notebooks/other/inputs_SleepEDF-SC +- 30min.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset: **Sleep-EDF Expanded**  \n",
    "https://physionet.org/content/sleep-edfx/1.0.0/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# !pip install mne pyedflib seglearn tsfel tsfresh antropy plotly-resampler tsflex powershap --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append(\"../../src/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(416271, 366)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_feats = pd.read_parquet(\"../../features/sleep-edf__cassette_features_ALL__90s.parquet\")\n",
    "df_feats.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sleep stage W    285286\n",
       "Sleep stage 2     69132\n",
       "Sleep stage R     25835\n",
       "Sleep stage 1     21521\n",
       "Sleep stage 3      8793\n",
       "Sleep stage 4      4246\n",
       "Sleep stage ?      1330\n",
       "Movement time       128\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_feats[\"label\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 416271 entries, 1989-04-24 16:13:00 to 1991-09-27 14:24:00\n",
      "Columns: 366 entries, EEG Fpz-Cz__TotalAbsPow__w=1m30s_s=30s to patient_id\n",
      "dtypes: float32(363), object(3)\n",
      "memory usage: 589.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df_feats.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(416271, 396)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sigs = list(set(c.split(\"__\")[0] for c in df_feats.columns))\n",
    "eeg_signals = [d for d in sigs if \"EEG\" in d]\n",
    "bands = [\"alpha\", \"beta\", \"sdelta\", \"fdelta\", \"sigma\", \"theta\"]\n",
    "for eeg_sig in eeg_signals:\n",
    "    eeg_bands = [c for c in df_feats.columns if c.startswith(eeg_sig) and c.split(\"__\")[1] in bands]\n",
    "    windows = sorted(set(b.split(\"__\")[-1] for b in eeg_bands))\n",
    "    for window in windows:\n",
    "        # Select the spectral powers\n",
    "        delta = df_feats[\"__\".join([eeg_sig, \"sdelta\", window])] + df_feats[\"__\".join([eeg_sig, \"fdelta\", window])]\n",
    "        fdelta_theta = df_feats[\"__\".join([eeg_sig, \"fdelta\", window])] + df_feats[\"__\".join([eeg_sig, \"theta\", window])]\n",
    "        alpha = df_feats[\"__\".join([eeg_sig, \"alpha\", window])]\n",
    "        beta = df_feats[\"__\".join([eeg_sig, \"beta\", window])]\n",
    "        theta = df_feats[\"__\".join([eeg_sig, \"theta\", window])]\n",
    "        sigma = df_feats[\"__\".join([eeg_sig, \"sigma\", window])]\n",
    "        # Calculate the ratios\n",
    "        df_feats[\"__\".join([eeg_sig, \"fdelta+theta\", window])] = fdelta_theta.astype(\"float32\")        \n",
    "\n",
    "        df_feats[\"__\".join([eeg_sig, \"alpha/theta\", window])] = (alpha / theta).astype(\"float32\")\n",
    "        df_feats[\"__\".join([eeg_sig, \"delta/beta\", window])] = (delta / beta).astype(\"float32\")\n",
    "        df_feats[\"__\".join([eeg_sig, \"delta/sigma\", window])] = (delta / sigma).astype(\"float32\")\n",
    "        df_feats[\"__\".join([eeg_sig, \"delta/theta\", window])] = (delta / theta).astype(\"float32\")\n",
    "df_feats.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "skip_cols = [\"psg_file\", \"label\", \"patient_id\"]\n",
    "feat_cols = [c for c in df_feats.columns if c not in skip_cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "131 131 131\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(416271, 1051)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add the 30s features from the minute before and the minute after the epoch (= current sample of 30s) to the epoch\n",
    "feats_30s = [f for f in df_feats.columns if \"w=30s\" in f]\n",
    "feats_60s = [f for f in df_feats.columns if \"w=1m_\" in f]\n",
    "feats_90s = [f for f in df_feats.columns if \"w=1m30s\" in f]\n",
    "print(len(feats_30s), len(feats_60s), len(feats_90s))\n",
    "dfs = []\n",
    "for psg_file in df_feats.psg_file.unique():\n",
    "    sub_df = df_feats[df_feats.psg_file == psg_file]\n",
    "\n",
    "    sub_df = sub_df.merge(\n",
    "        sub_df[feats_90s].shift(1).add_suffix(\"_shift=30s\"),\n",
    "        left_index=True,\n",
    "        right_index=True,\n",
    "    )\n",
    "    sub_df = sub_df.drop(columns=feats_90s)\n",
    "\n",
    "    sub_df = sub_df.merge(\n",
    "        sub_df[feats_60s].shift(1).add_suffix(\"_shift=30s\"),\n",
    "        left_index=True,\n",
    "        right_index=True,\n",
    "    )\n",
    "\n",
    "    sub_df = sub_df.merge(sub_df[feats_30s].shift(2).add_suffix(\"_shift=1m\"), left_index=True, right_index=True)\n",
    "    sub_df = sub_df.merge(sub_df[feats_30s].shift(1).add_suffix(\"_shift=30s\"), left_index=True, right_index=True)\n",
    "    sub_df = sub_df.merge(sub_df[feats_30s].shift(-1).add_suffix(\"_shift=-30s\"), left_index=True, right_index=True)\n",
    "    sub_df = sub_df.merge(sub_df[feats_30s].shift(-2).add_suffix(\"_shift=-1m\"), left_index=True, right_index=True)\n",
    "    dfs += [sub_df]\n",
    "df_feats = pd.concat(dfs)\n",
    "df_feats.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 416271 entries, 1989-04-24 16:13:00 to 1991-09-27 14:24:00\n",
      "Columns: 1051 entries, EEG Fpz-Cz__TotalAbsPow__w=1m_s=30s to EEG Fpz-Cz__delta/theta__w=30s_s=30s_shift=-1m\n",
      "dtypes: float32(1048), object(3)\n",
      "memory usage: 1.6+ GB\n"
     ]
    }
   ],
   "source": [
    "df_feats.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Postprocess labels\n",
    "df_feats.loc[df_feats[\"label\"] == \"Sleep stage 4\", \"label\"] = \"Sleep stage 3\"\n",
    "df_feats = df_feats[df_feats[\"label\"] != \"Movement time\"]\n",
    "df_feats = df_feats[df_feats[\"label\"] != \"Sleep stage ?\"]  # Label that is given when recording is done / end of the night\n",
    "\n",
    "df_feats = df_feats[~df_feats[\"label\"].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Trimming for all data\n",
    "def get_repeat_length(val, arr):\n",
    "    if arr[0] != val:\n",
    "        return 0\n",
    "    return np.where(arr != val)[0][0] + 1\n",
    "\n",
    "\n",
    "dfs = []\n",
    "for psg_file in df_feats[\"psg_file\"].unique():\n",
    "    sub_df = df_feats[df_feats.psg_file == psg_file]  # .sort_index()\n",
    "    labels = sub_df[\"label\"].values\n",
    "    nb_wake_before_sleep = get_repeat_length(\"Sleep stage W\", labels)\n",
    "    nb_wake_after_sleep = get_repeat_length(\"Sleep stage W\", labels[::-1])\n",
    "    start_idx = max(0, nb_wake_before_sleep - 30 * 2)\n",
    "    end_idx = min(-1, -nb_wake_after_sleep + 30 * 2)\n",
    "    dfs.append(sub_df[start_idx:end_idx])\n",
    "df_feats = pd.concat(dfs)\n",
    "del dfs\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Trimming for SC-20\n",
    "\n",
    "sc20_patients = [\n",
    "    \"SC400\",\n",
    "    \"SC401\",\n",
    "    \"SC402\",\n",
    "    \"SC403\",\n",
    "    \"SC404\",\n",
    "    \"SC405\",\n",
    "    \"SC406\",\n",
    "    \"SC407\",\n",
    "    \"SC408\",\n",
    "    \"SC409\",\n",
    "    \"SC410\",\n",
    "    \"SC411\",\n",
    "    \"SC412\",\n",
    "    \"SC413\",\n",
    "    \"SC414\",\n",
    "    \"SC415\",\n",
    "    \"SC416\",\n",
    "    \"SC417\",\n",
    "    \"SC418\",\n",
    "    \"SC419\",\n",
    "]\n",
    "\n",
    "df_feats_sc20 = df_feats[df_feats.patient_id.isin(sc20_patients)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42230\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Sleep stage 2    17799\n",
       "Sleep stage W     8207\n",
       "Sleep stage R     7717\n",
       "Sleep stage 3     5703\n",
       "Sleep stage 1     2804\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Label stats for the SC-EDF-20 data\n",
    "print(len(df_feats_sc20))\n",
    "df_feats_sc20[\"label\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "195168\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Sleep stage 2    69132\n",
       "Sleep stage W    65642\n",
       "Sleep stage R    25835\n",
       "Sleep stage 1    21520\n",
       "Sleep stage 3    13039\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Label stats for the SC-EDF-78 data\n",
    "print(len(df_feats))\n",
    "df_feats[\"label\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1048"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "skip_cols = [\"psg_file\", \"label\", \"patient_id\"]\n",
    "feat_cols = [c for c in df_feats.columns if c not in skip_cols]\n",
    "len(feat_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = [\n",
    "    'Sleep stage W',\n",
    "    'Sleep stage 1',\n",
    "    'Sleep stage 2',\n",
    "    'Sleep stage 3',\n",
    "    'Sleep stage R'\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# ML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.metrics import (\n",
    "    accuracy_score,\n",
    "    classification_report,\n",
    "    f1_score,\n",
    "    cohen_kappa_score,\n",
    "    log_loss,\n",
    ")\n",
    "from sklearn.model_selection import GroupKFold, StratifiedGroupKFold, cross_validate\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import QuantileTransformer\n",
    "\n",
    "from sklearn.linear_model import SGDClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from visualizations import plot_linear_classification_coefs\n",
    "from visualizations import plot_learning_curve\n",
    "from visualizations import plot_confusion_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## The simple, linear pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create pipeline\n",
    "pipe = Pipeline(\n",
    "    [\n",
    "        (\"impute\", SimpleImputer()),\n",
    "        (\"scale\", QuantileTransformer(n_quantiles=100, subsample=200_000, random_state=0)),\n",
    "        (\n",
    "            \"linear_model\",\n",
    "            SGDClassifier(\n",
    "                loss=\"log\",\n",
    "                average=True,\n",
    "                class_weight=\"balanced\",\n",
    "                n_jobs=5,\n",
    "                random_state=0,\n",
    "            ),\n",
    "        ),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped 20-fold results for SC-20 for varying inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------- ['EEG'] ----------------------------------------\n",
      "nb. features = 592\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8232\n",
      "  Balanced accuracy:  0.8317\n",
      "  Accuracy:           0.872\n",
      "  Log loss:           0.5548\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7735\n",
      "  Balanced accuracy:  0.7975\n",
      "  Accuracy:           0.8385\n",
      "  Log loss:           0.8042\n",
      "\n",
      "F1: 0.7798599100032391\n",
      "ACC: 0.8386928723656168\n",
      "KAPPA: 0.7808645492819415\n",
      "LOG LOSS: 0.80455140999726\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.46      0.40      0.43      3195\n",
      "Sleep stage 2       0.85      0.90      0.88     16777\n",
      "Sleep stage 3       0.92      0.84      0.88      6230\n",
      "Sleep stage R       0.86      0.81      0.83      8213\n",
      "Sleep stage W       0.87      0.91      0.89      7815\n",
      "\n",
      "     accuracy                           0.84     42230\n",
      "    macro avg       0.79      0.77      0.78     42230\n",
      " weighted avg       0.84      0.84      0.84     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EOG'] ----------------------------------------\n",
      "nb. features = 848\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8432\n",
      "  Balanced accuracy:  0.8545\n",
      "  Accuracy:           0.884\n",
      "  Log loss:           0.5612\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7926\n",
      "  Balanced accuracy:  0.8195\n",
      "  Accuracy:           0.8531\n",
      "  Log loss:           0.8617\n",
      "\n",
      "F1: 0.8029578564471864\n",
      "ACC: 0.8533033388586313\n",
      "KAPPA: 0.8006141057055653\n",
      "LOG LOSS: 0.8653259886893605\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.53      0.46      0.49      3258\n",
      "Sleep stage 2       0.86      0.90      0.88     16873\n",
      "Sleep stage 3       0.91      0.84      0.87      6238\n",
      "Sleep stage R       0.89      0.85      0.87      8030\n",
      "Sleep stage W       0.88      0.92      0.90      7831\n",
      "\n",
      "     accuracy                           0.85     42230\n",
      "    macro avg       0.81      0.79      0.80     42230\n",
      " weighted avg       0.85      0.85      0.85     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EMG'] ----------------------------------------\n",
      "nb. features = 792\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8348\n",
      "  Balanced accuracy:  0.845\n",
      "  Accuracy:           0.8787\n",
      "  Log loss:           0.5784\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7792\n",
      "  Balanced accuracy:  0.803\n",
      "  Accuracy:           0.8409\n",
      "  Log loss:           0.8855\n",
      "\n",
      "F1: 0.7866013011199435\n",
      "ACC: 0.8421974899360644\n",
      "KAPPA: 0.7859640629515818\n",
      "LOG LOSS: 0.8843714567886828\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.49      0.40      0.44      3444\n",
      "Sleep stage 2       0.85      0.91      0.88     16682\n",
      "Sleep stage 3       0.91      0.84      0.87      6209\n",
      "Sleep stage R       0.86      0.83      0.84      7952\n",
      "Sleep stage W       0.88      0.91      0.90      7943\n",
      "\n",
      "     accuracy                           0.84     42230\n",
      "    macro avg       0.80      0.78      0.79     42230\n",
      " weighted avg       0.84      0.84      0.84     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for inputs in [[\"EEG\"], [\"EEG\", \"EOG\"], [\"EEG\", \"EMG\"]]:\n",
    "    print(\"--\" * 20, inputs, \"--\" * 20)\n",
    "\n",
    "    feats_input = [f for f in feat_cols if f.split(\" \")[0] in inputs]\n",
    "    print(\"nb. features =\", len(feats_input))\n",
    "\n",
    "    ## Cross-validation\n",
    "    # Total of 10 folds\n",
    "    gkfold = StratifiedGroupKFold(n_splits=20)\n",
    "    cv = gkfold.split(df_feats_sc20, df_feats_sc20[\"label\"], groups=df_feats_sc20.patient_id)\n",
    "\n",
    "    res = cross_validate(\n",
    "        pipe,\n",
    "        df_feats_sc20[feats_input],\n",
    "        df_feats_sc20[\"label\"],\n",
    "        scoring=[\"f1_macro\", \"balanced_accuracy\", \"accuracy\", \"neg_log_loss\"],\n",
    "        cv=cv,\n",
    "        n_jobs=25,\n",
    "        return_train_score=True,\n",
    "        return_estimator=True,\n",
    "    )\n",
    "\n",
    "    print(\"10-FOLD: TRAIN\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"train_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"train_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"train_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"train_neg_log_loss\"]), 4))\n",
    "\n",
    "    print(\"10-FOLD: TEST\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"test_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"test_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"test_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"test_neg_log_loss\"]), 4))\n",
    "\n",
    "    preds = []\n",
    "    preds_proba = []\n",
    "    y_trues = []\n",
    "    cv = gkfold.split(df_feats_sc20, df_feats_sc20[\"label\"], groups=df_feats_sc20.patient_id)\n",
    "    for fold_ix, (train_idx, test_idx) in enumerate(cv):\n",
    "        X_train = df_feats_sc20[feats_input].iloc[train_idx]\n",
    "        y_train = df_feats_sc20[\"label\"].iloc[train_idx]\n",
    "        X_test = df_feats_sc20[feats_input].iloc[test_idx]\n",
    "        y_test = df_feats_sc20[\"label\"].iloc[test_idx]\n",
    "        \n",
    "        estimator = res[\"estimator\"][fold_ix]\n",
    "        preds += [estimator.predict(X_test)]\n",
    "        preds_proba += [estimator.predict_proba(X_test)]\n",
    "        y_trues += [y_test]\n",
    "\n",
    "    preds = np.hstack(preds)\n",
    "    y_trues = np.hstack(y_trues)\n",
    "    preds_proba = np.vstack(preds_proba)\n",
    "\n",
    "    print()\n",
    "    print(\"F1:\", f1_score(preds, y_trues, average=\"macro\"))\n",
    "    print(\"ACC:\", accuracy_score(preds, y_trues))\n",
    "    print(\"KAPPA:\", cohen_kappa_score(preds, y_trues))\n",
    "    print(\"LOG LOSS:\", log_loss(y_trues, preds_proba))\n",
    "    print()\n",
    "\n",
    "    print(classification_report(preds, y_trues))\n",
    "\n",
    "    plt.figure(figsize=(25,12))\n",
    "    ax = plt.subplot(1,2,1)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=False, ax=ax)\n",
    "    ax = plt.subplot(1,2,2)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=True, ax=ax)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"\\n\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped 10-fold results for SC-78 for varying inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------- ['EEG'] ----------------------------------------\n",
      "nb. features = 592\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.7571\n",
      "  Balanced accuracy:  0.7752\n",
      "  Accuracy:           0.8138\n",
      "  Log loss:           0.5614\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7358\n",
      "  Balanced accuracy:  0.7545\n",
      "  Accuracy:           0.7967\n",
      "  Log loss:           0.6504\n",
      "\n",
      "F1: 0.7375197839651523\n",
      "ACC: 0.7971491228070176\n",
      "KAPPA: 0.7231477332127203\n",
      "LOG LOSS: 0.6489759278558562\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.42      0.45      0.43     19921\n",
      "Sleep stage 2       0.81      0.85      0.83     65593\n",
      "Sleep stage 3       0.88      0.70      0.78     16412\n",
      "Sleep stage R       0.77      0.71      0.74     28046\n",
      "Sleep stage W       0.90      0.91      0.91     65196\n",
      "\n",
      "     accuracy                           0.80    195168\n",
      "    macro avg       0.76      0.72      0.74    195168\n",
      " weighted avg       0.80      0.80      0.80    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EOG'] ----------------------------------------\n",
      "nb. features = 848\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.7888\n",
      "  Balanced accuracy:  0.8039\n",
      "  Accuracy:           0.8369\n",
      "  Log loss:           0.5305\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7663\n",
      "  Balanced accuracy:  0.7813\n",
      "  Accuracy:           0.8194\n",
      "  Log loss:           0.6307\n",
      "\n",
      "F1: 0.7679813186080333\n",
      "ACC: 0.8197399163797344\n",
      "KAPPA: 0.7534196593245716\n",
      "LOG LOSS: 0.629502347298955\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.48      0.49      0.49     20772\n",
      "Sleep stage 2       0.83      0.85      0.84     67593\n",
      "Sleep stage 3       0.87      0.70      0.78     16152\n",
      "Sleep stage R       0.82      0.82      0.82     26029\n",
      "Sleep stage W       0.91      0.92      0.91     64622\n",
      "\n",
      "     accuracy                           0.82    195168\n",
      "    macro avg       0.78      0.76      0.77    195168\n",
      " weighted avg       0.82      0.82      0.82    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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JxYD3z+zjLmAgsEpKqRFwHQs+n+Wzdi5LKT1WbtFe5CZd3YzckCGrz15lIdu6KK81SZKk2ugMckN1lO8MXZj4/s/EfCeQu8utWz6Gnz1838LEfScD65AbBm62L8l9h1o+pdQ4/2iYUmqbXz6BXIf1bKvOZxdfAqvOI9FoYWLhhTXfuD2lNDyltAO5zvmHySVwzK09q0TFyTur63vYeeT+BtbNn8O/UPH8zevvY55/N/kfNm4AbgMOnz3euCSVZ8e2VIvlb9M7ndxYvf3y2Qz1IqJvRMwem+xu4LSIWCFykzCeTu4X8j9iFLBhRKyaH57hn7MX5H+F3yE/1vY0csMszJrLNgYD60TEXvmJP3YH2pDL/qhqSwNTgR/z2eR/q7T8a3Lj3/0elwMjUkoHkxtb8LrZCyI32eaw+az7LHAkuawTyI1beCTwQrks9Mp+bxvnd/7fBNpGRIeIWIz8OHd/Yl9z2/dxEbFG/geA2WO2z2/onN9jaeC7lNKvEdGVXMf0wrgZeD9VHL9v9vamkbsTYol8e8tb0PuxKK81SZKkWielNIbccHFHlyuu6vh+aXLZv5PzSSQLM+Y0EdE3384dyw9lkVKaQG6c6UsiomHkJnlcq9x40PcBR0dE8/x8KJUz1Mt7jVxH+AURsWRELBYRs4cXXJSx8Dzj9oioHxF7R0Sj/DAvU5n797BXyWVh/z3/nbEPueFi7plL3UVtaXLfD6dERDPgpErL/8j3jlPIdXwfSG5y09t+Rxa/pIywY1uq5VJKl5CbAO80chOifEmuc/ThfJVzyE328hbwNrkJ8c75g/t6glwg+xYwkorBap18O8YD35EbTqNyxzH5W8S2JZd5MYncRDHbppQm/pE2/U4nkuv8/IFcNvm9lZafCdyavyVxtwVtLCJ2ALbit+M8HugYEXvnX68CvDifTTxLLsib3bH9ArkO1efmuUZujL/T8m2c36Sas83z/OeH4DgbeBL4KL//8m4iN1bf5Ih4eCH2VdnNwO3kjudT4Fdyk9QsKocDZ0fED+Q6keeWmTI3ewA7Rm7W9dmP3uSyPT4nl7XyHvBKpfUW9H4ssmtNqlFBJieWkSQttLOBJWe/qIb4/jJgcWAiufjs8YVcb3dgBWB0uZhvdhLKvuQmqX8P+B64n9xdp5D7njCEXGfy68CD89pBPhllO3JzwHwBjM3vFxZhLLwQcfs+wGf5YT7+Sm5878rbmJ5va19y7+U1wL4ppff/SJt+p7OAjsAUcslAld/T3/UdJyI6kfvutW/+HFxIrpN7fj9CSNmW0Rg/Uvqzd6JLUjZFxChgU8d7k1RI6jReNTXo9fca2/+vjx41MqXUucYaIEmSJBWZrMb485uQTpI0HymlDjXdBkn6/cLMaUmSJKmoZDPGz94RS5IkSZIkSZIKmh3bkiRJkiRJkqSC4lAkkiRJWRNR0y2QJEmStChlMMa3Y7uWiZLFU9RfuqaboXLWbblKTTdBc1G3Tvb+wy4EnpXaxymia58vPv+MiRMnerlIGWKMX/sY49dOxvi1k2el9jHGr32M8RcsIrYCLgfqAv9NKV1QafmqwK1A43ydk1NKg+e3TTu2a5movzQNWu5W081QOUOG/aemm6C5aLh4vZpuguaijl9Gap3SWYa9tU3v7l1qugmZnFhGqknG+LWPMX7tZIxfOxnj1z7G+LWPMf78RURd4Gpgc2AsMDwiBqaU3itX7TTgvpTStRHRBhgMrD6/7dbeI5YkSZIkSZIkFbquwJiU0icppenAPcAOleokoGH+eSNg/II2asa2JEmSJEmSJKmqNAO+LPd6LNCtUp0zgaERcRSwJLDZgjZqx7YkSVLWZHBiGUmSJKmo1WyMv3xEjCj3+oaU0g2/cxt7AreklC6JiO7A7RHRLqU0a14r2LEtSZIkSZIkSfqjJqaUOs9n+Tig/MzNzfNl5R0EbAWQUno5IhYDlge+mddG7diWJEnKkohaPbGMJEmSpN+p9sf4w4EWEbEGuQ7tPYC9KtX5AtgUuCUiWgOLAd/Ob6O1+oglSZIkSZIkSYUrpTQTOBIYAowG7kspvRsRZ0fE9vlqJwCHRMSbwN3A/imlNL/tmrEtSZIkSZIkSaoyKaXBwOBKZaeXe/4e0PP3bNOObUmSpKxx8khJkiSpuGQwxncoEkmSJEmSJElSQTFjW5IkKWMig9kckiRJUjHLYoxvxrYkSZIkSZIkqaDYsS1JkiRJkiRJKigORSJJkpQhQTZvU5QkSZKKVVZjfDO2JUmSJEmSJEkFxY5tSZIkSZIkSVJBcSgSSZKkLIn8Q5IkSVJxyGiMb8a2JEmSJEmSJKmgmLEtSZKUKZHJiWUkSZKk4pXNGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKWOyeJuiJEmSVMyyGOObsS1JkiRJkiRJKihmbEuSJGVMFrM5JEmSpGKWxRjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJCljsniboiRJklTMshjjm7EtSZKkWiUiPouItyNiVESMyJctGxFPRMRH+X+XyZdHRFwREWMi4q2I6FhuO/vl638UEfuVK++U3/6Y/LrZ+xYgSZIkFTg7tiVJkrIkavix8DZOKXVIKXXOvz4ZeCql1AJ4Kv8aoC/QIv84FLgWch3hwBlAN6ArcMbszvB8nUPKrbfV72qZJEmSVJsUToy/SNmxLUmSpEKwA3Br/vmtQL9y5belnFeAxhHRBNgSeCKl9F1K6XvgCWCr/LKGKaVXUkoJuK3ctiRJkiQVCDu2JUmSVJ2Wj4gR5R6HzqVOAoZGxMhyy1dKKU3IP/8KWCn/vBnwZbl1x+bL5lc+di7lkiRJkgqIk0dKkiRlSBA1PbHMxHLDi8xLr5TSuIhYEXgiIt4vvzCllCIiVV0TJUmSpMJRC2L8GmHGtiRJkmqVlNK4/L/fAA+RGyP76/wwIuT//SZffRywSrnVm+fL5lfefC7lkiRJkgqIHduSJEkZExE19liIti0ZEUvPfg5sAbwDDAT2y1fbDxiQfz4Q2DdyNgCm5IcsGQJsERHL5CeN3AIYkl82NSI2iFyD9i23LUmSJKkg1eYYv6o4FIkkSZJqk5WAh/IBcglwV0rp8YgYDtwXEQcBnwO75esPBrYGxgA/AwcApJS+i4h/AcPz9c5OKX2Xf344cAuwOPBY/iFJkiSpgNixLUmSpFojpfQJ0H4u5ZOATedSnoAj5rGtm4Gb51I+Amj3pxsrSZIkqcbYsS1JkpQxWZxYRpIkSSpmWYzxHWNbkiRJkiRJklRQzNiWJEnKmCxmc0iSJEnFLIsxvhnbkiRJkiRJkqSCYse2JEmSJEmSJKmgOBSJJElSlkT+IUmSJKk4ZDTGN2NbkiRJkiRJklRQ7NiWJEmSJEmSJBUUhyKRJEnKmCzOmC5JkiQVsyzG+GZsa77ef/Qsht93Cq/cczIv3Pl3ANZdpxnDbj2B4fedwv2XHcbSSy5WYZ1VVl6Gb1+8hGP32bSsrNFSi3PXRQcx6sHTeOOB0+i23hoAnHdsP0Y9eBqv3ftP7r3kEBottXj1HVwRKS0tZfPeXdln934A7NB3Ezbr1YXNenWhQ6vV2X+vXQB44L672aRHJzbu0ZHtttiId99+q2wbN157JX26r89GG3TghmuuqInDKFqt11mDLh3XY4Mu69OrexcATjn5JNZftzVdO7Vnj113YvLkyQA89eQT9NygM106rkfPDToz7Jmna7Dlxemwgw9k1aYr0qlDu7Kyc84+kzVXa0a3Th3o1qkDjz82GIDp06dz6EEH0LnDunTt2J7nnh1WM43OgA8/+IDuXdYvezRZvhFXX3EZ++69R1lZm3XWoHuX9cvWufjf57Ne6xas364VTw4dUoOtl6TCt3mP1rz50P/xzoAzOPGAzedYvmqTZRh83VG8du8/GXLjMTRbsXHZsgFXHc6E5/7NA5f/tRpbXPyefnIIvTq3o/v6rbny0ovmWD5t2jQOO2Bvuq/fmq037cWXn38G5GL+2d8FNuvVhabLLMY7b71Zza0vXkOHPE6Hdq1Yt3ULLr7ogjmWT5s2jX333oN1W7dgo14b8PlnnwEwadIk+m6xCSsuuzTHH3NkNbe6uA0d8jjrtW1J21Zrc9G/535O/rLX7rRttTa9e3QrOycAF114Pm1brc16bVvyhPHkIvXEkMdZv10r1mvdgkvmc62s17oFfeZyrazktaKFUGUd2xFxakS8GxFvRcSoiOiWLx8WEZ2rar/zaEvjiDi8ivcRETExIpbJv24SESkiepWr821ELFeV7agKWx16ORvscQG99v43ANeevhenXTGALrudx8Bn3uS4/TatUP/CE3Zi6IvvVii7+O+7MPSl9+iw0zl03f183v/kKwCeeuV9Ou16Hl13P5+PPv+Gkw7conoOqsjceO2VtGjZquz1gMee5skXhvPkC8Pp1KUbW2/XD4BVV1udBwc/yTMvvc6xJ/2Tk47NXRbvv/cud952M4OfepGnXhjBk0MG8+knY2riUIrWY0Of5pXhb/DCy8MB2GTTzRn+xtu8NvJN1m7Rgov/fT4Ayy2/PPc/OJDhr7/FDTfdwsEH7luTzS5K++y3PwMeeXyO8qOOOY5XR47i1ZGj2Krv1gDc/N8bARgx6m0eefwJTj7pBGbNmlWt7c2KdVq25OXhb/Dy8Dd44ZURLL7EEmy3w47cduc9ZeU79NuJ7fvtCMDo0e9x/333MnzUOzw06DGOO/oISktLa/goCkMQRNTcQ4XNGL94Yvzy6tQJLjt5N3Y48hrW3/kcdt2qE63WXLlCnfOP25E7H32Nrrufz3k3PMbZR21ftuzS257koNNuq+5mF7XS0lJOOfEY7rx/IM+++iYP338vH7w/ukKdu2//H40aN+blN0Zz6OFHc86ZpwKw8257ln0XuPL6/7HqaqvTbr32NXEYRae0tJTjjzmShwYOZuSb79L/3nsYPfq9CnVu/d9NNG7cmLdHf8SRRx/L/516MgCLLbYY/3fG2Zx3wZw/UuiPKy0t5dijj2DAoMd446336H/P3Yx+r+I5ueXmm1im8TK8+/4YjjrmOE495R8AjH7vPfrfew+vv/kuAx95nGOOOtx4chGZfa08OHAwIxZwrbw1+iOOmMu1cq7Xyu+S1Ri/Sjq2I6I7sC3QMaW0HrAZ8GVV7GshNQaqNOhNKSXgFaB7vqgH8Eb+XyKiJTAppTSpKttRHdZedUVeGJnr9Hz6lffpt2mHsmXb9VmPz8ZN4r2Pvyora7jUYvTquBa3PPQyADNmljLlx1+AXMd2aWmuk+i1tz+l2UqNq+cgisj4cWN5auhj7LXPAXMs+2HqVF58bhh9t8l98ejSrTuNGy8DQKcu3ZgwfhwAH334Ph07dWWJJZagpKSEDXpuyOBBD1fbMWTRZptvQUlJbjSort02YNy43Lno0GF9mjRtCkCbNm359ZdfmDZtWo21sxj16r0hyy677ELVfX/0e/TZeBMAVlxxRRo1bszIESOqsnkChj39FGuuuRarrrZaWVlKiQcf6M+uu+0JwKODBrDLbrvToEEDVl9jDdZca21GDH+tpposZYIxPlCkMX6Xdqvz8ZcT+WzcJGbMLKX/kNfZts96Feq0WrMJz772AQDPDv+QbfusW7Zs2Gsf8sNPxiuL0hsjh7P6mmux2uprUr9+fXbYeTeGDB5Uoc7jgwex2577ALDtDjvx/LPPkPuT/c1DD9zLDjvvVm3tLnYjhr/GmmutzRpr5s7LLrvtziODBlSo88iggey9z34A7LjTLgx75ilSSiy55JL06NmLBostNrdN6w8a/tprrFXunOy6+x5zOScDys7JTjvvwrCnc+fkkUED2HX3PcriybXWWpvhrxlPLgpzu1YerXReHl3AtbKY14oWQlVlbDcBJqaUpgGklCamlMZXrhQRW0TEyxHxekT0j4il8uWdIuLZiBgZEUMiokm+fFhEXJ7PDnknIrrOZZttI+K1fJ23IqIFcAGwVr7soohYKiKeyu/37YjYodz6/xcRH0TECxFxd0ScmC9fKyIez7fp+YhoVXnfwEvkg9z8v5dSMQh+8Y+9nTUnpcSga47kxTv/zoE79QRg9CcT2C4f6O60eUear5TrKF1y8fqccMDmnHv94ArbWL3pckz8/kduOOsvvHz3P7jm9L1YYrH6c+xr3x26M+TF9+Yo1/yd/s8TOe3s86lTZ87L+bFHB9Jro41ZumHDOZbdffv/2GSzLQFo2boNr778At99N4mff/6Zp594nPFjx1Z527MiCLbfZkt6btCZm/97wxzLb7vlf2yx5VZzlD/80AO079CRBg0aVEczM++6a66iy/rrcdjBB/L9998DsO567XnkkYHMnDmTzz79lDdeH8nYsTXZh5MN9/e/h11226NC2YsvPM+KK67E2i1aADB+3DiaN1+lbHmz5s0Yn/+xTlKVMcYvkhi/sqYrNmLs19+XvR739fc0W6FRhTpvfziOHTbpAMAOm7Sn4VKLs2yjJauzmZny1YTxNGv22+dck6bN+GrCuDnqNG3WHICSkhIaNmzId99V/I1l4IP92XHn3au+wRkxfvw4mq/SvOx1s2bNmTBu3Jx18jFK7rw0YtKkgv7tq1Yr/35D7pyMm9s5WaXcOWmUOyfjKseTzZobTy4ic7tWxi/gWmnktaI/oKo6tocCq0TEhxFxTURsVLlCRCwPnAZsllLqCIwAjo+IesCVwC4ppU7AzcC55VZdIqXUgVx2xs1z2fdfgcvzdToDY4GTgY9TSh1SSicBvwI75ve7MXBJ5HQBdgbaA33z6892A3BUvk0nAtfMZd8v8lvQ2xV4CJj9v2QPckFxQdn0gEvpsdeF9DvyGg7bvTc9O67FYWfeyaG79ebFO//OUks0YPqM3K06p/11G66842l++mV6hW2UlNSlQ6tVuLH/83Tf80J+/mUaJx5Ycdy+vx+0JaWls7hn8PBqO7Zi8MTjj7L8CivQvkPHuS5/+IF76TeXQPbF54Zx1+23cOpZuUtrnZatOeKYE9ljx23Ya+ftaLvuetSpW7dK254lTz7zPC+9OpKHBg7m+uuu4YXnnytb9u8LzqWkpIQ99ty7wjrvvfcu/3fKyVx59XXV3dxMOuSwv/HeBx/z6shRrNykCSefdAIA+x1wIM2aNadnt86cdMKxbNC9B3W9NqrU9OnTefSRQey4864Vyvvfeze7Vurs1h+XxdsUtUgY4xdJjP9H/PPSh+jdaW1evvsf9O60NuO+/r7szkvVTq+PeI3Fl1iCVm3a1nRTJEnVIIsxfklVbDSl9GNEdAJ6kwsq742Ik1NKt5SrtgHQBngx/wbUB14GWgLtgCfy5XWBCeXWuzu/j+ciomFENE4pTS63/GXg1IhoDjyYUvpoLm9wAOdFxIbALKAZsBLQExiQUvoV+DUiBgHks0x6AP3LbWtuKZTDgfUjYkmgXv59+CQi1s6vf8nc3q+IOBQ4FIB6S82tSo0Z/+0UAL79/kcGPv0WXdquzmW3P8V2h18N5IYl6ds7Fyh1abcaO27WgXOP7UejpRdn1qzEr9Nn8NCTbzDum8kMf+dzAB56chQnlJuQ5i/bdWPrDdvR9zAnLPy9Xnv1ZYY+9ihPDR3CtGm/8sMPUzni0P25+oZbmDRpIqNGjuDmO/pXWOe9d97mhKP/yp33D2TZZX8bDnKvfQ9gr31zw5mcd/b/0bRps2o9lmLWtFnuvVxxxRXZfod+jBj+Gr16b8jtt93CY4Mf5dHHn6zwQTBu7Fj23HUnbrz5VtZca62aanamrLTSSmXPDzzoEHbqty2Qyxy46JJLy5b16d2DFi3Wqfb2ZcnQxx+jQ4eOFc7JzJkzGTjgIV54+bdhYJo2a1Yhe37c2HH+vyVVMWP84onxKxv/zZSyuzABmq20DOPy3wNmm/DtFPY48b9A7k7Nfpt2KBteUIveyk2aMm7cb59zE8aPY+UmzeaoM37cWJo2a87MmTOZOnVqhfj+4Qfum2uSi/64pk2bMfbL3+5sHTduLE2aNZuzztgvadZ89nmZwnLLFfQw/LXa7Pd7tnHjxtJsbufkyy9pPvucTMmdk2aV48lxY40nF5G5XStNF3CtTPFa0R9QZZNHppRKU0rDUkpnAEeSy5IoL4An8hkWHVJKbVJKB+XL3y1Xvm5KqfyMgqnSdiq8TindBWwP/AIMjohN5tK8vYEVgE75rI+vgfkN3lMHmFyuTR1SSq3ncsw/Ax8BBwKv54tfAbYGVgQ+mNvGU0o3pJQ6p5Q6R8ni82lG9VpisfostUSDsuebdW/Fux+PZ4VlcoF5RHDyIVty4/0vALDZQZfRapszaLXNGVx15zAuumko1937HF9P+oGxX31Pi9VWBKBP15Zlk0du3qM1x++/Gbscez2//DqjBo6ysJ16xjm8/t4nDH/7Q6676XZ6bdiHq2+4BYBHBjzIZltuXWFcqrFffsFB++zGldf/j7XWrtg5N/Hbb8rqDB70MDvuYmbkovDTTz/xww8/lD1/6sknaNO2HUOHPM5ll1zEfQ8MYIklliirP3nyZHbqty1nn3s+3Xv0rKlmZ86ECb/1rQx4+CHatG0HwM8//8xPP/0EwFNPPkFJSQmt27SpkTZmRf/77mHX3Sv+//PMU0+yTstWNGv+2+2MW2+7Pfffdy/Tpk3js08/5eMxH9G5yxyjF2heogYfKmjG+IUf48/NiHc/Z+1VV2C