnCOkQn0PH/00UeqMTFq1CjZuHGj6X5oyMydO1cFedgGgV14eLh07dpV9u/fb/U88+bNU/MwnnvuOdWAQJCJkRLsa2pqqtm2P/zwg2p4PPHEE5LX/v33X2nRooUcOXJEXn/9dbXvaKz06tVLli9fbrU9Av7Dhw+rBhG2zysItrX3/9mzZ2XhwoXy7bffyuOPP24W9CPVB3n+GP3A64PXD/9rqUGahx9+WB0vAn+ktb300kvq/XTu3Dm7+4DXFe/Pd999VzUOce7QyMPn0dHPNBFZMBIReaA1a9YYvb291aVly5bGMWPGGFevXm1MSkqy2rZixYpG/DlM77JkyRKz++zevVtdv3btWvV7WlqasVy5csYRI0ZYPT62GzRokDE8PNwYFhZm3LFjh7FTp07q+v/973/pHsc777yjtgsKCjLed999xg8++MC4Z88eq+3mzZuntjt9+rTZ9evWrVPX439N+/bt1XULFy40XXf06FF1nZeXl3H79u2m63HOcD0eXzNu3Dh13XPPPWe6LiUlRR2/wWAwTpo0yXT9jRs3jAEBAcann37abNvExESz/cR2JUuWNA4cONB0HY4Fz1O4cGF13vS0/Vq1apXZ9fXr11fHlxPw+uE5cfyWtH3Vnye8xvXq1TMmJCSYrsP7pFWrVsbq1atbvXZt2rRR5yY76tSpk63jt/f+79Wrl9lxQFxcnNX9J06cqN4DZ8+eNb2uuP/HH3+c7vNin/X7/fXXX6v7TZ061WpbnEMiyjz29BORR0Jv87Zt26Rnz55qAiJ6s9ETiR5oy/QKQE/12rVrrS5ILbHXy48JnJgsDEh9QM83Jtda9j7DV199pVJg0HuP59qyZYu88sorMnLkyHSPAz2d6Glt1KiRrF69WsaOHat6Phs3bqx6kLOqYMGCqkdfgzQepELVrl3brBKR9vOpU6esHuPZZ581/YyUGqSuIG4cNGiQ6Xo8Jh5bf39sq+VwY6QAoxjI1cf99+7da/U86CnGudPr3LmzqoKkT6lCDzBSlmzl2+c2HNPff/+tqiyhV1vrOcdEW7wPMSp08eJFs/tgwjnOTV5D6o32/l+5cqWaQI5KUejpv9UuuAWjUBqMCOH4WrVqpbbZt2+faRu81kgvw+iSo5YuXarS32xNuMdnjYgyjxN5ichjoZoJJh8ihxyBP1IMPvnkE5WugjQSlCLUIMBAIGlJn86gQVCP4B4Bvz4nHwEy0hD++usvVZLTMpB64YUXVMBSqFAhNd/A0YmaSB3CBWkxO3bsUDngaAg88MADKtDNysRK5FdbBk/Ir0detuV1YCtgQ5qN5bbYF5xLy+stq8ogXQTnCjnvSK3SVK5c2ep5bF2HHHak8KByDVJMMC8BDQA8P/LM04NUIn3DDA0gXJwJFZYQ/GKeAy62YCI2GqHpHWdewHtD/1lAwxlpaEjT+vXXX9X7DpCeg1QkNKIt3x9aWhzSxpDC9eqrr6pGMtKdkLaDFCDME7AHeftoLNr6/BFR1rCnn4g8Hnoa0QD48MMPVZCIIDM7pQfRg3v58mUV+KM2unZBry7YmtCrBVKdOnWSu+++2+GAXw8TYzGCgcd/+umnVWCERkB6vZ+2Rh3AXo+yvev1PbzpbevI/b/77jt55pln1MRcjICgFxm9yihhip5/S/oeZT0EjigpuWLFCvX4aAghoNQaKvbgvYBJodrF3mhOdmjHgUDZ1ggSLpblXe0dpyvA+xa0uRl4X+G9iJKzr732mnoNcEzaRGb964jRLEz6xuRqNMrQCMKIkjYaQES5g01oIspXkEICCNqzCkE30nQ+//xzq9swsoARhVmzZuVoEIfjQG+5dhyoIgSRkZFm22EipqtBlSAsMIZzpW+s2Ct3ag8qECHtCa8HGlXoebZceM0WbK+vMIN9cTbtMVG339YIkrtB+hWgkaUtfIdAHu9B/cRdBP62oIGH3n5ckNrUsGFDNdKDBqC97dGgRQM9L9Y+IPJEDPqJyCOh/COqw1j2gP/+++/qf6QOZAWCRQSrSCFBmpAl5JmjggxSHpDjnx1IW0FaUsuWLa1uW7VqldlxIEjSemIRUGm9sV9++aW4Gm00AL3z2uuDAA9zMCxThjLy5JNPypgxY1QaCVJQ0lvoTGOvBKozoVGI99/s2bNVXjpGFCxTjCznKbgyVJCCBg0aWL2GGvyMhe8s38NIxdKnoOG9ihS3xMREu8+HeRwYRZgxY4YqA6qnf98QkeMY9BORR0KghYADpR1r1aql8vqxkBbKPGIFXZQPzAoE85iYiTxnW5CzjGAOvcnOCPoxMRKPiZV3kW+PnnykUqBGOko/oqcbMEcA22HSJSaRoi480o+0HlpXghQcNJzw2mCNA8yLwMgI5lhoPcmOwuRSBP0YXUHpSFfqFcZIUJs2bdSaDJiki97/q1evqsYN1hNAg84Z0NDT0m7QmMCkWpRPhXbt2qlLZqAHX+uBx3sQq1ijRx/pSGhkAT5TCN6RvoQJyUg9w+Rby9x+PBZSg5D6htcXOfp4rXAe9BPJLWH0YP78+WqyO9ZlwDoOOC6sGYHSppgjQ0SZw6CfiDwS8rSRt4+effR2I+hHLzIChrfeesvmol2O0CaLIp/ZFvRqIpDFdpi8ml4d/oxgH+fMmaN6PFGrHoscoYcVvfsff/yxqnduuW9YGRh183FfVNHBZGN7+5pXkM+PY0EvOCoSIRhEkInXS7+ImCMwORSTpvE6awGpq8Bx7d69W1VgQq473g8YAUBDDRNgnQVzTPAcetrkYaRMZTbo1+YcAN5vGKVApSasDq3NRUHjCr3/eA9qufpoxGGyujYaAGioYhI6Jrdj5WAE/WgwLF68WPXm24PnxWuKlbUxVwMNCnyWtEYUEWWeAXU7s3A/IiIil4BgEznmqJhDRES2sXoPERG5LUxkxkiIq/XyExG5Ggb9RETkdjAPAClBSB1BqgnSmjwJJmEjBSq9i6PzH5z5WESeYvz48XbX59DfdubMGTVxHFXHMiOr98tJzOknIiK3s2HDBjUZG/M0MMk0vYWe3NH58+czXKwL+foITnLzsYjym9KlS6vJ9zVq1BB3x6CfiIjcDiYD4+Kp0IixV/M+s+sLOPOxiPIbf39/VRnNEzDoJyIicjGohuOsRb2c+VhE+c2ZM2fUSBmqi2lrs6AaHMrVIsUQq0+jPHP79u3liSeeUKmHKAutSUhIUFWttMpv2AYV1lDJKrcxp5+IiIiI8qWUlBSrCwL59Lz++uuq5PBrr72m1n7B9rjOlrFjx6pSzihTO3ToULUS9dy5cyUvsKefiIiIiPKd2NhYuwv6aWtSWMLihzNnzlTrvSDoh65du6rRNMyfsdS8eXOZPn26+hlrpmC1eEzuRQMgtzHoJyJyYcnJyWphLsDEVVdacZaIyOUYet/52bgs3U0DAgJMq1nrYUFHLApnC9YEQcqO5arsWCUai9BZwuKBlov2YUG9vMCgn4iIiIg8hMHhLb28vKRp06ZW1//666/prg0CJUqUMLseq23bYrn6u5+fn2o05AXm9BMREREROVjCE8LDw82uDwsLE1fHoJ+IiIiIPKinX7s4X926dVUVnpUrV5pdv2LFCnF1TO8hIiIiIg+RM8G+plixYjJs2DD54IMPVPDfsGFDVc7z2LFjppQhV+W6e0ZERERE5EI9/YA6+88995xMnDhR+vbtqwouaCU7g4ODxVUZjEajMa93goiIbGP1HiKiTDA8cudn4+JcO3VPPvmkbN68WS3O5aqY3kNEREREHiJn03tgw4YNsmXLFmnSpIlamAvVfrDi7tSpU8WVMegnIiIiIg+R80F/wYIFVaD/0UcfSXx8vFSuXFkF/CNHjhRXxqCfiIiIiDxEzgf9TZo0ka1bt4q74UReIiIiIiIPx55+IiIiIvIQOd/T764Y9BMRERGRh2DQbw+DfiIiIiLyEAz67WHQT0REREQewagL+hn+m+NEXiIiIiIiD8eefiIiIiLyEOzft4dBPxERERF5BKb32Megn4iIiIg8BHv67WFOPxERERGRh2NPPxERERF5CPb028Ogn4iIiIg8LqefzDHoJyIiIiIPwaDfHgb9REREROQRjHm9Ay6MQT8REVE63vgzSSbtM6hoIjghSdqfDZOnWxeQ3gNL87wRuRz29NvDoJ+IiMiOT7fcDvgNuIhEBfrLbzXKSoXfjouXj0ivpxj4E7kS5vTbx6CfiIjotrjYVNmzMVL+3BknYUdj5GTBQJEaZczOT6q3l+wtVUS8V0Yw6CdyOezpt4dBPxER5Uubz6ZIpyVpkmS81ZMfJGny4sGTcjMmTZJ8vCUwJU0qR8fd6uW3cKJ4YWl2JTJP9puI7GNPv31cnIuIyMNcX3xc9hq+MF3Ov7ZVjGmc3qb355ab0naxUZLwNXg7qI8VL9nrF6h+DUxJvbWh0fZ5S/I2yLlCATLljVNy7J+YnH9RiYiyiUE/EZELilp3XgXsB/3mSJMhKVJxXopD97t5MFzOPrrW7LrwyfvlwthtObSn7um1lQlWPfglYuKlVkSMeOvi/AKpRikYn2j63SstTTUEMBKQ6OstJ04myufvnpV/tkfl5u4TkV0G3YX0GPQTEbmY60uPy8l7fjH9jq+uEttFTvVeneF9j9dfYvP68En7nbqP7u6iv7/VdbWv3bQKE2J9vSUmwF8MaWlS5+oNuf/YJXnw6EUJjU2U32uUkfAgf3WfJV9ezrV9J6L003u0C5lj0E9E5GLO9jHvqdfE/nou3fulxSXn0B55HqONat6pNnL3k71vfU36GEX+LRkif1QvI9cC/aXn0YtSISpO1lUuqW6PjbmdDkRE5KIY9BMReYgbi07k9S64jQQ/X6vrDoUGS5KXeeC/v3SIWfCf4u0lWyqWUD38da9GqpEA8GZZDCKXwJ5++xj0E+Vnq/aIGHrfuQz+PK/3iLIh6TwnlDoq1WA9STcqwE+W3VXOdPuq6qXkn1K3gn5LFwoHirfRKM/sP3Pr3CeK/P1zON+/RHmOOf32sG+CKL9CwHP/B+bXzf3r1gU63CWybkKe7Fp+FfffDTnV8/d0t0lLTJVjnVZI3JarubZfnqh4bKLE+lv39t8o4Kf+x2TeYnFJdu9fNC5RXQJuV/lBmPHzt2HSvGOIBBUy/2o98W+M/LE4XGo0DJIuD4U6/ViI6A7m8tvHoJ/I3TwzXeTb9ebXBQeI/DNNpFghkaXbRY6cF3njYZHCgSJz14i8/5PIo61EJj9z5z5Bj6T/POsPiwQ+KhK3KGeOg8wcab9M4jdeyfCsHKqyQFIuxWXp7KVEJopPEX+5vui4RMw/qsp4FnuqlhTrVyPfvRplY+LlbNGCVtcn+frITV9vKZScKndfjJDKETGyunopuR4UYNqmdHSc7ClTVKX6tDlzVYITU6Rg8q3gf8U3l+WJF8ubtn39qcNyKdlHzoUEysUdPnL+SILUCEqV/S8GipdFKhEROQM/V/YYjEY7RYjJJSQkJMiyZcvk77//llOnTklsbKwEBwdLrVq15N5775X77rtPfHys227Tp0+X+fPnS/ny5WX58uWm62fPni1z5sxx6Ll79Ogh48ePN/3+9NNPy7///is9e/aUd955J937bty4UX755Re1/Y0bN9Q+lixZUurXr6/2uVmzZqZtIyIi5LPPPpMjR45IWFiYOubQ0FBp3LixDBgwQB0DpRPwZ1byYhG8Z5DO42gS4KJRIn1a8WXIAZF/nJFT96Xfu5/jfA3SOGmY5AeLZl2Qr/amqbz8OD98DswDBN/kFCl9M156/XfJFDpE+/nIwvoVJdHX+m8t8vrvOXVVwgL9pFh8suwqU0SqRMdJiZuJEu9rkKBko6TpcmkvBfnLsjrlpWFSrOx+u2guHDFR/hJveNH0c4DxszzdF1fDoN+FnT9/XkaMGCHnzp2Tu+++W1q0aCFFihRRQfLOnTvV5cknn1Tb6KWkpEj37t0lICBALly4oAL9Jk2aqNuOHz+uLnpTp05V/7/yyitm15crV04F6XDixAl57LHH1HV4/tWrV6vHt4SA/a233pL169dLxYoV5Z577pGyZctKamqqOo5Nmzap/ydMmCDdunVT9zlz5oy899576rlKlSolBQoUUNv8/PPPkpycLPPmzZMqVao4+ey6KUcD9dxQo5TIqasiKbp+g9iFIj7eIgiObFRCIXPnxm6Vax+6RilNn4pBUv/M0+IuUpLTBAMeJfyNYjCKXLucJCvXRMuEmMJyTXykTnGDbOknEuR/K1A/dyJOZnx0Vjb7FZZtlUJtvj+909Kk04krUj3ipqrWo8GP39erKNcLFrC6T8HEZBm095QcDykof1ctKQm+PvhilQ6nr0r9q1HqvpbPtKZKSTlfOECi38JCYPycEDlTnOEl08+Bxuk8uTpM73FRCJ5HjhwpFy9elMmTJ6vgWe+ZZ55RveiHDx+2uu/mzZvl+vXrMnPmTBk7dqwKnrWgv3r16uqih+3g/vvvt7s/K1eulKCgIHn//fdV7/vatWtVj7+lSZMmqYAfjZEXX3xRvLzM54rjmNatW6cCe02lSpXk66+/tnqsTp06qdGFxYsXy+uvvy4e6Vy4yIXrtwKQaiVFvl0ncv66SJWSIghWjlwUeb33rbSdWnd6L1zCMRupKEGPm/+O4xrWVeTz50SwwFFiikiRoPQfF9uFRYskJokkpSBqE6lcSjwNUmtcJeCHlLOxajEwKeEvcu32YlSB3uJTvIAEdSwr3gW8pGDbMhK/J1yKP19Pks7FyM11FyX4vgoSWK+4xO2/JgVqFxHfotadAY66fjVRtq65ISXK+EpKksjky/6yKcJbYsVbApJSper1aInz8pbzwYGSZBApE5so9cKipDhy741psr1sUSnkHScGf185luQnBT/1FjHcKmNaOipZekakyT+NQuw2SAOTUqTKDfOAH7A1GgK2gv7CicmS7GWQv6qVkkQ0ePHaGgyyoVKoVLseo1b2jbt9PX5Gr3+N69FypERhWfHtJblSvbjcX8dbKhbh1zER5Sz+lXFRK1askLNnz6qg1zLg19SpU0ddbAXo6F1v2rSp6k1HetDo0aOlYEHr/FVHoLd91apVaj/q1asnNWvWVM9hGfRjBOHXX3+VBg0ayEsvvWSzBwvX2TseS6VLl1b/R0dHi8eJiRe5+zWRIxcy3nZ6Hqd+ZAeyB7/4Q+SfMyJ7TokkJIvc10hkwQiRooXMt71yQ+SZz0RW2wiE0ei5OEfE/9YkS0+Qci1eXFL4ndVnJTZVUmJjJeqbY+rXiFlHb20y9aBpk7D39pjdPbB5qNTa3ifTTztl9Em5cCrB7LpKmMNQs4xEFi0kyX5esq9UUfFKTZOmlyJkf+ki0u34ZQlIu5U+k+JlkA7nrsvREoVlc7FCkmrR4XC1UIBsrlBcCiWlSOztybp66J1vezZc/PFgNlwIDrS6zjclVe45dUWSvL2kfGSsnMD79PbfvTQvL7lcqIBcK+ArB0sXlThfbylzM0GiC/jKTUwgNhrl4bASYrzmJbLVKMUDUyT8eX4lE2UXJ/Lax5KdLgo5/PDQQw9l6n7Xrl2TrVu3qvQeBNgPPPCAGjVYs2ZNlvdlw4YNEhkZqXL8AY954MABlZZja58ffPDBLA1ZIy0Jz4Nj2LdvnxqlgNatW4vHefYLxwJ+T7H5qEg8emONIr/vFRn1rfU2Q2bZDvjh+k2Rdm+LJ/Eq5DkNGL24HWFydfqBTN3n6qUEq4Bf+4LqekI3omQwqAmzR0KD5bFD51XAr23nl2aUAqlp0vBKpDTHaJmFNG8vSfX1Vik3tlS/flOqR9gueXqmSJAq0anX5MJ1GbznpMrjx2Jd5zCCpf+7ZzRKyZgEaXY5Up7de0qlABVISb0V8N8+FowIaD+jDThsTYoDZ4uI0seSnfYw6HdRJ0+eVOk0yKHPDPS0p6WlqaAfkMpTo0YN1TOfVUgPKlOmjJpYCxg9wMRcXK+HvH/A81mKiopSAb12iYmx/nLdtm2bdO7cWT3+4MGD1cRlpANpx+JR1v8r+Zqt4B6NgfRgtMCDGOM8N8C7/uWRTG3/6wL75Uf9U9NUrr0mycdLTbQNwaiRHUjFsfdYta9FS8tz4RKQlKJ69zUlYq0bHbC7dIisrFVWBeZlouPk3hOXpfOJy9L0/DXxTbu1ri9W5U26ncKjqXEtWjVQtC/ZoORUNTJRIFn3ult0jiy8NZBCRNnAxbnsY9DvohAUI+jPLATijRo1Uuk9GvTMI/8fDYnMunLlimzfvt00cgCYTNymTRv57bffVO+8BpWFwFYaUe/evVVAr10w2dcSUoc+//xzNbH4hRdekGLFisnNmzfNniOvYRJzYmKi2euEfdQkJSWp+RR6ly9ftv69YnHJ16qWsj5XFTI4J0WC1PtRX3DMaa+HTm49R3Kk7SDTExS4q0imzlWTtsF2Hwv58vpUHb+UVCkWp0tBsgGpNLacDQ5SqUAoxfncnpNSFSNIt10paD0XId7HW3aVK6aCc5/UNGlzJkzuCo+WOuHR4qfbPyzqZUnNM7DgYzRK2Wj7aV1lA2+V/XT19y6fg+cqs++r3MSg3z4mELooBM5aEO0opMSg6g0m5KLyj6Zu3bpqQi16+y0r9Dg6coA8ff1jYr4AJuxu2bJF2rdvr67TGim2evE//vhjNTcAnn/+eZvPhcZE8+bN1c/t2rVTDQ1UDMIXl5bqk9eKFjUvsWfZwPHz81ONFVtzE8x+/3K4SNNRIil2Eog9DYKw23XMJdBf5IPHrc/VxP4ij38ikmrnnHzzkqrulCOvh05uPUfKDQ8N+n0MUvHbezJ1rnB6fD+7JMlJ5jNo8dumCiXMrgtKSpXQm/GCd5Ot0B4r6e4sa/4cpudPS5NdZYtK3bAo1fOO9JsTxQur204WLSgxvt6mevt4Fy6vXc7Ug4+a/H/UKCPP7Dutkge0ZgjSitAIuY73tU5YkL+koLFgURU7Ut9AwG263v6d/b3d4r3L5+C5yuz7ilwDg34XVbVqVdm7d68queloio+WwjNr1ix1sYTJuJhga6uuvy3ozUGtfUDPu72RBS3or1atmqrMc+zYMbWOgJ6WGpQZJUqUUKVK8RyYiIw/JB6jQSWRsHki7y4W2XREBKt6Xo4QCb/dW1I1VOR6jEhsokiLGiJNqopM+1XcUolgkXOzRVbsFImMFXmwmUhpG/XJH2ktUq+iyOItItuOihi8RC5F3JrEO2eYSFXz4MPd+YRYV4JxC4h2g31vlWqNSxGv4gESULOIJF+KlcCmoVLh647iHWC90m1GJi+sLT9+cVH2b4sSDO6F+/vKyqplJDrA/1ZwnHar/+5qoQKyr0xRuRybIPWvRKmKOAib43285ExwkOwtW1SuBenO7e2gu0x0vNx//JIUSE5VwXx4wQJWKTnI3UcvPh7vWLGCahu96AJ+ElnA1yq1qPPJK/JrzTIS63fnuNGYQOOiYtSdhdQOhgabGgdlomKl44VwOVAqRAzVC8umx72kYAHbIxRE5DhO5LWPQb+LQoUbBP0I5O31jOthVOCvv/5SPeW2Jv8i337u3LlqUi5KYTpi9+7dqmRov379VE+/JdTqxyJcGMZDqx77jIW/sM9IKXJG/WkMIaLGP47Po4J+CCkkMm2Q49t/MtC16vTb8lhLkUPnRWqUFXmqo0idciLVyty+rU3G969dTmTco5Jf+NQsLCn/uU51qurbekuhFnlTHhV/L/o9X05dMpKW5iuxyUaZsTJA5p73lQahBpnZw08+XhUjay/4mQL9u4JT5fsHfVQbZfIXsXKscIDUvh4jdcKiZI1F6diCSSlSISpOLcR1tESwJPpYZ78ixSdQG7HSKRWTIAP2npKwQH9ZXqucFExJlSaXIlTAjz05WDJY/iteWC7dngyMx8GIxPyvqnJVXiLKNQz6XVSvXr1kyZIlsmDBAlWWs0OHDlbbYAXbQ4cOSd++fVV1nvj4eHn44YdtlsREDv53332nes0dDfoRvHt7e8vAgQMlJCTE6nZch5595PY/9dRTatIwUnLwO1bYxeiAZZ1+WwtAa40GS5jIu2vXLjXSYev586ViBW+NAGTHsC4ic/8W0U8ozIi3QeT7kbdWA65ZVuSVB0TK3067+PZvkaMXRd59TETX00kZq3+0v+wP/UrS9GUy80jlld3yLODPLC8vgxTyN8gbjxSRN3TXT3m8iEwx2/LO+3HmW6XV35+X+xyWmtdvyl8IvL3v/H2K8feVeY2rSEByilSNiJF7TodJrJ+PHLud/qNN9o3y95U0g0FKxiaYLbrlbRQpFZsopaPipP25cAlJSlEBP9S8dlP18Mf5+khIfJKUvBknR0ODGfAT5QgueGcPg34XhcWrpk2bplbbHTVqlFqNF734wcHBcuPGDdmzZ4+qdoNgWwvQcZ9WrVrZfTzchp7+sLAwCQ0NTff5MSkHAX3Dhg3tBtyYMIycUTQktP144403VE7//Pnz1XNpK/JiMi4mgGE0AlANSPPNN9/Ijh07VGlOXI8vZkw6/v3339X9XnvttSyfR48T/q1IgUdvLVplaeA96AIV+Wb9rd973y0yH/XwnxJJut07+c0LIk/fI7LlqMg/5xx7zkWviDxyu5f+0bbWt+PxKMsahg2S5GtxcrDENw5tH9i6pMRtsV/tJj3+DYpKqbGN5cqHeyXxQMStpHl/L6m5s48E1ff8yeUYTZi2tI4c2hUlX/5pHvTf3kBN3m13NlyFDfcdv6wm+66qUUbddrlwoPyA1DzMTdp+zCpfH/cZYYiQV36oqX5PTEiV1544qqoGdTgdJqkGg6SJUX6sW0FmNLBffYiIso7pPfYx6Hdh5cuXl4ULF8rSpUtVDXysWhsXF6cC/9q1a8v48eNVeUsEyOjx79ixo9lKt5YQgONxMDkXvffpQf4/UmvwmPagFx/5/MuXL1d1+5EChOefMmWKCvjxPLigkYJ5BCVLllSNCEzKxURg/SjE1atX5c8//1STdjFxGI0SVPnp37+/mt9AtyFlKnGxSHTcrbr3VyNFNh8RGdTpzsJV8+4sQa4kLrE+fdOfFenwTsan9cQMkap3GmiUM3yLB0rtfx+VI42XiCSmP7m71uaH5UjznyR+Z1imn+eu3Y+IwcdLivW1Lqubn9RtFiz+q2Il0df6K7BQYooqxQnHixaUtdVK21zBd2+pItLs8g1TnyLugZ87PHCn8eRfwFsmzKshs947I2fPJkmCr7ckNC0mO+73luq1LBanIyKnYNBvn8FoK9+CiDzf+oMincarCZJmdn8kUra4SCmmVOWVvYYv7N7W2Dhc/W9MSZOwWYfEmJwmxYfWEQMGc7xEDgTNyfC+JFLx9Qg5p1tBV+ObmiZDdx6XVC+DzG1S1Wqyr16N8GhpdDlCSsYmyo7SIdIm/IZMWWS9SjoR5Z5Iw53sgCLGj3jqddjTT5RfdagnkrpU5NRlkXnrRAZ3FqmQftoXuQ702Jd8oX5e74bbanblhpwPKShGzFfRwaq5uCYiwC/dgB+OFy8kx0oUluE7jsk9CdEy4Ye7cniviSgj7Mm2j0E/UX5XpbTI+4/n9V4Q5apSMYlSLD5JrlmU5ax3OUIF/UUSklWvf7Jl3v9t1a5FS7S/ryT6eIt3mlGq1wzixFwiF8D0Hvu4Ii8RkYvxKmu9OqxS1MPK1uahZG+DFEm0nkx71+21MjD5tv3pq+KNyfGgZcIajRKUmCxeRqNaDyDK30fSvAzStL39VYWJKDcZdBfSY9BPRORiGl4YIFLoTmoJwk3Uda9ztn+G9w18wHade+9SdhoS+dQ/oUVUCU690JgECcJCebdhoa6Be07JA0cuSOmIm3fWRfH3lWMlglWwXyUyVmo3KSj17r5T2pOI8s6tZfxuXcgc03uIiFxQ4+ghYkxOlZjjN2TxHz9JakEvaeif8YqttX7uKXsLzxa5qVtEylek7smMGwz5Sc1qfrLhqpcExydJVMCtERRvG3UtsOJvopdBLhe7HdTfnvhrSEuT6tduymMVUuX5Fyrk7s4TEWUBg34iIhdl8PWWAtWDJXWzV6YbDGmJKRKz66oE1i4mPsXsl/LNr756oag0/yJeziTcWcDrcpC/oKmkb1pF+fnIGtTptxCSkCz3nbwi705mtR4iV8IefvsY9BMReSAvfx8p3KZsXu+Gy/L2NsjuFwPlSqxR/jqTKsUCRLpW9pVPxxaQM/8lSIpBJNbXR9ZVDLVZpx9VfoiI3AmDfiIiyrdKBRnkiTp3vgpHfmi+GGCzT2PkrI3Fc6tfvykNW3GBLSJXw55++ziRl4iIyI5tLwZJ0dRks+o9NcKjpGVCtDzzKnP5iVwNJ/Lax55+IiIie1+SXga5/lqAnI9Ok3kH0iQ0Ol561Q+SUuVr85wRuSRW7bGHQT8REVEGyhf2knfaYnCcpTmJXBlX5LWPQT8REREReQTm9NvHnH4iIiIiIg/Hnn4iIiIi8gjs6bePQT8REREReQhO5LWHQT8RUfXhIieumJ+HljVF/hovEuDP80NE5CbY028fc/qJKH8z9LYO+GHbfyKB/UTS0vJir4iIKIvVe7QLmWPQT0T5V0pKxtsMnJEbe0JERE7AxbnsY9BPRPnXt39lvM2SrbmxJ0RE5LScfu1CeszpJ6L8Z99JkcajHds2MTmn94aIiJyEOf32MegnovzH0YAf0pgZSkTkLvgX2z6m9xBR/nLkfOa29+IQMRERuT8G/USUv2w+nLntU40i8xzI/SciojzHibz2MegnovwlKiHz9xn4+a3SnmdslPYkIiKXwaDfPgb9RJS/nAvL+n1rvODMPSEiIqdj9R57OJGXiPKXxlWyft9kLtRFROTKOJHXPgb9RJR/vDhbZMbqvN4LIiLKISzZ6eFB/4ULF+Tbb7+VvXv3ypUrV8TPz0+KFSsmderUkQceeEASEhJk5MiR0q9fP3n11VftPs7s2bNlzpw5Mn78ePnyyy8lMTFRFi9eLMHBwVbbfv311/LFF1/I6NGj5dFHHzXdV2MwGKRQoUJSs2ZNeeyxx6R9+/ZWj9G0aVOz7QMCAiQkJESqV68u7dq1ky5dukiBAgXM7rN7924ZOnSoDB48WIYMGWLzOPC4jRs3VsegwXm4fPmy6Xc8V+HChaVq1arSqlUr6d69u9pfe06fPi19+/ZVP+M4GzVqZPe5oVu3bjJhwgSr25977