adhd.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn import svm\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import LeaveOneOut\n",
    "from tqdm import tqdm\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read data\n",
    "d=pd.read_csv('Neuropsych.csv')\n",
    "\n",
    "# map non-numerical categorical variables to discrete numerical values\n",
    "d['diag'] = d['Dg.'].apply(lambda x: {'ADHD+BPD':0,'ADHD':-1,'BPD':1}[x])\n",
    "d['gender'] = d['Pohlaví '].apply(lambda x: {'Ž':0,'Z':0,'M':1,'M ': 1,'T':2}[x])\n",
    "\n",
    "# discard unimportant and renamed features\n",
    "d=d.drop(columns=['Věk'])\n",
    "d=d.drop(columns=['gender'])\n",
    "d=d.drop(columns=['BPQ_SUM','Jméno','Pohlaví ','Dg.'])\n",
    "\n",
    "# replace noise, wrong inputs, NOKs, and other representations\n",
    "# of NaNs with actual NaNs\n",
    "d = d.replace({'X': np.nan})\n",
    "d = d.replace({'!': np.nan})\n",
    "d = d.replace({'x': np.nan})\n",
    "d = d.replace({'6(16)': np.nan})\n",
    "d = d.replace({',': '.'},regex=True)\n",
    "d = d.replace({'chybovost': np.nan})\n",
    "d = d.replace({'107 (nedokončeno)': np.nan})\n",
    "d = d.replace({'35(16+19)': np.nan})\n",
    "\n",
    "\n",
    "# map non-numerical categorical variable OK/NOK to 1/0 respectively\n",
    "d['ROCFT_PLAN'] = d['ROCFT_PLAN'].apply(lambda x: {'OK':1,'NOK':0}[x] if x==x else np.nan)\n",
    "\n",
    "# remove rows with more than 20% NaNs \n",
    "d=d.dropna(thresh=len(d.columns)*0.80)\n",
    "\n",
    "# make all values numerical\n",
    "for feature in d.columns:\n",
    "    d[feature] = d[feature].astype(float)\n",
    "\n",
    "# fill in missing values with median\n",
    "d=d.fillna(d.median())\n",
    "\n",
    "# standardize all values\n",
    "y = d['diag']\n",
    "d = d.drop(columns=['diag'])\n",
    "d = d.apply(lambda x: (x - x.mean()) / x.std(), axis=0)\n",
    "d['diag'] = y\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Function definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def LOOCV(clf,train_data):\n",
    "    loo = LeaveOneOut()\n",
    "    \"\"\"\n",
    "    Perform Leave-One-Out Cross-Validation (LOOCV) using a classifier.\n",
    "\n",
    "    Parameters:\n",
    "        clf (classifier object): The classifier object that implements the `fit` and `predict` methods.\n",
    "        train_data (pandas DataFrame): The training dataset with the target variable labeled as \"diag\"\n",
    "                                       and the features in other columns.\n",
    "\n",
    "    Returns:\n",
    "        float: The mean F1 score of the classifier evaluated using LOOCV.\n",
    "\n",
    "    Procedure:\n",
    "        1. Initialize a LeaveOneOut object to generate the indices for each training-test split.\n",
    "        2. Create an empty list to store the F1 scores for each split.\n",
    "        3. Separate the features and target variable from the training dataset.\n",
    "        4. Iterate over the splits generated by LeaveOneOut:\n",
    "            - Extract the training and test data for each split.\n",
    "            - Fit the classifier on the training data.\n",
    "            - Predict the target variable for the test data.\n",
    "            - Calculate the F1 score for the predicted and true values.\n",
    "            - Append the calculated F1 score to the scores list.\n",
    "        5. Calculate the mean of the F1 scores.\n",
    "        6. Return the mean F1 score.\n",
    "    \"\"\"\n",
    "    # initialize a list to store the scores\n",
    "    scores = []\n",
    "\n",
    "    X = train_data.drop(columns=[\"diag\"])\n",
    "    y = train_data.diag\n",
    "    # iterate over the splits\n",
    "    for train_index, test_index in loo.split(X):\n",
    "        # get the training and test data for this split\n",
    "        X_train, X_test = X.iloc[train_index], X.iloc[test_index]\n",
    "        y_train, y_test = y.iloc[train_index], y.iloc[test_index]\n",
    "        \n",
    "        # fit the model on the training data and score it on the test data\n",
    "        clf.fit(X_train, y_train)\n",
    "        score = f1_score(y_test,clf.predict(X_test),average=\"macro\")\n",
    "        \n",
    "        # store the score\n",
    "        scores.append(score)\n",
    "\n",
    "    # calculate and print the mean score\n",
    "    return sum(scores) / len(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eval(clf,test_data):\n",
    "    \"\"\"\n",
    "    Evaluate the performance of a classifier on the test data using the F1 score.\n",
    "\n",
    "    Parameters:\n",
    "        clf (classifier object): The trained classifier object that implements the `predict` method.\n",
    "        test_data (pandas DataFrame): The test dataset with the target variable labeled as \"diag\"\n",
    "                                      and the features in other columns.\n",
    "\n",
    "    Returns:\n",
    "        float: The F1 score of the classifier on the test data.\n",
    "\n",
    "    \"\"\"\n",
    "    y_pred = clf.predict(test_data.drop(columns=['diag']))\n",
    "    return f1_score(test_data.diag,y_pred,average=\"macro\")\n",
    "    \n",
    "def fit_on_train(clf,train_data):\n",
    "    \"\"\"\n",
    "    Fit a classifier on the training data.\n",
    "\n",
    "    Parameters:\n",
    "        clf (classifier object): The classifier object that implements the `fit` method.\n",
    "        train_data (pandas DataFrame): The training dataset with the target variable labeled as \"diag\"\n",
    "                                       and the features in other columns.\n",
    "\n",
    "    Returns:\n",
    "        classifier object: The trained classifier object.\n",
    "    \"\"\"\n",
    "    clf.fit(train_data.drop(columns=['diag']), train_data.diag)\n",
    "    return clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit_and_eval_LOOCV(d):\n",
    "    \"\"\"\n",
    "    Fit and evaluate multiple classifiers using Leave-One-Out Cross-Validation (LOOCV).\n",
    "\n",
    "    Parameters:\n",
    "        data (pandas DataFrame): The dataset with the target variable labeled as \"diag\" and the features in other columns.\n",
    "\n",
    "    Returns:\n",
    "        None\n",
    "    \"\"\"\n",
    "    classifiers=[LogisticRegression(random_state=42,class_weight='balanced',solver='newton-cg'),\n",
    "                 KNeighborsClassifier(),\n",
    "                 RandomForestClassifier(random_state=42),\n",
    "                 svm.SVC(kernel='linear',random_state=42),\n",
    "                 DecisionTreeClassifier(random_state=42,max_depth=6),\n",
    "                 GaussianNB(),\n",
    "                 GradientBoostingClassifier(random_state=42),\n",
    "                 AdaBoostClassifier(random_state=42)]\n",
    "    scores = []\n",
    "    for clf in tqdm(classifiers):\n",
    "        scores.append(LOOCV(clf,d))\n",
    "        print(clf,scores[-1])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_analysis = d.drop(columns=['diag','ROCFT_PLAN'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "sns.heatmap(df_analysis.corr(method='pearson'),ax=ax)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'AVLT1'),\n",
       " Text(1.5, 0, 'AVLT2'),\n",
       " Text(2.5, 0, 'AVLT3'),\n",
       " Text(3.5, 0, 'AVLT4'),\n",
       " Text(4.5, 0, 'AVLT5'),\n",
       " Text(5.5, 0, 'AVLT6'),\n",
       " Text(6.5, 0, 'AVLT-B'),\n",
       " Text(7.5, 0, 'AVLT_DEL'),\n",
       " Text(8.5, 0, 'AVLT_SUM')]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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XomJp1q5pKWRRfOaMNMxGIwo3y3wVbh6Y05L/frDWHq1/d3TrvrJs12ixD36KrOXzMJzO+0znXr2EqmY97PoNI8sGhWC5PjVsMBjYuHEjs2bNYsOGDfk/GzdupFKlSvz2W96l1cHBwWzbto2tW7cSHx/PkCFDyjhyUeL0BnTnL+LYsWVBm0KBY4eW6E6F/e1Ql75dUWg1pP+6q3Rj/BdMeiM3zl6mTucmBY0KBXU6N+XaiYvF2oZCqaBSgxrcvnNqyqQ3EnfmEl5+VSz6edWpTOr1RCtbsC2T3kjSmctU6WKZc5UuTbh1PMrqmPhjF3Gp7Qt3fdFz86tC1s2Ucl0EAuj1ek6dPEf37gVrnRQKBQHdO3H06Mlib0epVKLVagu1PzF2GCdOnOXc2fJxpNegNxB59iKtOxesf1QoFLTq0pILxy8U6h8bfZUJj0xict+n83/+2H6YU4dOM7nv0yTEWRbL/Yb3IeJMJJfCir7VkC1VtHwhL+eIs5G07tI6v02hUNCmSysunLCWcyxP9pzAhD6T838ObfuDk4dOMaHP5PwiMPx0BDXqVrcYW8OvOvHXy/jWMUYDxphI1I3vWtOrUKBu3ApjVOF876ZpHwBqLfpDOyyfUKlRqDWF7vhgNplAaZsSrVwfEdyzZw9paWkEBwfj4uJi8Vzv3r0JCQlhxIgR9O3blwULFjBv3jw6d+5MlSpVCm1Lp9MRFmZZMDg5OVGzZs2/jeHKlStkZWWRkJBgsY26detanYzLg6ysbGKvFVxJfT0unvDIaNxcXahSuVIZRvbvpHy5nsrvvIzu3EV0Z/JuH6N0sCNt3XYAKr/zMoZbSSQu/tJinNvQPtze8Qem1IwyiLr4/vh8M4M+mEzcmcvEnc67fYzG0Y5TP+ddXTZw8RQybqawa9FaALo9N5hrJ6NIjrmJvZsTnSYF4lbdmxM/7snf5qFPfyf4w2e5ciScmD8uUK97c+o/0pqvHi8ftxU6/9lmuiyZTNKZyyScjKbJxL6oHey4uDYv567LJpN1I4Xj7+Rd/BDx9Q4ajeuF/5tjCFuzDdc6lWn+bBAXvihYPK92tMO1jm/+Y+eaPng2qUlOSiaZZXzvxA9XrOaTVe9z8uRZjh07zTNTn8TR0ZFvv8m7H9ynn71PXFw8b8x7D4CXpj/NyRNnuXzpClo7Lb37dGf4iEG8+Pxci+26uDgzaHB/Xnu1/BwtAgj9bB0zFk8n4kwkEaciGPLUYOwd7Nny0zYAZi55hcSbiax+dw36HD0xEZZHgW6n3wYo1O7o7Ei3wG58+r9VtkmkmCpavgA/rwrl1SUziDgdQdipCIInDMHewZ7Na/OWo7y6dCaJNxP57J3V5ObouRwRYzH+r5zvbv/xk5+Y99EcTh85y6lDp2jfvR2dHunIC8NetlVaRcrdEoLDxJkYL0divBSOts9QFHb25O7Pm4McJs3ElJJIzs+rLcZpu/VDf+Ig5sx7TonrsjCEncL+8Ulk5+ZgSoxH3bAF2s690P3wsU1yKteFYEhICJ06dSpUBAL06dOHzz//nPDwcBo2bEhgYCBr165l6NChVrcVExPDoEGDLNo6duzIl19++bcxzJkzh6NHj+Y//msbO3fupHr16kWMKlvnwi8y/tmZ+Y8XrcibPAb2e4S35pT9B+mfyti8D5WnG97Pjkbl40lOWDTXJs7FeOeWApqqlQp9q9LUqYZj26ZcHT+7DCJ+MBd+O4yTlwvdXwrOu6H0hSt8/8S7+beEcavqZXFK1N7NiUffmYCzjxu6tExunLvMmiHzLU4FR2w9xu+vfUHnZ4Lo+8YTJEXf4Kcpy7h6rHyslbz8yxHsPV1pNX0oDj5uJJ+/wrbRi9DdydmpqrdFzplxyWwb9S7t549m4Pa3ybqZwoXVWzm78tf8Pt4t/OgX8lr+Y//5owG4+NM+DrxYtn9I14X+jre3J7PnvIivrzdnz4QxdNC4/AtIqlevislkyu/v5OjA4iVvUrVaZXTZOiIjo5n41EusC/3dYrtDgx9FoVAQ8vOvlCd7ft2Lm6cb415+Ag8fD6IvXOLVMa+RmpgKQKVqPpjMpr/fiBU9ggJQKGD3xt0lHPG/U9HyBdj96x7cvdx4cvo4PH08iLoQzYwxr5JyJ2ffapXyjm49gANbDrL41WWMmjac596cytXoq7w+6Q3O/nnu/oNLmf7oHhSubtgPGYfCzQNjbDSZ78/CnJ53KlzpWQlMln+HlJWro27QjMxFM6xuM+vjBdgPm4DjlNkonFwwJcajC/mC3F22+TwrzOZ7/nKKUqFPLD+H823hUpepZR2Cza3Nvv9VY/+f1DBUrHW4z6ceKusQbKq9Z9G3LRL/PxjM5Xs5RUnb2LPilTtuX+28b59yvUZQCCGEEEKUHikEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKCkEhRBCCCEqKHVZB1BRXOoytaxDsCm/AyvLOgSbe3nJzLIOwaaStyWXdQg29Z6iU1mHYFO93G+VdQg21/Xa9bIOwaa+0zYu6xBsSjsyoKxDKJfkiKAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAWlLusAiuvkyZOMHDmSrl27smrVKhITEwkICGDRokUEBgYW6j979mzCwsJYv349K1asYMeOHWzcuDH/+QYNGvzt602bNo1evXqxatUqjh8/TkpKCtWqVWP48OGMHTu2xPP7p9xHPornU8GovD3ICb/ErQUfozsbabVvja/fxbF980Ltt/cc5fqUeaUdaqk6duosa74P4UJ4FAlJySxbOJee3TqVdVgPTO3fB03XIBTO7phuXiH3ty8wXYsqun+n/mja90Hh7o05Mx3j+cPkbvseDHoANN0GoWrij9KnGuhzMcZGkLv1O8yJcbZK6b6chw3EZfRjqLw8yb0YTep7K8i9EGG1r88nH2DfpmWh9uwDh0l88TUAXCc+gWPvHqh8fUBvIDc8krSPviD3fHhppvGPNRn7CC2mBOLg40ZSWCwH535NwqlLRfbXujrSfsYwavdrh727ExnXEzk0/1uu7jptw6iLz3X4ANzGDUPl7UluxCWSFq4k55z1/Vvli/dwaNeiUHvWviPcnDoXAMeenXF97FHsGj+Eyt2Va8FTyI0o+t+rPBg7YQRPP/skPpW8uXAugrkz3+bUibP3HRc0pB8fr36fLb/v5KnRz9kg0n+m6pN9qPlMENpK7ty+cIWLs78g4+TfzFuujtR5dQTegf5o3J3RXUsgau6XJO88md9HW9mTunNH4flwK5QOdmTH3CTi+ZVknC77ff3jvjN8tesESelZ1K/mzczgbjSrVdlqX73RyBfbjvPr0TBupWVSu5I7zwd1pnPjWvl9jkdd56udJwi7mkBCeiaLJ/Tn4eZ1bZXOf6cQDAkJYfTo0YSEhBAfH4+vry8BAQGEhoYWKgSzsrLYvHkz06dPL3J7Bw4cyP9906ZNLF++nC1btuS3OTo6snnzZjw9PXnvvfeoUqUKJ06c4PXXX0elUjF69OiST/IBufTrhs+sScTPX4HudAQeYwdR/fMFXO43EWNyWqH+15/9HwqNJv+xyt2F2hs+ImPrfluGXSqys3U0qOfH4MDevDB7QVmH84+omnVC238suRtXYbwahaZzIPbjXiNryfOQmV64f/MuaHuPImfdx5hiI1B6V0E7dCpaM+Ru/goAZZ0mGA5vxXg9CoVShab3SOzHzSF72Yugz7F1ioU49OqO+wtTSHlnKTnnwnEZMQSfFe9yI3gcppTUQv2TZswHTcG0pXRzpfJ3n5G1c19+myH2GinvrcBw/QYKOy0uI4Lx+fBdbgx+AlNq4c9FWao7wJ+Or49i/6triD8ZRfMJfQn8diY/BryCLqnwPldqVAR+P4vspHS2T15G5s0UXKp7k5OWVQbR359TnwC8XplMwv+Wk3MmHLcxQ6j86dtcHfAUpuTUQv3jX3gTxd37192V6iGfcHtbwf5VOtijO3mOzK178XnjJVuk8a8EDe7LvAUzmPXSG5w8fpYJU8bwXeindGv3KEmJyUWOq16jKq+/OZ3Dh47ZMNoH5zOwE/XeGEvkjFWkn4ii+qRAmv/4Gkc7P48+sfB7WKFR0/ynuegT0zn/1Afk3kzGrroPhrTM/D5qNyda//o/Ug6e58zIt9EnpeNQpzL61MxC27O1rSci+WD9fl57vAfNalXmu72neOajX9g4ZzSeLo6F+q/87TC/H4vg9eEPU8fXg0Nhsby0+ne+emEYDWv4AJCdq6d+NW8GdWjMS6s32Tql/0YhmJmZyaZNmwgNDSUxMZH169czZcoUgoODmTp1KnFxcVStWjW//5YtWzAajQwYMKDIbfr4+OT/7uLigkKhsGgDCA4Otnhco0YNTp06xbZt28pFIegxbjBpP28mfd12AOLnrcApoB1uQ3uT/NnPhfqb0m5bPHbtH4BJl0PGlv9+Idi1Yzu6dmxX1mH8K5rOj2I4thPDiT0A5G5chapBazRtHka/b0Oh/qpaDTDFRmA8k/elxpiagPHMQZTVH8rvk/PVW/m/m4GckJU4vbYaZTU/TDFhpZlOsbiMDOb2hk1k/roVgJSFS7Hv3AGnoL5kfPVjof6m9AyLx469e2DW6cjesTe/LWvrLos+qUs/xnlQfzQP+ZHz50nKk2aT+hH2w24ifsordPbNWkPNni1pODyAUyt/LdS/weMB2Lk7sXHQG5gMRgBuX0u0acwPwu2JoaSHbub2hm0AJL65DMeu7XEZ3Ie01WsL9b93/zr1645ZpyNzW8Ecdfu3nQCoq/qWYuQlZ+IzY/n+6xB++n4DALNeeoOevbsxfPQQVi793OoYpVLJh58t4v13VuLfsQ2ubi42jPjB1JjyKDe+3cnNH/cAEPnKKrweaU2VEQ8Tu2JDof5VRvRA4+HMyUfnYL7zHtZdTbDoU/PZQejikoh44aP8Nl3srVLL4UF8s/sUQzo1YVCHxgDMeawH+8/HsOHwBcb3aluo/+9/RvBU77Z0bVIbgMe6NuNI5FW+3n2St5/oDUCXxrXp0ri2rVIo5D+xRnDz5s34+fnh5+dHUFAQoaGhmM1mAgIC8PLyYt26dRb9161bR69evXB1dS3xWDIyMnB3dy/x7T4wjRr7Jg+RdehUQZvZTNYfp7Bv2ahYm3AL7k3Gpr2Ys8v+yFCFp1KjrOqHMepMQZvZjDHqDMqa9a0OMV6JQFnVD2X1egAoPCqhqt8KY+SJIl9GYZ/3jdWcdbvIPjajVqNtWJ+co3fFazaTc/QEds0aF2sTTkH9yNq+G7NOV+RrOA8OxJRxG31kdAkEXXKUGhU+zepwff/5gkazmWv7z+Pbup7VMbV7t+bWiSi6vDWWMSdXMmzHQlpNC0KhVNgo6gegVmPX+CGyD99VfJvNZB8+iX2L4s1RrkP6cnvLXszZRezfck6j0dC8ZWP27/kjv81sNnNg72HaWDkF/pcXZzxNYkISP367rsg+5YFCo8aluR8p+y3nrZR9Z3Bta33e8urTlvRjkTz0zgQ6nfuMdns/oObzg0FZUI549W5LxuloGn/2Ep3Of06bHYuoMrpnaadzX3qDkbCrt/BvUCO/TalU4N+gBmcu37Q6JtdgxE6jsmiz06g5ean8LM/5TxSCISEhBAUFAdC1a1cyMjI4evQoKpWKwYMHs379esxmMwCxsbEcO3as0NG8knDixAk2b97MY489VuLbflAqD1cUahWGpBSLdmNiCmpvj/uOt29WH7v6dUj7ect9+4rSp3B0QaFSYb5teerSfDsNhbO71THGMwfI3bkW+4n/w/HNH3CcvhLj5Qvo964v4kUUaAPHYYwJx3zragln8OCU7m4o1CqMyfe8h5NTUHp53ne8tnEDtPX8yNxQ+FSKfZcOVNv7G9UPbsZ5RDAJ02ZgSit8mqos2Xu6oFSryE6w3OfZiWk4VHKzOsalZiXq9G+HQqVk8xPvcWLZBppP7kfr5wfZIOIH89ccZbx3jkpKQVWM/WvXtAHah+qQEbq5tEIsdZ5e7qjVahITkizaExKS8KnkbXVMuw6tGTF6CK88X/7XbWs8XVCoVeTe8x7OTUhDW8nd6hiHWr74PNoBhUrJmZELiVkcSo0pA6j14pC7+lSi2tjeZF++wZnHFxD31TbqLRiP72MBpZnOfaVkZmM0mfG65xSwl4sjiRnWl2d0bFSTb3af4sqtVEwmM3+Ex7LrdDSJaWV/mvsv5b4QvHTpEmfPnuXRRx8FQK1W079/f0JCQgAYOnQo165d4/DhwwCEhoZSrVo1OnToUKJxREZG8swzzzB16lS6dOlSotsuC27BfciJuFzkhSWi/FPWaYwmYAi5v35G9sqZ6L57L+9Uco+hVvtrB0xA6VuDnLVLbBxp6XAa2J/ci5esXliSc+wU8aMmceup59D98Sdeb89F6eFu+yBLmEKpIDspnX0zVpN4NoboX49wYvkvNCoHR0tKmsuQvuREXirywpL/j5ycHVn+yUJeeWEeKVbWUP6/oFSQm5hOxMufcvvMJRI2HuLK0nVUHdv7rj5KMs5e5vLbP3D7XAw3vtnBje92WPb5j5gxpBs1fdwY/Na3tHtpJe+E7CXIvxHKcnQUv9yvEQwJCcFgMNC1a9f8NrPZjFar5fXXX6d27dq0bduWdevW4e/vz8aNGxk2bBgKRcn9I0dFRTFu3Dgef/xxnnnmmRLb7r9hTEnHbDCi9rI8+qfy9sCQmFLEqDwKBztc+geQuPyb0gxRPABzVgZmoxGFs+WRIIWzG+bbqVbHaB8ZjuHUPgzH8tbEGeNjydXYYTdoMvo96+DOUXIA7YCnUDVoje7zeZjTi16gbkum1DTMBiMqz3vew54emJL+PkaFvT2OvbuT9ulXVp8363QYrsXBtThyz4VROfQrnAb2I+PLH0os/n9Ll5yByWDEwcdynzt4u5F9y/pFLVm3UjHpjZhNBfs2Neo6Tr7uKDUqTHpjqcb8IP6ao1T3zlFeHhjvt38d7HHu253kldb3739FclIqBoMBbx8vi3YfHy8SbhVe21m7dk1q1qrOlz+szG9T3jlleiXhNN3aPcqVmLI/mv8XfXIGZoMR7T3vYa2PG7m3Uq2OyY1PxWwwgMmU35Z18Rp2vh4oNGrMegO58SlkRV6zGJcVeR2fwJI9wPOgPJwcUCkVJN1z9C8pIwtvKxeKAHi6OLB04qPk6A2kZuqo5ObEsl8OUc3L+lH/slCujwgaDAY2btzIrFmz2LBhQ/7Pxo0bqVSpEr/99huQd1HHtm3b2Lp1K/Hx8QwZMuQ+Wy6+ixcv8sQTTzBo0CBefPHFEtvuv6Y3oDt/EceOLQvaFAocO7REd+rvLwJw6dsVhVZD+q+7/rafsCGjAVPcJVR1mxW0KRSo6jbDFFvEUVuNHZhNlm35jwu+CGkHPIWqcXt0X7yBOaV8LLgGwJB3axe7dq0K2hQK7Nq1Iufshb8d6vBIAAqNlqzNO4r1Ugql0uKK+fLApDeScPYy1bo0KWhUKKjWpQnxJ6zfeiP+z4u41faFu77ouvlVIfNmSrkqAgEwGMi5cBEH/5YFbQoFDh1aojv993OUU++uoNXkXxjyX6XX6zlz6gJdAgoKGIVCQZdu/hz/s/DtfqIuXuLhTgPp3W1o/s+2zbs5tP8ovbsNJe669XVoZcWsN5Bx5hLuXS3nLY+uzUg/Zn3eSvszHIfalS3eww51q5JzMxmz3nCnTwQOdatajHOoWwXdNcuLSmxNo1bRqEYljt5VpJpMZo5GXKV5Heu3j/mLnUaNr7szBpOJnaej6d6sTmmHW2zl+ojgnj17SEtLIzg4GBcXy6umevfuTUhICCNGjKBv374sWLCAefPm0blzZ6pUqVJoWzqdjrAwy8nHycmJmjVrFvn6kZGRjB07li5