1pstRr6Quu27ZkUeHvVWhznKNlyz7If6kA7fk1gGv1ERTM6NDx858+vEYvvjsU6ZPn86AB+5jy77bVqizZd9tue/u24Fc7N9rwz5l52jWrFkMevgB+lW6A0p/TqfOXfh4zEd89mnuvNx/371ss+32Fepss+123Hn7rQA89OD9bNRnE+9YqkKdu3RhTLlz0v/ee+ZyTrYvOycPPnA/G22cOyfbbLs9/e+9pyyeHDPmI7p0NZ5cFOZ2rWxd6bxs7bWy6GUwxq+SjO3ITaIyK6X0Ub6oA/B5pWqvAFdHxNoppTH5DIhm5ALDFSKie0rp5fxti+uklN7Nr7c78EzkZiKfklKqkEoQEWsCn6SUroiIVYH1gDeBpctVawR8k1KaEREbA7Nnp3oRuD4izif33mwL3JBSmhoRn0bEriml/pG70tZLKb05l8N/CTgWODP/+mXgDuCVVHkmj1puxeWW5t7/HAJASd263PvYCJ54aTRH7NmHw3bfEIABT4/itoUIao+/sD//O29/6pfU5bNxEzn0jDsAuPQfu9GgfgmPXHskAK+9/RlHn3tPFR1Rtgx4oD9HHndihbJL/30e33/3Hf884WgA6paUMGRYblLPg/bdg++/m0S9knqcf/HlNGrcuLqbXJS++fpr9thtJwBKZ85ktz32ZIstt2Ld1i2YNn0a222d+07ftWs3rrj6Oq6/9io++XgM55/7L84/918ADHx0CCuuuGKNHUOx2fcve/L8s8OYOHEia63enP87/Syee3YYb705iohgtdVX58prrgfg22++YbtttqROnTo0bdqMm265vYZbX9x++uknnnnqCa6oNATP/f3vnWMYkjZt2rLTLrvSuX1bSkpK+M/lVzlMjFTFjPGLI8afm9LSWRx34X0MuuYI6tYJbh3wCqM/+Yr/+9s2vP7eFzz67Nts2LkFZx+1PSnBC6+P4djz7ytb/8mbjmWdNVZiqcUbMObxf/HXs+7iyZdH1+ARFb6SkhLOu+gy9tx5W0pLS9njL/vTsnUb/n3uWbRfvyNbbr0de+5zAEcddgDd129N42WW5bqbf4tTXnnxeZo2a85qq69Zg0dRfEpKSrjksivZYdutKC0tZd/9D6BNm7b866zT6dixM9tstz37HXAQBx+wL+u2bsEyyy7LrbffXbZ+63XW4IepU5k+fTqDBg1g4KNDaN3apIk/o6SkhEsvv4rtttmS0tJS9tv/QNq0bcvZZ55Ox06d2Xa77dn/wIM4cP99aNtqbZZZZlluvzPX59CmbVt23nU31l+vDSUlJVx2xdXGk4vI7GulX/5a2Wc+18p6+WvllnLXSpty18ojgwYwwGtF8xBVEYflb1G8ktxM5TOBMcChKaWJETEMODGlNCKfaXEhv93yd1pKaWBEdACuIBeclgCXpZRuzK87CtgIqAccmFKqMGVtRJwM7APMAL4C9kopfRcRd5ELgB/L73MQsBS5cf82APqmlD6LiDOBvchleHwDPJ7f9xrAteQmzakH3JNSOnsux74rcB/QIh/MNwCmAmemlM5f0HtXZ4kVU4OWzlpdm3w67D813QTNRcPF69V0EzQXder4C3ttUzqr4Ptbik7v7l14feSIGrtY6i2/VlpmhwWGJFXm25t3H5lS6rzgmqptjPGN8YuJMX7tZIxfOxnj1z7G+LWPMX7NxPhVNcb2SH6bYKXysj7lnj8NdJlLnVHAhvPY/B0ppWPns+8LyM2QXrl8r0pF3SvXybs4pXRmRCwBPAeMzK//KbDVvPZbbj/9KZeEn3Kzxs9trD5JkqTqF3ibp/4QY3xjfEmSVEtlNMavko7tAndDRLQhNx7frSml1xe0giRJkqRazRhfkiSpyBRUx3b5TJAq3EflrA9JkqSiksVsDtVexviSJEl/XhZj/Do13QBJkiRJkiRJkn4PO7YlSZIkSZIkSQWloIYikSRJ0p+XxdsUJUmSpGKWxRjfjG1JkiRJkiRJUkExY1uSJClDgshkNockSZJUrLIa45uxLUmSJEmSJEkqKHZsS5IkSZIkSZIKikORSJIkZU327lKUJEmSilsGY3wztiVJkiRJkiRJBcWObUmSJEmSJElSQXEoEkmSpCwJMjljuiRJklS0Mhrjm7EtSZIkSZIkSSooZmxLkiRlTBazOSRJkqRilsUY34xtSZIkSZIkSVJBsWNbkiRJkiRJklRQHIpEkiQpY7J4m6IkSZJUzLIY45uxLUmSJEmSJEkqKGZsS5IkZU32kjkkSZKk4pbBGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKWOyOLGMJEmSVMyyGOObsS1JkiRJkiRJKihmbEuSJGVIRGQym0OSJEkqVlmN8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSMiaLtylKkiRJxSyLMb4Z25IkSZIkSZKkgmLGtiRJUsZkMZtDkiRJKmZZjPHN2JYkSZIkSZIkFRQ7tiVJkiRJkiRJBcWhSCRJkrIme3cpSpIkScUtgzG+GduSJEmSJEmSpIJixrYkSVLGZHFiGUmSJKmYZTHGN2NbkiRJkiRJklRQ7NiWJEmSJEmSJBUUhyKRJEnKksjmbYqSJElS0cpojG/GtiRJkiRJkiSpoNixLUmSJEmSJEkqKA5FIkmSlCEBZPAuRUmSJKloZTXGN2NbkiRJkiRJklRQzNiWJEnKlMjkxDKSJElS8cpmjG/GtiRJkiRJkiSpoJixXcus12oVnnrusppuhsr5asqvNd0EzUXprFTTTdBcLLd0g5pugiqZWTqrppugSpL/fUmZ06ZFc/o/emFNN0PlnPr4BzXdBM3FLu1WqukmaC42arFCTTdBlXz/0/SaboIqmWkfRY2wY1uSJCljMniXoiRJklTUshjjOxSJJEmSJEmSJKmgmLEtSZKUMVmcWEaSJEkqZlmM8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSsiSyObGMJEmSVLQyGuObsS1JkiRJkiRJKihmbEuSJGVIAHXqZDCdQ5IkSSpSWY3xzdiWJEmSJEmSJBUUO7YlSZIkSZIkSQXFoUgkSZIyJosTy0iSJEnFLIsxvhnbkiRJkiRJkqSCYsa2JElSxkQW0zkkSZKkIpbFGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKUsimxPLSJIkSUUrozG+GduSJEmSJEmSpIJixrYkSVKGBNmcWEaSJEkqVlmN8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSMiUyeZuiJEmSVLyyGeObsS1JkiRJkiRJKih2bEuSJEmSJEmSCopDkUiSJGVMBu9SlCRJkopaFmN8M7YlSZIkSZIkSQXFjG1JkqSMyeLEMpIkSVIxy2KMb8a2JEmSJEmSJKmg2LEtSZIkSZIkSSooDkUiSZKUJZHNiWUkSZKkopXRGN+MbUmSJEmSJElSQTFjW5IkKUOCbE4sI0mSJBWrrMb4ZmxLkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJEkZk8G7FCVJkqSilsUY34xtSZIkSZIkSVJBMWNbkiQpY7I4sYwkSZJUzLIY45uxLUmSJEmSJEkqKHZsS5IkqdaJiLoR8UZEPJJ/vUZEvBoRYyLi3oiony9vkH89Jr989XLb+Ge+/IOI2LJc+Vb5sjERcXK1H5wkSZKkP82ObUmSpIyJqLnH73AMMLrc6wuBS1NKawPfAwflyw8Cvs+XX5qvR0S0AfYA2gJbAdfkO8vrAlcDfYE2wJ75upIkSVLBKpAYf5GyY1uSJEm1SkQ0B7YB/pt/HcAmwP35KrcC/fLPd8i/Jr9803z9HYB7UkrTUkqfAmOArvnHmJTSJyml6cA9+bqSJEmSCoiTR0qSJGVJ1PjEMstHxIhyr29IKd1Qqc5lwN+BpfOvlwMmp5Rm5l+PBZrlnzcDvgRIKc2MiCn5+s2AV8pts/w6X1Yq7/aHj0aSJEmqaTUf49cIO7YlSZJUnSamlDrPa2FEbAt8k1IaGRF9qq1VkiRJkgqKHduSJEmqTXoC20fE1sBiQEPgcqBxRJTks7abA+Py9ccBqwBjI6IEaARMKlc+W/l15lUuSZIkqUA4xrYkSVKGBLV7YpmU0j9TSs1TSquTm/zx6ZTS3sAzwC75avsBA/LPB+Zfk1/+dEop5cv3iIgGEbEG0AJ4DRgOtIiINSKifn4fA//8OytJkiTVjNoe41cVO7YlSZJUCP4BHB8RY8iNoX1TvvwmYLl8+fHAyQAppXeB+4D3gMeBI1JKpfmM7yOBIcBo4L58XUmSJElVJCK2iogPImJMRJw8jzq7RcR7EfFuRNy1oG06FIkkSZJqpZTSMGBY/vknQNe51PkV2HUe658LnDuX8sHA4EXYVEmSJEnzEBF1gauBzclN3j48IgamlN4rV6cF8E+gZ0rp+4hYcUHbtWNbkiQpUyKTM6ZLkiRJxavWx/hdgTH5ZBUi4h5gB3J3V852CHB1Sul7gJTSNwvaqEORaKH8+uuvbN6nOxt170jPLu254NyzADjsoH3otn5benXtwNF/O5gZM2aUrfPC88/Sp0cnenZpz3ZbbVJWvn7btendrQN9enRi0w27VfuxFLrTTvgbG7Zfg36b/pa0NuX77zh4z+3ZulcHDt5ze6ZM/h6ARx68lx0324AdN+3G3jtsyvvvvV22ztQpkznu0L+w3UYd2a5PJ0aNfBWAE/62Hztv0YOdt+jBFhu0ZectelTvARaJDdqvw6Y9O7HFhl3ZepPce/ju22+y3eYblpW9MXI4AGM+/IDtt9iINVduyHVXXlq2jV9//ZVtNuvF5r27sEn39bn4/LNr5FiKzZdffsmWm23M+uu1oWP7tlx1xeUA/PMfJ9G+XSu6rL8eu+2yI5MnTwbg7rvupFunDmWPJerX4c1Ro2ruAIrIEYcdzNqrNaF75/ZlZW+/9Sab9+lJjy4d2H3nHZg6dWqFdb788guardCIKy+7pKzs6isvY4NO69G9c3sO2m9vfv3112o7BkkqFs8/8wRb916fLXuux41XXTLH8hGvvMDOW/Zk3VUbMeSRhyosa7dKQ3bcvDs7bt6dI/bfrbqaXPTarbwU5/Zdh/O2Xoe+rVaYZ71OzRty0+7rstoyiwNQN+DArs05a8sW/KtvC7ZuPe919fuNeOFpDtm2Bwf17cZ9/71ijuUP3nodh23fm8N37MM/D9qZr8d/CcCbr73AkTtvUvbYoeOqvPSUNw8tCkOHPE6Hdq1Yt3ULLr7ogjmWT5s2jX333oN1W7dgo14b8PlnnwEwadIk+m6xCSsuuzTHH3NkNbe6+D3z5FA26rouvTq14erLLppj+bRp0/jbgX+hV6c2bLdZb7784jMApk+fzvFHHMJmPTuxRe8uvPzCs9Xccv1By0fEiHKPQystbwZ8We712HxZeesA60TEixHxSkRstaCdVlvHdkScmh8f5a2IGBUR3fLlwyKic3W1I7/PxhFxeDXsp1VEvBwR0yLixKreX1Vq0KABDz3yBM++/DrDXhrB008OYcRrr7DLbnvxyuvv8Pyrb/DLr79y+6254S6nTJ7M3487ijvufYgXh7/JzbffU2F7Dz/6JMNeGslTz71aE4dT0PrtujfX3VHxy8R/r/4PG/TciMEvjGKDnhtx09X/AaDZqqtxy/2P8dBTr/LXY/7BWX8/umydC874Oz37bMagZ1/nwaEvs+baLQG45NpbeWDoSzww9CU233p7Nuu7ffUdXJHpP3AIQ597jcFPvwTAuWecwnF/P5Whz73GCf88nXPPPAWAxsssw9kXXMJhRx5bYf0GDRpw38OP88Tzwxny3GsMe+oJRg73mvmzSkpKuODfl/DGW+/x7AuvcP11VzP6vffYdLPNGTnqHYa/8RYtWqzDRReeD8Cee+3NqyNH8erIUdx0y+2svsYatO/QoWYPokjstc++3P/woxXKjj78MM7413m8NHwU227fjysuvbjC8lP/cSKbbfFbfDN+3Diuv+YqnnnhVV4e8SalpaU80P/eaml/IcvixDKqGsb4hR3jz1ZaWso5px7P9Xc8yKBnRjD44f6M+XB0hTpNmq3CeZdezzb95uy4brDY4jz0xMs89MTLXH3LfdXV7KIWAXt3asqlz33K/z3+Ed1Wa0SThg3mqLdYSR02a7E8H0/6uays8yqNqFc3OGPIR/xr6Bg2WmtZlluiXnU2v2iVlpZyzTknc/a1d3HdwOd5dvBDfPHxBxXqrNW6HZffO4RrHhpGr8234+ZLcskp7bv24qoHnuaqB57m/JsfoMFii9OxR58aOIriUlpayvHHHMlDAwcz8s136X/vPYwe/V6FOrf+7yYaN27M26M/4sijj+X/Ts0N7bvYYovxf2eczXkXzNnpqj+ntLSU0/5+DLfdN4CnXx7FgAfu48P3K36u3HPHLTRu3JgXRr7HwX87ivPOPA2Au267GYAnXxzJXQ8+yr/+72RmzZpV7cdQiGo4xp+YUupc7nHDHziEEnITvvcB9gRujIjG81uhWjq2I6I7sC3QMaW0HrAZFXvpq1tjoMqDXuA74Gjg4gVVrO0igqWWWgqAGTNmMGPGDCKCzbfsS0TudoeOnTozYdw4AB7ofzfbbt+P5qusCsAKKyxwWBwtpM4b9KJR42UqlD0z9FF22HVvAHbYdW+eHvIIAOt33qCs7nodu/D1hNz5+WHqFEa++hI777kfAPXq16dho8YVtplS4vFBD7H1DrtU5eFkSkTw4w+57NMfpk5hpZWbALD8CivSoWNnSkrqzVF/yfx1N3PGDGbOnFHbby0qCE2aNGH9jh0BWHrppWnVqjXjx49js823oKQkN0JX124bMG7s2DnWve/eu9l1tz2qtb3FrGevDVlm2WUrlH085kN69toQgI033YxBA377Ie+RgQNYbfXVadW6TYV1SmfO5NdffmHmzJn88vPPNGnSpOobL8kYvwhi/NnefmMEq66+Jqustgb169en7w678PSQij88NltlNVq2aUedOt70Wx3WXHYJvvlhOhN/mkHprMRrX0xh/WYN56jXb92VeOz9b5lR+lunTwLq161DnYB6deswc1bi15l2Ci0KH779Ok1XXYMmq6xOvXr12bBvP15++vEKddp37cViiy8BQKv2nZj49YQ5tvPC0EF07r1JWT39cSOGv8aaa63NGmuuSf369dllt915ZNCACnUeGTSQvffJfffdcaddGPbMU6SUWHLJJenRsxcNFlusJppe1EaNHM7qa6zFaqvnzsv2O+3K0McGVagzdPAgdtnjLwBss8NOvPjcM6SU+OiD0fTcsA+Q+67csFEj3nxjZHUfgha9ccAq5V43z5eVNxYYmFKakVL6FPiQXEf3PFVXVNKEXM/9NICU0sSU0vjKlSJii3z2w+sR0T8ilsqXd4qIZyNiZEQMiYgm+fJhEXF5PjvknYiYY0KhiGgbEa/l67yVH4j8AmCtfNlFEbFURDyV3+/bEbFDufX/Lz9j5wsRcffsrIyIWCsiHs+36fmIaFV53ymlb1JKw4EZlZcVotLSUvr06ETrNZvSZ+PN6NTlt2FEZsyYwX333Mkmm20JwMdjPmLy5O/Zvu+mbNK7K/fedXtZ3Yhgl3592aR3V269+cZqP45iNGnit6yw0soALL/iSkya+O0cdR685zZ6bbw5AOO+/Jxlll2e047/K7ts2ZPTTzyCn3/+qUL9ka++yHIrrMhqa65d9QdQhCKCvXbelr4bd+eOW/4LwJnnXcw5Z/yTLu3W4l+n/5N/nv6vBW6ntLSULTbsSvuWq9C7z6Z07DzHf3P6Ez7/7DNGjXqDLl0rDot02y03s+VWfeeof3//e9lt9z2rq3mZ1Kp1Gx4dNBCAhx+8n3Fjc31kP/74I5f/59/845TTK9Rv2qwZRx57PO1arkHLNZvTsFEjNtlsi2pvt5RRxvhF4uuvxrNy0+Zlr1du0oxvvprjVM7T9Gm/smvf3uyx7cY8+figBa+gBWq8eAnf/fLbn9j3P8+g8eIVkyBWXWYxll28Hm9N+KFC+cgvpzC9dBb/2b41F23XiiHvf8tP00urpd3FbtI3X7H8yk3LXi+/UlMmffPVPOsPefAuOvfeZI7yZx97mI367lglbcya8ePH0XyV3/7/ataseVnCXYU6zXP9aSUlJTRs2IhJkyZVazuz5qsJ42na7Lfz0qRpM76aMH6edUpKSli6YUO+/24SbdquyxOPPcrMmTP54vNPeXvUG0wYN2fSkQrOcKBFRKwREfWBPYCBleo8TC5bm4hYntzQJJ/Mb6PV1bE9FFglIj6MiGsiYqPKFfINPg3YLKXUERgBHB8R9YArgV1SSp2Am6k4u/0SKaUO5LIzbp7Lvv8KXJ6v05lc7//JwMcppQ4ppZOAX4Ed8/vdGLgkcroAOwPtgb759We7ATgq36YTgWv+yBuTP/ZDIz8GzaSJE//oZqpc3bp1GfbSSN56/zNeHzmc0e+9U7bspOOOpEfP3nTv2QuAmTNn8uYbr3P3/QPp/9BgLv73eYz56EMAHh06jGdeGM69Dz7CzTdey0svPF8jx1OsZmfQl/fai8/x4D23cfypudvgZs6cyeh3RrH7Pgdz/5AXWXyJJcuGL5lt8ID7zdb+Ex4c/DSPD3uF2+8bwK03Xc8rLz3Pbf+7gTPOvYjh73zMmef8mxOP/usCt1O3bl2GPvcaw9/5mFGvD+f9996thtZnw48//sieu+3MRZdcRsOGv2VAXXj+udQtKWGPvfauUP+1V19licWXoG27dtXd1Ey56rr/ctON17JRj678+MMP1KtfH4ALzj2Lw486tuzuodkmf/89gx8ZyJvvjeH9j7/kp59+4t6776yJpheU2Z8VNfFQUTHGn4/yMf53k2pvjL8oPPnqaPo/9jwXXX0zF5zxD774bL7fQbUIBLB7hybcO2rObOA1lluCWQlOGDiafzzyPlu2XIHll3Qokur29KD7+ejdUexywBEVyr/79ms+++h9OvXcuIZaJtVuu/9lf1Zu2oxtNunBmaecRKeuG1Cnbt2ablZBqM0xfkppJnAkMAQYDdyXUno3Is6OiNlj4A4BJkXEe8AzwEkppfn+ClXyp96xhZRS+jEiOgG9yQWV90bEySmlW8pV2wBoA7yYf0PqAy8DLYF2wBP58rpA+U/vu/P7eC4iGkZE45TS5HLLXwZOjYjmwIMppY/m8oYHcF5EbAjMIjd4+UpAT2BASulX4NeIGAQQuSyTHkD/ctuac8CzhZQfd+YGgA4dO6U/up3q0qhxY3pt2IennhhK6zbt+Pf5/2LSxIn854pry+o0bdqcZZZdjiWXXDJ3e0+PXrz7zlus3WIdmjTNjQ2/wgorsvV2/Xh95HB69OpdU4dTFJZbfgW+/forVlhpZb79+iuWXW75smUfvPcOp//9SK67/QEaL7MckMvCWalJM9br2AWALbbZgf+W69ieOXMmTz42kPsG+6PDHzX773z5FVZkq222Z9TIEdx/9x2cfX5uMqZt++3MScf8baG316hRY3r02ohhTw2lVZu2VdLmLJkxYwZ77rYzu++5N/123Kms/PZbb2Hwo4/w2NCn5vhw7n/fPey2h9naVW2dlq14aFDult4xH33I0MdzkyqNHP4aAx56kNNPPZkpUyZTp04dGjRYjBVXWonVVluD5VfITYy13Q478torL7P7nnvPcx+SFg1j/PkrH+O3a9+xVsf4K63clK/G/5YN99WEcaxYLit1ges3ydVdZbU16Nq9N6PfeZNVV19zkbczSyb/MpNly2VoL7NEPSaXy+BerF4dmjVajL9vknufGy1WwtG9V+OK5z+n26qNeWfCD5Qm+GFaKWMm/sTqyy7BxJ+mVPtxFJvlVlyZieXuZpj49XiWW3HlOeq98fKz3HvDZVx4y0PUq1/xv5HnHh9Aj037UlLPHxsWhaZNmzH2y9/+/xo3bixNmjWbs87YL2nWvDkzZ85k6tQpLLfcctXd1ExZuUlTxpfLsp4wfhwrN2k61zpNmuXOyw9Tp7LMsssREZx53m/jnvfbsg9rrjXf0ShUIFJKg4HBlcpOL/c8AcfnHwul2gZISymVppSGpZTOINdDv3OlKgE8kc+w6JBSapNSOihf/m658nVTSuXvMa4cJFZ4nVK6C9ge+AUYHBFz3gcEewMrAJ3yWR9fA/MbZKkOMLlcmzqklFrP9w0ocBO//ZYpkycD8Msvv/Ds00/SYp2W3H7LTTzz5FBu+N8dFcbb67vNdrz68ovMnDmTn3/+mZEjhrNOy1b89NNP/PBD7la5n376iWFPPUFrO+n+tD6bb82A/rkMxQH972TjLbYBYMK4Lzn2kL05//IbWH3N3z4Ill9xJVZu2oxPP85l0b/ywrOs1eK3O21fef4Z1lxrHVZuWnmCWi2Mn3/6iR/zf+c///QTzz3zFC1bt2WllZvw8ovPAfDic8+wxlrzH+Zl0sRvmTJlMpC77p4f9hRrr9OyStueBSkl/nrIQbRs1Zpjjvvt83LokMf5zyX/5v6HBrLEEhXHO5w1axYP3H+f42tXg2+/+QbIvecXXXgeBxx8GACPPfksb7//MW+//zF/O+JoTjjpZA792xE0b74KI4a/ys8//0xKiWeHPc06reYYOUDl1eCkMiZsFx9j/OLQrkMnPv/0Y8Z+8RnTp0/nsQH3s/EWWy/UulMmf8/0adMA+P67ibw+/BXWWsf/h/+sT7/7mZWWbsDyS9ajbp2g66qNGDVuatnyX2bM4tiHR/OPRz7gH498wMeTfuaK5z/n8+9/4bufp9NqpSUBqF83WHO5Jfhq6rSaOpSisk679Rn/xSd8NfZzZsyYznOPPcwGG29Zoc7Ho9/myrNO4vSrbqPxcivMsY1nH3uIjbZ2GJJFpVPnLnw85iM++/RTpk+fzv333cs2225foc42227HnbffCsBDD97PRn028S6yKta+Y2c++2QMX3yeOy8DH+zP5lttW6HO5n235f577gDg0QEP0rN3HyKCX37+mZ9/yg2V+twzT1K3pC7rtMrEx/Gfk9EYv1oytiOiJTArpfRRvqgD8Hmlaq8AV0fE2imlMRGxJLmsig+AFSKie0rp5fxti+uklGbfj7878ExE9AKmpJQq/AwdEWsCn6SUroiIVYH1gDeBpctVawR8k1KaEREbA6vly18Ero+I88m9V9sCN6SUpkbEpxGxa0qpf+T+R1wvpfTmn3unaq+vv57AkYcdSGlpKbNmJXbYaRe27LsNKzVejFVWXY2+m+aGINlm+x056eTTWKdVazbZbEs23KAjderU4S/7HUDrNu347NNP2G+v3PAWM2eWsvNue7Dp5lvOb9eq5KQjDmD4y88z+btJbNq5JYefcAoHH3k8J/x1Px6853aaNl+FS67NfWhfe+kFTJn8Heeckuu8q1tSwn2Dcx2rp/zrYv5x1MHMmD6dVVZbnX9d8lvG/WMD76dvv12r/+CKxLfffs3B++wO5Ca167fL7my82RYsudSSnPHPE5k5cyYNGizGhZdeDcA3X3/F1pv05McfplKnTh3+e91VPPPyG3z99Vccd/jBlJaWkmbNYtt+O7PZlgv3JVPz9tKLL3LXnbfTrt26dOvUAYCzzjmPE447mmnTprHtVrmx6Lt224Arr7kOgBeef47mzVdhjTXNPluUDtpvb1547lkmTZpIm7VX4+TTzuCnn37kv9fn/j/abod+/GXf/ee7jc5du7F9v53YqEcXSkpKWLd9B/Y/8JBqaL0kY/ziUVJSwqnnXMIhe/Vj1qxSdtx9H1q0bMOVF/2Ltu07sskW2/D2qJEcfdCeTJ0ymWeeeIyrLjmXQc+M4JOPPuDMk4+mTtRhVprFIUcez9rr2AHxZ81KcOfr4zluozWoE/DCJ98zfuo0dmi3Ip999wtvjv9hnus+PeY7DuzanLO3akEAL3z6PWOn/Fp9jS9idUtK+Nsp53PaYXswq7SULXbck9XWbsXtV11Ii7bt2WDjrbjpkrP49eefOP/4gwFYoUkzzrgqN+fU1+O+YOJX41m3c4+aPIyiUlJSwiWXXckO225FaWkp++5/AG3atOVfZ51Ox46d2Wa77dnvgIM4+IB9Wbd1C5ZZdlluvf3usvVbr7MGP0ydyvTp0xk0aAADHx1C60oTlev3Kykp4V//voy/7LIdpaWl7L73frRs3YaLzzuL9dbvxBZ9t2WPv+zPsX89kF6d2tB4mWW5+r+3ATBx4jf8ZZftqBN1WLlpUy6/bm4jkkk5kcvyruKd5G5RvJLcTOUzgTHAoSmliRExDDgxpTQin2lxIb/d8ndaSmlgRHQAriAXnJYAl6WUbsyvOwrYCKgHHJhSeq3Svk8G9iE3uctXwF4ppe8i4i5yAfBj+X0OApYiN+7fBkDflNJnEXEmsBe5DI9vgMfz+14DuJbcpDn1gHtSSmdX2vfK+e01JHf7449Am5TSVOahQ8dO6annXl2Yt1XV5CuDwFqp8RLeulcbLbf0H75jW1Vk2gwni6pt+vTsxhuvj6ixvIalVmmVOhxTc5M3v3jShiNTSp0XXFO1nTH+wsf47dp3TP0fc4i32uTi5x0HvDbapd1KNd0EzcVGLebMPFfN+u6n6TXdBFWy9SY9eOuNkcb41ay6xtgeSW68urkt61Pu+dNAl7nUGQVsOI/N35FSOnY++76A3Azplcv3qlTUfR6buDildGZELAE8B4zMr/8psNW89puv8xXQfH51JEmSqlOAt99qkTDGlyRJqh2yGuNXS8d2gbshItqQG4/v1pTS6zXdIEmSJEl/ijG+JElSgSvoju3ymSBVuI/KWR+SJEkFLYvZHCocxviSJEm/XxZj/Do13QBJkiRJkiRJkn4PO7YlSZIkSZIkSQWloIcikSRJ0u+XwbsUJUmSpKKWxRjfjG1JkiRJkiRJUkExY1uSJCljsjixjCRJklTMshjjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlSWRzYhlJkiSpaGU0xjdjW5IkSZIkSZJUUMzYliRJypAgMjmxjCRJklSsshrjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlTAbvUpQkSZKKWhZjfDO2JUmSJEmSJEkFxY5tSZIkSZIkSVJBcSgSSZKkjKmTxfsUJUmSpCKWxRjfjG1JkiRJkiRJUkExY1uSJCljMpjMIUmSJBW1LMb4ZmxLkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJEkZEgGRxfsUJUmSpCKV1RjfjG1JkiRJkiRJUkExY1uSJClj6mQvmUOSJEkqalmM8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSMiaLE8tIkiRJxSyLMb4Z25IkSZIkSZKkgmLGtiRJUsZkMJlDkiRJKmpZjPHN2JYkSZIkSZIkFRQ7tiVJkiRJkiRJBcWhSCRJkjIkgCCD9ylKkiRJRSqrMb4Z25IkSZIkSZKkgmLGtiRJUsbUyV4yhyRJklTUshjjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlSQQRGbxPUZIkSSpWGY3xzdiWJEmSJEmSJBUUM7YlSZIyJoPJHJIkSVJRy2KMb8a2JEmSJEmSJKmg2LEtSZIkSZIkSSooDkUiSZKUIQHUyeJ9ipIkSVKRymqMb8a2JEmSJEmSJKmgmLFdy9SJoEE9f2+oTVZo2KCmm6C5WG3zU2u6CZqLz4aeW9NNUCWL+ZkiSTWufkkdVllu8Zpuhsq5YOtWNd0EzcWqO11a003QXHz+4HE13QRVsvRidufVNnUzmC1dG3glSJIkZYxxtyRJklRcshjjm8YlSZIkSZIkSSooZmxLkiRlTGQxnUOSJEkqYlmM8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSMiQimxPLSJIkScUqqzG+GduSJEmSJEmSpIJixrYkSVLG1MliOockSZJUxLIY45uxLUmSJEmSJEkqKHZsS5IkSZIkSZIKikORSJIkZUz2blKUJEmSilsWY3wztiVJkiRJkiRJBcWMbUmSpIyJDE4sI0mSJBWzLMb4ZmxLkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJEkZEkCd7N2lKEmSJBWtrMb4ZmxLkiRJkiRJkgqKGduSJElZEpHJiWUkSZKkopXRGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKWMyeJeiJEmSVNSyGOObsS1JkiRJkiRJKih2bEuSJEmSJEmSCopDkUiSJGVMFmdMlyRJkopZFmN8M7YlSZIkSZIkSQXFjG1JkqQMCaBO9pI5JEmSpKKV1RjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJCljsjixjCRJklTMshjjz7NjOyKuBNK8lqeUjq6SFkmSJEmqEsb4kiRJKhbzy9geUW2tkCRJUrXJXi6HyjHGlyRJKkJZjPHn2bGdUrq1/OuIWCKl9HPVN0mSJElSVTDGlyRJUrFY4OSREdE9It4D3s+/bh8R11R5yyRJkiRVCWN8SZIkFbqFmTzyMmBLYCBASunNiNiwKhslSZKkqhEBdTI4sYzmcBnG+JIkSUUhqzH+AjO2AVJKX1YqKq2CtkiSJEmqJsb4kiRJKmQLk7H9ZUT0AFJE1AOOAUZXbbMkSZJUVTKYzKE5GeNLkiQVkSzG+AuTsf1X4AigGTAe6JB/LUmSJKkwGeNLkiSpoC0wYzulNBHYuxraIkmSJKkaGONLkiSp0C0wYzsi1oyIQRHxbUR8ExEDImLN6micJEmSFr2IqLGHagdjfEmSpOKSxRh/YYYiuQu4D2gCNAX6A3dXZaMkSZIkVSljfEmSJBW0henYXiKldHtKaWb+cQewWFU3TJIkSVUjouYeqjWM8SVJkopIFmP8eY6xHRHL5p8+FhEnA/cACdgdGFwNbZMkSZK0CBnjS5IkqVjMb/LIkeSC3Nn97oeVW5aAf1ZVoyRJkiRVCWN8SZIkFYV5dmynlNaozoZIkiSp6gVBHccEySxjfEmSpOKT1Rh/fhnbZSKiHdCGcuPupZRuq6pGSZIkKZsiYjHgOaABuVj1/pTSGRGxBrlhM5Yjl3W8T0ppekQ0AG4DOgGTgN1TSp/lt/VP4CCgFDg6pTQkX74VcDlQF/hvSumCajzEWsMYX5IkSYVsgR3bEXEG0Idc0DsY6Au8QO4LhCRJkgpJ7Z/EcRqwSUrpx4ioB7wQEY8BxwOXppTuiYjryHVYX5v/9/uU0toRsQdwIbB7RLQB9gDaAk2BJyNinfw+rgY2B8YCwyNiYErpveo8yJpmjC9JklREan+MXyXqLESdXYBNga9SSgcA7YFGVdoq1Up/O/Qg1lhlZbp2XK+s7KEH+tNl/XVpuHgJr48cUVY+adIktt5iU1ZeriEnHHtUhe303XwT1l+3NT26dqRH1458+8031XYMxebXX39lyz492LhHJzbs2p5/n3sWAM8/+wyb9e7Kht06cNRhBzJz5kwAJn//PfvvtQt9undkyz49GP3eO2XbmjJ5Mgftszs9O7WjV+d1Gf7qKzVyTIXq/YdOZvgdx/HKbcfywv+OBuD2c/bmlduO5ZXbjuX9h07mlduOLavfbu2VGXbjEYy863iG33EcDernfmcccOlBvHr7sYy863iu+PtO1KmT+2Rar0UTnv3vEWXb79xmlWo/xmJQWlrKZr268Jfd+gFw3BGHsknPTmzcoyMH7bM7P/34Y4X6jwx4kJUb1WfU6yMrlI/98gvWbLoM11zxn+pqetEZO/ZLtt1qU7p1XJcNOq3HtVdfAcD3331Hv223pOO6rei37ZZM/v57AB4dNJAeXdenV7dO9OnZjZdfeqFsW2ecdjLdO7ene+f2PHj/fTVyPFp0Us7si7Fe/pGATYD78+W3Av3yz3fIvya/fNOIiHz5PSmlaSmlT4ExQNf8Y0xK6ZOU0nRyWeA7VO1R1UrG+KrgiaGPs/66rWnfZh0uuejCOZZPmzaN/f6yB+3brMPGvbvz+WefAfD0k0/Qu3sXunVqT+/uXXj2maerueXF6+knhtC9Y1u6tm/NFf/59xzLp02bxiH770XX9q3ZauOefPH5Z2XL3n3nLfpu2pveXduz0Qbr8+uvv1Zjy4vb5p3X4M2bD+adWw7hxN27zbF8lRWW5vGL9uDla/fjtev3Z8uuawLQueXKvHLdfrxy3X68et3+bN+zRXU3vWg9/cQQenRsS7cFXCvd5nGtbL1pbzb0Wlnknhz6OJ3bt2H9di259OK5f64csM+erN+uJZtu2J3P8+dl5PDX6NWtE726daJnt44MGvBw9TZcBWVhOrZ/SSnNAmZGREPgG+B396hExKkR8W5EvBURoyKiW758WER0/r3b+zMionFEHF4N+9k7f7xvR8RLEdG+qvdZlfbeZz8eGji4Qlnrtu2489776dlrwwrliy22GKedcRbnXjDnhwrATbfczkuvvc5Lr73OCiuuWGVtLnYNGjTgwUeG8sxLI3nqxRE8/eRQhr/6Mkf/9SCuv/kOnnt1FM1XWZV777odgMsvuZB267Zn2Muvc9UNN3PaP04o29Zp/ziejTfbkhdHvsPTL41knZatauqwCtZWR1zPBvteRq8Dch10+5x2Jxvsexkb7HsZDz/zDgOG5X5IqFu3DjefuSdHXfggnfb6D1sefj0zZpYC8JdT76DbPpfRaa//sMIyS7LzJrkfks49chvOvelJNtj3Mv51w1DOPXLrmjnIAnfjtVfSotzf9tnnX8zTL47kmZdep/kqq3LzDdeULfvxhx/473VX0bFz1zm2c8YpJ7HJZltWS5uLVUndEs45/yJeff1tnhj2Iv+9/lreH/0el15yIRv12YTX336fjfpswqWX5ILgjTbehBdffZ0XXh3JVdfdyNGH5+a7G/LYo7w56g2ef2UkTz77Elde9h+mTp1ak4emRSAi6kbEKHJx5xPAx8DklNLMfJWxQLP882bAlwD55VPIDVdSVl5pnXmVZ40x/h/fT1HF+JD74feEY47iwQGPMnzUO9x/3z28P7riTQy33XIzjRsvw5vvfcgRRx3D6aedDMByyy/PfQ8M4NWRb3L9f//HIQftVxOHUHRKS0v5xwnHcPcDg3hh+Js8eP+9fPB+xXNy523/o1HjZXjtzdEcdsTR/OuMUwCYOXMmhx+yPxdddhXPv/YmDz36JPXq1auJwyg6deoElx21GTuc0p/1D76JXTduTatVl6tQ5x979+CBZ9+n+99uZd9zB3H5UZsD8O5nE+l5+G1s8Ndb2eGU/lx5zBbUrZPB9MpFrLS0lJNPOIa7HhjE88Pf5KG5XCt33fY/Gjdehlfncq0ckb9WnvNaWaRKS0s58bijuf/hR3j19be5v/+9c3yu3J7/XHnjnQ84/KhjOfO03PzVrdu2Y9iLr/LCqyN54OFHOe7ov5Ul60mVLUzH9oiIaAzcSG48w9eBl3/PTiKiO7At0DGltB6wGRW/UFS3xkCVB73Ap8BGKaV1gX8BN1TDPqtMr94bsswyy1Yoa9WqNeus03KOuksuuSQ9evaiQYPF5limRSciWHKppQCYMWMGM2fOoE6dutSrV5+1WuTutt5ok814dMBDAHz4/mh6bbQxAC3WacWXn3/ON998zdQpU3j5pRfYe98DAKhfvz6NGjeu/gMqYjtvuh73PTEKgM26rsM7Yybw9pgJAHw39WdmzUoA/PDzNABK6tahXr26pPz6KSUaLpm7nhottRgTvrXj7vcaP24sTw55jL33PbCsbOmGDYHc+/vLL79UuHfrwnPP5IhjT6TBYhX/H3vskQGsutoatGzdpnoaXqRWbtKEDut3BGDppZdmnZatmDB+HIMfGcSee+8LwJ5778ujgwYCsNRSSxH58/Pzzz+VPf/g/dH06NmbkpISllxySdq2W5ennhhSA0dUWCKixh7A8hExotzj0MrtSymVppQ6AM3JZVj7a+uiZ4z/xxVVjA8wYvhrrLnWWqyx5prUr1+fnXfdnUfy///O9uigAez1l9z/z/122oVhzzxNSon2HdanSdOmALRu05Zff/mFadOmVfsxFJvXRwxnjTXXYvU1cudkx5134/FHB1Wo8/ijg9h9z30A2K7fzjw/7BlSSgx76gnatF2XduvmfnNZdrnlqFu3brUfQzHq0rIJH4+fzGdfTWHGzFn0HzaabXusXaFOLm6vD0CjJRswYVLuJqRfps2kNB/zN6hfUhbn68+pfK30m8e1slu5a+WFStdKW6+VRW7kiNznyuzzsvMuuzH4kYqfK4MfHcief8mdlx123Jlnh+U+V5ZYYglKSnJ3NP867deyuF8LVsMxfo1YYMd2SunwlNLklNJ15MYi3C9/u+Lv0QSYmFKalt/mxJTS+MqVImKLiHg5Il6PiP4RsVS+vFNEPBsRIyNiSEQ0yZcPi4jL89kh70TEHGl1EdE2Il7L13krIloAFwBr5csuioilIuKp/H7fjogdyq3/fxHxQUS8EBF3R8SJ+fK1IuLxfJuej4g5vnCllF5KKX2ff/kKuS9nIjesSY+uHbnwvHNIyY/0P6O0tJRNenam7VrN2GjjTenYuQulpTPLhk4Y9PCDjBuX+47ZZt11eXTgw0AuABj75edMGDeOLz7/lOWWW55j/nYwm/bqwnFHHsZPP/1UU4dUkFKCQVccwou3HM2BO1S8JbFnhzX4+rsf+fjLiQC0WHV5UkoMvOwgXrr1GI7/y0YV6g+87CC+eOx0fvxpGg8+/RYAJ102iPOO3JqPBpzC+Udtw+nXPlY9B1ZE/u/kE/i/s88n6lT86Dvm8INZt8UqjPnoAw467AgA3hr1BuPHfsnmW1bMjP/pxx+56rKLOfHk06qt3Vnw+eef8fabo+jUpRvffPM1KzdpAsBKK6/MN998XVZv0ICH6dKhLbvttD1XXXcjAO3WXY+nnhjCzz//zKSJE3n+uWGMHVuT/WpaCBNTSp3LPebZKZhSmgw8A3QHGkfE7PlhmgPj8s/Hkc80zi9vRG4SybLySuvMqzxTjPGN8cubMH4czZr/dlk0a9aMCeMrXhbjx4+neb5OSUkJjRo2YtKkSRXqDHjoAdp36EiDBg2qvtFF7qsJ42jW/Lc/rSZNmzFh/Ph51ikpKWHpho347rtJfDzmIyKC3fptw6a9u3LlZRdXa9uLWdPll2Lstz+UvR438QeaLb90hTrn3v4ie2zaljF3/Y2Hzt2F469+smxZl1ZNGHnjgYy44QCOvnxoWUe3/rivJoyjablrpWnTZnxV6VqZsIBrZfd+27BZ765c5bWyyEwYP55mzX77XGnarPkc/4eVr1NSUkLDho34Lv+5MuK1V9mg03r07NKB/1x+TVlHt1TZPDu2I6Jj5QewLFCSf/57DAVWiYgPI+KaiNiocoWIWB44DdgspdQRGAEcH7lJg64EdkkpdQJuBs4tt+oS+Yyew/PLKvsrcHm+Tmdyt5ueDHycUuqQUjoJ+BXYMb/fjYFLIqcLsDO5MQf75tef7QbgqHybTgSuYf4OAuyJIjcMyasj32TIU8/y0ovPc/edt9d0kwpa3bp1efrFEYwa/SmvjxzB+6Pf5bqb7+D0f57Iln16sNRSS5X96nz0cX9n6pTJbNKzMzddfzXrrteBunXrMHNmKW+/+Qb7HXQYT70wnCWWWJIr5zI2meZt08Ouocd+l9PvuJs4bJfu9OywRtmy3bboQP98tjbksrF7tF+DA864m00PvYbtN2pHn86/ZXpsf+xNrLHtOTSoX1JWfuhOG/D3ywfRYofz+Pvlg7j21F2r7diKwdDHH2X5FVak/fpzfnxdfs1/efODz2mxTisGPNifWbNmccapJ3HGuXNeAxed/y8OPfzosjsl9Of9+OOP7Lvnbpz37//QMJ9BP1vlX/+326Efw0e9y533PsC5Z58BwCabbcHmW/Zli417c9D+e9O12wZm2hS4iFghcpnERMTi5DpdR5Pr4N4lX20/YED++cD8a/LLn065X80HAntERIOIWANoAbwGDAdaRMQaEVGf3ASTFVOIipgxvjF+VRn93rucfuo/ufyqa2u6KZk3s3Qmr73yEtfedCuDhgxj8KABPDfMsc+ry24bt+aOoe+w9l7XsuOp93PTP7Ypuylw+PsT6HTIzfQ68jZO2mMDGtQzZqlJpaUzefWVl7jmplsZ6LVSq3Tu2o1XRr7F08+/wqUXX+DY55qn+f3kccl8ls2ewGeh5Ge17wT0JhdU3hsRJ6eUbilXbQNys7K/mP8SW5/c7ZAtgXbAE/nyusCEcuvdnd/HcxHRMCIa57N7ZnsZODUimgMPppQ+ijlT5AM4LyI2BGaRG2dxJaAnMCCl9Cvwa0QMAshnmfQA+pfb1jzTEiJiY3JBb695LD8UOBRglVVWnddmikbTZrlhLJdeeml23X1PRo4YXnZbo/64Ro0b06v3Rjzz5FAOP/p4Bg55BoBhTz3BJx9/BOSGXbj82v8CuVvkuqy7Dqutvia//PIzTZs1p1OXXELUdv124sr/XFQzB1KgxueHBvn2+58Y+Oy7dGmzCi+O+pS6deuwQ5929NzvirK6476ZwgtvfMKkKT8D8PhL77N+y2YMGzGmrM606TMZ9Ny7bNe7DU+/9hF7b92JE/6T63d54Km3uOaUXdDCG/7KSwx97BGeeuJxpv36Kz/+MJUjDtmPq2/MzTdXt25d+u28G1dffgnbbNePD957l522zY2H+O3XX7Hfnjtx690P8sbI13hk4IP864xTmDplMnWiDg0WW4yDDq2OO9+Lz4wZM9h3r13ZdY892b7fjgCsuOJKfDVhAis3acJXEyawwgpzzsPQs9eGfPbpp0yaOJHlll+eE/9xCif+IzdW4sH7/4W113YypgVZmLHoalAT4NaIqEuuqfellB6JiPeAeyLiHOAN4KZ8/ZuA2yNiDPAduY5qUkrvRsR9wHvATOCIlFIpQEQcCQwhF1fenFJ6t/oOr8YZ4xvjz6FJ02aMK3e3y7hx42jStOLQ802bNmXs2C9p1rw5M2fOZMrUKSy3XG5s4XFjx7Lnbjtz/U23sOZaa1Vr24vVyk2aMW7s2LLXE8aPKxvypXKdps1y5+SHqVNYdtnlaNq0GRv06MVyyy0PwGZbbMVbb77Bhn0W+vLWPIyf+CPNV/gtQ7vZ8kszbuIPFerst9V67HBKfwBeHT2exeqXsHyjJfh28s9ldT744jt+/GU6bddYgdc//Kp6Gl+kVm7SjPHlrpXx48excqVrpck8rpUmTZvRvdK18rbXyiLRpGnTsjvHITcsZOX/w2bXmf25MnXqFJZdruKY9S1btWbJpZZi9LvvsH6nap26oyDV8hi/SszzmFNKG8/n8buv8vxYicNSSmcAR5LLkigvgCfyGRYdUkptUkoH5cvfLVe+bkppi/KbrryrSvu9C9ge+AUYHBFza/vewApAp3zWx9fA/AaHrkNuAqMO5R6t51YxItYD/gvskFKaNLc6KaUbZt+Ou/wKK8xnt4Vv5syZTJyYG45hxowZPP7Yo7Rp27aGW1W4Jk78limTJwPwyy+/8OwzT7F2i5Z8++03QG6W4Ssvu5h9D8wNXzpl8mSmT58OwB233swGPXqxdMOGrLjSyjRt1pwxH30AwPPDnmadVnP9k9ZcLLFYPZZaokHZ8826tuDdT3IB6iZd1ubDz75l3LdTyuo/8eqHtF27CYs3qEfdunXo3XFNRn/6NUsuXp+Vl8sFynXr1qFvz9Z88Pm3AEyYOJXeHXMzqvfpvDZj8sOaaOGceua5vDH6U0a8/RHX3XwHPTfcmKtuuIVPP879mJBSYsjgR1i7RUsaNmrEe59OYMTbHzHi7Y/o2KUbt979IB06dmLA48+UlR/yt6M4+oR/2Kn9B6WUOPJvh7BOy9YcefRxZeV9t9mWu++8DYC777yNrbfdDoBPPh5TNnTVqDdeZ/q0aSy73HKUlpaW3bL4zttv8e47b7PJZlugwpVSeiultH5Kab2UUruU0tn58k9SSl1TSmunlHYtN/zFr/nXa+eXf1JuW+emlNZKKbVMKT1WrnxwSmmd/LJz52xF8TLGN8afm06du/DxmDF89umnTJ8+nQf638s2+f9/Z9t62+25647c/88PP3g/G/XZmIhg8uTJ7LLjdpx1znl079GzJppflNbv1JlPPhnD55/lzslDD9zHlltvW6HOlltvy7135+5+HfTwA/TaqA8RwcabbsHo997h559/ZubMmbz04vO0bGlsvyiM+GACazdbhtVWbkS9kjrs2qc1j748pkKdL7+ZSp/1VwOg5arLslj9Er6d/DOrrdyobLLIVVdsSMtVl+Pzr6bMsQ/9PpWvlYfnca3ct5DXyjpeK4tEx075z5X8eXng/vvou03Fz5W+W2/H3XfkzsuAhx5gw41ynyufffZp2WSRX3zxOR998AGrrrZ6dR+CCkS1DFITES2BWSmlj/JFHYDPK1V7Bbg6ItZOKY2JiCXJZVV8AKwQEd1TSi/nb1tcp1xmze7AMxHRC5iSUqrwyRARawKfpJSuiIhVgfWAN4HyA2E1Ar5JKc3IZ16sli9/Ebg+Is4n915tC9yQUpoaEZ9GxK4ppf6RS+lYL6X0ZqV9rwo8COyTUvrw979ztcsB++zF888/y6SJE2m51qqcctoZLLPsspx0/DFM/PZbdtlxO9Zbrz0PP/I4AG3XWZMffpjK9OnTeWTQAAY88jirrLoaO27XlxkzZlBaWsrGm2zK/gceUsNHVri+/moCR//1IEpLS5k1axY77LgLW/TdhrNOO5knHn+UWbNmsd9Bh9E7P2Hkhx+8z9F/PZCIoGXrNlx61W/Dmp530aUcfvB+TJ8+ndVWX4PLr/lvTR1WwVlx2aW598LcXQcldetw79BRPPFK7pLfdfMOZZNGzjb5h1+44u7neOF/R5ESDHn5fR5/6X1WXHYp7r9of+rXL6FOBM+9/jE3PvQKAEec/wAXHbc9JXXrMG36TI48/4FqPcZilFLi6L8dxA8/TCWlRNt263Hhf66q6WZlxisvv8i9d91Bm3br0qtbJwBOP+tfHHfCP9h/nz24/db/scqqq3LL7fcAMPDhB7nnrjsoKanH4osvxs2330VEMGPGDPpu3gfI3Ql0/U23OgbfAgQ4CY8WCWP84ojxITe26cWXXUG/7foyq7SUffY7gNZt2nLOWWewfqdObLPt9uy7/4EccuC+tG+zDsssuyz/u+0uAG649mo++XgMF553Dheedw4AAx55nBVWnPOOGy28kpISLrjoMnbfcRtKS2ex1z770ap1Wy4450w6dOzEVltvx977HsARh+5P1/atWWaZZbj+f3cA0HiZZfjrEcewZZ/uRASbbrEVm2+19QL2qIVROitx3FVPMuj8XalbJ7h1yNuM/nwS/7dfL17/8CsefXkMJ1//DNccvyVH7dSZROKQiwYD0KNdM07cfWdmlJYyaxYcc8VQJk39pYaPqPCVlJRw/kWXsUf+Wtkzf61ceM6ZtM9fK3vtewBHHro/3dq3pvFcrpWt+nSHCDbzWllkSkpKuOg/l7Pz9ltTWlrKX/bdn9Zt2nLu2WewfsfObL3tduyz/4EcdtB+rN+uJcsssww35z9XXnnpRS675N+UlNSjTp06XHzZVSy3/PI1fES1X1Zj/EjVMHFf/hbFK8nNVD4TGAMcmlKaGBHDgBNTSiPymRYX8tstf6ellAZGRAfgCnLBaQlwWUrpxvy6o4CNgHrAgSml1yrt+2RgH2AG8BWwV0rpu4i4i1wA/Fh+n4OApciN+7cB0Del9FlEnAnsRS7D4xvg8fy+1wCuJXe7bD3gntkZReX2/V9yWSuzA/yZKaX53jvRsVPn9NxLr82viqrZz9NLa7oJmovVNj+1ppugufhsaKYSHwvCYvWyeENa7danZzfeeH1EjUWdK63dLu1+8f01tXuu3LH1yAXFQyoMxvjG+IXsF2P8WmnVnS6t6SZoLj5/8LgFV1K1alBijF/bGOPXTIxfLSlNKaWR5Marm9uyPuWePw10mUudUcCG89j8HSmlY+ez7wvIzZBeuXyvSkXd57GJi1NKZ0bEEsBzwMj8+p8CW81rv/k6BwMHz6+OJEmSVIiM8SVJklSTFtixnb8Fb29gzZTS2flb71aunDVRxG6IiDbkxuO7NaX0ek03SJIk6c+ok727FFWJMb4xviRJKi5ZjPEXJmP7GnKziG8CnA38ADzAXLIuqlv5TJAq3EflrA9JkiSp0BnjS5IkqaAtTMd2t5RSx4h4AyCl9H1E1K/idkmSJKmKZDGbQ3MwxpckSSoiWYzxF2a0+RkRURdIABGxArnsDkmSJEmFyRhfkiRJBW1hOravAB4CVoyIc4EXgPOqtFWSJEmSqpIxviRJkgraAociSSndGREjgU2BAPqllEZXecskSZK0yEVAbt5AZZkxviRJUvHIaoy/wI7t/AzpPwODypellL6oyoZJkiRJqhrG+JIkSSp0CzN55KPkxt4LYDFgDeADoG0VtkuSJElVJIsTy2gOxviSJElFJIsx/sIMRbJu+dcR0RE4vMpaJEmSJKlKGeNLkiSp0C3M5JEVpJReB7pVQVskSZIk1QBjfEmSJBWahRlj+/hyL+sAHYHxVdYiSZIkVakMziujSozxJUmSiksWY/yFGWN76XLPZ5Ibj++BqmmOJEmSpGpgjC9JkqSCNt+O7YioCyydUjqxmtojSZKkKhRAnSymc6iMMb4kSVJxyWqMP88xtiOiJKVUCvSsxvZIkiRJqiLG+JIkSSoW88vYfo3cWHujImIg0B/4afbClNKDVdw2SZIkSYuWMb4kSZKKwsKMsb0YMAnYBEjkstsTYNArSZJUgOZ5y56yxBhfkiSpiGQxxp9fx/aK+dnS3+G3YHe2VKWtkiRJklQVjPElSZJUFObXsV0XWIqKwe5sBr2SJEkFKoPzyug3xviSJElFKIsx/vw6tieklM6utpZIkiRJqmrG+JIkSSoK8xt+JYP9/JIkSVJRM8aXJElSUZhfxvam1dYKSZIkVYuIoE4W71PUbMb4kiRJRSarMf48M7ZTSt9VZ0MkSZIkVS1jfEmSJBWL+Q1FIkmSJEmSJElSrTO/oUgkSZJUhDJ4l6IkSZJU1LIY45uxLUmSJEmSJEkqKGZsS5IkZUydDGZzSJIkScUsizG+GduSJEmSJEmSpIJix7YkSZIkSZIkqaA4FIkkSVKGBFAnizPLSJIkSUUqqzG+GduSJEmSJEmSpIJix7YkSVLGRNTcQ5IkSdKiV9tj/IjYKiI+iIgxEXHyfOrtHBEpIjovaJt2bEuSJEmSJEmSqkRE1AWuBvoCbYA9I6LNXOotDRwDvLow27VjW5IkSZIkSZJUVboCY1JKn6SUpgP3ADvMpd6/gAuBXxdmo04eKUmSlCUBdRwSRJIkSSoeNR/jLx8RI8q9viGldEO5182AL8u9Hgt0K7+BiOgIrJJSejQiTlqYndqxLUmSJEmSJEn6oyamlBY4Jva8REQd4D/A/r9nPTu2JUmSMiYwZVuSJEkqJrU8xh8HrFLudfN82WxLA+2AYZGbjXJlYGBEbJ9SKp8JXoFjbEuSJEmSJEmSqspwoEVErBER9YE9gIGzF6aUpqSUlk8prZ5SWh14BZhvpzbYsS1JkiRJkiRJqiIppZnAkcAQYDRwX0rp3Yg4OyK2/6PbdSgSSZKkDAlqfGIZSZIkSYtQIcT4KaXBwOBKZafPo26fhdmmGduSJEmSJEmSpIJixrYkSVLG1PZsDkmSJEm/TxZjfDO2JUmSJEmSJEkFxY5tSZIkSZIkSVJBcSgSSZKkjInI4H2KkiRJUhHLYoxvxrYkSZIkSZIkqaCYsV3LBFBS198bapOGi3s+aqNvhl1Q003QXHz67U813QRVsk6TpWu6Caqkpid1iVrQBimL6nrh1SpLL16vppuguXjnzqNqugmai9W2PL2mm6BKvn/u/Jpugiqp6Y/5rMb49thJkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJElZEpDBeWUkSZKk4pXRGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKWPqZPE+RUmSJKmIZTHGN2NbkiRJkiRJklRQzNiWJEnKkADqZC+ZQ5IkSSpaWY3xzdiWJEmSJEmSJBUUO7YlSZIkSZIkSQXFoUgkSZIyJoPzykiSJElFLYsxvhnbkiRJkiRJkqSCYsa2JElSpgR1yGA6hyRJklS0shnjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlSJDNiWUkSZKkYpXVGN+MbUmSJEmSJElSQTFjW5IkKUsC6mQwm0OSJEkqWhmN8c3YliRJkiRJkiQVFDu2JUmSJEmSJEkFxaFIJEmSMqZOFmeWkSRJkopYFmN8M7YlSZIkSZIkSQXFjG1JkqQMCSCDyRySJElS0cpqjG/GtiRJkiRJkiSpoNixLUmSJEmSJEkqKA5FIkmSlDFZnFhGkiRJKmZZjPHN2JYkSZIkSZIkFRQ7tiVJkiRJkiRJBcWhSCRJkjImg3cpSpIkSUUtizG+GduSJEmSJEmSpIJixrYkSVKGBGY2SJIkScUkqzF+Fo9ZkiRJkiRJklTA7NiWJEmSJEmSJBUUhyKRJEnKkoDI4swykiRJUrHKaIxvxrYkSZIkSZIkqaCYsS1JkpQx2cvlkCRJkopbFmN8M7YlSZIkSZIkSQXFjm1JkiRJkiRJUkFxKBJJkqQMCaBOBieWkSRJkopVVmN8M7YlSZIkSZIkSQXFjG1JkqSMyV4uhyRJklTcshjjm7EtSZIkSZIkSSoodmxLkiRJkqT/b+++46Sqzj+Ofx5YNHaxISxWUJpKF2s0xi52imLDEk2MJsaYaDSW+Islauy9xS7FhliwV2KhKNYYiWKkWLBXynJ+f8ywLAvW7O7cmft557Uvd++cmXtmn7Dzveeee64kSWXFpUgkSZJyJof3lZEkSZIqWh4zvjO2JUmSJEmSJEllxRnbkiRJuRJEHqdzSJIkSRUrnxnfGdtqEB9//DF7DuxH13U60m3dTjz91FN8+OGH7LDtVqzTaS122HYrPvroo1J3M1cOOegAVm2zEj27rVO7zZo0jUMPOZA1V12ZPj3Xq9126l//Qoc1V2HjPj3YuE8P7ht1DwCzZs3ikIMGs0GvrvTq1oW/n3k6AK//+7Xathv36UH1Ssty0QXnleT9lKsTjjqUzbuvyW5b9qnddv9dt7Prz9en22rL8PKE8bXbX3x+LAO23ZgB225M/2024qFRI2sf+/STj/n9Ifuw8896sssWvZgw7hkALjn7VLbs3aH2eU88fF/TvbkKt7C/X3sPGkifnt3o07MbHdqvTp+e3UrXQUmqQPffN4quXTqyTqe1OOuM0xd4fMaMGewzaA/W6bQWP914A96aNKn2sTP/dhrrdFqLrl068sD9fh42lPvvG8V6XTrQpWN7zvyGmuw9aCBdOrZn0436LFCTLh3bs16XDtakgT328P1stVFXtuizDpeef9YCjz/71JPstOWGdGizFPeOvL12+ysvTaDf9puz7U97ssPm63P3Hbc0Zbcr2lZ91mbCzUfy0rCjOGqfzRZ4fJVWyzDqgoN46prDefa637DNhh0A2GPrbjx9zeG1X188eQrrrdW6qbtfsfwbpqbQZAPbEXFcRLwcES9ExPMR0ae4/dGI6NVU/Sjuc9mIOLQJ9rNznfc7NiI2aex9lspRv/stW2+9LRNe+hfPjptAx06dOOuM09l8i5/z0quvs/kWP19oQFbj2We/wYy4a9R826xJ09hrn/24bcQ9C2z/9eFHMPqZ8Yx+ZjzbbLs9ALffOpwZM2bw9NgJPP7PMfzjyst5661JrLV2h9q2j/9zDIstvjg77rRLE7+T8rZz/7245Lrb5tvWvkNnzrn8Rnr22XiB7Tfd9RjDRo3m4utu4//+9Ftmz54NwBknHc3Gm2/JiEfGMXzUP1mjfYfa5+1z0K8ZNmo0w0aNZtMttmn8N5UTC/v7dcNNQ3lm3PM8M+55dtl1d3bedbcS9U5SXWb8ysj4NTU1/O63h3HHyHsYP+Flhg8dwquvvDJfm2v+cRXLtlyWl159ncN/cwR/PvYYAF595RVuGTaUcc+/xIi77uWI3/yampqaUryNilJTU8MRv/