jk5cuSIbNq0SWJjY9VrkpnzTJRlrd8Q2fofTyARkQdj0O/BQf/hw4dVIOnj46MC1ypVqqgg8vz587J9+3YJDAyUUaNGSYkSJWTVqlUyYsQIta0lo9Eov/76qwp87733XilVqpQMGzZMJk2aJBMnTjTb9sSJEyrwvfvuu+WRRx4xuw0BeZkyZSQ1NVU1RpYtW6YaGgiAEQhbqlGjhvTv31/9jMYJGi3Y7/fee08FvJMnT1bbOEPJkiXl+eefVz8nJSVJeHi47NmzR6ZMmaKe64MPPpBmzZrZvO/KlSslKChI/P395eeff7Yb9GtWr14tTz75pGr02IPHe+edd7J0noky5fVvGfATEeUDDPo9OOhHUIhgeeHChTaD42vXrom3t7f06NFD5s2bJxs3bpR77rnHartdu3apnnD0ZiOwRY81euh/+OEH6dSpk3Tu3Fltl5KSIuPGjVOjCQhY0UOvh17zu+66y/Q77vv444+r57YV9IeGhsr9999vdt3w4cPlzz//lLfeekteeukl1QuOXvnsQpBt+VwYMUDg/8orr6jGyffffy/ly5c32wbH/Pvvv6tjKViwoCxfvlw1pPB4tlSrVk3OnTsnn332mcyYMSPdfcrqeSZymFdv5yZ5XgwXKVuCLwDlqNQ0o1oiAn/7wmNTpXigl82/gylpRvHxMkiaEds79ncyKTVNfj+ZJicjRYY3Moivl0F8vF2zrkd0YppaH88QFifxXt4SWqaARF6Jl+BivrLvfKr4J6VIjSIGSQ30lZiYFPEr6id+vt4S6MvvjPyKOf0eHPQjuERaiL3e8OLFi6v/H3zwQfnmm29UL7WtoB/XQ8+ePU3XoVd869atqhcaPdtIGUKP+H///acCUYwGZAT7VaRIETXykBkIfo8dO6aeD0H/s88+KzmlSZMm8vLLL6vRCJyjt99+2+x2NJQiIiJUwwkjIWhgrV27Vnr16mXz8XBe0DuP7Xbu3Kl+To8zzjORTa996/xvgHJDRJIWi/i6/Z9PckFtF6bI5ku2bknNkecbtREfEFzSJMBbpHFJkS2658e7/OMOIi818ZZvD6bKwDXm9/cxiHijIWE0/6iFBojcW1Hk+6OO70tQQpKUjk2Qxhcj5KavjxwuVUQuFA6U+meuyNtLN0m569GyvUQR2dy4hkQGFpDANKMEJiZJsRsxUuPkBYkNChC/pBSpdClcUg1eEl4oQEpFxapaLqkGkRuFg6RgQpL4JSWrnU3085GttSvI9x0byYsrNkujM1dl7v3NZXPtCpLm5SU1w6Kk5T8npfHxC3K2XAn5p2YFEYOXxPt5y3/FCsmJkEJSOyxS+mw/LKUuXZMxT3WWG4ULyr0nr0ix+CQJjE+Q7n/ukcDkFNMxJvt6yY761eRCmRKS5mWQwlGxUiw6VqIKBkro9Sip/99Z8fHxkrAyIXKwajmpc/isFAuLksslQ+RgvcoS7ecvvkkpUv/iZal16qIY41JEvL2kcLfykjK2tSydHybRlxMkNDxSOhw6LgHlgiS4ZyUp9Vpj8S7sJyu+vSKbV0VIaqpRCqckSbfNB8T/Rvytlcf9vaXkqw2k7IQW2XlLkQtzzaZ9JpQrV06ioqLk77//znA7BJTbtm1Tvf96MTExsm7dOhWg165d23Q98unfffdduXnzpnz44YcqCEUw2rZtW7PGQXqio6PVJSs99VpQvWXLFslpGAFAr7qt50JqT9myZdX5w3wDpOxojSR7Bg4cqEYF0NuP1Kn0OOM8E9k0eWXOnJhpv/CEk9N1XGQv4M8d8anmAT8gXH15vcjbm9OsAn51O4Jni4AfwuIzF/BDbAE/OVGssJwtUlAS/H3lbEhB8U9OkanfrpGK4VHinWaUCldvSPdN/0hBNRJikIQC/nKxdDE5Wr2C1DhzWapcDBcvo4hvWpqUiYpVQQ6Cfh+jSImoWAlITBZv463gJzApRTofOCWPrD8gw4Y+IF/e30LmtK8nh0qFyOHQYFlep7xsalRdrpQsKrVPXlL3w/BLQEqaNLwaJXWvRcmfNcvKzC5N5XK5UBm3eKM8euiclIhPUo+fEFBA1nZoZFZA8mrxEDldsbQk+/pIqre33AgpJCcqlZbw4sESfDNOfFPSxJCQIiVPhcs9a/dJ6YsR4pecKhUvXJMG+05Kire3xAf4S0DYTTHGpKCtpqqKRf1yVha9eVTCryRLosFbzocWk22VK0rCoQi5+uFeOfng7/LHoquy/ufrkpJsFGOaSJSXn+yqVP7WAoQ4toRUufrBXrn6yX5xbyzZ6bFB/6BBg1SO/pgxY6R3794qePzpp5/UxFNL6O1Hrv1vv/1mlX+OeQC2Asy6devKU089JRs2bFA90khpGTt2rN39QQMiMjJSNSz279+vJqCmpaXJfffdl+ljw9wAPB9GM3IaAv4KFSqo/cYEWw3y/jHHAI0CbWgZPf7//POPzXOswegGzhsm7a5ZY+ObIpvnmShPjVnAF4CcbkPmBoRz1Uc7cidpwistTRpduSGnQ26ljzY7cUkKxyeZbWPEd5FFKhN6wiML2045tUV/746HTkuKt5dsqlNRUr10YZHBIPvKhMiRamXlXJnikuqDMY07aly7KX4pqXKoZLD8V6m03CwWrEY99KILBkhMgJ/p9/8ql7HYkVt7gt77Kuevmp8Li8cqfyVCguJuLS5Y9uoNq+Opes78/qcqllTHBTHrL8nGleYdnnC2jHWq4pWJe8WdcXEuDw7669evL999950KRBFw//LLLypNBLn5yFfHZFqNlpOObfTwO4Jee4E5Jgqjyg2CeQTxWsqQLcjHR2oO8veRknPw4EF5+umnTRNoMwvBL44rN2g5+vqgH+cGjRZMktbgPKGhlVFvP+YyYAL1zJkzVY5+RjJznvMK0pzQQNTgtcEIhQYTpK9fv252H33VJFu/Y/K2fjSEz+G8c5UzCRHmvZq58Zr7+vpK0aJFc/Q5+N7N+3PlytnIubVnPmlG8U9Nk4KJt74zrhcKsNom0SL41iTbKNKRGcne1vMAkr28JNXbSww2RqyNhtsNEBHxTktTvfBWDAaz63EfWww4w5k4yVmZsWBz0N3GA6Wlpjn9b0luYtDvwUG/NnEUZTbRo4wgFT8jFWXfvn1qcmpycrIpjaRr165y5swZ1VMNp06dkkOHDqmSmrZKRmpfuFraDxoZ6Xnttdfk888/l//973+qHCWCXaT32KoY5AgE4GioZFZWJr5qwb4W/ONDjsAeKT34GfMScMGHu0GDBmpyb3rBPM43Ank0vDD6kpHMnOe8gsALE701eG30pU61crF6pUuXTvd3zFnQv158DuedK9uhQfYZKpXI1dccf8PwRZuTz8H3bt6fq9ZlXXfy6avNcmffkny85VKhAtLkcoQEJKfIoYolZUtN8+ISN4pYfycWjI2XEhFRDsfNabrDWVe3kgrqG580b6hB7fBoqXbmilS4dE18dLn5cKREsCR7e0mt8Gipf+y8GOPjrZ6/QEKSFImJN/1e4/Rl28ft5yvnLAoEWD7WxdAQiQ28Vcb7UmiI1bYny5c0u67KuaviczuAD2pdSlr3sO5IK3fJOjgvPaax0/+W5CZtlorrNqHzjsfNRMMfWvT6o2caPe0HDhyQf//9Vxo2bKhuRwrP0qVLVeMAgaXW64/UH2fA2gBa9R40JPDGRwUb5MH36dMnU4916dIlFYjrA2Ctbj8qFtkSH3/rj4v+A+kItMyRRoTedS3oR1UfbaTkoYcesnm/zZs3S4cOHew+Ls43KgIhRx9rBRDlqhqlRI5dcf7jLhvj/MekfG9TPx9p9E2K7LfOwsgVfgaRGsVEDumeHw3nCW1ERt/tJeWDUuWl9eb3Qee4wXhrVE0fZBXxF6kRLLIzzMEnNxol9GaClIxLkKCEZPEzGuXxA2fkEHLr29WXJEx0jYyRk6WLyaEqpeSmv69UuR4jwQlJagJso0OnJCqogFwPLiRlwyJUms6V4CCpEhapOrMxafZq0cIqCC6QmCyBcQmS4OcjG+tUki+7NZMJ3/8lXQ6ckjRvb9lYs6ykGgxyV1iUdNv9n1Q9fVmOVi0rKSinlGaUOF9vOViyiJwsGiSdj5yTAX/vl+LXomT6Ex0lKSBAWl2MUKMVvknJ0nnDXrPzUubqdal47qpcKFNcjRIUuhknxSNvSnShQLlWpKCUu3JdvL0Ncq1ksByqWlbqHD4nIRExKn1pf/0q4p2aKj4pqRJVqrCUvxktxvgUNc+gULsy8tC46rJi4TW5GZ4kodcipcXJs+Jfs4gEd68opd5qIjVDCkhsTIrs/DtS0lJFCqckSqsTp291/6Jt4OclJYbXVZN+3RlLduajoF+DVinyxBH0h4WFmQXlGBnAqABq9qO3Wqs2kxNQgx8TYZHigpSfzPTar1ixQv3funVrszx/wGiFLVqePSbeZgbOAwL/Nm3amK5DLz9a7JgnYWvkAHX1cWzpBf0ol/rCCy+oEp9IwyLKVf99IWLo7dzHXDFapFFV5z4m0W37nrn1tRyfnCa+3gZVtvPUjVSpEOwtfjbST7RSnalpaRKZaJRiKMFjQUvN0P6O30xMlXkHjXL6hsjHnbxVyU9HvNjUR168s6ZkDvAVEfQY3+rxTkszSnxyqly5mCThpwtK9SoFxKeIr3hHJ0hAiQBZsy1WAtMS5e5S5UXKNJfrO66Kf/EAKd4sVFJTjOLj62U6fmNymnj5WZ8bfOO9iR8+vFVSe4nZrfi+zui7FEU6qqifupiu0/e43+pw1Gvu4NnoavG7eb0822vl1G+v72Fva3X7o0PKqssd7h3g28Kg34ODfkwyRa13y/QZ9ITjNsCCXXro1Uf6DUpUIu8Muf9e+sk7ToT9GjBggFps68cff3S49Cbq9M+fP1/lxOsXpsKwGnr+cWxYvAoNGA1y71HvHmytAGwPevQ/+eQT1cP/zDPPmHL0/vrrL2nevLlarMwWVPpBYwGTf9PLv0ejAPuMHn8sEEaUq4zLRMo/K3LBPD0myx5s6ZzHIUpHwO2AFaoVtf9VrdXm9/bykmLW6e+KZadNIX9veSlHg3fn8PIySJC/j1StgkvgnRtCbk2Mva9TEbPty91fyfSzj65OP47fYCPgJ8/EtB4PDvqnTp2qSna2a9dOBcBIf7l69ar88ccfKl0FaT76wFibiDp9+nQVWOOPQU6nnaDyzdy5c1XdeixEpe/txygEAmfAxBhtRV6kJGGRrI8//tgsVw5QqQi58gjQUdazUqVKKkhHPX3MVcCIQosW1nV2kSqkPRd69RGs7969WwX9aExgRV6UNgWcP+wPJj/bg/UOkB6FlYy1xoI9WGQMDR6MRAQE2PlmIsopZ78UqThE5ELeTS4jIiLKS24f9GMlWZR5RHlM1OpH8IugGoE+qubYCuhRThK9z1hgCqMEWspMTkFvP/YF6TAI/BGwa7AAFxagAgTDISEhauIsFsjCpGMth1+vVq1asmDBArXKL9YXQPCOHH6MaLz++uuqdKktaAxpz4XtcR5QLQeTndE40jcukNqD1Bw0puzBKABGB7BtRkE/5lTgsdAwIcp1GMk7OE3k4Y9E/j7EF4CIyEMxvcc+gzGjlZOIiDzJlOUioxdkL10oF6FyDxr4gFRBVLkiIiLbDhqmm36uZ3zJ7U7TxYsXVQcpMkEefvhhlYGBNaaQ1YIqk+iQzdclO4mIHHbzTvk8IiLyLO5astNoNKrslcqVK8sTTzyhfkY2CCCLBancn332Wbaeg0E/EeUvYdFZv++f45y5J0RE5GTuujjXxx9/LJ9++qmqdoj0c30iDnr4kbqNkvPZwaCfiPKXxubVvBwy+SmR1J9EOjXIiT0iIqJ8HvTPmTNHnnrqKfnwww9Na0vpoQqi1vOfbyfyEhFlSt0KmT9ho80rZBMRkWtyt7Qezfnz56VVq1ZiDwqnREdnY6SaQT8R5Tstaub1HhARUQ5xtx5+TWhoqAr87UF59QoVstBppcP0HiLKX7BQ0ZlZeb0XRESUIwy6i/vo3bu3zJo1S06dOmW1sN6aNWvkm2++kb59+2brORj0E1H+UzH0VunNq1/l9Z4QERHJu+++K6VLl1b5/MjtR8D/0UcfSZs2bdSissjpf/PNN7N1phj0E1H+FRqS8TZd6ufGnhARUT6eyBscHCzbt2+XMWPGqFr9WJwVi89GRkbKuHHjZNOmTRIYGJit5+BEXiLK33y8RVJS7d++enxu7g0REeXDibwQEBAgb731lrrkBPb0E1H+lrxEpHpJ6+sbVhRJXJQXe0RERPmspz83sKefiOjYTJ4DIiIP4K49/QMHDsxwG+T5f/VV1ueiMegnIiIiIo+Q5qY9/H///bepWo8mNTVVLl++rP4vUaKEqtWfHQz6iYiIiMgjuGtaz5kzZ2xen5ycLLNnz5Zp06bJ2rVrs/UczOknIiIiIo9J79EunsDX11deeOEF6dKli/o/Oxj0ExEREZFH8NSJvA0aNJCNGzdm6zEY9BMRERERuTCk9rBOPxER5QksC3/06FH1c4UKFWT48OF8JYgoT7lrD/97771n83oszoUe/r1798rrr7+erefgRF4iIso0yy+fc+fOqesmTZrEs0lEecZdc/nHj7e9EGRISIhUrVpVZs2aJYMHD87WczDoJyKiTPfw2/PFF1+wx5+I8oy79vSnpaXl+HMw6CciokzRUnpsQY8/hqG3bt0qderUES8vL6lVq5aULGlj1WMiIidz16A/NzDoJyIihyGYz8jixYvV/xcuXFD/r1q1Sho2bCiPPfYYzzQR5Sh3Se85d+5clu6H+VNZxaCfiHJMTEyMHDlyRG7cuKHKjbG31729/fbbaqGYrNi/f7907NiR7wEiylHu0tNfqVIlqxV4HYHVebOKQT8R5YgdO3bI8uXLzZYYZ2+ve/fwZzXg1/z3338M+okoR7lLT//XX3+dpaA/Oxj0E1GO9PDrA34Ne3vd12+//ZbtxyhRooRT9oWIyN0988wzuf6cXJyLiJzur7/+snvbJ598YrehcOLECfW/3qJFi1QpSFzSqxpDOSs7Q8qa8PBwp+wLEVF+W5HXGdjTT0ROh+ot6bGs545hzmPHjjlUNYa14N1XaGhoXu8CEXk4dw/2t2zZor5Do6KirMp4Ih0Ic6uyikE/ETldYmJihtt89NFHcs8998jSpUsz/fjo8c+LoVHKnmXLlklKSopUrlxZSpUqJfXr12eOPxE5Vc5Xu88ZERER0r17d9m5c6cYjUYV4ON/0H5m0G/H7t27ZejQoTJixAh58skn1XVNmzY128bX11d94bRt21YGDRokRYoUMbt99uzZMmfOHPUzeiU7d+5s9Tzr1q2T0aNHq5+xUtqQIUNs7s/TTz8t//77r/Ts2VPeeecdu6ux/frrr6bfUd86ODhY6tatq+6PSZB6ly5dUo/Xt29fee2116zun5709jU9P/30kzoXQUFBsnr1ailQoIDdc6/n5+en8nkbN24sTz31lPrS10MvLwK5w4cPS1hYmAQEBKjt69WrJw8//LCq802eBRV9shLwZ1QnnnKG/gsoq6Kjo9X/+FuIC9LAOLmbiJzJ6OWePf2jR4+Wf/75RxYuXCjNmzeXKlWqqDgL8RLSYrdt26bKH2dHvuvpr1GjhvTv39/0BYQKIz/88IP6//vvv1cNAUv+/v7yyy+/2Az6f/75Z3V7ej2byFPGF1y5cuXkzz//VC8sglp7kL4QGBioKmWcOnVKTYhE5YyZM2eqoNme3r17y9133212HRoYKAs1cOBAs+urV68uWbFy5Up1HKi/jWPp0aOH3W27du0qrVu3Vj/j/Bw/flzdH1VcfvzxRyldurS6bdOmTTJq1CjV6EIrt3z58nLz5k1VwxbDXKhJy6CfLCH3v2DBgjwxWThvp0+fVj/jywTnEH/f8FkDdDJofyP1shvw24PJ3bigAwNLzaNBx8W8iCirjO4Z88vvv/+uOmMfffRRuX79uqnzt1q1avL555+rGG/kyJEqZs0qn/yYU3r//febfsdiMQg4169fLxs3bpROnTpZ3adDhw4qwL127ZoUL17cdD1+RzB+7733yh9//GH3ORHoomf8/ffflwEDBsjatWvVF5w9aFzoRx0Q6L/66quyYMGCdIN+DJXjYhn0Fy1a1OyYswq98ai5/u6776qWKBo86QX9+OK2fF4E8FOmTFGB/xNPPKGumzFjhmo4zZ8/32qoH/lsyGsjsjRhwgR56KGHVI8IORbsY6Quo1GSQ4cOqY4HQKP9gQceyJXTi78nGvRm4e+HZQrX1KlT1Ugg/o6/8sorubJfRORe3LWnPzIyUq1iDlqHlr6wRZcuXeTNN9/M1nPku6DfFvSOI+g/f/68zdvvu+8+NQyN1Bn9lxBK2GHIG7fbC/rRW48vMOQuI1WlZs2aqhGQXtBva/+ys3qbs2C/MQKBY0FPPIJ3nDP0zDtKazTpR1TwGOjhs7VwE1q5ISEhTjoCymlI0UIt9tyCUTB8vvA5K1y4sHoP4fm1Xmlvb29VdQbvN6SYxcbGmu6L0Tbkl+MzjG206jR4HGwfHx8vCQkJ4uPjo37HH2GMXt11113ibt566y11rJmF3n9tBCC3aZO2kUKI84+/ORoE/rgNryFeJyhbtqzqoIE9e/aoTgq8VrZGLYjIcxndtC5lmTJl5MqVK+pndISic+PAgQPy4IMPqusuXryY7br+bnpqnEtbKh5f9ragp7xNmzZqCFwPv2M+QHpB6YYNG1TrTesRR68ZXsQzZ85kev+Q359XkpKSVMMGIyH4ou3WrZsKhvS9c5YQMOHYccEbGcHDF198oUYx0HDQIF0IaUw4L+S+EIQhUMupNJD03mcI2DFHwPL5tUAejQJ9wA8IFnE93tv6cpRI+8PQalxcnBppwu2479WrV9VolL7qkLu8LlkJ+F0FXl99wK+nBfzaFyJSNHHB+wCvnX7UgojyB6O3wXRxJ+3atVOZIBqk+UyePFk++OADlSkybdo0tap5duS7oB9fflogih7mxYsXy5IlS1QPttZLZAt65s+ePWsKTLXAPaMeewTFaL1paTmOBMtIZ8H+oaY15hpoE38xopBXMBKC/ULOPSBwR0MIox/26ndjIjRSlXBBoweTqnHsc+fONUuTeu6551RghcnUSLf68MMP1agCJiqTe8hP9fPx2cSEc3fw3nvv5fUuuITvvvsur3eBiChdSFlETKnNEUVxlhYtWqgSnePGjZMmTZrIZ599JtmR74L+7du3mwJR5AOjFYXUEvRAo0ffnlatWkmxYsVMvf34H4ErrrcHvdt4PgTK2pCMFiwjNche7xuq1WD/EOQ///zzcvnyZRUwo0pPXkEQjsYL3nQaBPJomGBGuS04v5h8ggtmnr/44osqYMKx4Jg0OFZUScIoAnpTUdYPrVq8+fEhQA+uK5XU0k/aRr6dvhcSjRdtAo5Gf6y2fsf7RN877Y7Pkd+q6WAuT26+Hkhvsfz75MhzYLSCblUL8vTPIJ+D58qV31e5Kc3LYLq4k3r16qmYB6k9gCwSzCfF+UanKzpftQIoWZXvcvpRmWLYsGHqDYw3MiakIj8UPdDpwe2YlIqAFIE4hmAQnCNn2B70gmOIuUGDBmbzBVA6FC8e0l3at29vdT80RDDxF1/Y2A45y47UPc8p+AOwa9culVempRpBxYoV1X6iQYCGjCVM2tVPskQqFBoNmBcxffp0mThxouk2lO3DBa8L5i6g7CcmHWJyNVq5mOzrCiwDL8vqMcgbR+NQz/JDavk76pW7+3MgNU4rx5gf6N/vufF6IA0Jf/iz8xz5meWiYJ74GeRz8Fy58vsqN7lrTv/hw4dtzhmzLCefHfku6MfJ0weiyI9CSgnq3C9atMhm3XkNgl5U0MGkOOT4ppfag+BVGxV44YUXbG6DFB9bQT9SgbQXGfuHVt+sWbOkdu3aphKYuQn7icYLJk3iYgklN9Eb78iEWzS68AcCQb0tGBFBYwIXjCQ88sgjarQEIwC2JvqSa+jXr59K58oP8Nl0lxKyaHjndQEAV8DJvET5h7tW76lbt666ICZF7INSnc6W74J+S5gci55/5L6i19+ynr0e6t2jJCby7PE/frcHQS0mliEYQk+/JSy4gF5sDIFl1CJGowEjC0iRQX5XeqMLzobGC0YssL6BrXOD/f/4449VupKjX6yYA4Cey4ygsYPnxXlEGhGDfteFeu/a+g15RV/JxdnQc4VGrbtV7xk+fHi+m8iKv8v6QgkYQcRCf0SUP7hrnf6ZM2eqeaaYx4kMB23hQjQA0BHqDPk+6Aek7Xz11VdqshdObnoL/iAAR6pLs2bN0j2xSHlBcI5A2VYPOK7Dar4IlrFCbXqQOoEXHnnvaCw4o+a+o9DAQXoPZpHbWpwMUC0DowGOBP3otUdgpm8IIT+6ZcuWVqWoMHqA1elwHjNTFpTyBj4bWPRp3759ahnx3ICGBua6aA1CbeEpVIPC/7gdDXv0mGhlHLVeegxZI+0Ony80KpHuh158rLuBINFyASt3hWpDmLOUnR5/pOXh/OU2lOzVym7aarzgtcHfJ3QioENEW1MAI4Mo3YoSyewsIMpf3LWnf8iQIeqCv18oMIMGAP7u4YLS7YgD8X2H+ZVZxaD/dr4+Fs3CYj9YKfbZZ5+1e8KQepPeAlmACS0I6NFKs5fy0qhRI5UXh2A5o6Af8GJjJAKVb9DbmFu9/Wi8gL7EpiXchgbTwYMH1UQU/eROrDCnTezRVhfG+cboigapVVpZVHyJ43b07uO+GEkYPHhwnpYrJcfh9cMFAaK9qk7OYqt0JoJzvAf170P9vmWGrcdwV+jx12BektYoQ0PbXolVbR6TVqwgN4N+NMQsF6HB6419R6MSfz+xOqU9CPQZ7BPlT2nuGfOb4G8XOtFwQSykNQCwSCsWk3UkU8IeBv23IX8cATV6rRFgZ6dnT5t4m149VfRgIZ8fQTDKf9pKAdJD0IsWHkoj4vHTWwnXWTBbHOsMoGc0vZalFvSjAaMPlDAqgYt2vDgG9MZhIq+26hygFBUmNWMEBYE+JjBjWzwvZrLbWiWZXBsCxpwO+ilrECxbBsyYf4SGADopUHUrsw2k7EJBAPTmZ/S8tvadiMgTevptwaRqxEuY04l1RyzXm8ksgzG3V9IhIo83duzYHA360UOtr/7kydCrM2/ePPUzRiT1q1nnppyYG4AgH8PZRETOsqTUj6af+155zO1OrNFoVJUbUVwGHcPXrl1THTLo8ECqdXY6QtnTT0ROh5GdjIJ+pI5gBcI33ngj06v45uVCdZR1yLFHyWJ3nydBRORsqISINB6UK0cpeaQ59urVyzSnMqPS8o5g0J9PYcIjlrdPD3oUmUtPWWE5KdtWowABP6DHHvWJf/jhB9WrjVQPzAFBowGlYtO7L7kXFEBASToiopxizOD7x1Uh5RudIShIgEC/W7duqnKcMzHoz6emTJmiSnGmBxOWv/zyy1zbJ/IcWE8Ck9ltwTAlJm/roUILVmG2BfnmqPCEXg7MH0lvrgzlnPQm/ToqN8sNE1H+5K4TeZcsWSLdu3dPd72o7GLQn0+hYlBGKRIYWiLKClSYQk6irSDRMuDPCHo9tFKMlHdQxQcT7rPjyJEjakIaEVFOcdeJvA8//HCOPweD/nyqSpUq6kKUU5C2g+pNWo8/J226NzS8shv0o94/EVFOctfFuXIDg34iytEef1zIM6BWflar+GChNGetKklE5Gk5/bnBK1eehYiIPIKtRdEsYQVkDRbeQ1lOLDRDRJQbOf3ahcyxp5+IiDI9ITe9kqzprWpORJST2NNvH3v6iYgoU9IrmapfbZuIiFwHg34iIsoUzNOwtxbDk08+ybNJRHk6kVe7uJvo6GiVQom/sY0aNZKdO3eq6yMiImTq1Kly4sSJbD0+03uIiCjb1Zlq1aolzzzzDM8kEeWpNDedyHvhwgW1QNf58+elevXqcvToUbWQqjY3avbs2XL27Fn59NNPs/wcDPqJiChLWJ2JiFyNO/bww+jRo+XmzZuyf/9+CQ0NVRe9Xr16ZbioakaY3kNEREREHjORV7u4kzVr1shLL72kVqi3lT6JtZUwCpAd7OknIiIiIo/gbsG+Jj4+XkqUKCH2YBQgu9jTT0REREQewV0n8t51112yceNGu7evWLFCTe7NDgb9REREROQRjF4G08WdjBw5Un788Uf56KOPJCoqSl2XlpamKvagKtq2bdvk5ZdfztZzML2HiIiy52qkSLlBIinGO9e9eJ/I9ME8s0SUq9w1vad///6qOs9bb70lY8eOVdd169ZNjEajeHl5yYcffqgm82YHg34iIsq6iJsipQZaX//ZKpGXe4pULsmzS0TkAAT76NVfunSp6uFHT3/VqlWld+/eaiJvdjHoJyKirOs10f5tdUeIxP7Is0tEucbd0nogLi5O2rZtK4MHD5ahQ4dmO43HHgb9ROTWtl9MkZY/3Pkdf+5ndBQZ3oR/3nLFpqP2b4tLyp19ICLSuGF6T2BgoJw+fdruSufOwom8ROTW9AE/IKv8+XUi03an5NUuERFRHnHXibzdunVTq5znJAb9ROS2Hl9pP7B/dX2u7goREbkAd12c6+2335Zjx46pnP7NmzfLxYsXJSIiwuqSHRz/JiK39cNx+7el5eaO5Fc/bkr/dvf6ziUiD2A0uGd/dp06ddT/hw8floULF9rdLjU1NcvPwaCfiDxWq+9SZGt//plzunPhIv+eFen3Sfrb6Sp4EhHlBndL69G88847OZ7Tz29DIvJY266I/Hw8RXpW5586p4hNEAnpL5LMcRQick3ultajGT9+vOQ09xwDISJy0MM/81Q5TZmBmQ/4r9649f/QWSKG3ncuXr1Ftv/HF4eInMugu5AZdn8RkdvpsyJFlp5wbFv9IrGUTdEJmb9PqUEi3gaRVIsXAr+2fEPk0hyR0sX40hBRvvbee+9luA3SfzDhN6sY9BORS7kakyrNFhjlfKxIuYIixwZ5SYDvnUHJBl+nyD+ZLGDgNSVFCvuJDK0n8mEHb/Fy0+HfPDNqnsgvu7N+f8uAX6/eyyLX5mf9sYmIPDy9x4BqREYjg35K3+7du9XqbiNGjFBloKBp06Zm2/j6+krJkiXVanCDBg2SIkWKWD3O3r17ZcGCBWpZ6GvXrknBggWlVKlSUr9+fenXr5+UK1dObXfp0iXp2bNnuvv022+/qefDY2Gf6tWrJ7Nnz7aawLJixQqZMGGCDBgwQJ5//nm+1B5I+yOmOXA1RRouuHP7hRiRwE/TZFyLNBnf5lYfRWYDfvU8IhKVJPLRHlxS5eIQg5Qp5O2UY/BoF66KlB+Ws89xPeZWus+il0UeaZuzz0VEHs9dJ/KmpaXZvO7s2bPy+eefy8aNG2XVqlXZeg729OdTNWrUkP79+6ufo6OjZceOHfLDDz+o/7///nvVEND89NNPMmnSJClbtqz06NFDBew3btxQq8dhIYlGjRqZgn5N8+bNpXv37jafOzg4WP1frVo1teT0F198IYsWLZLHHnvMtM3ly5flk08+Uds899xzOXQWKK/svJgizS0W1UrPu9tFVp5Ikf3XnPP8lWcbJXGUcx7Lo1XM4YBf79FPRH7bK/LtiNx7TiLyOO7a02+Ll5eXVK5cWaZMmSJPPPGEvPjii+mW88wIg/58KjQ0VO6//37T7wi4R40aJevXr1etyU6dOqnrU1JSVAsTvfpoDKCHXy85OVni4uKsHr9ChQpmj2/P008/rZ5zxowZ0rp1aylfvrzq/UVuW2Jiohru0jdAKOfEJ6PXXSQ8ziiF/EQCfAwqKwPzNsNjU+V6gkjVIl4Sk5Qm12JFdlwSWX5KpFc1kXsqisQkiVQq4iWhgV4SlZgmkSj0UsAgBbyNkpBqkEsxqXImUuS7wyLfZ2H+prMCfkjCcOmUWwt7ob8/bLhI0UD+ObSS20V65m8QOXxeZMozIglJIluPiRQvJPJkO5ETV0SSU0Va1BS5eF3k4DmRokEiK3aKXLkh8lhbkYrFRYoVFrl2U6RMiEhwUC4fABHlNU8K+vXatWsnr732mmQHv+XI5O6771YB+Pnz503XRUZGys2bN6VZs2ZWAT8gINd67rPC29tb3n33XdWCxf9ffvmlLF68WHbt2iVDhgyRWrVq8RXKYQkpRhm6Nk2+O2w0S73Gn02jA1HgX+fNb/f3SpNEN6roiGVOin0hYmTPv2vYfUqkwzvm1730Vcb3+8bGEsxtaotseB/dZc7bPyJyaZ4a9O/evVv1/GcHg34yuXDhgvq/cOHCpuuKFSsmgYGBsm/fPjlz5oxUqlTJoTOWlJSkGgy2gvxChQqZXYehK8w7mD59uhrC+vnnn1Wwj1x+ynkTd6TJt/9ah/dZLXrjTgG/Hnr+jaP4J9GjbD4i8vZCkQ9upTISkedz16B//nzbBQ0QSyEDY9myZfLss89m6zn4DZdPIW1HC8rRk79t2zZZsmSJCvA7dOhg2g6TLJFTP23aNHn00UelZs2aavIulotG73/x4sVtPv7KlSvVxVKVKlVUT74lzC/AKANuw+gB0np8fPj2zA2rTrOmJXmwFbsY9BPlI+4a9D/zzDN2b0Os9frrr6tVe7ODY5751Pbt26Vz587q8tBDD8nkyZOlatWqalJt0aJFrQLyqVOnqsm5mLz7448/qjqxmKiL3PuEBOva3e3bt1dzASwv9urLYshKG2FAXj96/11RRESEmmugiYmJUY0m/QjH9evXze6DScnp/X7lyhU1jyGvnqNysHv+gcwpef162HoONIQtP5e58b7yiOZglVCX/wzyOXiuPP19RRlDfGV5QYZFVFSUhIWFyYcffigFChSQ7DAY9a8k5ZuSnXXr1pVhw4apDzI+0JgNjp5/pNikl0efmpqq3og7d+5UwT9KdKLRMHbsWLOSnX379s3UhBOk9KABgapCx44dUyU6md6TO/4JN0r7H1Ml8s7f8HxpWQ+Rh2q53ugSJsvPmzdP/YzPRK5ObEcpTXfm6y1y7HORSqF5vSdElEs+brvB9PPoTe3d5ryfO3dOSpQoIQEBATZvj4+Pl/DwcFUoJavY059PoRY/eu5btGghvXr1kjlz5qh8ewTqtnruNdgGZTQff/xxlX+Gyb2ou4/GQFah0YGRBIw0ILhBCVDsz6lTp7L8mOS4+iUMcmyQt3zeyUvebH6rGs+guiLTOhpkTDOD9KgsEuIvUsRPpGFxkfKFrPMC/Q0iBbxF2pcTOfi0yIuNDNKlosjwhqIe44VGImWCRPxd9C9O9cKuGfDnW95eIj66N0uZIiKFCogULywyuJNIyWARP2+RIH/z+6F6T60ytyr3PN5WJGweA36ifFinX7u4k8qVK8vy5cvT7RzNbhYEv+VIQQUe9Pyjtx29/gMHDnSo4YD6/EePHlWjBJj0mxXvv/++asGieo+/v7/KWcOCX8jrRyMADQ3KWSUCDTK8Ef5AOicqn36r4quZz25fh9GlkE9TJepWxcw806eqyJxuIkUC+GfQpRiXZbzNl7mxI0Tkjtw1p9+YQeINRn2zW73HRfvdKC+grj4W4Pruu+9Ujh6g13/Pnj12h6KQ6oPgPyQkJEvPiYW/sCAY0ha0tCLk9CO95/Dhw3Zns5P7wuTwyJE+8kdvkWL+IrWCRZb3EOlV9dbFHlTWuTrMOX+ylvY0yJKHfBjwZ+SHkZJrSgU7FvATEWUQ9GsXVxcdHa1iKVwAcyG03/WXf/75R6VUly5dOlvPxy4uuvNm8PFRwfeECRPUmwuloRD0o14+Um9atWplWjwLk0t+//13NZlnzJgxVq1PvElxu731ADAT/eLFi2oOAfL4LctQYbGwv//+W6X5YFIwqv6QZ+laxUeuvXjn9163p5KMWpci/9O1MzHOc2norZ9Dg7zEIGnZmmD6Y3eD9K7B0SOHPNZOpGghkR4f3FqlLafE/yhSwC/nHp+I8g13CPY1n3zyicqw0DrERo4cqS62IPZCfJYdDPrJTI8ePWTu3Llq9V0E3sjZR7oNqv1s2LBBtUIR6KNnv3HjxqqMJyYGW0LvPS62oIoPUoGQzoNZ/rbKc+LNzzSf/GlKRx+Z0tH+7def95Kin2cuAN3eT6R5Wf65y5IujUSSfsq5ib0PN2fAT0T5Mujv0qWLirMQ0KMDFanNiK0s46GgoCBp0qSJzXgrM1i9h4jc0qWbaVJ2tmPBvzsvupWn1XssZSXo71RPZNXbIhWeE7kSaV1dJ2mJ03aPiOiDzttMJ2Hsny3d5oS8++678vDDD6vqijnFfb8JiShfK1MIKWUZB/21i+TK7uQPi14ReXRq5u7z57u3/r/8tcjZMJElW0VOXhEZ0kWkIdP2iCj/9vTrjRs3TnIag34i8mg7n2L+vtM80kakammRzuNFImMzf/+KoSKjejlvf4iIPMyWLVtk7969alGutLQ0q1Qfe4ucOoJBPxF5rLRXvdUfSXKiJlVFbizwjMW7iMjjGN30T35ERIR0795dLX6KHH98d2llPLWfsxv0s2QnEbkti6WZrDDgz2EssUlELsadSnbqjR49WpXmxFpJWJwUQf7q1avl2LFjMnToUGnYsKFcunRJsoNBPxG5rTPP2b+taEYtAiIi8jjuGvT//vvvqkQ6qiIWKlRIXYdy6NWqVVNVDytVqmS3nKejGPQTkdsqVdhHytoI7v28RM4+xz9vucKHcyaIyHWkGQymizuJjIyUOnXqqJ9RxhO0hVK18p7o+c8OfisSkVu78KKPhA8TGVZfZEYHkctDDZL4io8U9Oeft1zRsob929zrO5eIPIBRDKaLOylTpoxcuXJF/ezv7y+hoaFy4MAB0+1Y0DS7KaucyEtEbq94kI980SWv9yKf+nSQSONRtm/7enhu7w0R5XPultajadeunaxdu1bGjh2rfkeaz+TJk8Xb21tV8Zk2bZp07dpVsoNBPxERZV2jKiKfPyvy/Fzz6329RJ7pzDNLRLnKXYP+V155RQX9iYmJqqd//Pjx8u+//5qq9aBR8Nlnn2XrORj0ExFR9gy/X2RIV5EB00V2nBCZ9ZxIxwY8q0SU69w16K9Xr566aEJCQuTPP/9Uuf7o7dcm92YHg34iIso+b2+R+S/zTBIROVGRIs5bVp4z3YiIiIjIYxbn0i7u5ty5c6omf82aNaVo0aKyceNGdf21a9fkpZdekn379mXr8dnTT0REREQewd1KdWoOHz4sbdu2VZN2mzdvLidOnJCUlBR1W/HixWXz5s0SGxsrX331lWQVg34iIiIi8gjumtM/ZswYlcqzfft2VZoTJTv1unfvLosWLcrWczC9h4iIiIg8gruuyLtx40YZNmyYlChRwmY9/goVKqha/dnBnn4iIjKt/vjXX3/Jf//9J23atJFWrVrxzBCRW3HX9J60tDQJDAy0e3t4eLgq5Zkd7OknIiLZsWOHTJgwQbZt2yYRERHy888/m+pDExG5C3edyNu4cWP57bffbN6G3P4ff/xRWrRoka3nYNBPRJTHvvvuO3nzzTfV/3lh3bp1snz5cqvrk5OTZevWrXmyT0REWWEUg+niTt544w35448/VIrPoUOH1HVXr15Vtfq7dOkiR44ckddffz1bz2EwGo1GJ+0vERFlkq0/4pMmTTL9/NNPP8nu3bulQIECMnLkSKfWbAb05iO4t8fPz0/ee+89pz4nEVFOeaX3rYAZpi6r61YnesGCBTJixAiJiooShOfI7cf/hQsXlpkzZ0q/fv2y9fjM6SciyiPTp0+3eT16/Pv372/WIEhISFCNgTJlysiVK1fkrrvuUttkB3rx0wv4ISkpKVvPQUSUm9w1px+efPJJ6d27t6xZs0aV7ESef9WqVaVr165ckZeIyJ0nzV66dMnmbRjaXbZsmc3btPtgGzQK9KMCmYW8fSIiT+JOVXvefPNNeeyxx6R+/fqm64KCguShhx7KkedjTj8RUR5Ab316du7c6dDj5NU8ACIiV+ROJTsnTZpkyt+H69evi7e3t/z999858nxM7yEiygP2qjRklv4Lg4gov0tz/Vg/XTk51ZZBPxFRLjt9+rRcvnyZ552IyMncoYc/rzDoJyLKwNy5c9WkqmrVqqlayps3b5bq1atL27ZtpWDBgpk+f/Pnz3fqOUduf8+ePdXEXCyoxUW1iCi/SnOzUp25iUE/EdHt3PjDhw9bVcXRV9BB4I+LNqF2w4YNasJV8+bNHT6HqLscHx/v9HOuTcrF/6tWrZL3338/w/0gIvI07tbTf+bMGdm7d6/6GaU64fjx43bLM6PjKatYp5+I8j17tfK1Hv6MvPXWWw73+H///fdy8ODBHD/nHTt2VGXebMHKjvv373f4sbJTIYiIKDc91++Y6ecvf6jh0iffy8tL1eLX0+rzW9KuT01NzfLz5YuefixsM3ToULXgAWqgQtOmTc228fX1lZIlS6rh+kGDBlm1sGbPni1z5swx/Y4TX6hQIalVq5ZaLAH304wfP15+/fVXtYqa9ji//PKLvPvuu+rnGTNmWC2ljF5DDM/37dtXXnvtNZuVPFDCD8FCRESE2t8KFSpIy5YtpU+fPmrfAbdjcYdjx46p7aBUqVLSuXNnefzxx7OUimBZVxypCeXLl7e5gqflsWqwsFBoaKjaX7wG2Cc9tHKx3wiwrl27pvYT26CMFc5vuXLlsrXfRJmtfoPrHQn4tRz9evXqObTtqVOncm2V3Rs3bqhycJY9/JkJ+ImIKGfMmzdPclO+CPrtqVGjhmkYPzo6Wnbs2CE//PCD+h+9cQisLaHxgMVx0NI6d+6cCsRffvllmTBhgnTr1s2h50XQj3QAWy05S1iY4cMPP5QVK1ZI6dKlVc8dgn0sqIMlmZcsWaJuW7t2rdr+7NmzahGf++67T4oXL65ahv/++698/fXX8tdff8m3336rAvCsSElJURVHEICfP39e9uzZI02aNLG7PYINpEpAXFyc2g/s7/r162Xx4sWqFq224ih6EsuWLSs9evRQDRgEKwikVq9eLY0aNWLQTznGXvWbzFTFwWcZjV10MKBD4YEHHrC7bWxsrOQWBPfo8dc6BQCrOhIReSp3Wpzr6aefztXny9dBP3qe77//frMgddSoUSoo3bhxo3Tq1MnqPpggpwWycM8996ieawTVjgT9uC/yhhHMOrL9l19+qYJ6BPsYQbBsiKDBgW00CJpx0cNIQOXKlVUv/aZNm+Tee++VrMDkRdSQRdAwduxYlTucXtDfsGFDNcKg3w+MjixcuFCNXCAYQUPi888/V736aGhZjkSgcYMGA1FOmDJlilMeRz9asGXLFnXRp8RMnTpVwsLCJCAgQHLbJ598ov4PDAxUn6eMVuB11OTJk9VoYtGiRWXMmDGZui/+BqJzBZ0f+r+nRET5Lac/N+XroN+Wu+++WwX96Ml2RO3atSU4ONjh7R999FEV5CJwRqPC1miCBl+oSHlBD/8777xjc1sE0a+++mqGz4vH0EY0smrlypWqNx49mWiwYJRj9OjRmUoZKlGihPpfO5bIyEi5efOmNGvWzObjYDucXyJ7kK6CHHWUwESPO1LC6tatq1LmtNEojM4hrQbpOvjMYAQMI0k5CT3/6PHXzxfIiQm8jspO4/mNN96QmjVrqr+POKcYtdP/ndKO0cfHRzXkkdbYrl079Zpg0hk+91iMDKON+vP+33//qW1tzakgIsqPdfpzEoN+CxcuXFD/Fy5c2KETqAWtxYoVc2h7f39/ee6551Q60NKlS63ybS171hMTE6V79+7qfpmBFB/tgjSgzz77TAXQmakyooc8e5QDxHwHBFYIZtBjv2bNGundu7fdIAPnR/sZvXtoxGA+gDanAucNPZD79u1TM9grVaqUpf2j/MlyQiqC+QMHDqiLPrddLzw8PFf2Db39u3btEk+A83r06FF1SQ8CfsDnXqsmlNE5wLZa1SQiomz/vWLJTrvyddCPLygtKEXgvm3bNpVzjiC0Q4cONu8TExOj7oP7IqcfvfbIu0dg7igEzEhl+eqrr9TPWm67pZMnT5rmHmTWrFmzzFIOqlSpoob5szohFhOT9ceJGuXYL/T+2wv633vvPavrGjRoIB999JFpXgEaEGgETZs2TY2CoDcRPbV16tRRvf+Yl0BkiztMSE1KSsrrXXAL6AyYOHFiXu8GEXkAd8rpz21eko9t375d5ZzjglrbyFGtWrWqfPHFFypP1Zbhw4er7ZHegmAVw9NPPPGEmuDrKG9vb3n++efVZFV82WU04c9eoyA9CMTRIEFeMfbPz8/P1MDJCvTaYUIt0ns0aLBgmF9rnFgaPHiw2gdckDuN35FeMXLkSLM0I0ymRs4zRiEw9I/e27fffls1MNBwwGiFq0AqA0Zf9I1ANBj1QR7mPehZrrxq+TvSHvTLbvM5HDtXGfU6k/vQv//5+biFf0v4N9HW58FdPx+5HfRrFzKXr3v6kfc7bNgw9WbGmxrpKphsh7xUe1BOE9VzUFsVucFIR8lKNRyMJKDXGz3+mOBqixbsZyUXF/uIC6CRglGMF198Uf3uaJUhDVJvMKqBSc/6uQs4fzgP6O1/5ZVXrO6HBpQ+nQjHjAnFb775pqoipO0PIP8XF1RFQuCPib4I/tHYQCMJE4ddgWVj0HIeAhpXlqle2nwKe79bli/lczh2rlAuF4tQkWfh5+MW/i25g38T3f/zkZuY029fvu7pxwQyBKWomd+rVy9Vhx8BJgJ7e73LSDvBfZB6gqAjq+UvAUEvJvbp6/9bBs2A0YTsQn18fAhRHjOzENRrKUMYEdEuAwYMUCk/CLy0XF5H9iO9PF+c/2rVqqk1BbAeAP6YoExodhajIM+EMpSoEOXK8OVHGUtvbhMRUWakicF0IXP5uqffEqrEoOcfKSXo9R84cGCOPh8Clvbt26uSnChfaalNmzZqAu/vv/+u9iW7AQSG4zJbvQcpRqi4gYYOAn1LSNfBqqUbNmywWeLUktY4cGT0Ao0yzEFAGgdSk/Ky54BcN1jEZ0er3oORJyySpVXvwaJvqB6TF9V7MFkdo3ieUpkGnRyo3oNSm/Y6Iiyr92AEFWmB9qr3AMqYunrjjYjIEzDot4AUFkywxSTYRx55JNsr2GbkhRdeUFV6MI/AEobQsAYAgur333/fZtlO5NJhtWCtbCeq7Nia/IqJuNgW6wpkBqrzYDTi4YcftnlfNExwrpCG40jQj3KoWqlTwIgK5gXYqvePlCIECAggQkJCMrXflL96/LHatiUE/1jfQv+7Jcw1wWcmJ2hpe5hXo9XpR8M9Lyf3YiQtK6Nm+jUHUGUHgb9+RW50CGRUGQwjeLgAGmNIOcTIHxplRETOwjr99jHotzwhPj4qbQUlNdF7+Oyzz0pOQo47FtPSUmgsYbIwghKMBqAMYZcuXVTvN3rT0NuGnjM0BLSgH8EPRixQAQd5eAj0UeEEPfEIjvB4mYH9QgoTFiWzRbsNj4+gBgueafC8WoCjlQ5F7XLMVdBGUXD9kCFDVCoTHgflPNELi/KdGOHA6AQW/kEPLpGzYTE+Z/TEY8QBn8d//vlHffZQiUpPP+clt3v+sS+YZIfKWPgbgM6D7DY8EOAj1RG99/g7k9nOEQT6DPaJKCcwp98+Bv02IAhH7zom2eLLPKd7+xH0/vHHH2az4TUIdt966y21ii4Ww0IgjJnz6DHERN2+ffuqi77H7e+//1aNBKTEoBGDRgKWekaVHPSaOwpVeQ4dOqTSJ9Kbu4ARADwnRhP0KVFoNOl7GDFygeNAQ6pixYrqepxbBCGopISGA2b84zygZx9BAQIWraY/UU5AKhDe55Yw0V5f7z89eB/jvWoZ7NuCdJbcWqQLn32k1+ihUwOjg9mFY9Z67omIXAWr9thnMOrrMBER5UO2et+R0oK0O6SZpQdrTaBh7mhpXYwiYgQupyFlTt8hoDdjxgzTQoSZTe8hInJlDw28U2Vw+dfl83RfXA1zJogo30NQq5Wgxf9akIt1OTKCyl+ZWUsjs/NqsgINEXsBvzaXCCOMRESeJtVw50LmmN6TT0VFRUlycnK62yClJ6dTm4hcBdLfbNH3+COlDpPQMQkVK1JjzYvMfkYwdwUT350NaXhY3wIVdvQTmNObT0RE5GmY3mMfg/58avTo0aqCRkZzG8aPH59r+0Tkqix7/G2V2M2Mp556Sq1D4SzayIQjwT4RkSfjRF77GPTnUy+//HKGNftRW5uInA9lL7FegH7peiIiopzEoD+f0urkE1HewBoXWM06u1CKk4iIbuFKvPZxIi8RUR6tcJsey1Kb9qAEJxER3ZJqMJguZI5BPxFRHsBCWYULF7Z5G9YIsFfzPzAwUP2PGvnZLaWZ3bkJRESumNOvXcgc03uIiPLIm2++aXONgH79+qn/EdT/8MMPapEwLLSHCcVlypRx2vNj4u/69evVKtj2cDVsInInqcJo3x729BMRueAaAZo+ffpIlSpVVLnQnJhcP3HiRGndurXd21GWlIjIXbBOv33s6ScictE1AnLLAw88IKGhobJ8+XKz69EQadeuXZ7tFxFRZrFOv30M+omISJo3by516tSRP/74Q44dOyYtW7Zkzj8RuR1O4LWPQT8RESlYXRjpRERE7iolr3fAhTGnn4iIiIjIw7Gnn4iIiIg8AtN77GPQT0REREQeIYUVO+1i0E9EREREHiGFdfrtYtBPROTC3n777bzeBSIit5HMnn67OJGXiMhFWa7WywYAEVH6kg0G04XMMegnInKDgD+j64mISCRZdyFzTO8hIiIiIo8Qxx5+uxj0ExEREZFHiGdWj11M7yEiIiIi8nDs6SciIiIij5DEkp12MegnIiIiIs/A9B67GPQTEbmZsWPHSkhIiLRq1UpdiIjoNk7ktYs5/UREbiY1NVWuXbsmP//8M2v3ExGRQxj0ExG5seTkZNm6dWte7wYRkev09GsXMsOgn4jIhZw+fTrTC3Chx5+IiG7n9GsXynpOP3qTXnrpJRk4cKAMHz7c7LaDBw/KgAEDxNfXV9atWycFChQwu/3FF1+U7du3y9q1a2XRokUyZ84c020Gg0EKFSokNWvWlMcee0zat29v9dxNmzaVNm3ayLRp08yuDwsLkxdeeEHOnj0r48ePl/vuu092794tQ4cONW3j5eUlQUFBUqJECaldu7Z07dpVWrZsqZ5X75dffpF3333XbL8CAwOlatWq8tBDD8kDDzxg99zs27dPli5dKv/8849cv35dXYfnq1Onjtx7773qmPTPZ+94NM8995wcOXJENm3aZLpu9uzZ6rzNnz9f7rrrLrv7om1neX5r1aol/fr1k7Zt20pWbdmyRUaMGKHOKQKNUqVKWW1z6dIl6dmzp9l1Pj4+Urx4cbXfTz31lNStW9fs9gsXLsi3334re/fulStXroifn58UK1ZMnT+cd5wvIk83Y8YM9VkgIqKsYrTvlKC/YcOG4u3tLXv27LG6DYE2bsNQ84EDB6R58+am21JSUmT//v0qeC5SpIjpegTmZcqUUfmp+KJbtmyZvPrqqzJhwgTp1q1bhvtz/vx5ef7551WQ/b///U8F0XoI7lu3bi1Go1Hi4uJUw2D9+vXy22+/yd133y0fffSRCoYtoeGB4DQtLU2uXr0qK1euVI2B8PBw1eDRwzaTJ0+Wn376SUqWLCmdO3eWChUqqKAYwS8aSqNGjVL7iUZRbtKf33Pnzqnz+/LLLzt8fm3BucBxRkREqKAfjRN78B7o3r27+jkpKUntw/Lly2XDhg3y1VdfmQL/w4cPq8dBwwDbV6lSRRITE9Xri4YiGl4M+ik/9PAz4CciIpcI+hF8oecVQVpCQoJZbz4aAgjy/vvvP9PPGmwfHx8vTZo0MXs8VJ3Q91h36tRJHn/8cZk3b16GQemJEydUII39+Oyzz6Rx48ZW26Bn+/777ze7DkHv9OnT5fvvv1cVMPCzrcYNgncNeq179+6tetiffvpp1bjRoEcdAT9GGN5++23VQ62HfUSDCA2G3GZ5fu+55x558skn5euvv85S0H/jxg3ZuHGjPPvss+p1/vXXX2Xw4MFWIyYaNH4sz3+DBg1Uw+6PP/4wBf04h3gdFy5cKDVq1LB6HExYJPI0+LuIDghtZDC7kBKETpXMpgYREXkUdvQ7L6cfgTt689Fzr+/JR+8+Am9cEOTqaSMDGfXWIuDDlxZ6eNODFBr0DKOXHakstgJ+exCwI/BHYI9eeP1x2IM0ncqVK0tMTIwKfDXo7UZDoGzZsjYDfg2OG42CvIbUpuDg4AzPrz0IUDBqgEC+R48eaiRj586dmXoMnEtAGpgGIwDYL1sBPyAtiMiTTJo0Sf3tcFbAr4mMjGTQT0T5G3P6nRf0a4G7PsVH35OPi/a7BtuiNzij4Dw6OlpdChcubHcbpHug9zwgIED1EKM3PysefPBB9f/mzZsz3BaNGuSZI2VHnw6E+yINBUGwvYA/o8fFl7StC25zNjzuzZs3zVKsMgPpPHgNkTKEtKmiRYumO4EQKT3a8WCkA43Bjz/+WI0Q6UcAypUrJ1FRUfL3339nab+I3An+PuIzkdONCiKi/IlRv9OCfqRnoJdWH/TjZ6T+oCcZQb/W8w/az9WrV1e9uXroOceXH9I30OM+evRo1Xtvr1f82LFjqpc+NDRU5YRXqlRJsgr7A8jzt4T8f+wXevIxmRZpQPgZ6TH+/v6m7U6ePKn+t9VDrR2bdkGwbasBgzQiWxeMZmSX/vxigizSanB+tTz7zDh06JCcOnVK9fAD8u8xZwJzJNBQs5f/rx0PXlPMMcDE688//9x0/mHQoEHq8caMGaPSqDB/AilTyHF2NXgfoKGnP8f61xYNHcve28uXL6f7OxqUmHfC58gf52rHjh2S0/C594RzxefgueL7yjM+H7mKMb/zVuRFLy1ysVGtB7356HFH0F+/fn0VuCENBj3AuK5FixZ28/nBsgIQesuRMz9s2DCbz43eYKQWoaqLZQMis1DNB2JjY61ue++998x+xygFqvegwaGn3Vd7LD0cAxoMGkxOXbx4sdk2OI/2jhVVfbI7qc/y/OK1e+KJJ8wqGzkKATxea8y70KCqzg8//KDy8x955BGr+6BikXY9Gn9IK8L2r7zyigr8tVEavHe+++47dUHKFaoo4QKNGjWScePGqdEAV4D3tl7BggXNfteqDumVLl063d8tKyDxOTz7XGlzn3KaJ5wrPgfPFd9XnvH5yF1M6nda0K+l+KBEJXrnmzVrpnry9ZVpEKhpef3aiICtoP+1115Tkz0xiRPbo5Qneo3ReLAFz1WtWjX55ptvVNlIBMYYYciK9AJ2TE5Fzj8aGP/++6/KvUVvuT4PPaOGA45Nu/6dd96xuQ9Is9FPeNazVVUos7Tzq6UlYWTEspSqI9BoW7NmjXoN0XrXWvBoBJQvX141CGwF/RiRsTw+NAQefvhhlX6A11GD1xUlV7VeBrxv8Lh4n2GEAg0Cy/NP5I4wuR6f/ZxM8UEnBRFRvsSY37lBP4I/5NMjMEPgi6BQn6+Pn6dOnarSZLANgk5b+fyoBKRVl0EwiJYh6lSjXn+fPn1sPjdq8qPnHRV+sGYAqu9kJfA/fvy4+t9WihBKi2rBKsqAYhuk+MyaNUutN6DfTks76tixo9lj6OvQZyXf3xn05zc7/vzzT9WAwRwGe3Mg0HOJ1y0j6EHA+US6kDZSZGsbpBEhDQmVgtCoROMLDTEiT4AKOxgFRYeCs6FxbK8zgYjI4zHod+6KvEjHQG47eucR1ONnBJj6RgGqvOA2BGzIeU9vcq6mf//+qud45syZKkfMHkzkRb18jDQgCEfjIrPQiwyYkJoR5K6j0YKSkqhYo0GDAMf++++/qxw2T4XJuqi6g955ywtq/qMiknY+HaFNUs7odUPjTms8YS4AkSdBgxyfIfx9yeqIpR4+oygv/P777ztl/4iI3BOT+p0a9KPnul69eqYVY9EI0KdeoAccOfcLFiywm89vC9J6kCaE3P0ff/wxw3x1TABFowK9/7ZSbGxBYwRpQWgwIOB3tPcYJUKR7oMJxPq8Nqwue/HiRTUPwF7gr58A424w0RkpNpjEbGvCMer94xyuXr3aoYYPJgPjMZH6o+X8YUKzrWpFSPvCbdqcCCJPhFFCpABmt+IO0uCwNgcREZHT0nu0vH709KPKzJAhQ6x6aJHXj8ou2raOQinHuXPnql51rIxrOUFED5Ng8VzYHj3+SPXRb3/06FHVCw/6FXmRM45Jxh988EGmjheVi7AgFRom2sRS5P9jJvvSpUtVcIxAuGLFiqbeaSxmhZnvbdu2FWf2vGPCqyVUT3Jk5CKzzwUI+u3BbRjVWbduneq11Nff184/gnpt1WU0vPRpUkgFQ0OvXbt2Krcf8w6wEjImCOMxkOaD64k8HQJ/Lq5FRJQNTO/JmaBfYytfH9chwEbqBxoAjkJvPyr4TJw4UQX+6GFPDyrRIPDHHAMEklidV4PeZ1wwpwC54yVLllT7hcA0Kz1iyC/Hc6C3HxVlAI/9xhtvSJcuXWT58uWq1jwmumKfsKgU0p5wDJiz4CwoZ2kLyl06M+hHcI4FuUJCQtJ9DdFTOWXKFNVA0Af9KE2olSfE+cBkYqQ0II0LjS4Nqvls2LBBjb7g/CG1C403BPp4L6BKEFF+wcCfiCgbDIz67TEY3Tn3hIjIQ2Wmx5+LcRER3WIYeyfd2/iBdYXG/CzLPf1ERJT3GPATEemwo98uBv35FOY4ZFQ9B6lZSO0hItdStmxZs3kxRESkYdRvD4P+fAqVlTAPIj2ol6+tjEtEroMBPxGRHYz57WLQn0+hIk5G5UqxBgERERGR22DQbxeD/nwKJUe1sqNEREREnoFRv1MX5yIiIiIiIvfBnn4iIiIi8gzs6LeLPf1ERC7Iz88vU9cTERGlh0E/EZELeu+99zJ1PRER3e7p1y5khkE/EZELL7zl6+tr+v3999/P0/0hInJ5BsOdC5lh0E9E5MLeeecdqVKliroQERFlFSfyEhEREZFnYAe/XQz6iYiIiMhDMOq3h+k9REREREQejj39REREROQZ2NFvF3v6iYiIiIg8HHv6iYiIiMgzsKffLvb0ExERERF5OPb0ExEREZFn4KJcdjHoJyIiIiLPwPQeu5jeQ0RERETk4djTT0RERESegT39drGnn4iIiIjIw7Gnn4iIiIg8BLv67WHQT0RERESegTG/XUzvISIiIiLycOzpJyIiIiLPwJ5+u9jTT0RERET5yvjx46VgwYKSn7Cnn4iIiIg8A3v67WJPPxERERGRh2PQT0RERESewWC4c8mGgwcPSteuXSUoKEiCg4OlT58+cu7cOdPtgwYNkrZt25p+v3btmnh5eUmzZs1M18XExIivr68sWbJEXAGDfiIiIiKi286fPy/t2rWT69evy3fffSezZs2SvXv3Svv27eXmzZtqG9y+a9cuSUhIUL9v3LhR/P39Zd++faZttm7dKikpKWpbV8CcfiIHGY1G0weZKLckJydLfHy8+jk6Olr1GhERuYtChQqJIZu97pnihKf65JNP1N/eNWvWSNGiRdV1jRo1krvuuku++eYbefHFF1Ugn5iYKDt27FCNAQT9Dz30kLrPli1bpFu3buq6GjVqSMmSJcUVMOgnchACfgzxEeWVkSNH8uQTkVuJioqSwoUL59rzGUdlP7TdtGmT3HPPPaaAH2rVqiUNGjSQzZs3q6C/cuXKUq5cORXYa0H/0KFDVSfNhg0bTEG/q/TyA4N+okz0VuCPl7tDjmH37t3lt99+87hyZZ56bDwu98LXy/3wNcvZ7053c+PGDWnYsKHV9eixj4iIMP2uBfsYhT1w4IAK8GNjY+Wnn35SowA7d+6UwYMHi6tg0E/kIAxP5mZvRU7BRCNvb291LJ4UGHvysfG43AtfL/fD14z00MMfFhYmlq5evarSdTQI8l955RVZv369FC9eXI0GIOh/7bXXZN26dSrw10/2zWucyEtEREREdFubNm3kr7/+Uj3+mv/++0/++ecfdZtG69mfOnWqKY0HIwQBAQEyadIkKV++vFSqVElcBXv6iYiIiCjfSU1NVak4lkaMGCHz5s2TLl26yNixY1WFnrfeeksqVKggzzzzjGk79OyHhoaqHP7p06er6zDa3Lp1a1m1apU88cQT4koY9BPlM35+firHEP97Gk89Nh6Xe+Hr5X74muVPCQkJ0rdvX6vrFyxYoAL5UaNGqcAdgfy9996revQt5yighx8NB/2EXeT6I+h3pUm8YDCiDiEREREREXks5vQTEREREXk4Bv1ERERERB6OOf1EHgh1g2fOnClnz56VUqVKqYlHPXv2TPc+ly5dsrlN3bp11QqEeqhHPG3aNDl27JiEhIRInz595Omnn87xVRezclz//vuvyrfE0ujh4eFq0lWnTp1k0KBBqsKCZvbs2TJnzhyr+7/++uvq+JzhzJkzMnnyZFUBIigoSO6//34ZPnx4hqvsIgvz22+/lSVLlkhkZKQqGYcycfXq1TPbDseHx8cKkT4+PtKxY0d5+eWXc7x8aVaO69q1a/L999+rfb1w4YLaR6x4+cILL0jp0qVN2+3evVsteGMJ+bUTJ06UnJTV1+uBBx6Qy5cvW12PVTr9/f3d8vWy9zpAxYoVZenSpXn+ep0/f17lYh86dEhOnjyp9mvx4sUZ3s/VP19ZPTZ3+IxR7mLQT+Rh9u/fL6NHj5YHH3xQXn31Vdm1a5e8//77EhgYKJ07d87w/s8//7w0bdrU9DvuZ/nlg9UImzdvLsOGDZPjx4/LjBkz1ESnJ598UlztuNauXav2+amnnlKVF06dOqUCfHx5zpo1y2xbBGSW15UtW9Yp+4/FW/DFin34+OOPVQ1oLPWOiWSo6ZweBCTYZ3xZV69eXQUn+Blf6FgRElJSUtR1MGHCBPW4n376qao4gQZaTsnqcR05ckTVsUajDcEVgq25c+eqxuOiRYtUY1Jv3LhxZqXvihQpkmPHlJ3j0qBh2b9/f7Pr9BPM3e31QpUSVDPRQ6nCl156SVq1amW1fW6/XoBgGA2rOnXqSFpamro4wpU/X9k5Nlf/jFEewEReIvIczz//vHHAgAFm17355pvGPn36pHu/ixcvGps0aWJcu3ZtuttNmDDB2KNHD2NSUpLpuhkzZhg7dOhgTExMNLracUVERFhdt2rVKnWshw8fNl03a9YsY5s2bYw55euvv1aPHxkZabpu6dKlxrvvvtsYFhZm934JCQnGdu3aqXOswbnHazBx4kSzY2ratKnx9OnTpuu2bdumjvPgwYNGVzuu6OhoY3Jystl1V65cUcewYMEC03W7du1Sx/Dvv/8ac1NWjwvw2kyaNCndbdzt9bLl559/Vvt76NChPH+9IDU11fTzuHHjjH379s3wPq7++crOsbn6Z4xyH3P6iTxIUlKSGqq17PlGreHTp0+rFJ7s2rp1q3To0MEsFQCPf/PmTZUu4GrHZdmbBTVr1jQN1+cWnLe7775bgoODzYbP0WO3fft2u/fDOUWPqv7Yce6RWoCeP/3jo5dS31OH0Rg8n347VzkulL1DioTlEvd4vXLzdXH2cWXm8d3p9bLljz/+UCMG6H12lVV1M8vVP1/ZOTZX/4xR7mPQT+RBkLeJYWjLFQArV65syuXNCFYRRFCAQADD2FFRUabb4uPj1TLkyCfVw/Mhn9+Rx8+r47JMFQLLx8OS6fjyx5c5ajcvX75cnAX7aPl8+FLG0u3p7b92m61jv3Llikoz0LazfF3wmuC6nHpdsnNctmCuRkREhOl1tVwsB+9L5J8jrUI7blc9LgTELVu2lLZt26oUmBMnTlg9vju/XtevX1cN8a5du9q8Pbdfr6xy9c+Xs7nSZ4xyH3P6iTwI8nXBcvGQwoULm91uC/KNMWG1RYsW6v7Ief/666/l8OHDMn/+fNVjhN58W4+PnrECBQqk+/h5dVyWkNf65ZdfqsVT0EupwXLpmKuAUQCMLCBo++CDDyQmJsYpcxWwj5b7D7guvf3HbXht9BNAtfthAiJeE5x7/G/r8XGOcup1yc5xWcKxTJkyRUqUKGEWSGLyIeZjNG7cWJ0DzOX47rvv1AhPTue+Z/W4sCAPJsBjsvnFixfV5wgTx/U54u7+emGuDFYz7datm9n1efV6ZZWrf76cydU+Y5T7GPQTuTgEnajCkJHsTjhFTx8q1WiaNGkiVatWlZEjR6rJYOj5d8fj0sNowZtvvql+fuONN8xuQ++WXps2bSQ5OVm++uor6devn9UwOTkXGmI7d+6Uzz77zKyqEiaQ4qJp1qyZeq+iigoapgiuXQ0mnGtQLQUN6YcfflgFUvrPmDvDaqO1a9e26v12x9crv/CkzxhlDb/FiFzcn3/+qdJsMoKylFrPNwJqPa0nSrvdUa1bt1ZfDqgCgaBf6+myfHwExxgKzszj5/ZxoZfr3XffVSU8UZoTX2oZwTH/9ddfqvqPreHwzMA+Wu4/oAcxvf3HbRh5QOqRvjcS90N6gfaa4H9bj49zhDzenJLV49JDGhVek7ffflulFzjyuiAgOXr0aI4FJM44Lg3eaw0bNlSfI407v15It8PnCOUqHZEbr1dWufrny1lc8TNGuY9BP5GL69Wrl7o4Al9e6JFGjinyiTPKW80sNADwBWeZw4o8UQTVmXn83D4uDFOjoYFcVdThzm3YR8vzpo12pLf/2m04x/r9xmMhfQSpB9p2lnnjeE1wP8xRcLXj0mAUCfNIUEYS5VhdRXaPy5HHd8fXC5D6homl9vL53Ymrf76cwVU/Y5T7OJGXyIMgNxU19tE7bZl/i57qMmXKZOrxNm3apCbv3nXXXabrUJMbi2QhVUazZs0a1RPWoEEDccXjwuJiCxcuVHWoHenl0qxevVodF/L9swvnDUPr2rwIQCMEwRPSP+ypX7++WkAJ22pw7vFFjpEY/eNjzYRz586ZrsPzYSK2fjtny+pxASaCjh07VjX+nn322Uy9LqB/X7rScVlCpRRMHrf8HLnb66U//0j/c2S0TNs+p1+vrHL1z1d2ufJnjHIfe/qJPAz+sA8ZMkT17KASzZ49e1TPnOXKiuid6t69u7zzzjvqdyzQgy9+DOUi0MXwPYJl/NFHiU4NJnzh8ZAbjwo36P3CSpGOrFSaF8eFbbB42H333afmBxw8eNC0LSZVaiU9sZBSjx49VI8eUpVwP3zxYyEwZ+TzI6cbC+Lg8QYOHKgWRcKoQ+/evdXEOg0WPMNqritWrFC/I+VgwIABKh8X+1qtWjW1eBCCDf3iTzgnWDxpzJgxaoE1HANGNzA3ISeH57N6XJgkOGrUKNWgwnwK/euC49QmvCIdAT8j51ibZIgGHN6TORmQZPW48L7ZvHmzCgSxHVJh8DnC4nXu/HppkO6B1+6JJ56w+fh59XoBziHOPWDfUYpTC+bRSMH7yt0+X9k5Nlf/jFHuY9BP5GGQO4xczJkzZ8rKlSvVEDVWjbSscY/KG/pVHdFjjvz5ZcuWqS+Y0NBQtZIjAm190IsvEATRaCSgxBu+PLCN5eqjrnJcWu1xTDzERQ89/w888IDpuPBFh1KEgC9/rPiLxoKzcoex71gFFQEXehfR+4bGkuX+46KHFTSRSoCJoDdu3FBpCJiMp31pA14jXIfHR88egkzUGn/llVecsv/OPi5MEERaCS6obKOHxtf48ePVz1WqVFGvGyrfIM0LozoI0nBxxeNCwxI9+//73/9MFV8wMRKfEf2kdHd7vfQ9wBh5w4rDtuTV6wUoRWk5UVr7HSttY7TQ3T5f2Tk2V/+MUe4zYIWuPHheIiIiIiLKJczpJyIiIiLycAz6iYiIiIg8HIN+IiIiIiIPx6CfiIiIiMjDMegnIiIiIvJwDPqJiIiIiDwcg34iIiIiIg/HoJ+IiIiIyMMx6CcicqJnnnlGDAaDS5xTrMiJlUTXrl1rum79+vVq/7755ps83TfKe3gP4L2A90RW8L1k2/79+8XLy0s2bNiQrdeHyNkY9BNRhk6dOiXPPfec1KpVSwIDAyUkJERq166tlq9ft26d2baVKlWSunXrZhgUX7t2zebtR44cUbfjsmnTJruPo22jXQoUKCDVq1eXV155RS1ZT6LORevWreXee+/NF6fjzJkzMn78eBV0Uf4QGRmpXvOsNlxy4r3WsGFD6dWrl7z66qtiNBpzdb+I0uOT7q1ElO/t3r1b2rdvL76+vvLUU09JnTp1JD4+Xo4fPy5r1qyRQoUKSceOHZ12nr766iv1mAEBAfL1119L27Zt7W6LL1d8sQIC/d9//10++eQT1bO9Z88e8fPzy7ev37Zt29R5WLFihdn17dq1U68fXk9Pg0Ds3XffVQ1PvDcofwT9eM2hQ4cOLvNeGzlypPq7ib9J3bt3z7X9IkoPg34iShe+2OLi4lSPVoMGDaxuv3LlitPOYHJysixYsED69u0rwcHB8uWXX8r06dNVI8CWsmXLSv/+/U2/v/TSS/LAAw/Ir7/+KitXrlSPk1998cUXUrx4cbn//vvNrkfaAUZFiCjnoLMCDYJZs2Yx6CeXwfQeIkoXevSLFStmM+CHUqVKOe0M/vLLLxIWFqbShpAGFBsbK4sWLcrUY3Tt2lX9f+LECbvbzJw5U6UE/fzzz1a3paWlSbly5cx67zCi8eijj0qVKlXUCESRIkWkS5cuDufsogcSAYCt3kLsB9IE9JASgH1s0qSJSqcqWLCgGk2xTKWyJyUlRfXwd+7c2apH31Yetv46NBZq1qypGgb16tVTDSg4ePCgdOvWTQoXLqzeD2hgoZFm6ziRDvbggw+qhhu2f+ihh9R1luf5gw8+UCMPeA9hVKZChQoybNgwuX79us3jWrp0qXoOnH+cF+wn9iMpKUntuzbiNGDAAFPalyO9v3gdnnzySSlZsqT4+/tL1apV5c0331SNXT28TnjM//77T92O9wm2x2cDPbqZyaP/66+/5L333pOKFSuq91Tz5s1l+/btahu8r9q0aSNBQUFSunRpef/9920+Fl5jpG9hO7xH8DMau7bMmTNHpedhf6tVqybTpk2zm3oSFRUlr732mtoO25coUUL69etn9RpmlqPnOb15Mbget2vv28qVK5s6J7TXXPus6T9fP/zwg9SvX1+9r/E+w3X4nGTlc+rIew2/42/RH3/8ITExMdk6b0TOwp5+IkoXvpgR5Cxbtkx69+7t0NlKTU21m7OfmJiYbmoPvsTRS4YvzUaNGqkUn2effTZTjRRAL7c9jz32mLz88ssyf/586dmzp9ltCMYuXrxoShvSvuSRPoT0JgR6uH3u3LnSqVMnFYinl4KUFQiMEKT06dNHBRU4Z99//73KzcfrYLnPlpDahEDj7rvvztTzfv7553Ljxg11vhEcYZQFAfuSJUtk8ODBKvBDrjIaQZ999pmEhobKW2+9ZfYYaKgh+EEQO3HiRPV6oCGBgHbfvn2mRiIC9Y8//lgefvhh1UBA4Lpr1y71Hti8ebNVetbYsWPlww8/lLvuuku9dgiGT548qRoCCJ7ReEAAiW0w/0R7TRBgpufs2bPqPCHQHT58uJoXgmAS+75lyxb1fsBkaD00StGYGjVqlDoOBNA4L8eOHbMZNNry+uuvq8/JiBEj1GP873//Uw1JvCcHDRqkjuGJJ56QxYsXyzvvvKM+F/pRLZzT559/XgXyuF17n2I/Zs+ere6vwf7hnKFxgvODIHvKlCnq9bOE89CqVSs5d+6cDBw4UKXzXb58WT0fXlOk+6GhkllZOc8ZwbwipPPh2PA+1f4+oQGkh8Y9Giw4X3j/4Xc0ErBP8+bNy/SxOPpea9mypXot8H5Gg5kozxmJiNKxdetWo6+vL7oEjdWrVzcOGDDA+MUXXxgPHz5sc/uKFSuqbTO6hIeHm93v4sWLRm9vb+O4ceNM102bNk1ta+u5cH2XLl3U4+By7Ngx49SpU9W+BgcHG69evZru69qnTx+jv7+/MSIiwuz6/v37G318fMzuHxMTY3X/K1euGIsVK2a87777zK5/+umn1b7ptW/fXp0XS6dPn1bb6o952bJl6rrZs2ebbZucnGxs0qSJsVKlSsa0tLR0j+3rr79Wj7Fy5Uqr29atW6dumzdvntV1ZcqUMUZGRpquP3DggLreYDAYly5davY4jRs3NpYqVcrqOLH9iBEjzK7XjmnIkCGm63AMcXFxVvs3d+5cte2iRYtM1+3YsUNd17FjR2N8fLzZ9ngc7XzYOraMPP744+o+v/32m9n1o0aNUtdjfzR4nXBd9+7dzV6DnTt3qutff/31DJ8P+4ZtGzVqZExMTDRdj9cK1+O9t2vXLtP12AbnuUWLFqbr8J4NCgoyVq1a1RgVFWW6Hj9XqVLFWLBgQeONGzfUdfg/MDDQWLt2bWNsbKxp2/Pnz6vHwHPivGleeuklY4ECBYz79+832+8zZ84YCxUqpN7fmsyc78ycZ1ufIQ2u1++Drc+Q5W1eXl7GPXv2mK7Ha9erVy9127Zt27L0OXXk2Ddt2qS2mTJlit1tiHIT03uIKF3orUKvK3o30UuHnjH01KHHFT1etob80duJSaS2LujNtAW9lEj5QG+6Bj2d6FFFb78t6HFG6gEuNWrUUNVqsF+43lYvph6OBz3o+vQh9I4vX75c9crp749eaP02SD/x9vZWPZ87duxw6jvou+++U3MY0GOL0RLtggmLmK+AVANtNMOe8PBw9X/RokUz9dxIm0BKjgbpEEjPKVOmjNUoD9JPMJ/DVuoCerH10AuLVBz9pGKM5CCtBdDjjePDcd5zzz3qOv15xSgHoFfYcj6CllqRFXi/odcXI0qWcx/eeOMNNf8B7wdL6J3XP2ezZs1U73JGr4se0pj0IxlabzHeU02bNjVdj23QQ65/bHyOMKKC1Ca8Phr8jOvwmvz555/qOnwW0LOPXm6kRGkwYoXPlx5iapxrfK4xX0b//sNnoEWLFurxcus8OwtGyBo3bmz6Ha/dmDFj1M85+bxIgwOkLBK5Aqb3EFGGkNut5YBjSBw5x0hvQUlNpGZYpmIgQEA+ub2g1hKCDQT2CDIRIOjz8ZGnjMm9CPgsh/8RIE2YMEH9jBxhpB0gX9cRWmCPdIqhQ4eq65AqgmBK3/AApJEgvWT16tUqONVzdk1+lCy9efNmumkpV69eVY0ce7R9ymy5QMxZsITyrOXLl7d5PaABpE+nQL69rXkeSMVA0I/zqzWikLqCtBak/VjOD0CakQYBL47J3rySrELjCAEyUlgsocGEFCJbjVpb5wkBnr25CLZYPoZ2PrUcdcvb9I99+vRp9b+t/dau0/Zb+x9pQJbQQLY8H3gerTFtCwL03DrPzoL3nr1jz8nn1T5/rrJuBxGDfiLKFATWCIqRd47eSeTj7ty5U/X8ZhUaEQisAbm+tmBCKXq/9ZC3b69xkRE0IB5//HGV74xGBiYtogGAAEufM49gBT2fCFZRhg8NIPTEI/hBQ+Tvv//O8LnsfelbTiTUAgUEXAsXLrT7eOmtgwBawJbZ9QowepGZ6yGrdcgxNwGTo9GL/emnn6qGBXrx0euPBhkaf87q0Xc2e+cjM+ciK+c6p2n7j88UJvLmlcx8Xlz5ebXPn70GFFFuY9BPRFn+gkRPO4J+TGzNDvTyo6ceQbetnsQhQ4aoCZ6WQX92IcUHQT+eFxNVMbEQE/OwLxpMMLx06ZLaR0yq1bOcxGoPejMxGmLJVi8jGj2YEIpUCssJiY7SGgWZSTdxFoyEIO3HsrcfIxgYWdF6+TF6gyAfE6H1aSdHjx61ekyMaqxatUoOHDiQ7uTkzDYKEIyhAffvv/9a3YaRBkxgdcV6/9ooAfYbk8n1Dh8+bLaN9j/Oq71t9ecDIzXR0dFZbkw74zxraWkImvUparY+L4685njvWbI8T5n9nDryvNqIZUaNdKLcwpx+IkoX8odt9XRhgSctv9cyTSAzME/gp59+Urn+jzzyiKpYY3lBzzuCPgQHzoRAAylFSDlCEIreZTQEbPW8Wvbi4tgdzedH0IqUHYyIaPBcqDxiCaMouA25zvZSezKC3Gnkd2slIHPbpEmTzH5H3jQqQOkbbTivCJz0Pfo4x1q6lh5GZAAVU1DpxpL22miNJEdHONDAxDwJpBehtKLlMWDfMB/B1SBHHY0nVFDC+0qDn3EdzoO2CjP+x9wJVGbSl8a8cOGC1WgSzgfy/PE+xWfSlqzkp2f2PGupa9q8BA1SwSw58prjb9jevXvN3i+TJ09WP+vfk5n5nDryvPj8YUQRKYpEroA9/USULpTDQ54vAm+ktqBX9vz58ypgQI80glRcn1UoTYkGBEo32oPbMKfg22+/tZokml0I8lGe86OPPlJf+uhh10PaEnqtsQ0m0WICJBYqQyMBx4369RnB6AECFgQ2mASK+Q8Iqmw1prQynTNmzFCBSo8ePVQaE4I0rLKL3sOM8pARUGPiLXLoMVlZP3KR07CvSN3B6AhKd2olOzFHQb8eAY4TcygwcRfvIeT0Y38ta7YDeveRboLXCBMykRaE1wS57TiPCNLQQ43GJ3qU8Xx4n+I6jC5ok4NtQdlFBIUI/jBBHWleGzduVBO8kdZl2Qh0BTguBK2YnIvRNq1uPT4jeH+gTKQ2IRvpaqjzj/KiKMWJc41zjEWjMKqEQFwPaydg9A4NcFzwecD7FXN5sBYB1o7Qr/HgqMycZ5SGRQMPnxuMUKAHHo0FW2WAMZcCj/Xjjz+q8sJ4n6FBhEaGBnNB8B7A+cL8AaxlgAYFUhRRqCArn9OM3mtoWGCfkaqW1RE7IqfL1VpBROR2Vq9ebRw+fLixfv36qkQlymoWLVrU2KFDB+NXX31lTE1NNdseJe/q1Klj9/G0cnxayc6mTZuqMoWWpTP1EhISVLnAGjVqmK7TSidmF0pv4vnxeBMmTLC5DUpXdu3a1VikSBFVDhGl/TZu3GiztKC9coMoVdigQQOjn5+fsXTp0sYxY8YYjx49arfc4Pz5841t2rRRx43SojivDz30kPHHH3906Li0Mpc//fSTwyU7bZUfxPPieC1p5StRztCy5OHJkyeNPXv2VPuO84Wfjx8/bvUYX375pSolieNDWcrBgwcbr1+/blWWUbNw4UJjq1at1GOiDGXNmjVVeVB96UucZ5TDxGPicWztu6VTp06pUq0lSpRQJV8rV65sfOONN8xKXNo75ozOk72SnfoymRp7x23vPYVSqC1btlTnAhf8vHz5cpvPO2vWLPX5wfsPpT4/+eQTU2lXy33Bcb/33nvGunXrqvKdON+1atUyPvvss8bt27ebtstsiVRHzzPgefBa43XE3x28N1B+1NY5wnsd2+Ic4Hat7Ka+1CbeO/Xq1VPHX65cOePbb79tTEpKytbnNL332vr169V1v/76q0Pnhig3GPCP85sSRESU19DLiAnIqLKUG9Czj9EQXIjyGt6HqIY0btw4q1WvcxpGCzAiigXnXGUCOhFz+omIPBRSFZASlJXa6kSUNUiZQgoRPn8M+MmVMKefiMhDoS56Tpc5JCLrifSWJWeJXAF7+omIiIiIPBxz+omIiIiIPBx7+omIiIiIPByDfiIiIiIiD8egn4iIiIjIwzHoJyIiIiLycAz6iYiIiIg8HIN+IiIiIiIPx6CfiIiIiMjDMegnIiIiIvJwDPqJiIiIiMSz/R/nIJsw71muhAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x390 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 10 Features by SHAP:\n",
      "      feature  mean_abs_shap         tier  rank\n",
      "       CATAG3       0.341068 Tier_1_Basic     1\n",
      "   SVYRDUDANY       0.262221 Tier_1_Basic     2\n",
      "  IRMARIT_ABS       0.247915 Tier_1_Basic     3\n",
      "        IRSEX       0.227461 Tier_1_Basic     4\n",
      "  IRPINC3_ABS       0.071741 Tier_1_Basic     5\n",