duvDkk0+SkJD3JlSpVHh63n+NS2lL+XI9ld95Gd25i+jO5N0+RulgR9qdq4grv/MyhltJJC7+0mKc29A+3N7xB6bUDCtb/W/Kysom9lrB4tvrcfGER0bj5upClcqVyjCy4tMf/A27oVMxXY/GeC0KTadAFFo79Md3A6ANnoY5PRn9tu8BMIYfQ9P5UUxxlzFdi0LhWRntI8Mxhh/PLwi1QRNQN++C7ttFkKPLX29o1mWBIbdM8rxbxvcheM2bSW5YJLnnw3EZMRSlg33+VcSe82diTEgkbeVqi3HOQf3I3nuw0Lo/hb09ruNHkb3vEMbEJJTubjgPG4jKx5usnXspb86u2kz3JZNJOH2ZW6eiaTahLxoHOyLW5sXaY+lkMm+mcPSdnwA4//UOmozrRec3x3Dui2241alMq2lBnPtia1mmUaS0r0PxeesVcs5fJOds3u1jFA723N6QF6/PW69guJVEyrIvLMa5DO5L1q5DmNIKz1FKVxfUVXxQVco7yqapnbdw35iYUmg9Ynnw2UdfseSjtzlz8jwnT5xl4tNjcHByYO13eWt5l338Njdu3OKdN5eSk5NLRJjll4D0O/8G97aXF1c/+Y1Gy6eScSqajJN5t49ROtpx48e8eavhimnk3Ezm8lt581bcl9uoNr4v9d56kuufb8bBrwq1nh/Mtc8L1oJe+/Q3Wv22gJrPDyZh4x+4tK5H1TGPEDH90zLJ8W5jerRk7rc7aFyjEk1r+fLdnlNk5xoY6H/nKuJvtlHJzZnngvLuY3s25ia30m7ToJoPt9Ju88nmo5jMZsb1bJO/zaycXGLvWmd5PSmd8GsJuDnaU8Wz9K8YL9eFYEhICJ06dSpUBAL06dOHzz//nPDwcBo2bEhgYCBr165l6FDr66NiYmIYNGiQRVvHjh358ssvi3z9rVu3kpyczC+//MIvv/yS316tWjV27Sr7o2kZm/eh8nTD+9nRqHw8yQmL5trEuRiTUgHQVK1kcXoQQFOnGo5tm3J1/OwyiLj0nAu/yPhnZ+Y/XrRiFQAD+z3CW3NeLquwHojx7CFynVzR9HwcrYs7phsx6L58CzLzJgilmzemu/anfk8oYEbbawQKV8+8G0qHHyN3e8HpT41/HwAcJr5h8Vo5ISsxnNxT6jndT/b2PaS6u+E2eRwqLw9yI6NJeG4WpjsXkKgqF34Pq2tVx65VM25NnVFoe2aTEXXtGngFzkfl7oopLZ3cCxHcmvQChktXbJLTg4j+9Qj2Xq60nT4URx83Ei9cYdOYRWTfuf+aczVvi9PAmTeS2TTqXTrOH03w9rfJvJnCudVbOfVR4VvNlAeZW/ei8nTDY+oTqO/c9P7mlNfy5yh1FStzVO3qOLRpxo1Js6xu07FHByoteCX/se/7eTcST/noG1I+Ln/LXX5ZvwVPb0+mz56GTyVvzp8NZ3Tw5PwLSKpWr4LJZL7PVsqvhI2H0Hq5UmfG43k3lD4fw5kRb6G/U9jYV/OGu/LLiUvizPC3qPfmWKrufp+cm8lc+2wTsSsK/ocPGaeiOf/ke9R5bRS1XwomO/YWUXO/5FbogUKvb2t9Wtcn5XY2H286QmJ6Jg2q+/DR00F4ueadGr6RcttiaVqO3sjK3w5zLSkdRzsNXRrXYsGYXrg62uX3OR97i4krCi7y+2B9Xp4D2jfkf6N7lXpOCrPZ/N99B/6HRDTsV9Yh2JTfgZX37/T/TO6Smffv9P9I8rbysdbQVjbdKHym4f+zXh7laBmBjXS9dr2sQ7Cp77TFu03T/xf+X5ftVcdlwaHPtPv2KddrBIUQQgghROmRQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooKSQlAIIYQQooJSl3UAFcXabM+yDsGmXl4ys6xDsDnti++WdQg2pd77VFmHYFMO5rKOwLaSUxzLOgSb83OsXNYh2FSmoYKVAAk3yjqCckmOCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFDqsg6guE6ePMnIkSPp2rUrq1atIjExkYCAABYtWkRgYGCh/rNnzyYsLIz169ezYsUKduzYwcaNG/Ofb9Cgwd++3rRp0xg9ejTTp08nIiKC1NRUvLy86NmzJy+99BLOzs4lnmNxtH2iF50mBeLs40Z8WCyb531F3OlLVvu2CO7GwA8mW7QZdLm83eBJizbvelXpOWs4tfwboVQrSbh4nZ+nLCM9LqnU8igutX8fNF2DUDi7Y7p5hdzfvsB0Laro/p36o2nfB4W7N+bMdIznD5O77Xsw6AHQdBuEqok/Sp9qoM/FGBtB7tbvMCfG2SqlEnHs1FnWfB/ChfAoEpKSWbZwLj27dSrrsP4RxyGDcBrxOCpPT/TR0aQvWY4+LNxqX88VS7Br1bJQu+7QYVJmvFqo3XX6izgNCiJt2Ydk/Rxa0qH/Iw3GPkKTpwNx8HEj+UIsR+d+TdIp659hAI2rI61mDqNmv3bYuTuReT2RP+d9y/VdpwGo5N+AJk8H4tWsDo6VPdg9fglXtx63VTr35TO2H5WnDEbj405WWAxX535G5qmLRfZXuTpRbcYo3Pt1QO3uQu71W1yd/wVpu+7kpFRS9aXheA0JQFPJndybKST9vIsby36yUUZ/b/DYgYx4+jE8fTyJvhDN0rkrCDsVcd9xPYN6MP/jOezfcpDZT71u8VytejWZ8tpEWnZojkqtIibyCnMmvsGtuFullcYDqfVkL/yeGYBdJTfSL8RyfvaXpJ2MLrK/2tWRBq8+TuXAdmjcncm+lsiFuV+TsPNUob51nw2i4ZwRXF61mQtzvy7FLIrvxz+j+OqPSJJu66jv68bMvq1oVs2zyP7fHrnIz8eiuZmehbujHY80qsZzDzfDTq0CwGgy88ne8/x+Lpak2zp8XBwIal6LiV0boVAoSj2f/0whGBISwujRowkJCSE+Ph5fX18CAgIIDQ0tVAhmZWWxefNmpk+fXuT2Dhw4kP/7pk2bWL58OVu2bMlvc3R0xGAw0LNnT1544QU8PT2JjY3ljTfeIC0tjQ8++KDkk7yPxo92oPecUfz+2hdcPxWN//i+jPpmFit7TCcrKd3qGF16FisfvuvfwWy2eN6jZiXGhbzOqbV72bsklJyMbHzqV8eQoy/NVIpF1awT2v5jyd24CuPVKDSdA7Ef9xpZS56HzML5qpp3Qdt7FDnrPsYUG4HSuwraoVPRmiF381cAKOs0wXB4K8brUSiUKjS9R2I/bg7Zy14EfY6tU/zHsrN1NKjnx+DA3rwwe0FZh/OP2T/cA9dpT5P2/hL0F8JweiwYz8WLSBjxBKbU1EL9U2a/jkJTMG0p3dzwXvM5ut17CvW169YFbZPGGBMSSjGDB1M7yJ+280ZxeNYaEk9G0WhCXx75biYbu72CzspnWKlR0euHWeiS0tk7aRlZN1Nwru5NbnpWfh+1ox0pF2KJ+nEfPVa/YMNs7s9jQGdqvD6eK69+TObJSHwnBPHQt/M4FzAVQ1Jaof4KjZr6389Hn5TGpcmLyL2ZjLa6D8a0zPw+lZ8Zgs8TfYl5YRnZkVdxalGX2h88hzEjk1tf/G7L9Ap5OKg70+ZN4YNZS7lwMpxhE4bwwXfvMrLbOFKTUoscV7m6L8+8PplTh88Ueq5qrSqs3LCM33/YzBfvf0Xm7Uzq1K9Nbk5uKWZSfFUGdqDRG2M4N2M1qSeiqDOpH/4/zmJP55fJTSz8nlZoVPj/NJvcxHROPLUU3c1kHKr7oL9rH//FraUfNZ/oSfr5K7ZIpVi2nr/KB9vP8Fr/1jSr5sl3Ry7yzPf72fhMHzyd7Av133Q2luU7zzJ/QFta1PDiSlIG8345hgIF03u3AGDNoXB+Pn6JNwe2o66PKxfiUpj36zGc7TWMbP9Qqef0nygEMzMz2bRpE6GhoSQmJrJ+/XqmTJlCcHAwU6dOJS4ujqpVq+b337JlC0ajkQEDBhS5TR8fn/zfXVxcUCgUFm1/GTlyZP7v1apVY+TIkaxevbqEMnswHSf048SPuzn98z4Afp/9BQ893JJWjwVw8ONfrQ8ym8lMKDzh/qXHK48Rtfs0Oxb+kN+WEls+vmVqOj+K4dhODCf2AJC7cRWqBq3RtHkY/b4NhfqrajXAFBuB8UxekW9MTcB45iDK6gUfpJyv3sr/3QzkhKzE6bXVKKv5YYoJK810SlTXju3o2rFdWYfxrzkNH0bWr7+TvSnvS1jae4ux6+iPw6P9yPz2h0L9zRkZ3P1Vxr7nw5hzdOh277Xop/T2xu2F50h+eQYeixaWZgoPpNHEflz8fjfRP+V9hg/PWkP1ni2pNzyAcysLf4brDQ/Azt2JzQPfwGwwApB5LdGiT9zuM8TtLlxAlAe+kwaS+MM2kn7aBcCVWR/j1rMN3sN7cnPlukL9vR/vicrdhfBBs/Lzzb1mOR85t21A6raj+UcIc6/dwnNgN5xalv4fzPt5fGIwv36/iU0/bQXg/VlL6dizA4HD+/Ldyh+tjlEqlbz+4Wy+eP8rWvg3w9nV8mzTpJlPcXjXET5+a1V+W9yVG6WXxAOqMyWQq9/u4tqPeZ/Bs6+sptIjragxojvRK34p1L/GiB5oPJw59Oi8/H2cfTWxUD+Vox0tP5rGmZc/46EXBpduEg/gm8ORDGlVh0EtawMwJ7A1+6NusOFUDOM7NyzU//S1JFrW8KJ/s5oAVHN3om/TGpy9nmzRp3uDqnR7qEp+ny3nr3LuekrpJ8R/ZI3g5s2b8fPzw8/Pj6CgIEJDQzGbzQQEBODl5cW6dZYTyrp16+jVqxeurq4lGkd8fDzbt2+nXTvb/wFWalRUaVaHywfOFTSazVw+cI7qrYueALVO9jx3cBnP/7Gcxz97CZ+HqhU8qVDw0MMtSbp8g1Ffz+Tl4x/x1IY3aNC7TSlmUkwqNcqqfhij7voDZzZjjDqDsmZ9q0OMVyJQVvVDWb0eAAqPSqjqt8IYeaLIl1HYO+ZtOut2ycUuiketRlO/PjnH7jqNaTaTc+wE2iZNirUJx0f7o9u5G7NOV9CoUOA+91Vu/7AWw+WYko35X1BqVHg1r8ON/ecLGs1mbhw4j0+belbHVO/VmoTjUfi/NZZhp1YyYOdCmj4bhEJZ+qeL/i2FRo1Ts7qk77f8DKfvP41Ta+tLc9x7tyfzRDg135pMi5Nf0mTHMipPCwZlwZ+q28cicO3cHLs6eV/+HRrVxrldI9J2F/05twW1Rk395vU5vr8gDrPZzLEDJ2jSpnGR48a9OIaUxFR+/3FzoecUCgUde/pz9dI1PvjuHX45HcKnv35I1z6dSyWHB6XQqHBrXofE/ZZ/lxL3ncO9rfW/S759WpN67CJN33mSR859Qre9i6j7/EC45z3d9J3x3NpxkqR956xupyzojSbCbqTiX6dSfptSocC/ji9nrllfStWiuhcXbqTmF37XUm5z4OJNutSrbNHnyOVbXEnKACDiZionrybS+a4+pek/cUQwJCSEoKAgALp27UpGRgZHjx7F39+fwYMHs379eqZOnYpCoSA2NpZjx46xZs2aEnv9l156iZ07d6LT6ejRowdvvfXW/QeVMEcPF5RqFZmJlkf3MhPT8a5b1eqYpEtx/PLKKuLDr2Lv4kDHSYE8uW4+H/eaScbNZJy8XbFzdqDz0wPY/f7P7HjnR+oFNOexT1/g6+FvceWI9XVatqBwdEGhUmG+bZmv+XZa3vo+K4xnDpDr5IL9xP+BAhQqNfoj29DvXV/EiyjQBo7DGBOO+dbVkk5B3IfSzQ2FWoUp2fJbryk5BXWtmvcdr2nUEE1dP9Leec+i3WnUCDAay82awL/YeeZ9hrPv+QxnJ6ThWreK1TEutSrh3NmbS+sPsXPMe7jW8cX/7XEo1SrOLCnifV1OqD1dUKhV6BNSLdoNiWnY16tudYy2pi8unZqRtGEfF5/4H3a1K1Pr7ckoNCpuLFkLwM2VoahcHGi690PMRhMKlZLr735H8vp9pZ3S33LzdEOtVpGcaPl+TklIoVbdGlbHNGvXlMAR/Rjfa5LV5z283XF0dmTU1OF8vmgNH7/9Gf7d27Hg8/k8P+xlq6eSbUnr6YpSrSLnnrNOOQlpOD1k/e+SY61KOHTxIW7dQY6OfBenOr40fWc8SrWaix/kfWarDOqIa/PaHOwzp9RzeBApWTkYzWa8nC1PAXs52RFj5TQ4QP9mNUnNzuHJL3cDYDCZGdbGjwldGuX3Gd+5IZk5BgZ9tBWVUoHRZGZaj6YENrv/PFgSyn0heOnSJc6ePcvKlSsBUKvV9O/fn5CQEPz9/Rk6dCirVq3i8OHDdOzYkdDQUKpVq0aHDh1KLIZXX32VqVOnEhMTw+LFi1m4cCHz588vse2Xlmsnorh2ouDCiqvHL/LMzkW0GfUwez4IyV+EGrH9BEdW552ai79wheptHqLNqJ5lWgj+E8o6jdEEDCH3188wXo1C6VUZbeCTaHoMRb+7cFGgHTABpW8NdKvmlkG04t9yeLQ/+qhoiwtL1A3q4zRsKInjrf9h/a9RKBXoktI5PGM1ZpOZ5LMxOFT2pMmUwHJfCP4TCqUCfVIaV2Z8BCYTWWej0Vb2wnfKoPxC0GNAZ7wGB3Bp2mJ0kVdxaFKHmvPHo49PJilkdxlnUHwOTg7MWT6LRa8sJi3FehGhuHMk9MDWQ/z0Wd4cFnU+mqZtmzBwzIAyLwT/EaWS3MR0zrz8GZjMpJ+5jH1lT/ymPsrFD0Kxr+pJkwVjOfLY25jKwVr1f+vPmFusPhDO7P6taVbVk6spt1m09RSr9l1gUre8I8Xbzl9j07lYFg72p66PKxHxqby37TQ+LvYEtahd6jGW+0IwJCQEg8FA165d89vMZjNarZbXX3+d2rVr07ZtW9atW4e/vz8bN25k2LBhJXqljY+PDz4+PtStWxc3NzdGjRrFM888Q6VKle4/uIRkpWRgMhhx8nazaHfyduX236wBvJvJYOTm+St41vLN36ZRbyDx4nWLfolRcdRs9/dXVZc2c1YGZqMRhbNlvgpnN8y3U62O0T4yHMOpfRiO5a1HMsbHkquxw27QZPR71llcKKMd8BSqBq3RfT4Pc3qy1e2J0mVKS8NsMKL09LBoV3p6YEr6+32isLfHoWcPMlZ/adGubd4MpYc7lULXFvRVq3Cd9jROjwWTMGxEicX/oHKS8z7DDvd8hh183NAV8RnOik/FbDBiNhW8d9MuXsfR1x2lRoVJbyzVmP8NQ3IGZoMRjY+7Rbva2w39Letrn/S3UjDrjWAy5bdlR11D6+uJQqPGrDdQY844bqwMJeWXvLXA2eFXsKvmQ+VpQ8u0EExLTsNgMOLpbfl+9vDxICmh8Pu5Wu2qVK1ZhXe+LLjYS3nn9OjuK9sY1W0st+ISMOgNxFy0vFjiysVYmrdvWgpZPJjc5HRMBiN2PpbvaTsfN3JupVodkxOfitlggLve07cvXsfe1yPvVHMLP+x83Oiy/e3855VqFZ4dG1JrfG821xhjMdaWPBztUCkUJN3WWbQnZebg7Vz4QhGAj/acJ7B5LYa0qgPAQ75uZOca+N/vJ5jQtRFKhYIlO8/wZKcG9G1aI7/PjbQsvjgYYZNCsFyvETQYDGzcuJFZs2axYcOG/J+NGzdSqVIlfvvtNwCCg4PZtm0bW7duJT4+niFDhpRaTOY7xURurm2v2DLpjdw4e5k6ne9aO6VQUKdzU66dKPpWDHdTKBVUalCD23dO1Zj0RuLOXMLLz/K0lFedyqReL7x416aMBkxxl1DVbVbQplCgqtsMU2yk9TEaOzCbLNvyHxd8MdAOeApV4/bovngDc0r5uDCmQjIY0EdGYtemdUGbQoFdm9bknj9f9DjAvkcACo2W7K3bLdqzt24ncexTJD45If/HmJBA5g9rSX5pRmlkUWwmvZGkM5ep0sXyM1y5SxMSjlu/JVLCsYu41PaFu77YuvpVIetmSrkuAgHMegOZZ6Nx6dK8oFGhwLVLczJPWL+dyu0/w7GrXcUiX3u/quTeTMasNwCgdNAWKgTMRlOZr5s06A1EnomkTZdW+W0KhYI2XVpx/viFQv1jo2J54uGnGN97Uv7PwW1/cPLQKcb3npRfBIadjqDmPaeWa/hV5+a1+FLP6X7MeiNpZy7j3fWuolShwKtrE1KPWf+7lPJnBI61K1vsY6e6VdDdzPsSkLjvHHsDXmF/z1n5P6kno7keepD9PWeVWREIoFEpaVTFnaMxBX83TGYzRy/fonl1L6tjdHpjoULrr4L/r2MTOr0R5T0Hr5QKBSazbXIt10cE9+zZQ1paGsHBwbi4uFg817t3b0JCQhgxYgR9+/ZlwYIFzJs3j86dO1OlSuH1NjqdjrAwy6tCnZycqFmz6HPwe/fuJTExkWbNmuHo6EhUVBSLFi2idevWVK9ufY1Lafrj880M+mAycWcuE3c67/YxGkc7Tv2cd7XWwMVTyLiZwq5FeUdDuj03mGsno0iOuYm9mxOdJgXiVt2bEz/uyd/moU9/J/jDZ7lyJJyYPy5Qr3tz6j/Smq8eL/tbkugP/obd0KmYrkdjvBaFplMgCq0d+uN53/q1wdMwpyej3/Y9AMbwY2g6P4op7jKma1EoPCujfWQ4xvDj+QWhNmgC6uZd0H27CHJ0KJzdATDrssBQPm7HUBxZWdnEXiu49+H1uHjCI6Nxc3WhSmXbHan+tzJ//Bn312ahD49EHxaG42PBKBzsyf49b6mC25xXMSUkkPHp5xbjHB/tj27/AczplqfUzOnpGO5tMxgxJiVjvFr260DDPttM5yWTSTxzmaST0TSa2Be1gx1Ra/M+w52XTSbrRgon38m7J17E1ztoMK4X7d8cQ9iabbjWqUyzZ4MI/2Jr/jbVjna41PHNf+xc0wePJjXJTckks4zvBRq/aiN1ljxP1ukoMk9dxHfCAJQO9iSu3QlA7aXPo7+ZxPV3vgXg1tdbqDSuPzXenMCtL37Hvk4VqkwL5tYXv+VvM3X7Mao8F0zu9QSyI6/i2LQOvpOC8rdZltZ+FsLsJTMJPxNJ2Mlwhk0cioODPZvW5u2v15bNJPFGIp++s5rcHD2XI2Isxt9Oz7to7e72Hz5eyxsfz+X04TOcOHQK/+7t6NSrI88Fv2SrtP7W5U9+p8Xyp0k9dYm0k1HUntQPtaMdV+9cRdxixdPobqYQ8VbeVdNXvtxOrfG9afLWWGI+34KTXxXqPT+ImM/zPvPGTB23w69ZvIYxKwd9yu1C7WVhTIf6zN34J42reNC0qiffHb1Itt7AwDtH7uZsOEolFwee65l3EKNb/Sp8e/giDSt70KyaJ7Ept/loz3m61a+C6k5B2O2hKnx+IJzKbo55p4ZvpvLtkcj8bZa2cl0IhoSE0KlTp0JFIECfPn34/PPPCQ8Pp2HDhgQGBrJ27VqGDh1qdVsxMTEMGjTIoq1jx458+eWXRb6+nZ0dP//8MwsXLiQ3N5cqVarQq1cvJk0qm/VHF347jJOXC91fCs67ofSFK3z/xLtk3lmk6lbVy+IUkr2bE4++MwFnHzd0aZncOHeZNUPmW5wKjth6jN9f+4LOzwTR940nSIq+wU9TlnH1WBFH3WzIePYQuU6uaHo+jtbFHdONGHRfvgWZeafRlG7eFt+Y9HtCATPaXiNQuHrm3VA6/Bi52wtuQ6Lx7wOAw8Q3LF4rJ2QlhpN7Sj2nknIu/CLjn52Z/3jRirxbSwzs9whvzXm5rMJ6YLpdu0l3d8N5wri8G0pHRZP88kxMKXmnDlW+lSxOEwKoatRA26I5SS8UfZ/Q8irmlyPYebrScvrQvBtKn7/CztGL0N35DDtV9bb4DGfFJbNj1Lu0mz+aoO1vk3UzhbDVWzl/161mvFr40SfktfzH7eaPBiDqp30cerHgliNlIeXXg6i93Kg6fQQaHw+yLlzm4pg3MNy5YMaumo/FER79jUQiR71BjfnjabJ9Kbk3k4lf/Rs3Pyq4M0Ts3FVUe2UUNd+ejMbbjdybKSR8u5UbS8v+htK7ftmDu6cbT00fh6ePB1Hno5k+ehYpdy4g8a1ayWL/Fsf+LQd5f9ZSRj87guffnEbspavMnTifs3+Wj6tpb2w8jNbLlfozgrGr5E76+SscHfEOuXeWOzhUs3xP6+KSOTr8HRq/OYauu99FdzOFy59ttnqrmfKoT5MapGTl8PHeCyTe1tHA142PRnbJv4DkRnqWxdK0iV0boUDByj3nuJWRjYejHd3qV2Vaj4IzA7P6tmTlnvMs3HyS5My8G0oPbe3H5G5FX21ekhRms42OPVZwb9YaVdYh2NTLo/87R9dKivbFd8s6BJtKHPRUWYdgU9svW79a/f+rxoqKd0ulF80ZZR2CTc0y/HfOHpSEhz/wK+sQbM5h9P3vclKu1wgKIYQQQojSI4WgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFJYWgEEIIIUQFpS7rACqKGgZFWYdgU8nbkss6BJtT732qrEOwKe8Nq8s6BJvqEzy+rEOwKftaqrIOweZ02/VlHYJNtfSLL+sQbEtRr6wjKJfkiKAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAUlhaAQQgghRAWlLusAiuvkyZOMHDmSrl27smrVKhITEwkICGDRokUEBgYW6j979mzCwsJYv349K1asYMeOHWzcuDH/+QYNGvzt602bNo1nn302/3FKSgoDBw4kPj6eP//8E1dX15JL7gE0HPsITZ8OxMHHjZQLsRye+zWJpy4V2V/r6kjrmcOo1a8ddu5O3L6eyNF533Jt12kAfP0b0PTpQLyb1cGxsgc7xy8hdutxW6VzX87DBuIy+jFUXp7kXowm9b0V5F6IsNrX55MPsG/TslB79oHDJL74GgCuE5/AsXcPVL4+oDeQGx5J2kdfkHs+vDTTKDbHIYNwGvE4Kk9P9NHRpC9Zjj7MemyeK5Zg16ploXbdocOkzHi1ULvr9BdxGhRE2rIPyfo5tKRDL1XHTp1lzfchXAiPIiEpmWUL59KzW6eyDusfcRg0CKfhw1F6emKIiiJ9+XIM4db3scfSpWhbtizUnvPHH6S+Wngfu7z0Eo5BQWR8+CFZISElHfo/ou05ELt+j6Fw88R4NRrdtyswXrL+GXaa9QHqRi0LtetPHSZrSd5nGDt77B+biKZ1ZxTOrpgSbpK7fR25u38rxSyKb9i4wYx+ejhePp5cvBDNe3OWceFU2H3H9Rr4MG9/PJ89W/bzyvjXrPaZ9c7LDH1iIItfX8EPn/9c0qH/Y05DB+I86s68FRVN6uIV6C9Yf097r1yMXeuWhdp1Bw+TNH02AC5PjcWhVw9Ule7M0xGRpH+yusht2tqPf17kq0MRJN3WUd/XnZn9WtGsmleR/b89HMnPx6O5mZaFu6OWRxpV57mezbFTqwAwmkx8svc8v5+NJem2Dh8Xe4Ja1GZi18YoFIpSz+c/UwiGhIQwevRoQkJCiI+Px9fXl4CAAEJDQwsVgllZWWzevJnp06cXub0DBw7k/75p0yaWL1/Oli1b8tscHR0t+r/22ms0aNCA+Pj4EsrowdUJ8qf9vFEcmrWGhJNRNJnQl97fzWRdt1fQJaUX6q/UqOj9wyx0SensnrSMrJspOFX3Jjc9K7+P2tGOlAuxXPxxHz1Xv2DDbO7PoVd33F+YQso7S8k5F47LiCH4rHiXG8HjMKWkFuqfNGM+aAre0ko3Vyp/9xlZO/fltxlir5Hy3goM12+gsNPiMiIYnw/f5cbgJzClptkgq6LZP9wD12lPk/b+EvQXwnB6LBjPxYtIGPEEptTUQv1TZr+OwiJfN7zXfI5u955Cfe26dUHbpDHGhIRSzKD0ZGfraFDPj8GBvXlh9oKyDucfs+vRA5dnniF98WL0YWE4Bgfj8d57JI4Zg9nKPk6dOxeFRpP/WOHqitfq1ej27i287S5d0DQuX/tY07479iOmkP3VUozR4dj1GYLT9HfJmDkOc0Zqof5ZK+aDuuA9rXB2xfl/n6H/s+Az7DDyaVSNWpH16UJMiTdRN22LwxPPY0pNwnDyDxtkVbReQQ/zwrypvDPrA86duMCIicNY8f37BHcdRUpSapHjqlSvzPNzn+HE4dNF9unetyvN2jTm1o3ys38BHHp2x+25p0ldtJTc82E4Pz4U7yXvEj98rPV5+tV5KNSW81alrz8je1fBe9pw9SppHyy/M0/b4Tx8KN7LFhE/bEyZz9Nbz8fywbbTvBbYhmbVPPnuyEWe+W4fG6f2w9PJvlD/TWevsHznGeYHtaNFDW+uJGUwb+NRFCiY3qclAGsOhvPzsWjeHNieupXcuBCXzLxf/sTZTsNI//qlntN/4tRwZmYmmzZtYsSIEXTv3p3169cDEBwczB9//EFcXJxF/y1btmA0GhkwYECR2/Tx8cn/cXFxQaFQWLQ5OTnl9/3+++/JyMhg/PjxpZNgMTWZ2I/I73cT9dM+0i7GcWjWGgzZOTw0PMBq/4eGB2Dn7sTO8Uu4dewit68lEn84nJQLsfl9ru8+w4lFIcRuOWarNIrNZWQwtzdsIvPXrRguXyFl4VJMuhycgvpa7W9Kz8CUlJL/Y+/fBrNOR/aOggkma+suco6ewHj9BoZLV0hd+jFKZ2c0D/nZKq0iOQ0fRtavv5O9aQuGmCukvbcYs06Hw6P9rPY3Z2RgSk7J/9G2bYM5R4dut2WRoPT2xu2F50h98y3MBqMtUilxXTu247lJY3kkoHNZh/KvOA0bRvbvv6PbsgXjlStkLL6zj/v3t9o/bx8n5//YtW2LWadDt2ePRT+ltzcuzz9P2oIFYCw/+1jbN5jcvZvQ79+KKe4K2V8uxZybg7ab9c+wOTMDc1pK/o+6SRvI1aE/WvCeVtVrgv7ANozhpzEnxqPf8zumq9Go/BraKq0ijZz0GBu+/41f127m8sUrLJz5AbpsHUEjCp+1+otSqeR/K+ey6oM1xF2Js9rHp7I30xc8z9yp/8NgMJRW+P+I84hhZP6yiazf8+at1EVLMOfk4FjUvJVuOW/Ztc+bt+4uBLO37SLnzxMY425guBxD2rI783S9sp+nv/kjkiGt/RjUsg51fdyYE9gGe42aDScvW+1/+loSLWt4079ZLaq5O9GpbmX6Nq3Jubhkiz7dG1SjW/2qVHN3olfjGnT087XoU5r+E4Xg5s2b8fPzw8/Pj6CgIEJDQzGbzQQEBODl5cW6dess+q9bt45evXqVyOnbqKgoPvroI959912UyrL751JqVHg1r0Pc/vMFjWYzNw6cp1KbelbH1OzVmoTjUXR8ayzDT61k0M6FNH82CIWy9A81/2tqNdqG9ck5eqKgzWwm5+gJ7Jo1LtYmnIL6kbV9N2adrsjXcB4ciCnjNvrI6BII+l9Qq9HUr0/OsbtOy5vN5Bw7gbZJk2JtwvHR/uh23pOvQoH73Fe5/cNaDJdjSjZm8WDUatQNGpB73HIf5x4/jqZx8d7T9v37o9u1C+7Zx26zZ5P5448YY2JKNuZ/Q6VGVbs+hvOWn2HD+ROo6hUvX223fuiP7IbcgnyNUedRt+qIwsM772UatkTpWx3DubL9MqvWqGnYvD5H9xfEYTabObr/OM3aFP0ZnvDSWJITU/jlh9+tPq9QKHhj+Ry+/fhHLkXGlHTY/45ajaZBfXL+vGfe+vM42qbFnKcH9CP7PvO006BH8+bpi2U7T+uNRsJupOBfxze/TalQ4F+nEmeuJVkd06K6FxdupHD2et7z11JucyDqBl3qVbboc+RyPFeSMgCIuJnKyauJdK5XpRSzKfCfODUcEhJCUFAQAF27diUjI4OjR4/i7+/P4MGDWb9+PVOnTkWhUBAbG8uxY8dYs2bNv37d3NxcXnrpJV555RWqVq3K1atX//U2/yk7TxeUahXZiZaHxbMT0nCra/3N4lyrEpU7e3Np/SG2j3kP1zq+dHh7HEq1ilNL1tsi7H9M6e6GQq3CmJxi0W5MTkFdu8Z9x2sbN0Bbz4+U/71f6Dn7Lh3wemsOCns7jInJJEybgSmt8Kl1W1K65eVruidfU3IK6lo17zte06ghmrp+pL3znkW706gRYDT+59YE/n+kdHNDoVJhSrb8lm9KSUFb8/77WN2wIRo/P9IXLbJodxwxArPRSHZo+drHCpe8fM1plu9pc1oKyir3/wyr/BqgquFH9heWn+Hsbz7E4cmXcF26FrPBAGYT2WsWY4w4W6LxPyh3TzfUajXJCZb5JicmU7ue9f3bon0zgoYHMqr3U0Vud+zUkRiNRn5cXT7WfN7tr3n63nnLmJyCXXHmrcZ581bK21bm6c4d8HhzLgp7O0xJySQ+/0qZz9MpWbkYzWa8nOws2r2c7IlJzLA6pn+zWqRm5fDkmt2AGYPJzLA2dZnQtaBQHt+lEZk5Bgat3IxKqcBoMjPt4WYENqtVmunkK/eF4KVLlzh79iwrV64EQK1W079/f0JCQvD392fo0KGsWrWKw4cP07FjR0JDQ6lWrRodOnT416/9wQcfULduXQYOHPivt1UWFEoFuqR0Ds1YjdlkJulsDI6VPWk6JbDcF4L/ltPA/uRevGT1wpKcY6eIHzUJpbsbToMC8Xp7LvFPTrO6nuW/wuHR/uijoi0uLFE3qI/TsKEkjp9UhpGJkuLQvz/66GiLC0vU9evjGBxM8sSJZRhZ6dB064/x6qVCF5Zoew1CVbcRmUvmYEqKR92gGQ5jnsOUkoTxwokitlb+ODo58MbyObz9ynukJVtf99awWX2GTwhmdJ8JNo7ONpwG9Mubt6xcBJJz/BS3xk5E6eaG08BAPBe8TsKEqf+5efrPmFusPhDO7P6taVbNk6spt1m05RSr9p1nUre8I8Xbzl9l07krLBzSgbo+rkTEp/Le1lP4uDgQ1KJ2qcdY7gvBkJAQDAYDXbt2zW8zm81otVpef/11ateuTdu2bVm3bh3+/v5s3LiRYcOGlciVNocPHyYyMpKtW7fmvy5Ahw4dmDJlCs8999y/fo3iyknOwGQw4uDtZtHu4ONGdoL1SSQ7PhWTwYjZZM5vS714HUdfd5QaFSZ9+VlLdC9TahpmgxGVp4dFu8rTA1PS36+bUNjb49i7O2mffmX1ebNOh+FaHFyLI/dcGJVDv8JpYD8yvvyhxOJ/UKa0vHyV9+SrLGa+Dj17kLH6S4t2bfNmKD3cqRS6tqCvWoXrtKdxeiyYhGEjSix+cX+mtDTMRiNKT0+LdqWHB8bk+6wFsrfH/uGHuX3PmQ5t8+Yo3d3x/umn/DaFSoXz00/jGBxM4vDhJRb/gzJn5OWrcLN8TyvcPDCn3SdfrT1a/+7o1t3zGdZosQ9+iqzl8zCcPgJA7tVLqGrWw67fMLLKsBBMTU7DYDDg6WOZr6e3J0kJhfOtXrsa1WpW4YOvFua3/bX86I/YXQR3HU0r/xZ4eHvw658FVwir1Wqen/cMwycGM9D/8VLKpnj+mqfvnbdUnh4YizNvPdKD9M++tPq8WafDeC0O47U4Us+H4fvT1zgO6Mftr8tunvZw1KJSKEjKzLFoT8rU4e1c+EIRgI92nyOweS2GtM5b3/iQrzvZuUb+99sxJnRtjFKhYMmO