k1I0bey3MvvMLwITcvWJOrr6Llsi15+V8TOfy3v+O4Y48GCjUZPnQI4ye8zJ13jeK3hx9qTRpITU0NJx3zO6666Q5GPTGeu24fzuuvvTpfmzbVq3DGeZez424D59u+2GKLc9aFVzLq8XFcPeQO/nr8H/j0k4+bsPeVqVmz4NyjdmLn3/+D7oPOof+WXem4+krztTl68Bbc+vCLbDj4AvY9YQjnHbUzAEPuf54NBl/ABoMv4MCThzFp2ke88Pq0UryNiuPfMDWVJhnYjogNgb5Aj5TSesCWwNtNse9vsCzQ6KEXeAjomlLqBhwAXNkE+2xyn3zyCU8++TiDDzgQgEUWWYRll12Wu0aOYO999gNg7332Y+Sdd5Swl/mzyaY/ZbnllptvmzVpGhtv8lNa1vvdf5OI4Msvv2D27Nl89dVXtFhkEZZaaun52jz6yEOssUY7Vl1ttcbobsXq2Wdjll625Xzb1lyrA6u3W2uBtosttjhVVYXVuWbM+Lr2Eq7PPv2Ecc/+k1332BeAFosswtLLLNu4HddC/37NlVLi1luGMWDgnk3cq8oRFAJgqb5UOcz4lZPxx455lnbt2rPGmmuyyCKL0G/AQO4aOWK+NnePvLM2R+66ez8efeQhUkrcNXIE/QYMZNFFF2X1NdagXbv2jB3zbCneRkUZ8+z8Nek/cI8FanLXyBHsVazJbrv349GH59Wk/8A95qvJmGetSUOYMH4sq63RjlVXX4NFFlmEHXbpx4Oj7pqvTdtVV6Njl3Vp1mz+T7012q3F6mu2B6DVym1YfoWV+PCD6U3W90rVu/Mq/GfyB0ya+hGzZtcw/MEJ9N2003xtUkosvcSiACyz5E+YNv3TBV5nwFZdGf7gC03S5zzwb1jTy2vGb6p9twamp5RmAKSUpqeUptZvFBFbR8RTETE+IoZHxJLF7T0j4rGIGBcR90VE6+L2RyPivOJsiZciYv2FvGaXiHi22OaFiFgLOB1oV9x2ZkQsGREPFff7YkTsXOf5x0fEaxHxZETcHBFHFbe3i4hRxT49EREd6+87pfR5SikVf1wCSPXbVIJJb77JCiusyMEH7s8Gvbrzq4MP4osvvuC9d9+ldevCZTwrr7wy7737bol7KmtSWpdfehEb9u7GoYccWLsMzC679WPxxZdgrTWq6bL26vzmiCMXGNC7dfhQ+g3YoxRdzpUXnhvDrj9fn35bb8ifTz2Xqqoqprz9Fi2XW54Tfv8rBmy3CSf98TC+/PKL2ucMufZy+m29ISccdSiffuzSPk1h9JNP0GqlVrRfa8ETFJKanBm/QjL+1ClTqG7btvbn6uq2TJ06ZSFtVgGgqqqKpZdZhg8++ICpU6fQtrgdoE11NVOnzP9c/XD1f6/V1W2ZUu/3OnXqFNqusmBNpkxZ8Ln166kf5913ptK6TXXtzyu3qebddxb4s/edJowfw6xZM1l19TUbsnu51GbFpZn87ie1P095/1OqV1xmvjanXPUQe2zTnYl3HMPtZw3myLPvXOB1+m25HsMemNDo/c0L/4apqTTVwPb9wCoR8e+IuDgiFlj0KCJWAP4MbJlS6gGMBY6MiBbABUC/lFJP4GrglDpPXbw4W+LQ4mP1/RI4r9imFzAZOAb4T0qpW0rpD8DXwK7F/f4M+HsU9AZ2B7oC2xWfP9flwOHFPh0FXLywNx4Ru0bEv4C7KczoWFibg4uXMY59f/r7C2uSabNnz+b558bzi0N+xdNjn2PxJZZYYImLiHwuYp9l1qRpHfSLXzLhldcZ/cx4Vl65NccdcxQA48Y8S/Pmzfn3G5N58dX/cMF55/Dmm2/UPm/mzJncc/dIdt2tX6m6nhvrde/N7Q89y00jH+Wqi/7OjK+/pmb2bP710gT673Mgw+59ksUWW5yrLz4bgAH7HMRdT0xg2KjRrLjSypz11+NK+wZyYtiQm+m/h7O1/1dzPwNK8aWKYsb/nhl/ehlmfEmN4713p3HUYQdx+rmXLTCrW41jwFZdueGecbTf5XR2PeoarjphwHyZpHfnVfjy61m88oYTv1Te8pjxm+SvaErpc6AncDDwPjA0IgbXa7YB0BkYHRHPA/sBqwEdgHWAB4rb/wy0rfO8m4v7eBxYOiKWrfe6TwHHRsTRwGoppa8W0sUATo2IF4AHgWqgFbAxMCKl9HVK6TNgJEAUZplsBAwv9ukyCjNWFvbeb08pdQR2Af7vG9pcnlLqlVLqteIKKy6sSaZVt21Lddu2rN+ncIO2XXfvx/PPjWelVq2YNq2wPtW0adNYcaWVvu1l1ASsSems1KoVzZs3p1mzZux3wEGMGzsGgGHDbmbLrbehRYsWrLjSSmyw4UY8N25s7fMeuO9eunbrzkqtWpWq67mz5lodWHyJJZn42iu0al1Nq9bVrNe9NwBbbb8L/3qpMJNj+RVXqq3pbnvux0vPjytlt3Nh9uzZjLjjNvr1H/jdjSU1OjP+98/4K2Q847eprmbK5Mm1P0+ZMpk2dWalzmtTWGlm9uzZfPrJJyy//PK0aVPN5MnzVqCZOmUKbarnf65+uPq/1ylTJlNd7/fapk01k99esCbV1Qs+t3499eO0WrkN0+rMHH1n6hRardzmez//s88+5aC9duPIP51E914LXIyiH2Hq+5/SttW8GdrVKy7NlPc/ma/Nfn17cetDLwLwzEv/5SeLtGCFZRevfby/s7UbnH/D1FSa7PRgSqkmpfRoSulE4DAKsyTqCuCB4gyLbimlzimlA4vbX66zfd2U0tZ1X7r+rurt9yZgJ+Ar4J6I2GIh3dsLWBHoWZz18S7wk295O82Aj+v0qVtKqdO3tJ8bytcszlqpKCuvvDJt267Cv197DYBHH36Ijp06s0Pfnbjh+msBuOH6a+m7487f9jJqAtakdN6ZNu8mJCNH3EGnzl0AWKXtqjz+6CMAfPHFF4x59hnW7jDvqufhw4bQ32VIGt3k/06qvVnk1Mn/ZdLEf9NmldVYYaVWtGpdzaT/vA7AM6MfZc21CvV5/913ap//8H0jad/hWz8G1AAefuhB1u7QkbZt2353Y5WtiFglIh6JiFeicFPC3xa3LxcRD0TE68X/tixuj4g4PyImRmFJih51Xmu/YvvXI2K/Ott7RmFpionF5zqV/Ecy41dGxu/ZqzcTJ77OpDffZObMmdwybCg79N1pvjbb992xNkfefustbLb5FkQEO/TdiVuGDWXGjBlMevNNJk58nV69HbD7X/XqPX9Nhg8dskBNdui7EzcWa3Lbrbew2c/m1WT40CHz1aT3+takIazXvSdvvTGRt9+axMyZM7n7jlv4+TY7fK/nzpw5k0MH78Gu/fdiux13beSe5sfYVyfTvu0KrNa6JS2qmtN/y67c/eT8N/R8+92P2bxXOwA6rLYiP1mkivc/KiwvGBHs/vN1Gf6gA9sNyb9haipVTbGTiOgAzEkpvV7c1A14q16zp4GLIqJ9SmliRCxBYVbFa8CKEbFhSump4mWLa6eUXi4+byDwSBTuRv5JSmm+U3MRsSbwRkrp/IhYFVgPmAAsVafZMsB7KaVZEfEzCrNIAEYDl0XEaRR+V32By1NKn0bEmxHRP6U0vHgwtF5Kab6/hBHRnsLlkKl4kLUo8MEP/gWWgbPPvYD9992LmTNnsvqaa3L5lf9gzpw57L3nAK79x1Wsuupq3HDzsFJ3M1f23XtPnnjsUaZPn0671dty/Al/4ag/HmNNmsD++w7iySce44Pp0+nYblWOPf5Ennj8MV58YQIRwaqrrcZ5F1wKwC9+eSiHHnwA6/dYl5QSe+8zmHXWXQ8oDHQ/8vCDnHfhpaV8O2Xr6MP2Z+xTT/LxRx+w1fod+dWRx7LMsi05/YQ/8NGH0zls//506Lwul95wB8+NeYqrLz6HFi1aEM2acewpZ9NyueUBOObkM/nTbw5i1qyZtF11dU4+q3BV+jmnHs9rr7xIRNCm7aocf9p5pXy7FWVhf78GH3Agw4cO8aaRDSTjo7izgd+nlMZHxFLAuIh4ABgMPJRSOj0ijqGw7MTRFJaSWKv41Qe4BOgTEcsBJ1JYZiIVX+fOlNJHxTa/AJ4B7gG2Be5twvdYEcz4lZPxq6qqOPvcC9hph22pmVPDvvvtT+cuXTj5pBPo0bMXfXfcicH7H8iBg/dlnU5r0bLlclx3w80AdO7Shd369adH1y5UNa/inPMupHnz5iV+R+Wvqqrwu9xxh22oqalhv8EHLFiTAw7kgMH70KVje1q2XI7rbxwCFGqye/8BdF+vM1VVVZx7/kXWpIFUVVVx4mlns/8eO1FTU0P/Pfdl7Y6dOfdvJ7NO1x5suW1fXnhuLL/afw8+/fhjHr7/Hs4786+Menwc99x5K2OeLmTT24ZeD8Dfzr+czut0LfG7Km81NXP43dl3MvKcA2jePLj2rrG8+uZ7HH/Qloz/1xTufvJVjrngHi4+ZlcOH7gJKSV+ccottc/fpNvqTH73EyZN9X45Dcm/YaWR8YzfKGLefU8acScRPSmsobcshYOVicDBKaXpEfEocFRKaWxxpsXfKIRDgD+nlO6MiG7A+RTCaRVwbkrpiuJznwc2A1oAB6SU5rtVavHAZx9gFvAOMCil9GFE3EQhAN9b3OdIYEkK6/5tAGyXUpoUEScBgyjM8HgPGFXc9xoUDopaF/c9JKV0cr19Hw3sW9z3V8AfUkpPftvvqmfPXmn0M2O/rYkkYNbsOaXughbizfe/+O5GalJrt17quxupSW3cpxfjxo0tWe5s17lrOv2m0o3hDuhePS6l1Ou7WxZExAjgwuLX5imlaVG4yeCjKaUOEXFZ8fubi+1fAzaf+5VSOqS4/TLg0eLXI8VlJIiIPeu20/dnxv/+Gb9Hz15p9NNjvvN3qqbjhRrZNOXDha0qpFJbZ5eTv7uRmtRHj59W6i6oHjP+D8v4DaVJZmynlMZRWK9uYY9tXuf7h4HeC2nzPPDTb3j5G1JKR3zLvk+ncIf0+tsH1du04Te8xFkppZMiYnHgcWBc8flvUpjd841SSn+jEKglSZJUsEJE1D2Lf3lK6fKFNYyI1YHuFGZWt0opzV3X6R0KayVDYfbv23WeNrm47du2T17Idv1AZnxJkiSVUpMMbJe5yyOiM4X1+K5NKY0vdYckSZJ+tCj5TMXp32c2R/FGfrcCRxSXiKh9rLgERONfdqhKZsaXJEmVo/QZvyTKemC77kyQRtxH/VkfkiRJakTF9ZZvBW5MKd1W3PxuRLSusxTJe8XtU4BV6jy9bXHbFArLkdTd/mhxe9uFtFdGmPElSZL0fTQrdQckSZLUdIJCACzV13f2rzDV5Crg1ZTS2XUeuhPYr/j9fsCIOtv3jYINKNxocBpwH7B1RLSMiJbA1sB9xcc+jYgNivvat85rSZIkSWUn6xm/sZT1jG1JkiRVnI0p3BTwxYh4vrjtWArrKQ+LiAOBt4ABxcfuAbancOPCL4H9AYo3Evw/YO4d+05OKX1Y/P5Q4BpgMQo3GSzdnXYkSZIk/SgObEuSJCkzUkpPUph0sjA/X0j7BPz6G17rauDqhWwfC6zzP3RTkiRJUok5sC1JkpQzebyxjCRJklTJ8pjxXWNbkiRJkiRJklRWnLEtSZKUM/mbyyFJkiRVtjxmfGdsS5IkSZIkSZLKigPbkiRJkiRJkqSy4lIkkiRJOZPD+8pIkiRJFS2PGd8Z25IkSZIkSZKksuKMbUmSpBwJoFkuby0jSZIkVaa8ZnxnbEuSJEmSJEmSyooD25IkSZIkSZKksuJSJJIkSTmTxxvLSJIkSZUsjxnfGduSJEmSJEmSpLLijG1JkqRcCSKHN5aRJEmSKlc+M74ztiVJkiRJkiRJZcWBbUmSJEmSJElSWXEpEkmSpJzJ441lJEmSpEqWx4zvjG1JkiRJkiRJUllxxrYkSVKOBNAshzeWkSRJkipVXjO+M7YlSZIkSZIkSWXFgW1JkiRJkiRJUllxKRJJkqQ8iXzeWEaSJEmqWDnN+M7YliRJkiRJkiSVFQe2JUmSJEmSJEllxaVIJEmSciaPlylKkiRJlSyPGd8Z25IkSZIkSZKksuKMbUmSpJwJcjidQ5IkSapgecz4ztiWJEmSJEmSJJUVB7YlSZIkSZIkSWXFpUgkSZJyJIBm+btKUZIkSapYec34ztiWJEmSJEmSJJUVZ2xLkiTlTB5vLCNJkiRVsjxmfGdsS5IkSZIkSZLKigPbkiRJkiRJkqSy4lIkkiRJORP5u0pRkiRJqmh5zPjO2JYkSZIkSZIklRVnbEuSJOVMHm8sI0mSJFWyPGZ8Z2xLkiRJkiRJksqKA9uSJEmSJEmSpLLiUiSSJEk5EkCz/F2lKEmSJFWsvGZ8B7YzJgE1c1Kpu6E6rEc2pWRdsmjt1kuVuguq55YJk0vdBdXz0VczS90FSU0sAbNqzC5Z8tXM2aXughZisUWal7oLWoiPHj+t1F1QPS37nlPqLqieGRPfLXUXcsmBbUmSpFyJXN5YRpIkSapc+cz4rrEtSZIkSZIkSSorDmxLkiRJkiRJksqKS5FIkiTlSUDk7ypFSZIkqXLlNOM7Y1uSJEmSJEmSVFYc2JYkSZIkSZIklRWXIpEkScqZHF6lKEmSJFW0PGZ8Z2xLkiRJkiRJksqKM7YlSZJyJIBmebyzjCRJklSh8prxnbEtSZIkSZIkSSorDmxLkiRJkiRJksqKS5FIkiTlTP4uUpQkSZIqWx4zvjO2JUmSJEmSJEllxRnbkiRJeZPH6RySJElSJcthxnfGtiRJkiRJkiSprDiwLUmSJEmSJEkqKy5FIkmSlDORx+sUJUmSpAqWx4zvjG1JkiRJkiRJUllxxrYkSVLORP4mc0iSJEkVLY8Z3xnbkiRJkiRJkqSy4sC2JEmSJEmSJKmsuBSJJElSzuTwKkVJkiSpouUx4ztjW5IkSZIkSZJUVpyxLUmSlDd5nM4hSZIkVbIcZnxnbEuSJEmSJEmSyooD25IkSZIkSZKksuJSJJIkSTkSQOTxOkVJkiSpQuU14ztjW5IkSZIkSZLUaCJi24h4LSImRsQxC3n8yIh4JSJeiIiHImK173pNZ2xLkiTlSUDkbzKHJEmSVLkynvEjojlwEbAVMBkYExF3ppReqdPsOaBXSunLiPgVcAYw8Nte1xnbkiRJkiRJkqTGsj4wMaX0RkppJjAE2Llug5TSIymlL4s/Pg20/a4XdWBbkiRJkiRJkvRjrRARY+t8HVzv8Wrg7To/Ty5u+yYHAvd+105dikSSJClnMnyVoiRJkqQfocQZf3pKqVdDvFBE7A30Ajb7rrYObEuSJEmSJEmSGssUYJU6P7ctbptPRGwJHAdsllKa8V0v6lIkkiRJkiRJkqTGMgZYKyLWiIhFgD2AO+s2iIjuwGXATiml977PizpjW5IkKW9ci0SSJEmqLBnO+Cml2RFxGHAf0By4OqX0ckScDIxNKd0JnAksCQyPCID/ppR2+rbXdWBbkiRJkiRJktRoUkr3APfU23ZCne+3/KGv6cC2JElSrgSR5ekckiRJkn6gfGZ819iWJEmSJEmSJJUVB7YlSZIkSZIkSWXFpUgkSZJyJvJ3laIkSZJU0fKY8Z2xLUmSJEmSJEkqK87YliRJypEofkmSJEmqDHnN+M7YliRJkiRJkiSVFQe2JUmSJEmSJEllxaVIJEmS8iaP1ylKkiRJlSyHGd8Z25IkSZIkSZKksuLAtn6Uf7/2Ghv27l771XqFZbjo/HM57pg/0H3dTvTp2ZU9+u/Gxx9/XPucs844jfU6rUX3dTry4P33la7zFeTXhxxIu1VXZoOe69VuG7z3HmzSpweb9OnBuh3WZJM+PQAYdvONtds36dODZRev4oUJzwPw3PhxbNirK926rM0fj/wtKaVSvJ2KMXny2/Td9uf06bEuG/Rcj0suOh+Ajz78kF36bkOPdTuyS99t+PijjwC4e+SdbLR+dzbp05PNN+7DU/98EoD//vctfrphbzbp05MNeq7H1VdcVrL3VMk6tF+dXt3WpU/PbmzcpxcAew8aSJ+e3ejTsxsd2q9On57dStvJCvHBO1M59ZABHN1/C44Z8HPuu/kqAJ558C6OGfBz9u29Km+8MqG2/YtPP87xe2/PnwZuyfF7b8/LY0bXPnbKwf35w26bcdygbThu0DZ88uF0AB4fOYxDt+xau/3RO25u2jdZJqKE/5OUTQ/eP4qe63WiW5e1OfvMvy3w+IwZMxi89x5067I2W2y6IW+9NQmAcWOerc2XG6/fnZEjbm/inleuhx+8j417dmGDbp244OwzFnh8xowZHDx4EBt068R2W2zMf4s1uXXYTfx8k161X62XXZSXXni+aTtfwR558D427b0OG/foxIXnnLnA4zNmzOCXB+zFxj060XfLTXj7v5MAmDVrFr/91YH8fKMebNZnvYXWVD/O/feNYr0uHejSsT1nnnH6Ao/PmDGDvQcNpEvH9my6UR/emjSp9rEz/3YaXTq2Z70uHXjAcYoGtVXP1Zhw5X68dPX+HDWg9wKPr7LiUoz6Wz+eunAvnr1kb7bpvToAW3RfldEXDGLMJfsw+oJBbNZ1lSbuefnKY8aPphjAiojjgEFADTAHOCSl9ExEPAoclVIa2+idmNeXZYFBKaWLG3k/g4EzgSnAT4DLUkrnfNfzevTslZ54akxjdq3B1dTUsNYabXn0iad5/d+vsdnPtqCqqorjjz0agP879W+8+uor7L/PIB4b/QzTpk5lx+224vmXX6N58+Yl7v13q5mT3UHe0U8+zhJLLMkvDxrM0+NeWODx444+iqWXWYajjz1+vu0vv/QigwbsxoRXXgfgZ5tswBl/P5de6/eh3y478MtDD2erbbZrkvfwY2V58P2dadN4551pdOveg88++4zNN16fG4feyk03XEvLlsvxu6OO5pyz/sbHH3/EX/56Op9//jlLLLEEEcFLL77A/vvsyZjnX2bmzJmklFh00UX5/PPP2bBXV+5/+Alat2lT6rf4jRZtkf1/0/V1aL86o58eyworrLDQx4/+w+9ZZpllOPbPJzRxzxrGLRMml7oLtT6e/i4fT3+P1Tuuy1dffM4J+2zPEWddCRE0i2Zcfeox7HnEn1mzc1cAJv3rJZZZfgVarrgyb0/8F2cevjfn31uIDKcc3H++tnM9PnIYb77yAvsd/dcmf3/f1wn7bM8br7xQsvTXZb0e6ea7Hy/V7um66lLjUkq9StYBNRgz/vfP+N179kqPjX62Mbv2P6mpqaHHuh254+77qK5uy8826cNV195Ix06da9tccdklvPzSC5x7wSXcMmwId915B9fcMIQvv/ySRRZZhKqqKt6ZNo2N+3TntTcmU1WV7VUvv5pZU+oufKuamho26tGFYXfcQ+vqtmz7sw255Krr6dBxXk3+ccWlvPryi5xx7kXccctQ7rlrBJdfc9N8r/Pqyy8yeFB/npnwr6Z+Cz9Klo+9oFCXTXt14ebb76F1m7Zsv8VGXHzl9azdsVNtm2uuLNTlb+dcxIhbh3Hv3SO49OobuX34EO6/9y4uufoGvvrySzbfoBu33HU/q6y6eune0Pe03JKLlLoL36impoZ1O6/N3fc+QHXbtmyyQW+uveFmOnWe92/lsksu5qUXX+CCiy9l2NAh3Dnidm64aSivvvIK++29J0889SzTpk5l+2235MVX/l0W4xQt+37nR09JNWsWvHjlYHY49jamTP+MJ88fxH6n38O//vthbZsLf7MlE/7zHlfc/QIdV12OO/5vFzrudzVd263Iex99ybQPv6Dzassz8pTdaLf3FSV8N9/PjKfOZs4nb5vxm1ijz9iOiA2BvkCPlNJ6wJbA242932+xLHBoE+1raEqpG7AxcFxEVORppkcffog112zHqqutxs+32ro2xPbuswFTpkwB4O6RI+g3YCCLLrooq6+xBmu2a8/YMdkN9+Vi401+SsvlllvoYyklbr91OP0G7LHAY7cMG8Lu/QcChUHYzz77lN59NiAi2HPQPtw1ckSj9rvSrdy6Nd26F2bKL7XUUqzdoSPTpk7hnrtGsude+wKw5177cvfIOwFYcskliSh8/n355Re13y+yyCIsuuiiAMycMYM0Z05Tv5XcSylx6y3DGDBwz1J3pSIsu0IrVu+4LgCLLbEkbVZvz4fvvUP1GmvRevV2C7RfveM6tFxxZQDatuvAzBlfM2vmjCbts6SFM+NXVsYfN+ZZ1mzXjjXWWJNFFlmE3foP5O677pyvzT13jWBQMcfssls/Hnv0YVJKLL744rX5/+sZX9fmGP1vnhs3hjXWbMdqxZrsstsA7rt75Hxt7rtnJAMG7QNA311258nHHllg8sfttwxll937N1m/K91z48aw+prtWG31Ql123m0A990zf13uv3ck/fcs1GWHnXerrUtE8OWXXzB79my++vorWizSgiWXWroUb6OijHn2Wdq1a88aaxZq0n/gHgscz941cgR77bMfALvt3o9HH36IlBJ3jRxB/4F71I5TtGvXnjHPOk7REHp3WJn/TPuYSe98wqzZcxj+2Gv03XD+vJ9ILL144aTJMkssyrQPvgBgwn/eZ9qHhe9feesDfrJoFYuU4QQqNY2mWIqkNTA9pTQDIKU0PaU0tX6jiNg6Ip6KiPERMTwilixu7xkRj0XEuIi4LyJaF7c/GhHnRcTzEfFSRKy/kNfsEhHPFtu8EBFrAacD7YrbzoyIJSPioeJ+X4yInes8//iIeC0inoyImyPiqOL2dhExqtinJyKi47f9AlJKHwATi7+LinPL8CELHTy9/pp/sPU22wIwdcoU2radl/mr21YzdeqUJutjHv1z9BOs2KoV7dqvtcBjt90yrLZmU6dOoU1129rH2lS3ZZq1aTBvvTWJFyc8T8/efXjvvXdZuXXhz0CrlVfmvfferW03csQd9O7WhQG77cSFl847Gz158ttstH53uqy9Or898g+Znq1driKCHbfbmo3W78lVV1w+32Ojn3yCViu1ov1aC/470v/m/alv89ZrL9N+ne7fq/2Yh+5h9Y7r0mKRRWu3XfGX33PcoG2448pz5zuQH/PwvRy7x1ac/8dD+OCdBSKHgIjSfalimPErKONPnTqF6rpZvbqaaVPmz4PTpk6tbVNVVcXSSy/Dhx98AMDYZ5+hT4912ahXV845/+LMz9YuB9PqZfTW1dVMmzb/P7Fp0+a1qaqqYqmll+HDDz+Yr82I225hl34DG7/DOfHOtKm0qZ73b6V1m2remTb/v5V3pk6dry5LL700H334ATvsvBuLL74E3TuuxvrrtueXh/2Oli0XPklJ39/UqfXGGqrb1k6wm6/NKnX+fi2zDB988AFT6o9TVLd1nKKBtFl+SSa//1ntz1Omf0718kvO1+aUG55mjy06MfH6g7j95F048uJHFnidXTdZi+cnvsfMWdm+yiYr8pjxm2Jg+35glYj4d0RcHBGb1W8QESsAfwa2TCn1AMYCR0ZEC+ACoF9KqSdwNXBKnacuXpwtcWjxsfp+CZxXbNMLmAwcA/wnpdQtpfQH4Gtg1+J+fwb8PQp6A7sDXYHtis+f63Lg8GKfjgK+9ZLHiFiVwqWKC64VUXj84IgYGxFjp09//9teKnNmzpzJ3XeNZNd6swDOOP0UmldVMXDPvUrUM90ybAj9+i94wmHss8+w+OKL07nLOiXoVb58/vnn7LvnAE4942yWXnr+2RgRMd+Mph133oUxz7/MjUNv5ZSTT6zd3rbtKvzz2ecY/+Jr3Hzjdbz37ruoYT306JM8NWY8d9x1L5ddchFPPjHv8q1hQ26m/x7O1m5oX3/5Bef/8RD2+v1JLLbkUt/ZfvJ/XmPoBaey/7Gn1W771V/P57ShD/LnK27lteeeZfTdtwLQfdOtOGfkPzl1yAOs02dTLjvpd432PqScM+P/gIz/wfvllfF/qF7r9+GZ8S/yyJPPcPaZf+Prr78udZcEjB/7LIstvhidOpv7s+D5cWNo3rw541+dxNPPv8ZlF53LW5PeKHW3pJIZsHkHbnjgZdrvcyW7nnAHV/1h2/kGSDuttjx/PWATDjv/wdJ1UpnX6APbKaXPgZ7AwcD7wNDi2nR1bQB0BkZHxPPAfsBqQAdgHeCB4vY/A23rPO/m4j4eB5Yurq1X11PAsRFxNLBaSumrhXQxgFMj4gXgQaAaaEXh0sIRKaWvU0qfASMBirNMNgKGF/t0Gd88S2Ng8XUnAhenlBaa8FJKl6eUeqWUeq2wworf8FLZdP+oe+nWrQetWrWq3XbDddcw6p67ufraG2oH7tpUVzN58ryrU6dMnkKbNtVN3t+8mD17NiNH3M5u/QYs8Nitw4eye50Z9m3aVDN1yrw1eKdOmUxra/M/mzVrFvsO6k//PfZkp112BWCllVrxzrRpQGEJmBVXXGmB5228yU+Z9OabfDB9+nzbW7dpQ6fO69TeWFINp7q68P/3lVZaiZ122ZUxxWWSZs+ezYg7bqNff2c5NaTZs2dx/h8PZqNtd6H3Ft+9lv+H707jvD/8gkP+ci6t2q5eu325lQofvYstsSQbbrsL/3n5eQCWWrZl7azuzXfZk0mvvtjg76ESRAm/VBnM+D8s4y+/YrYzfps21Uypm9WnTKF19fx5sHWbNrVtZs+ezaeffsJyyy8/X5sOHTuxxJJL8srLLzV+pytc63oZfdqUKbRuPf+Ve61bz2sze/ZsPvv0E5Zbbl5N7rh1GLvubo5pSCu3bsPUKfP+rUybOoWVW8//b2XlNm3mq8unn35Ky+WW5/ZbhrD5z7emRYsWrLDiSvTusxETnhvfpP2vRG3a1BtrmDK5Nt/P1+btOn+/PvmE5Zdfnur64xRTJjtO0UCmfvA5bVecN4GleoUlmfLB5/O12W+bdbj18X8D8Myr0/jJIlWssPRite2HHr8jB511H29O+6TpOl7m8pjxm2LGNimlmpTSoymlE4HDKMySqCuAB4ozLLqllDqnlA4sbn+5zvZ1U0pb133p+ruqt9+bgJ2Ar4B7ImKLhXRvL2BFoGdx1se7FGZefJNmwMd1+tQtpdTpG9oOLa45uBFwekSs/C2vW5aGDxtC/4HzBkkfuG8U5/z9TIbeOoLFF1+8dvv2fXfilmFDmTFjBpPefJP/THydXr0XuLJUDeTRhx9k7bU7Ut227Xzb58yZw+23Dq9dXxsK60EvtdTSjHnmaVJK3HzT9ezQd6em7nJFSSlx2K9+wdodOnHYb+bNFt1uh77cfON1ANx843Vs33dHAN74z8TaZRSef248M2fMYLnll2fK5Ml89VXhWP3jjz7i6adG036ttZv43VS2L774gs8++6z2+wcfuJ8uxasZHn7oQdbu0JG29f4d6cdLKXHlyX+gzRprsd3eB39n+y8++4SzjtiPAYf9ibW7zbuTes3s2Xz2ceHGM7Nnz+L5Jx6ibbsOQOEGlXONf/x+2qzRvoHfhaS5zPiVk/F79OrNfyZOZNKkN5k5cya3DR/K9jvsOF+b7XfYiZuKOeaO227hp5v9jIhg0qQ3mT17NgD/festXn/tX6y22upN/RYqTrcevXjjPxN5q1iTO24bxtbb952vzdbb92XYTdcDcNcdt7LxTzevnVg0Z84c7rz9FnbZfcGJLvrxuvXoxZv/mch/3yrUZcRtw9h6u3p12bYvw28u1OXuEbfV1qW67aqMfuJRAL784gvGj32G9mt1aOJ3UHl69e7NxImvM+nNQk2GDx2ywPHsDn134sbrrwXgtltvYbOfbUFEsEPfnRg+dEjtOMXEia/Te33HKRrC2NfeoX2blqzWamlaVDWj/2YduPvp+a9QePu9T9m8+6oAdFhlOX6ySHPe/+QrllliUW47eReO/8eTPPWKywrq2zX64mcR0QGYk1J6vbipG/BWvWZPAxdFRPuU0sSIWILCrIrXgBUjYsOU0lPFyxbXTim9XHzeQOCRiNgE+CSlNN9pnIhYE3gjpXR+8VLB9YAJQN3rnpcB3kspzYqIn1GYRQIwGrgsIk6j8HvqC1yeUvo0It6MiP4ppeFRSA7rpZQmfNPvIKU0NiKuB34L/On7/eay74svvuCRhx7g/Isurd32+yMOZ8bMGey0feHYpPf6fTj/okvp3LkLu/XrT6+uXaiqquLs8y4sizsNZ90B+w7iySce44Pp0+nUblX+dPyJ7Dv4wOKs7AVnZ4x+8nGq267CGmusOd/2v593IYcefABfffUVW229LVtt892zKPXNnn5qNENvuoHO66zLJn16AnDCX/6P3/3+aAbvswfXX/sPVll1Va65fggAd95xG0NuuoGqqhYstthPuPr6m4gI/v3aqxz3pz8SEaSUOPy3R9JlnXVL+dYqznvvvsvAfoUZ9bNrZjNwj0G19wYYPnSIN41sYP+eMIbR99zKKu07ctygbQDof+jRzJ41g+vOPIHPPvqQvx8xmNXW7swfL7yRB4Zew7tvT+KOK8/ljivPBeCPF97IoostzhmH7U3N7FnMmTOHLutvws92HQTAfUP+wXOPP0Cz5s1ZcullOfiks0v1dqWKZsavrIxfVVXFWeecz247bkdNTQ1777c/nTp34ZSTT6R7j55s33cn9hl8AAcfsC/duqxNy5bLcfX1NwHw9D+f5JyzzqBFixZEs2b8/bwLWX6FFUr8jspfVVUVp551LnvutgM1NXPYc+/96NipC3875SS6de/JNtvvyKB99uewgwezQbdOLNuyJZddfUPt858a/QRtqtuyWr3cr/9NVVUVfz3jXAbt3pc5NTUM3GswHTp15sxT/0LXbj3Yevsd2WOf/fnNL/dn4x6dWLblclx8VWGQe/BBv+R3h/2Cn23YjZQSAwftS2ez/f+sqqqKc867kB132Iaamhr2G3wAnbt04eSTTqBHz1703XEnBh9wIAcM3ocuHdvTsuVyXH9j4Tisc5cu7N5/AN3X60xVVRXnnn+R4xQNpGZO4ncXP8zIU3ajebPg2vtf5tW3PuD4fTZk/OvvcvfTb3DMFY9z8W+34vBde5BS4hd/vw+AX+7UlXZtluVPg/rwp0F9ANjx2Nt4/5OFXaClvIv6d01u8B1E9KSwht6ywGwKl+wdnFKaHhGPAkcVQ+EWwN+AuXeF+nNK6c6I6AacTyGcVgHnppSuKD73eWAzoAVwQEppvtvXRsQxwD7ALOAdYFBK6cOIuIlCAL63uM+RwJIU1v3bANgupTQpIk4CBlGY4fEeMKq47zWASyhcntgCGJJSOrnevgcDvVJKhxV/bgOMB9YqXva4UD169kpPPDXme/xm1VRq5jTuvxH9OI39t0s/zqLerTpzbpkw+bsbqUmdsM/2vPHKCyW7Yq9L1x5p6D2Pf3fDRrJu26XGpZR6fXdLZZkZ/4dl/O49e6XHRj/7TQ+rBL6a6Y3Isshjr2xabslFSt0F1dOy7zml7oLqmfHU2cz55G0zfhNr9BnbKaVxFC7TW9hjm9f5/mGg90LaPA/89Bte/oaU0hHfsu/TKdwhvf72QfU2bfgNL3FWSumkiFgceBwYV3z+m8C237TfYptrgGvq/DwVKPvLFCVJkiQzfu3PZnxJkqQSafSB7TJ3eUR0prAe37UpJe/sIEmSyl54G0flmxlfkiRVnDxm/LId2K47E6QR91F/1ockSZKkRmLGlyRJ0vfVrNQdkCRJkiRJkiTphyjbGduSJEn64QKI/F2lKEmSJFWsvGZ8Z2xLkiRJkiRJksqKA9uSJEnKjIi4OiLei4iX6mxbLiIeiIjXi/9tWdweEXF+REyMiBcioked5+xXbP96ROxXZ3vPiHix+JzzI/I4t0WSJEkqfw5sS5Ik5UyU8Ot7uAbYtt62Y4CHUkprAQ8VfwbYDlir+HUwcAkUBsKBE4E+wPrAiXMHw4ttflHnefX3JUmSJJWdjGf8RuHAtiRJkjIjpfQ48GG9zTsD1xa/vxbYpc7261LB08CyEdEa2AZ4IKX0YUrpI+ABYNviY0unlJ5OKSXgujqvJUmSJKmMePNISZKkvCnt4hsrRMTYOj9fnlK6/Due0yqlNK34/TtAq+L31cDbddpNLm77tu2TF7JdkiRJKm85XGDPgW1JkiQ1pekppV4/9skppRQRqSE7JEmSJKn8uBSJJEmSsu7d4jIiFP/7XnH7FGCVOu3aFrd92/a2C9kuSZIkqcw4sC1JkpQzUcL//Uh3AvsVv98PGFFn+75RsAHwSXHJkvuArSOiZfGmkVsD9xUf+zQiNoiIAPat81qSJElS2SrDjP8/cykSSZIkZUZE3AxsTmEt7snAicDpwLCIOBB4CxhQbH4PsD0wEfgS2B8gpfRhRPwfMKbY7uSU0twbUh4KXAMsBtxb/JIkSZJUZhzYliRJypnI8I1lUkp7fsNDP19I2wT8+hte52rg6oVsHwus87/0UZIkScqaLGf8xuJSJJIkSZIkSZKksuLAtiRJkiRJkiSprLgUiSRJUs7k8CpFSZIkqaLlMeM7Y1uSJEmSJEmSVFacsS1JkpQ3eZzOIUmSJFWyHGZ8Z2xLkiRJkiRJksqKA9uSJEmSJEmSpLLiUiSSJEk5EkDk8TpFSZIkqULlNeM7Y1uSJEmSJEmSVFacsS1JkpQnAZG/yRySJElS5cppxnfGtiRJkiRJkiSprDiwLUmSJEmSJEkqKy5FIkmSlDM5vEpRkiRJqmh5zPjO2JYkSZIkSZIklRUHtiVJkiRJkiRJZcWlSCRJkvImj9cpSpIkSZUshxnfGduSJEmSJEmSpLLijG1JkqRcCSKP0zkkSZKkipXPjO+MbUmSJEmSJElSWXFgW5IkSZIkSZJUVlyKRJIkKWcif1cpSpIkSRUtjxnfGduSJEmSJEmSpLLijG1JkqQcieKXJEmSpMqQ14zvjG1JkiRJkiRJUllxYFuSJEmSJEmSVFZcikSSJClv8nidoiRJklTJcpjxnbEtSZIkSZIkSSorztiWJEnKmcjjdA5JkiSpguUx4ztjW5IkSZIkSZJUVhzYliRJkiRJkiSVFZcikSRJypnI31WKkiRJUkXLY8Z3YDtjnhs/bvqSizZ7q9T9aAArANNL3QktwLpkjzXJJuuSPZVUk9VK3QFJTev58eOmL7NYczO+Got1yR5rkk3WJXsqqSZm/BJwYDtjUkorlroPDSEixqaUepW6H5qfdckea5JN1iV7rEnDyuFkDqmkzPhqTNYle6xJNlmX7LEmDSuPGd81tiVJkiRJkiRJZcWBbUmSJEmSJElSWXEpEjWWy0vdAS2Udckea5JN1iV7rElDiXzeWEZSg/BvcTZZl+yxJtlkXbLHmjSUnGb8SCmVug+SJElqIut175nuefifJdv/Ksv9ZJxrKUqSJEkNJ68Z3xnbkiRJuZPD6RySJElSRctfxneNbUmSJEmSJElSWXFgWw0uIloU/+v/vzIkIo+rLUmSJKkhmPGzyYwvScozlyJRgymGquWBuyNi55TSOxERyYXcSyoiFk8pfZlSStYjGyKiDbAE0Cyl9Fqp+6OCiFgFWAGYk1Ka4L8XVaognzeWkfTjmPGzyYyfPWb8bDLjKy/ymvE9264GkwqmA68B50fET/zAKK2IWAe4ISIGQqFGzuoorYjoCNwD/BF4ICJ2LnGXRG1d7gb2BR6PiK39+1V6EbFmRBwUETuUui+SlFdm/Owx42ePGT+bzPjZZMZXQ3JgWw0iIpaPiCWLPx4NfALsUroeKSKWA26gcHZ6vYjoBwbfUirO4hgGnJ1S+gXwG+DXEdHSmpROsS7DgXNTSr8DTgSWioiWpe1ZvkVEB2AE0BW4MiKOLHGXJCl3zPjZY8bPHjN+Npnxs8mMr4bmwLb+Z8Ww+y/g0ojYKaU0DRgHbB4RixTb+P+1pjeLwoyBQcB7wCYR0S8imhWDb/PSdi+X2gAXp5SuK4bcZ4EaYJYHIyW1HHBUSunq4s+/ofDvZlRE7FO6buVX8UDkfuCylNLhFAZRDoqIzvXa+W/mR4oSfkkqD2b8zDLjZ48ZP5vM+Bljxm98ecz4BhH9z1JKnwNnAM2BARFxOnA9sB5wQrHNnNL1MJ9SSp8BT6aUJgNXAW8CmwD9ik2WKFXf8iqlNBa4t/h9SilNBRKFGTcAy5Sqb3mWUnqJQsCieEnvzSml3YGjgAsjYpNS9i+nqoEngCUiYvmU0jPAU8C2xYP3NlD4d1TKTkpSJTPjZ5MZP3vM+Nlkxs8kM74anAPb+tEionWdH+8C3qYwe2BRCmdDrwf2jIgtS9A9ASmlL4v//Rz4B/AW0CUiTgP+FRHVpexfHqWU3oLCDKeIaAG0Kv68KfBQRKzgGeqmVyc8jUopHVfc9gRwCYW/aWpCKaUxwBXAisDBEXEUsD2wEnA8cFVE3FbCLpa9iNJ9Sco2M372mfGzx4yfTWb8bDHjN748Zvyq0u1aFeC6iPgKuBh4AJhEYV2xPSJiF2BtYA1gcESMTil9VbKe5lzxzs+fAudExBXArsAhKaUpJe5abhVnOM2JiDHATsBA4OTizZlUIimlT+Z+HxEbAH2BW0rXo/wp/r1KKaXHigeAgyj8G9kqpfRiRJxJYfZg+5J2VJIqlxm/TJjxs8eMn01m/NIz46uxOLCt/8W2FG4iswuwM/B7YMmIOC6ldEpxzb0vgDcNvKVRXGtvTp213VYABgCDU0q3z/1wKXE3c2VuTepsagn8FRiQUhplTUqjbl0iYjFgU+A8CuvyjS1p53Jm7t+rYvB9NCJmAl8B20XEeymld4tN3ythNyWpkpnxM86Mnz1m/Gwy42eHGV+NxYFt/SgR0TylVAOcGhFdgX2Al4DTge4R0SGl9BpwUbG9H+SNaO7vt3ip2xLAYiml2+uGq+Lv//2I6JNS+pc1aVzfpyZFTwKXppQesSaN73v+W/kqIpYADkopjS5ZZ3OsWKOqlNLslNI/i5f09geOiIjjU0qzS93HchfexlHSQpjxs8WMnz1m/Gwy45cHM37jy2PGd2BbP0pKqabOTIEJwISIeI3CzI6tKdws49A67f0gb0TFD4jtgdOAUyncDGOZlNI1C2n7r6buXx59V03qnK2+oJT9zJsfUJfbS9nPPPmWA5HZ9S5ZbAZMM/BKUuMx42eLGT97zPjZZMbPHjO+moo3j9SPllKaExHNi5e/kVK6gsKlisdRuNGMmkAUblCyJHAIhctFvwYmAvfPrc3CeCDSeL5PTRb2+7cmjevH1kWNq86ByIXAMsDlETG4zmPNit8/4kF7A4oSfknKNDN+Npjxs8eMn01m/Gwy45dIDjO+M7b1vXzL2baauo+nwuVv/y4GYi+5ahrNUkqfR8R/gX7AjhTW15saEf0iYnJK6ekS9zFvrEk2WZeMKQbaxZl3INKVOgcixc+V+pf2SpIaiBk/08wt2WNNssm6ZIwZX03JGdv6Xr7tbNvcx+t8P6f+NjWsuWeeI2Jt4IDi5g+AM4D9U0qvRcT6wAnArNL0Ml+sSTZZl8xrllL6HJh7IHIkxQMRYPco3LVektRIzPjZYm7JHmuSTdYl88z4ajLO2NZ3+j5n20rZv7ypM7NmC+A3QLuI+IzCWmLLArdExL3ADsCfU0rjStfbfLAm2WRdsqlOXdYGNgcuZ96BSPuU0ht1DkT2L11PK5srgkgy42eLuSV7rEk2WZdsMuNnQx4zvgPb+j68tCdDih8WGwGXAL+m8IG9GbBoSumIiNgRmAmMTCk97YFJ47Mm2WRdsscDEUnKFDN+hphbsseaZJN1yR4zvkrJgW0tlGfbMq8nhQ/qByPiIQqXXx0YEbOA21NKX85t6Id4k7Em2WRdMsQDkWyIKHxJyh8zfuaZW7LHmmSTdckQM3425DXju8a2FlDvbNsZwOERsSeFs23nUzjbdgqFIOzZttJ4GegaET1SwVXAZ8AmQGeYt+6Ymow1ySbrkj21ByIU1tsbQ+FAZC/goZTSfXNnCBp4JanhmPHLgrkle6xJNlmX7DHjqyScsa0FeLYtW+ochPQBlgfeAh6hMMtmp4hYDpgCLAm0pHAp6Vhr0nisSTZZl7LxMoV69EgpjQeuiojdKRyIvAaM9XNFkhqeGT9bzC3ZY02yybqUDTO+SsKBbX0TL+3JiOKH+HbAucClwM0UbvAzFNgCOInCPQIOBtYEtoqIFikl7/7cSKxJNlmX7PFAJLsil7eWkYQZPzPMLdljTbLJumSPGT+78pjxXYpE38RLe0ps7u83IlalcIloX+Al4FPgKqBDSukCCrNttgdWAU4HrvBDvHFYk2yyLtlV50DkOqAD8E8KswOHUljT9STgSuBXwI3A4hHRojS9laRcMOOXmLkle6xJNlmX7DLjK0sc2FbdD4w+EbF9RHShcLbtKQpn27aMiE7Mf7bNWRyNJCKWiIjVih8WXYCPKZyRXh44PaW0CnAahXUQd04pfQLMArYD+qeUXixV3yuVNckm65JdHoiUgSjhl6QmYcbPFnNL9liTbLIu2WXGLwM5zPgObMuzbdnTFjg3Ik4EzgNapZT+C6wKPF9s8yrwIPA+QPGy0SNTSq80fXdzwZpkk3XJGA9EJCk7zPiZY27JHmuSTdYlY8z4yjLX2M6xOusi1T3btjrzzrb9IaV0QURcV3zKhhTOtu3h2bbGk1J6LSJeAf4InJhSer14ZnQahQOOS4GfAgellP45t44ppZpS9ruSWZNssi6Z1BY4PSKeBzYFflWsywZ8y4FIRBxpXSSpYZjxs8nckj3WJJusSyaZ8ZVZDmznUEQsAayQUnqreLbtbQpn29pQPNsWEQdRONu2a0ppREQszryzbZ4FbQR1DkKWAV4ATgH2ioiXU0r3Ak9ExFIUPlTuSCn9E7xctDFZk2yyLtnlgUj5cEUQqfKY8bPJ3JI91iSbrEt2mfHLRx4zvgPb+eTZtoyp8yG+M4XLQfdLKQ2NiLco1OoTYBLQNaV0Wt3nlK7Xlc2aZJN1ySYPRCQpE8z4GWNuyR5rkk3WJZvM+CoHDmznkGfbsqf4YbEFcDJwcErp3YhYDBgCfAFcC8wGfl/3OSXpbE5Yk2yyLtnjgUh5ijxO55AqnBk/e8wt2WNNssm6ZI8ZvzzlMeM7sJ0jnm3LvLYU1j2siYj9gf0o3Ln+HAp3Fa5KXiLa1KxJNlmXDPFARJJKy4yfeeaW7LEm2WRdMsSMr3LRrNQdUNOod7ZtKPBoSulU4CwKZ9s2iog2FM62XZ5SGlWc4aGm8ynQC7gMWBS4HmgNtEkp/dsP8ZKwJtlkXbKn/oHIvcCfgYcpHIjsnlK6p4T9k6SKZMYvC+aW7LEm2WRdsseMr8xzxnZOeLYtu+pcBnpHRDwHfJlSej8i1gYOBxYrcRdzx5pkk3XJtE+BLSnMrLmCwoFIbwoHIv8qZce0MEHk8tYyUuUx42eXuSV7rEk2WZdMM+OXlXxmfAe288VLezKg/rpTxQOSFimlWalwF/vmEbEthZk2x6aUnitdb/PBmmSTdck+D0QkKRPM+Blgbskea5JN1iX7zPgqJw5s54tn2zKg+MG9FdAB+ElK6ayU0qy6N/CJiJnAgSmlZ7wBQ+OzJtlkXbLHAxFJyiQzfgaYW7LHmmSTdckeM77KmWts58DcdfRSSncAxwPbppQuBZ4ANsCzbU1ibh0iojeFdcOaAztFxO0R0bz44dEcIKX0cErpmeL3fog3EmuSTdYlu+YeiETEYRFxVHHbrDqfMzXA3AORO+duV7YEhTuml+pLUsMw42eDuSV7rEk2WZfsMuNXhrxmfAe2K1D9PzJzz7YVv38L+LB4tu024ATPtjWNYh3WB34B/F9K6byU0k+LDw8vtqkpWQdzyJpkk3XJHg9EJKn0zPjZZG7JHmuSTdYle8z4qgQObFcgz7Zl2qrAT4H1ImLZ4rYBQIuIWKFkvco3a5JN1iVDPBCRpNIz42eauSV7rEk2WZcMMeOrEjiwXUE825Y9dWrSKSJWBu4CDgB6AFtERGugO9AeaFGyjuaINckm61IWPBCRpBIw42ePuSV7rEk2WZeyYMZXWfPmkRWkztm2gyicbfsHcF5E3E7hbNtunm1rWsWabA/8Fbgd2A7YHrgI+APwIfAJcExKaVrJOpoj1iSbrEv2RBRuIhMRnYCPKByITAVOo3Ag8hSwCh6ISFKjMuNnj7kle6xJNlmX7DHjq9I4Y7vyeLYtQyJiDeAkYGfgYwozbJqllIYBJwItgftTSiNK1ce8sSbZZF2yp86ByI0ULk98GHiFeQciVwJH4IFIWcrjjWWkMmfGzxBzS/ZYk2yyLtljxq9secz4ztguc55ty6a5dQFmA/cC3YC9gL1SSh9GxJYppfsjYknguIh4D7jXS0YbjzXJJuuSXfUORHahzoFIRHxcfGy4ByKS1PDM+Nlkbskea5JN1iW7zPiqNA5slzkv7cmWOh/gSwCfUzgA+TlwOLBaSumziNiUwof36yml24rLjr3sh3jjsCbZZF2yywORfAicOi1lmRk/W8wt2WNNssm6ZJcZPx/ymPEd2C5znm3Ljjoza7YBDo2IZyl8kB8BnAr8OSJeAI4CTkopvQWQUrqtVH2udNYkm6xLNnkgIknZYcbPDnNL9liTbLIu2WTGV6Vzje0yFVG7gs23nm0DzgIOj4jt6zxHjaD4Ib4phd/5qUBHCjNrXgUOAZYG1qAws2ZEFJWswzlgTbLJumRPvQORGyPiOGBfCgciYykciOwFnA+cW/dAZO73kqT/nRk/e8wt2WNNssm6ZI8ZX3ngjO0y49m2bImIamBF4IWU0hxgZeB3FE4adQJ2Tyl9ERGfp5R+Vfe51qNxWJNssi7ZVu9A5CDgMAqDKcMoHIj8kXkHIvfNPQixNmXKmzhKmWPGzxZzS/ZYk2yyLtlmxs+ZnGZ8B7bLiJf2ZNIAYFcKH97jgC+Ba4DpwBbFmTXbABtHxN9SSl+UrKf5YU2yybpkjAcikpQNZvxMMrdkjzXJJuuSMWZ85Y1LkZQRL+3JjohoExFtUkrnAPcAJ0VEL+Ax4BZgQrHdpsDfgWf9EG9c1iSbrEumDaBw2WH34s9zD0QuAbZOKb1VPBA5PCKWKE0X1RiixF+S5mfGzw5zS/ZYk2yyLplmxs+pvGZ8B7YzLiKqI6JbRMytVf2zbUcVPyA+Tyn9KqX015TSfVAIyZ5xa3gR0RF4ANgsIhZNKZ1OYX2qEygciFwLTAJGAX8Gjk0p3eUBSOOxJtlkXbLJAxFJKj0zfvaYW7LHmmSTdckmM77yKsxE2RYRv6N4aU9KaVxE7ABcxkIu7QG8tKeRRcTqwF3AOSmlqyKiWfHyHiLiaGAj4ORirZYESCl9PvcS05J1vIJZk2yyLtlUPBC5FfgrcFtKaUZEnAj0BE4GaoBdgO2Aj4CLUkp3WpfK0qNnr/TY6GdLtv+lF2s+LqXUq2QdkDLAjJ8t5pbssSbZZF2yyYwvyG/Gd8Z2Rnm2LbN+Bjw090McWC8ifhURO1O4fPQ+4O8R0Tul9HlK6XNwrapGZk2yybpkTPFA5Bbg7JTSzcAsgJTSX4DRwPFAs5TSicAWFNbfM/BWqjxepyhlgBk/s8wt2WNNssm6ZIwZX/PJYcb35pEZVPdsW0TcllI6vXi27QQKZ9uupXC2bRSFs221l/b4h6nRvQEcVJxBMxBYDFgHGA/skFI6OCJWAqxD07Em2WRdsmdhByIbUrhB2VkU1nH9e0T8IaU0Zu6T/FyRpIZhxs80c0v2WJNssi7ZY8ZXrjmwnTH1z7YV/zCRUvpL8dKe4ylc2nNiRJxZfMxLe5rOGGA48DdgInAe8BLQFvgDQErppFJ1LqesSTZZl+zxQES1wqnTUpMy42eeuSV7rEk2WZfsMeOrVh4zvgPb2ePZtgxLKX0JnBsR16WUPpy7PSLWA9aMiDbANOvRdKxJNlmXTPJARJJKx4yfYeaW7LEm2WRdMsmMr1xzYDt7PNtWBuZ+iEdEC2Ar4DQKl4tOLWnHcsyaZJN1yQ4PRCSppMz4ZcDckj3WJJusS3aY8ZV3Dmxnj2fbykTxQ3x94Ejgzymlu0vcpdyzJtlkXbLFAxEBRP6uUpRKzYxfJswt2WNNssm6ZIsZX5DPjO/AdsZ4tq18pJRmRcSzwN4ppXdcA7H0rEk2WZfs8UBEkpqWGb98mFuyx5pkk3XJHjO+8siB7YzybFt5SCnNAt4pfu+HeAZYk2yyLtnigYgklYYZvzyYW7LHmmSTdckWM77yyIHtDPNsmySpsXggkm85vEpRygwzviSpsZjx8y2PGd+B7QzzbJskSZJUWcz4kiRJDcOB7YzzbJskSWpweZzOIWWIGV+SJDW4HGb8ZqXugCRJkiRJkiRJP4QD25IkSZIkSZKksuJSJJIkSTkTebxOUZIkSapgecz4ztiWJEmSJEmSJJUVB7Yl5UpE1ETE8xHxUkQMj4jF/4fXuiYi+hW/vzIiOn9L280jYqMfsY9JEbHC991er83nP3BfJ0XEUT+0j5LKSwARpfuSJKmhmfG/tb0ZX8qBvGZ8B7Yl5c1XKaVuKaV1gJnAL+s+GBE/aommlNJBKaVXvqXJ5sAPDr2SJEmSvpMZX5JyyIFtSXn2BNC+ONPiiYi4E3glIppHxJkRMSYiXoiIQwCi4MKIeC0iHgRWmvtCEfFoRPQqfr9tRIyPiAkR8VBErE4hXP+uOJNk04hYMSJuLe5jTERsXHzu8hFxf0S8HBFXwncvkhURd0TEuOJzDq732DnF7Q9FxIrFbe0iYlTxOU9ERMcG+W1KkiRJpWfGN+NLyglvHikpl4qzNrYDRhU39QDWSSm9WQyOn6SUekfEosDoiLgf6A50ADoDrYBXgKvrve6KwBXAT4uvtVxK6cOIuBT4PKV0VrHdTcA5KaUnI2JV4D6gE3Ai8GRK6eSI2AE48Hu8nQOK+1gMGBMRt6aUPgCWAMamlH4XEScUX/sw4HLglyml1yOiD3AxsMWP+DVKKkPjx4+7b7EW336ZcyObXsJ9S5IqmBnfjC/lVV4zvgPbkvJmsYh4vvj9E8BVFC4ffDal9GZx+9bAelFcWw9YBlgL+Clwc0qpBpgaEQ8v5PU3AB6f+1oppQ+/oR9bAp1j3mJUS0fEksV97FZ87t0R8dH3eE+/iYhdi9+vUuzrB8AcYGhx+w3AbcV9bAQMr7PvRb/HPiRViJTStqXugyRJDcyMb8aXci2vGd+BbUl581VKqVvdDcXw90XdTcDhKaX76rXbvgH70QzYIKX09UL68r1FxOYUAvSGKaUvI+JR4Cff0DwV9/tx/d+BJEmSVMbM+GZ8STnkGtuStKD7gF9FRAuAiFg7IpYAHgcGFtfnaw38bCHPfRr4aUSsUXzucsXtnwFL1Wl3P3D43B8iolvx28eBQcVt2wEtv6OvywAfFQNvRwqzSeZqBsydkTKIwuWPnwJvRkT/4j4iIrp+xz4kSZKkcmfGl6QK48C2JC3oSgpr642PiJeAyyhc4XI78HrxseuAp+o/MaX0PnAwhUsCJzDvMsGRwK5zbywD/AboFYUb17zCvDu3/4VCaH6ZwuWK//2Ovo4CqiLiVeB0CqF7ri+A9YvvYQvg5OL2vYADi/17Gdj5e/xOJEmSpHJmxpekChMppVL3QZIkSZIkSZKk780Z25IkSZIkSZKksuLAtiRJkiRJkiSprDiwLUmSJEmSJEkqKw5sS5IkSZIkSZLKigPbkiRJkiRJkqSy4sC2JEmSJEmSJKmsOLAtSZIkSZIkSSor/w+tl0pVGC6f5gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EMG'] ----------------------------------------\n",
      "nb. features = 792\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.7692\n",
      "  Balanced accuracy:  0.7876\n",
      "  Accuracy:           0.8204\n",
      "  Log loss:           0.5642\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.744\n",
      "  Balanced accuracy:  0.7631\n",
      "  Accuracy:           0.7997\n",
      "  Log loss:           0.6718\n",
      "\n",
      "F1: 0.7455073218335284\n",
      "ACC: 0.8000286932283981\n",
      "KAPPA: 0.7275502974240338\n",
      "LOG LOSS: 0.6704580474148089\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.46      0.46      0.46     21313\n",
      "Sleep stage 2       0.80      0.86      0.83     64522\n",
      "Sleep stage 3       0.88      0.70      0.78     16344\n",
      "Sleep stage R       0.78      0.73      0.75     27715\n",
      "Sleep stage W       0.91      0.91      0.91     65274\n",
      "\n",
      "     accuracy                           0.80    195168\n",
      "    macro avg       0.76      0.73      0.75    195168\n",