      "WRKDRGHLP_ABS       0.010195 Tier_1_Basic     6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== Tier_2_Clinical =====\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAIcCAYAAACAZYN2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjhVJREFUeJzt3QeYE9UX9/Gz9N6bSAcBBVGKgFQVlI4VRUWRjqJiQbEi+EdFxYaoNFGpigVFQVEEwUYTrNgQEVARQXoveZ/ffd/JO5tNts0ubPl+nifskp0kk5nJ5J57z7kTFwqFQgYAAAAAqZQjtQ8EAAAAAIIKAAAAAIExUgEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAMAJ9fLLL1tcXJytX78+2+yJc845x908eu/aBtoWqaHHDh8+3NJD0HVD9kBQASBL+e677+yyyy6zypUrW758+ezkk0+2888/35599tl4y1WpUsU6d+4c9Tk++eQT9wX6xhtvRP37888/7/7epEmTmOuhv3u3HDlyWPny5e2CCy5wz52U6667Lt7j/bcPPvjA0sOMGTPs6aeftoxI26NQoUKWWe3bt8819pKz77MSNZhjHcf+W3o1hJPjp59+sjvvvNPOPPNMK1y4sJ100knWqVMnW7lyZaqf859//rEhQ4ZY7dq1rUCBAlawYEFr2LChjRw50nbs2JGm6w9kJLlO9AoAQFr54osv7Nxzz7VKlSpZv379rFy5crZx40ZbunSpPfPMM3bTTTelyetMnz7dBSXLly+3tWvXWo0aNaIup2Dm2muvtVAoZL///rsLRs477zybO3eudejQIdHXyJs3r02aNCnB/WeccYalV1Dx/fff2y233JIuz5+dKagYMWKE+93fM53V3Xvvvda3b9/w/1esWGFjxoyxe+65x0499dTw/fXq1bM6depY9+7d3XF/POkz9uKLL9qll15qN9xwg+3cudPGjx9vTZs2dQF827ZtU/R8eo8dO3a0PXv2WI8ePVwwIQpSRo0aZUuWLLEPP/ww6mPVEbJ//37LnTt3qt6LHpsrF806nDgcfQCyjIceesiKFi3qvtiLFSsW729btmxJk9dQcKDg5a233rIBAwa4AOOBBx6IumzNmjVdw8Jz8cUXuwaURgSSCirUOPA/NjM3qNVbmx0dO3bMDh06ZNmVgmo/jRwqqND90YKrnDlzptlr7927140QJOXKK690IyX+kbDevXu7oEf3pySo0CiEPuN6H6tXr3YjFZHnp4kTJ8Z8vEZttI1SK8hjgbRA+hOALOO3335zPZ6RAYWUKVMmTV5DQUTx4sVdioTSrPT/5Dr99NOtVKlSLjBJiwarghO9XzUmypYt64Kc7du3x1vunXfeceuq9Cv1AlevXt3+97//2dGjR8PLqIGn0ZM//vgjnJKikZjEct29FDF/So+ep27duvbVV19Zq1atXDChXmk5ePCgC740qqP1qFixoks70f2p4aWv6fUbNWpk+fPnd9vXWx8Fffq/to16i9XIi5ZStW7dOmvXrp1rgGobPfjgg25kKbKBevvtt7t11rrXqlXLRo8enWA5bY8bb7zRHRPaL1p23LhxVrp0afd3jVZEpvx8++23bl2qVavm1lWja2rUbtu2Ld5za3k9TiNjWl7HuALoXr16ucAt0rRp06xx48ZuH+h41f6I7CF///33rWXLlu69K/VHx8kPP/xgJ0Ks4yw56+jtS33+NUqg5a6++upkva6OjcjUupIlS7rX/PHHH1P0HjTC8eeff9qTTz6ZIKAQfUbvu+++FNUteO9Nz3vRRRe533U8Kb3K/xmWaKlkelyfPn3Cn/+qVava9ddfHw52//vvP/dc+qzouYsUKeI6PL755psUvXdAGKkAkGUofeDLL790aTxq3Cbl8OHDtnXr1gT3KwUiFjUYL7nkEsuTJ4/r5XzhhRfcyMhZZ52V5Oupwa9brHSpSJHrprQINSRFAYQaH2pU3nzzzS5QGTt2rGs8f/755+EUCi2jxsJtt93mfi5cuNCGDRtmu3btsscffzycpqL3vGnTJnvqqafcfamtYVBjWI0SpbJopEUNKQVAXbt2tc8++8z69+/veoFV+6LX+uWXX+ztt99O1WupgX3VVVe5baHXUkO/S5curiGvYEbpLPLII4/Y5Zdfbj///LOrb/GoUda+fXuX6vLYY4+5dBcFPkeOHHHBhShw0LovWrTINc6Uez9//ny74447XIPN214ebd9Zs2a54EIBpNLVdIyoIadebB07ohEr+eijj1xgo/2ogEIN5gkTJrifSttTQ9FP70MNQ72nVatWufQdBcyPPvpoeBkFL2pcNmvWzL0PHavLli1z66a6Hpk6dar17NnTBVR6rAITrWeLFi3cMeQFlSdSStZR+0zL6W86DoKOjm3evNntv5SYM2eOC27V2ZCWdJzqvamGS+9twYIF9sQTT7gOAh1Xsfz1118usNQIij53CnR0zKpWTNtSx4WOPX3+unXr5o4r1YMoOGrdurWtWbPGBSNAsoUAIIv48MMPQzlz5nS3s88+O3TnnXeG5s+fHzp06FCCZStXrqxu5kRvr7/+erzHrFy50t3/0Ucfuf8fO3YsVKFChdDgwYMTPL+W69OnT+jff/8NbdmyJbRs2bJQmzZt3P1PPPFEou+jZ8+eUdendevW7u+ffvqp+//06dPjPe6DDz5IcP++ffsSPP+AAQNCBQoUCB04cCB8X6dOndw2ifTSSy+55/z999/j3b9o0SJ3v356tH66b9y4cfGWnTp1aihHjhxuvf20nJb//PPPk9weBQsWjLr/vvjii/B92te6L3/+/KE//vgjfP/48eMTrKu3jW+66abwfdqf2g558uRx+03efvttt9zIkSPjvf5ll10WiouLC61duzZ8n5bT+/zhhx/iLavn0t8eeOCBBO8t2v6ZOXOmW37JkiXh+/RY3de7d+94y1588cWhkiVLhv//66+/unXQ/UePHo23rN6f7N69O1SsWLFQv3794v198+bNoaJFiya4P63o8xS5H2IdZylZR29f3nXXXWmyntru2rf3339/ih5XvHjx0BlnnJHs5fV58T7Toveu96FtEfneHnzwwXiPrV+/fqhhw4bx7os8xq699lp3LKxYsSLBa3vHgs4BkceJ1iNv3rzxXjPaugGRSH8CkGUoV1sjFepZ1vC9ep/Vw6cZoNSLGEk9f+opjrypNzDWKIV63lUMLupFvuKKK+zVV19NkIogKgBVqoJ6kvVaGkHQiEFyiqGVChO5XuqdlNdff92NWOj9ajTDu3mpHOpV96jn1LN79263nFI71FOpmW/SmlIs1Ovup/XV6IR6Sv3rq6J18a9vSpx22ml29tlnh//vzcal51WxfuT96pWNpBGFyPQlpYaoN1jmzZvncuQ1GuSndCi145Se46ceXq1Xcvn3z4EDB9x20ciJaCQi0sCBA+P9X/tSo0MaeRL1OmtkSKNR/lEZ7/2JjiX1Xmukzb8/9D61rVK7P9JSatYxsV775FLtlUa/1Guv9LyU0D5Q6lV6iLbfox3PHh0DOhY0cqf0wEjesaDPq3ec6BymY0nnEKX4RTv+gMSQ/gQgS1EakvLp1TBUYDF79myXoqKUhK+//jpeg0/pDdEKMaPNoKIvXAUPCij8NRFq4Kix//HHH4dTSzwXXniha6TqC1yNDeXZJ6d4VNR4ilUk+uuvv7p0pVh1Iv6idKXRKI9bqS9ewzM5aV6ppQBOaRWR66v8dK+2ILH1TQl/4CBeaphqH6LdH1lvosaUahkii+vFy+1XnYlSQCIbi97sRfq7nxqjKaGcdqUr6diK3A7R9k/ke1a9hPfelA+vugK9r8QCG+0P8YK6SHqeWPQ5+Pfff+PdV6JEiQT7PKiUrqM+sxUqVAj0mqqdUZ2Ogm+l6qU0BVDrpMemNXUwRH52tN8jj2c/7SN93pNKA1XwoZnxNDOdzmv+zhHVlgApQVABIEtSI0cBhm5qKKr3XD3msWZqSooa5X///bdr/OkWbRQjMqhQIyelU1ImhxoCCihiFYl7DRD19KrnXI0d5dYrB1sNFPVADh061D1PUiJz+j3RRmYie97966tCUBWwRhMZBCRXrNmCYt0fWVidHqK9/8SoRkKzialGQ/Uaashqe6nWI9r+SYv35j2vahZUxxEpsWlJNUVzZOCkUYO0nio3pevo73FPDXVCqN5FhfOqmUlOTVYkjcSp40LPlZZBVlrOihXp4Ycftvvvv99NDqAJHBQgajtqNDU55wfAj6ACQJbnDf8rKEgtNeDVkH/uuecS/E0jIxoRUYFwShuVqaHgQOk5zZs3T/T1NBOS0hm0fpr9xxNt9qlYwYPXEx550a7IHvqk1lejRm3atIn5OieCGk1KIfFGJ0SF4+IVAav4X9taPdD+0QovdUx/T0qs96yeZo1waaRC6UqRvfSpoW2t96UiWwUpsZYRHc8pDXrVwFdqUnpfOyXIOqaUtpeuJ6N9oSJ7BeKpoVQjpV+++eabLm3rRFLHgjoTNGlFYlS0rdFXpWr66fOe0kJ1gJoKAFmGekyj9dgqL16UJ5zai0qpYa7UCKVRRd6U4qRGZ7S6jfSg3m2NFKhnMZJmwfECAK+H079N1IuqVIdISsuKlm7jNe500S6PXlszFKVkfTXrTLQ5+rVtlXZyomjGLI+2k/6vmbMUAImmKNX79S8nSqlTsJDU9UbEm4koMjCLtn8kyJXNNe2oepo1MhXZ0+y9juqM1OBUL7VmQIsUmd7kp5EuNfL9Ny/wTEtB1jGldFHM1157zX0uvNm5Ulv3oCtyq97GC079lN6mq2ofDzoGdCy8++67Ua8O7h0LOgYjjz+N6OrzCqQUIxUAsgw1DlSArKk7lYqgBrRSS9RgUM9zZAFxcilYUNCgAvBoVFirnkGNZqhwO72pJ1XTqGpaUaVbKO1KDWH1cKtBoBxpBTuaUlQNPk3LqUJjNYKVThIt8FKRt7aTCsmVMqY0HPW8qg5E7+/uu+92+f9Kj1D6l4KX5LrmmmtcD7AaXQr8NMKihrp6+3W/0k2iFZOmNzWQNY2sto9qY1R0ret1aDpaL4VM20A9uZp2V3UW6pXX9R50/Q+liHhBV2I0mqQaB21fjYpoGyq9RjeNIGlCATWcVY+i5w5yHRNNV6x1VcCpYl41kpUapGmPVRuiY0aNdU3Nqv3SoEEDN/2v3u+GDRvc+9f+iQyijrfjtY4K4BRMqOBfwZ+u7+Gnc0ly66D0WdOIpQJRjRL5r6itlMOZM2fGm1ggvSkg0/Gk84U3lbNGa3WOUM2IrnWijhIFoDo36nyhqZ51HousNQKSJcF8UACQSb3//vtuys3atWuHChUq5KYGrVGjhps29J9//kkwJammD43Gmy7Vm1K2S5cuoXz58oX27t0b87Wvu+66UO7cuUNbt251/9fjBw0alKr3EW0K1WgmTJjgppXUFKqFCxcOnX766W4a3b/++iu8jKZrbdq0qVumfPny4Wl2I6f23LNnT+iqq65y03jqb/7pZX/77bdQ27Zt3TSTZcuWDd1zzz1uWt1oU8rWqVMn6rpqWt9HH33U/V3Po+k3te4jRowI7dy5M8XbI9b+i7bdvekwH3/88QTPqfd2wQUXuCl29d40JWfkFJua3vTWW29120/7+JRTTnHP5U3LmdhrezT1rd6vjkn/1J+bNm1y079qu2uq1G7durn9Fzk9qDelrDfVbVJT/k6ePNlNO+pta+0bbypkj/Zdu3bt3Ovq+K5evbo7jjV18omeUjYl65jcz0tKpm/2bpHrkxzafzpeatas6dZZx5b2/UMPPRTvWE/ulLLR3pt3PPhFm7ZYUytratnSpUu7Y6FatWruGD148GB4Stnbb789dNJJJ7lzRPPmzUNffvllstYNiBSnf5IXfgAAkDXoSsXKJ9+zZ8+JXhUAyBKoqQAAAAAQCDUVAAAgS9EEAEldhyW519dIy+cCsjKCCgAAkKWoKD6piRmSe32NtHwuICujpgIAAGQpmuVIV5NPjGZmSs50uGn5XEBWRlABAAAAIBAKtQEAAAAEQlABAAAAIBCCCmQ5EyZMcFenBQAAwPFBUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEQlABAAAAIBCCCgAAAACBEFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIHEhUKhULCnADKWuNFHTvQqAAAApIvQkFyWETFSAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEDSfKLblStX2sCBA23w4MF2zTXXxPvbV199Zbfddpvly5fPxo4da6eccoqtWrXKpk6damvXrrWtW7daoUKFrFy5clavXj278sorrUKFCuHH6+/Tpk2zL774wjZv3mxxcXFWokQJq127tp1//vl23nnnhZft37+//fjjj/bpp58mur5aTuvgyZkzpxUvXtzq169vffr0sRo1akR93M6dO+2ll16yTz75xLZs2WIFChSw6tWru/eux3q6dOlif//9txUtWtTef/99y5MnT4Ln0jZZsmSJ+33OnDlWvnz5BMv8/vvv1q1bN/f7xIkT472GZ+nSpXbjjTdax44d7cEHH0zw9xdeeMFefPFFu/fee+3iiy+21Pj888/dvs2RI4dbV+2rSH/99Zd17do13n25cuWyUqVK2WmnnWbXXnut1a1bN97fN23aZK+88orbF9q32k4lS5a0OnXquG3YqFGjVK0vAAAA0t9xu3qGGvd33XWXayg+//zzLlh44403bNSoUXbyySdb586drWzZsrZ9+3bXgJ4/f75rOHtBhRrmPXv2tL1791r79u3tsssuc/dv3LjRBSvvvvtuvKAiJdSAve+++9zvBw8edMGInk8N6ClTpliVKlXiLa91GTBggO3bt88uvPBCq1Spku3Zs8cFRgowIuXNm9cFIQoc2rZtG+9v27Ztc6+jZfTasbzzzjtWsGBBt5wa89GCiqZNm7pgYfbs2damTRtr3bp1+G8//PCDvfzyy3b22WenOqDw1kP76b///nProaAsliZNmlinTp3c74cOHbINGza4dVu8eLELbrzAYs2aNe55FHho+WrVqrltoX2rQEkBG0EFAABANg8qPvjgA3vggQescuXK9txzz1np0qXtyJEj7nf1dE+fPt2NUPgdPnzYNdo9Gs1QQ3b06NF2zjnnJHgNjWKklkYn1LvvUaNbDVu91qxZs+zOO++Mt/z9999vR48etVdffdX1vidFQZPXsx8ZVMydO9f9bNmypS1YsCDq47Wt5s2b5wIFbSc1zIcMGeKCjEi33HKLa4g//PDDduaZZ7oREjXQhw8f7hrnWvfUUsCnwKhv3772888/23vvvWf9+vVzI0bRKNjyb1c544wz7Pbbb3fHhBdUaOTlwIEDNmPGDKtZs2aa7lsAAABkgZoKjUaoIasUJTUeFVDIjh07bPfu3S4dJjKgkNy5c7sGsUe91tK4ceOor5Ocxn1KnHXWWfFe16P0nK+//tqlduk11eBXgzgpSuFZtmyZ/fvvv/Hu14hIixYtXMpVLGrIK6DSaI6eZ//+/fbRRx9FXVaBhra3ln/sscfcfRoZ0uiPGvNlypSx1FIApGBKgYLWRWlOy5cvT9FzePtf+9ejEQzt62gBRXrsWwAAAGSioEI1B0pvUuqK8vn9QYLSoNRzvnr1alu/fn2Sz+WlQamXPhQKWXpTjr8UKVIk3v1KVRKNsNx6663WvHlzFxRccsklbjQhFjXE1aOv3n3Pd9995xr7kfUH0VKONNqhlCfVodSqVcuNesSiwEvpYUohe+aZZ2zmzJnWqlUrFwgEodds0KCBq/nQ+1Y9S2LroZQnBY+6KZhSvc3jjz/uamr8Ixjat0oPW7hwYaD1AwAAQBZLf9IIxZ9//ulSlZSKE1mgrAa28uiffvppu+KKK1xDWcXZKszVKEFk7/TVV1/tGu1PPfWUS5NRA1ujHPp56qmnBl5fNXxFow4//fSTPfHEE+7/HTp0iLfcH3/84X4+9NBDVrFiRZdWpFQtFZAPGzbMjVxECxI0EqEUJ41M9OrVy92nBrmCKzXQlbIUjRrj+lvv3r3DaUYKDrR+CkiqVq0a9XE333yzK2hX2piCuXvuuSfQ9vn+++9t3bp1Lo1NVP/Qrl07e+utt2zXrl0Jgi8vGNLNT/UYSntTcORRQbxGcZRmppQppUjpOGjYsGHM9wcAAIBsEFR4efDqhY4245H06NHDNSIVgGjEQgW7Xo2DCnbVyFSvtvc86nFXI1npQMrJ1000Q5Mau6kNLpROFFnroKBGAYNGIfy8Og+NsowfPz6cxqPgSUXbajCr0a8aikj6u2oelD6ldLAPP/zQjXCogR6LgpBjx46FC569QEcjEApKNBNTNFovr+ZC2yVoCpGCg/z587u6Do9SsbRPtB8uv/zyBI9Robh3v4ItpZJpec12pe2kbSAKJhWUeTN76T3rJgoatW/9s4ABAAAgmwQV1113nas/UENR6UpKFYpGaTm6KVdfPe/K0VcBtBrMCi40/alHaTdDhw51NwUtapwrz18zS6mxrqJqf4pVcmlGpSeffNL9rl53Pad6zqOlWWlZUS+9vy5APfV6H3qsRjOi9bBr5iU17tVg1iiOZrJKLPVJr6/toF59/e6v71BvvkZuBg0aFDUo0exKv/zyi6tT0EiHGv6aNSu1QZcCII0caLYq3URBhkZrFHBECypUv6EZoCIDjUsvvdSlxWk2Ko8CQwVx3uxamtFLz6tgU7UgOo782xsAAADZIKjQCINSldQrrdmd1NuuxmEsCiDUsNRN+fYXXXSRa6BrGlr9LZIa5xpd0E3TwarRrHqHyNmGkkOjCv7Gr3rjFaQoxUm96f5UHa/QWWlL0dbJC0xivUeNOGhkRqlEp59+eqLpPWpYe7UdsaaB/eyzzxLMhqX0rcmTJ7spZjWD1VVXXeVqGZRWFm29k6JZqRQA6bV0i0azQSmFLSknnXSSm6JX6VQKVhSYRFtGoz3aVppp6ptvvnFT4mo2KwAAAGSzQm0FFhoBUOGw0l68OoWkFCtWzKW7eIW+SfGmJo12jYjUUJChKVs1OqCaDz/l+sd6Le8+FTDHopEJNdBVpJ1UgbZGKZQ69sgjj7ie/cibRmUiaxa0zVTboca6gi3tA/1fM23pMamh9dCsTdHWYeTIkS5YilyPxCgVSvxTBkejGpK03rcAAADIhFPKeoGFRgIUWKjn3CuIVk98NJpiVKlQCi68qVY1c1C0qVs1AuJdNVvXlkgrqvVQupDSoJRm5dGogGoVdHVsf6NY6Vi6urYep5SgWHStDgUsur6DrgIeiy6m9/HHH7vtpuW8URn/TelWqkHwX8dBdR4aBVG6mXe1a/Xwqxh+0aJF4TqU5FIql1KQdGHBaOugbaTn10xTCmiSonXTc2rExxs1UXqWF2j4aX97BexpuW8BAACQCS9+5wUWSn9SvYQCAc38pKtSV69e3Zo1a+Ya4hoZ0PSyqhXQBdtUqO0VPCunXmkwmkFJKUm6toVy+zUNqa6ArWlrI4uq1VCdNGlS1HVSIzmphqpmaVLwoIa6psT1aidUHK0ZrVQ3otEGvY5SmjQLVOSF8qLp3r17ksuo8a9t4C+MjvYeVJ+haWq1Lhr90HbSbFIqCvdT7YXSw1KaBuVNGZvY1cr1NwWIClpUa+IPDr1pdrWNlMql2aJUP3PTTTeFl9OxoSllFSQp/U3Hyz///OO2gZ5DaVC6HwAAANk4qPAKnJX+pF56FVQrgFBajnqiFy9e7AIENaI1MqFrIahnXYGCf9pR5far11yPUSNUKT6qSVD9gwqFI2dcUiN/3LhxUddHQUxSQYVy/9UbryJlNZpVqCyasUmjKFOmTHHPr9dVfYRSgdIq798rVFdDOxaNYmjURMsqUPGumq20p0heGpSCOaUtKbhIihr/qmvRPtEsTLGce+65bgRK6+EPKjTKo5uXylS4cGE3DbBm/VK9h0d1NzoGNCKkIFGjNAoaFUj07NnTzTIFAACAjCsudDyuJAccR3GjE6ZSAQAAZAWhIcdtTCBj1VQAAAAAyNoyZqiDdKci86RmX1L6lVcoDwAAAMRCUJFN6crkEydOTHQZXS/Cu7I1AAAAEAtBRTalGZWSKir3rh4OAAAAJIagIpvSxQV1AwAAAIKiUBsAAABAIIxUIMsZX2Syu3Bh7ty5T/SqAAAAZAuMVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQSFwoFAoFewogY4kbfeRErwLSWGhILrYpAAAZGCMVAAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEQlABAAAAIBCCCgAAAACBEFQAAAAACOS4Tv6+cuVKGzhwoA0ePNiuueYad1+jRo3iLZM7d24rW7astWzZ0vr06WPFihWL9/fx48fbxIkTbcqUKXbaaafFe17p1q2bDR06NMFr//fff9axY0c7cuSINWjQwCZMmBD+W//+/W3VqlXh/+fMmdNKlChh9evXd+tQvXr1BM+3evVqe/PNN+3bb7+1bdu2uftKly5tderUsfPPP99at25tcXFx8R5z7Ngxmzdvnr333nv266+/2r59+9zraH169OhhtWrVSvA62j6R6+vnrbu2wbvvvmsjRoyw5EjsORPz+++/u20s2g/aRtFE7ldvm55yyil21VVXWdOmTeP9fevWrTZt2jT74osvbPPmzW7bafnatWu77XneeeeleF0BAABwfGSIK0rVrFnTNapl165dtmzZMps5c6b7OX36dBdoJEfevHlt/vz5duutt1qePHni/U2NeV3nT43baLT8fffd534/ePCgff/9967x//nnn9srr7xiVapUCQcGjz32mL3xxhsu+Gnbtq1VqlTJcuTIYX/99ZdrFA8ZMsQGDRpkvXr1Cj///v373f16T3Xr1rWePXtakSJFbMOGDS4Y+PDDD+2OO+6wyy67LNXbUQ38Bx98MN59kydPtvXr1ye4Xw321HjnnXesYMGCblvPmTMnZlARuV8VzP3999/29ttv24033ui2oRco6H5tj71791r79u3D22Djxo321Vdfue1DUAEAAJBxZYigokyZMm4UwdO9e3fXAP/kk09syZIl1qZNm2Q9zznnnOOCisWLF7vebT81gJs3b24rVqyI+lgFG/51uPjii61q1ar29NNP22uvvRYe/VDvvAKKDh062P33358geFEwoVGDf//9N979Dz/8sAsoFGhoGb9rr73Wrr/+env00UetYsWK1qRJE0uNChUquJufGvEKKvzvLbUUGCg40/4oVKiQzZ492+0nBRnJ2a+i4ODKK690AZsXKEydOtWNJI0ePdrtw0gaxQAAAEDGlWFrKho3bhzurU4upcoovUY9234adVi3bp117do1Revgpeh466CGr9KuTj755KgBhT/1R0GHR6lO77//vhuhuOGGGxIsrxSvkSNHut/Hjh1rGZUCPG2Dzp07W5cuXdzoy0cffZSi51CKmPhHn7zt6+3zSKVKlQq03gAAAMimQcWmTZvcT6UIpYQCh6VLl9qWLVvijVIo3adFixYpei6vsevVdXz22WcuNUq977ECimgWLlzofl500UUJ6iw8qts4/fTT7ccff3TpQBmRUp8UUCnlScGbakC0bRMb2dixY4e7abRBwd3w4cPdqNCFF14YXs4bXdHIh1LUAAAAkLlkiPQnr/Epu3fvti+//NJef/11K1CgQNR0mMRohGDMmDEuvaZ379524MABV6+gBn2uXIm/XW8d9Bg1gJ966in3/06dOrmfv/32W7hWINKePXvc+/Co4Vy4cGH3+9q1a8MjKYk59dRTXeG3lj/ppJMsI1E6l4I1bVMvMNKIxRNPPOGKt5UqFknLq+bET0Gi6imaNWsWvu/qq692aVXa3jNmzHBBi4rw9VPbBAAAABlbhggqojU+1QC/6667UlxQrFGFVq1ahYOKRYsWuQZ/UqlPSuWJXIeSJUu6nvWzzz7b/V+FxBKthkA1ERpl8FSrVs1mzZoV73GqQ0iM97xa34xGKWUqUvcCLC+Ae+aZZ9xohWb0iqR0L20X0WM1q5OCxXvuucfVT3jbVSMVKsxXbYVSrD744AN3kxo1atgDDzxAcAEAAJCBZYigwmt8KvVFDU/1Vit9KamRhViU73/LLbfY119/7Rq8muZVjfzEaDajJ598MjzKoICicuXKblanyEa/FyT4qZDbu3/YsGGpChaSG3wcb9ov2o5KedLv/jqXM844w40yqPg8cn8pwIssOlcB/SWXXOJqSJRO5T2mfPnybhvqplQp7bu5c+fap59+6valArSiRYsep3cMAACATBdURDY+zz33XDcDlBqYmnkpX758KXo+9YBr5iFdh0EzMWnEIykKHpKadcm7XsUvv/zi1jEyMPJE1luot10jJj/99FOiKVD6u7e8P9hROlYs+puWSU+a1tWrcdGsWNGo3iQ5qWoKmFQ7ohm6NJ1utGBPhdkaNdJN0/xq1EJT+6bFDFYAAADIJoXa6pHWyMWff/7pRi1SSiMNStNZvny5a+C3a9cuTdZLhd5qwKtn/tChQ8l+nBeAqGc+ViGyZqdSPYWCDn89hXrwNTJw9OjRBI9RDYca5iqeTk8apdB2fOSRR2zUqFEJbtpfem/J5dWe6OJ/SfGCNX/hPQAAADKWDBlUiHql1VjWVZZTU2Nw6aWXWr9+/ezuu+9Os3Qi1XfomhIKdnQxuViBRWTgoMJuBTbfffdd1KtY79y5001RK7ownJ96/1W8Hq3Rrvu0bXT17vSi5//444/dKI5Sl7wRBP9NNSy66F9yriexfft2FzwpOPOKuzWaFG00RnUYSn+SpNLXAAAAkM3Tn6JRrr0uFKfc+1dffdX69u2boseXK1fOBgwYkObrpUBF12p48803bfXq1a5RrdoLrzddhcaqC2nZsmW8x6k4WY/TxfN0ETyNXvivqK2Zp5Tu5V0bw6MrTesigLp4ni7cV69ePXe/Gua6RoQa5lomvSj1SNPoJnYBQl3ETu9BxfHXXXdd+H5tD43q+Au1FQgpSNL1OrxaEwWO33zzjdtmGqlRELht2zY3Fa+K33Xdj5ROBwwAAIDjJ8MGFd6UpZMmTbLp06e7GouMUMCs2guNflxwwQXuugpq+KoBrGlWVQugovD+/fsnGD1QA1oXtlPxsRrfL730kkv/UUG4RgF69OjhrvsQSe9Zy7788svhK4yLUqTUgNctPbeLUp+UTqbRiFi0/np/WtYfVKj2xF+0rmU0aqPRGH9KWp8+fWzBggUuSNNMYBq5yZ8/vwuYVKR9+eWXxyuYBwAAQMYSF+JqY8hi4kb//+uFIGsIDcnQ/R8AAGR7dP8CAAAACITuv2xKhdHJKYBXShcAAACQGIKKbEpF3iNGjEhyOc3MBAAAACSGoCKb0gUCn3vuuRO9GgAAAMgCCCqyKaU1kdoEAACAtEChNgAAAIBAGKlAljO+yGR34cTcuXOf6FUBAADIFhipAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACCQuFAoFAr2FEDGEjf6iGU3oSG5TvQqAACAbIyRCgAAAACBEFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAASSLSe3X7lypQ0cODDeffnz57dKlSpZx44d7YorrrBcueJvmj/++MNmzpxpK1assH/++cd0eY+yZctaw4YN7aKLLrI6derYM888Y1OnTrXRo0fbOeecE/P1+/fvb19//bW98MILNmjQIGvUqJGNHTs26rI33nijW9+XX37Zateu7R67atUqy5kzp82dO9dKlSqV4DF6/VdffdX9Pm7cOPf8/vc9ePBgu+aaa6K+npZt0aKFPf300/HWV6/p0WuXKFHC6tevb3369LHq1auH/9alSxf7+++/w//XdtQ6Nm7c2D1PuXLl4r3eu+++ayNGjIh3X758+axMmTJ29tlnu/WMfAwAAAAylmwZVHjatWtnzZs3dwHCtm3bXCP9qaeesvXr19u9994bXu7tt9+2UaNGWd68ee2CCy6wWrVquYb1hg0bbOHChTZ79mybNWuWXXjhhS6omDNnTsygYtOmTbZ69Wpr2rSpC0h69+5tEyZMsDfeeMMuu+yyeMu++eabtnTpUhswYIALKDx6bZk3b55de+218R5z+PBhe//99926Hjx4MM22VZ48eey+++5zv+t5v//+e3vvvffs888/t1deecWqVKkSXlbBloIl2bdvnwugFDx88cUXLtgpVqxYgufv3r27nXbaaeHH/PDDD/b666/bJ5984rZtwYIF0+y9AAAAIG1l66BCDXWNTHi6devmGvYKIm644QYrXry4LVu2zB5++GGrWrWqG00oXbp0vOdQ4/m1115zv6thXa9ePdfQVpBSsmTJBK+pxrWCGAUgoqDi008/tTFjxrie+ZNPPtndr95+3aeGdq9evRI08DWioOeKDCoWL15sO3futPbt29sHH3yQZttKgYx/W1188cVum2hEQ+9/6NCh4b8pAPAvq22qkY0ZM2a4QKRHjx4Jnv/MM8+0tm3bxntM4cKF3WOWL19u5557bpq9FwAAAKQtaioiUqDq1q3rGv0aUZBnn33W/f+RRx5JEFB46T1XX321VatWzf1fwcLRo0fdKEKkY8eOuUZ10aJFrXXr1uHHK/3nyJEj7qdeS7cHH3wwfF9kKpZ07drVfv/9dzdi4KdRkpo1a7rRlPSm0RbZuHFjkssq/Uk0upNc3vbOnTt3qtcRAAAA6Y+gIoIXTBQpUsT+/PNP++mnn1wvuhc0JOX888+3AgUKuFGESOpxVz2GevH9DWU99/XXX+/qFtQzr7Qf1W7oPo0GRNOyZUvX+//OO++E79uyZYsbWVHAkZgDBw7Yjh07ot5SwgsmoqUzxdquCqiiUcqTtw5//fWXLViwwKWSVaxYMVwTAgAAgIwpW6c/eY1rr6ZCNQw///yzK7quXLmyLVmyxC2nnv/kUkChNB6NGGgUQSMfHt0n0Rr9Gu1Q6tLzzz9vOXLkcEXQV111VczX0ehFhw4dXFBx++23u+JmjYLosUp9ihbUeMaPH+9uKeUFHdpuem+qP5FOnTolGJHxlvVqKlQ3ohQq1aREo5GZSGeccYY9+uij7r0BAAAg48rWQUW0xrVy9736gL1797qfKS0SVgqUAgg17L2gYvfu3S5oUI3EKaeckuAxCgaGDx/uZp5So/yBBx5w9yVGwcn06dNt0aJFLsBQUKG0qqRGDlQP4a9f8PMKrCPt378/wWNUM6J1Vi2InwrdI5fViIMCh2jvXfr16+dGhLzXUnCnUZtbbrnFBVoaOQIAAEDGlK2DCq9xrdqFtWvX2pQpU1wKkWZO8gcT6m1PCfWwq2j7ww8/tNtuu809n4qmNWtSYqlJFSpUcClN3u9J0VSuClIUvGjaVdUraNQiKZo6t0mTJil6T3oPTz75pPtdIw4KKDSaEy3wKV++fHj2LI0AaWYrbd9otSH+9+JfJ82epdSve+65x80uddNNN6VofQEAAHD8ZOugwt+41tSy6inv27evm+1Jhdne9RfUa55SCh40e5NGEbx0JDXM9Xta0usoRUi8azukBwUPyQ1ElK7kX7ZNmzZuBqu7777b1YtEu7ZGNN57UX0JAAAAMi4KtSNGGFRE/dFHH9k333zjpnfVLEr6XSk9KaE6A/XoKw1KvfRr1qyx8847zwoVKpSmO1BBiqaYVRG4XjOplKkTQcGURmyUApaSWg6NIKVmpAgAAADHV8ZrgZ5gGqlQMOA1fr20G6XhbN26NcHymj5Wuf/r1q2Ld7/SgzRDk65irSJl8a5NkZYUpGgEQDUJl156qWVUmsGpQYMGbsRGs2olhy58J6eeemo6rx0AAACCyNbpT9GooFgzFOmq1N6VrxVQ6IraarTrKtyaDUr1AZpSVVfU1nSp3gXw/BREqGGsZTTqoStop4fOnTtbZtCnTx9XCP7iiy/asGHD4v1NM0QdOnQoPLvUjz/+6AIQ1bXoAoEAAADIuAgqolAjdv78+TZu3Dg3YnHRRRe5eouZM2e6/P65c+e6aWhVHK0eeNVfRLuORbNmzdwF3P7991/r0qWLxcXFWXamOovTTz/dbT9tY38x+quvvhr+XSNFKljXNT80cqSCcAAAAGRccSG1joEsJG70/63FyE5CQ+gfAAAAJw41FQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgTAPJbKc8UUmW69evSx37twnelUAAACyBUYqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgcSFQqFQsKcAMpa40UdO9CpYaEiuE70KAAAAxw0jFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAINn6Cl0rV660gQMH2uDBg+2aa65x9zVq1CjeMrlz57ayZctay5YtrU+fPlasWLEEz7Nq1SqbOnWqrV271rZu3WqFChWycuXKWb169ezKK6+0ChUqxHu9fv362YABA6Kuk16/QYMGNmHChPB9Xbp0sfz589usWbMSLP/HH3/YzJkzbcWKFfbPP/+YrmWo9W3YsKFddNFFVqdOHff4v//+O1nbZNy4cW4ddGvRooU9/fTTUZfr37+//fjjj/bpp5+G7xs/frxNnDjRcubMaa+99ppVqVIlye3tvedor7Vlyxa78cYb3XscPny4dejQIVnvAQAAAMdXtg4qYqlZs6b16NHD/b5r1y5btmyZa7jr5/Tp012g4XnjjTds1KhRdvLJJ1vnzp1dg3779u32+++/2/z5861+/frhoCKtvf322+618+bNaxdccIHVqlXLNeg3bNhgCxcutNmzZ7tA5Pbbb7d9+/aFH6d1e+mll+zcc891N7+qVasGXq+jR4/a2LFjbfTo0al+jo0bN9qgQYNs27Zt9sQTT7igAwAAABkTQUUUZcqUsY4dO4b/3717dxsyZIh98skntmTJEmvTpo27/8iRI/bcc8+5UQkFGxqh8Dt8+HC8xnxaUoDz8MMPuyBADfjSpUvH+7sa5BotkHPOOSfBiIGCiho1asR7n2nltNNOc9vq22+/daM1KaURH63/gQMH7Nlnn3UjNwAAAMi4qKlIpsaNG4d70D07duyw3bt3u0Z0ZEAhGtEoWrSopQc1tpXq9MgjjyQIKCRXrlx29dVXW7Vq1ex4U3pXvnz5bMyYMSl+rAIRpVYdO3bMpVMRUAAAAGR8BBXJtGnTJvezSJEi4ftKlixpBQoUsNWrV9v69evtePnzzz/tp59+sjPPPDNdgwaNxChwinbT32LRdrnqqqvs66+/tsWLFyf79ZYuXepGKFQ/otqM2rVrp9E7AQAAQHoi/SmRxrRoJOLLL7+0119/3QUQ/lSiuLg416uuAuMrrrjC1TQo3UfF0WeddZaVKlUqXXbab7/9Fq79SE9q5Ldt2zbm39X4j+Xaa6+1t956y6WHqR5CtR6J+eWXX+zWW2+18uXLh1PKAAAAkDkQVCSzMa1e87vuustKlCgR734VdFeqVMkVbGvEYs2aNe5+NaI7depkd955p0sFSkt79+51PwsWLGjpqW7dunb99ddH/ZsCKW/0Jhqlg2m2LBVZv/fee3bhhRcm+lo7d+50NSga5UivlDEAAACkD4KKRBrTqlnYvHmzzZgxw01vqjqFaFq1auVumvVIMystX77cXn31VZszZ44LLu69994U7RSNgCTGCybSqwjco+lzmzRpEvVvhQsXTvLxl112mdsOmh63ffv2iS6rkR0Vjr/88stuylkFLRoZAgAAQMZHTUUijemmTZu6az14114YOnSom5EoFi2jhrHqCaZMmeJ66+fOneuCDfFGLGI9x/79+91PTRGbmOrVq7ufP//8s2VkKlTXdSl0/QxNyZsUXZOiV69e7rofN998c7oHTQAAAEgbBBXJoHQcjVyoQFqjFskNTHR9ikOHDoXrM1QvILGKujXKIbrmRWL0d9VvfPPNN8e1QDw1NEKhdX3llVdcfUpSVKjdu3dvV+R90003EVgAAABkAgQVyaTrOagxP23aNNuzZ094xOGrr76KurwuQKcgQcFF8eLF3X2qx1Aht2o2dC0GP02h6vXmt27dOsn1UYNb7rnnHncV70gaHVEAtG7dOjuRlMqldVVAoWtjJMcNN9zg6jEUNGn0wqshAQAAQMZETUVyN1SuXC41Z+TIka5OoG/fvi6oGDBggEtHatasmVWsWNHVYWj0YN68eXbw4EFXqJ0jx/+P3fR/zRh13XXXudSqKlWquCBFF9XTNRrUs6+0q6RoGQUUuqL2pZdeau3atXOzQWk9dS0NXVFbhdTeBfBOJK2rrvOhWpPk0siQApJJkya5oETXvIh2LRAAAACceAQVKdC5c2fXyNXVs3WVbTVyhw0b5kYedD2Gbdu2uUBCIxO6aJummW3UqFGCWaSmTp3qeu0XLVrkRhlUQ6HrTWh2qUsuuSTZ66OgRNeq0AjHihUrXP2GghpNx6rX1YXxTsTF76JRYKBpZrV+yaV6DAUWqmnR43XBPwILAACAjCculJJWHpAJxI2OfWG+4yU0hHgdAABkH9RUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEwryXyHLGF5nsLlSYO3fuE70qAAAA2QIjFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEDiQqFQKNhTABlL3OgjUe8PDcl13NcFAAAgO2CkAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKuBZXErV660gQMH2uDBg+2aa65x9zVq1CjeMrlz57ayZctay5YtrU+fPlasWLEEz7Nq1SqbOnWqrV271rZu3WqFChWycuXKWb169ezKK6+0ChUquOX++usv69q1a6LrNHfuXPd6ei6t0+mnn27jx4+3uLi4eMu9/fbbNnLkSOvVq5cNGjQoDbYGAAAA0gNBRTZVs2ZN69Gjh/t9165dtmzZMps5c6b7OX36dBdoeN544w0bNWqUnXzyyda5c2cXEGzfvt1+//13mz9/vtWvXz8cVHiaNGlinTp1ivraRYsWdT9r1Khh/fr1s+eff95ee+016969e3iZv//+25566im3TP/+/dNpKwAAACAtEFRkU2XKlLGOHTuG/68G/ZAhQ+yTTz6xJUuWWJs2bdz9R44cseeee86NSijY0AiF3+HDh23fvn0Jnr9SpUrxnj+Wnj17utccO3asNW/e3CpWrGihUMgefPBBO3jwoA0fPjxegAMAAICMh5oKhDVu3Nj93LhxY/i+HTt22O7du+20005LEFCIGvzeyENq5MyZ00aMGGHHjh0L/9SoxYoVK1wqVu3atdlDAAAAGRxBBcI2bdrkfhYpUiR8X8mSJa1AgQK2evVqW79+fbK31qFDh1xAEnlTgBKpatWqru7j66+/ttGjR7tRCwUTqqUAAABAxkf6UzaltCY18kUN/S+//NJef/11F0Ccc8454eVUPK2ahqefftquuOIKq1WrlivOrlOnjp111llWqlSpqM//zjvvuFukatWq2axZsxLcr/oOpUHpbxr9UNpTrlwcngAAAJkBrbZsaunSpda2bdt492l04K677rISJUokaPCrRkIF2xqxWLNmTTh1ScXYd955p+XLly/eY1q3bm2XX355gtdV0BJNjhw5wiMkqqvQ6AUAAAAyB4KKbKpu3bp2/fXXu6LozZs324wZM2zLli0xRwdatWrlbkePHnWzPi1fvtxeffVVmzNnjgsu7r333gSF4JoBKrn0PJ999pmbleqXX36xKVOmkP4EAACQSVBTkU3pWhRq9Ddt2tQuuugimzhxogsOhg4dagcOHIj5OC2jaV6vuuoq1/BX8bauO6FgI7UU1Dz55JNWvXp1e+mll9wUtVqfdevWpfo5AQAAcPwQVMDRDE4aufjzzz/dqEVyAxNdn8Iryk6t//3vf7Z//343+1PevHlt2LBhLh1KdRVBghUAAAAcHwQVCNN1JXSBu2nTptmePXvcfRq1+Oqrr6JupQ0bNrhUKAUXxYsXT9WWVJ2GLrinmZ686WNVU6EraKt2Q6MhAAAAyNioqcD/Pxhy5XKN+5EjR7p6ib59+7qgYsCAAS41qVmzZuGL02l62Xnz5rkL1KlQWyMLkQGH/h7rehiaNUqjImPGjHF1FHotP12Mb+HChS4NSkXfmjUKAAAAGRNBBeLp3LmzTZo0yV09Ww171UwoHUmzRS1evNi2bdvmAgmNTDRo0MBNM9uoUaMEW1GjD7pFoyt06/oXSndS6lS06WM1la1e98orr3R/V62F6jkAAACQ8cSF1O0MZCFxo49EvT80hBgaAAAgPVBTAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCHNsIssZX2Syu4hf7ty5T/SqAAAAZAuMVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAKJC4VCoWBPAWQscaOPJLgvNCTXCVkXAACA7ICRCgAAAACBEFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgkCx7RbCVK1fawIEDbfDgwXbNNde4+xo1ahRvmdy5c1vZsmWtZcuW1qdPHytWrFi8v48fP94mTpzofh81apS1bds2wessWrTI7rjjDvd7v379bMCAAVHXp2fPnvbDDz9Y165dbdiwYVGXGT58uL333nvh/+fIkcOKFi1qdevWdY8/88wz4y3/119/uefr1q2bDR06NMHjE5PYuibmjTfecNuiYMGCNn/+fMuXL1/Mbe+XJ08eK126tDVo0MCuvfZaq1q1ary///LLL/byyy/bmjVrbMuWLZY/f363/Omnn26XXnqp1a5dO8XrCgAAgOMjywYVsdSsWdN69Ojhft+1a5ctW7bMZs6c6X5Onz7dBRqR8ubNa++++27UoGLOnDnu7wcPHoz5mmvXrnUBRYUKFWzBggUuCFGjOZa77rrLChQoYIcPH7Z169bZ7Nmz7YsvvrAXXnjBNcpjueSSS6xx48bx7lMAU6VKFevdu3e8+0855RRLjXfeece9j02bNrn30rlz55jLtmvXzpo3b+5+1/b59ddf3eMXLlxor776qp100knub59++qkNGTLEBXWdOnWyihUr2u7du23Dhg32+eefW6VKlQgqAAAAMrBsF1SUKVPGOnbsGP5/9+7dXYP2k08+sSVLllibNm0SPOacc85xDeitW7daqVKlwvfr/2rsn3/++fbBBx/EfE01pNWz/7///c969eplH330kRthiEXBi3/URIHE7bffblOnTk00qKhXr567RQYVJUqUiPeeU0ujCT/++KONGDHCZsyY4QKqxIIKjS5Evq4ChNGjR7vA4uqrr3b3jR071gVmU6ZMcSNHfseOHbOdO3cGXncAAACkH2oqzMK9+xs3boy6kTp06GBxcXEJUovmzp3r7tffY9Fow/vvv2/nnXeeS+WpVauWCzJSs37quT+RtN4aQdF76dKli61atSrmNovFC8r8I0J6jsqVKycIKLwUsOLFi6fB2gMAACC9EFSYuVQeKVKkSNSNpJ7+Fi1auBQoP/1f9RiJNXoXL15sO3bsCPfoqzH+zTff2Pr161O8fqqvOFEOHTrkRmM0kqPUrfbt21uuXLncaEUsBw4ccO9dt82bN7tUpueff96Nwigw8SidSmle2i4AAADIfLJdUHHkyJFwQ1c95LNmzbLXX3/d9cArzSkWpSv98ccf4YavFxgklsYkanSXL18+nLaUnMa40n20fv/++6+r9fAKuxMbEUlvSg/TeqnmQRQYKNDS6M3Ro0ejPkaF7krl0k1BlYrm9d4nTZoUL42sf//+LmhRsbzS0R5++GE3KqJCdAAAAGR82a6mYunSpQkKrpX7r+JojUjE0qxZMytZsqQbnTjjjDPcTzWMdf/PP/8c9THqndfrqbGsNCl/Y1ypUzfccINrZEfSbEd+hQoVcg1yzfJ0oqiRr+CoYcOG4fsUKCjY+PLLL917inTxxReHt7WCBo1GqBhe72XcuHHhQm0to22pgvnly5fbW2+95W7SqlUru//++0mBAgAAyMCyXVCh6Vmvv/56C4VCrtGvgmNNYRqtce+nv6voWI3dQYMGuWJrNf5z5swZ8zHqxVehsYIQf+2BprZVY1zpQK1bt07wuMcee8wVdu/bt88tp5qMxGaXSm9///23rVixwi688MJwKpaoDkLrqYAjWlChouwmTZqE/69UMQUl1113nY0ZM8YeeeSR8N80Xa5u2i+qHdG0tJq+VsXzCipUzA0AAICMKdsFFRop8Dd0zz33XJdyo+s8vPbaa1Gvu+BRo1ozMN133322d+/eRFOf1Dj2ajBuvPHGqMsoBSpaUKFUKW/2J62fZkZSz/6pp54anqL1eNJ6KjjS1La6RdKUsNu3b0/WaIKCOo28KGiIRiM6ClZ000jI5Zdf7kZ7/vnnn6iF3AAAADjxsl1QEUnFzxq5ePDBB92oReT1HPx0vQdN2ao6B/3U/2NRo/nPP/+0K6+80o1URNKF49QLv23bNpdWlRgFJRoZeeqpp6xp06aJjo6kNQVHGnHR9T2ibRut/+OPP+7SubzrfyRFNRiaFSspCqb0utqOqi8hqAAAAMiYsn1QIUprevHFF23atGmuZ1w96Yk18JUKdNZZZyW6YZUSpMa/GuLRevB1n67Grca4rjCdGM1KpdEUXd1bwUhaXHMiuRRAKf3piiuuiHrxP1GdhEYzkhNUaNRh//798QItXevj7LPPDtedeDT68e2337rtqAviAQAAIGMiqPh/9RK6KN3IkSPdlZ779u0bc4MpNSmxC9CJrgatgEE1ArFSgurXr+8Kw9UYTyqoEAUVGknRzEm6UvXxGq3wrqnhnwI2kv6mgOy7775z1+Lw/PTTTzZv3rx4hdpKn9L21uiQR6ln3rS9VatWdX/X6IQeq5GQfv36ndDpdAEAAJA4gor/R/n7arCr110N+MRGK5LiFVarHiIWXdRN9RRqZGt62mgpUn5qVGv2p5dfftk9f2JXsk4rmkJW19nQ7Fia+SmpoEIBkj+o0KiKbt771XtQ+pYKtevUqRNe7oEHHnBF6xoBUiChAnUtq9e97bbbol7lHAAAABlHXEhJ80AWEjf6SIL7QkOInwEAANJLtrv4HQAAAIC0RfdtNrVnzx47cOBAosvkzp2bWgYAAAAkiaAimxo9erSbKjYxKkifMGHCcVsnAAAAZE4EFdmUZpzq0KFDklPZAgAAAEkhqMimqlWr5m4AAABAUBRqAwAAAAiEkQpkOeOLTHYXM1ShOQAAANIfIxUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAAEEFAAAAgBOHkQoAAAAAgRBUAAAAAAgkLhQKhYI9BZCxxI0+4n6GhuQ60asCAACQLTBSAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEBSNJH/F198YTfffLP17t3bbrjhhnh/++6776xXr16WO3duW7RokeXLly/e32+66SZbunSpffTRR/baa6/ZxIkTw3+Li4uzwoULW61atax79+7WunXrBK/dqFEja9GihT399NPx7t+yZYvdeOON9scff9jw4cOtQ4cOtnLlShs4cGB4mRw5cljBggWtdOnSduqpp1q7du3s7LPPdq/r9+6779qIESPirVeBAgWsevXqdvHFF1uXLl1ibpvVq1fbm2++ad9++61t27bN3afXq1Onjp1//vnuPflfL9b78fTv399+/PFH+/TTT8P3jR8/3m23KVOm2GmnnRZzXbzlIrdv7dq17corr7SWLVtaan3++ec2ePBgt03nzJlj5cqVS7DMX3/9ZV27do13X65cuaxUqVJuva+99lqrW7duvL9v2rTJXnnlFVu1apVt3rzZ8uTJYyVLlnTbT9td2wsAAABZIKg488wzLWfOnPbVV18l+Jsa8vrb4cOH7ZtvvrEmTZqE/3bkyBH7+uuvXeO8WLFi4fvV8C9fvrwdPXrUNSrfeustu/32223kyJHWvn37JNdn48aNNmjQINeIf+KJJ1wj3U/BQ/PmzU3X99u3b58LPD755BObO3euNW7c2B599FHX2I6kwEaN32PHjtk///xj77zzjgs2/v33XxdQ+WmZxx57zN544w0rW7astW3b1ipVquQa3WpcKxAbMmSIW08FXceTf/tu2LDBbd9bb7012ds3Gm0Lvc///vvPBRUKfmLRMdCpUyf3+6FDh9w6zJ492xYvXmwvvvhiOLBYs2aNex4FHlq+WrVqdvDgQbd/FYgqsCOoAAAAyCJBhRp36jlWI/DAgQPxRiMUaKgR+fPPP4d/92j5/fv3W8OGDeM9X7NmzeL1uLdp08auuuoqe+mll5Js9K5du9Y11LUezz77rDVo0CDBMuqZ79ixY7z71KgeM2aMTZ8+3e699173e7TgScGBR73ul1xyiRsh6NmzpwuePBoRUEChEZL777/f9bD7aR0VcCkgOd4it+95551n11xzjU2ePDlVQcX27dttyZIl1rdvX7ef33vvPevXr1+CER+PgqvI7X/GGWe4wPGDDz4IBxXahtqPM2bMsJo1ayZ4nq1bt6Z4XQEAAJCBayoUGGg0QiMP/pEIjU6oYa+bGtF+3shGUr3NalBqJEM91IlRipF6tjVKoFSfaAFFLAoIFFgocNAogv99xKI0pqpVq9qePXtcw9qj3noFGieffHLUgMKj962g40RT6lfRokWT3L6xaIRHox4KFDp37uxGYpYvX56i59C2FKXJeTSCofWKFlCI0qYAAACQhYIKLzDwp0D5RyJ08/7v0bLqzU6q8b9r1y53K1KkSMxllA6j3v/8+fO7Hm6NRqTGhRde6H5+9tlnSS6roEl5/kpp8qdL6bFK01EjO1ZAkdTz7tixI+pNf0tret7du3fHS0FLCaU7aR8qpUppZSVKlHD3xaKUJ+/9aKRGwebjjz/uRrj8IxgVKlSwnTt32sKFC1O1XgAAAMhE6U9e+op6mf1BhX5XapR6wgsVKhQeuWjatGn491NOOcX1Rvup599rQKum4oUXXnCjD7F69X/55Rc3yqBG7XPPPRe1SDi5tD6iOotIqr/Qenk1FS+//LIblVBKVN68ecPL/fbbb+5ntB52vTd/YKARksj6DQVI/jSrSAqcgvBvX40GaJvpPXl1Dinx/fff27p16+yBBx5w/1f9g2pWVKcRKxBU/YVufqrH0Hp421/69Oljy5YtszvvvNOlTOkYU5qdAlSNEAEAACCLBRXqZVYuvGZ70miEGr4KKurVq+cammoEqgdb9ymoiFVPIZEzSKm3XzUL119/fdTXVm+2Uq80K1BkgJJSmg1K9u7dm+BvDz74YLz/a5RFsz8poPHzHus9l5/eg2Zv8qj4eNasWfGW0XaM9V41K5QCrSAit6/23dVXXx1vZqzkUnCgfa26F49mZZo5c6arj7j88ssTPEYzXnn3K7BR2pWWv+2221xg4Y0y6diZNm2auyklTbNw6Sb169d3gYxGMwAAAJBFggovBUpTqKoe4ayzznIjEf6ZjdQQ9OoqvBGNaEHF0KFDXc+0inS1vKaaVa+3gpNo9Fo1atRwIwea1lQNb42QpEZiAYGKj1VzoQDmhx9+cHUTKhb21wEkFZjovXn3Dxs2LOo6KA3JX9DuF21WqpTytq+XtlWlSpUEU/0mh4LCDz/80O1DzbTlTZmrIKNixYou4IgWVJQpUybB+1Ogcemll9qoUaPcfvRov2pKYPn777/dcaPn1XGmwm4FHJHbHwAAAJk4qFDjUvUMavipYa1Gp79eQr8/+eSTLo1Iy6hRG62eQiku3uxEamxqBGLs2LHuehWXXXZZ1NfWNSk0cqAZonTNDM3elJrA4tdff3U/1dCOpKlvvcawpqnVMpopaty4ce56G/7lvLSsc889N95z+K/DkJp6i7Tg375BLFiwwAVIqiGJVYOi2aC035Jy0kknue2pdCpvpCvaMioEV5qWZppS0KrgToEeAAAAssgVtZWuotoCjS4oaNDvasD6gw7NEqS/qUGomoPEiq89PXr0cD3fqq1QPUAsKtTW9SI0UqJGvoKXlPJy/VVwnBTVDigo0pSnmvHIo4BD733evHmuKDmrUjG2Zm3S6ELkTde8UL1IZO1EYrxak6T2m4JHLzjTRQ4BAACQhYIK9byffvrp4Ss+K8jwp6aoB181D1OnTo1ZTxGN0p6URqXaiVdffTXJegEV+Cpo0ehFtBSkaBTsKG1KAYkCiuT2fmsKW6VD6aJtHtWO6OrQf/75p6vDiBVY6OJ7mZUK2ZWCpGtcqKg88qbrXWgbzp8/P1mBlYq99ZxKjdLIlFewHm22K6XF6W9eTQoAAACyUPqTV1ehkQpdM2LAgAEJephVV6GrV3vLJpemGp00aZIbFdCVrTWbVCwqctZraXmNWCgVyr/8Tz/95EYRxH9FbeXsq4j8oYceStH71axEuuCbAh+vcFj1F5oZ6s0333SNbzW0K1euHO5d18XiNB1ty5YtLS1HDlTQHEmzbyVn5CWlryUKKmLR3zQqtWjRIjeq49GMU97292b40mxRCuz8aWRKlVMg2apVK1dboboPzbqlAnA9h9KgdD8AAACyYFDhiVYvofvUgFdqjAKMZK9QrlxuBqhHHnnEBRYaIUiMZjJSYKEaDzVUdXVtj3rPdVNNh3L3NZ2p1ksNX11tOqWU36/X0GiFN7Wqnvvuu++2Cy64wGbPnu2utaBCZq2TLtqmtDC9B9WMpBVdwTsaXfU7LYMKNf51wbvixYsnug9VTzJ69GgXgPiDCk0Tq5toe6hYXDUeSnNTUOfRbFCLFy92o0fafkp9U3CoQELHgmaZAgAAQMYVF8rMuTlAFHGj/28qVWhIqmNmAAAApHdNBQAAAAB46MrNplRjktTsS0pdU+oTAAAAkBiCimxKM3OpDiUxul6Ed2VrAAAAIBaCimxKMyolNZ2ursEBAAAAJIWgIpvSlLjetLgAAABAEBRqAwAAAAiEoAIAAABAIAQVyHLGF5lshwZz+RUAAIDjhaACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFspwBu3qf6FUAAADIVggqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEEiuYA9Hejtw4IC99dZbtnDhQlu3bp3t3bvXihYtarVr17bzzz/fOnToYLlyJdyNY8aMsSlTpljFihVt9uzZ4fvHjx9vEydOTNZrd+7c2YYPHx7+f8+ePe2HH36wrl272rBhwxJ97JIlS+zdd991y2/fvt2tY9myZa1evXpunc8666zwsv/99589++yz9uOPP9qWLVvcey5Tpow1aNDAevXq5d4DAAAAMi6Cigxs48aNNnjwYNuwYYM1btzYrrvuOitWrJhrhC9fvtxGjBjhAg0t43fkyBGbO3euVahQwT3HV199ZQ0bNnR/O++88xI00p988kn387bbbot3vx7vWbt2rQsQdN+CBQvsjjvusPz58ydYZwUE9913n33yySdWuXJl69Spk5188sl29OhR9z4+/fRTmzNnjo0cOdLat2/vHrNr1y77448/rGnTplauXDnLly+fW1bLffzxx/bSSy9ZtWrV0nDLAgAAIC0RVGRQapzfcsst9ueff9pjjz3mggE/BRhq5K9ZsybBYz/77DPbtm2bvfDCC3bvvfe6xrkXVJxyyinu5qflpGPHjjHX55133rGCBQva//73Pzd68NFHH7kRi0ijRo1yAcU111xjN910k+XIET/DTu9p0aJFLnDwVKlSxSZPnpzgudq0aeNGR2bNmmV33XVXIlsLAAAAJxI1FRnU22+/7Xrve/TokSCg8NSpU8e6desWNQDQ6ECjRo3caIB6+/fs2ZPqdTl8+LC9//77bj1OP/10q1WrlnuNSL/++qu99957dsYZZ9jNN9+cIKCQuLg49zzNmjVL8nVPOumk8EgGAAAAMi6CigxKNRRy8cUXp+hxW7dutS+++MKlHakB36VLFzfq8eGHH6Z6XRYvXmw7duxwNRai5/zmm29s/fr1Udf5wgsvdK+dUkrb0uvoPaxevdqNskjz5s1Tve4AAABIfwQVGdRvv/3m0o38dQ3JoZGCY8eOuaBClOpUs2bNqCMLyaX0qfLly7vCadHohwqvdb+f6i5Erxdp586dLmDwbtFGTr788ktr27ate/5+/fq5ehGlS3nvBQAAABkTNRUZlBrdJUuWTPHj1NCvX7++S3/yaGThiSeecIFK9erVU/R8mzdvtqVLl1qfPn3Cow8qFm/RooUrBr/hhhvCs09pZiopVKhQgue55JJLXGDh0eOffvrpeMsoteq5556zgwcPuoBCoyu7d+92IxjRZrgCAABAxkBLLYNSw9xrpCeXUoY0a5IKrjXrk6du3bquvkGjFZEzPCV35EN1Ev7nVL2GCrI///xza926tbtPIysSbRTi8ccfd7UZMmjQoKivpWClSZMm7vdWrVq5EYru3bu72a68VCgAAABkPAQVGZRGFFatWmWbNm1KdgqUl+I0btw4d4ukYmsVUCe31z8UCrlrTciNN94Yc2TECypq1KjhZnb65Zdf3HU0/LzUqZQoXbq0m0pXr6EpbPPkyZPi5wAAAED6I6jIoDRDkoIKBQqxevb9NKqhWZ7U0x+tuFv1DpMmTXJF15qqNTlWrlzpprS98sor3UhFpPnz57uL3Gn6WqVqaZ11YT2ts1KuUlOsHUmpULrGhd4fQQUAAEDGRFCRQV100UX2+uuv29SpU93Useecc06CZXQF6u+//95NK6v6g/3799ull14adQpa1TBMmzbN9fonN6hQcJAzZ07r3bu3FS9ePMHfdZ9GJlRbce2117qicKUs6f+6QrZGNyKnldXoRyQvKImkuooVK1a4kZporw8AAICMgaAig9LF4VTIrKtlDxkyxF1tWqMQRYsWte3bt7urZGu2JDXmvQBAj4l1/Qfvbxqp2LJli5UpUybR11eBtAKGM888M2aDXgXhJUqUcIGKtx533323q6mYMmWKey0FOCoaV7G1ir41miKaTcrz8ssv27Jly9zUsbpfgYeKyufNm+ceN3To0FRvRwAAAKQ/gooMrGLFijZjxgx788033TUgdNXpffv2ucDi1FNPteHDh7vpV9UA14jFueeeG+9K1ZHUwNfzqPhaow+JUf2FUo/0nLFoFEL1FLNnz3bXrVCKlF5/9OjRLqDQ6+imIEh1HGXLlnVBioquVejtH0X5559/bMGCBa4oW4XhCno0vawu/pfSGasAAABwfMWFouWjAJlY3OgjdmhwyHLnzn2iVwUAACBb4OJ3AAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEQlABAAAAIBCCCgAAAACBEFQgyxlfZPKJXgUAAIBshaACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAgqAAAAAJw4jFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIJJdlAZs2bbJXXnnFVq1aZZs3b7Y8efJYyZIlrU6dOtalSxc7cOCA3XLLLXbllVfa7bffHvN5xo8fbxMnTrThw4fbhAkT7ODBgzZr1iwrWrRogmUnT55szz//vN1xxx12xRVXhB/riYuLs8KFC1utWrWse/fu1rp16wTP0ahRo3jL58+f34oXL26nnHKKtWrVyi644ALLly9fvMesXLnSBg4caP369bMBAwZEfR963gYNGrj34NF2+Pvvv8P/12sVKVLEqlevbs2aNbNOnTq59Y3l999/t27durnf9T7r168f87Wlffv2NnLkyAR/79+/v/3444/26aef2t69e90+Scl2BgAAQMaT6YOKNWvWuIZqrly5XMO4WrVqrpG6ceNGW7p0qRUoUMCGDBlipUuXtvfff98GDx7slo0UCoXsvffecw3r888/38qVK2fXX3+9jRo1yh555JF4y65du9Y1rBs3bmyXX355vL+pwV++fHk7evSoC3beeustF8ioga2GdqSaNWtajx493O8KfhQUab0ffPBB16B+7LHH3DJpoWzZsjZo0CD3+6FDh+zff/+1r776ykaPHu1e66GHHrKzzjor6mPfeecdK1iwoOXNm9fmzJkTM6jwzJ8/36655hoXVMWi5xs2bFiqtjMAAAAyjkwfVKjRqcb4jBkzoja+t27dajlz5rTOnTvbSy+9ZEuWLLHzzjsvwXIrVqxwPfnqjVfDWT3uGmGYOXOmtWnTxtq2beuWO3LkiD3wwANuNEQNYo0w+KnX/7TTTgv/X4+96qqr3GtHCyrKlCljHTt2jHffDTfcYAsWLLD77rvPbr75ZteLr1GFoNSIj3wtjXgosLjttttc8DN9+nSrWLFivGX0nufNm+feS6FChWz27NkuUNPzRVOjRg3bsGGDPfvsszZ27NhE1ym12xkAAAAZR6avqVDjVWkzsXrzS5Uq5X5eeOGFrmGqXvZovPu7du0avk+9+pUrV3a96Nu2bXP3qUf/559/dg1wjWYkRetVrFgxN3KSEmpcX3vttS4oUlCRnho2bGi33nqr7du3z15++eUEf1cg9t9//7nATGlU+/fvt48++ijm82m7XHbZZW7EZfny5Um+flpsZwAAAJw4mT6oqFChgu3cudMWLlyY5HJK2fnyyy9dQ91vz549tmjRIhcAnHrqqeH7Vc8wYsQI2717tz388MOukavGbsuWLeMFH4nZtWuXu6VmpOGiiy5yPz///HNLbxrB0KhAtNdS6tPJJ5/stp/qPZTSFCs48/Tu3duNami0QqlliUmL7QwAAIATJ9MHFX369HE1EnfeeaddcsklrnH6xhtvuMLiSBqtUK3D3LlzE+T/qw4jWgO2bt26bsRg8eLFrkddKT/33ntvzPVRgLJjxw4XuHz99deuwPjYsWPWoUOHFL831Wbo9TQak94UUFSqVMmttwqoPaq70IiDgg4vBUkjFt9++23UbezR6Iy2m4qyP/zwwyRfP6XbGQAAABlHpg8q6tWrZ9OmTXMNXTXo3333XZdGo9oI1QuoWNrj1QRoGT/9X43qWA1/FYJrliQFCwoSvJSqaFQPodQl1U/07dvXvvvuO+vZs2e4QDql1LjW+zoevBoJf1ChbaOgSEXwHm0nBXJJjVaolkQF8i+88IKrkUhKSrYzAAAAMo5MH1R4hcGaBlY94moE63el6qxevdrl5B8+fDicZtOuXTtbv36962mXdevW2ffff++mfI02pankzp07nBalICYxQ4cOteeee86eeOIJN12qGtNKf4o241RyqIGvQCilUlPY7AUTXnChtCUFDkp50u+qC9FNaUpnnHGGK95OLFjQ9lagoMBOo0dJScl2BgAAQMaR6Wd/inTSSSe5UQv1rGuk4JtvvrEffvjBzjzzTPd3pTi9+eabLvhQw9UbtVBqVFrQtTG82Z8UqOh6GZoBSXUIKl5Oib/++ss19P0NbO+6FZrxKhoVUYtmsEoJTTGrNCuNDnhBhWaF8kZ6Lr744qiP++yzz+ycc86J+bza3ppRSjUSKvIGAABA1pPlggp/T73y9BVUbNmyJV6jXyMbGtXQNSvU267ZhXQthPSga1Co0FkpQEqJSsmow9tvv+1+Nm/ePF6dhWi0JRqvzkGF1Smh7aDAokWLFuH7NEqhtDDVqUQb+dB1JfTeEgsqNJ3vjTfe6KagVZoaAAAAsp5Mn/6kIuJoKTjqydffRBfE89OohEYAdEE6TWGqHvQcOdJnUyjtqVevXm6GqldffTXZj9N1KqZMmeJqEvwXfitRooQbudB708Xh/FT7oOs9SLQreMeiEYmnnnrKjVBcd9117j7VcXz88cfWpEkTdzFA1YlE3nTV7y+++CLBbFqRFHRonTVisX379mSvFwAAADKHTD9S8eSTT7oGuxq4GoFQetA///xjH3zwgUvnURqU7vdTofGYMWNcw1098OmdlqOZkyZNmuQu0KcLvflHKzSKolEC0QxU3hW1lbKli9A9/vjj7irffprpSrUKCgA07WyVKlVcEKDrSahWRCMiTZs2TbAeCqS819KohIKBlStXuqBCwYquqK2pd0XbT+uj4vZYdBFBpY/pSuReMBKLLuKndDSNpOTPnz+FWxAAAAAZWaYPKnQlaE1Dqulbda0KNa7VaFcgoVmXogUMmu5Uvee6gJuu6OylFKUXjVZoXZQupMBCAYHnl19+cVeMFjW2ixcv7gqj77//fldU7tVQ+NWuXdumTp3qrtKt62soOFANhUZk7rrrLje1bjQKtrzX0vLaDpptScXsCr78wYtSn5S6pGAtFo1iaHRDyyYVVKimRc+lwAcAAABZS1woqSuTAZnMhAkTXMqZZpMCAABA+sv0NRUAAAAATiyCCgAAAACBEFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEQlABAAAAIBCCCgAAAACBEFQAAAAACCSXZQMrV660gQMH2uDBg+2aa65x9zVq1CjeMrlz57ayZctay5YtrU+fPlasWLF4fx8/frxNnDgx/P+4uDgrXLiw1a5d26688kr3OM/w4cPtvffeswULFoSf591337URI0a438eOHWtNmzaN9/x//fWXde3a1bp162ZDhw5N8B6WL19ub731ln333Xf233//ufWtVKmSnX322XbZZZe5dRf9ferUqfbLL7+45aRcuXLWtm1bu+qqq6xQoUKBtuWYMWNsypQpVrFiRZs9e3bUZfzv1ZMvXz4rU6aMW1/tA62T36pVq9x6r1271rZu3erWU8vUq1fPbd8KFSoEWm8AAACkn2wRVMRSs2ZN69Gjh/t9165dtmzZMps5c6b7OX36dNdwj6TgpHz58nb06FHbsGGDa+jfeuutNnLkSGvfvn2yXldBRZMmTVxgkpRjx47Zww8/bG+//baddNJJ1q5dOxdMHD582H788Ud7/fXX3d8++ugjt/wff/xhBw4csA4dOlipUqUsFArZDz/8YJMnT7aPP/7YXnnlFdfAT40jR47Y3LlzXQN/48aN9tVXX1nDhg1jLt+9e3c77bTT3O/79u1z66H1/eSTT2zWrFlWsGBB97c33njDRo0aZSeffLJ17tzZBUjbt2+333//3ebPn2/169cnqAAAAMjAsnVQoZ7zjh07xmsEDxkyxDV6lyxZYm3atEnwmGbNmoUbynLeeee5nnc12pMTVOixa9ascY3l5Cw/YcIEFzQomNAISGSgo4BGy3jUKNfNTyMZVatWdaMMn376qZ1//vmWGp999plt27bNXnjhBbv33nttzpw5iQYVZ555phsh8a+HRndmzJjhRl7OPfdcF6g899xzblRCgVzkSIqCJwUkAAAAyLioqYjQuHFj91M98clx6qmnWtGiRZO9/BVXXOGCGTXM1WBOjNKXlBKkEYphw4ZFHTlRI/32229P8nX1HN6ITGq98847bjRBqWMKiDTysWfPnhQ9R+nSpd1P773s2LHDdu/e7YKtaKlZWk7bFwAAABkXQUWETZs2uZ9FihRJ1gb0GsWRNRix5M2b1/r3729//vmnvfnmm0mODBw8eNA6derkHpcSSoHSum3evNkWLVpkzz77rGugK+0qNVTn8MUXX7h1UdpWly5d3Gt8+OGHMR+jEQatg26qGVGNiYIk1WN4NS0lS5a0AgUK2OrVq239+vWpWjcAAACcWNk6/UmpN2rwigKDL7/80uX8q5F7zjnnRH2Meub1GD1WNRVK3VHdgxrbyaUGuVJ9XnzxRfe7V1sQ6bfffgvXfqTUuHHjbNq0aeH/V6tWzZ566qlU1yao8Nz/Pk855RS3Xhq9uOSSS6I+5sEHH0xw3xlnnGGPPvpouK5DAYqCrKefftqN4tSqVcsVZ9epU8fOOussVxcCAACAjC1bBxVLly6Nl/Mvms3prrvushIlSkR9zA033BDv/2ocX3311a6AO7ly5sxpgwYNcvUb6rmP9di9e/e6n7GCjsSooa+ZlhQsaUYoFVV7AVRqqH5CBdNKf/IoIHriiSdc8FO9evUEj+nXr5+rq5D9+/fbzz//7OopbrnlFnv++efDo0EqllfxuQq2NWKhmhNvOymIufPOO1NdXA4AAID0l62Dirp169r111/vZkhSmpAavFu2bLFcuWJvFk33qgZwjhw5XD1DlSpVUtXg1UiIeu01YqEC5mi8YCI1hcpaR91EgZNGYW666Sb3/+TOUuVRQ1+jMipq99eOaPtpO2i04rbbbkvwOAUa/nQrvWcVjN9zzz1uFipvfaRVq1buplm1NOuTCrlfffVVF8wouFBhOAAAADKmbF1ToToINXp1zYiLLrrIXYdCDVgFDqoXiEZpOXqMUnM0qhGkB12NavXg+69/4ef1/quHPyiNWqh+QaMBKaWgwUupuvjii8O3Xr16uZSo999/36WDJXc9ZMWKFVH/ru1fo0YNd00NXQ9DxduaxlbBBgAAADKmbD1SEUmzDGnkQrUAGrXo3bt3ur6eUoNat27tpozV9KqRWrRo4Qq0582b59YlT548gV5PRd8pnf1JKVia5UmBlAKJSLpY3aRJk2zx4sVRp+CN5AUfyRl9UdCnGpCffvrJpW4pKAIAAEDGk61HKqJRio/qBlTknNLpUlPjxhtvdD9VYxBJdR26BoZmTvrf//4XdQparaPqGvyzNMUqtNaySllKCc3upNGUSy+91KVRRd6uu+46N1qjNKXk0DVAvKl4RSNCqveIRilXSoVScFG8ePEUrTcAAACOH0YqIjdIrlwurUdXyFZOf9++fdN1B6jGQBer81KMImlmJAUKGs345ptv7IILLnC99+rxV1qURhE0Vax3rYrBgwe7ERfNoKQLyimQ+Prrr91Igq5UredLCa2XggZd9C8a7296ftWj6BocHr3uoUOHwsGDrgD+7rvvuloRbxRI9w8YMMCleul5NN2salw0vaxGaDS6okJt1W4AAAAgYyKoiEKNfKX0qIhaV9mOdlG2tKRG9QcffOAa0JHUmL7vvvvcVbDfeust19DWRfGUCqVC7G7durmbRylKCxcudEGIUoYUJCkI6dmzp5tlKbnX0xDN6vT999+71KzEakd0VXG9pkZD/CljCsr8tRIaedH7UKBWuXJld7+2rS7sp5m4FJjoit3aDhqZaNCggZtm1rumBQAAADKmuJC6hYEsZMKECW60KdoVyAEAAJD2yCkBAAAAEAjpT9nUzp07oxZ++ynlKb1TvwAAAJD5EVRkU3fccYetWrUqydqS4cOHH7d1AgAAQOZEUJFN3XrrrUles6J06dLHbX0AAACQeRFUZFPedSIAAACAoCjUBgAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAAAIhKACAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoAIAAABAIAQVAAAAAAIhqAAAAAAQCEEFAAAAgEAIKgAAAAAEQlABAAAAIBCCCgAAAACBEFQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAASSK9jDgYwlFArZ/v37bdeuXZY7d+4TvToAAABZQuHChS0uLi7m3+NCaoUBWcTWrVutdOnSJ3o1AAAAspSdO3dakSJFYv6dkQpkKXnz5rUzzzzT5s6da4UKFTrRq5Nh7Nmzxzp16sR2YbtwzPBZ4hzDufeE4zspc24XjVQkhqACWYqG5XLmzOki6Yz4gTxRcuTIwXZhu3DM8FniHMO5N0PgOylrbhcKtQEAAAAEQlABAAAAIBCCCmQpefLksX79+rmfYLtwvPBZ4hzDufdE4juJ7ZKdjhdmfwIAAAAQCCMVAAAAAAIhqAAAAAAQCFPKItNYv369PfbYY/btt99awYIFrWPHjnbDDTckeeVsXd/xlVdesddff9127NhhNWvWtNtuu81OP/10y67bRRcJnD59ui1btsw2bdrkpq6rX7++3XjjjXbSSSdZdj5e/GbMmGFPPvmktWjRwp5++mnL7ttly5Yt9txzz9nnn3/urlyvY6VPnz7WoUMHy87bRueV559/3m0XXRyqfPnydvnll9tll11mWcHGjRtt6tSp9v3339tvv/1mlStXtlmzZiX5uKx+7k3NdskO597UHi9Z/dy7McB2ySznXoIKZAq7du2ygQMHWqVKlezxxx93H7CnnnrKDhw4YEOHDk30sfpSGz9+vDtpn3LKKe4LTr/rxF6hQgXLjtvlxx9/tEWLFlnXrl3dF7y+8CdNmmQ9e/a01157zYoXL27Z9Xjxf/lPnDjRSpQoYVlFkO2i7dGrVy/3RXjvvfe6Rve6devs0KFDlt23zV133eUCkkGDBlm5cuXcF/+oUaPcfPMXX3yxZXZqAOk91alTx44dO+ZuyZGVz72p3S5Z/dwb5HjJyufeINslU517Q0AmMHny5FCLFi1CO3bsCN/35ptvhho3bhzasmVLzMcdOHAg1KpVq9DYsWPD9x06dCjUuXPn0COPPBLKrttl165docOHD8e7b/PmzaFGjRqFpk6dGsqu28Xv/vvvDw0bNizUr1+/0ODBg0NZQZDtct9994V69eoVOnLkSCgrSu22+ffff0MNGzYMzZkzJ979Om4GDhwYygqOHj0a/v2BBx4IdevWLcnHZPVzb2q3S1Y/96Z2u2T1c2+Q7ZKZzr3UVCBT+OKLL6xx48ZWtGjR8H3nn3++i/SXLl0a83FKY9i7d6+1bds2fJ9SGc4991zXY5Bdt0vhwoUtV674A5Vly5Z1vWT//vuvZdft4vn6669t8eLFdtNNN1lWktrtsmfPHluwYIF169bN9b5nRandNkeOHHE/I69+q95Epf9klav8plRWP/emdrtk9XNvardLVj/3pna7ZLZzL0EFMgWlFlSpUiXByblUqVLub4k9TiIfW7VqVdu8ebNLbciO2yWaP/74w/777z+3bTK7INvl6NGjLq9ew81aPitJ7Xb56aef7PDhw64x1L9/f2vSpIm1a9fOxowZE25UZ9dto3Snpk2b2ksvveRSEtSQ/uijj1zOvBoC2VVWP/empax07g0iK597UyuznXupqUCmyXfWF3wk3ae/JfY4XUQmb968CR6nXsTdu3dbvnz5LLttl0jaFqNHj7bSpUu7E1ZmF2S7KO9bhXBXX321ZTWp3S7btm1zP0eOHGkXXXSR+3JTsaHy5dX7pjz57HzMqAbj7rvvdsXZoh7FO+64w9q0aWPZVVY/96aVrHbuDSIrn3tTK7OdewkqANiECRNs+fLl9uyzz1r+/Pmz7RZRb6FO1iNGjEjRLFFZnZfGo/SgW2+91f3eqFEj27dvn02bNs369u2bbRuI2jY6XjZs2OC++NXDqlGKJ554wjWgs3tDEYnj3Pt/ce7NGude0p+QKRQpUsTlFkZSb5f+ltjjNEPCwYMHEzwuLi4uas9kdtgufrNnz3Yzbdxzzz3uxJUVpHa7jBs3zs1SoyketaxuGpLXTb9nxOHm47FdvM+Jvsz8dLzo86WpMTO71G6bzz77zOU8K22jffv2bhtpFqhOnTplmakwUyOrn3vTQlY896ZWVj/3plZmO/cyUoFMQXm5kXnNagBoqrXInN3Ix3k5q5oj3aPnUi50Rorwj+d28WhqQ019qak0L7zwQssqUrtd9JhVq1a5YtJIuk95rM2aNbPstl2qVauW6PNGNhyz07ZRHYXSnapXrx7v/lq1atnbb7/tagcy+3kmNbL6uTeorHruTa2sfu5Nrcx27iWoQKagk4kKIdVj4UXu6h1UTqGKJGOpV6+em4VFy3pfbOrx0Am9efPmll23i6xcudLNea08TQ2hZiWp3S633367e4yfLsCkvHD1PqsnLTtuF11oqUaNGi5F7oorrgjfrzQfbZukvviy+rZRb+qvv/4ar/Gs6xFonv3s2njO6ufeILLyuTe1svq5N7Uy27mXoAKZwqWXXuouDKQTT+/evd2FqZ555hm75JJLXIGb5/rrr7e///7b9RCKPnSaSUJ5q5qyTx9OFYPpqrc9evSw7Lpdfv/9dxsyZIhVrFjRXTX4u+++Cy+r7ZTZL0yV2u2i3uVImiq0QIECCYafs9N2EV1ZWo9TrYAahWvWrHFXh7322muzRB1OareNtoV63nWBvH79+rmaCk1B+95777miyqxAoy1K8xK9d81wpWBBGjZs6M4Z2e3cm9rtktXPvandLln93Jva7ZLZzr0EFcg0+bkvvPCCm2VFHy71gKmXRx82Py8H009XKlWxk4qatm/f7nrNVJCcFU7eqd0umj1CqR269enTJ96ynTt3tuHDh1t2PV6ysiDbpVWrVvbQQw+5q/++8cYbrvE8YMAAu+666yw7bxstp8c9//zz7ryi3tby5cu7okpvNqisUESrq4b7ef9XLrwafdnt3Jva7ZLVz71Bjpes7r9UbpfMdO6N0xXwTvRKAAAAAMi8mP0JAAAAQCAEFQAAAAACIagAAAAAEAhBBQAAAIBACCoAAAAABEJQAQAAACAQggoAAAAAgRBUAAAAAAiEoALIBLZs2WJFixa1iRMnxrtfV9SsUqXKCVuvrEBXsI2Li7P169cfl9d7+eWXE7ze/v373VWYR4wYkWbHBoLvo08++YTNmM0FPT9wLGVf69evd8fO8b5Kus5bel0de6nx9ddfW44cOWzx4sUpfixBBZAJ3HfffVa6dGnr1atXspbfvHmzDRkyxOrWrWuFCxe2IkWK2CmnnGLdu3e3t956K96y55xzjhUqVCjJL9WVK1dG/fv27dstf/78bpmpU6fGfB4FP1rGu+XJk8fd17dvX9u4caNlZ9p+d911lz3++OP2999/p+uxgexNDQZ9po9XEI0TT/ta+1z7/njiWEtox44dbl9k5A6LM8880y666CK7/fbbLRQKpeixBBVABrdp0yabPHmy3XTTTZYrV64kl//jjz/sjDPOsOeee86aNm1qo0aNskceecQ6d+5sP/30k7300ktpun7Tp0+3gwcPWtWqVd16JqZChQou8NDtmWeesSZNmrjH6OfWrVstO+vTp48Ltp588sl0OzaQPNdcc40bPWrVqlWW22Rq6GlEjKAi+9C+1j4/EUFFdj7WKleu7M4j6vjxBxXaJhk5qJBbbrnFvvrqK5s3b16KHse3EJDBjR8/3jU2r7zyymQtP3r0aJcS8/bbb9uFF14YdRQjLb344ot27rnnutfSiWjdunVWrVq1qMsqTadHjx7h/19//fVWpkwZGzt2rAt27rjjDsuuChYsaJdccokbsh45cqTlzZs3zY+NE+3o0aMuAC1QoIBlZDlz5nQ3AEituLg4y5cvX6bcgC1btnSZBOPGjbNOnTol+3GMVCDL8XJYP/74Y3vwwQddb4HSS9QbvnTpUreMcgVbtGjhGnInnXSS/e9//4v6XEr5ufjii61UqVKukVerVi176KGH7MiRI/GWW758uatvqFmzpmswKeWoefPmNnv27ATPqeW0fjt37gw3qnXi0fLLli1LsPzrr79ujRo1csslx6+//up+tmnTJurfy5UrZ2ll1apVrjeqZ8+edtVVV7ne8qRGKyK1a9fO/Vy7dm3MZd5//323zcaMGRP172effbZLATp8+HCK90c03j6KRvfr75Fee+01d0zptfSaOt7eeOMNS4kOHTq4EZtFixYla/lYx8axY8fccaqedu1vpZpVqlTJHW/btm2L12umY0/BTDR33323e7/+Hk4dt0OHDrUaNWq4z4S2u4IaBZPRPocLFixwn6/q1au715o1a5b7+4cffmhXXHGFC0D1+SxWrJhdcMEFMfN433zzTTcCp+fQe1Fvn547Wu6wApeHH37Y6tSp45bXc3fp0sVWr16d6jz4tDqv6ItaKYf67Jx33nku9bBEiRLuM6TOAL/du3e7Xk69hncO0nZXqty+ffsSPLdSFVRbo+X1vLqdfvrpNmzYMPd3pV14aXLqCPBSEaMdz5G+/fZbdy4sWbKk26annXaaPfbYYy5QDHJ+Syzlcs2aNa6jQttSnymd037++We3jNI4GzRo4PaBtumECROiPtekSZPCy6lTQ8fYZ599lmA5fWY0oqsRV62vUkc1ChuL0hT1/nQs6vOlmqj+/fsn2IcpldztrGMoWj1dZB6/jlvta9G+9/a5Hh+Zf//ss8+6c6ZeVz/1/1jHb1J5/Kk91rzjR+cp/a7jXudUpeN4HWLa16eeeqpbz9q1a9s777yT4Hmef/55t69PPvlkt390DKlDK9qoibatPqv6TOs569Wr587n0eppUnJ8r4/YF9pGOr5E5y9vm3j7MbFaiFjfSXrv9evXd+tQsWJFu//++8Pfg5FScl7Ua+m7+YMPPrA9e/ZYcjFSgSxLX7w6WQwePNgOHTpkTzzxhDvJTJkyxaWa6Avg6quvdo0cfenqw+7vRZ87d65rbOlLXLmF+uL/8ssv3bJqZKlB51FjValFl19+uTsx6YT4yiuvuMfri0kN7kj6wKpBpufT8kp7UY/A77//7k6i8s8//7gv0ZtvvjnZ71uNN1HjQl/IsRrHkWKlH0VrvPhHKdRwufTSS11DSilWet9qdKnQKyVBkL48YtF+U+NY+y5yW+jxatTp/ty5c6d6fwShhp8a8e3bt3dfTnrvWodu3bq5UZhBgwYl63kUHHlfLnquxCR2bOh4V32G9otGkLRvVqxY4faXGlQa1tYXrb5Uunbt6r6Y/vvvP3eM+xtZ2lb6glWOreiLtFmzZrZhwwbr3bu3+3JS40pf4GrIKgjX9vZTbY++5Pr16+dqexSYi7449ZrXXnutS4v7888/XQNQDUcFVeop8+gLXoGLju0HHnjABa/an++++26C967X0rb74osvXBrTjTfe6NZbnwd98S9ZssQFYifqvOKlrel9av9cdtllLsBQMK7tp/3kjeR420TLeUG7Ahc1MtUQmD9/frzn1fvVPtO+uPfee93+1edAwa0+kzr+tb/UKLvnnntcw8x/zohF69W6dWv3+dKxrM+itr2Cy2+++SZq4zs557ekKNDS+UXr+u+//7ptrefVZ+zOO+90jTodhzquBwwY4BrgCuo8Wj9tq8aNG7vGlII0vXc1cnXMd+zYMbzsbbfd5lIyFYjfeuutLjjQe4026qrjX59V7X/tc20/dYq88MIL7tjV9lIAk1Kp2c5J0fvR9tP717Hpfa7Kli0bbzkFEGq0aztq/8ycOdOdW/QZ1WcupVJ7rHn0GdZ5Qcettq06lBRs6Xn1nNruahjrfn2Gfvnll3CD3RuxV/qv3oPOa99//737LC1cuNC+++47F7R5dI5Qj7yOC52vdKzdcMMN8Z4vLY7vU0891Z566il3fHnvRRKraUyMvmN0blBQovXQ+UEj/mq7pMV5Uce4RsP1nZHU91FYCMhiXnrpJVUWherXrx86ePBg+P533nnH3Z8rV67QihUrwvdrmXLlyoWaNm0avm///v2hsmXLhlq2bBk6fPhwvOd/8skn3fMsWrQofN+ePXsSrMfevXtDNWvWDJ166qnx7u/Zs6d7/PXXXx/v/lmzZrn7x40bF75v4cKF7r5nnnkm6nvVc1WuXDnefb/99luoSJEi7nEVK1YMXXXVVaGnnnoqtHLlyqjP0bp1a7dsUjf/NvO2UbFixdw6eN5++2237Lx58xK8jtazdu3aoX///dfd1q1bF5o8eXKoaNGibp989913ocQMGTLEPfcPP/wQ7/777rvP3f/VV1+lan888MAD7vG///57gn0Uje73v2e9ru67++67Eyx74YUXhgoXLhzatWtXguPT/3p+2hadO3cOJSWxY+PYsWOhffv2Jbh/0qRJ7jGvvfZa+L733nvP3ffcc8/FW3bBggXu/ieeeCJ838033xzKly9f6Ouvv4637Pr169379G8X731qm2vbR4q2jzZv3hwqWbJkqEOHDuH79PkrX758qEyZMqH//vsvfP/u3btDVatWda+h14r8fH7wwQfxnnvnzp3u86DjPSneuvs/42lxXvE+B1pen0k/b70feeSReM9x6NChBOvnHfPLli0L36d9qvt69OgROnr0aLzl/f+P9t6S0qxZs1DOnDlD33zzTbxjrFu3bu65dKyk5vwWi/eZ1OdAr+PRsa77daxt2LAhfP+WLVtCefPmDXXv3j18308//RSKi4sLNW/ePN7++vPPP905R/vhyJEj8ZY977zzwvd5n23dH/l57dq1a6h06dKhjRs3xltv7X9tJ61/arZ3SrazjuPIc79oPbWsfx302pGfk8i/FSpUKN770TY766yz3HHtv1+vGe0zFO01UnOsecfPDTfcEO/+W2+9Nfydps+yR9tK9991111Jnl+8c9qjjz4avu/7779397Vr1y7e5+Tbb78N5ciRI+Z3Q3KO79+j7Ito9yVnP0V+J+k41bbQ+VLfp54dO3aEKlWqlCbnxU8//dQ9ZvTo0aHkIv0JWZZ6sdQb6/F6aNSL54/ItYx6srwec/noo49cT7CGb5Uiol587+b1bil9w6OeYH/Pvnou9FPpDT/++KPt2rUrwfqpt8JPy4p/PdRjIv4e5KSoZ029Wl7v+IwZM9xr6T2r11m91JHU46P3HO2mXo1olH6gbaPeRI+2jXpvYqVAqddUf9dN66leRo1QqNdQ6QaJ8V5HPcIetfGnTZvmHqsUhyD7I7XUe6jRIK2f/zjRTaMA6h3VCFdyaV8nJ4UisWND66N0D1GvuncMe8eYf5hePW7qtfRvV9H/1fOlXndvW+u9qudTKQX+96ntrV5B/2fC/zmMVkPh30caXtc+Uh2DPp/+9dPx+tdff7nh/+LFi4fvV+/ewIEDEzyvjgelRDRs2DDeOqpX+fzzz3e9biqePBHnFY9GbNQT6qf/635/ip6ewxt9U8qlZlrTe2nbtq27z7+dvF5s9dBGjhImd9QwGh2L6t3Usazzh/8Y02iIREsrTM75LSnqZfaPtHrbWuuiVA+PzicaAfM/t84pOmY1ouHfX0pT0nldE1p4aR/eshqt8NfS6JyiY8ZPvbvvvfeeWwedN/3HmHqMNbId7XOQXts5rehzrpEBj7aZ9qGOu2gjgulNo+x+3r7XyKY+Jx5tK/0/8rjyzi8acdU+0/5R+qRGkPyfG+1L0cij/3OitEEvNTeatDi+g9B5UbMm6lj2j/Lr/aXVedEbzUlJSh/pT8iyIoetvQZJtCFN/c2fa66Gp6jRG4uCDo8+dEqB0ZdTtA+gGnX+E2G09fM+wP718L5QUzqtm77clHajm4agdcLQjEv6clCK0g8//BCvMaovUq+hEila/rEo5UBf5voi8tdDKBVEqWE6YUWmNGm9vOspeHnI+hJODi9wUONJQ/n6AtCQrfJWleLgl5r9kVo6VrR/dMJOzrGSFD1XclLWkjo2lH6jdBE1nCJzbNU49XiBg4bvlUKgXOq9e/e6oFH70kuTUBCjY1MNJu33aKI1XvV80fz222+usaQUHu2PaO9NlE4gXtqUX7T7tD/05RhrHUXHpr9RerzOK/7n8Dd0RfUSuj+yNkWpZUrN0GdWDaRY+1GNGeWNR6a1BOVtf6W6RUvn0D6PXOfknt/SelsrUEjOenv3ab0VCHrrH+0zrJQqf5CglEPtB53/dEvOeqfndk4rXnpS5HuX9Hzd9PqcKc1JqVMKIA4cOBDzc5PU+UX1fMlZv9Qc30EkdcymxXnR+25Jbgq1EFQgy4o1e0tyZnXxPkzKS/fyySOpQewtq8aXPrTq7dCXlHoL9DrKb9RIQWRjILH18DcSvROA8lpTSw0N5fbrpsaj1kfTxEXmeaeETsTKHda6xmo0qmcksrdJvUexgpfkUC+VnlNfGHoe9aZrO/rfS2r3h1+sk2hkgb73elpeXz6x9mm0hkIs+sJL7MSfnGNDAYGKoNVTrjxxfVGoV1WjFsqNjXz/2q4KKrQ9NfOUHq/RA/8olHdcarsrxzu5oo1S6Lk14qHgRftTvYLKQ1bDScWy2r+ppfXU8yU2NW9ytm96nFdSSu9B9Vw6ntVrr3OOghHVWmjkJqnj+ERKzvkttc+RFs+dWt5r6Jzj/3z4eaOE6Skl56jM+LpB9r3qkvSZUYeVplRXIOJdS0nXakqLz016HINxiTTeg27f1JwXve+WlJwvCSqAKHShuOQ2gjVbh9KNVCgVeUVkFYYF4TVG02pIVSkqalSrURKEGufeTDMqBo2kUQKlQEUGFUGpWFXTzqrxq+IyFaBq6FaBU1ruD28UJ7J4OVqPnY4VzZChWWCi9falhEZd9OWRVCpYUseGRqUURCjw8zfqlX4WjdICdFMgqCJYbV+viNujLxbdp9SxIIGhaAYlpTTpGIm8aJ9/TnfxZkbxZv3xi3af9odGVZSOECTtJz3pOFLagX+0QjOz6H5/z6P2o96/Alb/e9HxFknBvUbmNCqW2GhFSnod/T3DGimJpONJDbTU9MynN2+dtN6RxcGaVcq/jPdT7yfWsh41VLUNtf+Cfg6CbGedl6KlskY7RyVnn3uj84ltJ+91o3VkpPZ104O+49SBos+Nf2RDnRj+UYrI80vkcRzt/BJUXCLbxP+9k9T29R+zkSKP2dSeF70MhOR8H3ky5hkXOMGUS6mp4tTLEe0DrmFE5cr7eywieyg020TQHFg15NR49KasTA7NHBQtZ1xfSl5ubLTh0eTS82jmHvV66GrYmnkj8qaZejTDhnqM0pK2h6ZdVU+60qDUwI3sLUyL/eGNvmjKUj+lE0Xyak40w0nktI8pTX3y9rNmgAlybGgb6MvL3yOn7aFRiFi0HZU+oi9kjRRopMM/x7q+iDTSpel6Y02Vm9zc21j7SGkmkdMyaqRJQaOOOX+DQKMdSguKpFEXzWITq0cuJfsjvei4VVqTn/6v+zV1ZuR+9G8nBZ06L0Xyal9UQxDZE+t/vDfTTHJHP3Ue1IxfOnfoM+R/To0qiWayyWgUEGvbabTZn/6ndFB1imiWMk3F6V9Wx4z/M6xZuSLPAUpzUe2YzkHRPnvaLl69U0qkdDvrHKXvIH0ePdrvml0oUnL2uc6nmpXMo6BJz6VjUCmz/tdVQ9bfMaWAWBdbTc3rpodY5xelzUZ+NjSlqmhE1/83fX9Fzq6WFgolsk0UACkdNfKYU61N5LGm2gilHutY9s/cqHNIWp0X9ZpaH3XgJRcjFUAUGqFQb62+4JVXqdoK9VAp91snVH2hqIGq+brVO63GnfL6VQys5ZWbrqnY1PCO1puUEkpbUu+xvgz9PfKxqFDz888/dydL1SAo9UcnE83zr3XRtHkpuZhNJDX8VCCmKf1i0TR3mptbOcdnnXWWpSU1fufMmePSQvTe/I0wSYv9oaBIQYKmYNT+Vg+SeoejTbur96f3qptS5bS/lKai/eVdkVRf0MmhZVWH4s0rn9pjQ4Gd9rd6pfRlokaVLoaY2PTAapSqQaqCYX25Rkvt0LS5OrY0Va9uGvlSb7uCEa27vuiizbEeSdN+arpM7UONzujLUdM0q2de+0hf6B59qemY1vopnUvHne7T66iBp1Q8f++fUt40wYBGtBQcaRuofkbTgGqExBvBOZHUG65RNDUetc10nGjURqMU/imCtR91rRAF0pp+Ug0GBX1e8XbksaBAUOctjV6poaxccx37ahx5DVUdrwoQtS8VpOlcp8aMCs1jUYNLga6KZb2pTlXgqufV6GGsa+KcSPrc6xjQeUCpdto23pSyCkjViPYan9ruel+qQdPxovOXAmT9XyN4kfP4a+pYHcN6Xn2+FJzoM6PeZI0W6T7v2gQpkZLtrHOTOjkUaOiY1+dQwX60NBl1Iim9UIGrRi414qggxisu9oIFHQMq8tWyOs7UKaTrHvjz7DUV6auvvupGabSszm363EZLc0zNsZYWtE0UECn403bSttE5QaPYkXV++q7QMjou9J70WAWFCpK0X/XZTMsRl5IlS7q2hLahzgMaVdR20fe1Ag6lNWpEXd9Bal/os6zAQQXpGoH36NjVe9R5WOdFTdntXSdKr6HznV9Kz4sKyPSdp3TZFE15m+x5ooBMIrFp7CKnA01qClFNc3r11Ve7KS1z587tprU8++yzQw8++GBo27Zt8abUvOyyy0KlSpUK5c+f303F99ZbbwWertSbAlHT+kWb1i3alLJffvll6Lbbbgs1atTIra8eqykUNbWlpgc9cOBAvOU1lVzBggVDsXjvwZsuU+9T/9eUe4nRVKJ6XW9qU61nnTp1QkFpqsMSJUq4dejbt2/UZVKyP6LdJ0uXLnVTPGqqSk3b169fv9D27dtjHkOamvWCCy4IFS9ePJQnT55QhQoVQu3btw+98MIL8ZaLNaWspkDUftDUucmV2LExYcIEN32u1l9Tm2r9dczGWn/RFJ76+ymnnBLzNTU9rI7/unXruullNRWlpgrWvtA2S+50kpoKUtM4alpiPYeOwyVLlsT8fGjKxtNPP91tW02BOHz4cLdPI6fI9aah1fSj+gwUKFDA3WrUqOGmV54/f36i2zTWuqfVecWbklPTlZ577rlu3bQNNBWsptT107SRDz/8cKh69erufWuqyDvuuCO0Zs2aqNNSakrMsWPHumlvddxru2qbaVv5vfzyy+7Y0DktsePBT9MIa4pk7/jWPtfUnP4pWGO956S2U6RYn8nEpuOMNcWqPgdnnnmm+xxoKtq2bdu64yyStt3IkSPdNtb707lq2rRpMddF03jqs6rPip5b5zp9JjTtsn/a65ROq5rc7Sxz584NnXHGGW65k046KXTnnXe66XGjbSMtq+NC66q/e1OI+qcx1WdGnxM9n34+/fTTUddRx4/O7zp+qlSp4tbv448/jjodakqPtVjHT2LTrUab5nb27NmhBg0auM+Xzt9XXHFF6I8//oi6rLatPiM6r+i96zOjc8rtt9/uXvOff/5Jcv3EIt5frONVU0Hru0Xrpr/7j1tNld2nTx/3HafPcIsWLUKff/55zNd98803w8eAvnM03fSHH34YdVul5Lz4ySefuOfQ91pKxP2/DQEgA1OPkEYIlOPp76VUr4bSnaJdJRQZk3rYVUegHnb/FXHVS6nZkLxZfIIeG9mBemp1sSpN2atRk8xA+1w3/9W6gRNFx6FGRtUbnpwrq2cnGj1Qr75GCNNjIoaMTCM2ykjQaFVKRmqoqQAyAU2Np6nqdOJH1qMaGOXJa2g6JQFFdjk2lGIRWa+iFBalKGio33+NEgBIiWg1iEqVUqG30oSyW0CxevVql8anTpuUpn5RUwFkAsp/1QV8kDVpukPVRaRGdjg2lKuuugJNB6mcbG2rV155xY32KL898poPAJBcOpeoFkm1hpoAQ3V0qrHQeUWdNtlN/f9XI5QaBBUAgAxNX/RKb1JxrQpoVZCogm6N7qhQEQBSSyOdmnhlzJgxblYmFaprhOKBBx4IzxCG5KGmAgAAAEAg1FQAAAAACISgAgAAAEAgBBUAAAAAAiGoAAAAABAIQQUAAACAQAgqAAAAAARCUAEAAAAgEIIKAAAAAIEQVAAAAACwIP4PBZWwcbPigyYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 10 Features by SHAP:\n",
      "      feature  mean_abs_shap            tier  rank\n",
      "KSSLR6MAX_ABS       1.625626 Tier_2_Clinical     1\n",
      "IRIMPGOUT_ABS       0.334070 Tier_2_Clinical     2\n",
      "    RCVYMHPRB       0.173065 Tier_2_Clinical     3\n",
      "   IRSUICTHNK       0.093117 Tier_2_Clinical     4\n",
      "        IRSEX       0.015487 Tier_2_Clinical     5\n",
      "  IRMARIT_ABS       0.014273 Tier_2_Clinical     6\n",
      "WRKDRGHLP_ABS       0.004962 Tier_2_Clinical     7\n",
      "       CATAG3       0.003675 Tier_2_Clinical     8\n",
      "   SVYRDUDANY       0.000000 Tier_2_Clinical     9\n",
      "  IRPINC3_ABS       0.000000 Tier_2_Clinical    10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===== Tier_3_Personalized =====\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x910 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x910 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 10 Features by SHAP:\n",
      "       feature  mean_abs_shap                tier  rank\n",
      " KSSLR6MAX_ABS       1.357722 Tier_3_Personalized     1\n",
      "WHODASDASC_ABS       0.653802 Tier_3_Personalized     2\n",
      "     RCVYMHPRB       0.158053 Tier_3_Personalized     3\n",
      " IRIMPGOUT_ABS       0.090075 Tier_3_Personalized     4\n",
      "    IRSUICTHNK       0.089366 Tier_3_Personalized     5\n",
      "         IRSEX       0.018302 Tier_3_Personalized     6\n",
      "COCLALCUSE_ABS       0.013641 Tier_3_Personalized     7\n",
      "   IRMARIT_ABS       0.009763 Tier_3_Personalized     8\n",
      "   IRPINC3_ABS       0.006501 Tier_3_Personalized     9\n",
      "     DIFOBTCRK       0.006431 Tier_3_Personalized    10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SHAP analysis complete\n"
     ]
    }
   ],
   "source": [
    "# SHAP Analysis for XGBoost\n",
    "import shap\n",
    "import os\n",
    "\n",
    "os.makedirs(\"./results/figures\", exist_ok=True)\n",
    "\n",
    "shap_importance_all = []\n",
    "\n",
    "for tier_name, features in tiers.items():\n",
    "    print(f\"\\n===== {tier_name} =====\")\n",
    "    \n",
    "    best_model = best_models[tier_name]\n",
    "    clf = best_model.named_steps[\"clf\"]  # only step now\n",
    "    \n",
    "    # Use raw test data (NO IMPUTATION)\n",
    "    X_tier_test = X_test[features]\n",
    "\n",
    "    # TreeExplainer for XGBoost\n",
    "    explainer = shap.TreeExplainer(clf)\n",
    "    shap_values = explainer.shap_values(X_tier_test)\n",
    "    \n",
    "    # --- Global importance (bar plot) ---\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    shap.summary_plot(\n",
    "        shap_values,\n",
    "        X_tier_test,\n",
    "        plot_type=\"bar\",\n",
    "        show=False\n",
    "    )\n",
    "    plt.title(f\"SHAP Feature Importance - {tier_name}\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(\n",
    "        f\"./results/figures/xgb_shap_importance_{tier_name}.png\",\n",
    "        dpi=300,\n",
    "        bbox_inches=\"tight\"\n",
    "    )\n",
    "    plt.show()\n",
    "    \n",
    "    # --- Beeswarm plot ---\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    shap.summary_plot(\n",
    "        shap_values,\n",
    "        X_tier_test,\n",
    "        show=False\n",
    "    )\n",
    "    plt.title(f\"SHAP Summary - {tier_name}\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(\n",
    "        f\"./results/figures/xgb_shap_beeswarm_{tier_name}.png\",\n",
    "        dpi=300,\n",
    "        bbox_inches=\"tight\"\n",
    "    )\n",
    "    plt.show()\n",
    "    \n",
    "    # --- Feature importance table ---\n",
    "    mean_abs_shap = np.abs(shap_values).mean(axis=0)\n",
    "    \n",
    "    shap_importance = pd.DataFrame({\n",
    "        \"feature\": features,\n",
    "        \"mean_abs_shap\": mean_abs_shap\n",
    "    }).sort_values(\"mean_abs_shap\", ascending=False)\n",
    "    \n",
    "    shap_importance[\"tier\"] = tier_name\n",
    "    shap_importance[\"rank\"] = range(1, len(features) + 1)\n",
    "    shap_importance_all.append(shap_importance)\n",
    "    \n",
    "    print(\"\\nTop 10 Features by SHAP:\")\n",
    "    print(shap_importance.head(10).to_string(index=False))\n",
    "    \n",
    "    # --- Dependence plots (top 3 features) ---\n",
    "    top_features = shap_importance[\"feature\"].head(3).tolist()\n",
    "    for i, feat in enumerate(top_features, start=1):\n",
    "        plt.figure(figsize=(8, 5))\n",
    "        shap.dependence_plot(\n",
    "            feat,\n",
    "            shap_values,\n",
    "            X_tier_test,\n",
    "            show=False\n",
    "        )\n",
    "        plt.title(f\"SHAP Dependence: {feat} - {tier_name}\")\n",
    "        plt.tight_layout()\n",
    "        plt.savefig(\n",
    "            f\"./results/figures/xgb_shap_dependence_{tier_name}_top{i}_{feat}.png\",\n",
    "            dpi=300,\n",
    "            bbox_inches=\"tight\"\n",
    "        )\n",
    "        plt.show()\n",
    "    \n",
    "    # --- Save SHAP values ---\n",
    "    shap_df = pd.DataFrame(shap_values, columns=features, index=X_tier_test.index)\n",
    "    shap_df.to_csv(\n",
    "        f\"./results/xgb_shap_values_{tier_name}.csv\"\n",
    "    )\n",
    "\n",
    "# --- Combined importance table ---\n",
    "shap_importance_combined = pd.concat(shap_importance_all, ignore_index=True)\n",
    "shap_importance_combined = shap_importance_combined[\n",
    "    [\"tier\", \"rank\", \"feature\", \"mean_abs_shap\"]\n",
    "]\n",
    "shap_importance_combined.to_csv(\n",
    "    \"./results/xgb_shap_importance_by_tier.csv\",\n",
    "    index=False\n",
    ")\n",
    "\n",
    "print(\"\\nSHAP analysis complete\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "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": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