0zzZuSF9m9bM73MjNYsvDoRJIWgwGNi4cSOzZs2ic2fLReJTp07lt99+Y8SIEQQHBzN//nwefvhh4uPjGTJkSIm8/ooVK9DdtW7h7NmzzJ49m++++46axTiVU5JMeiNJZy5TpUuTgtu7KBRU6dKEsDXbrY6JP3YRv0EdQaGAO0Wsm18Vsm6mlOsiEABD3q1d7Nq1Invvwbw2hQK7dq24/fOGvx3q8EgACo2WrM07ivVSCqXS4srMMmEwoI+MxK5Na3L235Vvm9Zkrvv7o7f2PfLyzd5q+T7I3rqd3GOWtwLyXLyI7K3byfp9C8LGDAYMERFoW7cm56+7FigUaNu0IWv9ffZx9+4otFp02+/Zx9u2kXPcch97LFqEbvt2sjdvLtHwH5jRgDEmEnXjVhhOFLyn1Y1bkbtjw98O1bQPALUW/aF7PsMqNQq1Jn8++4vZZEJRhmu4AQx6A+FnImnXpQ17t+TtX4VCQbsurfn5y8L7NyYqluE9xlq0TZk5AScnRz54fTnxcbfYFLrVYs0hwPLv32dz6DZ+Xbup9JIpLoMBfUQkdm1bo9t317zVtjW3Qzb87VCHh+/MW1uKN0+jUKLQaP9dvP+SRqWiURUPjl6O5+GG1QAwmc0cvXyL4e2sr9XXGYzcuyxfeafBbDaDQoFOb0R5z8ErpVKB6Z73eWkp14Xgnj17SEtLIzg4GBcXF4vnevfuTUhICCNGjKBv374sWLCAefPm0blzZ6pUKbxmTqfTERZmeS8nJyenvy3o7n0uJSVvHUTdunXL5D6C5z/bTJclk0k6c5mEk9E0mdgXtYMdF9fmXW3Vddlksm6kcPydvKMDEV/voNG4Xvi/OYawNdtwrVOZ5s8GceGLrfnbVDva4XrXwlfnmj54NqlJTkommXHWF7/aSsb3IXjNm0luWCS558NxGTEUpYM9mb/mxe85fybGhETSVq62GOcc1I/svQcLrSdR2NvjOn4U2fsOYUxMQunuhvOwgah8vMnaWfh2HLaW+ePPuL82C314ZN6tRR4LRuFgT/ados1tzquYEhLI+PRzi3GOj/ZHt/8A5nTLfM3p6RjubTMYMSYlYyzD9a7/RFZWNrHXCq6ovB4XT3hkNG6uLlSpXKkMI3swmT//jNurr6KPiMi/fYzC3h7dnaLN9dVXMSUmcvuzzyzGOfTvT84B6/vYeE8bRiOm5PKxj3O3hOAwcSbGy5EYL4Wj7TMUhZ09ufvzPsMOk2ZiSkkk52fLz7C2Wz/0Jw5izrwnN10WhrBT2D8+iezcHEyJ8agbtkDbuRe6Hz62VVpF+n7VT8xb+iphpyM4fzKMEROH4eDowK8/5hVt85fNJuFmIisXriI3J5foCMsrTW+n3QbIb09LSSctxfLfwGAwkHQrmSvRZb9/AW7/8DMec2ehD48g93w4zsOHorC3J+u3vHnL4/VZGBMSSf/4nnlrQD+y9x3AlF54nnYZN4rs/YcwJSWjdHPFKXgQKh9viyuLy8qYjvWZu+Eojat60rSqJ98diSRbb2BgyzoAzNlwhEouDjzXszkA3R6qwreHI2lY2YNm1TyJTb7NR7vP0a1+VVR3vrx0q1+Vz/eHUdnVkbqV3Ii4mcK3hyMZ2LK2TXIq14VgSEgInTp1KlQEAvTp04fPP/+c8PBwGjZsSGBgIGvXrmXo0KFWtxUTE8OgQYMs2jp27MiXX35ZCpGXjsu/HMHe05VW04fi4ONG8vkrbBu9CF1i3gfJqaq3xWngzLhkto16l/bzRzNw+9tk3UzhwuqtnF35a34f7xZ+9AspuHmp//zRAFz8aR8HXlxlo8ysy96+h1R3N9wmj0Pl5UFuZDQJz83KX5isqlyp0JEBda3q2LVqxq2pMwptz2wyoq5dA6/A+ajcXTGlpZN7IYJbk17AcOmKTXL6O7pdu0l3d8N5wrj8G7MmvzwT050vICrfSmAyWYxR1aiBtkVzkl4o+p6Z/x+cC7/I+Gdn5j9etCLvvTmw3yO8NeflsgrrgeXs3k2GuzvOTz6Zf0PplBkz7trHvoXe06oaNdA2b07Ky/+dPP+iP7oHhasb9kPGoXDzwBgbTeb7szCn5+Wr9KwEJst8lZWro27QjMxFhT/DAFkfL8B+2AQcp8xG4eSCKTEeXcgX5O761Wp/W9r+yy7cvdyZ/Mp4vHw8iTwfxXOjppOcmJdv5Wq+FnP0/wfZO/eg9HDHZcKTqLw80F+MJvFFy3nLfM+8pa5ZA7uWzUl87pVC2zObjKhr1cSrfx+Ubnfm6bAIEp5+vlzc+aBPk5qkZObw8Z5zJN7W0cDXnY9GdsPrzqnhG2lZFkvTJnbLuyn0yt3nuJWRjYejHd3qV2Haw83y+8zq24qVe86xcPMJkjNz8HGxZ2hrPyYHFO/K639LYTbb6NhjBbem2uiyDsGmHql6o6xDsDm1nen+nf4f8d6w+v6d/h9JDi7b+4jamn0tVVmHYHOPbNeXdQg2taFWuT4WVOI8p/2370P6TziM+t99+/wn7iMohBBCCCFKnhSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlBSCQgghhBAVlMJsNpvLOoiKwNXJr6xDsKn3PDqVdQg251DBPkl9HrpW1iHYlGfIF2Udgk3lvPtyWYdgc+7LjpZ1CDaVNKpRWYdgU6Z0Q1mHYHMeoXvu20eOCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFBSCAohhBBCVFDqsg6guE6ePMnIkSPp2rUrq1atIjExkYCAABYtWkRgYGCh/rNnzyYsLIz169ezYsUKduzYwcaNG/Ofb9Cgwd++3rRp03j22Wet9lu8eLHV17SFiZPG8NwLE/H19eHc2TBeeXk+x4+fsdp3QFAfXn7lGfz8aqHRqImOjuHD5Z/z4w8b8vukZ16yOnbOawtZvvSz0kjhX2ky9hFaTAnEwceNpLBYDs79moRT1nMA0Lo60n7GMGr3a4e9uxMZ1xM5NP9bru46bcOoi6/B2Edo8nRefskXYjk692uS/iY/jasjrWYOo2a/dti5O5F5PZE/533L9Tv5VfJvQJOnA/FqVgfHyh7sHr+Eq1uP2yqdYnEYNAin4cNRenpiiIoifflyDOHhVvt6LF2KtmXLQu05f/xB6quvFmp3eeklHIOCyPjwQ7JCQko69FJz7NRZ1nwfwoXwKBKSklm2cC49u3Uq67D+EU2nfmgCBqFwccd0I4acDZ9junqx6P5dHkXTsS8KD2/MmRkYzhwid/O3YNADoKzTGG33QSir1UXp5kn2lwsxnj9qq3Tu6+kpY3n5paepXNmHM2cu8PwLc/nz2CmrfQcN6sesmc9Sr25tNBoNF6Mus2Tpp3z3XWh+n9WfL2HsE49ZjNu6dTeBA0aXZhoPRPtwEHb9HkPh5okxNhrddx9ivBxhta/TzA9QN2xRqF1/+ghZS18DQOHqjv2wiaibtEHh6Iwh8iy67z7EFH+9VPMoLru+g7AbOByluyfGmCiyVi/HGGV9znJ+Yymapi0LteuP/8Htt/PmLI/QPVbHZn39MTkb15ZU2EX6zxSCISEhjB49mpCQEOLj4/H19SUgIIDQ0NBCRVlWVhabN29m+vTpRW7vwIED+b9v2rSJ5cuXs2XLlvw2R0fH/N8XLlxI165d8x+7urqWREoPbMjQQN5+ZzYvPD+XY3+e4pmpT7Ju41e0afUIiQlJhfqnpKTy/qKVREZGo8/V07ffw3z0ySISEpLYuWM/APX82luM6dW7Oys/eodfNmwptL2yVneAPx1fH8X+V9cQfzKK5hP6EvjtTH4MeAVdUnqh/kqNisDvZ5GdlM72ycvIvJmCS3VvctKyyiD6+6sd5E/beaM4PGsNiSejaDShL498N5ON3YrOr9cPs9AlpbN30jKybqbgXN2b3PSC/NSOdqRciCXqx330WP2CDbMpHrsePXB55hnSFy9GHxaGY3AwHu+9R+KYMZhTUwv1T507F4VGk/9Y4eqK1+rV6PbuLbztLl3QNG6MMSGhNFMoFdnZOhrU82NwYG9emL2grMP5x9QtOqMd8CQ5oZ9gjI1E23UADhNeJ2vRNMyZaYX7t+yKtv8Ycn76EOOVcJQ+VbF77DkAcn9dA4BCa48pLgb9nztxGDvLpvncz7BhQbz/3jyemTqLo3+e5LlnJ7Dp9+9o3LQbCdbm6ORUFr6znIiIKHJz9QT2f4TVny0m4VYi27YXvKe3bNnFUxNfyn+ck5Nrk3yKQ9O+O/bDp5D99TKMl8Kw6zUUp5ffIePVJzFnpBbqn/XhfFAVlB4KZ1ec31yF/s+CfB2ffROMBrJWzMOcnYm2TzBO0xeR8dpTkKuzQVZF03TqgcO4Z8j6dDGGi2HYPxqM89z3SH92DOb01EL9M9+bC+q75iwXV1w/WE3uHwX5pj41xPI1WrXH8ZkZ6A/vK7U87vafODWcmZnJpk2bGDFiBN27d2f9+vUABAcH88cffxAXF2fRf8uWLRiNRgYMGFDkNn18fPJ/XFxcUCgUFm1OTk75fV1dXS2es7OzK51E72Pas0/x1Zq1fPdNCBHhUbzw3Byys7MZ88Qwq/0P7D/Cb79uIzIimsuXY/n4oy85dy6cjh3b5ve5FZ9o8RMY+Aj79h0mJuaqrdIqtmaT+hH2w24iftpH6sU49s1ag0GXQ8PhAVb7N3g8ADt3J7Y9tYT4Yxe5fS2RG4fDSQ6LtXHkxdNoYj8ufr+b6J/2kXYxjsOz1mDMzqFeEfnVG56X3+7xS0g4dpHMa4nEHw4n5UJBfnG7z3BqUQhXtxyzVRoPxGnYMLJ//x3dli0Yr1whY/FizDodDv37W+1vzsjAlJyc/2PXti1mnQ7dnj0W/ZTe3rg8/zxpCxaA0WiDTEpW147teG7SWB4J6FzWofwrmm5B6I9sx3BsF+Zb18hZ9wlmfQ7q9j2t9lfWbogxJhzDqf2YUxIwRp7GcGo/qhoP5fcxRpwgd+v3GM8dsVUaxfbi8xP5fPX3fPX1T4SFXeSZqbPIysrmyXHDrfbfu+8PNm7cQnh4FJcuXWHFh6s5czaMzp0tv6Dn5OYSH5+Q/5OaWriILiva3kPJ3bcJ/YGtmOJiyf56KebcHLRd+1rtb87MwJyekv+jbtIGcnXo/8wrepS+1VDXa5xXWF6OwHTzGrqvl4FWi6ZDD1umZpX9gGHk7Pid3N1bMF27QtaniyFHh7ZnEXPW7QzMqcn5P5rmbSFHR+6hPQV97nrenJqMpn0XDOdOYoq/YZOc/hOF4ObNm/Hz88PPz4+goCBCQ0Mxm80EBATg5eXFunXrLPqvW7eOXr16ldiRuzfeeAN/f3+Cg4MJCQnBbDaXyHYfhEajoWWrpuzefTC/zWw2s2f3Qdq3b1WsbQR078RDD/lx8OCfVp/3qeRNn749+Oarn0ok5pKk1KjwaVaH6/vPFzSazVzbfx7f1vWsjqnduzW3TkTR5a2xjDm5kmE7FtJqWhAKpcJGURefUqPCq3kdbtyT340D5/FpYz2/6r1ak3A8Cv+3xjLs1EoG7FxI02fLZ35WqdWoGzQg9/hdp6rNZnKPH0fTuHGxNmHfvz+6XbtAd9dRAoUCt9mzyfzxR4wxMSUbsyg+lRpltboYL961DMNsxnjxDKpa1pfmmGLCUVWvi/JO4afw9EXdsA2G8PK1nMEajUZD69bN2blrf36b2Wxm564DdOjQpljbeLhHFxrUr8v+/Yct2gO6dSTu2mnOn9vHhysW4unpUaKx/2MqNara9TGcP1HQZjZjuHACVb3ifYa13fqhP7Kn4EifRpv3X/1dRz3NZjDoUT/UtGTi/qfUalR1G2A4Yzln6c8cR12/ePna9exP7sFdkGP9yKbCzQNN6w7k7NxUEhEXy3/i1HBISAhBQUEAdO3alYyMDI4ePYq/vz+DBw9m/fr1TJ06FYVCQWxsLMeOHWPNmjUl8trPPfccHTp0wMHBgQMHDvDGG2+QlZXFE088USLbLy4vLw/UajUJtxIt2m/dSqR+/bpFjnN1dSH84iHs7LQYjSZeevF1du86YLXvyFFDuJ2RyS8by99pYXtPF5RqFdkJlt+EsxPTcK9XxeoYl5qVqNrJm6gNh9j8xHu41faly9vjUGpUHF+y3hZhF5vdX/kl3pNfQhqudYvIr1YlnDt7c2n9IXaOeQ/XOr74vz0OpVrFmXKWnzVKNzcUKhWm5GSLdlNKCtqaNe87Xt2wIRo/P9IXLbJodxwxArPRSHZoaBEjhS0onFxQqFSYb1u+p823U1FWqmZ1jOHUfhROrjg88xYoFChUavR/bEG/q/zvS29vT9RqNbfi752jE2jY4O/n6NiY43fmaCPTnp3Njp0FxeTWbbtZv2ETMTFX8fOrxYL/zeL3X7+hc9cgTCZTqeVTHAqXvM+wOT3Fot2cloKyco37jlfVaYCqeh2yv3g/v810IxZTYjx2wRPI/mpJ3tG2PkNRelZC4e5V4jk8iL/yNaVazlnmtBRU1e4/Z6nqNURVy4/MjxYV2UfbvQ/m7Cz0R/YX2aeklftC8NKlS5w9e5aVK1cCoFar6d+/PyEhIfj7+zN06FBWrVrF4cOH6dixI6GhoVSrVo0OHTqUyOtPnTo1//fGjRuTnZ3N6tWrbV4I/lMZGbfp0vFRnJwdCejeibcXvkbM5VgO7C98WmXMmGH8tHZjuVp/8m8olAqyk9LZN2M1ZpOZxLMxOFb2pMWUwHJXCP4TCqUCXVI6h+/kl3w2BofKnjSZEvifKAT/LYf+/dFHR1tcWKKuXx/H4GCSJ04sw8jEP6Xya4Km51By1q/CFBuJwrsKdkFPoXlkGPodP5d1eKUiI+M2bdr1xtnZiYd7dOH99+Zx+XIse/f9AcBPP/2S3/fcuXDOng3jYsQfdA/oxK7d1r/U/1douvXDePWS5YUlRiOZH87HcfzLuK3cgNloxHDhBPozR4D/yNmOItj17I/hSnSRF5b81Sd3/w7LI6KlrNwXgiEhIRgMBouLNcxmM1qtltdff53atWvTtm1b1q1bh7+/Pxs3bmTYsGEoFKXzhmnRogUfffQRubm5aLXaUnkNa5KSUjAYDPhU8rZor1TJm/j4ohfDm81mLl26AsDZM2E0aFCPl6c/XagQ7NipHfUb1GXc2GdLPvgSoEvOwGQw4uDjZtHu4O1G9i3r62WybqVi0hsxmwpO5adGXcfJ1x2lRoVJX37WjuX8lZ/3Pfn5uKFLKCK/+FTMBsv80i5ex7Ec5meNKS0Ns9GI0tPTol3p4YHxnqOEhdjbY//ww9y+58i/tnlzlO7ueP9UsLxBoVLh/PTTOAYHkzjc+lotUfLMmRmYjUYUzpbvaYWzu9WLCAC0fUZiOL4Xw9EdeQ03Y8nV2mM39Gn0O0PyThGWU4mJyRgMBir53jtH+3DzPnN0dHQMAKdPn6dhw3rMnDEtvxC81+XLsSQkJFG3bu0yLwTNGXmfYYWr5alqhZtHoaOEhWjt0bbvgW7Dl4WeMl25yO15U8DBCYVajTkjDac5KzDGRJZg9A/ur3yV7p7cPbsq3DwKHSUsxM4ebeeHyV5b9NlKdaNmqKrVJPODN0om4GIq12sEDQYDGzduZNasWWzYsCH/Z+PGjVSqVInffvsNyLtoZNu2bWzdupX4+HiGDBlyny3/c2FhYbi5udm0CATQ6/WcOnmO7t0LbiGhUCgI6N6Jo0dPFns7SqXSauxPjB3GiRNnOXe26G8qZcmkN5Jw9jLVujQpaFQoqNalCfEnoqyOif/zIm61feGuLwVuflXIvJlS7ookk95I0pnLVLknv8pdmpBw3Hp+Cccu4nJPfq5+Vcgqh/lZZTBgiIhA27p1QZtCgbZNG/QXLvztUPvu3VFotei2b7doz962jaSnniJpwoT8H2NCAllr15LyyiulkYUoitGA6Xo0qnrNC9oUClT1mmG8Yv3WImjtwHzP6U7TX+/l8n00SK/Xc+LEGR7u0SW/TaFQ8HCPLhw+XPw1jkqlEju7ov++VKtWBS8vD27cjP9X8ZYIowFjTCTqxpafYXWjVhij/v4zrGnXDTQa9Id2Ft0pOxNzRhpK32qo6tTHcPJQCQX+DxkMGKMjUDezzFfTvA2GyL/PV9upO2i05O7dXnSfnoEYoiIwXokuoYCLp1wfEdyzZw9paWkEBwfj4uJi8Vzv3r0JCQlhxIgR9O3blwULFjBv3jw6d+5MlSqF11TpdDrCwsIs2pycnKj5N2uRdu3aRVJSEi1atMDOzo6DBw/y6aefMn78+JJJ8AF9uGI1n6x6n5Mnz3Ls2Gmemfokjo6OfPtN3v3RPv3sfeLi4nlj3nsAvDT9aU6eOMvlS1fQ2mnp3ac7w0cM4sXn51ps18XFmUGD+/Paq2/bPKcHcXbVZrovmUzC6cvcOhVNswl90TjYEbE27zL8Hksnk3kzhaPv5B0NOv/1DpqM60XnN8dw7ottuNWpTKtpQZz7YmtZplGksM8203nJZBLPXCbpZDSNJvZF7WBH1J38Oi+bTNaNFE7eyS/i6x00GNeL9m+OIWzNNlzrVKbZs0GE35Wf2tEOlzq++Y+da/rg0aQmuSmZZMYVvp2FrWX+/DNur76KPiIi//YxCnt7dJs3A+D66quYEhO5/ZnlPS0d+vcn58ABzOmWt9Uxp6djvKcNoxFTcjLGq+XvSviiZGVlE3ut4G4I1+PiCY+Mxs3VhSqVK5VhZA9Gv+8X7B5/DtO1aIxXL6Lt+igKrT2GP/P++NsNfw5zWnLefQIB44U/0XQLwnT9MsbYSJTeVfKOEl74s6BA1Nqj9K6c/xpKT1/MVWtjzrqNOTWxUAy2tGTZZ6xZvYTjJ87w558nee7ZiTg5OfDlV3n3glvzxTLi4m7w2px3AJg5YxrHj58m+tIV7Oy09Ovbk9GjhjJ1Wt795ZycHHl9zkusW7+Jm/G3qOtXm4ULXyMqOoZt2wrfMqks5G4LxWHCDIwxERgvRaDtPQSFnT25B/LWmjtMmIkpNZGckNUW47Td+qE/cRBzZuFbY6nbdsOckYYp+Raq6nVwGPkMhhOHMJwv+4uGdL/+jNOzr2KMjsi/fQx29uTuypuzHJ99FVNyIrrvLOcs7cP90R89gPl24XwBcHBE2zGArK8+Lu0UCinXhWBISAidOnUqVAQC9OnTh88//5zw8HAaNmxIYGAga9euZejQoVa3FRMTw6BBgyzaOnbsyJdfflnk66vVar777jvefjuvQKpZsyazZs3iscceK3JMaVoX+jve3p7MnvMivr7enD0TxtBB4/IvIKlevarF4mEnRwcWL3mTqtUqo8vWERkZzcSnXmJd6O8W2x0a/CgKhYKQn3+1aT4PKvrXI9h7udJ2+lAcfdxIvHCFTWMWkZ2Y98FyruZtcZo080Yym0a9S8f5owne/jaZN1M4t3orpz4qn3nG/HIEO09XWk4fmndD6fNX2Dl6Ebo7+TlVtcwvKy6ZHaPepd380QRtf5usmymErd7K+ZUF+Xm18KNPyGv5j9vNz7sJbdRP+zj04iobZVa0nN27yXB3x/nJJ/NvKJ0yYwamlLzTSipf30KnA1U1aqBt3pyUl18ui5Bt4lz4RcY/OzP/8aIVeftqYL9HeGvOfydvw+mDKJxc0fYZjsLFA1PcZbI/fzP/AhKluw+mu/Zv7s6fMWNG23ckCjdPzLfTMYQdyy8UAVTV6+LwdMG9Fe2C8r6Y64/tImftChtlZt3PP/+Cj7cn81+fTuXKPpw+fZ7AR0dz684cXbPGPXO0kyMrli+kevXKZGfriIiI5olxz/Hzz3nrAo1GE82aNWLMmGG4u7sSFxfP9h17mTf/PXJzy8dabv3RPShc3LAfNA6FmwfG2GgyF7+af089pVelQkd5lZWro67fjMz3ZljdptLdE7sRU1C4emBOTSb30HZyfvnWal9b0x/aTbabO/bDn8w7RXw5itsLZmBOy5uzlN6F5yxl1RpoGjcn442iP7vaLg+DQkHugb85QlpKFOayuBdKBeTq5FfWIdjUex7/zf8Lwr/hUME+SX0eulbWIdiUZ8gXZR2CTeW8+98pOEuK+7Ly838osYWkUY3KOgSbMqUbyjoEmyvq/1pyt3K9RlAIIYQQQpQeKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISooKQSFEEIIISoodVkHUFG093yorEOwqV7ut8o6BJtLTnEs6xBsyr6WqqxDsKmcd18u6xBsym7mB2Udgs3Zr+xZ1iHYlKZjs7IOwaaMZyLKOoRySY4ICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUFIICiGEEEJUUOqyDqC4Tp48yciRI+natSurVq0iMTGRgIAAFi1aRGBgYKH+s2fPJiwsjPXr17NixQp27NjBxo0b859v0KDB377etGnTePbZZwFYt24da9asISYmBmdnZ/r27cu8efNKNsFiCho7gMcmB+Pp40l02CU+fP0jIk5F3Hdc96AA5qyczcGth5g34Y389h1Xt1rtv2rBZ/z0aUiJxf1PuQ4fgNu4Yai8PcmNuETSwpXknLOeb5Uv3sOhXYtC7Vn7jnBz6lwAHHt2xvWxR7Fr/BAqd1euBU8hN+JSqebwIHzG9qPylMFofNzJCovh6tzPyDx1scj+Klcnqs0YhXu/DqjdXci9four878gbdfxvA5KJVVfGo7XkAA0ldzJvZlC0s+7uLHsJxtldH/angOx6/cYCjdPjFej0X27AuMl6/vYadYHqBu1LNSuP3WYrCWv5T2ws8f+sYloWndG4eyKKeEmudvXkbv7t1LMovg0nfqhCRiEwsUd040YcjZ8julq0ftY0+VRNB37ovDwxpyZgeHMIXI3fwsGPQDKOo3Rdh+EslpdlG6eZH+5EOP5o7ZKp8QcO3WWNd+HcCE8ioSkZJYtnEvPbp3KOqwHNmnyGJ5/YRK+vj6cPRvG9Jfnc/zYaat9gwb2Yforz+DnVxuNRk10dAzLl33Ojz+sz+9zO+uy1bGvzV7IsqWrSiWHB7X2ZAxfHbtMUmYO9X1cmPlwE5pWcS+y/3fHL/Pz6VhuZmTjbq/lkfqVebZrA+zUKgD6f7abG+nZhcY91qImrz7StLTS+Mc03R5F23MoClcPTNcvo/v5Y0xXIovu330g2q6BKDx8MGemYzh5gJxfvsz/TNvaf6YQDAkJYfTo0YSEhBAfH4+vry8BAQGEhoYWKgSzsrLYvHkz06dPL3J7Bw4cyP9906ZNLF++nC1btuS3OTo6ArBmzRq++OILZsyYQYsWLcjKyuL69eslnF3xdB8QwJS5k1g2ewVhJ8MZ+tRg3vnmLZ7s/hSpSWlFjvOt7svkORM5c+RsoeeGtR5u8bh9j3a8/N6L7N98oFBfW3PqE4DXK5NJ+N9ycs6E4zZmCJU/fZurA57ClJxaqH/8C2+i0BS8pZXurlQP+YTb2/YVtDnYozt5jsyte/F54yVbpFFsHgM6U+P18Vx59WMyT0biOyGIh76dx7mAqRis7F+FRk397+ejT0rj0uRF5N5MRlvdB2NaZn6fys8MweeJvsS8sIzsyKs4tahL7Q+ew5iRya0vfrdlelZp2nfHfsQUsr9aijE6HLs+Q3Ca/i4ZM8dhzkgt1D9rxXxQF+xjhbMrzv/7DP2fBfvYYeTTqBq1IuvThZgSb6Ju2haHJ57HlJqE4eQfNsiqaOoWndEOeJKc0E8wxkai7ToAhwmvk7VoGubMwvtY3bIr2v5jyPnpQ4xXwlH6VMXusecAyP11DQAKrT2muBj0f+7EYewsm+ZTkrKzdTSo58fgwN68MHtBWYfzjwwdGsjCd17j+efmcOzPU0ydNp4NG7+idcueJCQkFeqfkpzKe4tWEhkRTW6unn79HuaTTxeRkJDEzh1572m/Ou0sxvTu3Z2PPn6XjRs22ySn+9kaHscHe8N57ZG84u/74zE8E3qUDeMD8HS0K9R/c9h1lu+PYH6fZrSo6sGVlExe33IGFDC9e2MAvh3VCZO5YExUYgZPhxylV4Mqtkqr2NStu2E3eCK6tR9iiglH02MQjlP/R+abkzDftvKZbtsdu4FPovtuKcZLF1BWqob9mLy/RTnrPrN1+HkxlcmrPqDMzEw2bdpEaGgoiYmJrF+/nilTphAcHMzUqVOJi4ujatWq+f23bNmC0WhkwIABRW7Tx8cn/3cXFxcUCoVFG0BaWhpLly7lk08+oWPHjvntDRs2LMHsim/oxCFs+mELW3/aBsDSV5fj37M9fR/vw48fWT/Co1QqeXX5TL764Bua+TfF2dXZ4vmUhBSLx516d+TUodPciL1ZOkk8ALcnhpIeupnbG/LyTXxzGY5d2+MyuA9pq9cW6m9Kz7B47NSvO2adjsxt+/Pbbv+2EwB1Vd9SjPyf8Z00kMQftpH00y4Arsz6GLeebfAe3pObK9cV6u/9eE9U7i6ED5qF2WAEIPfaLYs+zm0bkLrtaP4Rwtxrt/Ac2A2nlg+VcjbFo+0bTO7eTej35x2Zzv5yKeoWHdB260vO7z8W6m/OtNzHGv8ekKtDf3RvfpuqXhP0B7ZhDM87CqPf8zt2PR5F5dewzAtBTbcg9Ee2YziWt49z1n2CqlEb1O17ot9deB8razfEGBOO4VTee9iYkoDh1H5UNevn9zFGnMAYccI2CZSirh3b0bVju/t3LMemPTeBL9es5dtv8s6mPPfsa/Tp24MxTwxj8QefFOq/f/8Ri8cfffQlI0cPpVOntvmF4K34RIs+gY/2Yt/eP4iJuVpKWTyYb49fZkizGgxsWgOA13o1Zf/lW2w4e43x/nUL9T8dl0rLah70a1QNgKpujvRtWJVzN1Lz+9xbQK45Gk0Nd0faVPcsvUT+Ie3Dg9Ef2oLh8HYAcn78EHWTdmg69iZ3+8+F+qvqNMJ46QKGY3sAMCbfwnBsL8raf3+WsjT9J9YIbt68GT8/P/z8/AgKCiI0NBSz2UxAQABeXl6sW2c5ga5bt45evXrh6ur6r1734MGDmEwm4uPj6devH926deP555/nxo0b/2q7/4Rao6Z+s4c4caBgwjebzZzYf5LGbRoXOW70C6NITUply1rrp4Dv5u7tjv/D7YvVt9Sp1dg1fojswycL2sxmsg+fxL5Fo2JtwnVIX25v2Ys5W1dKQZYchUaNU7O6pO8/U9BoNpO+/zROra1PEO6925N5Ipyab02mxckvabJjGZWnBYOy4GN9+1gErp2bY1cn74uSQ6PaOLdrRNruclA4qNSoatfHcP6uWMxmDOdPoKpX9Hv6btpu/dAf2Q25BfvYGHUedauOKDy8816mYUuUvtUxnDtWouE/MJUaZbW6GC/edZrQbMZ48QyqWtb3sSkmHFX1uihr5BXuCk9f1A3bYAg/bouIxQPQaDS0atWU3bsLzqaYzWZ27zpIe//WxdpG9+6deOghPw4csH5qv1Ilb/r27cFXX5WPpR16o4mw+HT8a3rltykVCvxrenPmRorVMS2qunMhPi2/8LuWmsXBy7fo4udjtb/eaGLThesMbFodhUJR4jn8Kyo1yhr1MEacKmgzmzFGnEJZx/oBI+PlMFQ16qGslfdlTuFVGVWTthjP/2mDgK37TxwRDAkJISgoCICuXbuSkZHB0aNH8ff3Z/Dgwaxfv56pU6eiUCiIjY3l2LFjrFmz5l+/7rVr1zCbzXzyySe89tpruLi4sHTpUp588kl++eUXtFrtv36N4nLzdEWlVpGSkGrRnpKYQo16NayOadquCf2G92Fyn2eK9Rq9g3uRlZldLk4LqzxcUahVGJMsJxNjUgqaOtbzvZtd0wZoH6pDwuuLSyvEEqX2dEGhVqG/Z/8aEtOwr1fd6hhtTV9cOjUjacM+Lj7xP+xqV6bW25NRaFTcWJJ3xPTmylBULg403fshZqMJhUrJ9Xe/I3n9PqvbtCWFixsKlQpzmuU+NqeloKxy/32s8muAqoYf2V+8b9Ge/c2HODz5Eq5L12I2GMBsInvNYowRhZdG2JLCySUv33tOF5lvp6KsVM3qGMOp/SicXHF45i1QKFCo1Oj/2IJ+V6gtQhYPwMvbA7VaXegI3q1bidRvUPjI2F9cXV2IjPoDOzstRqOJF1+Yy+5d1ufgkaOGkpGRyS8bt1h93tZSsnMxms14OlkewfNytCMm+bbVMf0aVSMlW8+TP+YdnTeYzAS3qMlT/vWs9t8dFU9GjoEBTazPg2VJ4eyKQqXClHHPHJaeisrX+hxmOLaHHCdXHF98L/8znbv/d3K3lV1xX+4LwUuXLnH27FlWrlwJgFqtpn///oSEhODv78/QoUNZtWoVhw8fpmPHjoSGhlKtWjU6dOjwr1/bZDKh1+uZM2cOXbp0AWDx4sV07tyZI0eO0LVr13/9GqXFwcmBmUtnsHjGUtJT0os1pu/jfdi1fhf6nLJZsFqSXIb0JSfyUpEXlvx/oFAq0CelcWXGR2AykXU2Gm1lL3ynDMovBD0GdMZrcACXpi1GF3kVhyZ1qDl/PPr4ZJJCdpdxBv+Oplt/jFcvFbqwRNtrEKq6jchcMgdTUjzqBs1wGPMcppQkjBfKwZHQB6Dya4Km51By1q/CFBuJwrsKdkFPoXlkGPodhU87if+ejIzbdOoQiJOzI927d2bhO3OIuRxb6LQxwBNPDOOntRvJycktg0hLxrGrSXxxJIpXezalWRU3rqZm8d7uC6z64yKTOhZesrLh7FU61/GhkrN9GURb8lQPNUPb5zFy1n6E8UoESu8q2AVPxtx3BLlbfiiTmMp9IRgSEoLBYLAousxmM1qtltdff53atWvTtm1b1q1bh7+/Pxs3bmTYsGElcgj5rzWD9eoVfFPx9PTEw8PD5qeH05LTMRqMePi4W7R7eHsUWucHULVWFarUrMyCNW/mtymUef8mWy9vYlz3p7hxpSCH/2vvvsOaSro4AP9S6L0qoIhYwIZdFMWuqKhYwLXr2nvv3V39dHXtve3q2hVU7G3tvYNIEwRRkd5r2nx/sAQiQVEhAXLe58mzZjL35pxNcnMyd+ZSt1ldWFevjBUT/lcyCXwncWIKmEgMnomRTDvPxAji+ISvbsvR0oRul7ZI2HagJEMsVqKEVDCRGGpfvL58UwMIY+SfYhHGJIIJxYBEIm3LDPkI9QrG4KjxwYQiVF40HJ+3eSHxbM4IQ2bge2hYmaHipL5KLwRZajKYWAyOgexrzDEwAkv++msMdU2oO7ZF1qkvXmM1dWi6j0TG5qUQ+eR8kQo+vAPPujo0unogQ4mFIEtPzclX10CmnaNrKHdhDACouwyE6PltiJ5cz2mIioBAXRMafcdD+K8nwJjc7YjixcclQiQSwbyCqUy7ubkpoqNjC92OMYZ3794DAF77BsDOvjpmzppQoBB0cmqKmnbVMHTo5OIP/gcZaamDx+EgIT1bpj0+IxsmOgUXigDA9vvBcK1thT4OOSNmNcz0kSkUY8W11xjVvDq4+b67I1My8TgiDn/2bFxySfwElpYCJhaDq2cESb52jr4hJCnyj2HqrkMgenIDwoc5U7AkkeE5VzoYMBmCK8eU8pku1XMERSIRvL29MW/ePJw5c0Z68/b2hrm5Oc6fz7kchLu7O65evYorV64gOjoaffr0KZbnb9QoZ15HWFje8v2kpCQkJibKLE5RBJFQhODXb9GoZUNpG4fDQcNWDeD/3L9A/4jQDxjVcQzGdhkvvT289givHvhgbJfxiI2UPTB17e+CIN9gvAsoJZdSEYmQ7f8WWo4N8to4HGg1b4Asn4CvbqrT2RlQV5MuDCkLmFCE9Neh0GvlkNfI4UC/lQPSX8gf1Ux7GggNGwsg34FT09YSgqgEMKEIAMDVUofM8jsg5xQxtxTMtRGLIA4PBr923nsaHA74tRtCHFLwPZ2fWrM2AF8dwgfXZR/g8cHhqxU4mDKJRGbupFKIRZB8CgWvuuxrzKteD+L3hYxcq2sATCLbJhHnblwiYZIfIxQK8fKlH9q2bSlt43A4aNvOCU8eF/0HCJfLgYZGwWlHQ4f1w4sXvvB7/fXjnyKp8bioVUEfjyPyVkRLGMOTiHg4WBjJ3SZLKJYp9gBI739ZA531+wBjbQ04FzJ/UOnEIkg+hIBnl++yZRwOeDUbQBIWKHcTjroG2JeJSn/MK+czXapHBG/duoXk5GS4u7tDT09P5rHOnTvD09MTAwYMQJcuXbBixQosXboULVu2hIVFwSXmWVlZCAiQ/QDp6OjA2tq60OevWrUqOnTogJUrV+K3336Drq4u1q9fD1tbWzg6OhZPkt/Ba88pzFk/C0G+wQh6FYQ+I3tDU0sTl/9bRTx3w2zERcVh3x9/Q5gtRHjQe5nt01Jy5mx82a6tq43Wrq2x6/fScU2qXMn/eMFs5Wxkv3mL7Nc5l4/haGki7UzOLymzlbMhiolH4qa/ZLbT690FGTceQJKcWmCfXH098C3MwDPPmdysZpPzq1Qcl1hgPqKiRe/2RtUNU5HhE4L0V29RYVQPcLU0EXc8p6C12TgVwqh4fFp9CAAQ889lmA/vhsq/jULMXxegWdUCFpPcEfNX3vXykq49g8UUdwg+xSIz+AO061ZFhTE9pftUNsFlT2iNngtxWDDE7wKh7tIXHA1NCP5bRaw1Zi4kiXHIPrlPZjv11l0hfHEfLP2LaQ9ZGRAFvILmL2OQKciGJC4afPv6UG/ZCVlHdygqrUIJ75yFxi9TIPkYCvGHt1B37g6OuiZET3NeD43+U8CSE3KuEwhA7P8Uaq17QvIpDOKIYHBNLXJGCf2f5hWI6prgmlaUPgfXuAKYpQ1YRhpYUlyBGEqrjIxMRHyMlN7/FBmNwOBQGOjrwaKiuRIjK7qtm/di1551ePHCF8+f+WDipBHQ1taWriLevWcdIiOjsGzpWgDAzFnj8eLFa4S9ew8NDXV0dmmHAQN6Y9rUxTL71dPTRe8+3bBg/kqF5/QtgxtXxZLLvqhd0QB1KxriyIswZApFcKubM6dv0SUfmOtqYIpzzuKJ1tXMceh5OOzM9VHPwhAfEtOx40EwWttWAC/fD1QJY/D2+4juta3AV/aPuK8Q3DgNzSEzII54C0l4MNTauYGjoQHhf6uINYfMhCQ5HoKz+wEAIr8nUG/XO+cYEB6Uc0mo7kMgev2k4I8+BSnVhaCnpyecnJwKFIEA4OLigr179yIwMBD29vZwdXXF8ePH0bdvX7n7Cg8PR69evWTaWrRogf379381hjVr1uB///sfxo4dCy6Xi6ZNm2Lv3r1QU1P70bR+2K1zt2FgbIDhM4fCyMwIof7vMH/IQiTFJQEAzK3MIPmBN1K7nm3A4QA3vUvXnLH0K7fBMzaA0cSh4JsaITvwHaLGLYQ4PgkAwLcwL/ATUs2mErQa18PnMfKvp6bdrjnMV8yW3q/wZ85FiBO3H0TijoMlk0gRJZ67D76JASxnDYCamREy/MPwdshyiOJyFhdoWJnJjO4JP8cheNByVF42AnWubYQgKgHR+84janveKvqIxbthNXsQrP83FmqmBhBEJSL20BV83lhKVh0+uQWOvgE0+wwHx8AI4ohQpP85DywlpyjnGpsXGNHkVqwEvl09pK+ZI3efGTtWQNNjFLTHLQBHRw+SuGhkef4FwY1zJZ7Pt4h87oOjow91l/7g6BlBEhmGzL2/SReQcA3NIMn3nhb8exIMDOpdBoJjYAyWlgJRwDNpoQgAvErVoDU+77p7Gj1HAACEz24g+/gWBWX28/wC32LE5LnS+2u25PwwdevaESsXzVRWWN/Fy+sCTM1MsGjxDFSoYApf3wD07jUcMTE5BXnlypaQ5JvKoaOjjQ0bf4OVlQUyM7MQHByKUSOmw8tL9hqf7h49wOFwcPKE8t/DX3Kxt0RipgA77gcjPkMAOzM9bOvbTHpqOColE/lPQIxqXh0ccLD9fjBi0rJgpKWO1rbmmNRKduX84/dxiErNQq+6pW+RSH6iF3eQrasPDdchOZ/pT++QsW2JdLoHx9gM3Hzfy4LLRwHGoNF9KDgGJmBpyRD5PUH2OeVNZeKwAmOUpCR0rOyi7BAUareh6r2tEhK1lR2CQtXoUHDEtTzjmf/c5ajKGo2565QdgsIZWXdQdggKFbOxl7JDUCixb/ldPFgYva0Xv9mn9I63EkIIIYSQEkWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoKCoECSGEEEJUFBWChBBCCCEqigpBQgghhBAVRYUgIYQQQoiKokKQEEIIIURFUSFICCGEEKKiqBAkhBBCCFFRVAgSQgghhKgoKgQJIYQQQlQUFYKEEEIIISqKwxhjyg5CFXSs7KLsEBQqIO2jskNQOFvtisoOQaGymFDZISjUy7hQZYegUJp8dWWHoHCJEf8qOwSFql3LQ9khKJSTjo2yQ1C4A+Fe3+xDI4KEEEIIISqKCkFCCCGEEBVFhSAhhBBCiIqiQpAQQgghREVRIUgIIYQQoqKoECSEEEIIUVFUCBJCCCGEqCgqBAkhhBBCVBQVgoQQQgghKooKQUIIIYQQFUWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoqFJbCL58+RK1atXCmDFjAABxcXGoU6cOLly4ILf/ggUL0Lt3bwDAli1b4ObmJvO4nZ3dV29btmwpsM/8j9euXRtt27bFqlWrIBAIijnbous5rAcOPTiAi2/PYcvZTbBrYFek7dr2bIPrH65g+d6lMu3XP1yRe+s31r0kwv9pw0YNwCOfqwj9/ALnrh1Fg0b1irRdzz5d8SnxDfYd2lzCEf6c3sPccOLRYVwPvYRd57aiVhFf3w492+Hup3/xv32/FXisSnVrrPr7d1wK8MbVt+ex+8I2mFuaF3foP8xjeG94Pz6Oe++u4e/zO1G7Qa0ibdfJrT2eRt7B2r9WFtpn3uqZeBp5BwNGeRRXuD9t/LhhCAl+hLSUUDy4dw5NmzQotG+vXl3x6OFFxMX4IznxLZ49vYpBg/rK9Nm3dwNEgk8ytwvnDpVwFkU3ZuwQvAm4i7iEQNy8fRqNm9QvtG9PNxfcueeNj5E+iI59gwePLqD/gN4yfdIywuTepk4bU9KpFKtnr15j4pylaNdzEOq27Ip/7zxQdkg/bNAID9x8fg5+Hx7A8/IBODSsU6TtXHt1xtvY59h+YJ20jc/nY/biyTh/+zh8wu/h3uvLWLN1OcwrmJZU+N+tw5Au+PPeDuwJOoolZ1bBtn71Qvu2cm+HA+FeMrc9QUdl+jR2ccTsfxZj28v9OBDuBevaNiWcgSy+Qp/tO3h6emLw4MHw9PREdHQ0KlSogDZt2sDLywuurq4yfTMyMnDp0iXMmjWr0P3du3dP+u+LFy9i8+bNuHz5srRNW1tb7narVq2Cs7MzRCIRAgMDMX/+fGhpaWHatGk/l+APaNujDcYtHoNNC7Yg4GUg+o7sjdUHV+LXtiORFJ9c6HYVKlXA2EWj4fv4dYHHPBr1l7nfrF1TzFw7HXcv3SvQV9l69u6CpSvmYN6M5Xj5/DVGjRuCw1670Lppd8THJRS6XaXKlljy2yw8evBMgdF+v/Y922LS0nFYN28j/F8GwmNUH6w7/AcGth6OpPikQrerWKkCJiwZi1ePfAs8ZlnFAtvObMKFo5fw158HkJ6Wjqo1bSDIVt6Pmfw69WyPaUsnYvW8dfB74Y8Boz2w5cifcHcehMSv5GxRqSKmLp6AF498Cu3Ttosz6jWujZjPsSUQ+Y/x8OiJP9cuxYSJ8/Dk6UtMmTwKFy8cRu26rREbG1+gf2JCElat3oygoBAIBEK4duuIfXvWIzYmDlev3Zb2u3z5BkaOniG9n11KXt++fV2xavVCTJ2yCM+evsLESSNwxvsAGjXoUGi+a9dsQ3BQKAQCIbp2bY+du9YgNjYe/16/AwCwrdpUZpvOndti+44/4H3mkkJyKi6ZmVmwq26L3q6dMW3BCmWH88O69eqEBb/NwJLZ/4PPcz8MGzsQf53Yis4t+iAhLrHQ7awqW2De8ml4+vCFTLumlibqONhj2/q9CPQLhoGhHhatnI2dhzagT6chJZ3ONzXr7oQBi4bjwKJdCH35Fi4jumPWP4sxt/1kpManyN0mIyUd8zpMkd5njMk8rqGtieBngXhy4QFG/DGhROOXp1SOCKanp+PixYsYMGAA2rZti9OnTwMA3N3d8fDhQ0RGRsr0v3z5MsRiMXr06FHoPs3MzKQ3PT09cDgcmTYdHR252+nr68PMzAwWFhZo164dOnToAH9//+JL9jv0Hd0HF49expUTVxHxNgIb529GdlY2uvziUug2XC4X8zfPxYF1B/E54nOBxxNjE2VuTp1b4NUDH3yOiCrJVH7I6AnDcOQfT5w4cgZvg0Ixb8ZyZGZkof/gPoVuw+VysXXPGvy5ehsiwj8qMNrv98tod5w7chEXT1xB+Nv3+HPeRmRlZsO1f5dCt+FyuViydQH++vOA3Nd3zNyReHTjMXas3I23b0IQ+f4z7l97+NXCUpEGjumHM0fO49zxSwh7+x6r5q5DVmYWeg5wLXQbLpeL37ctxu51fyPyfaTcPmYVTTFrxVQsnvg7RCJRSYX/3aZPHY29+47gwD8nEBDwFhMmzkNGRiZ+Hd5fbv/bdx7C2/syAgND8O7de2zZug++rwPQsmUzmX7ZAgGio2Olt6Skwn8YKtKkKaOw/+/jOHTQE4GBIZgyeSEyMzMxZKj8Edq7dx/j3NmrCAoKRVhYBLZv3w8/v0A4OTWR9omJjpO5uXbvhDu3HyI8/IOi0ioWzi2aYsqYYejYpqWyQ/kpI8YNxvFDp+F19BxCgsOwZNb/kJmZBfeBboVuw+VysW7nCmxaswsf3n+SeSwtNQ3DPSbikvc1hIW+x6vnflg+7w/Ua1AbFlYVSzqdb+oyqgduH7uOuydvIjLkI/Yv3AVBZjZa9+tQ6DYMQHJskvSWEif7+Xxw+ja8N5/Em/sFf8wrQqksBC9dugRbW1vY2tqiZ8+e8PLyAmMMbdq0gYmJCU6dOiXT/9SpU+jUqRP09fVLNK6wsDA8evQIDg4OJfo88vDV+KhZrwZe3Mv79cQYw4u7L1G7ce1Ctxs8bRCS4pNw+fiVbz6HoakhHNs3K1JfRVNTU4NDg9q4e+uhtI0xhnu3H6Fx08JPNU2fMx5xsfE4duhUoX1KA74aHzUdauL5XdnX99m9F6jzldd3+PQhSIxLwoVjBUdDOBwOWnRwxId3H7Hu8Gqc9fHErnNb4exSOr54+Gp82DvUxJO7eSO1jDE8ufsc9RoXfmpp1IxhSIhLxNmj8qeJcDgcLN+8CId2HMO74PDiDvuHqampoVEjB/x74660jTGGf2/cQ/PmjYu0j/btWsGuZjXcvftIpr1N6xaI/OiDN353sHXLKhgbGxVr7D9CTU0NDRvWxc2beWcXGGO4eeM+mjk2KtI+2rZ1Qo0atrh374ncx83NTdGlSzscOHCiWGIm30dNjY869e3x4Hbe68MYw4M7T9CwSeHTdibNGo342ER4HvYu0vPo6etCIpEgNTn1p2P+GTw1PmzqVpMp2BhjeHPfF9Ub1Sx0O01tTay7txPrH+zC1D1zYVWjsiLCLbJSeWrY09MTPXv2BAA4OzsjNTUVT548gaOjI3r37o3Tp09j4sSJ4HA4iIiIwLNnz/D333+XSCwzZswAj8eDSCSCQCBAu3btMHbs2BJ5rq8xMNYHj89DYmySTHtiXCIqV5f/pqrbtA669nfBWJeiDTV3du+EjPTMUnla2NjEEHw+H3FfnE6KjY1HtRpV5W7TtHkjDBjcB51a95X7eGliYGwAPp9X4FRKYmwiqlST//rWa1oXrgO6YkQn+XOjjEwNoa2rjUET+2Pvmr+x43974Ni2KVbsXYapHjPlnkpWJENjA/D5fCTEyuacEJcAm+rWcrep36weevZ3xaDOIwvd77CJAyEWi3Fsn2exxvuzTE2NwefzERMdJ9MeExMLe7tqhW6nr6+HiPDn0NBQh1gsxqTJC3D937xi8srVmzh95iLCwz/A1rYKVvw+DxfOHURL556QSCQlls+3mJgaFZJvHGp+I9/gkIf/5SvB9GmLcfOG/GPSwEF9kZqajrPel+U+TkqWkbH843J8TDyqVbeRu01jxwbwGOSGnu0GFuk51DXUMXvJFJw/dQVpaek/G/JP0TPSA4/PQ3Jckkx7cmwyLKpZyd3m87tP2DdnGz4EvoeWnja6jnbDIq+VWNB5GhKjCp/SpEilrhB89+4dXr9+jW3btgHImTjarVs3eHp6wtHREX379sXu3bvx6NEjtGjRAl5eXrCyskLz5s1/+DkjIyNl5h2OHTsW48aNAwDMnz8fTk5OEIvFiIiIwKpVqzBnzhxs2LDh5xItYVo6Wpi7cQ7Wz9mIlET58xa+1OUXF9w4fQPCbGEJR1fydHS1sXnnKsyethSJCUnKDqfYaeloYdHmeVgzez2SC3l9OdycAf97Vx7gxB4vAEDIm1DUbVIHbkN6KL0Q/F7aOlpYvnkR/jd7LZIT5J/6tK9XE/1HuWOwyygFR1dyUlPT0LhpZ+jq6qB9u1b4c+1ShIVF4PadnNHxEyfOSvv6+QXi9esAvA16iLZtnHDjZun7UfctqalpcGruCh1dbbRt2xKrVi9CeFgE7t59XKDv0KEeOHHcu9TMiSRfp6OjjbXbfsPCGSuKdFzm8/nYvHc1OBwOls5eVfIBloDQF8EIfREsvR/yPAirrm9Cu4GdcWr9MSVGlqfUFYKenp4QiURwdnaWtjHGoK6ujiVLlsDGxgZNmjTBqVOn4OjoCG9vb3h4eIDD4fzwc5qbm+PMmTPS+wYGBtJ/m5mZoUqVKgAAW1tbpKenY8aMGZg2bZq0XRGSE1IgFolhZGYo025kaoTE2IITci2rWMDCuiJW/J23ipTDzfl/dCXsIoa3HYnP7/PmlNVtVhfW1StjxYT/lUwCPykhPgkikQimZiYy7WZmJoiNiSvQ38bGGtZVKmH/0W3SNu5/hdH7WB+0btod70vRnKLkhGSIRGIYm8qe0jMyM0J8bMFfjVY2lrC0tsDq/XmTzLn/vb4331/FoNbDEBMZC5FQhPC372W2ff82Ag7N6pZAFt8nKSEZIpEIxmayORubGsvNuZKNFaysLbDuQN4XQu5r+jDiBtydB6OhY30YmRrh3NOT0j58Ph9Tl05A/9HucHP8pYSy+ba4uASIRKICqx/Nzc0QFV34ghbGGEJDwwEAPj5vYG9fHXPnTJIWgl8KC4vIGSmvZqPUQjA+LrGQfE0R/Y18373Lec++9g2AnX11zJw1oUAh6OTUFDXtqmHo0MnFHzwpksQE+cdlE3P5x2XrqpVQuYoVdh3KG0jJ/QwHfH4MlxZ9pXO5+Xw+Nu1dDctKFhjaZ5zSRwMBIDUxFWKRGAamhjLtBmYGSP7ibF1hxCIx3r8JQwUbi+IP8AeVqkJQJBLB29sb8+bNQ8uWsvOYJk6ciPPnz2PAgAFwd3fHsmXL0L59e0RHR6NPn8IXCxQFn88vclGX+6bNysr6qef8XiKhCMGv36JRy4Z4cCXnC4DD4aBhqwbw3n+2QP+I0A8Y1VH2lOGvs4dDS0cL25ftQGyk7IG4a38XBPkG413Au5JL4icIhUL4vvJHqzbNceXiDQA5+bdq7Yi/9x4t0D/k7Tu0d5KdrDxn4RTo6upgyfxViPxUuhbDiIQiBPsGo3Grhrh75T6AnPwat2qIU3+fKdA/IiQCQ9vLnh4dPWcEtHW1sGnJNmkRGOATBOsvTi1Xtq2EqI/RJZZLUYmEIgT6BqNpq8a4fTmnYOFwOGjaqhFO7j9doH94SAT6txsm0zZu7ijo6Ghj3ZLNiI6MwUWvKzJzDgFg85E/ccnrKs4dv1hyyRSBUCjEixe+aN+uFc6ezZmHy+Fw0L5dK2zfUfSpLVwuFxoa6oU+bmVlARMTI3yOUu5rLBQK8fKlH9q2bYnz564ByMm3bTsn7Nr5T5H3w+Vy5OY7dFg/vHjhC7/XAcUWM/k+QqEIb3wC0aJ1U1y/dAtAzmvs5NwUB/cVnLcZ+jYc3Zz7ybRNnz8BOrraWLHwT3z+77icWwTa2FbGkN5jkZRYOhY/iYUihPuForZTPby4mjMvksPhoLaTA67/U7RV6xwuF5Xsq8D35otvd1aQUlUI3rp1C8nJyXB3d4eenp7MY507d4anpycGDBiALl26YMWKFVi6dClatmwJC4uClXVWVhYCAmQPEDo6OrC2lj/3qDApKSmIjY2FRCLB+/fvsX37dtjY2KBatcLnuJQUrz2nMGf9LAT5BiPoVRD6jOwNTS1NXD5xFQAwd8NsxEXFYd8ff0OYLUR4kOxIUFpKGgAUaNfW1UZr19bY9ftuxSTyg/ZsP4AN2/8H35dv8PLFa4wePwRaOlo4fjinaNi043/4/DkGq3/biOxsAYICQmS2T/lvovGX7aXF8T2eWLBhLgJ9gxHwMhAeo/tCS0sTF/9bvLNw01zEfY7DrtX7IMgWIiwoXGb73Nc3f/vRHcexfMdi+DzyxYsHr+DYtimcOrXAFPcZKA2O7D6BpRvnI8AnCG9eBmDAaA9oaWvh3LGcom3ZpgWIjYrDtlW7IcgWIDQoTGb7tOScnHPbkxNTCpwqF4lEiI9JwPtQ5Y8Ab9i0B3/v24DnL3zx9OlLTJk8Gjo6Wth/4DgA4O+/NiEy8jMWLloNAJg7ZxKeP/dB6Lv30NBQR9cuHTB4UF9MnDQfQM6ptiWLZuDU6YuIio5BNVsbrFq1ECGh4bh69XahcSjK1s17sWvPOrx44Yvnz3wwcdIIaGtr49DBnPmbu/esQ2RkFJYtXQsAmDlrPF68eI2w//Lt7NIOAwb0xrSpi2X2q6eni959umHB/MKvIVnaZWRkIuJj3qr3T5HRCAwOhYG+Hiwqlp7rfH7LXzsPYc2W5fB7FQDfF34YPnYgtLS14HU0Z4BizdbliI6KxboVWyHIFuBtYKjM9qkpOcfl3HY+n48tf/2BOg72GDNoGrg8HkzNc0YckxOTIRQq9yoAl/eew+h1kxH2OhTvXr2Fy8ju0NDWwN2TOQMUY9ZNRmJ0Ak6uOQwAcJvigdCXwYgOj4K2vja6je0FUytT3D52XbpPHQNdmFiZwtDcGABQ0dYSQN5K45JWqgpBT09PODk5FSgCAcDFxQV79+5FYGAg7O3t4erqiuPHj6NvX/kLAcLDw9GrVy+ZthYtWmD//v3fFdP8+TkHXA6HA1NTUzRt2hQzZswAn6/4/3W3zt2GgbEBhs8cCiMzI4T6v8P8IQuR9N/EVXMrM0jY908Ob9ezDTgc4Kb3zWKOuHidPX0ZxqbGmLVgEszMTfHmdSAGu4+VTlS2rGQBiYR9Yy+l142zt2BobICRs4bD2MwIIW9CMWvwPCT+t4CkgqU52Hfmd/fyffw5byMGTx6Aqb9NQsS7D1g8ehleP/UriRS+27WzN2BoYoixs0fAxMwYwW9CMGXQLOmimYpWFb4759Ls5MmzMDM1xrIls1Cxohl8fN7AtftgxPx3Gs26sqXMAg8dHW1s2bwKlSpVRGZmFoKCQjF0+BScPJnzJSsWS1CvXi0MGeIBQ0N9REZG49r121i6bK1SL3yfy8vrAkzNTLBo8QxUqGAKX98A9O41XJpvZTn5btj4G6ysLJCZmYXg4FCMGjEdXl6yK8TdPXqAw+Hg5IlzCs2nOPkFvsWIyXOl99dsyfkh7ta1I1YumqmssL7bxTPXYGxihKlzx8HM3AQBfsEY+ctk6fQOy0oVC1w372sqWJihY9e2AIBzt2Tn0A1yG4MnD54XW+w/4sn5B9A3NkCf6f1hYGaIiIAw/DlshfSSMMZWppDky1fHQAe/rhoPAzNDpKekIfz1O/zedyEiQ/IuZ9awU1OM/nOS9P7ErTmv/+mNx3FmY8mviOew73mFyA/rWLnwa/2VRwFppfuafSXBVlv517hSpCxW9hcVfY+XcaHf7lSOaPILP/1cXiVG/KvsEBSqdq3S8xd3FMFJx0bZISjcgXCvb/YpldcRJIQQQgghJY8KQUIIIYQQFUWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoKCoECSGEEEJUFBWChBBCCCEqigpBQgghhBAVRYUgIYQQQoiKokKQEEIIIURFUSFICCGEEKKiqBAkhBBCCFFRVAgSQgghhKgoKgQJIYQQQlQUX9kBqAoREys7BIU6rF5b2SEoXLpItT5ODWyjlR2CQum61FJ2CAql1qKeskNQuNq1PJQdgkL5B5xUdggKlTryV2WHUCrRiCAhhBBCiIqiQpAQQgghREVRIUgIIYQQoqKoECSEEEIIUVFUCBJCCCGEqCgqBAkhhBBCVBQVgoQQQgghKooKQUIIIYQQFUWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoKCoECSGEEEJUFBWChBBCCCEqil8cO3n58iUGDhwIZ2dn7N69G3FxcWjTpg3WrFkDV1fXAv0XLFiAgIAAnD59Glu2bMH169fh7e0tfdzOzu6rzzdp0iRMnjy50Mc/fvyIDh06SO9ra2vD0tISzZo1w7Bhw2BjYyN97NSpU5g/f36Bfairq+P169cAgHnz5iElJQXbt2//alyK0GtYT/Qf1w/GZsYICQjF5sVbEfgq6Jvbte/ZFku2L8K9y/exaNRSmcesq1tj7IJRqN+8Pnh8Lt4HR2DJmOWIiYwpqTSKzPJXF1hP6Al1c0Ok+b/H2wV/IfVlSKH9+fraqDp/AExdHaFmqIusj7EIWbwfCf++lPZRr2iMaosHwbh9Q3C1NJAZHoWgqduQ6vNOESl9VZVfO8F2Qg9omBsgxT8CbxbsR/LL0EL78/W1YTf/F1R0bQo1Q11kfoyD/+J/EPvvqwJ9q03uCftFAxC2+xL8F/9Tgll8H52+btAd9At4xsYQhoQiaf0WCP0D5fY13bYeGo0aFGjPuv8I8bMWAAD0Rg6DVqd24JmbAUIRBEHBSNm5r9B9Kpp6+57Q6NoPHANjiCNCkXV4K8Rh8j/DOnPXgW9fv0C70OcxMjYuBABw9A2h6TEa/DqNwdHWhSj4NbIOb4Uk+lOJ5lFUx1+G48CzMMSnZ6OmmR7mtq+DuhaGhfY//DwMJ30iEJWaCUNNdXSsWRGTne2gwecBALrtuYnPKZkFtutX3xrzO9YtqTSKbNAID4yaOBRm5iYIfPMWv81fA9+Xb765nWuvzti4ZxWuXbyFCcNmAgD4fD6mzx+PNh1boXIVK6SmpuHB7cf48/ctiImOK+lUitWzV6/x9xFP+AeGIDY+AZtWLUaH1k7KDuuHaHTrBc1e/cE1MoY4PBTpuzdB/Fb+8UVvxUao1WtYoF3w7CHSfp8nvc+tVAXaw8aCX6c+ODwexB/eI231YkjiSv57uFgKQU9PTwwePBienp6Ijo5GhQoV0KZNG3h5eRUoBDMyMnDp0iXMmjWr0P3du3dP+u+LFy9i8+bNuHz5srRNW1u7SHHt378f1atXR1ZWFoKCgvDPP//Azc0NO3fuRIsWLaT9dHV1ZfYPABwOp0jPoUjterTFhCXjsH7+JgS8DID7qL5Ye2g1hrT5FUnxSYVuV7FSBYxfPBY+j3wLPGZZxQJbTm/ExWOX8Pe6f5CRlg6bmjYQZAtKMJOiMXNzQvXlwxA8ZzdSXoSg0hhXOBxbiCctp0IYl1KgP0eND4cTiyGMS8GbkesgiEqARiUziJLTpX34BjpodO53JN5/A9+B/4MwPgVaVStCmJReYH+KZuHWHLWWD4HfnH1IehGCqmO6wvHYPNxqORMCufny4HhiAQRxKXgxciOyohKgVckMwuSCuRg0sIX10A5IefNeEakUmVaHtjCYMh5JazZC8CYAur/0hemGPxDdfxgkiUkF+sfPXwoOP++wxTUwgPk/e5B547a0TfThA5LXbYbo02dwNDSg278vTDetQbTHEEiSkhWRVqHUmrWFZv9xyPxnE8TvAqDRqS90Zq5G6vxfwVKTCvTP2LoM4OXly9HVh+5vuyF8mpev9uTfALEIGVuWgmWmQ93FHTqz1iB14UhAkKWArAp3JTAS624HYmHHnOLvyPNwTPB6gjMj2sBYW6NA/0sBn7D5bhCWudRDfUsjvE9Mx5LLvgAHmNW2NgDg0CAnSFjeNiFxqRjv+QSd7CwUlVahuvXqhAW/zcCS2f+Dz3M/DBs7EH+d2IrOLfogIS6x0O2sKltg3vJpePrwhUy7ppYm6jjYY9v6vQj0C4aBoR4WrZyNnYc2oE+nISWdTrHKzMyCXXVb9HbtjGkLVig7nB+m3qodtEdMRPqO9RAF+0Ozhwf0lv2J5AmDwZKTCvRPW70Y4KtJ73P19KG/aR8E92/ltVW0hP6qLci+fhGZR/4Gy0wHz9oGTKiY7+GfPjWcnp6OixcvYsCAAWjbti1Onz4NAHB3d8fDhw8RGRkp0//y5csQi8Xo0aNHofs0MzOT3vT09MDhcGTadHR0ihSboaEhzMzMULlyZXTs2BH79++Hg4MDFi5cCLFYLO335f7NzMxgamr6A/83SpbHmL64cPQiLp+4gvdvI7B+3kZkZWWjW/8uhW7D5XKxcMt8/L3uAD5HfC7w+Kg5I/D4xmPsWrkHIW9CEPn+Mx5ce/jVwlJRKo/rjs+H/kXUsVvICP6I4Nm7IckUwGJAe7n9LQa0g5qRLvyGr0HK0yBkfYhF8kN/pPvnFT/Wk3shKzIeQdO2I/VlCLIiYpB42xdZ76MVlVahqo5zxYdDN/Dx2G2kBX/C69n7IM4UoPKAtnL7V/4v32fD1yHxaTAyP8Qh4WEAUv0jZPrxtDXQYPsk+M7cUyoK3vx0B3gg/exFZFy4DFH4eySt2QCWnQ3t7l3l9mcpqZAkJEpvGs0ag2VnyRSCmVdvIPvpC4gjP0MUFo7kTTvA1dWFWnVbRaVVKPXOfSG4cxHCe1cgiYxA5j8bwQTZUHeW/xlm6algKYnSG79OY0CQBeHTOwAAbgUr8KvXziksw4IgifqIrH82AerqUGveTpGpyXXoeRj61KsMt7qVUc1EDws71YWmGg9nXn+U298nMgkNrIzQtZYVLA200cLGDF3sLfHmc14Bb6ytAVOdvNvddzGobKiNxpWMFZVWoUaMG4zjh07D6+g5hASHYcms/yEzMwvuA90K3YbL5WLdzhXYtGYXPryXHcVNS03DcI+JuOR9DWGh7/HquR+Wz/sD9RrUhoVVxZJOp1g5t2iKKWOGoWOblsoO5adouvVD9tXzEPx7CZIP75GxYx2QnQWNjt3k9mdpqWBJCdIbv0ETIDtbphDUGjwKwuePkXlgJ8RhbyGJioTwyQO5hWVJ+OlC8NKlS7C1tYWtrS169uwJLy8vMMbQpk0bmJiY4NSpUzL9T506hU6dOkFfX/9nn/q7cblcDBs2DJ8+fcKbN98eqi9N+Gp82NWried3834xMsbw/O4L1G5Uu9Dthk4fjKT4JFw8drnAYxwOB807OOLDu49Yc2g1Tr86ie3ntqCVi/KH6zlqfOg52CLxbr5RTMaQeMcX+k1qyt3GxKUJUp4Fo8bqUXDy24Omt9fBempvgJv3Njfp3ASpPqGovWcGnN7sRePra2AxuIPc/SkSR40HA4eqiLvrl9fIGOLu+MGwSQ2521RwaYSkZ29Rd/Wv6Oi3E61vr0G1qW4AV3Y0u+7qEYi5/hLxd/zk7kdp+Hyo2dVE9tPneW2MIfvpc6jXLfw9nZ9Oj67IvHYTLKuQkS8+Hzq9ukOSmgbh28JPsSsEjw+eTU2I3uQb9WEMIv8X4FUvWr7qrbtC+PhW3kifmnrOf/OPHDAGiITg11DuaVKhWIKA6BQ4WptI27gcDhytTeH7Wf7oWH1LQ/hHJ8PvcxIA4GNSBu6HxaCVrVmhz3HR/xPc6lZS+lkcNTU+6tS3x4PbT6RtjDE8uPMEDZvUK3S7SbNGIz42EZ6HvQvtk5+evi4kEglSk1N/Ombynfh88KrVhNBH9pgl9HkOvl2dIu1Co6Mrsu/eALL/+wxzOFBv0gLiyA/QW7YWhgfOQH/tDqg5tiqBBOT76ULQ09MTPXv2BAA4OzsjNTUVT548AY/HQ+/evXH69GkwljOOHxERgWfPnsHd3f1nn/aHVa1aFUDOPMJcqampaNiwocxt1KhRygpRLgNjA/D4PCTEyh5AE+MSYWxuJHebek3rwrV/V/w5e73cx41MDaGtq42BE/vjya2nmD1wHu5dvo/f9ixD/eYOxZ7D91Az1gOHz4MgVvZUniA2GermhnK30apSAWbdm4PD48J34CqEr/dC5XE9UGV6n3x9zGE1rDMywz7D95cViDxwFdVXjECFfm1KMp1vUjfWB5fPQ/YX+WbHJkOjkHy1q5ijYvdm4PC4eDLwD7xdfwq241xRI1++Fr1aQN/BBkErj5Vk+D+Ea2gADp8HSYLse1qckAieybdHd9Rq20Otmi3Sz10s8Jhmy+aw+PcCLG9fhm5/d8RNnQ1JcsHT64rE0TMAh8cDS5HNlyUngqMv/zOcH6+qHXiVqkJwJy9fyecISOKioeE+CtDWBXh8qHf7BVxjc3AMTb6yt5KXmCmAmDEY68ieAjbR1kB8erbcbbrWssJ4p5r49dhDNN1wCT323ULjyiYY6Vhdbv+bIdFIzRahR51KxR7/9zIyNgSfz0dcbLxMe3xMPMzM5Z9hauzYAB6D3LBoRtFOlaprqGP2kik4f+oK0tJK1+i+KuDoG4DD44MlyX6GJUmJ4Bp9+5jFq2EPvo0tsq+dz9ungRE4WtrQ6jsQghdPkLpsFgSP7kJ33u/g1yk4P7gk/NQcwXfv3uH169fYtm1bzs74fHTr1g2enp5wdHRE3759sXv3bjx69AgtWrSAl5cXrKys0Lx582IJ/mfk//Woo6MjPaWdS1NTU9EhFSstHS0s2DQXa+esR3Ki/C9Azn8jZfevPoTnXi8AQIh/KOo0ro2eg7vLnVNYqnE5EMSlIGjmLkAiQZrvO2hUNEbliT3xfp3nf324SPUJRdj/jgIA0vzCoWNfGZbDOiP6xO2v7LwU4nIhiEuB78w9gIQhxTcMmhWNYTuxO96u84KmpTHqrBiGx/3+B0m2UNnRFjudHl0hDAmVuwgk+/krxAwbDa6BAXTcXGG8YgliR02UO++wrFBr3RXiD+9kF5aIxUjfugzaI2bCYNsZMLEYIv8XEPo+BlD65