{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OmniXAI in a ML workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial shows how to apply OmniXAI in different stages in a standard ML workflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n",
    "import plotly.io as pio\n",
    "pio.renderers.default = \"png\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset used in this example is for income prediction (https://archive.ics.uci.edu/ml/datasets/adult)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Age         Workclass  fnlwgt   Education Education-Num  \\\n",
      "0      39         State-gov   77516   Bachelors            13   \n",
      "1      50  Self-emp-not-inc   83311   Bachelors            13   \n",
      "2      38           Private  215646     HS-grad             9   \n",
      "3      53           Private  234721        11th             7   \n",
      "4      28           Private  338409   Bachelors            13   \n",
      "...    ..               ...     ...         ...           ...   \n",
      "32556  27           Private  257302  Assoc-acdm            12   \n",
      "32557  40           Private  154374     HS-grad             9   \n",
      "32558  58           Private  151910     HS-grad             9   \n",
      "32559  22           Private  201490     HS-grad             9   \n",
      "32560  52      Self-emp-inc  287927     HS-grad             9   \n",
      "\n",
      "           Marital Status         Occupation   Relationship   Race     Sex  \\\n",
      "0           Never-married       Adm-clerical  Not-in-family  White    Male   \n",
      "1      Married-civ-spouse    Exec-managerial        Husband  White    Male   \n",
      "2                Divorced  Handlers-cleaners  Not-in-family  White    Male   \n",
      "3      Married-civ-spouse  Handlers-cleaners        Husband  Black    Male   \n",
      "4      Married-civ-spouse     Prof-specialty           Wife  Black  Female   \n",
      "...                   ...                ...            ...    ...     ...   \n",
      "32556  Married-civ-spouse       Tech-support           Wife  White  Female   \n",
      "32557  Married-civ-spouse  Machine-op-inspct        Husband  White    Male   \n",
      "32558             Widowed       Adm-clerical      Unmarried  White  Female   \n",
      "32559       Never-married       Adm-clerical      Own-child  White    Male   \n",
      "32560  Married-civ-spouse    Exec-managerial           Wife  White  Female   \n",
      "\n",
      "      Capital Gain Capital Loss Hours per week        Country  label  \n",
      "0             2174            0             40  United-States  <=50K  \n",
      "1                0            0             13  United-States  <=50K  \n",
      "2                0            0             40  United-States  <=50K  \n",
      "3                0            0             40  United-States  <=50K  \n",
      "4                0            0             40           Cuba  <=50K  \n",
      "...            ...          ...            ...            ...    ...  \n",
      "32556            0            0             38  United-States  <=50K  \n",
      "32557            0            0             40  United-States   >50K  \n",
      "32558            0            0             40  United-States  <=50K  \n",
      "32559            0            0             20  United-States  <=50K  \n",
      "32560        15024            0             40  United-States   >50K  \n",
      "\n",
      "[32561 rows x 15 columns]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Load the dataset\n",
    "feature_names = [\n",
    "    \"Age\", \"Workclass\", \"fnlwgt\", \"Education\",\n",
    "    \"Education-Num\", \"Marital Status\", \"Occupation\",\n",
    "    \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\",\n",
    "    \"Capital Loss\", \"Hours per week\", \"Country\", \"label\"\n",
    "]\n",
    "df = pd.DataFrame(\n",
    "    np.genfromtxt(os.path.join('data', 'adult.data'), delimiter=', ', dtype=str),\n",
    "    columns=feature_names\n",
    ")\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first check if some features are correlated and if there exists data imbalance issues that leads potential sociological bias. We can create an `DataAnalyzer` explainer to do this task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imbalance#0:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imbalance#1:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Imbalance#1:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from omnixai.data.tabular import Tabular\n",
    "from omnixai.explainers.data import DataAnalyzer\n",
    "\n",
    "tabular_data = Tabular(\n",
    "    df,\n",
    "    categorical_columns=['Workclass', 'Education', 'Marital Status', \n",
    "                         'Occupation', 'Relationship', 'Race', 'Sex', 'Country'],\n",
    "    target_column='label'\n",
    ")\n",
    "\n",
    "# Initialize a `DataAnalyzer` explainer.\n",
    "# We can choose multiple explainers/analyzers by specifying analyzer names. \n",
    "# In this example, the first explainer is for feature correlation analysis and \n",
    "# the others are for feature imbalance analysis (the same explainer with different parameters).\n",
    "explainer = DataAnalyzer(\n",
    "    explainers=[\"correlation\", \"imbalance#0\", \"imbalance#1\", \"imbalance#2\"],\n",
    "    mode=\"classification\",\n",
    "    data=tabular_data\n",
    ")\n",
    "# Generate explanations by calling `explain_global`.\n",
    "explanations = explainer.explain_global(\n",
    "    params={\"imbalance#0\": {\"features\": [\"Sex\"]},\n",
    "            \"imbalance#1\": {\"features\": [\"Race\"]},\n",
    "            \"imbalance#2\": {\"features\": [\"Sex\", \"Race\"]}}\n",
    ")\n",
    "\n",
    "print(\"Correlation:\")\n",
    "explanations[\"correlation\"].ipython_plot()\n",
    "print(\"Imbalance#0:\")\n",
    "explanations[\"imbalance#0\"].ipython_plot()\n",
    "print(\"Imbalance#1:\")\n",
    "explanations[\"imbalance#1\"].ipython_plot()\n",
    "print(\"Imbalance#1:\")\n",
    "explanations[\"imbalance#1\"].ipython_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the correlation plot we can observe that \"Relationship\" has strong correlations with \"Matrital Status\" and \"Sex\", so we may remove this feature. From the data imbalance plots we can see that the class labels are highly imbalanced among different \"Sex\" and \"Race\". Therefore, we must ignore these features when building a machine learning model to avoid sociological bias."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Age         Workclass  fnlwgt   Education Education-Num  \\\n",
      "0      39         State-gov   77516   Bachelors            13   \n",
      "1      50  Self-emp-not-inc   83311   Bachelors            13   \n",
      "2      38           Private  215646     HS-grad             9   \n",
      "3      53           Private  234721        11th             7   \n",
      "4      28           Private  338409   Bachelors            13   \n",
      "...    ..               ...     ...         ...           ...   \n",
      "32556  27           Private  257302  Assoc-acdm            12   \n",
      "32557  40           Private  154374     HS-grad             9   \n",
      "32558  58           Private  151910     HS-grad             9   \n",
      "32559  22           Private  201490     HS-grad             9   \n",
      "32560  52      Self-emp-inc  287927     HS-grad             9   \n",
      "\n",
      "           Marital Status         Occupation Capital Gain Capital Loss  \\\n",
      "0           Never-married       Adm-clerical         2174            0   \n",
      "1      Married-civ-spouse    Exec-managerial            0            0   \n",
      "2                Divorced  Handlers-cleaners            0            0   \n",
      "3      Married-civ-spouse  Handlers-cleaners            0            0   \n",
      "4      Married-civ-spouse     Prof-specialty            0            0   \n",
      "...                   ...                ...          ...          ...   \n",
      "32556  Married-civ-spouse       Tech-support            0            0   \n",
      "32557  Married-civ-spouse  Machine-op-inspct            0            0   \n",
      "32558             Widowed       Adm-clerical            0            0   \n",
      "32559       Never-married       Adm-clerical            0            0   \n",
      "32560  Married-civ-spouse    Exec-managerial        15024            0   \n",
      "\n",
      "      Hours per week        Country  label  \n",
      "0                 40  United-States  <=50K  \n",
      "1                 13  United-States  <=50K  \n",
      "2                 40  United-States  <=50K  \n",
      "3                 40  United-States  <=50K  \n",
      "4                 40           Cuba  <=50K  \n",
      "...              ...            ...    ...  \n",
      "32556             38  United-States  <=50K  \n",
      "32557             40  United-States   >50K  \n",
      "32558             40  United-States  <=50K  \n",
      "32559             20  United-States  <=50K  \n",
      "32560             40  United-States   >50K  \n",
      "\n",
      "[32561 rows x 12 columns]\n"
     ]
    }
   ],
   "source": [
    "df = df.drop(columns=[\"Sex\", \"Race\", \"Relationship\"])\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the next step, we do a rough feature selection by analyzing the information gain and chi-squared stats between features and targets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mutual information:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chi square:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tabular_data = Tabular(\n",
