{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "834a6a03-0172-4a33-97ae-0a21937d2860",
   "metadata": {},
   "source": [
    "# Codes for the Engineering Thesis experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "081da9d8-c283-4fe5-b556-feddab977c60",
   "metadata": {},
   "outputs": [],
   "source": [
    "RANDOM_STATE = 42"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee840dbb-2bbb-4c9a-8efc-f5d13c594b94",
   "metadata": {},
   "source": [
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12e1e8cb-0bd0-4d27-af6a-96375610d578",
   "metadata": {},
   "outputs": [],
   "source": [
    "from edgaro.data.dataset_array import load_benchmarking_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "991b254d-e47d-40ca-b6b5-ae44ccd249b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = load_benchmarking_set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77885b00-730b-48f1-ab21-a815b76f637a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.train_test_split(test_size=0.2, random_state=RANDOM_STATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b6cc8eb-0ac2-4a27-a1d0-ed725bd6cda6",
   "metadata": {},
   "source": [
    "## Balancing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c94b987a-6d8b-4f30-b4b4-ba650ee1d296",
   "metadata": {},
   "outputs": [],
   "source": [
    "from edgaro.balancing.nested_transformer import AutomaticTransformer\n",
    "from edgaro.balancing.transformer_array import TransformerArray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e528daeb-1650-4543-b789-eb065a574df3",
   "metadata": {},
   "outputs": [],
   "source": [
    "transformer = TransformerArray(\n",
    "    AutomaticTransformer(\n",
    "        keep_original_dataset=True,\n",
    "        n_per_method=5,\n",
    "        random_state=RANDOM_STATE\n",
    "    ), \n",
    "    set_suffixes=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "907a33f7-8887-4d2f-b0d8-968b1b884997",
   "metadata": {},
   "outputs": [],
   "source": [
    "transformer.fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ffcf2484-086c-419b-9f03-a9c2216e7907",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_transformed = balancing_array.transform(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7df1836-fbe2-4afb-aaec-e20860826ad7",
   "metadata": {},
   "source": [
    "## Training models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d031a4a3-b1c1-4a5a-ad8f-d46f0080878e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import balanced_accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91bf3c7f-870e-4599-9c8c-5ef7427c6491",
   "metadata": {},
   "outputs": [],
   "source": [
    "from edgaro.model.model import RandomForest, GridSearchCV\n",
    "from edgaro.model.model_array import ModelArray"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d26ce7-c3ed-4d08-a18f-5197afeaaa66",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a568f0f-24e8-4be1-bb8b-e81be8c08115",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf = ModelArray(\n",
    "    GridSearchCV(\n",
    "        RandomForest(),\n",
    "        param_grid = {\n",
    "            'max_depth': [5, 10, 30, None],\n",
    "            'n_estimators': [50, 100, 300, 500],\n",
    "            'n_jobs': [-1],\n",
    "        },\n",
    "        scoring = 'balanced_accuracy',\n",
    "        cv = 5,\n",
    "        random_state = RANDOM_STATE\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cd844f5-db85-4c6c-ac03-1e11ab027a8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf.fit(df_transformed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "300dcdf7-cfc6-4052-b8ca-e79ef7b3be3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "eval_unweighted = rf.evaluate(\n",
    "    metrics_output_class=[balanced_accuracy_score],\n",
    "    metrics_output_probabilities=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56aa2ba0-f58f-4d67-bc05-8fd37b566cf2",
   "metadata": {},
   "source": [
    "### Weighted Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fea9ea88-3c58-4570-a780-c8add85f9e37",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf_weighted = ModelArray(\n",
    "    GridSearchCV(\n",
    "        RandomForest(),\n",
    "        param_grid = {\n",
    "            'max_depth': [5, 10, 30, None],\n",
    "            'n_estimators': [50, 100, 300, 500],\n",
    "            'n_jobs': [-1],\n",
    "            'class_weight': ['balanced']\n",
    "        },\n",
    "        scoring = 'balanced_accuracy',\n",
    "        cv = 5,\n",
    "        random_state = RANDOM_STATE\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76e1aa0d-1aa3-4ae8-b9d8-3082da7a229f",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf_weighted.fit(df_transformed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a3fea2e-3bfe-40d5-a255-5da7508d1f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "eval_weighted  = rf_weighted.evaluate(\n",
    "    metrics_output_class=[balanced_accuracy_score],\n",
    "    metrics_output_probabilities=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9edd872-2aac-41ec-bd9a-4f7f9e40e6b7",
   "metadata": {},
   "source": [
    "## Explaining"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae9e3588-5f77-404f-ac3a-c0fb0174a69b",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00c67109-4211-4879-80bf-5969865dca27",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_pdp_unweighted = ExplainerArray(rf, N=None, explanation_type='PDP')\n",
    "explainer_array_pdp_unweighted.fit()\n",
    "pdp_unweighted = explainer_array_pdp_unweighted.transform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82428678-aa25-4e86-afce-10fa2e4ee427",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_ale_unweighted = ExplainerArray(rf, N=None, explanation_type='ALE')\n",
    "explainer_array_ale_unweighted.fit()\n",
    "ale_unweighted = explainer_array_ale_unweighted.transform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5656e0e5-175b-4c99-a4d9-394e48116f11",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_vi_unweighted = ExplainerArray(rf, N=None, explanation_type='VI')\n",
    "explainer_array_vi_unweighted.fit()\n",
    "vi_unweighted = explainer_array_vi_unweighted.transform()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5747128-6440-4df4-b94c-02f5bf2bd4c4",
   "metadata": {},
   "source": [
    "### Weighted Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e846448-d4ec-4bc2-9534-be8ea8c6ed0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_pdp_weighted = ExplainerArray(rf_weighted, N=None, explanation_type='PDP')\n",
    "explainer_array_pdp_weighted.fit()\n",
    "pdp_weighted = explainer_array_pdp_weighted.transform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06007334-746f-493d-86df-7308379dd9aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_ale_weighted = ExplainerArray(rf_weighted, N=None, explanation_type='ALE')\n",
    "explainer_array_ale_weighted.fit()\n",
    "ale_weighted = explainer_array_ale_weighted.transform()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e03ea10d-f152-4d98-905a-daaecf571ed3",
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer_array_vi_weighted = ExplainerArray(rf_weighted, N=None, explanation_type='VI')\n",
    "explainer_array_vi_weighted.fit()\n",
    "vi_weighted = explainer_array_vi_weighted.transform()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1095a56f-4c11-43bf-a1bf-3d727cdb1d20",
   "metadata": {},
   "source": [
    "#### Sort explanations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3933afde-1d53-4e05-978c-09ae3f7755e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sort(obj):\n",
    "    obj.results = sorted(obj.results, key=lambda x: x.name.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "185da805-0a20-4b63-8b40-d70be4d9f4cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "sort(pdp_unweighted)\n",
    "sort(ale_unweighted)\n",
    "sort(vi_unweighted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c6eda6e-dc29-40f7-b06c-e71e7fdfd789",
   "metadata": {},
   "outputs": [],
   "source": [
    "sort(pdp_weighted)\n",
    "sort(ale_weighted)\n",
    "sort(vi_weighted)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "142f969a-723f-48bb-b5c2-f47e50085268",
   "metadata": {},
   "source": [
    "## Visualisations and results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c43cfb46-26e4-4a3b-9cf8-17fdbcd2eb52",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "25bc06f6-563a-44e2-8bdf-5922b740b620",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ab01bd75-0eb5-4cae-9dc1-f0ddb5f2f1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93fbc9d3-eb08-4887-a960-6655900b677f",
   "metadata": {},
   "source": [
    "### Model performence"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e391f3c5-ef26-4c0f-b9d6-b294e117ef10",
   "metadata": {},
   "source": [
    "#### Original vs balanced datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4e339fe4-bb6d-460c-8908-5caaef1ebd36",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_weighted_balanced = eval_weighted[eval_weighted.apply(lambda x: 'IR=' in x['model'], axis=1)].copy()\n",
    "results_weighted_balanced['Model'] = 'Weighted Random Forest'\n",
    "results_weighted_balanced['Dataset type'] = 'Balanced'\n",
    "\n",
    "results_unweighted_balanced = eval_unweighted[eval_unweighted.apply(lambda x: 'IR=' in x['model'], axis=1)].copy()\n",
    "results_unweighted_balanced['Model'] = 'Random Forest'\n",
    "results_unweighted_balanced['Dataset type'] = 'Balanced'\n",
    "\n",
    "results_weighted_unbalanced = eval_weighted[eval_weighted.apply(lambda x: not ('IR=' in x['model']), axis=1)].copy()\n",
    "results_weighted_unbalanced['Model'] = 'Weighted Random Forest'\n",
    "results_weighted_unbalanced['Dataset type'] = 'Original'\n",
    "\n",
    "results_unweighted_unbalanced = eval_unweighted[eval_unweighted.apply(lambda x: not ('IR=' in x['model']), axis=1)].copy()\n",
    "results_unweighted_unbalanced['Model'] = 'Random Forest'\n",
    "results_unweighted_unbalanced['Dataset type'] = 'Original'\n",
    "\n",
    "tmp = pd.concat([results_weighted_balanced, results_unweighted_balanced, results_weighted_unbalanced, results_unweighted_unbalanced])\n",
    "tmp.columns = ['model', 'metric', 'Model Balanced Accuracy', 'Model', 'Dataset type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e4d9513e-c3b0-409b-a219-c85e2d2881b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "sns.boxplot(y=tmp['Dataset type'], x=tmp['Model Balanced Accuracy'], hue=tmp['Model'], width=0.6, whis=1.24)\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.1), fontsize=12)\n",
    "plt.title('Balanced Accuracy for original and balanced datasets', fontsize=16, weight='bold')\n",
    "plt.xlabel('Model Balanced Accuracy', fontsize=12)\n",
    "plt.ylabel('Dataset type', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3759504-86f8-4def-8b01-3b4ffc988a1c",
   "metadata": {},
   "source": [
    "#### Balancing methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa08d9f9-a5e6-4cf6-914c-037d424c8b49",
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = [\n",
    "    'UNDERSAMPLING__Random',\n",
    "    'UNDERSAMPLING__Near_Miss',\n",
    "    'OVERSAMPLING__Random',\n",
    "    'OVERSAMPLING__SMOTE',\n",
    "    'OVERSAMPLING__Borderline_SMOTE',\n",
    "    'COMBINED__SMOTE_Tomek'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "749050c1-9189-480f-87ef-343c45edbeb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    'Random Undersampling',\n",
    "    'Near Miss (undersampling)', \n",
    "    'Random Oversampling', \n",
    "    'SMOTE (oversampling)', \n",
    "    'Borderline SMOTE (oversampling)', \n",
    "    'SMOTETomek (hybrid)'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fe09d27e-5dfc-4591-82b9-94ea5e2b5937",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_results_weighted = []\n",
    "tmp_results_unweighted = []\n",
    "\n",
    "for i in range(len(methods)):\n",
    "    tmp = eval_weighted[eval_weighted.apply(lambda x: methods[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Weighted Random Forest'\n",
    "    tmp['Method'] = methods[i]\n",
    "    tmp_results_weighted.append(tmp)\n",
    "    \n",
    "    tmp = eval_unweighted[eval_unweighted.apply(lambda x: methods[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Random Forest'\n",
    "    tmp['Method'] = methods[i]\n",
    "    tmp_results_unweighted.append(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bb750a34-5024-4937-895e-828513ab7b2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp1 = pd.concat(tmp_results_weighted)\n",
    "tmp2 = pd.concat(tmp_results_unweighted)\n",
    "tmp = pd.concat([tmp1, tmp2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bede6561-aa70-442c-a7e8-a143b6c084cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp.columns = ['model', 'metric', 'Model Balanced Accuracy', 'Model', 'Method']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "72cb04e3-eaef-4783-9b7d-fa943ab8b0fe",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "ax = sns.boxplot(y=tmp['Method'], x=tmp['Model Balanced Accuracy'], hue=tmp['Model'], whis=1.25)\n",
    "plt.title('Balanced Accuracy for balancing methods')\n",
    "plt.yticks(np.arange(len(names)), names)\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('Balanced Accuracy per balancing method', fontsize=16, weight='bold')\n",
    "plt.xlabel('Model Balanced Accuracy', fontsize=12)\n",
    "plt.ylabel('Method', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9101ca11-76f4-4a9f-9afd-8ce43c67be45",
   "metadata": {},
   "source": [
    "#### Unbalancedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4ef7e858-be80-4dc1-9607-721b3836b00e",
   "metadata": {},
   "outputs": [],
   "source": [
    "balancedness = ['=0.8IR_RANGE', '=0.6IR_RANGE', '=0.4IR_RANGE', '=0.2IR_RANGE', '=0.0IR_RANGE']\n",
    "vals = ['0.8', '0.6', '0.4', '0.2', '0.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "717a1f5c-9740-402c-bb47-55b539296c95",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_results_weighted = []\n",
    "tmp_results_unweighted = []\n",
    "\n",
    "for i in range(len(balancedness)):\n",
    "    tmp = eval_weighted[eval_weighted.apply(lambda x: balancedness[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Weighted Random Forest'\n",
    "    tmp['Balancedness'] = vals[i]\n",
    "    tmp_results_weighted.append(tmp)\n",
    "    \n",
    "    tmp = eval_unweighted[eval_unweighted.apply(lambda x: balancedness[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Random Forest'\n",
    "    tmp['Balancedness'] = vals[i]\n",
    "    tmp_results_unweighted.append(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b56201ef-f193-432c-9f5d-5a0577d42b49",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp1 = pd.concat(tmp_results_weighted)\n",
    "tmp2 = pd.concat(tmp_results_unweighted)\n",
    "tmp = pd.concat([tmp1, tmp2])\n",
    "\n",
    "tmp.columns = ['model', 'metric', 'Model Balanced Accuracy', 'Model', 'Unbalancedness']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8ddae0a4-9b71-444d-8c0e-6855cb80ed2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "sns.boxplot(y=tmp['Unbalancedness'], x=tmp['Model Balanced Accuracy'], hue=tmp['Model'], width=0.7, whis=1.25)\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('Balanced Accuracy per Unbalancedness rate value', fontsize=16, weight='bold')\n",
    "plt.xlabel('Model Balanced Accuracy', fontsize=12)\n",
    "plt.ylabel('Unbalancedness', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "102821a0-eba5-47d3-9c32-cc908e798573",
   "metadata": {},
   "source": [
    "#### `wilt` dataset - Unbalancedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f99669b0-88cd-45e4-a629-39bd2c1bedca",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp_results_weighted = []\n",
    "tmp_results_unweighted = []\n",
    "\n",
    "for i in range(len(balancedness)):\n",
    "    tmp = eval_weighted[eval_weighted.model.str.startswith('wilt')]\n",
    "    tmp = tmp[tmp.apply(lambda x: balancedness[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Weighted Random Forest'\n",
    "    tmp['Balancedness'] = vals[i]\n",
    "    tmp_results_weighted.append(tmp)\n",
    "    \n",
    "    tmp = eval_unweighted[eval_unweighted.model.str.startswith('wilt')]\n",
    "    tmp = tmp[tmp.apply(lambda x: balancedness[i] in x['model'], axis=1)].copy()\n",
    "    tmp['Model'] = 'Random Forest'\n",
    "    tmp['Balancedness'] = vals[i]\n",
    "    tmp_results_unweighted.append(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f7a52237-6c6d-435b-bfc6-d38d27312016",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp1 = pd.concat(tmp_results_weighted)\n",
    "tmp2 = pd.concat(tmp_results_unweighted)\n",
    "tmp = pd.concat([tmp1, tmp2])\n",
    "\n",
    "tmp.columns = ['model', 'metric', 'Model Balanced Accuracy', 'Model', 'Unbalancedness']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "08729c0a-0710-4bd2-b214-d03e0e72fc08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "sns.boxplot(y=tmp['Unbalancedness'], x=tmp['Model Balanced Accuracy'], hue=tmp['Model'])\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('Balanced Accuracy per Unbalancedness rate value for $\\it{wilt}$ dataset', fontsize=16, weight='bold')\n",
    "plt.xlabel('Model Balanced Accuracy', fontsize=12)\n",
    "plt.ylabel('Unbalancedness', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25654f20-a5cf-4955-88a3-e8f12e63f31b",
   "metadata": {},
   "source": [
    "### Partial Dependence Profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fe2d840e-5acc-4585-981a-0ebbff11372b",
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = [\n",
    "    'UNDERSAMPLING__Random',\n",
    "    'UNDERSAMPLING__Near_Miss',\n",
    "    'OVERSAMPLING__Random',\n",
    "    'OVERSAMPLING__SMOTE',\n",
    "    'OVERSAMPLING__Borderline_SMOTE',\n",
    "    'COMBINED__SMOTE_Tomek'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "54acc8f8-bc70-4ba0-b0f4-1b9f268a4e05",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    'Random Undersampling',\n",
    "    'Near Miss (undersampling)', \n",
    "    'Random Oversampling', \n",
    "    'SMOTE (oversampling)', \n",
    "    'Borderline SMOTE (oversampling)', \n",
    "    'SMOTETomek (hybrid)'\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09b6ac04-bfb4-4bf6-9a28-a476553bfcbc",
   "metadata": {},
   "source": [
    "#### Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3cc07130-2f15-4bbf-bfb9-997f9c089bad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_unweighted_summary_results = pdp_unweighted.plot_summary(model_filters=methods, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "98a82a52-5b3a-45dd-b055-bd30ed8de648",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_weighted_summary_results = pdp_weighted.plot_summary(model_filters=methods, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "819fc2f4-78a0-4515-a239-b82dc06cd850",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Method': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(names)):\n",
    "    n = len(pdp_merged_weighted_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Method': [names[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_weighted_summary_results[i]})\n",
    "    n = len(pdp_merged_unweighted_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Method': [names[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_unweighted_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cce11fca-0775-4c99-91c4-186779380961",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "ax = sns.boxplot(y = 'Method', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 43*10**(-3))\n",
    "plt.xticks(np.arange(0, 50, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('SDD values per method for PDP', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Method', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "700093d7-e6f4-4b0e-9dd2-85198e6bea50",
   "metadata": {},
   "source": [
    "#### Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "77b09cb2-b6c1-4679-a9d8-dd5f2b645986",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_names = [w.name.removesuffix('_automatic_transformed_array') for w in pdp_unweighted.results]\n",
    "dataset_names.sort(key=lambda x: x.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5c3ddfb8-04c6-4207-b896-4cc7385a612f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_unweighted_dataset_summary_results = pdp_unweighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 80*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "697a8057-a334-48b6-b2bf-934360c92e2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_weighted_dataset_summary_results = pdp_merged_weighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 80*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8f7f83f2-8988-4cab-97e3-9833db0c225b",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Dataset': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(dataset_names)):\n",
    "    n = len(pdp_merged_weighted_dataset_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Dataset': [dataset_names[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_weighted_dataset_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2])\n",
    "\n",
    "    n = len(pdp_merged_unweighted_dataset_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Dataset': [dataset_names[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_unweighted_dataset_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "57ce31f3-dddf-4537-a2d0-ed443fd2e278",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 30))\n",
    "ax = sns.boxplot(y = 'Dataset', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 80*10**(-3))\n",
    "plt.xticks(np.arange(0, 90, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.73, -0.02), fontsize=12)\n",
    "plt.title('SDD values per dataset for PDP', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Dataset', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cc4da1f-693a-4807-b7ee-ae7a02c56889",
   "metadata": {},
   "source": [
    "#### Balancedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a4a94f99-21a1-4b05-a3d3-557b7940cfda",
   "metadata": {},
   "outputs": [],
   "source": [
    "balancedness = ['=0.8IR_RANGE', '=0.6IR_RANGE', '=0.4IR_RANGE', '=0.2IR_RANGE', '=0.0IR_RANGE']\n",
    "vals = ['0.8', '0.6', '0.4', '0.2', '0.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "aad3dbf7-5048-46a7-b9ae-7f79b076fde6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_unweighted_unbalancedness_summary_results = pdp_unweighted.plot_summary(balancedness, vals, return_df=True)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "85de2951-e852-48e1-9c77-d73627156c23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pdp_merged_weighted_unbalancedness_summary_results = pdp_weighted.plot_summary(balancedness, vals, return_df=True)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4c890860-7704-4da1-bb9b-ad66cad59860",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Unbalancedness': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(balancedness)):\n",
    "    n = len(pdp_merged_unweighted_unbalancedness_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Unbalancedness': [vals[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_unweighted_unbalancedness_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2])\n",
    "\n",
    "    n = len(pdp_merged_unweighted_unbalancedness_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Unbalancedness': [vals[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': pdp_merged_unweighted_unbalancedness_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0fb20850-af45-4c4c-bf5a-6c82a5a53ff4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "ax = sns.boxplot(y = 'Unbalancedness', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 35*10**(-3))\n",
    "plt.xticks(np.arange(0, 40, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('SDD values per Unbalancedness rate value for PDP', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Unbalancedness', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81b972bc-1e7d-40bd-ac27-75901fe6a541",
   "metadata": {},
   "source": [
    "### Accumulated Local Effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1ce02eb9-60b0-4100-a81d-bd1edc5d9dae",
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = [\n",
    "    'UNDERSAMPLING__Random',\n",
    "    'UNDERSAMPLING__Near_Miss',\n",
    "    'OVERSAMPLING__Random',\n",
    "    'OVERSAMPLING__SMOTE',\n",
    "    'OVERSAMPLING__Borderline_SMOTE',\n",
    "    'COMBINED__SMOTE_Tomek'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1f5624a8-6442-468c-98b1-0099a1040c73",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    'Random Undersampling',\n",
    "    'Near Miss (undersampling)', \n",
    "    'Random Oversampling', \n",
    "    'SMOTE (oversampling)', \n",
    "    'Borderline SMOTE (oversampling)', \n",
    "    'SMOTETomek (hybrid)'\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd525258-f8a5-471e-9445-4dddd0482a2f",
   "metadata": {},
   "source": [
    "#### Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e2b10207-8ceb-475e-b43c-1daad973fc8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_unweighted_summary_results = ale_unweighted.plot_summary(model_filters=methods, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 65*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "e58e4906-843a-44a0-a38f-7cce2d974b57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_weighted_summary_results = ale_weighted.plot_summary(model_filters=methods, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 65*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2b60115f-d11c-4978-ba9d-415564189e46",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Method': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(names)):\n",
    "    n = len(ale_merged_weighted_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Method': [names[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_weighted_summary_results[i]})\n",
    "    \n",
    "    n = len(ale_merged_unweighted_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Method': [names[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_unweighted_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "fab1e14c-8907-4c34-a643-6eeea6e8eb62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "ax = sns.boxplot(y = 'Method', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 43*10**(-3))\n",
    "plt.xticks(np.arange(0, 50, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('SDD values per method for ALE', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Method', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13f7e4c1-4060-4530-ad90-ab00be7cfeb8",
   "metadata": {},
   "source": [
    "#### Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ea149c7c-eaad-445c-8185-4a3e80a49e7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_names = [w.name.removesuffix('_automatic_transformed_array') for w in ale_unweighted.results]\n",
    "dataset_names.sort(key=lambda x: x.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7aa2fe0a-d6ef-45f6-8341-af7d364d3ce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_unweighted_dataset_summary_results = ale_unweighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 80*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2c94c9c3-f73c-40e9-93dd-127cfb4e5c5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_weighted_dataset_summary_results = ale_weighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.ylim(-5*10**(-3), 80*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "fa0c0ed1-a609-45f9-8f6b-f3f7f4972814",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Dataset': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(dataset_names)):\n",
    "    n = len(ale_merged_weighted_dataset_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Dataset': [dataset_names[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_weighted_dataset_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2])\n",
    "\n",
    "for i in range(len(dataset_names)):\n",
    "    n = len(ale_merged_unweighted_dataset_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Dataset': [dataset_names[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_unweighted_dataset_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b7ea8c4e-1adc-49a6-b831-cc86757b509a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 30))\n",
    "ax = sns.boxplot(y = 'Dataset', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 80*10**(-3))\n",
    "plt.xticks(np.arange(0, 90, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.73, -0.02), fontsize=12)\n",
    "plt.title('SDD values per dataset for ALE', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Dataset', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef2f835e-867f-45e2-87f9-b77a960b89b2",
   "metadata": {},
   "source": [
    "#### Balancedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "825b2ef8-f9c1-4851-a2cc-9213905caf2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "balancedness = ['=0.8IR_RANGE', '=0.6IR_RANGE', '=0.4IR_RANGE', '=0.2IR_RANGE', '=0.0IR_RANGE']\n",
    "vals = ['0.8', '0.6', '0.4', '0.2', '0.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "00d75a73-8e5e-405a-90b4-80f48faa2aff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_unweighted_unbalancedness_summary_results = ale_unweighted.plot_summary(balancedness, vals, return_df=True)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "09f97189-75f5-440c-8377-d5e54e25ca49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fj7y8PDRp0gSffPIJPv30U7Xao6qvv/4aVlZW+O233/Drr79CJpOhY8eOCAsL0+jrzxhRgkNUZmpqiokTJ2Lbtm1ITk7mjpuZmSlNRMp/WOjahQsXkJaWhh07dvBWJlU21l3+g1jRJ598gm+//RY3b97Erl274OzsjK5du1b58+vXrw+gbLVTeWlpaZBKpahbt64qT4Xn0KFDyM/Px/Xr19GpU6cK53///Xe8efNG50u1ra2t8ffff4NhGN7vNjMzEyUlJdzvh1XV718ZZXM32GPsB279+vVhbm6ORYsWKX2M8m14l3r16kEmk1WYKKwrOTk5iI+Px8SJEzFu3DjueFFREd68eaP031T1e96yZQsmT56M0aNHY9u2bXB0dNRIO+vWrQuJRFJhEQCg/DqqQtnzqF+/PqytrbFlyxal/6ZWrVrc7Y4dO6Jjx46Qy+VISkrCjh07sGjRItja2mLAgAHc3Lry73U1fZ8zMTHB559/js8//xzZ2dk4f/48Vq9eja+++grx8fG0EqwGaIiKKJWWlqb0ONvFbW9vzx1zdHTE3bt3eXGJiYkVVqXoGvsGqNglDgC//vprtR/rww8/ROPGjbFkyRKcP38eo0aNeucHsouLCxwcHHDw4EEwDMMdz8vLw/Hjx+Hl5aXWm1l0dDRq1aqFbdu2Yfv27bz/2JU8Bw4cqPbjalqXLl2Ql5eHEydO8I7HxcVx52siOTkZd+7c4R07ePAgatWqxfXY+Pv748mTJ7C2tuZ6JxX/q2qIURkLCwt06tQJR48erdGwraZIJBIwDFPhbzwqKgpyubzaj9e4cWPs2rULZmZmGD16NFJSUjTSTisrK3h4eODEiRO8hCE3N1fpait1+fv7IysrC6WlpUqvNzv0p0gmk6Ft27bcUCw7vMkmd+Xf606ePKlSW8zMzCr01JVXt25dBAQEYNSoUcjKytL6KkixoR4cotSXX36Jhg0bokePHmjevDkYhsHt27exdetWWFlZ8Yp7BQUF4T//+Q/+85//4IMPPsD9+/exc+dO1KlTR4fPoKJ27dqhXr16mDt3LiZOnAgTExMcOHCgwhuWKmQyGUaNGoUVK1bAyspKpeJdUqkU4eHhCAsLw9dff43hw4ejqKgIP//8M7KzszF16tRqt+PevXu4fv06Ro4cqTRBaN++Pf773/8iOjqam2sElPUisXOIFDk6OnLd4qWlpbh27ZrSn+vu7l7hQ/RdBg8ejF27dmHatGl4+vQpXF1d8eeff2Ljxo3o3r27WsNoiuzt7REaGoqJEyfCzs4Ov/32G86dO4ewsDAucfz0009x/PhxfPzxx/jss8/g5uaG0tJSPH/+HGfPnsUXX3yBtm3bVuvnzpgxAyNHjsS//vUvjBs3Dk2bNkVmZiZOnjyJefPmqbQCTlNq166NTp064eeff0b9+vXh6OiIS5cuITo6Wq3eQaDs97pjxw589dVX+Pjjj7F161a4urrWuK3ffPMNvv76a3z55Zf49NNPIZfL8fPPP6NWrVqV9jZV14ABA3DgwAGMGzcOn3zyCdq0aQNTU1O8ePECFy9eRK9evfDhhx9iz549uHDhAvz9/dGoUSMUFhYiJiYGALi/Szs7O/j4+GDTpk2oV68eGjdujMTERPz+++8qtcXV1RWHDh3C4cOH4eTkBHNzc7i5uSEkJAStWrWCh4cHbGxs8PTpU/zyyy9wdHREs2bNNPJ7MFaU4BClQkND8ccff+CXX35BWloaiouLuRf4119/zU1uBMqSobdv32Lfvn3YunUr2rRpg//85z+Cl+evrvr162Pjxo1YunQpwsPDYWlpydVhGTJkSLUfr3///lixYgUGDRqkcjI3cOBAWFpaYtOmTZg8eTL3bXH79u1o3759tdvATi4eMWKE0vOmpqYYMmQINm3ahJs3b3I9GTdv3sS3335bIX7IkCHcVhwFBQUYPny40sc9fvx4td98zc3NsX37dqxevRpbtmzB69ev4eDggC+++KJGS9lZ7733HoKDg7F27VqkpKTA3t4eM2bM4OqhAGU9B7t27cKmTZuwd+9epKamwsLCAo0aNYKPj49aQzCtW7dGdHQ01qxZg5UrVyI3Nxd2dnbw9vaudhKoCStXrsTChQuxfPlylJSUcEluTbaysLGxwS+//MIlClu2bKnx/JBu3bph7dq1+M9//oPvvvsOdnZ2GDlyJNLS0vDbb7/V6LFZMpkMGzZswPbt27F//35s2rQJMpkMDRs2RKdOnbhE7b333sO5c+ewdu1apKenw8rKCq6urtiwYQN8fX25x1u2bBn+/e9/Y8WKFZDL5ejRowdWrlzJTe6vyqRJk5Ceno7Zs2cjNzcXjo6OOHnyJDp37oxjx44hKioKb9++5d5nx48fr7HSHMZKwij2lRNCVLZjxw4sWLAABw8eRKtWrXTdHEIMXnFxMQYPHgwHBwds3bpV180hBo56cAipplu3biE1NRU//fQTevXqRckNIWqaOXMmunbtCjs7O2RkZGDPnj148OABZs2apeumERGgBIeQapo4cSLS09PRsWNHzJs3T9fNIcRg5ebmYunSpXj16hVMTU3h7u6OTZs2cfNeSktLUVpaWuVjKKu8TAhAQ1SEEEL01PTp09+5B5k6iwSIcdDLBOfly5dYvnw5EhISUFBQAGdnZyxcuJAr1sQwDNatW4e9e/ciOzsbbdu2xZw5c2iogBBCRCQ1NfWddWaoGB6pjN4lOG/evMGQIUPQuXNnjBw5EjY2Nnjy5AkcHR3RtGlTAMCmTZsQGRmJJUuWwNnZGRs2bMDly5dx9OhRrS7JJIQQQoh+0rsEZ8WKFfjrr7+we/dupecZhoGfnx/GjBnDVeosKiqCj48PwsLCKl0uSwghhBDjoXezs06ePAlfX1988803uHz5MhwcHDBq1Cj861//AlDWZZmens6rTWBmZoZOnTrh6tWrKic4paWlKCkpgVQqrXZJeEIIIYToBsMwKC0thYmJSZUbwOpdgvPkyRPs2bMHn3/+OUJCQnD9+nUsWLAAZmZmGDx4MLePT/kN2WxtbSvsyFuVkpIS3LhxQ6NtJ4QQQoh2eHp6VllMU+8SHIZh4OHhgSlTpgAoKwl///597NmzB4MHD+biyve6VHekjc363N3dIZPJatZoHZLL5bh165bBPw9DFBMTg7FjxwIAAgIC8M0333Dn1qxZw22FsHnzZpUqnRL1LViwAKtWrUKnTp1w5MgRMAzDvS4kEgkCAgJw5coVTJkyBbNnz9Z1c43C3LlzsX79et4eWDKZDOPHj6fyClqi+B5VFUN7j2I/96rqvQH0MMGxs7PjbQMAAM2bN8exY8e480DZjrOKGz5mZmbC1tZW5Z+juPGiIScG7JuHoT8PQ9SoUSPk5uZi8eLF3H5KLBcXF8yaNQszZ85Eo0aNdFKy35g8evQIubm5GDp0KCwsLCq8LoKDg3H69Gk8evSIroWWLF68GPPmzcPatWtx8eJFdO7cGZMmTaLfvxax71GqxBnSdWFf3++aXqJ3CU779u3x6NEj3rGUlBRujxgnJyfY2dnh3LlzcHd3B1A2yfjy5csICwvTenuJ8fLz84OzszPOnz+Pe/fu4cyZM7hw4QK8vb3RrVs3DB06FC4uLvDz89N1U0WPXWG5e/dufPXVV/jpp5+4D9UJEyZgz549vDiiHWZmZvjuu+9w7do1eHl50ZcwLevYsSOAskQgKysLmzdv5l4XY8eOhbW1NRiG4eJEh9Ezf//9N+Pu7s5s2LCBSUlJYX777Tembdu2zP79+7mYjRs3Mh06dGCOHz/O3L17l5kyZQrTtWtXJicnR+WfU1JSwly5coUpKSkR4mlojVieh6GKiYlhJBIJM3DgQCYhIYE5ffo0k5CQwAwcOJCRSCRMTEyMrptoFE6cOMEAeOd/J06c0HVTjQ69R+nOhAkTuL99S0tL3mtB8f6ECRN03dRqUfVvSu96cNq0aYN169Zh1apV+Omnn+Dk5ISZM2di0KBBXMzYsWNRWFiIefPm4c2bN2jbti22bt1KNXCI1gUHByM6OhpTp07l9dS4uLggOjoawcHBOmyd8fD394elpSXy8/MrjbG0tIS/v7/2GkWIjiUnJ1d6TnF4p6o4Q6Z3CQ4A9OjRAz169Kj0vEQiwaRJkzBp0iQttooQ5YKDgxEUFIT4+HhuiMrf35+647VILpejsLAQAGBhYYGCggLuHHu/sLAQcrmcrgsxGs2bNwcAtGjRAklJSRWGbj08PPDgwQMuTmyqnoJMCFGJTCaDv78/AgICKLnRgfXr16O0tBShoaFwcHDgnWvYsCFCQkJQWlqK9evX66iFxkkulyM+Ph5Hjx5FfHw8b0UVER478pGSkgJXV1eEhYUhKioKYWFhcHV1RUpKCi9ObPSyB4eopqioiFYoEALgwYMHAIA5c+bgxx9/rPC6yMjIQGRkJBdHhBcbG4upU6dyH6IA4OzsjJUrV9LQrZZkZWUBKEs0nzx5wjuneJ+NExtKcAxUREQEVq9ejZKSEgBAVFQUpk+fjsmTJ2PZsmU6bh0h2sWWlpg/fz4OHz6Mf/75B0DZ62Lt2rUICAjgxRFhxcbGYtiwYejXrx/atWuH1NRUODk5obCwEMOGDaP5aVqiWEpFE3GGRu/2otIWuVxusEsXIyIisHz5cjg4OGDevHlwdnZGSkoK5s6di5cvXyI8PJySHC2j3jTdKioqgqWlJUpLSyuNkUqlyM/Pp+siMLlcjpYtWyI/Px8vX76scN7BwQFWVlZITk42uPdeQ3P8+HH07dsXANCnTx88e/YMaWlpsLe3R+PGjXH8+HEAwLFjx9CnTx9dNrVaVP781sqaLj1kqEsXCwsLGRMTE8bBwYEpLi7mPY/i4mLGwcGBMTExYQoLC3XdVKMRHh7OmJiY8JZgmpiYMOHh4bpumtEoKSlhzMzMuN//6NGjmd27dzOjR4/mjpmbmxvc690QnTp1ivudm5mZMSNGjGAmT57MjBgxgneNTp06peumit7MmTNVKp8wc+ZMXTe1WlT9/KZJxgZm/fr1KCkpwYIFC2Biwh9hNDExwfz581FSUkKTKbWE7U1r0KABIiMjcfToUURGRqJBgwZYvnw5IiIidN1Eo3Dy5EkUFRXB3NwcMpkMu3btwqhRo7Br1y6YmJjA3NwchYWFOHnypK6bKnrs8KCJiQkcHBzw66+/YvXq1fj111/h4ODAvW+xcUQ45efd1DTO0FCCY2DYSZKBgYFKz7PHaTKl8IqKirB69Wo4ODggNTUVX331FWxtbfHVV18hNTUVDg4OWL16NYqKinTdVNHbsWMHAGDFihXIy8vDihUr8NFHH2HFihXIzc3lhmzZOCKcuLg4AGUbGnt5eeHs2bM4c+YMzp49Cy8vL27eIBtHhNO4cWONxhkaSnAMDDtJ8uDBg0rPs8dpMqXwqDdNf+Tk5AAoK7DIbg8wbdo0fPfddzAzM4OzszMvjgjn7du3AIAGDRogNjYW3t7esLKygre3N2JjY2FjY8OLI8J59eqVRuMMDSU4Bmb8+PEwMTHB7NmzuW9CrJKSEsyZMwcmJiYYP368jlpoPKg3TX+wVaRnzZpVYaJxaWkpvv/+e14cEQ5bUT4zMxPBwcFITExEbm4uEhMTERwczH2YUuV54SUlJWk0ztBQgmNgzMzMMHnyZLx8+RJOTk7YvHkz0tPTsXnzZjg5OeHly5eYPHkyrRTRAupN0x8TJ06EVCrF33//jaCgIN6HalBQEK5fvw6pVIqJEyfquqmiN3jwYABlvZjXrl2Dn58funfvDj8/P/z9999cbycbR4Tz/Plz7nb5nbcV7yvGiYqWJj3rHUNdRcWilTu6Ryva9Et4eDgDgJFKpbzXhUwmYwDQa0NLyq+iGj58OPPtt98yw4cPp1VUWubu7s79vp2cnHiviyZNmnC33d3ddd3UajHYzTaJapYtW4YFCxZQ7RUdYnvTli9fDicnJ/zwww9wdnbG5s2b8cMPP3A1ieiaaAc7kXjVqlUVzlFtKO3x8/ODs7MzVwdn7969vPNsHRwaLhReo0aNcOvWLQBAYWEhJk+eDFNTUxQXF2Pnzp28ODGiQn8GWOhPkViehyErX1UaKOuep6rSupGfn48pU6bg6tWraNeuHVatWgVLS0tdN8uoKFYyNjc3x5MnT9CkSRMUFhbiyJEjVMlYS2bOnInFixe/M27GjBlYtGiRFlqkGVTo7x0MfYiKJZbnYegKCwuZFStWMB999BGzYsUKGpbSkZiYGMbZ2ZnXFe/s7MzExMToumlGR9m1cHFxoWuhRSdOnFCp0N+JEyd03dRqUfVzj3pwDLznQyzPQwzoWugW22sQGBiIadOmobS0FFKpFEuXLsXBgwep10AH3r59i1GjRuHWrVtwd3fH7t27afWUFsnlctjY2CA7O7vSmLp16+LVq1cG9Z6l6nstraIihBg8uVyOqVOnIjAwEHFxcbzaK3FxcQgMDERYWBjkcrmum2o0Bg8ejDp16uDAgQN48OABDhw4gDp16tDqKaI1lOAQQgxeQkICUlJSMHPmTEil/Lc1qVSKGTNm4NGjR0hISNBRC43L4MGDsX//fpiZmSEiIgL79u1DREQEzMzMsH//fkpytCQ+Pp7rvTE3N+eds7CwAABkZ2cjPj5e203TCkpwCCEGj63j4eHhAblcjvj4eBw9ehTx8fGQy+Xw8PDgxRHh5Ofnc8lNVlYW+vTpg5s3b6JPnz7Iysrikpz8/HxdN1X02L3XvL29kZWVxdvC5PXr1/D29ubFiQ0tEyeEGDx2meu6deuwceNGpKSkcOecnZ0xbtw4XhwRTnh4OABgwIABcHd3r3At+vXrh/379yM8PBzr1q3TUSuNA7uJpoeHB9577z3uWkRFRWHdunXo2bMnLly4QJttEkKIvvLz84O9vT1mzJgBDw8P3gaPHh4emDlzJuzt7an2ihYkJycDAPbt2wdPT0/etfD09MT+/ft5cUQ4TZo0AQBs2bJF6eti69atvDixoQSHECIK7IJQhmHw119/4ffff8dff/0FI10oqjPs1iQtW7ZETEwMCgoKcObMGRQUFCAmJoY7T1uYCK979+7cbYZhKvynLE5MaIiKEGLwEhISkJ6ejtGjR2Pv3r04dOgQd87ExASjRo3C7t27kZCQAH9/f9011AgMGjQIGzZswKNHj9CqVSv8888/3LlmzZohNTWViyPCUlxCffLkSd7rwsrKSmmcmFAPDiHE4LGTh3fv3g1TU1PeOVNTU+zZs4cXR4Tz+vVrAGVL9x8/fozRo0dj586dGD16NB4/fswt1WfjiHDS0tIqPafYg1NVnCGjBIcQYvDs7e0BlL1p9+rVizfXoFevXtybORtHhMP+jm1sbMAwDHbt2oWPP/4Yu3btAsMwsLGx4cUR4bCT6kePHo2ioiLeuaKiIowaNYoXJzY0REUIMXilpaUAgPr162Pfvn2QSCRcpdN9+/bB3t4er1+/5uKI8Nzd3XH06FGEhYVx+4KtWLECffv2xblz53TdPKPATr7ftWsXBgwYgL59+yIjIwO2trY4duwYdu/eLerJ99SDQwgxeGfOnAFQNuwRHByMxMRE5ObmIjExEcHBwdxwCBtHhMMOd5w9exYjR47E6NGjsWzZMowePRojR47kkhuxDovoG7b3UiKRoF27dujVqxfatWsHiUSi45YJjxIcQoho/PDDD7hx4wb8/PzQvXt3+Pn5ISkpCXPnztV104wGO9yxePFipdeC3bVarMMi+oSdfL948WIkJSXxrsXNmzexaNEipKWlibbCNyU4hBCDx66M2rt3b4VhKLlcjr179/LiiHD8/Pzg7OyMmJgYpdciNjYWLi4uoh0W0SfspPomTZpUKJdQWlqKpk2b8uLEhhIcQojB8/f3R926dXH79m0UFhYiMjISR48eRWRkJAoLC3Hnzh3UrVuXEhwtkMlk+Oijj3DlypUKFXKfPHmCK1euYNiwYaJdmqxP2F6yTz75BG3atOFNvm/Tpg0++eQTXpzYSBgjrYKl6nbr+k4sz0MM6FrojlwuR6NGjZCeng5LS0vePkfsfXt7ezx79oyujcDkcjkaN26MtLQ0SCQSXs8Be5+uhXYUFRWhVq1aaNCgAVJTU3mT7xmGgZOTEzIzM5GbmwszMzNdN1dlqr7XUg+OAVO2qSAhxoida+Dn51dhE8f8/Hz4+fmJeq6BPomPj+cmEPfv3x9r1qzB999/jzVr1qB///4AyiYYi3UHa31y/vx5lJSU4OXLl0on3798+RIlJSU4f/68rpsqCEpwDFRsbCxatmyJ3r17Y/bs2ejduzdatmyJ2NhYXTfNKFGyqVvsHIKEhARIpfy3NalUyiU2Yp1roE/Ynam7dOmC6OhoFBUV4c6dOygqKkJ0dLTod7DWJ+zf+86dO3H9+nXeJOMbN25g586dvDixoTo4Big2NhbDhg1DYGAgdu7cidLSUkilUixduhTDhg1DdHQ0goODdd1MoxEbG4upU6dW2DV55cqVdB20pEGDBtztgIAABAQEcPU+jh49isOHD1eII8J4/PgxgLKtAOrUqYOSkhIAZTtYT58+Hd26dePFEeGwc2uU7RbOMAx3DcQ6B4cSHAMjl8sxdepUBAYGIi4uDgzDcGORcXFxGDx4MMLCwhAUFETj21pAyaZ+uH79OgDAwsICt27d4hIaoCzZtLCwQEFBAa5fv44+ffroqplGgV2Z88cff8De3h6jR4+Gubk5CgsLsWvXLq7nho0jwvHz84OdnR1mzJgBS0tL3rm0tDTMnDlT1IX+KMExMAkJCUhJScGePXsglUp5QyFSqRQzZsyAj48PbSqoBZRs6g+2eFxBQQHy8/MRGRmJZs2a4Z9//sHcuXNRUFDAxYWFhemyqaKn+GGZnZ2N1atXc/ctLCyUxhHhFBYW8v5f/jj72hAjmoNjYNixUg8PD6Xn2eNiHVPVJ2yyOXPmTKXzPmbMmIFHjx7RxFYtYHdGbtq0KSwsLBASEoJ+/fohJCQElpaWaNKkCS+OCOfmzZvc7fIfqor7ISnGEWHEx8cjOzsbACqskjI3NwdQloSKdcI3JTgGhh0rTUpKUnqePS7WMVV9Qsmm/vDy8gIAZGVl4e7duzhx4gQWLFiAEydO4M6dO8jKyuLFEeE8fPiQu63YYwP834dq+TgiDHY40NXVtcLmpnZ2dnB1deXFiQ0lOAaGrRK6aNGiClVCS0tLsXjxYqoSqiWUbOqPxo0bAyj7NtqsWTMkJyejQ4cOSE5ORrNmzZCTk8OLI8Jh9zgaMmRIhQ9VBwcHBAUF8eKIcNjJxffu3UPbtm15hf7atm2Le/fu8eLEhhIcAyOTybBy5UocPHgQgwcP5tU1GDx4MA4ePIgVK1bQnA8toGRTfzg6OnK309LSEBoain79+iE0NJS3qaNiHBFG586dAQDHjh2r8MH5+PFj/P7777w4IhwnJycAQP369REVFYWCggKcOXMGBQUFiIqKQv369XlxYkOTjA1QcHAwoqOjMXXqVN6Hp4uLC63a0SI22Rw2bBiCgoLQp08fpKen4/z58zh+/DgOHTqE6OhoSja1gE02ZTKZ0qGPFi1aoLS0lJJNLWDnO+Xl5UEikaB9+/Zo0KABMjMzcfXqVeTl5fHiiHBsbW0BAK9fv0b9+vWVVvhWjBMbSnAMVHBwMIKCghAfH48LFy7A29sb/v7+9GGqZcHBwQgLC8Pq1atx8OBB7riJiQnCwsIo2dQSdv+j5cuXw8HBAaNGjYKpqSmKi4uxe/duPHjwAOHh4fT60AK2Z4bdluGvv/7inWePUw+O8BwcHLjbyip8K4sTE0pwDJhMJoO/vz+sra1p/yMdiY2NxYoVKzBgwACuB8fOzg7Hjx/HihUr4O3tTUmOFsjlckRFRaFjx47IyMjgLU12cXFBx44dER0djcWLF9PrRGAbN24EUFZIzsTEBB4eHlx9qKSkJK7w38aNG/Hdd9/psKXi17BhQ43GGRqag0OImhTr4MTGxsLd3R3m5uZwd3dHbGwsAgMDERYWRts2aAG7ZH/t2rW4f/8+bxVVcnIy1qxZQ0v2teTu3bsAylZQsbWhrl+/jmvXrnHHFeOIcNi5gZUl9ezx8nMIxYJ6cAhRE/uh+vXXX8PV1bXCVg3jxo3DgQMHqOiiFigu2VfWs0lL9rXnxYsXAMoKyAUGBlbo2WSHctk4IpwzZ84AQKVfstjjZ86cwYcffqi1dmkLJTiEqIn9sJw5c6bSrRpmzZrFiyPCUVyyz27mqIiW7GsPO5/DzMwMMTExkMlkXIXvr7/+GnXq1EFRUZFo533ok+LiYo3GGRoaoiJETWyNj65duyIuLg7e3t6wsrKCt7c34uLi0LVrV14cEY7ikv3i4mLezu7FxcW0ZF+LTEzKvjcXFRWhadOmCA8Px//+9z+Eh4ejadOmXDVjNo4IR7FatLJq68rixETv/8I2btyIVatWYcyYMdw34oyMDKxYsQJnz55FTk4OOnbsiO+//x7Ozs66bSwhChiG0XUTjAa7ZH/o0KGoV6+e0uWwbG8CEVbnzp3x008/wdTUFC9fvuRN+AbArW6jVVTCYwv5ARXn2SjeV4wTE73uwbl+/Tr27t0LNzc37hjDMJgwYQKePHmC9evXY9++fXB0dMTnn3/O1VcgRBvYAnJnz55VWnSR3QBSsdAcEVZl1XGpaq72sPVtiouLYWZmhh49eqBfv37o0aMHzMzMuOEQqoMjPFV7ycTam6a3CU5ubi7Cw8OxYMEC1KtXjzuekpKCa9eu4YcffkCbNm3QvHlzzJ07F3l5eTh06JAOW0yMDTufY/Hixbhx4wb8/PzQvXt3+Pn5ISkpCYsWLeLFEeGwK9o6dOhQYUjQ3t4eHTp0oBVtWuLj4wMTExNYWVlBLpfj1KlTOHLkCE6dOgW5XA4rKyuYmJjAx8dH100VPcVRjfKbbSreF+voh96mbfPnz0f37t3h4+ODDRs2cMfZ8VvFTdtkMhlMTU3x559/4qOPPqrWzzH0Nzy2/Yb+PAyRj48PnJ2dce7cOSQlJWHDhg24dOkSPvjgA4SGhmLEiBFwcXGBj48PXR+BxcfHIyUlBSkpKQgMDMSOHTu4c8uWLeNW7sTHx9OKNoElJCSgpKQEcrkc/fr1g4uLC54+fQpHR0c8evQIR44cAcMwtLpQC8r3XHp5eXELIW7dusWLM6T3KFXbqpcJzqFDh3Dr1i1ER0dXONe8eXM4Ojpi5cqVmD9/PiwtLbFt2zakp6cjPT292j/rxo0bmmiyzonleRia8ePHIyIiAg0aNEBhYSEAICoqCrNnz0ZhYSGWLVtG10YLzp8/D6As6ZwzZw5vAuWcOXOQmZmJxMREnD9/HtbW1jpqpXG4cOECgLIvqRs2bMDhw4e5c46Ojpg/fz6+//57XLhwga6FwBQ/E4uKirhaRMriKjtnyPQuwXn+/DkWLlyIrVu38nppWKamplizZg1mzZqFDz74ADKZDF26dEG3bt3U+nmenp4GPfFQLpfjxo0bBv88DNWjR48gkUgqrFCQyWSQSCRwcXGBl5eXbhpnROLj4wEAY8aMQfv27Su8LsaMGYPExERYWVnR9RBYVlYWAKBHjx6IiIjA6dOnuZ7N7t2749KlSwAAb29vuhYC8/f3537f74ozpGvBvr7fRe8SnJs3byIzM5NX3l4ul+Py5cvYtWsXbty4AQ8PD+zfvx85OTkoLi6GjY0NPvroI66YV3XIZDJRJAZieR6GRC6XIzw8HIGBgYiJicGZM2e4fcG6deuGoUOHIiIiAkOGDKFrIzC21Pz+/fvxxRdfICEhARcuXEBWVha6deuG3377jYujayEsf39/ODs7Y+nSpYiLi0PPnj1hY2MDLy8vSCQSLFu2DC4uLrR3nhb07NkTy5YtA1C2LFxx5ZTi/Z49e4ryWuhdguPt7Y0DBw7wjs2YMQPNmzfH2LFjeRehTp06AMomHiclJeHbb7/ValuJcWMrGe/ZswempqYVqufOmDEDPj4+NNdACxwdHQEAR48eVbpMvKCggBdHhMMu2R82bBgGDx6MiIgIlJaWIjExkZsPFR0dLcoPVH2jWN+mqmXiN2/eRN++fbXWLm3RuwSndu3acHV15R2zsrKCtbU1d/zIkSOwsbFB48aNcffuXSxatAi9e/eGr6+vLppMjJTi9gDK0PYA2uPn5wd7e3ulS/LZ3avt7e2p0J+WBAcHIzo6GlOnTuX9zl1cXBAdHU0b0GrJgwcPuNvm5ubcPEGgbE8wNvFXjBMTvUtwVJGeno4lS5YgMzMTdnZ2CAoKwvjx43XdLGJkaHsA/cIWVuzRowdatGiB1NRUODk54cGDB7yJrkQ7goOD0a9fP0yZMgVXr15Fu3btsGrVKlhaWuq6aUaDXUU1ZMgQ/PXXX/jnn3+4cw0bNoSXlxfi4uLEWyeKMVIlJSXMlStXmJKSEl03pUbE8jwMUUlJCePs7MwMHDiQkcvlvGshl8uZgQMHMi4uLnRttODUqVMMAGb06NGMiYkJA4D7z8TEhBk1ahQDgDl16pSum2o0wsPDlV6L8PBwXTfNaGzfvp0BwNStW5dp1qwZ71o0a9aMqVu3LgOA2b59u66bWi2qfu4ZZA8OIfqA5hroD3YYcPfu3RgwYAD69OmDjIwM2Nra4vjx49izZw8vjggrIiICy5cvh4ODA+bNmwdnZ2ekpKRg7ty5WL58OQBwk1+JcNhq0dnZ2SgoKEB4eDi6dOmCxMRE/Oc//+Hqyom2qrSWEi69I5aeD7E8D0MWExPDODs7874dubi4MDExMbpumtE4ceIEA4Dx9fVV2pvm6+vLAGBOnDih66aKXmFhIWNiYsI4ODgwxcXFvGtRXFzMODg4MCYmJkxhYaGumyp67LWwsrJipFIp7z1KKpUyVlZWBnktVP3c09utGggxFMHBwbh//z5OnDiBBQsW4MSJE0hOTqaJlHqEoY1PtWb9+vUoKSnBggULKuxxZGJigvnz56OkpATr16/XUQuNx/nz51FSUoK8vLwKdeXMzc2Rl5eHkpISrlCm2FCCQ4gGyGQy+Pv7IyAggOp76ABtfKo/2BU5gYGBkMvliI+Px9GjRxEfHw+5XI7AwEBeHBFOVUOyihOLxTp0S3NwCCEGT3Hj040bN1ZYmrxo0SLMnDmTVrRpQYsWLQCUbdVw5MgRpKSkcOecnZ25eitsHBEOu/Gsr68vTp48WaEYaY8ePXDu3LkKG9SKBSU4hBCD5+fnB2dnZ5w/fx737t1TWlXaxcWF6uBowfjx4zF16lRs2LABAwYMwJQpU5Ceng47OzscO3YMGzduhFQqpdIeWsb2MrPFSCUSiXiXh/9/lOAQogFsVzy7PQANU2mX4oo2dosMPz8/SKVSDB06lFa0aZFMJkOdOnXw5s0bHD58GIcOHeLOsR+oderUoWuhBeyQ7Llz55Su9BT70C3NwSGkhmJjY9GiRQv07t0bs2fPRu/evdGiRQvExsbqumlGha2ee+PGDfj5+aF79+7w8/NDUlISVc/VooSEBLx586bKmDdv3iAhIUFLLTJe7JDsokWLcP36dd7r4saNG1i4cCEvTmwowSGkBmJjYzF06NAK34DS0tIwdOhQSnK0jFa06d7Tp08BAP369UNOTg5CQkLQuXNnhISEICcnB/369ePFEeGwQ7dbtmxBamoq79yTJ0/w888/i3rolhIcQtQkl8sREhJSZUxoaCjkcrmWWkQAWtGma+np6QDKJhR7eHggMjISFy9eRGRkJDw8PNCsWTNeHBGOTCZD27Zt8eDBA8hkMkRERGDfvn2IiIiATCbDgwcP0KZNG9G+RmgODiFqio+P596ke/XqhenTp6O0tBRSqRRLlizBwYMHkZaWhvj4ePTq1UvHrTUeNB9Kt+zs7AAAGzZsQGBgIHbu3Ml7XURGRvLiiHCKiopw6NAh1KtXD9bW1rzq0c7Oznj9+jUOHTqEoqIimJmZ6bClwqAeHELUdPLkSQCAt7c39u/fD29vb1hZWfHuK8YR4cXGxqJly5a8+VAtW7akoUItatiwIe8+wzDcf1XFEc1jiy6uWLECDx484A3d3r9/H8uWLRN10UXqwSFETU+ePAEAjB49GgzDVOg1GDlyJC5cuMDFEWHFxsZi2LBhFXoNli5dimHDhtFEYy1r3bo1N+Gb5ezsjNatW+POnTs6bJnxUCy6WH6ZuEwmE33RRUpwCFETu0Hd2rVrsWLFCvzzzz/cuWbNmnGl0UW7kZ0ekcvlmDp1KgIDAxETE8OrgxMTE4OhQ4ciLCwMQUFBNFwlMHbCvbIkRrHon1iXJusTtpjiwYMHMWLECIwaNQq3bt2Cu7s7du/ejYMHD/LixIaGqAxYUVERfvzxRyxduhQ//vgjtzMs0Y6ePXsCAO7du4f8/HxERkbi6NGjiIyMRH5+Pu7du8eLI8JJSEhASkoKfHx84OrqyhuicnV1RZcuXfDo0SNamqwFqi45FuvSZH0yfvx4mJiYIDQ0FHXq1MGBAwfw4MEDHDhwAHXq1MGECRNgYmIi2qKLEsZId6GTy+W4du0a11VnaCIiIrB69WqUlJRwx0xMTDB58mTeRDIinKKiIlhaWqK0tBSWlpbIz8/nzrH3pVIp8vPzRTmBT5/s2bMHo0aNAgAMGDAAzZs3R2pqKpycnPDw4UOu2Nzu3bsxcuRIXTZV9PLz82FlZQWgbCKxv78/CgoKYGFhwZuYn5eXB0tLS1021Sg0bNgQL1++BAB07twZn3zyCXbs2IGLFy8CABwcHPDixQtdNrHaVP38piEqAxQREYHly5fDwcEB8+bNg7OzM1JSUjB37lwsX74cACjJ0YLz58+jtLQUAHjJjeL90tJSnD9/Hv7+/tpunlFh99JxdHTE4cOHeRNaJRIJHB0d8fTpU9HuuaNP1q1bx93Ozs5GVFQUd19xR+t169YhPDxcq20zNm/fvuWSG5lMhosXL3KJjUwmg1wux8uXL/H27VvUrl1bl00VBA1RGZiioiKsXr0aDg4OSE1NxVdffQVbW1t89dVXSE1NhYODA1avXk3DVVqguANv+T1djGGnXn309OnTCqt1GIahonJatH//fu62VMr/iFH8tq0YR4TxySefAAC6d+8OR0dH3jlHR0d069aNFyc2lOAYGHbZ34IFC2Biwu+AMzExwfz580W97E+fNGjQAABQu3ZtNG3alHeuadOm3DciNo4I59mzZxqNIzXn7u6ON2/e8JYmZ2VloXXr1rpumtFgV0edPn0abdq0wZo1azBnzhysWbMGbdq0wZkzZ3hxYkMJjoFRXPanjNiX/emTGzduACjrBvb09MTZs2dx5swZnD17Fp6ennj79i0vjgiH3TQQqNibptiLoBhHhPH+++8DKFsxJZFIeFWlJRIJHj9+zIsjwnF2dgYA2NjYICkpCd988w3mz5+Pb775BklJSbCxseHFiQ0lOAZGcdmfMmJf9qdPHj58yLtfWUGz8nFE865fvw6gbAgkNzeX12vw9u1bbmiEjSPC8fX1BVA2idjR0RGbN29Geno6Nm/eDEdHR+Tl5fHiiHDGjRsHAHj16hXc3NwwadIkBAcHY9KkSXBzc8OrV694cWJDk4wNzPjx4xEeHo7Zs2fjs88+431bLSkpwZw5c0S97E+fsL/7IUOG4OrVq7yCZi4uLggKCsL+/fsr9CgQzWNXgcjlcgwfPhwRERHw8/ODVCrF8OHDuf3ADG21iCFSrPuUlpaG0NDQd8YRYSju6n7s2DEcO3bsnXFiQgmOgTEzM8PkyZOxfPlyODk5YdSoUTA1NcWuXbuwe/duvHz5EuHh4bQsWQs6d+6Mn376CefOncOjR4+wYcMGXLx4EZ07d0ZoaChcXFy4OCKsRo0a4dGjRzA3N69QPdfFxQVmZmYoKiqi2itawO5gLZPJkJKSwttsViaTwdnZGaWlpaLdwVqfqLqhqVg3PqUExwAtW7YM9+7dw/79+7F69WreuaCgIFoiriXsN9C0tDTUqVOHWzIeFRWFiIgI7j59UxXe4MGDcf78eRQWFuLt27eYPHkyl9Ts2LGDW1U4ePBg3TbUCMhkMqxcuRLDhg1D//79K9QkOnz4MKKjow2y/pihqV+/PnebfT0ou68YJyqMkSopKWGuXLnClJSU6Lop1RYTE8MAYMzNzRkA3H/s/ZiYGF030SiUlJQwdnZ2DABGIpHwrgV7397e3iD/xgxNYWFhhWtQ/j+JRMIUFhbquqlGIyYmhnF2duZdAxcXF3p/0qKQkBDud+/g4MBERkYyR44cYSIjIxkHBwfuXEhIiK6bWi2qfn7TJGMDI5fLERISAgD48MMPeSt3PvzwQwBAaGgor1uYCIedX2Nqaso7Xv4+EZaZmRnCwsKqjAkLC6OhWy0KDg7G3bt3sWLFCnz00UdYsWIF7ty5QxueahFbFsHKygpmZmYICQlBv379EBISAnNzc67itFjLJ1CCY2DYUue+vr7Yv38/vL29YWVlBW9vb+zfvx++vr5IS0tDfHy8rpsqegkJCdyGgcXFxbxz7P20tDTa/0hLli1bhk6dOik916lTJxq61bLY2Fi4ubkhLCwMUVFRCAsLg5ubG2JjY3XdNKPBrljLy8tDRkYG71x6ejrvvBhRgmNg2MRl3rx5FaqESqVSzJ07lxdHhKNYHbd///5Ys2YNvv/+e6xZswb9+/dXGkeEExERgcuXL8Pe3h7du3dHu3bt0L17d9jb2+Py5cuIiIjQdRONRmxsLIYNG8ZtE8B6+fIlhg0bRkmOlnTs2JG7zc4JZDEK5SwU48SEJhkToib2zbtt27b47bffwDAMtwHchAkT0K5dO1y/fr3CmzzRPHYLk3r16sHCwgKnT5/mzjVt2hT16tXD6tWrsWDBAhqmEphcLkdoaCgYhkHPnj3Rt29fZGRkwNbWFseOHcOhQ4cQGhqKoKAgmmgssJ49e2LJkiUAgHr16mH06NEwNTVFcXExdu3ahYKCAi5OjCjBMTD+/v5YsGAB5s6dW2EDx9LSUvzwww9cHBFWZmYmAFS6IzI7vs3GEeGwW5i8efMG3bp1w+7du1FaWgqpVIqlS5fiwIEDXNx3332n28aKXHx8PNLS0tC6dWvcvHmT28kdKKuY27p1a9y5cwfx8fHo1auXDlsqfoq9/Onp6bxVt4r1ucqPBogFJTgGxt/fH/b29jh79iyCgoIwbdo0lJaWIjExEUuXLsW5c+dgb29PCY4WsG8KFy5cwKBBgyosh71w4QIvjggnOTkZQNnE+7i4OF5vWlxcHAICAvD7779zcUQ47PD43bt3ERgYiJ07d/KSTbbaOiU4wmPnCAJQugmtsjgxoQTHwMhkMmzYsAHDhg3DH3/8wduywcrKChKJBBs2bKCuXy1ge9Pq16/P+5bKql+/Pl6/fk3Jphaw30Y7dOgAqVTKW0UolUrRrl07/P7771RVWgvYuR7e3t5Kk82uXbviwoULFeaEEM1TLGwpkUh4SY3ifbEWwKSvlgYoODgY0dHRcHBw4B13cHBAdHQ0LcPUEn9/f1hZWeH169cwNTXFiBEjMHnyZIwYMQKmpqZ4/fo1rKysKMHRArZa9NatW1FYWIj4+HgcPXoU8fHxKCwsxLZt23hxRDjsBo65ubkoKirCjz/+iKVLl+LHH39EUVERt2KHjSPC8fHx4XqQ+/Xrh0mTJmHIkCGYNGkS+vXrB6DsC4CPj48umykY6sExUMHBwQgKCkJ8fDwuXLgAb29v+Pv7U8+NFsnlcm6SnomJCX799VfunKWlJYqLi1FQUAC5XE7XRWCKVaWtrKx4vQNSqZSqSmtRw4YNAZRtbKo4P41dKl4+jggnISGB+9s/efIkDh8+zJ2zsLAAUNbjlpCQIMrhQurBMWAymQz+/v4ICAig5EYH1q9fj9LSUoSGhlboTWvYsCG+/vprlJaWYv369TpqofHw8/ODvb09gIrLYdn79vb2tP+RFjg6Omo0jqhPsVxI+eFZxbmBYi0rQgkOIWp68OABAGDOnDm4f/8+Tpw4gQULFuDEiRNITk7GnDlzeHFEWOx8gvKr2ipb5UaEoeowIA0XCo9N7rt06YJXr17xqkpnZmZy10Cs86EowSFETS1atAAAHDx4UGlvGjsBnI0jwklISEB6errSScQSiQQSiYSqSmvJhg0bNBpH1MfOc3r+/Dlat27NqyrdunVrvHjxghcnNpTgEKKm8ePHw8TEBLNnz0ZJSQnvXElJCebMmQMTExOMHz9eRy00Hmy16ICAALx584bXm5aVlYWAgABeHBHOqVOnNBpH1MfOc0pJSUF+fj4iIyNx9OhRREZGIj8/H//88w8vTmxokjEhajIzM8PkyZOxfPlyODk54YcffoCzszM2b96MH374AS9fvkR4eDhVztWC9PR0AGWT701NTeHv7w9ra2t4eXlBJpNh8ODBOHLkCBdHhHP37l3u9oABA5RWMi4fR4ShmLjk5ORwGzUD/1eItHycmFCCQ0gNsBs4rl69GqGhodxxExMThIeH0waPWmJnZwegbA+kTz/9FGfOnMGFCxeQlZWFbt26IS4ujhdHhMPOhZJKpYiKisL58+dx4cIFuLu746uvvkKtWrXAMEyFwnNEOK1bt+b12ABlk+4tLCxw584dHbZMWJTgEFJDy5Ytw7x58zBlyhRcvXoV7dq1w6pVq2hyqxaxK3KOHDmCevXqIT8/nztnaWnJ3aeVO8KrU6cOgLKJq2wyw1IsLsfGEeGwFYrv3LkDc3Nz3rnnz5+jsLCQFyc2NAeHkBqKjY3Fe++9h8jISFy8eBGRkZF47733aMdkLVJcJl5ZSXpaJq4dH374IXe7qu0BFOOIMBQrFLPJjLL7VMmYEFJBbGwshg4disePH/OOP378GEOHDqUkR4vYD8/yK6loewbtUrVgnBgLy+kbHx8f7u/fzs4OkydPxrRp0zB58mRuuFYikVAlY0IIn1wuxxdffAGg7M1j9OjRMDMzQ1FREXbt2oW0tDR88cUXCAoKoiKMAmOXiSvDvsGzy8Rp6wxhqfq3Tq8J4cXHx3OJf+fOnREcHMxtfJqcnIyDBw+CYRjEx8ejT58+Om6t5lGCQ4iaTp48iTdv3qBWrVqwsLDA6tWruXNNmzZFrVq18ObNG5w8eZK64wXGLv9u164dMjMzeT1qtra2aNCgAa5evUrLxLWAra0CVL3Bo2IcEcaOHTsAAF9++SX++OMP3hCti4sLvvjiC2zduhU7duwQZYJDQ1QGTC6X8zYVVNxBmQiPffPIzc1FmzZtsGbNGsyZMwdr1qxBmzZtkJuby4sjwmF7b65evar0Wly9epUXR4Tz8uVLAECzZs3QuHFj3jlHR0c0a9aMF0eE8/btWwDAkCFDcPfuXV4l4zt37iAoKIgXJzZ634OzceNGrFq1CmPGjMGsWbMAlI21r1u3Dnv37kV2djbatm2LOXPmoFWrVjpurfbExsZi6tSpSElJ4Y45Oztj5cqVtJu4lmRnZwMoq1SclJTEVS4Gyq5FixYt8ODBAy6OCKdBgwYAgLp16+L69eu8a9G0aVPUrVsX2dnZXBwRTmZmJoCy18fr169551JTU1G/fn1eHBGOr68v4uLiMHHiRDAMwy0Tj4qKwtq1a3lxYqTXPTjXr1/H3r174ebmxju+efNm/Pe//8WcOXMQHR0NW1tbfP7556LNQsuLjY3FsGHD4OnpibNnz+LMmTM4e/YsPD09MWzYMJrYqiXst9MHDx5U6G5/8eIFtwdV+W+xRPMUP1RTU1N551JTU7kkkz5Uhcdu4sgmN71798bEiRPRu3dv3nHFzR6JMCZNmgSJRIKUlBTk5eWhW7duaN++Pbp164a8vDz8888/kEgkmDRpkq6bKgi9/QvLzc1FeHg4FixYgHr16nHHGYbB9u3bERISgj59+sDV1RVLly5FQUEB71ubWMnlckydOhWBgYGIi4uDt7c3rKys4O3tjbi4OAQGBiIsLIyGq7RAcbPAunXr8sqg161bV2kcEYZiz0z5eh+K96kHR3iKK3JkMhlOnDiBdevW4cSJEzAxMVEaR4Qhk8m4ekPp6ek4c+YM/vrrL5w5c4Ybrq1Tp45oJ3zr7RDV/Pnz0b17d/j4+PA2ZUtNTUV6ejqvS83MzAydOnXC1atXMWLEiGr9HENLBOLj45GSkoKdO3eCYRiu/XK5HDKZDBEREfDz80N8fDytFhGY4nyOjIwMXhl0xW+n6enpBvd3ZmgUe9B69OiBPn36IDMzEw0aNMDx48dx+PBhLo6uhbDYqtFAWULp5+eHoqIimJmZISEhgSsqFxcXJ8qJrfokPj7+nUPk2dnZBvd5oeprWC8TnEOHDuHWrVuIjo6ucI79UCn/TczW1hbPnj2r9s+6ceOGeo3UkQsXLgAoqxJ67do17jj7PNht7y9cuABra2ttN8+o3Lp1C0DZ396rV68qnLe1tUVGRgZu3brFu1ZE827fvg2gbL7N1atXuYQGKBsibNKkCZ48eYLbt2/TtRCY4u83LS0NMTExlcbRtRDWmTNnVI4T4+eF3iU4z58/x8KFC7F169YKXc2KyhfvUndfE09PT4PqnsvKygJQ1kPg5eUFuVyOGzducM8jMTERAODt7Q0vLy/dNdQIsNU/MzIy0L9/f7i4uODZs2do3LgxHj16xH3INmrUiK6FwNhr8fjxY/Tv3x/BwcF0LXTEwcGBu624TUb5+w4ODnQtBDZnzhyV4q5cuaJyrD5gP/feRe8SnJs3byIzM5O3Ekgul+Py5cvYtWsXjh49CqDsQ4UtzQ6UTR60tbWt9s+TyWQGleD4+/vD2dkZS5cuRVxcHNd2mUwGiUSCZcuWwcXFBf7+/gb1vAxRz549sWjRIrz33nu4efMmr9fA2dkZrVu3xp07d9CzZ0+6FgJjr4WjoyOOHTvG68I2MTGBo6Mjnj59StdCC4YMGYIDBw4AKBsS3Lx5My5evIjOnTtj7Nix3JzKIUOG0LUQ2PXr17nbZmZm+O6779ClSxckJibixx9/RFFRERcnxmuhdwmOt7c39+JgzZgxA82bN8fYsWPRpEkT2NnZ4dy5c3B3dwcAFBUV4fLlywgLC9NFk7VKJpNh5cqVGDZsGAYPHoyIiAiUlpYiMTERy5Ytw8GDBxEdHS3KP1Z94+/vDzs7O9y+fRsDBgzA1KlTkZ6eDjs7Oxw7dgyHDh2Cvb29QY1tGyp/f3/UrVsXT58+hb29fYWq0k+fPkXdunXpWmjBmzdvuNuKC0SioqJ479GKcUQYir1nvXr1gpOTE/766y84OTmhV69eOHLkSIU4MdG7BKd27dpwdXXlHbOysoK1tTV3fMyYMdi4cSOcnZ3RrFkzbNy4ERYWFggMDNRFk7UuODgY0dHRmDp1aoXKlNHR0VQHR0tkMhkiIyMxdOhQnDx5EocOHeLOWVlZAQA2bNhAyaaWWFhYIDs7G2/evOFVlbawsOD9nwiL3eNIU3FEfWZmZtztI0eOcAlNVXFiorfLxKsyduxYfPrpp5g3bx6GDh2Kly9fYuvWrahdu7aum6Y1wcHBuH//Pk6cOIEFCxbgxIkTSE5OpuRGy4KDgxETE8MbLgXKdq6OiYmh66El7OocPz+/CrsmFxQUwM/Pj9uLigirYcOG3O2AgAB4eHjA1tYWHh4eCAgIUBpHhKHq71is10LvenCUKV/qni1MJNbiRMSwBAcHIygoCPHx8bhw4QK8vb1pDpSWPX/+HAAqTWDY42wcEZ6NjQ03ZxIomzeZlJQEGxsbpasOieZ98MEH3DYl74oTI4PswSFl1YxbtmyJ3r17Y/bs2ejduzdatmxJVYx1RC6X49q1a/j7779x7do1qrWiZYplI+zt7XlFFxV716jQn/DYOjevXr2CqakpevTogYCAAPTo0QOmpqZccsPGEeGoWmdIrPWI1OrB+eOPP6r9b7p27Upj4BrCbtUQGBiInTt3orS0FFKpFEuXLsWwYcNoHo6WRUREYNWqVVxSExUVhWnTpmHKlClYtmyZjltnHNhvqTKZDE+ePIFMJsO1a9fQu3dvfP7557CysoJcLsfVq1dF+2auL9gk0sLCAkVFRTh16hR3TiqVwsLCAgUFBZRsasFPP/2kcpwYPzPUSnAmTJhQrXiJRILjx4+jSZMm6vw4oqD8Vg0Mw+DatWvw8vJCXFwcBg8ejLCwMAQFBdEQiRZERERg+fLlFfbVYRgGy5cvBwBKcrSAXXkpl8sxbNiwCqsL2eTzwIEDmDZtmi6bKnpsfZKCggKYm5vz5kSZmpqioKCAi6NkU1jsMnF2RWF57HHF5eRiovYcnHPnzqmcgbdr107dH0PKSUhIQEpKCvbs2QOpVMobCpFKpZgxYwZ8fHyQkJBAS2IFVlRUhJUrVwIA+vfvj+nTp3O9aUuWLMHBgwexcuVKLFiwQLSrFPTNp59+itOnT1dYXfjJJ59UmMtHhPHw4UPutrW1NebNmwdnZ2ekpKRg7ty5ePnyZYU4IqzKhsxLSkq03BLtUmsOzpAhQ6qsMlzeoEGDUKtWLXV+FCmHnSTp4eGh9Dx7nCZTCm/dunUoLS1F27ZtERsbi4KCApw5cwYFBQWIjY1FmzZtUFpainXr1um6qaIXFBQEoGz49s6dO7zVhbdv3+b2R2LjiHDY7WIaNmwIS0tLhISEICAgACEhIbCysuJW7LBxRDienp4A/i/B6du3L37++Wf07dsXwP9dAzZObNRKcBYvXlytJdnz5s2DjY2NOj+KlMOWpE9KSlJ6nj3OxhHhsCtz+vfvD1dXV96Eb1dXV/Tv358XR4Tz7bffQiKRICcnB02bNkVycjI6dOiA5ORkNG3aFDk5OZBIJPj222913VTRY/c0ysnJqZDEyOVy5OTk8OKIcEJDQ3n3jx07hi+//BLHjh2rMk4saBWVgfHz84OzszMWLVpU4c2jtLQUixcvhouLC6+LngijTp06AMoSfk9PT5w9exZnzpzB2bNn4enpiSVLlvDiiHDMzMy4KrlpaWkIDQ1Fv379EBoayq3WCQsLo6FCLTAxKZv5kJubi8ePH/POPX78GLm5ubw4IhxVh2XFOnxb7QTnzZs33IaPr169wrFjx3Dv3j1Nt4tUgt2q4eDBgxg8eDASExORm5uLxMREDB48GAcPHsSKFStogrEWjB49GkDZG3V0dDS8vb1hZWUFb29vREdHc2/gbBwR1rJlyyodggoKCqLJ3lqi6pcr+hImvJSUFI3GGZpqJThRUVEYOnQogoODsXv3bkyYMAGJiYmYMmUK9u7dK1QbSTnsVg03btyAn58funfvDj8/PyQlJdEScS1iE5iSkhI0adIEmzdvRnp6OjZv3owmTZpwE/jom6p2xMbG4rffflNaPfe3336jGlFaIpFIuNsymQw9evRAv3790KNHD94XL8U4IowWLVpoNM7gMNUwcOBApqCggHn9+jXj5eXFZGZmMgzDMDk5OcygQYOq81A6V1JSwly5coUpKSnRdVPUVlJSwpw4cYJZsGABc+LECYN+LoZo9+7dDAAGACORSLjb5e/v3r1b100VvZKSEsbZ2Zlp2LAh7zqw/zVs2JBxcXGh14gWTJ8+nfu9W1hY8K6DpaUld3v69Om6bqroZWZmKn09lP+P/Sw3FKp+flerB0cmk8Hc3BzW1tZo2rQpN3G4du3alI3rgEwmg7+/PwICAmhrAB1gJ3KPHj26Qh0cqVSKUaNG8eKIcNjyCS9evICZmRkiIiKwb98+REREwMzMDC9evMCjR49owrcWXLlyBQDQsWPHCsuQi4uL0aFDB14cEc7PP/+s0ThDU62+c5lMhsLCQpibm2Pnzp3c8bdv32q8YYToOz8/P9jZ2WHXrl0YMGAA+vbti4yMDNja2uLYsWPYvXs37O3taa6BFvzzzz8AygrJ5eTkcJWMBw4ciH//+9+oXbs2iouLuTgiHLYkyJUrVzBgwAA0b94cqampcHJywsOHD3Ho0CFeHBGOqsOysbGxCA8PF7g12letBOeXX37hViEorgwpLCzEwoULNdsyQgxA+Z5LhmF01BLjxta5GTFiBMzMzHiFzczMzPCvf/0Lu3btQlxcHD799FMdtdI4dO3aFfv37wdQtq0Pm9AA4G3X07VrV623zdg8evRIo3GGploJTvmMOz09HXZ2dmjQoAHtK0KMTkJCAtLS0jB69Gjs3buX90ZuYmKCUaNGYffu3VRVWgvYpcdPnz5FcXExzpw5gwsXLiArKwvdunXDs2fPeHFEOF5eXtxtxW0ayt9XjCPCUHXTX7FuDlyj5R1ffPEFtwcMIcaGrRa9a9cuBAYGok+fPtwQ1fHjx7F7925eHBGOq6srfv/9d5w8eRL16tVDfn4+d87S0pK77+rqqqsmGg3FXcLL92gq3qfdxIVnY2ODjIwM7r69vT3q16+P169f837/Yi3ES+tXCVGTvb09AMDX1xf79+/nbXw6YcIEdOvWDefOnePiiHCWL1+u0s7J7AaoRDjp6ekajSPqy8vL491PS0tTmliWjxMLSnAI0QC5XF5hWIRWFmqPmZkZrKyskJeXh5KSEgwfPhyNGjXC8+fPuYmWVlZWVMlYC1SdrkDTGoSn2HujiThDQwkOIWpivwmdPXu2ymER6ooXXkJCAvLy8uDn54eEhIQKhUfZ4zQfSniq/r3T64IIjfaiIkRNbH0bZT01EomEO051cITHznP6+uuv0aRJE965Jk2a4Ouvv+bFEeEoJi7lXxuK9ynBEZ6tra1G4wxNjXpwTE1NNdUOQgyOj48PTExM0KBBAzx8+BAbNmzAxYsX0blzZ4SGhqJ58+bIzMyEj4+PrpsqemwS+fHHHyMwMBDh4eG8Cd8ff/wxL44IR7GAX0BAAFq2bMnVwbl//z6OHDlSIY4Io1WrVkhNTVUpToxqlODQ3i7EmJ0/fx4lJSV4+fIlbG1tuSGpqKgofP/999z98+fP07CIwNhks1atWkhKSsLBgwe5c87OzqhXrx5yc3Mp2dSCly9fAgDq1q2LY8eOcQkNUFbhu06dOsjJyeHiiHBcXV1x6tQpleLEiObgEKImdrijqiEqhmFoWEQL2GTzzZs3MDc3x+TJk2FmZoaioiLs2rULb9684eIo2RSWtbU1ACA7O7vCFiYAkJOTw4sjwmnWrJlG4wxNjRKcFy9eYM+ePfjrr7+QkZEBiUSCBg0aoH379hgxYgR1BwtMLpcjPj6eW7lD+1FpF7v8u2vXrjh58iS3isrb2xvdunVDz549cfbsWVomrgVPnz4FALi4uODx48dYvXo1d04mk8HFxQWPHj3i4ohwBg4ciHPnzgEASktLeecU7w8cOFCr7TJGqtapO3DgAGbMmCFwa7RP7QTnypUrGDt2LBo1aoSuXbvC1tYWDMMgMzMTJ06cwI4dO7B582ZuYzWiWbGxsZg6dSpSUlK4Y87Ozli5ciWCg4N11zAjxW58am1tDS8vL673hmgHW1Pl0aNHvBVsQNkScrYUPdVeEV6bNm00GkfUp2rvsVh7mdVOcBYvXoyPPvoIM2fOVHp+0aJFWLRoEWJiYtRuHFEuNjYWw4YNQ2BgIHbu3InS0lJIpVIsXboUw4YNQ3R0NCU5WqC4THzw4MGIiIhAaWkpEhMTsWzZMu5bLK0WEZ5iTZUePXqgRYsW3MTWBw8e4PDhwxXiiDDOnj2rcly/fv0Ebo1xa9iwIe9LcFVxYqR2gpOcnFxlVdDhw4fj119/VffhSSXkcjmmTp2KwMBAxMTE8IZFYmJiMHToUISFhSEoKIiGqwTGDsEuXrwYkZGRvF3DnZ2dsWjRIsycOZOGarVAMYlkk5l3xRFhqLpjO+3sLry2bdviwoULKsWJkdp1cOzs7HD16tVKz1+7dg12dnbqPjypREJCAlJSUuDj4wNXV1f07t0bs2fPRu/eveHq6oouXbrg0aNHSEhI0HVTRc/Pzw/Ozs5KeykZhkFsbCxcXFx4iQ8RxqtXr7jbVdVeUYwjwmCHZs3NzZXWJDI3N+fFEeGoOkVErFNJ1O7B+eKLLzB37lzcvHkTPj4+sLW1hUQiQXp6Os6fP4+oqKhKh6+I+tix0hkzZmDgwIEVhqjY37lYx1T1iUwmw0cffYTly5fDwcEBkydPhqmpKYqLi7F7925cuXIF4eHh1JOmBYoflhYWFrw5OIr36UNVeGxCWVhYWKEGS2pqKncNaCsT4W3dulXluLFjxwrcGu1TO8EZPXo06tevj23btmHv3r3cdusymQzvv/8+li5div79+2usoaSM4gaPcXFxvA0e4+LiaINHLZLL5YiKikKLFi2QkpLCW7ljYmKCFi1aIDo6GosXL6YkR2BZWVnc7aqSGMU4IoymTZtyt6vaTVwxjgiDnVyvqThDU6Nl4v3790f//v1RXFyM169fAwDq169PFY61hDZ41C12uBAABgwYgObNm3MTWx8+fIhDhw5xcVR7RVhVJTWK56gHR3g2NjYajSPqKyoq4m5bWFigoKBA6X3FODHRSKE/U1NT6jHQEnaS5Llz55Ru8Mj+wdJkSuGxNVXatWuHpKQkLqEBygpntWvXDlevXqXaK1qg2ENW/s26uLhYaRwRhrHvYK1PGjZsyHU+FBYW8s4p3hfrKirBNtt8/vy5KAsH6Rq7IodhGF42DgAFBQXcN1RauSM8tqbK1atX0aZNG5w9exZnzpzB2bNn0aZNG24SPtVeEV6nTp0AlA0NOjk58c45OTnBxMSEF0eEo+oeU7QXlfAUaw0xDIOOHTviq6++QseOHXm9mWKtSSRYgvPmzRvExcUJ9fBGy8fHhyt/HhAQgEmTJiE4OBiTJk1CQEAAgLL9XmjPHeGxNVXs7e0RFRWFgoICnDlzBgUFBYiKiuJ6Nan2ivDYb6klJSV48uQJ79zjx49RUlLCiyPCefbsmUbjiPrat2/Pu3/lyhVs2bKlQnJZPk4s1B6i+uOPP6o8X/5NhmhGQkICV+48Pj6et5GdpaUlgLJy6AkJCejVq5dO2mgsMjMzAZQNB9avX7/CcCF7n40jwlEsSVHVxFYqXSE8GqLSH+webJqKMzRqJzgTJkx4Zzl6mvCqefHx8ZWeU/x9x8fHU4IjMMUPS2XDhcriiDAU5xBUNZlSrHMN9Imq85xoPpTwlG12WpM4Q6N2gmNnZ4e5c+eid+/eSs/fvn2btgsQANt706VLF5w+fbrCBo/dunXDhQsXKmxyRzRP8cPS1tYW3bt3R2FhIczNzXH69Glu7g19qGpX+WSz/ORKIqzatWtrNI6oz9fXFwAq7Yxgj7NxYqN2gvP+++/j5s2blSY4tNmgMNillbm5uUo3eMzLy+PFEeGwSaS5uTlev36N6Oho7pyJiQnMzc1RWFhIyaYWvHjxgrtta2sLf39/LtmMj4/nhkMU44gwbG1tcf/+fZXiiLBu3rwJoPLyCOzxmzdvom/fvlprl7aoneB89dVX3IepMk2bNsX27dvVfXhSCbY34Pr16wgKCsK0adO4DR6XLl2K69ev8+KIcM6cOQOgrIfAzs6u0h6cM2fO4MMPP9RlU0WPTVzs7OyUJpt2dnZIT0+nBEcL2LmAmooj6ktOTtZonKFRO8Hp2LFjleetrKzwwQcfqPvwpBKOjo7c7T/++AMHDx7k7ltZWSmNI8Jge2YaNWqEtLS0Ch+qjRo1wvPnz6kHRwvYPabS09MxYMAA9O3bF+np6bCzs8OxY8e4GkW0F5Xw2Kr2mooj6iu/VUZN4wyNWgnOnTt34OrqqvLEpOTkZLi4uHC1KIj62A0eZTJZhfLaBQUFaNGiBUpLS2mDRy1ghwGfP3+O/v37w9zcHE+ePEGTJk1QWFjI7WpNw4XaxTAMkpOTuarSNFSuXbSKSn8oDhXKZDJ069aNm3R/5swZLslUZUjREKmVcQwZMgTnzp1T+Y17+PDh2L9/f4WdZUn1ld/gcdSoUbwNHh88eEAbPGqJYvXuI0eOcB+kV65c4a1ooyrfwmPfi+rWrcsllorq1KmDnJwcSja1QNXVs7TKVniPHz/mbpeWluLUqVPcfcXfv2KcmKiV4DAMgx9//FHlMVTFUumkZtgNHjt27IiMjAzeBo8uLi7o2LEjbfCoJYr1baqqvUJ1cITHzjnLzs6GmZkZgoODuSHC2NhY5OTk8OKIcBo2bMhNbpVKpbwhWsX7dC2Ep/jZW9V7lFg/o9VKcDp16lSt3Ue9vLxgbm6uzo8i5bAbPO7ZswedOnVCfHw8t0zc398fly5dgo+PD23wqAX169cHUDbfxt7enleZ1dHRES9fvkRJSQkXR4SjWGtIIpHg119/5e5bWFgojSPC6NixI1cItvz8M8X775rHSWquTp06Ks07q1OnjhZao31qJTg7duzQdDuIip4/fw4A8PDwqLBMXCaTwcPDgxdHhHP58mUAZdsDlC87r7jB5uXLl/Hpp59qtW3G5saNGwDArZZSVFBQAFtbW2RkZODGjRvo06ePLppoNFRNIinZFF7nzp151e6rihMjcZYvFDF2E82kpCSl59njtNmm8FSdvEqTXIWXkpICoPKNTdkJrWwcEY6qc85obprw2C+8moozNHq3rGn37t3Ys2cP9w24VatWGD9+PLp37w6g7MNi3bp12Lt3L7Kzs9G2bVvMmTMHrVq10mWztYZdRbVo0SLExMRwlYyzsrLQrVs3LF68GC4uLrSKSgucnZ252/b29hg9ejTMzMxQVFSEXbt2IS0trUIcEYbi77j8vA+ZTMatFqFrIbzKkkx144j6VJ08TJOMtaRhw4YICwtD06ZNAQBxcXGYMGEC9u3bh1atWmHz5s3473//iyVLlsDZ2RkbNmzA559/jqNHjxpF6W+ZTIaVK1di6NChqFevntINHmNiYmiCsRawH6JSqRQWFha8Cd/NmjXjPmipDo7w3NzcuNsODg68IVp7e3vuvmIcEQab2ANVTzJWjCPCoEJ/eqZnz568+5MnT8aePXtw7do1tGzZEtu3b0dISAg3jr506VL4+Pjg4MGDGDFihC6arBPKllhKJBJaeqlFFy5cAFCW6BQUFGDYsGEoKCiAhYUFzpw5w72Rs3FEOHv37uVul59/pnh/7969CAwM1Fq7jNGVK1e423369IGlpSVXHyo/Px9Hjx6tEEeEZ2NjAycnJ7x58wb16tVDamqq6Atf6l2Co0gul+Po0aPIy8tDu3btkJqaivT0dN7GYGZmZujUqROuXr1qFAmOXC7H1KlTERgYyBuiYjfbHDp0KMLCwhAUFES9OAJjVx54enrixo0bvErGQNm4dlJSkmhXKOgTdhm4puKI+tjtMCwtLblkBvi/hIbtaaZtM4Tn6OiIv/76CwDw+vVrXkKj+GVYrJXva5zgFBQUgGEYribO06dP8fvvv6Nly5Zq71B69+5djBgxAoWFhbCyssJPP/2Eli1bcheqQYMGvHhbW9sKq1hUZWjlwuPj45GSkoKdO3dCKpXCz88P1tbW8PT0hFQqRUREBPz8/BAfH0/LxAU2evRo7NixAzdu3EC/fv3QokULPH36FI6Ojnjw4AG3emH06NEG93dmaNgVORKJBI6OjrzS805OTnj69CkYhoGdnR1dC4HVq1cPAHjD54rY4/Xq1aNrIbDWrVvjwIEDAKqug9O6dWuDuhaqtrXGCc748ePx4YcfYuTIkcjOzsa//vUvmJiY4PXr15g+fTpGjRpV7cd0cXFBXFwcsrOzcfz4cUybNg07d+7kzpcfhqnJKhV2eamhUBwWuXbtGnecfR6KwyLW1tbabp5RqVu3LiQSCRiGQWJiImxsbNCqVSs8ffoUiYmJAMr+VuvWrcu7VkTznjx5AqDsveDt27f4+OOP4ejoiKdPn+LgwYPce8STJ0/oWgjMy8sL58+fVymOroWwqjPhW4zXosYJzs2bNzFjxgwAwLFjx9CgQQPExcXh2LFjWLNmjVoJjpmZGZo1awbg/7r/t2/fjrFjxwIoW/KpuMQwMzMTtra2arXf09PToIZysrKyAJRN1vPy8oJcLseNGze458F+sHp7e8PLy0t3DTUC8fHx3AdnVlYWdu3aVSGGYRjk5eXRxrMCUywkmpWVxftCVD6OXhfCaty4scpxdC2E1bp1awAVJ3uz2OOtW7c2qGvBfu69i0aGqGrVqgUAOHv2LPr06cN9+Ko7bFQewzAoKiqCk5MT7OzscO7cObi7uwMAioqKcPnyZYSFhan12DKZzKASHH9/fzg7O2Pp0qWIiYlBQkICb5n4smXL4OLiAn9/f4N6XoZIcRUIu4GdsvtpaWl0LQSm+KHK9qopu9+4cWO6FgJTrCL9rrhZs2YJ3Brjlp2dDaBiRWkWezw7O1uUr4saJzhNmzbFiRMn8OGHH+Ls2bP47LPPAJT1qqizbHvVqlXo1q0bGjZsiNzcXBw+fBiXLl3Cli1bIJFIMGbMGGzcuBHOzs5o1qwZNm7cCAsLC6NZGcEuEx82bJjSZeIFBQWIjo4W5R+rvmF7ER0dHStMmCwuLuaGSKigmfC8vb0RGRkJADA1NUVRURF3TvG+t7e3TtpnTNhe5qZNmyqtr9KkSRM8efKEiyNEKDVOcCZMmICwsDAsXrwY3t7eaNeuHQDg3LlzeO+996r9eBkZGYiIiEBaWhrq1KkDNzc3bNmyBV27dgUAjB07FoWFhZg3bx7evHmDtm3bYuvWrUZRA0cRwzC8HgPg/yZ8E+16+vQp7Ozs4O/vj8LCQpibmyM+Pp63XQMR1uvXr7nbislN+fuKcUQYrq6uSE1NxePHj7kVUyx2yTgbR4TFTvjWVJyhqXGCExAQgA4dOiA9PZ2X0HTp0gW9e/eu9uMtWrSoyvMSiQSTJk3CpEmTqv3YYiCXyxESEgIA6N+/P/r27YuMjAzY2tri2LFjOHToEEJDQ2mZuBYoDsGmp6cjKirqnXFEGOVXVtY0jqhv6tSpOHnyJICKK6kU70+dOlWr7TJG169f12icodHIXlT//PMPtm7dipEjR+Lly5cAgIcPH9K3JQHEx8dztYB+++03jB8/HoMGDcL48ePx22+/wdfXF2lpaYiPj9d1U0Xv4sWL3G2plP9SUkwuFeOIMFRNIinZFJ6JiWrfm1WNI+pT9TNYrJ/VNU5wjh07hi+//BIWFha4efMm1x2cm5uLjRs31riBhI9NXObNm1fhQ1UqlWLu3Lm8OCIcthaDTCarsLlpw4YNuSTHkOpLGKpjx45pNI6oT9X3HnqPEl5lmzKrG2doapzgbNiwAfPmzcOCBQt4GXn79u1x69atmj48IXqLnVgsl8uVbg/AJjZUsVV4iktGLSwseOcU7xta3StDpOoWDLRVg/AyMjI0GmdoapzgPHr0CB07dqxwvHbt2twSNaI5bHXiuXPnori4GPHx8Th69Cji4+NRXFyMH374gRdHhOPg4MDdLr8MU/G+YhwRRm5uLne7/OT7wsJCpXFEGGxVe6Bsjqavry9cXFzg6+uLgIAApXFEGMY+XFjjZ2VnZ4fHjx/DycmJd/zPP/9EkyZNavrwpBx/f3/Y29vj7Nmzle4mbm9vTwmOFpQfIqxpHFGftbV1pVsDKK4spOrewlOsSaS4F9WjR48qjSPCaNWqFf7880+V4sSoxu+8w4cPx8KFC/H3339DIpHg5cuX+O2337B06VK1qhiTqslkMnz66acA+N9MFe9/+umntIJKC+rWravROKK+9u3bazSOqK9+/foajSPqU7XHUqw9mzVOcMaOHYvevXtjzJgxyMvLw8cff4zZs2dj+PDh+PjjjzXRRqJALpcjKioKLVq0UHq+RYsWiI6OpomtWqC4oSNQVvivdevWFQr7lY8jmqdqzS11anOR6lH1vYfeo4SXk5Oj0ThDo5GBt8mTJyMkJAT3798HwzBo0aIFt30D0ayEhASkpKQAQIUiWubm5njw4AEXR8NUwirfg5aWlsbbvqGyOKJ5V69e1WgcUd/t27cBvHv/IzaOCKf8hPuaxhkajU0OsLS0hKenJ9q0aUPJjYAUq+P26tULZ8+exZkzZ3D27Fn06tVLaRwRhuLuu+V3uFe8L8ZdevUNW39LU3FEfWytodLSUqWlLNikh2oSCc/Ozk6jcYamxj0469atq/L8xIkTa/ojiAJ2yXGbNm2wf/9+MAyDa9euwcvLC/v370e7du1w/fp1WpqsBSUlJdztqjZ4VIwjwlCc51TVxqc0H0p4ihO5q9o6hiZ8C8/c3FyjcYamxgnOiRMnePdLSkqQmpoKmUyGpk2bUoKjYa9evQIA1KpVC0VFRfjpp59w8eJFdO7cGRMmTICVlRUvjginUaNG3HBhVcvEyxcBJJrn4eGB8+fPA6i4TFzxvoeHh1bbZYx69eqFP/74A0DFBEfxvmKPMxGGss1OaxJnaGqc4MTFxVU49vbtW0yfPl2tvahI1dgu38TERFhZWXFvGFFRUQgPD+fu09Jk4fn6+iIxMVGlOCIsHx8fbNq0SaU4Iqy3b99Wek4xwakqjmiGqlMVxDqlQZBPwdq1a+Obb77BmjVrhHh4o6Y4cbiqb0c0wVh4xl5ES5/QHBxCKiouLtZonKER7J03OztbtEvPdEnxG2iDBg0wZswYmJmZoaioCNu3b0dmZmaFOCIMYy+Drk+qsxdVRESEwK0xbqrOraE5OMKTSqUqLccXa49/jROc7du38+4zDIP09HTs378ffn5+NX14Us769eu522/fvsXq1au5+4pL/davX4+pU6dqtW3GRtW91mhPNuHdu3dPo3FEfarO/6N5gsKrapK3OnGGpsYJzrZt23j3pVIpbGxsMGTIEIwbN66mD0/KOXv2LACgc+fOuHjxIu9cQUEBPvjgA1y6dAlnz56lBIcYjapWUSnWi6JVVMIrvyVDTeOI+pTVIapJnKGpcYJz8uRJTbSDqKh27doAgIsXL1YopCWVSnHp0iVeHBGOu7s7zp07p1IcEZazszPXU9a9e3dYWloiNTUVTk5OyM/P54awnJ2dddhK46BqAT8q9EeERrMfDczw4cOxc+dOAECfPn3Qv39/pKenw87ODocPH+Y2txs+fLgum2kU3rx5o9E4oj7FidyK83GuXLlSaRwRBls6QVNxRH22trYqzQG0tbXVQmu0T61X++LFi1WOnTFjhjo/glTizp073O3jx4/zdutVnCh2584dBAYGarVtxubmzZsajSPqq1evnkbjiPpULWxJBTCF5+rqqlKC4+rqqoXWaJ9aCY6qkybLl68nNac4JFJVcblz584hLCxMa+0yRuzEPHbndsXVCiYmJmAYBnK5XLQT+PTJyJEjsWPHDpXiiLBUfd+nzwfhGfsebWolOKq8kRBhKO7zZW5uztvIUXFyJe0HJrxGjRrh1q1bkMvlCAgIQE5ODp49e4bGjRujTp06XO8aVTIWXnXmffTr10/g1hi33NxcjcYR9SluxqyJOEMjzsXvItamTRsAZT0EL1++REhICDp37oyQkBC8ePGC601g44hwOnXqxN0+evQozp07h0ePHuHcuXO8oUPFOCIMxaFbTcQRIgbG3pumsRl39+/fx7NnzypURKT9RjSLnbBaUlLCK5R18eJFREZGVogjwunduzeWLFmiUhwRFrsPlabiiPpkMplKxeXYL2NEOLVr11ap4K5YV93WOMF58uQJJkyYgHv37vF2UGYzQloKqFmqVpwUa2VKfaJqtWiqKi08VaumU3V14dWvX1+lia3169fXQmuMm62trUp/82JdRVXjT8GFCxfCyckJ58+fh4WFBQ4dOoSdO3fCw8OD5uoIoGvXrhqNI+pTrCqtiTiiPpr3oT8UK6prIo6oT9VeMrH2ptU4wbl69Sq++eYb2NjYQCqVQiKRoGPHjpgyZQoWLFigiTYSBTdu3OBum5mZoWfPnujXrx969uwJMzMzpXFEGAkJCRqNI+oz9pL0+kRx4YMm4oj6VO2ZoR6cSpSWlnIrdurXr4+0tDQAgKOjI5XiFgC7VQMAFBUV4eTJkzhy5AhOnjyJoqIipXFEGDQsoj+MfddkffL27VuNxhH1qVrYUqwFMGv8rFq1aoW7d++iSZMmaNu2LbZs2QJTU1P873//Q5MmTTTRRqIgNTWVu60456n8fcU4IgzqNdAf9evXVymRpHkfwqPXhf74+++/NRpnaGrcgxMaGsoVmPvuu+/w7NkzjB49GqdPn8asWbNq3EDC17hxY+624pBU+fuKcUQYih+oJiYmCA8PR2xsLMLDw3nfiKgHR3jNmzfXaBxRHw1R6Q/FTWc1EWdoatyD4+fnx91u0qQJDh8+jKysLNSrV0+0a+t1ycnJibvNMAwiIiK4ncV//PFHpXFEGPfu3eNul5SUYPny5e+MI8Kg1YX6g3pw9AftJl5DM2bMwKBBg+Dt7c0lNIr1WYhm1a1bl7tdVFSEZcuWvTOOCENxPodiFeny92neh/BoFZX+kEqlKn1gUrKpGQ8fPkRWVpbSc6amplxNoqqmNJiamuKvv/6q9GdYW1sbZO9njROc169fY9y4cbC2tsaAAQMwaNAguLu7a6JtRIlnz55xt8v/wSq+sSjGEWHY2Njg6dOnACp28Sret7Gx0Wq7jNHjx481GkfU5+TkpNLvmXqZay4jIwOtWrVSKaEs32OmeL+goAAdOnSo9N/KZDK8ePHC4FZb1TjBiYyMRHZ2No4cOYKDBw/il19+gYuLCwYNGoTAwED6I9awpk2bAijLqMtn7aWlpdxxNo4I56effsLgwYNViiPCYldvaiqOqE9xNacm4kjlbG1tkZycXGkPzunTpzFlypR3Ps6qVavQvXv3Ss9bW1sbXHIDABJGwwOhL168wMGDBxETE4N//vlH5Z3HtU0ul+PatWvw8vIyqCJHf/zxB1f6387ODu7u7sjJyUGdOnVw69YtpKenAwBOnDhB22QIrKioCObm5u+MKywsrDAhnGhWdeb70dwPYdWuXVulocBatWrRUnGByeVyWFhYoKSkpNIYExMTFBQUGNTnoKqf3xodBC0uLkZSUhKuX7+Op0+fokGDBpp8eIKySd3s2HV6ejpOnz6Nv/76C6dPn+aSG6lUypv8TYQRHx+v0TiiPlNTU43GEfUZ+waP+kQmk2Hv3r1Vxuzdu9egkpvq0EiCc+HCBcyePRtdu3bFtGnTUKtWLURGRuL06dOaeHii4Pz58+8cby0tLaVNBbVg+/btGo0j6lO15hbV5hKeql9s6QuwdgQHByMmJqbCtIVmzZohJiYGwcHBOmqZ8Gqc4HTr1g3jxo3Dq1evMG/ePJw/fx6LFy+Gj48PzZIXADupVVNxRH0PHjzQaBxR33vvvafROKI+f39/jcaRmgsODsbDhw+xYcMGAMCGDRvw4MEDUSc3gAYmGU+YMAEBAQGoV6+eJtpD3uHly5cajSPqY4cENRVH1GfsJen1yT///KPROKIZMpmMWynVoUMH0Q5LKarxq3348OGaaAdRkWLiUlVdA0pwhJefn6/ROKI+BwcHjcYR9SUnJ2s0jhB10dcZA3PixAnutp2dHbp164aCggJYWFjgzJkz3DJYxTgiDFW/ARnDNyVdU3XvNdqjTXi08SnRF5TgGBi2Z0YikSAtLQ3R0dG882wvDvXgCI9W7uiPS5cuaTSOqM/Ytwcg+oMSHAPDziFgGAYymQzdunWDpaUl8vPzcebMGa4sN801EJ6xb2SnTzIzMzUaR9RHm20SfUGfggamc+fO3OQ8uVyOU6dOVRpHhFVV8Sx14oj6ys9HqyqOCIvq4BB9UaMEp7S0FLGxsfj999/x9OlTSCQSODo6IiAgAEFBQfQHLABVNzKlDU+Fp0oV4+rEEfXZ29vjxYsXKsURYdFWDURfqF2ohmEYhIaGYvbs2Xj58iVcXV3RsmVLPHv2DNOnT8eECRM02U7y/6laW4hqEAkvLy9Po3FEfS1atNBoHFEf9WwSfaF2D05sbCwuX76Mbdu2wdvbm3cuMTEREyZMQFxcnEqbERLV0cod/aHKfjvViSPqu3nzpkbjiPpq1aqFN2/eqBRHiJDU/pp/6NAhhISEVEhuAKBLly4YN24cDhw4oNZjX758GSEhIfD19YWbm1uFJc8ZGRmYPn06fH190bZtW3z55ZdISUlR62cZmrZt22o0jqiPndCtqTiivpycHI3GEfXRVg1EX6id4Ny9e7fKDR27deuGO3fuqPXYeXl5cHNzw5w5cyqcYxgGEyZMwJMnT7B+/Xrs27cPjo6O+Pzzz41iKOCXX37h3Xdzc4O/vz/c3NyqjCOaV6dOHY3GEfXR0K3+oEnGRF+oPUT15s2bKjPwBg0aqNRNqUz37t3RvXt3pedSUlJw7do1HDx4EK1atQIAzJ07Fz4+Pjh06BA++ugjtX6moShfqOzu3bu4e/fuO+OI5rVs2VKluiotW7bUQmuMm62tLZ4/f65SHBEWDd0SfaH21xm5XF5lrRWZTCZI1zw7815xZYpMJoOpqSn+/PNPjf88fUNvHvqDeg30h6enp0bjiProPYroC7V7cBiGwfTp02FmZqb0vFBLAJs3bw5HR0esXLkS8+fPh6WlJbZt24b09HS1NjU0tPkRjo6OyMjIUCnO0J6boVGlx4CNo2shLLoW+qM6y8TpWmgXWz26tLTUoH/3qrZd7QRnyJAh74wRYgWVqakp1qxZg1mzZuGDDz6ATCZDly5d0K1bN7Ue78aNGxpuobBUXXlQq1YtXLt2TdjGGLns7GyV4+haCOv27dsqx9G1qLnU1FS8fftW6bnqzMH59ddfKz1fu3ZtODk5qdU+otz9+/e5/xtDtXu1n+HixYs12Y5q8fDwwP79+5GTk4Pi4mLY2Njgo48+goeHR7Ufy9PT06CWVFdn/yMvLy9hG2Pk6Froj+rsf0TXomYyMjLwwQcf1HgvqYKCAnz88ceVnpfJZHj69CnNm9IgtvZQy5YtDfp1IJfLVeqcMOgUjl2dkpKSgqSkJHz77bfVfgyZTGZQCU5ycrLKcYb0vAxRdfaiomshLKlUqtIHrlQqpWtRQw4ODkhOTkZWVpbS8+fPn8ekSZPe+Thr166Fj49Ppeetra3h4OCgbjOJEux8QGN5HejlVg25ubl4/Pgxdz81NRW3b99GvXr10LhxYxw5cgQ2NjZo3Lgx7t69i0WLFqF3797w9fWtydMxCKquTFN3BRtRHe2arD9owrd2NW/evNJzbdu2xbRp06os22FlZYXQ0FCj+JAlulOjScahoaE4ffo0WrduDVdXVzAMgwcPHmD69Ok4fvw41q9fr9ZjJyUlYcyYMdx9djhsyJAhWLJkCdLT07FkyRJkZmbCzs4OQUFBGD9+vLpPxaBUZ1iECIv23NEftD2A/pDJZNixYweGDh1aacyOHTsouSGC08utGjp37qy0tgtrzJgxvATImFhZWVXaNVw+jgiLts0gRLng4GDExMRg8uTJvN74Zs2aYdWqVQgODtZh64ix0MutGkjl6ENVf9AQlf6gISr9ExwcjIcPH2LDhg0AgA0bNuDBgweU3BCt0cutGkjlaP8j/aFqLxn1pgmPkk39JJPJ0KFDBwBAhw4d6IsX0Sq1Exwht2oglVN1ySQtrRQefajqD7oWhJDyDG6rBmNHZdD1B8MwGo0j6lO1aJkxFDcjhJQxuK0ajF1l1UPVjSPqowRHf1APDiGkPLUTnMGDB7+zzo0QWzUYuzp16uDly5cqxRFhVackPREWJTiEkPLUTnCWLFmiyXYQFbVp04bbT+RdcURYxcXFGo0jhBCiOWonOH///TeysrLQvXt37lhcXBzWrFmD/Px89O7dG99//32lQ1hEPRcvXtRoHFEf9Rpo18OHD1WqAfUuf/31l9Lj1tbWVVboJYQYFrUTnLVr1+KDDz7gEpy7d+9i1qxZGDJkCFq0aIGff/4Z9vb2Ku1JQlRHc3CIMcrIyECrVq00kiyyy5bLk8lkePHiBa1AJEQk1E5w7ty5w9vc8vDhw2jTpg0WLFgAAGjYsCHWrl1LCY6G2draqrT8nt6khVdYWKjROFI5W1vbKjd43LRpEzZu3PjOx/n6668xbtw4peesra3pdUOIiKid4Lx584b3ZnDp0iVe4T9PT088f/68Zq0jFbRq1QoPHjxQKY4QMalq+GjNmjUqJThr1qyhYXNCjITadXBsbW2RmpoKoGxJ+K1bt9CuXTvufG5uLm34KIAXL15oNI6oj1ZR6Q8zMzOEh4dXGRMeHk7JDSFGRO0Ex8/PDytXrsSVK1ewatUqWFhY8Ma27969iyZNmmikkeT/qLJEvDpxRH2WlpYajSM1s2zZMoSHh1dIKCUSCcLDw7Fs2TIdtYwQogtqJzjfffcdpFIpPv74Y/zvf//DggULeN+OYmJi4Ovrq5FGkv+TnZ2t0TiiPtrgUf8sW7YMBQUFmDx5MgBg8uTJKCgooOSGECOk9hwcGxsb7N69Gzk5ObCysqqwidp//vMf2mRQAKpWiKZK0sKjFW36yczMDCNHjsTq1asxcuRIGpYixEjVeGOWyirmWltb1/ShiRK0mzghhBDybtR3bmCouBwhhBDybpTgEEIIIUR0KMEhhBBCiOhQgkMIIYQQ0aEEhxBCCCGiQwkOIYQQQkSHEhxCCCGEiA4lOIQQQggRHUpwCCGEECI6lOAQQgghRHQowSGEEEKI6FCCQwghhBDRqfFmm4SI1cOHD5GVlaWRx/rrr7+UHre2tkbz5s018jMIIYT8H0pwCFEiIyMDrVq10timpR06dFB6XCaT4cWLF7C1tdXIzyGEEFKGEhxClLC1tUVycnKVPTgTJ05EYmLiOx+rS5cuWLdundJz1tbWlNwQQogAKMEhpBLvGjo6fvw46tSp887HOX78OGrXrq2pZhFCCFEBTTI2MBKJRKNxRH21a9dGp06dqozp1KkTJTeEEKIDlOAYGCsrK43GkZq5dOlSpUlOp06dcOnSJS23iBBCCEAJjsEpKCjQaBypuUuXLiEnJwfdunUDAHTr1g05OTmU3BBCiA5RgmNg5HK5RuOIZtSuXRsrVqwAAKxYsYKGpQghRMcowSGEEEKI6FCCQwghhBDRoQSHEEIIIaJDCQ4hhBBCRIcSHEIIIYSIDiU4hBBCCBEdSnAIIYQQIjq0F5WeefjwYZUbPFbHX3/9pfS4tbX1O/dZIoQQQgwZJTh6JCMjA61atUJpaalGHq9Dhw5Kj8tkMrx48YJ2sSaEECJalODoEVtbWyQnJ1fZgzNr1iwcPXr0nY8VEBCAhQsXKj1nbW1NyQ0hhOihx48fIyMjQ5DHvnPnDvd/mUwmyM8Ayj7LmjZtKtjjq0ovE5zLly/j559/RlJSEtLT0/HTTz+hd+/e3HmGYbBu3Trs3bsX2dnZaNu2LebMmYNWrVrpsNWa8a6ho9jYWJU20oyNjYWlpaWmmkUIIURgjx8/hlvr91CQnyfozxkzZoygj29haYW7d27rPMnRywQnLy8Pbm5uCA4OxqRJkyqc37x5M/773/9iyZIlcHZ2xoYNG/D555/j6NGjot8DyNLSEkFBQdi/f3+lMUFBQZTcEEKIgcnIyEBBfh4aBE6FaYMmum6OWooznyDz4EpkZGRQgqNM9+7d0b17d6XnGIbB9u3bERISgj59+gAAli5dCh8fHxw8eBAjRozQZlN1Ii4uDoMHD1aa5AQFBSEuLk77jSKEEKIRpg2awLxhS103w+DpZYJTldTUVKSnp8PX15c7ZmZmhk6dOuHq1avVTnAMddftmJgY5Ofn47PPPkNMTAyGDh2Kbdu2wdLS0mCfk6FjJ4eXlpbSNdAxuhb6g66F6sT0+5HL5YI9H1Uf1+ASnPT0dABAgwYNeMdtbW3x7Nmzaj/ejRs3NNIuXRkyZAhiYmIwZMgQ3L17V9fNMWr379/n/m9iYnAvLVGha6E/6Fqo7t69e7pugsbcu3cPUqluS+0Z7F+bRCLh3WcYRq3H8fT0FHQ2udBKSkoAAC1btoSXl5duG2Pk6FroD7oW+oOuheo0VSJEH7i6ugp2veVyuUqdEwaX4NjZ2QEom4xlb2/PHc/MzFRr6bNMJjPoBIfNkKVSqUE/DzGga6E/6FroD7oWqhPT70cfPlsNbqsGJycn2NnZ4dy5c9yxoqIiXL58Ge3atdNhywghhBCiL/SyByc3NxePHz/m7qempuL27duoV68eGjdujDFjxmDjxo1wdnZGs2bNsHHjRlhYWCAwMFCHrSaEEEKIvtDLBCcpKYlXiGjx4sUAyibULlmyBGPHjkVhYSHmzZuHN2/eoG3btti6davoa+AQQoimCVk5FzC+6rlEf+hlgtO5c+cqVwRJJBJMmjRJaRFAQgghqtFW5VzAeKrnEv2hlwkOIYQQ4Ymhci6gX9Vzif6gBIcQQowcVc4lYmRwq6gIIYQQQt6FEhxCCCGEiA4NURFCtI5W7hBChEYJDiFEq2jlDiFEGyjBIYRoFa3cIYRoAyU4hBCdoJU7hBAh0SRjQgghhIgOJTiEEEIIER1KcAghhBAiOpTgEEIIIUR0aJIxMRpUe4UQQowHJTjEKFDtFUIIMS6U4BCjQLVXCCHEuFCCQ4wK1V4hhBDjQJOMCSGEECI6lOAQQgghRHQowSGEEEKI6NAcHIGJYWkyLUsmhBBiaCjBEZBYlibTsmRCCCGGhhIcAYlhaTItSyaEEGKIKMHRAlqaTAghhGgXJTiEEEKInnCxlqCl2TOYSoTb7kVIxWbPYGkt0XUzAFCCQwghhOgFWeEbJE+qDZk0UtdNUV9joGRSbdwsfKPrllCCQwghhOgDuXk9tFr7Fi0/CjfoeZv3o5YjenA9XTeFEhxCCCFEXzzKYpBf1BjmjIuum6KWwiI5XmQxum4GACr0RwghhBARoh4cQggxYoY+qRXQr4mtRH9QgkMIIUZKFJNaAb2a2Er0ByU4hBCto14D/SCGSa2Afk1sJfqDEhxCiFZRr4F+MfRJrYB+TWwl+oMSHGI0qNdAP1CvASFEGyjBIUaBeg30C/UaEEKERgkOMQrUa0AIIcaFEhyBGfqwiBiGRFjUa0AIIcaDEhwBiWJYRCRDIoQQYiiKM5/ouglq06e2U4IjIDEMi9CQCCGEaIetrS0sLK2QeXClrptSIxaWVrC1tdV1MyjBEZqhD4vQkAgh4qdP37rVYejtZzVt2hR379xGRkaGII9/8+ZNjBkzBtu3b8f7778vyM8AyhK1pk2bCvb4qqIEhxCiE4b+oWTo7QfE02MA6E+vQU01bdpUsORALpcDAFq3bo327dsL8jP0CSU4xKgY+oeSobcfoA9VfSJ0jwFgfL0GRH9QgqMFhvyhZMhtV0QfqvqDPlT1i5A9BoDx9RoQ/UEJjoDE8qFq6B+oAH2o6hv6UCWECI0SHAGJ5UNVDB+oAH2oEkKIMaEER2D0oUoIIYRon1TXDSCEEEII0TSDTnB27dqFnj17wtPTE8HBwbhy5Yqum0QIIYQQPWCwCc7hw4exePFihIaGIi4uDh06dMDYsWPx7NkzXTeNEEIIITpmsHNw/vvf/2Lo0KH46KOPAACzZs3C2bNnsWfPHkydOlXHrVPfw4cPkZWVpXL8nTt3uP/LZKpt6GltbY3mzZur0zxCCKnW+5Q671EAvU+RmjPIBKeoqAg3b97EuHHjeMe7du2Kq1evVuux2Em6+iAjIwOtWrVCaWlptf/tmDFjVI6VyWR4+vSpwS/9Flp1k81bt27x/q8KehNXXXWuB10L4aj7PlWd9yiA3qdUJfTrAtC/14aqn9sGmeC8fv0acrkcDRo04B23tbVFenp6tR7rxo0bmmxajcXGxuLt27fV+jc5OTmoU6eOyvG1a9dGamoqUlNTq9s8o5GVlYU+ffqolWx+9tlnKsfKZDIcO3YM1tbW1f45xkTd60HXQhjVfZ+q7nsUQO9TqtDG6wIw3NeGQSY4LIlEwrvPMEyFY+/i6elZrW5ToXl5eVUrXi6X48aNG3r3PMTgzp071erBKS0txdWrV9GuXTtIpapNb9O3b0b6rDrXg66FsKrzPkXvUcIS+nUB6N9rg/2beheDTHDq168PmUxWoYBeZmZmtbszZTKZKF50Ynke+qRVq1bVipfL5TAxMYGXlxddCwFU53rQtdA/9B4lDHpdVM4gV1GZmZnh/fffx7lz53jHz58/j3bt2umoVYQQQgjRFwbZgwMAn3/+OSIiIuDh4YF27dph7969eP78OUaMGKHrphFCCCFExww2wenfvz9ev36N9evXIy0tDa6urti0aRMcHR113TRCCCGE6JjBJjgAMHr0aIwePVrXzSCEEEKInjHIOTiEEEIIIVWhBIcQQgghokMJDiGEEEJEhxIcQgghhIgOJTiEEEIIER1KcAghhBAiOpTgEEIIIUR0KMEhhBBCiOhQgkMIIYQQ0aEEhxBCCCGiQwkOIYQQQkSHEhxCCCGEiA4lOIQQQggRHUpwCCGEECI6lOAQQgghRHQowSGEEEKI6FCCQwghhBDRoQSHEEIIIaJDCQ4hhBBCRIcSHEIIIYSIDiU4hBBCCBEdE103QFcYhgEAyOVyHbekZtj2G/rzEAO6FvqDroX+oGuhP8RyLdj2s5/jlZEw74oQqaKiIty4cUPXzSCEEEKIGjw9PWFmZlbpeaNNcEpLS1FSUgKpVAqJRKLr5hBCCCFEBQzDoLS0FCYmJpBKK59pY7QJDiGEEELEiyYZE0IIIUR0KMEhhBBCiOhQgkMIIYQQ0aEEhxBCCCGiQwkOIYQQQkSHEhxCCCGEiA4lOIQQQggRHUpwCCGEECI6lODouV27dqFnz57w9PREcHAwrly5UmX8b7/9hkGDBqFt27bw9fXFjBkz8Pr1ay21Vvyqez2KioqwevVq9OjRAx4eHujduzeio6O11Fpxq+61YP35559wd3dHUFCQwC00HtW5FsePH8fnn38Ob29vtG/fHsOHD0dCQoIWWytu1X1dXLp0CcHBwfD09ESvXr2wZ88eLbVUCxiitw4dOsS8//77zP/+9z/m/v37zIIFCxgvLy/m6dOnSuMvX77MtG7dmvnll1+Yx48fM5cvX2YGDBjAjB8/XsstF6fqXg+GYZiQkBDmo48+Ys6dO8c8efKE+fvvv5k///xTi60WJ3WuBcMwTHZ2NtOrVy/miy++YAYNGqSl1opbda/FggULmE2bNjF///038+jRI2blypXM+++/z9y8eVPLLRef6l6Lx48fM23btmUWLFjA3L9/n/nf//7HvP/++8zRo0e13HJhUIKjx4YNG8bMmTOHdywgIIBZsWKF0vgtW7YwvXr14h3bvn07061bN8HaaEyqez1Onz7NdOjQgXn9+rUWWmdcqnstWN999x2zevVqZs2aNZTgaIi610JR//79mbVr12q6aUanutdi2bJlTEBAAO/Y999/z/zrX/8SrI3aRENUeqqoqAg3b96Er68v73jXrl1x9epVpf+mXbt2ePHiBU6fPg2GYZCRkYFjx46he/fu2miyqKlzPU6ePAkPDw9s2bIFfn5+6Nu3L5YuXYqCggJtNFm01LkWABATE4PHjx9j4sSJQjfRaKh7LRSVlpYiNzcX1tbWArTQeKhzLa5du4auXbvyjvn5+SEpKQnFxcWCtVVbTHTdAKLc69evIZfL0aBBA95xW1tbpKenK/037du3x4oVK/Ddd9+hqKgIJSUl6NmzJ77//nttNFnU1LkeT548wZ9//glzc3P89NNPeP36NebNm4esrCwsXrxYG80WJXWuRUpKClauXIldu3bBxITe9jRFnWtR3tatW5Gfn49+/foJ0USjoc61yMjIgK2tLe9YgwYNUFJSgtevX8Pe3l6w9moD9eDoOYlEwrvPMEyFY6z79+9jwYIFmDBhAmJiYrBlyxakpqZi7ty52miqUajO9WDPrVixAm3atEH37t0xffp07Nu3j3pxNEDVayGXyzF16lRMmjQJLi4u2mqeUanO60LRwYMHsW7dOqxevbrCBzNRT3WvhbJ4ZccNEX2V0VP169eHTCZDRkYG73hmZmaFjJu1ceNGtG/fHl999RUAoHXr1rC0tMTo0aPx3XffGXw2rkvqXA87Ozs4ODigTp063LEWLVqAYRi8ePECzs7OQjZZtKp7LXJzc5GUlITbt2/j3//+N4CyYRGGYeDu7o6ff/4ZXbp00UrbxUad1wXr8OHDmDVrFv7zn//Ax8dHyGYaBXWuhbLenVevXsHExEQUQ4bUg6OnzMzM8P777+PcuXO84+fPn0e7du2U/puCggJIpfxLKpPJAPxfVk7Uo871aN++PdLS0pCbm8sde/ToEaRSKRo2bChoe8Wsuteidu3aOHDgAOLi4rj/RowYARcXF8TFxaFt27baarroqPO6AMp6bqZPn46VK1fC399f4FYaB3WuhZeXF86fP887dvbsWXh4eMDU1FSwtmqNjiY3ExWwS/6ioqKY+/fvMwsXLmS8vLyY1NRUhmEYZsWKFUx4eDgXHxMTw7i7uzO7du1iHj9+zFy5coUJDg5mhg0bpqunICrVvR5v375lunXrxkyaNIlJTk5mLl26xPTp04eZNWuWrp6CaFT3WpRHq6g0p7rX4sCBA4y7uzuzc+dOJi0tjfsvOztbV09BNKp7Ldhl4osWLWLu37/PREVFiWqZOA1R6bH+/fvj9evXWL9+PdLS0uDq6opNmzbB0dERAJCeno7nz59z8cHBwcjNzcWuXbuwdOlS1KlTB97e3ggPD9fVUxCV6l6PWrVqYevWrViwYAGGDh0Ka2tr9OvXD999952OnoF4VPdaEOFU91rs3bsXJSUlmD9/PubPn88dHzJkCJYsWaL19otJda9FkyZNsGnTJixevBi7du2Cvb09Zs2ahb59++rqKWiUhGFo7IIQQggh4kJzcAghhBAiOpTgEEIIIUR0KMEhhBBCiOhQgkMIIYQQ0aEEhxBCCCGiQwkOIYQQQkSHEhxCCCGEiA4lOIQQg/LJJ59g4cKF3P2ePXti27ZtumsQIUQvUSVjQoheYndeLy8qKgrNmzev9N+5ubnhp59+Qu/evYVsHiFEz1GCQwjRW35+fli8eDHvmI2NDbeJrJCKi4vFseEgIUaKhqgIIXrLzMwMdnZ2vP8+++wz3hCVop49ewIAJkyYADc3N+4+AJw8eRLBwcHw9PREr169sG7dOpSUlHDn3dzcsGfPHoSGhsLLywsbNmwQ9skRQgRFPTiEENGIjo5Gly5dsHjxYvj5+XE9PQkJCQgPD8fs2bPRsWNHPH78GN9//z0AYOLEidy/X7t2LaZMmYKZM2dCKqXvf4QYMkpwCCF6Kz4+Hu3atePu+/n5VRlvY2MDAKhbty7s7Oy445GRkRg3bhyGDBkCoGwX5W+//RbLly/nJTiBgYEYNmyYJp8CIURHKMEhhOitzp0744cffuDuW1paYurUqdV+nJs3b+LGjRuIjIzkjsnlchQWFiI/Px+WlpYAAA8Pjxq3mRCiHyjBIYToLUtLSzRr1qzGj1NaWopJkyahT58+Fc6Zm5tzt62srGr8swgh+oESHEKIqJiamkIul/OOubu749GjRxpJlgghhoESHEKIqDg6OiIxMRHt27eHmZkZ6tWrhwkTJiAkJASNGjVCQEAApFIp7t69i7t372Ly5Mm6bjIhRAC0TIAQIirTpk3D+fPn4e/vz00q9vPzQ2RkJM6dO4dhw4bhX//6F/773//C0dFRx60lhAhFwjAMo+tGEEIIIYRoEvXgEEIIIUR0KMEhhBBCiOhQgkMIIYQQ0aEEhxBCCCGiQwkOIYQQQkSHEhxCCCGEiA4lOIQQQggRHUpwCCGEECI6lOAQQgghRHQowSGEEEKI6FCCQwghhBDRoQSHEEIIIaLz/wBM77Bt6RedVwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ale_merged_weighted_unbalancedness_summary_results = ale_weighted.plot_summary(balancedness, vals, return_df=True)\n",