jl/y7MP8fjrcQjmd6iLehYG+JCUgbU3/bH74VuMaVFwZPzM6w9oWdUM5rpl73ito6ONtdt+w8IZK5CYkPTN/nw+H5v3rgaHw8HS2atKPkBS7DQ6ukIUHiq7sOS/MziCx/eRffYkAEAcFgK+fV1odHGD6I1Picf1U4Wgp6cnRCIRnJ2dpW2MMairq2PJkiWwsbFBkyZNcOrUKTg6OsLb2xseHh5KHcIPDc05PVSpUt4vSC6XiypVqigrpCJJTkiGWCSGsZnsyIGRqRESYgqeZrGqYgkLawus+jvvlybnvzfcv+FXMKTNcMRExkIkFOF9sOwCgvchEajXVMmnlRJSwURiqJsZyLSrmxlAEJMkdxtBdBKYSARIJNK2jLcfoVHBCBw1PphQBEF0IjKCZecnZQR/gpmrcn+cCBJSIBGJofFFvhpmBsguJN9sab55M+fT3n6CZgWjnFPN9W2hYWaAVtf+J32cy+fBuIU9qozojEuVh8hsq2iSpGQwkRhcY9n3NM/YCOL4hK9uy9HUhFbHdkjZs1/u4ywrC+KPkRB/jETSmwBUOPEPtHt0Rdo/R4sr/O/GUpPBxOICo38cA6MCo4QFqGtCvVk7ZJ3ZX+Ahyfu3SFs6DtDSAYfPB0tNhs6iLRCHBxdj9N/PSEsdPA4HCV+M/sVnZMNEp+BCEQDYfj8YrrWt0MehMgCghpk+MoVirLj2GqOaVwc333dHZEomHkfE4c+ejUsuie+QmJAEkUgEUzPZkVgTcxPExhRc4WtdtRIqV7HCrkMbpG3c/36cB3x+DJcWfRERnnOs4vP52LR3NSwrWWBon3E0GqgkLCUZTCwCx1D2M8w1NIIk8evHLGhoQt25PTKP/FVwnyIRxB/CZdrFH96DX7vwKQXF6YdPDYtEInh7e2PevHk4c+aM9Obt7Q1zc3OcP58z9Onu7o6rV6/iypUriI6ORp8+fb6x55IjkUhw8OBBVKpUCbVrF21OTmkhEooQ9DoYjVo1krZxOBw0btUQ/i/8C/SPCI3Arx1GYZTLWOntwdWHePngFUa5jJUWgYE+QahcTfa0SmXbSoj+pNxLxzChCKm+72DonO+DwOHAyLkeUp7J/4JLfhoILZuKQL4vC61qlsiOSgATiv7rEwStapYy22lVs0DWx9jiT+I7MKEYyb5hMHXOV4BzODBxroOkZ2/lbpP4NAjaX+SrU80CWVGJYEIx4u744Xab2bjbYZ70lvQyFJ+87uNuh3lKLQIBACIRhEHB0GiS954GhwONJo0g8Cv4ns5Pq30bcNTUkXn5etGei8MFJ3c+nbKIRRCHB4NfWzZffq2GEId8PV+1pq0BNTUIH/xbeKfMdLDUZHArWIFXtSZELx8UU+A/Ro3HRa0K+ngckXeqVMIYnkTEw8FC/qnwLKFYptgDIL3Pvni7nvX7AGNtDTgXMn9Q0YRCEd74BKJF66bSNg6HAyfnpnj57HWB/qFvw9HNuR96thsovf17+Q4e3XuGnu0G4vOnKAB5RaCNbWUMdx+PpETlrnxXaSIRxKHBUHPI9+ODw4GaQyOIgr6+7kC9ZVtw1NQguH2twD5FIYHgWVnLNPOsKkMSo5hFjD88Injr1i0kJyfD3d0denp6Mo917twZnp6eGDBgALp06YIVK1Zg6dKlaNmyJSwsCi7xz8rKQkBAgEybjo4OrK2tC/T9HklJSYiNjUVWVhaCg4Nx4MAB+Pr6YteuXeDxeNJ+jDHExhYsBExMTKS/0FJTUwvEaGhoKDefknJytxfmb5iDIJ8gBLwKgvuoPtDU0sSl4zkLQeZvnIu4qDjsWb0PgmwhwoLCZbZPS0kDAJn2YztPYOn2RfB5/BqvHrxCs7ZN4dSxBaZ5zFRUWoX6sPM8am2eiNRXoUh9mXP5GK62Bj4fuwkAsN8yCdlRCQhbeQQAELn/KqxGdEH1lb/i095L0LK1QJWpvfFx7yXpPj/uOo+G51fAempvxHo/hF6j6rAc0hFBs3YpJcf8wnZeQP3N45H06h2SX4bAZkxX8LU18OFYzinr+lvGIysqUTrf7/3+a6gyojPqrByG8L2XoWNrgepTeyF8b877QZyehbRA2dFPcUY2hIlpBdqVJe3oSRgtngdhYBAEbwKh278vOJqayDifk4PRknkQx8YhZcdeme20e3RF5p17kKTITnvgaGpCb/ggZN59AEl8ArgG+tBx7wWemanMymJlEVz1gtaoORCHB0H8LgjqnfuAo6EJwb2cfLVGzYUkKQ7ZnvtktlNv3RXCF/fB0gtO8+A3aQ2WmgxJQgx4lapCa+AEiF48gOjN8wJ9FW1w46pYctkXtSsaoG5FQxx5EYZMoQhudXN+fC665ANzXQ1McbYHALSuZo5Dz8NhZ66PehaG+JCYjh0PgtHatgJ4+RZBSRiDt99HdK9tBT73p6e6F5u/dh7Cmi3L4fcqAL4v/DB87EBoaWvB6+hZAMCarcsRHRWLdSu2QpAtwNtA2QVMqSk5C0By2/l8Prb89QfqONhjzKBp4PJ4MDXPGXFMTkyG8L8fuGVBRkYmIj7mXUXkU2Q0AoNDYaCvB4uK5kqM7PtkeZ+AztT5EIUEQvQ2EJo93AFNLWRfz/me0Zm2AJL4WGQe3COznUZHVwge3wNLLfgZzjp9DLqzlkL0xgfC1y+h1qgZ1Jq2QOrCaYpI6ccLQU9PTzg5ORUoAgHAxcUFe/fuRWBgIOzt7eHq6orjx4+jb9++cvcVHh6OXr16ybS1aNEC+/fv/9HwAADDhw8HAGhpacHS0hKOjo74/fffC5wGTktLQ6tWBVfo3Lt3D2ZmOb82nzx5UiBGd3d3rFy58qdi/B43z92CoYkBfp01HMZmRgjxD8WcIfORGJcEAKhgZQ6W77RoUdy7fB/r52/CoEn9MeW3ifgQ+gFLxizH66fKX2Ea6/0A6ib6qDrnl5wLSr8Jh++AlRD+t6BC08pUZlQrOzIevv1Xovpvw2B5809kRyXg456LiNiStxov9VUo3vy6FlUXDoLNDHdkRsQgZPF+xHjdK/D8ivbZ+xHUTfRRc447NMwNkfLmPZ4MWC1dMKNlZQqWL9+syAQ86b8atX8bAuebfyArKhFhey4hdMtZZaXw3TL/vQWukSH0Rv0KnokRhG9DETd9LiSJOadKeRUKvqf51pWh0cABcVNmF9gfk4jBr2INk24u4BroQ5KcAkFAEGLHT4UoLFwRKX2V8MktcPQMoNlrODgGRhBHhCJ9/XywlCQAANfEHGCy+XIrVgK/Zj2kr50jd59cQ2NoDBgHjr4RWFICBA+uIfvsoZJOpUhc7C2RmCnAjvvBiM8QwM5MD9v6NpOeGo5KyZRZ5D6qeXVwwMH2+8GIScuCkZY6WtuaY1Ir2T8y8Ph9HKJSs9CrrvIXieR38cw1GJsYYerccTAzN0GAXzBG/jIZ8bE5pw0tK1WULp4sigoWZujYtS0A4Nwt2QVfg9zG4MkD5Rf7ReUX+BYjJs+V3l+zZTcAwK1rR6xcpPyBh6IS3LsJjr4htAaOyLmgdFgIUpfPBkvOOWZxTc1lpicBANeqMtTqOCBlifw8hY/uIn3Hemi5D4L26CkQf4pA2uolEAUUHEkuCRz2Pe9K8sPaVuqo7BAUapnw26sgy5v04rk+e5nRwFb5115UJF370jPypAhqLRQzP6k0qb/wjrJDUCj/gJPKDkGhUkf+quwQFM7Y+9tnQlTryEYIIYQQQqTK5BDGkiVLcO7cObmP9ejRA7/99puCIyKEEEIIKXvKZCE4depUjBw5Uu5jurq6Co6GEEIIIaRsKpOFoImJCUxMlHvVfEIIIYSQso7mCBJCCCGEqCgqBAkhhBBCVBQVgoQQQgghKooKQUIIIYQQFUWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoKCoECSGEEEJUFBWChBBCCCEqigpBQgghhBAVxVd2AKrCuwNTdggKpT6wjbJDULzYz8qOQLE41ZUdgUJlnbqr7BAUSuwbpOwQFM5Jx0bZIShU6shflR2CQunt+1vZIZRKNCJICCGEEKKiqBAkhBBCCFFRVAgSQgghhKgoKgQJIYQQQlQUFYKEEEIIISqKCkFCCCGEEBVFhSAhhBBCiIqiQpAQQgghREVRIUgIIYQQoqKoECSEEEIIUVFUCBJCCCGEqCgqBAkhhBBCVBQVgoQQQgghKooKQUIIIYQQFUWFICGEEEKIiuL/yEYvX77EwIED4ezsjN27dyMuLg5t2rTBmjVr4OrqWqD/ggULEBAQgNOnT2PLli24fv06vL29pY/b2dl99fkmTZqEyZMnf7XPtWvXsGfPHoSGhkIikcDS0hJOTk5YuHAhAMh9XgD4+PEjOnTogDNnzqBWrVp4/Pgxhg4dCn19fdy7dw8aGhrSvr6+vvDw8AAABAUFff1/UglR7+AGja79wDEwhvhDKLIObYH4nfxYdOatA79WgwLtwlePkLEh5/8LNDSh2W801Bq1BEdXH5LYKAiunYLg5vkSzKLojt3xxYEbLxCfkoGaVqaY694a9apUlNtXKBbjr6vPce5JAGKS02FjboipPVuiZe0q0j7PQz7hwL8vEPAhFrEp6Vg/qhvaO1RTVDrfdOxpCA48DEZ8WhZqVjDA3C4NUc/KuND+hx6/xclnoYhKyYChtgY61rLClPb1oMHnAQDEEoadt9/ggl8E4tOyYKanhZ4OVTDauRY4HI6i0vqqY0/f4sCDoP9yNsTcrg1Rz8qk0P6HHgXj5PNQRCVnwFBbHR1rVcKUDg75cpbk5Pw6N2dN9Kxvg9HOtUtFzhpdekHDrT+4hsYQh4cgY99miEMC5fbVXb4RanUbFGgXPn+ItP/NBwAYed2Su23GPzuQ7X28uMIuNmqtu0O9Q19w9I0g+RSGrJM7IHkfXHj/tm5Qd3YFx8gMLD0Fopf3kH12PyASKi7o79BhSBd0HesGAzNDfAgIx6Gl+/DOJ0Ru31bu7TD6z0kybYJsAUbbDZDeb+ziiPaDOsOmXjXoGulhcbeZiPAPL8kUvptGt17Q7NUfXCNjiMNDkb57E8Rv5b+n9VZshFq9hgXaBc8eIu33edL73EpVoD1sLPh16oPD40H84T3SVi+GJC6mxPIobs9evcbfRzzhHxiC2PgEbFq1GB1aOyk7rAJ+qBD09PTE4MGD4enpiejoaFSoUAFt2rSBl5dXgUIwIyMDly5dwqxZswrd371796T/vnjxIjZv3ozLly9L27S1tb8az8OHDzF9+nRMmzYN7du3B4fDQWhoKO7fv/8j6QEAdHR0cO3aNXTv3l3a5unpCUtLS0RGRv7wfn+GWrO20BwwDpkHNkIcGggNlz7QmfUHUucOB0tNKtA/Y8sygJ/3EnN09aH7+x4In96RtmkNHA9erYbI2LUKkrgo8Os2gdbQqZAkxUP08qECsirclRfBWHf6Lhb+0g71qlTE4duvMGH7WXgvGgxjvYLviW3nH+HCsyAs6d8eVSsY4UFABGbsu4AD0zxgX9kMAJApEKKmlSl6Na+NGfsuKjqlr7ry5gPWXfPFwm6NUM/KGIcfv8WEI3fhPcEFxjqaBfpffB2Bzf++xrIeTVC/sgnex6di6dln4ICDWZ3rAwD+fhCIk8/f4Te3pqhmpg//yEQsPfcMuppqGNishqJTLODKmwisu+qDha6N83I+fAfeE7sWkvN7bP7XF8t6NkX9yqY5OXs/ycnZpQEA4O/7gTj5LBS/uTVDNXMD+EcmYOnZp9DVUMNAx5oKzlCWmlM7aA2fgIxd6yF6GwDN7u7QXbwWKZOHgKUkFeifvnYxwFeT3ufo6UN/3T4IHt6WtiWN7CP7HA2bQXvCHAgf3UFpw2/UGhq9RyPr+FZIwgOh1q4XtCf+jvTfxoClJRfs36QtNNx+RdbhjRC/8wfX3AqaQ2YAALJP7VF0+N/UrLsTBiwajgOLdiH05Vu4jOiOWf8sxtz2k5EanyJ3m4yUdMzrMEV6nzEm87iGtiaCnwXiyYUHGPHHhBKN/0eot2oH7RETkb5jPUTB/tDs4QG9ZX8iecJgsOSkAv3TVsu+p7l6+tDftA+C+7fy2ipaQn/VFmRfv4jMI3+DZaaDZ20DJhQoIKPik5mZBbvqtujt2hnTFqxQdjiF+u5Tw+np6bh48SIGDBiAtm3b4vTp0wAAd3d3PHz4sECRdPnyZYjFYvTo0aPQfZqZmUlvenp64HA4Mm06OjpfjenGjRto2LAhRo0aBVtbW1StWhUdO3bE0qVLvzc9qV69esHLy0t6PysrCxcvXkSvXr1+eJ8/S72LOwS3L0J49wokke+RuX8jmCAb6q27yO3P0lPBkhOlN36dxoAgC8IneV8ivOp1ILx3FeJAH7C4aAhvXYDkQyh4tvaKSqtQB2++Qh+nOujVvDaqWRhjUb920FTn48wjf7n9LzwNwshOTeBcxwaVTA3Qz7keWtW2wT83X0r7tKptg0ndW6B9/dIzCpjr4KNg9GlYFb0a2KCamT4WuTaCphoPZ16Fy+3v8zEeDSqboFs9a1gZ6sCpWkV0qVsZfpEJMn3a2lmidQ0LWBnqoFPtSmhhWwF+nxIVlNXXHXwYjD6NbNGrQVVUMzPAItfG0FTj48zLMLn9c3I2Rbd6VfLlbC0nZyu0rmn5X86Vc3LO10dZNHt4IPv6BQhuXobk43tk7FoPZGdBvUM3uf1ZWipYUoL0pubQBMjOguDBrbw++R5nSQlQa9YKIr+XkER/VlBWRafevjeEDy5D9OgaJFEfkH1sK5ggG2otOsvtz6taC+J3/hA9uwWWEANx4EuInt0Gt4pyC/rCdBnVA7ePXcfdkzcRGfIR+xfugiAzG637dSh0GwYgOTZJekuJky2IH5y+De/NJ/Hmvm8JR/9jNN36IfvqeQj+vQTJh/fI2LEOyM6CRseivaf5DZoA2dkyhaDW4FEQPn+MzAM7IQ57C0lUJIRPHsgtLEsz5xZNMWXMMHRs01LZoXzVdxeCly5dgq2tLWxtbdGzZ094eXmBMYY2bdrAxMQEp06dkul/6tQpdOrUCfr6+sUW9JfMzMwQEhKC4ODCTy98Lzc3Nzx79kxa2F65cgVWVlaoU6dOsT3Hd+HxwbOpCdGbF3ltjEH05gV41WsXaRfqrbtC+PgmIMiStolD3oDfsAU4RqY5T2PfANwKlSDye1as4X8voUiMgA8xcLSrLG3jcjlwtKsM37AoudsIRGJoqPFk2jTU+Hj5TjkjuN9DKJYg4HMSHKuaS9u4HA4cq1aA78d4udvUr2QC/89JeP0pp8D5mJiGe2+j0Kp6RZk+j8Ni8D4+FQAQFJWElx/i0LK6/NPriiQUixHwORGOVStI23JyNv9Gzol4/Snn8Y+JabgX8llOztFycrYowWyKgM8Hr5odRL7P89oYg9D3Ofg1i/YZ1ujQDYL7N4DsLLmPcwyMoNaoObL/LV2j3QAAHh/cytUhDnqV18YYxEGvwK0q/4enOCwAvMrVpYUfx6QieHWaQPzmqQIC/j48NT5s6laTKdgYY3hz3xfVGxVeuGpqa2LdvZ1Y/2AXpu6ZC6salQvtW+rw+eBVqwmhzxfvaZ/n4NsV7btSo6Mrsu/me09zOFBv0gLiyA/QW7YWhgfOQH/tDqg5tiqBBAjwA6eGPT090bNnTwCAs7MzUlNT8eTJEzg6OqJ37944ffo0Jk6cCA6Hg4iICDx79gx///13sQee3+DBg/Hs2TP06NEDVlZWqF+/Plq2bImePXtCXV39h/ZpYmKC1q1b49SpU5g0aRK8vLzQt2/fYo686Dh6BuDweGDJsiM5LDkRXItvHzh4tnbgVbZF5l9/yrRnHtwKrV9nQH/jcTCRCGASZP69HuKg18Ua//dKTM+EWMJg8sUpYBM9bYRHyx/NalHLGgdvvkKjalaobGqAx8EfcMMnFGKJRBEh/5TEjGyIGYOJruzpUBMdDYTHyT+l1K2eNZIys/Hr/psAAJGEwaOxLUa1qiXtM6KlPdKzRei1/Qp4XA7EEoZJ7erCtZ51ySVTRIkZgpycdTRk2k10NBEelyp3m271qiApIxu//n0TAPsv52oY5ZxXSI1oVSsn522X8nJuXw+u9arI3aei5H6GJUmyI5MsORE8q2+/Hrzq9uBVsUX69jWF9lFv6wKWmQHh47s/HW9x4+jq5+Sf+sUxLCUJvAryj2GiZ7eQraMP7elrAQ4HHB4fgrsXILh6QhEhfxc9Iz3w+DwkxyXJtCfHJsOimpXcbT6/+4R9c7bhQ+B7aOlpo+toNyzyWokFnachMUr5I9jfwtE3AIfHB0uSfU0lSYlQq1SE93QNe/BtbJG+9Y+8fRoYgaOlDa2+A5FxeB9EB3ZBrVEz6M77HamLpkH0xqfY81B13zUi+O7dO7x+/Vo6b47P56Nbt27w9PQEAPTt2xcfP37Eo0ePAABeXl6wsrJC8+bNizlsWdra2ti9ezeuXbuG8ePHQ1tbG3/88Qfc3d2RmZn5w/vt27cvTp8+jQ8fPuDVq1dfPb1d2qm17gbxh3cFFpaod+oFXrVaSN+wCGnLxiPr2E5oDZkCXu1GSor0x83p0xrWZgbovfIQms7YhtWet9HTsRa4XOUvECgJT8NjsO9eIBZ0a4SjozpivUcL3H37Gbvv5J06v/rmIy76RWBVb0ccHdURv7s1xT+PgnHWJ1x5gf8EmZxHd8L6fk7/5fxG2ufqmw+46Pceq/o0x9HRnfB7r2b452FQmc05l0aHbhC9Dy10YUluH8Hd60AZm0tVGF6NelB36Yfs49uR8ccUZO7+Hfw6TaHeZcC3Ny4DQl8E4/6p24jwD0fQY39sGbcGqQkpaDdQ/qny8kajoytE4aGyC0v+O14LHt9H9tmTEIeFIMvrCITPHkKji5uSIi3fvmtE0NPTEyKRCM7OztI2xhjU1dWxZMkS2NjYoEmTJjh16hQcHR3h7e0NDw8Pha3Us7a2hrW1NTw8PDBu3Dh06dIFFy9eRN++faGrq4vU1IKjDLlturq6BR5r3bo1lixZggULFqBdu3YwMjIq8RwKw1KTwcRicAxkY+AYGIElf+OXo7om1B3bIuvUAdl2NXVouo9ExualEPk8BgAIPrwDz7o6NLp6IMP/hZydKYaRjhZ4XA7iUzNk2uNTM2AqZ6EIABjraWHj6O7IFoqQlJ4FcwMdbDr7AFYmBooI+acYaWuAx+EgPk32lF98ejZMdQsumgCA7bfewNWhCvo0rAoAqFHBAJkCEX6/8AKjnGuBy+Fgw7+++NXJDl3qVpb2+Zycgb/uB6FnfZsSzelbjLTVc3JOz5Zpj0/PKjznm345OTeyBQDUqGCITIEYv59/hlHOtXNyvu6DX1vao0tda2mfz0kZ+OtegFJzzv0Mcw2NIc7XzjEwKjBKWICGJtRbtkfm8cLPrvBr1QPPyhrp65YXT8DFjKWl5OSvZ4T8Y/QcfUNIUuTnr+46BKInNyB8eAUAIIkMz7nSwYDJEFw5BnyxsEKZUhNTIRaJYWBqKNNuYGaA5NikIu1DLBLj/ZswVLBR8jSGImIpyWBiETiGst9LXEMjSBKL8J52bo/MI38V3KdIBPGHcJl28Yf34NeuVxxhky8UeURQJBLB29sb8+bNw5kzZ6Q3b29vmJub4/z5nMuNuLu74+rVq7hy5Qqio6PRp0+fb+y5ZFSqVAmamprSEcGqVasiOjoacXFxMv3evHkDDQ0NWFpaFtgHn8+Hm5sbnjx5otTTwgAAsQji8GDwa+dbds/hgF+7IcQh8hdP5FJr1gbgq0P44LrsAzw+OHy1AgdTJpEAXOVeYlKNz0OtyuZ4EvxR2iaRMDwJ+gCHql+f36ahxkcFQ12IJBL86xOKtvWqlnS4P02Nx0UtC0M8Cc+7NIKEMTwJi4FDJfmXUskSigt8gHNHP3Nf0iyhGNwvfohxORxISsEXqBqPh1oWRngSFi1t+2bOIjG+HODNyzknJ7k5c0tBziIRxKFB4NfLN9rO4UDNoTFEwV//DKs7tQXU1CG4fa3wPh1cIQoJgvh9aDEFXMzEIkg+hIBnVz+vjcMBr2YDSMLkj3Jy1DUKrKKFdKpH6RrpFwtFCPcLRW2nvGKFw+GgtpMDQl4Ubf46h8tFJfsqSIopHYu5vkkkgjg0GGoOjfPaOByoOTSCKOhN4dsBUG/ZFhw1tYLvaZEIopDAAtMleFaVIYmJBil+RR4RvHXrFpKTk+Hu7g49PT2Zxzp37gxPT08MGDAAXbp0wYoVK7B06VK0bNkSFhYFf9lkZWUhICBApk1HRwfW1j82b2nLli3IzMxEmzZtYGlpidTUVBw8eBAikQhOTjnX7GnVqhWqVq2KGTNmYNq0aTAzM8ObN2+wceNGDB06FDweT+6+p06dipEjRyp1NDCX4LIntEbPhTgsGOJ3gVB36QuOhiYEd3N+LWuNmQtJYhyyT+6T2U69dVcIX9wHS/9irllWBkQBr6D5yxhkCrIhiYsG374+1Ft2QtbRHYpKq1BD2jXA4kPXUbuyOepWqYDDt14hUyCCm2POfLBFB6/C3EAXU3rmvMavw6MQk5wGOyszxCSnYeelJ5AwhuEd8g5SGdkCRMTmrcr7FJ+CwI+xMNDWhIWx7Pta0YY0r4nF3k9R28IIdS2NcfjJW2QKRXD7bxRr0ZknMNfTwpQOOV80rWta4NCjt7CvaIR6VsaISEzD9ltv0LqmBXj/FUeta1hg771AVDTQRjUzfQRFJeHQ42DpPpVtSIuaWHzmCWpbGufk/Dg4J+cGOcX7ojOP/8vZAUBOPoceBeflnJCG7Tf90LqmJXj//XhpXdMSe+8GoKK+NqqZGyAoKhGHHgXDrYGNstKUyjp3EjqT50McGiS9fAw0NCG4cQkAoD15PiQJccg6LHtpFPX23SB8cg8sTf58UWhpQ71FG2QcUP7n9msEN05Dc8gMiCPeQhIeDLV2buBoaED4KKcY0BwyE5LkeAjO7gcAiPyeQL1db0g+hkIcHgSumSU0ug+B6PUTgJW+ub+X957D6HWTEfY6FO9evYXLyO7Q0NbA3ZM3AABj1k1GYnQCTq45DABwm+KB0JfBiA6Pgra+NrqN7QVTK1PcPpb3o13HQBcmVqYwNM+5nmhF25xBi9xVxsqW5X0COlPnQxQSCNHbQGj2cAc0tZB9Pec9rTNtASTxscg8KPue1ujoCsHje2CpBd/TWaePQXfWUoje+ED4+iXUGjWDWtMWSF04TREpFZuMjExEfMxbrPgpMhqBwaEw0NeDRUXzr2ypWEUuBD09PeHk5FSgCAQAFxcX7N27F4GBgbC3t4erqyuOHz9e6ChaeHh4gcuwtGjRAvv37/+u4HM1bdoUR44cwdy5cxEXFwcDAwPUqlUL+/btg61tzikkPp+Pffv2YcOGDZg5cyYSEhJQqVIlDB06FL/++muh+1ZXV4exceEX9FUk4ZNb4OgbQLPPcHAMjCCOCEX6n/PAUnJ+PXKNzQGJ7K9nbsVK4NvVQ/qaOXL3mbFjBTQ9RkF73AJwdPQgiYtGludfENw4V+L5fItLo5pITMvEjouPEZeSDrtKZtg+vidM9HNODX9OTJOZdpAtFGPb+Uf4GJ8CbQ01tKpdBSuGdIK+dt5ihDcRMRi95bT0/rrTOdew7NHMHr8P7qSgzORzqVMZiRnZ2HHbH3FpWbCrYIDtA1tJF5B8TsmQyXe0cy1wwMG2W36ISc2EkbYGWte0xKR2eav15nVpgG233mDVpZdISM+5oHTfRrYY27poq1RLmksdaySmZ2PHLb//cjbE9oGt83JO/iLn1jkXhd52M3/OFpjUPm8UZl6Xhth2yw+rLr1AQno2zPQ0c3Juo/ychQ9uItPAEJr9f805RRwWgrQVc6SLwLimFQqM0HMtK0OttgNSl88sdL/qrdoDHA4E9/4t0fh/lujFHWTr6kPDdQg4ekaQfHqHjG1LpNdB5RibgZuvwBNcPgowBo3uQ8ExMAFLS4bI7wmyzx0o5BmU68n5B9A3NkCf6f1hYGaIiIAw/DlshfSSMMZWpjIj0zoGOvh11XgYmBkiPSUN4a/f4fe+CxEZkncmpGGnpjIXnZ64Ned9cHrjcZzZqPxFM4J7N8HRN4TWwBE5F5QOC0Hq8tn53tPm+UZxc3CtKkOtjgNSlsh/Twsf3UX6jvXQch8E7dFTIP4UgbTVSyAKUO4ixu/lF/gWIybPld5fs2U3AMCta0esXFT451nROKzAuDspCcnDCr+OVHmkPrC3skNQvNjSd922EsVRrb9QmXWq9K3ELUl8i69fyL88mnReS9khKNSG+nHf7lSO6O0r2SuYlEZqprbf7KNaR3JCCCGEECL1Q39iTtGWLFmCc+fkn6rs0aMHfvvtNwVHRAghhBBS9pWJQjB3wYY88i77QgghhBBCvq1MFIImJiYwMZF/OQlCCCGEEPJjaI4gIYQQQoiKokKQEEIIIURFUSFICCGEEKKiqBAkhBBCCFFRVAgSQgghhKgoKgQJIYQQQlQUFYKEEEIIISqKCkFCCCGEEBVFhSAhhBBCiIqiQpAQQgghREVRIUgIIYQQoqKoECSEEEIIUVEcxhhTdhCEEEIIIUTxaESQEEIIIURFUSFICCGEEKKiqBAkhBBCCFFRVAgSQgghhKgoKgQJIYQQQlQUFYKEEEIIISqKCkFCCCGEEBVFhSAhhBBCiIqiQpAQQgghREVRIUgIIYQQoqKoECSEEFLmqOJfR1XFnIl8Eomk2PZFhSAhKqI4Dxyk9BAIBMoOQaHS0tIAABwOR8mRKE5mZiZEIhHS09OVHQpRopMnT2LOnDkAAC6XW2w/DKgQJBCLxcoOQSEyMzORmpqK5ORkaVt5/oWdmJiIiIgI+Pv7A8g5cJTnYvDdu3e4efOmssNQqICAAGzYsAFJSUnKDkUhQkJCMGfOHNy6dUvZoShMSEgIpk+fjv79+2PRokV49uyZskMiShAVFYXFixfj7NmzmDlzJoCcH0PF8R1GhaCKevfuHf744w8wxsDj8cp9Mfj27VtMnz4d/fr1w6RJk7B7924A5XdUITg4GGPHjsW4ceMwceJELFu2DEBOMVgeJScno2fPnhg/fjzOnTun7HAUIjAwEL179waPx4OhoaGywylxwcHB6N+/PypVqgQbGxuZx8rrD5zAwED069cPlpaWaNmyJdLT03H06FEIhUJlh6Z05fU1L4y+vj569OiBjh074tmzZxgzZgyA4ikGy+e3AvmqiIgIDB06FAcPHsSCBQvKfTEYEhKCwYMHo3Llyvj1119Rq1YtXLlyBQ8ePFB2aCUiJCQEgwYNQrNmzbB06VKMHj0a9+7dQ0REhLRPeRsJNTAwQMuWLdG1a1fMmTMHXl5eBfqUp5yDgoLQv39/jBkzBrNmzQKQM7Kf/zRxeco3IyMDf/zxB3r16oUFCxagSpUq+Pz5M3x9fQGUzx84QUFBGDhwIIYNG4YlS5Zg+vTpcHZ2RlJSElJTU/H+/Xtlh6hwDx8+xNatWwGU/zMcuXI/x9ra2qhZsyb8/f2xePFihISEYNy4cQB+vhgsf58e8lVpaWlYt24dGjVqhClTpiAwMBBz584tt8VgcnIyli9fDjc3NyxcuBD9+vXD2LFjIRAI8OrVK2WHV+wSEhIwY8YMeHh4YNasWXB0dETbtm1haWmJxMRE6Wml8jQSKhKJwBhDRkYGWrVqhenTp2PhwoXSkcE7d+4gLS2t3OQcFRUFNzc3dOjQATNmzAAArFu3DuPGjcOECROwbt06AMV32qg0yMjIQGxsLNzc3AAA48ePx5gxYzB06FC4ubnhxo0b5WquZEJCAtzc3NC0aVNMnTpV2h4dHY3AwED0798fHh4eWL9+PUQikRIjVQyJRILs7GxcvnwZV65ckZ7R+VYxWB7e//mPW6NHj0a1atUQHh6OJUuW4OXLlxg/fry034/mS4WgCklPT4euri5sbW3h4uKCoUOH4pdffsHbt2/LZTGYlpaG+Ph4mJubo23btgByDigmJiZo1aoVoqKiAJSfOZLp6engcrno3LkzunfvLm0/deoUXr9+jTlz5mDWrFno168fUlNTAZTtA2XuogE+nw8Oh4OmTZuCy+VizJgxmDRpEmbPno2+ffti586dyM7OVnK0xSMjIwPm5uaoUqUKPn36hFevXmHAgAF4+fIlbGxsYG1tDS8vL5mRgrIs9zWWSCTg8XjQ0dHBsmXLIBaLsXTpUpw5cwYVKlTAmjVrEBgYKO1b1hkbG6Nbt27w8fHB1atXAQB79+7FkSNHMHfuXCxcuBCjR4/G7t27cebMGeUGqwApKSnQ0NDAxIkT0bJlS1y/fh07d+4EIL8YzMrKAlC23/+nT5/GpEmT8OzZM+l3lVAoRN26dREcHIy2bdti7dq1ePHiBSZMmADgJ4pBRlSCv78/GzFiBIuKimISiUTanpaWxo4cOcJ69erFZs+eLX0sOzubZWZmKivcn+bv78/Gjh3Lnj59ym7evCltz81v5cqVbOrUqTJtZZm/vz8bNWoUe//+PUtLS5O2nzlzhjVv3pxdvnyZhYeHs0+fPrG2bduyZcuWKTHan+fv789Gjx7NQkNDpW179+5lEydOlN53c3Nj9vb2bNOmTcoIsdj5+/uzX3/9lSUkJDCBQMC6d+/O7Ozs2OTJk1lsbKy0371791izZs2Yp6enEqP9ebmvcVhYGBOLxax79+5s3LhxbP78+ezBgwcyffv27csmT56spEiLl0AgkP571qxZrFmzZmzmzJmsefPmMnknJCSw7t27s3nz5ikjTIU5cOAAc3JyYsnJyYwxxuLi4tiKFSuYh4cH27Fjh7SfWCxmjDEWGxvLZs2axc6cOaOUeIvDhw8fWJ06dZidnR2bMWMG69OnDzt9+jRLTU1lycnJrGXLluzChQuMMcZu3brFWrZsyQYMGPDDz0cjgiogICAAHh4eqFWrFipUqCD9lSQWi6Gjo4NevXrBw8NDOjKYnZ2NFStWYMGCBWXy13VAQADc3d1RrVo1NGnSRDoayBiT5s7n86UjgRwOB5s3b8aGDRuUFfJPyX197ezsYG1tDR0dHeljFhYW2LVrF1xcXFClShVYWlqiXr16SElJUWLEPyc335o1a8LW1lbaXqVKFelcsfnz5yMuLg4eHh7YvXs3jh07pqxwi0VuzrVr14aRkRHU1NRw+vRpuLq6okuXLjA1NZX2rVevHnR1dREfH6/EiH9O/tfYxsYGXC4Xs2fPhr+/P06dOiU9LuWeDm7Xrp10FKisyh39VFNTkx6b1q5di44dO+L8+fPo378/WrRoIe2vo6MDQ0NDWFtbKyVeRTh27BjWrl2LRYsWQV9fHwBgYmKCMWPGoH79+rhx4wa2b98OIGdkMCYmBpMnT4aPjw9cXV2VGfpPMTY2xqJFi6Cnpwcej4fhw4dj165dmDp1Kvbt24cuXbrg6dOnYIzByckJS5cuha6u7o9/XxdP/UpKq9DQUNagQQO2Z88euY/njoZlZGSwI0eOsD59+rDWrVszBwcH9urVK0WGWiy+lW+unTt3sunTpzPGGFu3bh2rV68ee/36tSJCLFZFzTeXSCRikydPZtu3b2eMlb3R0K/lGxsby8aMGcMGDhzInJycmL+/P8vOzmarV69mzZo1YykpKUqI+OfJyzl31EgikbCsrCyZ/qmpqWzIkCHs3Llz0j5lSWGvcUJCAtu6dStr0KABmzJlChOJRNLHFi5cyGbPns1EIlGZy5cx+SPc2dnZ0n8vXbqUNWzYkF26dEnavmHDBubs7Mzev3+v8HgV4ejRo6xWrVrs2rVrMu0xMTGMMdmRwZ07d7L4+Hg2ZMgQ1q1bN+nnI/97pCy4e/eu9PXMzMxkhw4dYnZ2dszLy4slJCSw69evs379+jE7OzvWsWNHlpqayhiTzTN3ZPR7UCFYjgUEBLCmTZsyOzs76ZtLKBQW6Jd74ExKSmIeHh6sWbNmLCgoSKGxFoei5ssYYxs3bmRz585lO3bsYHXr1mV+fn6KDLVYfE++ucryl8fX8pVIJOzz58/M1dWVde3aVeb1zMjIYPHx8UqJ+Wd9K2d5NmzYwNq3b88+ffqksDiLS2H55uYaExPD9uzZwxo0aMB++eUXtnTpUjZv3jzWpEkTFhwcrMzQf5i/vz+rU6cOW7t2rbQt94v906dP7PLly4wxxmbPns0aNWrEbt++zdavX19mj1tF4e3tzezs7NjTp09l2qdNm8aWL18uLYbj4uLYypUrmYeHB2vUqBHr2rWrtAj81rGwtMnOzmZdu3ZlHTp0YBEREdK2f/75h9nZ2bG9e/dK+966dYuFhYUxxornhx4VguVUQEAAc3BwYPPmzWPTp09nLVu2ZAEBAYwx+b+SBAIBW79+PatXr560X1nyvfmuW7eO2dnZsYYNG5bJkcDvzffZs2dswYIFrHnz5uzNmzeKDvenFTXfgIAAmVGVsux7X+OnT5+yOXPmsGbNmjF/f39Fh/vTvpZv/i/1rKwsFhgYyKZNm8YmTpzI5syZUyZ/uDImf/Qz97X9+PEja968ucwc17lz5zI7OztWv379clsEJiUlsQkTJjAHBwcWHR0tbZ88eTLr1q2b9AdO7shXfHw8mz9/Phs9enSZLQJzxcbGMnd3d9a9e3dpMSgQCNjBgweZvb0927Jli0z/4hr9pkKwHAoJCWF2dnZs8+bNjDHGAgMD2YQJE776RSKRSNjatWvLZBH4I/mePn2aubi4lMkvkO/NNzU1lV24cIHNnz+fvX37Vikx/4yi5Jt/1Kg8+JHX2Nvbm82YMaPcvqcL+3Ivq1/6XxvtjY+PZw4ODmzJkiVMIpHIvNZl9Tj9PXx8fNiYMWNYu3btWGxsLJs9ezbr3r07+/jxI2MsrwDK/W9ycrK0MCxL74cv82AsZ5SzV69erHv37tL3RXZ2Njt06BCrXbs227VrV7HHQYVgORQTEyMzjMxYzkGnsC+Ssv4F+r35MsZYVFSUdK5JWfMj+WZlZZXZVeA/km9Z9yM5Z2RksIyMDIXGWVx+5phVFo9fXxv9FIvFLDk5mR05ckRmvldZKnCKg6+vLxsxYgSrU6cOa9++vfT4lf//ycSJE2VOH//I/DhlSkxMZIwVfA/HxcWx3r17s+7du7OoqCjGGGPp6ens8OHDzM7Ojp0+fbpY46BCsJzL/8EoykhZWfetfMvbwZTyLd/vZ8boNS5vr3FRRj9VTVJSEouIiGAvXrxggYGB0nY/Pz82adIk1qpVK+loYK6xY8cyJycnmcvtlCXPnz9nXbt2Zc+ePWOMyS8Ge/Towfr16ydty8rKYleuXCn2zzwVguXEhw8f2MqVK6X3CztY5h502rZtW6bnmFC+lC9j5SdfxlQvZ1XLN5cqjnB/zbVr19jYsWNZy5YtWZ06dVjt2rXZsmXLpHMBAwIC2IgRI1i7du3Yhw8fGGOMjRw5knXu3LlMzwm8f/8+GzVqFOvbty97+fIlY6xgMRgQEMBatmwpdwSwOHOmQrCc8PT0ZK1atWKLFy+WtuU/kOR/gwUFBbHBgwezLl26sOzs7DJ5aoXypXxzlYd8GVO9nFUtX3nK++jnt5w4cYI1b96cbd++nd27d4+9evWKbdu2jdWvX5+NHDlSOkfu9evXbNSoUaxDhw6sX79+ZboIzH8Fg8ePH7NJkyaxXr16yRSDue/vhIQE5uLiwo4fP16iMVEhWMaFh4ezU6dOMYlEwg4dOsR69uzJFixYIH28sAPJp0+fWGRkpKLCLDaUL+UrT1nNlzHVy1nV8mVMdUc/v+bEiROsVq1a7MqVKwUeu3XrFmvQoAGbNWuWtM3Pz48NHjyY9e7du8wWgdeuXWPjx49nXl5e0jZ5xWCu+Ph4NmjQIOklhEoKFYJlmFAoZMuXL2c9evRgEomEpaSksAMHDhR6YM29uO769euVFfJPoXwpX8bKT76MqV7OqpZvLhr9lHXr1i1mZ2fHzp49K237Ms8TJ04wOzs7dv36dWlbSEhImVwdzBhjJ0+eZM2bN2dbt25lt2/flnns0aNHbOLEiaxr167s8ePHjLGcKQRjx45lv/zyS4mPDFMhWMbdvn2b2dvbs7t37zLGGEtJSWH//PNPgQNrRkYGW758Oatbt26ZnpBM+VK+jJWffBlTvZxVKV9VHP0sitevX7OGDRuy2bNns6SkJLl9IiMjWatWrdjBgwcLPFbWVgdfvXqVNW3alF26dKnQwt7Hx4fNnDmT1apVi3Xv3p317duXDR48WCF/JYUKwXJg8uTJbOTIkdKl6KmpqTIHVqFQyFavXl1uLkJK+VK+5SlfxlQvZ1XIV1VHP4vK19eXNWvWjE2ePFnmzz/mL5ScnJzY/v37lRFesREIBGzhwoVs48aNMu3v3r1jFy5cYHv27JH+VZzs7Gx2+/ZtduTIEXbt2jXpe6OkRz+pECyj8n9Yjh49ytq1ayfzJ5ZyD6y9e/dmTk5OzMHBocweUBmjfCnf8pUvY6qXs6rly5hqjX7+CB8fH7nFIGM5l1fp168f8/HxUVJ0xSM7O5v17t2bLVu2TNq2a9cuNmLECNa4cWPWtGlT1q5dO+l75EuKWDDEBSkzEhISEBMTAwDgcDiQSCQAgP79+0NPTw/bt2+X9tXV1UWfPn3QrVs3WFpa4vjx46hTp45S4v5RlC/lm6s85AuoXs6qlu+XWrdujU6dOmH//v1ISkqCnp4eevfuDXd3d/j5+WHhwoUQiUTYvHkzTp06hWPHjsHe3l7ZYSuMg4MD9uzZg8ePH2PhwoVITk4GAIhEIuzevRvm5uaoW7eukqP8Oerq6mjXrh18fHywfv16DBs2DJ6enmjQoAGOHz+OJ0+eQFdXF0eOHJG7PY/HK/kgS7zUJMUiJSWFtWjRgrm7u7O1a9ey1NRU6R/eZiznF7arq6v0F3bur4i0tLRC52CUZpQv5Vue8mVM9XJWtXzzU8XRz6/51oKX3JHBqVOnspSUFDZ69GjWrVs36SnRsjYn8Ev+/v7s999/Z/369WOjR49mwcHBLC0tTfr4ihUr2KRJk5SWJ4cxxkq+3CTF4fbt23j69ClOnz4NXV1dODo6YsiQIahRowbi4+PRo0cPDB06FOPGjQMAMMbA4XCUHPWPo3wp3/KUL6B6OatSvgkJCRCJRDA3NwcASCQScLk5J93c3Nxga2uLDRs2SPunp6fj6NGjuHLlCn7//fdyORIYGRkJS0vLIvX19fXFuHHjkJCQgGrVquHMmTNQU1ODSCQCn88v4UhLnkQiAWOswAhfZmYmxo4diwYNGmDGjBlKiY0KwVIuNDQUZ8+ehbu7OypXrgwg5wCybds2+Pj44NWrV+jduzdcXV3x7t07HDx4ELt374a1tbWSI/8xlC/lW57yBVQvZ1XLFwBSU1Ph4uICKysrODo6Yty4cVBXV4e6ujoA4NixYzh06BA2bNiAGjVqQCwWg8fjIT09HSKRCAYGBkrOoPgdOXIE//77L/744w+YmpoWaZtXr17hwIEDWLNmTZktAgv7MZPbnvtfgUCAhIQELF68GPHx8Thx4oTScqVCsBQTCoUYMGAA/Pz8YG1tjQ4dOqBu3bpwdXWV9sn9sL18+RKamppISEjAhg0b0LVrVyVG/mMoX8q3POULqF7OqpZvfqo0+vktx44dw7Jly7B582Z07tz5h/YhEAikhXRZ8D2jn6mpqfjnn3/w+PFjiEQiHDhwAGpqatIfCIpGhWApt3fvXvD5fNSoUQMvXrzAwYMH4ezsjMaNG6N///7gcrlIS0tDWFgYtm3bhnfv3mH37t2wsbFRdug/hPKlfMtTvoDq5axK+ari6Oe3XLx4ETNmzMChQ4fQpEmTIhe8Zbkw/t7Rz9DQUFy/fh1qamoYNmwYeDyeckc/FTojkXy3R48esUaNGjFfX1/GGGPR0dFsy5YtzMHBgbm7u7Pjx4+zkJAQxljOMvUvl+CXNZQv5Vue8mVM9XJWlXwFAgHr27cvs7OzY506dWKrV69m58+fl+lz+PBhNmLECNawYUPWokULZmdnxy5evKikiEte7l8DqVu3Lvvw4QNjrGiXP8m/mOTKlSsl/ifVitPRo0eZnZ2d3D+V9zVZWVnSfyv7r6TQ5WNKOUdHR/Tr1w8HDhxAdnY2zM3NERoaCktLS1SrVg1nz56Fm5sb9u3bB3V1dejp6Sk75J9C+VK+5SlfQPVyVpV81dTU0KVLF8ybNw9Lly6FtrY2li9fjpkzZ+LIkSOQSCQYOHAgNm3ahAMHDsDBwQHW1taoVauWskMvESdOnMDSpUsxd+5cdO7cGf3790dgYCB4PB7EYnGh27F8I4FHjhzBvHnzysycyYsXL2LZsmU4dOgQOnfuDFbEE6yMMWhoaEjvK30epFLLUFIkly5dYr/88gsTi8VswYIFzMnJSXopgtDQUHbgwAGZSxOUdZQv5Vue8mVM9XJWlXxVZfTzW86dO8fs7OzYjRs3GGOMBQQEsAkTJrCWLVtKL5Atb2Twy8vsNGnShF26dEkxQf+k8jT6SYVgGTFo0CBmb2/PWrVqpRJXnqd8yzdVy5cx1ctZVfJdvXo1mzlzpvRU37Rp01iXLl3Y3Llz2aBBg1idOnXY3r17lRxlyYqJiSnwlzECAwO/WgzmL4iOHTvGGjVqVCqKoqI4fvw4q1WrFvvrr7/YjBkzvlnw5sqf8+HDh1nDhg3Zw4cPSzzeb6FCsJTLfePcunWLde7cmV27dk2mvbyhfCnf8kbVcla1fFVl9LOo8r/O3yoGGWPsyJEjrEGDBt89x05ZyuPoJ80RLOVy507UqVMHjDH4+fnJtJc3lC/lW96oWs6qlm+XLl3A5/NRp04d3LlzB/v27UONGjUAALa2thg6dKj0fnly9+5dzJ07V3o/dx5g/tfZzs4OU6ZMQYMGDTBu3Dj4+fnJXB7l/fv3uHjxIlavXv3Dl5lRNEdHR+zduxft2rUDANjb22PKlCmoX78+Ro0aJXdeJMs3D/L48eNYu3YtVqxYgS5duiglhwKUWISS73TmzBnWoEGDMv9HuIuK8i3fVC1fxlQv5/Ker6qNfuZ38OBB1rFjR7Z48WJpW2GnfoODg9mAAQPYuHHjCuzn8+fPJRtoCSovo580IliGNG/eHHXr1pX+CaPyjvIt31QtX0D1ci7v+ara6CcAXL9+HSdPnsSAAQMwfPhw+Pj4YOHChQAgMxKW+/8gOzsbNWrUwKZNm7Bt2zbpfth/K2wrVqyo4Ay+X3kf/aQLSpcx2dnZMsvOyzvKt3xTtXwB1ctZVfL19vbGsmXLpJeKKY8yMjIwe/ZsZGZm4q+//kJKSgq8vb3h6emJunXrYuXKlQDy/s5yXFwc5s2bBycnJ4wYMULmsbLk0KFDOHDgAFq0aIHffvsNAGT+CgjLd+r37du3WLp0KQwMDLBjxw6Z/URFRZXKwpcKQUIIIeQnRUdHY9asWVi7dm2p/LIvLteuXcPkyZOlfzkkLS0Np0+fLlAMRkdHY/r06UhISMC5c+egpqam5Mi/3/Xr15GYmIg+ffrg2LFjOHHihEyOX/5JuNwfPbGxsTAxMZEWvKyU/9WUslWWE0IIIaVQhQoVsHfv3nJdBAJAhw4d0KpVKxw9ehRpaWnQ1dVF79694e7uDj8/PyxevBgJCQmYO3cukpOTpUWgSCRSdujfJSMjA6dPn8alS5fA4/HQo0cPaY75T4VLJBIAQFxcHCZOnIi//voLZmZm4HK50sdKcxEIUCFICCGEFIvyfAo8t6jhcrlwdHTEixcvkJqaCgDSYtDDwwN+fn5wcnJCTEwMzpw5Iy0Clf7XM76TtrY2evXqhQcPHuDZs2fQ19eXKXhzi0Eul4vo6GhMmTIFHz9+xJAhQ6T7KCunwMtGlIQQQghRqICAAERERADIKWpyZ5KNGDECmpqaMnPgcovBrl27wtXVFd7e3mW2CMylKqOfZfPVIYQQQkiJYIzh48eP6N27N2rVqoUGDRpg/Pjx0NPTg5aWFgDAzc0NV69elS6AEIvF0NHRwdChQ6GhoQEOh1Nmi8DcBS25o59HjhxBamoqdHV1pcUgh8OBl5cXnJycYGtrW6YLX1osQgghhBCp3EUQz58/x/Pnz3H48GHw+XzUrVsXI0eOhIODA2JiYtClSxdMmzYNQ4cOBSC7KKK0L5D4UkBAAHR0dGBtbQ0gL36xWIzu3bujadOm0hXDAJCeno7Dhw8jKCgIq1evLrNFIECFICGEEEL+c+HCBdy7dw+jRo1CtWrVAOQUhnv27MHTp0/x8OFDuLi4wMXFBSEhIbh58ya2bdtWZhfJ5I5+durUSe7oZ27uV69exfbt26WjnzweD1lZWWV+9BOgQpAQQgghANLS0tC7d2+kpaXB1NQU9erVQ8OGDeHh4SHtc+bMGdy6dQt37tyBQCCASCTC/v370bx5cyVG/uNUcfTzS1QIEkIIIQRisRibNm2CpaUl6tWrh0ePHmHnzp1wdnZGzZo1MXLkSKipqYExhrCwMGzfvh3p6enYunWrzPX0ygpVG/0sDBWChBBCCAEA3L59G9OnT8eRI0dgb2+P7Oxs7Ny5Ezt27IC9vT1cXV3h5OSEOnXqQCgUgs/nS+fSlaViUBVHPwtDhSAhhBBCpJYvXw4AWLp0KQDA1dUVNjY2sLa2RnBwMO7fv4/ff/9dWjSVxVOjqjb6+TVUCBJCCCFE6uTJkzh16hR27tyJ4cOHQ1NTE3v27IGuri6io6Px/PlzdO7cucwujsilKqOf30KFICGEEEJk5F40uWnTptiyZQsMDQ0L9CnLK2VzqcLo57eU7VeQEEIIIcUmt9AZMmQI9u7di7lz58LQ0FBuAVTWi0AAqF27Nk6dOoXk5GQMHz4c+vr6+OOPPwqMfuYqb0UgQH9ijhBCCCH/yS10mjdvjsTERDx48ECmvbzx8PCAUCiEo6MjdHV1sWPHDujq6gIAKlSogG7duoHP55e5Pxv3PagQJIQQQoiMChUqYOzYsdi3bx9CQkKUHU6JyJ0ZN2TIENSoUUNm9PNL5WH0szBUCBJCCCGkgDZt2qBt27awtbVVdiglQtVGPwtDi0UIIYQQIlf+v7lbnlbKfungwYPYunUrDh8+jOrVqys7HIUqv2OdhBBCCPkpuaNj5bkIBHJGP/38/Mrt6OfX0IggIYQQQlSeqox+fokKQUIIIYQQFUWLRQghhBBCVBQVgoQQQgghKooKQUIIIYQQFUWFICGEEEKIiqJCkBBCCCFERVEhSAghhBCioqgQJIQQQghRUVQIEkIIIYSoKCoECSGEEEJUFBWChBBCCCEq6v8RdoSMCdOHGAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "sns.heatmap(df_analysis[['AVLT1','AVLT2','AVLT3','AVLT4','AVLT5','AVLT6','AVLT-B','AVLT_DEL','AVLT_SUM']].corr(method='pearson'),ax=ax,annot=True,cbar=False)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "sns.heatmap(df_analysis[['ROCFT_30MIN','ROCFT_3MIN']].corr(method='pearson'),ax=ax,annot=True,cbar=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "sns.heatmap(df_analysis[['ASRS','ASRS - N','ASRS - H']].corr(method='pearson'),ax=ax,annot=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "sns.heatmap(df_analysis[['DIGITSPAN_TOT','DIGITSPAN_FW','DIGITSPAN_BW']].corr(method='pearson'),ax=ax,annot=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AVLT_DEL\n",
      "0.04876232745325839\n",
      "BDI_II\n",
      "0.0063172799599124085\n",
      "BAI\n",
      "0.007366220913404045\n",
      "ASRS\n",
      "0.002019850167006132\n",
      "ASRS - N\n",
      "0.003880233532818689\n",
      "ASRS - H\n",
      "0.001267287205840376\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import kruskal\n",
    "indeces=[]\n",
    "for idx,feature in enumerate(d.columns):\n",
    "    \n",
    "    # Perform the Kruskal-Wallis test\n",
    "    statistic, p_value = kruskal(*[d[feature][d.diag == category] for category in np.unique(d.diag)])\n",
    "    \n",
    "    if p_value <= 0.05 and feature!='diag':\n",
    "        indeces.append(idx)\n",
    "        print(feature)\n",
    "        print(p_value)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making collapsed version of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = d\n",
    "\n",
    "df['AVLT_AGG'] = df[['AVLT1','AVLT2','AVLT3','AVLT4','AVLT5','AVLT6','AVLT-B','AVLT_DEL']].mean(axis=1)\n",
    "df = df.drop(columns=['AVLT1','AVLT2','AVLT3','AVLT4','AVLT5','AVLT6','AVLT-B','AVLT_DEL','AVLT_SUM'])\n",
    "\n",
    "df['ROCFT_AGG'] = df[['ROCFT_3MIN','ROCFT_30MIN']].mean(axis=1)\n",
    "df = df.drop(columns=['ROCFT_3MIN','ROCFT_30MIN','ROCFT_COPY','ROCFT_PLAN'])\n",
    "\n",
    "df['FLUENCY_AGG'] = df[['FLUENCY1','FLUENCY2','FLUENCY3']].mean(axis=1)\n",
    "df = df.drop(columns=['FLUENCY1','FLUENCY2','FLUENCY3'])\n",
    "\n",
    "df['DIGITSPAN_AGG'] = df[['DIGITSPAN_FW','DIGITSPAN_BW']].mean(axis=1)\n",
    "df = df.drop(columns=['DIGITSPAN_FW','DIGITSPAN_BW','DIGITSPAN_TOT'])\n",
    "\n",
    "df['TMT_AGG'] = df[['TMT_A','TMT_B']].mean(axis=1)\n",
    "df = df.drop(columns=['TMT_A','TMT_B'])\n",
    "\n",
    "df['STORY_AGG'] = df[['STORY_A_DEL','STORY_B_DEL','STORY_A','STORY_B']].mean(axis=1)\n",
    "df = df.drop(columns=['STORY_A_DEL','STORY_B_DEL','STORY_A','STORY_B','STORY-TOTAL','STORY_DEL_TOTAL'])\n",
    "\n",
    "df['ASRS_AGG'] = df[['ASRS','ASRS - N','ASRS - H']].mean(axis=1)\n",
    "df = df.drop(columns=['ASRS','ASRS - N','ASRS - H'])\n",
    "\n",
    "df['MISTAKES_AGG'] = df[['TMT_A_MISTAKES','SYMBOLS_MISTAKES','TMT_B_MISTAKES']].mean(axis=1)\n",
    "df = df.drop(columns=['TMT_A_MISTAKES','SYMBOLS_MISTAKES','TMT_B_MISTAKES'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choosing the best model"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random guessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3041250682928091\n"
     ]
    }
   ],
   "source": [
    "score=0\n",
    "for i in range(1000):\n",
    "    score+=f1_score(d.diag,np.random.choice([-1,0,1],size=len(d.diag)),average=\"macro\")\n",
    "random_guesser = score/1000\n",
    "print(random_guesser)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Full data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 12%|█▎        | 1/8 [00:00<00:03,  1.78it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogisticRegression(class_weight='balanced', random_state=42, solver='newton-cg') 0.559322033898305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|██▌       | 2/8 [00:01<00:03,  1.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNeighborsClassifier() 0.559322033898305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 3/8 [00:08<00:18,  3.60s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(random_state=42) 0.6779661016949152\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 4/8 [00:08<00:09,  2.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVC(kernel='linear', random_state=42) 0.576271186440678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▎   | 5/8 [00:08<00:04,  1.56s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier(max_depth=6, random_state=42) 0.5084745762711864\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▌  | 6/8 [00:09<00:02,  1.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GaussianNB() 0.2542372881355932\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 88%|████████▊ | 7/8 [00:25<00:06,  6.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GradientBoostingClassifier(random_state=42) 0.5932203389830508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8/8 [00:30<00:00,  3.77s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AdaBoostClassifier(random_state=42) 0.576271186440678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "fit_and_eval_LOOCV(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'RandomForest'),\n",
       " Text(1, 0, 'GradientBoosting'),\n",
       " Text(2, 0, 'AdaBoost'),\n",
       " Text(3, 0, 'SVM'),\n",
       " Text(4, 0, 'KNeighbors'),\n",
       " Text(5, 0, 'LogisticRegression'),\n",
       " Text(6, 0, 'DecisionTree'),\n",
       " Text(7, 0, 'Random Guessing'),\n",
       " Text(8, 0, 'GaussianNB')]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "\n",
    "values = np.array([0.559322033898305,0.559322033898305,0.6779661016949152,\n",
    "                   0.576271186440678,0.5084745762711864,0.2542372881355932,\n",
    "                   0.5932203389830508,0.576271186440678,0.3041250682928091])\n",
    "labels = np.array([\"LogisticRegression\",\"KNeighbors\",\"RandomForest\",\"SVM\",\"DecisionTree\",\"GaussianNB\",\"GradientBoosting\",\"AdaBoost\",\"Random Guessing\"])\n",
    "sns.barplot(x=labels[np.argsort(values)][::-1],y=np.sort(values)[::-1])\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)    \n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collapsed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 12%|█▎        | 1/8 [00:00<00:03,  2.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogisticRegression(class_weight='balanced', random_state=42, solver='newton-cg') 0.5084745762711864\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|██▌       | 2/8 [00:00<00:01,  3.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNeighborsClassifier() 0.5932203389830508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 38%|███▊      | 3/8 [00:07<00:16,  3.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(random_state=42) 0.6101694915254238\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████     | 4/8 [00:07<00:08,  2.05s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVC(kernel='linear', random_state=42) 0.6101694915254238\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 62%|██████▎   | 5/8 [00:07<00:04,  1.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier(max_depth=6, random_state=42) 0.6271186440677966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|███████▌  | 6/8 [00:08<00:01,  1.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GaussianNB() 0.5423728813559322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 88%|████████▊ | 7/8 [00:20<00:04,  4.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GradientBoostingClassifier(random_state=42) 0.576271186440678\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8/8 [00:25<00:00,  3.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AdaBoostClassifier(random_state=42) 0.4745762711864407\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "fit_and_eval_LOOCV(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'DecisionTree'),\n",
       " Text(1, 0, 'SVM'),\n",