    "    df,\n",
    "    categorical_columns=['Workclass', 'Education', 'Marital Status', 'Occupation', 'Country'],\n",
    "    target_column='label'\n",
    ")\n",
    "explainer = DataAnalyzer(\n",
    "    explainers=[\"mutual\", \"chi2\"],\n",
    "    mode=\"classification\",\n",
    "    data=tabular_data\n",
    ")\n",
    "data_explanations = explainer.explain_global()\n",
    "\n",
    "print(\"Mutual information:\")\n",
    "data_explanations[\"mutual\"].ipython_plot()\n",
    "print(\"Chi square:\")\n",
    "data_explanations[\"chi2\"].ipython_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clearly, the most important features showed above are \"Age\", \"Marital Statues\", \"Eduction-Num\", \"Hours per week\", \"Occupation\" and \"Education\". \"Capital Gain\" is not consistent among these two methods, while \"Workclass\", \"Capital Loss\", \"fnlwgt\", and \"Country\" are the least important features, so we may consider to remove them or do further analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Age         Workclass   Education Education-Num      Marital Status  \\\n",
      "0      39         State-gov   Bachelors            13       Never-married   \n",
      "1      50  Self-emp-not-inc   Bachelors            13  Married-civ-spouse   \n",
      "2      38           Private     HS-grad             9            Divorced   \n",
      "3      53           Private        11th             7  Married-civ-spouse   \n",
      "4      28           Private   Bachelors            13  Married-civ-spouse   \n",
      "...    ..               ...         ...           ...                 ...   \n",
      "32556  27           Private  Assoc-acdm            12  Married-civ-spouse   \n",
      "32557  40           Private     HS-grad             9  Married-civ-spouse   \n",
      "32558  58           Private     HS-grad             9             Widowed   \n",
      "32559  22           Private     HS-grad             9       Never-married   \n",
      "32560  52      Self-emp-inc     HS-grad             9  Married-civ-spouse   \n",
      "\n",
      "              Occupation Capital Gain Hours per week  label  \n",
      "0           Adm-clerical         2174             40  <=50K  \n",
      "1        Exec-managerial            0             13  <=50K  \n",
      "2      Handlers-cleaners            0             40  <=50K  \n",
      "3      Handlers-cleaners            0             40  <=50K  \n",
      "4         Prof-specialty            0             40  <=50K  \n",
      "...                  ...          ...            ...    ...  \n",
      "32556       Tech-support            0             38  <=50K  \n",
      "32557  Machine-op-inspct            0             40   >50K  \n",
      "32558       Adm-clerical            0             40  <=50K  \n",
      "32559       Adm-clerical            0             20  <=50K  \n",
      "32560    Exec-managerial        15024             40   >50K  \n",
      "\n",
      "[32561 rows x 9 columns]\n"
     ]
    }
   ],
   "source": [
    "# We drop these three features because they have relatively low importance scores.\n",
    "tabular_data = Tabular(\n",
    "    df.drop(columns=[\"Capital Loss\", \"fnlwgt\", \"Country\"]),\n",
    "    categorical_columns=['Workclass', 'Education', 'Marital Status', 'Occupation'],\n",
    "    target_column='label'\n",
    ")\n",
    "print(tabular_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now train a XGBoost classifier for this task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape: (26048, 51)\n",
      "Test data shape:     (6513, 51)\n",
      "Test accuracy: 0.8593582066635959\n"
     ]
    }
   ],
   "source": [
    "import sklearn\n",
    "import xgboost\n",
    "from omnixai.preprocessing.tabular import TabularTransform\n",
    "\n",
    "np.random.seed(12345)\n",
    "# Train an XGBoost model\n",
    "transformer = TabularTransform().fit(tabular_data)\n",
    "x = transformer.transform(tabular_data)\n",
    "train, test, train_labels, test_labels = \\\n",
    "    sklearn.model_selection.train_test_split(x[:, :-1], x[:, -1], train_size=0.80)\n",
    "print('Training data shape: {}'.format(train.shape))\n",
    "print('Test data shape:     {}'.format(test.shape))\n",
    "\n",
    "class_names = transformer.class_names\n",
    "gbtree = xgboost.XGBClassifier(n_estimators=300, max_depth=5)\n",
    "gbtree.fit(train, train_labels)\n",
    "print('Test accuracy: {}'.format(\n",
    "    sklearn.metrics.accuracy_score(test_labels, gbtree.predict(test))))\n",
    "\n",
    "# Convert the transformed data back to Tabular instances\n",
    "train_data = transformer.invert(train)\n",
    "test_data = transformer.invert(test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then create an `TabularExplainer` explainer to generate local and global explanations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from omnixai.explainers.tabular import TabularExplainer\n",
    "\n",
    "# Initialize a TabularExplainer\n",
    "explainers = TabularExplainer(\n",
    "    explainers=[\"lime\", \"shap\", \"mace\", \"pdp\", \"ale\"],\n",
    "    mode=\"classification\",\n",
    "    data=train_data,\n",
    "    model=gbtree,\n",
    "    preprocess=lambda z: transformer.transform(z),\n",
    "    params={\n",
    "        \"lime\": {\"kernel_width\": 3},\n",
    "        \"shap\": {\"nsamples\": 100},\n",
    "        \"mace\": {\"ignored_features\": [\"Marital Status\"]}\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate global explanations\n",
    "global_explanations = explainers.explain_global()\n",
    "global_explanations[\"pdp\"].ipython_plot(class_names=class_names)\n",
    "global_explanations[\"ale\"].ipython_plot(class_names=class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The global explanations generated by PDP describe the general behavior of this classifier. For example, the income increases when \"Age\" increases from 20 to 50 and then decreases a bit after 50. A large number of educations or a longer working time implies a higher income for the model prediction. But note that these results only show how a model makes predictions but don't show causal relationships between each feature and the income, e.g., whether a longer working time is the cause of a higher income or a higher income is the cause of more working hours is unclear."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For some specific test instances, we can generate local explanations to analyze the predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "da652701859d457cb707ba4bf2c7443b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/5 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LIME results:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SHAP results:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MACE results:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate local explanations\n",
    "test_instances = test_data[1653:1658]\n",
    "local_explanations = explainers.explain(X=test_instances)\n",
    "\n",
    "index = 0\n",
    "print(\"LIME results:\")\n",
    "local_explanations[\"lime\"].ipython_plot(index, class_names=class_names)\n",
    "print(\"SHAP results:\")\n",
    "local_explanations[\"shap\"].ipython_plot(index, class_names=class_names)\n",
    "print(\"MACE results:\")\n",
    "local_explanations[\"mace\"].ipython_plot(index, class_names=class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results of LIME and SHAP show the feature importance scores for this prediction (the predicted label is > 50k), e.g., the positive features (features making income > 50k) are \"Marital Status\", \"Education-Num\", \"Age\" and \"Hours per week\", the negative features are \"Capital Gain\" and \"Ocupation\". MACE generates several counterfactual examples, e.g., if \"Education-Num\" is 12 instead of 13 (\"Education-Num\" decreases) or \"Hours per week\" decreases to 40, the predicted label will become \">= 50k\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We we create a `PredictionAnalyzer` for computing performance metrics for this task:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute metrics\n",
    "from omnixai.explainers.prediction import PredictionAnalyzer\n",
    "\n",
    "analyzer = PredictionAnalyzer(\n",
    "    mode=\"classification\",\n",
    "    test_data=test_data,\n",
    "    test_targets=test_labels,\n",
    "    model=gbtree,\n",
    "    preprocess=lambda z: transformer.transform(z)\n",
    ")\n",
    "prediction_explanations = analyzer.explain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "metric:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "confusion_matrix:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "roc:\n"
     ]
    },
    {
     "data": {