    "plt.ylim(-5*10**(-3), 60*10**(-3))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4c301fd0-2426-46dd-88f0-6a25778bd7a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = pd.DataFrame({'Unbalancedness': [], 'Model': [], 'SDD values [$10^{-3}$]': []})\n",
    "\n",
    "for i in range(len(balancedness)):\n",
    "    n = len(ale_merged_weighted_unbalancedness_summary_results[i])\n",
    "    tmp2 = pd.DataFrame({\n",
    "        'Unbalancedness': [vals[i] for _ in range(n)], \n",
    "        'Model': ['Weighted Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_weighted_unbalancedness_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp2])\n",
    "\n",
    "for i in range(len(balancedness)):\n",
    "    n = len(ale_merged_unweighted_unbalancedness_summary_results[i])\n",
    "    tmp1 = pd.DataFrame({\n",
    "        'Unbalancedness': [vals[i] for _ in range(n)], \n",
    "        'Model': ['Random Forest' for _ in range(n)], \n",
    "        'SDD values [$10^{-3}$]': ale_merged_unweighted_unbalancedness_summary_results[i]})\n",
    "    tmp = pd.concat([tmp, tmp1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "be2dc540-6583-42f9-b4fd-1dc2f92c7ddf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YWJjmzJmjbdu26YsvvtCECRO85r/88stGfZ04cULz5s0z5oWHh+u5555TTk6OsrKy9MQTTxhflpWVlV77Xp1bb71VW7du1RdffKENGzbokksuadT+NFZ0dLRee+01ZWVlafHixYqJiTHmHTlyRHv27Kl23aqqKvXt21crV65UVlaWPvzwQ5199tnG/OLiYv3nP//xWqe52u0FF1ygl156SZs2bdKuXbv0xRdfaOvWrdq+fbvmzp3rteyHH35Ya3nTp083yvDtzd6wYYPxurKyUo899pjXZ7dfv3565513lJ2drW3btumTTz7Rrbfe6pVg/v3vf5fdbjfeX3PNNdqyZYu+/PJLffzxxzr//PONeW+//ba++eYb4/2rr77qNRzs/PPP18cff6ysrCwtWrRI3bt3r3X/fE2cOFFbt27Vl19+6fXzuSS/pOmpp57y+qzeeeed2rZtm7Zt26b3339fnTt3NubNnz/f+GL+8ccfdezYMWPe7bffrm3btmnr1q3KycnRxx9/rL/85S8aMWKEV4Kbl5fnFecXX3yhLVu2KCcnR6tXr9ajjz6qyy+/3C8xq68RI0bo008/VWZmprZt22b8UnX22Wfr+eef17p167Rr1y5t27ZNW7ZsUXZ2tt58802v4+rZtjZt2uT3B8TQoUO1adMm4587iWuOc43bpEmTvJJ63w4Xz/cWi8UrCW7ovje3ffv2acGCBcb7mJgY4zzm/iPNraSkRH//+9/rVO5tt92mTZs2+fW0z5s3zzhmDz74oKTTn2HPPx4GDx6sNWvWKCsrS0uWLPHq2Dty5IjfL2a+YmJilJaWpm3btik7O7tOQys9+V74dsUVV3j9X91yTe3Pf/6zMXTV919dbkTgyVRJsCTNnTtXvXv3rnZ+RUWF1q5dq+uuu67OF8cFEqh3pqG9zL5l1bUci8Xi9Rf64cOH9eWXXxrvPU9MHTp08GvI48ePV15env785z9r8uTJGj16tEaOHKkbbrjB66/eU6dOtdi9DrOysnTo0CHj/dixY3XDDTcYX06jRo3yOsEWFBQYPRq+Y/ksFouRWHTo0EH9+/fX9OnT9eKLLzYqxpSUFE2cOFGhoaGKiIjQww8/7NUr+/333xtfur49JDfddJOuvPJKtWvXTu3atdPVV1/tdWu87du3e+2/r8GDB+u+++4z2ky3bt28/hAKhrvvvls//elPZbFYdMEFF3g9kEI6/VN5TR566CHjZD9gwACvLx/p9NAIT83Vbs877zwNHDhQH3zwgW6//XaNHTtWo0aN0s9//nM9+uijXsvu3r27xrIuuOAC/eEPf5DNZlOHDh102223ec33rJOsrCyvP3w7dOigV155RUOHDjXGtJ533nm67777jOFO5eXlWr16tbFOt27d9Oijjxo9or179/YasuF7xbdvnd5///3GefPCCy/0Owa16dKlix577DFFRkaqffv2uuOOO7zme35xff/99169kEOGDNHvf/97o/dr8ODB+vWvf23MP3XqlPFTe4cOHbySMc9ENzw8XL1799YNN9ygV1991as3zfMcGxISYlzPERYWpnPOOUfXXnutXnjhBa8/HOrLZrPp//7v/4w/4tznHOl0/YwYMUKrVq3S3XffrfHjxys5OVmjRo3S73//e+MPean2tlWdpj7XePLtDVy7dq0xHKy0tFQZGRnGvKSkJK9fN1ti3xsiPT3daAeSNHPmTOM8FhYWprvuussrCV21alW9ryOqSXl5udcQEkl6/PHHjfN5v379vMacS/L65TOQe+65R6NGjZLFYpHFYvEbHlmTkpISr/NCaGio8cf7mDFjvD53n3zySZPWRXMy1ZhgSYqPj9fixYu1ePFiLV26VNu3bw84frKyslJ//etflZyc3KCflQMNfWjoz9O+SW997iF41VVXeY3HXLFihS6++GL9+OOPXk+k+cUvfuGVJJaUlOg3v/lNnX8S8/25prn4DuL/+OOPa/2JLDc3V0lJSerTp4/OOeccI8H429/+pieeeEI9e/ZUr169NGDAAI0aNarGcVV18dOf/tTrfceOHTVo0CB99tlnxrSvv/5aF1xwgd/+pKWlKS0trdb96dGjR8B5td3XOhh8ezk9e/Ek+f3E7yksLMzvQjPf+vW85WFzttvNmzfr7rvv9huj2pByfevE98Iwz2TFt6e8pmFLbvv37/e6+vzIkSO64IILalzH/etXcXGx3xCTSy+91Ou97zGozciRI7169HzbQE37m52dXeODh6TTsV911VWKiIhQUlKScWP9l156Sf/85z91zjnnqHfv3rrgggs0YsQIvy//n//858YFpu5rCuLi4tS7d2/169dPP/3pTzVs2LBGDY8YNWpUtRcAfvXVV7rttttqHNrj1tBzbVOfa3xdddVVxnfKqVOnlJGRoSuuuELr1q2rcShES+x7Q3j+OiBJs2fP1uzZs6tdvqysTHv37tWAAQOaZPv79+/3uq6ka9euftcC+X4O8/PzderUqWov3qzt+ouarFq1yuuccskllxi/6p199tkaOHCgduzYIen0OWTdunV+HWtNJSIiIuDwOkleF7vWhel6gqXTg7n/53/+R2+++aa++OILvfXWW5oxY4bfFbElJSV1fkqJL98TTrt27Wr94qprWb5jhGty3nnneZ3wV6xYoaqqKq1cudLrr9zJkyd7rTd//vx6jQnz/Gu9vnzHHdZUVkPGVZ84cULS6WMwf/58/eQnPzHmlZeXKy8vTytWrNAzzzyjSZMmKTU1tVF/xQb6ovMdt+dOpBqzP4HUp2348h2rWd1QAd/jU93JyM233fv+pOx7/D3FxMT4jZ30rcuKigrjeDVXu3WPk6xLAlyXcmurE0++bcRzOEhd16kLd4Lhu48dO3b0axu+x6A2jdnfuvD8TDz11FNe57zKykp9++23Wr16tebNm6frr79eU6dO9RrbeP/993vdfaCqqkoHDx7UunXr9PLLL+vmm2/WxIkT6/1Tq6eaPpt//vOf65QEuvenIZr6XONr7NixXuNM3Z0Tnr842mw2jR071mu9lth3t5b6rmkKvtsP9JkLDw/3S3irizsmJqZRD+Hw/WXc984+vu8b80t6bR544AGvIT+e/+pyfvRkup5gX1arVRdffLEuvvhi3XHHHZo4caK+/fZbY/6PP/7YoHJ9r8C88MILG9QTnJmZ6feTVH2vQp04caKRGBw9elRffPGF14kpNjbWr0zPK0Cl0z8FXXvttercubMsFovf7W7qwzep8e2Jr+4ehJJ/b3rHjh2rvZ2Um+cXeP/+/bVs2TJlZWUpMzNT3377rb799lvl5uYacXzyySdasGCB350l6irQidB3mvtk5Ls/7icG1aSmh7rU90bhnjzH6kqB98PlcnklD4HW8+Wb8FR3QVAghYWFcrlcXuv4xhUWFmbUWXO12+3bt3t9UXfr1k1PP/20hgwZog4dOqi8vLxetwXyPYY11UlUVJTX+7pcW+Dbrtq3b+9Xji/3kADf4VcnT570u9q/vl/29dlf39htNlu1F/95LuPWo0cPvfPOO9q9e7e2bNmiffv2af/+/crNzTV6JL/88kvNnz/fuMtFVFSUXnrpJe3fv1+bNm3S3r179d1332nHjh3GuOq9e/fq8ccf97vTSV1V99nMz8/Xzp07jfcdO3bUk08+qeHDhxvniZEjR9Y5UaxOU59rApU/evRo47slIyNDx48f9xrvffnll3slYi21724VFRVe+1yf75q6PFCrKS+k9N1+oM9cWVmZ351wqsszavsM1eTYsWNez1iQTv+S+re//a3addatW6eSkpJW//Q7UyXBBw8e1IEDB6q9x2X79u11/vnneyXBDTmA69at0+LFi72m1ff2aNLpBMDzHr7S6Ysears9mq/x48fr8ccfN5I8970w3SZOnOj34fW8jU9MTIzuuusu431FRYVx39CG8O059D3B+Y6D8uT7s+jll1+uOXPmVLu8bwIlyRgL5dlb9O2333r1UGzZsqXBSfDnn3+ulJQU4/3JkyeNn4nc3OMrffdn2rRpNY63rKqqarZbz1x44YVef71nZmYa94x2y87O9vpJLDIysl73FK2viooKffnll15DInxPxp5j/Jur3fre1mr8+PFeP0V6fp6amm8b2bJliw4fPlzjxWk9e/aU1Wo1jlXXrl21evXqGtuO+5ehyMhIdevWzWufP//8c40aNcp473sMmpLv/l544YVeFygFEujXhAsuuMBrCMiJEyc0evRoI2kIdAV7z549vcZ5OhwOTZgwwRhC1RxXvfu2rREjRnj9jHzw4MEak0DfY1rdLzgtca656qqrjCT41KlTfrf08734urH7XhvfDpIjR44YY2rLy8u1adOmatd1X5Dr9oc//EHXXntttcs39bn5vPPOU3h4uDEk4ujRo363R/X9HMbHxzeqI6Q6y5cvr/fF72VlZVq5cqWuueaaJo+nKZlqOMThw4d12223adKkSXrttdeUl5dnnPgrKiq0ZMkSr5s+S6dPwHX1zTff6Omnn9bdd9/tNdSgf//+fsMNalJUVKTFixfrmmuu8RrvGBoaqj/+8Y91LsctOjra66e+VatWecXne2KSvJP/oqIi42brxcXF+stf/lLrxUw18U2a/vOf/+jEiRMqLy/XW2+9pTVr1lS7bkJCgtfPHUuXLtXLL7/s1TtZUlKiL774Qs8995zXRVjFxcX69a9/rffff18HDhww6qCqqsrvllaN+dnto48+0rJly+R0OlVSUqKHHnrI6yeqHj16GF9IycnJXietf/3rX3r33Xe9/rovKirSZ599pscff1zXXXddg+OqzZgxY7xO4uvXr9crr7xifIl99dVX+stf/lLjOs3h4YcfNu5BumvXLr87MVx22WXG6+Zqt769K5s2bTK+nHNzc/XQQw81qNy6SEhI8Pop/dSpU7rjjjuUnZ1tfDEVFBToueeeM37xad++vde444KCAv3hD3/w2v/y8nLt2bNHr732mq699lqvawQ861Q6faso990jAh2DptSjRw8NGTLEeP/ll1/qscce80qYHA6HcnJy9OKLL2r8+PFeFw7ecsstevPNN/X11197fY737NnjNcbSc969996rV155Rbt27fIaCvXNN9943WGjsT/HB+LbtrZv325csLl///5aL0L0Xf+bb77xukOGW0uca0aOHOn14AjPJLJr164aPnx4jbHXd99r4/td8/LLL6uiokLFxcV66KGHakywx44d63VumzNnjlasWOHVPo4dO6a1a9fqL3/5S633Bq+v8PBwv8/h/fffbwzJycvL87tvcmPub18T36ENMTExAR9Z7PurYHMOiWgqpuoJdtuzZ4/ReEJCQhQZGani4mK/v3SGDRtW69XAU6ZMUbt27VRSUuJ1gnXr0aOH/vGPf9T6s9Orr76qd955R2VlZQHH9ISEhOivf/2r1xW49TFp0iS/n4olaeDAgQHvljFy5EjjNicul0t33XWXOnbsqFOnTsnlcnn1MtVXcnKy1+13du7cqeHDhys0NLTWsbhhYWG67777jJOjy+XSs88+q2effVaRkZFyuVzV3j3D5XLp888/1+eff26U1bFjR5WWlvodO88v4fpyOp2aNWuW7r//flVUVHj9wSGdvm2T++TaqVMnzZgxw3jCUnl5uR566CE99NBDio6OVkVFhdeXVGPG/NbmvPPO09VXX+11y6VnnnlGzz77rGw2m9/Pbh06dNCdd97ZbPG4ffXVV7riiitks9n8LqKLjIzUDTfcYLxvrnZ70UUXqUOHDkYd5OXladSoUbLZbDp58mSt46IbIzQ0VA888IDuvvtuo8dz9+7d+p//+R+1b99e7du3N9q8Z5Ixc+ZMbdiwwTifLF++XMuXL5fNZjPW8Tznefam3nLLLVq8eLHxefzmm280bty4gMegOfzpT3/STTfd5PXr1RtvvKEOHTooNDRUxcXF1Y4l37Fjh3ERqvsOLeXl5X7t1/Mzvm/fPi1fvlzPPPOMcQ/oyspKv/HRgwcPbsrdlHT6l4yzzz7bGOZy9OhR/fKXv1RERIRKSkqMeytXd26MjIxUjx49jGFzJ06c0M9+9jNFR0erXbt2uuGGG3TXXXe1yLkmNDRU48eP1+uvv+43LyUlxe+ipcbue22Sk5O9fll87733tHjxYlVWVvqdl3395Cc/0a9+9Su99dZbkk7/gXDPPffIYrEoOjpaZWVlXp+F5rgV5T333KMNGzYYxyUnJ0eXX36517nIrVu3bvrNb37T5DF89913Xp1E4eHhWrNmTcBfyU+cOKGRI0cafyxu2bJFR48eVdeuXQOWnZqaWu31AePGjTNuFefrscceC/jgIun0r+WBHohVHVP1BAeqbKfTqcLCQr8E+Pzzz6/xZ3a3EydO6NixYwET4Msuu0wffPBBnW5RderUKf34448BE+Czzz5br7zySoOGVLglJycHHFgfqBdYOv3h8/2r7uTJk3K5XLrssssa9Rdn7969df3113tNq6qqMsYdet7+KJBx48bpb3/7m98fFsXFxX4JcE0/DVVUVKiwsNDv2PXv37/BQyEk6fe//706dOigsrIyvxPt+PHj/fb9tttu029/+1u/HtWioiK/E11jxnXVxV/+8he/K3pdLpdfHDExMfrHP/7h9wCaptajRw/jMaa+yVdoaKieeuoprxNsc7XbyMhI3XvvvV7TqqqqdPLkSbVr106PPfZYg8qtq8svv1xPPvmk38+75eXl1f7Rd9555+mVV15Rt27dvKaXlpaqqKjI65wXEhLilcj36tVLf/3rX/2GErmPwd13392o/alNYmKi5s6d69dTeOrUKdntdr+HPVT3RVpZWanCwkK/9tujRw/97ne/C7hOVVWVioqK/BLg6Oho3X///Q3ZnRq1a9dODz74oN/n331c77333mqTCDfPp4pKp7/Xjh8/rh9//NFrP1riXFPdd0qg6U2x7zW55ppr/O72U15erqqqKp199tl+93D3df/99/sNgXC5XCosLPQ7HzXHubl379564YUX/M5pvscqLi5OaWlp1d59pDF87/n7s5/9rNphop06dfL6Y8DpdNZ4DUZRUZHxxEvffzXdCrakpKTa9XyvWamNqXqChwwZorVr1yojI0Pbt2/X119/rUOHDhkniZiYGPXr10+XX365rrnmmjo/USU0NFQ2m00xMTHq0aOHBg4cqIkTJ9b7Vlvuv3qjoqLUrVs3/eQnP1FycrKuuOKKel2gEEhYWJjGjx/v9WAB97RAzjnnHC1cuFDPPvusPvvsM5WWlio+Pl5XXXWVbrvttno/NtXXQw89pLi4OH3wwQcqKChQZGSkLr30Ut199906duxYwJ4ET9dff71Gjhypt99+W5s3b9bBgwd18uRJ2Ww29ejRQwMGDNCIESO8hkNERETolVde0datW7Vt2zYdPnzYGIYRFRWln/zkJxozZoyuu+66RvXsDRkyRB9++KGef/55ff755yopKVHPnj11/fXX61e/+lXAi4LuuecejRs3Tu+8844yMzNVUFAgh8Ohjh076pxzztHAgQM1atQor3GZzcFqtWrevHnauHGjFi9erOzsbP34448qLy9XZGSkevfurZEjR+q6665rlhOuL4vFoieeeEKJiYnGAx1CQ0N10UUXacaMGX4XozVnu73xxhvVtWtX/fOf/1ReXp7Cw8M1aNAg3XHHHRo2bJhmzZrV2N2t0VVXXaWf/vSnWrBggT777DPt379fp06dUnR0tOLj4zV8+HC/6wUSExOVnp6uhQsXau3atdq7d6/sdrtCQ0PVtWtX4/Zfv/jFL/zGGE+ZMkXnnHOOXnzxReXk5Mjlcql///665ZZbdMUVV+gf//hHs+7vmDFjtHLlSr3zzjvasGGDvv32WxUXFys8PFzdu3fXBRdcoOHDh+sXv/iFV5Lw4osvavPmzfriiy906NAhHT9+XA6HQ5GRkTr//PM1atQo3XDDDV4XCj7++OPauHGjMjMzdfDgQR0/ftw4n5x33nkaPny4brzxxgY9JKSu++p+mtuOHTvUrl079e3bV7feequuuOIKvf322zWu/5vf/EZWq1UffPCBvv322xp/7Wjuc82FF16ovn37et1i7IILLqj2NneN3featG/fXq+99prmzp2rNWvWqLCwUN26ddMvfvEL3XXXXXrzzTdrXD80NFSPPvqorrnmGr3//vv68ssvdeTIEZWXlysiIkLnnXeehgwZossuu6zetw2sq5/+9KdKT0/X22+/rYyMDH377bc6deqUIiIijO+s//mf/2m2DhLfJNb37h6+xo4d63U70GXLljWqU6m5WVw13Z8IQK3+9Kc/GfcYlU7/dNtcz5EHAABNw1TDIQAAAACJJBgAAAAmRBIMAAAA0yEJBgAAgOlwYRwAAABMh55gAAAAmI6p7hNck6qqKlVWVqpdu3YB7+MKAACA4HK5XKqqqlJoaKjfg1bqiyT4/6usrNSOHTuCHQYAAABqMWjQIL8nx9YXSfD/5/5rYtCgQX7PN28tnE6nduzY0apjhLnQJtEa0S7R2tAmm467LhvbCyyRBBvcQyBCQkJafQNtCzHCXGiTaI1ol2htaJNNpymGrnJhHAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOD8uApNPP4nY4HE1antQ0N7MOBqvV2mZjBwAAtSMJhiTJ4XBo3LhxwQ6j1UhPT5fNZgt2GAAAoJkwHAIAAACmQ08w/JQk/Equdo1oGs4KRWa/I0kqHnK9FBLWRJE1L0tVpSKy3g52GAAAoAWQBMOPq11o0yWuIWFtJgl2BTsAAADQYhgOAQAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIckuI1yuVxyubizLc4stGsAQEshCW6DXC6XUlNTlZqaSsKAMwbtGgDQknhiXBvkcDiUm5trvLbZbEGOCGg82jUAoCXREwwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0+GJcW2cw+FoVeWcKaiPunE6nSorK1NpaalCQkIaVRZ1DgBoSSTBbZDL5TJeT548uTk20PRltgXNXa+os8mTJysyMlIOh0M9evTQiRMnZLPZ1LlzZ506dUqDBg3S0aNHVV5eLovFIofDoe+//15JSUn68ccfdezYMZ1//vnKzs5WXFyc+vXrp4MHD8pisSg+Pl6HDx9WTEyMsrOzFRISopkzZ+rss89WZmam+vfvr23btsnhcMhqtSomJkYvv/yyoqKiVFhYqIsvvlh2u10nT55UUVGRLBaLDhw4oK5duyoxMVG7du2SxWLR4MGDderUKY0ZM0YfffSR8vPz1a5dO11wwQX65ptvNGzYMI0ePVpr167VunXrVFxcrJ49e2rQoEGyWq1yOBz6+uuv1b59e40bN07p6ekqKipSYWGhunbtqi5duigzM1OxsbGKiopSr169ZLPZ5HK5ZLfb9cUXX6hz587q37+/XC6XDh48qD59+mjEiBHavn27SktLZbPZNHToUGN/XS6XbDabkpOTFRUVZRwPu92uxYsXa+vWrUpISFD37t2VmJioPXv2KCkpSZKUmZlpvM7IyJDD4ZDD4dAPP/ygqVOnKjIyUhkZGbJYLBo1apRR/ldffaUXX3xRAwcOVGxsrIYOHWqUW1xcrNdee00ul0vXXnut8vPz1b9/f+3Zs0edOnXSggULNHXqVJ04cUJJSUlGmXa7XRkZGVqzZo0mTZqk/Px8I7b169ertLRUkmS1Wo19tdvtxj54luNuE+6YfJd177u73RQWFur77783tuu7rqdA26yJ7/K1xeeOybPO3XXjexxq24ZvjHa7XevXr5fL5fJqC9XtR32X942nKeuxpnqV1KiyanLq1CmtXbtWw4YNa3TZTbnPNdWnVPf6qC2mxsbcHEiCAbQ67gRKOp0kuR04cECStGfPnoDrffTRR8Zr9zKHDh1SZmZmjdt75JFHNG7cOKWlpSkpKclr+fDwcJWVlRnvlyxZErCMgwcP6uDBg8b7vLw8SdLGjRtlt9uN6Xv37pUk5ebmKicnx2tbR44c0datW/3K3rJli1cZ7rLd+ydJ69atCxjXpk2bjNerVq1SZmam1zZ991c6/WU1bdo04/3SpUv16quvGnF7rjd9+nRJUlpamtdrT0eOHFFCQoIxvaioyCj/4YcfVkFBgbKysvzKzcrKMmLbs2ePkcxmZmYaCVpeXp7sdrumT59ulLls2TLjOOXk5Cg/P7/a2Nz7unTpUmMf3OW4p3nG5Lusu0zfeszOzlZBQYHfup4CbbMmvsvXFp9nTO46d8/zPQ61bcM3Rs9yatrHhi7vu15T1mN12/Btyw0pqyabN2/Wxx9/3CRlN+U+11SfUt3ro7aYGhtzcyAJboMsFovxetGiRbJarY0u0+Fw/Lf306N8U2mGej3TOZ1O5eTkaPDgwU0yHMLdBq1Wa1B6gmNjY+kJ/v89wZ5SUlLkdDpr7AmOjY01XkdFRQXsCY6KijJ6IN0eeuihanuCL7vssnr1BLtNmDBBR48eVWVlpV9PcHR0tF9PsHsfPffBc5pnL2SgZT3bTU09wb4CbbMmvsvXFp9vT7B7XqDjUNs2fGNMSUlRdHS0X89uTbHXZ3nfeJqyHmtbvzFl1eSnP/2phg4dqmHDhjW6rKbe55rm1XU7tcXU2Jibg8XlMutv396cTqeysrKUkJDQ6C/z5uKOsV+/fpowYYIkKT09XTabrdFll5aWaty4cZKk4sQbpZCwRgRaochtbzZNWS3JI+6mqtczXVN+bjzbIPWPxmgL53OYC22y6TRlXXJ3CAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDo9NboOsVqsGDhxovAbOBLRrAEBLIglugywWi+bNm2e8Bs4EtGsAQEsiCW6jSBJwJqJdAwBaCmOCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATKdVJMEnT57UY489ppEjR2rQoEGaNGmSli9fXqd1P//8c91yyy366U9/qqFDhyolJUVvvPGGnE5nM0cNAACAtqpV3B0iNTVVO3bs0KxZs9SzZ08tW7ZM9957r6qqqpSSklLtep999pluu+02XXzxxXrkkUfUoUMHrV27Vo899pi+++47Pfjggy24FwAAAGgrgp4EZ2RkaNOmTXrmmWc0YcIESdKll16qQ4cO6emnn9aVV16pkJCQgOt++OGHCg0N1csvv6wOHTpIkoYPH65vv/1WixYtIgkGAABAQEFPgletWqUOHTpo7NixXtOvvvpqzZo1S9nZ2UpMTAy4blhYmMLCwvyeLhUZGanw8PBmi/lMZ6mqlKsxBTgrAr9u5SxVlcEOAQAAtJCgJ8F79+5V7969FRrqHUq/fv2M+dUlwddff72WLVumRx99VHfccYdsNpvWrl2r1atX695772322M9UEVlvN1lZkdnvNFlZLcnhcAR1+1arlQdHAADQjIKeBBcWFio+Pt5venR0tDG/OkOGDNHrr7+ue+65R2+99ZYkKSQkRPfee69uvfXWZokX5jB58uSgbj89PV02my2oMQAAcCYLehIs1fyo1Jrm5ebmasaMGRo8eLAefvhh2Ww2ff7555o7d67Kysp09913N0e4ZySr1ar09HRJp3tBg50EAgAANKegJ8ExMTEBe3uLiook/bdHOJCHH35YnTt31j/+8Q/j4rlLL71U7dq10/z58zVx4kSdc845zRL3mcZisQTseZw/8rjCQxo1QrhBypzSjI2d/38MxxQe+NrIM0qZ06IZG88KdhgAAJhC0JPgvn37atmyZaqsrPQaF5yXlydJ6tOnT7Xr7t69WxMmTPC7e8SgQYNUVVWlffv2kQQ3UniIK+gJaHiIgh5Dy2j5PzYAADCroD8sY8yYMTp16pQ++eQTr+mLFi1St27dNGTIkGrX7datm3Jzc/0ejJGVlSVJio2NbfJ4AQAA0PYFvSc4OTlZI0aM0OzZs1VSUqJzzz1Xy5cv14YNGzRnzhyjl/f+++/X4sWLtWrVKsXFxUmSbr75Zj366KO68847dd1118lms2nz5s3697//reHDh6t///7B3DUAAAC0UkFPgiVp3rx5eu655/T888+rsLBQvXr10rPPPqvx48cby1RVVcnpdMrl+u9PxjfeeKO6d++u1157TQ8++KDKysoUFxenu+++WzfffHMQ9gQAAABtQatIgjt27KgHH3ywxie8Pfnkk3ryySf9pl9xxRW64oormjM8AAAAnGGCPiYYAAAAaGkkwQAAADAdkmAAAACYDklwG+NyubwuDgRgXpwPAKDhSILbEJfLpfnz52vmzJl88QEm53K5lJqaqtTUVM4HANAAreLuEKgbh8Oh/fv3G68DPeYYgDk4HA7l5uYarzkfAED90BMMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANPhiXFtlMPhaJNlo27ayjFwOp0qKytTaWmpQkJCgh2OqbSVNgIArRVJcBvicrmM15MnT26hbbbIZiDvum6p44szw9tvv62cnBxdeumlev/99zV69GgNHjxYL7/8srp166bOnTtr1KhReuutt1RRUaH4+HiNGTNGb731liwWi2bOnKl+/fpp27Zt+vvf/66EhARVVFRozJgxSk9PlyRNmTJFW7du1aZNmxQVFaXo6GhNmTJFGzZs0IYNGzR16lTt2bNHY8eOVX5+vvr37689e/YoKSlJxcXFWrhwocaOHavs7Gzt3btX3bt31/HjxzVt2jTFxcWpoKBAb731ls466yzl5+crLCxMN998syIjI5WZmamkpCRJMl5HRUVJkux2uzIzM72253Q6lZGRoSVLlshisWjAgAHq3bu33njjDV100UWaNGmSV1m+5RYUFGjhwoWaMmWKJGnBggXq1KmTTpw4oalTp0qSMT8uLk52u13r16+Xy+VScnKyJPm9X7FihQ4cOKCJEycqPz/fbx9Wrlyp3NxchYWF6dprr9WWLVu0detWXXLJJbr88suNffMsOzExUXv27PHa9+rqKCMjQ6WlperQoYP69OmjFStWaMqUKUb9Biqjf//+2rZtmywWi0aNGqWoqCijvj3L9zwO8fHxWrJkiWJjY9WpUydjPUlGvbrbiG8ZNfHcbk37aLFYNHToUGNf6lK+5/F2H8+atuW5fGRkpDIyMuRwOGS1Wo3j7bmO3W7Xli1bZLVavfYnUJspLS2VzWbzqre61ktd69J3Xc9jX98y6hqH7/za3nuu5z6uda2T+iAJBoA27o033pAkZWVlSZLef/99LVmyRGVlZcrPz5d0+gu2rKxMkrRv3z59/vnnxvtHHnlE//nPfzR79mzZ7XYdOHBAkrRx40bZ7XZJ0q5du1RQUOC1Xc9pTz/9tJxOp7Zu3aqCggIlJSUpMzNT06dPV1ZWljIzM5WZmWnE43b06FHNmTNHc+fOVWZmpte8wsJCJSQkKC0tTdOnT5ck4/W0adMkSUuXLlVaWprX9qqqqrRkyRKjnHXr1hlftFlZWWrXrp1XWb7lumNxx+oZ15EjR4xp+fn5mjNnjhGDJKO+qnufnZ2t/Pz8gPvgtmfPHmPbubm52rFjh7FvnmW599lz32uqIzf3Hx35+flG/QYqwz1NkoqKijRt2jSjLM/yPbfhLtvNvZ4ko17ddedbRk08t1vbPnruS13K9zzensezum15Lu+uPzfP4+1ex13elVdeqeHDh/vF69tGfOutrvVS17r0Xbe+9dWQOHzn1/bedz2p7nVSHyTBbYjFYjFeL1q0yOuvyqbkcDiMnkiPTaKZedZ1cx7fpuR0OpWTk6PBgwczHKKFeX5Of/3rXys7O7tRPcGSNHv27GbpCb7ssstq7AmWpJkzZ1bbExwbG2v0ynm+lqSUlBTFxsb69QQfPXpURUVFAXuCU1JS/MryfD1z5sw69wS7Y4iOjvbq1fN9HxYW5tcT7LkP7du3r3NPsLvs6nqCA9VRVFRUtT3BvvXnLsO3J9izvj3L95weqCfYzV2vnj3BdeW73er20bcnuC58j3dt2/JcPjIyUlFRUX49wZ7rpKSkqFu3bl7n9OrajGdPcEPqpT4CfXYaqrY4fOfX9t5zPfdxrWud1IfF5eIHb+n0l3lWVpYSEhJa7Zd5SUmJJkyYIElKT0+XzWZrlu2UlpZq3LhxkqS05GMKD0J1lDml6RmdgxpDS/Pc5+Y8vk2pLXxuzlSen9O20l5aCu0SrQ1tsuk0ZV1ydwgAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA6PTW5DrFarevbsqYiIiDbxSF0AzcdqtWrgwIHGawBA/ZAEtyEWi0UzZsxQQkKCLBZLsMMBEEQWi0Xz5s0zXgMA6ockuI2xWCx84QGQRPILAI3BmGAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA63CcYNSpzWiS5grDdwK/PZKfrGgAAtASSYNRoxsazgh2CZmzsHOwQAADAGYbhEAAAADAdeoLhx2q1Kj09PdhhyOU6PQzDjI+GtVqtwQ4BAIAzGkkw/FgsFtlstmCHAQAA0GwYDgEAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADCd0GAHgNbF5XLJ4XA0+zYkyWKxNOt2WgOr1WqK/QQAoK0hCYYXh8OhcePGBTuMM0Z6erpsNluwwwAAAD4YDgEAAADToScY1SpJ+JVc7Zq4iTgrFJn9jiSpeMj1UkhY05bfCliqKhWR9XawwwAAADUgCUa1XO1CmzdJDQk7I5NgV7ADAAAAtWI4BAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2S4DbG5XLJ5eJOtECw8VkEgLaNJLgNcblcmj9/vmbOnMmXLxBELpdLqampSk1N5bMIAG0UT4xrQxwOh/bv32+8ttlswQ0IMCmHw6Hc3FzjNZ9FAGh76AkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOnwxLg2yuFwtKlyzepMr0+n06mysjKVlpYqJCQk2OG0mDP9uAKAGZAEtyEul8t4PXny5JbYYPNv40zU0scJQZWSkqKkpCR17NhR/fr1U+/evbVgwQJNmjRJ77//vr766ivdcsstateunXbt2qXy8nKdPHlSBw8e1B133KHQ0FAlJSWpuLhYr732mk6dOqWwsDB17dpVe/fu1U033aSdO3dq3bp1Kioqks1mU1hYmM4++2ydf/75OnHihC6//HJ98MEH2rt3r0JDQ3Xy5EldfPHF2rdvn44dO6a+fftq2LBhGjJkiJYsWaLzzjtPI0aM0LZt22SxWDR06FBt2rRJe/fuVffu3ZWXl6f8/HwNHz5c0dHR+uGHHzR16lRFRkYqIyNDFotFffr00cKFC414BwwYoOHDh2vPnj3q37+/tm/fLpfLpZiYGL366qu69dZbVV5e7rWvkjRlyhTl5+cb65SWlqqoqEhZWVlKSEhQ9+7dlZycrK+//lrz5s0zynEvf+rUKUmSzWZTYmKitm/frqqqKnXq1El2u10bN26Uw+GQ1WpVYmKi9uzZo6SkJEVFRamgoEBvvfWWYmNjVVZWpp07d+qmm27S119/rQMHDujyyy/Xhg0bNGXKFEVGRiozM1Px8fFGHY4dO1bFxcVasGCBevbsaey/Z/kLFy7Uz372M61evVpnn322YmJilJycLEnKzMxU//79jeMwatQoRUVF1drm7Ha7sa7ncTtx4oQmTpxo1Kfn8XUfF8/4JBkxTpkyRXFxcXXarnt9u92uFStW6MCBA5o6dari4uK8ynPXmW99uLdV07Y99zFQzO72c/PNNxvbcS8baJ1A8Qfa/7rE5FtufZfxXa64uLjGY2C3243PXaA2Emib1cUR6BjWFG9dy67rftdFTWW558XExDRqG24kwQDQCJWVldq8ebMkafXq1cYXy44dO1RWViZJeumllwKu+/TTT8vpdGr69OnKyspSZmam3zLffPON7HZ7wOmbNm2SJG3YsMFvmTVr1hivv/zyS3355ZfGl7x0OgFzby8pKSngthcuXGi8PnLkiBISEpSWliZJXmVJ0rp167R161bjy8tdXnh4uMrKyvToo4+qrKzMb193796t/Pz8gDHk5uZKOv3F9+6778putxvlBFrec9qVV16p/fv361//+pff/OnTp2vatGmaO3euXxme9e2u1/z8fGPfPfe7oqLCa1/c++9b/po1a7yOj/t1WlqaV8xFRUWaNm2a33HwtXTpUr913bKzs/3q0/3ad/8lGTHm5+drzpw5ddque333e+l0+5gzZ45Xee46860P97Zq2rbvPgaKWZIKCwuN7dS0n4HiD7T/dYnJt9z6LuO7nLsNVXcMPOs5UBsJtM3q4qjuGFYXb13Lrut+10VNZS1dulRvvPGGHn/88UZtw83ictHdJ53+Wdfd89Baf9YtKSnRhAkTJEmLFi2S1Wpt8m04HA6j97I48UYpJKxpN+CsUOS2N5uv/NbAYx+b6zi1Fk6nUzk5ORo8eHCr/dw0B8/Pibsnl57g1tcTPHDgQHqC6QmuNv5A+99cPcG+OQY9wdWra09wU+RrJMH/X1tLgtPT02Wz2Zp8G6WlpRo3bpwkkuAG89jH5jpOrUVb+Nw0B8/PyZl+jNsis7ZLtF60yabTlHXJ3SEAAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDqhwQ4AdWe1WtWzZ09FRESc0Y/iBVo7q9WqgQMHGq8BAG0PSXAbYrFYNGPGDCUkJMhisQQ7HMC0LBaL5s2bZ7wGALQ9JMFtjMVi4UsXaAX4HAJA28aYYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANNpFUnwyZMn9dhjj2nkyJEaNGiQJk2apOXLl9d5/dWrV+uGG25QYmKiEhISNH78eL377rvNGDEAAADaslZxd4jU1FTt2LFDs2bNUs+ePbVs2TLde++9qqqqUkpKSo3rvvLKK3ruued0/fXX6/bbb1dYWJi++eYbVVRUtFD0AAAAaGuCngRnZGRo06ZNeuaZZzRhwgRJ0qWXXqpDhw7p6aef1pVXXqmQkJCA6+bm5uq5557Tvffeq+nTpxvTf/rTn7ZI7AAAAGibgp4Er1q1Sh06dNDYsWO9pl999dWaNWuWsrOzlZiYGHDdt956S+3bt9eNN97YEqGajqWqUq6mLtRZEfj1GcRSVRnsEAAAQC2CngTv3btXvXv3Vmiodyj9+vUz5leXBGdmZqp3795auXKlXnjhBX333Xfq2rWrJk6cqN/97ndq3759s8d/JovIertZy4/MfqdZy28NHA5Hi27ParXyEAcAAOog6ElwYWGh4uPj/aZHR0cb86tz+PBhHT9+XI899pjuuece9e7dW5s3b1ZaWpq+//57PfPMM80VNlAnkydPbtHtpaeny2azteg2AQBoi4KeBEs1P360pnkul0snT57Us88+q/Hjx0s6PZ64tLRUr7/+un73u9/pvPPOa/J4z2RWq1Xp6ele0xwOR4sncwAAAM0p6ElwTExMwN7eoqIiSf/tEa5u3aNHj2rkyJFe00eNGqXXX39dO3fuJAmuJ4vFUmNP4vyRxxUe0uQjheutzCnN2NhZkjR/5DGFB7520hTKnBbN2HhWsMMAAKBNCXoS3LdvXy1btkyVlZVe44Lz8vIkSX369Kl23X79+uno0aN+012u00lau3at4jbIZ5TwEFerSzjDQ9TqYmpZwf+jBACAtiboWeKYMWN06tQpffLJJ17TFy1apG7dumnIkCHVrnvFFVdIktavX+81PSMjQ+3atdOgQYOaPmAAAAC0eUHvCU5OTtaIESM0e/ZslZSU6Nxzz9Xy5cu1YcMGzZkzx7hH8P3336/Fixdr1apViouLk3T6Nmrvvvuu/va3v+nEiRP6yU9+os8++0wLFizQ1KlTjeUAAAAAT0FPgiVp3rx5eu655/T888+rsLBQvXr18rrYTZKqqqrkdDqNoQ6SFBYWpldffVXPPvusXn75ZRUVFSkuLk6zZs3SLbfcEoxdAQAAQBvQKpLgjh076sEHH9SDDz5Y7TJPPvmknnzySb/pMTExevjhh/Xwww83Z4gAAAA4gwR9TDAAAADQ0kiCAQAAYDokwQAAADAdkuA2xOVyeV0YCAAtiXMQgDMJSXAb4XK5dM8992j+/Pl8CQFocS6XS6mpqUpNTeUcBOCM0CruDoHaORwO7dy503gdERER5IgAmInD4VBubq7xuqbHqwNAW0BPMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyfGtUEOh0MhISEtuj20DS19rJxOp8rKylRaWtqibRItj/MAgDMNSXAb4XK5jNdTpkwJYhxB2zSq4XlMJk+eHLxAYBqzZs1SZGSkoqKidPHFF2vBggW65JJLdO655yoxMVGfffaZ8vLy1LdvXw0fPlx79uxRUlKSoqKi9NVXX2nevHnq0qWLpk+frri4OH311VdKS0vT1KlTVVBQIIvFoqFDh2r79u3Kzc3Vhg0bNGrUKPXq1UsOh0M//PCDpk6dqsjISGVkZKiwsFDff/+9xowZo/T0dJWXl6uqqkr//ve/lZCQoNjYWPXp00dLlixRp06ddOLECa/1HQ6HrFarEhMTtWfPHsXHx2vJkiWKjY2Vy+XSwYMH1b17d+Xn5ys0NFS33HKLIiMjlZmZaeyXJNntdiOer7/+WqWlpSouLtZFF12k6OhouVwuWSwW43/3Nrdv3y6Xy6XExERt27ZNFotFffr00YoVKzR27Fjl5+d7baegoEALFy7UlClT/Opg2rRpioyM1MqVK7V//35NnDjRWF+SMjMz1b9/f79j8uKLLyoxMVFXXXWVsR1fdrtdmZmZio+P14oVKzRlyhTFxcV5LVNQUKAFCxaoe/fu6tSpk5KTk43teu6DZ3m+0z33z11+dcsGKst3e3a7XStXrtS3335r1M/69evlcrmUnJxc7f42l0D74jmtuLhYCxYs0HnnnaexY8fWqc5qq5/6xFLbsu7249sOfOd71n9GRoYsFotGjRrltc++x6Gh+9FQJMEAgHrZtWuX8Xrt2rVyOp06cOCAJCkpKUmZmZmSpFWrVmnr1q3KzMzU9OnTNW3aND388MMqKCiQJJ08eVJz5swxpuXl5clut/uVI0np6eleMRw5ckQJCQlKS0szpm3cuNFY3y03N1eSFBcXZ2y3uvXd2/Rd1ldRUZGxrnu/JGnp0qVe5bnt3r272rI899PztTuGzMxM5efne21n7ty5xnTffTh69KjXtOzsbGN9SUpLSzO243tMsrKyFBISYmzHl3v/3LHl5+drzpw5Xsu4Y3NzHw/fuvIsz3e65/65y69u2UBl+W7P87j41o/dbq92f5tLoH3xnJaVlWXUYUVFRZ3qrLb6qU8stS3rbj/x8fHKz883jpPv/ED1X1RUFPDz4j4ODd2PhiIJbiMsFovxeuHCherYsWOLbdvhcBg9jB5hoJXwPCaLFi2S1WptsW07nU7l5ORo8ODBDIc4w3meBy688MIG9QRL0kMPPeTVE+ye1tCe4KioqGp7gk+cOFFrT3BUVFSDe4JjY2ON/ZKklJQUI57m6Al2mzlzpldPsGcduHs627dvH7AnODY21qunzl3/7p7glJSUattASkqKYmNjvXoAfc2cOTNgT7BvXXmW5zvdc/9qW7a6+Z6vU1JS1L59e6+eYPfxcMfXkgLti+e0yy67zKsnuLZ1a5rekFhqWzZQT3Cg+Z71HxUVZfQEe5bnexwauh8NZXG5+IFbOv1lnpWVpYSEhFb5ZV5aWqpx48ZJkpYtW6aIiIigbDst+ZjCW0H1lDml6RmdJbWemILFsy7S09Nls9labNut/XODpuN5HmjpdlZftEu0NrTJptOUdcndIQAAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOjw2uY2wWq0aOHCgSkpKWvSxuAAg/fcc5H4NAG0dSXAbYbFYNHfuXGVlZclisQQ7HAAmY7FYNG/ePOM1ALR1JMFtiMVi4csHQNBw/gFwJmFMMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB3uE4x6KXNaJLmCHYbKnIFfm9HpYwIAAOqDJBj1MmPjWcEOwc+MjZ2DHQIAAGhjGA4BAAAA06EnGLWyWq1KT08Pdhh+XK7TwzJ4lOt/Wa3WYIcAAECbQBKMWlksFtlstmCHAQAA0GQYDgEAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADCd0GAHgNbN5XLJ4XC06PYkyWKxtNg2zwRWq5U6AwCgHkiCUSOHw6Fx48YFOwzUIj09XTabLdhhAADQZjAcAgAAAKZDTzDqrCThV3K1a8Ym46xQZPY7kqTiIddLIWHNt60zgKWqUhFZbwc7DAAA2iSSYNSZq11oyyWmIWEkwbVwBTsAAADaMIZDAAAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJbkNcLpdcLu4OC6Dlcf4BcKYhCW4jXC6X7rnnHs2fP58vIgAtyuVyKTU1VampqZx/AJwxeGJcG+FwOLRz507jdURERJAjAmAWDodDubm5xmubzRbkiACg8egJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDp8MS4NsjhcCgkJKTFtoXWL1jHyel0qqysTKWlpS3WJtHyOA8AOBPVKwkePXq0LBZLnZdfs2ZNvQNCYC6Xy3g9ZcqUYAURnO0iMI/jMXny5CAGAjOZM2eOysrKJElhYWEaMGCAYmNj9fLLL6tz585yOp1KSUnRqlWrNH36dEVERGjhwoVKTEzURx99pEmTJmn16tU6cuSIBgwYoMLCQp133nnq1KmThg4dqjVr1mjr1q1KSEhQeHi4Dhw4oNjYWB0+fFh9+/bV8OHDtWfPHnXq1EkLFizQ1KlTtW/fPuXl5SkmJka7d+9WUlKSevXqJUmy2+3KzMxUUlKSiouLtWDBAvXs2VO//OUvVVxc7BXbL37xC6Wnp2vgwIHq3r27kpOTJclYPyoqSna7XRkZGSosLNTu3bt14sQJJSYmKjw8XAcPHtQ555yjTp06KTk5WVFRUV4x9O/fX3v27DHKkqSCggKvmNzbi4+P18KFC3Xy5Emv790OHTro5ptvVlxcnAoKCrRw4UJNmTJFkZGRXttw/x8fH68VK1ZoypQpiouLk91u18qVK5WXl6fu3bvrxIkTmjp1qrF+fHy83n//fVksFmM7te2Dm2ddS9L69evlcrmMuvCMV5JX7L7LVleuZ51mZGTI4XDI5XLJZrN5Ha9Acdrtdq1fv16nTp2SzWZTYmKiPvvsM+Xl5alPnz4aMmSIUVfu+vDdz0CxBJruWV/btm2Ty+VSp06dvPbLsz7cxyZQ2Z6xV1dHdY3Ntz3XtF59y/Zs0577FaishuyLe1piYmLAGBuiXknwJZdc4vVh/Pzzz3X06FENHTpUXbt21dGjR7V9+3Z169ZNw4YNa7IgAQCtw9q1a73er1u3TuHh4SorK1N+fr4kaffu3XI6nfrhhx909tlnKzMzUx9//LHKysq0Y8cOI4nevXu3V1lJSUnKzMyUJOXm5vpte9WqVdq6dasyMzONRCMvL092u91rudzcXF155ZUaPny4li5dqrS0NE2fPl1ZWVlG+eXl5cZ7d2zbt2+X0+lUVlaWJBnlutefNm2aUZ4n3/1wrztt2jRJMtZx75+7LEmaO3euV0zu7cXHxxv16auwsFBz5swx1s3Pz1dCQoLXNtz/u8vJz8/XnDlzAsZ/5MgRY33P7bq3U9s+uHnWtXs/POvCM15JfrH71lugcn3r1LfO3dsNFKfvOp7tbdWqVcYfFp4x+e5noFgCTfetL0lGm3TzrA/PY1NT3VZXR3WNzV0/geol0Hbru9+B9qu6suq7L+5pd9xxh/r27RswzvqqVxL85JNPGq8XL16sbdu26ZNPPlGPHj2M6QUFBbr11lt1ySWXNEmAOM3zj4+FCxeqY8eOLbJdh8Px317GevwKgBbgcTwWLVokq9Xa4iE4nU7l5ORo8ODBDIc4g3meB0aPHt2meoJTUlIUGxurpKQkXXbZZV69rpdddlmdeoLd67vLi4qKqlNPsJs7Bs/eSbeZM2f69QTHxsbW2hPsXtezN9VzG4F6gt2xtG/fPmBPsHu7nj3BddkH32Xc86Kjo43ePt94Je+eYN9layrX8zgE6gmuLs6UlBRFR0fXuSfYd5vVxRJoumd9VdcT7Fsf1ZXtGXt1dVSf2ALVZXXbrW/ZgfarqfbFPS0xMVHffPNNtbHWh8Xlathv3OPHj9ddd92lCRMm+M1bsmSJXnzxRaWnpzc6wJbi/us/ISGhVX6Zl5aWaty4cZKkZcuWKSIiosW3W5x4oxQS1nwbc1YoctubLbOtM4FHfaWnp8tms7V8CK38c4Om4XkeCFZbqw/aJVob2mTTacq6bPDdIb777jtFRkYGnBcdHa2CgoIGBwUAAAA0pwYnwXFxcVq4cGHAee+9957XEAkAAACgNWnwLdJuv/123X///ZoyZYomTJigLl266Mcff9SyZcu0c+dOPfroo00ZJwAAANBkGpwEX3311ZJOXwXoecFc165d9cgjj+iaa65pfHQAAABAM2jUwzKuvvpqTZ48Wd98840KCwsVExOjXr161etewgAAAEBLa/QT4ywWi3r37t0UsQAAAAAtolFJ8Hfffad58+Zp8+bNKiwsVKdOnTR8+HDdfffdOvfcc5sqRgAAAKBJNTgJ3rdvn66//nqVlZXp0ksvVbdu3XTkyBGlp6dr3bp1WrBgAT3EAAAAaJUanAQ/99xziomJ0ZtvvqnY2Fhj+g8//KBf//rXmjt3rubNm9ckQQIAAABNqcH3Cc7MzFRqaqpXAiydfhzfb3/7W23ZsqXRweG/rFarBg4cqJ49ewbl8bgAzMt9/hk4cCDnHwBnjAb3BJeWliomJibgvE6dOsnhcDS0aARgsVg0d+5cZWVlcfcNAC3KYrEYv+xx/gFwpmhwT/D555+vpUuXBpy3fPly9erVq8FBITCLxcIXEICg4PwD4EzT4J7gG2+8UQ8++KCKi4s1efJkde3aVUePHtWSJUu0du1anhgHAACAVqvBSfCUKVN07Ngxvfjii8rIyJAkuVwuWa1W/f73v+eJcQAAAGi1GnWf4DvuuENTp07V9u3bjSfGDR06VJGRkU0VHwAAANDkGv3EuMjISI0aNaopYgEAAABaRKOSYJfLpR07dqigoEBlZWV+86+66qo6lXPy5EnNnTtX6enpKioqUq9evXT77bdr/Pjx9Yrnueee00svvaQ+ffpo2bJl9VoXAAAA5tHgJPjbb7/VXXfdpQMHDsjlcvnNt1gsdU6CU1NTtWPHDs2aNUs9e/bUsmXLdO+996qqqkopKSl1KmP37t169dVX1aVLl/rsBgAAAEyowUnwww8/rPLycj333HPq16+f2rdv36ByMjIytGnTJj3zzDOaMGGCJOnSSy/VoUOH9PTTT+vKK69USEhIjWVUVlbqz3/+s6677jp99dVXOnHiRINiAQAAgDk0OAnOycnRI488orFjxzYqgFWrVqlDhw5+5Vx99dWaNWuWsrOzlZiYWGMZr7zyioqKivT73/9ed955Z6PiQfUsVZXy7/NvQs6KwK8RkKWqMtghAADQZjU4Ce7QoYMiIiIaHcDevXvVu3dvhYZ6h9KvXz9jfk1J8Ndff60XX3xR8+fPV8eOHRsdD6oXkfV2i20rMvudFtvWmaA5n9BotVp5SAIA4IzT4CT46quv1rJlyxp9Z4jCwkLFx8f7TY+OjjbmV6eqqkr333+/rrjiCiUnJzcqDqAtmzx5crOVnZ6eLpvN1mzlAwAQDPVKgj/55BPjdb9+/bRs2TLdeeedGj16tGJiYvyWv+KKK+pUbk29TDXN+/e//60DBw7oxRdfrNN2UH9Wq1Xp6ele0xwOR7MmXQAAAM2tXknw7373O1ksFrlcLuP/goICrVu3zm9Zi8Wi3bt311pmTExMwN7eoqIiSf/tEfZ16NAhPf/885o1a5bCwsJkt9slnb5IrqqqSna7Xe3bt5fVaq37DsKPxWKpsRdw/sjjCg9p1pHCDVLmlGZs7CxJmj/ymMJrvrYSPsqcFs3YeFawwwAAoNnUKwl+4403mjyAvn37atmyZaqsrPQaF5yXlydJ6tOnT8D1Dh48KIfDoccee0yPPfaY3/ykpCTddNNNeuCBB5o8ZvxXeIir1SeY4SFq9TG2Pq3vDxsAAJpSvZLgSy65pMkDGDNmjN577z198sknuvLKK43pixYtUrdu3TRkyJCA611wwQUBk/LHH39cxcXFeuKJJxQbG9vk8QIAAKDta/CFcZdffrn+8Y9/qH///n7z8vLydNddd2nNmjW1lpOcnKwRI0Zo9uzZKikp0bnnnqvly5drw4YNmjNnjnGP4Pvvv1+LFy/WqlWrFBcXp6ioKA0bNsyvvKioKDmdzoDzAAAAAKkRSXBBQYHKy8sDzisrK9OhQ4fqXNa8efP03HPP6fnnn1dhYaF69eqlZ5991uuxyVVVVXI6nQGfTgcAAADUR4OT4JocPHiwXvfs7dixox588EE9+OCD1S7z5JNP6sknn6y1rDfffLPO2wUAAIA51SsJXrRokRYtWmS8nz17tt8DM8rKyrRnzx4lJSU1TYQAAABAE6tXElxaWqoTJ05IOn3rrOLiYlVUeD/eNiwsTFdeeaVSU1ObLkoAAACgCdUrCZ46daqmTp0qSRo9erTmzZsX8MI4AAAAoDVr8JjgtWvXNmUcqCOXy8XFgQBQB+7zZU1PHgVgXu0as3J5ebneeecd3Xvvvbrlllu0f/9+SdLq1at18ODBpogPHlwul+bPn6+ZM2eSCANADVwul+655x6lpqZyvgQQUIN7go8fP65f//rX2rt3r7p06aJjx47p5MmTkqQ1a9Zo48aNmj17dlPFCUkOh8P4Q8PhcNT4OGMAMLPy8nLt3LlTEudLAIE1uCd4zpw5stvt+uCDD7Ru3Tqvv7SHDRumzMzMJgkQAAAAaGoNToLXrVun3/3udxowYIDfeKvu3bvrhx9+aHRwAAAAQHNocBJcUlKiHj16BJxXWVkpp9PZ4KAAAACA5tTgJDg+Pl5ZWVkB5+Xk5Oj8889vaNEAAABAs2pwEpySkqK0tDStXr3aGA9ssViUk5OjN954Q5MmTWqyIAEAAICm1OC7Q0yfPl3btm3TjBkzFB0dLUm67bbbVFhYqJ/97Ge66aabmixIAAAAoCk1OAkOCwtTWlqaPv74Y3366ac6fvy4OnXqpMsuu0zjx49Xu3aNugUxAAAA0GwanARLp4c/jB8/XuPHj2+qeAAAAIBmV68kuD5DHCwWi15//fV6BwQAAAA0t3olwVu3blVERITOPvvs5ooHdeRwOEy5bbS8mo630+lUWVmZSktLFRIS0oJRAdVzOp0qLy8PdhgAWrl6JcHnnHOODh48qIiICF1zzTW68sor1aFDh+aKDT48n8o3efLkIEbyXx4h4QzieVxbS1sDGsrlcmnbtm36+9//rt69e2vXrl0KCQmR0+nUz372M0VFRem7775T9+7ddfz4cU2bNk2RkZFav369XC6XEhMTtXbtWm3ZskVDhgyRxWJRbm6ubrrpJp04cULt27fXP//5T/3kJz/Rzp07ZbVa1bNnT02fPl2RkZHKzMxUfHy8VqxYoSlTphhll5aWymazadSoUSouLtbChQs1duxY5eXlef3xabValZycrKioKNntdq1fv17Hjx/XN998o4qKCtlsNt1yyy2KjIxURkaGCgsL9d133+ncc89Vp06dNGrUKEVFRRnl2e12ZWZmqn///tq+fbtOnDihH374QZdffrnWrFmj2NhYderUSUOHDtWePXvUv39/7dmzx9iHsWPHau/evSotLfWLLxD39pKSkvziWLlypXbu3KmwsDDdfPPNRn15LusZ77Zt22SxWIzY4uPj9dFHH+n888/X8OHDveJ1/+8uyzMOSV7HoE+fPsbxiYuLCxi353v38appeUkqKCjQwoULjfOo3W7Xtm3b/OqiOoFidrlcXu0hIyNDDodDLpdLZWVl+uGHHzR16lQjrtqOQ6DtZGRkeNWzb10GWremZWrbr0D1GqgtNLV6JcGrVq3S1q1btXDhQj366KN6/PHHNW7cOF1zzTVKTExslgABAGis2bNny26368CBA17T33//fb9ljx49qoSEBKWlpUmSkpKSlJmZKUnKzc01lvvmm29kt9sVHh6usrIyr7L379+vkydPGuXEx8crPz9f+fn5XmVLUlFRkbKyspSZmanMzEzl5+f7xWS32zVt2jQtXbrUa13PMnzL9Zw3bdo04727DM/9kqQNGzbIbrcb793z3f/HxcWpoKAgYIzu+AJxb2/69OkB43ArLCw09sFz2UDx+sYknf612jNe9//usjzjkOS1bXc5+fn5mjNnTsC4Pd+7j1dNy0vS3LlzjeWuv/56LVu2TP/617/86qI61cVcW3s4cuSIEVdtx6Gm7VRXl4HWrWmZuuyXb70GagtNrd4Xxl1yySW65JJL9NBDD2np0qX68MMPNXXqVJ1//vm65pprdNVVV6lLly7NEavpeT6eetGiRbJarUGJw+FwGH/V+jwxG2cIz+NaU1tzOp3KycnR4MGDGQ6BVsPpdOqLL77Q7NmzJZ0+d86ePbvePcHR0dFN0hMcGxvr1xMcHR3t1RN82WWX1doTLJ2+R390dHS1PcFRUVEBe4I9paSkKDY2tsl7gqvj3p67189zevv27f16gn2X9Yy3oT3BgeLwPAaePcHVxe353n28alpekmbOnGn0BB89elQTJkxQjx49/OqirnXnbpOe7SEqKipgT3Bdj0OgeVFRUdX2BFe3bk3L1La9QPUaqC00NYvL1fgftPPy8vTOO+/o3Xff1ejRozVv3rymiK1FOZ1OZWVlKSEhodV+mZeUlGjChAmSpPT0dNlstqDEUVpaqnHjxkmS0pKPKbwVVleZU5qe0VlS642xNfOsv5raWlv43MB8nE6ntmzZovvvv19ScM+XgMS5sik1ZV02+ma++/bt06JFi7Ry5Uq5XC4elwwAAIBWr0H3CT558qSWL1+uDz74QNnZ2Tr33HN14403avLkyerevXtTxwgAAAA0qXolwZmZmVq4cKE++eQTuVwu/fKXv9SsWbN0ySWXNFd8AAAAQJOrVxJ84403KiIiQikpKRo/frwiIiIkSTt37gy4/IABAxofIQAAANDE6j0coqSkRO+//37A28q4uVwuWSwW7d69u1HBAQAAAM2hXknwE0880VxxAAAAAC2mXkkwT44CAADAmaDRt0gDAAAA2hqSYAAAAJhOg+4TjOBwP4ozIiIiaI9MBoC2oH379ho4cKAkcb4EEBBJcBtisVg0Y8YMJSQkyGKxBDscAGi1LBaL5s6dq5CQEM6XAAJiOEQbY7FYOKEDQB1wvgRQE5JgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2eGIdGKXNaJLmCHYafMmfg16ib08cVAIAzF0kwGmXGxrOCHUKtZmzsHOwQAABAK8NwCAAAAJgOPcGoN6vVqvT09GCHUSuX6/QwDYuFn/Ybw2q1BjsEAACaHEkw6s1ischmswU7DAAAgAZjOAQAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmEBjsAtA0ul0sOhyOo25cki8UStBjOdFarlfoFAJgGSTDqxOFwaNy4ccEOA80oPT1dNpst2GEAANAiGA4BAAAA06EnGPVWkvArudq1YNNxVigy+x1JUvGQ66WQsJbb9hnOUlWpiKy3gx0GAAAtjiQY9eZqFxq8RDQkjCS4CbmCHQAAAEHCcAgAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMFtlMvlksvFXV4BmBfnQQCNQRLcBrlcLqWmpio1NZUvAACmxHkQQGPxxLg2yOFwKDc313hts9mCHBEAtCzOgwAai55gAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOT4xr4xwOxxm1HQRPQ46x0+lUWVmZSktLFRIS0gxRAYFxTgLQWCTBbZDL5TJeT548ORgBtPw20TyC3ZaAJmC327V69Wo5HA65XC6VlpYqOztbubm56tChg1wul2w2mxITE7Vnzx71799f27dvl8vlUmJiot/rU6dOyWazKSYmRq+++qquv/567dmzR2PHjlV+fr769++vPXv2qFOnTlqwYIGmTp2qgoICr8TcarUqMTFR27ZtU2Fhob7//ntNmzZNkZGRyszMVFJSkqKiooz4169fb8TgWfb06dMVERGhhQsXauzYscrJydG3336rSZMmKT8/X0lJSSouLta///1vWSwWXXzxxXr99dfVsWNH3XXXXSooKNCJEyd08OBB9e3bV8OHD9dnn32m/fv3a+rUqZKkhQsX6mc/+5k2bNigKVOmKDIyUhkZGUbckyZNUl5ennbt2qUNGzboN7/5jcrLy7V3716de+656tSpk4YOHapNmzYZ06xWq1HvycnJkqSMjAxZLBaNGjVKkvzqwV0X7unVLeO5rLve+vbtqxUrVmjKlCmKi4urtSz3PPexdC/jGWOgbXqW625HpaWlstlsxjoFBQVauHChVyye627cuFGlpaXq0KGDhg4darRJdxye8fm2k+rqw263+8XuGYf7OLvbsGedeH4ekpOTje17toExY8Zow4YNfp8B37qty3H1LD9Qe6jpuLvLiYmJCXhs6oskGADQpn388cd6/fXX/aZv27bN631SUpLx5ZqZmek1zfe1JIWHh6usrExPP/20nE6ntm7dqoKCAmM595d5Xl6e7Ha73/Z9yzt69KgSEhKUlpam6dOna9q0aZKkpUuXKi0tzWsdd9k//PCDzj77bGVmZiozM1P5+fmSpOzsbBUUFGj69OnKysoytrN27Vo5nU5J0uzZs73iWrVqlbZu3Wose+TIEUmnE441a9bIbrcrPz/fiNEtJyfH2K4k/f3vf/fqjAm0r57cMbjLLCoqMt571oNnXUyfPr3aZXyXlaS4uDgVFBQoPz9fc+bMqbUs9zx33J7LuGMMtE3Pcn332b3O3LlzjWPljsVt2bJl+te//uVXb55xeMYXqJ0Eqg/PuggUhySvNuS5v577YbfbvbbvtnHjRtntdr/PgG/d1uW4+pbv2x6qK8NdzhtvvKHHH3884LGpL5LgNshisRivFy1aJKvV2uzbdDgc/+0p9Ng+2rhGtiWn06mcnBwNHjyY4RBoUZ7npPHjx6tLly5+PcFDhgxplT3BsbGxRo+XJKWkpCg6OrrBPcGXXXZZk/cER0VFNXlPcFRUlFfPn289uOvCc3qgZQLVm2dPcF3Kcs/z7dH0jbG67brX9e0JlqSZM2d69cB6mjBhgmJiYmrsCQ4Ue3XTPOf5xu4bR6CeYM/9cPcEe5ZX157g2o6Zb+yB4q3LcXeX01QsLt8/50zK6XQqKytLCQkJrfbL3B1jv379NGHCBElSenq6bDZbs2+7tLRU48aNkyQVJ94ohYQ1+zYNzgpFbnszONs+03nUbUPaUlv43ODM5HlO8m27tEu0NrTJptOUdcndIQAAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOjw2uQ2yWq0aOHCg8RoAzIbzIIDGIglugywWi+bNm2e8BgCz4TwIoLFIgtsoTvoAzI7zIIDGYEwwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRaxd0hTp48qblz5yo9PV1FRUXq1auXbr/9do0fP77G9T755BOtWLFCO3bs0OHDh9WlSxcNHTpUqamp6tmzZ8sEDwAAgDanVSTBqamp2rFjh2bNmqWePXtq2bJluvfee1VVVaWUlJRq10tLS1OXLl1055136pxzztH333+vl19+WZMnT9Z7772nPn36tOBeAAAAoK0IehKckZGhTZs26ZlnntGECRMkSZdeeqkOHTqkp59+WldeeaVCQkICrvvSSy+pc+fOXtMuvfRSXX755Xrttdf02GOPNXv8ZmSpqpSrJTforAj8Go1mqaoMdggAAARF0JPgVatWqUOHDho7dqzX9KuvvlqzZs1Sdna2EhMTA67rmwBLUvfu3dW9e3f98MMPzRIvpIist4O27cjsd4K27TOdw+Go9zpOp1NlZWUqLS2t9o/VurBarTz4AADQooKeBO/du1e9e/dWaKh3KP369TPmV5cEB3Lw4EEdOnRIY8aMadI4gTPd5MmTg7bt9PR02Wy2oG0fAGA+QU+CCwsLFR8f7zc9OjramF9XlZWVuv/++9WhQwfdfPPNTRQhpNM9denp6TUu43A4gppIAQAA1FXQk2Cp5ue/1/UnUpfLpQceeEBffvmlnn/+eZ199tlNFR50+jjUp6du/sjjCg9p0ZHD9VbmlGZsPD2kZv7IYwpv+K/5aIAyp0UzNp4V7DAAACYV9CQ4JiYmYG9vUVGRpP/2CNfEnQAvWbJETz75JEMhWoHwEFebSirDQ9Sm4j0ztO4/kgAAZ7agPyyjb9++2rdvnyorva9Sz8vLk6Rab3PmToA//PBDPfroo5o0aVKzxQoAAIAzQ9CT4DFjxujUqVP65JNPvKYvWrRI3bp105AhQ6pd1+Vy6cEHH9SHH36ohx9+WNdcc01zhwsAAIAzQNCHQyQnJ2vEiBGaPXu2SkpKdO6552r58uXasGGD5syZY9x26f7779fixYu1atUqxcXFSZIeffRRLVy4UNdcc4369u2rrKwso9z27dvrwgsvDMYuAQAAoJULehIsSfPmzdNzzz2n559/XoWFherVq5eeffZZr8cmV1VVyel0yuX67zjCTz/9VJL0wQcf6IMPPvAqMy4uTmvXrm2ZHQAAAECb0iqS4I4dO+rBBx/Ugw8+WO0yTz75pJ588kmvaSS5AAAAaIigjwkGAAAAWhpJMAAAAEyHJLiNcblcXuOiAQDguwGoP5LgNsTlcmn+/PmaOXMmJzsAgKTT3w2pqalKTU3luwGoh1ZxYRzqxuFwaP/+/cbr+jzGGABwZnI4HMrNzTVe890A1A09wQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA6PTW6jHA5HsEPw0xpjQttA20FTcjqdKisrU2lpqUJCQoIdTrPj8wM0DElwG+JyuYzXkydPDmIktfMIFQjIs4209vYMtBXu7wm73a7169fr+PHjOnjwoM455xxZLBZ9//33mjZtmiIjI5WZmamkpCRJUkZGhg4fPqzc3FzdddddioiI0GuvvSaXy6VbbrlFkvTaa69JksaNG6cNGzZoypQpkqQFCxYoNjZWkvTdd9+pb9++Gj58uLZt26bS0lI5HA4dPnxYU6dOVVxcXI3xFxQU6K233tJZZ52l48ePa9q0aZKkhQsXasqUKYqLizP2zeVyKTk52YjfYrFo1KhRioqKUkFBgbGOZ4ydOnXSqFGjJEmLFy/Wtm3bdM0112jNmjX68ccflZqaqn79+hnx2O12ZWRkqLS0VJJksVh05MgRbd26Vb/5zW9UWFjotV273a7MzEz1799fe/bsUf/+/bVt2za5XC516tTJKNNzGfcxWLx4sTZv3qzu3bvrV7/6lfLz8431LRaLhg4dqm3btsnhcMhqtSoxMdFY33Pb1b335Z4fHx+vJUuWKDY2VuHh4bJYLLLZbMY+BVrHHbP7OCQmJmrTpk06cOCAJk6cqLy8PKNevv/+e7344ou66KKLNHr0aK+Yq4vJs24C1WtMTEyN7aiuSIIBADjDLF26VGlpaQHnHT16VAkJCUpLS9P06dMlyWvZRx55RGeffbYyMzMlSUVFRZJkvN+yZYvsdrvy8/O9prutWrVKW7du9Zt+5MgRzZkzp8a4586d67Xe0aNHjW3k5+drzpw5Xvtmt9u94i8qKtK0adOMcgLF6N6fV199VZK0e/dulZWVGfv+n//8x1i2pnp89NFHjfXc23Uvn5SUZCSL7m1feeWVGj58uN8y7mPgGc/XX3+t/Px8r/U9X3u+nz59ute2q3vvyz0/Pj7eqCdP7n0KtI5vu/GMLTs72yivqKhIH3/8sQoKCpSVlaWcnByvmKuLqbp9S0pKUk5Ojh5//PGAx6S+SILbEIvFYrxetGiRrFZrEKPx53A4jB49j1CBgDzbSGtsz2i7nE6ncnJyNHjwYNMMh/jvuff0ByslJUXR0dE19gTHxsYaPXpRUVEt0hNcm5kzZ9bYE+y5b549wVFRUUbPo7uc2nqCnU5nwJ5gTykpKYqKiqpTT7B7+djY2Bp7gn2XcR8Dp9PZ4J5gz3Kre+/LPb+mnuDq1nGX6T4ONfUEX3zxxQF7gmuKybdufKc3FYvLxQ/X0unGl5WVpYSEhFZ70iwpKdGECRMkSenp6bLZbEGOyFtpaanGjRsnSUpLPqbw1lmNhjKnND2js6S2Ee+ZxrP+W2N7RtvVFs7nTcnz3MtnqXUyW5tsTk1Zl9wdAgAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmw2OT2xCr1aqePXsqIiKCR8wCACSd/m4YOHCg8RpA3ZAEtyEWi0UzZsxQQkKC8Xx4AIC5WSwWzZs3z3gNoG5IgtsYi8XCSQ4A4IXvBaD+GBMMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMh/sEo1mUOS2SXMEOo0ZlzsCv0TJOtxEAAIKDJBjNYsbGs4IdQr3M2Ng52CEAAIAWxHAIAAAAmA49wWgyVqtV6enpwQ6jXlyu00M2eORowzidTuXk5Gjw4MEKCQlpcDlWq7UJowIAoHYkwWgyFotFNpst2GGgBTmdToWHh8tmszUqCQYAoKUxHAIAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRCgx0A2i6XyyWHwxHsMKrlcrkkSRaLJciRnLmcTqfKyspUWlqqkJCQOq9ntVo5LgCAoCIJRoM5HA6NGzcu2GGgDUpPT5fNZgt2GAAAE2M4BAAAAEyHnmA0iZKEX8nVrhU1J2eFIrPfkSQVD7leCgkLckCwVFUqIuvtYIcBAIAkkmA0EVe70NabaIaEtd7YTMQV7AAAAPDAcAgAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMFtiMvlksvF3VYBwKz4HgCaDklwG+FyuXTPPfdo/vz5nAABwIRcLpdSU1OVmprK9wDQBHhiXBvhcDi0c+dO43VERESQIwIAtCSHw6Hc3Fzjtc1mC3JEQNtGTzAAAABMhyQYAAAApkMSDAAAANMhCQYAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIcnxrVBDodDISEhwQ5DDocj2CGgjaLtoDk5nU6VlZWptLS0VZwrmwqfG6BpkQS3EZ7PiZ8yZUoQI6kGz7FHbTzayOTJk4MYCND22e12ffbZZ4qPj9eCBQt07Ngx3XrrrTpx4oSSkpIkSR999JE2bNggSRo5cqSuuuoqRUVFyW63a8WKFTpw4ICmTp2quLg4o8z169fL5XKpb9++WrFihcaOHav8/HzFx8drxYoVSkxM1Lvvvqvo6Gidf/75ys/PlyRdeOGFGjFihPbs2aOkpCRFRUUZZa5YsUK7du3SqVOnVFhYqK5du6p///7q1KmT+vTpo48++khnnXWWDh48qPbt22vcuHFas2aNevbsqd69e+uNN97QRRddpNGjR2vPnj3q37+/13bsdrtWrlyp/fv3G/tTUFCghQsX+sU/ZcoUxcXFyW63KyMjQw6HQy6XSzabTTExMXr11VeVmpqqn/zkJ8rMzPTaliRlZmb67Z/vcu55vsdr8+bNKigo0GWXXea1TKD43eW6t5uRkSGLxaJRo0YF3PbatWu1ZcsWDRs2TKNHj9a2bdtUWFio77//XpMmTVJ+fn7AenMf7+TkZL+4PWPw3WZ1dbB9+3av9jNlyhRFRkbqo48+0pdffqm77rpL/fr1q3Eb7mPnPlZfffWV0tLSNH36dJ199tnKzMxUTExMgz43vkiCAQBoYz7++GO9/vrrio+PNxLR2bNny263a/r06ZKkf/3rX8byeXl5CgkJ0bRp07R06VKlpaVJko4cOaI5c+ZIktd0d7lbt25VQUGBkVh+/PHHKisrkyRt2rTJKH/dunXKzMxUZmampk+frmnTpvmV6RmLe113uZ62bNkiu90uSUaylpWVpZycHCNh8txOoP2ZO3euMjMzjfjd+5Ofn685c+YEjCs8PFxlZWWaPXu2rrvuOqWlpXltS5KRjPnun29MvpYtW6aFCxdKkoqLi72WCRS/e5rndiWpqKio2m1LUm5urlFPbjk5OcrPz6+x3ux2u1/cnjH4brOmOvA8rvn5+UpISDDa4iOPPKL//Oc/NW7Dfezcx+rhhx9WQUGBfvjhB40bN05vvPGGHn/8cb86bgiS4DbCYrEYrxcuXKiOHTsGMZrTHA7Hf3v0POIDAvJoI4sWLZLVag1iMDiTOZ1O5eTkaPDgwWfccAj3OXf8+PE699xza+wJrqqq8uoJTklJkSSlpKQoLCzM6Al2S0lJUXR0dJP0BHuWGRYW1mw9we5ttG/f3uhJlaSZM2dW2xPsXicqKqrGnuDY2Fi/bcXGxvrtX6DlfE2YMEFFRUU699xzddlll3nNCxS/u1x3eVFRUUZPcKBt17cn2Pd4Jycn+8XsG0Nt02rqCa6qqjJ6gmvbhvvYuY/VQw895NUTHBsbG7COG8LicvE7tnT6pJmVlaWEhIRWedIsLS3VuHHjJJ3+izIiIiLIEXnHVJx4oxQSFuSIPDgrFLntTUmtMDaz8jgm6enpstlsQQ4IZ6rWfj5vKM9zLp+htuVMbZPB0JR1yd0hAAAAYDokwQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwndBgB4C6sVqtGjhwoEpKSmS1WoMdDgCghbm/B9yvATQOSXAbYbFYNHfuXGVlZclisQQ7HABAC7NYLJo3b57xGkDjkAS3IRaLhRMfAJgY3wFA02FMMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOm0iiT45MmTeuyxxzRy5EgNGjRIkyZN0vLly+u07rFjx/SnP/1Jw4YN05AhQ3Tddddp8+bNzRwxAAAA2rJWcXeI1NRU7dixQ7NmzVLPnj21bNky3XvvvaqqqlJKSkq165WXl+vmm2+W3W7XAw88oM6dO+utt97Sb37zG/373//WJZdc0oJ7AQAAgLYi6ElwRkaGNm3apGeeeUYTJkyQJF166aU6dOiQnn76aV155ZUKCQkJuO7777+vvLw8vfPOOxo6dKgkadiwYZo0aZLmzJmj999/v8X2AwAAAG1H0JPgVatWqUOHDho7dqzX9KuvvlqzZs1Sdna2EhMTA667evVqnX/++UYCLEmhoaGaOHGinn32WR0+fFjdu3dv1vhxmqWqUq5gB+HJWRH4NYLGUlUZ7BAAADAEPQneu3evevfurdBQ71D69etnzK8uCd67d68uuugiv+me65IEt4yIrLeDHUK1IrPfCXYI8OFwOIIdQtBYrVYeeAAArUDQk+DCwkLFx8f7TY+Ojjbm17Sue7n6rgsgeCZPnhzsEIImPT1dNpst2GEAgOkFPQmWan4MZG09Jo1ZF41jtVqVnp7eqDIcDoepEyIAABAcQU+CY2JiAvbYFhUVSVLAnt6mWBeNZ7FYmrRHa/7I4woPaVUji5tEmVOasbGzJGn+yGMKD3ydJ85gZU6LZmw8K9hhAAA8BD0J7tu3r5YtW6bKykqvccF5eXmSpD59+tS4rns5T3VZF61PeIjrjE8Qw0N0xu8jAjnz/rgDgLYu6A/LGDNmjE6dOqVPPvnEa/qiRYvUrVs3DRkypMZ1v/nmG2VnZxvTKisrtWTJEg0ZMoSL4gAAABBQ0HuCk5OTNWLECM2ePVslJSU699xztXz5cm3YsEFz5swx7hF8//33a/HixVq1apXi4uIkSVOmTNGCBQt0zz33aNasWercubMWLFigb7/9Vv/+97+DuVsAAABoxYKeBEvSvHnz9Nxzz+n5559XYWGhevXqpWeffVbjx483lqmqqpLT6ZTL9d+fFdu3b6/XXntNc+bM0aOPPqrS0lJdcMEFSktL42lxAAAAqFarSII7duyoBx98UA8++GC1yzz55JN68skn/aZ36dJFTz31VHOGBwAAgDNM0McEAwAAAC2NJBgAAACmQxIMAAAA0yEJbkNcLpfXhYEAAMCcyAkajyS4jXC5XLrnnns0f/58Gj0AACbmcrmUmpqq1NRUcoJGaBV3h0DtHA6Hdu7cabyOiIgIckQAACAYHA6HcnNzjdc2my3IEbVN9AQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6ZAEAwAAwHR4Ylwb5HA4FBISEuwwmoTD4Qh2CECLos03P6fTqbKyMpWWlp4x50q0bU3dJjmPNA2S4DbC89ngU6ZMCWIkzYfHn+NM5dm2J0+eHLxAAJxxPv30U/Xu3VsrVqzQlClTFBkZqczMTCUlJUmSVqxYoQMHDmjq1KmKjIzUypUrtXPnToWFhWnKlCnKz89X//79tX37dpWWlkqSrFarkpOT9f333+vFF1/URRddpAEDBujFF19UcXGxxowZo5/97GdasWKFxo4dq/z8fCUlJSkqKkoFBQVasGCBOnXqpBMnThjbzcjIkMViUY8ePfTGG2+oT58+Onr0qFwulwYOHKjBgwfro48+0tlnn63w8HBZLBbZbDZj+QEDBshqterrr7/WxIkTm6TuSIIBAADaqKefflpxcXEqKChQfn6+EhISlJaWpunTp0uS0tLSJElHjhwx5rnt3r3bSGAzMzO9yrXb7fr4449VUFCgrKwsRUVFyW63S5L+85//6NNPP1VBQYG2bt2qgoICTZ8+XdOmTdPcuXO9yvLdrrucrKwsY5mMjAxjH3z5Lh8eHk4SbDYWi8V4vXDhQnXs2DGI0TQdh8Nh9Ix57CJwRvFs24sWLZLVag1eMCbgdDqVk5OjwYMHMxwCrUJTt0nP78777rtPvXr18uoJjo2NNXqCw8LCvHqC27dvX+ee4IsvvrhePcGSNHPmzIA9wVFRUU3WE9xULC4XP0JLpxtoVlaWEhISWuVJs7S0VOPGjZMkLVu2TBEREUGOqGl47lda8jGFt76qb7QypzQ9o7OkM3cfUTPPNpCeni6bzRbkiM5srf18DvNp6jbp+d1ptnNKU9Yld4cAAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOnw2OQ2wmq1auDAgSopKeGRqwAAmJg7J3C/RsOQBLcRFotFc+fOVVZWliwWS7DDAQAAQWKxWDRv3jzjNRqGJLgNsVgsNHYAAEA+0AQYEwwAAADTIQkGAACA6ZAEAwAAwHRIggEAAGA6JMEAAAAwHZJgAAAAmA5JMAAAAEyH+wSj1ShzWiS5gh1GkytzBn4N8zjdtgEArQlJMFqNGRvPCnYIzW7Gxs7BDgEAAIjhEAAAADAheoIRVFarVenp6cEOo9m5XKeHeZxpj7l0Op3KycnR4MGDFRISEuxw2gSr1RrsEAAAIglGkFksFtlstmCHgQZyOp0KDw+XzWYjCQYAtCkMhwAAAIDpkAQDAADAdEiCAQAAYDokwQAAADAdkmAAAACYDkkwAAAATIckGAAAAKZDEgwAAADTIQkGAACA6fDEuP/P/Vhbp9MZ5Eiq546tNccIc6FNojWiXaK1oU02HXcduvO2xrC4mqKUM0B5ebl27NgR7DAAAABQi0GDBql9+/aNKoMk+P+rqqpSZWWl2rVrJ4vFEuxwAAAA4MPlcqmqqkqhoaFq165xo3pJggEAAGA6XBgHAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYAAAAJgOSTAAAABMh8cmtwEnT57U3LlzlZ6erqKiIvXq1Uu33367xo8fH+zQYAIlJSV64YUXtGfPHu3atUsnTpzQjBkzlJqa6rfszp07NWfOHGVnZyskJESXXnqp7rvvPp1zzjlBiBxnos2bN2vJkiXavn27fvjhB0VGRmrgwIG6++67NXDgQK9laY9oKbt379Zzzz2nvLw8HT9+XFarVeeff76mTp2qSZMmeS1Lu2w96AluA1JTU7V48WLNmDFDaWlpGjRokO69914tXbo02KHBBAoLC/Xee++pvLxcY8aMqXa5ffv26cYbb1RFRYXmzp2rxx9/XPv379fUqVN1/PjxFowYZ7K3335bBQUFuummm/TKK6/ogQce0PHjx3Xddddp8+bNxnK0R7Qku92u2NhY/f73v9crr7yip556SnFxcfrf//1fvfDCC8ZytMtWxoVWbd26da6+ffu6li5d6jX9lltucY0cOdJVWVkZpMhgFlVVVa6qqiqXy+VyHTt2zNW3b1/X888/77fc7373O9ewYcNcxcXFxrT8/HzXgAEDXE8//XSLxYsz248//ug3raSkxDV8+HDXr3/9a2Ma7RGtwbXXXutKTk423tMuWxd6glu5VatWqUOHDho7dqzX9KuvvlpHjhxRdnZ2kCKDWVgsFlkslhqXqays1Lp163TFFVcoIiLCmB4XF6dhw4Zp9erVzR0mTKJz585+0zp27KjevXvr+++/l0R7ROvRqVMnhYSESKJdtkYkwa3c3r171bt3b4WGeg/f7tevnzEfCLbvvvtODofDaJee+vbtqwMHDqisrCwIkcEMiouLtWvXLvXp00cS7RHBU1VVpcrKSh0/flxvvfWWNm7cqOnTp0uiXbZGXBjXyhUWFio+Pt5venR0tDEfCDZ3O4yJifGbFxMTI5fLpaKiInXr1q1lA4Mp/O1vf1NpaanuvPNOSbRHBM/s2bP17rvvSpLCwsL0wAMP6Prrr5dEu2yNSILbgJp+iq7tZ2qgJdFW0dLmzp2rpUuX6i9/+Yvf3SFoj2hpd955p6699lodP35ca9eu1SOPPKLS0lLddtttxjK0y9aDJLiVi4mJCdjbW1RUJOm/PcJAMLl7Nk6cOOE3r7CwUBaLRVFRUS0cFc508+fP14svvqjf//73uuGGG4zptEcES48ePdSjRw9JUnJysiTp2Wef1eTJk2mXrRBjglu5vn37at++faqsrPSanpeXJ0nGGDggmM4991xZrVajXXrKy8vTeeedp/Dw8CBEhjPV/PnzNW/ePKWmphrDINxoj2gtBg8erMrKSh08eJB22QqRBLdyY8aM0alTp/TJJ594TV+0aJG6deumIUOGBCky4L9CQ0P185//XKtWrVJJSYkx/dChQ9qyZYt+8YtfBDE6nGn+8Y9/aN68ebrrrrs0Y8YMv/m0R7QWW7ZsUbt27XTOOefQLlshi8vlcgU7CNTs1ltvVW5urv7whz/o3HPP1fLly/Xee+9pzpw5mjhxYrDDgwlkZGSotLRUJ0+e1P3336+xY8dq3Lhxkk7/5Gez2bRv3z5NmTJFAwYM0PTp01VeXq7nn39ehYWF+uijj3TWWWcFeS9wJnj11Vf11FNP6Wc/+1nABDghIUGSaI9oUX/5y18UERGhQYMGqUuXLjpx4oRWrFihjz/+WLfddpv+93//VxLtsrUhCW4DTp48qeeee04rVqxQYWGhevXqpTvuuIPHJqPFjB49WgUFBQHnrVmzxriDSW5urv7v//5PWVlZXo8DPffcc1syXJzBbrzxRm3durXa+V999ZXxmvaIlvLBBx/oww8/1L59+1RcXKwOHTqof//+mjJlit9jk2mXrQdJMAAAAEyHMcEAAAAwHZJgAAAAmA5JMAAAAEyHJBgAAACmQxIMAAAA0yEJBgAAgOmQBAMAAMB0SIIBAABgOiTBAAAAMB2SYADAGen3v/+9hg8frsTERKWkpOjTTz8NdkgAWhEemwwAOCPt3btX5513ntq3b6+cnBzdcsstWr16tTp16hTs0AC0AvQEAwDOSH369FH79u0lSSEhIaqoqNDhw4eDHBWA1iI02AEAQENkZ2frlVde0c6dO/Xjjz8qKipK55xzjoYOHao//elPkqQPP/xQf/7zn4112rdvr6ioKPXq1UsjR47UlClT1LlzZ69yG7JOS3DHtWbNGsXHx7f49mvzpz/9SYsWLZJ0OvlctmyZJKmkpEQvvPCC9uzZo127dunEiROaMWOGUlNTA5Zz8uRJzZ07V+np6SoqKlKvXr10++23a/z48Q2Ka9asWfrkk09UXl6u5ORk9evXz5i3evVq3X333cb7hQsXatCgQQ3aDoC2hyQYQJuzbt063XXXXbrkkkv0xz/+UV27dtXRo0eVm5ur5cuXG0mw2xNPPKFevXqpsrJSx44d05dffqm0tDS9+uqreu655zR8+HC/bTRkHbPr2rWr5s+fL6vVakwrLCzUe++9p/79+2vMmDF6//33aywjNTVVO3bs0KxZs9SzZ08tW7ZM9957r6qqqpSSklLvmJ555hlVVlbq888/1759+2SxWIx5SUlJevfdd7Vu3Tq9+OKL9S4bQNtGEgygzfnnP/+p+Ph4/etf/1Jo6H9PY+PHj/9/7d15XFXlvsfxz2aeZFIQRxQMVEYxQBAEKVO6Jg6paIHllImZoOZAnrLTST05JYiWchFNzVRwSDNyoPKKUKknOhyVzFOKKQiCA4qw2fcPLuu6BQWHDiC/9+vFK/azpt9a8tp997Of9SxmzpxZY/2nnnpKq4evf//+vPLKK4wePZopU6aQlpZGq1atHnmb5s7AwABPT0+ttnbt2vH999+jUqkoKiq6bwj+5ptv+J//+R+WLFnCwIEDAejVqxcXLlzg73//O88//zy6urqMGTOGY8eO1bqPcePGMW3aNK02PT09AgIC2LBhA506dSIoKAgACwsLPD09+fXXXx/+pIUQTZaMCRZCNDnFxcVYWVlpBeBqOjr1e1tr27Yts2bN4saNG3z22WePdZv9+/fj7OxMRkZGjWWbNm3C2dmZkydPAvDbb78xZ84cnnvuOTw8PAgMDGTSpEmcOnWqznpmz55NSEhIjfa4uDitr/0B/v3vfzN9+nT8/PxwdXUlNDSUjRs31ti2qKiIefPmERQUhKurK7169SI8PJwjR47UWU9tVCqVVu/r/Xz99deYmJgwYMAArfahQ4eSn5/PP/7xDwCSk5PJzs6u9efuAHwntVrNb7/99lDnIYR48khPsBCiyfH09GTr1q28//77vPDCC3Tv3h19ff0H3k9QUBC6urr88MMPj3Wb4OBgWrZsyfbt2/Hz89NalpqaiouLC127dgUgPz8fS0tLpk+fjrW1NSUlJaSmpjJixAhSU1NxcHB44PO62y+//EJ4eDht2rRh1qxZ2NjYcPjwYd5//31ljG61mTNnkpOTQ3R0NJ06deLq1avk5ORQXFz8yHXUJTc3F0dHxxofbqoDfW5uLl5eXvXaV0FBAceOHSMwMBADAwPS0tLIzMxkxowZj71uIUTTJCFYCNHkTJ8+nV9//ZUNGzawYcMG9PX1cXV1JSQkhJdeeglTU9N67cfExAQrKyvy8/Prfez6bKOnp8egQYPYvHkz165do0WLFgCcOXOGn376iXnz5inrent74+3trbxWq9UEBQUxcOBAtmzZonWT3sNasGABpqambN68GTMzMwB69+7N7du3+eSTT4iIiMDCwgKAY8eOMXz4cEaMGKFs/+yzzz5yDfVRXFxc601/1bU9aBBPTk5m7ty5qFQq7O3tWb58ufLhQwghJAQLIZocKysrNm3aRHZ2NhkZGfz8889kZWWxZMkSPvvsM7Zt24a1tXW99vUwU6XXZ5thw4aRlJTE3r17GTlyJADbt2/HwMBAGe8KUFFRwdq1a9m1axe///475eXlyrIzZ848cG13Kysr4+jRo4waNQojIyMqKiqUZX369OHTTz/lxIkTyjhZd3d3UlNTsbS0xN/fHxcXl4fqZX9Y9xs6Ud9hFVB1k96mTZseR0lCiCeUhGAhRJPl5uam3LxWXl7O4sWLWbduHWvXruWtt96qc/vS0lKKi4txcnKq9zHru031jXUpKSmMHDkStVrNrl27eOaZZ7C0tFTWW7hwIRs3bmTChAl4e3tjYWGBSqXi7bffpqysrN513UtxcTEVFRVKr3ltrly5ovy+bNkyVq1axbZt2/joo48wMTGhX79+yiwcfyZLS8tae3tLSkqA/+8RFkKIx0FCsBDiiaCvr8+UKVNYt24dubm59domPT0dtVqNj49PvY/zINsMHTqU+fPnc+bMGc6dO0dBQQFDhw7VWmfXrl0MHjyYmJgYrfYrV65gbm5+3/0bGBhw+/btGu13hlpzc3N0dXUJCwtj9OjRte7nziEI1tbWxMbGEhsby4ULFzh48CBLliyhsLCQxMTEOs/5UTg5OfHFF19QUVGhNS749OnTQNUHCyGEeFxkdgghRJNzr/G41cMHbG1t69xH9bRbLVq0IDw8vF7HfdBtBg4ciKGhISkpKaSkpNC6dWsCAgK01lGpVDWGG6Snp9fryWbt27ensLCQy5cvK223b9/m8OHDymtjY2N8fX3JycnB2dlZ6T2/8+dejxFu27YtL7/8Mv7+/uTk5NRZz6N69tlnKS0tJS0tTas9NTUVW1tbPDw8/vQahBDNh/QECyGanHHjxmFnZ0ffvn1xcHBAo9Hwr3/9i//+7//GxMSEyMhIrfVzc3NRq9VUVFRQVFTEDz/8QEpKCrq6usTHx9c6fvhhtrmbubk5/fr1IzU1latXrzJu3LgaU7gFBwcrs0A4Ozvzz3/+k8TEROzs7Orcf2hoKCtWrCA6Oprx48dTVlbGhg0bUKvVWuvFxsYyevRoXnrpJUaNGkW7du24ceMGv//+OwcPHmT9+vUAXLt2jcjISAYOHIiDgwOmpqZkZ2fz3Xff0a9fvzrruZdvvvmGmzdvcuPGDaBqtop9+/YBVbNtGBsbK7/37t2bd999l+vXr9OxY0f27NnDd999x4cffoiuru5D1yCEEHeTECyEaHJef/11Dhw4QHJyMvn5+ZSXl2NjY4O/vz+vvfYajo6OWutXz7Cgr6+Pubk5jo6OTJgwgeHDh98zzD7MNrUZOnSo8gjhIUOG1FgeGxuLnp4en3zyCaWlpXTv3p24uDg++uijOvfdoUMHVq5cybJly5g6dSo2Nja8+uqrFBUVER8fr6zXpUsXUlJSSEhIYPny5RQVFdGiRQvs7e2VG+IADA0NcXd3Z+fOneTl5VFRUUGbNm2YMGEC48ePr/c5323+/Pnk5eUpr/ft26eE4LsfAx0XF8eyZctYsWIFxcXFODg4sHTp0od+bLIQQtyLSvMwt0YLIYQQd5g9ezZZWVmkpaWhUqmaRK+tRqNBrVazY8cOYmNj2bZtm9ZTAoUQTzbpCRZCCPFY5OXl4eLiwlNPPaX0fjdmBw4cICoqqqHLEEI0EOkJFkII8cjOnz+vzEphZGTUJGZyuHr1qtZjlLt06aKMTxZCPPkkBAshhBBCiGZHpkgTQgghhBDNjoRgIYQQQgjR7EgIFkIIIYQQzY6EYCGEEEII0exICBZCCCGEEM2OzBMsRBOnVqspLy9v6DKEEI2Uvr5+k3h4iRD/aRKChWiiNBoNFy9epKSkBJnpUAhxLyqVCgsLC+zs7FCpVA1djhCNhoRgIZqokpISiouLsbGxwdTUVP7nJoSoQaPRcOPGDQoKCjA2NsbS0rKhSxKi0ZAQLEQTpNFoyM/Px9zcnFatWjV0OUKIRszY2JiysjLy8/OxsLCQD8xC/B+5MU6IJkitVqNWqzE3N2/oUoQQTYC5ubnyviGEqCIhWIgmqKKiAgA9PfkyRwhRt+r3iur3DiGEhGAhmjT5WlMIUR/yXiFETdKNJMQTRq1WN4rZIlQqlUzLJIQQotGSECzEE0StVjP0xeGUXClq6FKwsLImZdtWCcJCCCEaJQnBQjxBNBoNJVeKuOYVCaoGHO2kqYRj6x+4R3rfvn28+eabLFu2jOeff15r2aBBgzh16hRr164lMDBQa9mzzz5LixYtSE1NrfexZs+eTVZWFgcPHnygGgHi4uKIj48nIyMDa2vr+667evVqunTpwrPPPvvAx7mf8+fP88wzz7BgwQKGDh16z/UyMzOJjIxUXuvo6GBhYYGnpydRUVG4ubk91rrqKyUlhTlz5nDgwAHat2/fIDXcqfp61sbFxYWUlJT/cEV12717N4WFhbzyyisNXYoQTZKEYCGeRCod0GnAEFz5cJv5+PigUqk4evSoVgguLi7m9OnTmJiYkJmZqRWCL168yLlz53j11Vcf6FiTJ0/WCod/lo8//pj+/fs/9hD8oGJiYvD19aWiooKcnBxWrlxJREQEO3bsoFOnTg1aW2MSERHBwIEDtdpMTEwaqJr7++KLL8jNzZUQLMRDkhAshGg0rK2teeqpp8jKytJq//7779HT02PYsGFkZmZqLTt69CgAvr6+D3Ssjh07PlqxTYy9vT2enp4APP3005ibmzNr1ix27drF1KlTG7a4RqRNmzbKdXqcysvLUalUMqOLEI2IzA4hhGhUfH19OXv2LPn5+UpbZmYmrq6uBAUF8c9//pPr168ry7KystDV1eXpp58GqoaEbNy4kbCwMNzd3fH29mbq1KmcO3dO6zizZ88mJCREq+3q1avMnTsXHx8fevTowcSJEzl37hzOzs7ExcXVqLWwsJCYmBh69uyJv78/c+bM4dq1a8pyZ2dnSktLSU1NxdnZGWdnZyIiIpTlBQUF/OUvf6FPnz64uroSEhJCfHx8jWmsLl26xJtvvkmPHj3o2bMn06ZN4/Llyw9xdf+fq6srQI39xMfHM3z4cHx8fPDy8mLIkCFs3bq1xtCWkJAQXnvtNb799luGDBmCu7s7AwYMYNu2bTWOdeLECcLDw3FzcyMgIIAlS5bUOlVXZWUla9asYcCAAbi6uuLn58dbb73FxYsXtdar7q09fvw44eHhuLu7ExISwvbt2wFIT09nyJAheHh48MILL/Dtt98+0rW60+nTp3n99dfx9vbGzc2NsLCwGsNwMjMzcXZ2ZseOHSxcuJDAwEDc3Nz47bffADhy5AhjxozBy8sLDw8PwsPDycjI0NpHUVER8+bNIygoCFdXV3r16kV4eDhHjhxRrkF6ejp5eXnK35azs/NjO08hmgP5SCqEaFR69erFhg0byMrKUr6WzszMpG/fvnh5eaFSqfjxxx8JCgpSlnXv3p0WLVoA8Je//IXU1FQiIiKYMWMGJSUlrFy5kvDwcHbu3HnPJ+xVVlYyadIkfv75Z6ZMmYKLiwvHjx9n/Pjx96z1jTfe4Pnnn+fFF1/k9OnTLFmyBIAFCxYAsGXLFsaMGYOvry+TJ08GwMzMDKgKwMOHD0dHR4eoqCg6duzI8ePHWbVqFXl5eco+bt26xauvvkp+fj7Tp0+nU6dOpKenEx0d/UjX+fz58wB07txZqz0vL4+RI0fStm1boCrAvv/++1y6dIkpU6ZorXvy5EkWLVrEhAkTaNWqFVu3biU2NhZ7e3u8vb0B+OWXX3jllVdo164dCxcuxMjIiE2bNvHFF1/UqOndd99ly5YtvPzyywQHB5OXl8dHH31EVlYWKSkpWuOvCwoKmDNnDuPHj8fOzo5PP/2UuXPn8scff/DVV18xadIkzMzMSEhIICoqiv3799O6des6r0tlZWWNgK6rq4tKpeLXX38lPDycli1bEhsbi5WVFbt27WL27NlcvnyZCRMmaG23dOlSPD09mT9/Pjo6OrRs2ZKdO3cya9YsnnnmGRYtWoSenh5btmxh3LhxJCYm4ufnB8DMmTPJyckhOjqaTp06cfXqVXJyciguLgbgnXfeYd68eZw7d474+Pg6z0sIUZOEYCFEo+Lt7Y2Ojo4Sgq9cuUJubi5vvfUWpqamdO/enaNHjxIUFMQff/zB+fPnGTBgAFAV2D7//HNmz56tNUb46aefpn///iQlJTFz5sxaj/vdd9/x448/8u677zJq1CgAevfujYGBgRJu7/biiy8qIdnf35/ffvuN7du388EHH6BSqfD09ERHRwdra+saX7HHxcVRUlLCnj17lMDp5+eHkZERixYtYty4cXTp0oXU1FTOnDlDQkKCcuNWQEAAZWVlfP755/W+rtXhrnpM8MKFC+nSpQvDhg3TWq86fFdv4+Pjg0ajYf369URFRWnNN3vlyhU2b96s1O/t7c3Ro0fZvXu3EoJXrlyJRqMhOTlZ+QASHBxcY9ztmTNn2LJlC6NHj2bevHlKe/fu3Rk+fDjJyclawb+4uJjExESlR9vV1RV/f3/WrFlDWlqaEnhbt25NWFgYaWlpWr3w97J48WIWL16s1ZaUlIS/vz/x8fGUl5ezfv162rRpA0BQUBBXr15VPmhVfxiDqiE3K1asUF7fvHmTDz74gODgYFauXKm0BwUFMWTIEJYuXcrWrVsBOHbsGMOHD2fEiBHKeneOK+/SpQvm5uYYGBj8KcM3hGgOZDiEEKJRsbCwoGvXrsrY3++//x5dXV28vLyAqqBVvaz6v9XjgQ8dOoRKpWLQoEFK4KuoqKBVq1Z07dq1xljjO1UvCw0N1Wr/r//6r3tuc/dwCmdnZ8rKyigsLKzzPNPT0/H19cXW1lar1j59+mjVk5mZiampaY2ZC+4OkXWJjo7GxcUFDw8PRo0axfXr1/n4449rPHo7IyODV155hZ49e9KtWzdcXFxYsWIFxcXFNc6rW7duSgAGMDQ0pFOnTly4cEFpy8zMxM/PT6sHXldXt8bsH9X/lkOGDNFqd3d3x9HRscZwARsbGyUAA1haWmJtbU23bt20enwdHBwAtGq6n8jISLZt26b14+7uDlSNP/fz81MCcLUhQ4Zw8+ZNjh8/rtX+3HPPab0+fvw4xcXFDBkyROvfvLKyksDAQLKzsyktLVXOOzU1lYSEBE6cOEF5eXm96hdC1J/0BAshGh1fX1+SkpK4dOkSmZmZuLi4YGpqClTNIJGUlMS1a9fIzMxET0+Pnj17AlVjdDUaDf7+/rXut0OHDvc8ZnFxMXp6elhaWmq132v4BFBjXQMDA6BqCENdCgsLOXToEC4uLrUuv3LlilJXbTXcr67azJgxg169enHr1i0OHz7MJ598QlRUFFu3blXq/umnnxg3bhw+Pj789a9/xc7ODn19ffbv38/q1atrnNfd5w9V16CsrEx5Xd/6q7/mt7W1rbGura1tjRB7r2NbWFjUaAO0arofOzu7e04bV1xcjI2NTa31VS+/093rVo+/vt+NiCUlJZiYmLBs2TJWrVrFtm3b+OijjzAxMaFfv37MnDmz1hqEEA9OQrAQotGpDsFZWVlkZWUpvaOAEni///57MjMzcXNzUwKylZUVKpWKjRs3KuHnTrW1VbO0tKSiooLi4mKtgFVQUPCYzkqblZUVzs7OTJs2rdbl1cHK0tKSn376qcbyB70xrkOHDkq48/b2xsjIiOXLl7NhwwbGjRsHwJ49e9DT0+Pjjz/G0NBQ2Xb//v0PdKw7WVpa1lrr3W3V1zw/Px87OzutZfn5+VhZWT10DY+LpaVlrX8P1Tdx3l3j3Y8qrl4+b948PDw8aj1Gy5YtgaqZUmJjY4mNjeXChQscPHiQJUuWUFhYSGJi4iOfixBChkMIIRohb29vdHV1+eqrr8jNzcXHx0dZ1qJFC7p168aOHTvIy8vTmhotODgYjUbDpUuXcHNzq/Fzv7vnq4+xd+9erfa7Xz8oAwODWnuGg4ODOX36NB07dqy11uqv9H19fblx4wYHDhzQ2r62G8sexPjx47G3t+eTTz5RZtuoftS1zh1zTN+6dYtdu3Y99HF8fX3JyMjQCr1qtbrGde3VqxdAjWP99NNPnDlzRlnekPz8/Dh69CiXLl3Sat+5cyfGxsZ1js318vLC3NycX375pdZ/czc3t1o/qLVt25aXX34Zf39/cnJylPZ7/W0JIepHeoKFeBJpKh/6gRWP7fiPwMzMjO7du7N//350dHSU3t9q3t7eJCcnA9rzA/fs2ZORI0cyd+5cfv75Z7y9vTE2NqagoIAff/wRJycnRo8eXesxAwMD8fLyYtGiRVy/fh1XV1eOHz/Ozp07gZq9evXl5OSkPJnOxsYGU1NTHBwcmDp1KkeOHCE8PJyIiAg6d+7M7du3OX/+PN9++y3z58/Hzs6OwYMHs27dOmbNmkV0dDT29vZ88803HD58+KHqqaavr090dDTTpk1j/fr1TJ48maCgIJKSkpg+fTojR45Ubj67Xw96XV5//XUOHjzImDFjiIqKwsjIiI0bN3Lz5k2t9RwcHBg5ciSffvopOjo69OnTR5kdok2bNo3igRBRUVEcOnSIyMhIoqKisLCwYPfu3aSnpzNz5kytm+JqY2pqyttvv83s2bMpKSmhf//+tGzZkqKiIk6ePElRURHz58/n2rVrREZGMnDgQBwcHDA1NSU7O5vvvvuOfv36KftzcnIiLS2NTZs24erqikqlarAnAArRFEkIFuIJolKpsLCyhmPrG7oULKysHzo4QlW4zc7Oplu3bsq0YtW8vb1Zt24d+vr69OjRQ2vZe++9h4eHB1u2bGHz5s1UVlZia2uLl5eXcoNTbXR0dFi9ejULFy5kzZo1lJeX4+XlxYcffsiIESNq3EBWX7GxscyfP5+YmBhu3ryJj48PGzZswNbWlm3btpGQkEBiYiKXLl3C1NSUdu3aERgYqBzP2NiY9evX87e//Y3FixejUqkICAhg6dKlhIeHP1RN1UJDQ0lKSmLdunVERETg5+fHBx98wJo1a5g0aRKtW7dmxIgRylfzD8PJyYmkpCQWLVrErFmzsLCwYNCgQfTv319rFgiomiKtQ4cObNu2jU2bNmFmZkZgYCDTp09vFMMhHBwc+Oyzz1i6dCnvvfcet27dwtHRsc5HV98pLCyMtm3bsnbtWt555x1u3Lih3NBXfVOgoaEh7u7u7Ny5k7y8PCoqKmjTpg0TJkzQmrIvMjKS3Nxcli1bxrVr19BoNJw6depPOXchnkQqzd0zoAshGr1bt25x9uxZOnfujJGRkdYytVpd48EGDaH6q/Wmbvfu3cyYMYPNmzcrM1QI0dTc7z1DiOZKeoKFeMI8CcGzoXzxxRdcunQJJycndHR0OHHiBImJiXh7e0sAFkKIJ4yEYCGE+D+mpqbs2bOHVatWcfPmTWxsbBg6dOg9Z3AQQgjRdEkIFkKI/9O3b1/69u3b0GUIIYT4D5Ap0oQQQgghRLMjIVgIIYQQQjQ7EoKFEEIIIUSzIyFYCCGEEEI0OxKChRBCCCFEsyMhWAghhBBCNDsyRZoQTxh5YpwQQghRNwnBQjxB1Go1I4cP5XJRSUOXQitrC7ZsTXngIJySksKcOXOU17q6ulhbW+Pt7c2bb75Jp06dHnOl9RMXF0d8fDynTp1qkOPfLTMzk8jIyFqX9e/fnxUrVvyHK6rbxo0bMTY2ZujQoQ1dihBCSAgW4kmi0Wi4XFTCmqBCdFUNV4daAxO+4ZF6pBcsWICDgwNlZWUcO3aM1atXk5mZyZdffomFhcVjrLZpi4mJwdfXV6vN0tKyYYqpw+bNm7GyspIQLIRoFCQEC/EE0lWBXkOO+K989F089dRTuLm5AeDr64tarSYuLo79+/czbNiwRz/AE8Le3h5PT8/Hvt9bt25haGiIStWAn6aEEOJPJDfGCSGahOpAXFhYqLSVlZWxcOFCwsLC6NmzJz4+PowcOZL9+/fX2N7Z2Zn33nuPHTt2EBoaioeHB4MGDeLQoUM11k1PTycsLAxXV1dCQkJITEystaaysjKWLFlCSEgIrq6uBAYGMn/+fK5evaq1XkhICK+99hqHDh1i8ODBuLu7Exoaqhw7JSWF0NBQPD09efHFF8nOzn7o63S3H374gTFjxtCjRw88PDwIDw8nPT1da52UlBScnZ05fPgwc+bMoVevXnh4eHD79m0A9u7dy8iRI/H09KRHjx6MGzeOnJwcrX2cO3eO6OhoAgICcHV1xd/fnzFjxvCvf/1LuQa5ublkZWXh7OyMs7MzISEhj+08hRDiQUlPsBCiSTh//jyA1pjg27dvU1JSwtixY2ndujXl5eUcOXKEN954gwULFjB48GCtfaSnp5Odnc3UqVMxMTFh7dq1TJkyhX379tGhQwcAMjIymDx5Mp6enixbtgy1Ws3atWu1wjdUDfWYPHkyR48eZeLEiTz99NOcOnWKuLg4Tpw4wZYtWzAwMFDWP3nyJEuXLmXSpEmYmZmxcuVK3njjDSZOnEhGRgYxMTGoVCo+/PBDJk2axIEDBzAyMqrzulRWVlJRUaHVpqdX9daelZXF2LFjcXJy4m9/+xsGBgZs3ryZSZMmsXTpUp5//nmt7ebOnUtwcDB///vfuXnzJnp6eqxevZrly5czdOhQXn/9dcrLy0lMTOSll15i69atdOnSBYAJEyZQWVnJzJkzadu2LVeuXOH48ePKB4L4+HimTp1KixYteOeddwC0ro8QQvynSQgWQjRK1eGuekzwqlWr8Pb21uo9bNGiBQsWLFBeq9Vq/Pz8uHr1KsnJyTVCcFlZGUlJSZiZmQHg4uJCYGAgX375JRMnTgRg2bJltGzZkqSkJAwNDQEICAjgmWee0drX4cOHOXz4MDNnzmT8+PEA9O7dGzs7O6Kjo9mxYwcjRoxQ1i8uLubzzz+ndevWALRu3ZqwsDA+//xzvv76a4yNjZV1o6KiOHLkSL16SqOjo2u0paWlYW9vz5IlSzA3N2fDhg2YmpoC0LdvXwYPHsyiRYsIDQ3VGu7g5+fHe++9p7z+448/iIuL4+WXX+btt99W2v39/enfvz/x8fEsX76cK1eucPbsWebOnUtYWJiy3nPPPaf83r17d4yMjDAzM/tThm8IIcSDkhAshGiU7gyQAI6OjiQkJCi9nNW+/PJLkpOTOXXqFKWlpUp7dYC9k6+vrxKAAVq1akXLli3Jy8sDoLS0lOzsbEaPHq21vZmZGX379iU1NVVpO3r0KECNm7xCQ0OJjY0lIyND6xy6deumBGAABwcHpaY7A7CjoyMAFy5cqPW63G3GjBn06tVLq61NmzaUlpbyj3/8g1GjRikBGKpm2xg0aBCLFy/m119/VY4H2qEVqoJ+RUUFYWFhWr3NhoaGeHt7k5mZCVTdiNexY0cSExOprKzE19eXrl27oqMjI+6EEI2XhGAhRKO0aNEiHB0duXHjBnv37mXLli3ExMSwdu1aZZ20tDSmTZvGgAEDGD9+PK1atUJXV5fNmzezffv2GvusbdYEAwMDysrKALh69SqVlZW0atWqxnp3txUXF6Onp4e1tbVWu0qlolWrVhQXF2u13z2jRfVQgLvb9fX1AZSa6tKhQwdlvPSdioqK0Gg02NjY1Fhma2urnMOd7l738uXLALz44ou1Hrs65KpUKtatW8fKlStZu3YtCxcuxNLSkhdeeIFp06ZpffAQQojGQkKwEKJRcnR0VMJdr169qKysZOvWrezbt48BAwYAsGvXLtq3b8/y5cu1vtZPTk5+qGOam5ujUqmU8Henu9ssLS2pqKigqKhIKwhrNBouX75cazD9TzI3N0dHR4eCgoIay/Lz8wGwsrLSar97Jojq5StWrKBt27b3PV67du344IMPADh79ixffvkl8fHx3L59W2uIhRBCNBbyXZUQokmYOXMmFhYWrFixgsrKqjnYVCoV+vr6WuGtoKCAAwcOPNQxTExMcHd3Jy0tTasn9vr16zVmkfDz8wOqgvidvvrqK0pLS5XlDcXExAQPDw++/vprbt26pbRXVlaya9cu7Ozs6Ny58333ERAQgJ6eHr///jtubm61/tSmc+fOTJ48GScnJ61ZJAwMDLRqEUKIhiQ9wUI8gdQaHstcvY90/MfMwsKCiRMn8uGHH7J7927CwsIIDg4mLS2Nd999l/79+3Px4kUSEhKwtbXl3//+90Md580332T8+PG8+uqrjB07FrVazZo1azA2NtYaPtC7d28CAgJYvHgx169fx8vLi1OnTrFixQq6d++udYNYQ4mJiWHs2LFERkYyduxY9PX12bRpE7m5uSxdurTOOYDbt2/P1KlTWb58OefOnaNPnz6Ym5tz+fJlsrOzMTY2ZurUqZw8eZK//vWvDBgwAHt7e/T19Tl69CinTp1SbjgEcHJyYs+ePezdu5f27dtjaGiIs7Pzn30ZhBCiVhKChXiCqFQqWllbMOGbhq6k6rHJj/tBCxEREWzcuJGEhAQGDhzIsGHDKCws5LPPPmP79u106NCBiRMncvHiReLj4x/qGL1792blypUsX76cadOmYWNjw6hRoygrK9Pap0qlIiEhgbi4OFJSUli9ejWWlpaEhYURExPTKKb/8vHxYd26dcTFxTFnzhwqKyvp2rUrq1atom/fvvXax2uvvYajoyPr169nz5493L59GxsbG1xdXRk1ahRQNZa4Y8eObNq0iYsXLwJVY5VnzZpFRESEsq833niDgoIC3n77bW7cuEG7du04ePDg4z9xIYSoB5XmUZ5rKoRoELdu3eLs2bN07ty5xlyyarX6kR5X/LioVCp0dXUbugwhBPd/zxCiuZKeYCGeMBI8hRBCiLrJjXFCCCGEEKLZkRAshBBCCCGaHQnBQgghhBCi2ZEQLIQQQgghmh0JwUI0YY1hFgghROMn7xVC1CQhWIgmSF9fH4DS0tIGrkQI0RRUv1dUv3cIIWSKNCGaJF1dXSwtLcnPzweqHpH7uB9MIYRo+jQaDaWlpeTn52NpaSlTKApxB3lYhhBNlEaj4eLFi1qP8hVCiNpYWlpiZ2cnH5aFuIOEYCGaOLVaTXl5eUOXIYRopPT19aUHWIhaSAgWQgghhBDNjtwYJ4QQQgghmh0JwUIIIYQQotmRECyEEEIIIZodCcFCCCGEEKLZkRAshBBCCCGaHQnBQgghhBCi2ZEQLIQQQgghmp3/Bakmgfa1N69TAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "ax = sns.boxplot(y = 'Unbalancedness', x = 'SDD values [$10^{-3}$]', hue='Model', data=tmp, fliersize=0.5)\n",
    "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda value, tick_number: str(int(value * 10 ** 3))))\n",
    "plt.xlim(-2.5*10**(-3), 35*10**(-3))\n",
    "plt.xticks(np.arange(0, 40, 10)*10**(-3))\n",
    "plt.legend(bbox_to_anchor=(0.725, -0.08), fontsize=12)\n",
    "plt.title('SDD values per Unbalancedness rate value for ALE', fontsize=16, weight='bold')\n",
    "plt.xlabel('SDD values [$10^{-3}$]', fontsize=12)\n",
    "plt.ylabel('Method', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ff756ff-1814-45ec-83be-2fa3f4c86bff",
   "metadata": {},
   "source": [
    "#### ALE plots for `Mean_NIR` in `wilt` dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d43cd2ea-6e72-4b14-b890-117caae0f0af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x2500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(6, 2, sharex=True, sharey='row', figsize=(10, 25))\n",
    "\n",
    "tit = plt.suptitle('ALE plots for Mean_NIR variable in wilt dataset', fontsize=16, weight='bold')\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=0.91)\n",
    "\n",
    "plt.figtext(0.186, 0.938, 'Random Forest', fontsize=14, weight='bold')\n",
    "plt.figtext(0.61, 0.938, 'Weighted Random Forest', fontsize=14, weight='bold')\n",
    "\n",
    "for k in range((len(ale_unweighted[-4])-1)):\n",
    "    ale_unweighted[-4][-1].plot(variable='Mean_NIR', ax=ax[k][0], add_plot=ale_unweighted[-4][k], show_legend=False, centered=True)\n",
    "    ax[k][0].texts = []\n",
    "    plt.xlim(140, 1000)\n",
    "    plt.title('')\n",
    "    plt.xlabel('')\n",
    "    plt.ylabel('')\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.title(names[k], fontsize=12)\n",
    "    \n",
    "for k in range((len(ale_weighted[-4])-1)):\n",
    "    ale_weighted[-4][-1].plot(variable='Mean_NIR', ax=ax[k][1], add_plot=ale_weighted[-4][k], show_legend=False, centered=True)\n",
    "    ax[k][1].texts = []\n",
    "    plt.xlim(140, 1000)\n",
    "    plt.title('')\n",
    "    plt.xlabel('')\n",
    "    plt.ylabel('')\n",
    "    plt.title(names[k], fontsize=12)\n",
    "\n",
    "for k in range(len(names)):\n",
    "    plt.sca(ax[k][0])\n",
    "    plt.ylabel('ALE of Mean_NIR', fontsize=12)\n",
    "    plt.ylim(-0.27, 0.1)\n",
    "    \n",
    "plt.sca(ax[-1][0])\n",
    "plt.xlabel('Mean_NIR', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "\n",
    "plt.sca(ax[-1][1])\n",
    "plt.xlabel('Mean_NIR', fontsize=12)\n",
    "plt.xticks(fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3461e8a7-abc8-4372-a9cc-74a66e093e04",
   "metadata": {},
   "source": [
    "### Variable Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "f0da582c-4ee8-4f89-bd6d-a8e6417b13c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = [\n",
    "    'UNDERSAMPLING__Random',\n",
    "    'UNDERSAMPLING__Near_Miss',\n",
    "    'OVERSAMPLING__Random',\n",
    "    'OVERSAMPLING__SMOTE',\n",
    "    'OVERSAMPLING__Borderline_SMOTE',\n",
    "    'COMBINED__SMOTE_Tomek'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "409ee6f6-bfad-4baa-b25e-f57e4237e22e",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [\n",
    "    'Random Undersampling',\n",
    "    'Near Miss (undersampling)', \n",
    "    'Random Oversampling', \n",
    "    'SMOTE (oversampling)', \n",
    "    'Borderline SMOTE (oversampling)', \n",
    "    'SMOTETomek (hybrid)'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "86785ed3-a217-4401-92fa-c124791d51fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_accepted_rejected(tab, significance_level):\n",
    "    n = len(tab)\n",
    "    res = np.array(tab)\n",
    "    reject = np.sum(res <= significance_level)\n",
    "    accept = n - reject\n",
    "    return accept / n, reject / n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35105841-5695-49ab-b02d-ca33a8943dab",
   "metadata": {},
   "source": [
    "#### Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "595f4821-9415-45a0-81fb-3c9841774d00",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adrian/anaconda3/envs/EDGAR/lib/python3.9/site-packages/scipy/stats/morestats.py:3141: UserWarning: Exact p-value calculation does not work if there are ties. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_unweighted_summary_results = vi_unweighted.plot_summary(model_filters=methods, significance_level=0.05, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "328d1540-13c4-4ee1-8e48-e41973ca1ef7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_weighted_summary_results = vi_weighted.plot_summary(model_filters=methods, significance_level=0.05, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "7b6f296b-2be7-460b-a036-b5a24a93f64c",
   "metadata": {},
   "outputs": [],
   "source": [
    "vi_merged_weighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_weighted_summary_results]\n",
    "vi_merged_unweighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_unweighted_summary_results]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "9afeff53-3bbd-4922-8615-8fe7d7b0d01d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "height = 0.4\n",
    "\n",
    "r = np.arange(len(methods)) - height/2 - 0.025\n",
    "bottom = [q[0] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "bar1 = plt.barh(r, bottom, height=height, label='Accepted (RF)', color='#1f77b4')\n",
    "bar2 = plt.barh(r, top, left=bottom, height=height, label='Rejected (RF)', color='#ff7f0e')\n",
    "\n",
    "r = r + height + 0.025\n",
    "bottom = [q[0] for q in vi_merged_weighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_weighted_summary_results_accepted]\n",
    "bar3 = plt.barh(r, bottom, height=height, label='Accepted (Weighted RF)', color='#1f77b4', alpha=0.5)\n",
    "bar4 = plt.barh(r, top, left=bottom, height=height, label='Rejected (Weighted RF)', color='#ff7f0e', alpha=0.5)\n",
    "plt.yticks(np.arange(len(methods)), names)\n",
    "plt.gca().invert_yaxis()\n",
    "plt.legend(bbox_to_anchor=(0.72, -0.08), fontsize=12)\n",
    "plt.title('Wilcoxon test results per method with \\nsignificance level 0.05 and FDR correction', fontsize=16, weight='bold')\n",
    "plt.xlabel('Fraction of tests', fontsize=13)\n",
    "plt.ylabel('Method', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.bar_label(bar1, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar1], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar2, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar2], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar3, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar3], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar4, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar4], label_type='center', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1abff74-eb69-476d-a90a-b056463d955e",
   "metadata": {},
   "source": [
    "#### Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "13ec2ff5-fbb4-43a2-8e7e-510412c0ab7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_names = [w.name.split('_')[0] for w in vi_unweighted.results]\n",
    "dataset_names.sort(key=lambda x: x.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e8371f86-2696-429a-9793-d11a257701af",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adrian/anaconda3/envs/EDGAR/lib/python3.9/site-packages/scipy/stats/morestats.py:3141: UserWarning: Exact p-value calculation does not work if there are ties. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    }
   ],
   "source": [
    "vi_unweighted.plot_summary(model_filters=dataset_names, figsize=(18, 6))\n",