      " weighted avg       0.80      0.80      0.80    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZfdwNPAqslFJaCriW+Z/Pslk7l6aUniyzaHdyk65uQm7IkFVnrbKAbf0rrzVJkqTa6BRyQ3WU7QxdkPj+z8R8R5N7ym3tfAw/a/i+BYn7jgPWJDcM3CxfkbuHWjal1Cj/WjKl1Da/fDy5DutZVp7HLr4CVp5LotGCxMILap5xe0ppSEppG3Kd84+QS+CorD0rRfnJO6vrPuxscr8D7fPncE/Kn7+5/X7M9fcm/8XG9cDtwKGzxhuXpLLs2JZqsfxjeieTG6t323w2Q72I2DwiZo1N9l/gxIhYLnKTMJ5M7hvyP2IEsH5ErJwfnuH4WQvy38Jvkx9reyq5YRZmVrKNJ4A1I2L3/MQfuwBtyGV/VLUlgB+An/LZ5P9XYfk35Ma/WxiXAUNTSn8jN7bgtbMWRG6yzUHzWPcl4O/ksk4gN27h34FXy2ShV7SwbZzX+X8HaBsRnSJiEfLj3P2JfVW276MiokX+C4BZY7bPa+ichbEE8F1K6beI6EGuY3pB3Ax8nMqP3zdre1PJPQnRMN/esub3efyV15okSVKtk1IaRW64uH+UKa7q+H4Jctm/k/NJJAsy5jQRsXm+nduVHcoipTSe3DjTF0XEkpGb5HH1MuNB3wf8IyKa5+dDqZihXtZgch3h50bEYhGxSETMGl7wr4yF5xq3R0T9iNgjIpbKD/PyA5Xfh71FLgv72Pw9Yx9yw8XcU0ndv9oS5O4Pp0REM+BfFZb/kfuO/5Dr+N6f3OSmty9EFr+kjLBjW6rlUkoXkZsA70RyE6J8Ra5z9JF8lTPJTfbyLvAeuQnxzvyD+3qWXCD7LjCM8sFqnXw7xgHfkRtOo2LHMflHxPqTy7yYRG6imP4ppYl/pE0L6RhynZ8/kssmv7fC8lOB2/KPJO48v41FxDZAP34/zn8CXSJij/z7lYDX5rGJl8gFebM6tl8l16H68lzXyI3xd2K+jfOaVHOWuZ7//BAcpwPPASPz+y/rJnJj9U2OiEcWYF8V3QzcQe54Pgd+IzdJzV/lUOD0iPiRXCdyZZkpldkV2C5ys67Peq1HLtvjC3JZKx8Cb1ZYb36fx192rUk1KsjkxDKSpAV2OrDYrDfVEN9fCiwKTCQXnz21gOvtAiwHfFQm5puVhLI3uUnqPwS+Bx4g99Qp5O4TnibXmTwceGhuO8gno2xFbg6YL4Ex+f3CXxgLL0DcvhcwOj/MxyHkxveuuI1p+bZuTu6zvBrYO6X08R9p00I6DegCTCGXDFTxM12oe5yI6Eru3mvv/Dk4j1wn97y+hJCyLaMxfqT0Z59El6RsiogRwMaO9yapkNRptHJq0PvYGtv/b48fPiyl1K3GGiBJkiQVmazG+POakE6SNA8ppU413QZJWnhh5rQkSZJUVLIZ42fviCVJkiRJkiRJBc2ObUmSJEmSJElSQXEoEkmSpKyJqOkWSJIkSforZTDGt2O7lomSRVPUX6Kmm6Ey2q+1Uk03QZWoWyd7/2EXAs9K7eMU0bXPl1+MZuLEiV4uUoYY49c+xvi1kzF+7eRZqX2M8WsfY/yaYcd2LRP1l6DBWjvXdDNUxjMvXVLTTVAllljE/75qozrejNQ6pTMNe2ub9dbpXtNNyOTEMlJNMsavfYzxa6clFzXGr40ig1mgtZ0xfu1jjD9/EdEPuAyoC9yYUjq3wvKVgduARvk6x6WUnpjXNmv3EUuSJEmSJEmSClZE1AWuAjYH2gC7RUSbCtVOBO5LKXUGdgWunt927diWJEmSJEmSJFWVHsColNJnKaVpwD3ANhXqJGDJ/M9LAePmt1Gf85EkScoaHymWJEmSikvNxvjLRsTQMu+vTyldX+Z9M+CrMu/HAGtX2MapwDMRcTiwGLDJ/HZqx7YkSZIkSZIk6Y+amFLq9ie3sRtwa0rpoohYB7gjItqllGbObQU7tiVJkrIkotZPLCNJkiRpIdT+GH8ssFKZ983zZWUdAPQDSCm9ERGLAMsC385to7X6iCVJkiRJkiRJBW0I0DIiWkREfXKTQz5aoc6XwMYAEdEaWASYMK+N2rEtSZIkSZIkSaoSKaUZwN+Bp4GPgPtSSh9ExOkRsXW+2tHAgRHxDvBfYN+UUprXdh2KRJIkKWucPFKSJEkqLrU8xk8pPQE8UaHs5DI/fwisuzDbNGNbkiRJkiRJklRQzNiWJEnKmKjl2RySJEmSFk4WY3wztiVJkiRJkiRJBcWObUmSJEmSJElSQXEoEkmSpAwJsvmYoiRJklSsshrjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlSeRfkiRJkopDRmN8M7YlSZIkSZIkSQXFjG1JkqRMiUxOLCNJkiQVr2zG+GZsS5IkSZIkSZIKih3bkiRJkiRJkqSC4lAkkiRJGZPFxxQlSZKkYpbFGN+MbUmSJEmSJElSQTFjW5IkKWOymM0hSZIkFbMsxvhmbEuSJEmSJEmSCood25IkSZIkSZKkguJQJJIkSRmTxccUJUmSpGKWxRjfjG1JkiTVKhExOiLei4gRETE0X7Z0RDwbESPz/zbOl0dEXB4RoyLi3YjoUmY7++Trj4yIfcqUd81vf1R+3ezdBUiSJEkFzo5tSZKkLIkafi24DVNKnVJK3fLvjwOeTym1BJ7PvwfYHGiZfx0EXAO5jnDgFGBtoAdwyqzO8HydA8us12+hWiZJkiTVJoUT4/+l7NiWJElSIdgGuC3/823AtmXKb085bwKNIqIJsBnwbErpu5TS98CzQL/8siVTSm+mlBJwe5ltSZIkSSoQdmxLkiSpOi0bEUPLvA6qpE4CnomIYWWWr5BSGp//+WtghfzPzYCvyqw7Jl82r/IxlZRLkiRJKiBOHilJkpQhQdT0xDITywwvMje9U0pjI2J54NmI+LjswpRSiohUdU2UJEmSCkctiPFrhBnbkiRJqlVSSmPz/34LPExujOxv8sOIkP/323z1scBKZVZvni+bV3nzSsolSZIkFRA7tiVJkjImImrstQBtWywilpj1M9AXeB94FNgnX20fYED+50eBvSOnJzAlP2TJ00DfiGicnzSyL/B0ftkPEdEzcg3au8y2JEmSpIJUm2P8quJQJJIkSapNVgAezgfIJcDdKaWnImIIcF9EHAB8Aeycr/8EsAUwCvgF2A8gpfRdRJwBDMnXOz2l9F3+50OBW4FFgSfzL0mSJEkFxI5tSZIk1Roppc+AjpWUTwI2rqQ8AYfNZVs3AzdXUj4UaPenGytJkiSpxtixLUmSlDFZnFhGkiRJKmZZjPEdY1uSJEmSJEmSVFDM2JYkScqYLGZzSJIkScUsizG+GduSJEmSJEmSpIJix7YkSZIkSZIkqaA4FIkkSVKWRP4lSZIkqThkNMY3Y1uSJEmSJEmSVFDs2JYkSZIkSZIkFRSHIpEkScqYLM6YLkmSJBWzLMb4Zmxrnj5+/DSG3Pcf3rznOF6961gA2q/ZjEG3Hc2Q+/7DA5cezBKLLVJunZVWbMyE1y7iyL02nl12+B4bMuyBExh6/3+47Zx9aVD/9+9UTj1sK9595GTefvBEDt1tg+o5sCJTWlrKJr27s+fO2wLwj/87gO7t12Tj3t3YuHc33n93BACvvfISLVdadnb5ReedOXsb3dq3pM86ndm4dzf6btCzBo6ieLVeswXdu3SgZ/fO9F6nOwAPPXg/3Tq1Y/FF6jJ82NDZdadPn86BB+xL9y4d6NKhDRecf05NNbtoHfy3/Vm56fJ07dRudtmZp5/Kaqs0Y+2unVi7ayeeevIJAKZNm8ZBB+xHt07t6dGlIy+/NKhmGp0BV11xGd07t6dbp3ZcdfmlAJxw3L/o3L41a3ftyK47bc/kyZPLrfPVl1+ywtJLcNnFF1Z/gyWpyGzaqzXvPHwS7w84hWP223SO5Ss3acwT1x7O4HuP5+kbjqDZ8o1mLxtw5aGMf/l8HrzskGpscfF74bmnWbdrW3p2as0VF58/x/KpU6dy0L6707NTazbfaF2+/GI0AA/ed/fseH/j3t1o0qjB7PsB/XnPPP0UHdu2ol3rllx4/rlzLJ86dSp77b4r7Vq3ZP11e/LF6NEATJo0iX6bbsRyjZfgqCP+Xs2tLm7PPP0UHdquRdtWa3DBXM7JnrvvQttWa7Ber7VnnxOAC847h7at1qBD27V49pmnq7HVxe/Zp5+ic7tWdGjdkosuqPy87L3HrnRo3ZI+vctfK5v33YgVll6Cf3qtaD6qrGM7Ik6IiA8i4t2IGBERa+fLB0VEt6ra71za0igiDq3ifURETIyIxvn3TSIiRUTvMnUmRMQyVdmOqtDvoMvoueu59N4jF0xdc/LunHj5ALrvfDaPvvgOR+2zcbn65x29Pc+89sHs902XW4pDd9uAdfc4n247nU3dOnXYabOuAOy1dU+ar9iIjtudQecdzuT+p4ZV34EVkRuuuYKWa7UqV3byGefw/KtDef7VobTr0Gl2+drr9J5dfvS/Tyy3zoOPPcvzrw7lmZferI5mZ8qTz7zAm0Pe5tU3hgDQpk077r73QXqvt365eg89eD/Tpk5lyPB3efXNodx84/XlAi/9eXvtsy8DHntqjvLDjziKt4aN4K1hI+i3+RYA3HzjDQAMHfEejz31LMf962hmzpxZre3Ngg8+eJ9bb76Rl157izeHjuDJJx7n01Gj2GjjTRny9nu8NewdWrZsyUUVvug57tij2XSzzWuo1YUrCCJq7qXCZoxfPDF+WXXqBJcetzPb/P1qOu9wJjv160qr1VYsV+eco7bjrscH02OXczj7+ic5/fCtZy+75PbnOODE26u72UWttLSU448+grsfGMjLg9/h4Qfv5ZOPPyxX5+7bb6FRo8a8OeIjDj70H5x5yn8A2GHn3WfH+1dedwsrr9Ki3P2A/rjS0lKOOuLvPDLwCYa/8wH333sPH31Y/rzcestNNGrciPc/Gsnh/ziSE/9zHACLLLIIJ596Omefd0FNNL1olZaWcuQ/DmPAwCd5+90Puf+e/855Tm6+icaNGvPBx6M4/IijOOE//wbgow8/5P5772H4Ox/w6GNPccThh1JaWloTh1F0SktL+ecRf+ehR59g6Kxr5aPy5+W2W26iUaNGvPvRSA77x5GcdMLv18pJp5zOWed6rSyMrMb4VdKxHRHrAP2BLimlDsAmwFdVsa8F1Aio0qA3pZSAN4F18kW9gLfz/xIRawGTUkqTqrId1WGNlZfn1WGjAHjhzY/ZduNOs5dt1acDo8dO4sNPvy63TknduizaoB5169Zh0UXqM37CFAAO2qk3Z1//JLmPDyZ8/1P1HEQRGTd2DM89/SR77L1/TTdFC6FV69asudZac5RHBD///DMzZszg119/pX69+iyx5JI10MLi1Xu99Vl66aUXqO7HH31Inw03AmD55ZdnqUaNGDZ06HzW0sL65OOP6N6jBw0bNqSkpITe66/Po488xMab9qWkJPeET/e1ezJ27NjZ6wwc8Airrroqrdu0qalmS5ljjA8UaYzfvd2qfPrVREaPncT0GaXc//Rw+vfpUK5Oq9Wa8NLgTwB4acj/6N+n/exlgwb/jx9/nlqtbS52bw8bQovVVmeVFqtRv359tt1+Z55+fGC5Ok8/MZCdd98LgP7b7sCrL704+75qlocfuJdtd9ip2tpd7IYOGczqq69Bi9Vy52XHnXfhsYEDytV5fOCj7LnXPgBst8OODHrxeVJKLLbYYvRatzeLLLJIZZvWHzRkcPlzstMuu85xTh4bOIA98udk+x12ZNALuXPy2MAB7LTLrjRo0IBVW7Rg9dXXYMjgwTVxGEVn6JDBrFbhWnm8kmtl1nnZbnuvFf0xVZWx3QSYmFKaCpBSmphSGlexUkT0jYg3ImJ4RNwfEYvny7tGxEsRMSwino6IJvnyQRFxWT475P2I6FHJNttGxOB8nXcjoiVwLrB6vuyCiFg8Ip7P7/e9iNimzPonRcQnEfFqRPw3Io7Jl68eEU/l2/RKRLSquG/gdfJBbv7fSygfBL/2xz7OmpNSYuDVf+e1u45l/+3XBeCjz8azVT7Q3X7TLjRfoTEAiy1an6P325Szrnui3DbGTZjCpbc/z/+ePIPPnz2LH376leff/BiAFs2XY8e+XXn1rmN55Mr/Y/WVl6vGoysOJx13NCedfg5Rp/zlfO4ZJ7Nhry6cfPwxTJ36+43GsMFvstG6Xdlth634+KPfM+uDYNdtt6Dv+mtzxy03Vlv7syAItt5yM9bt2Y2bb7x+nnW3235HFltsMVZfpSmt1liFI446eoE7YfXnXHv1lXTv3IGD/7Y/33//PQDtO3TkscceZcaMGYz+/HPeHj6MMWNqsg+nOLVp047XX32VSZMm8csvv/DMU0/O8Tnfcest9N2sHwA//fQTl1x0PsefeEpNNFfKMmP8IonxK2q6/FKM+eb72e/HfvM9zZZbqlyd9/43lm026gTANht1ZMnFF2XppRarzmZmyvhxY2narPns902aNWP8+PKX2/jxv9cpKSlhiSWX4rvvyn/HMuChB9h2x12qvsEZMW7sWJo1//28NGvWnHHjxlZSZyUgd16WXGopJk0q6O++arVx48bSPP95Q+6clE2GmF1npTnPydixc65b8Xzqj8l95hWulcrOS5lrZaklvVa08KqqY/sZYKWI+F9EXB0RcwycHBHLAicCm6SUugBDgX9GRD3gCmDHlFJX4GbgrDKrNkwpdSKXnXFzJfs+BLgsX6cbMAY4Dvg0pdQppfQv4Ddgu/x+NwQuipzuwA5AR2Dz/PqzXA8cnm/TMcDVlez7NX4PensADwOz/pfsRS4oLigb73cJvXY/j23/fjUH77Ie63ZZnYNPvYuDdl6P1+46lsUbNmDa9NyjOicesiVX3PkCP/86rdw2Gi2xKP37tKd1/1NYre8JLLZofXbdIjfOcIP6JUydNp3ee5zPLQ+9znWn7FHtx1jInnnqcZZdbnk6du5SrvyEU87k1aHv89SLb/D9999x5aW5R3g6dOzM0PdH8cJrwzjg4EPZb/ffszceffpFnn1lMHc9OJBbbryGN157pVqPpZg99+IrvP7WMB5+9Amuu/ZqXn3l5bnWHTpkMHXq1mXU6LF88MlnXH7pxXz+2WfV2NpsOvDg/+PDTz7lrWEjWLFJE47719EA7LPf/jRr1px11+7Gv44+kp7r9KJu3bo13Nri06p1a4465li22XIztt1qc9p36Fjucz7/3LOoW1LCLrvl/kacfcapHPaPI1l88cVrqskFL4uPKeovYYxfJDH+H3H8JQ+zXtc1eOO//2a9rmsw9pvvKS11eK7abPjQwSzacFFat2k3/8qSpIKXxRi/ZP5VFl5K6aeI6AqsRy6ovDcijksp3VqmWk+gDfBa/gOoD7wBrAW0A57Nl9cFxpdZ77/5fbwcEUtGRKOU0uQyy98AToiI5sBDKaWRlXzAAZwdEesDM4FmwArAusCAlNJvwG8RMRAgn2XSC7i/zLYaVHLoQ4DOEbEYUC//OXwWEWvk17+oss8rIg4CDgKgXu26SR+XHzJkwvc/8egL79K97apcesfzbHXoVUBuWJLN12sLQPd2q7DdJp0468htWWqJRZk5M/HbtOl8O+lHRo+bxMT8MCOPvPAOPTu24J4nhjD2m+955Pl3ABjwwjtcd+qeNXCUhWvIm6/zzJOP8fyzTzH1t9/46ccfOOzAfbjqhtsAaNCgAbvusQ/XXHEJQLkhLTbpuznHHf0PJk2ayDLLLEuTps0AWG655dm8/za8PWwI66y7XvUfVBFq2iz32S6//PJsvc22DB0yeI6xtWe575672bTvZtSrV4/ll1+enr16MXz4UFqstlp1NjlzVlhhhdk/73/AgWy/bX8glzlwwUWXzF7WZ71etGy5ZrW3Lwv22e8A9tnvAABOPek/szPQ7rz9Vp564nEee+q52QHTkCGDeeThBznpP/9myuTJ1KlThwaLLMIhhzq5jFSVjPGLJ8avaNy3U2Y/hQnQbIXGjM3fB8wyfsIUdj0m91TfYovWZ9uNOzHlp1+rtZ1Z0qRpM8aNHTP7/fixY2nSpGn5Ok1ydZo2a86MGTP48YcpLL3078O9P/LgfWy3g9naf6WmzZoxdszv52Xs2DE0zd9Hla/zFc2b587LD1OmsMwyBT0Mf63WtGmzck/6jR07hmbNms1Z56s5z0mzZnOuW/F86o/JfeYVrpXKzsuYr2iWPy9TfvBa0cKrsskjU0qlKaVBKaVTgL+Ty5IoK4Bn8xkWnVJKbVJKB+TLPyhT3j6l1LfspivuqsJ+7wa2Bn4FnoiIjSpp3h7AckDXfNbHN8C8Bu+pA0wu06ZOKaXWlRzzL8BIYH9geL74TWALYHngk8o2nlK6PqXULaXULUoWnUczqlfDReqzeMMGs3/eZJ1WfPDpOJZrnAvMI4LjDtyMGx54FYBNDriUVlueQqstT+HKuwZxwU3PcO29L/PV19/Ro30LFl2kHgAb9liLTz7/BoCBg95lg+4tAViva0tGffltdR9mQTvh1LN4+6PPGfreSK69+U7WXX9DrrrhNr75OnefmFLiqccfpVXr3Bi0337z9exx94YPG0KaOZOll16Gn3/+mZ9+/BGAn3/+mZdeeI5WbdrWzEEVmZ9//pkfy3y2zz/3LG3azj1rpvnKK/PSoBdn1x/y1lusuVZlT0XrrzR+/O99KwMeeXj2Ofrll1/4+eefAXj+uWcpKSlxTOcq8u23uf//v/rySwY88jA777o7zz79FJdcdAH3PjiAhg0bzq777Asv8+H/PufD/33OoYcfwTHHHm+n9sKKGnypoBnjF36MX5mhH3zBGisvxypNl6FeSV122qwLjw96t1ydZRotNvsLxn/tvxm3DXCy8arUqUs3Pvt0FF+M/pxp06bxyEP30XeL/uXq9N2iP/fdfQcAjz3yIOuu32f2OZo5cyaPPvwA2+6wc7W3vZh17dadUaNGMvrz3Hl54L572bL/1uXqbNF/K+68I5do9PCDD7BBn418YqkKdete/pzcf+89c5yTLftvzV35c/LQgw+wwYa5c7Jl/625/957mDp1KqM//5xRo0bSvccco2HpD+jarTufVrhWtqjkWpl1Xh5+yGvlL5HBGL9KMrYjN4nKzJTSyHxRJ+CLCtXeBK6KiDVSSqPyGRDNyAWGy0XEOimlN/KPLa6ZUpo1GPAuwIuRm4l8SkqpXCpBRKwGfJZSujwiVgY6AO8AS5SpthTwbUppekRsCKySL38NuC4iziH32fQHrk8p/RARn0fETiml+yN3pXVIKb1TyeG/DhwJnJp//wZwJ/BmqjiTRy23/DJLcO/FBwK5yR/vfXIoz77+EYft1oeDd8llmw54YQS3zyeoHfL+Fzz83Nu8cfe/mVE6k3c+HsNND+aGIrzw5me55ex9OHyPjfj516n83+l3V+1BZcShf9uHSZMmkFKiXfuOnH9JLsN+4ICHuO2m6ygpKWGRRRbl2pvvJCKY+O037LdnbliSGTNmsP2Ou7LRJpvV5CEUjW+/+YZdd94egNIZM9h5193ou1k/Hh3wMEcf9Q8mTpjA9tv2p0OHTjz6+FMcfMhhHHLg/nTr1I6UEnvuvS/t23eYz160MPbeczdeeWkQEydOZPVVm3PSyafx8kuDePedEUQEq6y6KldcfR0AE779lq223Iw6derQtGkzbrr1jhpuffHaY9cd+W7SJOrVq8fFl11Jo0aNOPrIw5k6bSpbb5Hr++reY20uv+raGm6plF3G+MUR41emtHQmR513HwOvPoy6dYLbBrzJR599zUn/tyXDP/ySx196j/W7teT0w7cmJXh1+CiOPOe+2es/d9ORrNliBRZftAGjnjqDQ067m+fe+KgGj6jwlZSUcPaFl7Lb9ltSWjqT3fbch1at23LeWafSqXNXNttiK3bfaz/+ftC+9OzUmkaNG3PdzXfOXv+N116habPmrNLCp/7+SiUlJVx86RVsvWU/SmeWsvc++9GmbVtOP/VkunTtRv+ttmbf/Q7ggH33pl3rljRuvDS33/nf2eu3atmCH3/4gWnTpjHw0QEMfPxpkyb+pJKSEi657Eq22nIzSktL2Wff/ec8J/sfwP777kXbVmvQuPHS3HHXPQC0aduWHXbamc4d2lBSUsKll1/lsIN/kZKSEi669Aq27d+P0tJS9tp3P9q0acsZp51Mly7d2HKrrdlnvwP4235706F1SxovvTS33vH7tdJmzd+vlccGDmDA40/TurXXiuYUVRGH5R9RvILcTOUzgFHAQSmliRExCDgmpTQ0n2lxHr8/8ndiSunRiOgEXE4uOC0BLk0p3ZBfdwSwAVAP2D+lVG7K2og4DtgLmA58DeyeUvouIu4mFwA/md/nQGBxcuP+9QQ2TymNjohTgd3JZXh8CzyV33cL4Bpyk+bUA+5JKZ1eybHvBNwHtMwH8w2AH4BTU0rnzO+zq9Nw+dRgLb9Vr01Gv3TJ/Cup2i2xSJV8L6c/qU4dv2GvbUpnFnx/S9FZb53uDB82tMYulnrLrp4abzPfkKTKTLh5l2EppW7zr6naxhjfGL+YGOPXTksuaoxfG5lFW/sY49c+xvg1E+NX1Rjbw/h9gpWKy/qU+fkFoHsldUYAlQ9AC3emlI6cx77PJTdDesXy3SsUrVOxTt6FKaVTI6Ih8DIwLL/+50C/ue23zH7up0wSfsrNGl/ZWH2SJEnVL7xB1R9jjG+ML0mSaqmMxvh+HTqn6yOiDbnx+G5LKQ2f3wqSJEmSajVjfEmSpCJTUB3bZTNBqnAfFbM+JEmSikoWszlUexnjS5Ik/XlZjPHr1HQDJEmSJEmSJElaGHZsS5IkSZIkSZIKSkENRSJJkqQ/L4uPKUqSJEnFLIsxvhnbkiRJkiRJkqSCYsa2JElShgSRyWwOSZIkqVhlNcY3Y1uSJEmSJEmSVFDs2JYkSZIkSZIkFRSHIpEkScqa7D2lKEmSJBW3DMb4ZmxLkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJElZEmRyxnRJkiSpaGU0xjdjW5IkSZIkSZJUUMzYliRJypgsZnNIkiRJxSyLMb4Z25IkSZIkSZKkgmLHtiRJkiRJkiSpoDgUiSRJUsZk8TFFSZIkqZhlMcY3Y1uSJEmSJEmSVFDM2JYkScqa7CVzSJIkScUtgzG+GduSJEmSJEmSpIJix7YkSZIkSZIkqaA4FIkkSVLGZHFiGUmSJKmYZTHGN2NbkiRJkiRJklRQzNiWJEnKkIjIZDaHJEmSVKyyGuObsS1JkiRJkiRJKih2bEuSJEmSJEmSCopDkUiSJGVMFh9TlCRJkopZFmN8M7YlSZIkSZIkSQXFjG1JkqSMyWI2hyRJklTMshjjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlTfaeUpQkSZKKWwZjfDO2JUmSJEmSJEkFxYxtSZKkjMnixDKSJElSMctijG/GtiRJkiRJkiSpoNixLUmSJEmSJEkqKA5FIkmSlCWRzccUJUmSpKKV0RjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJClDAsjgU4qSJElS0cpqjG/GtiRJkiRJkiSpoJixLUmSlCmRyYllJEmSpOKVzRjfjG1JkiRJkiRJUkExY7uW6dBqJZ57+dKabobKmPDD1JpugipROjPVdBNUiaUXr1/TTVAF02bMrOkmqILkf19S5rReozn3Djy3ppuhMk57dmRNN0GV2KXdijXdBFWie4vGNd0EVfD15N9qugmqYHqp9101wY5tSZKkjMngU4qSJElSUctijO9QJJIkSZIkSZKkgmLGtiRJUsZkcWIZSZIkqZhlMcY3Y1uSJEmSJEmSVFDs2JYkSZIkSZIkFRSHIpEkScqSyObEMpIkSVLRymiMb8a2JEmSJEmSJKmgmLEtSZKUIQHUqZPBdA5JkiSpSGU1xjdjW5IkSZIkSZJUUOzYliRJkiRJkiQVFIcikSRJypgsTiwjSZIkFbMsxvhmbEuSJEmSJEmSCooZ25IkSRkTWUznkCRJkopYFmN8M7YlSZIkSZIkSQXFjm1JkiRJkiRJUkFxKBJJkqQsiWxOLCNJkiQVrYzG+GZsS5IkSZIkSZIKihnbkiRJGRJkc2IZSZIkqVhlNcY3Y1uSJEmSJEmSVFDs2JYkSZIkSZIkFRSHIpEkScqUyORjipIkSVLxymaMb8a2JEmSJEmSJKmg2LEtSZIkSZIkSSooDkUiSZKUMRl8SlGSJEkqalmM8c3YliRJkiRJkiQVFDO2JUmSMiaLE8tIkiRJxSyLMb4Z25IkSZIkSZKkgmLHtiRJkiRJkiSpoDgUiSRJUpZENieWkSRJkopWRmN8M7YlSZIkSZIkSQXFjG1JkqQMCbI5sYwkSZJUrLIa45uxLUmSJEmSJEkqKHZsS5IkSZIkSZIKikORSJIkZUwGn1KUJEmSiloWY3wztiVJkiRJkiRJBcWMbUmSpIzJ4sQykiRJUjHLYoxvxrYkSZIkSZIkqaDYsS1JkqRaJyLqRsTbEfFY/n2LiHgrIkZFxL0RUT9f3iD/flR++apltnF8vvyTiNisTHm/fNmoiDiu2g9OkiRJ0p9mx7YkSVLGRNTcayEcAXxU5v15wCUppTWA74ED8uUHAN/nyy/J1yMi2gC7Am2BfsDV+c7yusBVwOZAG2C3fF1JkiSpYBVIjP+XsmNbkiRJtUpENAe2BG7Mvw9gI+CBfJXbgG3zP2+Tf09++cb5+tsA96SUpqaUPgdGAT3yr1Eppc9SStOAe/J1JUmSJBUQJ4+UJEnKkqjxiWWWjYihZd5fn1K6vkKdS4FjgSXy75cBJqeUZuTfjwGa5X9uBnwFkFKaERFT8vWbAW+W2WbZdb6qUL72Hz4aSZIkqabVfIxfI+zYliRJUnWamFLqNreFEdEf+DalNCwi+lRbqyRJkiQVFDu2JUmSVJusC2wdEVsAiwBLApcBjSKiJJ+13RwYm68/FlgJGBMRJcBSwKQy5bOUXWdu5ZIkSZIKhGNsS5IkZUhQuyeWSSkdn1JqnlJaldzkjy+klPYAXgR2zFfbBxiQ//nR/Hvyy19IKaV8+a4R0SAiWgAtgcHAEKBlRLSIiPr5fTz65z9ZSZIkqWbU9hi/qtixLUmSpELwb+CfETGK3BjaN+XLbwKWyZf/EzgOIKX0AXAf8CHwFHBYSqk0n/H9d+Bp4CPgvnxdSZIkSVUkIvpFxCcRMSoijptLnZ0j4sOI+CAi7p7fNh2KRJIkSbVSSmkQMCj/82dAj0rq/AbsNJf1zwLOqqT8CeCJv7CpkiRJkuYiIuoCVwGbkpu8fUhEPJpS+rBMnZbA8cC6KaXvI2L5+W3Xjm1JkqRMiUzOmC5JkiQVr1of4/cARuWTVYiIe4BtyD1dOcuBwFUppe8BUkrfzm+jDkWiBfbbb7/Rt8869FmnC727d+S8s04D4O8H70/Xdi3p06srfXp15b13R5Rb7+1hQ1ix0SI8+siDALz37gg236g3vbt3ZIOenXn4wfuq+1CKyh03XsXWG3Vnqw27cfsNVwHw0fvvsmv/Ddlu03XYafP1ePftoQAMfv1lerRqynabrsN2m67D1ZecA8DU335jly03YLtNerLVht244sIza+x4isHaHdZk415d2HS97my+4ToAnHHScazfoz2brNuVA/bciSlTJgPw8ovP0a9PTzbu1YV+fXry6ssvzt7OIw/cy8a9urDJul3ZY8f+fDdpYk0cTtH56quv2GyTDencoQ1dOrblyssvA+D4f/+Lju1a0b1zB3becTsmT54MwPTp0/nbfvvQrVN7OrVvzQXnnVODrS8eY8Z8xdabb0zPru1Zp1sHrr3q8tnLrr/mStbu3JZ1unXglBP+Pbv8g/fepe+G67JOtw6s270Tv/32GwAPPXAfvXt0Zp1uHTj1xEqfaJMkzcerLz7LVht0ZoveHbnxqovmWD70zVfZefPedFq1Ec88/ki5ZePHfsVBu2/D1ht2ZZuNujH2qy+qqdXFrc0Ki3FK39U5dbM16LvmMnOt16npEly9QxtWbrTI7LJmSzbgmD6rcuKmq3HCJqtRUqdWd3YUlLdeeZ69+vVg977duOv6S+dYft8tV7PPluuw/9br8c99t+XrsV+VW/7zTz+w4wbtuPT0Y6upxcXvmaefolO7VrRv3ZILLzh3juVTp05l7z12pX3rlmzQuydfjB4NwKRJk9i870Ysv/QS/POIv1dzq4vfSy88w6a9OrLR2u249vIL51g++I1X2XqTdVir6RI8OfDh2eUfvv8OO27Rh37rd2XLPj14/JEHqrPZ+uOWjYihZV4HVVjeDCj7H+KYfFlZawJrRsRrEfFmRPSb306rLWM7Ik4AdgdKgZnAwSmltyJiEHBMSmloNbalEbB7SunqKt5PK+AWoAtwQkppziu5gDRo0ICHHnuWxRdfnOnTp9O/7wZsvOlmAJxy5rlsve0Oc6xTWlrK6Sf/hz4bbzq7rOGiDbny+ltYfY2WfD1+HBuvtzYbbdyXpRo1qq5DKRojP/6A++++lXsff4l69epz0B7bssEm/bjorBM59J/Hs/5GfXnp+ae56KwTue2BpwDo2qMX19xe/g9D/QYNuPm+x1lssdy53XO7TVl/w7507DrHE99aQPcPfIall1l29vv1N9yY4085k5KSEs465T9cefH5nHDa2Sy9zLLc+t+HWLFJUz7+8AP22LE/wz78nBkzZnDy8Ucz6M0RLL3Mspx58vHccsM1HH3cSTV4VMWhpKSEc8+/iM5duvDjjz/Sa+2ubLzJpmy8yaaccdY5lJSUcMLx/+aC887hrHPO48EH7mfqtKkMHfEev/zyC507tGHnXXZjlVVXrelDKWgldUs44+wL6Ng5dx426t2DPhttwoRvv+HJxx7l5TeH06BBAyZ8m/uSfsaMGRx8wD5ce+OttOvQke8mTaJevXp8N2kSp5zwb158dTDLLrcchx64Hy+9+DwbbLhxDR9h7Va7kzlUSIzxCz/Gh1zMftaJR3P93QNYsUkzdu2/ARtuuiWrr9lqdp0mzVbijIuv5bbrLp9j/f8ceRAHHv4veq2/Eb/8/BNRx/ypPyuAXTo14fJXv2DyL9P590ar8e74H/n6x2nl6jUoqcOGayzN55N+mV1WJ2DfHs24dchYxk6ZymL161I6M1XzERSn0tJSLjv9WC68+UGWW6Eph+y0Cetu1I9V1/j9WmnZuj3XPfA8iyzakAH/vZnrLjyVUy65afbymy87h47detVE84tSaWkp/zzi7wx84hmaNW/Oer16sGX/rWndus3sOrfdchONGjXivY9Gcv9993DSCcdx+133sMgii3DSKafz4Qfv8+EH79fgURSf0tJSTj3uKG677zFWbNqM7Tdbj40325KWa7WeXadps5U4/7LrufGay8qtu+iiDbnwyhtZdbU1+ObrcWy76bqst+EmLLlUo2o+isJTwzH+xJRStz+5jRJyE773AZoDL0dE+5TS5LmtUC0RR0SsA/QHuqSUOgCbUL6Xvro1Ag6thv18B/wDKPhgFyAiWHzxxYFcBuP06dPn+5jDDddeSf9ttmPZZZebXbZ6yzVZfY2WAKzYpCnLLbccEydOqLqGF7FPR35Ch87dWXTRhpSUlNC9Z2+ee/JRIoKff/wBgJ9+nMLyKzSZ53YigsUWy53bGTOmM2P69Br/H7HYbLDRppSU5L5L7NJ9bcaPGwtAuw6dWLFJUwDWat2G3379lalTp5JSIqXELz//TEqJH3/8gRVWnPd51IJp0qQJnbt0AWCJJZagVavWjBs3lk027Tv7HPVYuydjx4wBctfHLz//zIwZM/j111+pX78+Syy5ZI21v1is2KQJHTv/fh7WXKsV48eN5eYbr+OIo4+lQYMGACy3fG5YtRefe4a27drTrkNHAJZeZhnq1q3L6NGfsfrqa7Dscrm/MxtsuDEDBzxcyR4l/dWM8Ysjxgd4b8RQVl51NVZapQX16tdn86134MVnHitXp9lKq7BW63ZzxP+f/u9jSktn0Gv9jQBouNjiLLpow2pre7FadelFmfDzNCb9PJ3SBMPGTKFj0yXmqLdVm+V49n+TmF6m47r1CoszdspvjJ0yFYCfp5Vit/Zf4+N3h9Ns5RY0XWlV6tWvz0ZbbMdrzz9Zrk7nnuuxSP4aaNOxGxO+Hjd72Sfvj+C7SRPotm6f6mx2URs6ZDCrrb4GLVZbjfr167Pjzrvw2MAB5eo8NvBR9thrHwC2235HBr34PCklFltsMXqt25sGiyxS2ab1J7wzfCirtFidlVdtQf369dly2x157qnyf1ear7wKrdq2p06FL0NbrN6SVVdbA4AVVmzKMssu79PLxWEssFKZ983zZWWNAR5NKU1PKX0O/I9cR/dcVddX6U3I9dxPBUgpTUwpjatYKSL6RsQbETE8Iu6PiMXz5V0j4qWIGBYRT0dEk3z5oIi4LCJGRMT7ETFHemlEtI2Iwfk67+YHIj8XWD1fdkFELB4Rz+f3+15EbFNm/ZPyM3a+GhH/jYhj8uWrR8RT+Ta9ks/cKCel9G1KaQgw/a/5GGteaWkpfXp1pfVqTemz4SZ07b42AGefdjIb9OzMiccdzdSpuQBq/LixPDFwAPv97ZC5bm/40MFMmzadFqutXi3tLzYtW7Vh2FuvM/m7Sfz66y+8/MIzjB83huNOO48LzjyRjbqtxQVnnMCRx582e50Rwwaz3SY9OWjP7Rj5ye9DGZWWlrLdpuvQu0MLeq2/ER27dK+JQyoKEbDb9lvSr09P7rz1xjmW33PnrWy4yWZzlD/+6MO069iJBg0aUK9ePc656Ao27t2VLq1XZeQnH7PbXvtVR/Mz5YvRoxkx4m2691i7XPntt97MZv02B2D7HXak4WKL0WKlJqy52socedQxLL300jXR3KL15RejefedEXTtvjafjhzJG6+/yiYbrEP/zTZk+LAhAIwaNZKIYIetN6dPr+5cfvEFAKy22hqMHPk/vvxiNDNmzODxxwYwdkxN9qtJmWKMXyS+/Xo8Kzb9/WngFZo045uvxy/QuqM/G8kSSy7FkQfuzk791uWiM0+gtLS0qpqaGY0WLeH7X37/Ffv+1xkstWi9cnVWarQIjRvW4/2vfypXvvzi9UkJ/t57ZY7bqAWbzmMYEy2cCd+MZ7kmv18ry63YlAnfzP1aefyBO+mxfu4pspkzZ3L1eSfzf8eeNtf6Wnjjxo2l+UrNZ79v1qw548eOnbNO81x/WklJCUsuuRSTJk2q1nZmzTdfj6NJmb8rKzZtxjdfzxEizNc7w4cwffo0Vl51tb+yeaoZQ4CWEdEiIuoDuwKPVqjzCLlsbSJiWXJDk3w2r41WV8f2M8BKEfG/iLg6IjaoWCHf4BOBTVJKXYChwD8joh5wBbBjSqkrcDPlZ7dvmFLqRC474+ZK9n0IcFm+Tjdyvf/HAZ+mlDqllP4F/AZsl9/vhsBFkdMd2AHoCGyeX3+W64HD8206BvjDjzxGxEGzxqCZNLF2fwtVt25dBr0+jHc/Hs3wYUP46MP3OfG0s3hj+Ps889KbfP/dd1xxSa6z4YR/H83Jp589x7dvs3z99XgOPXA/Lr/mhrnW0byt3rIVfzvsKP62+zYctMe2tGrbnrp16nLP7Tdy3Knn8sLQT/j3Kedy0tG55KU27Tvx3OAPefi5N9ljv0M4fP/dZm+rbt26PPzsG7w49BPee3soIz/+oKYOq+A9/OSLPP3SW9x5/6PceuO1vPnaK7OXXXbhuZSUlLD9zruVW+eTjz7k7FP/w3mX5MZJnz59OrfffB1Pv/QWwz8aTeu27bjikvOr9TiK3U8//cRuO+/ABRddypJlMrDPO+cs6paUsOvuewAwZPBg6tapy2dfjuOjkZ9z2aUX8fln8/zbqoXw008/sc/uO3P2+Rez5JJLMmPGDCZ//z3PDnqd0846j/332o2UEjNmzODNN17j+pvv4InnXuKxgY/w0ovP06hxYy667Er233s3tth0A1ZeeRXq1q1b04dV60VEjb1UVIzx56FsjP/9d7U7xv8zSktLGT74DY4+8Sz++9hLjPlyNAPuv7Omm1X0Atihwwo8+O43cyyrG8HqyzbklsFjueil0XRsugRrLbdY9Tcy45559D4++WAEux5wOACP3H0TPTfYhOVXrDikrKTKfPvNeI75+98499Lr7DNaQLU5xk8pzQD+DjwNfATcl1L6ICJOj4it89WeBiZFxIfAi8C/Ukrz/BaqWn4zUko/AV2Bg4AJwL0RsW+Faj2BNsBrETEC2AdYBVgLaAc8my8/kVy6+iz/ze/jZWDJyI2tV9YbwH8i4t/AKimlXytpYgBnR8S7wHPkBi9fAVgXGJBS+i2l9CMwECByWSa9gPvzbbqOXMbKH5JSuj6l1C2l1G2ZZZed/wq1wFKNGtF7/T688OwzrLhiEyKCBg0asPte+zJ8aC677p23h3HQfnvSpe0aDBzwEP8+6nCeyD8S9OMPP7D7jlvzn1NOp1uPnjV5KAVvh9324YGnXuWOh55hyaUas+pqazDg/rvZdItcUlK/rbbnvRHDAFh8iSVnDzmywcabMWPGdCreaC25VCN6rLs+rwx6rnoPpIjM+mZ62eWWZ/P+2zBieO6auPfu23numSe48vrbyv3HP27sGA7Yaycuu+ZmVm2Re3rhg/feAWDVFqsTEWy17Y4Me+uNaj6S4jV9+nR223kHdtltD7bdbvvZ5XfcditPPP4Yt95+1+xzdN89d9N3s37Uq1eP5ZdfnnXWWZdhw6ptyNiiNn36dPbZfSd23GU3ttpmOwCaNmtG/623JSLo2q0HderUYdLEiTRt1pxe667HMssuS8OGDdl0s815Z8TbAPTbYiuee+kNnnnxNdZYc63Zw11JqlrG+PNWNsZvvHTtjvGXX7EJX4/7PcPxm/FjF3gItBWaNGWtNu1ZaZUWlJSUsNFm/fkwH8foj5v86wwaN/w9Q7vxoiVM+fX3DO4GJXVoumQDjlp/Fc7otwYtll6UQ3qtxMqNFuH7X6czauIv/DytlOmliQ++/omVGjvUwl9huRWaMGH879fKhK/HsVwlwz4OfX0Qd157MWdffRf16+eGV/twxFAevutGdtmoE9ecfwrPDLiX6y4ye/vPatq0GWO+GjP7/dixY2jSrNmcdfJP9M2YMYMffpjCMsv4JENVWmHFprOH3wT4etxYVlix6QKv/+OPP/C3Pbbnn8efSuduzv1VLFJKT6SU1kwprZ5SOitfdnJK6dH8zyml9M+UUpuUUvuU0j3z22a1feWRUipNKQ1KKZ1Croe+4kyDATybz7DolD+IA/LlH5Qpb59S6lt20xV3VWG/dwNbA78CT0TERpU0bw9gOaBrPuvjG2Bef/nrAJPLtKlTSqn1POoXhYkTJjBl8mQAfv31Vwa98Bwt11yLr/OPKaaUeOKxAbRq0xaAYe+PZPgHoxj+wSi22mZ7zrvkCrbYahumTZvGPrvvyM677VnphJNaOJMm5iZWGzf2K557cgBbbrczy6+wIkPeyGUJv/nqIFbJd5ZO+PYbUspdIu++PZSZM2fSqPEyfDdpAj9MmQzAb7/+yusvv8Bqq69Z/QdTBH75+Wd++vHH2T+/9MJzrNW6LS8+9zTXXH4Rt979IIs2/H3cySlTJrP3Ltvyn1POonvP3yeRWbFJU0Z+8jGT8uPPvzzoedZYa46nofUHpJQ45MADWKtVa4446p+zy595+ikuvuh8Hnj4URqWOUfNV16ZQS++AMDPP//M4MFvspbn4k9LKfGP/zuQNddqzWH/OGp2+ZZbbcMrLw8CYNTI/zFt2jSWWXZZNt6kLx9+8D6//PILM2bM4PVXXqZV69yf3lkTTE7+/ntuvv5a9tr3gGo/noISuSGTauql4mKMXxzadezKF6M/ZcyXo5k+bRpPPvogfTbdcoHX/fGHKXw3KRezvPXaS6ze0r+Tf9YX3//K8ovXZ5mG9agb0LX5Urw77vchR36bMZNjH/sfJz01ipOeGsXn3/3Kta9/xZeTf+PDb36i6ZINqFc3qBPQcrmGfP3D1Bo8muKxVvvOjPniM8aP+YLp06bxwhMP02ujzcvVGfnhu1x8ytGcffVdNF7m97mmTrzwOu578V3ufWEE/3fsafTdZhcOPvqU6j6EotO1W3c+HTWS0Z9/zrRp03jgvnvZsv/W5eps2X8r7rrjNgAefugBNuizkU+RVbEOnbvyxWej+OqL0UybNo3HH3mAjTdbsL8r06ZN49B9d2W7nfZg8622q+KWFpGMxvgl1bGTiFgLmJlSGpkv6gR8UaHam8BVEbFGSmlURCxGLqviE2C5iFgnpfRG/rHFNVNKs8ZJ2AV4MSJ6A1NSSlMq7Hs14LOU0uURsTLQAXgHKDvzxlLAtyml6RGxIbksEoDXgOsi4hxyn1V/4PqU0g8R8XlE7JRSuj9y/yN2SCkVdWrCN9+M5+8H78/M0lJmzkxss/2O9N18S7bbclMmTZxAStCuQwcuuHTeT2wOeOh+3njtFb77bhL33HU7AFdcexPtO3SqhqMoPkccuAeTv/+OeiX1OPGsi1lyqUacdsGVnHPysZTOmEH9RRbhtPOvAOCZxx/mnttvpKRuCQ0WWZSLrr6ViGDCN99w/JEHMXNmKTNnzqTfVtvTZ9PN57NnVWbChG84YM+dASgtncG2O+zKhptsxrpdWjN16jR23W4LALp068F5l1zFLTdcw+jPP+WS88/ikvNzT2D/96HHWbFJU4469gS233Jj6pXUo9lKK3PJ1XOO162F9/prr3H3XXfQrl171u7aCYDTzjybo4/6B1OnTqV/v02B3ASSV1x9LYf832Ec9Lf96NKxLSkl9tpnP9p36FCDR1Ac3nrjNe797520adue9Xt2BeCkU89gj7334/BD/kavbh2pX78+V19/MxFBo8aNOfTwI9l4/Z4Ewaab9aNvv1xwfPy/juL9998F4F/HncgaLf1iTqoOxvjFo6SkhP+ccSGH7LktpaUz2W6XvVhjrdZceeGZtO3QmQ37bsn7I4ZxxIG78+OUybz03JNcffFZPPL8EOrWrcvRJ57F33bdipQSbdp3Ysfd963pQyp4MxPcO+Jr/t57ZepE8MboyYz/cSr92yzHF9//ynvjf5rrur9On8kLI7/j3xu1gAQffP3THONw648pKSnhiJPO418H7MTMmaVsvsPutGjZipsvP4e12nVi3Y0255oLTuHXX37mlCP3B2CFJs05+5q7arjlxaukpISLLr2Cbfr3o7S0lL333Y82bdpyxmkn06VLN7bcamv22e8A/rbf3rRv3ZLGSy/NbXf8d/b6rddswY8//MC0adMYOHAAjz7+NK1bt6nBIyoOJSUlnHLOxey369aUlpay0257s2arNlx63um069iFTfr15923h/J/++3KD5Mn88IzT3DZBWfy1MvDeOLRBxny5qtM/n4SD917BwDnXX49bdp1rOGjUm0Us7I3q3QnEV3JjaHXCJgBjAIOSilNjIhBwDEppaH5TIvzgAb5VU9MKT0aEZ2Ay8kFpyXApSmlG/LrjgA2AOoB+6eUBlfY93HAXuQmd/ka2D2l9F1E3E0uAH4yv8+BwOLkxv3rCWyeUhodEacCu5PL8PgWeCq/7xbANeQeT6wH3JNSOr3CvlfMb29JYCbwE9AmpfTD3D6rTl26pudefmtBPlZVkwlmN9RKS5V5NFO1x9KL16/pJqiCX6c5gVdts1HvtXl7+NAay2tYfKVWqdMRN9TU7nntX+sPSyl1m39N1XbG+Ase47ft0CXd+8TLC/Kxqppc/daXNd0EVWKXdivWdBNUie4tGtd0E1TB+Mm/1XQTVMG2fdflvRHDjfGrWbVkbKeUhpEbr66yZX3K/PwC0L2SOiOA9eey+TtTSkfOY9/nkpshvWL57hWK1pnLJi5MKZ0aEQ2Bl4Fh+fU/B/rNbb/5Ol9TfqxASZKkGhXg47f6SxjjS5Ik1Q5ZjfGrpWO7wF0fEW3Ijcd3W0ppeE03SJIkSdKfYowvSZJU4Aq6Y7tsJkgV7qNi1ockSVJBy2I2hwqHMb4kSdLCy2KMX6emGyBJkiRJkiRJ0sKwY1uSJEmSJEmSVFAKeigSSZIkLbwMPqUoSZIkFbUsxvhmbEuSJEmSJEmSCooZ25IkSRmTxYllJEmSpGKWxRjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJClLIpsTy0iSJElFK6MxvhnbkiRJkiRJkqSCYsa2JElShgSRyYllJEmSpGKV1RjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJCljMviUoiRJklTUshjjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlTJ0sPqcoSZIkFbEsxvhmbEuSJEmSJEmSCooZ25IkSRmTwWQOSZIkqahlMcY3Y1uSJEmSJEmSVFDs2JYkSZIkSZIkFRSHIpEkScqQCIgsPqcoSZIkFamsxvhmbEuSJEmSJEmSCooZ25IkSRlTJ3vJHJIkSVJRy2KMb8a2JEmSJEmSJKmg2LEtSZIkSZIkSSooDkUiSZKUMVmcWEaSJEkqZlmM8c3YliRJkiRJkiQVFDO2JUmSMiaDyRySJElSUctijG/GtiRJkiRJkiSpoNixLUmSJEmSJEkqKA5FIkmSlCEBBBl8TlGSJEkqUlmN8c3YliRJkiRJkiQVFDO2JUmSMqZO9pI5JEmSpKKWxRjfjG1JkiRJkiRJUkGxY1uSJEmSJEmSVFAcikSSJClLIojI4HOKkiRJUrHKaIxvxrYkSZIkSZIkqaCYsS1JkpQxGUzmkCRJkopaFmN8M7YlSZIkSZIkSQXFjm1JkiRJkiRJUkFxKBJJkqQMCaBOFp9TlCRJkopUVmN8M7YlSZIkSZIkSQXFjO1apk4Ei9Tz+4baZOnF69d0E1SJVbe7sKaboEqMfviYmm6CKqiTvS/ta71EqukmSKpmDerVYdXlGtZ0M1TGqX1b1nQTVIlV9rqlppugSnxxx3413QRVsFTDejXdBFVQ1xuvGmHHtiRJUsZk8ClFSZIkqahlMcY3NViSJEmSJEmSVFDM2JYkScqYyGI6hyRJklTEshjjm7EtSZIkSZIkSSoodmxLkiRJkiRJkgqKQ5FIkiRlSEQ2J5aRJEmSilVWY3wztiVJkiRJkiRJBcWMbUmSpIypk8V0DkmSJKmIZTHGN2NbkiRJkiRJklRQ7NiWJEmSJEmSJBUUhyKRJEnKmOw9pChJkiQVtyzG+GZsS5IkSZIkSZIKihnbkiRJGRMZnFhGkiRJKmZZjPHN2JYkSZIkSZIkFRQ7tiVJkiRJkiRJBcWhSCRJkjIkgDrZe0pRkiRJKlpZjfHN2JYkSZIkSZIkFRQztiVJkrIkIpMTy0iSJElFK6MxvhnbkiRJkiRJkqSCYse2JEmSJEmSJKmgOBSJJElSxmTwKUVJkiSpqGUxxjdjW5IkSZIkSZJUUOzYliRJkiRJkiQVFIcikSRJypgszpguSZIkFbMsxvhmbEuSJEmSJEmSCooZ25IkSRkSQJ3sJXNIkiRJRSurMb4Z25IkSZIkSZKkgmLHtiRJkiRJkiSpoDgUiSRJUsZkcWIZSZIkqZhlMcafa8d2RFwBpLktTyn9o0paJEmSJKlKGONLkiSpWMwrY3totbVCkiRJ1SZ7uRwqwxhfkiSpCGUxxp9rx3ZK6bay7yOiYUrpl6pvkiRJkqSqYIwvSZKkYjHfySMjYp2I+BD4OP++Y0RcXeUtkyRJklQljPElSZJU6BZk8shLgc2ARwFSSu9ExPpV2ShJkiRVjQiok8GJZTSHSzHGlyRJKgpZjfHnm7ENkFL6qkJRaRW0RZIkSVI1McaXJElSIVuQjO2vIqIXkCKiHnAE8FHVNkuSJElVJYPJHJqTMb4kSVIRyWKMvyAZ24cAhwHNgHFAp/x7SZIkSYXJGF+SJEkFbb4Z2ymlicAe1dAWSZIkSdXAGF+SJEmFbr4Z2xGxWkQMjIgJEfFtRAyIiNWqo3GSJEn660VEjb1UOxjjS5IkFZcsxvgLMhTJ3cB9QBOgKXA/8N+qbJQkSZKkKmWML0mSpIK2IB3bDVNKd6SUZuRfdwKLVHXDJEmSVDUiau6lWsMYX5IkqYhkMcaf6xjbEbF0/scnI+I44B4gAbsAT1RD2yRJkiT9hYzxJUmSVCzmNXnkMHJB7qx+94PLLEvA8VXVKEmSJElVwhhfkiRJRWGuHdsppRbV2RBJkiRVvSCo45ggmWWML0mSVHyyGuPPK2N7tohoB7ShzLh7KaXbq6pRkiRJkqqWMb4kSZIK2Xwnj4yIU4Ar8q8NgfOBrau4XZIkSaoKNTipzIIkkUTEIhExOCLeiYgPIuK0fHmLiHgrIkZFxL0RUT9f3iD/flR++apltnV8vvyTiNisTHm/fNmo/DjTmWOML0mSVERqeYxfVebbsQ3sCGwMfJ1S2g/oCCxVpa1SrfR/Bx1Ai5VWpEeXDrPLTjj+WLp0aEPPbp3YbeftmTx5MgD3/vcuevXoMvu15KIlvPvOCH788cdy5as0W55/H3NUDR1R8SgtLWWT3t3Zc+dtATjqsIPYaN2ubNirCwfstQs///QTAG+89gqbrteDZksvysBHHpy9/ldffsGm6/Vg497dWH/tjtx20/U1cRgF7eO7/o8hNxzAm9ftz6tX7wvACXv35tN7/86b1+3Pm9ftz2Y9Vgdg6SUX5amLdmfCY0dzyeF9y21n5w3bMOSGAxh8wwEMOGcXlllyUQAaL7EIj52/K+/ddjCPnb8rjRZfBC28itfKLCccexSrNW08+/3crhWA0086jvXX7sh63dtzwrFHkVKqjqYXnd9++43N+vSiT6+urNejI+eddRoAr7z0Ihuv14P11+7E3w/enxkzZpRb7+1hQ2nSeM7z8uMPP9CxVQuOO/qIajsGVZmpwEYppY5AJ6BfRPQEzgMuSSmtAXwPHJCvfwDwfb78knw9IqINsCvQFugHXB0RdSOiLnAVsDm5bOXd8nWzxhhf5Tz7zFN0bt+ajm3W5KILzptj+dSpU9lnz13p2GZNNlxvHb4YPRqAF557lvXW6c7aXTuy3jrdeenFF6q55cXrhWefpleXtqzdsTWXX3z+HMunTp3KgfvuztodW9Nvw3X58ovRs5d98P67bLHxeqzfoyMb9OzMb7/9Vo0tL26bdm7OO1ftzPvX7MIx23ecY/lKyy7GU2f0542Lt2fwpTuwWdeVZi87ZodOvH/NLrxz1c5s0ql5dTa7qHmt1E7PP/s0PTu3pXvHVlx2UeXn5W/77E73jq3YbMNec5yXzTfqTe/uHVl/7U6eF83VgnRs/5pSmgnMiIglgW+Bleazzhwi4oR81s27ETEiItbOlw+KiG4Lu70/IyIaRcSh1bCfPfLH+15EvB4Rc/7VKyB77LUPDz/6RLmyjTbahMHD3+XNoSNYo+WaXHTBuQDsstsevD54OK8PHs4NN9/Gqqu2oEPHTiyxxBKzy18fPJyVV16FrbbZriYOp6jccM0VtFyr1ez3p59zIS+8NowXXx9O85VW5ubrrwagWfOVuOyaG9lup13Lrb/Cik147LlXeP7VoTz5/GtccekFfD1+XLUeQzHod/Td9Dz4ZnofeuvssiseGEzPg2+m58E38/TgTwH4bdoMTr/lZY6/tvyNX906wQWHbUK/o++mx4E38f7n33LItl0BOGa3dRg0fDTt97mOQcNHc8xuPavtuIpJxWsFYMTwYUyZ/H25srldK0PeeoMhb73Bi68PZ9CbIxgxfCivv/pylbe7GDVo0IAHH3uGQa8P44XXhvLic88w+K03OPyQA7j+5jt5+a0RNF9pZe69+47Z65SWlnLGKf+hz0abzrG9c888lXV69a7OQ1AVSTk/5d/Wy78SsBHwQL78NmDb/M/b5N+TX75xRES+/J6U0tSU0ufAKKBH/jUqpfRZSmkacE++btYY4//x/RRVjA+5/1+PPuJwHhrwOENGvM8D993Dxx99WK7O7bfeTKNGjXnnw/9x2OFHcPKJuYcdlll2We57cABvDXuH6268hQMP2KcmDqHolJaWctzRR3D3gwN5Zcg7PPzAvXzycflzcvftt9CoUWPeeucjDj7sH5xxyn8AmDFjBocduC8XXHolLw9+h4cff4569erVxGEUnTp1gksP7s02pz9J58PvZ6f11qBV80bl6vx75y48+NqnrPPPh9j7wue57OBcfNKqeSN26r06XQ6/n61Pe5LLDulNnTrZGw/3r+a1Ujvlzss/uOehgbw25F0efuCeOc7LXbffTKNGjRjyzsccctgRnH7y7+fl0L/twwWXXcWrQ97hkSee97xorhakY3toRDQCbiA3i/pw4I2F2UlErAP0B7qklDoAmwBfLVxT/1KNgCoPeoHPgQ1SSu2BM4CCToPtvd76NG68dLmyjTftS0lJbqj27j3WZtyYMXOsd/+997DDTrvMUT5y5P+Y8O23rNt7vappcEaMGzuG555+kj323n922RJLLglASolff/119nMhK6+yKm3adaBOnfKXfv369WnQoAEAU6dNJc2cWU2tz6ZffpvO6++P4bfp5TNRI4KIYLFFcn+0l2hYn/GTcn07/Xu15M5n3gPgzmfeY6t116zeRheByq6V0tJSTj/5OE46/Zxyded2rUQEU3/7jWnTpjF16lSmT5/OcssvXy3tLzYRweKLLw7A9OnTmT5jOnXr1KVevfqs3jL3+91no014bMDDs9e58dqr2HLr7Vh2ueXKbeudt4cz4dtv6LPxnB3eqtys/29q4gUsGxFDy7wOqqR9dSNiBLnO1meBT4HJKaVZ/3GOAZrlf25GPq7ML58CLFO2vMI6cyvPGmP8P66oYnyAoUMGs9rqq9NitdWoX78+O+y0C48NfLRcnccHDmD3PfcGYNvtd2TQiy+QUqJjp840adoUgNZt2vLbr78yderUaj+GYjN86BBarLY6q7bInZNtd9iZpx4fWK7OU48PZOfd9gJgq2134NVBL5JSYtDzz9KmbXvats9957L0MstQt27daj+GYtS95XJ8On4Ko7/5kekzZnL/q5/Sf+1Vy9VJCZZctD4ASy1Wn/Hf/QxA/7VX5f5XP2XajJl88e2PfDp+Ct1bLldxF1pIXiu10/Chg1m13HnZhScfK39ennx8ILvs/vt5eWVQ7u/Ki88/S5t27WnneVloNRzj14j5dmynlA5NKU1OKV0LbArsk39ccWE0ASamlKbmtzkxpTRHOmhE9I2INyJieETcHxGL58u7RsRLETEsIp6OiCb58kERcVk+O+T9iOhRyTbbRm6cxhH5zIqWwLnA6vmyCyJi8Yh4Pr/f9yJimzLrnxS5MRhfjYj/RsQx+fLVI+KpfJteiYhWFfedUno9pTQrDfBNoKifNbrjtlvYdLN+c5Q/9MB97LTLrnOUP3jfvWy/0841egEUg5OOO5qTTj+HqNABd8Shf6N9y5UYNfITDjj4sPluZ+yYr9iwVxe6tlmNw448hhWbNK2qJhellGDg+bvy2jX7sv+WnWaXH7JtVwbfcADXHrPFfIcPmVE6kyMue4ohN/6Nz+47nNarLMutT74DwPKNF+PrfFD89Xc/s3zjxarsWIpVZdfKzddfzWab92eFFZss0Da69ehJr/X60HGtlem41spsuPGmrLlW66pqctErLS1lw3W70Wb1Zmyw4cZ06dad0tIZjBg+DICBjzzEuLG5PrLx48byxGMD2O9vB5fbxsyZMznlhGM59aw5H5tXrTUxpdStzGuOTsGUUmlKqRO52KkHMEecpT/HGN8Yv6zx48bSrPnvCfvNmjVj/Lix5eqMGzeO5vk6JSUlLLXkUkyaNKlcnQEPP0jHTl1mJ0zoj/t6/FiaNv/9V6tp02Z8Pa785TV+/Fia5euUlJSwxJJL8d13k/h01Egigl223ZJN1uvBlZdeWK1tL2ZNl16MMRN/nv1+7KSfabZ0+bj8rHuGsmufloy6cXcePmlz/nnD6wA0W3oxxkz8qdy6TZc2pv+zvFZqp/Hjx9GsWZnz0qwZ48eX/7vy9bhxs//2lJSUsORSS/HdpEl8Oup/RAQ7bbsFG/XuzhWXeF40d3Pt2I6ILhVfwNJASf7nhfEMsFJE/C8iro6IDSrZ37LAicAmKaUuwFDgnxFRj9ykNjumlLoCNwNnlVm1Yf7G59D8sooOAS7L1+lGLivnOODTlFKnlNK/gN+A7fL73RC4KHK6AzuQG3Nw8/z6s1wPHJ5v0zHA1fP5DA4AnpxPnYJ1wblnU1JSwi677VGufMjgt1i0YUPatG03xzoP3H8vO+08Z4e3FtwzTz3OssstT8fOc16Sl119I+988gUt12zFgIfun++2mjVfiRdfH84bb3/EfXffwYRvv6mKJhetjY+8g16H3MK2x9/Hwdt0Yd32K3HDwOG02eta1j7oJr7+7ifOPWSjeW6jpG4dDtyqCz0PvpnVdr6C9z+bwL92W6fSuo7rvHAqu1a+Hj+OgY88uEBf/Mzy+aejGPm/j3n7w88Z8dFoXn15EG++/mpVNDkT6taty4uvDeWdjz7n7WFD+fijD7ju5js56fhj2KxPLxZffHHq5LMzTjzuaE467ew5suhvueFaNu7bj6bNCr5fSZVIKU0GXgTWARpFREl+UXNg1t3RWPJDaOSXLwVMKlteYZ25lWeCMb4xflX56MMPOPmE47nsymtquimZV1o6g7fefJ2rb7qNR58exBMDB/DyIMc+ry47r7cGd77wCWv87W62O+NJbjpywxqdWE1z57VSO5XOKOWtN17n2htv57FnXuKJgY94XjRXJfNYdtE8ls0a53CBpJR+ioiuwHrkgsp7I+K4lNKtZar1JDeBz2v5DN765B6HXAtoBzybL68LjC+z3n/z+3g5IpaMiEb5m6BZ3gBOiIjmwEMppZGVZAgHcHZErA/MJPc46grAusCAlNJvwG8RMRAgn2XSC7i/zLbmmpYQERuSC3orHfwzco/gHgSw0korz20ztdadt9/Kk08+zmNPPjtH9vWD99/LjpV0Xr/37jvMmDGDzl26Vlczi9KQN1/nmScf4/lnn2Lqb7/x048/cNiB+3DVDbmhRuvWrcu2O+zMVZddxG57Lth4hys2aUqrNm158/VX2WrbHaqy+UVlXD77YsLkX3j01f/RvVUTXnvv96exb378HR46a6d5bqPjGisA8Pn4yQA8MOgjjsl3bH/7/c+suHQua3vFpRdjwuRfquAoildl18oGa3eifoMG9Oycy7j+9Zdf6NmpNW+O+Giu23nisQF07d6DxfJDaGy06WYMHfwmPR3b+U9ZqlEj1l1vA1547hkO+8c/Gfj0iwC8+PyzfPrpSCA33MjB++8JwKRJE3n+maeoW1LCkMFv8tYbr3Hrjdfx808/MW36NBZbfDFOOu3sGjueQrAgY9HVlIhYDpieUpocEYuSyyY+j1wH947kxsTeBxiQX+XR/Ps38stfSCmliHgUuDsiLgaaAi2BweTivpYR0YJch/auwO7VdXy1gDG+Mf4cmjRtxtgxv8ctY8eOpUnT8iP0NG3alDFjvqJZ8+bMmDGDKT9MYZlllsnVHzOG3XbegetuupXVVl+9WtterFZs0qzcMI/jxo1lxabln6hs0qQZY8eMoWmz3Dn58YcpLL30MjRp2ox1evVmmWWWBWCTvv147523Wb/PAl/emotx3/1M82V/z7JutsxijP3u53J19tlkLbY5Pfd911uffMsi9eqy7JKLMPa7n2m+7OLl1h1XYV0tPK+V2qlJk6aMHVvmvIwdS5Mm5f+urNi0KWPHfDX7vPwwZQpLL7MMTZs1o2ev3iyzbP68bLY5747wvCyI2hzjV5W5HnNKacN5vBb6tyn/SOmglNIpwN/JZUmUFcCz+QyLTimlNimlA/LlH5Qpb59S6lt20xV3VWG/dwNbA78CT0REZW3fA1gO6JrP+vgGmNeYAXXIjfPYqcyr0mfRI6IDcCOwTUppUmV1UkrXz3oct+K4obXds888xaUXX8i9DzxCw4YNyy2bOXMmDz14PztWMr72/ffdY7b2X+CEU8/i7Y8+Z+h7I7n25jtZd/0NufL6W/n801FALqv36SceY42Wa81zO+PGjsmNxQ1M/v57Br/xGmu0dAznBdVwkXosnh9Hr+Ei9dikWws+GD2RFcs8WrhN7zX5cPSEeW5n3MQfabXKsiy71KIAbNy1BZ98ORGAx18fyZ592wOwZ9/2PPb6yKo4lKJV2bXyyZff8t7Irxj63kiGvjeSRRs2nGenNuSebHjj1VeYMWMG06dP541XX2HNtRwh4Y+YOHECUyZPBuDXX3/lpRefp2XLtZgw4VsgN0v6lZdeyD7754ZfHvre/xj2/kiGvT+SrbbZnvMuvpwt+m/DtTfdztsffsqw90dy6lnnsfOue9qpXfiaAC9GxLvAEHLx4WPAv8ll+o4iN4b2Tfn6NwHL5Mv/SS5rl5TSB8B9wIfAU8Bh+Xh0BrlY9GngI+C+fN1MMMY3xq9M127d+XTUKEZ//jnTpk3jwfvvZcv+W5Wrs0X/rbn7ztsBeOShB9igz4ZEBJMnT2bH7bbitDPPZp1e69ZE84tS567d+OyzUXwxOndOHnnwPjbbon+5Optt0Z/7/pubZHngIw/Se4M+RAQbbtyXjz58n19++YUZM2bw+muvOHTaX2ToyAms0WQpVll+CeqV1GGn3qvz+OAvytX5asJP9OmQ68Bbq3kjFqlflwlTfuPxwV+wU+/VqV9Sh1WWX4I1mizFkJHzvj/Q/Hmt1E6du3bn80/Lnpd76bdl+fPSb4v+syeKz52XDSs/L6++zJqtPC+q3Lwytv8yEbEWMDOlNKsnphPwRYVqbwJXRcQaKaVREbEYuayKT4DlImKdlNIb+ccW1yxzA7ILuZuf3sCUlNKUCvteDfgspXR5RKwMdADeAZYoU20p4NuU0vR85sUq+fLXgOsi4hxyn1V/4PqU0g8R8XlE7JRSuj9yKR0dUkrvVNj3ysBDwF4ppf8t/CdXu+y31+688spLTJo4kbVWX5n/nHgKF19wHlOnTmWbLTcDchNIznr88LVXXqZZ85Vosdpqc2zr4Qfu54EBj1Vr+7MipcQ//u8AfvzxB1JKtG3XgfMuvhKAt4cNZf89d2Ly5O959snHueCc03n5rXcY+cnHnHrisUQEKSX+7/B/0rpt+xo+ksKxfOPFuPe07YHccCL3Pv8hzw75jJuO24oOqy9PAr74egqHX/L7k8of3/V/LNGwAfXr1WWrdVvS/9/38PEXkzj79ld59pI9mV46ky+/mcJB5z8OwIX3vMmdJ23LPpt35MtvprDnGY/UwJFmx9yula223YHXXh7Ehut0hgg22mQz+m7ef/4b1By++Xo8hx9yAKWlpaSZM9l6ux3pu/mWnHricTz71OPMnDmTfQ84mPU22LCmm1p0Amr1/BYppXeBzpWUf0ZuvO2K5b8BlT4Sk1I6i/LDW8wqfwJ44k83NuOM8Ysjxofc2KYXXno52261OTNLS9lrn/1o3aYtZ552Cp27dmXL/luz9777c+D+e9OxzZo0Xnppbrn9bgCuv+YqPvt0FOedfSbnnX0mAAMee8rJlf+kkpISzrngUnbdbktKS2ey21770Kp1W84781Q6dulKvy22Yve99+PvB+3L2h1b06hxY6675U4AGjVuzCGHHUG/PutABJv07cem/bao4SMqDqUzE0fd8BoDT9mcunXrcNtzn/DRV99z0m5dGT5qIo8P+YLjbnmTqw9bn8O3ak8iceDlgwD46KvvefC1z3j7yp2ZUTqTI69/jZkzHV7wz/JaqZ1KSko458LL2HnbLZk5s5Td9tqXVq3bcu6Zp9Kpc1f6bbkVe+y9P4ceuC/dO7aicePGXH/LXUDuvPzf34+k7wbrEPnz0tfzMl+1PcavKlEd47TmH1G8gtxM5TOAUcBBKaWJETEIOCalNDSfaXEevz/yd2JK6dGI6ARcTi44LQEuTSndkF93BLABUA/YP6U0uMK+jwP2AqYDXwO7p5S+i4i7yQXAT+b3ORBYnNy4fz2BzVNKoyPiVHKPp34DfAs8ld93C+AacllF9YB7UkqnV9j3jeSyVmYF+DNSSmXH8JtDl67d0suvD55XFVWzn6eW1nQTVIlVt3MCidpo9MPH1HQTVEGd7MU2td6mG/RkxPBhNXZmVlijXdrlwgdqavdcsV3rYfOLh1QYjPGN8QvZL9OM8WujVfa6paaboEp8ccfCzi2sqlYngx2Ytd0m669tjF8DMX61ZGynlIaRG6+usmV9yvz8AtC9kjojgPXnsvk7U0pHzmPf55KbIb1iecWxFCufoQ0uTCmdGhENgZeBYfn1Pwf6zW2/+Tp/A/42rzqSJElSITLGlyRJUk2ab8d2/hG8PYDVUkqn5x+9W7Fi1kQRuz4i2pAbj++2lNLwmm6QJEnSn2Emv4zxjfElSVJxyWKMvyAZ21eTm0V8I+B04EfgQSrJuqhuZTNBqnAfFbM+JEmSpEJnjC9JkqSCtiAd22unlLpExNsAKaXvI6J+FbdLkiRJVSSL2RyagzG+JElSEclijF9nAepMj4i6QAKIiOXIZXdIkiRJKkzG+JIkSSpoC9KxfTnwMLB8RJwFvAqcXaWtkiRJklSVjPElSZJU0OY7FElK6a6IGAZsDASwbUrpoypvmSRJkv5yEZCbN1BZZowvSZJUPLIa48+3Yzs/Q/ovwMCyZSmlL6uyYZIkSZKqhjG+JEmSCt2CTB75OLmx9wJYBGgBfAK0rcJ2SZIkqYpkcWIZzcEYX5IkqYhkMcZfkKFI2pd9HxFdgEOrrEWSJEmSqpQxviRJkgrdgkweWU5KaTiwdhW0RZIkSVINMMaXJElSoVmQMbb/WeZtHaALMK7KWiRJkqQqlcF5ZVSBMb4kSVJxyWKMvyBjbC9R5ucZ5Mbje7BqmiNJkiSpGhjjS5IkqaDNs2M7IuoCS6SUjqmm9kiSJKkKBVAni+kcms0YX5IkqbhkNcaf6xjbEVGSUioF1q3G9kiSJEmqIsb4kiRJKhbzytgeTG6svRER8ShwP/DzrIUppYequG2SJEmS/lrG+JIkSSoKCzLG9iLAJGAjIJHLbk+AQa8kSVIBmusje8oSY3xJkqQiksUYf14d28vnZ0t/n9+D3VlSlbZKkiRJUlUwxpckSVJRmFfHdl1gccoHu7MY9EqSJBWoDM4ro98Z40uSJBWhLMb48+rYHp9SOr3aWiJJkiSpqhnjS5IkqSjMa/iVDPbzS5IkSUXNGF+SJElFYV4Z2xtXWyskSZJULSKCOll8TlGzGONLkiQVmazG+HPN2E4pfVedDZEkSZJUtYzxJUmSVCzmNRSJJEmSJEmSJEm1zryGIpEkSVIRyuBTipIkSVJRy2KMb8a2JEmSJEmSJKmgmLEtSZKUMXUymM0hSZIkFbMsxvhmbEuSJEmSJEmSCood25IkSZIkSZKkguJQJJIkSRkSQJ0sziwjSZIkFamsxvhmbEuSJEmSJEmSCood25IkSRkTUXMvSZIkSX+92h7jR0S/iPgkIkZFxHHzqLdDRKSI6Da/bdqxLUmSJEmSJEmqEhFRF7gK2BxoA+wWEW0qqbcEcATw1oJs145tSZIkSZIkSVJV6QGMSil9llKaBtwDbFNJvTOA84DfFmSjTh4pSZKUJQF1HBJEkiRJKh41H+MvGxFDy7y/PqV0fZn3zYCvyrwfA6xddgMR0QVYKaX0eET8a0F2ase2JEmSJEmSJOmPmphSmu+Y2HMTEXWAi4F9F2Y9O7YlSZIyJjBlW5IkSSomtTzGHwusVOZ983zZLEsA7YBBkZuNckXg0YjYOqVUNhO8HMfYliRJkiRJkiRVlSFAy4hoERH1gV2BR2ctTClNSSktm1JaNaW0KvAmMM9ObbBjW5IkSZIkSZJURVJKM4C/A08DHwH3pZQ+iIjTI2LrP7pdhyKRJEnKkKDGJ5aRJEmS9BcqhBg/pfQE8ESFspPnUrfPgmzTjG1JkiRJkiRJUkExY1uSJCljans2hyRJkqSFk8UY34xtSZIkSZIkSVJBsWNbkiRJkiRJklRQHIpEkiQpYyIy+JyiJEmSVMSyGOObsS1JkiRJkiRJKihmbNcyAZTU9fuG2mSphp6P2ujbx/9d001QJT6f8HNNN0EVrNlkiZpugiqoW8OZFEE2J5aRalpdL7xaZclF69V0E1SJD2/cu6aboEqssukJNd0EVfD9q+fXdBNUgTF+zbDHTpIkSZIkSZJUUOzYliRJkiRJkiQVFIcikSRJypKADM4rI0mSJBWvjMb4ZmxLkiRJkiRJkgqKHduSJEmSJEmSpILiUCSSJEkZUyeLzylKkiRJRSyLMb4Z25IkSZIkSZKkgmLGtiRJUoYEUCd7yRySJElS0cpqjG/GtiRJkiRJkiSpoNixLUmSJEmSJEkqKA5FIkmSlDEZnFdGkiRJKmpZjPHN2JYkSZIkSZIkFRQztiVJkjIlqEMG0zkkSZKkopXNGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKUOCbE4sI0mSJBWrrMb4ZmxLkiRJkiRJkgqKGduSJElZElAng9kckiRJUtHKaIxvxrYkSZIkSZIkqaDYsS1JkiRJkiRJKigORSJJkpQxdbI4s4wkSZJUxLIY45uxLUmSJEmSJEkqKGZsS5IkZUgAGUzmkCRJkopWVmN8M7YlSZIkSZIkSQXFjm1JkiRJkiRJUkFxKBJJkqSMyeLEMpIkSVIxy2KMb8a2JEmSJEmSJKmg2LEtSZIkSZIkSSooDkUiSZKUMRl8SlGSJEkqalmM8c3YliRJkiRJkiQVFDO2JUmSMiQws0GSJEkqJlmN8bN4zJIkSZIkSZKkAmbHtiRJkiRJkiSpoDgUiSRJUpYERBZnlpEkSZKKVUZjfDO2JUmSJEmSJEkFxYxtSZKkjMleLockSZJU3LIY45uxLUmSJEmSJEkqKHZsS5IkSZIkSZIKikORSJIkZUgAdTI4sYwkSZJUrLIa45uxLUmSJEmSJEkqKGZsS5IkZUz2cjkkSZKk4pbFGN+MbUmSJEmSJElSQbFjW5IkSZIkSZJUUByKRJIkKWMyOK+MJEmSVNSyGOObsS1JkiRJkiRJKihmbEuSJGVKEFlM55AkSZKKVjZjfDO29ZeYPHkyu+2yIx3btaJT+9a8+cYbnHbKSXTv3IG1u3ai/+Z9GTduXE03MzO++uorNttkQzp3aEOXjm258vLLAPjuu+/Yst+mtGvdki37bcr3339fwy0tTocefACrrbwia3ftMMeyKy69mCUXrcukiRMBmDJlCjvvsDW9enSmR5f23Hn7LbPrbrf15qy04tLstP1W1db2YnLyMYfSp/NqbL/J2rPLnnnsYbbb+P/bu+84K6r7/+OvDyz2AnaaDZQqIMXeWyxgF7vYYjSxfzX6UxNbjEZjTTT2WKOIDbBhxV4oYm8kaARsWFBEBdbz++MOuCxYw+6de+f19LEPdufO3Dn3fty97zlz5swa9FhhcV55YfQc27w34V3W6tiSay+7aNayrdbpyk6br0X/Lddl9202nLX8jVdfYu/tN2WnzdfisP36M+WLzxv2BRXIbw7cn+VbLUOvHl1nW37J3/9G964d6dm9Cycc//sytU6SqtP9w+6je5eOdO20Cn89+6w5Hv/mm2/Ye4/d6NppFTZYdy3eefvtWY+d85cz6dppFbp36cgD9w9rxFZXt/uH3Ue3Lh3o0rE953xPTfbaY1e6dGzP+uusOUdNunRsT7cuHazJPPboQ/ez6Vrd2LhPF/5x4TlzPP7cU0/Qb5O1WWW5RbhnyO2zPbZv/23p3m45Dthjx8ZqbiFsvtaqvDDwWF4e9HuO2XujOR5vu2xz7rv4Nzx97RE8d8NR/GrtjgDUNG3CFX/oz4gbjuL5m/+PY/bZuJFbXt38G6bG0Ggd2xFxYkS8EhEvRsSYiFgzWz48Ino3VjuyfTaPiN82wn62q/N6R0bEeg29z3I55qgj2GKLLXnh5dd5btQLdOzUiaP+71hGPP8iz44aw1Zb9+XMP51W7mYWRk1NDWedfS7Pv/gqjz7xDJddejGvvfoqfz37LDbaZFNefu0tNtpk07ketOh/t+feA7h98D1zLB//7rs89ND9tG27/KxlV1x2CR07duap557nnmEPc8LxxzJt2jQAjjjqGC6/6tpGa3e12W6XPfnHdbMfTLTv0JnzL7+RXmuuO9dt/nraCay30eZzLL9y4N3cct+T3HT3o7OWnfr7Qzni+FO57YFn2GTLflxz2YXz9gUU2N4D9mXwXffNtuzR4Y9w19DBPDfqBUa/8ApHHn1MmVonqS4zfnVk/NraWo464lDuHHoPo194hUEDb+a1V1+dbZ1r/nkVzVs05+XX3uKww4/kpBOOB+C1V1/l1lsGMmrMywy+616OPPx31NbWluNlVJXa2lqOPPx3DB56L8+/+CqDbr5pzppcfRUtmrfgldfHctgRR3HiCccBpZoMGngzo194hSF33ccRh/3WmswjtbW1nHz8kfzz5sEMe/J5ht4xiLfeeG22dVq1acvZf7ucbXfadY7tf33oUZx3yVWN1dxCaNIkuOCYHdjuqKtYffdz2WWLHnRccZnZ1jluv0257aEXWHvAhexz0o1c+PvtAdhp027MP18NffY6n3UGXMSBO6zJ8i1blOFVVB//hqmxNErHdkSsDfQFeqaUugGbAe82xr6/R3OgwUMv8BDQPaXUA9gfuLIR9tnoJk+ezBNPPMa++x8AwHzzzUfz5s1ZbLHFZq0zdeqXhbwkolxatmzJ6j17ArDooovSsWMnJk6cwF1DB7PX3gMA2GvvAQwdcmcZW1m91l1vA1osscQcy//f74/m9DP+MtvvQkTwxZQvSCkx5csptGixBDU1pVmiNtp4UxZZdNFGa3e16bXmuizWfPZguvIqHVix3SpzXf/hYXfRevkVaLdqx5/0/O+M+/esDvK119+Yh+4Z8r81WLOst/4GLFHvd+jyy/7BMb8/nvnnnx+AZZZZZm6b6icISgGwXF+qHmb86sn4I0c8R7t27Vlp5ZWZb7752Ln/rtw1dPBs69w9dMisHLnDTjsz/JGHSClx19DB7Nx/V+aff35WXGkl2rVrz8gRz5XjZVSVEc/NXpNddt1tjprcNXQwe2Y12XGnnRn+8Hc12WXX3WaryYjnrMm88MLoEaywYjuWX3El5ptvPvpuvwsP3HvXbOu0WX4FOnVZjSYx56feuhtszMKLmO/npT6d2/Lv8ZN4e+InTJ9Ry6AHXqDvBl1mWyelxGILLwDA4osswHsffZ4th4UWnI+mTZuw4PzNmDa9li++/LrRX0M18m9Y4ytqxm+sfbcEJqWUvgFIKU1KKc0xL0VEbBERT0fE6IgYFBGLZMt7RcSjETEqIoZFRMts+fCIuDAbLfFyRKwxl+fsEhHPZeu8GBGrAGcB7bJl50TEIhHxULbflyJiuzrb/yEi3oiIJyLipog4JlveLiLuy9r0eETM0ROSUpqSUkrZjwsDqf461eDtceNYaqmlOeiA/Vir9+occtCBfPnllwCc/IcTab9SW26+6Ub+cIojtsvhnbffZsyY5+mzxpp8+MEHtGzZEoDllluODz/4oMytK467hw6mZavWrNat+2zLDzr4d7z5+uusunIb1u7dnb/89XyaNLHrp7FN/XIK//zH+Rx85PFzPhjBwXttz25bb8CtN343VUy7VTvyyP13A3D/3Xfy/nsTGqu5hTT2zTd58onHWX+dNdl8kw0ZOWJEuZskyYwPVZLxJ06YQOs2bWb93Lp1GyZOnDCXddoCpasDF1t8cT7++GMmTpxAm2w5QKvWrZk4wc/E/1X997V16zZMqPe+Tpw4gTZt56zJhAlzblu/nvpl3n9vIi1bf/e70rJVaz4wA5ZVq6UXZ/yHk2f9POHDybReerHZ1jnjygfY7VerM3bICdxx3v4cfW6pg/X2h19k6lfTGHfXSbw5+AQuuPExPv38q0Ztf7Xyb5gaS2P1ntwPtI2INyPikojYsP4KEbEUcBKwWUqpJzASODoimgF/A3ZOKfUCrgbOqLPpQtloid9mj9V3MHBhtk5vYDxwPPDvlFKPlNKxwNfADtl+NwbOjZI+wE5Ad2CrbPuZLgcOy9p0DHDJ3F54ROwQEa8Dd1Ma0TG3dQ7KLmMc+dGkj+a2Sq7NmDGDMc+P5te/OYRnRj7PQgsvPGuKi1NPP4Ox495lt9335NJL/l7mlhbPlClT2L3/Tpxz7gWzjaCH0khhR9E3jqlTp/LXs8/ixD+eOsdjDz0wjNW6defN/4zniWdHc+xRh/P5587V3Nj+cf6Z7HXA71ho4UXmeOya24Yx8J7Hufi62xh43RWMevZJAE495xIGXncFu229AVOnfEGzZs0au9mFMqN2Bp988gmPPfkMfz7rHPbaoz/f9Svp55r5GVCOL1UVM/5PzPiTKjDjS1K16L9FD264ZxTtt/0zOxx9NVedshsRQZ8uban9NrFy3z/RacczOWKPDVix1ZxX3kqVoogZv1E6tlNKU4BewEHAR8DAiNi33mprAZ2BJyNiDDAAWAHoAHQFHsiWnwS0qbPdTdk+HgMWi4jm9Z73aeCEiDgOWCGlNLfTbwH8OSJeBB4EWgPLAusCg1NKX6eUvgCGAkRplMk6wKCsTZdRGrEyt9d+R0qpI7A9cPr3rHN5Sql3Sqn30kstPbdVcq11mza0btOGNdYs3aBth512Zszzs9+Ubdfd9+TOO24rR/MKa/r06ezefyd23X1Ptt+hdHOSZZZdlvfeew+A9957j6W9lL9RjPvPv3nnnXGsu8bqdO2wMhMmjGf9tXvzwfvvc8P117DtdjsQEbRr154VVlyJN994vdxNLpyXnh/JBWf+ka3W6cqNV/+DK//+V2665jIAll2uFQBLLrU0m/yqLy+PGQXASu1X5bIbB3PzPY+x5XY702aFlcrW/iJo3boN2++wY+kgZI01aNKkCZOym7BKKg8z/k/P+EvlPOO3at2aCePHz/p5woTxtGrVei7rlGaamTFjBp9PnsySSy5Jq1atGT/+uxloJk6YQKvWs2+rn6/++zphwnha13tfW7Vqzfh356xJ69Zzblu/nvpllmvZivcmfPe78t7ECSzb0ve2nCZ+NJk2yyw+6+fWyyzOhI9mHyg0oF8fbnvwBQCeffm/LDBfDUs1X4j+W6zO/U+/wYzab/no0y95+sW36dWpDfrf+TdMjaXRrndPKdWmlIanlE4GDqU0SqKuAB7IRlj0SCl1TikdkC1/pc7y1VJKW9R96vq7qrfffwHbAl8B90TEJnNp3p7A0kCvbNTHB8ACP/BymgCf1WlTj5RSpx95/Y8BK2ejVqrKcsstR5s2bXnzjTcAGP7wQ3Ts1Jmxb701a527hgxm1Q4/bd5a/e9SShz86wPo0LETRxx19Kzl2/TdlhuuL92M8Ibrr6Vvv+2+7yk0D3Xpuhr/+e/7vPzGf3j5jf/QunUbHn96JMsutxxt2y7P8OEPA/DhBx/w1ptvsNJKK5e5xcVzzW3DuPepl7n3qZfZc/9DOPDQY9h9398wdeqXfDnlC6B0r4CnH3+Y9h1Kf+4/zkbfffvtt1xx0TnsstcBZWt/EfTbdnseHf4IAG+9+SbTpk1jqaWq7iNVQES0jYhHIuLVKN2U8Ihs+RIR8UBEvJX92yJbHhFxUUSMjdKUFD3rPNeAbP23ImJAneW9ojQ1xdhsW4eS/0Jm/OrI+L1692Hs2Ld4e9w4pk2bxq23DGSbvtvOts7WffvNypF33HYrG260CRHBNn235dZbBvLNN9/w9rhxjB37Fr37zDF7jH6m3n1mr8mggTfPUZNt+m7LjVlNbr/tVjbc+LuaDBp482w16bOGNZkXuq3em7fHjeXdd95m2rRp3HXnIDbbcptyN6vQRr42nvZtl2KFli1oVtOUXTbvzt2Pz36Twnc/+IyN+rQHoMOKy7DAfM346NMvGf/BZ2zUux0ACy3QjDW6Ls8b73zY6K+hGvk3TI2lpjF2EhEdgG9TSjN7OnsA79Rb7Rng4ohon1IaGxELUxpV8QawdESsnVJ6OrtscdWU0ivZdrsCj0TpbuSTU0qT6z5pRKwM/CeldFFELA90A14A6t6xYXHgw5TS9IjYmNIoEoAngcsi4kxK71Vf4PKU0ucRMS4idkkpDcoOhrqllF6ot+/2lC6HTNlB1vzAxz/7DawA513wN/bbZ0+mTZvGiiuvzOVX/pNDfnMgb735Bk2iCcuvsAIXXXxpuZtZGE89+ST/uvF6unZdjTV79QDg1D/9mWN+fzx77d6fa/95FcsvvwI33HRLeRtapfbbZw+eePxRPp40iY7tlueEP5zMPvvOvdPz98efxMEH7cdavbuTUuLUM85kyayz7lebbsibb77Ol1Om0LHd8vz90ivYbPNfNeZLqWjHHbofI59+gs8+/ZjN1+jIIUefwOLNW3DWH4/l008mceh+u9Ch82pcesOd3/scn3z0IUcdtCdQGkWw9fa7sO5GmwNw3+BB3HzdFQBsuuW2bN9/rwZ/TUWxz1678/ijw5k0aRLtVmzDH/54KgP225/fHLg/vXp0Zb5m83Hl1dc6rcX/IOfv3Azg/1JKoyNiUWBURDwA7As8lFI6KyKOpzTtxHGUppJYJftaE/gHsGZELAGcTGmaiZQ9z5CU0qfZOr8GngXuAbYE7m3E11gVzPjVk/Framo474K/se02W1L7bS37DNiPzl26cNopf6Rnr9707bct++53AAfsuw9dO61CixZLcN0NNwHQuUsXdtx5F3p270JN0xrOv/DvNG3atMyvqPLV1JTey37b/Ira2loG7Lv/nDXZ/wD233dvunRsT4sWS3D9jTcDpZrstEt/Vu/WmZqaGi646GJrMo/U1NRwypnnM6B/P779tpZddh/Aqh07c/5Zp7Faj55stmVfXnh+JIcM2JXJkz/jofvv4cKz/8SwJ0pXNPfvuyn/GfsmX345hXW6teOsCy5lg002L/Orqmy1td9y1F8HM/TCA2napAnX3jWC18Z9wB9+vQWjXx/P3Y+/yvEX3sUlJ+zMYbutT0rw69MHAnDprU9x+Un9GfWvo4kIrr9rJC+Pfb/Mr6g6+DesPHKe8RtENMb8lBHRi9Ices0pHayMBQ5KKU2KiOHAMSmlkdlIi79QCocAJ6WUhkRED+AiSuG0BrggpXRFtu0YYEOgGbB/Smm2W6VmBz57A9OB94E9UkqfRMS/KAXge7N9DgUWoTTv31rAVimltyPiFGAPSiM8PgTuy/a9EqWDopbZvm9OKZ1Wb9/HAftk+/4KODal9MQPvVe9evVOTz478kffU6nops/4ttxN0FyM++jLcjdB9azactEfX0mNat01ezNq1Miy5c52nbuns/5Vvj7c/qu3HpVS6v3ja5ZExGDg79nXRiml96J0k8HhKaUOEXFZ9v1N2fpvABvN/Eop/SZbfhkwPPt6JJtGgojYve56+unM+D894/fs1Ts9+Yw3vc0TT47m03uffV3uJmguOvf9Y7mboHo+feLscjdB9Zjxf17Gn1caZcR2SmkUpfnq5vbYRnW+fxjoM5d1xgAbfM/T35BSOvIH9n0WpTuk11++R71Fa3/PU/w1pXRKRCwEPAaMyrYfR2l0z/dKKf2FUqCWJElSyVIRUfcs/uUppcvntmJErAisTmlk9bIppfeyh96nNFcylEb/vltns/HZsh9aPn4uy/UzmfElSZJUTo3SsV3hLo+IzpTm47s2pTT6xzaQJEnKrSj7SMVJP2U0R3Yjv9uAI7MpImY9lk0B0fCXHaqamfElSVL1KH/GL4uK7tiuOxKkAfdRf9SHJEmSGlA23/JtwI0ppduzxR9ERMs6U5HMvLvTBKBtnc3bZMsmUJqOpO7y4dnyNnNZXzlhxpckSdJP0aTcDZAkSVLjCUoBsFxfP9q+0lCTq4DXUkrn1XloCDAg+34AMLjO8n2iZC1KNxp8DxgGbBERLSKiBbAFMCx77POIWCvb1z51nkuSJEmqOHnP+A2lokdsS5IkqeqsS+mmgC9FxJhs2QmU5lO+JSIOAN4B+meP3QNsTenGhVOB/QCyGwmeDsy8Y99pKaVPsu9/C1wDLEjpJoPlu9OOJEmSpF/Ejm1JkiTlRkrpCUqDTuZm07msn4Dffc9zXQ1cPZflI4Gu/0MzJUmSJJWZHduSJEkFU8Qby0iSJEnVrIgZ3zm2JUmSJEmSJEkVxRHbkiRJBVO8sRySJElSdStixnfEtiRJkiRJkiSpotixLUmSJEmSJEmqKE5FIkmSVDAFvK+MJEmSVNWKmPEdsS1JkiRJkiRJqiiO2JYkSSqQAJoU8tYykiRJUnUqasZ3xLYkSZIkSZIkqaLYsS1JkiRJkiRJqihORSJJklQwRbyxjCRJklTNipjxHbEtSZIkSZIkSaoojtiWJEkqlCAKeGMZSZIkqXoVM+M7YluSJEmSJEmSVFHs2JYkSZIkSZIkVRSnIpEkSSqYIt5YRpIkSapmRcz4jtiWJEmSJEmSJFUUR2xLkiQVSABNCnhjGUmSJKlaFTXjO2JbkiRJkiRJklRR7NiWJEmSJEmSJFUUpyKRJEkqkijmjWUkSZKkqlXQjO+IbUmSJEmSJElSRbFjW5IkSZIkSZJUUZyKRJIkqWCKeJmiJEmSVM2KmPEdsS1JkiRJkiRJqiiO2JYkSSqYoIDDOSRJkqQqVsSM74htSZIkSZIkSVJFsWNbkiRJkiRJklRRnIpEkiSpQAJoUryrFCVJkqSqVdSM74htSZIkSZIkSVJFccS2JElSwRTxxjKSJElSNStixnfEtiRJkiRJkiSpotixLUmSJEmSJEmqKE5FIkmSVDBRvKsUJUmSpKpWxIzviG1JkiRJkiRJUkVxxLYkSVLBFPHGMpIkSVI1K2LGd8S2JEmSJEmSJKmi2LEtSZIkSZIkSaooTkUiSZJUIAE0Kd5VipIkSVLVKmrGt2M7ZxJQ+20qdzNUx7QZ35a7CZqLIt7ttxKs2nLRcjdB9Qx9eWK5m6B6PvtqermbIKmRpQTfmClz5fOvZpS7CZqL+Wu8qDyPPn3i7HI3QfUsufs/y90E1fP1uEnlbkIh2bEtSZJUKFHIG8tIkiRJ1auYGd/ToZIkSZIkSZKkimLHtiRJkiRJkiSpojgViSRJUpGE9ymQJEmSqkpBM74jtiVJkiRJkiRJFcWObUmSJEmSJElSRXEqEkmSpIIp4FWKkiRJUlUrYsZ3xLYkSZIkSZIkqaI4YluSJKlAAmhSxDvLSJIkSVWqqBnfEduSJEmSJEmSpIpix7YkSZIkSZIkqaI4FYkkSVLBFO8iRUmSJKm6FTHjO2JbkiRJkiRJklRRHLEtSZJUNEUcziFJkiRVswJmfEdsS5IkSZIkSZIqih3bkiRJkiRJkqSK4lQkkiRJBRNFvE5RkiRJqmJFzPiO2JYkSZIkSZIkVRRHbEuSJBVMFG8whyRJklTVipjxHbEtSZIkSZIkSaoodmxLkiRJkiRJkiqKU5FIkiQVTAGvUpQkSZKqWhEzviO2JUmSJEmSJEkVxRHbkiRJRVPE4RySJElSNStgxnfEtiRJkiRJkiSpotixLUmSJEmSJEmqKE5FIkmSVCABRBGvU5QkSZKqVFEzviO2JUmSJEmSJEkNJiK2jIg3ImJsRBw/l8ePjohXI+LFiHgoIlb4sed0xLYkSVKRBETxBnNIkiRJ1SvnGT8imgIXA5sD44ERETEkpfRqndWeB3qnlKZGxCHA2cCuP/S8jtiWJEmSJEmSJDWUNYCxKaX/pJSmATcD29VdIaX0SEppavbjM0CbH3tSO7YlSZIkSZIkSb/UUhExss7XQfUebw28W+fn8dmy73MAcO+P7dSpSCRJkgomx1cpSpIkSfoFypzxJ6WUes+LJ4qIvYDewIY/tq4d25IkSZIkSZKkhjIBaFvn5zbZstlExGbAicCGKaVvfuxJnYpEkiRJkiRJktRQRgCrRMRKETEfsBswpO4KEbE6cBmwbUrpw5/ypI7YliRJKhrnIpEkSZKqS44zfkppRkQcCgwDmgJXp5ReiYjTgJEppSHAOcAiwKCIAPhvSmnbH3peO7YlSZIkSZIkSQ0mpXQPcE+9ZX+s8/1mP/c57diWJEkqlCDyPJxDkiRJ0s9UzIzvHNuSJEmSJEmSpIpix7YkSZIkSZIkqaI4FYkkSVLBRPGuUpQkSZKqWhEzviO2JUmSJEmSJEkVxRHbkiRJBRLZlyRJkqTqUNSM74htSZIkSZIkSVJFsWNbkiRJkiRJklRRnIpEkiSpaIp4naIkSZJUzQqY8R2xLUmSJEmSJEmqKHZs6xe7+G8X0mf11ejdoysXX3QBAJ988gn9ttqC7p1Xpd9WW/Dpp5/OWv+xR4ezdp/V6d2jK7/abKPyNLrKjB//LttutSlr9VqNtXt349KLLwLgrDNOpUv75dlgrV5ssFYvHrjvHgAG3fyvWcs2WKsXSy7SjJdeGMPUqVPZdcd+rLl6F9bu3Y1T//D/yvmyKtr48e/Sb8tNWavnaqzd67ua3Hn7razdqxtLLNyM50eNnLX+Jx9/TL8tN6XN0otz7FGHz/ZcfX+1CX26d2b9NXux/pq9+OjDDxv1tRTFRRecT8/uXejVoyv77LU7X3/9NW+PG8f666xJl47t2WuPXZk2bVq5m1kVJr0/gVN/vTNH7bgRR++0Mff860oApkz+lNMP3o3Dt12X0w/ejSmffwbAhHFjOXGffuyxxkoMue7S2Z7ryy8mc+4xv+bIHTbgqB035M0XSr9X159/OkfusAHH9N+Mc44+gC+/mNyor7FSRBn/k5RPD95/H326d6Zn1w6c/9e/zPH4N998w/57707Prh3YbIO1+e87b8/2+Lvv/pc2Sy/O3y44t5FaXP2GP3Q/G6+xGhv07swlF5wzx+PPPvU4W2+8FisvszB3D7l9tsduvel6NuzThQ37dOHWm65vrCYXwiMPDmP9Pl1Zt2cn/n7+nHX55ptvOHj/PVm3Zyf6brYe7/73bQCmT5/OEYccwKbr9GTDNbvxt/PObuSWV6/7h91Hty4d6NKxPeecfdYcj3/zzTfstceudOnYnvXXWZN33n571mPn/OVMunRsT7cuHXjg/mGN2Orqt3mP1jx/4Y68+Led+L/tV5vj8b8MWIOnz9mWp8/ZljEX7siEa/aY9dif9urNiPO2Z9T5O3DOfms2ZrMrWhEzfqN0bEfEiRHxSkS8GBFjImLNbPnwiOjdGG2o05bmEfHbRtjPvhHxUfZ6X4+Ioxp6n43plVde5pqrr+TRJ5/lmZFjuPeeu/n32LGcd85ZbLTJJrzw6ptstMkmnHdO6UPls88+46jDf8cttw1m5JiXuf5ft5T5FVSHmqY1nP7nc3hm1Evc/8iTXHX5P3j9tVcBOPjQI3jsmVE89swoNt9yawB22W2PWcsuvfIaVlhxJVbr3gOAQ484mmeff4VHnxrJs888xQPD7i3Xy6poNU1r+NOZ5/DM6Je4f/iTXHlZqSadOnfhupsGsc5668+2/vwLLMAJfzyV0/4892B7+dXX8fizo3j82VEsvcwyjfESCmXChAlccvFFPPnMSEaNeZna2loGDbyZE084jsOOOIpXXh9Li+YtuObqq8rd1KrQtGkNex99MuffPpwzrhvKsIHXMP7fb3LnPy9mtTXW46IhT7LaGutx5z8vBmCRxZuz33Gn02+f38zxXP88+4/0WGdjLrjjMc4Z+ACtV14FgG5rbcC5gx7mr7c8SMsVVuaOq//eqK9RKhIzfvVk/NraWo496nAG3XkXz4x+idsGDZyVKWe6/pqrWbx5C0a//AaHHHYkp5w0+0CIk447hs222LIxm13Vamtr+cPvj+DaWwbz4FNjGHL7Lbz5+muzrdOqTVvO/fsVbLfTrrMt/+zTT7jgnDMYfP/jDHngCS445wwmf/Yp+t/V1tZy4rFHcMOgITzyzAvcedvAOepy0/X/ZPHFm/Pk6Nf49SGHc8YpJwJw1523Me2bb3joqdHc98gz3HDNlbM6vfXL1dbWcuThv2Pw0Ht5/sVXGXTzTbz26ux/v665+ipaNG/BK6+P5bAjjuLEE44D4LVXX2XQwJsZ/cIrDLnrPo447LfU1taW42VUnSZNgvMOWIsdzrifXkfdwS7rrkzHNovPts5x1z7H2scOYe1jh3Dpva8x5Nl3AFhz1WVYq8MyrHnMYPr83530ar8U63derhwvQxWgwTu2I2JtoC/QM6XUDdgMeLeh9/sDmgMNHnozA1NKPYB1gRMjom0j7bfBvfH6a/RZYw0WWmghampqWG+DDRhy5+3cPXQIe+41AIA99xrAXUMGA3DLzf9i2+13oO3yywOwjB1088RyLVvSffWeACy66KKs2qEj702c8JO2vW3Qzey4c38AFlpoIdbfcGMA5ptvPrp178nEn/g8mt331aRDx06ssmqHOdZfeOGFWXud9VhggQUau6nKzJgxg6+++qr079SpLNeyJY8+8jA77rQzAHvuPYChQ+4sbyOrRIull2XlTqXRGgsuvAitV1qFTz56nxHDh7Fhv10A2LDfLox45D4AFl9iKdp36UHTmmazPc/ULz7ntdHPsskOuwNQ02w+Fl60FJS7r70hTWtKtxBZdbWefPLBe43y2qSiMeNXV8YfNfI5Vm7XjhVXWpn55puPHXfuzz13DZltnXvvHsLue+0NwHY77MSjwx8mpQTA3UMGs/yKK9KxU+dGb3u1GjN6BCuu1I7lVyzVpN8Ou/DAvUNnW6ft8ivSqctqNGky+2H9ow8/wPobbUrzFkuwePMWrL/Rpgx/6P7GbH7Ven7UCFZcuR0rZHXZbsf+DLtn9rrcf+9Qdtm99LuyzXY78sSjj5BSIiKYOvXLUub8+iuazdeMRRZdrBwvo6qMeO452rVrz0orl2qyy667cdfQwbOtc9fQwey5d6mfYseddmb4ww+RUuKuoYPZZdfdmH/++VlxpZVo1649I557rhwvo+r0br8U/3n/C97+cArTZ3zLrU/+h769l//e9XdZb2UGPTkOgERigfmaMl9NE+avaUKzpk34cPJXjdV0VZjGGLHdEpiUUvoGIKU0KaU0sf5KEbFFRDwdEaMjYlBELJIt7xURj0bEqIgYFhEts+XDI+LCbLTEyxGxxlyes0tEPJet82JErAKcBbTLlp0TEYtExEPZfl+KiO3qbP+HiHgjIp6IiJsi4phsebuIuC9r0+MR0fGH3oCU0sfA2Oy9qAqdO3flqSee4OOPP2bq1Kncf9+9jB//Lh9++AHLtSy9zGWXW44PP/wAgLFvvclnn37KlptvzHpr9eZfN1xXzuZXpf++8zYvvjCGXn1Kl+lcedklrLfG6hx68IF89umcIzTuuG0QO+6y2xzLJ3/2GcPuvYsNN9qkwdtc7erX5Jf43cEHsv6avTjnzD/NOnjUvNO6dWuOPOoYVl15eVZq25LFFluc1Xv2YvHmzanJOkdbt2njiZ4G8OHEdxn3xsu077o6kz+eRIullwWg+VLLMPnjST+y7X9ZrMWSXHLyUfx+ty249NRj+PqrqXOs9/Dgm+mx7sYN0v5KF1G+L1UNM34VZfz3Jk6kdevv+udbtW7DexNnL+fEOuvU1NSw2GKL88nHHzNlyhQuPO9sjjvhj43a5mr3/nsTadm6zayfW7ZqzfvvzfEr9v3btvpu2+V+xrb6Ye+/N5FWdX5XSnWZPSe+P3EirbLalX5XFuPTTz5mm+12ZKGFFmb1jiuwxmrtOfjQo2jRYolGbX81mjhxAm3afFeT1q3bMGHChDnXaVvn79fii/Pxxx8zYcKc25r7541WSyzE+I+/nPXzhE+m0nLJhee6btulFmbFZRZh+MulASnPvfkRj738Pv++fFf+fcVuPPjCBN6Y4PSCP0URM35jdGzfD7SNiDcj4pKI2LD+ChGxFHASsFlKqScwEjg6IpoBfwN2Tin1Aq4Gzqiz6ULZaInfZo/VdzBwYbZOb2A8cDzw75RSj5TSscDXwA7ZfjcGzo2SPsBOQHdgq2z7mS4HDsvadAxwyQ+9ARGxPLAA8OL3PH5QRIyMiJGTJn30Q0+VGx07deKoY37Pdtv8iu37bcVq3brTtGnT2daJCCL7v3vGjBmMeX40t915F3fedR9/+fOfeOvNN8vR9Ko0ZcoUBuzRnz+ffR6LLbYY+x94MKNffpPHnhnFcsstx0n/79jZ1h854lkWXHAhOnfpOtvyGTNmcOC+e3LQIYey4korN+ZLqDpTpkxhn937c2ZWk1/i8quv56kRY7jnweE8/dQTDPzXDfO4lfr000+5a+hgXntrHP/570S+nPolDwy7r9zNqnpfT/2Sc4/5NfsecyoLLbLobI/V/ez4PrUzahn3+ktsscs+nH3z/cy/4ELcWW/KkduvvJCmTWtYf+sd53n7JQFm/KrM+L/EX844lUMOO5JFFlmk3E2Rcm3MqBE0bdqU0a+9zTNj3uCyiy/gnbf/U+5mSWW3y7orc8czb/Ptt6WBXCsvtygd2izOqgffwiq/GciGXVuyTsdly9xK5VWDd2ynlKYAvYCDgI+AgRGxb73V1gI6A09GxBhgALAC0AHoCjyQLT8JaFNnu5uyfTwGLBYRzes979PACRFxHLBCSmlu1y4E8OeIeBF4EGgNLEvp0sLBKaWvU0pfAEMBslEm6wCDsjZdxveP0tg1e96xwCUppa/ntlJK6fKUUu+UUu+lllr6e54qfwbsdwBPPDOS+x96lBYtWtB+lVVZZpllef+90lm29997j6WXLk050rpNGzbdfAsWXnhhllpqKdZdf31eeumFcja/akyfPp0Be+zCzrvuTr/tdgBgmWWXpWnTpjRp0oR99juQ0SNHzLbN7YMGslP/Xed4riMPPZh27VfhkEOPaJS2V6uZNdllt93pt/0Ov/h5WrVuDZSmNNm5/+6MqldH/e8efuhBVlxxJZZeemmaNWvG9tvvyNNPPcnkzz5jxowZAEwYP55WrVqXuaXVY8b06Zx7zK9Zf6sdWHPT0vz/iy+5FJ9+VLrC59OPPmCxJZb8wedYctmWLLlMS1ZZrTTtz1qbbcO411+a9fjwIQMZ9diDHH7G33+0k7yoooxfqg5m/OrK+C1btWLChO9mkpk4YTwtW7WabZ1WddaZMWMGn38+mSWWXJKRI57j5BOPp1vHdvzj4os475yzuPwfFzdq+6vRci1b8d6E8bN+fm/iBJZr2eoHtqi37cTvtn3/Z2yrH7Zcy1ZMrPO7UqrL7DlxuVatmJjVrvS78jktlliSO269mY023YJmzZqx1NLL0GfNdXjh+dGN2v5q1KpVa8aP/64mEyaMp3Xr1nOu826dv1+TJ7PkkkvSuvWc25r7542Jn0ylTZ0R2q2XWIj36ozgrmvndVdi0BPjZv287Ror8NybH/Hl1zP48usZ3P/8eNZcNd+fo3lRxIzfKDePTCnVppSGp5ROBg6lNEqirgAeyEZY9EgpdU4pHZAtf6XO8tVSSlvUfer6u6q3338B2wJfAfdExNzmVtgTWBrolY36+IDSyIvv0wT4rE6beqSUOn3PugOzOQfXAc6KiKqa7f7DDz8E4N3//pfBd95B/932YOu+/bjxhmsBuPGGa9mm37YAbNN3O55+8klmzJjB1KlTGfHcc3To+H1vm36qlBKHH/JrVu3Qid8dftSs5TNPLgDcNeROOnXpMuvnb7/9lsG338qOO8/esX3GqX/g888n8+ezz2v4hlexlBKHzaUmP9eMGTP4eFJpOobp06cz7N676dS5y49spZ+rbdvlee65Z5g6dSopJR55+CE6durMBhttzO233QrAjddfS99+2/3IM+mnSClx6an/R+uV2tN37+9uCNl7wy14dOggAB4dOog+G/3qB5+n+VLLsORyrZj49lgAXnruCdqsvCoAY558hMHX/IPjLriG+RdcsIFeiSQw41NFGb9nrz78e+xY3nl7HNOmTeP2W29hq236zbbOllv346Ybrgdg8B23scGGGxMR3Pvgo7z4+r958fV/c8jvDufoY4/noEN+V46XUVW6r96bcf8Zy3/fKdVk6B2D2Hyrvj9p2w032ZzHHnmQyZ99yuTPPuWxRx5kw002b+AWF0OPnr0Z9+/v6jL49lvYol5dttiyL4NuKv2u3D34dtbdYCMigtZtlufJx4cDMPXLLxk98lnarzLnPXj08/Tu04exY9/i7XGlmgwaeDPb9N12tnW26bstN15f6qe4/bZb2XDjTYgItum7LYMG3sw333zD2+PGMXbsW/RZY44ZsPQLjBo7iXYtF2OFZRahWU0Tdl53Ze4eOeetOFZttTjNF56PZ9/8cNaydyd9yfqdl6Npk6CmabB+5+V43alI9D1qGnoHEdEB+Dal9Fa2qAfwTr3VngEujoj2KaWxEbEwpVEVbwBLR8TaKaWns8sWV00pvZJttyvwSESsB0xOKc32f3pErAz8J6V0UXapYDfgBaDudc+LAx+mlKZHxMaURpEAPAlcFhFnUnqf+gKXp5Q+j4hxEbFLSmlQlIaCdUspfe/w45TSyIi4HjgC+H/ft16l2XO3nfnk449p1qwZ5134d5o3b87Rxx7PPnvsynX/vJq2y6/Adf8aCJSmLtl8i1+xZq/uNGnShH33O4Au9abB0M/37NNPMvCmG+jcZTU2WKsXAH845XRuGzSQl158gYhg+RVW4LyL/jFrm6eeeIxWbdrMNtXIhAnjOffsM1mlQ0c2WqcPAAce/Fv22feAxn1BVeCZp59k4L9uoHPX1Vh/zawmp57OtG+mcdz/HcGkSR+x607bslq37tw25F4AunVsxxdffM70adO4Z+hgbht6L22XX4Gdtt2a6TOm821tLRtuvCkD9j+wnC+tKq2x5prssOPOrL1GT2pqaujefXUO+PVBbLX1Nuy9526cevJJdO+xOvvu7+/CvPDGmBE8dvdtLL9KJ47dtXSAvfuhx7P9fr/j/OMO5uE7b2Lplm046uxLAfhs0occv+dWfPXlFCKacM+NV3DebcNZaJFF2f+407nohMOYMWM6y7Rent+eWjopd9VfTmLGtG84/ZDSPQRWWa0nB530l/K8YKmKmfGrK+PX1NRw9nkXstO2W1NbW8ue++xLp85d+PNpJ9OjZ2+27tuPvffdn4MPGEDPrh1o0aIFV133r3I3u6rV1NRw2l8uYJ9d+lFbW0v/PQawasfOnHvmqXTr0YvNt+rLC6NHctA+uzJ58qc8OOwezj/rdB586nmat1iCw4/5f/TbbF0AjjjmBJo7l/M8UVNTw5/OvoA9durLt7W17LrnvnTo1Jlz/nwq3Xv0ZIut+7Hb3vtx+MH7sW7PTjRvsQSXXFXq5N73wIM56tBfs/HaPUgpsese+9C562plfkWVr6amhvMv/Dv9tvkVtbW1DNh3fzp36cJpp/yRnr1607fftuy7/wHsv+/edOnYnhYtluD6G28GoHOXLuy0S39W79aZmpoaLrjo4jmmWNUvU/tt4v+ueobBJ25B0ybBdY+8xWvjP+OkXVdn9L8ncU/Wyb3zuitx61PjZtv2jmfeZsOuLXnu3O1JwINjxnPvqHLen1p5Fg19M7KI6EVpDr3mwAxKl+wdlFKaFBHDgWOyULgJ8Bdg/mzTk1JKQyKiB3ARpXBaA1yQUroi23YMsCHQDNg/pTTb7Wsj4nhgb2A68D6wR0rpk4j4F6UAfG+2z6HAIpTm/VsL2Cql9HZEnALsQWmEx4fAfdm+VwL+QenyxGbAzSml0+rte1+gd0rp0OznVsBoYJXssse56tmrd3r8aacbyJNpM74tdxM0F84ukE8LNDMI5s3Ql71ZVN4cv8dW/PvVF8r2V6xL955p4D2PlWv3rNZm0VEppd4/vqbyzIz/8zL+6j17p0eefPYnvLNqLJ9/NaPcTdBc1DQx5OfREovMV+4mqJ4ld/9nuZuger5+6FRqP3nbjN/IGnzEdkppFKXL9Ob22EZ1vn8Y6DOXdcYAG3zP09+QUjryB/Z9FqU7pNdfvke9RWt/z1P8NaV0SkQsBDwGjMq2Hwds+X37zda5Brimzs8TgYq/TFGSJEky48/62YwvSZJUJg3esV3hLo+IzpTm47s2peSdHSRJUsULb+OoYjPjS5KkqlPEjF+xHdt1R4I04D7qj/qQJEmS1EDM+JIkSfqpmpS7AZIkSZIkSZIk/RwVO2JbkiRJP1/gDXglSZKkalLUjO+IbUmSJEmSJElSRbFjW5IkSbkREVdHxIcR8XKdZUtExAMR8Vb2b4tseUTERRExNiJejIiedbYZkK3/VkQMqLO8V0S8lG1zUUQRx7ZIkiRJlc+ObUmSpIKJMn79BNcAW9ZbdjzwUEppFeCh7GeArYBVsq+DgH9AqSMcOBlYE1gDOHlmZ3i2zq/rbFd/X5IkSVLFyXnGbxB2bEuSJCk3UkqPAZ/UW7wdcG32/bXA9nWWX5dKngGaR0RL4FfAAymlT1JKnwIPAFtmjy2WUnompZSA6+o8lyRJkqQK4s0jJUmSiqa8k28sFREj6/x8eUrp8h/ZZtmU0nvZ9+8Dy2bftwberbPe+GzZDy0fP5flkiRJUmUr4AR7dmxLkiSpMU1KKfX+pRunlFJEpHnZIEmSJEmVx6lIJEmSlHcfZNOIkP37YbZ8AtC2znptsmU/tLzNXJZLkiRJqjB2bEuSJBVMlPG/X2gIMCD7fgAwuM7yfaJkLWByNmXJMGCLiGiR3TRyC2BY9tjnEbFWRASwT53nkiRJkipWBWb8/5lTkUiSJCk3IuImYCNKc3GPB04GzgJuiYgDgHeA/tnq9wBbA2OBqcB+ACmlTyLidGBEtt5pKaWZN6T8LXANsCBwb/YlSZIkqcLYsS1JklQwkeMby6SUdv+ehzady7oJ+N33PM/VwNVzWT4S6Pq/tFGSJEnKmzxn/IbiVCSSJEmSJEmSpIpix7YkSZIkSZIkqaI4FYkkSVLBFPAqRUmSJKmqFTHjO2JbkiRJkiRJklRRHLEtSZJUNEUcziFJkiRVswJmfEdsS5IkSZIkSZIqih3bkiRJkiRJkqSK4lQkkiRJBRJAFPE6RUmSJKlKFTXjO2JbkiRJkiRJklRRHLEtSZJUJAFRvMEckiRJUvUqaMZ3xLYkSZIkSZIkqaLYsS1JkiRJkiRJqihORSJJklQwBbxKUZIkSapqRcz4jtiWJEmSJEmSJFUUO7YlSZIkSZIkSRXFqUgkSZKKpojXKUqSJEnVrIAZ3xHbkiRJkiRJkqSK4ohtSZKkQgmiiMM5JEmSpKpVzIzviG1JkiRJkiRJUkWxY1uSJEmSJEmSVFGcikSSJKlgonhXKUqSJElVrYgZ3xHbkiRJkiRJkqSK4ohtSZKkAonsS5IkSVJ1KGrGd8S2JEmSJEmSJKmi2LEtSZIkSZIkSaooTkUiSZJUNEW8TlGSJEmqZgXM+I7YliRJkiRJkiRVFEdsS5IkFUwUcTiHJEmSVMWKmPEdsS1JkiRJkiRJqih2bEuSJEmSJEmSKopTkUiSJBVMFO8qRUmSJKmqFTHj27GdM8+PHjVpkfmbvFPudswDSwGTyt0IzcG65I81ySfrkj/VVJMVyt0ASY1rzPOjJrVYqMaMr4ZiXfLHmuSTdcmfaqqJGb8M7NjOmZTS0uVuw7wQESNTSr3L3Q7NzrrkjzXJJ+uSP9Zk3irgYA6prMz4akjWJX+sST5Zl/yxJvNWETO+c2xLkiRJkiRJkiqKHduSJEmSJEmSpIriVCRqKJeXuwGaK+uSP9Ykn6xL/liTeSWKeWMZSfOEf4vzybrkjzXJJ+uSP9ZkXiloxo+UUrnbIEmSpEbSbfVe6Z6Hnyrb/tsuscAo51KUJEmS5p2iZnxHbEuSJBVOAYdzSJIkSVWteBnfObYlSZIkSZIkSRXFjm3NcxHRLPvX/79yJKKIsy1JkiRpXjDj55MZX5JUZE5FonkmC1VLAndHxHYppfcjIpITuZdVRCyUUpqaUkrWIx8iohWwMNAkpfRGudujkohoCywFfJtSesHfF1WroJg3lpH0y5jx88mMnz9m/Hwy46soiprxPduueSaVTALeAC6KiAX8wCiviOgK3BARu0KpRo7qKK+I6AjcA/weeCAititzk8SsutwN7AM8FhFb+Per/CJi5Yg4MCK2KXdbJKmozPj5Y8bPHzN+Ppnx88mMr3nJjm3NExGxZEQskv14HDAZ2L58LVJELAHcQOnsdLeI2BkMvuWUjeK4BTgvpfRr4HDgdxHRwpqUT1aXQcAFKaWjgJOBRSOiRXlbVmwR0QEYDHQHroyIo8vcJEkqHDN+/pjx88eMn09m/Hwy42tes2Nb/7Ms7L4OXBoR26aU3gNGARtFxHzZOv6/1vimUxoxsAfwIbBeROwcEU2y4Nu0vM0rpFbAJSml67KQ+xxQC0z3YKSslgCOSSldnf18OKXfm/siYu/yNau4sgOR+4HLUkqHUepEOTAiOtdbz9+ZXyjK+CWpMpjxc8uMnz9m/Hwy4+eMGb/hFTHjG0T0P0spTQHOBpoC/SPiLOB6oBvwx2ydb8vXwmJKKX0BPJFSGg9cBYwD1gN2zlZZuFxtK6qU0kjg3uz7lFKaCCRKI24AFi9X24ospfQypYBFdknvTSmlnYBjgL9HxHrlbF9BtQYeBxaOiCVTSs8CTwNbZgfvraD0e1TORkpSNTPj55MZP3/M+Plkxs8lM77mOTu29YtFRMs6P94FvEtp9MD8lM6GXg/sHhGblaF5AlJKU7N/pwD/BN4BukTEmcDrEdG6nO0ropTSO1Aa4RQRzYBls5/XBx6KiKU8Q9346oSn+1JKJ2bLHgf+QelvmhpRSmkEcAWwNHBQRBwDbA0sA/wBuCoibi9jEyteRPm+JOWbGT//zPj5Y8bPJzN+vpjxG14RM35N+XatKnBdRHwFXAI8ALxNaV6x3SJie2BVYCVg34h4MqX0VdlaWnDZnZ8/B86PiCuAHYDfpJQmlLlphZWNcPo2IkYA2wK7AqdlN2dSmaSUJs/8PiLWAvoCt5avRcWT/b1KKaVHswPAPSj9jmyeUnopIs6hNHqwfVkbKknVy4xfIcz4+WPGzyczfvmZ8dVQ7NjW/2JLSjeR2R7YDvg/YJGIODGldEY2596XwDgDb3lkc+19W2dut6WA/sC+KaU7Zn64lLmZhTKzJnUWtQD+BPRPKd1nTcqjbl0iYkFgfeBCSvPyjSxr4wpm5t+rLPgOj4hpwFfAVhHxYUrpg2zVD8vYTEmqZmb8nDPj548ZP5/M+PlhxldDsWNbv0hENE0p1QJ/jojuwN7Ay8BZwOoR0SGl9AZwcba+H+QNaOb7m13qtjCwYErpjrrhKnv/P4qINVNKr1uThvVTapJ5Arg0pfSINWl4P/F35auIWBg4MKX0ZNkaW2BZjWpSSjNSSk9ll/TuAhwZEX9IKc0odxsrXXgbR0lzYcbPFzN+/pjx88mMXxnM+A2viBnfjm39Iiml2jojBV4AXoiINyiN7NiC0s0yfltnfT/IG1D2AbE1cCbwZ0o3w1g8pXTNXNZ9vbHbV0Q/VpM6Z6v/Vs52Fs3PqMsd5WxnkfzAgciMepcsNgHeM/BKUsMx4+eLGT9/zPj5ZMbPHzO+Gos3j9QvllL6NiKaZpe/kVK6gtKliidSutGMGkGUblCyCPAbSpeLfg2MBe6fWZu58UCk4fyUmszt/bcmDeuX1kUNq86ByN+BxYHLI2LfOo81yb5/xIP2eSjK+CUp18z4+WDGzx8zfj6Z8fPJjF8mBcz4jtjWT/IDZ9tq6z6eSpe/vZkFYi+5ahxNUkpTIuK/wM5AP0rz602MiJ0jYnxK6Zkyt7ForEk+WZecyQLtQnx3INKdOgci2edK/Ut7JUnziBk/18wt+WNN8sm65IwZX43JEdv6SX7obNvMx+t8/239ZZq3Zp55johVgf2zxR8DZwP7pZTeiIg1gD8C08vTymKxJvlkXXKvSUppCjDzQORosgMRYKco3bVektRAzPj5Ym7JH2uST9Yl98z4ajSO2NaP+iln28rZvqKpM7JmE+BwoF1EfEFpLrHmwK0RcS+wDXBSSmlU+VpbDNYkn6xLPtWpy6rARsDlfHcg0j6l9J86ByL7la+l1c0ZQSSZ8fPF3JI/1iSfrEs+mfHzoYgZ345t/RRe2pMj2YfFOsA/gN9R+sDeEJg/pXRkRPQDpgFDU0rPeGDS8KxJPlmX/PFARJJyxYyfI+aW/LEm+WRd8seMr3KyY1tz5dm23OtF6YP6wYh4iNLlVwdExHTgjpTS1Jkr+iHeaKxJPlmXHPFAJB8iSl+SiseMn3vmlvyxJvlkXXLEjJ8PRc34zrGtOdQ723Y2cFhE7E7pbNtFlM62nUEpCHu2rTxeAbpHRM9UchXwBbAe0Bm+m3dMjcaa5JN1yZ9ZByKU5tsbQelAZE/goZTSsJkjBA28kjTvmPErgrklf6xJPlmX/DHjqywcsa05eLYtX+ochKwJLAm8AzxCaZTNthGxBDABWARoQelS0pHWpOFYk3yyLhXjFUr16JlSGg1cFRE7UToQeQMY6eeKJM17Zvx8MbfkjzXJJ+tSMcz4Kgs7tvV9vLQnJ7IP8a2AC4BLgZso3eBnILAJcAqlewQcBKwMbB4RzVJK3v25gViTfLIu+eOBSH5FIW8tIwkzfm6YW/LHmuSTdckfM35+FTHjOxWJvo+X9pTZzPc3IpandIloX+Bl4HPgKqBDSulvlEbbbA20Bc4CrvBDvGFYk3yyLvlV50DkOqAD8BSl0YEDKc3pegpwJXAIcCOwUEQ0K09rJakQzPhlZm7JH2uST9Ylv8z4yhM7tlX3A2PNiNg6IrpQOtv2NKWzbZtFRCdmP9vmKI4GEhELR8QK2YdFF+AzSmeklwTOSim1Bc6kNA/idimlycB0YCtgl5TSS+Vqe7WyJvlkXfLLA5EKEGX8ktQozPj5Ym7JH2uST9Ylv8z4FaCAGd+ObXm2LX/aABdExMnAhcCyKaX/AssDY7J1XgMeBD4CyC4bPTql9GrjN7cQrEk+WZec8UBEkvLDjJ875pb8sSb5ZF1yxoyvPHOO7QKrMy9S3bNtK/Ld2bZjU0p/i4jrsk3WpnS2bTfPtjWclNIbEfEq8Hvg5JTSW9mZ0fcoHXBcCmwAHJhSempmHVNKteVsdzWzJvlkXXKpDXBWRIwB1gcOyeqyFj9wIBIRR1sXSZo3zPj5ZG7JH2uST9Yll8z4yi07tgsoIhYGlkopvZOdbXuX0tm2VmRn2yLiQEpn23ZIKQ2OiIX47mybZ0EbQJ2DkMWBF4EzgD0j4pWU0r3A4xGxKKUPlTtTSk+Bl4s2JGuST9YlvzwQqRzOCCJVHzN+Pplb8sea5JN1yS8zfuUoYsa3Y7uYPNuWM3U+xLejdDnogJTSwIh4h1KtJgNvA91TSmfW3aZ8ra5u1iSfrEs+eSAiSblgxs8Zc0v+WJN8si75ZMZXJbBju4A825Y/2YfFJsBpwEEppQ8iYkHgZuBL4FpgBvB/dbcpS2MLwprkk3XJHw9EKlMUcTiHVOXM+Pljbskfa5JP1iV/zPiVqYgZ347tAvFsW+61oTTvYW1E7AcMoHTn+vMp3VW4JnmJaGOzJvlkXXLEAxFJKi8zfu6ZW/LHmuSTdckRM74qRZNyN0CNo97ZtoHA8JTSn4G/Ujrbtk5EtKJ0tu3ylNJ92QgPNZ7Pgd7AZcD8wPVAS6BVSulNP8TLwprkk3XJn/oHIvcCJwEPUzoQ2SmldE8Z2ydJVcmMXxHMLfljTfLJuuSPGV+554jtgvBsW37VuQz0zoh4HpiaUvooIlYFDgMWLHMTC8ea5JN1ybXPgc0ojay5gtKBSB9KByKvl7NhmpsgCnlrGan6mPHzy9ySP9Ykn6xLrpnxK0oxM74d28XipT05UH/eqeyApFlKaXoq3cW+aURsSWmkzQkppefL19pisCb5ZF3yzwMRScoFM34OmFvyx5rkk3XJPzO+Kokd28Xi2bYcyD64Nwc6AAuklP6aUppe9wY+ETENOCCl9Kw3YGh41iSfrEv+eCAiSblkxs8Bc0v+WJN8si75Y8ZXJXOO7QKYOY9eSulO4A/AlimlS4HHgbXwbFujmFmHiOhDad6wpsC2EXFHRDTNPjyaAqSUHk4pPZt974d4A7Em+WRd8mvmgUhEHBoRx2TLptf5nKkFZh6IDJm5XPkSlO6YXq4vSfOGGT8fzC35Y03yybrklxm/OhQ149uxXYXq/5GZebYt+/4d4JPsbNvtwB8929Y4sjqsAfwaOD2ldGFKaYPs4UHZOrVla2ABWZN8si7544GIJJWfGT+fzC35Y03yybrkjxlf1cCO7Srk2bZcWx7YAOgWEc2zZf2BZhGxVNlaVWzWJJ+sS454ICJJ5WfGzzVzS/5Yk3yyLjlixlc1sGO7ini2LX/q1KRTRCwH3AXsD/QENomIlsDqQHugWdkaWiDWJJ+sS0XwQESSysCMnz/mlvyxJvlkXSqCGV8VzZtHVpE6Z9sOpHS27Z/AhRFxB6WzbTt6tq1xZTXZGvgTcAewFbA1cDFwLPAJMBk4PqX0XtkaWiDWJJ+sS/5ElG4iExGdgE8pHYhMBM6kdCDyNNAWD0QkqUGZ8fPH3JI/1iSfrEv+mPFVbRyxXX0825YjEbEScAqwHfAZpRE2TVJKtwAnAy2A+1NKg8vVxqKxJvlkXfKnzoHIjZQuT3wYeJXvDkSuBI7EA5GKVMQby0gVzoyfI+aW/LEm+WRd8seMX92KmPEdsV3hPNuWTzPrAswA7gV6AHsCe6aUPomIzVJK90fEIsCJEfEhcK+XjDYca5JP1iW/6h2IbE+dA5GI+Cx7bJAHIpI075nx88nckj/WJJ+sS36Z8VVt7NiucF7aky91PsAXBqZQOgDZFDgMWCGl9EVErE/pw/utlNLt2bRjr/gh3jCsST5Zl/zyQKQYAodOS3lmxs8Xc0v+WJN8si75ZcYvhiJmfDu2K5xn2/KjzsiaXwG/jYjnKH2QHwn8GTgpIl4EjgFOSSm9A5BSur1cba521iSfrEs+eSAiSflhxs8Pc0v+WJN8si75ZMZXtXOO7QoVMWsGmx882wb8FTgsIraus40aQPYhvj6l9/zPQEdKI2teA34DLAasRGlkzeDIlK3BBWBN8sm65E+9A5EbI+JEYB9KByIjKR2I7AlcBFxQ90Bk5veSpP+dGT9/zC35Y03yybrkjxlfReCI7Qrj2bZ8iYjWwNLAiymlb4HlgKMonTTqBOyUUvoyIqaklA6pu631aBjWJJ+sS77VOxA5EDiUUmfKLZQORH7Pdwciw2YehFibCuVNHKXcMePni7klf6xJPlmXfDPjF0xBM74d2xXES3tyqT+wA6UP71HAVOAaYBKwSTay5lfAuhHxl5TSl2VraXFYk3yyLjnjgYgk5YMZP5fMLfljTfLJuuSMGV9F41QkFcRLe/IjIlpFRKuU0vnAPcApEdEbeBS4FXghW2994FzgOT/EG5Y1ySfrkmv9KV12uHr288wDkX8AW6SU3skORA6LiIXL00Q1hCjzl6TZmfHzw9ySP9Ykn6xLrpnxC6qoGd+O7ZyLiNYR0SMiZtaq/tm2Y7IPiCkppUNSSn9KKQ2DUkj2jNu8FxEdgQeADSNi/pTSWZTmp/ojpQORa4G3gfuAk4ATUkp3eQDScKxJPlmXfPJARJLKz4yfP+aW/LEm+WRd8smMr6IKM1G+RcRRZJf2pJRGRcQ2wGXM5dIewEt7GlhErAjcBZyfUroqIppkl/cQEccB6wCnZbVaBCClNGXmJaZla3gVsyb5ZF3yKTsQuQ34E3B7SumbiDgZ6AWcBtQC2wNbAZ8CF6eUhliX6tKzV+/06JPPlW3/iy3YdFRKqXfZGiDlgBk/X8wt+WNN8sm65JMZX1DcjO+I7ZzybFtubQw8NPNDHOgWEYdExHaULh8dBpwbEX1SSlNSSlPAuaoamDXJJ+uSM9mByK3AeSmlm4DpACmlU4EngT8ATVJKJwObUJp/z8BbrYp4naKUA2b83DK35I81ySfrkjNmfM2mgBnfm0fmUN2zbRFxe0rprOxs2x8pnW27ltLZtvsonW2bdWmPf5ga3H+AA7MRNLsCCwJdgdHANimlgyJiGcA6NB5rkk/WJX/mdiCyNqUblP2V0jyu50bEsSmlETM38nNFkuYNM36umVvyx5rkk3XJHzO+Cs2O7Zypf7Yt+8NESunU7NKeP1C6tOfkiDgne8xLexrPCGAQ8BdgLHAh8DLQBjgWIKV0SrkaV1DWJJ+sS/54IKJZwqHTUqMy4+eeuSV/rEk+WZf8MeNrliJmfDu288ezbTmWUpoKXBAR16WUPpm5PCK6AStHRCvgPevReKxJPlmXXPJARJLKx4yfY+aW/LEm+WRdcsmMr0KzYzt/PNtWAWZ+iEdEM2Bz4ExKl4tOLGvDCsya5JN1yQ8PRCSprMz4FcDckj/WJJ+sS36Y8VV0dmznj2fbKkT2Ib4GcDRwUkrp7jI3qfCsST5Zl3zxQEQAUbyrFKVyM+NXCHNL/liTfLIu+WLGFxQz49uxnTOebascKaXpEfEcsFdK6X3nQCw/a5JP1iV/PBCRpMZlxq8c5pb8sSb5ZF3yx4yvIrJjO6c821YZUkrTgfez7/0QzwFrkk/WJV88EJGk8jDjVwZzS/5Yk3yyLvlixlcR2bGdY55tkyQ1FA9Eiq2AVylKuWHGlyQ1FDN+sRUx49uxnWOebZMkSZKqixlfkiRp3rBjO+c82yZJkua5Ig7nkHLEjC9Jkua5Amb8JuVugCRJkiRJkiRJP4cd25IkSZIkSZKkiuJUJJIkSQUTRbxOUZIkSapiRcz4jtiWJEmSJEmSJFUUO7YlFUpE1EbEmIh4OSIGRcRC/8NzXRMRO2ffXxkRnX9g3Y0iYp1fsI+3I2Kpn7q83jpTfua+TomIY35uGyVVlgAiyvclSdK8Zsb/wfXN+FIBFDXj27EtqWi+Sin1SCl1BaYBB9d9MCJ+0RRNKaUDU0qv/sAqGwE/O/RKkiRJ+lFmfEkqIDu2JRXZ40D7bKTF4xExBHg1IppGxDkRMSIiXoyI3wBEyd8j4o2IeBBYZuYTRcTwiOidfb9lRIyOiBci4qGIWJFSuD4qG0myfkQsHRG3ZfsYERHrZtsuGRH3R8QrEXEl/PgkWRFxZ0SMyrY5qN5j52fLH4qIpbNl7SLivmybxyOi4zx5NyVJkqTyM+Ob8SUVhDePlFRI2aiNrYD7skU9ga4ppXFZcJycUuoTEfMDT0bE/cDqQAegM7As8Cpwdb3nXRq4Atgge64lUkqfRMSlwJSU0l+z9f4FnJ9SeiIilgeGAZ2Ak4EnUkqnRcQ2wAE/4eXsn+1jQWBERNyWUvoYWBgYmVI6KiL+mD33ocDlwMEppbciYk3gEmCTX/A2SqpAo0ePGrZgsx++zLmBTSrjviVJVcyMb8aXiqqoGd+ObUlFs2BEjMm+fxy4itLlg8+llMZly7cAukU2tx6wOLAKsAFwU0qpFpgYEQ/P5fnXAh6b+VwppU++px2bAZ3ju8moFouIRbJ97Jhte3dEfPoTXtPhEbFD9n3brK0fA98CA7PlNwC3Z/tYBxhUZ9/z/4R9SKoSKaUty90GSZLmMTO+GV8qtKJmfDu2JRXNVymlHnUXZOHvy7qLgMNSSsPqrbf1PGxHE2CtlNLXc2nLTxYRG1EK0GunlKZGxHBgge9ZPWX7/az+eyBJkiRVMDO+GV9SATnHtiTNaRhwSEQ0A4iIVSNiYeAxYNdsfr6WwMZz2fYZYIOIWCnbdols+RfAonXWux84bOYPEdEj+/YxYI9s2VZAix9p6+LAp1ng7UhpNMlMTYCZI1L2oHT54+fAuIjYJdtHRET3H9mHJEmSVOnM+JJUZezYlqQ5XUlpbr3REfEycBmlK1zuAN7KHrsOeLr+himlj4CDKF0S+ALfXSY4FNhh5o1lgMOB3lG6cc2rfHfn9lMpheZXKF2u+N8faet9QE1EvAacRSl0z/QlsEb2GjYBTsuW7wkckLXvFWC7n/CeSJIkSZXMjC9JVSZSSuVugyRJkiRJkiRJP5kjtiVJkiRJkiRJFcWObUmSJEmSJElSRbFjW5IkSZIkSZJUUezYliRJkiRJkiRVFDu2JUmSJEmSJEkVxY5tSZIkSZIkSVJFsWNbkiRJkiRJklRR/j900PBAiGqKhQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for inputs in [[\"EEG\"], [\"EEG\", \"EOG\"], [\"EEG\", \"EMG\"]]:\n",