       " Text(2, 0, 'RandomForest'),\n",
       " Text(3, 0, 'KNeighbors'),\n",
       " Text(4, 0, 'GradientBoosting'),\n",
       " Text(5, 0, 'GaussianNB'),\n",
       " Text(6, 0, 'LogisticRegression'),\n",
       " Text(7, 0, 'AdaBoost'),\n",
       " Text(8, 0, 'Random Guessing')]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('darkgrid')\n",
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "\n",
    "values = np.array([0.5084745762711864,0.5932203389830508,0.6101694915254238,\n",
    "                   0.6101694915254238,0.6271186440677966,0.5423728813559322,\n",
    "                   0.576271186440678,0.4745762711864407,0.3041250682928091])\n",
    "labels = np.array([\"LogisticRegression\",\"KNeighbors\",\"RandomForest\",\"SVM\",\"DecisionTree\",\"GaussianNB\",\"GradientBoosting\",\"AdaBoost\",\"Random Guessing\"])\n",
    "sns.barplot(x=labels[np.argsort(values)][::-1],y=np.sort(values)[::-1])\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=45)    \n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature importance\n",
    "Furthermore, we select best algorithm using Leave-One-Out Cross Validation and report a score on a test set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "def LOOCV_features(clf,train_data):\n",
    "    loo = LeaveOneOut()\n",
    "\n",
    "    # initialize a list to store the scores\n",
    "    scores = []\n",
    "    \n",
    "    X = train_data.drop(columns=[\"diag\"])\n",
    "    y = train_data.diag\n",
    "    # iterate over the splits\n",
    "    importances = np.zeros(len(X.columns))\n",
    "    for train_index, test_index in loo.split(X):\n",
    "        # get the training and test data for this split\n",
    "        X_train, X_test = X.iloc[train_index], X.iloc[test_index]\n",
    "        y_train, y_test = y.iloc[train_index], y.iloc[test_index]\n",
    "        \n",
    "        # fit the model on the training data and score it on the test data\n",
    "        clf.fit(X_train, y_train)\n",
    "        score = f1_score(y_test,clf.predict(X_test),average=\"macro\")\n",
    "        importances += clf.feature_importances_\n",
    "        # store the score\n",
    "        scores.append(score)\n",
    "\n",
    "    # calculate and print the mean score\n",
    "    return importances/len(X.columns),sum(scores) / len(scores)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Full data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'BDI_II'),\n",
       " Text(1, 0, 'BAI'),\n",
       " Text(2, 0, 'ASRS - N'),\n",
       " Text(3, 0, 'ASRS'),\n",
       " Text(4, 0, 'BPQ'),\n",
       " Text(5, 0, 'ASRS - H'),\n",
       " Text(6, 0, 'AVLT3'),\n",
       " Text(7, 0, 'AVLT_SUM'),\n",
       " Text(8, 0, 'FLUENCY2'),\n",
       " Text(9, 0, 'TMT_B'),\n",
       " Text(10, 0, 'AVLT4'),\n",
       " Text(11, 0, 'AVLT5'),\n",
       " Text(12, 0, 'FLUENCY3'),\n",
       " Text(13, 0, 'STORY_DEL_TOTAL'),\n",
       " Text(14, 0, 'STORY_B'),\n",
       " Text(15, 0, 'STORY-TOTAL'),\n",
       " Text(16, 0, 'STORY_A_DEL'),\n",
       " Text(17, 0, 'AVLT_AGG'),\n",
       " Text(18, 0, 'SYMBOLS_HS'),\n",
       " Text(19, 0, 'ROCFT_30MIN'),\n",
       " Text(20, 0, 'STORY_B_DEL'),\n",
       " Text(21, 0, 'ROCFT_3MIN'),\n",
       " Text(22, 0, 'FLUENCY1'),\n",
       " Text(23, 0, 'TMT_A'),\n",
       " Text(24, 0, 'STORY_A'),\n",
       " Text(25, 0, 'AVLT_DEL'),\n",
       " Text(26, 0, 'KOGN_ODHAD'),\n",
       " Text(27, 0, 'DIGITSPAN_BW'),\n",
       " Text(28, 0, 'DIGITSPAN_TOT'),\n",
       " Text(29, 0, 'ROCFT_COPY'),\n",
       " Text(30, 0, 'AVLT1'),\n",
       " Text(31, 0, 'N_CET'),\n",
       " Text(32, 0, 'DIGITSPAN_FW'),\n",
       " Text(33, 0, 'AVLT-B'),\n",
       " Text(34, 0, 'AVLT6'),\n",
       " Text(35, 0, 'AVLT2'),\n",
       " Text(36, 0, 'TMT_B_MISTAKES'),\n",
       " Text(37, 0, 'TMT_A_MISTAKES'),\n",
       " Text(38, 0, 'WURZ'),\n",
       " Text(39, 0, 'ROCFT_PLAN'),\n",
       " Text(40, 0, 'SYMBOLS_MISTAKES')]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_importances_full,score = LOOCV_features(RandomForestClassifier(random_state=42),d)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "sns.barplot(x=d.drop(columns=['diag']).columns[np.argsort(feature_importances_full)[::-1]],y=np.sort(feature_importances_full)[::-1],ax=ax)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collapsed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'ASRS_AGG'),\n",
       " Text(1, 0, 'BPQ'),\n",
       " Text(2, 0, 'BAI'),\n",
       " Text(3, 0, 'KOGN_ODHAD'),\n",
       " Text(4, 0, 'STORY_AGG'),\n",
       " Text(5, 0, 'FLUENCY_AGG'),\n",
       " Text(6, 0, 'TMT_AGG'),\n",
       " Text(7, 0, 'N_CET'),\n",
       " Text(8, 0, 'AVLT_AGG'),\n",
       " Text(9, 0, 'BDI_II'),\n",
       " Text(10, 0, 'SYMBOLS_HS'),\n",
       " Text(11, 0, 'DIGITSPAN_AGG'),\n",
       " Text(12, 0, 'ROCFT_AGG'),\n",
       " Text(13, 0, 'MISTAKES_AGG'),\n",
       " Text(14, 0, 'WURZ')]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_importances_collapsed,score = LOOCV_features(DecisionTreeClassifier(random_state=42),df)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "sns.barplot(x=df.drop(columns=['diag']).columns[np.argsort(feature_importances_collapsed)[::-1]],y=np.sort(feature_importances_collapsed)[::-1],ax=ax)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=90)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final thresholding"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### full data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 41/41 [05:41<00:00,  8.33s/it]\n"
     ]
    }
   ],
   "source": [
    "scores = []\n",
    "for i in tqdm(range(1,len(d.columns))):\n",
    "    idx=np.argsort(feature_importances_full)[-i:]\n",
    "    t_data = d.drop(columns=['diag']).iloc[:,idx]\n",
    "    t_data['diag'] = d.diag\n",
    "    scores.append(LOOCV(RandomForestClassifier(random_state=42),t_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal number of most important features: 9\n"
     ]
    }
   ],
   "source": [
    "print(\"Optimal number of most important features:\",np.argmax(scores))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(scores)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Collapsed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 15/15 [00:02<00:00,  5.10it/s]\n"
     ]
    }
   ],
   "source": [
    "scores = []\n",
    "for i in tqdm(range(1,len(df.columns))):\n",
    "    idx=np.argsort(feature_importances_collapsed)[-i:]\n",
    "    t_data = df.drop(columns=['diag']).iloc[:,idx]\n",
    "    t_data['diag'] = df.diag\n",
    "    scores.append(LOOCV(DecisionTreeClassifier(random_state=42),t_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal number of most important features: 6\n"
     ]
    }
   ],
   "source": [
    "print(\"Optimal number of most important features:\",np.argmax(scores))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5GNVLj0W3J0hSm5yfgeoGMya/sw+ltY0Y1UuPlyf2hVqi5ctX4s5fAyU1Jtz//kEUVDYgNT4U/5wQ53Z9ALj3Z6CFu/eBVO1vuW5b8Cwhkl12WR2OF1VDLQBje19+8vaVtAwLfXPWiNzyznfbfkV6NkprG9E9yAv/mBDn9LDi7kJ8tFh8eyLUKgE7j19AevOmhkTkfAwsJLvPm88FGhwVhCDvy0/EvpIewd4Y2iMIIoAPf+5cpzhnl9Xhg4NNZwTNvaGXU1ZC0aViDD64qzkYL951DmYLD94kkgMDC8lKFEV8fqJp/kpbVgddTsucjo+PFKLG1Hm2VV+y+yzMVhHDegZheDTnc8lp9tAoBPtokVlai42HCuQuh8gtMbCQrM6U1CCztBYeagE3xNg3HNRiaI8gdA/yQo3Jgm0ZnWOJ8w9ZpfjmXCnUKgFPju4ldzluz0+nwbyb+gAA3ko/j/K6RpkrInI/DCwkq5a7K8N7BsPXs30bL6sEwXbLfsPBPFhdfEac2Spi8e6moy6m9I9AD71zjh6gq7t7cHf0Nvigst6Mt74/L3c5RG6HgYVkI4oiPm9ezny5k5ntMSEhDD5aNc6X1eGHrDJHlCebTYfykWmsRYBOg9lDu8tdDjVTqwTMG9N0t2vToXycLamRuSIi98LAQrLJKKxCfkU9vDxUGNHBORo+Wg0mJoYDgG2iqiuqqGu0/fb+h+E9nHKoIbXdoO6BGNM7BBYReHX32U6/YSGRkjCwkGxahoNG9dI7ZAXM1JQICAC+zyxDVmlth68nh7fTz6Oi3oxeId64PamL3OXQZTw+qic81AJ+PF+Ob85xmTORszCwkCwsVtG2u21Hh4NaRAZ62e7UfHjQ9ZY4ny2pwUfNS7Pn3tALGu65okiRgV743cBIAE0ruUxmLnMmcgYGFpLFz3kVKKkxwc9TgyEO3FK/ZYnzJxlFqG5wnSXOoihiye5zsIjA6F76TnvMQGcx8/pu0PtokVNe79JDkESuhIGFZNEyHDSmtx5ajeM+htd1D0RPvTdqGy3439FCh11Xat+eK8UP58vgoRbwxOhoucuha/DRavDIiB4AgJU/ZKO01iRvQURugIGFnM5sseLLU44dDmohCALuti1xzofFqvxJkY0WK5bsaVrGPG1AV3QL8pK5ImqLWxLCEB/mixqTBa9/myV3OUSdHgMLOd2P2eWoqDcj2NsDA7sFOvz6N/cNg79Og7yKenznAme/fHAwH9lldQj29sDM67mM2VWohIvLnD8+UoiTRdUyV0TUuTGwkNN90Xx20I19DJJMLPXyUOO2liXOB5Q9v6C01oQV6U3LmB8Z0aPdm+eRPJK7BuCmWANEAIu4zJlIUgws5FT1jRbsPmME0P6zg9piSkoEVAKwN7tc0Rt8vfFdFmpMFsSF+uKWhHC5y6F2+OOonvDUqHAwtwJfnS6RuxyiTouBhZzq+6wy1JgsCPPzRL8If8nep4u/DqObzybaoNAlzicvVGPL4aaJwXPH9IKay5hdUri/DjMGNy1zXrbnHOobLTJXRNQ5MbCQU7UMB/0m1gCVIO0P6JbzhbYdK0JlvbIOqxNFEYt3nYUIILWPASmRAXKXRB0wY3A3hPpqkV/ZgPd/UvYwJJGrYmAhp6kxmW07g0o5HNRiQGQAeht80GC24uMjylrivOt0CQ7kVsBTo8Ljo3vKXQ51kM5DjT+OalqO/u7ebBRXN8hcEVHnw8BCTvP1WSMazFZ0D/JCbKiv5O/XtMS5aSO5DQfzYVbIEucGsxVLm5cxTx8UiS7+OpkrIkcYF2dAvy7+qGu0Yvk3mXKXQ9TpMLCQ07RsFvebWAMEiYeDWtwUZ0CAToPCqgZ8fdbolPe8lvd/ykV+ZQNCfbW497pucpdDDiIIAuaNbVrmvO3YBWQUVMpcEVHnwsBCTlFR14gfssoANIUIZ9F5qDEpuekQQSUscS6ubsCqH7MBAI+O7OmQQx9JORLC/TAhIQwAsGgXlzkTORIDCznFrtMlMFtF9Db4IFrv49T3npwcAbUAHMitwMkL8m7utfzbLNQ1WpHYxQ+/jXfsLr+kDI+O6AEvDxWOFFRhR/MkcyLqOAYWcorPT14cDnK2MD9PjO3T9L4bZDyoLqOwCtsyigAA88b0knyVFMnD4Otp27H4ta8zUcdlzkQOwcBCkiupMeGnnHIAzh0O+qWWJc47jl9Aea3zlzi3LGMGgPF9Q5HYRbo9aEh+vxsYiQh/T1yoNmHN3hy5yyHqFBhYSHJfniyGVQQSu/iha4A8B/slRfgjPswXJouIzUcKnP7+n58oxuH8Sug0Kjw6gsuYOztPjcp26vba/bkorKyXuSIi18fAQpJrGQ5y9MnM9hAEAXcPaFri/NHP+TBbrE5777pGC5Z93bSM+b7ruyHUz9Np703yGdM7BAMiA9BgtmLZ11zmTNRRDCwkqYLKehzOr4QAILVPiKy1pPYxINjbAxeqTU4982XtvhxcqDahi78n7hkY6bT3JXkJgoC5Y3pBAPDFyWL8nFshd0lELo2BhST1RfPeKwO6BcDgK++dBa1GhcktS5yddL5QYWU91uzLBQA8PioaOi5jdiuxob64rV/ToZaLd5+FlcucidqNgYUkpYThoF+alBwBjUrA4fxKHCuskvz9XvsmEw1mK1K6+uNGme8wkTweHtEDPlo1jhdV45PmVWJEZD8GFpJMVmktTl6ohlolYGyMMn5Yh/hobUurP5B4ifOhvAp8dqIYAoB5Y2KctrsvKUuwtxYPDI0CACz/JhPVDWaZKyJyTQwsJJmW4aDrowIR6O0hczUX3dU8+fbzE8UoqTFJ8h5WUcSi5mXME/uFIzZM+rOTSLnuSolA9yAvlNY2YtWPXOZM1B4MLCQJURTx+cmmXT7HKWQ4qEVCuB/6dfGD2Spi8yFpljhvyyjC8aJq+GjVeHh4D0neg1yHh/riMuf/HshFbnmdzBURuR4GFpLEqeIaZJXWQasWMKqXXu5yLmFb4nwoH40OXuJcYzJj+bdZAIBZQ7pD76N16PXJNY2MDsb1UYFotIi207qJqO0YWEgSLSczD4/Ww9dTI3M1lxrbOwQGXy1KaxvxRfPEYEdZ9WMOjDUmRAbqcFdKV4dem1yXIAh48oZeUAvA7jNG7Msuk7skIpfCwEIOJ4oivrANB8mzFf+1aNQq3JnctF3/+gN5DjtVN7e8Du//1LSMec7oaGg1/BKji3qF+GBy8+du8a5zMFu5zJmorfjdlBzuSEEVCiob4O2hxvCewXKXc0V3JIVDqxZwvKgaRwscs8R52deZaLSIuK57oCKHwkh+s4dFwV+nwZmSGnwswzERRK6KgYUc7vMTTXdXRsXoFb1RWpC31jYheP2Bji9x3p9djl2nS6ASgCfH9OIyZrqsQC8PPNi8zPn1b7NQWe/8wziJ7FHfaMG8LRl47n8ZstbBwEIOZbGK2Hmqadt7pQ4H/VLLHJMvT5fgQlVDu69jsYpYvLtpGfOkpC6ICfFxSH3UOU1O7oKeem9U1JuxIj1b7nKIrmrdT7nYc8aI9LNGWetgYCGHOpBbDmONCf46Da6PCpK7nGuKDfNFSld/WKwiNh5q/3b9Hx8pwOniGvh5avDQsB6OK5A6JY1ahbk3NC1z3vBzPrKMtTJXRHR5F6oa8G7z3kGPjOklay0MLORQLauDxvQOgYfaNT5eLUucNx0uRIPZ/iXOVfVmvP7deQDAg8OiFLVJHinXkB7BGBEdDItVxBIucyaFWv5tJurNViRF+GNi84RxubjGTxRyCY0Wq+0UZFcYDmoxKiYE4X6eKK9rxGfN82/sseKH8yiva0TPYG/c2Xy4IlFbzBkdDY1KwHeZpfgus1TucohaOVpQie3Hmr4nPjVW/nl5DCzkMD+eL0NlvRnB3h4YEBkodzltplEJmNK/6TeHD+xc4pxVWms7+XnODdHQuMhdJVKGqGBvTE1p+uwt2X0WZgdvYkjUXr88XuSWhDD0DfeTuSIGFnKgluGg38QaoFa51gqZ2/qFw1OjwqniGvycV9nm1y3dcw4Wq4jhPYMxTMFLuEm5HhgShSAvD2SV1uFDiY6KILLXjuMXcLSgCt4eajw6oofc5QBgYCEHqW+0YM+ZphnkNyns7KC2CPDywM3x9i1xTs8qxbfnSqFWCZjTPIGSyF5+Og3+0PwD4e3vz6O8lsucSV51jRYs/yYTAHDf9d0Q4uspc0VN2hVY1q1bh7Fjx6Jfv36YMmUKDh8+fNXnV1ZWIi0tDSNGjEBiYiLGjRuHPXv2dOiapCzfZZaittGCLv6e6NdF/luH7dFyivPuMyUorKy/6nPNFite3dU0UfKulAj0CPaWvD7qvG5LDEdvgw+qGsx48/ssucshN7d6bw4uVJsQEaDD7wZGyl2Ojd2BZfv27Vi4cCEeffRRbN68GXFxcZg1axaMxsuvzzaZTJg5cyby8vKwdOlS7NixAwsWLEBYWFi7r0nK88vhILknZrVXTIgPBnUPhFUEPvz56kucPzpUgMzSWgR6eeCBIVFOqpA6K7VKwLzmJaObDhfgTHGNzBWRuyqorMd7+5uOF3lidDQ8FXS8iN2VrFq1ClOnTsXkyZMRExODtLQ06HQ6bNy48bLP37hxIyoqKrB8+XIMHDgQkZGRuO666xAXF9fua5KyVDeY8e051x0O+qW7mzeS23KkEPWNlss+p7yuEW+nNy1j/sPwKPjplHe4I7megd0CMbZ3CKwisHj3WYedb0Vkj2V7MtFgtmJgtwCMiVHW8SJ2fac1mUzIyMjAQw89ZHtMpVJh2LBhOHjw4GVf89VXX6F///54/vnn8eWXXyI4OBi33HILZs+eDbVa3a5rXokUv9i3XNNFbxp0WFva//VZI0wWEVHBXogN9XHpvhrZKxhdA3TIq6jHjhMXcEdSl0v64K3vz6Oy3ozeBp9W/95ZufvXAOC8PnhidE98e86Ifdnl+PqcETfEhEj7hm3Ez4B79MHB3ArsPFUMlQDMG9MLql8snpCq/fZcz67AUlZWBovFAr2+derS6/U4d+7yGx/l5OTghx9+wK233oq33noL2dnZSEtLg9lsxmOPPdaua16JXi/d3Akpr+0Krtb+3eeOAwBuT4mEweDvrJIkM3NET/xj23F8eKgAD4zpbRvi0uv9cLKwCpsON63kSLs9EWGhrt/etnL3rwFA+j4ICfHDAyOj8Z/dZ/Hvb7Jw66Du8NQo5zwufgY6bx9YrSKW/vdnAMDd13XHsL6X31NKzvZLfi9bFEXo9XosWLAAarUaiYmJKCoqwsqVK/HYY4859L2Mxio4+i6qIDT9D5Li2q7gWu0vr2vE182bxY3sHoCSEseceiynG3sGYZGHCqeKqrHjYA6uiwqCXu+HkpJK/G3zEVisIsb01qNPgGenaO+1uPvXAODcPrgrKQwf7MvBeWMtXvv8JO69rpu0b9gG/Ax0/j74+EghjuZVwtdTjZkDIy753iZV+1uu2xZ2BZagoCCo1epLJsMajUaEhFz+1qXBYIBGo4FaffG3hOjoaBQXF8NkMrXrmlciipDsgyTltV3Bldr/5akSWKwi+hh8EBXs3Sn6yNdTgwl9w/DRoQL896d8DO7edCbSnjOl2Hu+HB5qAY+Piu4UbbWHu38NAM7pA28PDR4d0QPPf3YK7/yQjQl9w6D30Ur7pm3Ez0Dn7IPqBrNtGfMDQ6IQ6KW9YhvlbL9dk261Wi0SEhKQnp5ue8xqtSI9PR0pKSmXfc2AAQOQnZ0Nq/XiDo5ZWVkwGAzQarXtuiYpxxfNW9m7+mTbX2s5xfmbs0bkltehwWzBkubTmH83MBKRgV5ylked3ISEMMSH+aLGZMHr32bJXQ51cqt+zEZpbSO6B3nZdl5WIrtXCc2cORMbNmzA5s2bcfbsWTz33HOoq6vDpEmTAADz58/HokWLbM+fNm0aysvL8cILLyAzMxO7d+/Gm2++iXvuuafN1yRlKq5uwE85FQCaljN3Jj303hjSIwgigA0H87H6+yzklNdD76PFzOvlv0VPnZtKuLjM+X9HC3GiqPMPPZI8csvr8N/mzTLnjI5W9KG1ds9hGT9+PEpLS7Fs2TIUFxcjPj4eK1assA3fFBQUQKW62OAuXbpg5cqVWLhwISZOnIiwsDDMmDEDs2fPbvM1SZl2niqBCKBfF39EBOjkLsfh7h7QFT9kleHjI4UQjhYBAB4Z0QM+Wi5jJukldw3AuDgDPjtRjEW7zuKtu5Jddo8jUq6le86h0SJiSI8gjIhW9vEigtiJFvuXlEgz6TYkxE+Sa7dFfaMFxloTugbIMwRxtfbf//5BHCmowrwxvXB38y6xnYlVFDFl1X5kl9UBAOLDfPHuPSlQudkPDbm/BpRArj4orKzHnav2o8FsxYu3xMt2J5Ofgc7ZB3vPl+HRj45ALQDv3zsQ0XqfKz5Xqva3XLctlHvvhwAAf/nkOG5fsQ/PfHL8mtvFO1NeRR2OFFRBJQCpnWw4qIVKEDC1/8Xx3Hlje7ldWCF5hfvrcO/gpiHIxbvOoqiqQeaKqLMwW0Usbp6Xd2f/iKuGFaVgYFG4I/lNJwd/frIYd67aj7e/P3/FHVid6YvmrfgHdAtEiEJWMEhhYr9wjOmtx5zU3ujfNUDucsgN/X5wJHoGe6OkxoS5m4+ixmSWuyTqBLYcLsDZkloE6DSYPdQ1jhdhYFGw6gYzKuqbvjklR/ijwWzFW+nnMWXVfnxxsljWrbs/P9kUWMZ10rsrLbw81HjltgTMSe0jdynkpnQeaiyZlIhgbw+cKq7BM5+cgNnaScYkSBaV9Y1447ssAMCDw3ogwMtD3oLaiIFFwfIrmoaAAr088PbdyVh4SzzC/TxRWNWA//vkOB7acBgnL1Q7va5MYy1OF9dArRIwpjcnRhNJLSJAh8W3J8BTo8J3maVY9NUZnjVE7bYiPRsV9WZE670xKfnyO9oqEQOLguU1B5auAToIgoDUWAM+nDkIDw6LgqdGhYO5Ffj92gN48YtTKKs1Oa2uz5v3XhnaI8hlkjmRq0vo4o/nx8dBQNNp4e//lCd3SeSCsoy12NB8Gv3cG3pBo3KdeXkMLAr2y8DSQuehxuyhUfho5iDcFGuACGDz4UJMemcf3v8pF2aL9QpXcwxRFG3DQTfFde7hICKlGds7BI+PjgbQtBx1V/OxGERt9eqes7BYRYyMDsb1PYLkLscuDCwKllfetJy2a+Cle5yE++vwwi3xeOuuZMSG+qK6wYJXd5/DtDU/4fvMUslqOnmhGtlldfDUqDCql7KOHidyB/cM7IrJyV0gAvjb9hPIKKiUuyRyEd9lluL7zDJoVALm3NBL7nLsxsCiYJe7w/JrKZEBWH1PCp75TW8EeXkgq7QOT2w6iic3H7XtH+JInzevDhoRHcwN1IhkIAgCnhobg+E9g9FgtmLulgzkVTj+a506F7PFild3NS1jvntAV3QPcr3jRRhYFKwlsFxrF1m1SsDtSV2wadZg/G5gV6hVAr49V4q73t2PZXvOobrBMcsgra2GgzrX2UFErkSjEvDCLXHoY/BBaW0jntyUgap6LnemK9vwcz7Ol9UhyMsDs4Z0l7ucdmFgUSiLVURBZcsdlrYlYV9PDZ68oRfW3zsQw3oGwWwVsXZ/Lia/sw//O1IIawdXFRzJr0RRVQN8tGoMc7GxT6LOxkerwat3JCLUV4vM0lrM33oMjRLPYSPXVF7biBXp2QCAh0f0gK+na94dZ2BRqOLqBjRaRKhVAkL9PO16bY9gbyyd1A9L7khE9yAvlNY2YsHnp3DfuoM4lFfR7ppahoNGx+ih81C3+zpE5Bihfp549Y5EeHuosT+7HC9+cZrLnekSb3yfhaoGM3obfDAxMVzuctqNgUWhWoaDuvh7tnvZ2fDoYKy/dyCeGB0NH60ax4uq8cD6Q/jrtuN2b/FttorYeYrDQURK0yfUFy/eGg+VAHySUYR3fsyWuyRSkDPFNdh8uAAAMG9ML6hdaBnzrzGwKFRbJty2hYdahemDIrHx/sG4rV84BACfnSjGne/sw8of2r7N/0855SitbUSAToPruwd2qCYicqzhPYPxp7ExAIA3vjuPHccvyFwRKYEoili0+yysInBjnxAM7BYod0kdwsCiUBcDi2Nmcut9tPjrTX2wenoKkiP8UW+24o3vzuOud/fjq1PX3ua/ZThobJ8QaNT82BApzZ39I3DPwEgAwPOfncTB3PYP/1LnsOeMEfuzy6FVC3h8VLTc5XQYf/IolG0Plg7eYfm1+DA/vH13Ml6YEIdQXy3yKxvw9NbjeOTDwzhdfPlt/hvMFnx1qmmDqnEcDiJSrMdH98SY3iFotIj408cZOF9aK3dJJBOT2YqlX58DANwzKPKaq01dAQOLQrWcI3S5TeM6ShAE3BQXio/uH4wHhnSHp0aF/TkVmL72AP658zTKaxtbPf+bUyWoajAjxEfLE4uJFEwlCHj+5lgkhPuhot6MOZuPXvL1TO5h/YE85JbXI8RHi/uuc81lzL/GwKJQjprDcjVeHmo8NLwHNtw3CKl9QmAVgY2HCjDpnX1YfyDPts3/1sNN506kxhpcesIWkTvQeaix6PYERPh7Ire8HvM+zkCDmcud3UlJjck2+fqxkT3hre0cqzoZWBSo1mRBafNvRY6aw3I1EQE6LLy1L96YmoTeBh9UNZixaNdZ/G7tAew5Y8QXx4oAAON4dhCRS9D7aLFkUj/4eWpwOL8SaTtOdngfJnIdr3+biRqTBQnhfri5b+cZxmdgUaCW4SB/nQZ+Oudt8DOwWyDWTh+Av6TGIECnQaaxFvO2ZKDWZEGEvycSwv2cVgsRdUxPvTdentgXGpWAL04W4/Vvs+QuiZzgRFEVth5t+iVz7pheUAmd5644A4sCtZwLIuVw0JWoVQImJUdg06zBuHtAV6ibP+vj4kMhdKIPPpE7GNQ9EM/c1BsA8O7eHGxp3o+DOidRFLFo11mIAH4bH4qkCH+5S3Io19yft5NzxvyVa/HXeWDemF6YnNwFJ8vqMaZHoGy1EFH73ZIQjrzyeqz4IRv/3HkaXfx1uJ5Ha3RKO0+V4Oe8Sug0Kjw2sqfc5Tgc77AoUF55y6GH8p+m2VPvjelDouCp4UeFyFU9OCwKv40PhUUEnt56DGdKauQuiRysvtGCZXualjHPuK4bwuw80sUV8KeQAuVJuKSZiNyPIAj42019kBIZgBqTBU9uOoqSavuO5yBle29/LgqrGhDm54nfD4qUuxxJMLAokJxzWIioc9JqVHhlYl90D/JCYVUD5m7JQF0bj+YgZbtQ1YDVe3MAAI+P6tlpD6dlYFEYqyhe3DSOgYWIHCjAywNLJyUi0MsDx4uq8ddtJ2Cxcrmzq3vtm0zUm61IjvDHb2I77/YTDCwKU1JtgskiQi0A4Z1wDJKI5BUZ6IV/3dYXWrWAr88asaR53gO5piP5lfj0+AUIAOaN7dWpV3MysChMy/yVMH8dDxkkIkkkdw1A2s1xAJq2cP/gQJ7MFVF7WJuXMQPALQlhiA/r3Htl8SeiwnD+ChE5Q2qswbb0dfHus/j6rFHmisheO45fQEZhFbw91HikEy5j/jUGFoVpWdLMwEJEUpsxOBK39wuHVQSe+eQ4jhdVyV0StVGtyYLXvskEANw/pDtCfLQyVyQ9BhaFUcKmcUTkHgRBwNM3xmBIVBDqzVbM3ZyBwsp6ucuiNli9LwfF1SZ0DdBh2oCucpfjFAwsCnNxDxb5N40jos5Po1Zh4a3x6BXijZIaE57cnIHqBrPcZdFV5FfU4719TcuYnxgdDa2bbOzpHq10IbzDQkTO5uupwZI7EqH30eJMSQ3+svU4zBar3GXRFfz763MwWUQM6haAG2L0cpfjNAwsClLfaIGxxgSAgYWInCvcX4dX70iATqPCD+fL8NKXZyCK3KNFaQ7klmPnqRKohKbTmDvzMuZfY2BRkJa7K76eavjreC4lETlXfJgfXrglHioB2HKkEGv25cpdEv2CxSpi8a6mfXPuSOqC3gZfmStyLgYWBbk4HOTlVqmZiJRjVC895t7QC0DTDqo7TxbLXBG1+CSjECcvVMPXU42HhkXJXY7TMbAoCOevEJES3DWgK+5uXnny7KcncDi/UuaKqLrBjP98mwUAmD00CkHenX8Z868xsChIXjk3jSMiZZgzOhqje+lhsoiYuzkD5401cpfk1t75IRultY3oHuSFKf0j5C5HFgwsCnJxSTMDCxHJS60SsGBCHOLDfFFe14jfr9yL/dnlcpflls6U1OC/zccnzL2hFzzc9NgW92y1QnFIiIiUxMtDjcW3J6CLvyeyS2vxhw2H8eetx1DAzeWcpqTGhLmbj8JsFTG8ZzCGRwfLXZJsGFgUQhRF5P9i0i0RkRKE+Hpi7e8H4PdDoqASgC9PlWDKqv1447ss1DVa5C6vU6tvtGDelgwUVDage5AXnrs5Vu6SZMXAohDGGhMazFaoBCDc31PucoiIbAK9PLDg9kSsmzEAA7sFoMFsxcofsnHnO/vw2fEL3K9FAhariL9tP4FjhVUI0DVt7Bfo5SF3WbJiYFGIluGgMD9Ptx2fJCJl623wxetTkvDSxL6I8PfEhWoT/rr9BGavP8SDEx1s2dfnsPuMEVq1gEW3J6BbEO+88yejQnD+ChG5AkEQMLZ3CD64bxAeHt4DOo0Kh/Irce97B/GPz07Zduum9ttwMB/v/9Q0yfbZ38YiuWuAzBUpAwOLQuSVc/4KEbkOnYca9w/pjo33D8Zv40MhAvj4aCEmv7MP7+3PRSPPImqXb84asWjXGQDAIyN64Ka4UJkrUo52BZZ169Zh7Nix6NevH6ZMmYLDhw9f8bmbNm1CbGxsqz/9+vVr9Zw///nPlzxn1qxZ7SnNZeVVNO/BwiXNRORCQv08sWB8HFbcnYz4MF/UmCxYuucc7l79E749Z5S7PJdysqgaz2w7DqsI3JYYjvuu6yZ3SYpi94E127dvx8KFC5GWlobk5GSsXr0as2bNwo4dO6DXX/7USF9fX+zYscP298ttOz9y5EgsXLjQ9net1r128eOQEBG5suSuAXj3nhR8klGE5d9kIrusDk9uzsCwnkF4cnQv9NB7y12iohVVNeDJLUdR12jFdd0D8efUGB7R8it232FZtWoVpk6dismTJyMmJgZpaWnQ6XTYuHHjFV8jCAIMBoPtT0hIyCXP0Wq1rZ4TEOBeY3b5DCxE5OJUgoCJieHYeP9gzBgcCY1KwPeZZbh7zU94dfdZVNWb5S5RkaobzHhy81EUV5sQrffGSxP7QsPFF5ew6w6LyWRCRkYGHnroIdtjKpUKw4YNw8GDB6/4utraWowZMwZWqxV9+/bF3Llz0bt371bP2bt3L4YOHQp/f38MGTIEc+bMQVBQkF2NkSKMtlxTyqDbYLbiQnXTRLXIQC9J38tezmi/0rl7H7h7+wH2gb3t99Np8PjoaNye1AWv7j6Lb86W4v2f8vDpsQt4ZGQPTEwMh1rlWp0p1WfAbBXxzCfHcbq4BnofLZZOSoSfzu7BD8lJ1X57rieIdiygLyoqwqhRo7B+/XqkpKTYHn/55Zexb98+fPjhh5e85uDBgzh//jxiY2NRVVWFd955B/v27cO2bdsQHh4OANi2bRt0Oh0iIyORk5ODxYsXw9vbGx988AHUanXbW+OizlyoRuriPfD11ODIczfxNiARdSp7ThXj+a0ZOFvcdB5RQoQ/nr01Adf1dN9dW4GmDUOf2XIU7/+YDS8PNT54aAiSIgPlLkuxJI9xKSkprcJNSkoKxo8fj/Xr12POnDkAgAkTJtj+vWXSbWpqqu2uS1sZjVVw9P5FggDo9X6SXLvF0axSAECEvyeMxmpp3qSdnNF+pXP3PnD39gPsg462PyFYh3XTU/DhzwV48/ssZORXYuqb6bgpzoDHR/VEuL/yh8Kl+Ays2ZuD93/MhgBgwYRYROjUKClR5n42Un0NtFy3LewKLEFBQVCr1TAaW8/8NhqNl52XcjkeHh6Ij49Hdnb2FZ/TrVs3BAUF4fz583YFFlGEZN9MpLx2yynNEQE6xX4zlLL9rsLd+8Dd2w+wDzrSfrVKhbsHdMW4OAPe+O48Nh8uwOcnirHnjBH3Du6G3w+OhM5D+XfUHfUZ+PJUMZZ9nQkAmHNDNEb3CnGJz5acXwN2zerRarVISEhAenq67TGr1Yr09PRWd1GuxmKx4NSpUzAYDFd8TmFhIcrLy6/6nM4kj2cIEZGbCPLW4i+/6Y21vx+AlMimbf7fSj+PKav244uTxW6xzf+R/Eo8++lJAMDU/hGYNqCrzBW5BruHhGbOnImnn34aiYmJSEpKwurVq1FXV4dJkyYBAObPn4+wsDDMmzcPAPDaa6+hf//+iIqKQmVlJVauXIn8/HxMmTIFAFBTU4PXXnsN48aNQ0hICHJycvDKK68gKioKI0eOdGBTlcu2aRz3YCEiNxEb6os3pybhy1MlWLrnHAqrGvB/nxzHh5EBmDemF2JDfeUuURK55XWYtyUDDWYrRkQHY+6YXpy32EZ2B5bx48ejtLQUy5YtQ3FxMeLj47FixQrbkFBBQQFUqos3biorK/G3v/0NxcXFCAgIQEJCAtavX4+YmBgAgFqtxqlTp7BlyxZUVVUhNDQUw4cPxxNPPOE2e7FwDxYickeCICA11oAR0cFYuz8Xq/fm4GBuBX6/9gBuTwrHw8N7IMi78/wcqKxvxJObj6KsrhGxob54YUK8y62WkpNdq4SUrqREmkm3ISF+klwbaJolPvrf36Gu0YqPZg5CVLCyNleSuv2uwN37wN3bD7APnNX+wsp6vPZNJj47UQwA8PVUY/bQKEztHyH7viQd7YNGixV/3HgEP+VUIMzPE6t+1x8GX0/HFyoRqT4DLddtC+5MI7OyukbUNVohAOjiAjPliYikEu6vwz8mxOPtu5IRG+qL6gYLXt19DtPW/IT05tWUrkgURfzj81P4KacCPlo1Xr0jwaXCilIwsMisZf5KqJ8ntBr+7yAi6h8ZgNX3pOCZ3/RGkJcHskrr8PjGo3hy81Fkl9XJXZ7dVqRnY/uxC1ALwMJb49Hb0Dnn50iNPyFl1jJ/JYLzV4iIbNQqAbcndcGmWYPxu4FdoVYJ+PZcKe56dz+W7TmH6gbX2OZ/+7EivJV+HgAwP7U3hvZw783yOoKBRWa2U5oZWIiILuHrqcGTN/TC+nsHYnjPYJitItbuz8Xkd/bhf0cKYVXwpKKfcsqx4LNTAIAZgyMxKamLzBW5NgYWmdmWNDOwEBFdUY9gbyyZlIgldySie5AXSmsbseDzU7hv3UEcyquQu7xLZBlr8aePj8FsFZHaJwSPjuwpd0kuj4FFZrYlzdyDhYjomoZHB2P9vQMxZ3Q0fLRqHC+qxgPrD+Gv246jqKpB7vIAAGW1JszZfBRVDWb06+KPZ38bCxX3WukwBhaZcZdbIiL7eKhVuGdQJDbePxi39QuHAOCzE8W48519WPnDedQ3WmSrrb7RgnlbMpBXUY+uATosur2vSxw54AoYWGRkMltxofk3Ag4JERHZR++jxV9v6oM101OQHOGPerMVb3x3Hne9ux9fnXL+Nv9WUcRzO07iSEEV/HUaLLkjsVNtfCc3BhYZFVTWQwSg06gQ7O0hdzlERC4pLswPb9+djBcmxCHUV4v8ygY8vfU4HvnwME4XVzutjuXfZOLLUyXQqAS8PLEveuiVtRGoq2NgkdEv56/wLAkiovYTBAE3xYXio/sH44Eh3eGpUWF/TgWmrz2Af+48jfK6Rknff9PhAqzZlwsA+Nu4PhjYLVDS93NHDCwy4vwVIiLH8vJQ46HhPfDhzEFI7RMCqwhsPFSAye/swwcH8mC2WB3+nt9nluLlnacBAA8OjcL4vmEOfw9iYJEVlzQTEUmji78OC2/tizemJqG3wQeV9Wb8a9dZ/G7tAfx4vsxh73O6uBr/98lxWERgQt9QPDC0u8OuTa0xsMiIm8YREUlrYLdArJ0+AH9JjUGAToNMYy0e++gIntqSgdzyjm3zX1zdgDmbjqLGZMHAbgF45qY+HN6XEAOLjLgHCxGR9NQqAZOSI7Bp1mDcPaAr1AKw56wRU9/dj9e+yUSNyf5t/mtNFjy5OQMXqk2ICvLCyxP7wkPmE6U7O/auTERRRD7nsBAROY2/zgPzxvTC+/cOxJCoIDRaRKzem4M739mPbRlFbd7m32IV8cy24zh5oRpBXh5YMikR/jqu9JQaA4tMKurMqDE1bW7UxZ/HjBMROUu03gfLJidi0e0J6BaoQ0mNCc/tOIn73/8ZRwsqr/paURSxeNdZfHuuFJ4aFRbdnoDIQP7S6QwMLDJpmb9i8NVyF0QiIicTBAGjeumx/t5B+OPInvD2UCOjsAoz3/8Zz356AsXVl9/m/78H8rDh53wAQNrNsegX4e/Mst0aA4tMLi5p5vwVIiK5aDUqzLiuGzbOGoxbE5qWI28/dgGT39mHVT9mo8F8cRn0ZxmFeHXXOQDA46N64sY+BllqdlcMLDJhYCEiUo4QHy3+/ttYvHtPCvp18UNdoxX/+TYLd727H7tPlyCjoApPrD8IEcCkpC6YPihS7pLdjkbuAtzVxT1YOPZJRKQUCeF+WDmtPz49fgGvfZOJvIp6/Ol/x6BRCTBbRQztEYQ/3RjD5csy4B0Wmdj2YOGSZiIiRREEAeP7huGjmYNx//XdoFU3hZW4cD8svDUeGhXDihx4h0UmHBIiIlI2b60aD4/oiYn9wvHN2VJMG94TqDfByYdAUzPeYZFBo8WKoqqmGegMLEREytY1wAvTBnZFiC+3oJATA4sMCisbYBUBT40Keh+t3OUQEREpHgOLDFrmr0QE6Dhxi4iIqA0YWGTA+StERET2YWCRwcUlzQwsREREbcHAIoOLpzRzDxYiIqK2YGCRAYeEiIiI7MPA4mSiKCK3vHnTOAYWIiKiNmFgcbLKejNqTBYADCxERERtxcDiZC3DQXofLXQeapmrISIicg0MLE7G+StERET2Y2BxsjzOXyEiIrIbA4uT5VfyDgsREZG9GFiczLZpXCADCxERUVsxsDjZxTks3DSOiIiorRhYnMhsFVHIISEiIiK7MbA4UVFVPSwioFULCPHVyl0OERGRy2BgcaKW+SsRATqoBEHmaoiIiFwHA4sTcf4KERFR+zCwOBE3jSMiImofBhYn4pJmIiKi9mFgcaK8Cu5yS0RE1B7tCizr1q3D2LFj0a9fP0yZMgWHDx++4nM3bdqE2NjYVn/69evX6jmiKGLp0qUYMWIEkpKScN999yErK6s9pSlaPuewEBERtYvdgWX79u1YuHAhHn30UWzevBlxcXGYNWsWjEbjFV/j6+uLb7/91vZn165drf797bffxtq1a/Hcc89hw4YN8PLywqxZs9DQ0GB/ixSqqt6MinozgKZVQkRERNR2dgeWVatWYerUqZg8eTJiYmKQlpYGnU6HjRs3XvE1giDAYDDY/oSEhNj+TRRFrFmzBg8//DBSU1MRFxeHl19+GRcuXMDOnTvb1yoFarm7EuztAW+tWuZqiIiIXIvGniebTCZkZGTgoYcesj2mUqkwbNgwHDx48Iqvq62txZgxY2C1WtG3b1/MnTsXvXv3BgDk5uaiuLgYw4YNsz3fz88PycnJOHjwICZMmNDm+qTY2qTlmh29dl7lxfkrrrQFi6Pa78rcvQ/cvf0A+8Dd2w+wD6Rqvz3XsyuwlJWVwWKxQK/Xt3pcr9fj3Llzl31Nz5498eKLLyI2NhZVVVV45513cPfdd2Pbtm0IDw9HcXGx7Rq/vmZJSYk95UGv97Pr+c68dnnGBQBAdJgfQkKkq1MqUvatq3D3PnD39gPsA3dvP8A+kLP9dgWW9khJSUFKSkqrv48fPx7r16/HnDlzHPpeRmMVRNGhl4QgNP0P6ui1T+VXAABCdBqUlFQ5qDrpOar9rszd+8Dd2w+wD9y9/QD7QKr2t1y3LewKLEFBQVCr1ZdMsDUaja3mpVyNh4cH4uPjkZ2dDQAwGAy2a4SGhra6ZlxcnD3lQRQh2Qepo9e2bcvvr3PJD7uUfesq3L0P3L39APvA3dsPsA/kbL9dk261Wi0SEhKQnp5ue8xqtSI9Pb3VXZSrsVgsOHXqlC2oREZGwmAwtLpmdXU1Dh061OZrugLbHizcNI6IiMhudg8JzZw5E08//TQSExORlJSE1atXo66uDpMmTQIAzJ8/H2FhYZg3bx4A4LXXXkP//v0RFRWFyspKrFy5Evn5+ZgyZQqAphVEM2bMwOuvv46oqChERkZi6dKlCA0NRWpqqgObKh+LVUR+ZdMSbW4aR0REZD+7A8v48eNRWlqKZcuWobi4GPHx8VixYoVtSKigoAAq1cUbN5WVlfjb3/6G4uJiBAQEICEhAevXr0dMTIztObNnz0ZdXR3+/ve/o7KyEgMHDsSKFSvg6enpgCbK70J1AyxWERqVAINv52gTERGRMwmi2HlG40pKpJl0GxLi16Fr788ux8MfHkb3IC9svH+wYwuUmCPa7+rcvQ/cvf0A+8Dd2w+wD6Rqf8t124JnCTlBy/wV7nBLRETUPgwsTpBnO0OIgYWIiKg9GFicoGVJMwMLERFR+zCwOIHtDksgT2kmIiJqDwYWJ+CQEBERUccwsEisusGM8rpGAAwsRERE7cXAIrH85rsrAToNfD0lP7qJiIioU2JgkRjnrxAREXUcA4vEOH+FiIio4xhYJJZX3nzoIQMLERFRuzGwSIx3WIiIiDqOgUViF+ewMLAQERG1FwOLhCxWEQWVLXdYOOmWiIiovRhYJFRc3YBGiwi1SkCon6fc5RAREbksBhYJtQwHdfH3hEYlyFwNERGR62JgkRAn3BIRETkGA4uELgYWzl8hIiLqCAYWCXEPFiIiIsdgYJFQPpc0ExEROQQDi4Q4h4WIiMgxGFgkUmuyoLS2EQDnsBAREXUUA4tEWoaD/HUa+Ok0MldDRETk2hhYJJJXwQm3REREjsLAIhHOXyEiInIcBhaJtAwJRXD+ChERUYcxsEiEpzQTERE5DgOLRPLKOSRERETkKAwsErCKIvIrGViIiIgchYFFAsYaExrMVqgFINzPU+5yiIiIXB4DiwRahoPC/HXQqNnFREREHcWfphLgkmYiIiLHYmCRADeNIyIiciwGFgnwDgsREZFjMbBIwLakOZCbxhERETkCA4sEeIeFiIjIsRhYHKy+0YKSGhMABhYiIiJHYWBxsJYN43w91fDXaWSuhoiIqHNgYHGwi1vye0EQBJmrISIi6hwYWByM81eIiIgcj4HFwRhYiIiIHI+BxcHyyps3jQtkYCEiInIUBhYH4x0WIiIix2NgcSBRFH8RWLhpHBERkaMwsDiQsbYRDWYrVAIQ7u8pdzlERESdRrsCy7p16zB27Fj069cPU6ZMweHDh9v0um3btiE2NhaPPPJIq8f//Oc/IzY2ttWfWbNmtac0WbXMXwn19YSHmlmQiIjIUeze2Wz79u1YuHAh0tLSkJycjNWrV2PWrFnYsWMH9Hr9FV+Xm5uLl156CYMGDbrsv48cORILFy60/V2r1dpbmuxsw0GccEtERORQdt8GWLVqFaZOnYrJkycjJiYGaWlp0Ol02Lhx4xVfY7FY8NRTT+GPf/wjunXrdtnnaLVaGAwG25+AgAB7S5MdJ9wSERFJw67AYjKZkJGRgWHDhl28gEqFYcOG4eDBg1d83fLly6HX6zFlypQrPmfv3r0YOnQoxo0bh2effRZlZWX2lKYInHBLREQkDbuGhMrKymCxWC4Z+tHr9Th37txlX7N//3589NFH2LJlyxWvO3LkSPzmN79BZGQkcnJysHjxYsyePRsffPAB1Gp1m+uTYif8lmu25dr5FRf3YOksu/Lb0/7Oyt37wN3bD7AP3L39APtAqvbbcz1JT+errq7G/PnzsWDBAgQHB1/xeRMmTLD9d8uk29TUVNtdl7bS6/06VG9Hr11Q2XRKc0JUMEJCpKtFDlL2ratw9z5w9/YD7AN3bz/APpCz/XYFlqCgIKjVahiNxlaPG41GhISEXPL8nJwc5OXl4eGHH7Y9ZrVaAQB9+/bFjh070L1790te161bNwQFBeH8+fN2BRajsQqi2Oant4kgNP0Puta1G8xWFLac1AwrSkqqHFuITNra/s7M3fvA3dsPsA/cvf0A+0Cq9rdcty3sCixarRYJCQlIT09HamoqgKYAkp6ejunTp1/y/OjoaGzdurXVY0uWLEFNTQ2eeeYZhIeHX/Z9CgsLUV5eDoPBYE95EEVI9kG61rXzm09p9vZQI0Dn0ek+0FL2ratw9z5w9/YD7AN3bz/APpCz/XYPCc2cORNPP/00EhMTkZSUhNWrV6Ourg6TJk0CAMyfPx9hYWGYN28ePD090adPn1av9/f3BwDb4zU1NXjttdcwbtw4hISEICcnB6+88gqioqIwcuTIjrbPaX65pFlw10FOIiIiidgdWMaPH4/S0lIsW7YMxcXFiI+Px4oVK2xDQgUFBVCp2r74SK1W49SpU9iyZQuqqqoQGhqK4cOH44knnnCpvVjyWibcckkzERGRw7Vr0u306dMvOwQEAGvXrr3qa//5z3+2+rtOp8PKlSvbU4aitNxhiWBgISIicjjuH+8geeXcg4WIiEgqDCwOwm35iYiIpMPA4gCiKHIOCxERkYQYWBygrK4RdY1WCAC6+DOwEBERORoDiwO0zF8x+GrhqWGXEhERORp/ujrAxfkrnHBLREQkBQYWB+D8FSIiImkxsDjAxSXNDCxERERSYGBxAC5pJiIikhYDiwPYAgs3jSMiIpIEA0sHmcxWXKhqAMAhISIiIqkwsHRQYVUDRAA6jQrB3h5yl0NERNQpMbB0kG2FUKAOgiDIXA0REVHnxMDSQTz0kIiISHoMLB10ccIt568QERFJhYGlgxhYiIiIpMfA0kF55RfnsBAREZE0GFg6QBRF7sFCRETkBAwsHVBRb0aNyQIA6OLvKXM1REREnRcDSwe03F0x+Gqh81DLXA0REVHnxcDSAbb5K5xwS0REJCkGlg7gCiEiIiLnYGDpAE64JSIicg4Glg6wBRYuaSYiIpIUA0sH5HMOCxERkVMwsLST2WJFYVUDAAYWIiIiqTGwtFNhVQOsIuCpUUHvo5W7HCIiok6NgaWdWk5pjgjQQRAEmashIiLq3BhY2imvgvNXiIiInIWBpZ24BwsREZHzMLC008UlzdyDhYiISGoMLO3UMoeFd1iIiIikx8DSThwSIiIich4GlnaorG9EVYMZAAMLERGRMzCwtEPL3RW9jxY6D7XM1RAREXV+DCztwPkrREREzsXA0g6cv0JERORcDCzt0LJpXAQDCxERkVMwsLQDh4SIiIici4GlHS5uGsfAQkRE5AwMLHYyW0UUVrbcYeEut0RERM7AwGKnoqp6WETAQy3A4KuVuxwiIiK3wMBip5b5KxH+OqgEQeZqiIiI3AMDi504f4WIiMj52hVY1q1bh7Fjx6Jfv36YMmUKDh8+3KbXbdu2DbGxsXjkkUdaPS6KIpYuXYoRI0YgKSkJ9913H7KystpTmuQu7sHC+StERETOYndg2b59OxYuXIhHH30UmzdvRlxcHGbNmgWj0XjV1+Xm5uKll17CoEGDLvm3t99+G2vXrsVzzz2HDRs2wMvLC7NmzUJDQ4O95UmOS5qJiIicz+7AsmrVKkydOhWTJ09GTEwM0tLSoNPpsHHjxiu+xmKx4KmnnsIf//hHdOvWrdW/iaKINWvW4OGHH0Zqairi4uLw8ssv48KFC9i5c6f9LZJYy6ZxDCxERETOY1dgMZlMyMjIwLBhwy5eQKXCsGHDcPDgwSu+bvny5dDr9ZgyZcol/5abm4vi4uJW1/Tz80NycvJVrymXfM5hISIicjqNPU8uKyuDxWKBXq9v9bher8e5c+cu+5r9+/fjo48+wpYtWy7778XFxbZr/PqaJSUl9pQHKRbttFxTEICqejMq6s0AmgKLOywS+mX73ZW794G7tx9gH7h7+wH2gVTtt+d6dgUWe1VXV2P+/PlYsGABgoODpXwrAIBe7yfptQvyKpr+20eLqIggyd5LiaTsW1fh7n3g7u0H2Afu3n6AfSBn++0KLEFBQVCr1ZdMsDUajQgJCbnk+Tk5OcjLy8PDDz9se8xqtQIA+vbtix07dsBgMNiuERoa2uqacXFx9pQHo7EKomjXS65JEJr+BxmNVcg439TuLv6eKCmpcuwbKdQv2+/ovnUV7t4H7t5+gH3g7u0H2AdStb/lum1hV2DRarVISEhAeno6UlNTATQFkPT0dEyfPv2S50dHR2Pr1q2tHluyZAlqamrwzDPPIDw8HB4eHjAYDEhPT0d8fDyApjszhw4dwrRp0+wpD6IIyT5Ioth6hZC7fWCl7FtX4e594O7tB9gH7t5+gH0gZ/vtHhKaOXMmnn76aSQmJiIpKQmrV69GXV0dJk2aBACYP38+wsLCMG/ePHh6eqJPnz6tXu/v7w8ArR6fMWMGXn/9dURFRSEyMhJLly5FaGioLRQpxcU9WDjhloiIyJnsDizjx49HaWkpli1bhuLiYsTHx2PFihW2IaGCggKoVPatlp49ezbq6urw97//HZWVlRg4cCBWrFgBT09Pe8uT1MU7LNw0joiIyJkEUew8N7dKSqSZwxIS4oeSkircsWIvcsrr8cbUJAzsFujYN1KoX7a/83xS7OPufeDu7QfYB+7efoB9IFX7W67bFjxLqI0sVhEFlU0773JIiIiIyLkYWNqouLoBZqsIjUqAwVdZQ1VERESdHQNLG+U2z1+JCNBBrXLTnYOIiIhkwsDSRi0rhCI4HEREROR0DCxtxEMPiYiI5MPA0ka/3DSOiIiInIuBpY1sm8YFcg8WIiIiZ2NgaSPeYSEiIpIPA0sbVDeYUVbXCICBhYiISA4MLG2QU1oLAAjQaeDrafdpBkRERNRBDCxtkN0cWDh/hYiISB4MLG3QcoeFw0FERETyYGBpg2wGFiIiIlkxsLQBAwsREZG8GFja4OIcFgYWIiIiOTCwXINVFJFb2rItPyfdEhERyYGB5RqKq00wWaxQqwSE+nnKXQ4REZFbYmC5hrzyprsrXfw9oVEJMldDRETknhhYrsF2hhAn3BIREcmGgeUabGcIcdM4IiIi2TCwXAPvsBAREcmPgeUaGFiIiIjkx8ByDS2TbiO5BwsREZFsGFiuQhRF1DVa4aEWEMk5LERERLLRyF2AkgmCgJcmxsPP3wu+nhqIotwVERERuScGlmsY2jMYISF+KCmpkrsUIiIit8UhISIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlK8TnVasyBId00pru0K3L39APvA3dsPsA/cvf0A+0Cq9ttzPUEURdGxb09ERETkWBwSIiIiIsVjYCEiIiLFY2AhIiIixWNgISIiIsVjYCEiIiLFY2AhIiIixWNgISIiIsVjYCEiIiLFY2AhIiIixWNgISIiIsVjYLmGdevWYezYsejXrx+mTJmCw4cPy12SU7z55puYPHkyUlJSMHToUDzyyCM4d+6c3GXJ5q233kJsbCxeeOEFuUtxqqKiIjz11FO4/vrrkZSUhFtvvRVHjhyRuyynsFgsWLJkCcaOHYukpCSkpqZi+fLl6Mynmezbtw9/+MMfMGLECMTGxmLnzp2t/l0URSxduhQjRoxAUlIS7rvvPmRlZclTrASu1v7Gxka88soruPXWW9G/f3+MGDEC8+fPR1FRkYwVO961PgO/9Pe//x2xsbF49913nVIbA8tVbN++HQsXLsSjjz6KzZs3Iy4uDrNmzYLRaJS7NMnt3bsX99xzDzZs2IBVq1bBbDZj1qxZqK2tlbs0pzt8+DDWr1+P2NhYuUtxqoqKCkybNg0eHh54++23sW3bNjz99NMICAiQuzSnePvtt/Hf//4Xf//737F9+3Y89dRTWLFiBdauXSt3aZKpra1FbGwsnn322cv++9tvv421a9fiueeew4YNG+Dl5YVZs2ahoaHByZVK42rtr6+vx7Fjx/Dwww9j06ZNeO2115CZmYmHH35Yhkqlc63PQIsvvvgChw4dQmhoqJMqAyDSFd15551iWlqa7e8Wi0UcMWKE+Oabb8pYlTyMRqPYp08fce/evXKX4lTV1dXiTTfdJH733Xfi9OnTxX/84x9yl+Q0r7zyijht2jS5y5DNgw8+KP7lL39p9dhjjz0mzps3T6aKnKtPnz7iF198Yfu71WoVhw8fLq5YscL2WGVlpZiYmCh+8skncpQoqV+3/3IOHTok9unTR8zLy3NSVc51pT4oLCwUR44cKZ46dUocM2aMuGrVKqfUwzssV2AymZCRkYFhw4bZHlOpVBg2bBgOHjwoY2XyqKqqAgC3+e26xfPPP4/Ro0e3+hy4i6+++gqJiYl4/PHHMXToUNx+++3YsGGD3GU5TUpKCn744QdkZmYCAE6cOIGffvoJo0aNkrkyeeTm5qK4uLjV14Kfnx+Sk5Pd8nsiAFRXV0MQBPj7+8tditNYrVb86U9/wqxZs9C7d2+nvrfGqe/mQsrKymCxWKDX61s9rtfr3W4uh9VqxYsvvogBAwagT58+cpfjNNu2bcOxY8fw0UcfyV2KLHJycvDf//4XM2fOxB/+8AccOXIE//jHP+Dh4YE77rhD7vIk9+CDD6K6uho333wz1Go1LBYLnnzySUycOFHu0mRRXFwMAJf9nlhSUiJHSbJqaGjAv/71L0yYMAG+vr5yl+M0b7/9NjQaDWbMmOH092ZgoWtKS0vD6dOn8f7778tditMUFBTghRdewDvvvANPT0+5y5GFKIpITEzE3LlzAQB9+/bF6dOnsX79ercILJ9++im2bt2KRYsWISYmBsePH8fChQsRGhrqFu2nK2tsbMQTTzwBURSRlpYmdzlOc/ToUaxZswabNm2CIAhOf38GlisICgqCWq2+ZIKt0WhESEiITFU53/PPP4/du3fjvffeQ3h4uNzlOE1GRgaMRiMmTZpke8xisWDfvn1Yt24djhw5ArVaLWOF0jMYDOjVq1erx6Kjo/HZZ5/JVJFzvfzyy3jwwQcxYcIEAEBsbCzy8/Px5ptvumVgMRgMAJq+B/5yoqXRaERcXJxcZTldY2Mj5syZg/z8fKxevdqt7q7s378fRqMRY8aMsT1msVjw0ksvYc2aNfjqq68kfX8GlivQarVISEhAeno6UlNTATQNjaSnp2P69OkyVyc9URSxYMECfPHFF1i7di26desmd0lONWTIEGzdurXVY3/5y18QHR2N2bNnd/qwAgADBgywzd9okZWVha5du8pUkXPV19df8lukWq3u1MuaryYyMhIGgwHp6emIj48H0DSH49ChQ5g2bZrM1TlHS1g5f/481qxZg6CgILlLcqrbbrvtkvl8s2bNwm233dbqlzupMLBcxcyZM/H0008jMTERSUlJWL16Nerq6pzyP0ZuaWlp+OSTT/Cf//wHPj4+tvFrPz8/6HQ6mauTnq+v7yXzdby9vREYGOg283juvfdeTJs2DW+88QZuvvlmHD58GBs2bMDzzz8vd2lOMWbMGLzxxhuIiIiwDQmtWrUKkydPlrs0ydTU1CA7O9v299zcXBw/fhwBAQGIiIjAjBkz8PrrryMqKgqRkZFYunQpQkNDbb/Uubqrtd9gMODxxx/HsWPH8Oabb8Jisdi+LwYEBECr1cpVtkNd6zPw65Dm4eGBkJAQREdHS16bILrrrwtt9N5772HlypUoLi5GfHw8/vrXvyI5OVnusiR3pT1HFi5c6BaB7XJ+//vfIy4uDs8884zcpTjNrl27sHjxYmRlZSEyMhIzZ87E1KlT5S7LKaqrq7F06VLs3LnTNgwyYcIEPProo53mh9Ov/fjjj5edTHnHHXfgn//8J0RRxLJly7BhwwZUVlZi4MCBePbZZ9GzZ08ZqnW8q7X/sccew4033njZ161ZswbXX3+91OU5xbU+A782duxYzJgxA/fdd5/ktTGwEBERkeJxHxYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlI8BhYiIiJSPAYWIiIiUjwGFiIiIlK8/wcxUBssXopnSAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"darkgrid\")\n",
    "sns.lineplot(scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.10.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}