    "plt.xticks(rotation=90)\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4d711282-1646-4bad-9fac-237645a00eea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adrian/anaconda3/envs/EDGAR/lib/python3.9/site-packages/scipy/stats/morestats.py:3141: UserWarning: Exact p-value calculation does not work if there are ties. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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VF9wdPXq0+vXrp0aNGunGjRuKjIzUuXPnVKtWrVz164xbedp+vtPFN3O7rl27atiwYdbrHjVu3FiS9Ouvv6pSpUpOrs7+0qYw8SQ9evTQm2++qUmTJslgMOjs2bPau3evpkyZohdeeMHZ5TnE8ePHFRcXZz0pbOnSpVq5cqWqVKmiV155JVdeaNUTe3YHBovFYnF2EXB/33zzjd5//30dOHBAZrNZ1apV0wsvvKAmTZo4uzSH8bSeT506leXtt4eEcC+RkZFq1qyZ+vXrl+nthw4dUufOnXXo0KEcrszxtm3bplGjRql///6aO3euBg8enO6Lq7QPH7nJokWLtGbNGp04cULNmjVT9+7d1bx5c+v0B9LNLzceeeSRXHO18KtXr2r+/Pn6/vvvlZiYKLPZnO72r776ykmV2d+bb74p6c5f3P3999+KiorKVV/a9e3bV61bt1bPnj0zvX3NmjVauXJlrpn39HbHjh3TiBEjVKVKFX322Wdav359rj6jOyUlRWPGjNHmzZtlsVjk7e0tk8mkxx57TJMnT85VZ0SmuXLliqKjo7Vu3TqZTCZJktFoVJcuXTR27Fjly5fPetJBbvuS9rvvvrNeoLF69epq1KiRs0tyGE/Yz7aEnu+++64DK3GurVu3Ki4uTu3bt1fJkiUlSWvXrlXBggXVqlUrJ1d3/zp37pzts1zXrl3r4GqcY/r06Vq8eLFu3Lgh6ea0PH369NGwYcOcW5iDdOzYUS+99JKaN2+uw4cPKyIiQn369NH333+vypUr58ovtjyxZ3dA0A3grlJSUtS+fXu9//77ufqD8+1u3Lihw4cPZxqK5YY/QG+1cuVKXb9+Xc8880ymt587d04xMTG59owMT/viqm3btoqIiFDXrl2tc0TeLjk5WZ9++uld53t2Fy+++KJ+/PFHPf7449YzqG71n//8x0mVwR4uXrwoLy+vdGdx3+p///uf8ubNqwYNGuRwZTknOTlZ06ZN0w8//KDZs2fnup9GZ+bvv/+2BqDVqlXLNWe5ZuXKlSs6efKkJKlcuXLKnz+/kyvKWf+vvXuPy/n8/wD+uiuVaqFy6Exn5JCpZtYizBYzZ19zntMojCHlnJKcpS1nwpzGxJy/Dt8HmSk5hcqcizQjDJHu7t8fHu6fW4zNfd/X7s/n9Xw89vjq+tz77nU9dHd/en+u633dv3//te9zKZHy3/PfOfxZqkWiNxXwpXC//XceUkhhvq9TVFSECxcuQKVSwd3dXVLv5Zf5+fnh559/hpOTE+bPn4/ffvsNCQkJOHv2LAYMGIDDhw+Ljqh1cpyzIWChm7SmuLgYd+7cKVMQdHBwEJRI9+Q056CgIKxYsQLu7u6io+jFwYMHERERgcLCwjLXpNSqhUguGjZsiIULF6oPJyQiMkRXr17FtWvX4O/vD3Nzc0mfobFo0SI4OTkhNDQUADBs2DDs2bMHdnZ2WLx4sWTOhyH5ebnFUklJCfLy8mBsbAwXFxfJrnAmaQsICMCaNWvg4eGBrl27om3btujSpQvy8vLQqlUrnDp1SnRErZPjnA0Be3TTO7ty5QqioqJw4sQJjXGp9W5+kRzn3KNHDyxevBgxMTFlDqKUoilTpuDTTz9FWFgY7OzsRMchPcjMzMTFixehUCjg7u4OX19f0ZF06v79+zh9+jRu376Nl595S7HHrbW1NSpWrCg6hl5t2rQJFhYW+OyzzzTGd+7cicePH0tmtf6LOOf/J+U5q1Qq7Nq1C0ePHn3lggMptjsoLCzEN998g6NHj0KhUGDPnj1wdnbG2LFjYW1tjTFjxoiOqHXr16/HjBkzAACHDx/GL7/8gsWLF2Pnzp2YPn06li1bJjih9smpzZacpaSklBl78OABxowZo+7FToZNju/lBg0aIC4uDg0aNEBmZqb6IOErV66o2/NIjRznbAikX60inRszZgxMTEywYMECVKlSRbKrSl4kxzmfOnUKR44cQWpqKry9vVG+fHmN61L7pfL27dvo06eP7IrcMTExcHFxKdPCZPXq1bh69eobD+s0RDdv3sSIESNw/Phx9Xbo+/fvw8/PD7Nnz1Yfbicl+/fvx8iRI1FUVARLS0uNn2EKhUKShe5hw4Zh3rx5iI+PL/PzS6oWLVqEyZMnlxm3tbXF+PHjJVkA5Zz/n5TnHBsbi/Xr1yMwMBB2dnayuA+Li4uDiYkJ/ve//2k81AgNDUVcXJwkC923bt1SfwYfOHAAn332GT766CM4Ojqic+fOgtPpxrhx4/6yzZbUhISE/OUcpVgMfB0rKysMHToUX3/9tSTuwwICArBr1y7Y2NjA39//L/+e09LS9JhMP+T2XgaACRMmYPLkydi9ezcmTpyIqlWrAni2UzooKEhwOt2Q45wNAQvd9M6ys7OxadMm2bS0AOQ5Z2tra7Rs2VJ0DL1p2bIljh49ChcXF9FR9Gr37t1ISkoqM+7n54dFixZJstAdFRWFkpIS7NixQ33S/aVLlxAVFYWxY8dKcsVYfHw8OnTogBEjRki66PvyQUhXr17Fhx9+CCcnpzI7U6S4TfjGjRtwcnIqM+7g4ID8/HwBiXSPc/5/Up7z1q1bkZiYiODgYNFR9Obw4cNYunRpmRVirq6uuHHjhqBUumVtbY38/HzY29vj0KFD6gPcVCqV+qBGqTl48KCs2my9fD5GSUkJzp07h9TUVPTt21dQKnHu37+PP//8U3QMrYiMjISVlRWAZ/faciO39zLw7L5j4cKFZcal/PcvxzkbAha66Z25u7u/so+xlMlxzlI9DOZ1JkyYgGHDhiEjIwNeXl5limKvO7TR0N29exfvvfdemXErKyvJfs8fO3YM69atUxe5AcDNzQ3jx49H165dBSbTnYKCAvTs2VPSRW4Ast/+a2tri5ycnDJF0OzsbMm2ceGc/5+U52xlZfXK4r6UPXr0CObm5mXGCwsLYWpqKiCR7n3yyScYOXIkXF1dcffuXXz88ccAnn1vu7q6Ck6nG3Jrs/W6g6B/+OEHnDlzRs9p9GflypUaX6tUKty6dQtbtmyRzCrQF3cTpaamIiAgAAEBAahRo4bAVPojt/fyyx4/foySkhKNsecPPqRKjnP+t2Khm97ZyJEjMXPmTAwfPhxeXl4oV66cxnUpvrnlOGe52bZtG1JTU2FmZlZmO51CoZBsodvV1RWHDh0q8wvkwYMH4ezsLCiVbtnb25e5KQEApVKp3n4mNR999BEyMzMl+3f6XHh4uOgIQoWGhiI2NhaWlpbw9/cH8Gx78NSpU9GqVSvB6XSDc5bHnIcMGYLvvvsOU6dOfWXxV4r8/f2RkpKiXtUMAKWlpVi6dCkCAwPFBdOhyMhIODo6Ij8/H6NGjYKlpSUA4Pfff8eXX34pOJ1uyLHN1qt8/PHHmDVrlmQX2qxYsULjayMjI9jY2KBdu3YYMGCAmFA6ZGlpieXLl2PixImws7NDQEAA/P39ERAQINkd0nJ8Lz969AgzZ87Ezp07cffu3TLXpXiOmRznbAgUqpdPoCL6m56feP5y3ykpH8woxznLrYde48aN0aNHDwwYMABGRkai4+jNxo0bMWXKFPTt2xcffPABAODIkSNYvnw5oqKiJNkTc+/evVi4cCEmTJgAX19fKBQKZGZmIiYmBv3795fMquAX36N37tzB999/j/bt279yx0KzZs30HU/nlEoljI2N1V+fPn0apaWlqFWrlmRXQxYXF2P06NHYtWuX+u9YqVSibdu2mDx5siTnzTnLY85FRUUIDw/H8ePHZdOK6MKFC+jRowdq166NX3/9FSEhIbhw4QLu3buHtWvXyq7VmlS1bdsW165dg0qlks339qssXrwYa9euxf79+0VHIS26desW0tLScPToUaSnp+PKlSuwtbVFamqq6GhaJ8f38uTJk3H06FEMHToUERERmDBhAgoKCrB+/Xp8++23aNOmjeiIWifHORsCFrrpnb3p8IiAgAA9JdEfOc45OTlZ4+uXe+hJbfVBQEAANm7cKMtfHNesWYMFCxbg999/BwA4OjpiyJAhkjgY51X8/f1RVFSkUQh9/mcLCwuN1xryYTnPH9C9idQe1uXl5WHIkCHIycnBRx99hNmzZ2PIkCE4cuQIgGff30uWLJH0VtorV67g3LlzMDc3h7e3NxwdHUVH0jnOWdpzHjZsGI4ePYqWLVu+8jBKqe7muHXrFtauXYuzZ8+qH9R169YNVapUER1Npy5cuIAbN27g6dOnGuNSfCj7psPdpfa9/fJZGiqVCn/88Qfu3LmDiRMnokuXLgLTkbY9evQIGRkZSEtLQ1paGs6ePQsPDw+kpKSIjqZ1cnsvA0CTJk0QHx+PwMBANGjQAJs3b4arqytSUlKwfft2LF68WHRErZPjnA0BC91E9E6e99CT2tbCqVOnwsbGBl9//bXoKHq1ZcsWfPHFFwCerfo1MzNTbxWOj49HRESEyHg68XdWVLzYb5AMw9ChQ1FYWIivvvoKW7ZsQUFBAUxMTDBz5kwoFApERkbC3Nwc3333neioOvHjjz8iOTkZV65cAQBUr14dvXr1QqdOncQG0yHOWfpzrl+/PpYsWYKGDRuKjkI6lJubi7CwMJw/fx4KhQLPf219XhiV0kNZuXq5GKhQKGBjYyPplhZyNGPGDKSnpyM7Oxuenp7w9/dX/2NtbS06HmmJn58ftm3bBkdHR3z88cdITExE3bp1kZubizZt2uDEiROiI2qdHOdsCNijm7Ti/v372LhxIy5evAiFQgEPDw906NDhlYfaSYUc5/wqUu2hV1paiiVLliA1NRXe3t5ltptFRkYKSqZbU6ZMgbW1NZo2bQobGxv1+NSpU7Fjxw5JFrpZvJa29PR0LFu2DDVr1kTDhg3h7++P1atXq/uvjxgxQnI7Up6bO3cukpOT0b17d9SvXx8AcPLkSUydOhV5eXkYPny42IA6wDnXByD9OVerVk0W56FkZ2e/9WvfdteOIYmNjYWTkxNWrFiBZs2aYePGjSgsLJTsg3c5kuKqVipr6dKlsLGxQXh4OJo1a8aHGBLl5OSE69evw9HRER4eHti5cyfq1q2LAwcOSLZGIsc5GwKu6KZ3lpmZiX79+sHMzAx169aFSqXCmTNn8PjxYyxbtgy1a9cWHVHr5Djn15FqD70ePXr85fVVq1bpKYl+HTx4ECNGjEBSUpL6ULMpU6Zg9+7dSE5OluyNqVKpxN69ezUeXIWEhGj0dJaaI0eOYMWKFeo5u7m5oVevXvjwww9FR9OqBg0aYMuWLXB2dkZpaSnq1KmDTZs2qYtCV69eRbt27XD8+HHBSbUvMDAQ48ePR+vWrTXGt23bhilTpuDo0aOCkukO5/z/pDzn//3vf1i1ahUmT54MJycn0XF0xsfHR72S+eX2DoDmWTFSXN0cGBiI5ORk+Pj44P3338ePP/4INzc3HDlyBPHx8ZJpdxAQEIBdu3bBxsYG/v7+f3kmjiG3UHuTx48flzkcXA4PtOQgOztb3a7k2LFjMDY2Vh9GGRgYKJnfL+T+Xl6xYgWMjIzQs2dP/Prrrxg4cCCUSiWUSiXGjBmDXr16iY6odXKcsyHgim56Z3FxcQgJCcGUKVPUq15LSkowbtw4TJ06FT/88IPghNonxzm/qYee1Ei1kP0mH3/8MSZPnoywsDAsXboUmzZtwr59+7Bq1SrJ9jC+evUqBgwYgIKCAtSoUQMqlQoLFy5EtWrVsGjRIkn2aV+9ejXi4uLQsmVL9OzZEwBw6tQpDBgwAGPGjEH37t0FJ9QeT09PbNq0Cd988w02b96MihUrYvv27epC97Zt21C9enWxIXWktLQUvr6+ZcZr164NpVIpIJHucc7/T8pzHjVqFIqKitCiRQuYm5ujXLlyGtelUkB48RDhrKwsxMfHo2/fvhor95cvX45Ro0YJSqhbpaWl6vZplSpVwu+//w43Nzc4Ojri8uXLgtNpT2RkpLqgGxkZ+ZfFMal59OgRZs6ciZ07d+Lu3btlrkvxAY4c+fj4wMfHR33PmZ2djeTkZMTGxqK0tFQyf88vvpejoqIEp9G/3r17q//8wQcfYOfOnThz5gxcXFwkuesIkOecDQEL3fTOzpw5o1HwBQATExP069cPHTp0EJhMd+Q45+bNm2t8LcUeeuHh4Zg2bRqsrKzeuJXSwsICHh4e6Nq1q+S2JbVq1Qr37t3Dl19+CRsbG6xevRqurq6iY+lMTEwMnJ2dsX79elSsWBEAUFhYiFGjRiEmJgaLFi0SG1AHFi5ciMjIyDIF7QYNGiApKUlShe7w8HCEhYVhyZIlMDY2xtKlSzF27FgcOXIExsbGyMzMxMyZM0XH1Ik2bdpg7dq1ZVotbdiwAZ9//rmgVLrFOf8/Kc9ZLgWEFw8UHTZsGMaNG4fg4GD1mI+PD+zt7TFv3rwy92lS4OnpiZycHDg7O6NevXpYsmQJypUrhw0bNsDZ2Vl0PK15sYVa+/btBSbRvxkzZuDo0aOYOHEiIiIiMGHCBBQUFGD9+vX49ttvRccjLTp37hzS0tJw9OhRZGRk4MGDB/Dx8UFgYKDoaFrz4ns5NTUVAQEBCAgIkOxiob/y5MkTODg4wMHBQXQUvZHjnP+tWOimd2ZlZYX8/Pwyxc78/Hz1KgypkeOc5dBD78WC9ZuK18XFxVi3bh2OHz+OBQsW6DqaTr2uv7qtrS1q1qyJNWvWqMek2Js8PT1do8gNPFs5NnLkSHTt2lVcMB168OABgoKCyow3btxYckXfoKAgbN++HefOnYOvry8cHR3xww8/4IcffsDjx48xfPhwfPDBB6Jj6szGjRtx+PBh1KtXD8Czlfv5+flo27atxntfSu9tzln6c5bj2Qrnz59/ZZsWJycnXLhwQUAi3Rs0aBCKiooAAN988w0GDhyIbt26oWLFipgzZ47gdLpRs2ZNpKamwtbWVmO8sLAQH374oWRWvj534MABxMfHIzAwEFFRUWjYsCFcXV3h4OCAn3/+GW3atBEdkbTA398fjx49gre3NwIDA9G5c2f4+/tLujWNpaUlli9fjokTJ8LOzg4BAQHqdi1SWST2MqVSiQULFmDdunW4ffs2du/eDWdnZ8ydOxeOjo6SPCBbjnM2BCx00zsLDQ3F2LFjERERAT8/PygUCmRkZGD69Olo1aqV6Hg6Icc5A8+2kF69ehW3b9/Gy+39n/dzNmQvFgPe5nDNCxcuoGPHjrqMpBfnzp175bizszMePHigvi7VrbSmpqZ4+PBhmfGHDx+W2Q4vFSEhIfjvf/+Lfv36aYzv27cPTZs2FZRKd5ydnTVW/9nZ2WHYsGECE+nH+fPnUatWLQDAtWvXADx7iFOpUiWcP39e/Topvbc5Z3nMGXg2102bNiE3Nxdjx46Fra0tDh48CHt7e3h6eoqOp3Xu7u74/vvvMXXqVJiZmQF49tD9+++/l2zR5MUHss7OztixYwfu3r2LChUqSO77+bnXHZ9VXFwsyXuSe/fuqR/gWFlZ4d69ewCA999/H5MnTxYZjbRo+vTpki9svyw6OhoAcOvWLfVK9pUrVyI6Ohq2trZITU0VnFD7kpKSkJKSglGjRmH8+PHqcS8vLyQnJ0uy6CvHORsCFrrpnY0ePVr9v897QZqYmKBr164YOXKkyGg6I8c5nzx5Et9++y1u3LhR5iZcoVBIboXJ26hRowbWrVsnOsY7k2s/8ueaNGmCCRMmIDY2FnXr1gXwbDXkpEmTEBISIjidbri7u2PBggVIS0tT93o9deoUjh8/jj59+mDlypXq1z7vpyglAwYMQExMDKpUqSI6ik7J8b3NOctDWloa+vfvjwYNGiA9PR3Dhw+Hra0tcnJysHHjRiQkJIiOqHWTJ0/G119/jeDgYHXfz+zsbCgUCixcuFBwOt3Lz8+HQqFAtWrVREfRieefuwqFAj/++CMsLCzU10pLS5Geng43NzdR8XTGyckJ169fh6OjIzw8PLBz507UrVsXBw4ckFxrQDmT4iKKt2VpaQlra2tUqFAB1tbWMDY2hp2dnehYOrFlyxZMmTIFjRo10jjDy9vbG5cuXRKYTHfkOGdDoFC97rEx0d9UVFSEa9euQaVSwdXVFeXLlxcdSefkNOcvvvgC1atXx9ChQ1G5cuUyK2l4M0qG6v79+4iIiMCBAwfUffeVSiVCQkIwbdo0SX5vv20BX6FQaByGJhV+fn7YunWrpHq8EslJly5d8Omnn6JPnz4a7+fTp08jLCwMhw4dEh1RJ4qKirB161ZcunQJKpUKHh4eaN26tUZRVEpKSkqQmJiIVatW4dGjRwCenZHSvXt3hIeHS2qF8/PP5Rs3bqBatWowMjJSXytXrhycnJwwdOhQdXsiqVixYgWMjIzQs2dP/Prrrxg4cCCUSiWUSiXGjBmDXr16iY5I9I/MmDED6enpyM7OhqenJ/z9/dX/WFtbi46nE3Xr1sXOnTvh6Oio8dl84cIFdOrUCSdOnBAdUevkOGdDwBXdpDXly5eHt7e36Bh6Jac5X716FQkJCZI+lJDkydraGklJSbh69SouXryoLh5I+Xt9//79oiMQEf1j58+ff+V5AjY2Nrh7967+A+lJ+fLl0aVLF9Ex9CY6Ohp79+7FqFGj1LuPTp48icTERBQWFqpbA0jB88/lHj16IDExERUqVBCcSD969+6t/vMHH3yAnTt34syZM3BxcVHvXCAyREuXLoWNjQ3Cw8PRrFkzybaYepGHhweOHTumcZAyAOzatQs1a9YUlEq35DhnQ8BCN/0jf+dgwsTERB0m0R85zvlFdevWxdWrVyVd/CN5c3V15fe3TDg6OqpX7xOR4Xnvvfdw69atMrsysrKyULVqVUGpdO/atWtITk7GxYsXoVAo4O7ujp49e8LFxUV0NJ3Yvn07Zs+ejeDgYPWYj48P7O3tMWLECEkVup+TQyuigIAA7Nq1CzY2NoiMjMTYsWPVvZsdHBzg4OAgOCHRu0tJSUFaWhrS0tKwbNkyGBsbqw+jDAwMlGThOzw8HKNHj0ZBQQFUKhX27NmDy5cvIyUlRbIttuQ4Z0PA3/LoH5HiVv43keOcs7Oz1X/u0aMH4uPj8ccff8DLy6tMkYirLshQDR06FL6+vhgwYIDG+JIlS3D69GlJ9noFgJs3b2Lfvn3Iz8/H06dPNa5FRkYKSqUf27ZtEx2BiN5B69atMXPmTMybNw8KhQKlpaXIyMhAfHw82rZtKzqeThw6dAiDBg1CzZo10aBBA6hUKpw4cQKtWrXCggUL0LhxY9ERtc7MzEx9UOGLnJycJNW25GVS/3x++vQpHj58CBsbG/UhbkRS4+PjAx8fH/VZN9nZ2UhOTkZsbCxKS0sleb5VSEgI5syZg4ULF0KhUCAhIQG1atWS7GcUIM85GwL26Cai1/Lx8YFCoXjtCfDPr8n1MEqShg8++ADJycll2hDl5OSgT58++OWXXwQl050jR45g0KBBcHJywuXLl+Hp6Ynr169DpVKhVq1aGodRGrIXH9a9CR/WERmOp0+fYsyYMdixYwdUKhVMTEygVCrRunVrTJs2DcbGxqIjal3btm3x0UcflTn0fObMmTh8+DA2b94sKJnuJCYm4vLly4iLi4OpqSkAoLi4GFFRUahevfrf2m1pKOTw+dynTx/88ccf8PX1xebNmxEaGgozM7NXvjYuLk7P6Yi059y5c0hLS8PRo0eRkZGBBw8ewMfHB4GBgYiIiBAdT+vGjBmDDh06wN/fX3QUvZHjnA0BV3QT0WtJ8RA6opc9evTolSvDTExM8ODBAwGJdG/WrFno06cPhg0bBj8/P8yfPx82NjYYOXIkgoKCRMfTmrZt2/JhHZEElStXDrNmzcKwYcNw7tw5lJaWolatWqhevbroaDpz8eJFzJ07t8x4hw4dkJycrP9AOvJy8fqXX37Bxx9/rH4YmZ2djadPn6JRo0Yi4umcHD6fZ8yYgRUrVuDatWtQKBT4888/8eTJE9GxiLTK398fjx49gre3NwIDA9G5c2f4+/ur2/RI0cOHD/HVV1/B3t4e7du3R7t27STdTgyQ55wNAQvdpBW7du3Czp07X7nFToorTAB5zPnFQxUWLlwIW1tbdOzYUeM1GzduxJ07d8q0fSAyFJ6entixY0eZX6537NgBDw8PQal06+LFi5g9ezaAZwX9x48fw9LSEsOGDcPgwYPx5ZdfCk6oHXxYRyRtLi4uku1P/TIbGxtkZWWVKeZnZWXB1tZWTCgdeLlVYMuWLTW+tre312ccvZPD57OdnZ16Z0JISAimT5+OSpUqCU5FpF3Tp0+XfGH7ZfPnz0dhYSG2bt2KzZs3Y/78+WjUqBE6dOiA5s2bS7LllBznbAhY6KZ3tnLlSsyZMwft2rXDvn370L59e+Tm5iIzMxPdunUTHU8n5Djn9evXY+bMmWXGPT09MXz4cBa6yWANHjwYQ4cORW5uLj744AMAz7YOb9++HfPmzROcTjcsLCxQXFwMAKhSpQquXbsGT09PAEBhYaHIaFr18gnoRCQNSqUSP/30E3799Vfcvn0bpaWlGtel0N7hZZ06dcKECROQm5uLBg0aAACOHz+OxYsXo0+fPoLTaY/cW1XI5fP5uf3796v/fPPmTVSpUgVGRkYCExFpR9OmTUVHEKJSpUro1asXevXqhXPnzmHTpk2IiIiAhYUF2rRpgy+//FJyu6/kOOd/Oxa66Z2tWbMGU6ZMQevWrbF582b0798fzs7OmDdvHu7duyc6nk7Icc63bt1C5cqVy4zb2Njg1q1bAhIRaUezZs3w3XffYcGCBdi9ezfMzMzg7e2N5cuXIyAgQHQ8nahXrx6OHz8ODw8PBAcHIz4+HufPn8d///tf1KtXT3Q8nUlJScG6deuQl5eH9evXw9HREStWrICTkxOaN28uOh4RvaXY2Fhs3rwZwcHB8PT0hEKhEB1J58LCwmBlZYVly5apV/xWqVIF4eHh6sPOyPDJ9fMZAEJDQ7FlyxY4OzuLjkJE7+j3339HamoqUlNTYWxsjODgYFy4cAGtWrXCqFGj0Lt3b9ERtU6Oc/63YqGb3ll+fj78/PwAAObm5nj48CEA4IsvvkCXLl0wYcIEkfF0Qo5ztre3x/Hjx8vcfGZkZKBKlSqCUhFpR5MmTdCkSRPRMfQmMjJS/XNryJAhePToEXbs2AFXV1dERkYKTqcba9asQUJCAnr16oUFCxaoV4BaW1sjOTmZhW4iA7J9+3bMnTsXwcHBoqPojUKhQO/evdG7d2/1+RFS3xJfWFiIhIQEHD16FLdv3y5z3kJaWpqgZLojx8/n5153ngYRGYanT59i//79+Omnn3D48GF4eXmhd+/e+Pzzz9WfV9u3b8ekSZMkU/SV45wNAQvd9M7s7Oxw9+5dODo6wsHBASdPnoSPjw/y8vIke8Mixzl37NgRU6dORUlJiUZ7hxkzZuCrr74SnI7on8vPz4dCoUC1atUAAKdPn8bPP/8MDw8PdOnSRXA67VMqlcjPz4e3tzcAoHz58pg0aZLYUHqwevVqxMTEoHnz5li0aJF63NfXF/Hx8QKTEdHfVa5cOdn05n4VqRe4nxs1ahRyc3PRoUMH2NnZyWLl/osLSuTy+UxE0vDRRx9BpVKhVatW+PHHH1GzZs1XvublsxgMmRznbAhY6KZ39sEHH+DAgQOoXbs2OnbsiLi4OOzevRtnzpxBixYtRMfTCTnOuX///rh37x4mT56sPnzTzMwM/fr1w8CBAwWnI/rnvv32W3Tu3Blt27bFrVu30Lt3b3h5eWHr1q24detWmUMqDZ2xsTH69u2LHTt2oEKFCqLj6E1eXt4rbz5NTU1RVFQkIBER/VNfffUVVq5ciQkTJki6+NmuXTusWLECFSpUQNu2bf9yrlI5CP1FGRkZWLt2LXx8fERH0RuVSoUzZ87g+vXrUCgUcHJyQq1atST9ff7c119/Lav7EiKpiYyMxGeffQYzM7PXvqZChQoavfkNnRznbAhY6KZ3NmXKFPUW8K5du6JChQo4fvw4mjZtiv/85z+C0+mGHOesUCgwatQoDB48GBcvXoS5uTmqV68OU1NT0dGI3slvv/2GunXrAgB27twJLy8vrFu3DqmpqZg4caLkCt0A4OXlhby8PFn1wXRyckJWVlaZAyoPHjwIDw8PQamI6J/IyMjA0aNHcfDgQXh6esLERPNXmsTEREHJtKtZs2bq+yw5tldyc3PD48ePRcfQm19//RVjx47FjRs31DtEnxe7p06dCn9/f8EJdWvgwIFQKpXIysqCg4MDi95EBqZt27aiI+idHOdsCFjopndmZGSkcTp2aGgoQkNDBSbSPTnO+TlLS0t1UZBICkpKStSFhF9++QUhISEAnv2CLdWDVocPH474+HgMGzYMtWvXhoWFhcZ1KW6L79u3L6Kjo1FcXAzgWYuabdu2YdGiRYiJiRGcjoj+Dmtra8nuoHvRiw9apfjQ9U0mTpyIWbNmISwsDJ6enihXrpzGdSl9Vl29ehVff/016tati8jISLi5uUGlUuHixYtYtWoVBgwYgK1bt0ruAXVsbCy8vLzQqVMnKJVKdO/eHSdOnED58uWxYMECBAYGio5IREQGRqGSakNh0qt79+5h48aNuHjxIhQKBdzd3dG+fXtUrFhRdDSdkeOciaSoU6dOCAwMRJMmTfDVV19hw4YN8PHxwcmTJzF06FAcPHhQdESte3Eb+IvboVUqFRQKBbKyskTE0rkNGzYgKSkJ+fn5AICqVasiPDwcnTp1EpyMiOjtZGZmatx7+vr6io6kM1euXMGIESPKfCZJ8bMqOjoaFy9eRHJycplrKpUKvXv3hoeHB8aPHy8gne58/PHH+O6771CnTh3s3bsXkyZNwqpVq5CSkoKjR49i3bp1oiMSEZGBYaGb3llaWhoGDx4MKysr9c322bNncf/+fSQlJSEgIEBwQu2T45yJpOro0aMIDw/HgwcP0LZtW8TFxQEAZs+ejUuXLklmC/yL0tLS/vK61H+G3blzByqVCra2tqKjENE7uHPnDi5dugSFQoEaNWrAxsZGdCSduXnzJkaMGIHjx4/D2toaAHD//n34+flh9uzZsLe3F5xQ+zp27AgTExP07NkTtra2ZfpUS+mzqnXr1hgxYoR6V9nL9u/fj9mzZ2Pbtm16TqZbderUwX//+19Uq1YN48ePh7m5OcaOHYvc3Fx88cUXOH78uOiIRERkYNi6hN5ZdHQ0PvvsM0yaNAnGxsYAAKVSicmTJyM6OlpyN2SAPOdMJFWBgYH49ddf8eDBA41+kJ07d0b58uUFJtMdKRUH3lZiYiLatGkDFxcXSRfDiOTg0aNHmDJlCrZs2aI+M8XY2BhffPEFxo8fL8mf3VFRUSgpKcGOHTvg5uYGALh06RKioqIwduxYLFu2THBC7fvtt9+wefNm9Xyl7MaNG/Dy8nrtdU9PT1y/fl2PifTDzs4OFy5cQOXKlXHo0CFMnDgRAPD48WP171hERER/h9GbX0L0165du4Y+ffpo3IwYGxujd+/euHbtmsBkuiPHORNJmUqlwtmzZ7Fu3To8ePAAAFCuXDmYm5sLTqYb2dnZr/wnJycHV65cUfexlpLdu3ejZcuW6Ny5M1avXo07d+6IjkRE/9C0adOQnp6OpKQkHDt2DMeOHcP333+P9PR0TJs2TXQ8nTh27BgmTZqkUfR1c3PD+PHjcezYMYHJdMfX1xc3b94UHUMvHj169JcPaMqXLy/Jgznbt2+Pb775Bq1bt4ZCoUDjxo0BAKdOnZLFAw4iItI+ruimd1arVi1cunSpzM3IpUuXULNmTUGpdEuOcyaSquvXr6Nfv37Iz89HcXExGjduDCsrKyxZsgRPnjxBdHS06Iha17Zt2zJbwF9kYmKC0NBQREdHw8zMTI/JdOfnn3/Gb7/9hp9//hnLly/HtGnT0KhRI7Rp0wbNmzeX5ApQIqnavXs3EhISNA6qCw4OhpmZGb755htMnjxZYDrdsLe3R0lJSZlxpVKJqlWrCkike927d0dsbCz69u0LLy8vmJho/ur64nkTUnDhwoXXHoJdWFio5zT6MWTIEHh6euLmzZv49NNP1YeDGxsbo3///oLTERGRIWKPbvpHsrOz1X++dOkSZsyYge7du6NevXoAnj2F/+GHHzBy5EiEhoaKiqlVcpwzkRwMHjwYlpaWiI2NRWBgILZu3QpnZ2ekpaVh3Lhx2LNnj+iIWrd3717MnDkTffv2Rd26daFSqZCZmYnly5cjPDwcJSUlmDVrFkJDQxERESE6rk5kZGRg27Zt2LVrF548ecI+oEQGpF69evjpp5/g7u6uMf7bb7+hU6dOOHnypJhgOrR3714sXLgQEyZMgK+vLxQKBTIzMxETE4P+/fujefPmoiNq3asK2QqFQpKHUfr4+Kjn9jKpzvllT548kczDdSIiEoeFbvpH/upm7EVSuiGT45yJ5CAwMBBr166Fm5sb/Pz81IXuvLw8tGrVCqdOnRIdUes6duyIYcOGISgoSGP80KFDmDdvHjZu3Ii9e/di2rRp2Lt3r6CUupWVlYWtW7di+/btuHv3Lk6fPi06EhG9pV69eqFixYqYPn26ujD2+PFjRERE4N69e1ixYoXYgFri7++vsfvm0aNHUCqVGufDGBsbw8LC4o2HDBuiN/WkdnR01FMS3Xvb/ttSmjPw7Ht4wYIFWLduHW7fvo3du3fD2dkZc+fOhaOjIzp16iQ6IhERGRi2LqF/ZN++faIj6J0c50wkByqVSn2Y2Ytu3rwJS0tLAYl07/z583BwcCgz7uDggPPnzwN49nDvdVuoDVVubi62bduGn3/+GVeuXEHDhg0xZMgQfPrpp6KjEdHfMHbsWPTr1w8ff/yxeiFCVlYWzMzMsHTpUtHxtCYqKkp0BKGkVtT9K3Ka64uSkpKQkpKCUaNGYfz48epxLy8vJCcns9BNRER/Gwvd9I+86mbswoULuHHjBp4+faoeUygUkrlxk+OcieTgww8/RHJyMqZMmaIee/jwIebPn4/g4GCByXTHzc0NixcvRnR0tLof5tOnT7F48WL12QMFBQWwtbUVGVOrunTpgtOnT8PLywvt27fH559/Ltm+tkRS5+XlhT179mDr1q24dOkSVCoVWrVqhc8//1xShwi3a9dOdIR/hVfdbwNAs2bNBCXSrhfbI76J1PqSb9myBVOmTEGjRo0wceJE9bi3tzcuXbokMBkRERkqFrrpneXm5iIsLAznz5/XaO3xfKulFNt4yHHORFIVGRmJnj17IjQ0FMXFxRg5ciSuXLmCSpUqYfbs2aLj6cSECRMwaNAgBAcHw9vbGwqFAjk5OVAqlVi4cCGAZz/nvvzyS8FJtScwMBAxMTHw9PQUHYWItMDc3BydO3cWHUOIAQMGICYmBlWqVBEdRafkcr/9/IDo5324/4pU5vxcQUEBXFxcyoyrVKpXHr5KRET0Jix00zuLjY2Fk5MTVqxYgWbNmuHHH3/E3bt3ER8fL9lDzOQ4ZyKpqlq1KrZs2YJt27bh3LlzKC0tRceOHSW3MvBFDRo0wP79+7F161ZcuXIFKpUKLVu2ROvWrWFlZQXg2S/eUjJixAgAQHFxMfLy8uDi4gITE94GERmqy5cvIy0tDbdv3y7Tfio8PFxQKv1IT0/HkydPRMfQuZfvtzdu3IjCwkLJ3W+/2B4xKysL8fHx6Nu3L+rXrw8AOHnyJJYvX45Ro0YJSqg7Hh4eOHbsWJndsLt27ULNmjUFpSIiIkPG3/DonZ04cQLJycmwsbGBkZERjIyM0LBhQ4wYMQIxMTFISUkRHVHr5DhnIikzNzdHx44dRcfQK0tLS3Tt2lV0DL15/PgxoqOj1T+fnx949XxV5IABA8QGJKK3tmHDBkyaNAmVKlWCnZ2dxipYhUIh+UK3XLx8v61QKCR5v/1ikXfYsGEYN26cRus0Hx8f2NvbY968eWjevLmIiDoTHh6O0aNHo6CgACqVCnv27MHly5eRkpKi3mFGRET0d7DQTe+stLRUfWBbpUqV8Pvvv8PNzQ2Ojo64fPmy4HS6Icc5E0nJ3zlcVio9QF927do1JCcn4+LFi1AoFHB3d0fPnj1fuYVYCmbOnIns7GysXLkS/fv3V483atQI8+fPZ6GbyIAkJSXhm2++kc37tqSkBD///DM++ugjVK5cGY6OjrLYkSLH++3z58/DycmpzLiTkxMuXLggIJFuhYSEYM6cOVi4cCEUCgUSEhJQq1YtLFiwAI0bNxYdj4iIDJD075BI5zw9PZGTkwNnZ2fUq1cPS5YsQbly5bBhwwY4OzuLjqcTcpwzkZSEhYW91esUCoXk+mECwKFDhzBo0CDUrFkTDRo0gEqlwokTJ9CqVSvJ/nK5b98+zJkzR70V/DkPDw9cu3ZNTCgi+kfu3buHzz77THQMvTExMcGkSZOwY8cOAMC2bdsEJ9IPOd5vu7u74/vvv8fUqVNhZmYG4FnLre+//x7u7u6C0+lGUFAQgoKCRMcgIiKJYKGb3tmgQYNQVFQEAPjmm28wcOBAdOvWDRUrVsScOXMEp9MNOc6ZSEqys7NFRxBq1qxZ6N27N0aOHKkxPnPmTMycOVOShe47d+7A1ta2zHhRUdEbD/8ion+XTz/9FKmpqbJqv1S3bl1kZWWV6WUsZXK83548eTK+/vprBAcHw8fHB8CzexaFQiHJVh7Pe69XqlRJY/z+/fto167d39qBR0REBAAK1fPjq4m06O7du6hQoYKsigdynDOR1Dx58kS9gkrK6tSpg59//hnVq1fXGL98+TLatGmDzMxMMcF0qHv37mjZsiV69OgBPz8/bN26Fc7OzoiOjsbVq1exdOlS0RGJ6C+sXLlS/eeioiIsX74cTZo0gZeXV5k2Hj179tR3PJ3buXOn+iFl7dq1Ub58eY3rz4uiUieH++2ioiJs3boVly5dgkqlgoeHB1q3bg0LCwvR0bTOx8cHhw8fLvMg+o8//kCTJk1w5swZQcmIiMhQcUU36UTFihVFR9A7Oc6ZSAqUSiUWLFiAdevW4fbt2+pDCufOnQtHR0d06tRJdESts7GxQVZWVplCd1ZW1itXPUvBiBEj0K9fP1y4cAFKpRIrV67EhQsXcPLkSaxatUp0PCJ6gxUrVmh8bWFhgbS0NKSlpWmMKxQKSRa6hw8fDgCIiYlRjykUCqhUKsm22XpRfn4+FAoFqlWrJjqKzpUvXx5dunQRHUOnXlypfejQIbz33nvqr0tLS3HkyBFZ7V4gIiLt4YpuIiKStcTERKSkpGDo0KEYP348tm3bBmdnZ+zYsQPJyclYv3696Ihal5iYiOTkZPTv3x8NGjQAABw/fhyLFy9Gnz59MHjwYMEJdSMnJwfLli3D2bNnUVpailq1aqF///7w9vYWHY2I/qHnv8pIeYUvAFy/fv0vr0uxKFhSUoLExESsWrUKjx49AvDsAUf37t0RHh6OcuXKCU6oGykpKVi/fj1yc3Oxfv16ODo6YsWKFXByckLz5s1Fx9OK5zsQnj+seZGJiQkcHR0xZswYNG3aVEQ8IiIyYCx0ExGRrLVo0QLR0dFo1KiRRkuLixcv4j//+Q/S09NFR9Q6lUqF5ORkLFu2DL///jsAoEqVKujbty969uwp+YIRERm+H3/8EcnJybhy5QoAoHr16ujVq5ckd+HI1YQJE7B3714MHTpUfZDwyZMnkZiYiJCQEERHR4sNqANr1qxBQkICevXqhaSkJGzfvh3Ozs746aefsHnzZsntQAoJCcHGjRthY2MjOgoREUkEW5cQEZGsFRQUwMXFpcy4SqVCSUmJgES6p1Ao0Lt3b/Tu3RsPHjwAAFhZWQlOpX3P5/Y2pDh/IqmaO3cukpOT0b17d40C6NSpU5GXl6du8yFFFy5cwI0bN/D06VON8WbNmglKpDvbt2/H7NmzERwcrB7z8fGBvb09RowYIclC9+rVqxETE4PmzZtj0aJF6nFfX1/Ex8cLTKYb+/fvFx2BiIgkhoVuIiKSNQ8PDxw7dqzMtu9du3ahZs2aglLpj5QLvA0bNnzj6nS59LclkpK1a9diypQpaN26tXqsWbNm8Pb2xpQpUyRZ6M7NzUVYWBjOnz+v0e7h+c84Kf4MMzMzg5OTU5lxJycnybYtycvLe+W9h6mpKYqKigQk0r1Hjx4hPT39lQ9wpNhvn4iIdIuFbiIikqXIyEiMHTsW4eHhGD16NAoKCqBSqbBnzx5cvnwZKSkpWLhwoeiYOlFYWIiEhAQcPXoUt2/fLtMf8+XD3QzVypUrRUcgIh0oLS2Fr69vmfHatWtDqVQKSKR7sbGxcHJywooVK9CsWTNs3LgRhYWFiI+PR0REhOh4OvHll1/i+++/R1xcHExNTQEAxcXFSEpKQvfu3QWn0w0nJydkZWWVefh+8OBBeHh4CEqlO+fOncOAAQNQVFSEoqIiVKhQAYWFhShfvjxsbGxY6CYior+NhW4iIpKllJQUjBw5EiEhIZgzZw4WLlwIhUKBhIQE1KpVCwsWLEDjxo1Fx9SJUaNGITc3Fx06dICdnZ1ke3IHBASIjkBEOtCmTRusXbsWkZGRGuMbNmzA559/LiiVbp04cQLJycmwsbGBkZERFAoFGjZsiBEjRiAmJgYpKSmiI2pdVlYWjhw5go8//lh9eGF2djaePn2KRo0aITw8XP3axMREUTG1qm/fvoiOjkZxcTEA4PTp09i2bRsWLVqEmJgYwem0Ly4uDk2bNsWkSZPQsGFDbNiwASYmJhg1ahSL3ERE9I+w0E1ERLL04irmoKAgBAUFCUyjXxkZGVi7dq26cCA3n3/+ORYtWgR7e3vRUYjoH9q4cSMOHz6MevXqAQBOnTqF/Px8tG3bFnFxcerXvVwMN1SlpaWwtLQEAFSqVAm///473Nzc4OjoiMuXLwtOpxvW1tZo2bKlxpjUf2536NABSqUSM2bMQFFREb799ltUrVoVUVFRaNWqleh4WpeVlYXJkyfD2NgYxsbGKC4uhrOzM0aNGoWIiAh88sknoiMSEZGBYaGbiIhkS6ormd/Ezc0Njx8/Fh1DmLy8PMkeNEokB+fPn0etWrUAANeuXQPwrPhbqVIlnD9/Xv06Kf2M9/T0RE5ODpydnVGvXj0sWbIE5cqVw4YNG+Ds7Cw6nk5MnDgRpaWlsLCwAPDsZ/fevXvh7u4u6YfTnTt3RufOnXHnzh2oVCrY2tqKjqQzJiYm6vepra0tbty4AXd3d1hZWSE/P19wOiIiMkQsdBMRkWy1bNnyjYUQqfSrftHEiRMxa9YshIWFwdPTs8yhXlI+oJKIDN+qVatER9C7QYMGqQ8j/OabbzBw4EB069YNFStWxJw5cwSn043BgwejRYsW6Nq1K+7fv48uXbrAxMQEhYWFGDNmDL788kvREXWipKQEaWlpuHbtmvrA1YKCAlhZWalX9UtFrVq1cObMGdSoUQOBgYFISEhAYWEhtmzZAi8vL9HxiIjIALHQTUREsjVkyBC89957omPonbW1Nf7880/06tVLY1ylUkGhUCArK0tQMv1o2LAhzMzMRMcgInprL65gdnZ2xo4dO3D37l1UqFBBUivXX3T27Fl165ndu3fD1tYWKSkp2L17NxISEiRZ6L5+/Tr69euH/Px8FBcXo3HjxrCyssKSJUvw5MkTREdHi46oVcOHD8fDhw8BPHuAExERgUmTJsHV1VWjBREREdHbYqGbiIhkq1WrVpLeEvw6I0eOhKmpKWbNmgVbW1vJFkleZ/HixaIjEBG9kwcPHuDYsWOoUaMG3N3dRcfRicePH6tXMKempuKTTz6BkZER6tevjxs3bghOpxuxsbHw9fXFli1bEBgYqB5v0aIFxo0bJzCZbtSpU0f9ZxsbG34+ExHRO2Ohm4iIZEluxd0X/fbbb9i8eTPc3NxER9GrlJQUrFu3Dnl5eVi/fj0cHR2xYsUKODk5oXnz5qLjERG91rBhw+Dv74/u3bvj8ePH6NChA65fvw6VSoXZs2eXObRRClxcXLB37160aNECqamp6N27NwDg9u3bkm2x9fywaFNTU41xBwcHFBQUCEpFRERkOFjoJiIiWVKpVKIjCOPr64ubN2/KqtC9Zs0aJCQkoFevXkhKSkJpaSmAZ21ckpOTWegmon+1Y8eOYdCgQQCA//73v1CpVEhPT8fmzZuRlJQkyUJ3WFgYRo4cibi4ODRq1Ah+fn4AgMOHD6NmzZqC0+mGSqVSfz696ObNm5Lpz922bdu3XmywefNmHachIiKpYaGbiIhkKTs7GwDw559/QqlUomLFihrX7969CxMTE0muGuvevTtiY2PRt29feHl5wcRE83bAx8dHUDLdWb16NWJiYtC8eXMsWrRIPe7r64v4+HiByYiI3uzPP/9EhQoVAACHDh3CJ598gvLly6NJkyaYMWOG4HS68emnn+L999/HrVu3ND6XGjVqJNmHkx9++CGSk5MxZcoU9djDhw8xf/58BAcHC0ymPVL9uyMion8HFrqJiEjWhg8fjqZNm6Jbt24a4zt37sT+/fsl2S9y+PDhAICoqCj1mEKhkPRhlHl5ea9cAWhqaoqioiIBiYiI3p69vT1OnDiBChUq4NChQ5g9ezYA4P79+2XaXEhJ5cqVUblyZY2xunXrCkqje5GRkejZsydCQ0NRXFyMkSNH4sqVK6hUqZL679zQhYeHi45AREQSxkI3ERHJ2unTpxEZGVlmPCAgAHPnztV/ID3Yt2+f6Ah65+TkhKysLDg6OmqMHzx4EB4eHoJSERG9nZ49e2LUqFGwsLCAvb29+qDC9PR0eHl5CU5H2lK1alVs2bIF27Ztw7lz51BaWoqOHTvi888/h7m5ueh4OpOZmYmLFy9CoVDA3d0dvr6+oiMREZGBYqGbiIhkrbi4GCUlJWXGS0pK8PjxYwGJdO/lYq8c9O3bF9HR0SguLgbw7AHHtm3bsGjRIsTExAhOR0T017p164Z69eohPz8fjRs3hpGREQDA2dlZvUuHpMHc3BwdO3YUHUMvbt68iREjRuD48eOwtrYG8GyXgp+fH2bPng17e3vBCYmIyNAoVHI+jYuIiGSvR48e8PLywvjx4zXGJ0+ejJycHKxZs0ZQMt0qKChARkYG7ty5U+bgq549ewpKpVsbNmxAUlIS8vPzATxbORceHo5OnToJTkZE9Nfi4uLe+rWv2qVEhuPSpUtYvXq1eoWzm5sbunXrBnd3d9HRtO6rr77CgwcPMG3aNPUB2ZcuXUJUVBQsLCywbNkywQmJiMjQsNBNRESylpGRgT59+qBOnTpo1KgRAODIkSPIzMzEsmXL0LBhQ8EJtW/Tpk2YOHEiypUrh0qVKmlcUygUkm9tcufOHahUKtja2oqOQkT0Vnr06IFz585BqVSiRo0aAIArV67AyMgItWrVUr9OoVBg5cqVomLSO9q1axe+/fZb+Pr6on79+gCAU6dOITMzEzNnzsRnn30mNqCW1a1bF+vWrdP4HgaAs2fPomvXrjh9+rSgZEREZKjYuoSIiGTt/fffx/r167FkyRLs3LkTZmZm8Pb2RmxsLKpXry46nk4kJCQgLCwMAwcOVG9/lxMbGxvREYiI/paQkBBYWloiPj4eFSpUAADcu3cPkZGRaNiwIb766ivBCUkbZsyYgQEDBmDYsGEa4wkJCZIsdNvb27+yfZxSqUTVqlUFJCIiIkPHFd1EREQyExgYiB9//BEuLi6io+jNH3/8gfj4eBw5ckS9ovtFWVlZgpIREb1ZUFAQli1bBk9PT43x8+fP46uvvkJqaqqgZKRN9erVw9atW+Hq6qoxfuXKFXzxxRc4deqUoGS6sXfvXixcuBATJkyAr68vFAoFMjMzERMTg/79+6N58+aiIxIRkYHhim4iIpKdBw8ewMrKSv3nv/L8dVLSoUMH7Nq1CwMGDBAdRW/GjBmD/Px8DB48GFWqVBEdh4job3nw4AH++OOPMoXu27dv4+HDh4JSkbYFBATg2LFjZQrdGRkZkmylFhkZiaKiInTu3BnGxsYAnq3mNjY2RlRUFKKiotSvTUtLExWTiIgMCFd0ExGR7NSsWROpqamwtbWFj48PFApFmdeoVCooFApJrvRVKpUYOHAgnjx5Ai8vL5iYaD73luJBZn5+flizZg1q1qwpOgoR0d82evRopKenIyIiQt27+eTJk5g+fTr8/f0RHx8vNiBpxdq1a5GQkIDPPvsM9erVA/CsR/euXbswZMgQjQe1zZo1ExVTazZv3vzWr23Xrp0OkxARkVSw0E1ERLKTlpaGBg0awMTE5I0rhAICAvSUSn++++47zJ8/HzVq1ICdnZ3GNakeZBYaGoqZM2eWOfCKiMgQFBUVIT4+Hps2bVL3NDY2NkbHjh0xevRoWFhYCE5I2uDj4/NWr5Pqg3giIqJ3xUI3ERGRzPj7+yMyMhLt27cXHUVvUlNTsXz5ckyePBlOTk6i4xAR/SOPHj3CtWvXAAAuLi4scJNkDBgwADExMWwvRkRE74Q9uomISNays7NfOa5QKGBmZgYHBweYmprqOZVumZqaokGDBqJj6NXw4cNRVFSEFi1awNzcHOXKldO4zt6fRGQILCws3nrVLxmOU6dO4e7duwgODlaPpaSkICEhAUVFRWjevDnGjx8vufuRF6Wnp+PJkyeiYxARkYFjoZuIiGStbdu2r+zR/ZyJiQlCQ0MRHR0NMzMzPSbTnZ49e2L16tUYN26c6Ch68+KBVkRERP8m8+fPR0BAgLrQnZOTg7Fjx6Jdu3Zwd3fH0qVLUaVKFQwZMkRwUiIion83FrqJiEjWEhMTMXPmTPTt2xd169aFSqVCZmYmli9fjvDwcJSUlGDWrFmYO3cuIiIiRMfVitOnT+PXX3/FgQMH4OnpWeYwysTEREHJdIeHWBER0b9VdnY2hg0bpv56x44dqFu3LmJiYgAA1apVw/z58yVd6HZ0dCxzP0JERPR38ZOEiIhkbcGCBRg7diyCgoLUYz4+PqhWrRrmzZuHjRs3wsLCAtOmTZNModva2hqffPKJ6Bh6p1QqsXfvXly8eBEKhQIeHh4ICQmBsbGx6GhERCRj9+7d0zgcOi0tTeO+pE6dOsjPzxcRTW+2bdsmOgIREUkAC91ERCRr58+fh4ODQ5lxBwcHnD9/HsCzwvetW7f0HU1n4uLiREfQu6tXr2LAgAEoKChAjRo1oFKpsHDhQlSrVg2LFi2Ci4uL6IhERCRTdnZ2yMvLg729PYqLi3Hu3DkMHTpUff3hw4dlzpYwVK87G+VV2I+eiIj+Lha6iYhI1tzc3LB48WJER0erD3l6+vQpFi9eDDc3NwBAQUEBbG1tRcakdxQTEwNnZ2esX78eFStWBAAUFhZi1KhRiImJwaJFi8QGJCIi2QoKCsKsWbMwcuRI7N27F+bm5nj//ffV13NycuDs7CwwofY8PxtFpVK98vrzawqFAllZWXpOR0REhk6het0nDBERkQwcP34cgwYNgpGREby9vaFQKJCTkwOlUomFCxeifv36SElJwR9//IF+/fqJjqs1u3btws6dO5Gfn4+nT59qXNu8ebOgVLpTv359rF+/Ht7e3hrj2dnZ6Nq1K06cOCEoGRERyd2dO3cQHh6O48ePw8LCAvHx8WjRooX6eq9evVC/fn0MHz5cYErtuH79+lu/1tHRUYdJiIhIiriim4iIZK1BgwbYv38/tm7diitXrkClUqFly5Zo3bo1rKysADxbfSQlK1euxJw5c9CuXTvs27cP7du3R25uLjIzM9GtWzfR8XTC1NQUDx8+LDMupe3gRERkmGxsbLBmzRr8+eefsLCwKHN2xLx582BhYSEonXaxeE1ERLrEFd1EREQy8+mnnyI8PBytW7eGn58ftm7dCmdnZ8ybNw/37t3DhAkTREfUutGjR+PcuXOIjY1F3bp1AQCnTp3C+PHjUbt2bUybNk1wQiIiIvlJSUnBunXrkJeXh/Xr18PR0RErVqyAk5MTmjdvLjoeEREZGCPRAYiIiP4NLly4gIMHD2Lfvn0a/0hRfn4+/Pz8AADm5ubqlc5ffPEFtm/fLjKazowbNw7Ozs7o0qUL6tSpgzp16qBr165wcXFBVFSU6HhERESys2bNGkybNg3BwcH4888/UVpaCgCwtrZGcnKy4HRERGSI2LqEiIhkLTc3F2FhYTh//rzG4UgKhQIAJHkQkp2dHe7evQtHR0c4ODjg5MmT8PHxQV5e3msPhzJ01tbWSEpKwtWrV3Hx4kWoVCp4eHjA1dVVdDQiIiJZWr16NWJiYtC8eXONQ6F9fX0RHx8vMBkRERkqrugmIiJZi42NhZOTE3755ReYm5tj+/btWL16NXx9fbFq1SrR8XTigw8+wIEDBwAAHTt2RFxcHPr06YPhw4dLdptweno6bt++DVdXV4SEhKBZs2ZwdXXF06dPkZ6eLjoeERGR7OTl5aFmzZplxk1NTVFUVCQgERERGTqu6CYiIlk7ceIEkpOTYWNjAyMjIygUCjRs2BAjRoxATEwMUlJSREfUuilTpqi3B3ft2hUVK1ZERkYGmjZtiq5duwpOpxs9evSAnZ0d5s+fr27bAgD37t1Dz549Jblyn4iI6N/MyckJWVlZZQ6oPHjwIDw8PASlIiIiQ8YV3UREJGulpaWwtLQEAFSqVAm///47AMDR0RGXL18WGU1njIyMoFQqcfr0aRw4cACmpqZo1KgRHB0dcejQIdHxdCY0NBS9e/fGTz/9pDEu1XYtRERE/2Z9+/ZFdHQ0duzYAQA4ffo0kpKSMGfOHPTt21dwOiIiMkRc0U1ERLLm6emJnJwcODs7o169eliyZAnKlSuHDRs2wNnZWXQ8nTh48CBGjx6Nu3fvlrmmUCgkubpZoVBg4MCBaNiwISIiIpCTk4MxY8aorxEREZF+dejQAUqlEjNmzEBRURG+/fZbVK1aFVFRUWjVqpXoeEREZIAUKi5jIiIiGTt06BCKiorwySefIDc3FwMHDsSlS5dQsWJFzJkzB40aNRIdUetatGiBjz76CGFhYbCzsxMdRy98fHxw+PBh2Nra4ty5cxg8eDDc3d0xduxYtGrVSpLFfSIiIkNx584dqFQq2Nraio5CREQGjIVuIiKil9y9excVKlSQ7ErfBg0aICUlBS4uLqKj6M2LhW4AuHXrFgYPHoyCggLcunWLhW4iIiIBSkpKkJaWhmvXrqF169awsrJCQUEBrKys1K3liIiI3hZblxARkSxFRka+1evi4uJ0nET/WrZsiaNHj8qq0N2uXTuYmZmpv65cuTJ++OEHjB8/Hunp6QKTERERydP169fRr18/5Ofno7i4GI0bN4aVlRWWLFmCJ0+eIDo6WnREIiIyMFzRTUREsuTj4wMHBwfUqlXrLw8j/O677/SYSj+KioowbNgw2NjYwMvLCyYmms+9e/bsKSiZbt2/fx8bN27ExYsXoVAo4OHhgQ4dOuC9994THY2IiEh2Bg8eDEtLS8TGxiIwMBBbt26Fs7Mz0tLSMG7cOOzZs0d0RCIiMjBc0U1ERLL0n//8Bzt27EBubi46dOiANm3aoGLFiqJj6cW2bduQmpoKMzMzpKWlaVxTKBSSLHRnZmaiX79+MDMzQ926daFSqbB8+XIkJSVh2bJlqF27tuiIREREspKRkYG1a9fC1NRUY9zBwQEFBQWCUhERkSHjim4iIpKt4uJi7NmzB5s2bcKJEycQHByMjh074qOPPpJsf24AaNy4MXr06IEBAwbAyMhIdBy9+PLLL+Hq6oopU6aoV7CXlJRg3LhxyM3NxQ8//CA4IRERkbwEBARgzZo18PDwgJ+fn3pF97FjxzB06FD88ssvoiMSEZGBkcdvt0RERK9gamqK1q1bY/ny5di+fTs8PT0xefJkNG3aFA8fPhQdT2eePn2K0NBQ2RS5AeDMmTPo16+fRpsWExMT9OvXD2fOnBGYjIiISJ4+/PBDJCcna4w9fPgQ8+fPR3BwsKBURERkyOTzGy4REdFfeL6CW6VSobS0VHAa3Wrbti127NghOoZeWVlZIT8/v8x4fn4+LC0tBSQiIiKSt8jISKSlpSE0NBTFxcUYOXIkQkJCUFBQgJEjR4qOR0REBog9uomISLZebF2SkZGBJk2aYMKECQgKCpL0aufS0lIsWbIEqamp8Pb2LnMYZWRkpKBkuhMaGoqxY8ciIiICfn5+UCgUyMjIwPTp09GqVSvR8YiIiGSnatWq2LJlC7Zv346zZ8+itLQUHTt2xOeffw5zc3PR8YiIyACxRzcREcnSpEmTsGPHDtjb26N9+/Zo06YNKlWqJDqWXvTo0eO11xQKBVauXKnHNPpRXFyM6dOnY926dVAqlQCetS7p2rUrRo4cWeYgLCIiItKt9PR0+Pn5lXngXlJSghMnTsDf319QMiIiMlQsdBMRkSz5+PjAwcEBNWvW/MuDJxMTE/WYinStqKgI165dg0qlgqurK8qXLy86EhERkSzVrFkTqampsLW11RgvLCzEhx9+iKysLEHJiIjIULF1CRERyVLbtm3/ssBN0lS+fHl4e3uLjkFERCR7KpXqlfdid+/e5YNoIiL6R7iim4iIiIiIiIj0Ijw8HACwb98+BAUFabQPUyqVyMnJQY0aNbB06VJREYmIyEBxRTcRERERERER6cV7770H4NmKbktLS42DJ8uVK4f69eujU6dOouIREZEBY6GbiIiIiIiIiPQiLi4OAFCpUiUMGTJE3aYkLy8Pe/fuhbu7O2xsbERGJCIiA2UkOgARERERERERyUtWVhZSUlIAAPfv30eXLl2wfPlyhIWFYc2aNWLDERGRQWKhm4iIiIiIiIj06ty5c2jYsCEAYPfu3bC1tcWBAwcQHx+PVatWCU5HRESGiIVuIiIiIiIiItKrx48fw9LSEgCQmpqKTz75BEZGRqhfvz5u3LghOB0RERkiFrqJiIiIiIiISK9cXFywd+9e5OfnIzU1FY0bNwYA3L59G1ZWVoLTERGRIWKhm4iIiIiIiIj0KiwsDNOnT0dISAjq1asHPz8/AMDhw4dRs2ZNwemIiMgQKVQqlUp0CCIiIiIiIiKSl1u3buHWrVvw8fGBkdGzdXinT5+GpaUl3N3dBacjIiJDw0I3ERERERERERERERk0ti4hIiIiIiIiIiIiIoPGQjcRERERERERERERGTQWuomIiIiIiIiIiIjIoLHQTURERET0L9ejRw/Exsaqvw4JCcGKFSvEBSIiIiIi+pcxER2AiIiIiIieGTNmDDZv3lxm/Mcff4Sbm9tr/z1vb2989913aN68uS7jERERERH9a7HQTURERET0LxIUFIS4uDiNMRsbGxgbG+v8v/306VOUK1dO5/8dIiIiIiJtY+sSIiIiIqJ/EVNTU1SuXFnjn969e2u0LnlRSEgIACAsLAze3t7qrwFg//79aN++PerUqYNmzZohMTERJSUl6uve3t5Yu3YtBg0ahPr16yMpKUm3kyMiIiIi0hGu6CYiIiIiMmAbN25Eo0aNEBcXh6CgIPXK70OHDmHUqFEYN24cGjZsiGvXrmH8+PEAgPDwcPW/P3/+fIwYMQJRUVEwMuI6GCIiIiIyTCx0ExERERH9i/zvf/+Dn5+f+uugoKC/fL2NjQ0AwNraGpUrV1aPL1iwAAMGDEC7du0AAM7Ozhg2bBhmzJihUehu3bo1OnbsqM0pEBERERHpHQvdRERERET/IoGBgZg0aZL66/Lly+Pbb7/92/8/Z8+eRWZmJhYsWKAeUyqVePLkCYqKilC+fHkAgK+v7ztnJiIiIiISjYVuIiIiIqJ/kfLly8PV1fWd/39KS0sxZMgQfPLJJ2WumZmZqf9sYWHxzv8tIiIiIiLRWOgmIiIiIjJw5cqVg1Kp1BirVasWLl++rJWiORERERHRvx0L3UREREREBs7R0RFHjhxBgwYNYGpqigoVKiAsLAxff/017O3t8emnn8LIyAg5OTnIycnB8OHDRUcmIiIiItIqHqtORERERGTgIiIi8Msvv6BJkybqwyeDgoKwYMECHD58GB07dkTnzp2xfPlyODo6Ck5LRERERKR9CpVKpRIdgoiIiIiIiIiIiIjon+KKbiIiIiIiIiIiIiIyaCx0ExEREREREREREZFBY6GbiIiIiIiIiIiIiAwaC91EREREREREREREZNBY6CYiIiIiIiIiIiIig8ZCNxEREREREREREREZNBa6iYiIiIiIiIiIiMigsdBNRERERERERERERAaNhW4iIiIiIiIiIiIiMmgsdBMRERERERERERGRQWOhm4iIiIiIiIiIiIgMGgvdRERERERERERERGTQ/g8P3DLx2nMuogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_unweighted_summary_results = vi_unweighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), significance_level=0.05, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "5d35de6c-b51b-4b38-a8ce-8c6f83a8e0c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_weighted.plot_summary(model_filters=dataset_names, figsize=(18, 6))\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "a299a285-67fc-4448-99fa-ca1ae9af5b07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_weighted_summary_results = vi_weighted.plot_summary(model_filters=dataset_names, figsize=(18, 6), significance_level=0.05, return_df=True)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "8b3c9481-1d9b-4ad9-8d10-eb43e9818125",
   "metadata": {},
   "outputs": [],
   "source": [
    "vi_merged_weighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_weighted_summary_results]\n",
    "vi_merged_unweighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_unweighted_summary_results]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "c1185758-e4fa-43e4-8c27-ebc391fc4fde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 20))\n",
    "\n",
    "height = 0.4\n",
    "\n",
    "r = np.arange(len(dataset_names)) - height/2 - 0.025\n",
    "bottom = [q[0] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "bar1 = plt.barh(r, bottom, height=height, label='Accepted (RF)', color='#1f77b4')\n",
    "bar2 = plt.barh(r, top, left=bottom, height=height, label='Rejected (RF)', color='#ff7f0e')\n",
    "\n",
    "r = r + height + 0.025\n",
    "bottom = [q[0] for q in vi_merged_weighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_weighted_summary_results_accepted]\n",
    "bar3 = plt.barh(r, bottom, height=height, label='Accepted (Weighted RF)', color='#1f77b4', alpha=0.5)\n",
    "bar4 = plt.barh(r, top, left=bottom, height=height, label='Rejected (Weighted RF)', color='#ff7f0e', alpha=0.5)\n",
    "\n",
    "plt.yticks(np.arange(len(dataset_names)), dataset_names)\n",
    "plt.gca().invert_yaxis()\n",
    "\n",
    "lgd = plt.legend(bbox_to_anchor=(0.65, -0.035), fontsize=12)\n",
    "plt.title('Wilcoxon test results per dataset \\nwith significance level 0.05 and FDR correction', fontsize=16, weight='bold')\n",
    "plt.xlabel('Fraction of tests', fontsize=13)\n",
    "plt.ylabel('Dataset', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.bar_label(bar1, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar1], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar2, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar2], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar3, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar3], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar4, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar4], label_type='center', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a321b656-1a45-4add-8f4e-ab50da1e2fb9",
   "metadata": {},
   "source": [
    "#### Balancedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "1ddf66b5-3ff7-4bc6-bfb6-6a8c76b58943",
   "metadata": {},
   "outputs": [],
   "source": [
    "balancedness = ['=0.8IR_RANGE', '=0.6IR_RANGE', '=0.4IR_RANGE', '=0.2IR_RANGE', '=0.0IR_RANGE']\n",
    "vals = ['0.8', '0.6', '0.4', '0.2', '0.0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "47d82561-163d-45b5-8160-0571976104f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adrian/anaconda3/envs/EDGAR/lib/python3.9/site-packages/scipy/stats/morestats.py:3141: UserWarning: Exact p-value calculation does not work if there are ties. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_unweighted_summary_results = vi_unweighted.plot_summary(balancedness, vals, significance_level=0.05, return_df=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "c122b507-2db4-438d-9b1b-ca6b4abe2f44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SHB0dhbt376pdlyAIglwuF9q3by+8//77KvE/ffpU8PHxEQYPHqxs++OPPwSZTCYcPHiwyOW9GZOzs7OQkZGhbNuyZYsgk8mEkydPqkzbqVMnITg4WKNluru7q7T9+uuvgkwmE7799luV9gMHDggymUyIjY1VWU+LFi2Ev/76S6NtGDp0qCCTyYQjR46otIeGhgqOjo7CvXv3BEEQhP379wsymUw4dOiQynQXL14UZDKZEBMToxKDq6urcl5BEIQXL14Ibdq0EebMmaNsmzVrluDs7CzcuHGjyPgU+2TUqFEq7QkJCYJMJhOSkpIKbUtycrKyLSsrS2jRooXg5uYm3L9/X9l++fJlQSaTCd9//32R687Pzxdyc3OFbt26CYsXLy4U05AhQwrNo/h7u3jxonDy5EnB09NTGD9+vPDixQuV6VatWiXIZDKVNk3zNmHCBMHd3V3IzMxUtsnlcqFXr16CTCYr9u/hTYo4Vq5cqdKelJQkyGQyYePGjSrtqampgpubm7Bs2TJBEAQhOTlZkMlkws8//1zkOhTnkPj4+ELvvXkeU+Tv9W0IDg4WOnXqVGjehQsXCl5eXppt6GsSExMFmUwmnDlzRhAEQdizZ4/g4eEhzJ8/XwgKClJO161bN2HKlCklik2xze+//76Qn5+vbL9w4YIgk8mE/fv3FxujYl2fffaZSvu5c+cEmUwmREZGFjv/lStXCp0bBEEQBg4cqHJ+f1N+fr6Ql5cnzJ49W+jXr5/Ke0V9trx5vCn+Pv744w9BEATh+fPnQps2bYTRo0erTCeXy4U+ffoIAwcOLHZbRo8eLfTt27fYad6MJTs7W3BxcREmTZqkMp3iuB46dGiheDU5x8yYMaPQ/h46dKjw3nvvFYrpzWNbk/Pdm4rbHzKZTPD19VX5rE1PTxccHR2F9evXK9s+/vhjwcvLS+V88aY5c+YI7u7uKuceQRCEDRs2CDKZTLh+/XqxcQ4dOlQlp5p+XuTl5Qm+vr4qf2eCIAjLli0TnJ2dhYcPHwqCoPn5SBDU76M33b9/X5DJZCp5Uti3b58gk8mE//3vf0XOr/g7VPd3vG7dOkEmkwkPHjxQtk2ZMkXYu3evcObMGeGnn34SRo4cKchkMmH58uXFxvkmrYa8rays8OOPPyIuLg5Tp06Fv78/bt++jYiICPTu3bvQ0KI2OnbsqPK6WbNmAIB33323UPu9e/cKzf/uu++qDLsr5i9quf/++6+y7e7du5g6dSratWunvFFFcY3gm0MKwKuLV9/08ccfIzMzU3m3b0FBAbZu3Yp3330X9evXV7vNwKvrItPS0tC3b1+V+KtWrYpu3brhwoULyMnJKXL+4gwcOBB5eXnYs2ePsm3nzp2wt7cv9hu3tv744w8AUPYqKPTs2RMWFhaFho0cHByK/GalTtWqVdG5c2eVtvfffx8FBQU4c+YMAODYsWOoUaMGOnXqhPz8fOW/Fi1awNbWFqdPn1aZv0WLFqhXr57ytZmZGRo3bqxyXPz666/w9vZWHjPFefOuPcU3w9eXBwC2trZwcXFRvra0tEStWrXQokULZU8kAGVv4+vz5+fnY926dejVqxdcXFzg5OQEFxcX3L59W+0d/d26dSsy3t27dyM4OBiDBg3CypUri+1Bf50meTtz5gy8vb1VejuNjIzQs2dPjdahzpvbcuzYMUgkEvTp00dlf9vY2MDR0VG5vxs1aoSaNWsiPDwcW7dufWvvYGlydXXF48ePMWXKFBw5ckTj86OnpyfMzMyQmJgI4FVPZJs2beDn54ekpCTk5OQgNTUVt2/fVuk1KYmOHTuq9G45OjoCgNpzrDpvXjbj6ekJe3t75bCqIAgq+0cxTOfg4ABnZ2eVywwUvT5v9oocPHgQgYGB8PDwgJOTE5ydnREXF1fsUyy0kZSUhOzsbPTv318lzoKCAvj5+SE5ObnQ5U+vc3V1xZUrVzB//nz89ttvePr06VvXef78eeTm5hb6m3B3d1cZ4nydpueYktL0fKfN/nhzJM3GxgbW1tbK4ysnJwdnzpxBz549ix0dOX78OLy9vVG7dm2VfdShQwcAKHR+fxtNPy+MjY3Rp08f/Pzzz8oeZ7lcjj179qBz586wsrJSLk+T81Fp0uSa+OKmef09RQ3n5eWF7t2749tvv0WnTp3w7bffalXXaTXkreDq6gpXV1cAUF6juHnzZkRHR6u9q1gTbw6/KobS1bW/fl1FSeYHoLym8dmzZ/joo49gZmaGSZMmoXHjxqhSpQru37+PcePG4cWLFyrzm5ubqx1qdnJygpeXl/KaqWPHjuHevXtYuHBhsdudlZUF4FWh8abatWujoKAAjx8/LtFNCF5eXmjcuDF27tyJESNG4MqVK0hJScH48eO1ukHjbbKzs2FsbFzohCCRSGBjY4Ps7GyVdnXbWhx1QwWKNsWyMzMz8fjxY5Vi7XWKPCtYWloWmsbU1FTlWtesrCyVIq84by5PMcT/5vFT1HrfPE4V878ez5IlSxATE4NRo0ahdevWqFmzJiQSCUJDQ9Veo1tcng8cOAAzMzMMGjRIq2NBk7xlZ2er3Wfqhtw19ebdsZmZmRAEociCSjGcVr16dWzZsgXr1q3D8uXL8ejRI9ja2uKDDz7A2LFjS+2SHXX69esHuVyOHTt2YMKECSgoKICrqysmTZqEdu3aFTmfmZkZPD09kZiYiAkTJuD333/HyJEj0aZNGxQUFODs2bN48OABAOhcUBZ13L7tmm+Fov42FX+Xu3btwqxZs1TeV1zzGRAQgIULF+LmzZto1qwZ4uPjYWpqqvKYsMOHD2PSpEno0aMHRo4cCRsbG0ilUmzdulV57bGuFNcHTpgwochpHj16VOQTLUaPHg0LCwvs3bsX27Ztg1QqhZeXFz7//HPl5+SbFPlR9zdR1NCopueYktLkfKft/njb+eLx48eQy+VvXW9mZiaOHTtW5FNJ3jy/v402nxcBAQHYuHEjDhw4gMDAQJw4cQLp6ekqHSiano80pTi3v/nZCbw6FhXTFEWRd3V5yc7OhkQiKfKSFAVFHZOcnFyoY68oJSooX2diYoJx48Zh8+bNuH79urLd1NRUbeGn7Y4va3/88QfS0tKwZcsWlTuni7r+pbgP36CgIEycOBEpKSmIiYlB48aNi/3gAKD8hpOenl7ovbS0NBgZGb11xxcnICAAERERuHjxIvbt2wcjIyOVC4lLg6WlJfLz8/Hw4UOVolIQBGRkZBQ6qWpbzL55A8zrbYo/HCsrK1haWiI6OlrtMqpWrarVOhXLVHxw64O9e/eiX79+mDJlikp7VlaW2mOkuDyHh4dj5cqVGDp0KDZu3IgWLVqUWpyWlpbF7rPSYGVlBYlEgpiYGJXrcxVeb3NwcMDy5cshCAKuXr2KnTt3Yu3atahSpQqCg4OVvbNvnq9K41wVEBCAgIAAPH/+HGfOnMHq1asxevRoHDp0qMieKADw8fHBqlWrcPHiRdy/fx++vr6oVq0aXF1dkZiYiLS0NDRu3Fjrx3qUtqL2s+Ju406dOqm9aQt4NcqwZMkS7Nq1C5MnT8bevXvRpUsXlQ/KvXv3on79+lixYoXK8fz6DS9F0XS/Ks7Bc+bMQcuWLdUuq7gvQ8bGxhg+fDiGDx+Ox48fIzExEcuXL8fIkSNx/PhxtZ0BivPWmzeIAq/yV9yxUVY0Od/psj/UqVmzJqRS6VvXa2VlBQcHB0yaNEnt+9o+jkmbz4vmzZvDzc0NO3fuRGBgIOLj41G7dm20b99eZXmano80UaVKFTRq1AjXrl0r9N7Vq1dRpUqVYovUhg0bokqVKmrnv3btGho1avTWUSlBEAAUvuG6OFoNeaelpaltV3R1v75T7e3tC919+vvvvxc7dCAGxR/Fmzt827ZtWi+ra9euqFevHpYsWYLExER89NFHby2emjRpgjp16mD//v3KHQgAz58/x+HDh+Hu7q7TI1L69+8PY2NjbNu2Dfv27YOPj0+pn6wUw+dv3nRx6NAhPH/+XOfh9WfPnuGXX35Radu/fz+MjIyUN4J07NgR2dnZyl6gN/+97Zld6nTo0AGnTp1Se9mDGCQSSaEetePHj5eo6K1ZsyY2bdqEZs2a4eOPP9bozl5NtW7dGqdOnVIZKikoKCjVh7937NgRgiDgwYMHave3uovRJRIJHB0dMXv2bNSoUUP5gGAbGxuYmZkVOl+9ecwVxdTU9K29RBYWFnj33XcxZswY5OXlvXXo3cfHB/n5+Vi5ciXs7OyUw5A+Pj5ITEwsdJOALrHpYt++fSqv//e//+HevXvKL+dWVlaF9o1CzZo10aVLF+zevRvHjh1Denp6oeFuxTH/+nk0PT1do32jOM+9uV+PHj2q8trT0xM1atTAjRs31B5Lrq6uGhcENWrUQI8ePfDRRx8hOzu7yEsHWrZsCVNTUyQkJKi0nz9/XuPLDUqbJuc7XfaHOlWqVEHr1q3x008/FTu02rFjR1y7dg0NGzZUu380HUl6fXnafF4MGDAAFy5cwNmzZ3Hs2DH0799f5VKRkpyP3qZLly74448/VJ4e8/TpU/z888/w9/dX+7QdBWNjY3Tq1Ak///yzyiUY//77L06dOqV8UkZx9uzZAxMTE62eVa1VD+Unn3wCOzs7dOrUCU2bNoUgCLh8+TI2btwICwsLlQeq9u3bFytXrsTKlSvRpk0b3LhxAz/88INGdw6WJw8PD9SsWRPz5s3DuHHjYGxsjH379hU6CWlCKpXio48+Qnh4OCwsLApdU6iOkZERpk2bhs8//xyjR4/G4MGDkZubiw0bNuDx48eYOnVqSTZLydbWFh06dMDOnTshCAIGDhyo0/LUadeuHdq3b4/w8HA8ffoUnp6euHr1KlatWgUnJyedf03H0tIS8+fPR2pqKho3boz//ve/2L59Oz788EPl9Xzvvfce9u3bh+DgYAQFBcHNzQ0mJia4f/8+Tp06hc6dO2v0R/S6iRMn4tdff8XQoUMxevRoyGQyPHnyBL/99huGDRum0bWVpaljx47Ku7kVj9LZsGFDiZ8XWa1aNeVdl8OHD8c333yDtm3b6hzn2LFjcezYMQwbNgxjxoxR3uWtuBZYm2+8RWnVqhUGDx6M2bNn49KlS2jdujXMzc2Rnp6Oc+fOQSaT4aOPPsKxY8fw448/okuXLmjQoAEEQcDhw4fx+PFj5eiB4tqn+Ph4NGzYEI6Ojrh48SL279+vUSwymQyHDx/Gjz/+CBcXF0gkEri6uiI0NBRVqlSBp6en8kcgoqKiUL169SKHQhVcXFxQs2ZNnDhxQuU84uvri8jISOX/lzS20nLp0iWEhISgR48euH//PpYvX446deooH3H2NgEBAUhISMAXX3wBOzu7QtvUsWNHHD58GPPnz0f37t1x//59REZGonbt2spHXBXF1dUVTZo0wbJlyyCXy1GjRg0cOXIE586dU5muatWqCA0NxcyZM/Ho0SN0794d1tbWePjwIa5cuYKHDx9iwYIFRa5nzJgxeOedd+Di4oJatWrh3r17+O6772Bvb49GjRqpncfS0hLDhw/H+vXrUaNGDeVd3mvXroWtrW2pXpKkKU3Od7rsj6LMmjULH374IT744AMEBwejYcOGyMzMxNGjR7FgwQJUq1YNEyZMQGJiIgIDAxEUFIQmTZogNzcX//zzD3799VcsWLBAq/Ogtp8Xit70qVOnIjc3t9Aon6bnI2188skn2LNnD4KDgzFx4kSYmJjg22