    "    print(\"--\" * 20, inputs, \"--\" * 20)\n",
    "\n",
    "    feats_input = [f for f in feat_cols if f.split(\" \")[0] in inputs]\n",
    "    print(\"nb. features =\", len(feats_input))\n",
    "\n",
    "    ## Cross-validation\n",
    "    # Total of 10 folds\n",
    "    gkfold = StratifiedGroupKFold(n_splits=10)\n",
    "    cv = gkfold.split(df_feats, df_feats[\"label\"], groups=df_feats.patient_id)\n",
    "\n",
    "    res = cross_validate(\n",
    "        pipe,\n",
    "        df_feats[feats_input],\n",
    "        df_feats[\"label\"],\n",
    "        scoring=[\"f1_macro\", \"balanced_accuracy\", \"accuracy\", \"neg_log_loss\"],\n",
    "        cv=cv,\n",
    "        n_jobs=25,\n",
    "        return_train_score=True,\n",
    "        return_estimator=True,\n",
    "    )\n",
    "\n",
    "    print(\"10-FOLD: TRAIN\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"train_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"train_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"train_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"train_neg_log_loss\"]), 4))\n",
    "\n",
    "    print(\"10-FOLD: TEST\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"test_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"test_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"test_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"test_neg_log_loss\"]), 4))\n",
    "\n",
    "    preds = []\n",
    "    preds_proba = []\n",
    "    y_trues = []\n",
    "    cv = gkfold.split(df_feats, df_feats[\"label\"], groups=df_feats.patient_id)\n",
    "    for fold_ix, (train_idx, test_idx) in enumerate(cv):\n",
    "        X_train = df_feats[feats_input].iloc[train_idx]\n",
    "        y_train = df_feats[\"label\"].iloc[train_idx]\n",
    "        X_test = df_feats[feats_input].iloc[test_idx]\n",
    "        y_test = df_feats[\"label\"].iloc[test_idx]\n",
    "        \n",
    "        estimator = res[\"estimator\"][fold_ix]\n",
    "        preds += [estimator.predict(X_test)]\n",
    "        preds_proba += [estimator.predict_proba(X_test)]\n",
    "        y_trues += [y_test]\n",
    "\n",
    "    preds = np.hstack(preds)\n",
    "    y_trues = np.hstack(y_trues)\n",
    "    preds_proba = np.vstack(preds_proba)\n",
    "\n",
    "    print()\n",
    "    print(\"F1:\", f1_score(preds, y_trues, average=\"macro\"))\n",
    "    print(\"ACC:\", accuracy_score(preds, y_trues))\n",
    "    print(\"KAPPA:\", cohen_kappa_score(preds, y_trues))\n",
    "    print(\"LOG LOSS:\", log_loss(y_trues, preds_proba))\n",
    "    print()\n",
    "\n",
    "    print(classification_report(preds, y_trues))\n",
    "\n",
    "    plt.figure(figsize=(25,12))\n",
    "    ax = plt.subplot(1,2,1)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=False, ax=ax)\n",
    "    ax = plt.subplot(1,2,2)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=True, ax=ax)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"\\n\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The simple, catboost pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Create pipeline\n",
    "from catboost import CatBoostClassifier\n",
    "pipe = CatBoostClassifier(verbose=0, depth=5, n_estimators=2_000, random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped 20-fold results for SC-20 for varying inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------- ['EEG'] ----------------------------------------\n",
      "nb. features = 592\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.9166\n",
      "  Balanced accuracy:  0.9041\n",
      "  Accuracy:           0.9396\n",
      "  Log loss:           0.1864\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7677\n",
      "  Balanced accuracy:  0.7732\n",
      "  Accuracy:           0.8439\n",
      "  Log loss:           0.4245\n",
      "\n",
      "F1: 0.7720595790809958\n",
      "ACC: 0.8422211697845133\n",
      "KAPPA: 0.7822574931585902\n",
      "LOG LOSS: 0.42826100933913197\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.35      0.43      0.38      2304\n",
      "Sleep stage 2       0.89      0.87      0.88     18260\n",
      "Sleep stage 3       0.89      0.88      0.89      5729\n",
      "Sleep stage R       0.82      0.81      0.82      7792\n",
      "Sleep stage W       0.89      0.89      0.89      8145\n",
      "\n",
      "     accuracy                           0.84     42230\n",
      "    macro avg       0.77      0.78      0.77     42230\n",
      " weighted avg       0.85      0.84      0.85     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EOG'] ----------------------------------------\n",
      "nb. features = 848\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.9281\n",
      "  Balanced accuracy:  0.917\n",
      "  Accuracy:           0.947\n",
      "  Log loss:           0.1646\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7906\n",
      "  Balanced accuracy:  0.7967\n",
      "  Accuracy:           0.8621\n",
      "  Log loss:           0.3733\n",
      "\n",
      "F1: 0.7966299329881882\n",
      "ACC: 0.8600994553634856\n",
      "KAPPA: 0.8065490001190667\n",
      "LOG LOSS: 0.37850550835939106\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.39      0.53      0.45      2047\n",
      "Sleep stage 2       0.91      0.88      0.89     18380\n",
      "Sleep stage 3       0.89      0.89      0.89      5705\n",
      "Sleep stage R       0.87      0.85      0.86      7898\n",
      "Sleep stage W       0.89      0.89      0.89      8200\n",
      "\n",
      "     accuracy                           0.86     42230\n",
      "    macro avg       0.79      0.81      0.80     42230\n",
      " weighted avg       0.87      0.86      0.86     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EMG'] ----------------------------------------\n",
      "nb. features = 792\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.9173\n",
      "  Balanced accuracy:  0.9058\n",
      "  Accuracy:           0.9397\n",
      "  Log loss:           0.1832\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7721\n",
      "  Balanced accuracy:  0.7755\n",
      "  Accuracy:           0.8426\n",
      "  Log loss:           0.4217\n",
      "\n",
      "F1: 0.7740850582737122\n",
      "ACC: 0.8416765332701871\n",
      "KAPPA: 0.7816950463276022\n",
      "LOG LOSS: 0.4239931210856706\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.36      0.41      0.39      2458\n",
      "Sleep stage 2       0.89      0.87      0.88     18227\n",
      "Sleep stage 3       0.89      0.88      0.89      5759\n",
      "Sleep stage R       0.81      0.83      0.82      7580\n",
      "Sleep stage W       0.90      0.90      0.90      8206\n",
      "\n",
      "     accuracy                           0.84     42230\n",
      "    macro avg       0.77      0.78      0.77     42230\n",
      " weighted avg       0.85      0.84      0.84     42230\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for inputs in [[\"EEG\"], [\"EEG\", \"EOG\"], [\"EEG\", \"EMG\"]]:\n",
    "    print(\"--\" * 20, inputs, \"--\" * 20)\n",
    "\n",
    "    feats_input = [f for f in feat_cols if f.split(\" \")[0] in inputs]\n",
    "    print(\"nb. features =\", len(feats_input))\n",
    "\n",
    "    ## Cross-validation\n",
    "    # Total of 10 folds\n",
    "    gkfold = StratifiedGroupKFold(n_splits=20)\n",
    "    cv = gkfold.split(df_feats_sc20, df_feats_sc20[\"label\"], groups=df_feats_sc20.patient_id)\n",
    "\n",
    "    res = cross_validate(\n",
    "        pipe,\n",
    "        df_feats_sc20[feats_input],\n",
    "        df_feats_sc20[\"label\"],\n",
    "        scoring=[\"f1_macro\", \"balanced_accuracy\", \"accuracy\", \"neg_log_loss\"],\n",
    "        cv=cv,\n",
    "        n_jobs=25,\n",
    "        return_train_score=True,\n",
    "        return_estimator=True,\n",
    "    )\n",
    "\n",
    "    print(\"10-FOLD: TRAIN\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"train_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"train_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"train_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"train_neg_log_loss\"]), 4))\n",
    "\n",
    "    print(\"10-FOLD: TEST\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"test_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"test_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"test_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"test_neg_log_loss\"]), 4))\n",
    "\n",
    "    preds = []\n",
    "    preds_proba = []\n",
    "    y_trues = []\n",
    "    cv = gkfold.split(df_feats_sc20, df_feats_sc20[\"label\"], groups=df_feats_sc20.patient_id)\n",
    "    for fold_ix, (train_idx, test_idx) in enumerate(cv):\n",
    "        X_train = df_feats_sc20[feats_input].iloc[train_idx]\n",
    "        y_train = df_feats_sc20[\"label\"].iloc[train_idx]\n",
    "        X_test = df_feats_sc20[feats_input].iloc[test_idx]\n",
    "        y_test = df_feats_sc20[\"label\"].iloc[test_idx]\n",
    "        \n",
    "        estimator = res[\"estimator\"][fold_ix]\n",
    "        preds += [estimator.predict(X_test).ravel()]\n",
    "        preds_proba += [estimator.predict_proba(X_test)]\n",
    "        y_trues += [y_test]\n",
    "\n",
    "    preds = np.hstack(preds)\n",
    "    y_trues = np.hstack(y_trues)\n",
    "    preds_proba = np.vstack(preds_proba)\n",
    "\n",
    "    print()\n",
    "    print(\"F1:\", f1_score(preds, y_trues, average=\"macro\"))\n",
    "    print(\"ACC:\", accuracy_score(preds, y_trues))\n",
    "    print(\"KAPPA:\", cohen_kappa_score(preds, y_trues))\n",
    "    print(\"LOG LOSS:\", log_loss(y_trues, preds_proba))\n",
    "    print()\n",
    "\n",
    "    print(classification_report(preds, y_trues))\n",
    "\n",
    "    plt.figure(figsize=(25,12))\n",
    "    ax = plt.subplot(1,2,1)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=False, ax=ax)\n",
    "    ax = plt.subplot(1,2,2)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=True, ax=ax)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"\\n\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped 10-fold results for SC-78 for varying inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------- ['EEG'] ----------------------------------------\n",
      "nb. features = 592\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8395\n",
      "  Balanced accuracy:  0.8286\n",
      "  Accuracy:           0.8832\n",
      "  Log loss:           0.3182\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7427\n",
      "  Balanced accuracy:  0.7355\n",
      "  Accuracy:           0.81\n",
      "  Log loss:           0.5011\n",
      "\n",
      "F1: 0.7447754118807659\n",
      "ACC: 0.8103172651254305\n",
      "KAPPA: 0.7361971101180971\n",
      "LOG LOSS: 0.5003741862040874\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.36      0.49      0.42     16118\n",
      "Sleep stage 2       0.87      0.82      0.84     73491\n",
      "Sleep stage 3       0.79      0.84      0.82     12159\n",
      "Sleep stage R       0.73      0.74      0.73     25491\n",
      "Sleep stage W       0.93      0.90      0.91     67909\n",
      "\n",
      "     accuracy                           0.81    195168\n",
      "    macro avg       0.74      0.76      0.74    195168\n",
      " weighted avg       0.83      0.81      0.82    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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by7loz7Q2Navw+ss/0J5x6fcJRKYFPF9VWP7LtPUjYvUo3Lr4ZURMpJCRXuUwJxV8k1L6dQ51bqaQGXFt1iE6R6mQ7f0ThWBxAwpB5ZgsY+LPdGzP6j2b0/mfF/7IvssojAU/zReVtlX53JFSmtX57BIRL2S3fU6g8Lc3p/NJtu5yFH402T+l9GFWVjciLo6Ij7O/j5FZ9bnaJjX0WZNqRA4nlpEkzV5K6W0KMevJlRbNTXxfOeaDmeO+WcV8DSPiP9mQHhOBl4BGWbb03LgV+CCldEn2egWgHoVrlvERMZ5CwsvSFY6nYnsrH1tFywGfzSLRaG5i4T9y3TM7O1Po3P0sIl6MiK6zaM8Xaca7Qv/KdRjM/TlcJiLuy4ZJmQjczdzF2FX93VR0E4XrsDtSSuPmYntSvuUwxrdjW5q/DQAmATvMps4YCsHbNMtnZX/GT0DDCq+XrbgwpdQ3pbQ5hczl9yl0+M6pPdPaNPpPtumPuJFCu1ZLKS0KnErhtrjZSbNbmA2LcRWFgPns7FbMufUihVsb62dZDS8C+1O49W/Yn2lPFWZ3/mc4nxExw/n8E/uam31PZcaA96/s43/AY8ByKaXFgH8z5/NZMWvnqpRSnwqL9qIw6epmFIYMWXHaKnPZ1nn5WZMkSZofnUVhqI6KnaFzE9//lZjv/yjc5dYli+GnDd83N3HfycDqFIaBm+YLCtdQjVNKjbLHoimlNtnysRQ6rKdZfja7+AJYfhaJRnMTC8+t2cbtKaVBKaUeFDrnH6WQwFFVe5aLGSfvrKnrsAsp/A2smZ3DfZjx/M3q72OWfzfZDxs3AXcBh08bb1ySKrJjW5qPZbfpnUlhrN4dsmyGehGxdURMG5vsXuD0iFgqCpMwnknhF/I/YxiwYUQsnw3PcMq0Bdmv8D2ysbYnURhm4bcqtvEksHpE7JVN/LE70JpC9kd1WwSYCPyYZZP/o9LyryiMf/dHXA0MTin9jcLYgv+etiAKk232m826LwJHUsg6gcK4hUcCr1TIQq/sj7Zxdud/ONAmItpFxAJk49z9hX1Vte9/RsRK2Q8A08Zsn93QOX/EIsB3KaVfI6IzhY7puXEb8H6acfy+adubROFOiIZZeyua0/sxLz9rkiRJ852U0ggKw8UdXaG4uuP7RShk/47PkkjmZsxpImLrrJ07VhzKIqU0lsI401dExKJRmORxlQrjQT8AHB0RzbP5UCpnqFc0kEJH+MURsVBELBAR04YXnJex8Czj9oioHxF7R8Ri2TAvE6n6Oux1ClnYJ2bXjN0oDBdzXxV157VFKFwfToiIZsAJlZb/meuOUyl0fB9EYXLTu/5AFr+knLBjW5rPpZSuoDAB3ukUJkT5gkLn6KNZlfMpTPbyJvAWhQnxzv+T+3qGQiD7JjCEGYPVOlk7xgDfURhOo3LHMdktYt0pZF6MozBRTPeU0rd/pk1/0PEUOj9/oJBNfn+l5WcDd2a3JO42p41FRA9gK34/zuOA9hGxd/Z6OaD/bDbxIoUgb1rH9isUOlRfmuUahTH+Ts/aOLtJNaeZ5fnPhuA4F3gW+Cjbf0W3Uhirb3xEPDoX+6rsNuC/FI7nU+BXCpPUzCuHA+dGxA8UOpGrykypyh7AjlGYdX3aYwMK2R6fUchaeRd4rdJ6c3o/5tlnTapVQS4nlpEkzbVzgYWmvaiB+P4qYEHgWwrx2VNzud7uwFLAexVivmlJKPtRmKT+XeB74EEKd51C4TqhL4XO5KHAw7PaQZaMsh2FOWA+B0Zl+4V5GAvPRdy+LzAyG+bjMArje1fexuSsrVtTeC9vAPZLKb3/Z9r0B50DtAcmUEgGqvye/qFrnIjoQOHaa7/sHFxCoZN7dj9CSPmW0xg/Uvqrd6JLUj5FxDBgU8d7k1RM6jRaPjVY/8Ra2/+vTxw1JKXUsdYaIEmSJJWYvMb4s5uQTpI0GymldrXdBkn648LMaUmSJKmk5DPGz98RS5IkSZIkSZKKmh3bkiRJkiRJkqSi4lAkkiRJeRNR2y2QJEmSNC/lMMa3Y3s+E2ULpqi/SG03QxW0bblcbTdBVaiTwy/sYuBZmf84RfT85/PPRvLtt9/6cZFyxBh//mOMP38yxp8/eVbmP8b48x9j/Nphx/Z8JuovQoMWu9V2M1TB8y9fVdtNUBUWqFe3tpugKtSp4//j85vy3wx75zcbdO1U203I5cQyUm0yxp//GOPPn4zx50/G+PMfY/z5jzF+7cjfEUuSJEmSJEmSipod25IkSZIkSZKkouJQJJIkSXnjGKaSJElSaclhjG/GtiRJkiRJkiSpqJixLUmSlCcRuZxYRpIkSSpZOY3x83fEkiRJkiRJkqSiZse2JEmSJEmSJKmoOBSJJElS3uRwYhlJkiSppOUwxjdjW5IkSZIkSZJUVMzYliRJypnIYTaHJEmSVMryGOObsS1JkiRJkiRJKip2bEuSJEmSJEmSiopDkUiSJOVIkM/bFCVJkqRSldcY34xtSZIkSZIkSVJRsWNbkiRJkiRJklRtImKriPggIkZExMlVLF8+Il6IiDci4s2I2GZO23QoEkmSpDyJ7CFJkiSpNMznMX5E1AWuBzYHRgGDIuKxlNK7FaqdDjyQUroxIloDTwIrzm67ZmxLkiRJkiRJkqpLZ2BESumTlNJk4D6gR6U6CVg0e74YMGZOGzVjW5IkKVcilxPLSJIkSaWr1mP8xhExuMLrm1JKN1V43Qz4osLrUUCXSts4G3g6Io4CFgI2m9NO7diWJEmSJEmSJP1Z36aUOv7FbewJ3JFSuiIiugL/jYg1Ukq/zWoFhyKRJEmSJEmSJFWX0cByFV43z8oqOhh4ACClNABYAGg8u42asS1JkpQzDkUiSZIklZb5PMYfBKwWEStR6NDeA9irUp3PgU2BOyKiFYWO7W9mt1EztiVJkiRJkiRJ1SKlNBU4EugLvAc8kFJ6JyLOjYjts2r/BxwSEcOBe4EDUkppdts1Y1uSJCln5vNsDkmSJEl/0Pwe46eUngSerFR2ZoXn7wLr/ZFtmrEtSZIkSZIkSSoqdmxLkiRJkiRJkoqKQ5FIkiTlzPx+m6IkSZKkPyaPMb4Z25IkSZIkSZKkomLGtiRJUp5E9pAkSZJUGnIa45uxLUmSJEmSJEkqKnZsS5IkSZIkSZKKikORSJIk5UgQuZxYRpIkSSpVeY3xzdiWJEmSJEmSJBUVM7YlSZJyJo/ZHJIkSVIpy2OMb8a2JEmSJEmSJKmo2LEtSZIkSZIkSSoqDkUiSZKUM3m8TVGSJEkqZXmM8c3YliRJkiRJkiQVFTO2JUmSciaP2RySJElSKctjjG/GtiRJkiRJkiSpqNixLUmSJEmSJEkqKg5FIkmSlCeRPSRJkiSVhpzG+GZsS5Ikab4SESMj4q2IGBYRg7OyJSLimYj4KPt38aw8IuKaiBgREW9GRPsK29k/q/9RROxfobxDtv0R2bo5vAyQJEmSipsd25IkSZofbZxSapdS6pi9Phl4LqW0GvBc9hpga2C17HEocCMUOsKBs4AuQGfgrGmd4VmdQyqst1X1H44kSZKkecmhSCRJknKmSBOUewDdsud3Av2Ak7Lyu1JKCXgtIhpFRJOs7jMppe8AIuIZYKuI6AcsmlJ6LSu/C9gB6FNTByJJkiTNa0Ua4/8lZmxrthZbeEH+d9nBDHv4dN546HS6tF2JnTZbmyEPnsZPQ66hfevlZ6h//EFb8Havsxj+yBls1rXV9PKj9t6YIQ+exuCep3LnRQfQoH7hN5XbL9if4Y+cweCep/Lvs/amrMw/yT9i9Kgv6LH1ZnTt0JZ1O67Ff66/BoC33xrOlpusz/qd27HXrjswceLEGdYb9cXnLL9MI667+soZysvLy+m2bkf23KVHjR1DHowfP56999iVtddsRfu2rXn9tQGcevIJrL1mKzp3WIs9dt2J8ePHT69/2aUXsWar1Wi3Rkueebpv7TU8R8rLy1mn49rs1KP7DOXHHXs0jRstXEutypfrr72aTmuvScd2a3D9NVcBcMF5Z7PaSs3p2mltunZam759ngTg+WefYf11OtK5fVvWX6cj/V54vhZbrj+hcUQMrvA4tIo6CXg6IoZUWL5MSmls9vxLYJnseTPgiwrrjsrKZlc+qopyKdc2X7cVwx85g7d7ncXxB24+0/LlmyzOk/8+ioH3n0Lfm4+h2dKNppe/+r+TeO2+kxny4Gn8bZf1a7jlpeu5Z/rSee02dGzbkquuuHSm5ZMmTeLg/faiY9uWbN5tXT7/bOQMy2cV8+uvebrvU7RboyVrtlqNyy+7eKblkyZNYr+992DNVqux0frr8NnIkQCMGzeOrbfYhKWXWITjjjmyhltd2p7u+xRt27SgTctVuezSqs/JPnvtTpuWq7LBul2mnxOAyy65iDYtV6VtmxZee81jz/R9irXXaEnbVqtxxWw+K21brUa3Kj4ry/hZ0Vyotl7EiDgtIt7JxjocFhFdsvJ+EdFxTuvP47Y0iojDq3kfERHfVhjvsUlEpIhYv0KdbyJiyepsx7x2+Ym78PSr79Jup/PpvPtFvP/Jl7zz8Rj2+L+beWXoxzPUbbnysuy6ZXva73IB2x9xA1efsht16gRNl1qMw/fciPX2vpSOu15I3Tp12HXLDgDc12cQa+14Hh13vZAFF6jHgTuuWxuHWbTqlpVx7kWXMmDIm/R94RVuvfnfvP/euxxzxN8585wLeWXgMLbdrgfXXXXFDOudfvIJbLr5zHdd/+eGa1i9RauZyvXXnPB/x7L5Flvyxlvv8drgYbRo2YpNNt2cQW+8xcAhw1l1tdW4/NKLAHjvvXd58IH7GTzsbR7t3Yd/Hn0E5eXltXwEpe+6a66mRasZ//aHDB7M+O+/r6UW5cs777zNHbfdwov9X+e1wcPo8+QTfDxiBABHHnUsAwa9wYBBb7Dl1tsAsGTjxvR8+DEGDn2T/9x6B4cctF9tNr/oBEFE7T2Ab1NKHSs8bqqimeunlNpTGGbkiIjYsOLCLDs7Vf+7pcqM8Usjxq+sTp3gqpN3o8eRN7D2zuez61YdaLnysjPUueifO3LPEwPpvPtFXHhTH849ansAxn4zkW77X8E6e1zMhvtexvEHbk6TpRarjcMoKeXl5Zx43NE88HBvXh38Jg/3vI/333t3hjp333kbjRo1YvCb7/OPI47hnDNOnWH5rGJ+/Xnl5eUcd8yRPPLYkwwZ/g4977+P9yqdlztvv5VGjRrx1nsfceTRx3LGaYWRsxZYYAHOOOtcLrz4stpoeskqLy/n2KOPoFfvPrzx5rv0vO9e3nt3xnNyx223snijxXnn/REcdcw/Oe3UkwB479136Xn/fQwd/g6PPf4Uxxx1uNde88i0z8rDjz3J4Dl8Vt587yOOqOKzcoGflT9kPojxa0W1dGxHRFegO9A+pdQW2IwZM2ZqWiOgWoPeabe/Al2zonWBN7J/iYgWwLiU0rjqbMe8tOjCC7B++1W445EBAEyZWs6EH3/hg0+/4qPPvp6pfvdubenZdyiTp0zlszHj+PiLb+m0xooAlNWty4IN6lG3bh0WXKA+Y7+ZAEDfV37/Yhv89mc0W3rxmbarWVt22Sas1a4wR9YiiyzCai1aMnbsGD4e8RHrrr8BAN022YzevR6Zvs4TvXuxwoor0rJV6xm2NXr0KJ5+qg/77H9QzR1ADkyYMIH+L7/E/gceDED9+vVp1KgRm22+BWVlhTsXOndZh9GjRwPweO9e7LLb7jRo0IAVV1qJlVdZlcGDBtZa+/Ng1KhRPNXnCQ486G/Ty8rLyzn15BO44OKZs6M0733w/nt06tyZhg0bUlZWxvobbshjjz48y/prtVubJk2bAtC6dRt+/eUXJk2aVFPNVQ1IKY3O/v0aeITCGNlfZUOMkP07LRgZDSxXYfXmWdnsyptXUa45MMYHSiDGr0qnNVbk4y++ZeTocUyZWk7PvkPp3q3tDHVartyEFwd+AMCLgz6ke7c1gcI1wuQpUwFoUL8edXJ4G3R1GDp4ICutvAorrrQy9evXZ8dddqfPE71nqNPnid7ssfe+AGy/48681O95Cn+ys4759dcMHjSQlVdZlZVWLpyXXXbbncd795qhzuO9H2PvfQvzFe+40y70e+E5UkostNBCrLve+jRYYIHaaHrJGjRwIKtUOCe77r5HFeek1/RzstPOu9Dv+cI5ebx3L3bdfY/p116rrLIqgwZ67TUvVPVZeaLSeXliDp+VBfysaC5UV8Z2EwrZOJMAUkrfppTGVK4UEVtExICIGBoRPSNi4ay8Q0S8mN1+2rfCRUy/iLg6yw55OyI6V7HNNhExMKvzZkSsBlwMrJKVXRYRC0fEc9l+34qIHhXWPyMiPoiIVyLi3og4PitfJSKeytr0ckS0rOK4XyULcrN//8WMQXD/P/d21o4Vmy7Jt9//yE3n7MOAe0/ihjP3ouEC9WdZv9lSizHqy9+zG0d//T1Nl16MMd9M4Kq7nuPDPufx6TMXMPHHX3jutfdnWLesrA57btuZZ159t/JmNZc+/2wkbw0fRoeOnWnZqjVPPv4YAL0eeZDRowvXnD/++CPX/OsyTjjljJnWP+3E/+Ps8y+iTh2Hg5mXRo78lMZLLcXfDzmIrp3bc/hhf+Onn36aoc5dd9zOFlsWsmnGjh5N8+a/98M0a96MMWPsb6lOJ/zfsVxw0aUz/O3feP11bNt9e5o0aVKLLcuP1q3X4NVXXmHcuHH8/PPPPP1UH0aNKnxv/eff19Olw1r849CD+L6KDPpHH3mItdq1p0GDBjXdbFWTiFgoIhaZ9hzYAngbeAzYP6u2PzDt6ugxYL8ss3YdYEI2ZElfYIuIWDzLtt0C6JstmxgR60QhvWS/CtvS7Bnjl0CMX5WmSy/GqK8qxPFffU+zSlnXb304mh6btAOgxyZrsejCC7LEYgsB0HyZRgy8/xQ+6nMeV9zx7PQkFv15Y8eMoVnz33+Da9qsGWMrxYRjx4yhaRY3lpWVsehii/HduHGzjfn114wZM5rmy/1+Xpo1a87Y0aNnrlPxvCy6GOPGFfVvX/O1iu83FM7J6KrOyXIzflbGjRvH6MrXXs2ae+01j1T1WRkzh8/KYn5W9CdUVw/W08ByEfFhRNwQERtVrhARjYHTgc2yW00HA8dFRD3gWmCXlFIH4DbgggqrNkwptaOQnXFbFfs+DLg6q9ORwriJJwMfp5TapZROAH4Fdsz2uzFwRXYx1AnYGViLwq2vFW+nvAk4KmvT8cANVey7P78HvZ0pZBhN+5Zcl0JQXDTKyurSruVy3NzzZbrueQk//zKJ4w+aeby9OWm0yIJ077YmrbqfxcpbnMZCC9Znj206zVDn6lN2p//QEfR/4+NZbEWz8+OPP3LA3rtxwSVXsOiii3LNDTdz283/ZpP1O/PjDz9Sv37hB4lLLzyXfxxxDAsvPOOYwX37PEHjpZai3dodaqP5Ja186lSGvTGUQw49jAEDh9Kw4UIzjC926cUXUFZWxh577l2LrcyvJ594nKWXWpr2HX7/2x8zZgwPP9STw488qhZbli8tW7Xin8efSI9tt2SH7bZmzbZrUbduXf526D94670RDBj0Bsss24RTT/q/GdZ79913OPPUk7nm+n/XUsuL17y+9fCPPObCMsArETEcGAg8kVJ6ikIn5uYR8RGFTOFpX6ZPAp8AI4CbyTJ4s0kjzwMGZY9zp00kmdW5JVvnY5w4cm4Z45dAjP9nnfKvR9igw6oMuPckNuiwKqO/+p7y8t8AGPXVeDrvfhFr9DiHfbbrzNJLLFLLrc23WcX8kqTSNp/H+NWirDo2mlL6MSI6ABtQCCrvj4iTU0p3VKi2DtAa6J+9AfWBAUALYA3gmay8LjC2wnr3Zvt4KSIWjYhGKaXxFZYPAE6LiObAwymlj6p4gwO4MArjNf5GYcKgZYD1gF4ppV+BXyOiN0AUskzWBXpW2FZVqWGDgLWjkF1UL3sfPomIVbP1r6hiHaIwKVJhYqR680/wMfqr7xn99XgGvf0ZAI88O4z/q2Iimen1v5lA82V/H0qk2dKLM+brCWzSpSUjx4zj2+9/BODR54ezzlorcd+TgwA49dCtWWrxhdn9/Fuq8WhK15QpUzhg793YZfc92a7HjgCs3qIlDz1WuEYf8dGHPN23MOHakEEDeezRhzn7jFOYMGE8derUoUGDBowdO4annnycZ59+ikm//soPP0zk7wfvx39uvavWjqtUNG3WnGbNm9OpcxegcIvVFZddAsB/77qDPk8+wRNPPTv9P4ImzZpNz1QFGD1qNE2bOqdZdRnwan8ef/wxnnrqSSb9+isTJ06kw1ptaNCgAW1argrAzz//TJuWq/LO+yNqubWlbf8DD54+ZM/ZZ5xK02bNWWaZZaYvP/CgQ9hlx+2mvx49ahR77boTN912JyuvskqNt1fVJ6X0CYUOyMrl44BNqyhPwBGz2NZtVNFJmlIaTCHe1B9gjF8aMX5Vxnw9gebLVIjjl1mc0ZWyrsd+M4E9ji/E6wstWJ8dNm3HhB9/manOOyPGsl77VXjk2WHV3u5S1qRpU0aP+n2e2zGjR9OkUkzYpGlTxoz6gmbNmjN16lQmTpjAEksuOcuY/5DDqvyq1B/QtGkzRn3x+3kZPXoUTZo1m7nOqC9o1jw7LxMnsOSSRT0M/3xt2vs9zejRo2hW1Tn54guaN//9s7LkkkvSrPK11+hRXnvNI1V9VprO4bMywc+K/oRqG3MgpVSeUuqXUjoLOJJClkRFATyTZVi0Sym1TikdnJW/U6F8zZTSFhU3XXlXlfb7P2B74BfgyYjYpIrm7Q0sBXTIsj6+AmY3eE8dYHyFNrVLKc00w15K6WfgI+AgYGhW/BqwDbA08EFVG08p3TRtAqUoW3A2zahZX437gVFffs9qKywNQLfOLXj/ky9nWf+Jfm+y65btqV+vjBWaLsmqyy/FoLdH8sWX39F5zZVYcIF6AGzcuQUffPoVAAfs2JXN123FfqfcMX08OM29lBJHH34Iq7doyeFH/XN6+TdfF4Yd/e2337ji0gs58ODCNdUTz/Rj2LsjGPbuCA47/Gj+efzJHHLYEZx5zgW8/eFIhr07gpvvuIcNNtrYTu15ZNlll6V58+X48IPCx7/fC8/RslUrnu77FFddcRkPPNSLhg0bTq+/bfftefCB+5k0aRIjP/2Uj0d8RMdOM92RrXnkvAsu4uORo/hgxEjuuuc+um28CWO/+Z6Ro77kgxEj+WDESBo2bGindg34Ovve+uLzz+n16CPstsdefDn29z6v3r0eoXWbQj/k+PHj2XmH7pxzwUV0XXe9Wmlv0YtafKioGeMXf4xflcHvfMaqyy/FCk2XpF5ZXXbdsj1P9HtzhjpLNlpo+g/xJxy0JXf2eg2AZks3YoEGhTi/0SILsu7aq/DhyJnn49Efs3aHTnzy8Qg+G/kpkydP5pEH72frbbrPUGerbbpz3z3/BeCxRx5ig402JiJmGfPrr+vQsRMfj/iIkZ8WzsuDD9zPtt23n6HOtt23457/3gnAIw8/yEbdNqnVbMZS17FTJ0ZUOCc977+vinOy/fRz8vBDD7LRxoVzsm337el5/33Tr71GjPiITp299poXqvqsbFPpvGzjZ2Xey2GMXy0Z21GYROW3lNJHWVE74LNK1V4Dro+IVVNKI7IMiGYUAsOlIqJrSmlAdtvi6imld7L1dgdeiMJM5BNSSjOkEkTEysAnKaVrImJ5oC0wHKh4P9xiwNcppSkRsTGwQlbeH/hPRFxE4b3pDtyUUpoYEZ9GxK4ppZ5R+KS1TSkNr+LwXwWOBc7OXg8A7gZeS0XYc3vcJT25/cIDqF9Wl5Gjv+XQs+5m+43bcuVJu9J48YV5+JrDePOD0Wx/xPW898mXPPT0G7zx0GlMLf+NYy9+gN9+Swx6+zMeefYNBvzvJKaW/8bw90dx60OFoQivPXUPPh/7Hf3uLNxe3uv5YVx001O1echF5fUB/Xng3nto3WYNNupaGErh9LPP55MRH3HrzYVb87fdfgf22veAWmylLv/XNRx0wD5MnjyZlVZamX/ffBsbrtuZSZMnsd02hWv6zp27cM31/6Z16zbsvMuudFirDWVlZVx59XXUrVu3lo9Aqn5777EL340bR7169bjy6uto1KgRf/vn0bw5fBgRwQorrDh9yJH/3Hgdn3w8gosvOI+LLzgPgF5P9GXppZeuzUOQSp4xfunE+JWVl//GPy95gN43HEHdOsGdvV7jvU++5Ix/bMvQdz/niRffYsOOq3HuUduTErwydATHXvQAAC1WWpaLj9uRRCIIrrrrOd4ZMdPQ6/qDysrKuOSKq9l1h20pLy9nr30PoGXrNlx03tm0a9+Brbfdjn32P4h//O0AOrZtSaPFF+eWO+6p7WaXvLKyMq646lp6dN+K8vJy9jvgQFq3bsN555xJ+/Yd2Xa77dn/wIP524H7sWar1Vh8iSW487/3Tl+/1eor8cPEiUyePJnevXvx2BN9aeUEn39JWVkZ/7r6OrbbdkvKy8vZ/4CDaN2mDeeefSbtO3Sk+3bbc8BBB3PQAfvSpuWqLL74Evz3nvsAaN2mDTvvuhtrt21NWVkZV11zvdde88i0z8oO2Wdl39l8Vtpmn5U7KnxWWlf4rDzeuxe9/KxoFqI64rDsFsVrKcxUPpXC+IWHppS+jYh+wPEppcFZpsUl/H7L3+kppccioh1wDYXgtAy4KqV0c7buMGAjoB5wUEpphilrI+JkYF9gCvAlsFdK6buI+B+FALhPts/ewMIUxv1bB9g6pTQyIs4G9qKQ4fE18FS275WAGylMmlMPuC+ldG4Vx74r8ACwWhbMNwAmAmenlC6a03tXp+HSqUGL3eZUTTVo9CtX1XYTVIUF6hlwzI/q1PEX9vlN+W9F399Scjbo2omhQwbX2oelXuNV0uI95hiSVJtvbtt9SEqp45xran5jjG+MX0qM8edPxvjzJ2P8+Y8x/vzHGL92YvzqGmN7CL9PsFJ5WbcKz58HOlVRZxiw4Sw2f3dK6djZ7Ptifp9MqGL5XpWKulauk7k8pXR2RDQEXgKGZOt/Cmw1q/1W2E9PKiThp8Ks8VWN1SdJklTzAm/z1J9ijG+ML0mS5lM5jfGrpWO7yN0UEa0pjMd3Z0pp6JxWkCRJkjRfM8aXJEkqMUXVsV0xE6Qa91E560OSJKmk5DGbQ/MvY3xJkqS/Lo8xfp3aboAkSZIkSZIkSX+EHduSJEmSJEmSpKJSVEORSJIk6a/L422KkiRJUinLY4xvxrYkSZIkSZIkqaiYsS1JkpQjQeQym0OSJEkqVXmN8c3YliRJkiRJkiQVFTu2JUmSJEmSJElFxaFIJEmS8iZ/dylKkiRJpS2HMb4Z25IkSZIkSZKkomLHtiRJkiRJkiSpqDgUiSRJUp4EuZwxXZIkSSpZOY3xzdiWJEmSJEmSJBUVM7YlSZJyJo/ZHJIkSVIpy2OMb8a2JEmSJEmSJKmo2LEtSZIkSZIkSSoqDkUiSZKUM3m8TVGSJEkqZXmM8c3YliRJkiRJkiQVFTO2JUmS8iZ/yRySJElSacthjG/GtiRJkiRJkiSpqNixLUmSJEmSJEkqKg5FIkmSlDN5nFhGkiRJKmV5jPHN2JYkSZIkSZIkFRUztiVJknIkInKZzSFJkiSVqrzG+GZsS5IkSZIkSZKKih3bkiRJkiRJkqSi4lAkkiRJOZPH2xQlSZKkUpbHGN+MbUmSJEmSJElSUTFjW5IkKWfymM0hSZIklbI8xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSXmTv7sUJUmSpNKWwxjfjG1JkiRJkiRJUlExY1uSJCln8jixjCRJklTK8hjjm7EtSZIkSZIkSSoqdmxLkiRJkiRJkoqKQ5FIkiTlSeTzNkVJkiSpZOU0xjdjW5IkSZIkSZJUVOzYliRJkiRJkiQVFYcikSRJypEAcniXoiRJklSy8hrjm7EtSZIkSZIkSSoqZmxLkiTlSuRyYhlJkiSpdOUzxjdjW5IkSZIkSZJUVMzYns+0bbkcT7/4r9puhioY//OU2m6CqlBWt7y2m6AqLL1og9pugiqZPPW32m6CKkmptlsgqaa1XLUZ9zx6YW03QxU88Oao2m6CqtB4wfq13QRVofsaTWu7CapkzPe/1HYTVMkUr7tqhR3bkiRJOZPDuxQlSZKkkpbHGN+hSCRJkiRJkiRJRcWMbUmSpJzJ48QykiRJUinLY4xvxrYkSZIkSZIkqajYsS1JkiRJkiRJKioORSJJkpQnkc+JZSRJkqSSldMY34xtSZIkSZIkSVJRMWNbkiQpRwKoUyeH6RySJElSicprjG/GtiRJkiRJkiSpqNixLUmSJEmSJEkqKg5FIkmSlDN5nFhGkiRJKmV5jPHN2JYkSZIkSZIkFRUztiVJknIm8pjOIUmSJJWwPMb4ZmxLkiRJkiRJkoqKHduSJEmSJEmSpKLiUCSSJEl5EvmcWEaSJEkqWTmN8c3YliRJkiRJkiQVFTO2JUmSciTI58QykiRJUqnKa4xvxrYkSZIkSZIkqajYsS1JkiRJkiRJKioORSJJkpQrkcvbFCVJkqTSlc8Y34xtSZIkSZIkSVJRsWNbkiRJkiRJklRUHIpEkiQpZ3J4l6IkSZJU0vIY45uxLUmSJEmSJEkqKmZsS5Ik5UweJ5aRJEmSSlkeY3wztiVJkiRJkiRJRcWObUmSJEmSJElSUXEoEkmSpDyJfE4sI0mSJJWsnMb4ZmxLkiRJkiRJkoqKGduSJEk5EuRzYhlJkiSpVOU1xjdjW5IkSZIkSZJUVOzYliRJkiRJkiQVFYcikSRJypkc3qUoSZIklbQ8xvhmbEuSJEmSJEmSiooZ25IkSTmTx4llJEmSpFKWxxjfjG1JkiRJkiRJUlGxY1uSJEmSJEmSVFQcikSSJClncniXoiRJklTS8hjjm7EtSZIkSZIkSSoqZmxLkiTlSeRzYhlJkiSpZOU0xjdjW5IkSZIkSZJUVOzYliRJkiRJkiQVFYcikSRJypEgnxPLSJIkSaUqrzG+GduSJEmSJEmSpKJix7YkSZIkSZIkqag4FIkkSVKuRC5nTJckSZJKVz5jfDO29YeUl5ez6fqd2HvXHQD4bOSnbLXxenRZqxWHHLAXkydPBuCLzz9j5+22pFvX9uy4zWaMGT0KgFde6scm63Wc/lh+qUV48vFetXU4Re+TER/SfeMu0x9rrbwMt//nOt59azg7b70R3TfuQo/N12P40EEzrPfmG4NZvcki9On9yPSyi885ja026MAW663NOaf+Hymlmj6ckjFhwngOO2BPNunSlk3WWYshg14D4PabbmCTLm3ZbN21ufDsUwGYMmUKxx1+MFus34FN1lmL6/916QzbKi8vZ+tuXThwzx1r/DjyYvz48ey5+y6stUZL2q3ZitcGDOCUk05grTVa0mnttuy2y46MHz++tptZckaN+oLtt96UdTqsSdeObfn39dcA8NbwYWzebV02XKcDm6zfhSGDBwLQ877/sX7ntVmvUzu23GR93n5z+PRt/fv6a1i341p07diWG6+7ulaOR5KKXf9+z7LjJh3YfqN23H7DlTMtH/J6f/badgM6rbIEzz756AzLrr7oTHbdYh123WId+vZ+qIZaXPreee1FztpjE87ctRt977pxpuUvPXIP5+2zFRfsvw2XH7YrYz/9aPqyUSPe49JDduLcvbfgvH22YsqkSTXZ9JL2Rv8XOHqHDThy+/V45LbrZlr+dM+7OG7XTTl+9805/cAd+OLjDwH4Yfx3nH3ILuyz7mrccvFpNd3skvZ036do26YFbVquymWXXjzT8kmTJrHPXrvTpuWqbLBuFz4bOXL6sssuuYg2LVelbZsWPPN03xpsdel76fmn2XK9dmy2zpr859rLZ1o+aMAr7LD5urRqtihPVeibGP3F5+yw+bpsv+k6bLNhR+6985aabLaKTI11bEfEaRHxTkS8GRHDIqJLVt4vIjrWVDuyfTaKiMNrYD8tI2JAREyKiOOre3814eYbr2W11VtOf33+Wafy9yOO5vXh79Go0eL8767bATjn9JPYbY+96TdgKMeddBoXnH06AOtv2I3n+w/m+f6Deaj30yy4YEO6bbJ5rRxLKVh51dV5/IXXefyF1+n17KsssOCCbLHN9lxy7ukcdfypPP7C6xx70hlccu7p09cpLy/nkvPOYP1um04vGzLwNYYMHMAT/QbS56XBvPXGEF5/9eXaOKSScM4p/8dGm27O86+/yVMvDWLV1Vvy6sv9eKZPb/q8NIhnX32DQ484FoAnej3E5MmTefqVITzx/AD+d+ctfPH5yOnbuu0/17Hq6i1q5Tjy4vh/HsMWW2zF8LffZ+CQ4bRs1YpNN9ucIcPeZtAbb7Laaqtz2SUX1XYzS05Z3TLOu/AyXhvyFk+/0J9bb7qR9997l7NOP5kTTzmDl14bwimnn8XZp58MwPIrrsjjfZ+n/6BhHH/SaRx71GEAvPvO29x1+608+9IAXn5tKE/3eYJPPh5Rm4dWFCJq7zH3bYy6EfFGRDyevV4pIl6PiBERcX9E1M/KG2SvR2TLV6ywjVOy8g8iYssK5VtlZSMi4uR59sbmkDF+acT45eXlXHLm/3HtHQ/y0DMDeeqxh/jko/dnqNOkaXPOvvxGtuqx6wzlLz/fl/ffGc69T77CXY8+x39vvpYff5hYk80vSb+Vl3Pf5Wdy5BV3cOb/nmbQs4/N0HEN0GmL7Tnj7qc47c4n2XzvQ3nwmvMBKJ86lTvO+Sd7nXg+Z97zNP+8/l7qlnmz9rxQXl7OrRefxmnX3c2/HnqB/k89Or3jepr1t96RK3s+x+X3P0OP/Q/nzivPAaBegwXY/fAT2e+fZ9RG00tWeXk5xx59BL169+GNN9+l53338t67785Q547bbmXxRovzzvsjOOqYf3LaqScB8N6779Lz/vsYOvwdHnv8KY456nDKy8tr4zBKTnl5Oeecchw3/+8RnnxpCI8/0pMRH7w3Q50mzZbj4qv/Q/cdd5uhfKllluWBx1/gsedeo2efftx07RV89eXYmmx+0SqGGH9eq5GO7YjoCnQH2qeU2gKbAV/UxL5noRFQ7UEv8B1wNDDzT1NFaMzoUTzTtw97738QACklXnmxH9vtsDMAu+25L30efwyAD99/j/U32hgodGY/9WTvmbbXu9fDbLL5ljRs2LCGjqC0vfrSCyy/4so0W255IoIff/gBgB8mTmTpZZtMr3fXLTey1bY9WLLx0tPLIoJJk35lyuTJTJ40iSlTp9B4qaVn2ofmbOLECbw+4BX22OdAAOrXr89iizXi7ttv5vBjjqdBgwYA09/fiODnn39i6tSp/PrrL9SrX59FFlkUgLGjR/H8032mb0vz3oQJE3jllZc44KCDgcL5atSoEZttvgVl2QVg5y7rMHrUqNpsZklatkkT1lq7PQCLLLIIq7doydgxo4kIfsi+vyZOnMiyyzYFoMs669Jo8cUB6NR5HcaOHg3Ahx+8T4dOnWnYsCFlZWWsu8GGPN7rkSr2qCJ0DFDxCugS4F8ppVWB74GDs/KDge+z8n9l9YiI1sAeQBtgK+CGrLO8LnA9sDXQGtgzq6s/yBi/NGJ8gLeHDaH5CivTfPmVqFe/PltutxP9nn5ihjpNl1uB1VutQZ2Y8RLyk4/ep33n9SgrK2PBhguxWss2vPriszXZ/JI08t3hLNV8BZZqtjxl9erTcbPtGP7yMzPUWXChRaY/n/zLL9N7Ft4b+DLNVmlJ89UKX20LL7Y4derWrbnGl7ARb7/BssutyDLNV6Bevfqst2UPBvebMcu34cK/n5dJv/xMUDgvCyzYkFZrd6Zedj2geWPQwIGsssqqrLTyytSvX59dd9+Dx3vPeFf44717sfe++wOw08670O/550gp8XjvXuy6+x40aNCAFVdaiVVWWZVBAwfWxmGUnDffGMwKK63M8iusRP369dl2h114tu/jM9RpvvwKtGy9JnXqzPj/Sv369amffU4mT5rEb+m3Gmu3ik9NZWw3Ab5NKU0CSCl9m1IaU7lSRGyRZT8MjYieEbFwVt4hIl6MiCER0TcimmTl/SLi6iw75O2I6FzFNttExMCszpsRsRpwMbBKVnZZRCwcEc9l+30rInpUWP+MLKPnlYi4d1pWRkSsEhFPZW16OSJaVt53SunrlNIgYMq8eRtr1xkn/x9nnnvR9C+d774bx6KLNZre+dO0WTPGji10NLReoy1PPPYoAE/2fpQff/iB78aNm2F7jz70ADvusnvNHUCJe/zRnmy3UyGD5vTzL+Xic05lvXarcfHZp3DCaecC8OXY0Tz95GPsfeChM6zbvlMX1llvI9ZZc2XWWXNlNth4M1ZdfaY/ac2FLz4byZJLLsXxRx7C1t26cOIxh/HzTz/x6ccfMfC1/vTYfAN2224zhg8dDMA22+9Ew4YL0an1inRdazUOPeJYGi2+BADnnHYCp5594Uz/0WveGfnppzRuvBSHHnwg63Rcm38c+jd++umnGercdcdtbLnV1rXUwnz4/LORvDl8GB06deHCS6/krNNOYo3VV+TMU0/kzHMvmKn+f++8jU232AqAVq3b8Nqrr/DduHH8/PPPPNO3D6NH+0NEsYuI5sC2wC3Z6wA2AR7MqtwJ7JA975G9Jlu+aVa/B3BfSmlSSulTYATQOXuMSCl9klKaDNyX1dUfZ4xfIr75agzLNm02/fXSTZrx9Vdzlx23eqs1ePXFZ/nll5/5/rtxDB7wMl9l1wT688Z/8yWLL/N7csriSy3L+G++nKlev4fu4oxdNuKRGy5m93+eBcBXX3wKEVxz7H5ceEB3nr773zXW7lL33ddfsuQyTae/XmKZJoyr4rw8df8dHLndutx99fkcdOK5NdnE3BkzZjTNmy83/XWzZs0ZPXr0zHWWK9QpKytj0cUWY9y4cYwePfO6Y8b4/TUvfDV2DMs2bT799bJNmvHV2LnPuh47ehTbbdyZjTq04JAjjmOZCsl6UkU11VvyNLBcRHwYETdExEaVK0REY+B0YLOUUntgMHBcRNQDrgV2SSl1AG4DKl7lNkwptaOQnXFbFfs+DLg6q9MRGAWcDHycUmqXUjoB+BXYMdvvxsAVUdAJ2BlYi0JWT8XbKW8CjsradDxww595Y7JjPzQiBkfE4HHffvtnN1Otnu7zBI0bLz09u25Ozr7gEgb0f4lN1+/Eq6+8TJOmzahbIUvgqy/H8v47b7PxZltUV5NzZfLkyTzX90m22W4nAO6542ZOP/dS+g/7iNPOu5STj/0HAOeffiInnnH+TB2lIz/5mI8/ep/+wz7i1eEjeO3lFxn0Wv8aP45SUD51Km+/+Qb7HHgoffq9TsOGC3HD1ZcxdepUxn//PY8+/RKnnn0Rhx+8Nyklhg0dRJ26dRj4zqe8MvR9br7+aj4f+QnP9X2SJRsvxZrt5u4zpz9n6tSpDHtjKIf8/R+8NvgNGi60EJdXGJfvkosuoG5ZGXvstXcttrK0/fjjj+y/125ceOmVLLrootx+y3+44JIrePvDkZx/yRUc/Y9DZqj/8osvcPddt3P2eYXhYVq0bMXRx53Azttvza47bMOabdtRp45ZaXMSEbX2mEtXAScC01J0lgTGp5SmZq9HAdN64ZqRZQlnyydk9aeXV1pnVuX644zxZ6NijP/9d+PmvEKR6rrhpqy38eYcuNMWnHr0QbRt39nv4RrUbef9OO/BF9nh8JN48o7CeM+/lU/l4zcHc9DZV3H8v3sy7MWneX+wsX1N2mr3A7iu96vsfcxpPHSL839If1STZs3p/cJAnhnwFo88cA/ffvNVbTepKBRBjD/P1UjHdkrpR6ADcCjwDXB/RBxQqdo6FG4H7R8Rw4D9gRWAFsAawDNZ+elA8wrr3Zvt4yVg0YhoVGm7A4BTI+IkYIWU0i9VNDGACyPiTeBZChc3ywDrAb1SSr+mlH4AegNEIctkXaBn1qb/UMhY+VNSSjellDqmlDou2bjxn91MtRr4+qv07fM4HddYjb8fuA/9X3qB0088jokTxjN1auEac8zo0TRpUrguXLZJU26/pyfPvTKIU88s/EK9WKNG07fX6+EH2Xq7HtSrV6/Gj6UUvfhcX9qs2Y7GSy8DwMP338OW3QtJSdtsvxNvvlHIDn5r+FCO+ft+bNihJU/1foQzTzqWp598jKeffIx2HTqz0MILs9DCC7PRplswdNDrtXY8xWzZps1o0rQZa3csJJdts/2OvP3mMJo0bcZW3XsQEbTr0Ik6derw3bhv6fXg/XTbZAvq1atH46WWpkOXrrw5bCiDX3+VZ596gvXarc5Rh+zHqy/345i/H1Crx1aKmjVvTrPmzencpQsAO+68C8PeGArAf++8gyefeJw77rqnVv+jLmVTpkxh/712ZZfd92S7HoUJUu+9567pz3fYaReGDPl98tt33nqTY474O/fc/zBLLLnk9PJ99z+IF/oP5Imn+9GoUSNWXW21mj0Q/VGNp3X2ZY8ZbiOKiO7A1ymlIbXUPs0lY/zZqxjjL77EknNeoRYttUxTvqyQpfj12NEsvczcH/rfjjyB+/q8wo139yKlxAorr1odzcyVRksty/cVsua//+ZLGi217Czrd9xsO4a/9Ey2bhNWbdeZhRstQf0FFmSNdbvx+QdvV3ub82CJpZdl3Fe/35jy3VdjWXI252W9LXswsJ8TElanpk2bMWrU779Xjx49imbNms1c54tCnalTpzJxwgSWXHJJmjWbed2mTf2te15YpklTvhzz+12UX44dzTJN/vh/qcss24TVW7Zm8GuvzsvmqYTU2P3tKaXylFK/lNJZwJEUsiQqCuCZLMOiXUqpdUrp4Kz8nQrla6aUKqb5psq7qrTf/wHbA78AT0bEJlU0b29gKaBDlvXxFbDAbA6nDoWsoXYVHq1m+wYUudPPvoBh73/K4Lc/4j+33816G27MjbfexXobbkTvRwsznz9w73/ZatvtABg37lt++62QZHX1lZew5z77z7C9Rx6832FI5qHej/w+DAkUvvynTf746sv9WGHlVQB4cfB7vDTkfV4a8j5bbbcj515yFVtssz1Nmy/HwFdfYerUqUyZMoXXB7zihIV/0tLLLEuTZs35+KPCJDL9X3qB1Vq0YotttmfAKy8C8MmIj5gyeTJLLNmYZs2X49WX+wHw808/8cbggayyWgtOOvN8Xn/7Y/oP+5Brb76LdTfoxtX/uaN2DqqELbvssjRvvhwffvABAP2ef46WrVrzdN+nuPKKS3nwkcecB6CapJQ4+h+HsHqLVhxx9D+nly/bpCn9Xy58Vl7q9zyrrFLopB71xefst9eu3HjLHay62uozbOubr7+eXufxxx5ll932rKGjKFK1OKlM9hvRt9M6+7LHTZVauB6wfUSMpDBMyCbA1UCjiJg2+1lzYFov3GhgOYBs+WLAuIrlldaZVbn+BGP80tBmrfZ8MfJjRn8xkimTJ9O398NstPk2c7VueXk547//DoAP33ubj95/h3U2qOp06I9YoVVbvh41km/HfMHUKZMZ/Gxv2q6/2Qx1vv7i0+nP3371eZZebkUAWnfZkDEff8DkX3+hfOpUPnxjIE1W9EffeWHVNu0Y+/mnfDX6c6ZMmUz/vr3o2G3Gu5DHfvbJ9OdDX36WJsutVNPNzJWOnToxYsRHjPz0UyZPnkzP++9j2+7bz1Bn2+7bc89/C6OWPfzQg2y08SZEBNt2356e99/HpEmTGPnpp4wY8RGdOs80+pX+hDXbdWDkJx/zxWcjmTx5Mk88+iCbbrHtXK375ZjR/PpL4ffqCeO/Z8jAAay0qt9hc1T7MX6tqJGpkSOiBfBbSmnaNM7tgM8qVXsNuD4iVk0pjYiIhShkVXwALBURXVNKA7LbFldPKb2Trbc78EJErA9MSClNqLTvlYFPUkrXRMTyQFtgOLBIhWqLUcgMmhIRG1PIIgHoD/wnIi6i8F51B25KKU2MiE8jYteUUs8opPK1TSkN/2vvVPE5/ZwL+fuB+3DxeWez5lprsdd+hUnuXn35RS44+wwiYJ31NuDiK66Zvs7nn41kzOhRrLv+hrXV7JLy808/0f/F57ng8munl114xfWce/rxlE8tp8ECDbjgiutmu42tt9uRAS/3Y5uNOhERbLjx5my65dz9p6OZnXPxvzjm7wcwZcpkll9hJS6/7iYWbLgQJxx1KJuv15569etzxfW3EBHsd/BhHH/UoWy27tqklNh1r/1o1WbN2j6EXLnyqms5cL+9mTx5MiuuvDI33XI763ftxKRJk+i+1eZAYQLJa29wfMp56fUB/bn/3rtp3WZNNlynAwBnnH0eV1/3b0454TimTp1KgwUa8K/rbgTg0ovO57vvxnHCsUcBhfERn3+lcGfJ/nvvynfffUe9snpceuU1M9whpOKTUjoFOAUgIroBx6eU9o6InsAuFDq79wemzQz1WPZ6QLb8+ZRSiojHgP9FxJVAU2A1YCCFDtXVImIlCh3aewB71czRlRZj/NJRVlbGSedezhH77cRv5eVsv9s+rLJ6K2688gJar7k2G22+De8MH8L//X0fJk4Yz0vP9eHf/7qIB595nalTpnDwroV5DxZaeBHO/9dN0+fg0Z9Xt6yMPY47h2v/uR+/lf/Gut13penKq9P75itZvuWarLXB5vR78C7eH9yfumVlNFxkMfY/vTCf6UKLLsamexzMxQf3AII11u3Gmuv5Y8O8ULesjINPOp8LDt+L3377jY177M5yq7TgvhsuY5XWa9Gp2xb0uf8O3nr9ZeqWlbHwootx5HlXTV//8G268PNPPzJ1ymQGvfAUp99wL8utsvqsd6g5Kisr419XX8d2225JeXk5+x9wEK3btOHcs8+kfYeOdN9uew446GAOOmBf2rRclcUXX4L/3nMfAK3btGHnXXdj7batKSsr46prrp9hCFX9eWVlZZx54RUcvGcPysvL2WXP/VitZWuuvuQ81mjXnk233JY33xjCEQftwcTx43nhmT5cc9kFPPnSYD7+6H0uPvuUQm9pShz0j2No0WqN2j4kzacipcrJENWwk4gOFMbQawRMpTB5z6EppW8joh+FC5bBWabFJcC0aYJPTyk9FhHtgGsoBKdlwFUppZuzdYcBGwH1gINSSjNMYRsRJwP7Upjc5Utgr5TSdxHxPwoBcJ9sn72BhSmM+7cOsHVKaWREnE3hYucr4GvgqWzfKwE3Urg9sR6FyYnOrbTvZbPtLUphjMgfgdYppYmzeq/ate+Qnn7xtbl5W1VDfvx16pwrqcaV1XVCxfnR0os6y/v85pfJ5bXdBFWyyfpdeGPo4FrLa1h4uZap3TE319bu6X/ChkNSSh3nXHOGju3uWUfmfcASwBvAPimlSRGxAPBfYG3gO2CPlNIn2fqnAQdRiD+PTSn1ycq3oTCOd13gtpTSzLOUao6M8ec+xm/ddu10T+8X5+ZtVQ15fcx3td0EVaHxgvVruwmqQvc1ms65kmrUF+N+ru0mqJKdtlift4YPNcafjYjYisKdmHWBW1JKF1dRZzfgbAp36w1PKc02AaVGfkrPxkhcdxbLulV4/jzQqYo6w4BZpffenVI6djb7vpjCDOmVyyu/MV1nsYnLU0pnR0RD4CVgSLb+p8BWs9pvVudLZhwrUJIkqVYFFM248SmlfkC/7PknwEz3B6eUfgV2rVyeLbuAGScknFb+JPDkPGxqLhnjS5IkzR/m9xg/IuoC1wObU5j0e1BEPJZSerdCndUo3Lm5Xkrp+4hYek7b9R6xObspIlpTGI/vzpTS0NpukCRJkqS/xBhfkiSp5nQGRlS4s/I+oAfwboU6hwDXp5S+B0gpfT2njRZ1x3bFTJBq3IdjLkqSpJIyP2dzSMb4kiRJf1wtx/iNI2Jwhdc3VZokvhnwRYXXo4AulbaxOkBE9KcwXMnZKaWnZrfTou7YliRJkiRJkiTVqm/ndh6d2SijMOF7NwrDvr0UEWumlMbPagVnX5MkSZIkSZIkVZfRwHIVXjfPyioaBTyWUpqSzXvyIYWO7lmyY1uSJClnImrvIUmSJGnem89j/EHAahGxUkTUB/YAHqtU51EK2dpERGMKQ5N8MruN2rEtSZIkSZIkSaoWKaWpwJFAX+A94IGU0jsRcW5EbJ9V6wuMi4h3gReAE1JK42a3XcfYliRJyhknj5QkSZJKy/we46eUngSerFR2ZoXnCTgue8wVM7YlSZIkSZIkSUXFjm1JkiRJkiRJUlFxKBJJkqQ8cRJHSZIkqbTkNMY3Y1uSJEmSJEmSVFTM2JYkScqRIOb7iWUkSZIkzb28xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSTmTw7sUJUmSpJKWxxjfjG1JkiRJkiRJUlGxY1uSJEmSJEmSVFQcikSSJCln6uTxPkVJkiSphOUxxjdjW5IkSZIkSZJUVMzYliRJypkcJnNIkiRJJS2PMb4Z25IkSZIkSZKkomLHtiRJkiRJkiSpqDgUiSRJUo5EQOTxPkVJkiSpROU1xjdjW5IkSZIkSZJUVMzYliRJypk6+UvmkCRJkkpaHmN8M7YlSZIkSZIkSUXFjm1JkiRJkiRJUlFxKBJJkqScyePEMpIkSVIpy2OMb8a2JEmSJEmSJKmomLEtSZKUMzlM5pAkSZJKWh5jfDO2JUmSJEmSJElFxY5tSZIkSZIkSVJRcSgSSZKkHAkgyOF9ipIkSVKJymuMb8a2JEmSJEmSJKmomLEtSZKUM3Xyl8whSZIklbQ8xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSXkSQUQO71OUJEmSSlVOY3wztiVJkiRJkiRJRcWMbUmSpJzJYTKHJEmSVNLyGOObsS1JkiRJkiRJKip2bEuSJEmSJEmSiopDkUiSJOVIAHXyeJ+iJEmSVKLyGuObsS1JkiRJkiRJKipmbM9n6kTQsH7d2m6GKiirk79fvIpBs24n1nYTVIWvXr68tpugSlJKtd0EVZLwnEh5s0C9uqy27MK13QxVsELjhrXdBFWhWfeLa7sJqsLXfU6t7SaoksaLNKjtJqiSsrrmDtcGO7YlSZJyJod3KUqSJEklLY8xvj8nSJIkSZIkSZKKihnbkiRJORN5TOeQJEmSSlgeY3wztiVJkiRJkiRJRcWObUmSJEmSJElSUXEoEkmSpByJyOfEMpIkSVKpymuMb8a2JEmSJEmSJKmomLEtSZKUM3XymM4hSZIklbA8xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSTmTv5sUJUmSpNKWxxjfjG1JkiRJkiRJUlExY1uSJClnIocTy0iSJEmlLI8xvhnbkiRJkiRJkqSiYse2JEmSJEmSJKmoOBSJJElSjgRQJ393KUqSJEklK68xvhnbkiRJkiRJkqSiYsa2JElSnkTkcmIZSZIkqWTlNMY3Y1uSJEmSJEmSVFTs2JYkSZIkSZIkFRWHIpEkScqZHN6lKEmSJJW0PMb4ZmxLkiRJkiRJkoqKHduSJEmSJEmSpKLiUCSSJEk5k8cZ0yVJkqRSlscY34xtSZIkSZIkSVJRMWNbkiQpRwKok79kDkmSJKlk5TXGN2NbkiRJkiRJklRU7NiWJEmSJEmSJBUVhyKRJEnKmTxOLCNJkiSVsjzG+LPs2I6Ia4E0q+UppaOrpUWSJEmSqoUxviRJkkrF7DK2B9dYKyRJklRj8pfLoQqM8SVJkkpQHmP8WXZsp5TurPg6IhqmlH6u/iZJkiRJqg7G+JIkSSoVc5w8MiK6RsS7wPvZ67Ui4oZqb5kkSZKkamGML0mSpGI3N5NHXgVsCTwGkFIaHhEbVmejJEmSVD0ioE4OJ5bRTK7CGF+SJKkk5DXGn2PGNkBK6YtKReXV0BZJkiRJNcQYX5IkScVsbjK2v4iIdYEUEfWAY4D3qrdZkiRJqi45TObQzIzxJUmSSkgeY/y5ydg+DDgCaAaMAdplryVJkiQVJ2N8SZIkFbU5ZmynlL4F9q6BtkiSJEmqAcb4kiRJKnZzzNiOiJUjondEfBMRX0dEr4hYuSYaJ0mSpHkvImrtofmDMb4kSVJpyWOMPzdDkfwPeABoAjQFegL3VmejJEmSJFUrY3xJkiQVtbnp2G6YUvpvSmlq9rgbWKC6GyZJkqTqEVF7D803jPElSZJKSB5j/FmOsR0RS2RP+0TEycB9QAJ2B56sgbZJkiRJmoeM8SVJklQqZjd55BAKQe60fve/V1iWgFOqq1GSJEmSqoUxviRJkkrCLDu2U0or1WRDJEmSVP2CoI5jguSWMb4kSVLpyWuMP7uM7ekiYg2gNRXG3Usp3VVdjZIkSZJUvYzxJUmSVMzm2LEdEWcB3SgEvU8CWwOvAAa9kiRJxcZJHIUxviRJUknJaYxfZy7q7AJsCnyZUjoQWAtYrFpbpfnSPw49mJWWW5bO7dtOLzvtlBNp37Y163Rsx5677cT48eMBmDJlCocefABdOqxFh7XacPmlFwPw4YcfsG7n9tMfTZdqxPXXXl0bh1MSfv31VzbbqCsbrtOedTuuxcXnnwPAZyM/ZfNu69KxbUsO3m8vJk+eDMCoLz6nx9ab0W3djmzQZW2e6dsHKJyvww89kPU7t2Od9mvyr8svqbVjKlaLLbwA/7t4f4b1PIk3HjiJLmuuwOKLNuTx6/7OWw+dwuPX/Z1GiywIwOorLE2/W49mfP9LOXafbjNs599n7M5nfc9h8H0nzFB+2iFb8vETZ/HaPf/Ha/f8H1uu26qmDq0kHPH3g1ll+WVZp8Pv318H7LMH63dpz/pd2rNmi5VZv0v76cvefutNNttoPbq0X5OuHdfi119/BWDy5MkcfcTfab9mSzqu1ZpejzxU48dSKkaP+oIeW29G1w5tWbfjWvzn+msAeOvNYWyx8Xps1LUDm2zQhSGDBwJw7VVXsFHXDmzUtQPrdWrHUos24PvvvgNgwvjxHLD37nRZew3Wab8mg14fUGvHJRURY3zN4Jmnn2LtNVuxVuvVueKymWPBSZMmsf8+e7BW69XZeIOufDZyJADPP/sMG3TtRJcOa7FB1068+MLzNdzy0vXcM33pvHYbOrZtyVVXXDrT8kmTJnHwfnvRsW1LNu+2Lp9/NnKG5aO++Jzll2nEdVdfWUMtzofNO63M8Dv/wdt3H87xe6470/Llll6Up67chwE3/Y2BtxzCll1WAWCPzdbgtZv/Nv3x03On0XaVZWq6+SXpmaefon3bVqzVZnWunMX31wH77MFabbLvr+yzMnjQQNbr0p71urRn3c5r07vXIzXc8tL27NNP0bldazqs2YKrquhjmDRpEgfttycd1mzBZht1rfI7bLmlF+Paq66ooRarGM1Nx/YvKaXfgKkRsSjwNbDcH91RRJwWEe9ExJsRMSwiumTl/SKi4x/d3l8REY0i4vAa2M/e2fG+FRGvRsRa1b3P6rT3vvvzyGNPzlC2ySabMXDom7w2eBirrrY6V1xW6MB+5KGeTJ48ideHDOflAYO4/Zab+GzkSFZfvQWvDhzKqwOH8vKAQSzYsCHbbb9DLRxNaWjQoAGPPvEML702lBcHDOa5Z/syaOBrnHPGqfzjiGMY/Ob7NGrUiLvvvA2AKy65kB477UK/Vwdz8x33cMI/jwKg1yMPMnnSZF4ZOIznX3mdO2+7eab/VDR7l//fjjw94H3a7XoJnfe6nPc//Yrj99+EfoM+Ys2dL6LfoI84fv9NAfh+4s/83xWPcNXdL8y0nf8+PogeR99U5T6uvfdF1tn7CtbZ+wr6vvpetR5Pqdlr3/15qNeM31933H0fr7w+lFdeH8r2O+zEdj12BGDq1KkcetB+/OvaG3h96Fs80fd56tWrB8Dll1zIUkstzdC33mfgG2+z/gYb1fixlIq6ZWWce9GlDBjyJn1feIVbb/4377/3LmeffgonnnIGLw4Ywimnn805pxfmsTvq2P/jxQFDeHHAEM4453zWXX9DFl9iCQBOOfGfbLr5Frz+xtu89NoQVm/hDz/SXDDG//P7KakYH6C8vJz/O+YoHu71BIOGvc2DD9zH+++9O0Odu+64jUaNFmf4ux9yxFHHcObpJwOwZOPGPPBQL14fMpz/3HI7hxy8f20cQskpLy/nxOOO5oGHe/Pq4Dd5uOfM5+TuO2+jUaNGDH7zff5xxDGcc8apMyw//eQT2HTzrWqy2SWvTp3gqmO2psfJ97L2Af9m103b0HKFxjPUOWnf9Xmo37t0PfQW9jvvEa4+dmsA7nv2bdY55BbWOeQWDr6wFyPHjufNj7+qjcMoKeXl5fzfsUfxUK8nGPTG2zxYxWflrjtuo9HiizP8ncL311mnFb6/WrdZgxf7D6T/60N5uNeTHHPUP5g6dWptHEbJmf4d9sjjDBjyFg/1vH8W32GLM+StD/jHkcdy9hkzzl992snHs+kWfodp9uamY3twRDQCbqYwi/pQ4A+lQkVEV6A70D6l1BbYDPjijzV1nmoEVHvQC3wKbJRSWhM4D6i6t6pIrL/Bhiy++BIzlG26+RaUlRVGtOnUuQtjRo0CICL46aefmDp1Kr/88gv16tdnkUUXnWHdfs8/x0orrcLyK6xQMwdQgiKChRdeGChkXU+dMoWI4OUXX2D7HXcGYI+99+XJxx+bXv+HH34A4IeJE1i2SZNCOcHPPxfO16+//EL9+vVZZJFFq9ijqrLoQguw/torc0ev1wGYMrWcCT/+SveN1uDuxwcBcPfjg9iu2xoAfPP9jwx59wumTP1tpm31f+MTvpv4c801PifWq9AJWllKiUce6skuu+0BwPPPPk2bNdZkzbaFfoolllySunXrAnD3nbdz3AmFQLhOnTos2bhxldvUnC27bBPWalfIkl9kkUVYrUVLxo4dU/iemjgRgIkTJrBsk6Yzrftwz/vZedfdp9cZ0P8V9tn/IADq16/PYo0a1cxBFLGIqLWH5hvG+H9eScX4UMhaXHmVVVhp5ZWpX78+O++6O4/3fmyGOk/07sVe++wHwA477UK/F54npcRa7damSdPCd3Wr1m349ZdfmDRpUo0fQ6kZOnggK628CiuuVDgnO+6yO32e6D1DnT5P9GaPvfcFYPsdd+alfoVzAoXztcKKK9KyVesab3sp69SyKR+P+Y6RY8czZepv9Hz+Hbqvt/oMdVKCRRs2AGCxhRow9tsfZtrObpuuQc8X3qmRNpe66d9fK/3+/fXE45W+vx7vxZ57V/j+yj4rDRs2nN6f8eukX41T5qEhlb7DdtplN/pUOi9PPv7Y9O+wHlV9h63gd9gflccYf44d2ymlw1NK41NK/wY2B/bPblf8I5oA36aUJmXb/DalNKZypYjYIiIGRMTQiOgZEQtn5R0i4sWIGBIRfSOiSVbeLyKuzrJD3o6IzlVss01EDMzqvBkRqwEXA6tkZZdFxMIR8Vy237ciokeF9c+IiA8i4pWIuDcijs/KV4mIp7I2vRwRLat4715NKX2fvXwNaP4H37ei8t87b2fzLQu/pu2w0y4stNBCrLpiM1qvtiJHH3scS1TqVHqw5/3suvsetdHUklJeXs5GXTvQcqWmbLTJZqy00ios1qjR9P+gmzZrztgxhY/biaedSc/77mGN1Vdk95235+LLrwIKgXDDhgvRepXlWKvVyhxx9D9n2Qmoma3YbAm+Hf8TN521BwPuPo4bTtuNhgvUZ+klFuHLcYVA9stxP7D0Eov8pf0ctuv6DPzf8fz7jN2nD2uiv+7V/i+z1DLLsMqqqwEw4qOPiAh23G4rNujakauuuAxg+lBLF5xzJht07ch+e+3G11+ZZTMvfP7ZSN4aPowOHTtzwSVXcNbpJ7Nmi5U487STOOOc82eo+/PPP/Pcs33ZrsdOAHz22acs2bgxRx52MN3W7cgxRxzKTz/9VBuHIRUVY3xj/IrGjhlNs+a/J+w3a9aMsWNGz1BnzJgxNM/qlJWVsdiiizFu3LgZ6vR65CHWateeBg0aVH+jS9zYMWNo1vz3P62mVZyTsWPG0LTCOVl0scX4btw4fvzxR67512WccMoZNdrmPGjaeBFGfT1x+uvR3/xAs8YzxvgX3PESe2y+JiMeOJpHLt6D467tO9N2dunWmgees2N7Xhg7ZvT07yYofFbGjJ75s1Lx+2vRRQufFYBBA1+nczb84FXX3DD9Olp/TeE7rOJ5ac7YsWNmWafiefnxxx+5+spLOfHUM2u0zSpOs+zYjoj2lR/AEkBZ9vyPeBpYLiI+jIgbImKme7cjojFwOrBZSqk9MBg4LiLqAdcCu6SUOgC3ARdUWLVhSqkdheyM26rY92HA1VmdjsAo4GTg45RSu5TSCcCvwI7ZfjcGroiCTsDOFMYc3Dpbf5qbgKOyNh0P3DCH9+BgoM8c6hStyy6+kLKyMnbfc2+g8Ktp3Tp1+ejTUbz9/sdce/W/+PSTT6bXnzx5Mk8+0Zsdd9qltppcMurWrcuLA4bw1gcjeWPwID768P1Z1n24533suc/+vP3hSO5/6DH+8bcD+e233xg6eCB169bhnRGfM/Ttj7j+2qsY+ekns9yOZlRWtw7tWjTj5gdfpes+V/Lzr5M5/oBNZqo37dfnP+Pmh/rTescL6LL3FXz57UQuPnb7v9JkVfDgA/exy66//8g2depUBrzan1tuv5u+z73E4489Sr8XnqN86lRGjx5F53W68vKAwXTu0pXTTzlhNlvW3Pjxxx85YO/duOCSK1h00UW5/Zb/cP7Fl/PWB59ywcWXc/Thh85Qv++Tj9NlnXWn//g2depU3hz2Bgf+7e/0e3UwDRsuxNVVjEMqqcAY3xi/urz37jucedopXH3djbXdlNy79MJz+ccRx0y/s1M1a7dN23D3U8NZdbdr2PHk+7j1lB4zTOjWqVVTfp40hXdHflN7jdR0nTp3YeDQt+j3yutccdkl0+fWUe255IJz+MeRx/odprkyu5+iZjc6ewJm7rWZVeWUfoyIDsAGFILK+yPi5JTSHRWqrUNhVvb+WQp7fQq3Q7YA1gCeycrrAmMrrHdvto+XImLRiGiUUhpfYfkA4LSIaA48nFL6qIoU+QAujIgNgd+AZsAywHpAr5TSr8CvEdEbIMsyWRfoWWFbs0xLiIiNKQS9689i+aHAoQDLLbf8rDYz37r7rjvo0+cJHu/zzPTbD3refy+bbbEl9erVY6mll2adruvyxtDBrLTyygA83bcP7dqtzdLLOFnGvLJYo0asv2E3Bg18nQnjxzN16lTKysoYM3rU9NtD777zDno++jgAnbp0ZdKkXxn37bc8+MB9bLL57+eryzpdGTZ0CCuutHJtHlLRGP31BEZ/PYFB73wOwCPPDef/9t+Ur7/7gWWXLGRtL7vkInzz/Y9/eh9ff/f7urc9+hoP/+tvf7ndKnSK9u71CC/2HzS9rGmzZqy3/gbThxnZYqutGf7GG2zUbRMaNmzI9jsUMoV32GkX/ntnVX0tmltTpkzhgL13Y5fd95w+xvl9//svF132LwB67LQLxxz59xnWefjBB9gpG4YECtkfTZs1p2OnLgBsv8POXH2lHdtzMjdj0alkGeMb48+kSdNmjB71+ygyo0ePpknTZjPUadq0KaNGfUGz5s2ZOnUqEyZOYMkllyzUHzWKPXfbmf/cegcrr7JKjba9VDVp2pTR2TCPAGOqOCdNmjZlzKgvaNascE4mTpjAEksuyZBBA3ns0Yc5+4xTmDBhPHXq1KFBgwYcctgRNX0YJWfMtz/QfOnfh2xsttQijK401Mj+27Sjx4n3AvD6u6NZoH4ZjRdryDfjC8MN7rpxGx543mzteaVJ02aMqvD9NWb0aJo2m/mzUvH7a+LEwmelohYtW7Hwwgvz7jtv075DjU4RUZIK32EVz8somlQaYnBanenfYdl5GTI4+w47/eTp32ELLLCA32FzIY8x/iyPOaW08Wwecx3wVtheeUqpX0rpLOBIClkSFQXwTJZh0S6l1DqldHBW/k6F8jVTSltU3HTlXVXa7/+A7YFfgCcjoqq27w0sBXTIsj6+AhaYzeHUAcZXaFO7lFKVM1VFRFvgFqBHSmlcVXVSSjellDqmlDo2Xmqp2ex2/vPM009x1ZWXc/+Dj9KwYcPp5c2XW54X+xUmxvvpp58YNPB1Vm/x+52cDz5w3/TxbPXnffvNN0zIhkf45Zdf6Pf8s6zeoiXrb9iNxx55CID77vkvW2+7HQDNl1uOF/sVZqr/4P33+PXXX2m81FI0X255Xn7x9/M1eOBAVmvRouYPqEh9Ne4HRn01ntVWKHx+u3Vanfc//YonXnqHfbp3AmCf7p14/MW3//Q+ll3y91sce3Rbk3c//vKvNVoAhc/M6i1nuNV308235J133ubnn39m6tSpvPLyS7Rs1YqIYKttuvPyS/0AeLHfc7Ro6SSFf1ZKiaMPP4TVW7Tk8KP+Ob182WWb0v/llwB4qd8LrLLKqtOXTZwwgVf7v8TW2/5+x8IyyyxLs2bN+ejDD7J1nve8SLNhjG+MX5UOHTvx8YgRjPz0UyZPnsxDPe9n2+7bzVBnm+7b87+77wLg0YcfZKNuGxMRjB8/nl123I5zzr+QruuuVxvNL0lrd+jEJx+P4LORhXPyyIP3s/U23Weos9U23bnvnv8C8NgjD7HBRoVz8sQz/Rj27giGvTuCww4/mn8ef7IdQvPI4PfHsGqzJVhh2UbUK6vDrpu04YlXP5yhzhdfTaBb+xUBaLH8kixQv2x6p3YE7NytFT3t2J5nOnTsxCcjRjBy5O/fX9tsW+n7a9vtufeeCt9f2Wdl5MhPp08W+flnn/HhB++zwgor1vQhlKT2lb7DHn7wAbaqdF623na76d9hvSp8hz35zIsMf+9jhr/3MYcd4XeYZq9GBg+KiBbAbymlj7KidsBnlaq9BlwfEaumlEZExEIUsio+AJaKiK4ppQHZbYurp5Sm/U+wO/BCRKwPTEgpTai075WBT1JK10TE8kBbYDhQcSCsxYCvU0pTssyLabMZ9gf+ExEXUXivugM3pZQmRsSnEbFrSqlnFFI62qaUhlfa9/LAw8C+KaUZ/7crQgfuuxcvv/wi4779lharLM+pp5/FlZddwqRJk+ix7ZZA4Taeq6+7kUMPO5x/HHoQndZek5QS++x3AGus2RYodJw+/9yzXH3dv2vzcErCV1+N5YhDD6K8vJzffkvssNMubLn1trRo2Yq/HbA3F553Fmu2bTd9UrVzL7yUfx51GP++7moiguv/cysRwcGH/oOjDvsb63Zci5QSe+27P23WaFvLR1dcjrv8YW4/dx/q16vLyNHjOPTc+6hTJ7j7ov3Yf/sufP7l9+xzSiGYWmbJReh/5z9ZZKEF+C0ljtxjQ9be/RJ++GkSd56/Dxt0WJXGjRZixONnct5Nfbnzsde54OjtaLt6M1JKfDb2O466sGctH3FxOWi/vXgl+/5qtcrynHLGWex3wME81PN+dt5t9xnqLr744hx59LFsvH4XIoLNt9yaLbfeFoBzzr+Yvx+8P6eccBxLNl6KG/5za20cTkl4fUB/Hrj3Hlq3WYONunYA4PSzz+eq627k1BOPY+rUqTRYYAGuvPb3W9of7/0oG2+yOQsttNAM27r4iqv4+8H7MWXyZFZYaWWuu/GWGj2WYhMwX0+OFBELAC9RyJQtAx5MKZ0VESsB9wFLUpjscN+U0uSIaADcBXQAxgG7p5RGZts6hUJGbTlwdEqpb1a+FXA1hSzhW1JKF9fgIZYMY/zSiPGhMLbp5Vddww7bbc1v5eXsu/+BtGrdhvPPOYu1O3Rg2+7bs98BB3HIQfuxVuvVWXyJJbj9rv8BcNON1/PJxyO45MLzueTCwrwIvR5/iqWWXro2D6nolZWVcckVV7PrDttSXl7OXvseQMvWbbjovLNp174DW2+7HfvsfxD/+NsBdGzbkkaLL84td9xT280ueeW/Jf55zVP0vnRP6tapw519hvHeyG8548CNGPrBGJ549SNOvvFZbjh+W47atQspJQ655PdJP9dvuwKjvpnIyLHja+8gSkxZWRmX/esadtxua8orfn+dexbt23dgm+z769CD9mOtNquz+OJLcPt/C99fA159hX9dfin16tWjTp06XHn1dU4OP4+UlZVx6RVXs0uPbSgvL2fv/Q6gVes2XHjeWazdvuP077DD/rY/HdZsweKLL84td/6vtptd1Ob3GL+6xF8Z83Wud1K4RfFaCjOVTwVGAIemlL6NiH7A8SmlwVmmxSX8fsvf6SmlxyKiHXANheC0DLgqpXRztu4wYCOgHnBQSmlgpX2fDOwLTAG+BPZKKX0XEf+jEAD3yfbZG1iYwrh/6wBbp5RGRsTZwF4UMjy+Bp7K9r0ScCOFSXPqAfellM6ttO9bKGStTAvwp6aUZntPS/sOHdNLrw6cXRXVsMlTf6vtJqgKzbqdWNtNUBW+evny2m6CKpla7nfY/GaTDbowbOiQWos6l1l1jbT75Q/W1u65dsdWQ2YXD2WdiQtlw1zUA14BjgGOozDkxH0R8W9geErpxog4nELn42ERsQeFMZV3j4jWFIaz6Aw0BZ4FVs928yGFCRNHAYOAPVNK71bPEZcuY3xj/GJmjD9/atbd3xnnR1/3ObW2m6BKpv5W/X15+mM2Wb8LbwwdbIxfw2okYzulNITCeHVVLetW4fnzQKcq6gwDNpzF5u9OKR07m31fTGGG9Mrle1Uq6jqLTVyeUjo7IhpSyB4akq3/KbDVrPab1fkb4EC4kiRJcykVsi6mTSxQL3tMG/t5Wvx2J3A2hQ7IHtlzgAeB67LO8R4UOiUnAZ9GxAgKndwAI1JKnwBExH1ZXTu2/yBjfEmSJNWmOXZsZxcGewMrp5TOzW69W7Zy1kQJuynL+FkAuDOlNLS2GyRJkvRX1KnduxQbR8TgCq9vSindVLFCRNSl0NG4KnA98DGFsY+nZlVGURjOguzfLwBSSlMjYgKF4UqaURgGgyrW+aJSeZe/elDFxhjfGF+SJJWWWo7xa8XcZGzfQGEW8U2Ac4EfgIeoIuuiplXMBKnGfVTO+pAkSdKf9+2cblNMKZUD7SKiEfAI0HJ29fWnGONLkiSpqM1Nx3aXlFL7iHgDIKX0fUTUr+Z2SZIkqZoUSzZHSml8RLxAYTiJRhFRlmVtNwdGZ9VGA8sBoyKijMJ4zeMqlE9TcZ1ZleeJMb4kSVIJKZYYf16qMxd1pmS3gyaAiFiKQnaHJEmSNE9FxFJZpjYRsSCFSR7fA14Adsmq7Q/0yp4/lr0mW/58Nk73Y8AeEdEgmxBwNWAghckiV4uIlbKO3D2yunljjC9JkqSiNjcZ29dQuAV06Yi4gMIFw+nV2ipJkiTlVRPgzqzTtQ7wQErp8Yh4F7gvIs4H3gBuzerfCvw3mxzyOwod1aSU3omIByhMCjkVOCIb4oSIOBLoC9QFbkspvVNzhzffMMaXJElSUZtjx3ZK6Z6IGAJsCgSwQ0rpvWpvmSRJkua5CCjMGzh/Sim9CaxdRfknQOcqyn8Fdp3Fti4ALqii/Engyb/c2CJmjC9JklQ65vcYv7rMsWM7myH9Z6B3xbKU0ufV2TBJkiRJ1cMYX5IkScVuboYieYLC2HsBLACsBHwAtKnGdkmSJKma5HFiGc3EGF+SJKmE5DHGn5uhSNas+Doi2gOHV1uLJEmSJFUrY3xJkiQVuzp/dIWU0lCgSzW0RZIkSVItMMaXJElSsZmbMbaPq/CyDtAeGFNtLZIkSVK1yuG8MqrEGF+SJKm05DHGn5sxthep8HwqhfH4Hqqe5kiSJEmqAcb4kiRJKmqz7diOiLrAIiml42uoPZIkSapGAdTJYzqHpjPGlyRJKi15jfFnOcZ2RJSllMqB9WqwPZIkSZKqiTG+JEmSSsXsMrYHUhhrb1hEPAb0BH6atjCl9HA1t02SJEnSvGWML0mSpJIwN2NsLwCMAzYBEoXs9gQY9EqSJBWhWd6ypzwxxpckSSoheYzxZ9exvXQ2W/rb/B7sTpOqtVWSJEmSqoMxviRJkkrC7Dq26wILM2OwO41BryRJUpHK4bwy+p0xviRJUgnKY4w/u47tsSmlc2usJZIkSZKqmzG+JEmSSsLshl/JYT+/JEmSVNKM8SVJklQSZpexvWmNtUKSJEk1IiKok8f7FDWNMb4kSVKJyWuMP8uM7ZTSdzXZEEmSJEnVyxhfkiRJpWJ2Q5FIkiRJkiRJkjTfmd1QJJIkSSpBObxLUZIkSSppeYzxzdiWJEmSJEmSJBUVM7YlSZJypk4OszkkSZKkUpbHGN+MbUmSJEmSJElSUbFjW5IkSZIkSZJUVByKRJIkKUcCqJPHmWUkSZKkEpXXGN+MbUmSJEmSJElSUTFjW5IkKWdymMwhSZIklbQ8xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSXkSUCeHtylKkiRJJSunMb4Z25IkSZIkSZKkomLGtiRJUs4EOUznkCRJkkpYHmN8M7YlSZIkSZIkSUXFjm1JkiRJkiRJUrWJiK0i4oOIGBERJ8+m3s4RkSKi45y26VAkkiRJORLkc2IZSZIkqVTN7zF+RNQFrgc2B0YBgyLisZTSu5XqLQIcA7w+N9s1Y1uSJEmSJEmSVF06AyNSSp+klCYD9wE9qqh3HnAJ8OvcbNSMbUmSpJyZn7M5JEmSJP1xtRzjN46IwRVe35RSuqnC62bAFxVejwK6VNxARLQHlkspPRERJ8zNTu3YliRJkiRJkiT9Wd+mlOY4JvasREQd4ErggD+ynkORSJIkSZIkSZKqy2hguQqvm2dl0ywCrAH0i4iRwDrAY3OaQNKMbUmSpJyJcCwSSZIkqZTM5zH+IGC1iFiJQof2HsBe0xamlCYAjae9joh+wPEppcHMhhnbkiRJkiRJkqRqkVKaChwJ9AXeAx5IKb0TEedGxPZ/drtmbM9nAiir6+8N8xPPx/xpzIuX1XYTVIVR3/1S201QJSsvvVBtN0GV1K3lTIqg1ieWkXKprh+8+UrDBl4Kz49evu2o2m6CqtDswLtruwmq5Ov/7lfbTVAltf3ffDHE+CmlJ4EnK5WdOYu63eZmm/bYSZIkSZIkSZKKih3bkiRJkiRJkqSi4v1XkiRJeRIwf88rI0mSJOkPyWmMb8a2JEmSJEmSJKmo2LEtSZIkSZIkSSoqDkUiSZKUM3XyeJ+iJEmSVMLyGOObsS1JkiRJkiRJKipmbEuSJOVIAHXyl8whSZIklay8xvhmbEuSJEmSJEmSiood25IkSZIkSZKkouJQJJIkSTmTw3llJEmSpJKWxxjfjG1JkiRJkiRJUlExY1uSJClXgjrkMJ1DkiRJKln5jPHN2JYkSZIkSZIkFRU7tiVJkiRJkiRJRcWhSCRJknIkyOfEMpIkSVKpymuMb8a2JEmSJEmSJKmomLEtSZKUJwF1cpjNIUmSJJWsnMb4ZmxLkiRJkiRJkoqKHduSJEmSJEmSpKLiUCSSJEk5UyePM8tIkiRJJSyPMb4Z25IkSZIkSZKkomLGtiRJUo4EkMNkDkmSJKlk5TXGN2NbkiRJkiRJklRU7NiWJEmSJEmSJBUVhyKRJEnKmTxOLCNJkiSVsjzG+GZsS5IkSZIkSZKKih3bkiRJkiRJkqSi4lAkkiRJOZPDuxQlSZKkkpbHGN+MbUmSJEmSJElSUTFjW5IkKUcCMxskSZKkUpLXGD+PxyxJkiRJkiRJKmJ2bEuSJEnS/7d33/FSFWcDx38PXOyFIirFXkBQQIooVhQ79q6xxPbGFo3RxFhRY2/RxMReY++KDaTYAKXYW0RFpVhQARVFuMz7xy54L2Dn3j275/f1sx92Z+fsmd3Hu/ucOTNzJEmSVFZcikSSJClPAiKPV5aRJEmSKlVOc3xHbEuSJEmSJEmSyoojtiVJknImf2M5JEmSpMqWxxzfEduSJEmSJEmSpLJix7YkSZIkSZIkqay4FIkkSVKOBNAghxeWkSRJkipVXnN8R2xLkiRJkiRJksqKI7YlSZJyJn9jOSRJkqTKlscc3xHbkiRJkiRJkqSyYse2JEmSJEmSJKmsuBSJJElSzuTwujKSJElSRctjju+IbUmSJEmSJElSWXHEtiRJUq4EkcfhHJIkSVLFymeO74htzReX/eMSOndsT5dOa7Lf7/bi22+/ZdDAAazXrTPdu3Ri04034J3Ro0vdzFz5v4MPZPmWS9Ol05qzy/721+PpuGZbuq3dgd133YlJkyaVroEVauzYD9l+681Yt8tarNe1A1dcftns5676z7/ovnZ71uvagdNO+uvs8tdeeZkteq7Pel07sH63Tnz77bdMnTqVPXbebnb900/5WyneTlk7+djD2LDDiuywabfZZZO++JyD99yOrdfvyMF7bsfkSV8A0PfeO9ipV3d23Gwd9tl+M9587RUA3hv9P3befL3Zt3XatOCmqy8H4LLzz2CnXt3ZefP1OGSv7fnkown1/yZzpLq6mnW7rs3OO/QudVMkqSL1e/wxOrZvy5prrMaF55871/PTpk1j3733ZM01VmOj9dfl/TFjAPjss8/YavNNad5kcf509JH13OrK1u/xx+jQvg3t267KBT8Qk9/tvQft267Khj26z44JwAXnnUP7tqvSoX0b+vd7vB5bXfmGPPkEu2zWlZ16rs0N/7lkrudvueZf7L5Fd/baugeH7bM9E8Z9MPu5vvfcys49O7Nzz870vefW+mx2RevVsSUjL9qBFy/ZkT9tv+Zcz5+zb1eeOac3z5zTm1EX78gH1+w5+7nT9+rMsPO3Y9j527HzuivWY6srn99hqg/11rEdESdFxGsR8XJEvBgR3YvlgyOia321o7jPxhFxeD3sZ4ca73dERGxQ1/sshXHjxvHvyy/j2WEjGPniq1RXV3PXHbfzxyMP4/qbbuG5kS+yx557c+7Zfy91U3Nl3/0P4IG+j9Uq26zX5ox88VWGv/Ayq622Ohecd06JWle5qhpWcebZFzBs5Cv0G/Qs1171H95843WefnIQj/Z9kKeGjWLoiJc58ug/AzBjxgz+76D9ufjSfzN0xMs89NgAGjVqBMCRRx/Lcy+8xpNDRvDcsCH0f/zRUr61srPj7vtw5S331yq75vKL6b7BJjz67Et032ATrrn8YgBaLbcCN9z9GPcPeJ4/HPNX+vz1KABWWnV17u0/lHv7D+Wux55hoYUXptfW2wFw4GHHcN8Tz3Fv/6Fs3Gsr/nOJf0916V+XXUqbNdYodTMkzcEcvzJy/Orqav509JHc/9AjjHrpNe6643beeP31WnVuuP5aGjdpzKtvvM1RfzyGk088AYCFFlqIU/ucwdnnXVCKples6upqjvnjETzw0KO88PLr3HX7bXPH5LpradK4Ca+9OZqjjv4TJ51YGDjxxuuvc9cdtzPqpdd4sO9jHH3U4VRXV5fibVSc6upqzj/tOC69/m7ufPw5+j10N+++/WatOm3ad+CmBwZx26ND2GzrHbjs3NMAmDzpC66+7Dyuv28AN9w/kKsvO48pkyeV4F1UlgYRXPT77uxy3gC6Hfcgu/ZYkTatlqxV5283j2CDv/Vlg7/15crH3+Sh4YWTDVuu3YqOKzVl/RP6sukpj/LH3u1YfOFGpXgbFcfvMNWXeunYjoj1gN5A55RSB6AX8GF97PsHNAbqPOkFBgAdU0qdgAOBa+phnyUxY8YMvvnmm8K/U6fSomVLIoIpU6YAMGXKZFq0bFniVubLBhtuRNOmTWuV9dp8C6qqCisQrdN9XcaNHVuKplW0ZVu0oOPanQFYfPHFWb1NWyaMH8d111zJ0X/+CwsuuCAAzZdeGoBBT/Sj/ZprsWaHjgA0bdaMhg0bssgii7Dhxj0BWGCBBejQsTPjx48rwTsqX13X3YAlGzepVTbo8YfZcbd9ANhxt30Y+FhfANbutu7suh06d+PjCXN/1sOeGcxyK6xMy9bLA7DY4kvMfu6bqVNzOe2rvowdO5bHHn2Y3x94cKmbUhGCQgJYqpsqhzl+5eT4I4Y/zyqrrMpKK6/MAgsswK6770Hfhx6oVefhhx7kd/vuD8BOu+zK4EEDSCmx6KKL0mP9DVhooYVK0fSKNfz52jHZbY8954pJ34ceYJ9iTHbeZVcGDyzEpO9DD7DbHnuy4IILsuJKK7HKKqsy/PnnS/E2Ks5rL41kuRVWpvXyK9JogQXYvPcuPNn/kVp1uq63EQstvAgAa63dlU8+Gg/AsKcG0H2DnizZuAlLLNmY7hv0ZOiTT9T7e6g0XVdtxrsffcmYT75ievVM7hk6hm27LveD9XftsSJ3D3kPgDatGjPkjY+pnpmYOm0Gr37wBb062m8xP/gdVv/ymuPX175bABNTStMAUkoTU0rj56wUEVtExNCIGBURd0XEYsXyLhHxZESMjIjHI6JFsXxwRFxaHC3xakSsM4/XbB8RzxfrvBwRqwHnAqsUyy6IiMUiYkBxv69ExA41tj8lIt6KiGci4raIOK5YvkpEPFZs09MR0XbOfaeUvkoppeLDRYE0Z51K0KpVK47503GsvvLyrLRcC5ZYYkl6bb4F/77yGnbafhtWWbE1t95yM8f95YRSN1U13HTDdWy51dalbkZF++D9Mbz80ot06dadd95+m6FDnqHXxuvRe8uejBo5HIDRo98mIthl+63ZpEc3Lrt47tFOkydN4vFH+7LxJpvW91uoOJ9N/ITmyywLwFJLL8NnEz+Zq869t9/Ehj23mKv80QfuZpsdd61Vdum5fdisaxv63ncHRx5/ct00Whz/52M465zzadDAblEpY8zxKyTHHz9uHK1at579uFWr1nOdUC/UKXQWVVVVscSSS/LZZ5/VazvzZPz4cbRu/X3nXKtWrRk3btzcdZabOybjxs29rQMk5o9PP5rAMi1azX68TIuWfPrxDy9H98Cd/6XHxr0A+OTj2tsuvWxLPvmRbfXztGiyCGM/+3r24/GfTaVlk0XmWXe5pRZlheaL8eSrHwHw6vuf06tjKxZeoCFNF1+QDdstS6tmi9ZLuyud32GqL/V1hNgPWC4i/hcR/46IjeesEBFLAScDvVJKnYERwLER0Qj4J7BrSqkLcB1wVo1NFymOlji8+Nyc/gBcWqzTFRgLnAC8k1LqlFI6HvgW2Km4357ARVHQDdgF6AhsXdx+lquAo4ptOg7497zeeETsFBFvAg9TGNExrzqHFqcxjvh04qfzqpJpX3zxBX0feoA33n6Pdz8Yz9dTv+a2W/7LPy+9hPsefIR3xoxl3/1/z1+PO7bUTVXReeecRcOqKvbce59SN6ViffXVV+y/9+6cff7FLLHEEsyYMYNJX3xB/8FDOP2s8zhw371IKTFjxgyGDX2Wq667mUeeeJK+D93Pk4MGzH6dGTNmcPAB+3DoYUey4korl/AdVZ6IuS+u8dyzT3LvbTdy7Iln1Cr/7rvvGNTvYbbsvVOt8qNP6MOAEW/Re6c9uPX6K+u8zXn0yMN9Wbr50nTu0qXUTakos/7/L8VNFcUc/2fm+BPLMMeX9Ns8cv8dvPHKC+x7yB9L3RQV7bLeijzw/AfMLJ6bHPjKBPq9OI7+p2/NdUdtyPC3P2XmzLI/V6kcy2OOXy8d2ymlr4AuwKHAp8AdEXHAHNXWBdoBz0bEi8D+wApAG2BNoH+x/GSgdY3tbivu4ylgiYhoPMfrDgVOjIi/AiuklL6ZRxMDODsiXgaeAFoBywDrAw+klL5NKX0JPAQQhVEmPYC7im26ksKIlXm99/tSSm2BHYEzf6DOVSmlrimlrs2Xaj6vKpk2cMATrLjiSjRv3pxGjRqx4447M3TIs7zy8kus0707ALvutgfDhg0pcUsFcPONN/DIw3254aZb7GCoI9OnT2f/vXdj1z32YrsdCh2hLVu1ovf2OxIRdOm6Dg0aNOCziRNp2ao1PdbfkGZLLcUiiyzC5ltuzUsvvjD7tY458g+ssupqHHbk0aV6OxWl2VJL8+nHhREan378EU2bff+d+9brr3La8Ufyz+vuoHHTZrW2e2ZQP9qt1Ymlmi8zz9fdduc96P/IA/N8Tr/N0CHP0rfvg7RZdUX222dPBg8ayO/3+12pmyUJc/xfkuMvlfEcv2WrVrWWqBs3biwtW7aaR53CSjMzZsxgyuTJNGtW+/dS80/Llq0YO/b7lX3GjRtLq1at5q7z4dwxadVq7m3njKd+nebLtqi1ZN3HE8bTfJm5vyaee2Yw119+ERdddRsLFJciXHqZ2tt+8tF4lp7HtvplJnwxldY1Rlm3bLYI47+YOs+6u/RYibuefa9W2YX3v8IGf+vLjmc/QUQwesKUOm1vXvgdpvpSb3N6U0rVKaXBKaXTgCMpjJKoKYD+xREWnVJK7VJKBxXLX6tRvlZKqeYc8TlPp9V6nFK6Fdge+AZ4JCLmNZd/H6A50KU46uNj4McWiWsATKrRpk4ppR+9olUxKV+5OGqloiy33PI8//wwpk6dSkqJQQMH0HaNdkyZPJm3//c/AAY+0Z82bb3oV6n1e/wxLr7ofO6+70EWWWTe07P026SU+ONhh7B6mzU44o9/ml2+7XY78PRTgwEY/fb/+O6772i21FJs1msLXn/tVaZOncqMGTMY8vRTtC1eIO+s009hypTJnH3+xaV4KxWp5xbbcP9dtwBw/1230HPLbQEYP+5Djj5kb8659GpWXGW1ubZ75P672GbH3WqVvf/u6Nn3Bz3el5VWWb0OW55fZ551Du+MGctbo8dw0y23s0nPTbn+pv+WulmSiszxKyPH79K1G6NHv82Y997ju+++4+4772Db3tvXqrNN7+347803AnDfPXez8SabOkiiDnXtVjsmd91x+1wx2bb39txSjMm999zNxj0LMdm29/bcdcftTJs2jTHvvcfo0W/TbZ25VvTRr9CuQ2c+GPMO4z4cw/TvvqN/33vYqFft5R3feu0lzjn5GC666jaa1jipte5Gm/Hc0wOZMnkSUyZP4rmnB7LuRpvV91uoOCPf+YyVl12cFZovRqOGDdhlvRV5ZOTcl3tYreUSNF50AZ5/+/sZNA0iaLpY4cRD++Ub0375xgx4ea4VtfQr+B2m+lJVHzuJiDbAzJTS28WiTsD7