+/xcuXLzFu3DiVaRWx/vzzz8q28ePHY+DAgRgzZgxGjRqF3NxcrFq1ClZWVioPMI+OjsbNmzfRtm1b2NnZITMzE/Hx8Thx4gTGjx+v1fNTtSoox44di19++QXfffcd0tLSkJeXB1tbW/j6+mL06NEqH7CffPIJnj59il27dmHjxo1wc3PDypUrlT/7pC+srKywfv16LF26FNOmTYO5uTk6d+6M5cuXl2houFevXggPD0efPn00Lp579+4Nc3NzREVFYfLkyZBKpWjZsiW+//57eHp6ah3DmwYOHIijR4/C0tJS7WMIdCWRSBAZGYnVq1dj586dWLduHSwtLdG3b19MmTJF6+7+N9na2mLu3LlYunQprl27hpo1a2LMmDEYP368chqpVIpvvvkG33//Pfbs2YOoqChIpVLY2dmhdevWkMlkWq+3Tp06iIuLw6pVq/Dtt98qn8PaqlUrtdcGlbWQkBAYGxsjKioKz58/h5OTE1avXo2VK1eWeJlVqlRBZGQkPv/8cwQHB2P16tUaXy9TFEdHR2zcuBHLli3DjBkzULNmTfTp0wetW7dGeHh4qX2pXLhwIVq2bInY2Fhs3boVBQUFqF27Njw9PZWP1mnUqBFq1KiB6OhopKWlwcTEBE2aNMGSJUtU/r4Vz8aNjo7G8+fP4e3tjXXr1mn0E2kff/wxrl+/juXLl+PJkyfKoXUvLy/s3LkTBw8exKNHj5THztKlS996kjYyMkKbNm3w888/qxRZ7u7usLCwwIsXL+Dt7V3i2ErLokWLsGfPHkyZMgW5ubnw9vZGSEiIxn8fvr6+qFu3LlJTUzFmzJhCXzYCAgKQmZmJbdu2IT4+Hg0aNFA+Q/Rtz6+VSqVYt24dvvjiC+Uvi7333nuYO3duoed89u3bF/Xq1UN0dDTmzZuHZ8+eKW+We9vngLe3Nw4dOoQdO3bg6dOnys/ETz/9tNhrdCdPngxzc3Ns27YNO3fuRNOmTTF//nwsX75cp8ucSkqT850u+6Mojo6OyvVGRETg2bNnsLW1Rdu2bZWfHbVr10ZcXBwiIyOxYcMGPHjwAFWrVoW9vT38/Py0zpe2nxfVq1dHly5dsH//fnh6eqq9qVST85E2atWqhR9//BFLly7FjBkzIJfL4e7uji1bthTqzHjzmczAqxuQt2zZgvDwcEycOBFSqRRt27bF2rVrVc4/TZs2xdGjR3H8+HE8fvwYZmZmaNGiBb7++mu89957WsUsEV4fZyWdbdmyBV9++SX279+Pd955R+xwiPTGiBEjcO/ePRw6dEjsUEhHO3fuxKxZsxAXF1eqPZ6V3d27d9GzZ0+MGzcOY8aMETscIq3ofFMOvfLnn3/in3/+wdq1a9G5c2cWk1SphYWFoUWLFqhbty4ePXqEffv24eTJk1i0aJHYoRHphStXrmD//v3w8PBAtWrVcOvWLURHR6NatWplcmkSUVljQVlKxo0bh/T0dHh5eRV7vQ1RZSCXy7Fq1SpkZGRAIpGgWbNmWLZsmfJ62oKCArU/Z/a64i46J6rozM3NcenSJcTFxeHJkyeoVq0avL29MWnSJK1+VYVIX3DIm4jK3erVq996zdUvv/xS7I8CEBGR/mBBSUTl7sGDB0U+hkzBwcFB5xu6iIiofLCgJCIiIiKd6P5AOCIiIiKq1HjVeykoKChAfn4+jIyMRHkgLREREWlPEAQUFBTA2Ni4VH50oTJjQVkK8vPzkZycLHYYREREVALa/MQmqceCshQovtW4urqq/L6nIZPL5UhOTq5U2yw25lwczLs4mHdxVLa8K7aXvZO6Y0FZChTD3FKptFL8Ab6uMm6z2JhzcTDv4mDexVHZ8s7L1XTHkpyIiIiIdMKCkoiIiIh0woKSiIiIiHTCayjLkVwuR15enthhlAq5XA4AePHiRaW4zsbExKRSbCcREVFJsKAsB4Ig4P79+8jOzhY7lFIjCAKMjY3x999/V5qLmS0tLWFnZ1dptpeIiEhTLCjLgaKYrF27NiwsLAyiIBEEATk5OTA3NzeI7SmOIAh4/vy58ren69atK3JERERE+oUFZRmTy+XKYtLa2lrscEqN4tcFqlSpYvAFJQCYm5sDANLS0lC7dm0OfxMREb2GN+WUMcU1kxYWFiJHQrpS7ENDuQ6WiIiotLCgLCeVoRfP0HEfEhERqceCkoiIiIh0woKS6P/z9/fH5s2bxQ6DiIiowmFBKSJ5gVAh1ve///0PLVq0wCeffFLKEemORSAREZH4eJe3iKRGEkzcloQbaU/LfF3Na1fDykCPEs0bHx+PoUOHIi4uDv/++y/q1atXytERERFRRcaCUmQ30p4i5d/HYodRpOfPn+PgwYOIi4tDRkYGdu7ciXHjxinfP3r0KNauXYvr16/DwsICrVu3xpo1awAAubm5WLFiBQ4cOIDMzEzUq1cPo0aNwqBBgwAAN27cwNKlS3H27FmYm5ujXbt2mDVrFmrVqgUACAoKwjvvvAMA2Lt3L6RSKQIDAzFp0iRIJBIEBQXh3r17CAsLQ1hYGADg6tWrAF71qkZERCA5ORlWVlbo2rUrpkyZorxTOzMzEyEhIUhMTISNjQ0mTZpULvkkIiIyRBzypmIlJCSgSZMmaNq0Kfr06YOdO3dCEF4Nnf/2228YP348OnbsiN27d+O7776Di4uLct7p06cjISEBoaGhOHjwIBYsWICqVasCePU8x6FDh6JFixaIi4tDdHQ0MjMzCxV2u3btglQqxfbt2xESEoLvvvsOO3bsAACsXr0adnZ2mDBhAk6cOIETJ04AeFVUfvLJJ+jatSv27t2L5cuX49y5c/jiiy+Uy505cybu3buH7777DqtWrcKPP/6IzMzMskwlEVGFYGJiInYIVAGxh5KKFRcXhz59+gAA/Pz88Pz5c/z+++/w8fHBhg0b0KtXL0yYMEE5vaOjIwDg1q1bOHjwIDZt2gRfX18AQIMGDZTTbd26Fc7OzpgyZYqybfHixXj33Xdx69YtNGnSBMCrX6WZPXs2JBIJmjZtimvXrmHz5s344IMPYGlpCalUiqpVq8LW1la5nA0bNqB3794YNmwYAKBx48YICQlBUFAQ5s+fj3///Re//vortm/fjpYtWwIAFi1ahF69epVBBomIKhYXpxYw0scfbyiQA0Z6GBcBYEFJxfjrr7+QnJysHMI2NjZGr169EB8fDx8fH1y7dg2DBw9WO+/ly5chlUrRunVrte+npKTg1KlT8PAofF3nnTt3lAVly5YtVZ7/6O7ujk2bNkEulxf5azUpKSn4+++/sW/fPmWb4pd9/vnnH9y6dQvGxsYqvanNmjVDjRo13pIRIiLDZ2RsAsSPBDKuiR3K/7GRAQHRYkdBxWBBSUWKi4tDfn4+OnTooGwTBAHGxsZ49OgRzMzMipy3SpUqxS67oKAAnTp1wueff17ovdd7G0uioKAAgYGBCAoKKvRe3bp1cevWLQB8UDkRUZEyrgGpF8SOgioQFpSkVn5+Pvbs2YOZM2eiXbt2Ku+NHz8e+/btwzvvvIM//vgDAwcOLDS/TCZDQUEBzpw5oxzyfp2zszMOHToEe3t7GBsXfRheuHCh0OtGjRopeydNTExQUFCgMo2TkxOuX7+ORo0aqV1m06ZNkZ+fj0uXLsHNzQ3Aq97Yx4/19+YoIiIifcabckit48eP49GjRxg4cCBkMpnKvx49eiA+Ph7BwcE4cOAAVq1ahZs3b+Lq1av49ttvAQD169dH//79MXv2bBw5cgR3797FqVOnkJCQAAD46KOP8OjRI0yZMgUXL17E3bt3ceLECcyaNQtyuVwZR2pqKsLCwvDXX39h//79+OGHH/Dxxx8r37e3t8eZM2fw4MEDPHz4EAAwatQonD9/HgsWLMDly5dx+/Zt/PLLL8qbcpo2bQo/Pz+EhobiwoULuHTpEkJDQ9/aq0pERETqGWQPZUxMDDZs2ID09HS88847mD17Nry8vNROO3PmTOzatatQe/PmzXHgwIGyDhXNa1cr83WUZD1xcXHw9fVF9erVC73XrVs3rFu3DlWrVsWKFSvwzTffICoqCtWqVVO5ZnL+/Pn4+uuvMX/+fGRnZ6NevXoYPXo0AKBOnTrYunUrwsPD8cknnyA3Nxf16tWDn58fjIz+73tOv3798OLFCwwaNAhSqRRDhw5VuW5zwoQJmDt3Lrp06YLc3FxcvXoVjo6O2LJlC1asWIGPPvoIwKsbgl6/6SYsLAyhoaEYOnQobGxsMHHiRKxatUqrHBEREdErEkHxDBgDkZCQgOnTp2PevHnw9PTEtm3bEBcXhwMHDqh9IPeTJ0/w4sUL5Wu5XI6+ffti6NChGD9+vEbrlMvlOH/+PNzd3QvdKPLixQvlXctv9oDJCwRIjcrvOr7SXJ8gCHj+/DksLCzK7FrEoKAgODo6IiQkpEyWr63i9mV5KO44o7LDvIuDeReH8obH9R306xrKui2B0b+W+mJ5nJUegxvy3rRpEwICAjBo0CA0a9YMISEhsLOzw9atW9VOX716ddja2ir/Xbp0CY8ePcKAAQPKPNbyLCbFWB8RERFVDgY15J2bm4uUlBQEBwertLdr1w5JSUkaLUMx1Gtvb6/1+l+/9u/1NkEQlP8MhWJbynKbymMd2lDsQ7lcrnZflzXFOsVYd2XGvIuDeRdHQUGBXvfUlfbxwOOr9BhUQZmVlQW5XA5ra2uVdhsbG6Snp791/rS0NPz6668IDw8v0fqTk5PVthsbGyMnJ6fQ3ciGICcnp8yWvX79egCvfv5RH7x8+RJ5eXm4cuWKqHEUdZxR2WLexcG8ly9zc3M4OTmJHUaRrl69WqafO1RyBlVQKrx5TZ8gCBpd57dr1y5Ur14dXbp0KdF6XV1d1V5D+ffff8Pc3Nyg7iIWBAE5OTkwNzevNM9zNDIygomJCZo3by7aNZTJyclqjzMqO8y7OJh3ceh7x4eDg0OpLk9xnJHuDKqgtLKyglQqRUZGhkp7ZmYmbGxsip1XEATEx8ejb9++MDU1LdH6pVJpoROfVCqFRCJR/jM0hrpd6ii2Vd1+Lk9ir7+yYt7FwbzT63gs6C+DuinH1NQUzs7OOHnypEp7YmKi2p/4e93p06fx999/q31INxEREREVzaB6KAFg+PDhmD59OlxcXODh4YHY2FikpqYiMDAQABAREYEHDx5g2bJlKvPFxcWhZcuWkMlkYoRNREREVGEZXEHZq1cvZGVlITIyEmlpaZDJZIiKilLetZ2eno7U1FSVeZ48eYLDhw/rzfMOiYiIiCoSgysoAWDIkCEYMmSI2veWLFlSqK169eqFfjOaiIiIiDRjUNdQkv5xcHDAkSNHxA5DLX2OjYiIqCJhQSmmgnJ+oKqW65s5cyYcHBzg4OAAJycndOzYEfPmzcOjR480XsaJEyfQoUMHbSMtEotAIiIi/WOQQ94VhpEUiB8JZFwr+3XZyICAaK1n8/PzQ1hYGORyOW7cuIHZs2fjyZMniIiI0Gh+W1tbrddJREREFQsLSrFlXANS9ff6TVNTU2VRaGdnh169emHXrl3K9+Pj47Fhwwb8888/sLe3R1BQkMr1qw4ODli7dq3yYfEPHjxAWFgYTp48CSMjI3h6eiIkJAT169dXzhMXF4dNmzbh77//hqWlJbp164a5c+fC398fAPDZZ58BAOzt7XH06FEAwNGjR7FmzRpcv34dtWvXRv/+/TFmzBgYG786xG/fvo2QkBBcvHgRDRo04A1YREREpYgFJWns7t27+O2335RF2s6dO7F+/XrMnTsXLVq0wOXLlzFnzhxYWFigf//+hebPycnBxx9/jFatWuGHH36AsbExIiMjMXLkSOzduxempqb48ccfsWTJEkydOhUdOnTAkydP8L///Q/Aq0LTx8cHYWFh8PPzUz7g9rfffsO0adMQGhoKLy8v3LlzB3PmzAEAjBs3DgUFBRg/fjwsLS2xfft2PH36FIsXLy6nrBERERk+FpRUrOPHj8PDwwNyuRwvX74EAMyaNQsAEB0djRkzZqBbt24AgAYNGuDGjRuIjY1VW1AeOHAAEokEixYtUv66TlhYGFq3bo3Tp0+jffv2+OabbzB8+HD85z//Uc7n5uYGAKhVqxYAoEaNGipD6evWrUNwcLBynQ0aNMDEiRPx1VdfYdy4cUhMTMTNmzdx9OhR2NnZAQAmT56MUaNGlWquiKh0mZiYiB0CEWmIBSUVy9vbG/Pnz0dOTg7i4uJw69YtDB06FA8fPsT9+/cRGhqKuXPnKqfPz89H9erV1S4rJSUFd+7cgaenp0r7y5cvcefOHWRmZiItLQ0+Pj5axZiSkoLk5GSsW7dO2aYogHNycnDz5k3UrVtXWUwCeOsvJxGR+FycWsBIH39qr0D+6hp4IlJiQUnFMjc3R6NGjQAAoaGhCAoKwpo1a5TXSX7xxRdo2bKlyjxGRuofHlBQUABnZ2eEh4cXeq9WrVol/k1wxZC2oqf0dWZmZhAEoVB7Zfn9caKKzMjYpPxuXNRUCW9wJDJ0LChJK+PGjcOoUaMQGBiI2rVr4+7du+jTp49G8zo7O+PgwYOwtrZGtWrV1E5jb2+P33//HW3btlX7vomJCeRy1ccfOTk54datW8rC903NmzdHamoqHjx4gDp16gAAkpKSNIqZiESm5zcuEtErfA4lacXb2xvNmzfH+vXrMXr0aERFReG7777DrVu3cPXqVcTHx2PTpk1q5+3duzesrKwwduxYnD17Fnfv3sXp06fx5Zdf4v79+wCA8ePHY9OmTfj+++9x+/ZtpKSkYMuWLcplKArO9PR05fMwP/vsM+zZswerV6/G9evXcfPmTSQkJGD58uUAAF9fXzRp0gQzZszAlStXcPbsWeV7REREpDv2UIrNRlbh1jN8+HDMmjULe/bswRdffIGNGzfiq6++goWFBWQymcoNNa8zNzfHDz/8gPDwcIwbNw7Pnj1DnTp14OPjo+yx7N+/P16+fInNmzdj2bJlsLS0RI8ePZTLmDFjBpYsWYIdO3agTp06OHr0KPz8/LBu3TqsXbsW0dHRMDY2RtOmTTFo0CAAr4bg16xZg5CQEAwcOBD29vYIDQ3FyJEjSy0nRERElZlEUHeBGWlFLpfj/PnzcHd3Vz7KRuHFixe4desWmjRpgipVqqjOWN4Xdpfi+gRBwPPnz2FhYVHk9Yi5ublwdXXFpk2b4OvrWyrrFVOx+7IcFHecUdlh3sUhl8tf5Xt9B/0a8q7bEhj9q9hRlJnKlnf+fZce9lCKqbzvEizH9T19+hSHDx+GkZERmjZtWm7rJSIiovLHgpLKxKpVq7B//358/vnnKo/rISIiIsPDgpLKxOzZszF79myxwyAiIqJywLu8iYiIiEgnLCjLCe99qvi4D4mIiNRjQVnGFL9F+/z5c5EjIV0p9iF/X5iIiEgVr6EsY1KpFJaWlkhLSwOAYh+zU5EIgoCXL1/CyMjIILanOIpHJKWlpcHS0pKPliAiInoDC8pyoLjLWVFUGgJBEJCXlwcTExODLygVLC0tecc6ERGRGiwoy4FEIkHdunVRu3Zt5OXliR1OqZDL5bhy5QqaN29eKXrsTExMKsV2EhERlQQLynIklUoNpiiRy+UAgCpVqhjMNhEREVHJ8KYcIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItKJQRaUMTEx8Pf3h6urKwYMGICzZ88WO31ubi6WL1+OTp06wcXFBV26dEFcXFw5RUtERERUsRmLHUBpS0hIQFhYGObNmwdPT09s27YNo0aNwoEDB1CvXj2180ycOBGZmZlYtGgRGjZsiIcPHyI/P7+cIyciIiKqmAyuoNy0aRMCAgIwaNAgAEBISAhOnDiBrVu3YurUqYWm//XXX3HmzBkcOXIElpaWAID69euXZ8hEREREFZpBFZS5ublISUlBcHCwSnu7du2QlJSkdp6jR4/CxcUF0dHR2LNnDywsLODv74+JEyeiSpUqWq1fLpeXOPaKRrGtlWmbxcaci4N5F0dBQQGkUqnYYRTJUI+HypZ3Q92PYjCogjIrKwtyuRzW1tYq7TY2NkhPT1c7z927d3Hu3DmYmZlh7dq1yMrKwoIFC5CdnY2wsDCt1p+cnFzi2CsiExMT3LhxQ+wwVOTn5yMvL0/sMMpUZTvO9AXzXr7Mzc3h5OQkdhhFunr1KnJycsQOo9Qx71RSBlVQKkgkEpXXgiAUanvzvfDwcFSvXh0AMHPmTEyYMAHz5s3TqpfS1dVVr7/ZlSa5XA5jIwmMjE3EDkWFUCBHgSB2FGVDLpcjOTm5Uh1n+oB5F0dBQYHYIRTLwcFB7BDKRGXLu+Lvm3RnUAWllZUVpFIpMjIyVNozMzNhY2Ojdh5bW1vUqVNHWUwCQLNmzSAIAu7fv4/GjRtrvH6pVFqpPnCMpFIgfiSQcU3sUF6xkUESEA1D3wOV7TjTF8w7vY7HgjiYd/1lUAWlqakpnJ2dcfLkSXTt2lXZnpiYiM6dO6udx9PTEz/99BOePXuGqlWrAgBu3boFIyMj2NnZlUvcFVrGNSD1gthREBERkYgM7jmUw4cPR1xcHOLi4nDz5k0sXrwYqampCAwMBABERERg+vTpyunff/99WFpaYtasWbhx4wbOnDmDr776CgEBAVrflENU1kxM9OsSg8qCeSciKp5B9VACQK9evZCVlYXIyEikpaVBJpMhKioK9vb2AID09HSkpqYqp69atSo2btyIL7/8EgEBAbC0tETPnj0xadIkkbaAqGguTi1eXWqgbwrkgJEexlVKmHciouIZXEEJAEOGDMGQIUPUvrdkyZJCbc2aNcOmTZvKOiwinRkZm+jXdasAYCMDAqLFjqJMMe9ERMUzyIKSyKDxulVxMO9EREUyuGsoiYiIiKh8saAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdGGRBGRMTA39/f7i6umLAgAE4e/ZskdOeOnUKDg4Ohf7dvHmzHCMmIiIiqriMxQ6gtCUkJCAsLAzz5s2Dp6cntm3bhlGjRuHAgQOoV69ekfP99NNPqFatmvJ1rVq1yiNcIiIiogrP4HooN23ahICAAAwaNAjNmjVDSEgI7OzssHXr1mLns7a2hq2trfKfVCotp4iJiIiIKjaD6qHMzc1FSkoKgoODVdrbtWuHpKSkYuft168fcnNz0axZM4wdOxZt27bVev1yuVzreSqqgoICvS26DXU/6HPOAeZdLMy7OJh3cZR23g11P4rBoArKrKwsyOVyWFtbq7Tb2NggPT1d7Ty2trb44osv4OzsjNzcXOzZswfDhg3Dli1b0Lp1a63Wn5ycXOLYKxpzc3M4OTmJHYZaV69eRU5OjthhlDp9zjnAvIuFeRcH8y4OQ827ITCoglJBIpGovBYEoVCbQtOmTdG0aVPlaw8PD9y/fx8bNmzQuqB0dXXV6292pamgoEDsEIrk4OAgdghlQp9zDjDvYmHexcG8i6O08y6XyytVZ1BZMqiC0srKClKpFBkZGSrtmZmZsLGx0Xg5LVu2xN69e7Vev1QqrTQFpT7jPhAH8y4O5l0czLs4mHf9ZVA35ZiamsLZ2RknT55UaU9MTISHh4fGy7l8+TJsbW1LOzwiIiIig2RQPZQAMHz4cEyfPh0uLi7w8PBAbGwsUlNTERgYCACIiIjAgwcPsGzZMgDA5s2bUb9+fTRv3hx5eXnYu3cvDh06hNWrV4u5GUREREQVhsEVlL169UJWVhYiIyORlpYGmUyGqKgo2NvbAwDS09ORmpqqnD4vLw9Lly7FgwcPUKVKFTRv3hxRUVF49913xdoEIiIiogpFLwrKXbt2wcrKCh07dgQALFu2DNu3b0fz5s0RERGhLAY1NWTIEAwZMkTte0uWLFF5PWrUKIwaNapEcRMRERGRnlxDuW7dOpiZmQEAkpKSEBMTg2nTpsHS0hJhYWEiR0dERERExdGLHsr79++jUaNGAIAjR46ge/fuGDx4MDw9PREUFCRydERERERUHL3oobSwsEB2djYA4OTJk/D19QUAmJmZ4eXLlyJGRkRERERvoxc9lL6+vggNDUWLFi1w+/Zt5Q0x169f1/r6SSIiIiIqX3rRQzlv3jy4u7vj4cOHWLVqFaysrAAAKSkpeO+990SOjoiIiIiKoxc9lE+fPkVoaCiMjFTr2/Hjx6s84oeIiIiI9I9e9FB27twZWVlZhdqzs7PRuXNnESIiIiIiIk3pRUEpCILa9ufPnysfJ0RERERE+knUIW/FMyYlEglWrlwJc3Nz5XtyuRwXL16Eo6OjWOERERERkQZELSj//PNPAK96KK9duwYTExPle6ampnB0dMSIESPECo+IiIiINCBqQbllyxYAwKxZsxASEoJq1aqJGQ4RERERlYBeXEMZFhamUkw+ffoUR44cwc2bN0WMioiIiIg0oRcF5cSJE/HDDz8AAF68eIGAgABMmjQJffr0waFDh0SOjoiIiIiKoxcF5dmzZ+Hl5QUA+PnnnyEIAs6cOYOQkBB88803IkdHRERERMXRi4LyyZMnqFmzJgDgt99+Q7du3WBubo6OHTvi77//Fjk6IiIiIiqOXhSUdevWRVJSEp4/f47ffvsN7dq1AwA8fvwYpqamIkdHRERERMXRi59e/PjjjzFt2jRYWFigbt268Pb2BgCcOXMGMplM5OiIiIiIqDh6UVAOGTIEbm5uuH//Pnx9fZW/6d2gQQNMmjRJ3OCIiIiIqFh6UVACgKurKxwcHPDPP/+gYcOGMDY2RseOHcUOi4iIiIjeQi+uoczJycHs2bPh7u6O999/H6mpqQCAL7/8ElFRUSJHR0RERETF0YuCMiIiAleuXMH3338PMzMzZbuPjw8SEhJEjIyIiIiI3kYvhrx/+eUXLF++HO7u7irtzZs3x507d8QJioiIiIg0ohc9lA8fPoS1tXWh9pycHEgkEhEiIiIiIiJN6UVB6erqiuPHjxdq3759e6FeSyIiIiLSL3ox5D1lyhSMHDkSN27cgFwux/fff48bN27g/Pnz2LJli9jhEREREVEx9KKH0tPTE1u3bsWLFy/QsGFDnDx5EtbW1ti2bRtcXFzEDo+IiIiIiqEXPZQA4ODggKVLl4odBhERERFpSS96KFu0aIHMzMxC7VlZWWjRooUIERERERGRpvSioBQEQW17bm4uTExMyjkaIiIiItKGqEPe33//PQBAIpFgx44dsLCwUL5XUFCAM2fOoGnTpmKFR0REREQaELWg3Lx5M4BXPZTbtm2DkdH/dZiamJigfv36WLBggUjREREREZEmRC0ojx49CgAICgrCmjVrULNmTTHDISIiIqIS0Iu7vPmsSSIiIqKKSy9uyiEiIiKiiosFJRERERHphAUlEREREelEtIJy3LhxePr0KQBg9+7dyM3NFSsUIiIiItKBaAXl8ePH8fz5cwDArFmz8OTJE7FCISIiIiIdiHaXd5MmTfD111/D29sbgiDg4MGDqFatmtpp+/Xrp9WyY2JisGHDBqSnp+Odd97B7Nmz4eXl9db5zp07h6CgILzzzjvYs2ePVuskwyMvECA1kogdhpJUKhU7hHLBvBMRVTyiFZQLFizAkiVLcPz4cUgkEqxYsQISSeEPEYlEolVBmZCQgLCwMMybNw+enp7Ytm0bRo0ahQMHDqBevXpFzvfkyRPMmDEDPj4+yMjIKMkmkYGRGkkwcVsSbqQ9FTsUAEBHB1tM6+4odhhljnknIqp4RCsoPT09sX37dgCAo6MjDh06BGtra52Xu2nTJgQEBGDQoEEAgJCQEJw4cQJbt27F1KlTi5xv7ty5eP/99yGVSnHkyBGd4yDDcCPtKVL+fSx2GACAZrZVxQ6h3DDvREQVi1482PyXX35BrVq1dF5Obm4uUlJSEBwcrNLerl07JCUlFTlffHw87ty5g6+++grffPNNidcvl8tLPG+xJEZ6NQQI6PcwYGntB33eRn3EvIujzM47IisoKNDrY4F5F0dp591Q96MY9KKgtLe3x+PHjxEXF4ebN29CIpGgWbNmGDhwIKpXr67xcrKysiCXywv1dNrY2CA9PV3tPLdv30ZERARiYmJgbKxbOpKTk3WaXx1zc3M4OTnp1RAgoN/DgFevXkVOTo5Oy1DknTTHvIujNPKuj/T9WGDexWGoeTcEelFQJicnY+TIkTAzM4ObmxsEQcDmzZuxbt06bNy4Ec7Ozlot781rMQVBUHt9plwux9SpUzF+/Hg0adJEp20AAFdX1zL7ZqdPQ4CAfg8DOjg4iB1CpcS8i8NQ815QUCB2CMVi3sVR2nmXy+Vl0hlUGelFQRkWFgZ/f3988cUXyl7C/Px8hIaGYvHixYiJidFoOVZWVpBKpYVuqsnMzISNjU2h6Z89e4ZLly7h8uXL+OKLLwC8+mMSBAFOTk7YsGEDfHx8NN4OqVSq10MFlQX3gTiYd3Ew7+Jg3sXBvOsvvSgoL126pFJMAoCxsTFGjhyJgIAAjZdjamoKZ2dnnDx5El27dlW2JyYmonPnzoWmr1atGvbt26fS9uOPP+KPP/7AqlWrUL9+/RJsDREREVHlohcFZbVq1ZCamopmzZqptKempqJqVe2GVocPH47p06fDxcUFHh4eiI2NRWpqKgIDAwEAERERePDgAZYtWwYjIyPIZDKV+a2trWFmZlaonYiIiIjU04uCslevXggJCcGMGTPg4eEBiUSCc+fOYdmyZXjvvfe0XlZWVhYiIyORlpYGmUyGqKgo2NvbAwDS09ORmppaFptBREREVCnpRUE5ffp05X8Vt/AbGxvjww8/xOeff6718oYMGYIhQ4aofW/JkiXFzjt+/HiMHz9e63USERERVVZ6UVCampoiNDQUU6dOxZ07dyAIAho1agRzc3OxQyMiIiKit9CLglLB3NzcYB/FQERERGSojMQOgIiIiIgqNhaURERERKQTFpREREREpBMWlERERESkE725KefWrVs4ffo0MjMzC/2W6Lhx40SKioiIiIjeRi8Kyu3bt2P+/PmwsrKCjY0NJBKJ8j2JRMKCkoiIiEiP6UVB+c0332DSpEkIDg4WOxQiIiIi0pJeXEP56NEj9OzZU+wwiIiIiKgE9KKg7NGjB06cOCF2GERERERUAnox5N2oUSOsXLkSFy5cgEwmg7Gxalgff/yxSJERERER0dvoRUEZGxsLCwsLnD59GqdPn1Z5TyKRsKAkIiIi0mN6UVAePXpU7BCIiIiIqIT04hrK1wmCAEEQxA6DiIiIiDSkNwXl7t270bt3b7i5ucHNzQ29e/fG7t27xQ6LiIiIiN5CL4a8N23ahJUrV2LIkCGYNGkSBEHA//73P8yfPx/Z2dkYNmyY2CESERERURH0oqDcsmUL5s+fj379+inbunTpgnfeeQerV69mQUlERESkx/RiyDs9PR0eHh6F2j08PJCeni5CRERERESkKb0oKBs1aoSDBw8Wak9ISEDjxo3LPyAiIiIi0pheDHmPHz8ekydPxpkzZ+Dp6QmJRIJz587hjz/+wIoVK8QOj4iIiIiKoRc9lN27d8f27dthZWWFX375BT///DOsrKywY8cOdO3aVezwiIiIiKgYetFDCQAuLi4IDw8XOwwiIiIi0pJoBeXTp09RrVo15f8XRzEdEREREekf0QrK1q1b48SJE7C2toaXlxckEkmhaQRBgEQiweXLl0WIkIiIiIg0IVpB+d1336FmzZoAgO+//16sMIiIiIhIR6IVlG3atFH+f/369VG3bt1CvZSCICA1NbW8QyMiIiIiLejFXd6dO3fGw4cPC7VnZ2ejc+fOIkRERERERJrSi4JSca3km54/fw4zMzMRIiIiIiIiTYn62KCwsDAAgEQiwYoVK2Bubq58Ty6X4+LFi3B0dBQrPCKiSkNeIEBqVPiLvVikUqnYIRCRFkQtKP/8808Ar3oor127BhMTE+V7pqamcHR0xIgRI8QKj4io0pAaSTBxWxJupBX/GLfy0tHBFtO6s0OBqKIQtaDcsmULAGDWrFkICQnh8yaJiER0I+0pUv59LHYYAIBmtlXFDoGItKAX11DOnj0b+fn5hdqzs7Pf+tBzIiIiIhKXXhSUkydPxoEDBwq1Hzx4EJMnTxYhIiIiIiLSlF4UlBcvXkTbtm0Ltbdp0wYXL14UISIiIiIi0pReFJS5ublqh7zz8/Px4sULESIiIiIiIk3pRUHp6uqK7du3F2rftm0bnJ2dRYiIiIiIiDQl6l3eCpMmTcLw4cNx5coV+Pj4AAB+//13JCcnY+PGjSJHR0RERETF0YseylatWiE2NhZ2dnY4ePAgjh49ioYNG2Lv3r3w8vLSenkxMTHw9/eHq6srBgwYgLNnzxY57dmzZxEYGAhvb2+4ubmhR48e2Lx5sw5bQ0RERFS56EUPJQC0aNECEREROi8nISEBYWFhmDdvHjw9PbFt2zaMGjUKBw4cQL169QpNb2FhgaFDh8LBwQHm5uY4d+4c5s2bB3NzcwwePFjneIiIiIgMnV70UL7uxYsXePr0qco/bWzatAkBAQEYNGgQmjVrhpCQENjZ2WHr1q1qp3dycsL777+Pd955B/Xr10ffvn3Rvn37Yns1iYiIiOj/6EUPZU5ODr766iscPHgQ2dnZhd6/fPmyRsvJzc1FSkoKgoODVdrbtWuHpKQkjZbx559/IikpCZMmTdJo+tfJ5XKt59EEf9NWO6W1H5h37TDv4mDexVFW53uxFRQU6PWxUNp5N9T9KAa9KCiXLVuGU6dOYd68eZgxYwbmzp2LBw8eIDY2FlOnTtV4OVlZWZDL5bC2tlZpt7GxQXp6erHzdujQAQ8fPoRcLse4ceMwaNAgrbcjOTlZ63nextzcHE5OTqW+XEN29epV5OTk6LQM5l17zLs4mHdxlEbe9ZG+HwuGmndDoBcF5bFjx7B06VJ4e3tj9uzZ8PLyQqNGjVCvXj3s27cPffr00Wp5EolE5bUgCIXa3hQTE4Pnz5/jwoULiIiIQKNGjfD+++9rtV5XV1e9/mZXWTg4OIgdQqXEvIuDeReHoea9oKBA7BCKVdp5l8vlZdIZVBnpRUH56NEj1K9fHwBQrVo1PHr0CMCru78XLFig8XKsrKwglUqRkZGh0p6ZmQkbG5ti523QoAGAVwdrRkYGVq9erXVBKZVKWVDqAe4DcTDv4mDexcG8i4N51196cVNO/fr1ce/ePQBA8+bNcfDgQQCvei6rV6+u8XJMTU3h7OyMkydPqrQnJibCw8ND4+UIgoC8vDyNpyciIiKqzPSihzIgIABXrlxBmzZtEBwcjNGjR2PLli2Qy+WYOXOmVssaPnw4pk+fDhcXF3h4eCA2NhapqakIDAwEAERERODBgwdYtmwZgFdD3XXr1kXTpk0BAOfOncPGjRsxdOjQ0t1IIiIiIgOlFwXlsGHDlP/ftm1bHDx4EJcuXULDhg3h6Oio1bJ69eqFrKwsREZGIi0tDTKZDFFRUbC3twcApKenIzU1VTl9QUEBvv76a/zzzz+QSqVo2LAhpk6dqixAiYiIiKh4oheUeXl5GDFiBBYuXIgmTZoAAOrVq6f2IeSaGjJkCIYMGaL2vSVLlqi8DgoKQlBQUInXRURERFTZiX4NpYmJCa5fv/7Wu7CJiIiISD+JXlACQL9+/RAXFyd2GERERERUAqIPeQOvhr137NiBxMREuLi4wNzcXOX9WbNmiRQZEREREb2NXhSU165dUz6Z/9atWyrvcSiciIgMlbxAgNRIfz7n+JxHKilRC8q7d++ifv362LJli5hhEBERiUJqJMHEbUm4kfZU7FAAAB0dbDGtu3ZPVyECRC4ou3XrhhMnTih/e3vSpEkIDQ1966/aEBERGYobaU+R8u9jscMAADSzrSp2CFRBiXpTjiAIKq//+9//8kffiYiIiCoYvbjLm4iIiIgqLlELSolEwptuiIiIiCo4Ua+hFAQBM2fOhKmpKQAgNzcX8+fPL/TYoDVr1ogRHhERERFpQNSCsn///iqv+/TpI1IkRERERFRSohaUYWFhYq6eiIiIiEoBb8ohIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinbCgJCIiIiKdsKAkIiIiIp2woCQiIiIinRhkQRkTEwN/f3+4urpiwIABOHv2bJHTHj58GMOHD0fbtm3h6emJwYMH47fffivHaImIiIgqNoMrKBMSEhAWFoaxY8di9+7daNWqFUaNGoV///1X7fRnzpyBr68voqKisHPnTnh7e2Ps2LH4888/yzlyIiIioorJ4ArKTZs2ISAgAIMGDUKzZs0QEhICOzs7bN26Ve30ISEhGDVqFNzc3NC4cWNMmTIFjRo1wtGjR8s5ciIiIqKKyVjsAEpTbm4uUlJSEBwcrNLerl07JCUlabSMgoICPHv2DJaWllqvXy6Xaz2PJqRSaZks11CV1n5g3rXDvIuDeRcH8y6O0v6cLavP7crIoArKrKwsyOVyWFtbq7Tb2NggPT1do2Vs3LgROTk56Nmzp9brT05O1nqetzE3N4eTk1OpL9eQXb16FTk5OTotg3nXHvMuDuZdHMy7OEoj71Q2DKqgVJBIJCqvBUEo1KbO/v37sWbNGkRGRhYqSjXh6urKb5t6wMHBQewQKiXmXRzMuziYd3GUdt7lcnmZdAZVRgZVUFpZWUEqlSIjI0OlPTMzEzY2NsXOm5CQgJCQEKxcuRK+vr4lWr9UKmVBqQe4D8TBvIuDeRcH8y4O5l1/GdRNOaampnB2dsbJkydV2hMTE+Hh4VHkfPv378fMmTMRERGBjh07lnGURERERIbFoHooAWD48OGYPn06XFxc4OHhgdjYWKSmpiIwMBAAEBERgQcPHmDZsmUAXhWTM2bMwOzZs9GyZUvltZZVqlRB9erVRdsOIiIioorC4ArKXr16ISsrC5GRkUhLS4NMJkNUVBTs7e0BAOnp6UhNTVVOHxsbi/z8fCxcuBALFy5Utvfv3x9Lliwp9/iJiIiIKhqDKygBYMiQIRgyZIja994sErds2VIeIREREREZLIO6hpKIiIiIyh8LSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSiUEWlDExMfD394erqysGDBiAs2fPFjltWloapk6diu7du8PR0RGLFi0qx0iJiIiIKj6DKygTEhIQFhaGsWPHYvfu3WjVqhVGjRqFf//9V+30ubm5sLKywtixY+Ho6FjO0RIRERFVfAZXUG7atAkBAQEYNGgQmjVrhpCQENjZ2WHr1q1qp69fvz5CQ0PRr18/VK9evZyjJSIiIqr4jMUOoDTl5uYiJSUFwcHBKu3t2rVDUlJSma9fLpeXyXKlUmmZLNdQldZ+YN61w7yLg3kXB/MujtL+nC2rz+3KyKAKyqysLMjlclhbW6u029jYID09vczXn5ycXOrLNDc3h5OTU6kv15BdvXoVOTk5Oi2Dedce8y4O5l0czLs4SiPvVDYMqqBUkEgkKq8FQSjUVhZcXV35bVMPODg4iB1CpcS8i4N5FwfzLo7SzrtcLi+TzqDKyKAKSisrK0ilUmRkZKi0Z2ZmwsbGpszXL5VKWVDqAe4DcTDv4mDexcG8i4N5118GdVOOqakpnJ2dcfLkSZX2xMREeHh4iBQVERERkWEzqB5KABg+fDimT58OFxcXeHh4IDY2FqmpqQgMDAQARERE4MGDB1i2bJlynsuXLwMAnj17hocPH+Ly5cswMTFB8+bNRdkGIiIioorE4ArKXr16ISsrC5GRkUhLS4NMJkNUVBTs7e0BAOnp6UhNTVWZp1+/fsr/T0lJwf79+2Fvb4+jR4+WZ+hEREREFZLBFZQAMGTIEAwZMkTte0uWLCnUdvXq1bIOiYiIiMhgGdQ1lERERERU/lhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTlhQEhEREZFOWFASERERkU5YUBIRERGRTgyyoIyJiYG/vz9cXV0xYMAAnD17ttjpT58+jQEDBsDV1RWdO3fG1q1byylSIiIioorP4ArKhIQEhIWFYezYsdi9ezdatWqFUaNG4d9//1U7/d27dxEcHIxWrVph9+7dGDNmDBYtWoRDhw6Vc+REREREFZPBFZSbNm1CQEAABg0ahGbNmiEkJAR2dnZF9jpu27YNdevWRUhICJo1a4ZBgwZhwIAB2LhxYzlHTkRERFQxGVRBmZubi5SUFLRv316lvV27dkhKSlI7z/nz59GuXTuVNj8/P1y6dAl5eXllFisRERGRoTAWO4DSlJWVBblcDmtra5V2GxsbpKenq50nIyMDNjY2Km3W1tbIz89HVlYWateu/db1CoIA4FVBK5VKSxh90aRSKVrYVYVZ6S+6xBpbm0MulwO2zoCRmdjhvGLdHJDLX8VVCvQt73qZc4B5FwvzLg7mXRylnHcFxfIUn+NUcgZVUCpIJBKV14IgFGp72/Tq2otSUFAAAPjzzz+1CVMrHzYD0MyizJavvec4f/480Ggk0EjsWF5z/nypLk6/8q6nOQeYd7Ew7+Jg3sVRynl/neJznErOoApKKysrSKVSZGRkqLRnZmYW6oVUUNd7+fDhQxgbG8PS0lKj9RobG8PV1RVGRkYaF6FEREQkLkEQUFBQAGNjgyqHRGFQGTQ1NYWzszNOnjyJrl27KtsTExPRuXNntfO4u7vj2LFjKm0nTpyAi4sLTExMNFqvkZERTE1NSx44ERERUQVmUDflAMDw4cMRFxeHuLg43Lx5E4sXL0ZqaioCAwMBABEREZg+fbpy+sDAQPz7778ICwvDzZs3ERcXh/j4eIwYMUKsTSAiIiKqUAyqhxIAevXqhaysLERGRiItLQ0ymQxRUVGwt7cHAKSnpyM1NVU5fYMGDRAVFYWwsDDExMSgdu3aCAkJQffu3cXaBCIiIqIKRSLw1iYiIiIi0oHBDXkTERERUfliQUlEREREOmFBSUREREQ6YUFJRERERDphQUlEREREOmFBSWrFxMTA398frq6uGDBgAM6ePVvs9Hv37kWfPn3QsmVLtG/fHrNmzUJWVlY5RWs4tM17bm4uli9fjk6dOsHFxQVdunRBXFxcOUVrOLTNu8K5c+fg5OSEvn37lnGEhkmbvB8+fBjDhw9H27Zt4enpicGDB+O3334rx2gNh7bH++nTpzFgwAC4urqic+fO2Lp1azlFShWKQPSGAwcOCM7OzsL27duFGzduCF9++aXg7u4u3Lt3T+30Z86cERwdHYXvvvtOuHPnjnDmzBnhvffeEz799NNyjrxi0zbvgiAIY8aMEQYNGiScPHlSuHv3rnDhwgXh3Llz5Rh1xVeSvAuCIDx+/Fjo3LmzMGLECKFPnz7lFK3h0DbvX375pRAVFSVcuHBBuHXrlhARESE4OzsLKSkp5Rx5xaZt3u/cuSO0bNlS+PLLL4UbN24I27dvF5ydnYWffvqpnCMnfceCkgoZOHCgMHfuXJW2Hj16COHh4Wqnj46OFjp37qzS9v333wsdOnQosxgNkbZ5/+9//yu0atVKyMrKKofoDJe2eVeYNGmSsHz5cmHVqlUsKEugpHl/Xa9evYTVq1eXdmgGTdu8L1u2TOjRo4dK25w5c4QPPvigzGKkiolD3qQiNzcXKSkpaN++vUp7u3btkJSUpHYeDw8P3L9/H//9738hCAIyMjJw6NAhvPvuu+URskEoSd6PHj0KFxcXREdHw8/PD927d8fSpUvx4sWL8gjZIJQk7wAQHx+PO3fuYNy4cWUdokEqad5fV1BQgGfPnsHS0rIMIjRMJcn7+fPn0a5dO5U2Pz8/XLp0CXl5eWUWK1U8BvfTi6SbrKwsyOVyWFtbq7Tb2NggPT1d7Tyenp4IDw/HpEmTkJubi/z8fPj7+2POnDnlEbJBKEne7969i3PnzsHMzAxr165FVlYWFixYgOzsbISFhZVH2BVeSfJ++/ZtREREICYmBsbGPIWWREny/qaNGzciJycHPXv2LIsQDVJJ8p6RkQEbGxuVNmtra+Tn5yMrKwu1a9cus3ipYmEPJaklkUhUXguCUKhN4caNG/jyyy/x2WefIT4+HtHR0fjnn38wb9688gjVoGiTd8V74eHhcHNzw7vvvouZM2di165d7KXUkqZ5l8vlmDp1KsaPH48mTZqUV3gGS5vj/XX79+/HmjVrsHz58kLFEb2dtnlXN726dqrc+PWaVFhZWUEqlSIjI0OlPTMzs9C3VIX169fD09MTI0eOBAA4OjrC3NwcQ4YMwaRJk/gNVgMlybutrS3q1KmD6tWrK9uaNWsGQRBw//59NG7cuCxDNgja5v3Zs2e4dOkSLl++jC+++ALAq6FXQRDg5OSEDRs2wMfHp1xir8hKcrwrJCQkICQkBCtXroSvr29ZhmlwSpJ3db2XDx8+hLGxMS83IBXsoSQVpqamcHZ2xsmTJ1XaExMT4eHhoXaeFy9ewMhI9VCSSqUA/u+bLBWvJHn39PREWloanj17pmy7desWjIyMYGdnV6bxGgpt816tWjXs27cPu3fvVv4LDAxEkyZNsHv3brRs2bK8Qq/QSnK8A696JmfOnImIiAh07NixjKM0PCXJu7u7OxITE1XaTpw4ARcXF5iYmJRZrFQBiXQzEOkxxWMlduzYIdy4cUNYtGiR4O7uLvzzzz+CIAhCeHi4MG3aNOX08fHxgpOTkxATEyPcuXNHOHv2rDBgwABh4MCBYm1ChaRt3p8+fSp06NBBGD9+vHD9+nXh9OnTQrdu3YSQkBCxNqFC0jbvb+Jd3iWjbd737dsnODk5CT/88IOQlpam/Pf48WOxNqFC0jbviscGLV68WLhx44awY8cOPjaI1OKQNxXSq1cvZGVlITIyEmlpaZDJZIiKioK9vT0AID09HampqcrpBwwYgGfPniEmJgZLly5F9erV0bZtW0ybNk2sTaiQtM171apVsXHjRnz55ZcICAiApaUlevbsiUmTJom0BRWTtnmn0qFt3mNjY5Gfn4+FCxdi4cKFyvb+/ftjyZIl5R5/RaVt3hs0aICoqCiEhYUhJiYGtWvXRkhICLp37y7WJpCekggCxySJiIiIqOR4DSURERER6YQFJRERERHphAUlEREREemEBSURERER6YQFJRERERHphAUlEREREemEBSURERER6YQFJRFVakFBQVi0aJHytb+/PzZv3ixeQEREFRB/KYeIKoWZM2di165dhdp37NiBpk2bFjmfg4MD1q5diy5dupRleEREFRoLSiKqNPz8/BAWFqbSVqtWLUil0jJfd15eHkxMTMp8PUREYuCQNxFVGqamprC1tVX5N2zYMJUh79f5+/sDAD777DM4ODgoXwPA0aNHMWDAALi6uqJz585Ys2YN8vPzle87ODhg69atGDt2LNzd3fHNN9+U7cYREYmIPZREREWIi4uDj48PwsLC4Ofnp+zJ/O233zBt2jSEhobCy8sLd+7cwZw5cwAA48aNU86/evVqTJkyBbNnz4aREb+/E5HhYkFJRJXG8ePH4eHhoXzt5+dX7PS1atUCANSoUQO2trbK9nXr1iE4OBj9+/cHADRo0AATJ07EV199pVJQvv/++xg4cGBpbgIRkV5iQUlElYa3tzfmz5+vfG1ubo6pU6dqvZyUlBQkJydj3bp1yja5XI6XL18iJycH5ubmAAAXFxedYyYiqghYUBJRpWFubo5GjRrpvJyCggKMHz8e3bp1K/SemZmZ8v8tLCx0XhcRUUXAgpKIqBgmJiaQy+UqbU5OTrh161apFKdERIaABSURUTHs7e3x+++/w9PTE6ampqhZsyY+++wzjBkzBnXr1kWPHj1gZGSEq1ev4urVq5g8ebLYIRMRlTvedkhEVIwZM2YgMTERHTt2VN6E4+fnh3Xr1uHkyZMYOHAgPvjgA2zatAn29vYiR0tEJA6JIAiC2EEQERERUcXFHkoiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItIJC0oiIiIi0gkLSiIiIiLSCQtKIiIiItLJ/wOofTUoWYUQFgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vi_merged_weighted_summary_results = vi_weighted.plot_summary(balancedness, vals, significance_level=0.05, return_df=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "765c127e-c246-4966-907b-d89c7236949e",
   "metadata": {},
   "outputs": [],
   "source": [
    "vi_merged_weighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_weighted_summary_results]\n",
    "vi_merged_unweighted_summary_results_accepted = [extract_accepted_rejected(q, 0.05) for q in vi_merged_unweighted_summary_results]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "bbe8dff2-3201-4198-8c72-4d14aa455123",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "height = 0.4\n",
    "\n",
    "r = np.arange(len(vals)) - height/2 - 0.025\n",
    "bottom = [q[0] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_unweighted_summary_results_accepted]\n",
    "bar1 = plt.barh(r, bottom, height=height, label='Accepted (RF)', color='#1f77b4')\n",
    "bar2 = plt.barh(r, top, left=bottom, height=height, label='Rejected (RF)', color='#ff7f0e')\n",
    "\n",
    "r = r + height + 0.025\n",
    "bottom = [q[0] for q in vi_merged_weighted_summary_results_accepted]\n",
    "top = [q[1] for q in vi_merged_weighted_summary_results_accepted]\n",
    "bar3 = plt.barh(r, bottom, height=height, label='Accepted (Weighted RF)', color='#1f77b4', alpha=0.5)\n",
    "bar4 = plt.barh(r, top, left=bottom, height=height, label='Rejected (Weighted RF)', color='#ff7f0e', alpha=0.5)\n",
    "plt.yticks(np.arange(len(vals)), vals)\n",
    "plt.gca().invert_yaxis()\n",
    "plt.legend(bbox_to_anchor=(0.72, -0.08), fontsize=12)\n",
    "plt.title('Wilcoxon test results per method with \\nsignificance level 0.05 and FDR correction', fontsize=16, weight='bold')\n",
    "plt.xlabel('Fraction of tests', fontsize=13)\n",
    "plt.ylabel('Unbalancedness', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.bar_label(bar1, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar1], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar2, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar2], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar3, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar3], label_type='center', fontsize=10)\n",
    "ax.bar_label(bar4, labels = [f'{b.get_width():.2f}' if b.get_width() != 0 else '' for b in bar4], label_type='center', fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1841de7e-b315-4b48-b339-41b6a7df291a",
   "metadata": {},
   "source": [
    "#### `wilt` dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "e6d99d43-7d0a-474e-a917-7fb087cd6d90",
   "metadata": {},
   "outputs": [],
   "source": [
    "names2 = [\n",
    "    'Original data',\n",
    "    'Random Undersampling',\n",
    "    'Random Oversampling', \n",
    "    'SMOTE (oversampling)', \n",
    "    'Near Miss (undersampling)', \n",
    "    'Borderline SMOTE (oversampling)', \n",
    "    'SMOTETomek (hybrid)'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "179d13f6-33a0-4e1c-a999-b055ab80a253",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "vi_unweighted[-4][-1].plot(show_legend=True, ax=ax, \n",
    "                           add_plot=[vi_unweighted[-4][k][-1] for k in range(len(vi_unweighted[-4])-1)])\n",
    "ax.texts = []\n",
    "lgd = plt.legend(names2, ncol=len(names2)//3, bbox_to_anchor=(1.01, -0.08), fontsize=12)\n",
    "plt.title('Variable Importance for wilt dataset for the original \\n and balanced (IR=1) RF models', fontsize=16, weight='bold')\n",
    "plt.xlabel('Variable Importance', fontsize=13)\n",
    "plt.ylabel('Variable', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "9e2ace3c-e76b-4938-bb03-78c40a744a26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YLHrjjTcc69z5cvLnn3+uCxcuZLj8bt26acOGDdq2bZu2bt2qQYMGacOGDS7hr3PnztqwYYPjv9RnRfv27asff/xRu3bt0r59+7Rlyxbt3LlTmzZtMjTV+uuvv7Rnz54M6ylcuLDmzJmjyMhILVq0SEWKFHG8d/bsWR08eNAxvGnTJq1YscIw/WOPPaY//vhDO3bs0K5duzRr1ixDM5uLFy8aPlu+fPn04Ycfas+ePYqMjNSECRMcfxyvX7+uSZMmZViv8/oZOHCg4fX//ve/Luts5syZhrN6d955p3766SdFRkbqt99+U/369R3vXblyRR9//HGGyw4ICNC7776rnTt3ateuXfr555/dOvB2DgEpAeLo0aMu203qg+/UQaNEiRKqWLHiTZd1Mxs2bDBs25LUsGFDwzbnbufLX375xXHFRbpxEmL69OnatWuXNm7cqGbNmt30yoSZ/fPUqVO1YcMGlS5d2uWzpf4v5X2z+9/o6GjDAeerr76qyMhIbd++Xbt27dJPP/2kF154QY0aNTLM4+OPPzYErF69emnLli3asWOHli1bpkqVKjne+/777xUdHS3pRqdX5xt5pNzcI/V/N3Or/UYy+32mZciQIY7v1fm5KqnvCpmcnGzY1/j6+uqVV15RZGSkdu3apRkzZhjC7Lvvvqvr169nWH+KCxcuuITPsLAw7dy5Uzt37tRbb71lCETz5s3T4cOHM5xny5YttWbNGm3btk07d+5060rJmTNnXI4jRo4cqR07dmjHjh2GJkqe0qJFC23YsEG7du3S888/b3jP+W9z6dKlNWXKFEcI2blzp7Zs2eK4ApY6eOX0M0QIE3nY3XffbdiJnDp1yvFH9sqVK4Yzyr6+vi7NJbp06aKoqCiNGzdODz30kNq2batWrVqpb9++hiYzV69eNfxhTMtrr72mBg0aSLpxgJl6R5uRO++8U3Xq1FF4eLiGDh2qBx54QK1bt9Z9993ncnbizz//zHBeTZs21VNPPaWAgADlz59fL774ou68807H+wkJCW4/mM75zPsrr7yiOnXqSLpxZmr8+PGGM1RLlixxa75m/fe//1WpUqXk4+PjEiJ9fHz05ptvqnDhwgoICNBDDz1keD/12d60DBgwQPfcc498fHxUvHhxvfPOO4Yde2RkpC5duiRJWrFiheFsert27dSnTx/HOg8LC3OsJ+nGOs8ozJQqVUr/+9//HJd6CxcurCpVqtxkbbi65557ZLVa9d5776lPnz5q166dWrVqpW7durlcWXG+k4uzESNGqHnz5vLx8VHNmjUNfX4k4/pcvHix4b22bdvq9ddfV8mSJSXdOOPVsmVLwyXptWvXGq4Y9u/fX507d5avr698fX3Vs2dPw6X2Xbt26Z9//nFzTbjH+aziyy+/7GgHXbZsWZff3po1a5SUlJTu/Pr376/u3bs7zmiHhoa6XBlKi3PzpJT9V+rgkNIsbdeuXbLb7YqLi9Nff/2V7jxyA+dt7oknntC9994rHx8fhYSEuPzG0uLJ/XN6zO5/nc+s+/j4OPYLQUFBqlGjhoYMGWI4EeF8Z8GSJUvq7bffdlwJqFKliqEplc1my/Gzr6nllt9IVtSsWVMvvPCCAgMDFRQU5HKCLfW+LDIy0rCfeeCBB9S3b1/HWfHWrVure/fujvdTH2/czO+//+64+6Qk1alTRyNHjlT+/Pnl7++vRx55xNBPxm63u5ykSS0wMFCTJ092HP+kbHM3s27dOsOJ0dq1ayssLEz58uVTYGCgxo4d69HnPQUEBOi9995zXD0aPHiw4SqD84MqixcvrpYtW2rlypUaMWKEunTponvvvVetW7fWc889ZwhvNzse8jT6TORhPj4+6ty5s+FS2bJly9SwYUP99ttvhjtWNGnSRHfccYdjOD4+XoMHD3Z7Z5BRM56iRYvq3nvvzfwH0I0zuyNGjHCrzfzNmhI5t1n18fFRkyZN9Pfffzte++uvv9x6VoFzR77UD/1Ly8mTJxUbG2s4i+0p/v7+aty4sWPYubNf+fLlVbZsWcdwSEiI4f3UO/G0OK+3cuXKqVy5co71ZrfbdeTIETVq1MjlbFGLFi3SnF/qy8gZdYrs3LmzR9pFv/nmm/r222/dGvdm25Hz2buM1mfqqxSSXIJcWpzXx4wZMzRjxowMp9m3b5/KlClz03m748qVKy5NN5y3gerVq6t48eI6f/68pBv9r/7+++80bz8tyXCQkRmlSpVS+fLlHQc1zmGicOHC6t27t/bv36/Y2FhFR0fr5MmThrP6nmji5GnOTQudr/Y5/8aceXL/nBGz+99q1aoZvrc33nhDEyZMUMWKFVW5cmXVrl1brVu3NhzgHTt2zPA36ezZs6pZs2aGy3RujpJTctNvJCuc92XOfztSn9Rw3i8tW7bspmFu3759bv3+3P27kTpAREVFpTu/1q1bp9np/WZSn4RIqw6LxaKmTZt67Gn09evXNzS/s1gsKlKkiKOZn3OfqEOHDmnQoEEu/YnSkp1Nq9PClYk8zrnp0i+//JLmGR3ns9lTp051+w+VpAwvZ5o9yElpE+5u59ubXVJNa+fifBnZ3WXFx8e7NV5qFy9ezPQ07ihWrJihTahze2bng13n9rU36yOQmfXm3EwsrWmdX8toXaYOQWb99ttvbgcJ6ebbUalSpQzDzu1VU69P58/mPG1a3G1ql5onty3nmoODg9O8MYHz95hR3Vn5HlMfjERFRenKlSuOMNGwYUNDkE5pFpFabrwy4byfSas5S0ZNXDy5f05PVva/vr6+mjp1qqpWrWqYX1RUlH755Re9//776t69u0aOHOk4W29mu8/pA6YUue03YtbN9mWpZed+Kbf83XDe1p3/dqb3mlmpT+CmyOg7GDdunFtBQjL3m88KrkzkcTVr1lTVqlUdifvs2bP67bfftH79esc4AQEBLp21f/31V8Pw6NGj9fDDDyskJEQ+Pj56/vnn07xbT1rMXqrdtWuX4YdTsmRJvfvuu6pfv76CgoKUlJSUqft/p7Vjc37N3du4Oo+Xsl4ycrODdrOcw4Mzsx3eU1y8eNHQVjnltdRS1odzB8u0+kM4v5bROvfE00mdt+UHHnhAzz//vMqWLSs/Pz/98MMPmXoglfP6zOh7d14fZ86cuelzXJynKVSo0E2vztxsG8gM5+/jypUrunbtmsvBkvP3mFHn2qw012jSpImj/a/VatXatWsdnVkbNmyoatWqqWDBgrp8+bJ27txpOGsYEhJiqllcdnNeH+7sm1Lz5P45PVnd/9aoUUNLlixRZGSktm3bpqNHj+ro0aPat2+foz/Fr7/+qu+++04DBgxw2X4CAgIcN11IT3Y3A0pPbvuNmOW838jMviz1E8HT4+5V5dzyd8N5nmmF1Zv18cuMtP42p/cdnDx5Uvv373cMBwcHa+LEiWrRooWj7latWrkdNjyNMHEb6Nq1q6Gz3Ouvv25ou3nvvfe67LRTdywrUqSInn76acdwcnLyTTupeoLzbd26dOliuJTsfPvHm9m8ebOGDx/uGLbb7S736Hb3wCM0NNTww37//fczvPWfzWZzuSJwq9i8ebOho+TJkycNB2w+Pj6Ou4BVq1bNcCl648aN6tOnj2F+mzZtMgybvW2u8/pM7yYAztvRM888Y+grk5m75mRWjRo1DE0xfvrpJ3Xo0CHDaZzXxxNPPKHRo0enO76nt63g4GCVLVvW0Ixj06ZNatOmjWM4KirK0XxDunEXnNTr1JOcm0nMmjXLEcwbNWokX19f1a9fX+vXr9e2bdsMdbn7/Bl3ubvN3UyVKlUMbZo3b95suDGC82/MWVb3z84HLFar1aWPhif2vz4+PmrYsKEaNmzoeO3o0aN64IEHHMNbtmzRgAEDVLFiReXPn9/R1KlEiRJatWpVhtu2cyf11H0zzH437shtvxF3vs+sct4v3X///Y5nt6TFbre7fRcl56ZfGzdu1JgxYwyvOf/dqF69ulvzzozUV9IkuRwfWK1Wt/tVeprz77Fly5aGvyUnTpzwWpCQaOZ0W3BuwuS8wTm/LxkT+qVLlxzPo7h8+bJeeeWVm3ba9QTnsxUbNmxw1L5v3z69+uqrmZrfpk2bNGfOHCUlJSkxMVHvvfeeoU1yYGCgWw+vkqROnToZhlPu9pH6D9iZM2e0bNkyjRkz5qbPcsjNZs+erQ0bNshut+v8+fP673//a/icDRs2dHSS7Nixo+EPyKpVq/Tjjz8qKSlJ165d09SpUw0H14GBgWrdurWpupy3jwMHDqTZJMP5bNPixYtltVqVnJysb775Rj///LOp5bvD+be1atUqvf32246DjOvXr2vbtm3673//6xjn3nvvNZxZ+/LLL/Xjjz8a2s9eunRJGzdu1P/+9z89+uijHq/b+UrlhAkTHP0/Tp06pfHjxxveb9OmTbbd879cuXKGppJ79+6VdOOsXsqZ8ZSwe+LECUOfFU83cXLe5qKjoxUTE5Pp+aQ+6JSkb7/9VmvXrpXdbldMTIzGjx+f4cFwVvfPzp8jrQefZWX/e/nyZT355JOaP3++/v77b8dBv81mc7mFd0pzjICAAEMb/lOnTumFF14wfJakpCQdPHhQc+bM0cMPP6zt27enW/P58+dvejvWrMhNvxF3vs+satCggeGGLosXL9YXX3zhuPmGdKPp0fbt2/Xhhx+63JgiI23atDHcCWrfvn365JNPlJiYqOTkZM2bN8/QOd/Hx+emJ2XMaN26tSGE7dy5U7NmzVJSUpISEhI0ceLEHDn2SYvzd7xr1y7HjRWOHTuW4QmnnMCVidtA+fLl1bBhwzTb2BYoUCDNpyW2atXKcScau92up59+WsHBwbp69arsdrvhDFJ2ady4sYKCghwHUVFRUWrdurUCAwN15cqVNO/zfzMTJkzQ5MmTZbfbXdoU9u3b1+2HO7Vu3Vpt2rRxPGfi1KlTGjhwoCwWiwoWLKirV68arv640/E2t4qPj9fAgQMVGBiYZmft1Fd7qlevrt69e2v+/PmSbpzJefXVV/XWW2+luc6HDx9uqqOcJFWsWFEBAQGO9fzXX3+pSZMmKly4sHx8fPTiiy+qR48euueeewxXS2bMmKGvv/5aNptNycnJ2botN2/eXB07djQsf+7cuZo7d64KFCiga9euKTk52dDGt2jRogoLC9O7774r6cYB1KuvvqpXX31VhQsXVnJysiFYZEdb6yFDhmjx4sWOg8djx46pe/fuht9jiqCgID377LMeryG1u+++Wz/99JPhtRo1ajiaWTjfYjT1dJ5UsGBBlSlTxnFXm4sXL+qee+5R4cKF5evrq759+xquEqSnY8eOmjp1quNg4OrVqxo6dGi6vzFnWd0/h4aGGq6MDBgwQIULF5a/v79q166t6dOnZ2n/a7fbtXnzZsfzhfz9/RUcHKyEhARdu3bNMG7qO/uNHj1af/zxh6MN/dKlS7V06VIFBgYqICBA8fHxhpDl3HQ0NDRU27Ztk3QjpHTq1MnxXIz7779fb775ZvorNZNy02/Ene8zq/z9/fXSSy85Dlrtdrs++OADffDBBypYsKDsdrupvoTSjf4Qw4cPN7SgmDp1qj7//HNZLBaXu2A9/PDD2XJl4o477lDPnj0df78kadKkSfrggw8cf79SX/3KSVWqVFHp0qV1+vRpSTdOCnfs2FEFChRQfHy84zlSGd0xLDtxZeI2kdbVB0nq0KFDmh3Hnn32WZc7D125ckV2u11t2rRxOSuTHQoWLOhy32WbzeZ4iNk777yTqfn169dPhQoVUnJysstBbZMmTVyegXAz77//vksQs1qtio2NdflBe6ttrye89NJL8vPzS/MgZ8iQIS536nr11VcNz26QlOY6HzBggIYNG2a6rvz586tXr16G165fv66YmBidP3/eUW/37t0dtyVOkfogfsSIEaZrcMekSZNcrmRJN0Ka81NkUwwaNEjPPPOMSxOPS5cuuRyoZMe2VaxYMc2cOdMlqDgvu0iRIvrss8/Sfdilp6QVClIHiHr16rk06yhSpEi2HHA8/vjjhmGr1aoLFy7o/PnzbndWDggI0IcffujSvDRlm23ZsqWhaZCzrO6f+/Tpk+a2df78eUc7cU/uf5OTkxUbG+sSJGrUqGG4//+dd96p6dOnO26dnCIhIUGXLl0yBAmLxeISaJy/G7vdrtjYWJ0/f95UB+KM5KbfiDvfpyd06tRJb7zxhssVlsuXL7sEicz2Wxg+fLjLsyCsVqvL39IuXbrolVdeydS8M2Ps2LGG25dL//f3q2LFii5XgnOq+bKvr6/Gjx/vsryU9f7888+rRIkSOVJLWggTt4nOnTun2UkzvZBRvnx5LViwQJ07d1aRIkWUL18+ValSRWPGjNFnn32WYz+gfv366eOPP1bdunWVL18+FSpUSC1bttScOXPSrT09tWrV0qJFi9SjRw+VKFFC/v7+qlixop599ll9+eWXaYaqjBQoUEDTpk3TjBkz1LVrV5UrV85xX+yQkBDdddddGjJkiL7//vts3fllt3bt2un777/Xfffdp8KFCyt//vyqV6+e3n//fb3wwgsu4wcEBOiDDz7Ql19+qc6dO6tMmTLKly+f8ufPrwoVKuihhx7SvHnzNG7cuEw9mTQt//3vfzVy5EhVrlw53SYEAQEBmj17tgYOHKjSpUvL399fpUqV0mOPPabw8HC3noybFYGBgfroo4/01VdfqXv37qpQoYICAwOVL18+lS1bVm3bttWoUaNcpnv22Wf1008/6YknnlD16tUVHBwsi8WiQoUKqXbt2nr00Uf16aefuv2gtMyqUaOGFi9erHHjxqlJkyYqUqSI/Pz8VLBgQdWrV08jR47U8uXLM+wr5ClpNVdKfbAdHBzsch/5u+66K8vbV1oGDx6s8ePHq2bNmqaujqaoVauWIiIi1K1bNxUrVkwBAQGqWrWqxowZo+nTp2d444Ss7p8bNmyoGTNmqGnTpipYsGC668ns/rdAgQKaPn26Bg8erEaNGqls2bIKCgqSn5+fihUrpiZNmujll1/Wjz/+6NIMsVGjRlq+fLnGjRunpk2bqlixYvLz81P+/PlVvnx5tWvXTq+88orWrFnj8ryizp076/3331eDBg08cvOGm8ktvxF3v09P6NOnj5YvX67Bgwerdu3aKlSokCwWiwoUKKDq1avroYce0uTJk916SGBqPj4+GjdunObPn6+ePXuqQoUKyp8/vwICAlS6dGl16tRJM2fO1AcffJBtzcWkG9vuN998o+HDh6tcuXLy9/dXmTJl9OSTT2rBggUuJ8VudpMAT2rXrp1mzZqlJk2aKDAwUMHBwWrYsKE++eSTm96ePrv52L1xvQZArtWvXz9Dm9vVq1d79EE9AADcaqxWqx588EHD8yh+/fXXbOtYfyvhygQAAABue//++6/eeecdl47WiYmJevfddw1BIjQ0lCDx/9EBGwAAALe95ORkff3115o7d64qV66ssmXL6vLly4qOjjbcucpisWjs2LFerDR3IUwAAAAA/5/dbteRI0d05MgRl/eCg4P11ltvqUWLFl6oLHciTAAAAOC2V7x4cb388svatGmTDh8+rAsXLig5OVkFChRQ1apV1bx5cz3yyCNevXNSbkQHbAAAAACm0AEbAAAAgCmECQAAAACmECYAAAAAmEKYAJDttmzZotDQUMd/mb2lXtu2bQ3T56TUy23btm2OLvtW46nvafr06Y559OzZ04MV3lpiYmJUt25dx7rYvXu3t0uCF2TXPiir+2UgBXdzAgDkGpcvX9bMmTMdw0899ZTh/S1btqh///6O4bJly+q3335zDJ88eVL3339/mvP28/NTgQIFVKFCBbVo0UKPP/647rjjDg9/Alfr1q3T7t27FRkZqd27d+vy5cuO95o0aaK5c+emOV1ISIi6d++u+fPnS5I++OADffXVV5la9s8//6wXX3zRMdy5c2d9+OGHhnGSk5PVuHFjXbt2zfHa119/raZNmxrGmzdvnl555RXHcL9+/TR+/HhJ0tixY7Vw4cI0awgMDFRISIhq166tbt26qX379mmOl9E8nD300EOaOHGiW+MCyF5cmQAA5BozZ850PByqVKlS6tSpk8fmff36dcXGxmrPnj2aNm2aOnfurB07dnhs/ukZMmSIpk6dqvXr1xuChDsGDBjg+PfmzZu1adOmTE3fsGFDw/CuXbtcxjlw4IAhSKQ3nvNrDRo0cKuGhIQEnTx5UitWrFBYWJhGjx4tm83m1rQAcj/CBAAgV0hKStKPP/7oGO7cubP8/LJ+Ab148eIqXry4LBaL4fX4+Hi99NJLslqtWV5Gdqlatapq1qzpGP76668zNX358uUN98Q/ffq0zpw5YxgnreAQGRnp8trOnTsNwxmFiaCgIBUvXlwFCxZ0eW/58uVatGhRxoWnmkda/xUoUOCm0wPIGTRzAgDkCqtXr9bFixcdww888IBH5rthwwZJN65MzJ49W5MnT3a8d+LECe3fv1/16tXzyLLS0rx5czVo0EANGjTQtWvXNGrUqExN37FjR/3555+SbjSZOnfuXKYemtWwYUP9+uuvjuGdO3eqc+fOjmF3rkJcvHhRx44dcwyXKFFC5cqVS3eZAwcO1MiRIyVJx44d0zPPPGN4mvDy5ctv2h8m9TwA5F6ECSCPiIuLU0REhPbu3auoqChdvHhRsbGx8vPzU7FixVSnTh099NBDuu+++1ymjYiI0Lhx4xzDYWFhGjBggKZNm6YVK1bozJkzKlKkiNq2bavRo0erWLFiLvOw2+2aP3++vvvuO0VHRys4OFjNmzfP9IGTuzZu3Kjp06dr3759stlsqlOnjoYNG6aWLVu6jLtq1Spt3rxZ+/fv17///qvY2FglJSWpQIECqlKlitq0aaPHHnss02c7vb3OJSk2Nlbz5s3TunXr9Ndffyk+Pl4FChRQ6dKl1axZMz3++OMqX768YZrExESFh4dr5cqVOnTokC5fvqzg4GDVrFlT3bt3V/fu3eXrm/aF64MHD2rKlCnavn27kpOTVa1aNT355JPq0qVLptZdWn7++WfHv4sXL+7xA3w/Pz8NGTJE3333nf755x/H6ydPnszWMDFnzhzHv7ds2ZLp6du2bauPPvpI0o1AtHTpUkPzp5txDhO7du0yhImUqxD+/v6qWLGiDh8+rNjYWEVHR6ty5cqOaZzn6a6KFStq4MCB+u9//+t47eTJk25P7wlt27bVqVOnHMOHDh3SwoULNXfuXB05ckSFCxdWhw4dNHr0aBUoUEDXrl3TF198oZ9//llnzpxRyZIl1blzZ4WFhSl//vxpLuPIkSP69ttvtXXrVv3zzz9KSkpS0aJFVbduXXXr1k0dO3ZM93e1ZcsWTZs2TXv27JEk1a5dW0OHDlWrVq3c+nxxcXH64YcftGbNGkVHR+vKlSsqXLiw6tatq969e6tdu3aZXGOSzWbTzz//rMWLF+vQoUOOfVuRIkVUpkwZNWjQQC1btkxzn4vbC2ECyCP+/vtvTZgwweX15ORknTp1SqdOndKKFSvUs2fPNMdL7cSJE+revbvhj++5c+f0448/ateuXQoPD1dAQIBhmpdfflkRERGO4WvXrmnp0qVas2aNnn766Sx+OqNvv/1Wb731lux2u+O1LVu2aMuWLXrttdf0+OOPG8b/6KOPdPjwYZf5XLx4Udu3b9f27dv1/fff65tvvlGZMmXcrsPb63z9+vV64YUXDGfzUz7XxYsXdeDAAVWrVs0QJo4cOaJnnnnGcJZZuhFKNm3apE2bNikiIkKffvqpChUqZBjnjz/+0DPPPKOkpCTHa7t379bzzz+vffv2Zfj5bsZms2n79u2O4Tp16sjHxydL80xPiRIlDGEivYPD3KJq1aoKCgrS1atXJd3Y1jMbJlJLHQxSN3uqWbOm6tev7/itREZGeiRMSFLJkiUNw4GBgZma3tPeeustffPNN47hxMREzZ07Vzt37tScOXM0aNAgx4G9JJ06dUozZszQoUOHNGPGDJf5zZ49W++9955Lk7mzZ89q9erVWr16tZo1a6YpU6aocOHChnHCw8P13//+12V/tnXrVkMAS8/OnTs1atQonTt3zvD6+fPntWbNGq1Zs0adO3fWpEmTXPYhGXn55ZddOsQnJycrISFBp0+f1o4dO7R582bCBOgzAeRFPj4+Cg4OVpEiReTv7294LyIiQsuWLctw+p9++kmnTp2Sr6+vyx+fqKgoLViwwGWeqYNESg358uXT1atXXe4ek1Vvv/227HZ7mgck//vf/3To0KF0pw0ICFDRokUVFBRkeP3UqVN69dVXTdeU0+t8z549euaZZ1yChJ+fX5rt1KUbgWHIkCEuQcL5iszWrVsNdwCSpAsXLuiFF14wBAnp/w4KZ82apdOnT2f4GTMSFRWluLg4x3Dt2rVNzysjNpvNECQkOQ6YU+vXr5/htpnu/pcdZ9wtFouh38TOnTsNB543U7t2bcM2dfDgQSUmJkoyhoQGDRqoUaNGjuHU75ntfJ3Ceb1UqlQpU9N7WkqQcN6H7N+/Xw8++KAjSDgHzXXr1umPP/4wvPbzzz9r4sSJhiDh4+PjMu3mzZv1/PPPG16Ljo7W66+/7vJ9BgYGym6363//+1+Gn+P48eMaNmyYIUj4+Pi4/KaXLVuWqbtfRUVFuQSJwMBABQcHuz0P3D4IE0AeUbp0aU2ZMkW///67Dhw4oJ07d2rLli3avXu35s6daziYcD7wT8uDDz6orVu3aseOHXrssccM761bt84w/MUXXxiG27dvry1btmjXrl368MMPXTq+ZlXJkiU1f/58RUZGauXKlYZnGiQnJ2v69OmG8Z999lktXLhQe/fu1d69e7V582bt2rVLv//+u5o0aeIY748//tD58+fdrsOb63zixImGO/CULVtWM2bM0K5du7R9+3atW7dOzz77rOGgYtasWYYrH23atNG6deu0Y8cOrVu3znAg+fvvvzv6GkjSjz/+qNjYWMdwiRIl9OOPPyoyMlKrVq1SaGholu7QEx0dbRguW7as6Xml59y5c3rvvfcMB14tW7ZUxYoVPb4sT0u9PmJjY3XhwgW3pw0ICDCEs+TkZO3du1eSMSQ0bNjQsA2kNH+6fv264cqTv7+/6tSp49ayr127pu3btxtu9+vj4+Oyfadl6tSp6YY2M83FUitbtqyWLl2qyMhIl+B8+vRp1a5dW+vWrdOuXbtc+nasXbvW8e+kpCRDHxxJevjhh7V9+3bt3LlTn376qeHExfr16w3Tz5o1yxDQK1WqpGXLlikyMlILFy686a2LP/74Y0MI79Wrl7Zs2aIdO3Zo2bJlhtD2/fffu/zO0hMVFWUY/vzzzxUZGamdO3dqx44dmj9/vsLCwlSjRg235oe8jWZOQB5RvHhxtWzZUhEREdq0aZOOHz+u+Ph4Xb9+XZIc/5fk6MyZ0bzeeecdx8HwsGHD9P333zveT32W8ejRo4Yz3fnz59fbb7/tuJTfuXNnrV+/XuHh4Vn+jCmee+45Rxv3ChUq6NVXX9UTTzzheH/dunWy2+2OZjLt27fX2rVr9c033ygqKkoXLlxQUlKS7Ha7o+lIigMHDqh169Zu1eGtdZ7SxCCFr6+vpkyZYjjAu+OOO/TMM88YlrF06VLHvwMCAjR58mTHVYw77rhD//nPf9SnTx/HOEuWLHE0YUh9ACRJI0aMcJydLl++vMt3kFnOV1icm4JkRXoP0KtVq5bLgWDq5RcvXjzTy/J0cE7hvD4uXryokJAQt6dv1KiRy5WGu+++2yVMlCpVSqVLl9bp06f1119/6fLlyzp69KgSEhIc4zlf6UjL1KlTNXXqVJfX/f399fLLL+uuu+5yu/bsMGrUKFWtWlWS1K1bN7333nuG919++WXHgfwjjzxiOBlw4sQJx7937dqlf//91zFcsmRJvfbaa46rk+3atVOfPn00a9Ysxzi//PKL7r33Xkk3QrvzcqtUqSLpxvY5evRovfTSS2l+hqSkJK1atcqw7LffftvRL6NKlSoKCwvTmDFjJN24Krds2TKFhYXdbPW4XLn19fV17FMLFCigevXqZWs/I9xaCBNAHnHo0CENGjTIpd1sWlKfYU5Lq1atDAcLzgctqQ/AU9+hRbrR7rpIkSKG15o1a+bRMNG8eXPDcOPGjeXv76/k5GRJNzojnj17VnfccYeSk5M1evRowx/djNxs3aTmrXV+8OBBw3tVq1a96ZniK1euGAJJUlLSTQ/oUp+Ndv6emzVrZhh2/g4yK/XZVcn1YMbTGjRooOnTp6cbWtI6EPYm5+YlzuvrZho1aqQvv/zSMbxz504lJiY6tqWUEJEy7tKlS2Wz2RQZGelyNjuzTZxS+Pn56e2331aPHj3cGj8oKCjd7cC5KWFmpd6HON/cwN/fX40bN3YMO4fK1L9F575Yd999t0ttzZs3N4SJlLP+ly9fdtl3OP+unPd1qR07dszRXE260T8jdXO4tLjbt+nuu+9WwYIFHc9FGTZsmAIDA1WpUiVVrlxZdevWVdu2bVWhQgW35oe8jWZOQB4xbtw4tw5qJeMZ87SUKlXKMJzRH+4rV64Yhp2DhCQVLVrUrbrc5Tw/Hx8fl+Wm1PXDDz+4HSSkm6+b1Ly1zp0ffJZyEJiR+Pj4m47jLPXVAufv2Z3vIDOc23g7Ly8rihcv7nIwHhkZqUcffTRT4dGbnNdHev1i0uPcYToyMlJ79+51hL/UASH1uJGRkaY6XwcFBSkkJMRwpeb69esaO3Zsuk/8djZw4EBt2LAhzf9SN8cyI3VYd/6tFS1a1ND5P6MbATj/FtO665rzaym/RefvNDg42OWKT0b7zsw+AFFy/2RJwYIFNXXqVMO+JSEhQQcOHNCSJUs0YcIEdejQQW+++Wam+u8gb+LKBJAHnDx5Uvv373cMBwcHa+LEiWrRooXjIK1Vq1ZuH/g6Pygsoz+mzgdpaf2xcm7CklUXL140tCW22+0uy0353KlviSlJffv21eDBg3XHHXfI19dX77//vksfC3d4c50732XJnY7PzgfrKbd4zEjqs/bBwcGGs+EXL140TJ/Wd5AZzgdcKU/B9oSUvh979uzRiBEjdPbsWUk3mui9/vrrjtuuphYWFpbm8xduZsGCBW6Fu8xyXrfp3So4PSEhIapQoYKOHz8u6cb3l7qDbeqA4NwJ2/mqlDthIuUZESk3YEh52J7dbtfEiRPVpEmTdJuf5YSMHoaYmasezqEurb4szq+l/Bad951XrlxRUlKSIVBktO90XnZAQIDLvsFZZjpQN2vWTKtWrdK2bdu0a9cuHT16VNHR0Tpw4IBsNpvsdru+/fZbtWjRwtStZ5F3ECaAPCDl4ChFy5Yt1aFDB8fwiRMn3D6ozayU9r0p/vzzT8XGxhoONDdv3uzRZW7evFndu3d3DO/YscPQvKZw4cKOh3o5r5vnnnvOcGDt/FRfd3lznTt3evzrr7+0f//+DO+AFBwcrHLlyjmaOvn5+WnFihUZPlsjdYfqKlWqGA6uN2/ebOjc6fwdZJbz3X1SdxT3lHr16undd9813FZ1+fLlGjBggEvTnUuXLmWqM36K7Hqadur1Ubhw4UyHCelGCEgJE5K0ePFix79TB4gaNWo4bkW7bds2Qwfh0qVL37RTcGpBQUH673//qwMHDjhu/Xv9+nW99957hk7Zt6pq1aoZhrdt26bk5GRDINm0aZNhnOrVq0u6EQZKlixp2Jds3rzZ0GfLedrUKlasqPz58zuaOpUoUUKrVq1K91kWkjJ9kwQ/Pz81b97c0Nxq/fr1GjRokKFmwsTtjWZOQB7gfIZq165djk7Rx44d0+jRo7Nt2ZUqVTLcDScxMVHjx4/XpUuXZLVatWzZMsPDyDzhww8/dLT9PX78uN58803D+61bt3ac2Xc+WP7pp58cdX7wwQeGZxtkhjfXealSpQxtum02m0aNGqX169c7DujPnz+vL7/80nBlplOnTo5/JyYmauTIkYbb6FqtVkVHR+v777/XgAEDDN9bmzZtDDV8+umn2r17t6Qbwcn5O8is0NBQw1nT1Fd9PKl58+YuDwLLbf0jnFmtVkMH/kaNGpl6BofzFYWUkJAvXz5DW3uLxeLoXOt8K+DMPl8ixQsvvGAY/uOPPxzbz62sYcOGhmdonD17Vm+88Ybi4+Nls9m0atUq/fDDD4ZpUj/Z3fl3NWHCBEcflQMHDqR51SxFQECA2rZt6xg+deqUXnjhBUMH8aSkJB08eFBz5sxx3GXKHVFRUXrmmWe0ePFiw5XP5ORkl34XmWkairyJKxNAHlClShXHHVikG7fA7NixowoUKKD4+HjHswucDww8ZdiwYYanOa9cuVKrVq1Svnz5DB0EPeX06dPq1auXAgMDDXeZkW40URgyZIhjuFWrVoY/fm+++aYmT56sa9euyWq1Gs7sZYa31/nYsWPVt29fx+1hT548qUGDBsnPz09BQUGOJkmpH5Y3aNAgLV261PGchY0bN+rBBx9UQECAgoKCDHeikm7cqjbFI488otmzZzua25w7d06PPPJImt+BGRaLRY0bN3bcAnffvn2GO3J50ogRI7R+/XrH8B9//KE9e/YY7k7jbrt+d/Tq1cvxYDjnqze7du0yPPRr4MCBhrO+0o1OvqnXcdOmTU3VkV4QqFOnjkvTnoYNG6Z5RdFs5+uGDRuqZcuWhtsNf/rpp6aaGOYmAQEBeuGFF/Sf//zH8dr8+fO1YMGCNPd/rVq1ctzJSZKeeuopLVq0yLGfiI6OVqdOndz+XY0ePVp//PGHo//E0qVLtXTpUgUGBiogIEDx8fGGq2Xu9m+wWq2Oh+2lfM7g4GDFx8e7bMP169d3a57Iu7gyAeQBvr6+Gj9+vMvl7ZSOfs8//7yj2U926Nmzp8u92O12uxITE10O7j0h5daGaf2xffnllw1tsQcOHOhyx5GrV6/KarWqdu3apm9n6u11Xq9ePX366acu/R6uX7+e7p1+ihYtqpkzZ7o8pC0pKUmxsbEuZxhT30mnWLFimjx5sstBZ8p38NBDD2Xq6eFpSd10LSYmJtvOXDdq1EgtWrQwvPbZZ59ly7KkG+3ez58/r/Pnz7v0BUlOTna8d/78eZdbFUvSb7/95vi3xWJRly5dTNVRvXr1NJu1pRUQ0uvgbPbKhHQjxKW2du3aLD85PTfo3r27xo4da+hsnrL/S61Zs2b64IMPDK9VrlxZr732mktoTvldOa8zZ3feeaemT5/u8oTxhIQEx9XhFBaLxfTT3pOSknTx4kWXINGyZUt169bN1DyRdxAmgDyiXbt2mjVrlpo0aeJ4UmnDhg31ySefePxgPi3/+9//9Oabb6pmzZrKly+fihQponbt2mnBggW65557PLqskSNH6tNPP9Vdd93luH1kkyZN9OWXX+rxxx83jFu4cGH98MMPeuSRR1S8eHH5+/urfPnyGjp0qL799ts0n6LtLm+v83vuuUcrVqzQmDFjdNddd6lIkSKOjtW1atXSwIEDdffddxumqVKlihYtWqS3335brVu3VokSJeTv7698+fKpTJkyat26tV588UWtXLnS0BwjZXkLFixQ27ZtVahQIeXPn1+1a9fWm2++qQkTJmT5KkKHDh0M4WjFihVZml9GnA/S1qxZowMHDmTb8rIi9Xpo3bq1y4Gju3x9fd0ODg0bNnQJys7NoTKrcePGLrc6/fTTT03PLzd56qmntHjxYj3xxBOqUqWKgoKC5O/vrxIlSui+++7Thx9+qNmzZ6d5K+LevXvrq6++UvPmzRUcHKygoCA1atRIn3zyiUaNGnXTZTdq1EjLly/XuHHj1LRpUxUrVkx+fn7Knz+/ypcvr3bt2umVV17RmjVr3L6KUKVKFU2dOlX9+vVTvXr1VLp0aeXLl8/xmVq1aqX//e9/mj59eoad2XF78LFzTy8AQC7xwQcfOJ6oXqpUKa1evfq2Plg5fPiwunbt6hiePXu2y1UVAPAmrkwAAHKNwYMHO87enjlzRsuXL/dyRd41Z84cx7+bNm1KkACQ6xAmAAC5RqFChTR48GDH8OzZs71YjXfFxMQY7qj1/PPPe7EaAEgbzZwAAAAAmMKVCQAAAACmECYAAAAAmHL73iIDbrHZbLp+/bp8fX2z5eFRAAAAyBq73S6bzSY/Pz+X2zpnN8IEMnT9+nXt3bvX22UAAADgJurWrauAgIAcXSZhAhlKSbe1atXK8Y0TuZfVatXevXtVt25dw1NfAbYNpIXtAulh2/CMlPWY01clJMIEbiKlaZPFYuFHDhdsF0gP2wbSwnaB9LBteIY3mqTTARsAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQKAKYGBgd4uAbkU2wbSwnYB5E1+3i4AtwaLxeLtEpCLWCwW1apVy9tlIBdi20Ba2C68x26zy8fXx9tlIA8jTMAtF8KjZDuT4O0yAACAm/xKBimkTw1vl4E8jjABt1w/d1XWf656uwwAAADkIvSZAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCk/Ahlv8SgTJ1+rj7TIAAICb/EoGebsE3AYIE3BLsV7VZbFYvF0GAADIBLvNLh9fTgYi+xAm4JaN4d8r7sxpb5cBAIBXFCp5h+7p09/bZWQaQQLZjTABtxzfE6kzhw96uwwAALyiZKUqt2SYALIbHbABAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgip+3C8CtoWiZsrJdT/Z2GQAAeEWxsuW9XUKeFRgY6O0SkAWECbil47BRslgs3i4DAACvsdls8vWlUYcnWSwW1apVy9tleJzNZpevr4+3y8gRhAm4ZdvSo4o7l+jtMgAA8JprV6/ralySt8tALlesdLDaD6zt7TJyDGECbjl+4ILOHYv3dhkAAADIRbhWBwAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwJTb5m5OW7ZsUf/+/SVJTzzxhF599VWXcWJiYnTvvfcqOTlZTZo00dy5c3O6zCwLDQ01DPv7+6t06dJq06aNnnnmGRUtWtRLlQEAACCvuW3CRIp8+fJpyZIlGjt2rAICAgzv/fTTT7Lb7fLzu7VXS2hoqAYNGiRJiouL04YNG/T1119r8+bNCg8Pd/ncAAAAgBm3XTOn9u3b69KlS1q1apXLexEREWrduvUtf7BdokQJde/eXd27d1e/fv00bdo0tW/fXlFRUVqzZo23ywMAAEAecduFidDQUNWuXVsRERGG1/fs2aPDhw+rV69eaU63d+9ejRgxQk2bNlWdOnXUsWNHff7557p+/brLfMaOHauOHTuqfv36atiwofr06aOVK1e6zHPs2LEKDQ3VpUuXNH78eDVv3lx169ZVnz59tHv3bs99aEnNmzeXJP39998enS8AAABuX7d2ex6TevbsqXfeeUdnzpxRqVKlJEkLFixQSEiI2rRp4zL+2rVrNWLECN15550aOHCgChcurMjISE2ZMkV//vmnpkyZ4hh35cqVOnbsmLp06aJSpUopNjZWCxcuVFhYmCZPnqxu3bq5zH/w4MEKCQlRWFiYLl68qNmzZ2vo0KFavXq1ChQo4JHPnBIiihQpYmr6oqWCZLd6pBQAAIA8q1jpYEmS1ZpzB045uSxnt2WY6Nq1qyZNmqRFixZp+PDhSkxM1LJly/Twww+79Je4du2axo0bp/r16+urr75yvN+nTx/VqFFDEyZM0JYtW9S0aVNJ0tNPP60xY8YY5tGvXz/16NFDn3/+eZphonbt2nr99dcdw1WqVNHo0aO1ZMkS9enTJ9Of7/r167pw4YIk6fLly1q/fr2+++47BQUF6f7778/0/CSpbb+aslgspqYFAAC4nVivW7X/wH4lJyd7u5Rsd1uGiSJFiuj+++/XwoULNXz4cP3666+6fPlymk2cNmzYoJiYGD333HOKi4szvNe6dWtNmDBBGzZscISJoKAgx/sJCQlKTEyU3W5Xs2bN9MMPPyg+Pt7lasOAAQMMw82aNZNkvknS5s2bHc2aUtSsWVOvvfaaQkJCTM3z3KefyXqcJlIAAGSVf9lyKvncaK+eTc4tbDabDh8+rGrVqsnXNw+1vve5cbI4p1itVu3duzfHlpfabRkmpBtNnYYMGaLt27crPDxc9erVU9WqVV3GO3LkiCRp/PjxGj9+fJrzOn/+vOPfMTEx+uijj7R69WrFxMS4jBsXF+cSJsqXL28YTrl9a2xsbKY+U4o6depozJgxstvtOn36tL766iudP39egYGBpuYnSVc3btS1yEjT0wMAgBvy16olPTeaK/7/X0JCgnx9fVkft6jbNky0atVKpUqV0qeffqotW7YYmhmlZrfbJUljxoxRnTp10hynZMmSkm6k66eeekrR0dHq16+f6tatq4IFC8pisSg8PFxLliyRzWZzmT69H0/KsjOrSJEiatGihWO4ffv26tq1q8LCwrRkyRLlz5/f1HwBAACA1G7bMOHr66sePXpo2rRpyp8/v7p06ZLmeJUqVZIkBQYGGg7Q0xIVFaVDhw5pxIgRGjVqlOG9+fPne6ZwEwoXLqzRo0fr5Zdf1tdff62hQ4d6rRYAAADkHXmocVrmPfroowoLC9Mbb7yhggULpjlOq1atFBISopkzZzo6NaeWmJio+Ph4SXK09XO+ohAVFZXmrWFzUvfu3VW+fHl9+eWXjnoBAACArLhtr0xIUpkyZTRy5MgMxwkMDNSkSZM0YsQIderUSb169VLFihUVFxen6OhorVy5UlOnTlXTpk1VpUoVVatWTTNnzlRiYqIqVaqko0eP6scff1T16tW1f//+HPpkrvz8/DRs2DCNHz9eX331lUaMGOG1WgAAAJA33NZhwl333HOPFixYoOnTp2vx4sW6ePGiChUqpAoVKmjAgAEKDQ2VdKPvwxdffKFJkyZp4cKFSkhIULVq1TRp0iQdPHjQq2FCknr06KHPPvtMc+bMUf/+/dO9GgMAAAC4w8dutpcvbgtWq1WRkZEq+t5k7uYEAIAH5K9VS5Uiwr1dRq6QcpzRoEED7uaUBd5cj7d1nwkAAAAA5tHM6RZw7ty5m45TsGBBbvkKAACAHEWYuAW0atXqpuNMmDBBPXv2zIFqAAAAgBsIE7eA2bNn33SctJ7e7Un+FSvKJykpW5cBAMDtIKByZW+XAHgMYeIWcLOH5eWEMu+8TccoAAA8xG61yieNv6tWm1UWX/7e4tZBmIBbpkVO0/Erx71dBgAAeUJcUpxiEmIMr1UuXFkTW0/0UkWAOYQJuGXT6U3aHbPb22UAAAAgF+HWsAAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADDFz9sF4NZQsVBFJdmTvF0GAAB5VuXClb1dApBphAm45Y2Wb8hisXi7DAAA8jSrzSqLL39vcesgTMA9v0+SYqO9XQUAANmnSAXp/le9WgJBArcawgTcE71GOrXV21UAAJB9Stf3epgAbjV0wAYAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYApPwIZ7QqpKtmvergIAgOxTvLq3KwBuOYQJuKf7VMli8XYVAABkL5tV8uXvHeAuwgTc8vHqKB2LSfB2GQCALChfLEgvdqyR48u1Wq06dOiQQkNDZcntJ6YIEkCmECbglvWHz2vniThvlwEAyILaZQp5JUxIUkICJ6SAvIgO2AAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATOEJ2HBL5RLBumb1dhUAgKyoWrKAt0sAkMcQJuCWSb3qy2KxeLsMAEAWWW12WXx9vF0GgDyCZk5wi9XKZQn8H6vVqgMHDrBdwAXbRu5HkADgSYQJAKYkJCR4uwTkUmwbAHD7IEwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMADAlMDDQ2yUgl2LbQFrYLoC8yc/bBeDWYLFYvF0CchGLxaJatWp5uwzkQmwbSEvq7cJus8vH18fLFQHwFMIE3HIhPEq2MwneLgMAcAvzKxmkkD41vF0GAA8iTMAt189dlfWfq94uAwAAALkIfSYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJjCE7DhFr8SQfK1+ni7DADALcyvZJC3SwDgYYQJuKVYr+qyWCzeLgMAcIuz2+zy8eXkFJBXECbglo3h3yvuzGlvlwEAyAUKlbxD9/Tp7/b4VqtVhw4dUmhoKCemgDyGMAG3HN8TqTOHD3q7DABALlCyUpVMhQlJSkhIyKZqAHgTHbABAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJjCE7DhlqJlysp2PdnbZQAAcoFiZctneprAwMBsqASAtxEm4JaOw0bJYrF4uwwAQC5hs9nk6+teAweLxaJatWplYVl2+fr6mJ4eQPYhTMAt25YeVdy5RG+XAQDIJa5dva6rcUnZvpxipYPVfmDtbF8OAHMIE3DL8QMXdO5YvLfLAAAAQC5CB2wAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmHJb3Bp2y5Yt6t+/vyTpiSee0KuvvuoyTkxMjO69914lJyerSZMmmjt3bk6X6TG//fabIiIitGfPHl24cEH+/v4qVaqUGjZsqG7duql58+beLhEAAAB5wG0RJlLky5dPS5Ys0dixYxUQEGB476effpLdbpef3627ShITEzVmzBitWrVKlSpVUo8ePVS+fHlZrVYdO3ZMa9asUXh4uN5//3117drV2+UCAADgFnfrHjmb0L59ey1ZskSrVq1S586dDe9FRESodevW2rx5s5eqy7rXX39dq1at0qBBg/TCCy/I19fYiu2ll17SypUrlT9/fi9VCAAAgLzktuozERoaqtq1aysiIsLw+p49e3T48GH16tUrzen27t2rESNGqGnTpqpTp446duyozz//XNevX3eZz9ixY9WxY0fVr19fDRs2VJ8+fbRy5UqXeY4dO1ahoaG6dOmSxo8fr+bNm6tu3brq06ePdu/enenPdvDgQS1cuFCNGjXSiy++6BIkJMnHx0cdOnRQ69atMz1/AAAAwNltdWVCknr27Kl33nlHZ86cUalSpSRJCxYsUEhIiNq0aeMy/tq1azVixAjdeeedGjhwoAoXLqzIyEhNmTJFf/75p6ZMmeIYd+XKlTp27Ji6dOmiUqVKKTY2VgsXLlRYWJgmT56sbt26ucx/8ODBCgkJUVhYmC5evKjZs2dr6NChWr16tQoUKOD25/r1118lSb1795aPj08m18rNFS0VJLvV47MFACBDxUoHS5KsVv4I5UUp3yvfb9Z4c/3ddmGia9eumjRpkhYtWqThw4crMTFRy5Yt08MPP+zSX+LatWsaN26c6tevr6+++srxfp8+fVSjRg1NmDBBW7ZsUdOmTSVJTz/9tMaMGWOYR79+/dSjRw99/vnnaYaJ2rVr6/XXX3cMV6lSRaNHj9aSJUvUp08ftz/X4cOHJUk1a9Z0eS82NlY2m80xHBAQkKmgIklt+9WUxWLJ1DQAAHiC9bpV+w/sV3JysrdLQTbZu3evt0uASbddmChSpIjuv/9+LVy4UMOHD9evv/6qy5cvp9nEacOGDYqJidFzzz2nuLg4w3utW7fWhAkTtGHDBkeYCAoKcryfkJCgxMRE2e12NWvWTD/88IPi4+NdDuIHDBhgGG7WrJkk6e+//87U54qPj5ekNENCx44dFRsb6xhu1aqVvvzyy0zN/9ynn8l6PHM1AQDgLv+y5VTyudFpn2H1uXHyDXmP1WrV3r17VbduXU5aZkHKevSG2y5MSDeaOg0ZMkTbt29XeHi46tWrp6pVq7qMd+TIEUnS+PHjNX78+DTndf78ece/Y2Ji9NFHH2n16tWKiYlxGTcuLs7lYL98+fKG4aJFi0qS4eDfHSnzTQkVqU2dOtVxNuepp57K1HxTXN24UdciI01NCwDAzeSvVUt6bjQHlLcpi8XCd3+Lui3DRKtWrVSqVCl9+umn2rJli6GZUWp2u12SNGbMGNWpUyfNcUqWLClJstlseuqppxQdHa1+/fqpbt26KliwoCwWi8LDw7VkyRJDU6MU6f1wUpbtrqpVq+rXX3/Vn3/+qVq1ahneu/vuuzM1LwAAAMAdt2WY8PX1VY8ePTRt2jTlz59fXbp0SXO8SpUqSZICAwPVokWLDOcZFRWlQ4cOacSIERo1apThvfnz53um8Ax07NhRn332mRYsWKCePXtmSydsAAAAILXb6tawqT366KMKCwvTG2+8oYIFC6Y5TqtWrRQSEqKZM2fqwoULLu8nJiY6mhWl3IrV+YpCVFRUmreG9bQaNWrowQcf1M6dOzV58uQ0r4Jk9moHAAAAkJHb8sqEJJUpU0YjR47McJzAwEBNmjRJI0aMUKdOndSrVy9VrFhRcXFxio6O1sqVKzV16lQ1bdpUVapUUbVq1TRz5kwlJiaqUqVKOnr0qH788UdVr15d+/fvz/bP9Oabb+ry5cuaOXOmVq9erQ4dOqh8+fJKTk7W6dOntWLFCklSuXLlsr0WAAAA5H23bZhw1z333KMFCxZo+vTpWrx4sS5evKhChQqpQoUKGjBggEJDQyXd6PvwxRdfaNKkSVq4cKESEhJUrVo1TZo0SQcPHsyRMBEYGKjPP/9cq1ev1sKFC7Vw4UJdvHhRfn5+KlWqlBo3bqw33nhDzZs3z/ZaAAAAkPf52Gn7ggxYrVZFRkaq6HuTuZsTACDb5K9VS5Uiwr1dBnJYynFGgwYNuJtTFnhzPd62fSYAAAAAZA3NnHK5c+fO3XScggULKn/+/DlQDQAAAPB/CBO5XKtWrW46zoQJE9SzZ88cqAYAAAD4P4SJXG727Nk3HSetp3d7mn/FivJJSsr25QAAbk8BlSt7uwQAJhAmcrmbPSwvp5R55206RgEAspXdapVPLvpbY7VZZfHNPfUAuRFhAm6ZFjlNx68c93YZAIA8LC4pTjEJMd4uQ5JUuXBlTWw90dtlALkeYQJu2XR6k3bH7PZ2GQAAAMhFuDUsAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTeAI23FKxUEUl2ZO8XQYAADmicuHK3i4BuCUQJuCWN1q+IYvF4u0yAADIMVabVRZf/vYBGSFMwD2/T5Jio71dBQDcXopUkO5/1dtVZJnVatWhQ4cUGhp6S52YIkgAN0eYgHui10intnq7CgC4vZSunyfChCQlJCR4uwQA2YAO2AAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADDFz9sF4BYRUlWyXfN2FQBweyle3dsVAECGCBNwT/epksXi7SoA4PZjs0q+7H8B5E6ECbjl49VROhaT4O0yACBXKl8sSC92rJE9MydIAMjFCBNwy/rD57XzRJy3ywCAXKl2mULZFyYAIBejAzYAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFN4AjbcUrlEsK5ZvV0FAOROVUsW8HYJAOAVhAm4ZVKv+rJYLN4uAwByLavNLouvj7fLAIAcRTMnuMVq5bIE/o/VatWBAwfYLuDidt42CBIAbkeECQCmJCQkeLsE5FJsGwBw+yBMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTMAtFovFq8u32+xeXT4AAABc+Xm7ANwaLoRHyXYmwSvL9isZpJA+NbyybAAAAKSPMAG3XD93VdZ/rnq7DAAAAOQiNHMCAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKX7eLgC3Br8SQfK1+nhn2SWDvLJcAAAAZCxLYWLbtm1av369YmJi9NRTT6lKlSq6cuWKDhw4oNDQUBUqVMhTdcLLivWqLovF4rXl2212+fhmLczYbDb5+nIxDgAAwFNMhQmr1aoxY8ZoxYoVstvt8vHxUZcuXVSlShX5+flpxIgRGjhwoIYPH+7peuElG8O/V9yZ015bfuKVK7p66aLp6YuVLa8uI1/wYEUAAAAwFSZmzJihX3/9VWPHjtU999yjzp07O97Lly+f2rVrp7Vr1xIm8pDjeyJ15vBBb5cBAACAXMRUm49Fixape/fuevLJJ1W0aFGX96tUqaITJ05kuTgAAAAAuZepMHHq1Ck1bNgw3fcLFSqkS5cumS4KAAAAQO5nKkwEBwcrNjY23fePHTumYsWKma0JAAAAwC3AVJho3LixFi9eLLvd7vLexYsXFR4erqZNm2a5OAAAAAC5l6kwMXz4cB07dkz9+/fX6tWrJUkHDhzQt99+q549eyoxMVFDhw71aKEAAAAAchdTd3OqW7eupk6dqpdfflnjx4+XJE2ePFl2u10hISGaOnWqqlat6tFCAQAAAOQuph9ad++992rNmjXasGGDjhw5IrvdrkqVKqlVq1bKnz+/J2sEAAAAkAtl6QnYAQEBuu+++3Tfffd5qh4AAAAAtwhTfSYAAAAAwK0rE/3798/0jH18fPTVV19lejrkTkXLlJXterK3yzCtWNny3i4BAAAgz3ErTJw8eTK760Au13HYKFksFm+XkSU2m02+vrn/YpzNZpevr4+3ywAAALgpt8LEb7/9lt11IJfbtvSo4s4leruMLLl29bquxiV5u4wMFSsdrPYDa3u7DAAAALdkqQM2bh/HD1zQuWPx3i4DAAAAuUiWw8Rff/2l48ePy8fHR+XLl+f5EgAAAMBtwnSY2Lhxo9588039/fffhtcrVaqkV155Rc2bN89ycQAAAAByL1NhYuPGjRoyZIgCAgL08MMPq2rVqrLb7Tpy5IiWLFmiIUOGaMaMGQQKAAAAIA8zFSY+/PBDFS9eXPPmzdMdd9xheO+ZZ57RI488oo8++ogwAQAAAORhpu6TeejQIT366KMuQUKSSpUqpUcffVQHDx7McnEAAAAAci9TYaJQoUIKDg5O9/0CBQqoYMGCpotKbcuWLQoNDVVoaKjefPPNNMeJiYlRnTp1FBoaqn79+nlkuTkt5TM+99xzab7fr18/1a1b1/DaJ598otDQUEVGRjpeS72+Uv5r2LChHnroIc2ZM0fXr1/Pzo8BAACA24ipMPHAAw9o6dKlaR6YJicna+nSpXrggQeyXFxq+fLl05IlS5SU5PqcgJ9++kl2u11+frf+nW6XL1+uffv2ZXk+nTt31rvvvqtJkyZpxIgRun79uiZMmKA33njDA1UCAAAAboaJf/75x/Bfnz59dP36dfXt21fLly/XoUOHFBUVpWXLlqlv376yWq167LHHPFpo+/btdenSJa1atcrlvYiICLVu3VoBAQEeXWZOq169ugICAjR58uQsz6tmzZrq3r27evToocGDB+vHH39U6dKlNX/+fF24cMED1QIAAOB259ap/LZt28rHx8fwmt1ulyTt3r07zde7du2qP//80xM1SrrRDOjo0aOKiIhQ586dHa/v2bNHhw8f1ujRo7V582aX6fbu3atp06Zp+/btunLlisqWLasePXpoyJAhhisZe/bs0Xfffaddu3bpzJkz8vX1VWhoqAYNGqT27dsb5jl27FgtXLhQW7du1XvvvafVq1crPj5etWvX1rhx41S/fn1Tn7FkyZJq1aqVZs2apfXr16tVq1am5pOWoKAg1atXT6dPn9bx48dVrFgxj80bAAAAtye3wsSIESNcwoQ39OzZU++8847OnDmjUqVKSZIWLFigkJAQtWnTxmX8tWvXasSIEbrzzjs1cOBAFS5cWJGRkZoyZYr+/PNPTZkyxTHuypUrdezYMXXp0kWlSpVSbGysFi5cqLCwME2ePFndunVzmf/gwYMVEhKisLAwXbx4UbNnz9bQoUO1evVqFShQwNRnHD58uBYsWKD3339fLVu29Oh6P3HihCSpSJEimZ62aKkg2a0eKwXpKFb6Rl8kqzV3r+yU+nJ7nch5bBtIC9sF0sO24RneXH9uhYmRI0dmdx1u6dq1qyZNmqRFixZp+PDhSkxM1LJly/Twww+79Je4du2a4yrBV1995Xi/T58+qlGjhiZMmKAtW7aoadOmkqSnn35aY8aMMcyjX79+6tGjhz7//PM0w0Tt2rX1+uuvO4arVKmi0aNHa8mSJerTp4+pz1i4cGENGTJE77//vpYsWZLmct2RkJDgaM507tw5/fDDDzpw4IDq1q2rihUrZnp+bfvVlMViMVULMsd63ar9B/YrOTnZ26Xc1N69e71dAnIptg2khe0C6WHbuHXdUj2WixQpovvvv18LFy7U8OHD9euvv+ry5cvq1auXy7gbNmxQTEyMnnvuOcXFxRnea926tSZMmKANGzY4wkRQUJDj/YSEBCUmJsput6tZs2b64YcfFB8f73K1YcCAAYbhZs2aSZLLU8Ez68knn9S3336rjz76SB07djTVF+Szzz7TZ599ZnitXbt2hvCTGec+/UzW41n7XO7yL1tOJZ8bffuepfC5EVRzM6vVqr1796pu3bqETBiwbSAtbBdID9uGZ6SsR2/IUpiwWq2Kjo7WpUuXHH0lUrv77ruzMvs09ezZU0OGDNH27dsVHh6uevXqqWrVqi7jHTlyRJI0fvx4jR8/Ps15nT9/3vHvmJgYffTRR1q9erViYmJcxo2Li3MJE+XLlzcMFy1aVJIUGxubqc/kLF++fAoLC9P48eP1ww8/qH///pmeR+/evdWlSxddv35dhw8f1vTp0xUTE6P8+fObqunqxo26luoWtNkpf61a0nOj2ancAiwWC98T0sS2gbSwXSA9bBu3LtNhYvr06ZoxY4bi4+PTHceTHbBTtGrVSqVKldKnn36qLVu2pHumPSXcjBkzRnXq1ElznJIlS0qSbDabnnrqKUVHRzue51CwYEFZLBaFh4dryZIlstlsLtOnt9GnFawyq2fPnpozZ44+//xz9ezZM9PT33nnnWrRooWkG1diGjdurMcee0yvv/663n///SzXBwAAAJgKE/Pnz9cHH3ygu+++W61atdKHH36oAQMGyM/PTwsWLFD58uX1+OOPe7pWSZKvr6969OihadOmKX/+/OrSpUua41WqVEmSFBgY6DioTk9UVJQOHTqkESNGaNSoUYb35s+f75nCM8lisei5557TiBEj9OWXX2Z5fg0aNNCDDz6oRYsWqV+/fmrQoEHWiwQAAMBtzdRD677//ns1aNBAc+fO1SOPPCJJuvfee/XCCy/o559/1qlTp7K1vfujjz6qsLAwvfHGG+k+abtVq1YKCQnRzJkz03yuQmJiouOqiq/vjdXgfEUhKipKK1eu9HD17mvXrp0aNWqkOXPmpNn0KrOeeeYZWSwWffzxxx6oDgAAALc7U1cmoqOjNXr0aEly3Lo0JTyULFlSjzzyiL7++mv17t3bM1U6KVOmzE3vMBUYGOh4+nOnTp3Uq1cvVaxYUXFxcYqOjtbKlSs1depUNW3aVFWqVFG1atU0c+ZMJSYmqlKlSjp69Kh+/PFHVa9eXfv378+Wz+GOF154QY8//riOHDmS5Yfy3XnnnercubMWL16s7du366677vJQlQAAALgdmboy4evr67j7Ucr/L1265Hi/bNmyWb6jkSfcc889WrBgge655x4tXrxYb775pmbNmqXo6GgNGDBAoaGhkm40Kfriiy903333aeHChXrnnXe0bds2TZo0Sffdd59XP0Pjxo3Vtm1bj83v6aeflq+vL1cnAAAAkGU+dhO9hbt27ap27do5rk7cd999atOmjV577TVJ0quvvqrff/9d69at82ixyHlWq1WRkZEq+t7kHL2bU6WI8BxZFsxJ2S4aNGjA3TdgwLaBtLBdID1sG57hzfVoqpnTXXfdpTVr1jjCxAMPPKCvvvrK8WyGn3/+Oc1nPwAAAADIO0yFif79+6tGjRq6du2a8uXLp5EjR+ro0aNatGiRJKlly5YuT5O+HZ07d+6m4xQsWND0sx8AAAAAbzIVJipXrqzKlSs7hoOCgjRt2jRdvnxZvr6+Cg4O9liBt7JWrVrddJwJEyaYeo4EAAAA4G1ZegK2s/Ru03q7mj179k3HSevp3QAAAMCtwKNhAkY3e1jercS/YkX5JCXlyLICUl31AgAAQO7lVpioUaOGfH19FRkZqYCAANWoUcPxfIn0+Pj46MCBAx4pEt5X5p23c/TuAHarVT4ZLM9qs8riy10fAAAAvMmtMNGjRw/5+Pg4DiZThnH7mBY5TcevHM+x5cUlxSkmIe2nflcuXFkTW0/MsVoAAACQNrfCxMSJEzMcRt636fQm7Y7Z7e0yAAAAkItk+gnYCQkJmjp1qv7444/sqAcAAADALSLTYSIwMFBffPGFzpw5kx31AAAAALhFZDpMSFKFChV0/vx5T9cCAAAA4BZiKkw8/vjjmj9/vi5duuTpegAAAADcIkw9ZyI4OFiFChVSx44d9dBDD6lChQoKDAx0Ga9Hjx5ZrQ8AAABALmUqTIwdO9bx7/Se8uzj40OYAAAAAPIwU2Hi66+/9nQdAAAAAG4xpsJEkyZNPF0HAAAAgFuMqQ7YAAAAAGDqykSKvXv3as+ePbp06ZJsNpvhPR8fH40YMSJLxSH3qFioopLsSd4uQ5JUuXBlb5cAAAAAmQwTiYmJCgsL04YNG2S32+Xj4yO73S5Jjn8TJvKWN1q+IYvF4u0yHKw2qyy+uaceAACA25GpMPHpp59qw4YNGj58uJo3b67+/ftr4sSJCgkJ0fTp05WYmKhJkyZ5ulZ40++TpNho79ZQpIJ0/6uSRJAAAADIBUyFiRUrVuiBBx7Qs88+q4sXL0qS7rjjDjVv3lzNmzdX7969tXDhQo0ZM8ajxcKLotdIp7Z6t4bS9R1hAgAAAN5nqgP26dOndffdd0uSo+lLcnKyJMnPz09dunTR0qVLPVQiAAAAgNzIVJgIDg52dLgODg6Wr6+vzp4963i/YMGCOn/+vGcqBAAAAJArmQoTFSpU0N9//y3pxpWJqlWrasWKFZIku92ulStXqnTp0p6rEgAAAECu43aYuHr1quPfzZs31y+//OK4OvHoo4/qjz/+ULt27dShQwdt3LhRvXr18ny1AAAAAHINtztgt2rVSp06dVKvXr00bNgwde/eXTabTb6+vnriiSd07do1LV68WL6+vnruuec0ZMiQ7KwbAAAAgJe5HSZKliyp8PBwRUREqFKlSurVq5d69OihkJAQSdLAgQM1cODAbCsUAAAAQO7idjOnX375Rd9++6169uypf//9V++9957uvfdehYWF6ffff3d5AjYAAACAvC1Tz5lo3LixGjdurPHjx2v58uWKiIjQ6tWrtXr1aoWEhKhnz57q2bOnKlasmE3lAgAAAMgtTN3NKTAwUD179tQ333yjX3/9VUOHDpWfn5+mT5+uTp06qW/fvlq0aJGHSwUAAACQm5h6AnZq5cuX13PPPafRo0dr/fr1+uabb7R27Vrt3LlTPXr08ECJyBVCqkq2a96toXh17y4fAAAABlkOEyl27typ5cuXa9u2bZKkgIAAT80auUH3qdL/f9q5V9mskm8uqCMbWW12WXx9vF0GAADATWUpTJw9e1aLFi1SeHi4jh8/Lrvdrtq1a6t3797q1q2bp2pELvDx6igdi0nwdhmKS7iuc/FevkKSjaqWLKCP+zT0dhkAAABuyXSYuH79ulavXq3w8HBt2LBBVqtVhQsX1hNPPKHevXurRo0a2VEnvGz94fPaeSLO22UAAAAgF3E7TBw8eFDh4eFasmSJYmNjJd14Enbv3r3Vrl07mjUBAAAAtxm3w0RKZ+rSpUvrmWeeUc+ePVW2bNnsqgsAAABALud2mOjYsaMefvhhtWzZUj4+dA4FAAAAbnduh4mPP/44O+sAAAAAcIsx9dA6AAAAACBMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMMXtW8Pi9la5RLCuWb1dRd5XtWQBb5cAAADgNsIE3DKpV31ZLBZvl3FbsNrssvjyYEgAAJD70cwJbrFauSyRUwgSAADgVkGYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECbrFYLB6Zj91m98h8AAAA4H1+3i4At4YL4VGynUnI0jz8SgYppE8ND1UEAAAAbyNMwC3Xz12V9Z+r3i4DAAAAuQjNnAAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmMITsOEWvxJB8rX6ZG0eJYM8VA0AAAByA8IE3FKsV3VZLJYsz8dus8vHN/1QYrPZ5OvLBTMAAIBbAWECbtkY/r3izpzO8nwSr1zR1UsX03yvWNny6jLyhSwvAwAAADmDMAG3HN8TqTOHD3q7DAAAAOQitCcBAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKX7eLgC3hqJlysp2PTlbl1GsbPlsnT8AAAA8izABt3QcNkoWiyXbl2Oz2eTrywWz9Nhsdvn6+ni7DAAAAEmECbhp29KjijuXmO3LuXb1uq7GJWX7cm5FxUoHq/3A2t4uAwAAwIEwAbccP3BB547Fe7sMAAAA5CK0JwEAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYyIX69euntm3bersMAAAAIEO3xd2cYmJi9OWXX2rdunU6deqUfH19FRISotq1a6tTp07q0KGDpBsH8Vu3bnVMly9fPhUqVEiVKlXS3XffrZ49e6pcuXKmahg7dqwWLlzoGPb19VWRIkVUv359DR06VI0aNcrahwQAAAByWJ4PE6dPn1bv3r115coVdevWTY899pgk6e+//9batWt19epVR5iQJH9/f73zzjuSpOvXr+vChQvavXu3pk+frhkzZujFF19U//79Tdfz6quvqkCBAkpKSlJUVJTmz5+vP/74Q7Nnz1aTJk2y9mEBAACAHJTnw8SXX36p8+fP6/PPP3dpOvTyyy/rzJkzhtd8fHzUvXt3l/mcOHFCw4YN0zvvvKMSJUqoU6dOpurp0KGDSpQo4Ri+6667NGrUKM2YMYMwAQAAgFtKnu8zcfToUUlS06ZN03y/VKlSbs2nfPny+uSTT+Tr66sPP/zQY/W1atVKknT8+PEMx9uzZ4/Gjh2rjh07qn79+mrYsKH69OmjlStXuow7duxYhYaG6tKlSxo/fryaN2+uunXrqk+fPtq9e7fHagcAAMDtLc9fmShfvrwkaf78+XryySfl4+Njel5VqlRR48aNtW3bNkVHR6ty5cpZru/vv/+WJBUtWjTD8VauXKljx46pS5cuKlWqlGJjY7Vw4UKFhYVp8uTJ6tatm8s0gwcPVkhIiMLCwnTx4kXNnj1bQ4cO1erVq1WgQIFM1Vm0VJDs1kxNAg8rVjpYkmS1ev+LSKkhN9SC3IVtA2lhu0B62DY8w5vrL8+HiUGDBmnx4sWaMGGC5syZo8aNG6tu3bq66667VKdOnUzPr0aNGtq2bZuOHTtmKkxcunRJFotFycnJOnTokCZNmiRJaYaB1J5++mmNGTPG8Fq/fv3Uo0cPff7552lOX7t2bb3++uuO4SpVqmj06NFasmSJ+vTpk6m62/arKYvFkqlp4HnW61btP7BfycnJ3i5FkrR3715vl4Bcim0DaWG7QHrYNm5deT5MlC9fXj/99JO+/PJLrV69WkuWLNGSJUskSdWrV9eECRMyFSqCg2+cHY6PjzdVT5cuXQzDBQsW1KhRo/TEE09kOF1QUJDj3wkJCUpMTJTdblezZs30ww8/KD4+3uVqw4ABAwzDzZo1k/R/V0My49ynn8l6PPPTOfMvW04lnxvNGQizfG6ERG+zWq3au3ev6tatS8iEAdsG0sJ2gfSwbXhGynr0hjwfJiSpXLlyeu211/Taa6/p7NmzioyM1MKFC/Xbb79p+PDhWrJkiYoUKeLWvK5cuSJJmW4mlOKjjz5S4cKFHbeGrVy5sgICAm46XUxMjD766COtXr1aMTExLu/HxcW51JTSxCtFSlOq2NjYTNd9deNGXYuMzPR0zvLXqiU9N5odRh5hsVj4LpEmtg2khe0C6WHbuHXdFmEitZIlS6pDhw7q0KGDxowZoyVLlmjt2rVp3sEpLX/++ackme4vcddddxnu5uQOm82mp556StHR0erXr5/q1q2rggULymKxKDw8XEuWLJHNZnOZLr0fpd1uN1U7AAAAkNptFyZSa9CggZYsWaJ///3XrfGPHDminTt3qmLFiqpYsWL2FpdKVFSUDh06pBEjRmjUqFGG9+bPn59jdQAAAACp5flbw27evFmJiYkur9tsNq1Zs0aSVLVq1ZvO58SJExo5cqRsNpuef/55j9eZEV/fG1+T8xWFqKioNG8NCwAAAOSEPH9lYvbs2dq5c6fatGmj2rVrq2DBgjp//rxWrFih/fv3q2nTpmrTpo1jfLvdrp9++knSjSdgX7x4Ubt379aaNWvk4+OjV155RR07dszRz1ClShVVq1ZNM2fOVGJioipVqqSjR4/qxx9/VPXq1bV///4crQcAAACQboMw8fTTT+uXX37Rtm3btGHDBl26dEmBgYGqUqWKxo4dqyeeeMJx5l+SkpOT9Z///EeSFBAQoEKFCqly5coaOnSoevbsqXLlyuX4Z7BYLPriiy80adIkLVy4UAkJCapWrZomTZqkgwcPEiYAAADgFT52euMiA1arVZGRkSr63mSP3c2pUkR41guDV6VsFw0aNODuGzBg20Ba2C6QHrYNz/DmeszzfSYAAAAAZI8838wpO12+fDnNzt2p+fv7u/0MCwAAAOBWQpjIgnfeeUcLFy7McJwmTZpo7ty5OVQRAAAAkHMIE1kwePBgPfjggxmOU6hQoRyqJnv5V6won6SkLM8nwOTD/gAAAJD7ECayoGrVqm49oyIvKPPO2x7r0GO3WuXz/+dltVll8aXDFQAAwK2IMAG3TIucpuNXjntkXnFJcYpJiFHlwpU1sfVEj8wTAAAAOY8wAbdsOr1Ju2N2e7sMAAAA5CLcGhYAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCmECQAAAACm+Hm7ANwaKhaqqCR7kkfnWblwZY/ODwAAADmLMAG3vNHyDVksFo/P12qzyuKbar42q+Tr+eUAAADA8wgTcM/vk6TYaI/P1pIYK8WfvTFQvLrUa6bHlwEAAIDsQZiAe6LXSKe2ersKAAAA5CJ0wAYAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYApPwIZ7QqpKtmvZu4zi1bN3/gAAAPAowgTc032qZLFk/3JsVsk3B5aTTaw2uyy+Pt4uAwAAIEcQJuCWj1dH6VhMQrYvJy7hus7FZ/MVkGxStWQBfdynobfLAAAAyDGECbhl/eHz2nkizttlAAAAIBehAzYAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFN4AjbcUrlEsK5ZvV1F7la1ZAFvlwAAAJCjCBNwy6Re9WWxWLxdRq5ntdll8fXxdhkAAAA5gmZOcIvVymUJdxAkAADA7YQwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIE3CLxWLJ0vR2m91DlQAAACC38PN2Abg1XAiPku1Mgqlp/UoGKaRPDQ9XBAAAAG8jTMAt189dlfWfq94uAwAAALkIzZwAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIAphAkAAAAAphAmAAAAAJjCE7DhFr8SQfK1+pibtmSQh6sBAABAbkCYgFuK9aoui8Vienq7zS4fX9cwYrPZ5OvLBTIAAIBbEWECbtkY/r3izpw2PX3ilSu6eumi4bViZcury8gXsloaAAAAvIQwAbcc3xOpM4cPersMAAAA5CK0LwEAAABgCmECAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYApPwIZbipYpK9v1ZI/Os1jZ8h6dHwAAAHIWYQJu6ThslCwWi8fna7PZ5Ot7e18gs9ns8vX18XYZAAAAmUaYgFu2LT2quHOJHp/vtavXdTUuyePzvVUUKx2s9gNre7sMAAAAUwgTcMvxAxd07li8t8sAAABALnJ7ty8BAAAAYBphAgAAAIAphAkAAAAAphAmAAAAAJhCmAAAAABgCmECAAAAgCm5Mkxcu3ZN3377rfr3769mzZqpdu3auuuuu9SrVy+9++67OnLkiGH8LVu2KDQ0VNOnT3d7/nPnzlXfvn3VtGlT1a5dW82bN9egQYM0b948JSX933MPxo4dq9DQUIWGhmrv3r1pzm/OnDmOcSIiIjL9eVOmTfmvbt266tChgyZMmKDY2NhMzw8AAADICbnuORMnTpzQsGHDdOTIETVp0kQDBgxQiRIldPXqVf3555+KiIjQ7Nmz9fvvv+uOO+7I9PxPnjypYcOG6a+//lKzZs00ePBgFStWTLGxsdq6datee+017d27V2+99ZZhunz58ikiIkJ169Z1mWd4eLjy5cuna9eumf7coaGhGjRokCTp0qVLWrt2rebMmaONGzcqPDxcAQEBpucNAAAAZIdcFSYSExM1dOhQnThxQlOnTlX79u1dxrl27ZrmzJljav7Xrl3T8OHDdfToUX300Ufq1KmT4f1BgwYpKipKGzZscJm2ffv2Wrp0qcaNG2c4sN+zZ4+ioqLUtWtXLVmyxFRdklSiRAl1797dMdy/f38NHz5ca9as0apVq9S5c2fT8wYAAACyQ65q5jR//nxFR0dr0KBBaQYJ6cYVgmHDhpm6KrFgwQIdPnxYAwYMcAkSKapXr66nnnrK5fWePXvq0qVLWrVqleH1iIgIFStWTPfdd1+m67mZVq1aSbpxtUaSli1bpuHDh6tNmzaqU6eOmjZtqmeeeUYHDx50mbZt27bq16+fDh8+rEGDBqlhw4Zq3LixRo0apXPnznm8VgAAANx+ctWViRUrVkiSevfunS3z/+WXXyRJffr0yfS01atXV+3atRUeHu64SnDt2jUtXbpUPXv2lJ+f51flsWPHJElFixaVJH377bcqVqyYHnvsMRUrVkzHjx/XvHnz9Nhjj2nhwoWqWLGiYfp///1XTz75pNq3b6/27dvrwIEDmjdvnuLj4zVr1qxM1VK0VJDsVk98KqRWrHSwJMlqvbVWbkq9t1rdyH5sG0gL2wXSw7bhGd5cf7kqTBw+fFgFChRQ+fLlDa9brVZdunTJ8FpQUJDy58+fqflHRUUpODhYFSpUMFVfr1699Pbbb+v06dMqXbq0fv31V8XFxalXr16Kjo42Nc8U169f14ULFyRJcXFx+v333/XDDz8oODhYbdu2lSTNmDFDQUFBhul69Oih7t27a86cOXr99dcN7/3999/68MMPDU2kLBaLvvvuOx05ckRVqlRxu762/WrKYrGY/HTIiPW6VfsP7FdycrK3S8m09G5KALBtIC1sF0gP28atK1eFifj4eBUvXtzl9SNHjqhbt26G18aMGaOhQ4dmev4hISGm6+vatasmTpyoRYsW6emnn3Z0yK5evXqWw8TmzZvVvHlzw2vVq1fX66+/7lgnKUHCbrfrypUrSkpKUtGiRVWpUiXt2bPHZZ4lS5Z06WvRrFkzfffddzp+/HimwsS5Tz+T9fjfmfpM/mXLqeRzoznbcDM+Uu3atb1dRaZYrVbt3btXdevWJWTCgG0DaWG7QHrYNjwjZT16Q64KEwUKFFB8fLzL6+XKldPs2bMlSQcPHtSkSZNMz//KlSum6ytcuLDatWunhQsX6sEHH9TmzZv1yiuvmJ5fanXq1NGYMWMkSQEBASpdurTKli1rGGf//v2aMmWKtm7dqqtXrxreK1eunMs8na/wSFKRIkUkKdO3nL26caOuRUZmapr8tWpJz41m55CHWSwWvl+kiW0DaWG7QHrYNm5duSpMVK1aVdu3b9eJEycMB8JBQUFq0aKFJGVpQ6tevbq2bt2q48ePm27q1LNnTy1btkyvvPKK/P391bVrV9P1pFakSBHHZ0zLP//8o759+6pAgQJ6+umnVblyZQUGBsrHx0f/+9//XMKFlPG6stvtHqkbAAAAt69cdTenDh06SLpx16Xs0LFjR0nSvHnzTM+jZcuWKl26tDZs2KD27durUKFCniovQytXrtTVq1f13nvvaejQoWrXrp1atmypFi1a8GA7AAAAeEWuChOPPPKIKlasqC+//FIrV65Mc5ysnFHv3bu3qlSpotmzZ+vXX39Nc5xDhw5leKcjX19fvfLKKwoLC9OQIUNM15JZKVcZnD//vHnzuNUrAAAAvCJXNXMKDAzU9OnTNWzYMIWFhalJkyZq1aqVihcvrvj4eEVHR2v58uWyWCwqXbq0y/RbtmzR9evXXV4vVKiQ+vbtq/z58+uLL77Q0KFDNXLkSLVo0UItW7ZU0aJFFRsbq23btmnt2rV6+OGHM6zz/vvv1/333++xz+2O1q1bKzAwUP/5z3/Ut29fFSpUSDt37tS6detUoUIFOjkDAAAgx+WqMCFJd955pxYtWqT58+fr119/1axZsxQfH6/AwEBVqFBBvXv3Vq9evdK8E9H69eu1fv16l9fLli2rvn37SrrRKTkiIkLz5s3TihUrNH36dF25ckWFChVSrVq19NZbb+nBBx/M9s+ZWRUqVNCMGTP0wQcfaNq0abJYLGrUqJHmzp2rt956S6dOnfJ2iQAAALjN+NjpiYsMWK1WRUZGquh7k03dzalSRHj2FAavStkuGjRowN03YMC2gbSwXSA9bBue4c31mKv6TAAAAAC4deS6Zk55hTudogsWLJjpp3gDAAAAuQVhIpu0atXqpuNMmDBBPXv2zIFqAAAAAM8jTGSTlCd2Z6Rq1ao5UIln+FesKJ+kpExNE1C5cjZVAwAAgNyAMJFNMnqa9a2ozDtvm+rQY7daZfORLL50qgIAAMhrCBNwy7TIaTp+5XimpyuSr4jGNR2XDRUBAADA2wgTcMum05u0O2Z3pqerWaxmNlQDAACA3IBbwwIAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUnYMMtFQtVVJI9KdPTVS5cORuqAQAAQG5AmIBb3mj5hiwWi6lprTarLL5O09qskvNrAAAAuKUQJuCe3ydJsdGmJrUkxkrxZ//vheLVpV4zPVMXAAAAvIYwAfdEr5FObfV2FQAAAMhF6IANAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAU/y8XQBuESFVJds1z8yreHXPzAcAAABeRZiAe7pPlSwWz83PZpV8PTi/m7Da7LL4+uTY8gAAAG4HhAm45ePVUToWk+Cx+cUlXNe5eA9d6biJqiUL6OM+DXNkWQAAALcTwgTcsv7wee08EeftMgAAAJCL0AEbAAAAgCmECQAAAACmECYAAAAAmEKYAAAAAGAKYQIAAACAKYQJAAAAAKYQJgAAAACYQpgAAAAAYAphAgAAAIApPAEbbqlcIljXrN6uwpyqJQt4uwQAAIA8iTABt0zqVV8Wi8XbZZhmtdll8fXxdhkAAAB5Cs2c4Bar9Ra9LPH/ESQAAAA8jzABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBTCBAAAAABTCBMAAAAATCFMAAAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwhTABAAAAwBQ/bxeA3M1ut0uSrFarrFarl6tBbpGyLbBNwBnbBtLCdoH0sG14Rsr6Szluy0k+dm8sFbeMpKQk7d2719tlAAAA4Cbq1q2rgICAHF0mYQIZstlsun79unx9feXj4+PtcgAAAODEbrfLZrPJz89Pvr4524uBMAEAAADAFDpgAwAAADCFMAEAAADAFMIEAAAAAFMIEwAAAABMIUwAAAAAMIUwAQAAAMAUwgQAAAAAUwgTAAAAAEwhTAAAAAAwxc/bBcA7lixZolmzZumvv/5SYGCgWrZsqTFjxqhs2bJuTb9v3z59+OGHioyMlM1mU506dTRq1Cjdfffd2Vw5slNWtotly5bpjz/+0L59+3TkyBFZrVatXr1a5cqVy4HKkd3MbhuXLl3SokWLtHbtWh05ckQXL15U6dKl1aRJEz3zzDMqXbp0Dn0CZAez20VycrLeeust7du3T6dOndKVK1dUsmRJ1atXT8OGDVPNmjVz6BMgO2T1GCO1Z599Vr/88osqVaqkX375JRuqRVb52O12u7eLQM765ptv9NZbb6lRo0Z68MEHdfHiRX311VcKCAjQggULdMcdd2Q4/Z49e9SvXz+FhIToiSeeUEBAgObNm6fo6GjNmDFDLVq0yKFPAk/K6nbRr18/7d69WzVq1FBcXJyOHj1KmMgjsrJtrFu3TsOGDVOzZs3UvHlzFS1aVIcPH9aPP/4of39//fDDD6patWoOfhp4Sla2i6tXr6pv375q1KiRypUrp+DgYJ0+fVoRERE6f/68ZsyYoebNm+fgp4GnZPVvSWq///67nn76aQUEBKh06dKEidzKjtvKhQsX7A0aNLA/9NBD9uTkZMfre/bssYeGhtpffvnlm87jkUcesTdo0MB+6tQpx2txcXH2e+65x96hQwe7zWbLltqRfTyxXZw6dcox7RtvvGGvXr26/cSJE9lWM3JGVreNEydO2I8dO+by+oYNG+zVq1e3jxw50uM1I/t5Yp+RljNnzthr1qxpf+qppzxVKnKQJ7eL+Ph4e5s2bexvvvmm/b777rN37NgxO0qGB9Bn4jazevVqXb16Vf369ZOf3/+1cqtbt67uvvtuLV++XElJSelOf+LECUVGRuqBBx5QmTJlHK8XLFhQDz/8sI4dO6bdu3dn62eA52V1u5CkMmXKGKZF3pDVbaNcuXK68847XV5v0aKFihQpoqioqGypG9nLE/uMtJQoUUL58+fXpUuXPFkucognt4uPPvpIycnJeu6557KrXHgIYeI2s2fPHklSw4YNXd5r2LChrly5oujoaNPTpx4Ht46sbhfIu7Jr27h8+bKuXLmikJCQLNeInOep7cJqterChQs6f/689u7dqxdffFFXrlxRmzZtPF0ycoCntov/1959x+X0/n8Af90NNDQoRVmhGy1tLZIRkVLIykxWZWRkxwcVmSVUJAnRQNl7l5n54WOPSEiloXn//vC7z9fpvkvdRT4f7+fj4fH5dJ3rOtd1xn3Ouc41zp07d7Bz507MmzcPsrKytV5OUruoMvGHycjIAACoqqoKLOP3Y3z//n2F6fnLhPV55K8zPT29xuUkv1ZNzwvy3/Wzzo2QkBAUFxfD0dGxRuUjdaO2zounT5/CzMwMFhYWGDhwIM6cOQM3NzdMnDixdgtMfonaOC9KSkqwcOFCmJubw87OrvYLSWod9Un4wxQUFAAA6tWrJ7Csfv36rDiipv/69WuNy0l+rZqeF+S/62ecG4cPH0ZERAQsLCzg7Oxc80KSX662zgt1dXVERESguLgYL1++RFJSEgoKClBcXAxJScnaLTT56WrjvNi2bRueP3+OoKCg2i8g+SmoMvGHkZKSAgAUFRWhQYMGrGWFhYWsOD9KXx6/ElF+veT3V9Pzgvx31fa5ce7cOcyePRsdO3bE+vXrISZGDeT/RrV1XkhLS7NmAHR2doaTkxNevnyJrVu31mKJya9Q0/Pi1atX2LhxIyZMmIAWLVr8vIKSWkVX8T9MkyZNAAjvilRZFya+ypop+WHCmjfJ762m5wX576rNc+P8+fPw8PCAhoYGtm7dioYNG9ZeQckv9bOuGTIyMujZsycuXryIV69e1ayQ5Jer6Xnh7+8POTk52NnZ4c2bN8y/kpISlJSU4M2bN/j48ePPKTwRGVUm/jA6OjoAgFu3bgksu3XrFqSlpaGhoSFy+u/jkH+Pmp4X5L+rts6NCxcuwMPDA61atcL27duhqKhY62Ulv87PvGbwW7mzsrJELh+pGzU9L9LS0pCRkYHevXuje/fuzL/379/j9evX6N69O+bMmfPTyk9EQ5WJP0z37t0hJSWFqKgolJSUMOF3797FtWvX0KdPH6avY0ZGBp4+fcrq39iiRQvo6uri6NGjePfuHROem5uL2NhYtGjRAp06dfpl20NqR03PC/LfVRvnxsWLFzFlyhS0bNkSkZGRaNSo0S/dBlL7anpeZGZmoqysTGC9Hz58wNGjRyEtLY127dr9/A0htaqm58XcuXOxceNGgX+NGjWCiooKNm7cCA8Pj1++XaRy9AXsP1BkZCRWrFgBAwMDODg44PPnz9i+fTskJSURFxfHNEH6+PggISEBO3bsgKmpKZP+9u3bcHV1hZKSElxdXSEpKYmYmBg8ffoUoaGhsLS0rKtNIzVQ0/Pi2rVruHbtGoBvXy29ffs2xo4dy3RlcXV1pW4t/1I1OTfu3r2L4cOHg8fjwdvbW2iLhIODwy/dHlI7anJebN++HTt27ECPHj2grq4OSUlJvHjxAvv370d2djaWLVuGgQMH1uXmERHV9F4ijI2NDerVq0dfwP5N0QDsP9CoUaOgqKiIiIgIrFixAlJSUjA3N8eMGTOq1MdVT08PO3fuxLp16xAUFISysjJoa2sjIiLihxcE8vuq6XmRnJyM4OBgVti2bduY/+/fvz9VJv6lanJuPH78mBl46efnJzQOVSb+nWpyXhgZGeHu3bs4c+YMPn78iOLiYjRu3BhmZmYYOXIkDAwMftFWkNpW03sJ+fehlglCCCGEEEKISGjMBCGEEEIIIUQkVJkghBBCCCGEiIQqE4QQQgghhBCRUGWCEEIIIYQQIhKqTBBCCCGEEEJEQpUJQgghhBBCiEioMkEIIYQQQggRCVUmCCGEEEIIISKhygQhhBD4+PiAy+WKnD4oKAhcLhdv3rypUnwbGxu4urqKnB8hhJDfA1UmCCHkN+Hl5QUul4u///670ni9e/eGvr4+cnNzf1HJ/j1sbGzQu3fvui5GrQoKCsLJkyfruhiEECIUVSYIIeQ3MWjQIABAXFxchXFu3LiB58+fo3fv3pCVla21vP/66y/cuXOn1tZHak9wcDBVJgghvy2qTBBCyG/CwsICTZs2RWJiIoqKioTGiY+PBwA4OzvXSp75+fkAAElJSdSvX79W1klqrqioCCUlJXVdDEII+SGqTBBCyG9CTEwMTk5OyMrKwqlTpwSW5+fn48iRI2jVqhWMjIyQm5uLtWvXYtCgQTA1NYW2tjZ69uyJwMBAFBQUsNKmpKSAy+UiPj4e0dHRsLOzg7a2NrZu3QpA+JiJp0+fwtfXF3379oW+vj709PTg5OSEvXv3VrgNBQUFWLZsGSwsLKCjo4OBAwfi0qVLVd4Hd+/exZQpU5jtsbW1xaZNm2r0YO3q6gobGxu8efMGU6ZMgZGREYyNjeHj44O8vDyUlZVh8+bNsLGxgba2NhwdHXH9+nXWOr7ff1FRUbC1tYWOjg569eqFyMhIofneuHED48aNg5GREXR1ddG/f39ERUWBx+Ox4vH3fWZmJubOnQtzc3Po6uri4MGDzDFJSEgAl8sFl8uFjY0NkzY6Ohpjx46FlZUVtLW1YWlpiZkzZwodu8LlcuHj44Pr169j2LBh0NPTg6mpKebPn4+8vDyB+B8+fMCyZcvQvXt3aGtrw8zMDGPGjBE4ni9evMCsWbNgaWkJbW1t2NjYICAggKmoEkL+2yTqugCEEEL+x8nJCSEhIYiLi0OfPn1Yy44ePYq8vDxMnDgRAPD+/XvExcWhd+/esLe3h7i4OK5evYrw8HD8/fffTEXhe5GRkcjOzsagQYOgpKQEVVXVCsty9epV3LhxAz169EDTpk2Rn5+Po0ePYuHChfj8+TMmTJggkGbOnDkQExPD+PHjkZubi5iYGIwfPx6hoaGwtLSsdNvPnTuHKVOmoGXLlhg7dizk5eWRmpqKDRs24O+//8aGDRuqsguFys/Px8iRI2Fqagpvb2/cv38f+/btw9evX6GoqIg7d+7A1dUVxcXF2LZtGyZNmoQzZ84IdCXbuXMnPnz4ABcXF8jKyiIpKQkrVqxAVlYWpk6dytqWyZMnQ1FREaNGjYKcnByOHz+OZcuW4Z9//sFff/0lUMYxY8agSZMmmDx5MvLz89GlSxesXLkSs2fPhpGREQYPHgwAkJGRYdJERERAX18f5ubmkJOTwz///IPY2FgkJycjMTERioqKrDz+/vtvTJkyBU5OTujfvz+uXr2K2NhYiImJscr05s0bDB06FJ8+fYKjoyO0tLRQUFCA27dv4/Lly7CwsAAA3Lt3j9k+FxcXqKio4NGjR4iKisKtW7cQFRUFSUlJkY8bIeRfgEcIIeS3Mnr0aF779u156enprPDhw4fzOnbsyMvIyODxeDxeYWEhr7i4WCD92rVreZqamrzbt28zYcnJyTxNTU2eiYkJ79OnTwJp5syZw9PU1GSF5efnC8QrLS3ljRgxgmdgYMArKipiwjds2MDT1NTkDRw4kFdYWMiEv3v3jtepUyder169eGVlZUx4t27deCNGjGD+/vr1K8/MzIw3bNgwgW2KiIjgaWpq8pKTkwXKU163bt14tra2rLARI0bwNDU1edu2bWOFe3p68rhcLs/Z2ZmV58mTJ3mampq8Xbt2MWH8/depUyfeu3fvmPDCwkKes7Mzr0OHDrw3b97weDwer6SkhNetWzeevr4+K25JSQlv3LhxPE1NTd6NGzeYcP6+nz17ttBt0tTU5M2ZM0fosry8PIGwy5cv8zQ1NXmhoaEC6+Fyubxbt26xwsePH8/r2LEjLzc3lwlzc3PjaWpq8i5evCiw/tLSUub/7e3teb169eJ9+fKFFef48eM8TU1NXlxcnNByE0L+O6ibEyGE/GYGDhyIsrIyJCQkMGGvXr3C9evX0aVLFygrKwMA6tWrBwmJbw3MJSUlyM7ORmZmJszNzQEAt2/fFli3g4MDGjVqVKVySElJMf9fWFiIz58/IysrCxYWFsjNzcWzZ88E0owePRr16tVj/lZVVYW9vT1evHiBx48fV5jXpUuXmLfgOTk5yMzMZP516dKFiSMqcXFxDB8+nBVmYGAAHo8HFxcXZj8CgJGREYBv+7w8e3t7VmtOvXr1MHr0aJSWluLMmTMAgPv37yMtLQ1OTk6suOLi4kyr0okTJwTWPWbMmGpvl7S0NACgrKwMX758QWZmJrhcLho2bCh0QH2nTp3QqVMnVljnzp1RUlKCtLQ0AEBWVhYuXLgAS0tLpgXie2Ji3x4dHj16hEePHqFv374oKipiHTNDQ0NIS0vX6JgRQv4dqJsTIYT8Znr27AkFBQXEx8czD59xcXHg8XgYOHAgK250dDT27NmDJ0+eoKysjLUsOztbYN0tW7ascjny8vIQHByMI0eO4N27dwLLc3JyBMLatGlTYdirV6+gqakpNK+nT58CABYsWIAFCxYIjfPx48cql708ZWVlViUHAOTk5AAA6urqrHB5eXkA3x6qyxO2fW3btgXwv8oHf7wCP/x7/O1//fq1wLLqHBu+K1euICQkBLdv30ZhYSFrmbDj37x5c4EwBQUFAP/b3levXoHH46F9+/aV5s0/Zhs3bsTGjRuFxqnJMSOE/DtQZYIQQn4z9erVg729PaKionD9+nUYGBhg//79UFJSQteuXZl427ZtQ0BAACwtLTFy5Eg0adIEkpKSeP/+PXx8fAQG+gLs1oYf8fb2xtmzZzF48GAYGxtDXl4eEhISOHfuHLZv3y5QeakIvxwcDueHcby9vaGtrS00TpMmTapc9vLExcUrXMZ/015Rmb4nbBvKb5+wdFVRnWMDAHfu3MG4cePQokULeHt7Q11dHQ0aNACHw8H06dOFlqOy/cCPX93yjxo1CtbW1kKX8StshJD/LqpMEELIb2jgwIGIiopCXFwc8vPzkZ6eDjc3N1Z3nIMHD0JNTQ1hYWGsB+Lz58/XOP+cnBycPXsWDg4OWLp0KWvZ5cuXK0z39OlTgTfa/O5Qwt6K87Vu3RrAtwdqfjet39GTJ08Ewvhv6Pnbx/+vsLj//PMPK05NJCUlobS0FGFhYaz15efnC201qqqWLVuCw+Hg4cOHlcZr1aoVgG+Vsd/5mBFCfi4aM0EIIb+h9u3bQ0tLC0ePHsXOnTsBCH5bQkxMDBwOh/UmuaSkBGFhYTXOn185Kf+WOiMjA/v27asw3fbt21nfyEhPT0diYiJatWqFdu3aVZjO0tISjRs3Rnh4ODIzMwWWf/369bf44ndiYiLS09OZv4uKirB9+3aIi4ujW7duAAAtLS2oqakhISEB79+/Z+KWlZUhNDQUwLeubFUlLS0ttMtSRa0MW7ZsqXKrkTAKCgro0qULLl68KHTMA/+c6NChAzQ1NRETE4OXL18KxCspKRHaVYwQ8t9CLROEEPKbGjhwIJYsWYJz587B0NAQGhoarOW9e/fG6tWrMX78ePTs