c1QbBlweEaumlEZHxKIURlW8BTSPiPVSSkOL0xZXTym9VtxuD2BQFK5GPjmlNHmOfa8MvJtSuiwilgc6AC8Bi9eotiTwSUppekT0pDCKBOBZ4MqIOIfCZ9UbuCqlNCUi3ouI3VJKd0Uho+uQUnppjn2vSmE6ZIqIzsCCQMUtRLdO9+7stPOurLdOZ6qqqujYcW0OOuRQWrVuzV6770KDBg1o3KQJV149r1mkqiv7/W4vnn5yMBMnTmSVFVtzyqmnc8H55zBt2jR6b7U5ULiA5D//fUWJW1pZnhv6LHfc9l/atV+LjdYtLJ1wSp8z2We/33PUHw6mR9eOLLDAAvz7quuICBo3acLhRx3DZhutSxBsvuVWbLHVtowbN5aLzj+H1dq0ZZMe3QA4+A+Hs98BB5Xy7ZWV4w4/gOFDn2bS55+xaZfVOeK4kzj4iGM59g/7ce9tN9Gy9XJcdMVNAFxxyblM/uJzzjyxcDKiqqqKOx99GoCpU79myFODOO28y2q9/sXnnMqYd96mQYMGtGi1PKede2n9vkHpN7ArSvODOX7l5PhVVVVc/I9/sv22W1E9s5r99v897dq354w+p9K5S1d6b7c9B/z+IA46YD/WXGM1mjRpyk3/vW329m1XW4kvp0zhu+++46EHH+Chhx9njXbtSviOyl9VVRWXXPovttt2S6qrq9n/gAPnjsmBB3HgAfvSvu2qNGnSlJtvuR2Adu3bs8tuu7N2h3ZUVVXxj8sup2HDhiV+R5WhqqqKv/S5gD/uvwvVM6vZfrffscrqa3DFJWexxlprs3Gvbbj0nFP55uuvOeHIwkXxlm3Zmouvvp0lGzfhoCOPZ/8dCxeIP+iov8x1oXP9ctUzE8ff8Dz3/a0XDRsENw8ezZtjJ3PSrh0Z9d5nPDqyMBtl1/VW4p4hY2pt26gqeOy0LQH48pvpHHL5M1S7FMl84XdYaeQxx4/vr3tShzuJ6EJhDb3GwAxgNHBoSmliRAwGjkspjSiOtDiPQnIIcHJK6cGI6ARcRiE5rQL+kVK6urjti8DGQCPgwJRSrUulRsQJwL7AdOAjYO+U0ucRcSuFBPjR4j4fAhajsO7fusDWKaUxEdEH2JvCCI9PgMeK+14J+A+F6YmNgNtTSmfMse+/AvsV9/0NcHxK6Zkf+6y6dOmann1uxE9+plLeffNddamboHmYMOnbUjdBc1h5aS+AkzXrd+/KyJEjSpZ3rtKuYzr31kdLtXt2X7vVyJRS15+uqawzx//5OX7nLl3Ts8OG/+RnqvrjaPNsevXDyT9dSfVu0xNdci9rPrl5v1I3QXMwxy9Njl8vI7ZTSiMprFc3r+c2qXF/INBtHnVeBDb6gZf/b0rpmB/Z97kUrpA+Z/necxSt9wMvcWFKqU9ELAI8BYwsbv8esNUP7bdY5zwKCbUkSZJUUczxJUmSVEr10rFd5q6KiHYU1uO7MaU0qtQNkiRJ+tXCkYoS5viSJKmS5DTHL+uO7ZojQepwH3OO+pAkSZJUR8zxJUmS9HM0KHUDJEmSVH+CQgJYqttPti9iuYgYFBGvR8RrEXF0sbxpRPSPiLeL/zYplkdEXBYRoyPi5eLF/Ga91v7F+m9HxP41yrtExCvFbS6LPA5vkSRJUsXIeo5fV+zYliRJUpbMAP6cUmpH4WJ/RxSXjDgBGJBSWg0YUHwMsDWwWvF2KIUL/xERTYHTgO7AOsBpszrDi3UOqbHdj66pLEmSJCl77NiWJElSZqSUJsxa7zil9CXwBtAK2AG4sVjtRmDH4v0dgJtSwTCgcUS0ALYE+qeUPk8pfQH0B7YqPrdESmlYSikBN9V4LUmSJElloqzX2JYkSdIvV+KVN5aKiBE1Hl+VUrpqXhUjYkVgbeA5YJmU0oTiUx8ByxTvtwI+rLHZ2GLZj5WPnUe5JEmSVLbyuLqeHduSJEmqTxNTSl1/qlJELAbcAxyTUppSM1FPKaWISHXYRkmSJEkZ51IkkiRJORMlvP2s9kU0otCpfUtK6d5i8cfFZUQo/vtJsXwcsFyNzVsXy36svPU8yiVJkqSylfUcvy7YsS1JkqTMiMLQ7GuBN1JKF9d46kFg/+L9/YEHapTvFwXrApOLS5Y8DmwREU2KF43cAni8+NyUiFi3uK/9aryWJEmSpDLhUiSSJEnKkvWBfYFXIuLFYtmJwLnAnRFxEPA+sHvxuUeAbYDRwFTg9wAppc8j4kxgeLHeGSmlz4v3DwduABYGHi3eJEmSJJURO7YlSZJyJsvXlUkpPcMPz2jcbB71E3DED7zWdcB18ygfAaz5G5opSZIkZUqWc/y64lIkkiRJkiRJkqSy4ohtSZKkHAmgQUkv8SJJkiRpfsprju+IbUmSJEmSJElSWbFjW5IkSZIkSZJUVlyKRJIkKWfyeGEZSZIkqZLlMcd3xLYkSZIkSZIkqaw4YluSJClXgsjhhWUkSZKkypXPHN8R25IkSZIkSZKksmLHtiRJkiRJkiSprLgUiSRJUs7k8cIykiRJUiXLY47viG1JkiRJkiRJUllxxLYkSVKOBNAghxeWkSRJkipVXnN8R2xLkiRJkiRJksqKHduSJEmSJEmSpLLiUiSSJEl5Evm8sIwkSZJUsXKa4ztiW5IkSZIkSZJUVuzYliRJkiRJkiSVFZcikSRJypk8TlOUJEmSKlkec3xHbEuSJEmSJEmSyoojtiVJknImyOFwDkmSJKmC5THHd8S2JEmSJEmSJKms2LEtSZIkSZIkSSorLkUiSZKUIwE0yN8sRUmSJKli5TXHd8S2JEmSJEmSJKmsOGJbkiQpZ/J4YRlJkiSpkuUxx3fEtiRJkiRJkiSprNixLUmSJEmSJEkqKy5FIkmSlDORv1mKkiRJUkXLY47viG1JkiRJkiRJUllxxLYkSVLO5PHCMpIkSVIly2OO74htSZIkSZIkSVJZsWNbkiRJkiRJklRWXIpEkiQpRwJokL9ZipIkSVLFymuOb8d2xiRgRvXMUjdDNcyYmUrdBM3DTOOSSSsvvWipm6A5DHjz41I3QXOY8u30UjdBUj2bmRJTp1WXuhmq4dsZHnNl0ZKLNCp1EzQPn9y8X6mboDmsctR9pW6C5vDph5NK3YRcsmNbkiQpVyKXF5aRJEmSKlc+c3zX2JYkSZIkSZIklRU7tiVJkiRJkiRJZcWlSCRJkvIkIPI3S1GSJEmqXDnN8R2xLUmSJEmSJEkqK3ZsS5IkSZIkSZLKikuRSJIk5UwOZylKkiRJFS2POb4jtiVJkiRJkiRJZcUR25IkSTkSQIM8XllGkiRJqlB5zfEdsS1JkiRJkiRJKit2bEuSJEmSJEmSyopLkUiSJOVM/iYpSpIkSZUtjzm+I7YlSZIkSZIkSWXFEduSJEl5k8fhHJIkSVIly2GO74htSZIkSZIkSVJZsWNbkiRJkiRJklRWXIpEkiQpZyKP8xQlSZKkCpbHHN8R25IkSZIkSZKksuKIbUmSpJyJ/A3mkCRJkipaHnN8R2xLkiRJkiRJksqKHduSJEmSJEmSpLLiUiSSJEk5k8NZipIkSVJFy2OO74htSZIkSZIkSVJZccS2JElS3uRxOIckSZJUyXKY4ztiW5IkSZIkSZJUVuzYliRJkiRJkiSVFZcikSRJypEAIo/zFCVJkqQKldcc3xHbkiRJkiRJkqSy4ohtSZKkPAmI/A3mkCRJkipXTnN8R2xLkiRJkiRJksqKHduSJEmSJEmSpDoTEVtFxFsRMToiTpjH88dGxOsR8XJEDIiIFX7qNe3YliRJypko4U2SJEnS/JflHD8iGgKXA1sD7YC9IqLdHNVeALqmlDoAdwPn/9Tr2rEtSZIkSZIkSaor6wCjU0rvppS+A24HdqhZIaU0KKU0tfhwGND6p17Ujm1JkiRJkiRJUl1pBXxY4/HYYtkPOQh49KdetOo3NkqSJEnlxjVBJEmSpMpS2hx/qYgYUePxVSmlq37NC0XE74CuwMY/VdeObUmSJEmSJEnSrzUxpdT1R54fByxX43HrYlktEdELOAnYOKU07ad2ase2JElSrgThkG1JkiSpgmQ+xx8OrBYRK1Ho0N4T2LtmhYhYG7gS2Cql9MnPeVHX2JYkSZIkSZIk1YmU0gzgSOBx4A3gzpTSaxFxRkRsX6x2AbAYcFdEvBgRD/7U6zpiW5IkSZIkSZJUZ1JKjwCPzFF2ao37vX7pa9qxLUmSlDOR6VmKkiRJkn6pPOb4LkUiSZIkSZIkSSorjtiWJEnKkSjeJEmSJFWGvOb4jtiWJEmSJEmSJJUVO7YlSZIkSZIkSWXFpUgkSZLyJo/zFCVJkqRKlsMc3xHbkiRJkiRJkqSyYse2frbDDj2IlZZblnU6d5hddmafU1m3ayd6rNOZHbbdkgnjxwPw9JODabV0E3qs05ke63Tm3LPOnL1N+9VXpnuXjvRYpzMb9Vin3t9HJRk79kO222oz1u28Fut16cAVl18GwCkn/oV1OrVn/XXW5nd77MLkSZMAGDSgP5v0WIce3TqxSY91eGrwwNmv9d1333HMEX+ga4c1WKdTex68/95SvKWK8O2337L5Juux8XqdWb9bR8496/Raz//t+GNYYdnGsx8PeeZpem7QjWUaL8SD999Tq+7tt9xEt05r0K3TGtx+y0310fzc+b+DD2T5lkvTpdOacz33j0suYuFGwcSJE0vQssr0j1OOYZ+N23P4ThvPLnv3zVf58z7bcNSum3HMHlvw1iujAPj6yymcfuS+HLnLphy+40b0v+82AD4Z/yFH7745R+26GYfvuBGP3Hnj7Nca/dpLHLHTJhyyzbpcec5JpJTq9f2Viyjhf5KyaUD/x+m+dnu6dWzLpRedP9fz06ZN46D996Zbx7Zs0bMHH7w/BoAP3h9D6+aLs0mPLmzSowt/Pvrwem555Rr0xONs1G1N1u+8Bv+65IK5np82bRqHHbgP63deg969NuDDD8YAhbz+2CMOYbMendl8g64MeebJem55ZXtqYD+2XL8TvdZdiyv/eeFczw8f+gw7bt6DNVotwWMP3Te7fNyHH7Dj5j3YfrN12Wajrtx24zX12eyK1u/xx+jQvg3t267KBeefO9fz06ZN43d770H7tquyYY/uvD9mzOznLjjvHNq3XZUO7dvQv9/j9djqyrdJu6V5qk8vnjl9c47YYvW5nu+z61r0O7En/U7sydN9Nuf1i7YFoFXThXnsb4Xygadsxr4brljPLS9feczx66VjOyJOiojXIuLliHgxIroXywdHRNf6aEONtjSOiDrPtiLigIj4tPh+34yIP9X1PuvaPvvuz30PPlKr7Ohjj2PYiBcZ8vwottqmN+ee/X0H9nrrb8CQ50cx5PlRnHDSKbW2e/jxAQx5fhRPDXm+XtpeqaoaVvH3cy5g2KhX6Df4Wa658j+8+cbr9Ny0F0NGvMSzz7/AKqutxsUXFn7cmzVbitvuvp8hw1/k31dfxx8OOmD2a1103tks1bw5I15+g2GjXmH9DTYq0bsqfwsuuCD39e3Pk0NHMXjICAY+8Tgjnh8GwAujRjBp0he16rdebjn+dcW17LL7nrXKv/j8cy449+/0G/gs/QcN4YJz/86kL2pvq99u3/0P4IG+j81V/uGHHzKgfz+WW375ErSqcvXaYQ9O/89ttcquv/hM9vrDn/nn3QPY54i/cP3Fhd+Sh2+/nuVXXp1/3TOQc667l2svPJ3p07+jSfNluPC/ffnn3QO46NZHufvaf/LZJx8BcPnf/8pRfS7iqoeHMv79dxn5zMC52iBp/jDHr4wcH6C6upq//vmP3HHvQzw7/GXuvft23nrz9Vp1brnpOho3bszwl97kD0cczemnnjj7uRVXWoXBQ0YyeMhILrr03/Xd/IpUXV3Nyccfzc13PcigYS/xwD138L8336hV5/abr2fJJRvz7Kg3OOSwP3J2n5MAuPXGawEYMGQUt933CGee/FdmzpxZ7++hElVXV3P6347l6lvv45GnRtL3vrsY/VbtuLRotRznXnolvXfavVZ582WW5c6+g3hwwDDuenQwV/3zIj7+aEJ9Nr8iVVdXc8wfj+CBhx7lhZdf567bb+ON12t/f91w3bU0adyE194czVFH/4mTTvwrAG+8/jp33XE7o156jQf7PsbRRx1OdXV1Kd5GxWkQcNaeHfndv4bQ84wn2LFba1ZbdvFadfrc/QpbnD2ILc4exHWD3+HRFwt/D59M/pbtL3iSLc4eRO/zB3PElquzzJILleJtqAzUecd2RKwH9AY6p5Q6AL2AD+t6vz+iMVBfwwjuSCl1AtYHToqI5eppv3Vigw03okmTprXKllhiidn3v/76ayIciVWflm3Rgo5rdwZg8cUXZ/U2bZkwfhyb9tqCqqrCEvrduq3L+HHjAOjQaW1atGwJwBrt2vPNt98wbdo0AP570w386fgTAGjQoAHNllqqvt9OxYgIFltsMQCmT5/O9OnTiQiqq6vpc/IJnHZm7VEEy6+wIu3X7ECDqP2VPHBAPzbuuRlNmjalcZMmbNxzMwY84SiC+W2DDTeiadOmc5X/5bg/cdY55/u9Np+t2XU9Fl+yce3CCKZ+/SUAU7/6kmbNl51d/s3Ur0gp8c3Ur1l8ycY0bFhFo0YL0GiBBQGY/t000szCqOzPP/2Yb776irYduxARbLr97gwbOPdJC0m/nTl+5eT4AKNGPM9KK6/CiiutzAILLMBOu+zBo30fqlXn0YcfYs+99wVg+x134enBA50VU4deHDmcFVdehRVWLMRkh513p98jtWPS79GH2G2vQky23WFnnnlyECkl3n7rDXpsuAkASzVfmiWWXJKXXhhZ32+hIr38wghWWGllll9hJRZYYAG23XFXnni8b606rZdfgbbt1qJBg9q5/QILLMACCxbyl++mTWNm8mTD/DD8+edZZZVVWWnlwt/KbnvsSd+HHqhVp+9DD7DPvvsDsPMuuzJ44ABSSvR96AF222NPFlxwQVZcaSVWWWVVhj/v4Lv5Ye0VmzLm06/5YOJUplcnHhgxli07tvjB+jt2bc39wwtpxPTqxHczCn8fC1Y1pIHHY/oR9TFiuwUwMaU0DSClNDGlNH7OShGxRUQMjYhREXFXRCxWLO8SEU9GxMiIeDwiWhTLB0fEpcXREq9GxFxrWkRE+4h4vljn5YhYDTgXWKVYdkFELBYRA4r7fSUidqix/SkR8VZEPBMRt0XEccXyVSLisWKbno6Itj/2AaSUPgNGFz+LinP6qSfTdpUVuPP2Wznp1O+XXHj+uWGs121tdt5+G954/bXZ5RHBjr23YsP1unHdNVeVoskV6YP3x/DySy/SpVv3WuX/vel6em2x1Vz1H7z/Xjp2WpsFF1xw9lIlZ59xKhuv140D9tmDTz7+uD6aXbGqq6vZpEcX1li5JZv07EWXbt255srL2Wqb3iy77M/7KpgwfjytWn9/rNyyVevZy/2obj304AO0bNmKDh07lropuXDoX8/g+ovO5IBenbn2otPZ/5jCKMDeex3Ih+++zX6bduTInXty6Alnzj5I/PSjcRy5c09+v3kXdjnwCJotvSyffTKBZst8//fVbJkWfPaJI6HmJaJ0N1UMc/wKyvEnTBhPy1atZz9u2aoVEyaMq12nRl5SVVXFEksuyeeffQbAB++/R8/1u7LdVpsy9Nln6q/hFWzChPG0aPV9Hrhsy7lj8tH48bQoxq2qqoollliCLz7/jDXW7ED/x/oyY8YMPnj/PV558QXGjxtbr+2vVB9PGM+yLb//W1m2RSs+nvDzc40J48ayXc912LhLGw454liW+ZnHBfph48ePo3WNY6ZWrVozbty4uessV/v767PPPmPcuLm3HT++9rb6dZZtvBDjv/hm9uMJX3zDso3nPeq6VdOFWW6pRXn2rU9nl7VssjD9T9qU4WdvyeX9/sfHk7+t8zZXgjzm+PXRsd0PWC4i/hcR/46IjeesEBFLAScDvVJKnYERwLER0Qj4J7BrSqkLcB1wVo1NFymOlji8+Nyc/gBcWqzTFRgLnAC8k1LqlFI6HvgW2Km4357ARVHQDdgF6AhsXdx+lquAo4ptOg740fl2EbE8sBDw8g88f2hEjIiIERM//XReVTLttDP+zpvvvM/ue+7NVf+5HICOa3fm9f+9x9DhL/B/hx/JXrvtPLt+v4FP8cywEdz7wMNcfeV/eObpp0rV9Irx1Vdfsd9eu3PO+RfXGkV/4XlnU1VVxe577l2r/huvv0afk//GJf/8DwAzZsxg/LixrLNuD54cOpxu3dfllBP/Uq/vodI0bNiQwUNG8vKbYxg1cjhDnnmaB++7h0P+cGSpm6afMHXqVM4/92xO7XNGqZuSG4/ccSMH/+V0bnhiFIccfzqXnnosAKOeHcTKbdbkpoEvcdndA7ji7BOZ+lVhZHfzZVvxr3sHcdXDQxnw4J18MbH8fj+lMmeO/wty/M8q+FoNyyzbghdff5dBz47gzHMu4P8O2pcvp0wpdbNybc/fHUCLlq3Ypud69PnbcXRZZ10aNvTyWlnQolVrHhr0PP2HvsJ9d97CxE8dTCTt0LU1D48ax8wak4DGf/ENm581kPVP7c9u6y7PUosvWLoGKtPq/NctpfQV0AU4FPgUuCMiDpij2rpAO+DZiHgR2B9YAWgDrAn0L5afDLSusd1txX08BSwREY3neN2hwIkR8VdghZTSN8wtgLMj4mXgCaAVsAyFqYUPpJS+TSl9CTwEUBxl0gO4q9imK/nhURp7FF93NPDvlNI8TzGllK5KKXVNKXVdqnnzH3ip7Ntjz715oHjBwSWWWGL2UgxbbrUN06dPn33xtZatWgHQfOml2W77HRk5YnhpGlwhpk+fzv5778Zue+7FdjvuNLv81ptvpN+jD3PV9TfXWkph3Nix7LvnrvznmutZaeVVAGjarBmLLLII2+1Q2H6HnXfl5RdfqN83UqGWbNyYDTbahGeeHsx7775Dt45tWbv9qkydOpVuHX90IBgtWrZk3NjvZ3WPHzd29lIyqjvvvvMO7495j3W6dKTNqisybuxY1lunMx999FGpm1axBjx4Jz16FS4Ws8GW2/O/VwvfP0/cfzvr9dqGiKDl8iuxTKvl+fC9t2tt22zpZVlh1ba8NmoYzZZuwWcffz9q6rOPJ9BsaUdCzUuU8KbKYI7/y3L8rC/x1qJFy1ojesePG0eLFq1q16mRl8yYMYMpkyfTtFkzFlxwQZo2awZAp7W7sOJKKzN69P/qr/EVqkWLlkwY930e+NH4uWOybMuWTCjGbcaMGUyZMoUmTZtRVVVFn7MvpN/Tw7nu1nuYMnkyK68y94Xb9Mst06IlH43//m/lownjWKbFL881llm2Bau3bceIYUPmZ/NyqWXLVoytccw0btxYWrVqNXedD2t/fzVr1oxWrebetmXL2tvq1/lo0re0bLLw7MctmizMR5PmPep6h66teWDEvGeVfDz5W94a/yXdV21WJ+2sNHnM8evltG1KqTqlNDildBpwJIVREjUF0L84wqJTSqldSumgYvlrNcrXSiltUfOl59zVHPu9Fdge+AZ4JCI2nUfz9gGaA12Koz4+pjDy4oc0ACbVaFOnlNIaP1D3juKagz2AcyNi2R953bI0evT3HQwP932Q1du0AeDjjz6avebeiOHPM3PmTJo1a8bXX3/Nl18WRtt9/fXXDBjQn3bt29d/wytESomjDjuE1duswRF//NPs8if6PcZll1zIrXfdzyKLLDK7fPKkSeyxy/acdsbZrLve+rPLI4Itt+nNM08NBuCpQQNp0/aH/rfWT5n46aezl3f55ptveHLgE3Ts1JnX3xnLC6+N5oXXRrPIIosw/KU3f/R1Nt1sCwYPfIJJX3zBpC++YPDAJ9h0sy1+dBv9dmuutRYfjP+Et0aP4a3RY2jVujVDnx/FsstW3Fd4ZjRtviyvjCgc2L303DO0XH5lAJq3aMVLzz0NwBcTP2XsmHdYtvUKTPxoPNO+LfRjfTV5Eq+/8DytV1yVps2XYeHFFuPNl0aSUmLgg3fSveeWpXlTUg6Y41dOjr92l268+85o3h/zHt999x333XMHW23bu1adrbbpze233gzAg/ffw4Yb9yQimPjpp7MvtjbmvXd5953RrLjiyvX+HipNx85dee+d0XzwfiEmD9x7J5tvXTsmm2/Vm7tuK8Tk4QfuZf2NNiEi+GbqVKZ+/TUATw16gqqqKlY3t58v1urUhTHvvsOH74/hu+++4+H772azLbb9Wdt+NH4c335TyF8mT/qCkc8PZaVVV6vL5uZC127dGD36bca8V/hbueuO29m29/a16mzbe3tuuflGAO6952427rkpEcG2vbfnrjtuZ9q0aYx57z1Gj36bbuvMtQKWfoUX3/+ClZZejOWaLUKjhsEOXVvT7+W5l+1ZZZnFWHKRRox49/PZZS0aL8RCjQrdlUsu0oh1VmnGOx9/VW9tV3mpqusdREQbYGZKaVYPaCfg/TmqDQMuj4hVU0qjI2JRCqMq3gKaR8R6KaWhxWmLq6eUZi3YvAcwKCI2ACanlCbPse+VgXdTSpcVpwp2AF4Cal6KdUngk5TS9IjoSWEUCcCzwJURcQ6Fz6k3cFVKaUpEvBcRu6WU7orCUNgOKaWXfugzSCmNiIibgaOBv/28Ty57fr/v3jz99JN8NnEibVZZnhNPPo1+jz/K2//7Hw0aNGC55Zfn0uLSFvffdw/XXHUFVVVVLLTwwlx/861EBJ98/DF771E45pkxYwa777EXm89j/Wf9PMOGPssdt/6XdmuuxYbduwBwyulncsJxf2LatGns1Lvw2XZdpzuX/PPfXH3F5bz3zmjOP+fvnH/O3wG496FHab700vT5+zn84aD9+dtf/sxSSy3Fv668tmTvq9x9/PEEjvy/A6murmbmzMQOO+/Kllv/cMI7auRw9t97NyZP+oLHH32Y8846g2eHv0STpk35819OZPNN1gPguL+eRJN5XORQv81+v9uLp58czMSJE1llxdaccurpHHDgQaVuVsU6/y9/4JXhQ5gy6XP232xt9jnieI7qcyFXnXsK1dUzWGDBBTnqtAsA2PP/juUfJx/NETttQiLx+2NOZskmzXhhyJNce2GfwmJuKbHz/oex4uqFA/bDTz6XS04+mu++/ZYuG2xK1w03K92blSqYOX7l5PhQWHP23AsvZbcdt2XmzGr23vcA2q7RnnP+3odOa3dh6223Y5/9DuTwQw6gW8e2NG7ShKuvvwWAoUOe5ty/n06jRlVEgwZc+I/LzVfmg6qqKs48/x/ss0tvZlZXs8c+B9BmjXZccPbpdOzUmS222Y499/09R//h96zfeQ0aN2nKv68tdHJPnPgJ++zSmwYNGrBsi5ZcesW8VvTRr1FVVcWpZ1/EQXvtQHV1NbvutR+rtW3HpeedyZqdOrPZltvy8gsjOeLAPZkyaRKD+j/KZRecxSNPjeCdt9/k3D5/m52/HHjY0bRZY81Sv6WyV1VVxSWX/ovttt2S6upq9j/gQNq1b88ZfU6lc5eu9N5uew448CAOPGBf2rddlSZNmnLzLbcD0K59e3bZbXfW7tCOqqoq/nHZ5TRs2LDE76gyVM9MnHz7S9x61Po0aAB3DHmf/034kuN6r8FLH3xB/5cLs2ELo7Vrr2u+6rKLc+oua81+fMUTb/PmeJe40rxFXV/JOiK6UFhDrzEwg8KUvUNTShMjYjBwXDEp3BQ4D5i1cM7JKaUHI6ITcBmF5LQK+EdK6eriti8CGwONgANTSrUuXxsRJwD7AtOBj4C9U0qfR8StFBLgR4v7fAhYjMK6f+sCW6eUxkREH2BvCiM8PgEeK+57JeA/FKYnNgJuTymdMce+DwC6ppSOLD5uCYwCVitOe5ynzl26pqeGeBXeLJkxs27/RvTrVFcblyxadKE6P1+qX2jAm67dmDXH7LEFb7/2Uslm7LXv2Dnd8Ujprm+xVuvFR6aUuv50TWWZOf4vy/E7de6SBjz13M/4ZFVfvp0xs9RN0DxMnTaj1E3QPCzXbJGfrqR6tcpR95W6CZrDp/ccz3efjDbHr2d13gORUhpJYZrevJ7bpMb9gUC3edR5EdjoB17+vymlY35k3+dSuEL6nOV7z1G03g+8xIUppT4RsQjwFDCyuP17wI8OM04p3QDcUOPxeKDspylKkiRJ5vizH5vjS5IklYhD637cVRHRjsJ6fDemlEaVukGSJEm/VXgZR+WbOb4kSao4eczxy7Zju+ZIkDrcx5yjPiRJkiTVEXN8SZIk/VwNSt0ASZIkSZIkSZJ+ibIdsS1JkqRfLoDI3yxFSZIkqWLlNcd3xLYkSZIkSZIkqazYsS1JkiRJkiRJKisuRSJJkpQzOZylKEmSJFW0POb4jtiWJEmSJEmSJJUVO7YlSZLyJkp4+6mmRVwXEZ9ExKs1yppGRP+IeLv4b5NieUTEZRExOiJejojONbbZv1j/7YjYv0Z5l4h4pbjNZRF5vMyOJEmSKk6Gc/y6Yse2JEmSsuQGYKs5yk4ABqSUVgMGFB8DbA2sVrwdCvwHCh3hwGlAd2Ad4LRZneHFOofU2G7OfUmSJEkqA3ZsS5IkKTNSSk8Bn89RvANwY/H+jcCONcpvSgXDgMYR0QLYEuifUvo8pfQF0B/YqvjcEimlYSmlBNxU47UkSZIklREvHilJkpQzUdpLyywVESNqPL4qpXTVT2yzTEppQvH+R8AyxfutgA9r1BtbLPux8rHzKJckSZLKWolz/JKwY1uSJEn1aWJKqeuv3TillCIizc8GSZIkSSo/dmxLkiTlTBleLvHjiGiRUppQXE7kk2L5OGC5GvVaF8vGAZvMUT64WN56HvUlSZKkslaGOf5v5hrbkiRJyroHgf2L9/cHHqhRvl8UrAtMLi5Z8jiwRUQ0KV40cgvg8eJzUyJi3YgIYL8aryVJkiSpjDhiW5IkSZkREbdRGG29VESMBU4DzgXujIiDgPeB3YvVHwG2AUYDU4HfA6SUPo+IM4HhxXpnpJRmXZDycOAGYGHg0eJNkiRJUpmxY1uSJClnsjxLMaW01w88tdk86ibgiB94neuA6+ZRPgJY87e0UZIkScqaLOf4dcWlSCRJkiRJkiRJZcUR25IkSXmTx+EckiRJUiXLYY7viG1JkiRJkiRJUlmxY1uSJEmSJEmSVFZcikSSJClHAog8zlOUJEmSKlRec3xHbEuSJEmSJEmSyoojtiVJkvIkIPI3mEOSJEmqXDnN8R2xLUmSJEmSJEkqK3ZsS5IkSZIkSZLKikuRSJIk5UwOZylKkiRJFS2POb4jtiVJkiRJkiRJZcWObUmSJEmSJElSWXEpEkmSpLzJ4zxFSZIkqZLlMMd3xLYkSZIkSZIkqaw4YluSJClXgsjjcA5JkiSpYuUzx3fEtiRJkiRJkiSprNixLUmSJEmSJEkqKy5FIkmSlDORv1mKkiRJUkXLY47viG1JkiRJkiRJUllxxLYkSVKORPEmSZIkqTLkNcd3xLYkSZIkSZIkqazYsS1JkiRJkiRJKisuRSJJkpQ3eZynKEmSJFWyHOb4jtiWJEmSJEmSJJUVR2xLkiTlTORxOIckSZJUwfKY4ztiW5IkSZIkSZJUVuzYliRJkiRJkiSVFZcikSRJypnI3yxFSZIkqaLlMce3YztjXhg1cuLiCzV8v9TtmA+WAiaWuhGai3HJHmOSTcYleyopJiuUugGS6tdLL4yauNTijczxVVeMS/YYk2wyLtlTSTExxy8BO7YzJqXUvNRtmB8iYkRKqWup26HajEv2GJNsMi7ZY0zmrxwO5pBKyhxfdcm4ZI8xySbjkj3GZP7KY47vGtuSJEmSJEmSpLJix7YkSZIkSZIkqay4FInqylWlboDmybhkjzHJJuOSPcZkfol8XlhG0nzhd3E2GZfsMSbZZFyyx5jMLznN8SOlVOo2SJIkqZ50WLtLemTgkJLtf7mmC410LUVJkiRp/slrju+IbUmSpNzJ4XAOSZIkqaLlL8d3jW1JkiRJkiRJUlmxY1vzXUQ0Kv7r/18ZEpHH1ZYkSZI0P5jjZ5M5viQpz1yKRPNNMalqBjwcETuklD6KiEgu5F5SEbFISmlqSikZj2yIiJbAokCDlNJbpW6PCiJiOWApYGZK6SX/XlSpgnxeWEbSr2OOn03m+Nljjp9N5vjKi7zm+J5t13yTCiYCbwGXRcRC/mCUVkSsCfw3IvaAQowc1VFaEdEWeAT4C9A/InYocZPE7Lg8DOwHPBURW/j9VXoRsXJEHBwR25a6LZKUV+b42WOOnz3m+Nlkjp9N5vian+zY1nwREc0iYrHiw78Ck4EdS9ciRURT4L8Uzk53iIhdwcS3lIqjOO4ELk4pHQL8ETgiIpoYk9IpxuUu4B8ppT8BpwGLR0ST0rYs3yKiDfAA0BG4JiKOLXGTJCl3zPGzxxw/e8zxs8kcP5vM8TW/2bGt36yY7L4JXBER26eUJgAjgU0iYoFiHf9fq3/TKYwY2Bv4BNggInaNiAbFxLdhaZuXSy2Bf6eUbiomuc8D1cB0D0ZKqilwXErpuuLjP1L4u3ksIvYtXbPyq3gg0g+4MqV0FIVOlIMjot0c9fyb+ZWihDdJ5cEcP7PM8bPHHD+bzPEzxhy/7uUxxzcR0W+WUvoKOB9oCOweEecCNwMdgFOLdWaWroX5lFL6EngmpTQWuBZ4D9gA2LVYZdFStS2vUkojgEeL91NKaTyQKIy4AViyVG3Ls5TSqxQSLIpTem9LKe0CHAf8KyI2KGX7cqoV8DSwaEQ0Syk9BwwFtioevLeEwt9RKRspSZXMHD+bzPGzxxw/m8zxM8kcX/OdHdv61SKiRY2HfYEPKYweWJDC2dCbgb0iolcJmicgpTS1+O9XwPXA+0D7iDgHeDMiWpWyfXmUUnofCiOcIqIRsEzx8YbAgIhYyjPU9a9G8vRYSumkYtnTwH8ofKepHqWUhgNXA82BQyPiOGAbYGngFODaiLi3hE0sexGlu0nKNnP87DPHzx5z/Gwyx88Wc/y6l8ccv6p0u1YFuCkivgH+DfQHxlBYV2zPiNgRWB1YCTggIp5NKX1TspbmXPHKz1OASyLiamAn4P9SSuNK3LTcKo5wmhkRw4HtgT2AM4oXZ1KJpJQmz7ofEesCvYG7S9ei/Cl+X6WU0pPFA8C9KfyNbJ5SeiUiLqAwenDVkjZUkiqXOX6ZMMfPHnP8bDLHLz1zfNUVO7b1W2xF4SIyOwI7AH8GFouIk1JKZxXX3PsaeM+EtzSKa+3NrLG221LA7sABKaX7Zv24lLiZuTIrJjWKmgB/B3ZPKT1mTEqjZlwiYmFgQ+BSCuvyjShp43Jm1vdVMfEdHBHfAd8AW0fEJymlj4tVPylhMyWpkpnjZ5w5fvaY42eTOX52mOOrrtixrV8lIhqmlKqBsyOiI7Av8CpwLrB2RLRJKb0FXF6s7w95HZr1+Ranui0KLJxSuq9mclX8/D+NiO4ppTeNSd36OTEpega4IqU0yJjUvZ/5t/JNRCwKHJxSerZkjc2xYoyqUkozUkpDilN6dwOOiYhTUkozSt3GchdexlHSPJjjZ4s5fvaY42eTOX55MMeve3nM8e3Y1q+SUqquMVLgJeCliHiLwsiOLShcLOPwGvX9Ia9DxR+IbYBzgLMpXAxjyZTSDfOo+2Z9ty+PfiomNc5W/7OU7cybXxCX+0rZzjz5kQORGXNMWWwATDDhlaS6Y46fLeb42WOOn03m+Nljjq/64sUj9aullGZGRMPi9DdSSldTmKp4EoULzageROECJYsB/0dhuui3wGig36zYzIsHInXn58RkXp+/MalbvzYuqls1DkT+BSwJXBURB9R4rkHx/iAP2uejKOFNUqaZ42eDOX72mONnkzl+Npnjl0gOc3xHbOtn+ZGzbdU1n0+F6W//KybETrmqHw1SSl9FxAfArsB2FNbXGx8Ru0bE2JTSsBK3MW+MSTYZl4wpJrSL8P2BSEdqHIgUf1fmnNorSZpPzPEzzbwle4xJNhmXjDHHV31yxLZ+lh872zbr+Rr3Z85Zpvlr1pnniFgdOLBY/BlwPvD7lNJbEbEOcCowvTStzBdjkk3GJfMapJS+AmYdiBxL8UAE2CUKV62XJNURc/xsMW/JHmOSTcYl88zxVW8csa2f9HPOtpWyfXlTY2TNpsAfgVUi4ksKa4k1Bu6OiEeBbYGTU0ojS9fafDAm2WRcsqlGXFYHNgGu4vsDkVVTSu/WOBD5felaWtlcEUSSOX62mLdkjzHJJuOSTeb42ZDHHN+Obf0cTu3JkOKPRQ/gP8ARFH6wNwYWTCkdExHbAd8BD6WUhnlgUveMSTYZl+zxQESSMsUcP0PMW7LHmGSTcckec3yVkh3bmifPtmVeFwo/1E9ExAAK068OiojpwH0ppamzKvojXm+MSTYZlwzxQCQbIgo3Sfljjp955i3ZY0yyybhkiDl+NuQ1x3eNbc1ljrNt5wNHRcReFM62XUbhbNtZFBJhz7aVxmtAx4jonAquBb4ENgDawffrjqneGJNsMi7ZM/tAhMJ6e8MpHIjsAwxIKT0+a4SgCa8kzT/m+GXBvCV7jEk2GZfsMcdXSThiW3PxbFu21DgI6Q40A94HBlEYZbN9RDQFxgGLAU0oTCUdYUzqjjHJJuNSNl6jEI/OKaVRwLURsQuFA5G3gBH+rkjS/GeOny3mLdljTLLJuJQNc3yVhB3b+iFO7cmI4o/41sA/gCuA2yhc4OcOYFOgD4VrBBwKrAxsHhGNUkpe/bmOGJNsMi7Z44FIdkUuLy0jCXP8zDBvyR5jkk3GJXvM8bMrjzm+S5Hohzi1p8Rmfb4RsTyFKaK9gVeBKcC1QJuU0j8pjLbZBlgOOBe42h/xumFMssm4ZFeNA5GbgDbAEAqjA++gsKZrH+Aa4DDgFmCRiGhUmtZKUi6Y45eYeUv2GJNsMi7ZZY6vLLFjWzV/MLpHxDYR0Z7C2bahFM629YqINah9ts1RHHUkIhaNiBWKPxbtgUkUzkg3A85NKS0HnENhHcQdUkqTgenA1sBuKaVXStX2SmVMssm4ZJcHImUgSniTVC/M8bPFvCV7jEk2GZfsMscvAznM8e3Ylmfbsqc18I+IOA24FFgmpfQBsDzwYrHOG8ATwKcAxWmjx6aUXq//5uaCMckm45IxHohIUnaY42eOeUv2GJNsMi4ZY46vLHON7RyrsS5SzbNtK/L92bbjU0r/jIibipusR+Fs256ebas7KaW3IuJ14C/AaSmlt4tnRidQOOC4AtgIODilNGRWHFNK1aVsdyUzJtlkXDKpNXBuRLwIbAgcVozLuvzIgUhEHGtcJGn+MMfPJvOW7DEm2WRcMskcX5llx3YORcSiwFIppfeLZ9s+pHC2rSXFs20RcTCFs207pZQeiIhF+P5sm2dB60CNg5AlgZeBs4B9IuK1lNKjwNMRsTiFH5X7U0pDwOmidcmYZJNxyS4PRMqHK4JIlcccP5vMW7LHmGSTcckuc/zykccc347tfPJsW8bU+BHfgcJ00P1TSndExPsUYjUZGAN0TCmdU3Ob0rW6shmTbDIu2eSBiCRlgjl+xpi3ZI8xySbjkk3m+CoHdmznkGfbsqf4Y7EpcAZwaErp44hYGLgd+Bq4EZgB/LnmNiVpbE4Yk2wyLtnjgUh5ijwO55AqnDl+9pi3ZI8xySbjkj3m+OUpjzm+Hds54tm2zGtNYd3D6oj4PbA/hSvXX0LhqsJVySmi9c2YZJNxyRAPRCSptMzxM8+8JXuMSTYZlwwxx1e5aFDqBqh+zHG27Q5gcErpbOBCCmfbekRESwpn265KKT1WHOGh+jMF6ApcCSwI3Ay0AFqmlP7nj3hJGJNsMi7ZM+eByKPAycBACgciu6SUHilh+ySpIpnjlwXzluwxJtlkXLLHHF+Z54jtnPBsW3bVmAZ6f0S8AExNKX0aEasDRwELl7iJuWNMssm4ZNoUoBeFkTVXUzgQ6UbhQOTNUjZM8xJELi8tI1Uec/zsMm/JHmOSTcYl08zxy0o+c3w7tvPFqT0ZMOe6U8UDkkYppempcBX7hhGxFYWRNiemlF4oXWvzwZhkk3HJPg9EJCkTzPEzwLwle4xJNhmX7DPHVzmxYztfPNuWAcUf7s2BNsBCKaULU0rTa17AJyK+Aw5KKT3nBRjqnjHJJuOSPR6ISFImmeNngHlL9hiTbDIu2WOOr3LmGts5MGsdvZTS/cApwFYppSuAp4F18WxbvZgVh4joRmHdsIbA9hFxX0Q0LP54NARIKQ1MKT1XvO+PeB0xJtlkXLJr1oFIRBwZEccVy6bX+J2pBmYdiDw4q1zZEhSumF6qm6T5wxw/G8xbsseYZJNxyS5z/MqQ1xzfju0KNOeXzKyzbcX77wOfF8+23Quc6tm2+lGMwzrAIcCZKaVLU0obFZ++q1inumQNzCFjkk3GJXs8EJGk0jPHzybzluwxJtlkXLLHHF+VwI7tCuTZtkxbHtgI6BARjYtluwONImKpkrUq34xJNhmXDPFARJJKzxw/08xbsseYZJNxyRBzfFUCO7YriGfbsqdGTNaIiGWBvsCBQGdg04hoAawNrAo0KllDc8SYZJNxKQseiEhSCZjjZ495S/YYk2wyLmXBHF9lzYtHVpAaZ9sOpnC27Xrg0oi4j8LZtp0921a/ijHZBvg7cB+wNbANcDlwPPA5MBk4IaU0oWQNzRFjkk3GJXsiCheRiYg1gC8oHIiMB86hcCAyFFgOD0QkqU6Z42ePeUv2GJNsMi7ZY46vSuOI7crj2bYMiYiVgD7ADsAkCiNsGqSU7gROA5oA/VJKD5SqjXljTLLJuGRPjQORWyhMTxwIvM73ByLXAMfggUhZyuOFZaQyZ46fIeYt2WNMssm4ZI85fmXLY47viO0y59m2bJoVF2AG8CjQCdgH2Cel9HlE9Eop9YuIxYCTIuIT4FGnjNYdY5JNxiW75jgQ2ZEaByIRMan43F0eiEjS/GeOn03mLdljTLLJuGSXOb4qjR3bZc6pPdlS4wd8UeArCgcgmwFHASuklL6MiA0p/Hi/nVK6t7js2Gv+iNcNY5JNxiW7PBDJh8Ch01KWmeNni3lL9hiTbDIu2WWOnw95zPHt2C5znm3Ljhoja7YEDo+I5yn8kB8DnA2cHBEvA8cBfVJK7wOklO4tVZsrnTHJJuOSTR6ISFJ2mONnh3lL9hiTbDIu2WSOr0rnGttlKmL2CjY/erYNuBA4KiK2qbGN6kDxR3xDCp/52UBbCiNr3gD+D1gCWInCyJoHoqhkDc4BY5JNxiV75jgQuSUiTgL2o3AgMoLCgcg+wGXAP2oeiMy6L0n67czxs8e8JXuMSTYZl+wxx1ceOGK7zHi2LVsiohXQHHg5pTQTWBb4E4WTRmsAu6SUvo6Ir1JKh9Xc1njUDWOSTcYl2+Y4EDkYOJJCZ8qdFA5E/sL3ByKPzzoIMTZlyos4Spljjp8t5i3ZY0yyybhkmzl+zuQ0x7dju4w4tSeTdgd2ovDjPRKYCtwATAQ2LY6s2RJYPyLOSyl9XbKW5ocxySbjkjEeiEhSNpjjZ5J5S/YYk2wyLhljjq+8cSmSMuLUnuyIiJYR0TKldAnwCNAnIroCTwJ3Ay8V620IXAQ874943TIm2WRcMm13CtMO1y4+nnUg8h9gi5TS+8UDkaMiYtHSNFF1IUp8k1SbOX52mLdkjzHJJuOSaeb4OZXXHN+O7YyLiFYR0SkiZsVqzrNtxxV/IL5KKR2WUvp7SulxKCTJnnGb/yKiLdAf2DgiFkwpnUthfapTKRyI3AiMAR4DTgZOTCn19QCk7hiTbDIu2eSBiCSVnjl+9pi3ZI8xySbjkk3m+MqrMCfKtoj4E8WpPSmlkRGxLXAl85jaAzi1p45FxIpAX+CSlNK1EdGgOL2HiPgr0AM4oxirxQBSSl/NmmJasoZXMGOSTcYlm4oHIvcAfwfuTSlNi4jTgC7AGUA1sCOwNfAFcHlK6UHjUlk6d+mannz2+ZLtf4mFG45MKXUtWQOkDDDHzxbzluwxJtlkXLLJHF+Q3xzfEdsZ5dm2zOoJDJj1Iw50iIjDImIHCtNHHwcuiohuKaWvUkpfgWtV1TFjkk3GJWOKByJ3AxenlG4DpgOklE4HngVOARqklE4DNqWw/p4Jb6XK4zxFKQPM8TPLvCV7jEk2GZeMMcdXLTnM8b14ZAbVPNsWEfemlM4tnm07lcLZthspnG17jMLZttlTe/xiqnPvAgcXR9DsASwMrAmMArZNKR0aEUsDxqH+GJNsMi7ZM68DkfUoXKDsQgrruF4UEcenlIbP2sjfFUmaP8zxM828JXuMSTYZl+wxx1eu2bGdMXOebSt+MZFSOr04tecUClN7TouIC4rPObWn/gwH7gLOA0YDlwKvAq2B4wFSSn1K1bicMibZZFyyxwMRzRYOnZbqlTl+5pm3ZI8xySbjkj3m+Jotjzm+HdvZ49m2DEspTQX+ERE3pZQ+n1UeER2AlSOiJTDBeNQfY5JNxiWTPBCRpNIxx88w85bsMSbZZFwyyRxfuWbHdvZ4tq0MzPoRj4hGwObAORSmi44vacNyzJhkk3HJDg9EJKmkzPHLgHlL9hiTbDIu2WGOr7yzYzt7PNtWJoo/4usAxwInp5QeLnGTcs+YZJNxyRYPRAQQ+ZulKJWaOX6ZMG/JHmOSTcYlW8zxBfnM8e3YzhjPtpWPlNL0iHge+F1K6SPXQCw9Y5JNxiV7PBCRpPpljl8+zFuyx5hkk3HJHnN85ZEd2xnl2bbykFKaDnxUvO+PeAYYk2wyLtnigYgklYY5fnkwb8keY5JNxiVbzPGVR3ZsZ5hn2yRJdcUDkXzL4SxFKTPM8SVJdcUcP9/ymOPbsZ1hnm2TJEmSKos5viRJ0vxhx3bGebZNkiTNd3kcziFliDm+JEma73KY4zcodQMkSZIkSZIkSfol7NiWJEmSJEmSJJUVlyKRJEnKmcjjPEVJkiSpguUxx3fEtiRJkiRJkiSprNixLSlXIqI6Il6MiFcj4q6IWOQ3vNYNEbFr8f41EdHuR+puEhE9fsU+xkTEUj+3fI46X/3CffWJiON+aRsllZcAIkp3kyRpfjPH/9H65vhSDuQ1x7djW1LefJNS6pRSWhP4DvhDzScj4lct0ZRSOjil9PqPVNkE+MVJryRJkqSfZI4vSTlkx7akPHsaWLU40uLpiHgQeD0iGkbEBRExPCJejoj/A4iCf0XEWxHxBLD0rBeKiMER0bV4f6uIGBURL0XEgIhYkUJy/afiSJINI6J5RNxT3MfwiFi/uG2ziOgXEa9FxDXw04tkRcT9ETGyuM2hczx3SbF8QEQ0L5atEhGPFbd5OiLazpdPU5IkSSo9c3xzfEk54cUjJeVScdTG1sBjxaLOwJoppfeKiePklFK3iFgQeDYi+gFrA22AdsAywOvAdXO8bnPgamCj4ms1TSl9HhFXAF+llC4s1rsVuCSl9ExELA88DqwBnAY8k1I6IyK2BQ76GW/nwOI+FgaGR8Q9KaXPgEWBESmlP0XEqcXXPhK4CvhDSuntiOgO/BvY9Fd8jJLK0KhRIx9fuNGPT3OuYxNLuG9JUgUzxzfHl/Iqrzm+HduS8mbhiHixeP9p4FoK0wefTym9VyzfAugQxbX1gCWB1YCNgNtSStXA+IgYOI/XXxd4atZrpZQ+/4F29ALaxfeLUS0REYsV97FzcduHI+KLn/Ge/hgROxXvL1ds62fATOCOYvl/gXuL++gB3FVj3wv+jH1IqhAppa1K3QZJkuYzc3xzfCnX8prj27EtKW++SSl1qllQTP6+rlkEHJVSenyOetvMx3Y0ANZNKX07j7b8bBGxCYUEer2U0tSIGAws9APVU3G/k+b8DCRJkqQyZo5vji8ph1xjW5Lm9jhwWEQ0AoiI1SNiUeApYI/i+nwtgJ7z2HYYsFFErFTctmmx/Etg8Rr1+gFHzXoQEZ2Kd58C9i6WbQ00+Ym2Lgl8UUx421IYTTJLA2DWiJS9KUx/nAK8FxG7FfcREdHxJ/YhSZIklTtzfEmqMHZsS9LcrqGwtt6oiHgVuJLCDJf7gLeLz90EDJ1zw5TSp8ChFKYEvsT30wQfAnaadWEZ4I9A1yhcuOZ1vr9y++kUkubXKExX/OAn2voYUBURbwDnUki6Z/kaWKf4HjYFziiW7wMcVGzfa8AOP+MzkSRJksqZOb4kVZhIKZW6DZIkSZIkSZIk/WyO2JYkSZIkSZIklRU7tiVJkiRJkiRJZcWObUmSJEmSJElSWbFjW5IkSZIkSZJUVuzYliRJkiRJkiSVFTu2JUmSJEmSJEllxY5tSZIkSZIkSVJZ+X9rztLr+9/v+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EOG'] ----------------------------------------\n",
      "nb. features = 848\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8573\n",
      "  Balanced accuracy:  0.8452\n",
      "  Accuracy:           0.895\n",
      "  Log loss:           0.2809\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7704\n",
      "  Balanced accuracy:  0.7606\n",
      "  Accuracy:           0.8296\n",
      "  Log loss:           0.4459\n",
      "\n",
      "F1: 0.7718524115986305\n",
      "ACC: 0.8297466797835711\n",
      "KAPPA: 0.7631852329528094\n",
      "LOG LOSS: 0.44554553722520857\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.41      0.52      0.46     16979\n",
      "Sleep stage 2       0.89      0.82      0.85     74363\n",
      "Sleep stage 3       0.78      0.84      0.81     12121\n",
      "Sleep stage R       0.80      0.84      0.82     24566\n",
      "Sleep stage W       0.93      0.91      0.92     67139\n",
      "\n",
      "     accuracy                           0.83    195168\n",
      "    macro avg       0.76      0.79      0.77    195168\n",
      " weighted avg       0.84      0.83      0.83    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "---------------------------------------- ['EEG', 'EMG'] ----------------------------------------\n",
      "nb. features = 792\n",
      "10-FOLD: TRAIN\n",
      "  MACRO F1:           0.8485\n",
      "  Balanced accuracy:  0.8374\n",
      "  Accuracy:           0.8888\n",
      "  Log loss:           0.3032\n",
      "10-FOLD: TEST\n",
      "  MACRO F1:           0.7484\n",
      "  Balanced accuracy:  0.7419\n",
      "  Accuracy:           0.8131\n",
      "  Log loss:           0.4872\n",
      "\n",
      "F1: 0.7504535364838775\n",
      "ACC: 0.8133864158058698\n",
      "KAPPA: 0.740804116353312\n",
      "LOG LOSS: 0.4864675810992214\n",
      "\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "Sleep stage 1       0.39      0.49      0.43     16877\n",
      "Sleep stage 2       0.86      0.82      0.84     72940\n",
      "Sleep stage 3       0.79      0.83      0.81     12374\n",
      "Sleep stage R       0.74      0.76      0.75     25216\n",
      "Sleep stage W       0.93      0.90      0.92     67761\n",
      "\n",
      "     accuracy                           0.81    195168\n",
      "    macro avg       0.74      0.76      0.75    195168\n",
      " weighted avg       0.83      0.81      0.82    195168\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for inputs in [[\"EEG\"], [\"EEG\", \"EOG\"], [\"EEG\", \"EMG\"]]:\n",
    "    print(\"--\" * 20, inputs, \"--\" * 20)\n",
    "\n",
    "    feats_input = [f for f in feat_cols if f.split(\" \")[0] in inputs]\n",
    "    print(\"nb. features =\", len(feats_input))\n",
    "\n",
    "    ## Cross-validation\n",
    "    # Total of 10 folds\n",
    "    gkfold = StratifiedGroupKFold(n_splits=10)\n",
    "    cv = gkfold.split(df_feats, df_feats[\"label\"], groups=df_feats.patient_id)\n",
    "\n",
    "    res = cross_validate(\n",
    "        pipe,\n",
    "        df_feats[feats_input],\n",
    "        df_feats[\"label\"],\n",
    "        scoring=[\"f1_macro\", \"balanced_accuracy\", \"accuracy\", \"neg_log_loss\"],\n",
    "        cv=cv,\n",
    "        n_jobs=25,\n",
    "        return_train_score=True,\n",
    "        return_estimator=True,\n",
    "    )\n",
    "\n",
    "    print(\"10-FOLD: TRAIN\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"train_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"train_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"train_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"train_neg_log_loss\"]), 4))\n",
    "\n",
    "    print(\"10-FOLD: TEST\")\n",
    "    print(\"  MACRO F1:          \", round(np.mean(res[\"test_f1_macro\"]), 4))\n",
    "    print(\"  Balanced accuracy: \", round(np.mean(res[\"test_balanced_accuracy\"]), 4))\n",
    "    print(\"  Accuracy:          \", round(np.mean(res[\"test_accuracy\"]), 4))\n",
    "    print(\"  Log loss:          \", round(np.mean(-1 * res[\"test_neg_log_loss\"]), 4))\n",
    "\n",
    "    preds = []\n",
    "    preds_proba = []\n",
    "    y_trues = []\n",
    "    cv = gkfold.split(df_feats, df_feats[\"label\"], groups=df_feats.patient_id)\n",
    "    for fold_ix, (train_idx, test_idx) in enumerate(cv):\n",
    "        X_train = df_feats[feats_input].iloc[train_idx]\n",
    "        y_train = df_feats[\"label\"].iloc[train_idx]\n",
    "        X_test = df_feats[feats_input].iloc[test_idx]\n",
    "        y_test = df_feats[\"label\"].iloc[test_idx]\n",
    "        \n",
    "        estimator = res[\"estimator\"][fold_ix]\n",
    "        preds += [estimator.predict(X_test).ravel()]\n",
    "        preds_proba += [estimator.predict_proba(X_test)]\n",
    "        y_trues += [y_test]\n",
    "\n",
    "    preds = np.hstack(preds)\n",
    "    y_trues = np.hstack(y_trues)\n",
    "    preds_proba = np.vstack(preds_proba)\n",
    "\n",
    "    print()\n",
    "    print(\"F1:\", f1_score(preds, y_trues, average=\"macro\"))\n",
    "    print(\"ACC:\", accuracy_score(preds, y_trues))\n",
    "    print(\"KAPPA:\", cohen_kappa_score(preds, y_trues))\n",
    "    print(\"LOG LOSS:\", log_loss(y_trues, preds_proba))\n",
    "    print()\n",
    "\n",
    "    print(classification_report(preds, y_trues))\n",
    "\n",
    "    plt.figure(figsize=(25,12))\n",
    "    ax = plt.subplot(1,2,1)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=False, ax=ax)\n",
    "    ax = plt.subplot(1,2,2)\n",
    "    plot_confusion_matrix(y_pred=preds, y_true=y_trues, classes=classes, normalize=True, ax=ax)\n",
    "    plt.show()\n",
    "\n",
    "    print(\"\\n\\n\\n\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "26b61bcbbba1cfbfebc1ee75928744f228d99c40d6fca4a5ce4834aa344100ec"
  },
  "kernelspec": {
   "display_name": "Python 3.7.5 ('venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  },
  "toc-autonumbering": true
 },
 "nbformat": 4,
 "nbformat_minor": 4
}