2RO5ublISkpitV6ISlZWFhYWFjh48CAaNGgAHR0dpKWlISYmBurq6hU+JJaWlmL48OHo27cv8vLysGfPHhQWFmLhwoWVdnOSkpJCQEAApkyZgj59+sDZ2RmtWrVCTk4Onj17hhMnTiA4OBimpqY13raaaN26NQYNGoQhQ4ZARkYGSUlJuHv3LiZPngw1NTUA3x7yFy9ejMmTJ8PZ2RlDhgyBnJwcTpw4gatXr2Lw4MEwMDCocp56enq4cuUKwsPD0bRpU0hJScHGxgY9evTA9u3bMX78eLi4uEBSUhKXLl3Co0ePBKaEra6FCxfiwYMHcHd3Z6aGLSwsxO3bt6GmpoZZs2aBw+Fg5cqVGDVqFBwdHeHs7Iy2bdvi69evePnyJU6cOIEZM2bAycmpRmUhhPzeqDJBCCG/KXt7ewQEBODr169Cv3g9btw48Hg8xMbGYvny5VBWVmYexO3s7Gqc/6pVq7B69WqcPn0aCQkJaNWqFaZPnw4JCQnMnTtXaJqAgADs2bMHYWFhyMnJAZfLhb+/v9BZgcqzsrJCbGwsQkNDkZiYiM+fP0NOTg4tWrTA6NGjBT6qVxdGjBiB3Nxc7Ny5E2/fvkWzZs0wb948jBo1ihWva9euiIyMxKZNmxAREYGioiK0atUK8+fPh6ura7XyXLRoEZYsWYKNGzciPz8fampqsLGxgaGhIYKCghASEoL169ejfv36MDc3x86dOzFixIgabWfz5s0RFxeHjRs34vz58zhw4ADk5OTQvn17uLi4MPE6dOiAhIQEbNmyBadPn8aePXsgIyMDNTU1DBgwAGZmZjUqByHk98fhiTpSjBBCCPlDpKSkYOTIkfDz86M37YQQ8h0aM0EIIYQQQggRCVUmCCGEEEIIISKhygQhhBBCCCFEJDRmghBCCCGEECISapkghBBCCCGEiIQqE4QQQgghhBCRUGWCEEIIIYQQIhKqTBBCCCGEEEJEQl/AJhUqLS1FcXFxXReDEEIIIYSUIykpCXFx8bouBlUmiCAej4f09HRkZWXVdVEIIYQQQkgFFBQUoKqqCg6HU2dloMoEEcCvSDRp0gTS0tJ1eoISQgghhBA2Ho+H/Px8ZGRkAACaNm1aZ2WhygRhKS0tZSoSjRs3ruviEEIIIYQQIaSkpAAAGRkZaNKkSZ11eaIB2ISFP0ZCWlq6jktCCCGEEEIqw39eq8sxrlSZIEJR1yZCCCGEkN/b7/C8RpUJQgghhBBCiEioMkEIIYQQQggRCVUmSJWVlvHquggAal6O1NRUeHl5wdLSEtra2rCwsICXlxdu3bpVrfUEBQWBy+WKVIaUlBRwuVykpKSIlL6qXF1d4erqKnJ6Gxsb+Pj4VDtdQUEBgoKCfvr2kf+Wst/gGlOTMsTHx4PL5UJHRwdpaWkCy11dXdGvX7+aFK/W8a9FXC4X8fHxQuOMHDkSXC4XNjY2rHBRrw81ERwcDDs7O5SVlf3SfAHgzZs3le6nP42we2BN7zlVkZ2dDSMjI5w8efKn5kOqjmZzIlUmLsbB1D238CQjt87K0LaJLNYP0Rc5fVRUFFasWAFdXV3MnDkTampqePv2LXbt2oVhw4Zh/vz5GDFiRJXWNWjQIFhZWYlUDi0tLcTExKBt27Yipf/dFRQUIDg4GB4eHjA1Na3r4pB/CTExDk5su4/Md3l1kn+jpjLoOVarxuspKirCunXrsGrVqloo1a8hIyOD2NhYODk5scJfv36Nq1evQlZWViBNcHCw0PCf5f3799i6dSv8/PwgJkbvQn9Hixcv/ul5yMvLY/To0Vi5ciW6dOmCevXq/fQ8SeWoMkGq5UlGLu6/zanrYojkxo0bWLFiBbp27Yrg4GBISPzv9O/bty88PDywfPlydOjQAYaGhhWup6CgAFJSUlBVVYWqqqpIZZGVlUWnTp1ESkvIf1nmuzx8fF13Lyxqg5WVFZKSkjBu3Di0b9++rovDXLMqY2dnh3379uHFixdo1aoVEx4XFwcVFRVoamri6dOnrDQdO3b8GcWt0I4dO9CwYUP06tXrl+b7s3z9+hX169f/LQbQ1pZf9YJsyJAh2LRpE44dOwZ7e/tfkiepGFXtyR8jNDQUHA4Hvr6+rIoEAEhISGDx4sXgcDgICwtjwvnNuPfv34eXlxeMjY3Rs2dP1rLvFRUVwd/fHxYWFtDT08Pw4cNx7949ge4Awro5+fj4QF9fHy9fvsT48eOhr6+Prl27wt/fH0VFRax8goODMWjQIJiYmMDAwAADBgzAvn37wOOJ1kWjuLgYK1euZMo9dOhQ3LlzRyBeZmYmfH19YWdnB319fZiZmWHkyJG4fv06E+fNmzcwMzNjysnvQsHf/pcvX2Lu3Lno1asX9PT0YGVlhYkTJ+LRo0cilZ2Q342bmxsUFBSq1DLB4/EQHR0NBwcH6OrqwtjYGF5eXnj9+jUr3qVLlzBp0iR06dIFOjo66NmzJxYtWoTMzExWvMquWZUxNzdH06ZNERcXx4SVlZVh//79cHR0FNoSUP66VlZWhpCQENja2kJXVxdGRkawt7dHZGQkEyczMxMLFy5E165doa2tjc6dO2PIkCG4fPlypeUrKipCbGws+vXrxypLRV1GhXVJqs419v3795g6dSr09fVhaGiIadOm4ePHj0LLdvfuXUycOBEmJibQ0dGBo6MjDh8+zIrD7wJ38eJFzJ07F507d4aenh6KioqqtE+qe/wfPnwILy8vGBoawsTEBH5+figpKcGzZ88wbtw46Ovrw8bGhnW/+35/HjhwAH5+frCwsICuri5GjBiBBw8eVHqMAMFuTvzjsHXrVkRERMDGxgb6+vpwcXFBamqqQPq9e/fC1tYW2trasLOzQ2JiInx8fAS62CkpKcHc3Bx79uz5YZnIz0ctE+SPUFpaipSUFGhra1fYmtC0aVNoaWkhOTkZpaWlrI+/eHp6ws7ODkOGDEF+fn6F+cydOxeHDx+Gm5sbOnfujCdPnsDDwwO5uVV701pcXIxJkyZh4MCBGDt2LK5du4aQkBDIysrCw8ODiZeWlgYXFxc0a9YMwLdxIMuWLcP79+9Z8apq4cKF2L9/P8aOHQsLCws8fvwYHh4eyMtjdzfJysoCAHh4eEBJSQn5+fk4ceIEXF1dsX37dpiamqJJkyYIDw+Hm5sbBg4ciEGDBgEAGjVqBODbx3UUFBTg7e2NRo0aITs7GwkJCRg8eDASEhKgoaFR7fIT8juRkZHBpEmTsHz5cly5coWpXAuzaNEiJCQkwNXVFTNnzkR2djY2btyIIUOG4MCBA1BSUgIAvHr1Cvr6+hg0aBAaNmyItLQ0REREYNiwYUhMTISkpCRrvVW9ZvGJiYlhwIABiI2NxbRp0yAuLo6LFy8iPT0dzs7OWL58+Q/XER4ejuDgYEyaNAlGRkbMw+uXL1+YOLNmzcKDBw8wffp0tGrVCjk5OXjw4AFzbanInTt3kJWVVeNuk1W5xn79+hVjxoxBRkYGvL290apVK5w9exbTp08XWF9ycjLc3Nygp6cHX19fNGzYEIcPH8b06dPx9etXgW5j8+bNg7W1NVauXImCggJISEhUaZ9U9/hPmzYN/fv3x5AhQ3Dp0iWEh4ejpKQEly9fxrBhwzBu3DgkJiYiMDAQLVu2FGjtWbt2LTp27Ihly5bhy5cvCA4OhqurK/bv34/mzZtXe79HR0dDQ0MD8+bNAwCsX78e7u7uOHXqFBo2bAgAiImJwaJFi2Bra4u5c+cy+Vb0/QQTExOsWbMGOTk5kJOTq3aZSO2hygT5I3z+/BkFBQVQV1evNJ66ujpz0/r+C+COjo7w8vKqNO2TJ0+QlJSE8ePHw9vbGwBgYWEBJSUlzJgxo0rlLC4uhqenJ/r06QMAMDMzw71795CUlMSqJPj5+TH/X1ZWBhMTE/B4POzYsQNTpkypVrP506dPkZCQgNGjR2P27NlMuRs3boyZM2ey4mpoaMDX15f5u7S0FJaWlkhLS0NUVBRMTU1Rr149aGl963euqqoq0J3L2NgYxsbGrHV07doV/fr1Q0xMDObOnVvlshPyuxoyZAh27NiBwMBAxMbGCv1NpqamYu/evfDx8cGYMWOYcCMjI9ja2iIiIgKzZs0CAAwdOpRZzuPxoK+vDxMTE3Tr1g3nz59H9+7dWeuuyjWrPCcnJ2zatAkXLlyAtbU14uLiYGxsjBYtWlQp/c2bN6GpqQlPT08mrPy4sps3b2LQoEEYPHgwE9ajR48frps/QQb/2iKqqlxjExIS8PTpU4SEhDD71dLSEoWFhdi7dy9rfUuWLEG7du0QGRnJtHhbWVnh8+fPWLNmjUCrjpmZGZYuXcpaR1X2SXWPv4uLC3NOmZub49KlS9i5cyeCg4OZlioTExOcPXsWiYmJApWJRo0aYePGjcx5a2hoCFtbW2zZsgXLli374X4uT0ZGBlu2bGFe0jVp0gSDBg3C+fPn0bdvX5SVlSEoKAh6enrYsGEDk87Q0BC9evVCkyZNBNappaWFsrIypKamokuXLtUuE6k91M2JkO/wuwmVv/FXpY/u1atXAYC5SfHZ2toKdKuqCIfDEWjO5XK5ePv2LSvsypUrGD16NAwNDdGhQwdoaWlhw4YNyMrKwqdPn6qUFx+/e0D5fqd9+vQRWu7du3djwIAB0NHRQceOHaGlpYUrV64I9KeuSElJCTZv3gw7Oztoa2ujY8eO0NbWxosXL6q8DkJ+d/Xq1cO0adNw7949HDlyRGicM2fOgMPhoH///igpKWH+KSkpoX379sw1BQA+ffqERYsWoWvXrszvrlu3bgAg9HcjyriC5s2bw8TEBHFxcfj8+TNOnToFZ2fnKqfX0dHBw4cP4evriwsXLghtkdXV1UVCQgJCQkKQmppa5a/2ZmRkgMPhQFFRscrlEaYq19iUlBTIyMgIPKCXn4nr5cuXePbsGXPt/P4YdunSBR8+fMDz589ZaYQdl6rsk+oef2tra9bfbdq0AYfDYT10S0hIoGXLlkJnHuvXrx/rPqimpgZ9fX2RZ+iztrZmtfbzxxLx837+/Dk+fPggcP9s1qwZ9PWFT7rCb+1+//69SGUitYdaJsgfQVFREVJSUnjz5k2l8dLS0iAlJQV5eXlWuLC3IuXxm6T53RL4JCQkoKCgUKVySklJoX79+qywevXqobCwkPn7zp07GDduHExMTPDXX39BVVUVkpKSOHnyJDZv3oyvX79WKa/y5VZWVv5huSMiIuDv748hQ4Zg6tSpUFRUhJiYGNavX49nz55VKT9/f39ER0dj/PjxMDY2hry8PDgcDhYsWMDaTkL+7fr27Ytt27Zh7dq1QsctfPr0CTweD+bm5kLT87uTlJWVYezYscjIyMDkyZOhqakJKSkp8Hg8DB48WOjvpirXLGEGDhyIefPmYfv27WjQoAF69+5d5bQTJkyAtLQ0Dh48iD179kBcXBxGRkaYOXMmdHR0AHzrPrNp0ybExsZi/fr1kJaWRs+ePTFr1iyBa9D3CgsLISEhwXogFUVVrrFZWVkC13FA8NrOH0MREBCAgIAAofl9/vyZ9bewbfzRPhHl+Je/h0lKSgrddklJSaGVvoq2/+HDh0K380fK30v4MzDxy87fT9/3CPg+X2EVHv620H2j7lFlgvwRxMXFYWpqigsXLiA9PV3ouIn09HTcv38fXbp0EemGxb9Yfvz4ESoqKkx4SUnJD/sDV8ehQ4cgISGBLVu2sG4Mos65zS/3hw8ffljugwcPwsTEBEuWLGGFlx9bUZmDBw/C0dFRoOvX58+fqd8r+U/hcDiYOXMmxowZI9A9Bvj2koPD4SA6Olro9Jb8sH/++QcPHz6Ev78/BgwYwCx/+fJlrZe5V69eWLp0KUJDQzFo0CA0aNCgymklJCQwZswYjBkzBjk5Obh8+TLWrl0LNzc3nD17FlJSUmjUqBHmz5+P+fPn4+3btzh9+jRWr16NT58+YevWrRWuW1FREcXFxcjPz4e0tDQTzr8Glh9AXf4hvjoUFBSETkBRfgA2v5VkwoQJFQ5yb926NetvYd3dfrRPfuXx5xM22Pzjx49VfjFWXfx9KaxlvaKB79nZ2ay0pO5QNyfyx3B3dwePx4Ovry9KS0tZy0pLS+Hr6wsejwd3d3eR1s8fB1B+Fo9jx46hpKREtEILweFwIC4uzuqH+/XrVxw8eFCk9fEHNCYmJrLCjxw5IlBuDocj8NDz8OFDgVk5+HGEtZJwOByBwYJnz56lpmryn2Rubg4LCwts3LhRoNJtbW0NHo+H9+/fQ0dHR+Aff7Y4/gNo+d/ez5jJpkGDBpgyZQq6deuGYcOGibweOTk59O7dG8OGDUNWVpbQN8vNmjXDiBEjYG5u/sOZgvgP5a9evWKFq6mpAYDAbHCnT58WueympqbIy8vDqVOnWOFJSUmsvzU0NNCqVSs8fPhQ6PHT0dGp9nc4hO2TX3n8+ZKSklizA6alpeHWrVswMTH5Kfm1bt0aysrKAl0C3759W+EHZfkznrVp0+anlIlUHbVMkGpp2+TXfaCotvM3NDTEvHnzsGLFCgwbNgzDhw9Hs2bNmI/W3b59G/PmzYOBgYFI62/Xrh369euHiIgIiIuLo3Pnznj8+DEiIiLQsGHDWptLvGvXroiIiIC3tzdcXFyQlZWFrVu3ivzhnjZt2qB///7MAEJzc3M8fvwYW7duFbgRWltbIyQkBBs2bICxsTGeP3+OkJAQqKursyposrKyUFNTw6lTp2BmZgZ5eXkoKipCXV0d1tbWzKxN/Ckst27dKvI3O8h/S6OmMv+5vGfOnAknJyd8+vQJ7dq1Y8INDQ3h4uKCefPm4d69ezA2NoaUlBQ+fPiAGzduQFNTE8OGDYOGhgZatGiB1atXg8fjQV5eHmfOnMGlS5d+Snn5rQvVNXHiRLRr1w7a2tpo1KgR0tLSEBkZCTU1NbRs2RJfvnzByJEj0a9fP2hoaEBGRgZ3797FhQsXfjh9Lf+lx+3bt1nf7lBWVoa5uTlCQ0MhLy+PZs2a4cqVKzhx4kS1y8/n6OiI7du3Y86cOZg+fTpatmyJc+fO4eLFiwJxlyxZgvHjx2PcuHEYMGAAVFRUkJ2djadPn+L+/fuswcTCVGWf/OrjD3ybwnfKlCkYPHgwvnz5gqCgINSrVw8TJkz4KfmJiYnB09MTixYtgpeXF5ydnZGTk4Pg4GAoKysLvX/evn0bCgoKAlO0k1+PKhOkykrLeDX6+nRtlkNcTLQHc1dXV+jo6GDbtm0ICAhAVlYW5OXlYWhoiF27dlU40Kuq/Pz8oKysjNjYWGzfvh0dOnTAunXr4ObmVmtdeMzMzLBixQqEhYVh4sSJUFFRweDBg5mmclEsX74cSkpKSEhIQFRUFDp06ICgoCCBrkgTJ05EQUEBYmNjER4ejrZt28LX1xcnT55kDRblr3PlypWYNGkSioqKMGDAAPj7+2P+/PmQkJBAaGgo8vPz0bFjRwQFBWH9+vUi7xPy31BWxquVL1DXtAxiIl5fKtKxY0f07dtX4M02ACxduhR6enqIiYnB7t27UVZWhiZNmsDAwAC6uroAvvVr37x5M5YvX45FixZBQkICZmZm2L59u8BA27pkamqKY8eOYd++fcjNzWUe9CdPngxJSUnweDzo6uriwIEDSEtLQ0lJCZo2bYrx48fDzc2t0nU3bdoURkZGOHXqFFxcXFjLVq5cib/++guBgYEoLS1Ft27dsHr16moNHv+elJQUduzYgeXLlyMwMBAcDgeWlpZYs2YNhgwZworbuXNn7Nu3D5s3b8aKFSuQk5MDBQUFtGnTRmAwsTD169f/4T6pi+M/ffp03L17F3PnzkVubi50dXWxZs2aKs/sJQoXFxdwOByEh4djypQpUFNTY6aPfffuHSsuj8fD6dOnYW9v/5/66N+/FYcn6leuyH/S169f8fz5c7Ru3bpafWVJxW7evImhQ4ciMDCQvtRJCCEiOnbsGKZPn44zZ86wxneR2pOSkoKRI0di/fr11Rp8/7Pk5OTA1tYWPXr0wF9//cWEX7lyBWPHjkVSUtIf383pd3huo5YJQmrRpUuXcOvWLWhra6N+/fp49OgRQkND0apVK5GmaiSEEPJNr169oKOjgy1btmDRokV1XRxSyz58+IDNmzfD1NQUCgoKePv2LbZv3468vDyMHDmSFTckJATOzs5/fEXid0GVCUJqkaysLC5duoQdO3YgLy8PioqK6NKlC2bMmCEwJR8hhJCq43A4+Ouvv3D69GmUlZWxJqEg/3716tVDWloalixZguzsbDRo0AB6enrMhwH5srOzYWJiUqMJAkjtom5OhOV3aC4jhBBCCCE/9js8t1G1nhBCCCGEECISqkwQQgghhBBCREKVCUIIIYQQQohIqDJBCCGEEEIIEQlVJgghhBBCCCEiocoEIYQQQgghRCRUmSCEEEIIIYSIhCoTpOrKSuu6BN/8LuUghNSqsrKyui7Cb1EGQgj5N6EvYJOqExMH4tyAj//UXRmUNAHncJGSxsfHY+7cuczf4uLiaNSoEYyNjTF16lS0atWqlgpZPUFBQQgODsajR4/qJP/y+PspNjYWOjo6AssnTJiAx48f4/Tp07WWp4+PD65evVqr6/w343K58PDwgKenJwAgJSUFI0eOxI4dO2BqalrHpft5xMTEcCgoEJlpr+sk/0ZqzdHXc6bI6ctfYwBAUVER7dq1w9ixY9GtW7eaFrFa5Th16hTU1dVrbb3Cfqc2NjYwMTGBv79/reVTVe/evcOWLVtw5coVvHv3Dg0aNICKigr09PQwZcoUNG3aFMD/rrEcDgcnTpxA8+bNWevJz8+HpaUl8vLyMGDAAIFteffuHcLCwnD+/Hm8f/8eDRo0QPv27TFo0CDY29uDw+EAAFxdXXH16tUflpv/27axsUFaWprQOCYmJoiKivrhuq5fv47Ro0fj2LFjUFNT+2F8Uj2urq4AwDoW5a/PP8OVK1cwefJkHD16FCoqKj8tn9pClQlSPR//Ad7drutS1Iifnx80NDRQWFiImzdvYvPmzUhJScGRI0cgLy9f18UjRICWlhZiYmLQtm3bui7KT5eZ9hoZz5/WdTFqhH+N4fF4+PjxI3bu3ImJEydi06ZNsLGxqevi1arg4GDIysr+8nzT09MxYMAAyMnJYcyYMWjdujVyc3Px5MkTHDlyBK9fv2YqE3zS0tKIi4vDtGnTWOFHjx5FSUkJJCUlBfK5ceMGJk6cCGlpaYwbNw5cLhdfvnzBkSNHMGvWLJw5cwarV6+GmJgYFi9ejNzcXCbt2bNnsWnTJuZ84FNVVWX+38DAAHPmzBHItyr7lMfjYcWKFRg8eDBVJH6hmJgY1jH8GczMzKCjo4M1a9YgICDgp+ZVG6gyQf447dq1Y964m5qaorS0FEFBQTh58iScnZ3ruHSkNnz9+hUNGjSo62LUGllZWXTq1Kmui0Gq6PtrDABYWVnB2NgYhw4dqpXKBI/HQ2Fh4S87xwsKCiAlJSV0WceOHX9JGcrbu3cvPn/+jH379rFaGnr06IGJEycK7a5mZ2eH/fv3w8vLC2Ji/+vlHRsbi549ewq0jObk5MDT0xMNGzbE3r17oaSkxMqHy+Vi9erV6NChA9zd3QUq+8+ePQMgeD58T05OTuTf9vnz53H//n0EBgaKlP5XqOzc+bf6Vdfi4cOHY/r06Zg2bZpAxfh3Q2MmyB+Pf5H/9OkTE1ZYWAh/f384ODjA0NAQJiYmcHFxwcmTJwXSc7lcLF26FPv370efPn2gp6eH/v3748yZMwJxz549CwcHB2hra8PGxgZbt24VWqbCwkKsXr0aNjY20NbWhpWVFZYsWYKcnBxWPBsbG0yYMAFnzpyBo6MjdHV10adPHybv+Ph49OnTB506dcLAgQNx9+5dkfdTRd68eQMul4utW7ciIiICNjY20NfXh4uLC1JTUwXix8fHw9bWFtra2ujTpw/2798vdL1FRUUICQlB7969oa2tjc6dO2Pu3LnIzMxkxePvg+PHj8PR0RE6OjoIDg4GABw5cgSDBg2CoaEh9PT00L17d1Y3FFGOc1xcHGxtbaGrqwsnJyekpqaCx+MhPDyc2faRI0fi5cuXrPSurq7o168frl+/jsGDB0NXVxdWVlZYt24dSksrHweUkpICLpeLlJQUJszHxwf6+vp4+fIlxo8fD319fXTt2hX+/v4oKipipU9PT4eXlxf09fVhZGQEb29v3LlzB1wuF/Hx8ZXmTWqufv36kJSUhIQE+/1dVlYWfH19YWVlBW1tbXTv3h1r164VOH78c2/37t3o06cPdHR0kJCQAABITU3FkCFDoKOjA0tLS6xevRolJSVCy3H48GG4uLigU6dO0NfXx7hx4/DgwQNWHP559ejRI4wdOxb6+voYPXp0hdtmY2MDHx8f5m/+uZqUlIS1a9fC0tISBgYGGD16NPNw/b3Lly9j1KhRMDAwgJ6eHoYMGYIrV65Uuj/5+05MTAyNGzcWuvz7ygKfs7Mz3r17h0uXLjFhz58/x40bN4S+SNq3bx8+ffoEb29vVkWCb/z48dDQ0MDWrVtRXFz8wzLXtt27d0NHR4fV6gF8G/cTFhbGXDvNzMwwe/ZspKenM3GWL1+OTp06sVpS+KZNmwZzc3PWNtX03Hnw4AEmTJgAMzMzaGtrw9LSEu7u7qwyRUdHY/jw4TAzM0OnTp1gb2+PsLAwgX3Lv5beunULQ4YMga6uLmxsbBAXFwfg2312wIAB0NPTg729Pc6fP89KHxQUBC6XiwcPHsDDwwMGBgYwNDTEzJkzBe4vwnC5XAQFBTF/x8fHg8vlIjk5GYsXL4apqSlMTU3h4eGB9+/fs9IWFRXB398fFhYW0NPTw/Dhw3Hv3j2B3xEAdOvWDdLS0ti7d+8Py1TXqGWC/PHevHkDAKwxE0VFRcjOzsbYsWOhoqKC4uJiXL58GZ6envDz84OjoyNrHWfPnsXdu3fh5eUFaWlphIeHw8PDA0ePHmXemvH7QHbq1Alr165FaWkpwsPDWZUY4Ntbx8mTJyM5ORnu7u4wMjLCo0ePEBQUhNTUVMTExKBevXpM/IcPH2LNmjWYOHEiZGVlsXHjRnh6esLd3R1XrlzBjBkzwOFwsGrVKkycOBGnTp36KW80o6OjoaGhgXnz5gEA1q9fD3d3d5w6dQoNGzYE8L++3N27d4ePjw++fPmC4OBgFBUVsW7+ZWVlmDx5Mm7cuIFx48bBwMAAaWlpCAoKwp07dxAXF8fahvv37+Pp06eYNGkS1NXVISUlhVu3bmH69Omws7ODh4cH6tevj7dv3yI5OZlJJ8pxfvDgAWbOnMns0wkTJsDR0RGvX7/GokWL8OXLF/j7+8PT0xMHDhxg+lMDwIcPHzB9+nS4u7vDy8uL6QaRk5ODRYsWVXufFxcXY9KkSRg4cCDGjh2La9euISQkBLKysvDw8ADwrT/4yJEjkZ2djZkzZ6Jly5a4cOECpk+fXu38SNWUlZWhpKQEPB4Pnz59Qnh4OAoKCtCvXz8mTmFhIUaOHInXr1/D09MTXC4X169fR2hoKP7++2+Ehoay1nny5Elcv34dU6ZMgZKSEho3bownT55g9OjRUFNTg7+/Pxo0aIBdu3YhKSlJoEybN2/GunXr4OTkhEmTJqG4uBhbt27F8OHDsW/fPtZbdf55NWTIEIwfP/6HlV1h1qxZAwMDAyxfvhy5ubkIDAzEpEmTcPjwYYiLiwMADhw4gDlz5qB79+4ICAiAhIQEYmJiMG7cOGzduhVmZmYVrr9Tp06Ijo6Gp6cnRo8eDX19/R92DWrZsiWMjIwQFxcHKysrAEBcXBzU1NSE5nX58mWIi4tXONaFw+HAxsYG4eHhuH//vkhvrHk8ntDKn7i4OOvaUV5RURGuXLmCESNGCCzz9fVFTEwMRowYAWtra6SlpWH9+vW4evUq4uPj0ahRIzg7O2PHjh3MCxe+nJwcnDp1CsOHD2e6fdX03MnPz8eYMWOgrq6ORYsWQUlJCR8+fEBKSgry8vKYtK9evUK/fv2grq4OSUlJPHz4EJs3b8azZ8/g5+fH2sYPHz5g7ty5cHNzg6qqKnbu3Il58+bh3bt3OHbsGHM/DAkJwZQpU3Dy5EmBsQceHh7o3bs3hgwZgidPnmD9+vV4+vQp9u7dK7TL248sWLAA1tbWWL16Nd69e4dVq1Zh1qxZ2LFjBxNn7ty5OHz4MNzc3NC5c2c8efIEHh4eQit19erVg76+Ps6dO4epU6dWuzy/ElUmyB+Hf6Pnj5nYtGkTjI2NWd0PGjZsyLp4lZaWwszMDDk5OYiMjBR4yCwsLERERARzM9PS0oKVlRWOHDkCd3d3AMDatWvRuHFjREREoH79+gAAS0tLdO/enbWuixcv4uLFi5g1axbc3NwAABYWFlBVVcX06dOxf/9+DB48mImflZWFvXv3MhdKFRUVODg4YO/evThx4gSriXnKlCm4fPnyT+m3LSMjgy1btjAPCk2aNMGgQYNw/vx59O3bF2VlZVi7di20tLSwceNG5kZpaGgIW1tbNGnShFnXkSNHcOHCBQQFBaFXr15MePv27TFw4EDEx8dj2LBhTHhmZiYOHTqE1q1bM2Hbtm0Dj8fDkiVLmMoMADg5OTH/X93jXFRUhG3btkFaWpoJmzJlClJSUpCQkMBsU2ZmJlasWIF//vkHXC6XiZuVlYWQkBDmmFtaWqKwsBC7d++Gm5sbmjVrVo09/u3G7enpiT59+gD41s/23r17SEpKYioTCQkJePnyJcLCwtClSxcm34KCAsTExFQrP1I13/8+gW8PBQsXLmQeYIFvx+XRo0dYt24dc/wsLCwgLS2NwMBAXLp0CRYWFkz8/Px8JCYmssZ1TZ8+HTweD5GRkcybc2tra1alBfg2gDgoKAgjRozAggULmHBzc3PY2toiODgY69atY8KLi4sxZcqUGnX7bNu2Lav7jZiYGKZNm4a7d++iU6dOKCgowIoVK2BtbY2NGzcy8bp27YoBAwZgzZo12LdvX4Xrt7e3x/Xr17Fv3z5cvHgRHA4HGhoasLKygqura4UDz52dnbF48WJkZWWhYcOG2L9/P4YMGSL0wf3t27do1KgR6/deHj+ft2/filSZOHfuHLS0tATCp06dismTJ1eY7uHDh/j69atA2qdPnyImJgbDhg3DwoULmfCOHTti0KBBiIyMxPTp09G+fXtoaWkhLi6OVZlISkpCUVERc52sjXPn3r17yMrKwvLly9GjRw8m3M7OjlX271uNy8rKYGRkBAUFBcybNw8+Pj6scz8rKwtbt26FtrY2AEBbWxvm5uYICwvD8ePHBe6Hx48fZwZT8/Xs2ROzZ88G8O2a2LhxY8ycORNHjhxB//79K9z3FbGysmLto+zsbKxatQofPnyAsrIynjx5gqSkJIwfPx7e3t4Avv3mlZSUMGPGDKHr7NixI0JDQ5Gfn1/peVjXqJsT+eMMHjwYWlpaMDAwgJubG+Tk5BASEiLQBeHIkSMYMmQI9PX10bFjR2hpaSE2NhZPnwoODjU1NWW9FeO/OeTP1JGfn4+7d++iV69eTEUC+NYXvvxbL/6b8+8fegGgT58+kJaWFugC0KFDB9YbF36Tt6mpKasi0aZNGwDfbno/g7W1NVORAL49+ANg9sHz58+RkZGBfv36sW7campq0NfXZ63rzJkzkJOTQ7du3VBSUsL869ChA5SVlQVmTOFyuayKBPC/7mvTpk3D4cOHBZqb+ap7nL+/oPP3aZcuXVjbVNG+lpGREag89uvXD2VlZbh27ZrQ8lWG/2b0e1wul5XvtWvXICMjw1Qkvs+X/BwBAQGIjY1FbGwswsLCMGDAACxduhQ7d+5k4iQnJ0NaWhq9e/dmpeX/7sv/zjt37iwwQURKSgrMzMxYXXDExcUFHtIuXryIkpISODg4sH5P9evXh7GxsdAZiGxtbUXb+P8n7LwE/vebuHXrFrKysjBgwABWmcrKymBlZYW7d+8iPz+/wvVzOBwsXboUJ0+exOLFi+Hk5ISSkhJs374d/fr1q3BWpd69e0NSUhKJiYk4d+4cPn78iAEDBoi8nTwejymPKAwNDZlz5ft/AwcOrDRdRkYGAKBRo0ascH5XyPLbpKurizZt2rDOKycnJ9y6dYvV/Sw+Ph46OjrQ1NQEUDvnTsuWLSEvL4/AwEDs3r0bT548EbpNDx48wMSJE2FqaooOHTpAS0sLc+bMQWlpKV68eMGKq6yszFQkAEBBQQGNGjWq8H4o7L5nb2/P+rtPnz6QkJBgdSetjh+d8/x9xX95wGdrayvw/MHXuHFjlJWV4ePHjyKV6VehlgnyxwkICECbNm2Ql5eHw4cPIyYmBjNmzEB4+P+mnD1+/DimTZuG3r17w83NDUpKShAXF8fu3buZfpnfU1BQEAirV68eCgsLAXxrOi4rKxPa77Z8WFZWFiQkJARuEhwOB0pKSsjKymKFl3/A4HeBKh/Ob7bll6ki/ApBRfPtl5SUCL3wld8H/HLw8/v8+TMAwe3lh30/ReKnT5+Qk5PDull8j78uPmVlZYE4xsbG2LhxI6KiojBnzhwUFRWhXbt2mDhxIvMgXd3jXNE+req+ruz4lz+uVSElJcWqnALs846/XmH5VtTXnNRcmzZtWANuu3TpgrS0NKxatQr9+/eHnJwcc1zKP4Q2btwYEhISAueDsHO8omNbPoz/IFLRA2r58QVSUlI1nqGpouvB169fWWXy8vKqcB3Z2dk/fBurpqbGaqU8fPgwvL29sXLlSsTGxgrEl5aWhp2dHeLi4tCsWTOYm5tXOBNSs2bNcOXKlUrfCvOvW6IOkG3YsGGFg7Mrw9+P5X///PPm+5ZeviZNmrAequ3t7REQEICEhAR4e3vjyZMnuHv3LhYvXszEqY1zp2HDhoiKisLmzZuxdu1aZGdnQ1lZGYMHD8akSZMgKSmJt2/fYvjw4WjdujXmzZsHNTU11K9fH3fu3MHSpUuZ7eWr6J5b0f1Q2H2v/G9KQkICCgoKIl2LhZWp/DnPX2/53yc/X2H4x7f89v9uqDJB/jjf3+g7d+6MsrIy7Nu3D0ePHmXeEh48eBDq6upYt24d62YfGRkpUp5ycnLgcDhC3y6UD1NQUEBJSQkyMzNZFQr+NJOi3Hiqg3+hq+hNfkZGhkgPooqKigAEt1dYmKKiIhQUFFgVvO/JyMiw/q7orWCPHj3Qo0cPFBUVITU1FVu2bIG3tzfTGlLbx/lHKtv2im4mNaWgoIA7d+5UqSzk5+Fyubh48SJevHgBXV1dKCgo4Pbt2+DxeKxz79OnTygpKWF+L3zCznEFBYUq/54AYMOGDVXqSifqW/bq4Jdp4cKF0NPTExpHlOuMnZ0dQkND8fjx4wrjODs7Y9++fXj06FGlMyGZm5vj4sWLOHPmDPr27SuwnMfj4fTp01BQUBDaVeln4u+/7OxsVjj/OpKRkSEwfWlGRgbrvJKXl0f37t2xf/9+TJs2DXFxcahfvz6r1bK2zh0ul4u1a9eCx+Ph0aNHiI+Px8aNG9GgQQO4u7vj5MmTyM/PR1BQEKty9/Dhwx/mKaoPHz6wWjFKSkqQlZX1U6/FwLffp7B8heEf3/LXg98NdXMif7xZs2ZBXl4eGzZsYN7GczgcSEpKCgyePXXqlEh5SEtLQ1dXF8ePH2e9IcnNzRWY9Yk/EPDgwYOs8GPHjiE/P7/SQYm1QU9PD9LS0jh8+LDAsidPnuDx48cwNzev9npbt24NZWVlJCUlMV0DgG9v9m7dusWKa21tjaysLJSVlUFHR0fgX/nZS36kXr16MDExwaxZswCAmYWkto/zj+Tl5QmsOykpCWJiYjA2Nv4peRobGyMvLw/nzp1jhR86dOin5EeE4z8U8R8KzMzMkJ+fLzBzGH92s6r8zk1NTXHlyhVW5aG0tFTgt2tpaQkJCQm8evVK6O/pZ7+gEMbAwABycnJ48uRJhWX6fqKJ8vjdfMrLy8vDu3fvhL6Z59PX14ezszN69uyJnj17Vhhv0KBBaNy4MVavXi0wUQYAhIWF4dmzZxg3bpxIA3Zrgt+V8tWrV6zwzp07AxC8f9y5cwdPnz5llvM5OTkhIyMD586dQ2JiInr27Ak5OTlmeW2fOxwOB+3bt8e8efMgJyeH+/fvM+EAWMecx+P91JmMEhMTWX8fOXIEJSUlMDEx+Sn58a/x5X+fx44dq3AGttevX0NBQUFoC+TvhFomSPUoaf7n8peXl4e7uztWrVqFxMREODg4wNraGsePH4evry9sbW2Rnp6OkJAQNGnSRKDvZlVNnToVbm5uGDNmDMaOHYvS0lKEhYVBSkqK9VbCwsIClpaWCAwMRG5uLgwMDPDo0SNs2LABHTt2hIODQ+1seAVkZWXh5eUFf39/lJWVwc7ODvLy8nj06BG2bNmCZs2aCQxkqwoxMTFMnToVCxYswJQpUzB48GDk5OQgODhY4ELZt29fJCYmwt3dHa6urtDV1YWkpCTS09ORkpKC7t27V/oQAHybTSo9PR1mZmZQVVVFTk4OduzYAUlJSeZm8TOOc2UUFBTg6+uLd+/eoVWrVjh37hz27t2LoUOHVnvwdVUNGDAAkZGRmD17NqZOnYqWLVvi/PnzuHjxIgDhU2jWpUZqzX8c6TfP+/Hjx8wMSFlZWTh+/DguXbqEnj17MrO7OTo6Ijo6GnPmzEFaWho0NTVx48YNbNmyBV27dq1ShX3SpEk4ffo0Ro0ahSlTpqBBgwaIjo5GQUEBK566ujq8vLywbt06vH79Gl26dIGcnBw+fvyIu3fvQkpKqtLuRj+DjIwMFixYAB8fH2RnZ8PW1haNGzdGZmYmHj58iMzMTCxZsqTC9Js3b8bNmzdhZ2eH9u3bo0GDBnjz5g127tyJrKwsZmBtRVasWPHDMsrJySEoKAgTJ06Ek5MTxo0bh/bt2yM3NxeHDx9GYmIi7OzsmIkyRJGTkyN0Cu169epV+g0PVVVVNG/eHLdvsz8iq6GhARcXF+zcuRNiYmJMF7v169ejadOmAtP8WlpaQlVVFUuWLMGHDx8ExurVxrlz5swZ7Nq1Cz169EDz5s3B4/Fw/Phx5OTkMJMMmJubQ1JSEjNmzICbmxuKioqwe/dugenQa9OJEycgLi4OCwsLPH78GOvXr0f79u0FxjTUlnbt2qFfv36IiIiAuLg4OnfujMePHyMiIgINGzYU2qqTmpoKExOTX9JaWBNUmSBVV1YKOAvvdvLLyyEm/uN41eDq6oro6GiEhISgX79+cHZ2xqdPn7Bnzx7ExcWhefPmzJzY/G8YVJeFhQU2btyIdevWYdq0aVBWVsbQoUNRWFjIWieHw0FISAiCgoIQHx+PzZs3Q0FBAQ4ODpgxY0alb+tqy5gxY6CqqoqoqCjMmzcPhYWFaNKkCWxtbeHh4SFyMzB/1hD+1LlqamqYMGECrl27xhrIJy4ujk2bNmHHjh04cOAAQkNDIS4uDlVVVRgbGzODAyujp6eHe/fuITAwEJmZmZCTk4O2tja2b9+Odu3aAcBPOc6VUVZWxqJFixAQEIB//vkH8vLymDhxIjw9PWs9Lz5paWlERkZixYoVWLVqFTgcDiwtLbF48WK4u7uzZrqqa2VlZejrObPOy1DTCtb3s9I0bNgQ6urqmDt3Lqtvf/369bFjxw6sXbsW4eHh+Pz5M1RUVDB27FhmJq4f0dTUREREBAICAjBnzhzIy8ujf//+sLW1Zc3kAwATJkxAmzZtsGPHDhw6dAhFRUXMINahQ4fWaHtF5eDggGbNmiE8PByLFy9GXl4eM4j2R4Oi+S9VDh06hK1bt+LLly+Ql5eHlpYWQkND0bVr11opo6GhIQ4ePIiwsDDs2LED6enpaNCgAdq3b49Vq1bB3t6+Rg96N2/ehIuLi0C4ioqKwPcRyrO3t0d0dDSKiopY9wVfX180b94csbGx2LVrF2RlZWFlZQVvb2+B7jJiYmJwdHTE5s2b0bRpU6EtYjU9d1q2bAk5OTmEh4cjIyMDkpKSaN26Nfz9/Znj3KZNGwQFBWHdunXw9PSEgoIC+vXrh9GjR2P8+PE/zEMUQUFBCAoKwu7du5nJLObNm/dT77F+fn5QVlZGbGwstm/fjg4dOmDdunXMZDDfe/XqFf7555+fen+oLRze9/0NyB/v69eveP78OVq3bv2f+oIwIXXN1dUVnz9/FvoNgLrAnzv+7NmzAn2rCSG/v/fv36N79+5YuXKlwAxepGJBQUEIDg7GlStXBCY6qQs3b97E0KFDERgYyJphat26dThw4ABOnDhR4WxPwO/x3EYtE4QQ8h/Hn5JUQ0MDxcXFSE5ORlRUFPr3708VCUL+pVRUVDBq1Chs2rQJvXv3/u26LBJBly5dwq1bt6CtrY369evj0aNHCA0NRatWrVjfVMrJycGuXbuwYMGCSisSv4vfv4SEEEJqpEGDBoiMjMSbN29QXFyMpk2bYvz48Zg0aVJdF40QUgOTJk2ClJQU3r9/L/L0tOTXkZWVxaVLl7Bjxw7k5eVBUVERXbp0wYwZM1jT/L558wbu7u4C38L4XVE3J8LyOzSXEUIIIYSQH/sdntuoTYwQQgghhBAiEqpMEEIIIYQQQkRClQlCCCGEEEKISKgyQQghhBBCCBEJVSYIIYQQQgghIqHKBCGEEEIIIUQkVJkgVVZaVlrXRQDw+5SDEFK7eGV1P1P571AGQgj5N6GP1pEqExcTh895HzzLflZnZdCQ14B/F3+R0sbHx2Pu3LnM3+Li4mjUqBGMjY0xdepUtGrVqpZKWT1BQUEIDg7Go0eP6iT/ijx9+hRhYWFITk7Gx48fISMjA11dXYwYMQJdu3at6+L96/DPv1OnTkFdXR0A4OPjg6tXr+L06dN1XLrfA0eMg097HqIkI79O8pdoIo3GQ9rXaB23b99GaGgo7t+/j48fP0JOTg7NmzeHvr4+fHx8mHiurq64evUq1NXVcfLkSXA4HNZ6rl27hhEjRgAA/Pz84OTkxFqempqKbdu24ebNm8jKyoK8vDwMDQ0xZswY6OvrM/G4XG6Vyr1jxw6oqamhe/fuFcbx8PCAiYkJRo4cWaV1/k7XNFdXV3z+/BlJSUkir2PUqFFo2bIlli5dCuB/v+nY2Fjo6OjUSjm5XC6GDx+ORYsWibwOYdeairi6ugIAoqKiAADPnz+Hvb09YmJioKWlJXIZyJ+FKhOkWp5lP8PfmX/XdTFqxM/PDxoaGigsLMTNmzexefNmpKSk4MiRI5CXl6/r4v0Wjh8/Dm9vbzRv3hyTJ09G69at8fHjR8THx8Pd3R3jxo3D7Nmz67qY/3qTJ0+u8oPZn6IkIx/Fb/PquhgiOXv2LCZNmgQTExPMmjULysrK+PDhA+7du4dDhw6xKhMAICMjgzdv3iA5ORlmZmasZXFxcZCVlUVubq5APlFRUVixYgV0dXUxc+ZMqKmp4e3bt9i1axeGDRuG+fPnMxWRmJgYVtqQkBCkpKQgMjKSFd62bVtkZWUB+PaA2a9fP4F8VVVVISsrK7BODw8PNG/eHHPmzKnajvoXOnnyJG7evImVK1fWdVF+yNraGjExMWjSpEm107Zu3Rr29vbw8/PDzp07f0LpyH8RVSbIH6ddu3bMWyRTU1OUlpYiKCgIJ0+ehLOzcx2Xru69evUKs2fPhqamJqKioiAtLc0s69OnDxYvXoytW7dCS0sLffv2/WXlKi4uBofDgYTEf+ey1aJFi7ouAqlF4eHhUFdXx9atW1nnad++fTFr1iyB+M2aNYOMjAxiY2NZlYnc3FwcPXoU9vb22Lt3LyvNjRs3sGLFCnTt2hXBwcEC+Xh4eGD58uXo0KEDDA0N0alTJ1b6Ro0aQUxMTCAcAFOZaNq0qdDlfOWX1atXD3JycpWm+bfbsmULevbsCRUVlbouSoW+fv2K+vXro1GjRmjUqJHI6xk+fDicnZ1x8+ZNGBgY1GIJyX8VjZkgfzx+xeLTp09MWGFhIfz9/eHg4ABDQ0OYmJjAxcUFJ0+eFEjP5XKxdOlS7N+/H3369IGenh769++PM2fOCMQ9e/YsHBwcoK2tDRsbG2zdulVomQoLC7F69WrY2NhAW1sbVlZWWLJkCXJycljxbGxsMGHCBJw5cwaOjo7Q1dVFnz59mLzj4+PRp08fdOrUCQMHDsTdu3d/uD+2b9+OgoICLFy4kFWR4PPx8YGcnBw2b94MAHj48CG4XC727dsnEPfcuXPgcrk4deoUE/bixQt4e3vDzMwM2tra6NOnD6Kjo1npUlJSwOVysX//fvj7+8PKygo6Ojp4+fIlCgoKEBAQABsbG+jo6MDExAROTk6s7gt3797F9OnTYWNjA11dXdjY2GDGjBlIS0tj5RMfHw8ul4srV65gwYIFMDU1hYGBAWbPno38/Hx8+PABU6dOhZGRESwtLREQEIDi4mIm/Zs3b8DlchEWFoZNmzbB2toaOjo6cHJywpUrV364r318fGBjY8MKq875dPLkSdjb20NbWxvdu3dHZGQkgoKCqty1hdSurKwsKCoqCq3wiokJv906OzvjxIkTrN/24cOHAQB2dnYC8UNDQ8HhcODr6yuQj4SEBBYvXgwOh4OwsLCabEqN/fPPP5g0aRKMjY2ho6MDBwcHJCQksOLwf+eJiYlYtWoVLC0toa+vj4kTJ+Ljx4/Izc3FwoULYWpqClNTU8ydOxd5eexWKx6Ph+joaDg4OEBXVxfGxsbw8vLC69evf1jGEydOQE9PD/Pnz0dJSUmF8R48eIA7d+7AwcFB6PK8vDwsXryYKaeHhwfev3/PLJ83bx5MTExQUFAgkHbkyJFCX8rs2bMHtra20NbWhp2dHQ4dOsRazr92Xbx4EXPnzkXnzp2hp6eHoqIiZtmbN29Y+yksLAzdunWDjo4OBgwYgHPnzgndHm1tbbRp0wZ79uypcJ8Q8r3/zis+QkTEv+B+P2aiqKgI2dnZGDt2LFRUVFBcXIzLly/D09MTfn5+cHR0ZK3j7NmzuHv3Lry8vCAtLY3w8HB4eHjg6NGjaN68OQDgypUrmDx5Mjp16oS1a9eitLQU4eHhrEoM8O2iP3nyZCQnJ8Pd3R1GRkZ49OgRgoKCkJqaipiYGNSrV4+J//DhQ6xZswYTJ06ErKwsNm7cCE9PT7i7u+PKlSuYMWMGOBwOVq1ahYkTJ+LUqVNo0KBBhfvj0qVLUFJSqvAto5SUFCwsLHDkyBF8+PAB7du3R8eOHREfH49Bgwax4iYkJKBx48bMGIsnT55gyJAhaNq0KebMmQNlZWVcvHgRy5Ytw+fPn+Hh4cFKv2bNGnTq1AlLliyBmJgYGjduDD8/Pxw8eBDTpk1Dhw4dUFBQgH/++Yd5qwoAaWlpaN26Nfr27Qt5eXl8+PABu3fvxsCBA3Ho0CGBt3YLFixAr169sGbNGjx48IA5Ps+fP0fPnj3h4uKCy5cvIywsDE2aNMGYMWNY6aOjo9GsWTPMmzcPZWVlCA8Px/jx4xEVFcXqv15VVTmfzp8/D09PTxgZGWHdunUoKSnBtm3b8PHjx2rnR2pHp06dsG/fPixbtgz29vbo2LEjJCUlK01jZ2cHPz8/JCUlYdiwYQCA2NhY2NraQlZWlhW3tLQUKSkp0NbWhqqqqtD1NW3aFFpaWkhOTkZpaSnExcWrvR1lZWVCH66r2ir47NkzDBkyBI0bN8b8+fOhqKiIgwcPwsfHBx8/fsT48eNZ8deuXQtTU1P4+fkhLS0NAQEBmDFjBiQkJMDlclm/SxkZGSxYsIBJu2jRIiQkJMDV1RUzZ85EdnY2Nm7ciCFDhuDAgQNQUlISWsbt27dj5cqV8PDwwOTJkyvdnjNnzkBcXBxGRkZCly9YsADW1tZYvXo13r17h1WrVmHWrFnYsWMHgG8Vhri4OCQlJbGukU+ePEFKSorA+IjTp08jJSUFXl5ekJKSwq5duzBjxgyIi4ujd+/erLjz5s2DtbU1Vq5ciYKCggqPUXBwMIKDgzFw4EDY2toiPT0dCxcuRFlZGVq3bi0Q38TEBEePHgWPxxMYz0NIeVSZIH8c/o2SP2Zi06ZNMDY2Zr0hbtiwIfz8/Ji/S0tLYWZmhpycHERGRgpUJgoLCxEREcHc/LW0tGBlZYUjR47A3d0dwLcbZuPGjREREYH69esDACwtLQUGPF68eBEXL17ErFmz4ObmBgCwsLCAqqoqpk+fjv3792Pw4MFM/KysLOzdu5dpfldRUYGDgwP27t2LEydOQEpKiok7ZcoUXL58WeBt+PfevXuHDh06VLoP+YP63r17B2VlZTg5OWHZsmV4/vw5c2PKzs7GqVOnMGLECOYG5+fnBxkZGezevZvZVxYWFigqKkJoaChcXV1Z41ZatGiBDRs2sPK+desWLCwsMHr0aCbM2tqaFad3796sm25paSmsra1hYWGBpKQkgXEK3bp1Y/p7W1hYIDU1FUlJSZg7dy6Tj7m5OS5evIjExESBykRpaanQ47phwwZERERUui+Fqcr5tGHDBqioqGDr1q1M5dLKyqrSY0t+Lm9vbzx79gxRUVGIioqCpKQk0wo5fPhwyMjICKSRlZWFra0t4uLiMGzYMDx58gS3b9/GzJkzBeJ+/vwZBQUFPxxUq66ujjt37iArKwuNGzeu9nYEBgYiMDBQIDw6OrrCB+rvBQcHo7i4GDt27EDTpk0BAF27dkVOTg7zoN+wYUMmvqamJut6++zZM0RGRsLV1VXgd5mYmMhUJlJTU7F37174+PiwfpNGRkawtbVFRESEQPeysrIyLF++HDExMfD390f//v1/uD2pqalo2bKl0OMHfPvdfV/Byc7OxqpVq/DhwwcoKyujffv2MDExQXR0NKsysXPnTsjKygrcTz5//ozY2FimItS1a1f069cPa9asEahMmJmZMQPCK5KTk4OwsDD07NkTy5cvZ8Lbtm2LoUOHCq1MaGlpYffu3Xj27BnatGlT6foJoW5O5I8zePBgaGlpwcDAAG5ubpCTk0NISIjAG50jR45gyJAh0NfXR8eOHaGlpYXY2Fg8ffpUYJ2mpqast4hKSkpo3Lgx060mPz8fd+/eRa9evZgHTuDbg0S3bt1Y60pOTgYAgdlb+vTpA2lpaYHuMx06dGD149XQ0GDK9H1Fgn9DePv27Q/20I/xeOzpM+3t7VGvXj1WN4akpCQUFRUx21FYWIjk5GT07NkTDRo0QElJCfOvS5cuKCwsRGpqKmu9vXr1EshbR0cH58+fR2BgIFJSUvD161eBOHl5eVi1ahV69uyJjh07omPHjtDX10d+fr7Q41e+MsLfV+VnrWrTpo1AVyl+OYUd12vXrqG0tPpTGVflfLp37x569OjBaqWSkZGhykQdUlRUxK5duxAbGwtvb2/Y2NjgxYsXWL16Nezt7ZGZmSk0nbOzM+7du4dHjx4hNjYWLVq0gLGxscjl4P8+RX2jPHLkSMTGxgr8+9FLBj7+gHJ+RYJvwIABKCgowK1bt1jh5a+B/N+fsN9lVlYW09XpzJkz4HA46N+/P+t6oqSkhPbt2+Pq1aus9IWFhZg8eTISExOxbdu2KlUkACAjI6PSSpmwrooA+1o7cuRI/P3337hx4waAb+NiDhw4gAEDBghUUszMzFgtKuLi4rCzs8PLly+Rnp7OiivsGlnerVu3UFhYCHt7e1a4gYEB1NTUhKbht95mZGT8cP2EUMsE+eMEBASgTZs2yMvLw+HDhxETE4MZM2YgPDyciXP8+HFMmzYNvXv3hpubG5SUlCAuLo7du3cjLi5OYJ0KCgoCYfXq1UNhYSGAb2+GysrKhDa5lw/LysqChISEQFccDocDJSUlVnceAAIzUPEfLsuH87tb8MtUkaZNm7L62grDf6jlPywoKCjAxsYG+/fvx9SpUyEuLo6EhATo6uqiXbt2zHaVlJQwb22F+fz5M+tvZWVlgTgLFiyAqqoqDh8+jLCwMNSvXx+WlpaYPXs201XN29sbycnJmDx5MnR0dCAjIwMOhwN3d3eh21/RvhIWXlRUJJC+ouNaXFyM/Px81lvYqqjK+cTj8YQ+4IjyJprULh0dHWYsVnFxMQIDA7F9+3aEh4cLnQXN2NgYrVq1QkxMDI4cOYJRo0YJrQgoKipCSkqqSr9PKSkpkWenU1VVrdFUp1lZWUJ/u/zZhX50Davs9wd8u4bJyMjg06dP4PF4MDc3F1oOfpdAvk+fPuHdu3cwNzevVvfDr1+/VthdChD8vfKvwd+/6OjevTvU1NSwa9cuGBoaIj4+HgUFBUzXtu9Vdp/IyspidXETtp/L4+/vqtx/+PgvR4S9rCGkPKpMkD9OmzZtmBtl586dUVZWhn379uHo0aNME/LBgwehrq6OdevWsW7q5adTrCo5OTlwOByh/dnLhykoKKCkpASZmZmsCgWPx8PHjx9rbT7zilhYWCA6OhqpqalCx00UFBTg8uXL0NTUZN3InJyccPToUVy6dAnNmjXD3bt34evryyyXk5ODuLg4HBwchN5AAQh03xD2QCUtLQ0vLy94eXnh48ePOH/+PFavXo2JEyfi6NGj+PLlC86ePQsPDw+mSxDwv3EwP0NFx1VSUlLoIPaa4p9P5cfbVFQWUnckJSXh4eGB7du34/HjxxXGc3JyYq43AwYMEBpHXFwcpqamuHDhAtLT04WOm0hPT8f9+/fRpUsXkcZL1AYFBQV8+PBBIJz/lltRUbFW8lFUVASHw0F0dDSrhY6vfFizZs3g4+MDDw8PeHp6Yv369awWxcryKV8Bqi4xMTEMHz4ca9euxZw5c7Br1y6YmZkxLcnfq+w+Ub7iUpXWJ36aitYrrHWCf62srWNF/tuomxP5482aNQvy8vLYsGEDysrKAHy7QEtKSrIu1B8+fGDNSlQd0tLS0NXVxfHjx1lvxnNzcwVm6eFPEXnw4EFW+LFjx5Cfny8wH31tGz16NBo0aIC//voL+fmCHw8LCAhAdnY2Jk2axAq3tLSEiooK4uPjERcXh/r167PmqpeSkoKpqSkePHgALpfLvL39/l91b1xKSkpwcnJC37598fz5cxQUFIDD4YDH4wk8SOzbt0+kLkdVUdFxNTIy+ikPdNLS0tDW1sbJkydZLSV5eXlCZ30iv0ZFXUL4Xesqm/ff0dER3bp1w7hx4yqdftTd3R08Hg++vr4C53NpaSl8fX3B4/FYFelfzczMDMnJyawZjQDgwIEDkJKSqrUpZK2trcHj8fD+/Xuh1xNhs5pZWloiPDwc165dw4QJE4Re48rT0ND4YWtQVQwaNAiSkpKYOXMmnj9/juHDhwuNd+XKFdaDf2lpKQ4fPowWLVpUOPC+Mp06dUL9+vWRmJjICr9586bQbpsA8Pr1a4iJiQkdT0FIedQyQapFQ17wLcq/PX95eXm4u7tj1apVSExMhIODA6ytrXH8+HH4+voyM1+EhISgSZMmePHihUj5TJ06FW5ubhgzZgzGjh2L0tJShIWFQUpKivXWy8LCApaWlggMDERubi4MDAzw6NEjbNiwAR07dqxwesLa0qJFC6xcuRIzZ87EwIEDMWbMGOajdXFxcTh//jzGjh0rMG2luLg4HB0dmYHDPXv2FOjeM3/+fAwbNgzDhw/H0KFDoaamhry8PLx69QqnT59mZj+pzKBBg2BtbQ0ulwt5eXk8ffoUBw4cgL6+PjNGxNjYGFu3boWioiLU1NRw9epVxMbGQk5OrvZ2VLltHzNmDMaMGYOysjKEhYUhNzcXnp6ePyU/APDy8sKECRMwbtw4jBo1CqWlpdi6dStkZGR+WgvMryDRpPZbcn5V3uPGjYOqqiq6desGDQ0N8Hg8/P3339i2bRukpaUr/UChiooKQkJCfpiHoaEh5s2bhxUrVjC/pWbNmjEfrbt9+zbmzZtXo+8DvHv3TmD8EvCtH31Vvo0yZcoUnDlzBiNHjsSUKVMgLy+PxMREnD17FrNmzap2t7+KGBoawsXFBfPmzcO9e/dgbGwMKSkpfPjwATdu3ICmpqbQVlAjIyNs374dbm5uGDt2LMLCwiotk4mJCeLi4lgTTIhCTk4ODg4O2L17N9TU1Coc36SoqIhRo0Zh8uTJzGxOz549w9q1a0XKV15eHmPHjsWmTZswf/589O7dG+np6QgKCqqwm1Rqaio6dOhAH3IlVUKVCVJlpWWl8O/iX9fFQGlZKcTFavdtr6urK6KjoxESEoJ+/frB2dkZnz59wp49exAXF4fmzZvD3d0d6enpCA4OFikPCwsLbNy4EevWrcO0adOgrKyMoUOHorCwkLVODoeDkJAQBAUFIT4+Hps3b4aCggIcHBwwY8YMoc35tc3W1hZt2rRBeHg4goOD8enTJ8jIyEBHRwehoaECA5P5nJycsGXLFmRmZgr9AGDbtm0RHx+PkJAQrFu3DpmZmWjYsCFatmxZ4TrL69y5M06fPo3IyEgUFBRARUUFjo6OmDhxIhNn9erVWL58OVatWoWSkhIYGBggIiICEyZMEG2H/MDw4cNRWFiIZcuW4dOnT2jXrh22bNkCQ0PDn5IfAHTp0gVBQUFYv34963zKyMgQaNX6t+CV8dB4SPs6LwNHTLSBy5MmTcKpU6cQGRmJjIwMFBcXQ1lZGebm5pgwYUKtzYrj6uoKHR0dbNu2DQEBAcjKyoK8vDwMDQ2xa9cukaYj/l5F45rs7e2FzvJUnoaGBvbs2YM1a9Zg6dKl+Pr1K9q0aQM/Pz+BiSVqaunSpdDT00NMTAx2796NsrIyNGnSBAYGBtDV1a0wnY6ODnbu3IkxY8Zg1KhRCA8Pr/BDbz169IC0tDROnTrFzLAnKjs7O+zevRtDhgyp8NsjNjY2aNu2LdatW4d3796hefPmCAwMFPrdkaqaOnUqpKWlsWvXLhw4cAAaGhpYsmQJtm3bJhA3Ly8PycnJmDp1qsj5kT8Lh1d+WhbyR/v69Svz9qWybxEQQr59o6R79+6YPXs2xo0bV9fFQXFxMRwdHaGioiL0IYEQIpq//voLV65cwaFDh2r03QV/f3/s3r0bZ8+e/W3HI+zbtw8rVqzA2bNnqWXiX+B3eG6jlglCCPmXmjdvHiwsLKCsrIyPHz9i9+7dePr0KebPn1/XRSPkP2XSpEnYv38/jh07JvCth6pITU3FixcvsGvXLri4uPy2FYmSkhKEh4fD3d2dKhKkyqgyQQgh/1J5eXkICAhAZmYmJCUl0bFjR4SGhlY4VSYhRDRKSkoIDAwUeTySi4sLpKSkYG1tjWnTptVu4WrRu3fvYG9vj7Fjx9Z1Uci/CHVzIiy/Q3MZIYQQQgj5sd/huY2mhiWEEEIIIYSIhCoThBBCCCGEEJFQZYIQQgghhBAiEqpMEEIIIYQQQkRClQlCCCGEEEKISKgyQQghhBBCCBEJVSYIIYQQQgghIqHKBKkyXmlpXRcBQM3Kcfv2bUyZMgXW1tbQ1taGubk5XFxc4O/vz4rn6uoKLpeL7t27Q9inWK5duwYulwsul4v4+HiB5ampqfDy8oKlpSW0tbVhYWEBLy8v3Lp1ixWPv44f/UtJScGbN28qjRMUFFSlfRAcHAw7OzuUlZVVY8+Rqip/LFJSUphj+DOtW7cOAwYMoONKCCHkl6IvYJMq44iLI23mLBQ9e1ZnZainoQG1wFUipT179iwmTZoEExMTzJo1C8rKyvjw4QPu3buHQ4cOwcfHhxVfRkYGb968QXJyMszMzFjL4uLiICsri9zcXIF8oqKisGLFCujq6mLmzJlQU1PD27dvsWvXLgwbNgzz58/HiBEjAAAxMTGstCEhIUhJSUFkZCQrvG3btsjKygLwraLTr18/gXxVVVV/uA/ev3+PrVu3ws/PD2Ji9C7hV9DS0kJMTAzatm37U/MZN24coqOjkZCQAGdn55+aFyGEEMJHlQlSLUXPnuHrgwd1XQyRhIeHQ11dHVu3boWExP9O/b59+2LWrFkC8Zs1awYZGRnExsayKhO5ubk4evQo7O3tsXfvXlaaGzduYMWKFejatSuCg4MF8vHw8MDy5cvRoUMHGBoaolOnTqz0jRo1gpiYmEA4AKYy0bRpU6HLq2LHjh1o2LAhevXqJVL6X+Hr16//qa+vy8rKiny8qqNhw4bo378/QkND4eTkBA6H89PzJIQQQujVJPljZGVlQVFRkfWAz1fRW3pnZ2ecOHECOTk5TNjhw4cBAHZ2dgLxQ0NDweFw4OvrK5CPhIQEFi9eDA6Hg7CwsJpsikiKiooQGxuLfv36CWxvVlYWfH19YWVlBW1tbXTv3h1r165FUVERE8fR0RHDhg0TWG9paSmsrKzg4eHByiskJAS9e/eGtrY2OnfujLlz5yIzM5OV1sbGBhMmTMDx48fh6OgIHR0dBAcHAwCOHDmCQYMGwdDQEHp6eujevTvmzp3LpC0sLIS/vz8cHBxgaGgIExMTuLi44OTJkwJl5HK5WLp0KeLi4mBrawtdXV04OTkhNTUVPB4P4eHhsLGxgb6+PkaOHImXL1+y0vNbg65fv47BgwdDV1cXVlZWWLduHUp/0O1OWDcnHx8f6Ovr4+XLlxg/fjz09fXRtWtX+Pv7s/Y5AKSnp8PLywv6+vowMjKCt7c37ty5I7SLnYODA168eIHk5ORKy0QIIYTUFmqZIH+MTp06Yd++fVi2bBns7e3RsWNHSEpKVprGzs4Ofn5+SEpKYh6kY2NjYWtrC1lZWVbc0tJSpKSkQFtbu8IuR02bNoWWlhaSk5NRWloKcXHxam9HWVkZSkpKBMKFVZK+d+fOHWRlZcHU1JQVXlhYiJEjR+L169fw9PQEl8vF9evXERoair///huhoaEAACcnJyxfvhwvXrxAq1atmPQXL15ERkYGnJycmPJNnjwZN27cwLhx42BgYIC0tDQEBQXhzp07iIuLY7U83L9/H0+fPsWkSZOgrq4OKSkp3Lp1C9OnT4ednR08PDxQv359vH37lvWQXFRUhOzsbIwdOxYqKiooLi7G5cuX4enpCT8/Pzg6OrK28+zZs3jw4AFmzpwJDoeDVatWYcKECXB0dMTr16+xaNEifPnyBf7+/vD09MSBAwdYb/c/fPiA6dOnw93dHV5eXjh79iw2bdqEnJwcLFq0qPKDJkRxcTEmTZqEgQMHYuzYsbh27RpCQkIgKyvLVMzy8/MxcuRIZGdnY+bMmWjZsiUuXLiA6dOnC12nlpYWpKWlce7cOYGueYQQQsjPQJUJ8sfw9vbGs2fPEBUVhaioKEhKSkJbWxs2NjYYPnw4ZGRkBNLIysrC1tYWcXFxGDZsGJ48eYLbt29j5syZAnE/f/6MgoICqKurV1oOdXV15sG+cePG1d6OwMBABAYGCoRHR0fDyMiownT8wd9aWlqs8ISEBDx69Ajr1q1Dnz59AAAWFhaQlpZGYGAgLl26BAsLC9jb22PlypVISEhgPcwmJCRASUkJXbp0AfCtReHChQsICgpidadq3749Bg4ciPj4eFYLR2ZmJg4dOoTWrVszYdu2bQOPx8OSJUvQsGFDJpxfYQG+devx8/Nj/i4tLYWZmRlycnIQGRkpUJkoKirCtm3bIC0tzYRNmTIFKSkpSEhIYCoOmZmZWLFiBf755x9wuVwmblZWFkJCQtC9e3cAgKWlJQoLC7F79264ubmhWbNmFe57YYqLi+Hp6cnsczMzM9y7dw9JSUlMZSIhIQEvX75EWFgYs38tLS1RUFAgMN4GAMTFxdG+fXvcvHmzWmUhhBBCREXdnMgfQ1FREbt27UJsbCy8vb1hY2ODFy9eYPXq1bC3txfogsPn7OyMe/fu4dGjR4iNjUWLFi1gbGwscjn4s0OJ2qd95MiRiI2NFfjXoUOHStNlZGSAw+FAUVGRFZ6cnAxpaWn07t2bFc5/cL9y5QqAb/vPxsYGCQkJzIxB2dnZOHXqFBwcHJiWkTNnzkBOTg7dunVDSUkJ869Dhw5QVlbG1atXWflwuVxWRQIAdHR0AADTpk3D4cOH8f79e6HbdOTIEQwZMgT6+vro2LEjtLS0EBsbi6dPnwrENTU1ZVUk2rRpAwDo0qUL61jww9++fctKLyMjw1Qk+Pr164eysjJcu3ZNaPkqw+FwYGNjwwrjcrmsfK9duwYZGRmmIvF9vhVp3LhxhfuLEEIIqW3UMkH+ODo6OszDanFxMQIDA7F9+3aEh4dj9uzZAvGNjY3RqlUrxMTE4MiRIxg1apTQioCioiKkpKTw5s2bSvNPS0uDlJQU5OXlRSq/qqoqU/7qKCwshISEhEDXqqysLCgpKQlsU+PGjSEhIcEM/Aa+VayOHTuGS5cuwcrKCklJSSgqKmK1GHz69Ak5OTnQ1tYWWo7Pnz+z/lZWVhaIY2xsjI0bNyIqKgpz5sxBUVER2rVrh4kTJzIP0sePH8e0adPQu3dvuLm5QUlJCeLi4ti9ezfi4uIE1ll+f/O7uFUUXlhYyApXUlISWCc/7Pt9VFVSUlKoX78+K6xevXqsfPnHprzKWrTq16+Pr1+/Vrs8hBBCiCioMkH+aJKSkvDw8MD27dvx+PHjCuM5OTlh3bp14HA4GDBggNA44uLiMDU1xYULF5Ceni503ER6ejru37+PLl26iDReoiYUFRVRXFyM/Px81ht6BQUF3L59Gzwej1Wh+PTpE0pKSlgtGZaWlmjSpAni4+NhZWWF+Ph46OnpsaY9VVRUhIKCAsLDw4WWo3x3sopaaHr06IEePXqgqKgIqamp2LJlC7y9vaGmpgZ9fX0cPHgQ6urqzHHhKz+tbm35+PFjhWEKCgo/JU8FBQXcuXOnSmXh4080QAghhPwK1M2J/DEyMjKEhvO7xDRp0qTCtI6OjujWrRvGjRsHFRWVCuO5u7uDx+PB19dXYJaf0tJS+Pr6gsfjwd3dXYQtqBl+V6JXr16xws3MzJCfny8wC9L+/fuZ5Xzi4uJwcHDAyZMncf36ddy7d0/gmwbW1tbIyspCWVkZ0wr0/T8NDY1qlbtevXrMt0EA4MH/T03M4XAgKSkpMEj61KlT1Vp/VeXl5QmsOykpCWJiYjXq9lYZY2Nj5OXl4dy5c6zwQ4cOVZjmzZs3P/2bFoQQQggftUyQaqlXzQfB3yn/cePGQVVVFd26dYOGhgZ4PB7+/vtvZlDuyJEjK0yroqKCkJCQH+ZhaGiIefPmYcWKFRg2bBiGDx+OZs2aMR+tu337NubNmwcDAwORt+Pdu3dITU0VCG/UqBFatGhRYTr+LE63b99G+/btmXBHR0dER0djzpw5SEtLg6amJm7cuIEtW7aga9euMDc3Z63H2dkZYWFh8Pb2RoMGDQSmyO3bty8SExPh7u4OV1dX6OrqQlJSEunp6UhJSUH37t3Rs2fPSrdx/fr1SE9Ph5mZGVRVVZGTk4MdO3ZAUlISJiYmAL5VWo4fPw5fX1/Y2toiPT0dISEhaNKkCV68eFHp+kWhoKAAX19fvHv3Dq1atcK5c+ewd+9eDB06tNqDr6tqwIABiIyMxOzZszF16lS0bNkS58+fx8WLFwEITmn8+fNnvHjxgvkoIiGEEPKzUWWCVBmvtFTkr0/Xdjk4InQRmjRpEk6dOoXIyEhkZGSguLgYysrKMDc3x4QJE5iBtzXl6uoKHR0dbNu2DQEBAcjKyoK8vDwMDQ2xa9cu6Ovr12j9/NmoyrO3txc6yxNf06ZNYWRkhFOnTsHFxYUJr1+/Pnbs2IG1a9ciPDwcnz9/hoqKCsaOHcv6dgRf69atoa+vj1u3bsHe3p412xLwrfVi06ZN2LFjBw4cOIDQ0FCIi4tDVVUVxsbG0NTU/OE26unp4d69ewgMDERmZibk5OSgra2N7du3o127dgC+VWo+ffqEPXv2IC4uDs2bN4e7uzvS09OZb1XUJmVlZSxatAgBAQH4559/IC8vj4kTJ8LT07PW8+KTlpZGZGQkVqxYgVWrVoHD4cDS0hKLFy+Gu7u7wL4/deoUJCUlmRmiCCGEkJ+Nw+NPLUMIvn19+Pnz52jduvV/6ivE5Jtjx45h+vTpOHPmTKXdtQibq6srPn/+jKSkpLouCgBg8+bNWLduHc6ePcsamzNs2DA0bdoUq1evrsPSEUII+VV+h+c2apkg5A/Sq1cv6OjoYMuWLSJ9aI38ejt37gQAaGhooLi4GMnJyYiKikL//v1ZFYlr167h7t27CAgIqKuiEkII+QNRZYKQPwiHw8Fff/2F06dPo6ysTKDPPfn9NGjQAJGRkXjz5g2Ki4vRtGlTjB8/HpMmTWLFy8rKQkBAAJo3b15HJSWEEPInom5OhOV3aC4jhBBCCCE/9js8t9FrSUIIIYQQQohIqDJBCCGEEEIIEQlVJohQ1PuNEEIIIeT39js8r1FlgrBISkoCAPLz8+u4JIQQQgghpDL85zX+81tdoNmcCIu4uDgUFBSQkZEB4NtHszgcTh2XihBCCCGE8PF4POTn5yMjIwMKCgoQF+FjvrWFZnMiAng8HtLT05GVlVXXRSGEEEIIIRVQUFCAqqpqnb74pcoEqVBpaSmKi4vruhiEEEIIIaQcSUnJOm2R4KPKBCGEEEIIIUQkNACbEEIIIYQQIhKqTBBCCCGEEEJEQpUJQgghhBBCiEioMkEIIYQQQggRCVUmCCGEEEIIISKhygQhhBBCCCFEJFSZIIQQQgghhIjk/wAOJmJmY5YWugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "vi_weighted[-4][-1].plot(show_legend=True, ax=ax, \n",
    "                         add_plot=[vi_weighted[-4][k][-1] for k in range(len(vi_weighted[-4])-1)])\n",
    "ax.texts = []\n",
    "lgd = plt.legend(names2, ncol=len(names2)//3, bbox_to_anchor=(1.01, -0.08), fontsize=12)\n",
    "plt.title('Variable Importance for wilt dataset for the original \\n and balanced (IR=1) WRF models', fontsize=16, weight='bold')\n",
    "plt.xlabel('Variable Importance', fontsize=13)\n",
    "plt.ylabel('Variable', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac848030-e010-4d8c-b4cc-5c0ba970a8ff",
   "metadata": {},
   "source": [
    "#### `qsar-biodeg` dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "6946b31f-4498-4081-b202-9246cbb895be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "vi_weighted[12][-1].plot(show_legend=True, ax=ax, \n",
    "                         add_plot=[vi_weighted[12][k][-1] for k in range(len(vi_weighted[12])-1)], max_variables=6)\n",
    "ax.texts = []\n",
    "plt.title('Variable Importance for qsar-biodeg dataset for the original \\n and balanced (IR=1) WRF models for the six first \\n variables in the original data VI', \n",
    "          fontsize=16, weight='bold')\n",
    "plt.legend(names2, ncol=len(names2)//3, bbox_to_anchor=(1.01, -0.08), fontsize=12)\n",
    "plt.xlabel('Variable Importance', fontsize=13)\n",
    "plt.ylabel('Variable', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "df64bb9b-abb4-45d1-b473-62031a3b6af0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "vi_unweighted[12][-1].plot(show_legend=True, ax=ax, \n",
    "                           add_plot=[vi_unweighted[12][k][-1] for k in range(len(vi_unweighted[12])-1)], max_variables=6)\n",
    "ax.texts = []\n",
    "plt.title('Variable Importance for qsar-biodeg dataset for the original \\n and balanced (IR=1) RF models for the six first \\n variables in the original data VI', \n",
    "          fontsize=16, weight='bold')\n",
    "plt.legend(names2, ncol=len(names2)//3, bbox_to_anchor=(1.01, -0.08), fontsize=12)\n",
    "plt.xlabel('Variable Importance', fontsize=13)\n",
    "plt.ylabel('Variable', fontsize=13)\n",
    "plt.xticks(fontsize=13)\n",
    "plt.yticks(fontsize=13)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fafabd2-d0b5-4a38-aa8a-37934b3c1c23",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8630d4b2-7f86-408c-a9d2-2f156b12c79e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfbf0240-8b9d-4fe0-af4b-d014c4792a4b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b80b9311-b1b7-443a-80b9-4800110dfaa1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}