      "image/png": 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MgAloJwEWvNo5L9wrJsAEmAATYAJMgAkwAQ0RYMGrIZBcDRNgAkyACTABJsAEmIB2EmDBq53zwr1iAkyACTABJsAEmAAT0BABFrwaAsnVMAEmwASYABNgAkyACWgnARa82jkv3CsmwASYABNgAkyACTABDRFgwashkFwNE2ACTIAJMAEmwASYgHYSYMGrnfPCvWICTIAJMAEmwASYABPQEAEWvBoCydUwASbABJgAE2ACTIAJaCcBFrzaOS/cKybABJgAE2ACTIAJMAENEWDBqyGQXA0TYAJMgAkwASbABJiAdhJgwaud88K9YgJMgAkwASbABJgAE9AQARa8GgLJ1TABJsAEmAATYAJMgAloJwEWvNo5L9wrJsAEmAATYAJMgAkwAQ0RYMGrIZBcDRNgAkyACTABJsAEmIB2EmDBq53zwr1iAkyACTABJsAEmAAT0BABFrwaAsnVMAEmwASYABNgAkyACWgnARa82jkv3CsmwASYABNgAkyACTABDRFgwasmSG/fIDVriC5uZKALS9NMCAqJwPeAUI3VyxVlXAJmRnqARIKfgWEZFwKPXGME9HQlsDIzwGe/YI3VSRXltDbSaH1cGRNgAkwgJgEWvGquCRa8agLk4ilKgAVviuLNcJWz4M1wU84DZgLphgALXjWnkgWvmgC5eIoSYMGbongzXOUseDPclPOAmUC6IcCCV82pZMGrJkAunqIEWPCmKN4MVzkL3gw35TxgJpBuCLDgVXMqWfCqCZCLpygBFrwpijfDVc6CN8NNOQ+YCaQbAix41ZxKFrxqAuTiKUqABW+K4s1wlbPgzXBTzgNmAumGAAteNaeSBa+aALl4ihJgwZuieDNc5Sx4M9yU84CZQLohwIJXzalkwasmQC6eogRY8KYo3gxXOQveDDflPGAmkG4IsOBVcypZ8KoJkIunKAEWvCmKN8NVzoI3w005D5gJpBsCLHjVnEoWvGoC5OIpSoAFb4rizXCVs+DNcFPOA2YC6YYAC141p5IFr5oAuXiKEmDBm6J4M1zlLHhjT/l3/5+o1mIw2jatiSkjeypluHzjIfqMnIuJw+3RoUUdbPU8jsCgEPTt0jTDrR1VBixjaWpiBIlEAmtLc/To0BDtmtaSF792+wmWuu/B4+dvoaOjg4pl/sJIh44omDeHPM/PgEAsdffE8XM3QH/PYpUZ/bs1Q6tG1VXpRqrn8f74FY7Oi7Fj5URkyqSf6u2r2uDew+cF19DQcNSrXgEThttDV1cnVvHNu4+B/gsLD0fjOpUxon/7WPkWrdkt5ufg5lkIj4hAxwFTMdulPwrly6lqd5KcjwVvkpEpF2DBqyZALp6iBFjwpijeDFc5C964BW9Xxxn4FRiMo9vnwkBBsIx1XY2Xb7zRtkkNIXhJ2IRHRCJvrmwZbu2oMmASvE26jcWl/ctF9mev3qPX8NlYv2gMihTIjbuPXsJh7AK4DLVH7arlEB4ejn1HL2LN1gPYvWYKslpnRmhoGDo6TEXxIvng2Ks1bLJa4u37T6K+/HlsVOlGqucZM90N1W1Lo2n9f1K9bVUbfOP1Eb1GzMaWpc7ImsUS1OfSJQqiR/uGSlXQA8mcFdvhvnCM+FlwHL8Y1W1Lwb6dnTzf/SevsczdE+99vgjBS+nUhVvYffAsVswcrmqXkpyPBW+SkbHgVRMZF09FAix4UxF2BmiKBW/cgrf70Fn4q1Bu1K1WAQ1r/y0yUSS3TZ+JQsgUypdDCF4SZiTIBvVsJfKcvXwXC1bvxLfvP5DLJgu2r5yI/qPni6jmvJUechEd8CsIrku24MbdpyJS1q5ZLfTq2DjOFXfv0UuR97t/gIiAjh/SVQiOFj2dMX10b5QqXlCUe/j0DcbMcMOBTTOFIJwwZx0+f/UT/Zg+tg9yZLMSAnPn/tOwyWaFbZ4n4DSgg4hkU/3nrtwTgrN0iUKY7TIA+nq6oLZnL9+OiMhIPHz6GsZGhnDs2Qrd2jaItw3FQcQUvPQd8aDxUkTRYexC2JYvHktkTZq3HhZmJiKSSP31PHxeREsTSzKul28+RGRkFMYM6oy61cujavNBuHFktbw4ibs61crDrlYl9Bs1T2l+aH5zZLdG707S+QgLj0CtNkPxr/t0mBgbYurCTbj78AUMDTKJuahUtphSt34EBKJRl9E4tWuhEIh+/gGgB6XX73wQHh6Bji3ryN8IxGybHrACg4LjbYMisu7bDyE4NExEy+dNdEDuHFmV2l+3/RA8D51T+iyLlQU2Lh4XKx9Fy4f1bSs+f/LiHSbMcceu1ZOV8s1b5YE8ObKK9U6JIvGUjx5IKNH67zbYFRNG2AvRLBO8FOWt224EdrpNRvaslolNXbK+Z8GbLGzRhTjCqyZALp6iBFjwpijeDFe5Nghe32/AhasRqc7e2kqCaraxX9+SSKN/wMcM6oRte09i5SxphIoij89fv0dISCgK588VS/B++PgVXQZNx7r5o1Aofy588/sJq8xmQlD5/QgQ4iRvruyirolz3WFuZgKn/u2FkKY89u0awK6WVFwrJhKtwSEhouz5q/cwd6UH9m+YgdVb/oP/z18Y5dBRZF+4ehcMDTOhf9fmaNXbBSMHdBDinMTP0TPX4TbHSR5R7dqmAfp1bQo9XV1R9vaD53Lh3GPoLCFoSQy27OmCWc79UKxwXsHijZePEHkkJuNrQ7HvioI3KioK9x6/whCXJdi1egqyZckM2yYO8Fg1KVaklqKDJNy2LnfBiMnLUe5/RUSfEksklElkjh7UCZERkQgNC4e+vl6igldxfojFzKVbhVCjdOHafSEyKcJJYtfU2FAI8ZdvvdHHaY4QePQgIEv00LNlz3GsmTdSfESs7jx8jvKliuLrN380tR+HQ1tmx7s2Emrj6Usv8bBCDwPzV+1EUHAIXIZ1SwxLnN/TGqQ+tWxYTXwfEhqGKs0G4ebR6AcD+pwehii6LrOP0Jpr0HEkrh5cKcpRP6hPjevagt6MyAQvfTdkwhKxppvUrZysPiZWiAVvYoQS+Z4Fr5oAuXiKEmDBm6J4M1zl2iB4n72Mwpwl4anOvmghCUYP0YvVLok0+od7/wZX1O/oJMQZRdN6j5iDsYM7w2PfaRQpEFvwbtx1FB98vmL8kC5KdZKYrV+zopJv9e/GA3Bi5wKYmxqLvOR93H/0IpbOGJogB4o2kii5fngVvLw/o9eIOTi+Y54oQ1HFVbOdhAhynrUWe9ZOFZ9TpK2iXT9cP7Iaj569wfBJy3By5wLhqY0rkRczs4WpiLpWatQf1w+7iWwUHV7mvlcIOYoGxtcGRYZlSebhJX7BIaFC5C+ZNhgliuYHCeD/1e6JKwdWwOw3B1k5aovqp2h1j2Gz0KllXSHAE0vE9bjHfCEIZYmEXGIRXsX5oX416DQKGxaNFdFxEoalixcSkfDKTQcKm4us/u5DZ8KhewtULl9C3p50HXwRDwZxJXooch7aVTCIa22o0gbVe+nGA2z1PIHlrsMSwxLn96OnrRJRbtkbDMpUslYPPDi9XmltHDt7A9v2nsDKWSNEPfNW7sDBk1fEvNEbgMXr9mDtvFHioS6m4KWHsEz6evI3IMnqaAKFWPCqSJRe+Qwavwjtm9VS8qKw4FURIGf7IwRY8P4R7Om2UW0QvNoY4ZX9w02v83NmtxaClSKTFPWbvmhznIJ37sodsMpsLn8VLls0JGp6d24C23LFxUfkDa7ecjBuHVsjX1ckHKYv3izqr9iwn/g8Z/Ys2L/RFVdvPxab44KDQ8Xnt+4/k7+eJ2+r89Buwn5AwozKU4TRacpyZM9qJa/f/8cv/Lt+OigKPX+VBzYtGS//Lig4FG6b9+PB09fQkUjw7sNndGheGz07NkKrXi5iIxNFAsm+QX2nV+AJtUGvz2VJMcJLr/qbdhsrIrpkGaBE4o6sCjG9uIoR3sHOi1G5Qkl0aV0vwZ9DipRXa+GoxJUKxCV4SezVrV5BbmlQnB8qs8BtpxD95FOt194J+zbMgL6enngAUOwr8SBh26BmRXnfVmz4V9gghvZpIz6jBxO3zf/h05fvoGeM+49fYc38UfjfXwWE4FVsm8aQUBu7DpzBiXM3xcMCzamVpbn8DYSsAzRPew4qWxqyWltg81JnJX4UDS9VrKAQ8pTIDlKj1ZBY/Oi7lZv24diZ6zAwyCQe3DbtPirWmv1gVyyYMkg8GMgeFBUjvNQXetNBb0tSIrHgVYEq/QKZsWgzChfIjbIlC7HgVYEZZ9EOAix4tWMe0ksvvD+8w4+vPsiR/y9YWGTW2LByWhtprK7UrkjxH26ZX5Gii+TZpNfq8Qne9TsO4+OXbxg3OHaEt0/npvi7nNTrSWJFFuGVRQrji/CSqKHILb3aL5A3h/B3kiiR+VFp5/wXXz/o6emK6ClFZanPU+ZvwI5Vk2Kho8gpiTlFPycJdRJaFHUki8PcFTtAopUE7637z4XQL1E0H/Llzo7h/drD2MggwTYUG43p4V2xcR/ee3+G67i+ItvAceThLYHuChug6PMpCzaK6Pfwfu1AXM9cvhPLgxrXuiCxeHLXQnnknPJQhNu2sYPSq3o6aYOEm8zDqzg/VIYi2JPnb8CwPm2xec8xeRSVBDp5c4lBfGnDziNiM6Mswtu+/2TYt7WTb2Br128yJjl1lwvemG3H1wY9ZCxbvxfuC0aLiPiZS3fgsf90LMGr6s8L9fPLVz+MGii1xNDGs0lz3eG5blqCVZCPmPKSTYEEO6092bqmdUQ+Z/I700MNRXjpQcGxl9TjrunEglcFoi9ef4CpqRF2/XdGvJpQ3G3IEV4VAHKWP0aABe8fQ5+uGvb390Mf+464dDE6EjRitDOcRitHgZI76PQieGn8zXs448fPX8IiQK/m4xO89NaQXnHTq3CKAlJEjzbrkCiIKWpo04+ZiZEQGzIPb9c29dGojq0Sctr1Tsc7HdsxT4gs8rWu2rRPbjMgT2hvpzlCqNJueGovIiISbftOxAD7FkLQkcCmHfkkmOMSvONc16BwgVwiMk1+4e5DXdG+mTTC67pkqzgmTDGCSR1MqI2EBC9FEe06S+0CslMaBo1bhIkjuqPWP2XEiRcHjl8SEUWykpDwJs8oRZrrViuPfl2biZMbfL//EM3QfCgmGoulhanYjBcZFSXmjfLU6+AEt9kjhLeamDbvPh4zx/eLV/DK5p282rTpTeZBJX8teYTJw0tRdYqG02ZA8gnLEkWnt/97Su7hrdd+BBZOcRQe6Zv3non52rLMOV7BG18bB05cFl5s8pRT1Jo2iJFHWeYxT+rPKkX7uw9xFdF+6SkNq1CkYG442LcQXnGfT75o37y2UrX0JoI24JG9gR6AYs51XB5e2pzYvEHVpHZPpfwseFXCJM20eO0e8cPBgjcJ0DjrHyXAgveP4tdo47+8JYgITrjK0FAJvn2PP89zfBNf6v/0hSQiROX+HTuyDdu2LoiV/8qtx8iTN5/K9cSXMT0J3rXbDgobgex4pfgEL7EgQbJk3R4htOg1L0VZ4xK89Cp86sKNuHrrMYwMM6FNk5pCcMblq6WI66FTV4Rdgk43EKcWKEThyFtMUUzFqC0JsemLNoE2OZHgrVejojg7OC7BS0eFjZq2UpwgQDv+6dQECSRC8NLGODqnlTZlUYS7QumimD6mjxDf8bWRkOCl7+g1N20Mk/GkN65L13ni6ct34hQKaoM24pFAlyUSqWTFuHTjISIiImBtaYEpo3oqeWcpL0XEiSudfkFprGNn8RBB0VGaFwpwWVuZI5O+PmpULpOg4CXRvW7bQZzbu1Qe0aUIO80HnWgRGhYmHmzc5oxUivjSqQwUlT/juViIY/K7UqSTIp/lShYR5Tq3rhev4I2vDSAKQycsw5v3H8WDQLc2DfAfPRz83lSZnB/aQyevCq5BISFig+O0Ub3EucHuOw6JI+RmjZfaa+q0Gy7WUe4c2eA0oD3Kliwcq7mYlgZak7XbDMPO1VPEQ0FKJBa8SVVjYcAAACAASURBVKAal+ANCYtMQg0JZ9XRkUBfVyJ2aYZFRGmsXq4o4xLQ05EAEnpNp9n1FBQEvPdOmOvzVwm0+UsCr+fq77TXiZDAIBERaBz2DbqRUj+jv0EYQnUiYRIWrQp9DaMQLomAXkQQon53WS80v8YWTaiuBCF6OijpHf0PssYqT6WKlp/rjTPPN8dq7djxk6hRM/pSgOR2x0A/9ukHya2Ly/0ZAiQSdx84g1nO/YVYo0g0HXVWpeL/0KZJjT/TqTTS6ojJK1CrSpkUi2ymBQwU6SbLBZ0OklKJBW8SyMYleH1/SP8h1USiX/qmRnogER0QlPq7kDUxBq5DuwgYG+gKwRsYHIGgYMDnY/RO61evo/vq7R0lvqcUFCyBz0fVx2GloFutIpR3chtGRkG6rzw6mUUA2nuXkOrjTu2cD3P4qNWkbmQkTMOkkxUpSZrAPHpxMY5dXByr/X0HjqFqdekmFnWStXkmdYpzWS0gQKcN0GttipJKf4+Eiksi6DgzEr2c4idAEWnabEcb9LT5prWUmkOyvHQaOBWuY/sKu0xKJRa8SSDLloYkwOKsKU7A55MEIb9Fqp+fBN/9pWIzKDAKHz9J/+7/Awjx1YFlZBSMIuM+Vojy6UVFwjwq/u8pj6Kw1dTg9DMFwDDqCxAZAZ2IUEjCw5SqDtbTQYiuLiJ0JPiVSR/+BlKpHKynKz4PNAjBG2tflbtjHhYB89BIROlGS+4sYUAm6AEGhtD7ba3LlyuRsLHKLQIFogxgDB1Y2PyMVSqiaJkk1PRnsr57+warVy7F+rXSczRlKXeevLh6+4lGOpWWLQ0aAZAOKiG/LUV0ybogO6+3RcNq6NyqbjoYHQ8hPRBgwZuEWWTBmwRYnFUtAiRe/f0AmZD9/j1K/N3PX/pZXKlwaPTnipHVlBCqcbVvbvMTmbP4QvJDaheQ+H+DfuRPmEU+h+RLtP/BLOIF9KIC5FXcz24JL3MT3M8e7du6kCeb+H+ZwE0IZslII5hDFxbQQQnDrICRKfJkMkMeXTNR7B9D5c0Sak1MBiv86uULtGthh48ffTB85Dh4f/CCj7cXihb7H/r0d9SIf5eQsuDNYAuLh8sE/gABFrxJgM6CNwmwOGuCBGTRWYrEkoXgow9ZChIWtDErzJ4tCoa/L+zJ6weY+CQcoTUrEIXMBeP3nFsUjl1eEhIEyZcPomnLnxfFnzpP78q7ovs8+u8JDfidhSm8LIxxr0gRvLUwxQNLQ7wzN4VXIm+yzXT0UVJfegZnFcPsqGKUU/w9t74J8uia8ipLQQLPnj5G62YN8P2bL0qXKYed/x6GZWYLWJkZ4LOf5iLgLHhTcBK5aibABOQEWPCquRj4WDI1AabT4rIIbUxB6/MJCAlOWJgSkswWUbCwACwto8TfLS0lyGwoQabQKJiZROGXjwThQRIEf4vCt4e0e19ap7FNFKxLRsLAWgJDS4A8vGa5gaAoZasA5ZUEBkDnw0upiH12T/qn1wsg8Bd0vn2ExPdTkmYnokhpXMptjbc5cwkhe9/SGP56ElySREdz46qwhL4lzHUMhKCVJRK2LGqThF+jme/duYWObZqCjiOz/acqtuz4F8YmJtCGiyc0OlCujAkwgQxDgAWvmlPNgldNgOmkOEVs376VwNsH+PhRIvfQxje8uAStpQVgYRkFSwvpUQE/Xkng/0oH3uchF7QJ4SpmHwmrktERXIq+GtGmtXcvEeL/AxJfH0i+foYk6Cd03r9SmTwJWUqRuQsBRia4X/wv/EAELukE4LuFJR6GfcPDUF/8iIwtqmWNyCK1JTNZwkInk4jUmutS9DZljp9ReXCcMRaBmzeuoWObJgj89QvVatTGpu2eMDCQHpzPgpcXDBNgAmmVAAteNWeOBa+aANNgcYrePn0qwevXwHe/+MVtvrwUmY2O0MYUtDT01/t1RLRWln55xy9udQyjYPL7ZCuTnFHQN5QKY7IimBp8hP7XF9B5/1JYDnTev4Ak6FeidGOK2aisORBllR3+xoZ4kNUCXmG/4BURgEtBPvgREYKHCsd5xVV5ZQMbWPwWsjIfLXtoE50Grclw4dxpdO/SFsFBQbBr1BRu7luhrx+9wY8Fr9ZMFXeECTCBJBJgwZtEYDGzs+BVE2AaKB4cLMGTpxI8fgJQJDeuTWPkpyVxWyA/kD9/FHJkj/8MWrpA4PMNCb49kiDke/z2BrInmBeKgmkuwKJgFAwspXUKK8Lze4mK2yirbNDJmgPIVxihekaQidkoY1NptBYQ0dn3YQFCyHqF/YBX+C9cDk74TLLceibIrWsGitbmzWQmPLZsP0gDCzmRLvr5fUfJwtIjgZq3aouVazbFKsGCN+3PM4+ACWRUAix41Zx5FrxqAtTi4nfu6giR+/ip8pmlBgYkbKNQvBhAUdv8+RO+fCQiiKwJEvi/hPgzUCGiS1HbXFUjRZRWMZnkiIKuUZQQtWRNkHi9EHaE+DaJRRoZIyp3YUQWKY3IPIURmacQoqxtILtpbYrPDVE9RWopvQ8PgFd4wt5aitbm+b05rKSBNfLom7IFQYvXqya6tmfXdly6cA7zFq2I8xYvFryaoMx1MAEm8CcIsOBVkzoLXjUBalFxit7evi21KLx5qyxAKYJbvlxUotHbLzd14PcSInIb8l36Z1zJqkQkclYHzH+fmkDCVhIUIASu2DTm9QI6z+7GaUuQi9vchRBZtIxc3Mra+REZikdh33Ap+BOehn/DvWBfvAuLW9wqbhiTWRAocmuuwxcBaNHS1JqusOCNPRV0RWq1FoPRtmlNTBnZUynD5RsP0WfkXHFNb4cWdbRmHtNKR+jq5dHTVsHQMBN0JBJxffBIhw4oX6qoGAJdbkFXAB85fRV+P37BJqsl2jerjR4dGio9sL18643Fa3eLK4TpSuS8ubJj8sge4rpebUzHzt7AyQs3Mdu5vzZ2T/SJ1v0419W49/iVuMZ66qheKF+qSKz+en/8iglz3fHqrTeyWGXGJKfuStzfvv+EQeMXoX2zWrBvZyfK0/XK56/ek19VrCkILHjVJMmCV02Af7g4RW+lUVy6xCG2yKVIbp1adPxX3BYFErRkTfB9IBGbzOJKit7b7JWikK2CNCKs++wuMm2am+BpCGRLoMsJoihqSwI3dyGQJYES2RGuBH+Ef2SYSh7bdqaF0MFU+g8Fbxj7wwsvjTbPgjduwdvVcQZ+BQbj6Pa5MMgU7Xke67oaL994o22TGix4k7HmSfAePnUVi6Y6IioqCkdOX4Prki04t3eJELQDxy2EjkQHYxw7IWf2LCBhO3HOOlSuUBLD+rYVLZKgolu8+ndrjpYNq4lrj+8/foXC+XPBzDTmPZDJ6KSGi9CtY426jMbGxeOQI7v0SEZtTGNmuCGXTRY49myNB09eYcSUFTiwaSYMDZSDJd2HzhRXSzdvUBWXbjyAy+x1OLRltsh39fZjzFi0GYUL5EbZkoXkgpfG26bPREwZ1VOjDyUseNVcSSx41QT4B4pTJPfyFUkskUsnJ5D/tvhfQPFi8dsUyIPrfUEqcGNGcBV9t2RLoM1llMRmMq9XwpogsykoDp2EbaS1DaKss4tNY+S3pQ1lZEugRBvHHoV8w6Wgj0LoJuSzlZ2IQJvHWmYugNJGWZA/wvwPkOYm0xsBFrxxC97uQ2fhr0K5UbdaBTSs/bfIFBgUIv7Rrm5bGoXy5RCC188/ACSCX7/zEZHGji3roG+XpiI/3VRGYu7yzYeIjIzCmEGd0biuLZraj8Pwvu0wY8lm/F2uuIh6UfmpCzfCy/sLTI2NRNSz2t+l4lxuew+fh/v2QwgODYO1pTnmTXQQYqN5j/E4u2cx9PWl1wtu8DiCd96fRTT63JW7WOC2C8Ehofi7XDG4DO0mrrxds/UATE2McOn6AyFW6CrcnwGBot/f/QOgo6OD8UO6orqttC+eh87BY99pBIWE4uWbD8hiZYHF0wajbMnCoq59Ry+CBF6X1vXQtU39WP1XFLyyL8s16IszexbBy/szHMYswHGP+Uoi68PHr2jZ0wUndy2AuakxRk5diRzZrOE0oH2iP45nL9/FgtU78e37DyHmtq+ciIWrd8HSwgw9OzYS5d99+ARH5yXYv2GG+H/F+SldohCu3X6cZK6KHSP2m3cfx5p5I8XH9x69jJdvXGsjvrlLaO3J2qeIedu+E2NxGtK7DexqVZJ/TuuzSvNBOL17EYwMpQJ3sMsStGlcA7WqlJXno/oadh6Fs57R15I7jl+MNk1roHaVcnjx+gNMTY2w678zsDAzURK8W/YcF2tmklOPROdN1QwseFUlFU8+FrxqAkyl4nSyAnlyb99RvqlMZlUoViz6OLC4ukRWhYAPgM9FZT8vRW8zF4yCRSHAqqR0YxltKtO9ezlecSurn0RueJmqCGs/MFaTss1kRwLfYmeA9KzcmIk2j5XMZCV8tbILGWKeiCDz8P4MjP/IsFSaAm4mHRDQBsEb+eUjQk8fTHWaOlltkKl2k1jt0qvdboNdMWZQJ2zbexIrZw0XeUjMPX/9HiEhoSKaSIKXhMKdh8/FK/mv3/yFWKJol1VmM0yat15Eh0cP6oTIiEiEhoULcfl34wFCNJNdgv6fBGKLns4YOaCDEBdvvD6i5/BZ2LZiInJki33M39OXXrDJZiUExfxVOxEUHAKXYd2E1aJbmwao+Y/0eutOA6eJOnPaZEHXQdOxZZmzKDd+5loUyp8TfTo3ESKVhMj0MX3kovbzVz8Eh4QImwC9hp670kOIQRof1blv/QwYGxlg+KRlaFy3MurXqCgitTv2nYLbHCch/CnftNG9UKaEdDOtLCkK3vCICHgeOg+PfaewZ+1UbNp1FPefvMLcCQ6x5oQeNEjgVqn4P2E3WTt/FIoVzpvgmiGh3GXQdKybPwqF8ufCN7+fYl4WuO1MUPDGnJ/kcFXs2NyVO5DZ3FT+IBQfXyoTs22fz9/inbuE1l5Sf5g+ffmOroNn4PiOefKixCmzhSl6dWws/8z/xy+06TsRJzzmyz9zXbIVuXNkURK3cV3qReuW1gz9fGgqseBVkyQLXjUBpmBx2fFht377cmVN0aaz4sWi8E/lhE9TkG02k0Vz5eUto2BekC54IJErjQRLfD9C99l96N69AN27l2KNSkRwf1sSIv8qK/7+zgD4QJvHfh/99TDEF15hP+M8+kt2MgJdzkBe238MbVS6aYwFbwousDRaNd2cZmmVvFel2iB4wx/dQcBkx1Snr1e8DEynLI/VLglesjTs3+CK+h2dsGv1FBFJ7T1iDsYO7iwinEUKSAVvzEQCy3loV5Qoml+IF4pWkjBVTGXr9xGiMV9u6cUsj569Ea+FPddNUxARW5A7R1YlEREXIHqlvNXzBJa7DgNFfq/feQLXcX3x8YtUKFH7m3cfg/cnX4x17CyquHb7CZa6e2Lz0vFC8D5/9R5zJgyIk39YeASqNBuE64dX4db951i1aR9Wz5VGKqksJYpoD3ZejFaNqqNOtfLis+Xr9yIyKgqDe7VWqpcEL706p0jtz19BwiNKvlaKFFMZ+kzWT8WC/UbNE/U3qmOLkrV64MK+pUK0JpQ27jqKDz5fMX5IF6VsiQnemPOTHK6KDVIEtEXDquLBIGZS5EvfxWybHgLim7uE1l5Sf5jIJuI4fhH+2zRTXnTFhn/FA51jr1ZK1dHDmVP/9qhRuYyIVlMkmB6eurVtIM8Xl+ANDQ1Debt+uHfSHTo6iV/WpMoYWPCqQimBPCx41QSo4eKySO7jx1C6/EEmchOzK1B3SOi+Oy6JFc3NWiES2SsqbzQjcat750KsixwicxVERJkqkIlbme9WcUPZzp/P4z0pQTF6SycklDSwUkngxsTJglfDCywNVxcZGYkRQwbgyqXz2PXvEeTJmy/Jo9EGwauNEV4SvAc3z8Ls5duRM7s16tesiCEuS7DTbTKmL9osF7z0Gt5t83+gCJlEAuElXTN/FArmzYlqLRxx69iaWHNCoub2sTXyTVinL90WUc5Vs53kedduOyg2EdWpWh79R0ujbs3qVxGvg3cdOIMT524KDyxF3KwszUUUmqwITbqNxcmdC7D935P49PU7Rjl0BEUY9x25CAtzqfCmdUMifMeqSUK0hoSEKYkasjZs9TyO4OBQkf/W/We4cWQ1fL//QLt+k0Q01sLMVPht7ds1EFHX9v0niwiqzO8cEhomBB5FyRWTYoSXhPf0xZvxr/t0IYBImN97/DLRCK9tEwcRrS5SIHeC653GTZuveneKjlBSgZiCl8QeiTaZpSHm/CSHq2LHegybhf5dm+GfiiXFx/HxlQlexbWR0NzFt/YUN+6RBaFVL5dYnIb3awu7WlKrDiWKOncYMFlYGmSJ1j49iMTkR7aEmcu2iTLl/1cEPwIChe2nQc1oQR+X4BXjq9cbF/YtE282NJFY8KpJkQWvmgA1VJzsCrfuKJ+uoKrIVdxsRjebeR2PfpqUXdVLx4aRJzfTs4vSKO6ze0qbzcTJCUXKIKJcNUSUriLfWEbDOxr4DmRNOBL4Ls7byOyM8whbAglbCx0DaPKiBha8GlpgabyakJAQ9OvZGSeOHYaNTQ7sPXgSefPlT/KotEHwJrnTKVxAFuElwfv4+VtMmOMu/I7kk6UolqLgJaFn39YOTev/I3rVrt9k+a71So364+SuhSKaqZhIUN05vlb+0f0nrzFprrtKEV7ypC5bvxfuC0aLDVpnLt2Bx/7TctsFCTc61WD1lv0YN7iLiDRTpPOrr3+cnlcSvBR5G9RTGsUjAU0brLYudxEnKAQGBaNGqyFC8FKi/OTjzZMzm7BlyKJ6FMXs0KK2+CyhFNPDS9YN2vxE0duHT98IEU0bBRU3StFr/RY9xuPETqmH12HsQpQqVgADe7RMsK31Ow6LSDdxUEwkxkhwyYTc7QfPMWneBiXBqzg/VDapXBXboxMLaHMdPQAkxjfm2kho7hJae0n9EaGHp6rNHXFk+1z5eh0wZgHaNa2FutWlUfu4EtlxmnUfh01LxgtxLEtxCd6wsHARwaYIr66uspUwqf2V5WfBm1xyv8ux4FUToBrFr1zTEbedvXobfcKCTOTSBRDlyiR8Pi41/XynDsifG1f6X/9I+bFhdKKC3oHNSufgyjy4dDRYRNmqooorIR/xMPQbHpA9IY5LHGQbysiaoE7kVlVsLHhVJZV+8wUE/ETXDi1x/eplIXJ37zuKXLnzJGvALHhjY1MUvPRt8x7O+PHzl4hskrVBUfDWaz8CC6c4olTxgrh57xl6O80R0UeKso1zXQNLC1M4DeggXu9THVQ+pqih18ZN7cfCqX8HIS7kHt7lE2Lt6qfX6yQaKaJLUdQx092EN1jmMyYv7bGz14VNQfZ62ueTL7oNccWqWSNQuEAuUe6Lr5+wTMQUvO99vqDjgKk4tmOe8Omu235I2BiuH3YToFr3noB1C0bHshNQuxRVXjJtiIgk04YqGjN5ZhVTTMFL0WM6pox8nbSJjgSvvp4exg7uIo4kIxb0wGFbvrjcHnHn4QuQxYH8yWRxIPFKm/2yZ7VUOlGDIrd0osCGRWORP4+NiMJTHmJI3uQFkweJrk1ZsFHMnWKEN6bgTSpXxTHPWrZNzDtZPxLjG3NtJDR3Ca295PwymDjXHdaWFoIzndLg6LwYh7fOEadg0MNDmZKF5MfHUf20AZKi5fQnHWGmmOLz8NJbEnqg0VRiwasmSRa8agJMRnGK5p46q3zjGW0+o5MVqlRGvEeIKTb17aEOXv+nfMqCWQHpqQqZC0lvNqOLH2gDWqZVk+VClyK5EbVbi0iu7LYyqndXwEt4BDyP8/QEErkjLcsJ3y1FclMzseBNTdra19bXL5/RsU1TPH70AAUKFca/B04gS9Zsye4oC97EBS/ZC0iYrZgp3bymKHjpfFHa9U+ioFzJIggNC0Pn1vWE4KVoHp28QGfFUiJvKgm0mKKGvqNTGkhwkCAiuwBt0IorWkoR16ETluHN+48iokab1P47fkkueEl8VG85BD3a28mjtlQ/nR88b5WHELqZ9PVEdLR14xqxBC/lnbtiBw6duiLsAO2a1cLO/adF9JmEucPYBeKVPFkXzEyM0LJhdbkdgqKR2/eeFFFh2qTlOr5vrCOo4jqloe/Ieaha6X/irF16BU/n65LAJCtBVuvM6NiiDrq3t1M6h5f6sHSdp/A/6+npiojzmnmj4hTYdK4vPWzQKQ1k46CINvmISUyamZqIhwwS6+SrphTX/CSVq+KqOnXhFrbuPYF180eLj+PjG1/b8c1dQmsvOb8QyJow3nUNbj14BnNTE0wYbi/mhRI9iJC9hs6m3rDzCLbsPgby8DSqbYshvVvLTwaRtRuX4CXLyrNX78VmRk0lFrxqkmTBqyZAFYuTyPX2AW7fi47m0jFitPGsXJn4z8lVrP7zTR1xpe8vbyDi95m7dKpCgWZR8s1nsvx0dJjeqT3Qu3xcfCQTuuF128jtCnFZFUjcNjTOi/+R71bfWly/+ycvcWDBq+ICS4fZvN69RbuWDUF/lihZCjv3Hkr2ZjUZHha86XChpNCQZKcN9OjQCPp6usLTS5v0aBNb3lzJf+hKoe5qTbV0GoVdx1HYtHS8EN0ZNdFJG5NGdAcd9aapxIJXTZIseNUEmEjxN2+k0VzFm8/y5ZXeeqaKZYE2oNHFEB/OK1/pS0KXPLmKt53JjhPTO7VbaRNaROl/ENasu4jo0nFhk3yvxYrk0o1lfTOXREOjvH9U4MbEyYI3Zdenttbu7f0BjepWBUV4y5WviG27/4O5ebRnLrn9ZsGbXHIZrxz5dFs3jj6JgY79sh/siv0bXUWEm1P8BChiTZHe+E7DSO/sjp65hpPnNT9+FrxqrhwWvGoCjKd4TKFL0dyyZSJRML8E+fMn7s2lCyHIn6u4IY3OzM1VNRLZKkGclytLdKSY/sFN0L1zSX6Vr4joVrZDeN3W4vIHuvhhwffbSmfiksjtYF4EdsZ5k3WCQsqQU66VBW9qUNa+Nmhn/YDeXfH16xds2fEvjE2Uj7pKbo9Z8CaXXMYrJ15HL9yEkNBQcS2wgUEmONi3QOUKJTIeDB6xVhBgwavmNLDgVRNgjOJ0rNjpM9JLIijRJrR/bFX35lIZsi683i+R2xbIm5u5YGyhKzainfJUOjeXornkzw2vLD0jkI4Rm/TtqlzokmWhr1kJ9LUoqVWR3PhmgQWvZtdnWqstKDAQRsaauz6VBW9aWwHcXybABOTBrSg6X4JTsgmw4E02ulgFb9/VwaGjUo9ucoTuj1c64vxcWVSXhG7RDpHK0dzft6DpXj6qdOJCeOX6CGtqL7/KlzqnuBEtrQldGVwWvJpbn1wTwIKXVwETYAJplQBHeNWcORa8agKk40qCJdi7T4LHT6VRXfLotm4VCUsL1Z7FyKd7300HgT7R5+faVI1ErurSq34pUTRX98rR2LaF2q2huBGNrAskdBUvhZCJXSfLcuoPNpVrYMGbysDTeXMseNP5BPPwmEA6JsCCV83JZcGrHsDHT3Rw+Jj0iDGK6jZumPhmNPLnhnwH6JKIX95R8H8ZbV/IUzdC7tGNdxNakdKIqGInty3IRO6RgDdK1/rSbWdkXWhvUjhN2BfimgkWvOqtTy6tTIAFL68IJsAE0ioBFrxqzhwL3uQBjBnVpXN0O3dSLaob12URtCGt3DCpfYGOFNO9dAx6V47GuwmNen05+BMm+V5RErkUza1iaIP2pkXE8WJpPbHgTeszqF39Z8GrXfPBvWECTEB1Aix4VWcVZ04WvEkHSFFdz/3KXt06tVSzL9CFEc93SiO6WStEwuL3JRGGkT7SkxZiXPkbESOaS72liO7wLxeUjhZrZ1oIDY3zCbH7J8/NTTrNhEuw4NU0Ue2pb9P6NeJCiZlzF6dap1jwphpqbogJMAENE2DBqyZQFrxJA7jdQ0fu1S32VyQaNYxS2aurKHap1Sqzw4U3N+ZJC3Tlb0TRMsKbK7sNjc7PvRL8ER4/nitFdHubFRfn5+bRNU3aQNJIbha8aWSiktjN5Uvmw3XqBFFq/+HTqFDJNok1JC87C97kcctopeiWtXEzV+P2/eewLV9Cpduy6PrfPp2b4u9yxTIaLh5vKhFgwasmaBa8qgEkC4P7Rh18/CT16rZuIb0KWJVEm9Ke75KABC8lqxKRyF3gBaxvrEj0pAXKP/zreaXzc+kziuh2MC2Kfwyzq9KFNJuHBW+anbp4Oz7bdQqWLJgtrk51nbMI9j37ptogWfDGRv3d/yeqtRgMUxMjMSfWlubi2tt2TWvJM1+7/QRL3ffg8fO30NHRQcUyf2GkQ0cUzJtDnoeuxl3q7onj526Ia3KzWGVG/27N0KpR9VSbX001dPH6A6zbdhDuC8eIK4Z1dKI3FMfXhrYK3lWb9mPV5v3Q05X++1O0YB5sWyF92Lz/5DVcZq8VVzAXK5QXs136i+uNKTXv4Yz5kxxQpEBu8f//HrmAPQfPYd38UciUSV8JA10/XbxIPrRpUkNTU6DxehIaq2JjdI3zzCVb4fcjACWK5sOMsX1gaWEmz3L28l2MmrYSm5aMR7HCUtvg5HkbULpEQXF9dUomFrxq0mXBmzhAukSCLAyyjWm9ekQiR/bELQy/vCXiKuDPN6UWBvLp2uR6i/yfVsLY+5poWH7lbxU7caQYnZt7NNALl4K98TDkm1I01844Dxqa5EPJTFYoqW+VeMfTQQ4WvOlgEhWGMG7UUJCVgYTVkpXr0Lptx1QdIAveuAVvk25jcWn/cvElXbjQa/hsrF80Roidu49ewmHsArgMtUftquUQHh6OfUcvYs3WA9i9ZooQSKGhYejoMFWIHsderWGT1RJv338S9eXPY5Oqc6yJxrbtPQkv788YM6iTytWltuB99+ETzl+9hy6t6yfYR9clW1ChdFHY1fpbKV9ERCQadx0Dl2H2+uyEsQAAIABJREFUqG5bClv2HMflmw+x3HVYLMF75eYjzFq2DRsXj4OFufIlMG+8PsLReTH+2+gqfq61MSU2Vlmf/X/+QuteE7B6rhMK5c+F5ev34smLd1g6Y6jIssHjCE5fuo2g4BBMHdVLLni/+f1E694TcHT7XBjEeBjQJA8WvGrSZMGbMMDT53TFRRKUkrIxjfLfWaQrP2rMwDwcpU1XweLJHlEX2RbocgiyLRzBN+wMeAGvsJ9KAlfWM7oRjTagpcVjxdRcnmDBqy5B7ShPx6WPHDYQO7ZuhJ6eHpa5bUCzFq1TvXMseBMXvJSj/+j5aNesFupVrwCHsQthW744erRvqFR40rz1sDAzwYj+7bFz/2l4Hj6PHSsnJjqnAb+CQCKMxBVFT8cM6oy61cujavNBuHFktbz8mOluqFOtPOxqVQKJSYo6z1vpgV+BwahuWxo5slujd6fGIn9YeARqtRmKf92ni2t/py7chLsPX8DQIBPGD+mKSmVj2wxev/PB1IUb4eX9BabGRhjp0AHV/i4lItQLV+8C9TN7VivMnzQQeXNlk/eL1vLabQex+8BZBAYFo3Hdyhg3uIvoo8zScO/RSzHG7/4BIiJOfSBRGR4RIW5vo4h5WFgYihXOh2WuQ/Hpy3eMn7kGPp99xcNDu2a1RXQ8rvT1mz9WbNyH56+8MLhXG5QqXhBt+8bmPqR3G8HOacoKdG5VT4hexXT/8SvMXLpVHu2luajZeggObZkNM1NjeYSXygydsBRr5o1CLpsssbo0b5WHWAd9uzQV3+09fB7u2w8hODRMvC2YN9EBuXNkFQ9I9Bbh0vUHoCiqx6pJKJA3h/icHqBIlHZpXQ9d20gFfHwMFTtAHKcs2BCrT2vnjRLrQ5YSG6ss37krd0VfaM4pEZNqLR1xZNtcmJsai36XK1kYvZ3mwnloV7ngpbxDJixBw1q2aFw35exZLHgT/fWScAYWvHHzoRvT9v6rgzdvpWK3Vo0IJGVj2uebkFsY/vrrAnI/mCVOXJBFdA/UrY1LQR9xNOgdvMIDlDpR2cAGJTNZoopRjnRx0oI6S5QFrzr0tKMsXRPs0NceB/Z5Ql9fH+6bd6JOPbs/0jltELxvQ39i/dcnqT7+fAZm6GkdW/iRpUEW4SUxd+/xKwxxWYJdq6cgW5bMsG3iIMRJzEjtqQu3sG77IWxd7oIRk5ej3P+KoFtb6Q2PCSUSyhQFGz2oEyIjIhEaFg59fb1EBS+9YibxlDdXdtx+8FyItZ1uk0VTF67dFyKLLAgkdk2NDYUQf/nWG32c5uDg5lkwNjKUd4vEVYuezhg5oANqVSkLilL2HD4L21ZMRI5sVti066gQoaMGxn4DceDEZWzfexIrZ4+AmYmRePVNr7wVBe/nr34IDgkRfaUo7NyVHti/YYaIDu4/ehELpziKvrz3+SLE4Jzl25ErR1Yh+MLCwkERw+xZLZUwkk2EeN+6/wy9OzVBzX/KJIZafE8PLG+8fMRDgU1WKwzu3Rq25YrjwPHL4qGDXtnLEkXpnYd2Q6liBYTgHevYCTMWb8EclwEo+Vf+ONtr33+yEPRlSxYW3z996QWbbFZCBM9ftVNEQ12GdRPClqLI08f0EeKf0pHT17Bj3ym4zXFCeHgEOg2cJvzSZUoUQnwMVRp0jEyJjVWWnR52Tl+8Dddx0TarVr1cMHN8PyVx29VxhhiTzNJA5WlsL15/wOSRPZLTRZXKsOBVCVP8mVjwKrMhr+6TpxIcVLgxrUuHKOTPr5pfl2wMD9x05NcCF9XdhJx+u6AXFYBvFapiZZP68IjwURK5dJTYSMtyKKlvne49uUldrix4k0pM+/I/efwQdatXgqGhITZs3Y3qNev8sU5qg+A9F+CNmk/3pTqDGqY5cPavlrHalXl4KRoXHBIKczMTLJk2GCWK5gcJ4P/V7okrB1aIqJ9iIquD86y1OLBpJnoMm4VOLeuKiGJi6e/GA3DcY74QRLIUEhqWqOCtX7Oi3FdM/WrQaRQ2LBoroo4T57qjdPFCaNu0Jio3HSheLcvq7z50Jhy6t0Dl8iXk7T169gYus9fBc900+WcUkSXxad/OLkHB6zh+MVo2qiai34opPksDCc0qzQbh+uFVeP76Paj8lJE9UblCdH92/ncGh05ewcQR3ZV80Yr1k/AqkDcnZjv3Ew8IqiaaU11dXeHhvX7nqXg42bVmCi5cu4fHz99h4nB7eVU0j8SKBDEJXoo2U6SbotAyQRuzXTGfO+bHsjpQvks3HmCr5wlhkyDB+/zVe8yZMEBexWDnxcLjTZF8SmQhiIyKwuBeym9/FBmqOm7FfLsOnElwrLK89JDTeeA0bF46XkT39x29gCnzN8LDbVKigpceumiMZPtIqcSCV02yLHijAZLYnb9ER1wNTIksDL17RMLQMHG/LuX3OiaB90Wp2DXR90Fh/5XIGn5e2Be29OoDF31v/IgME3XTpRB0IURD03wZxo+bnKXKgjc51LSvzJFD/8HS0gq2/1T9o53TBsGrzRHeHwGBaNptrIjoyl4Jk4Akq0JCEV4SLpUrlBQRyoRSYFAIqrVwxK1ja5SyxSV4R09bhbrVK8gtDb07NxFCTJYWuO1EZgtTIVDrtXfCvg0zoK+nh0qN+iv1lSwQFIFsULOivCxFWj32ncKq2U7yz8imQOJ/lEPHBAUvRTQnDLMXVgLFpCh46dX3Vs/jCA4OFVkoKiuza9y6/xyrNu0TEUyZjYLy0Kaw9R6HRRSWXpdTdFgx+f/4hS17juHkhVvCRtG+eW3xmj0oOBQkhmOm4f3axvLtUh7acFWzcllAApy/ck9sVJOlNn0mYrJTDzE2ErwjB7QXkdc5K3bAc91UpSi5rEzJWj1w9+Q66Onqio9IXJ44d1M8LFGfrSzNsXLWcCEGQ0LC4Nirlbw9YknRbJnvldZB/RoVhXc6IYayCijPpLnrY419/cIxSpYGisonNFbFCk6ev4XVW/5DWHi42IS2weOweEBQ3LgWV4T3zsMXwq6yZ+3UFPsdx4JXTbQseKUAfT5JT2EgsZvZIgqN7FQ/hYHKv96vA5+L0l2wWSKvoFDgOvhm9cP2xg2xykZPLnQpmrsoS/UMb1VQddmy4FWVFOdThYA2CF5V+pmaeRQtDdQu+UPfe3+Wv9YdOI48vCXQvZ2yDWXKgo1CcA3v1w7rdxzGmct3VIpukSA9uWuhKCtL5G21beyAm0ejPbx9Rs4VEV2ZhzfmkV+0mWjy/A0Y1qctNu85Jt9sRQL91K6FMDYyiBcj7difNNc9WRFesgi0bVJT+I4Vk0zw/lUoDxp1GS2sHuRRJZ9vjVZDlPzJVO7h0zcYMGY+DmyapRQdpZMQPPafkts1Yg6CHhp2HziDXf+dQctG1eU+ZlXXDEV4STDnzG6NSfM2YNdqqS2E5oBO6zi6ba7oj+IpDXQKQWRUpNioFTNVajQAJyhib24COsFg2fq9cF8wWrwROHPpDjz2n5YLXooYD+oZLXgp2t2hRW3hyVZMJJRVYajqmCmin9BY46uHLCcDxy0SdhTFFJfgpQgvCWU6vSGlEgteNcmy4AVu39XBod8WhqRGdQm/4s1pBYM34Em+k9hatSIOZY9+ZUcRXdp0RlFdTqoTYMGrOivOmTgBFryxGcUUvPQK266z1C4gO6Vh0LhF4nV7rX/KIDwiEgeOX8LKTfuEzzeLlQVodztFGetWK49+XZuJkxt8v/8QjZFVQjGNc10DSwtTOA3oIF5f//j5S+Sp18EJbrNHiN3xJDSadx8vvJPxCV6qk0RZ4fy5hPhsUreyaIY8vBQxJA+vvp4u3n34LHy5ijYA2ozU1H4snPp3EGXlHt7lE0RkMCEPL23K8jx0Xog42oRFr8HJbysTvDltrNFxwFQc2zFPiG7y3VJE9/phN/h8/gYjg0wiMk1CuEVPF+x0m4Rv338gT85s4rgv8sDShr1/109PcEHTa/4HT14J73RCiURnNdtSIgJ7/c4TjJnhhr3rpgtB2qz7OLHhjjbrkQeVfNnkg5axlR1LRlHkdv0mYUS/dnL7gaxNigpPGG4vLA/E5uiZ64INRWtpHOTRlkV4Ywpe8vBu//cklkwbIgSzn3+AWBPEJj6Gif+Ux85B8x3fWOm76Ys3Y2D3FmItyxJF4CkaTg9dTev/k6jgJX70EDZ9TO/kdFGlMix4VcIUf6aMLngPHdHBlWvSyGzZMpFobBelsoWBzte9vyISgZ/pTMJfeJNnH5bW+o53ptGRhYxyXq6ayzDe4ix4U4psxqyXBW/igpdy0Otn2hi2YuZwUYBeHS9d54mnL9+JUwdoxz+9+qcIpiyRSJ2/ygOXbjxEREQErC0tMGVUTyXvLOWl6B2djnDj7lNRdKxjZzSqYyuig0vW7RHeW2src2TS10eNymUSFLwkuum83HN7l8ojuiSW5q7YgXNX7iE0LEzYG9zmjIwV8aVTGsj7S/22MCMB3l4eaUxI8JJAWrbeE/uPXUJISCia1q8iXsErWhqo/UOnrsAqs7k47UKcYrFummBK3mGyCZAA797eTggqEn00DvrM1MRYiNDypRIWsqr+BNPpAXSBBtVNfufRAzvJ7RgkrsXpEJ98UTBfTsxy7id8zDEFL/0/ncFM0X7ZQ46sfTqujF7306kSxH7ohGV48/6jEI/d2jTAf/Rw9NvSEFPwUh0bdx0VmwCpbGZzU7iO74v//VVAzGFcDFUdd8x88Y2VhHnjLmPExrnCBXJh+KRloFMdaJNjz46N4jxHOq4I72CXJWhQoyKaNaiS3C4mWo4Fb6KIEs6QUQUvncKwfYf0IglKrVpEolwZ1TamUf4fr3TwfEsIQn4ZIUQvGC6tDuNNFl9RF0Vz+1qUFNHc9HTNr5pLLVnFWfAmCxsXiocAC15eGkxAswRevvkAR+cl4iQMVS7o0Gzr2lEb+ZDpDQdtlqSj8FIqseBVk2xGFLwx/bqdOqp2kYQMdch3CW7Okhr0f2UKxej2exFsFgg70/wZ4vYzNZdckoqz4E0Srj+W2fvDewQHBaFgYc1EpVJqICx4U4os15uRCZCNpHiRvEq382UkHrRZrVgqjJ8Fr5qrKqMJXkWxmyy/7s2f+LJTej7i9fxvsLvKNbTMW0BEdDmaq+ZijKM4C17NM9V0jU+fPEKnNk3F6+PDJy4gT958mm5CY/Wx4NUYSq6ICTCBVCbAgldN4BlN8G730MHjpzrIlzcKXTqqfuQYYX714jtebTCHcZgBAjOF4lG3i+hR2JaFrpprMKHiLHhTEK4Gqr596wa6tGsOf38/dOzSHfMWrdDa60VpuCx4NTDpXAUTYAJ/hAALXjWxZyTBS6cx7N2nAwODKAwcEAlLC9XO1yXEfr/CcGRZIPJ+s8b1Qk/QprM5cptGXzep5jRw8XgIsODV3qVx9vQJ9LLvIKwM9j37Yubcxdrb2d89Y8Gr9VPEHWQCTCAeAix41VwaGUXwKp7GkNQNamNenkbpPeVRwNcab6y+IYv9FzTIUUhN8lxcFQIseFWhlPp59nnuwpCBvREeHo6hTmMxetzE1O9EMlpkwZsMaFyECTABrSDAglfNacgIgpd8uyvdpJvMGtlF4h9b1U5jOBL4DnsuvUGtW2WE2A3WC4FXh5PoXjrx++LVnBYu/psAC17tWwrr167ChHFO4ialydPnoO8AR+3rZDw9YsGbZqaKO8oEmEAMAix41VwS6V3wKm5Sq/x3JBo3VE3s9vY5hicfQjB5X2OYhBoAxl9QtpshjAsaqUmciyeFAAvepNBK+bwXzp9Bh1aNRUOucxahe69+Kd+oBltgwatBmFwVE2ACqUqABa+auNOz4A0OlmDFah34+UmSdKnEo5/vMePSW/S4UFmIXQPTEJQdqQddI9U9v2pOCxfnCK/WroExIxxRoZIt2nfqprV9jK9jLHjT3JRxh5kAE/hNgAWvmkshvQpeErvuG6UXS6h6/BjdnPZkXTjefw2GWZD0isGsZUJRpLP0JjZOqU+AI7ypzzw9t8iCNz3PrubGRrepjZu5WtxQZlu+BKaN7pVo5Yo3rSWamTMwgWQQYMGbDGiKRdKr4PXcp4M7d3WQ2SIKA/urdvzYk/WR+PZEekuKr+lP5KkdglIVLDmyq+YaU6c4C1516HHZmARY8MZeE9/9f6Jai8EwNTESR8pZW5qjR4eGSpcIXLv9BEvd94jrZelq4Ypl/sJIh44oqHC18M+AQCx198TxczdAf89ilVlcN9uqUfU0txAvXn8grvp1XzgGJH5VuUHsTwreVZv2Y9Xm/dDTlQZnihbMg20rJoi/0/yOc12Ne49fiauOp47qJb+2uHkPZ8yf5IAiBXKLvP8euYA9B89h3fxRyJRJX2nepi/ajOJF8qFNkxpaO58JjVVJ93z8iglz3fHqrbdYp5OcuovrjGWJrrkeNW0lNi0Zj2KF84qPD568gvNX72HW+D9n42LBq+bSS4+CVyZ26fixXj1Uu0WNrgp+4Cb9ZTG34QmULqGLKdnT3i9qNZeD1hVnwat1U5KmO8SCN27B26TbWFzav1x8+ezVe/QaPhvrF40RQujuo5dwGLsALkPtUbtqOXEyx76jF7Fm6wHsXjMFWa0zIzQ0DB0dpgpB5NirNWyyWuLt+0+ivvx5bNLcmtm29yS8vD9jzKBOKvc9pQWv2+b/0LZpTfFAEjO5LtmCCqWLwq7W37G+GzPDDblsssCxZ2s8ePIKI6aswIFNM8UVuIqC98rNR5i1bBs2Lh4HC3MTpXreeH2Eo/Ni/LfRVavP2U5orIoD6j50phDuzRtUxaUbD+Ayex0ObZktmGzwOILTl24jKDhEPBzIBC+Vb9NnIqaM6qkkjlVeIBrIyIJXTYjpTfDKLpZIqti9vSkA+kHmOFjqAQo0CkYf67JqkuXimiDAglcTFLkOGQEWvIkLXsrRf/R8tGtWC/WqV4DD2IWwLV8cPdo3VCo8ad56WJiZYET/9ti5/zQ8D5/HjpWJH08X8CsIJNAu33wooqdjBnVG3erlUbX5INw4slrexpjpbqhTrTzsalUCiUmKOs9b6YFfgcGoblsaObJbo3cn6QbKsPAI1GozFP+6T4eJsSHoqtu7D18IATN+SFdUKlss1sBfv/PB1IUb4eX9BabGRhjp0AHV/i4lItQLV+8C9TN7VivMnzQQeXNFn7lOp5Os3XYQuw+cRWBQMBrXrYxxg7uIPvbp3BR/lyuGe49eijF+9w8QEXHqQ3XbUgiPiABdQ0sR87CwMBQrnA/LXIfi05fvGD9zDXw++4qHh3bNaovouGI6fOoq1m0/hFr/lEXPjo3EOGXJacoKdG5VT4hexUR8qzQfhNO7F8HIUPr2crDLErRpXAO1qpSVC176fOiEpVgzb5QQxzHTvFUeYq77dmkqvtp7+Dzctx9CcGiYEODzJjogd46s4uGI1oJNNits8zwBpwEdhEg/d+UuFrjtQnBIqODjMrSbiCD7+QdgrOtq0FyEh0egY8s68jZkfQgKDkXbvrHX1ZDebcTakKXExqpYX8POo3DWM/rccMfxi9GmaQ3UrlIOV28/RrmShdHbaS6ch3ZVErxb9hzHyzcfMMmpxx/5pcqCV03s6Unwyi6WICQO/SOQI7tqm8zOrv4I/Ze5xRm751tdwsqiyr/Y1UTMxdUgwIJXDXjJLBoQ8BOmpmbJLK3dxbRB8Ab6Am8uRKQ6KGNrCfJXi70fgV4DyyK8JObo1fcQlyXYtXoKsmXJDNsmDvBYNSlWpPbUhVtCgG1d7oIRk5ej3P+KoFvbxI9sJKFskEkfowd1QmREJELDwqGvr5eo4PX7ESCEVd5c2XH7wXPMXLoVO90mC44Xrt0XAowsCCR2TY0NhRB/+dYbfZzm4ODmWTA2ihaIERGRaNHTGSMHdBDCjyKYPYfPwrYVE5EjmxU27ToqROiogR1jzdOBE5exfe9JrJw9AmYmRqB+WVqYKQnez1/9EBwSIvpKr8HnrvTA/g0zRORw/9GLWDhFepTfe58vQijOWb4duXJkRZfW9RAWFo5vfj+RPav0CnvFRP3ef+wiPPafRuM6tujYoo4QjvRQ8sbLRwh/m6xWGNy7NWzLFRdj6Dp4Bo7vmCevZoHbTmS2MEWvjo2F4B3r2AkzFm/BHJcBKPlX/jjXZfv+k4VoL1uysPj+6UsvIWpJBM9ftVNEQ12GdZO/DejapgH6dW0KPV1d+Hz+hq6DpmPLMmdRZvzMtSiUPyf6dG4iHnjuPHyO8qWK4us3fzS1HycirVaZk/77J7Gxygbm/+MX2vSdiBMe8+VjdV2yFblzZIF9Ozv5Z10dZ4gxKUZ4adzDJy0TffwTKUML3vtPXsNl9lp88fVDsUJ5Mdulv3i9FDPRDzP9kvn89bt42qSFJvNVpRfBq3jWblIulji6+Sl0nhUWpzGcrX8U4+rV/RPrmNuMhwAL3tRdGj9//kD7lo1QsFARLF+9IXUbT4XWtEHwfn0WhTNzwlNhtMpNZCkqQa3RerHalXl4KVJHEThzMxMsmTYYJYrmF2ct/692T1w5sAL/Z+88wKK4uj/8212QJiBW7D2x9yi2aOwFxYLYhdg1Ggv2rrH3imLvMXYUe40l9l6jUbECKiqo9N39njt8i6CCi7MzO7Nz5nn+j/nL3Dvnvufi9+7dM/c6prdP1pat5o2cupz7etyn/1S0bVY72YpbSgOs2KgnDv01i5MlwxUTG/dN4a1bo0JiXTGLq17bwVg9dxi3IjlmxkqUKlqQW010c++NA3/OSOyffX3dy9sDbuWKJT7v9r0g7mvs7Sv+SCI96zn5ZNKTmvCy1cBmDatxq99Jr5RKGpiEVmnyGy7sW4L7j56BtR8/6Fe4lf8Uz+bdx7H3yFmMGeidrC46JYasRrr38DnIkskFs8f15vKm0Wi4Gt4LV//lPoBsWTaeWy3uM2Iudq+dktiV3+qdnGj26dycE152D1vNZivNBqH9/LlczjbN+qLUgd3HSgI2bD+MRZP7c8LLhPDI5tmJpQ+M5YvQMAzr047rNqEefDvWLRjxxfDa/zaRW1Vlcy+tFyuhSW2sSftjH3Z8e3jhZ7fS3Go8W/VmXpT0A9vXhJexKle/O64fWWlUXXdax/Ct+xUrvOyTXqMOQzGqfyfuqxK21M6+ImKT7vOr26CZ8GhQFe51KnOfolgdyrblE5A5ozMsQXi/d6/dPXOfwiU4oVA90j4CdcYm/wf9W5OPfi48ARJe4RkbnvD2TRjaeDbBzetXkS2bKw4cO4MsWbOJF4AIT5KC8Ep5hTfiQyTcOw7jVnRZyQC7mECyUoXPa3GTrvD2HTkPbuWLcyuUqV2RUTGo5tEHlw8uS3bb14R3yB9LULt6+cSShi7tGnOrlobLsFLJBLWOly8CVk+CtZUVfmrYI1msrASCrU7Wq1EhsS1baf0r4CiWTPNN/DtWpsDkf3CvNqkKL1vtHN2/E0oWLZBsDEmFl30tvmH7IURHx3L3XL5xL7Fc4/KN+1iyNgBsFdhQRsHuYS+MrfprH7dCy6SPrQ5/frE2G3cc5la0mzeshpaNa3BlG59f7IWrGm5lULFsUbTuOY4raTBc0xb9yf1vPysHYcI7qKcXV04w3W8Ttq+YkGwl3NCmeE0fXDuygluxZdeWwOM4fOIS94GIrZhmdHHC4qkDOOGdteQv7mUvwzVj8SYE7D+dKMs6nY77MLJpyViuTprVJrPVWZUKuHHnIZbNGpysRpaVNDTvPOqLMQ7o7pmsZpmxSW2sSTtgZQlTFm7kclCuRGGwed/gl4rJ5sjXhJf1UaZOF5wKWMi95Cn2pVjhZRODfaVjeBOTfWKr0eJ3bqn980/irXuMx4QhnfFjwdxcfpp6j+A+zbFfKLkLb9K9dvPm0aOLz7e/KrwV9wbzz1+H966Ef5zfZA3FL20zwyGHcSUQYk9yJT+PhFec7L9+9RLN3Ovg0YP/kDNXbuwIPMz9aWmXFIRXakyTljSw2PzWBODZi5eYPLwbFypbSWRbc3kn+bqX/f342WvglN4eA7q3wqpN+3D8zFXuhadvXUxIj2yZw7U1XKy2tVKjXrh04FMNb9dBM7gVXUMNr6E+1tDm7n9PMG7WavTv6ol12w4mLvYwQT+6ZQ7s7WxSDIV9Ozp2xsrvWuFl5QOejWtwdcdJL4Pwsv+dbdh+CFfqkT9Pdq7O9+fmvyerT2btbv0bhJ5DZyFw7dRkK6dsl4S/dh1NLNcwPIPxZquR3l71ubphg3x+bZBshZfdU7saq43ug/1/zkjk3XPobI4riz/pS2vjZq6GTq/jXtT6/PqpYU+uBIC9zMZ2MFi4agdWzh7Cucbxf65yJRYG4WUfRJLOgzVbDuB1WDh8e3p90S/78NDJsz7c61bmftaq+7gvdkz41nwy/JzJd2pjTakftnjYxHs4J+nsg4Dh+prwsnKTMnW7ciu8mv/viGFsfKa4T7HCG3joDLeiO2lY10SO7C3Zkf06omSRT9trsB8ePnkJbNuSgT1a4cjJy1yi2CdedslZeJPKrrF77bLjgv2v3Yf3kSrI+t4RmiLnUOnX5F9NmWJiUh+mIUDCaxqOqfXy/NlTeHrUx5PHQchfsBC2BhyAq2t24R9shieQ8H4J/XPhZV9v12+XUC5g2KXht+Fzua/ba1YujXitDoGH/sHitQFcnS+ThPD3H7lVOCZY3Ts04Urrwt5GcA/7fFeB4ZOXwcU5PfdCk06vR8T7j9w9dVr7wn/aQBTMl5OrbWULM1NGdE9ReFnfTNgK5cvJyVvj2m7c81gNL6sRZjW81lYaPHn+kqvLZXXChostELl3GgbfHq25tok1vItGcyvbqZU0sBe2tu89yQkeW+Vjq5Os3tYgvDlcM6FNzwk4uGkmJ92szpmt6F7Y58/Vs9rZpONqaJkIe/w6Cpv9x+LN2wjkzpGVq8dldaLshb2dqyYmS9bFa/9yL6WxreM+v5iLnan0AAAgAElEQVR0VqtUkpPgC1fvgu1WsGPFRE5QWblHJhdn9O2csEsD221h34bp3EtvSYWXraS26j4WA7u34l4WTHqxb4VHD+jElTyw8R84foEbP1uZZ7GyOuyUhDc4NAwdf5+MJVMHolD+nFwbVobJykfqeA3k6pnZavml6/fQxXc6V+ubdIuwtPwzkdJY7WxtMHHeOvT29kgmtawUhAk6+/Nz0U+phpfVt7OSGXNcihVe9pXCnftPMGZAp0TurI6K1Sol/dqH/ZDV+/QfsxChr98iOjoGCyf3TyzEjor59oqosYnVqFVIZ62GVqdHbJxxR/ga2/fX7tu2S4fjpwBbW2DYAA0yuaS+Qns9Jgxu97dh+ubmyB+WCXaaZ6g1P2GPPbqkSYAJClRAfDytvguRoaCgR6hdqwaCX7xA0aLFcPDwMWTKlPBVtiVezBXYv1Exsab998nOJuGrXjlenwsvGwPbcoy9GOY3ZQA3JPYV/YIV2/HvgyfceyBMvNhX/2wF03AxSWVfZ/9z8Ra0Wi0nWWwLp6S1s+xe9hU42x2BCRy7WG1nw1qVuJXD+Su2cV93Z8rohHTW1lyNZUorvKwtk262X+6JHQsSV3SZSM7w24QTZ68jNi6OK2/wnz7oixVftjMAEyQWt7MjE3AvbvcHdqUmvEyWF67ajl0H/0FMTCzc61bhti9LWtLAnr/36Flu31u22wW3i8WKPzimrHaYlRAwAWertWy19c+dR7hxsL9L72DP7fpQrmRho6fT76Pnc4dksPaspnlI77aJJRfs6/oRk5fh8s17cErvwIlr1Z9KcH1/vg8v22eZregbPsgYAmDblbEX89jOEYxvv9ELEfQshJPHji3rYTf7APT/kobPV3hZH2cu3gLb6YGJbjprK/T2aYYWjX7m9rZlO2Iw+S5bvDCXr3Yt6ny38KY0VibZjdoPhf90X066V2/ej/VbD4LVUTT8pRJ+79Ii2QciFvPXhHfd1oPctn3GHERidPLScKNihZe9KXry7HXuRTXDxT6FjfP1+aK2qGPfSWjtUYur4WVf5Qwa74cl0wZy/1i9/ZBQY2SKK52VGg62VoiN1+FjtLAvZbx5p8KU/3/I6t9Hj5zfWJAK18Wg6ZO90D2yxbiARlDrP6JCxzA4VrC8r21NkUup9GGXjomEClGxws4nqYxXzDju3r0Dj0b18OrVS5QpWw47du2Dc4YvX3oVMyahn8U+lKe3tUZ4pOn+3WMxu6T/so5S6LFQ/0RALAKs5rXPyPncbhfGHMIhVlxiP4c51tiB3ihVrKDYj+aep1jhZW+Zjp25GluWJmzLwmqg2Gk5BzbOSFYPxD5Rte39R7ItOOYu28pt+8GK/eVY0pC0lKHIjzq0a536ak2ELhaewftwK+4tZmytj3yvciNv7svI2Sfh0zxd0iVAJQ3C5Ya9nNa8SV0UKVocf23bA3uH5JvNC/dk8/VMJQ3mY09PljcBVipStHCeZCfwyXtEaYv+wPHzXEno9NE909bQhHcrVnjZ1yqs0Jp99cE2y2a7NLC3Zg1HIRrqVVitUC3PAdxSPjsFh30d0dV3BlfPU7lCcVkKr+FwCWPqdpPKrufdvGh9rC40qkhUGGtDRwab8BdRqK5IeIUim9Dv5UsXULRocdjZK2OHEhJeYecT9U4EiIBwBBQrvAwpK27nTmcJDUOBvDkwdWR3rhD883qVs5dvY47/FnyMiua2EWFH6rFNp9kltxXetBwbzHZjqPd8FzfO4jo7zFxcEh/UpZDnp9fI5WnZX90K9ysnbs8kvOLytvSnkfBaeoZpfETAcgkoWnhNkVY5CW9QkBor1yacFNTWS4eiRVIvZejy8ijYrgzFNM7YszoAVyOWIF6dHuWHaWHzjRfcTMGW+uBPgISXP0Pq4RMBEl6aDUSACMiVAAkvz8zJSXhXrtEg6LEKZUrr0MIjddkdG3Yey9/f5uhcuhYNl8MPcMl+Die6THjpkgcBEl555EkuUZLwyiVTFCcRIAKfEyDh5Tkn5CK8hqODbWz08O2ng63t17epeqr9gC0fHmDW2yscmW7azJg+cx4uOs7DO1UpZCymQxFv025JxDMF1DwVAiS8ND1MSYCE15Q0qS8iQATEJEDCy5O2XITXULtb82ctatVMeU/Wzi+P4EDkU45KK9u88J8+D+/iCnOru2pbPYp56+FUgISX57QRrTkJ7/ejjo+PR99endHSsw3q1E+o2Vf6RcKr9BlA4ycC8iVAwsszd3IQ3rfhKsyZl7Cx+4B+Wrg4f114z8aEoGXwfu4+NxtXBAacgebaP7iYeSnexRZGlvI6FPYi2eU5ZURtTsL7/bg7d/TCgX2BcHR0wuWbDxSx7di3aJHwfosQ/ZwIEAGpEiDh5ZkZOQivYXU3tdrdM9Gh8AzZlyi7O0MdYeM/Dm8c3HBZM4Vb3f1pmI62IuM5X8RuTsKbduJRUVHwae+JUyeOcZK7adselK9QMe0dWWALEl7zJvXa7QfcUa5r5g03byD0dCIgQwIkvDyTJnXhNXZ1t//rk1ztbjFrF2zPUB1ZR3dGTLQTruTww8f3GZC7tha569HxtDyni+jNSXjThjzy40e0btkYly+eh7NzBmzaFohSZcqlrRMLvpuE98vksqOF2aFFzk4OUKvUsLWxRr0aP8G3Z2toNAm74pjqSiq87PCkBSt3cEfS0kUEiMC3CZDwfptRqndIXXiNWd0d8PokNn94wI1zq2tD1PhrDazOHsJ/2Ycg6GND2pmB5xwxZ3MSXuPph4e/Q5sWjXH92hW4ZMyE7bsP4ocfixrfgQLulLPwXr16FQEBAciQIQM8PDyQL18+k2SMCW/jjsPwz65FXH+v34Sjz8h5aNHoZ3g1qWmSZxg6SSq8UdGxuPfwKUqb6ZhWkw6MOiMCIhAg4eUJWcrC+63V3dnh13ArJozba5ddrdIXxB92xbnVXVXUR5zMdQgxEVYo0kmHjMWpdpfnVDFLcxJe47C/fROGFk3q4d6/d+Dqmh1bAg6gQMFCxjVW0F1yFd7+/ftj3rx5iZli0nvs2DGUKVOGd/Y+F17Wod/qnWBC6tvTC+/CP2DY5KV49CQY8fFatGlWC93au3PP3bjjCDbuOIzY2Dg4prfHoin94ZolIx4/C8Xo6Svw8vU75HTNjInDuiJ71oxIKryf//fS9bsT2j4PRdibcHh7NUCzBtW456TUH+/BUwdEQEYESHh5JkvKwvut1d2cQau50TuqrTE3c3U0sM8D66PbYb1lMcJ+aI8rIV1pdZfn/DB3cxJe4zLw18a1GPh7T+TJmw9bdu5Hrtx5jGuosLukILxBQUFYs2ZNquTz5s0LHx8f7p53797BxcXli/tbtmyJkiVLGt1PSjd+Lryvwt6h76j5GNjdCxXLFgE7xv7qrfsoV/IHbvXXvdNw7F0/DdZWGjT7dRT2bpgGm3TWeB7ympNbdn/zLqMwqGdrVK9UCtv3nsCB4xe44+1TE952vf/An36jUapYQYS9jUCTTsNxfNtcWFlZpdifwqYvDVfhBEh4eU4AqQpvdLQKs+arEROt+urODEmPDT6YsymKW2fkSNiN6gBVWCiul9uKl/9lotpdnvPD3M1JeI3PwNLFC+DR3BPZXLMb30hhd0pBeI8fP45ffvklVfI1atQAu49dKd1funRpXLt2zeh+UhNeVsObycUJ8VotIt5Hciu4v3dpAZVK9UWz9r9NxMh+HfBjwTxo1GEourRrjOYNqsHa2oq79+5/TzBy6nJsWz6B+/9ZnxXqd8eF/UvB6nYNL619Lr+jp63ArjWTE5/HxNpvygBERkWn2B+TbrqIgFIIkPDyzLRUhffocRWOn9CgyI86tGv9ZTkCO0WNnaZW3z43VmatzVGwOnsQ6dbMQEzBSvjn/RRoo1V0jDDP+WHu5iS85s6AZT1fCsLLVnhXr074diqli9XnGrPCW6JECaP7SU14k9bwhr//iCkLNiBTBicM7t0GT1+8hP+63Qh99RbMf2/ceYhlswajxI/58SLkNRav3YUzF2+iU6v63P/9feYafMcvQrYsCYsQ7AqP+IidqyZyq8ApCe+sJX9h7fwRiW2a+ozE3Al98PT5yxT7y5zR2bImKI2GCKRCgISX5/SQovAmXd3t3EmHfPmSCy87Ta1V8H48jf+AFVlrcaUM7DKs7j5xX4V7J/LBMb8eJXvSMcI8p4hZm5PwmhW/xT1cCsL7PVA/r+F1dnbmVn6FquE9f+Uupi7cgO0r/oBXj3Ho5Fkf7nUrc6G36j4OY329OeE1XKzUodewOejza3NkzZwB42etxqYlY78YamolDZ9vV2YQ3piY2BT7+x6W1IYIyJUACS/PzElReA2ru3nz6NHF50thNazustrdbdkbcuUMhtVdbeFSuOQwFxEPVSjkpUPW8vSyGs8pYtbmJLxmxW9xD5er8LJEsF0adu7cye3S0KxZM8F2aYiJjcMfc9ZCp9Nh8vBuqOM1EHPG90HJogVw6fo9dPGdjvULR6Jg3pwIffUG+XK7cnW7A8ctQuM6bqhVtRw8u41Bz04eqF/zJ+j1egQ9DUH+PNlTreFNSXjz5syWYn8WN0FpQESAVniFmwNSE95vre4aZJcRGZ+pIro6FuPg2E7qAfWzh4joMA3nd1WkgyaEmzKi9kzCKypui3+YnIVXqOQY9uFlNbyG66cyRTC6fydkcE6PPUfOYs7SLXCwt0XZ4oURGxeHdi3qIE/ObOg+aAZev43gXmCrUqEERvzegdu798nzl5g4dy3+ffCUE946P1fAmAGdvkt4C+TJnmJ/QjGhfomAFAnQCi/PrEhNeL+1ulvveQBuxb1FF8eimJCpEjd6691rYL13PXR29rjfYBeeHtHQMcI854VUmpPwfsrEpYvn6cQ0nhOThJcnQGpOBIiA2QiQ8PJELzXh9fPXICRUhbZeOhQtkrwcIenq7tncnsitSQ/N1dPcEcLsihkwE+e3l0PMWxVK9NDBqQCVM/CcHmZvTsKbkIKjhw+gq3cbVK9RC6vWb4FabdoTsMyeaJECIOEVCTQ9hggQAZMTIOHliVRKwhscqsJifw1sbPTw7aeDre2no4DZi2psdTdCFwc3G1dsy94AmnvXkG7JWO6QibhWvRCWzxM3/dW09y7POSGl5iS8wIF9gej+azvEx8ejVZsOmD1/CQnvd05SEt7vBEfNiAARMDsBEl6eKZCS8BoOmnCrqEOjBslXZz1D9uNMdEii7LJhG3ZliHeri1jvIbi/WY1Xl9S09y7POSGl5koX3u1bN6Ff767cC0S/DxyKoSO+fPNdSvmSeiwkvFLPEMVHBIhASgRIeHnODakIb2oHTWz++B8GvDrFjTSxlOHeNdjMGQR9xqyImrQB2igVLk5V0967POeD1JorWXg3bViDQf17cyn5Y8os/Nq1p9TSI7t4SHhllzIKmAgQgf8TIOHlORWkIrxXrqmxI0CNr21F1jJ4P87GhCR7US3dmumwOnsIcY06IK6JN15eUuO/zWrae5fnfJBac6UK77IlCzFu1BDuWNX5fivg0aKV1FIjy3hIeGWZNgqaCBABACS8PKeBVIR39nwN3r1TobmHDmVLJy9ncHu2lTtkwrANmSryA+x8m3Mjj5q4DvpMrrjpr6G9d3nOBSk2V6Lwrlq+BKOGDYSdvT1WrNmEGr/UkWJqZBkTCa8s00ZBEwEiYE7hvf/oGQ4ev4DQ128xYXBnLhkPHr/g/iyYN4dskiMF4X0brsKceQkvq40cmvygCcPqLgN6J087OKnTJW5Dpi1VGTG9JnC7MlyaqqG9d2Uz64wPVInCGxoSjK4+bTFh8kyULVfBeFh05zcJkPB+ExHdQASIgEQJmGWF9+ipyxg6aSmqVSyBo6eu4NqRFRwe9verN+9Pdh64RLklhiUF4T1zTo19B9Qo8qMO7VonX90t+mQDtzPDVteGqGybjYvb8LJaTI9x0JapiqcHVbT3rtQn2nfGp0Th/U5U1MwIAiS8RkCiW4gAEZAkAbMILzvje0Tf9nArXwxl6nbF1UPLOTgvX79DU58ROBvoJ0lYXwtKCsK7co0GQY+/LGc4Ex0Kz5B9YEcI383TngvfcISw4WU1trp7dW7Cy2q0965spp3RgZLwGo2KbjSCAAmvEZDoFiJABCRJwCzCyyT3zG4/2NmmSya8Ia/eoGH7obhycJkkYUlReA3lDCy2Af20cHH+tPeu4VS1+va5sTJrbbDaXdtRHbh9d2O9ByPerR5XysCk1zG/HiV7Ji+HkE0SKNAUCZDw0uQwJQESXlPSpL6IABEQk4BZhLdl1zH47dfmqFW1bDLhZeeNX731H9bMGy4mA17PMvcKr+Eo4TKldWjh8amcwbDvLlvdXZW1DlfOkHiEcM4CiB7ln7gzg9pWj5+G6aCx+yTLvKBQY8kQIOGVTCosIhASXotIIw2CCCiSgFmE9+K1f9FvzALUqloOAQdOoVOr+rh0/R4ePn6B5bOGoGSR/LJJhrmF17A7Q+dOOuTLlyC87FQ1t6dbuf+ek6UavBwKJVvdZUcIa38ojRtLNHj/SIVCXjpkLU/HCMtm0qUhUEsV3oiIcDg5OaeBBN1qCgIkvKagSH0QASJgDgJmEV420Dfv3mPL7uN4EPQcWp0OBfPlRBuPWsiYwdEcHL77meYU3qAgNVauVSODsx4D+30qR9gf+QRdXh5Ndqqa9WY/WB/bAW3hUogZOIsOmvjujMuroSUK771/76BFk3oYM34yvNp2lFdCZB4tCa/ME0jhEwEFEzCL8B4+eQl1qpf/AntMbBy3U0PDWpVkkxJzCq/hKOGaP2tRq+ancoTOL4/gQORTDHQuDV+XslCFhcBuVIIYGPbdDT6lxqPddNCEbCbadwZqacJ7/epltPVsgnfv3qJy1erYGnDgO8lQs+8hQML7PdSoDREgAlIgYBbhrdL0N/yza9EX44/XalGxYU9cppfW8PZDbKrzgx0lPHm6hrvn85fVcgat5v7esBWZ4VS1eLe6iPUewv3M8LJakU46ZCxO5QxS+GUUIgZLEt5LF8+jTcvGiPz4EdV+/gWrN2yFnZ2dENiozxQIkPDS1CACRECuBEQVXnbYBLs69p2MdQtGJGOm1epw4uw1bA38Gwc3zZQNT3Ot8KZ0lPDy97cxNuw8ilm74FBOD6ifPYDtpJ4cT8PqbsRDNW76q2Hjokf5YbQzg2wm23cEainCe+rEMXi390R0VBRq1amPles2w9ra+juIUBM+BEh4+dCjtkSACJiTgKjCO2raCpy5eAts+zFra6tk49ao1ciZPQuG9WmLKhVKmJNJmp5tLuFdsVqDx0+S770boYtFvRe7uGOEDeUMNrMHQXP/GuJ+aY44r97c2O5vVuPVJTWylNehsBet7qYp4TK72RKE9+jhA+jc0QtxcXFw92iBRf6rYWWV/N8PmaVFtuGS8Mo2dRQ4EVA8AVGFl9GOi4tHm14TsG35BIuAbw7hDQ5VYbF/QjnDiCFa2Nom1O8aVndzWTngXK5Wiau7Ojt7xEzcAL19+sRjhNn9bHWXrfLSZbkE5C68uwO2o08PH8THx6OFZxvMX7wCKpXKchMm8ZGR8Eo8QRQeESACKRIQXXhZJKxW10qTIGxyv8whvIa9d5MeJcy2ImsVvJ9b3R2fqSK6OhaDYWcGw+ouK2V4uEuFyGAVXKvqUKApre7Kff59K365C+/ObZvxWw8fdPq1GyZPn0uy+62EC/xzEl6BAVP3RIAICEbALMLLRnPz30e4//AZYmPjvhhca49agg3Y1B2bQ3gNe++29dKhaJEEae3/+iS2fHjA/ffzfD7cn3bsVLWwUESPXAJdroK4OlfDyS4dNGHqWSDd/uQuvIzsmdMnuR0Z6DI/ARJe8+eAIiACROD7CJhFeJes3YUVf+5FqWIFcP32Q5Qokg+Pn4Xiw8cobi/egT28vm80ZmgltvAm3Z0haTmD4RhhQ+2u4WU1fcasiJq0IbFul2TXDJPEjI+0BOE1Iz569GcESHhpShABIiBXAmYR3hot+mHpjEH4sWButOgyGttX/AGdTo8ZizfBxTk9undoIhueYguv4bCJbFn1+K1nwg4Lt+LeoN7zXclWdw1bkbFyhg91f+O2IWMXlTLIZmqZJFASXpNgpE7+T4CEl6YCESACciVgFuEtX787zgb6cTs1NO88CjtWTuT4hb//iCadhuPEjvmy4Sm28Brqd90q6tCoQUI5g+FlNTcbV2zL3oD7O7uBzaCK+shtRfbgdA6EnFYjYzG2K4MeGjt6UU02E4xnoCS8PAFS82QESHhpQhABIiBXAmYR3pZdx+CPIZ1R7Id86OI7Hb49vLj/fv0mHA3bD8WFfUtkw1Ns4TVsR5a0ftdQzjAnSzV4ORSC5upp2PiPgy5nAUSP8k88ZKJEDx2cCtCLarKZXCYIlITXBBCpi0QCJLw0GYgAEZArAbMIb+DhM8ieNRPKl/oB+4+dx6R561C9Uilcv/MQRQrlwcwxvWTDU2zhnTRdg5hoVeLpamzv3aJPNnK8zub2RG5NetgsHgPN9TOIa9ULodk8cXctHTIhmwll4kDlILyzp09Crz4DYGdvb+LRU3emJkDCa2qi1B8RIAJiETCL8H4+uKOnr+D8lTvIlT0LWjWpCZt08jlBSUzhfRuuwpx5GtjY6DFyaEL97pnoUHiG7Es8WU0VFgK7UR25n0XN2oF7gU7cIRP5m+iQvRqt7or1iyWV50hdeHt06YDAgO2oXa8h1m7cJhVsFEcKBEh4aWoQASIgVwKSEN6k8PYcOYvGtd1kw1NM4TUcJ5x0/11DOUMXx6KYkKkSrHevgfXe9Yh3q4sor6E4Ny7hZTU6ZEI2U8qkgUpVeGNiYtDVuw3YKWrp0zti/V878VOlyiYdO3VmegIkvKZnSj0SASIgDgFRhTcyKhrTF23CiXPXoNfr4V6nCvp384RGo0bwyzcYP2s1rt9+gH92LxJn9CZ4ipjCu3e/GmfPq1HzZy1q1dSDHTbh9nQrNwpD/a7tpB5QP3uImB7j8OxDdTzanfCyWhFvWt01Qbpl14UUhTcqKgrtvZri3JnTyJwlKzZtC0TRYvI5Tlx2k8CEAZPwmhAmdUUEiICoBEQV3umL/sTpizfxm09zWGnUWLZxD352KwWn9A6Yu2wralUri6G/tUPGDI6iQuDzMDGF1/DCWudOOuTLp8OYsHNY8f4O6tvnxsqstWEoZ2BHCUfPDkg8aKKQlw5Zy5Pw8smzXNtKTXjfv49Au1ZNcfnieeTOkxdbdu7n/qRLHgRIeOWRJ4qSCBCBLwmIKrz12gzC5OHdUKH0j1wkwaFhqNPaF3lyZsPYgd5wK19MdjkSU3jHTLDi+BgOnGgZvB9nY0I+HSV8dDustyzmyhne1h2Ka/M03KlqbuMT6n3pUh4BKQlvePg7eDatj9u3bnArumxll63w0iUfAiS88skVRUoEiEByAqIKb+naXXB06xxkcnFKjOKnhj0RsGoicrhmlmVuxBLe4FAVFvtrYDhwImk5w5087eCkToek5Qz3n1Tn9t7NUp7tvUuru7KcXCYIWkrC+1t3H+zcvhkV3apg3aYdXO0uXfIiQMIrr3xRtESACHwiIKrwFq/pgzOBfnBK/2n7oSpNf+NOWnPNklH0vNy4+wijpi3Hq7B3KFIwD6aN6oEsmTJ8NY4zF29h3optePX6HSfn6xaM4O4TS3jPnFNj3wE1ypTWoYWHDvsjn6DLy6Mp7s5wZakzIoNVoL13RZ9WknqglISXrfAuXjAHw0aNlxQjCsZ4AiS8xrOiO4kAEZAWAdGFt/iP+aBWqxMp3L4XhML5c3GnrhmuTYvHCE5Jq9WhUYehGNW/E6pXKon12w7hzKVbWDS5/xfPZi/SjZq+ktsf+IcCuZL9XCzh3R6gxtVrajSsr0PlSjrMensFs8OvYaBzafi6lIXV2YNIt2YGtKUqI9Lnj8TdGapMixecJT1AugSkJLzSpUSRGUuAhNdYUnQfESACUiMgqvDu2HfSqPE3b1jdqPv43HTjzkNMWbABG/1Gc93odHrUaPE79q6fBsckK9DsZ7+Pno9W7jW5wzE+v8QSXj9/DUJCVTC8sPa58BoOm4j1HoyXjg24wyYc8+tRsifV7/KZJ3JvS8Ir9wxKK34SXmnlg6IhAkTAeAKiCq/xYQl/Z+ChM9yK7qRhXRMf1qbXBIzs1xEli+RPFgAru+jXpSW27jkBnU6H1k1/gVfTX7h7xBDe6GgVJk9P2E93wpiEFVvDC2tbXRuism022I3qAFVYKKJHLsF/lwtz9bu5a2uRu55eeJj0BMkSIOGVbGpkGRgJryzTRkETASIAQLHCuyXwOO7cf4IxAzolTgSf/lPRy9sDlcoWTfy7mNg4lK/fHV3bNeZ+xvYS7tR3MifKpYoVxIco05UMsP8xsU2nQbxWj+jYTyuz/z0EFi7Vo2B+oG8PFRdbrrtrEK6Lxd587qh25wG080cBmbLCavZmnJ6qx/vnQMV+KmQsRPNcyQTSWakAlQqxcfTiopLnganGzqrRbK01iIwx7TdH6e0+lbSZKlbqhwgQASKQlIBihTfw8BmcPHude1HNcLXsOgbjfH1QsmiBxL+Li4vHTw174PzeJUj3/yOPF68NgJVGg27t3RERGWeyGWWtUcPORoM4rQ5RSf4HZf9hPQ4eUaF6FT2aN1HhRkwYqj3cwT33yY8d4bhiDnD6AFC3BXQt+uLo0ISQ6s03WWjUkUwJ2FgnfDMQE2daQUkJx+lTJ1G1mvAlSTJNh+zDVqtUsLe1woco0/27x6A42cvnOHnZJ5EGQAQUSkCxwstelhs7czW2LB3HpT5eq0U1j744sHEGnJ0ckk2HWq0G4K8lYxN3cJi3fBsyOKeHd6v6opQ0bPxLjbv/qtHcQ4eypXXo/PIIDkQ+TTxwwma2LzT3ryNmwEy8iitL9bsK/XTzKeoAACAASURBVGX+2rDFLGmYOW0i5syYjEnT5sCny6cPkpQOyyFAJQ2Wk0saCRFQGgHFCi97Sa2J93AM79se1Som7NJw9NRlrJwzlHuBbeK8dejt7YHMGZ0xf8U2BIe+wcShXfA2/D069JmE+RN/53ZsEKOGd9J0DWKiVRjQTwsXZz2KPtmACF0cVmSthYbICDvf5ty8jZq1Aw8OO1H9rtJ+i1MZr1jCO27UECxbshAqlQoz5/qhTXtvyoIFEiDhtcCk0pCIgEIImEV4mVBuDTyOPUfO4uXrd9i3YRqH+5+LN/ExMhp1f64gCv5/HzzFiCnLuBPfCuTNgakjuyNX9ixgdbuN2g+F/3RfFMqfE9ExsRg3azXYXrx2tjbo0bEJDDtJCC28hgMnbGz0GDlUm7j/bi4rBxzK4QGX6xdg4z8O2sKl8KbNbG51N+Yt7b8rygSSwUOEFl69Xo9B/Xtj04Y13HaDfsvWoolHCxmQoRC/hwAJ7/dQozZEgAhIgYBZhJfVwO49fBZtm9fB9EUbcfXwCo7F5Rv3MH72GgSsmiQFNkbFILTwBgWpsXKtGnnz6NHFRwu3Z1vxNP4DWqUviLmZq8N6sx+sj+1AXKMOeGjjg6dHEmo2af9do9Jn8TcJKbxsx5J+vbti+9ZNsLa2hv/KDajf0N3imSp5gCS8Ss4+jZ0IyJuAWYS3dquBWD5rMPLnyY4ydbvi6qHlHMV34R/A6mUvH1wmG6pCC2/SE9Ye/XyJO2yCre7Ozfwztx1Z4nHCA2YiKKgMJ7x0nLBspo/ggQolvPHx8ej+azsc2BcIGxsbrP1zO6r9nLBVH12WS4CE13JzSyMjApZOwCzCW65eN5zYMR/pHeySCe+Dxy/Q/reJOBvoJxvuQgvv0eMqHD+hQc2ftThe8ixWvL+DLo5FMSFTJagiPyTW70YuPoS7a9R4c1uNQl46ZC1P21DJZhIJGKhQwtu5oxcnuw4O6bFhcwB+qlRZwFFQ11IhQMIrlUxQHESACKSVgFmEt9ewOdzhDr19miUKb3jERwyZuAROjvaYMbpXWsdhtvuFFt6kRwrPzLMXZ2NCYDhsQnP1dGL9bszAWbixRIP3j6h+12yTQYIPFkp4Dx/Yi997d8WmbYEoVaacBEdOIQlBgIRXCKrUJxEgAmIQMIvwBr98gwFjF3IlDM+CX6H4D/nw4PFz/FgwD+b90ZfbGUEul9DCu2K1Bo+fJBwp7GuTXHjTrZkOq7OHuPrduCbe+Gdowubtpftp4ZCDTliTyxwSMk6hhJfFHBERDicn+fyuCslZKX2T8Col0zROImB5BMwivAaMl2/c50RXp9WhYL6cqFD6R9kRFlp4/fw1CAlVoVcPLbzjd+JW3NvEFd6k9btvrcripr8a9q56lBkgziEDskuWAgMWUngViFPxQybhVfwUIABEQLYEzCK8E+asRZO6lVG2RGHZgjMELrTwjpmQsGo7YUw8cgat5v77eT4f7k/7XnW5P1n97sNdam7/XXphTfZTyqQDIOE1KU7Fd0bCq/gpQACIgGwJmEV42d63R05dhrOjAxrXqQz3upVRMG8OWUIUUnijo1WYPD1hm7HPhVdz7xps5gyCLmcBRI/yx9W5GkQGq+iFNVnOIuGCJuEVjq0SeybhVWLWacxEwDIImEV4Gbq4uHicPH8DB46dx9HTV5AnZ1Y0qVsFDWtVQrYsLrKhK6Twfr4Hb9IVXuuj22G9ZTHi3eoiymsozo1LEONK47TQ2FH9rmwmkMCBkvAKDFhh3ZPwKizhNFwiYEEEzCa8SRmyk81OX7iJjTsO4+yl27h5bJVsEIshvNkKRMPW4x7GhJ2Ho9oad/O0h+GFtVjvwXga3wCPdqvhmF+Pkj2pflc2k0eEQL9XeB8++A++/Xpi5dq/4JIxkwiR0iPkQICEVw5ZohiJABH4GgGzC+/DJ8HYf/QcDp24iJdh71C/ZkWMGdBJNtkSUngNe/C61HwBtiUZu+ZkqQYvh0KwG9UBqrBQRI9cgv8uF+bqd/M30SF7Ndp/VzaTR4RAv0d4b924Bq8WjfHu7Rt4d+6OydPnihApPUIOBEh45ZAlipEIEAHJCO+T5y+x/9g57Dt6Duy/f6laFu51KqNqxZKwtkr4al4ulxjCm63ec0x23Ydi1i44lNPjiwMnaP9ducwW8eNMq/Bev3oZXs0b4f37CNT4pQ5WrP0LdnZ24gdOT5QkARJeSaaFgiICRMAIAmZZ4S1VuzPcyhXjXlarU7087O1sjQhVmrcIKbwb/1Lj7r9qxLa9iHXWVxNPWDO8sKYtXArswAnD/rtUvyvNOWLOqNIivOfOnEaHNs0Q+fEjPFq0wny/FbCyStglhC4iwAiQ8NI8IAJEQK4EzCK8YW8jkMnFSa7MksUtpPAaDp3Qd7yIlaqrGOhcGr4uZWG9ew2s965H3C/NEVahD7f/ro2LHuWHUf2uRUwqEw7CWOE9deIYOrVtgZiYGPzatSf+mDILKpXKhJFQV5ZAgITXErJIYyACyiQgqvBOX/QnV7Zw+MTFVGmP9U3YZ1YOl5DCO2m6BjHRKqTrfhGLoz8Jr83iMdBcP4OkL6zR/rtymC3ix2iM8B7YF4gendsjLi4Ow0aNR9/+g8UPlJ4oCwIkvLJIEwVJBIjAVwiIKrx+q3eiYtmiOHb6SqrJGNy7jWySJaTwGg6duNUtEGdjQrgT1qroHGDn25zjEzVrB+5sccKb22raf1c2M0bcQI0RXlaze/rkccyc64e2HeTzYVNckvQ0RoCEl+YBESACciUgqvDKFVJqcQslvA+fx2HOPA0yOOtx2mtPovBWu/sfbPzH4fP63dL9tHDIQfvvWuIc4zMmY4SX9X/2n1Nwq1KNz6OorQIIkPAqIMk0RCJgoQTMIrxte/+BP/1Gf4E0KjoWHfpMxLblE2SDWyjhvXIzHivXqqEvFYyVZfZwPA7mbIqyG5fD6uwhxDXqgA/VfHBpqgZqWz3cxlP9rmwmjYiBGiu8IoZEj5IxARJeGSePQicCCidgFuGt0vQ3/LNr0RfoX78JR4N2g3Fx/1LZpEUo4f3nYjz+3KzGik7LORZdHItiQqZKsJ3UA+pnD7n9d9/FFuZeWKMDJ2QzXUQPlIRXdOQW/UASXotOLw2OCFg0AVGFd8DYhdDrgeP/XEHNKmWTgdXqdLh59yHKlvgBs8f1lg10oYR3W2AcDp6Nx7o267jT1c7nagUndTrY96rLsYlcfAhPD6rw9IgGrlV1KNCUDpyQzaQRMVASXhFhK+BRJLwKSDINkQhYKAFRhTc4NAwnzl7DzCV/oXuHJsmQajRq5HTNgtrVy8FKI5/DJ4QS3g1b47HjyUvsrRcINxtXbMveAOpnD2A7qSd0OQsgepQ/7m9W49UlOmHNQn83TTIsEl6TYKRO/k+AhJemAhEgAnIlIKrwGiDt2HcSzRtWlyuzZHELJbwzF2qxN/1tnK1wBq3SF8TczNWhuXo64YW1UpUR02sC6IQ1i5hCgg6CCe+78HAsXLgQ/QYOFfRZ1LnlEyDhtfwc0wiJgKUSEFV4WY2us6MDwt9/TJVn5ozOsuEtpPD6FdmLENfgLw+caNQBcU286YQ12cwS8wUaGfEajRvWw71/72LM+Cno8Vs/8wVDT5Y9ARJe2aeQBkAEFEtAVOGt0aIf2jWvg/krtqUK/Nbx1bJJiFDC23eIDnvq7eGEd0XWWmhgnwc2swdBc/8aYnqMQ2TeatwODXTCmmymiuiBhoQEo6V7HQQFPUKevPmwY88RuLpmFz0OeqDlECDhtZxc0kiIgNIIiCq8HyOjYWdrg+iYmFQ529vZyiYPYggvO3Cism22xBfW2A4NIaGF8d9m2qFBNhNF5ECfPA6Cp0d9PH/2FEWKFsNf2/cic5asIkdBj7M0AiS8lpZRGg8RUA4BUYU3Nax6vR4qlUp25IUQ3vtBWkybo8OGtmsRbR2Ls7k9kTc4lHthTZ8xK6ImbUh8YS13bS1y16MDJ2Q3cQQM+OGD/9DcvQ5ev3qJEiVKYu/Bo9CkcxDwidS1UgiQ8Col0zROImB5BMwivItW7UCVn0qgbInCHNEla3dhybpdyJEtE2aP+w1FCuWRDWkhhPfGbS3m+esS9+B9ns/nixfWWDlDzFsVSvTQwakAbUkmmwkjcKC3b90AOyr47ZswlKtQEbt274WTszPeR8YJ/GTqXgkESHiVkGUaIxGwTAJmEd7arQZi6QxfFMyXE3f/e4Jf+0/FitlDcOXmfzh88iJWzRkmG9piCa/17jWw3rueO2EtrPiv3IETdMKabKaJaIGWKZYfr16Gomr1mlizcRuyZnQEVCoSXtEyYNkPIuG17PzS6IiAJRMwi/CWqdsVF/YugbW1FUZOXY6crpnR26cZYmPjUK1ZX5zfu0Q2zMUSXpvZvtDcv869sPbKujrurlUjYzEdinjT6q5sJosIgZ46cQyrli/BirV/cU+jfXhFgK6gR5DwKijZNFQiYGEEzCK8DdsPwYKJ/WBjY42WXcdg7/ppYFuRhUd8RJ3Wvriwj4T385IGu1EdoAoL5Y4Ufny7EHfCGtXvWthvowDDIeEVAKqCuyThVXDyaehEQOYEzCK8WwKPY/aSzWDHCXdr7879H7uOnrqM5Rv3YKPfaNlgFWKFd+vuOGy4HIad7jtQzNoFh3J6fPVIYRJe2UwTswVKwms29Bb5YBJei0wrDYoIKIKAWYSXkX34JBh6nY6r4zVcT56/5P4zT075bJ8klPCuuhmSeKzwzvfZYTNnUOKRwnTCmiJ+N00ySBJek2CkTv5PgISXpgIRIAJyJWA24TUAexX2Dno9kDVzBlkyFEJ4l66Nx5ZXQThc8xDcbFwR8FiNdGtm0JHCspwh5g2ahNe8/C3t6SS8lpZRGg8RUA4BswivTqfHyk17sWLjHkR8iORop3eww6+tG3LlDRqNWjYZEEJ4p86Nw2anS7hS+gonvLsuhibu0MCOFD43VgNttAqVxmmhsaM9eGUzWUwUaHj4Ozg7G/cBkYTXRNCpG44ACS9NBCJABORKwCzCy44WPnb6Cob1bY/iP+Tj2N26F4SpCzagRuUy6N/NUzY8hRbe+va5se7csy+2JGOAqkyLlw0nCtQ0BKZNHo+tf23A7gN/G3VMMAmvabhTLwkESHhpJhABIiBXAmYR3hot+mHZzMH4oUCuZNzuPXyGboNm4O/t82TDUwjh7dovDpdLJ6zwDnQujeG7DsHq7CHEteqF586e3JHC9q56lBmglQ0nCpQ/gSED+2DD2pVcR0tWrEcTjxbf7JSE95uI6IY0ECDhTQMsupUIEAFJETCL8Jap0wWnAhZyZQxJr/cfIsFk+PLBZZKClFowYgjvqD/GQxX1EVET1+HJpey0JZlsZodpAo2Li0Pvbp2wNzAA1tbW8Fu2Fo3cPYzqnITXKEx0k5EESHiNBEW3EQEiIDkCZhHeNj3Ho6V7DbRyr5kMyJ87j2DvkbNYt2Ck5EClFJBQwrun3h6EuAZjm6YUak0eCn3GrIiatAG0Q4NspoZJAo38+BE+7T1x+tTfsHdwwOoNW1G1Wg2j+ybhNRoV3WgEARJeIyDRLUSACEiSgFmE99L1e+g1bDbKlSyMIoXycmBu3wvC9TsPsXzWYJT4Mb8kYX0tKFMLr40mHX4fFod9DQLxImsIdt6NQY2ArYj7pTnivHonvrBWfpgWNi70wppsJsp3BPr2TRjaeDbBzetX4ZIxEzZt3Y0SpcqkqScS3jThopu/QYCEl6YIESACciVgFuFlsF6/Ccfm3cfx8PELxMdr8UPB3PBsXEN225OZWnhfBltjxsJ4HGkSiCCXEOw6fBvVL11BzICZiM1dBufGaaC21cNtPNXvyvWXzpi4P374gPq1KuPRwwfIniMnNu/YhwIFCxnTNNk9JLxpRkYNUiFAwkvTgwgQAbkSMJvwyhXY53ELLby7/zyMak9CEbn4ECIeqnHTXw3H/HqU7EnCaylzKKVxjB05GMePHsbmHXuRzTX7dw2XhPe7sFGjFAiQ8NLUIAJEQK4ERBfe/cfO49g/V6DT6dCwlhtqVS0rV3Zc3GIIbxWtA6JH+ePpQRX3wpprVR0KNNXJmhsFbxyBtOy5+7UeSXiN40x3GUeAhNc4TnQXESAC0iMgqvBu33sCf8xdh+YNq0OtUiHgwGn8MaQzGvxSUXpkjIzI1MIb9NAai1bE41izQDx0CgFb4a1skw0xA2fh/mY1Xl1SI38THbJXI+E1MkWKvo2EV9HpN/ngSXhNjpQ6JAJEQCQCogpvy65j0L5FHbRo9DM3vKOnr2Dusq3YtXqSSMM1/WNMLbwnTmqwe78OKzot54INmrcZ9pXduRfWaIcG0+fP0nsk4bX0DIs7PhJecXnT04gAETAdAVGF96eGPbFrzWRkz5qRG0G8Voty9brh0oFlsLbSmG5UIvYktPC+nbYBcY06gB0p/M9QK25kdMKaiAmW+aNIeGWeQImFT8IrsYRQOESACBhNQFThLV7TBxf2LYG9nW1igJXdeyNg9WTZ7c5gGICphXfZSjXuPdAnrvAahPddeR9cm6fhtiJjW5LRRQSMIUDCawwlusdYAiS8xpKi+4gAEZAaAdGF17tVfVglWc1dv+0QV9PrYP9Jggf28JIapxTjEUJ4bz6Nxro267hnMuGN9R6Ml44NcHct7dAgm4lhRKAH9gVi2+aN3DHBarXaiBZpv4WEN+3MqEXKBEh4aXYQASIgVwKiCu+IKcYdGTx5eDdReN64+wijpi3Hq7B3KFIwD6aN6oEsmTKk+GydTg/vfpNRKF9OjPX14e4TQnj//hiMvfUCE4WX7cEbFFSGjhQWZVaI85BtW/7E7726cA9bvGwtmjb3FOTBJLyCYFVspyS8ik09DZwIyJ6AqMIrJVparQ6NOgzFqP6dUL1SSbCV5jOXbmHR5P4phrl6836cPHcdeXJkFVR4D8UF4XDNQ8gdGYvrC7Zwh07cOlMWb26rUaSTDhmL0w4NUppLaY1l04Y1GNS/N/R6Pbr17INxE6entQuj7yfhNRoV3WgEARJeIyDRLUSACEiSgGKF98adh5iyYAM2+o3mEsNWb2u0+B1710+DY3r7L5IV9DQEwyb5w6d1Q5y7fFtQ4d2U/iKulL6CIZcfYvihM4geuQQX1v+AmLcqlO6nhUMOOlJYkr9NRgS1dtUyDB/cj7vTd8hIDBwy0ohW338LCe/3s6OWXxIg4aVZQQSIgFwJKFZ4Aw+d4VZ0Jw3rmpi7Nr0mYGS/jihZJH+yfDIZ/nXAVAzr0w5Pnr/E2Uu3RBHeoaeuY9jpG9wpa7RDg1x/xT7FPXfmFMyY+gf3F2xVl63uCn2R8ApNWFn9k/AqK980WiJgSQQUK7xbAo/jzv0nGDOgU2I+ffpPRS9vD1QqWzRZjldt2ofIqGj89mtzHDh+IZnwRkTGmWw+WGvUWOCvx5yCgQhxDeYOnWDHCoePOo4L8/XIUBComLA4SJfMCAwfOgh+C+dDpVJhgZ8/OnZKqAEX+rKxTtjuLyaOdvYQmrUS+lerVbC3scKHKNP9u8e4OdlbKwEfjZEIEAEzElCs8AYePoOTZ69zL6oZLnYwxjhfH5QsWiDx7x4+CcaoqcuxZv4Ibq/gz4X3Q1S8ydLHVk/mL9FjaNWEl/sMwvvc5zjubNcjR0WgVEeVyZ5HHYlDICQ4GBXKlUR4eDiWrViNNm3bi/NgAOmsVIBKhdg4qvsWDboFP0itAmzTaRAZY9oPUOntEvYYp4sIEAEiIBQBswnv/UfPcPD4BYS+fosJgztz43vw+AX3Z8G8OYQab2K/t+8FYezM1diydBz3d+wQjGoefXFg4ww4Ozkk3ue/bjeWbwxM3DYqPl4LrVaLfLmzY+eqiYLs0mAQXnbKWvrcRXGn0ByEnFYjd20tctej+l3BJ4cAD7hy+SKeP3sK96bNBeg95S6ppEFU3Bb/MCppsPgU0wCJgMUSMIvwHj11GUMnLUW1iiVw9NQVXDuyggPM/p7thLB2/gjBgbO63CbewzG8b3tUq5iwSwN7/so5Q7kX2CbOW4fe3h7InNE5WSyfr/AKsS2ZQXjZHrzawqVw0X4u3j9SoUQPHZwK0Eqd4JPDgh5AwmtByZTAUEh4JZAECoEIEIHvImAW4W3qMxIj+raHW/liKFO3K64eWs4F//L1OzT1GYGzgX7fNZi0Nvr3wVOwvYGDQ8NQIG8OTB3ZHbmyZ0FMbBwatR8K/+m+KJQ/p9mF90T4XGijVag0TguNHa3wpjXPSr6fhFfJ2Tf92El4Tc+UeiQCREAcAmYRXia5Z3b7wc42XTLhDXn1Bg3bD8WVg8YdUCEOotSfIvQK74cqPjh70xtqWz3cxpu2bk4K/CgGYQmQ8ArLV2m9k/AqLeM0XiJgOQTMIrzs5TC240GtqmWTCe+cpVtw9dZ/WDNvuGwICy28r6sOxtUbjeCYX4+SPUl4ZTMxJBIoCa9EEmEhYZDwWkgiaRhEQIEEzCK8F6/9i35jFqBW1XIIOHAKnVrVx6Xr9/Dw8QssnzXki31wpZwXUwvv8G2h8C8RiCIfgDOLNuB+8Vl4/LQcXKvqUKAp1e9KdS6Eh7/Do4cPUKZseUmFSMIrqXTIPhgSXtmnkAZABBRLwCzCy2i/efceW3Yfx4Og59DqdCiYLyfaeNRCxgyOskqGUMJbKSwO+5dvxvUS6/DySS4U8tIha3kSXilOjhcvnqNtS3e8ePEMW3bul5T0kvBKccbINyYSXvnmjiInAkonYDbhtRTwQgmvW+hH7Fu9E+d/2IWIEEfaoUGiE4at6no1b4gXz5+hVp36WL5mE2xsbCQTLQmvZFJhEYGQ8FpEGmkQRECRBMwivFsD/04Vtqd7Ddkkg4RXNqkyeaA3r19FG88mePsmDPUbumPpqo2wspLWBvokvCZPu6I7JOFVdPpp8ERA1gTMIrze/aYkg8a2AXsR8hphbyPgXrcypo38dPqZ1OkKJbyVgyOwd+1uHMt8GNpYDcoP08LGhbYkk8p8OH3qb/i090Tkx49o4dkG8/yWJx5OIpUYWRwkvFLKhvxjIeGVfw5pBERAqQTMIrxfg80Oe1i75QBevn6LIb+1lU0+hBLeqk9eYuemMzjuuJtjUWWa6Y4wlg1ciQa6NzAAvbt1QlxcHNq098bMuX5QqaR55DMJr0QnkUzDIuGVaeIobCJABCAZ4TXkokG7Idi/cbpsUiOk8K7b8gqX7OfQlmQSmg1Bjx6i6k8luIi69/4dYydMlVB0X4ZCwivp9MguOBJe2aWMAiYCROD/BCQlvFqtDvXaDMKRLbNlkyAhhXfpVg1u2w1FlvI6FPaiHRqkMinmz5kObXw8BgwW/ghsvmMm4eVLkNonJUDCS/OBCBABuRIwi/CeuXjrC17RsbHYe+Qs3n+IwpJpA2XDU0jhnXGsKp5H1kDu2lrkrkf1u7KZFBIKlIRXQsmwgFBIeC0giTQEIqBQAmYR3jqtfb/A7WBvi+I/5EP/bq2QNXMG2aRDSOEde9AL4XGFUKSTDhmL0wqvbCaFhAIl4ZVQMiwgFBJeC0giDYEIKJSAWYTXklgLKbzD9vVAtC4TSvfTwiEHrfBa0rwRaywkvGKRVsZzSHiVkWcaJRGwRAJmEd4BYxdiZL+OyJzRWfZMhRTe/nsSakRphwbZTxOzDYCE12zoLfLBJLwWmVYaFBFQBAGzCK+be29sWjwG+XK7yh6yUMLb6G4sfj3Wm9t7l+3BS5e4BD5++ACH9OnFfagATyPhFQCqgrsk4VVw8mnoREDmBMwivP7rduPhkxeYOLQrrK00skZoauH1PnAbu/Odwe+ngerXu9KWZCLPDra3bueOXoiJicHGLbskd3JaWnGQ8KaVGN2fGgESXpofRIAIyJWAWYR3/bZD2Lz7OKKjY1C2ZGHY29ok4zfW10c2PE0tvF6HruBwnsuYvTMTcgc3py3JRJwJUVFR+LVDK5z8+yjSp3fEnkMnUKjwjyJGYPpHkfCanqmSeyThVXL2aexEQN4EzCK8M/w2pUptcO82sqEqlPDO25oTOV41pC3JRJoJ7Ijg1i0b4/LF83B2zoCtuw6gWPGSIj1duMeQ8ArHVok9k/AqMes0ZiJgGQREFd6QV2+QNZML1GppHsP6PSkVSniXra+IDO9L0ZZk35OUNLYJD3+HNi0a4/q1K8icJSu27NyHH34smsZepHk7Ca808yLXqEh45Zo5ipsIEAFRhbd4TR+cClgAF2dHiyEvlPCuWFMTTpGFUKKHDk4FaA9eoSbM2zdhaNGkHu79eweurtmxY88R5MmbT6jHid4vCa/oyC36gSS8Fp1eGhwRsGgCJLw80yuU8G5Z3JWLrNI4LTR2tAcvzzR9tXlISDA8Perj0YP/OMndGnAAOXPlFuJRZuuThNds6C3ywSS8FplWGhQRUAQBEl6eaRZCeP+zf4wZW5pzkdEevDwTlErzF8+foWGdanB0csLOwMNcOYOlXSS8lpZR846HhNe8/OnpRIAIfD8B0YXXzjbdN6O9uH/pN++Ryg1CCG+wVQjGBTSiLclESDIrZciSNRtcXDKK8DTxH0HCKz5zS34iCa8lZ5fGRgQsm4Dowus/3ReO6e1TpVq6WEHZUDe18HbZvRex0Zngc9qNtiSTzSyQbqAkvNLNjRwjI+GVY9YoZiJABBgB0YWXXlpLeeLZ2WjAhNf6nStaXSpPW5LR7yhvAiS8vBFSB0kIkPDSdCACRECuBEh4eWbO1Cu8bffvRqFHRVHz38Io5KVD1vK0QwPPFCm6OQmvotNv8sGT8JocKXVIBIiASAREFd4d+06icW03pEtnLdLwhH+MqYW3xsk1aPlPfRQPzk5bkgmfPot/AgmvxadY1AGS8IqKmx5GBIiACQmIKrwmjFsyXZlaeGueWImBgR3gEGuD0v20cMhBW5LxSfbewADY2Nigdt0GfLqRhUFxOQAAIABJREFUbVsSXtmmTpKBk/BKMi0UFBEgAkYQIOE1AlJqtwghvKO3d+EeSVuS8UvOn+tXY1D/3lwnF2/8h+zZc/DrUIatSXhlmDQJh0zCK+HkUGhEgAikSoCEl+cEIeHlCVCg5vPnTMe0SeNgZWWFpas2on5Dd4GeJO1uSXilnR+5RUfCK7eMUbxEgAgYCJDw8pwLphZezx0B6PV3M8D2PaqMt+MZnfKa6/V6jB7ui1XLl3ClDMvXbEKtOvWVB+L/IybhVWzqBRk4Ca8gWKlTIkAERCBAwssTsqmFt8tf29HuTEvA9R2qDEjPMzplNY+Pj8fvvbsgYPsW2NrZYePmXahUuaqyIHw2WhJeRaff5IMn4TU5UuqQCBABkQiQ8PIETcLLE6CJmkdFRaFLp9b4+9hhODo6YcOWXShfoaKJepdvNyS88s2dFCMn4ZViVigmIkAEjCFAwmsMpVTuMbXwDlh1GO7X6kJVOASVu2bmGZ1ymp/8+yjatHSHk5MztgbsR/GSpZUz+FRGSsJL08CUBEh4TUmT+iICREBMAiS8PGmbWnjHLzqHavfdoCobhMptcvGMTlnN2a4MFSq6ofAPRZQ1cBJeyrdIBEh4RQJNjyECRMDkBEh4eSI1tfAunvIQP4QWJOHlmRdqnkCAVnhpJpiSAAmvKWlSX0SACIhJgISXJ21TC+/KCc+R900uqCs/gFuzvDyjo+ZKJ0DCq/QZYNrxk/Calif1RgSIgHgESHh5shZKeDXu11CpenGe0VFzpRMg4VX6DDDt+El4TcuTeiMCREA8AiS8PFmT8PIESM0FJUDCKyhexXVOwqu4lNOAiYDFECDh5ZlKUwvvsokvUOB1Tji530SJ6vTyVdL03L51Azlz5YazcwaeWVNOcxJe5eRajJGS8IpBmZ5BBIiAEARIeHlSNbXwzp8WguLB2VGq8T2k/7kAz+gsp/n1q5e5bccKFCyErbsOwtbW1nIGJ+BISHgFhKvArkl4FZh0GjIRsBACJLw8EymU8JZs+xqOZWglk6Xn0sXzaNOyMSI/fkS1n3/B2j+3c8cG0/VtAiS832ZEdxhPgITXeFZ0JxEgAtIiQMLLMx9CCW+JHjo4FdDxjE7+zU+dOAbv9p6IjopC/Ybu8F+5AdbW1vIfmEgjIOEVCbRCHkPCq5BE0zCJgAUSIOHlmVQSXp4AU2l+9PABdO7ohbi4OLh7tMDiZWuhVquFe6AF9kzCa4FJNeOQSHjNCJ8eTQSIAC8CJLy88AEkvDwBptB8d8B29Onhg/j4eLRp742Zc/2gUqmEeZgF90rCa8HJNcPQSHjNAJ0eSQSIgEkIkPDyxEjCyxPgV5rvDQxAN5+23E+69eyDcROnm/4hCumRhFchiRZpmCS8IoGmxxABImByAiS8PJGS8PIE+JXmr1+9RNOGv6BZy9YYMnyM6R+goB5JeBWUbBGGSsIrAmR6BBEgAoIQULTw3rj7CKOmLcersHcoUjAPpo3qgSyZvtwZYe+Rc/Bfvwvvwj8gYwZHjPi9A34qk7BHLgmvIPMSERHhcHJyFqZzBfVKwqugZIswVBJeESDTI4gAERCEgGKFV6vVoVGHoRjVvxOqVyqJ9dsO4cylW1g0uf8XoJes3YWm9aogh2tmXLh6F77j/fD39nlcTSkJryDzkjo1EQESXhOBpG44AiS8NBGIABGQKwHFCu+NOw8xZcEGbPQbzeVOp9OjRovfsXf9NDimt081n5Ua98LBTTPh7OhAwivXma+QuEl4FZJokYZJwisSaHoMESACJiegWOENPHSGW9GdNKxrItQ2vSZgZL+OKFkkf4qgHzx+gT4j5mLfhoQXqWiF1+Rzkjo0IQESXhPCpK5ohZfmABEgArIloFjh3RJ4HHfuP8GYAZ0Sk+fTfyp6eXugUtmiX01ovFaLboNmoEOLeqhdvRx3z7sPcSZLvrWVGjMnPeeOFi7fRwWXQnqT9U0dKZOAbTo1oFIhOkarTAA0apMSYNtgp7e1RkSk6f7dYwFmSE+HyZg0UdQZESACXxBQrPAGHj6Dk2evcy+qGa6WXcdgnK8PShYt8AUoVvIwbJI/8uTMhj6dmyf+PDIm3mTTSqNWYeqEBOF1669CxsIm61pSHcXExKBj+7bw8GiG9h0/feCQVJAWEoy1JuGgjjgtndpnISk16zDUKhXSWasRHWvaD1D2NlZmHRc9nAgQAcsnoFjhvX0vCGNnrsaWpeO4LLPV22oefXFg4ww4Ozkky7xer8fYmatgb2eLYX3aJfsZlTSk7Zfkw4f36NimOc6f/Qc//FgU+46chq2tbdo6obuNJkAlDUajohuNIEA1vEZAoluIABGQJAHFCi9bsW3iPRzD+7ZHtYoJuzQcPXUZK+cM5V5gmzhvHXp7eyBzRmdMnr8BgJ7bjuzzi4TX+HnN9tdt09Idd27fRLHiJbF5x164ZMxkfAd0Z5oJkPCmGRk1SIUACS9NDyJABORKQLHCyxL274OnGDFlGYJDw1Agbw5MHdkdubJnQUxsHBq1Hwr/6b6wstKgccdhUKuTH2vbv1srdGnbyLQvrb1/hfkrwJU0lOihg1MBy/ka+umTx2jVrAHYn6VKl8Xmnfvg6Ogk198b2cRNwiubVMkiUBJeWaSJgiQCROArBBQtvKaYESZd4Q19hPl/prc44WUrumxll63wVqpcFes37YS9Q/KyEVPkgvr4kgAJL80KUxIg4TUlTeqLCBABMQmQ8PKkbVLhtdFg/rQQixLeC+fOoEPrZmC1u9V+/gVr/9wOGxsbntSpubEESHiNJUX3GUOAhNcYSnQPESACUiRAwsszKyS8qQP8+9hhdGrbArXrNoD/yg2wtqbth3hOuTQ1J+FNEy66+RsESHhpihABIiBXAiS8PDNHwvttgGxHhopuVb59I91hcgIkvCZHqugOSXgVnX4aPBGQNQESXp7pM7Xw7hoSC4dYG1SZZrr9fXkOkZrLmAAJr4yTJ8HQSXglmBQKiQgQAaMIkPAahSnlm0wtvEf6J+wGQcLLMzHUnCNAwksTwZQESHhNSZP6IgJEQEwCJLw8aZPw8gRIzQUlQMIrKF7FdU7Cq7iU04CJgMUQIOHlmUoSXp4AqbmgBEh4BcWruM5JeBWXchowEbAYAiS8PFNJwgssXjgHnl7tkCVrNp40qbmpCZDwmpqosvsj4VV2/mn0REDOBEh4eWZP6cI7ZsQgrFjqxx0VfOjvczxpUnNTEyDhNTVRZfdHwqvs/NPoiYCcCZDw8syeUoVXr9djUP/e2LRhDaysrLDQfzWaeLTgSZOam5oACa+piSq7PxJeZeefRk8E5EyAhJdn9pQovDqdDr26dUJgwHbuIImV6zajVp36PElScyEIkPAKQVW5fZLwKjf3NHIiIHcCJLw8M6g04Y2Li0OPzu1xYF8gbO3ssGbDVu7IYLqkSYCEV5p5kWtUJLxyzRzFTQSIAAkvzzmgJOGNiYnhjgk+deIY7B0csGnbHpSvUJEnQWouJAESXiHpKq9vEl7l5ZxGTAQshQAJL89MKkl4x40eimWLF8DJyRmbtu9B6TLleNKj5kITIOEVmrCy+ifhVVa+abREwJIIkPDyzKYphTf4uRUezU8ISIonrUVEhKNrpzaYMGUmihQtzpMcNReDAAmvGJSV8wwSXuXkmkZKBCyNAAkvz4wqSXh5oqLmZiBAwmsG6Bb8SBJeC04uDY0IWDgBEl6eCSbh5QmQmgtKgIRXULyK65yEV3EppwETAYshQMLLM5UkvDwBUnNBCZDwCopXcZ2T8Cou5TRgImAxBEh4eabSlMJ7+Xk0ouen5yKSYg0vT1TU3AwESHjNAN2CH0nCa8HJpaERAQsnQMLLM8GmFN7AZ6+RcYGrWYX39Km/UbVaDZ5UqLlUCJDwSiUTlhEHCa9l5JFGQQSUSICEl2fWLUl42THB7LjgDt5dMHXm/7eL4MmHmpuXAAmveflb2tNJeC0tozQeIqAcAiS8PHNtKcK7dtUyDB/cj6PRf9BwDB42micZai4FAiS8UsiC5cRAwms5uaSREAGlESDh5ZlxSxDeebOnYfrk8RyJcROno1vPPjypUHOpECDhlUomLCMOEl7LyCONgggokQAJL8+sy114x40agmVLFkKlUmHy9Lno9Gs3nkSouZQIkPBKKRvyj4WEV/45pBEQAaUSIOHlmXm5Cq9er8eIIf3BShmY7M5fvAItPNvwpEHNpUaAhFdqGZF3PCS88s4fRU8ElEyAhJdn9uUqvOPHDMNSv4QX05YsX4cmzVryJEHNpUiAhFeKWZFvTCS88s0dRU4ElE6AhJfnDJCr8F69cgmtmzfC4uVrUatOfZ4UqLlUCZDwSjUz8oyLhFeeeaOoiQARAEh4ec4CuQovG3ZERDicnJx5EqDmUiZAwivl7MgvNhJe+eWMIiYCRCCBAAkvz5lgSuHddyUczpsy4UWGCHgOt+cZGTUnAgAJL80CUxIg4TUlTeqLCBABMQmQ8PKkbUrhPXDuPRy3u+BBljB0HEQrrzxTQ81BwkuTwLQESHhNy5N6IwJEQDwCJLw8WZPw8gRIzQUlQCu8guJVXOckvIpLOQ2YCFgMARJenqkk4eUJkJoLSoCEV1C8iuuchFdxKacBEwGLIUDCyzOVUhXe169eotuv7bBwySrkzJWb5yipuVwJkPDKNXPSjJuEV5p5oaiIABH4NgES3m8zSvUOKQrv82dP0apZAzwOeoS69Rth9YatPEdJzeVKgIRXrpmTZtwkvNLMC0VFBIjAtwmQ8H6bkayE98njIDRvXBshIcEoUaoMNm3dDZeMmXiOkprLlQAJr1wzJ824SXilmReKiggQgW8TIOH9NiPZCO+9f++gVbOGYOUMVavV4FZ27R0ceI6QmsuZAAmvnLMnvdhJeKWXE4qICBAB4wiQ8BrHKcW7pFLScPvWDXg2rY/w8Hdo5O4Bv2VrYW1tzXN01FzuBEh45Z5BacVPwiutfFA0RIAIGE+AhNd4Vl+9UwrCe+niebRv1RTv30egfafOmDZrAVQqFc+RUXNLIEDCawlZlM4YSHilkwuKhAgQgbQRIOFNG68v7paC8Pr264VNG9ZgyPAx6Oc7jOeIqLklESDhtaRsmn8sJLzmzwFFQASIwPcRIOH9Pm6JraQgvCyYE8eP4OeatXmOhppbGgESXkvLqHnHQ8JrXv70dCJABL6fAAnv97PjWkpFeHkOg5pbKAESXgtNrJmGRcJrJvD0WCJABHgTIOHliZCElydAai4oARJeQfEqrnMSXsWlnAZMBCyGAAkvz1SS8PIESM0FJUDCKyhexXVOwqu4lNOAiYDFECDh5ZlKEl6eAKm5oARIeAXFq7jOSXgVl3IaMBGwGAIkvDxTKYbwRkVFYeG8mRg8bDTPaKm50giQ8Cot48KOl4RXWL7UOxEgAsIRIOHlyVZo4f344QPat/bAhXNn4NOlByZNm8MzYmquJAIkvErKtvBjJeEVnjE9gQgQAWEIkPAawfVt+HsMn7wU1+88RMYMTpgwuDPKlSzMtRRSeNmpaW1aNMb1a1fgkjETtu8+iB9+LGpExHQLEUggQMJLM8GUBEh4TUmT+iICREBMAiS8RtAeOskfOV0zo8+vLXDz7kMMHO+HwLVTYGuTTjDhde8cjxZN6uHev3fg6podWwIOoEDBQkZES7cQgU8ESHhpNpiSAAmvKWlSX0SACIhJgIT3G7R1Oj2qNP0Nx7bOhZ1tOu7uvqPmo2Wjn1GzShmTCe/TJ48xevwcvDj/LzTOzngZcQkhL54jZ67c2BF4mPuTLiKQVgIkvGklRvenRoCEl+YHESACciVAwvuNzIW+eosOfSfh0KaZiXfO9t+MDM7p0blNI5MILytdqP9LZTDpTXrlyJUbu/cf51Z46SIC30OAhPd7qFGblAiQ8NLcIAJEQK4ESHi/kbnHz0LRZ8Rc7F47JfFOv9U7wVZ++3Rujpg4He/cn/j7OOrV/fJY4IG+gzF5ylTe/VMHyiVgpVYBKiBeq1cuBBq5yQioVIC1Rv2/du48zqd6j+P4exIzZqaxJqXULUoyCWkxlKWyJEtCSIORLGOPydiXwdj3PRFCSsYWueFaihYiCdctSVmSPWtj7uMcd353mDFLZ47Hcc7r95/mnO/v83l+vnm8nTnn6OJf1v/eS1qUf9ZbMq1GFkIAAQRSEiDwprEvjhw9ofot+5i3NCR+YsfPVd7cORTRoFqm7Kq1a9eqQoUKydYKDw/XjBkzMuU7WAQBBBBAAAEEEPCqAIE3jcknJCQorEakVswdqpDgQPPollEjVLd6eVUqV1J/nLpoee98t32bKpR7Itk6AwYNU8vWbS2vzwLeFQj0z2Je4T17Pt67CHSeaQJZbpFuC8ymE2es/72XtKg8IVeej+CDAAII2CVA4E2HbK+h05UnVw61bXblLQ2R3UfrkzlDFBQYkCn38BolDB8SoxFDYnzVPB1WTh/GrUxHdRyCwPUFuIeX3ZGZAtzDm5marIUAAjdSgMCbDu1TZ84qeuBUbdmxRyHBQerZ8XWFlS5mnpmZ7+G9eO609u3dqfx33aOQPHelozIOQSB1AQIvOyQzBQi8manJWgggcCMFCLwWtTMz8Gb3z6Jcwdl07kK8jmfyrwwttsnpN6kAgfcmHZxDyybwOnQwlIUAAmkKEHjTJEr9AAKvRUBOt1WAwGsrr+cWJ/B6buQ0jIBrBAi8FkdJ4LUIyOm2ChB4beX13OIEXs+NnIYRcI0AgdfiKAm8FgE53VYBAq+tvJ5bnMDruZHTMAKuESDwWhwlgdciIKfbKkDgtZXXc4sTeD03chpGwDUCBF6LoyTwWgTkdFsFCLy28npucQKv50ZOwwi4RoDAa3GUBF6LgJxuqwCB11Zezy1O4PXcyGkYAdcIEHgtjpLAaxGQ020VIPDayuu5xQm8nhs5DSPgGgECr8VREngtAnK6rQIEXlt5Pbc4gddzI6dhBFwjQOC1OEoCr0VATrdVgMBrK6/nFifwem7kNIyAawQIvBZHSeC1CMjptgoQeG3l9dziBF7PjZyGEXCNAIHX4igJvBYBOd1WAQKvrbyeW5zA67mR0zACrhEg8FocJYHXIiCn2ypA4LWV13OLE3g9N3IaRsA1AgRei6Mk8FoE5HRbBQi8tvJ6bnECr+dGTsMIuEaAwGtxlARei4CcbqsAgddWXs8tTuD13MhpGAHXCBB4LY6SwGsRkNNtFSDw2srrucUJvJ4bOQ0j4BoBAq9rRkkjCCCAAAIIIIAAAikJEHjZFwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCBA4GUPIIAAAggggAACCLhagMDrkPEeP3la3QZO0fYfflTunCHq16WZSoYWdkh1lOFkgcuXEzR43Pta/tkmZc2aRW82rqFXa1ZMVvKW7/aoSYfBypb1Vt/P1nw4SrcFBzq5PWpzkMC/vtimLv0n6r0x0SpSqKCDKqMUBBBAIHUBAq9DdkhUzGQVyJ9XkU1f1o5dP6pT3wla+t4gBfhnc0iFlOFUgY+WrTPD7vhBHXT23AU1bhujIT1a6pGH7ruq5FXrvtamb3aqZ8fXndoKdTlYYMb8FVrz+VadO3/B/Ac5gdfBw6I0BBBIJkDgdcCmMK7QlanRRsbVtuwBVwJu2x5jVKfaMypf5jEHVEgJThZoGTVcjV+prLDSxcwyZ334qQ4dOaYurV+9quz5cat17ORptXq9ppPboTaHCmze+oNKPFJIEZ2Hqnv71wi8Dp0TZSGAQMoCBF4H7IzDvx/Xa21jtGreMF81IyZ/oJw5gtXs1WoOqJASnCxQtVFXvTO8q+7Kn9csc/3m7zRn4SpNiu10VdnvzvtEMxeslH+2rMoe4K96NSqoYe1KTm6N2hwo8FpkjHp0aEzgdeBsKAkBBK4vQOB1wO74+cBhRUaP0pL3BvmqmTBjkYwrv5HNajugQkpwskD5Oh300bR+ypMrxCzzq293aez0heZ9lkk/8fGXdeHiJQVm99f+Xw+bv0WIbFpbzz/zuJPbozaHCRB4HTYQykEAgXQJEHjTxWTvQUeOnlD9ln3MWxoSP7Hj5ypv7hyKaMAVXnv1b/7VqzaK0uQhnVSwwB1mM6s3btUHi1drUmznVJv7YMla835x435MPgikV4DAm14pjkMAAScJEHgdMI2EhASF1YjUirlDFfK/J+ZbRo1Q3erlValcSQdUSAlOFmgTPcrcK4n3e0+ft1zGbTLd2jZKtey5iz7TT/sPKbpd6sc5uXdqu/ECBN4bb843IoCAdQECr3XDTFmh19DpypMrh9o2u/KWhsjuo/XJnCEKCgzIlPVZxL0CS1d9oY8/We97S0OjNgM0ICpCpR59UOs3b9fBw3+Y9+sab2gIffh+c0/9duioWnQdrt6dwlX6sSLuxaGzTBcg8GY6KQsigMANECDw3gDk9HzFqTNnFT1wqrbs2KOQ4CDz1VGJT92n53yO8bbA8EkfaNGK9fLz81OT+lV8DzsaV3v3/HhAg6NbaOqcpZqz8J8mVMhtQWresJpqvBDmbTi6z7AAgTfDZJyAAAIOECDwOmAIlIAAAggggAACCCBgnwCB1z5bVkYAAQQQQAABBBBwgACB1wFDoAQEEEAAAQQQQAAB+wQIvPbZsjICCCCAAAIIIICAAwQIvA4YAiUggAACCCCAAAII2CdA4LXPlpURQAABBBBAAAEEHCBA4HXAECgBAQQQQAABBBBAwD4BAq99tqyMAAIIIIAAAggg4AABAq8DhkAJCCCAAAIIIIAAAvYJEHjts2VlBBBAAAEEEEAAAQcIEHgdMARKQAABBBBAAAEEELBPgMBrny0rI4AAAggggAACCDhAgMDrgCFQAgIIIIAAAggggIB9AgRe+2xZGQEEEEAAAQQQQMABAgReBwyBEhBAAAEEEEAAAQTsEyDw2mfLyggggAACCCCAAAIOECDwOmAIlIAAAggggAACCCBgnwCB1z5bVkYAAQQQQAABBBBwgACB1wFDoISbS6Buiz5qWr+qqlV68uYqnGoRQAABBBDwqACB16OD93rb0YOmKm7lxqsYsgdk09crpqRJY1fgfa5+Zx08/If5/blz3qaHChVU6/CaKhn6YJo1pXXAhJlx+vPsOXVp9ap5aI/YdxRer7IK/+Nu889/nj2v6q+/rQVT+ipv7hxpLZehnyftK0dIkArdV0Ctm9TSUyWLpmsdw2TIhLka2TcyXcdzEAIIIIAAAtcKEHjZE54UMAJvcFCgWoXX8PXvJz/lzBGcpoedgbdbZCM9WfJhHT12UguWrtX8uNVa9G6M7r7z9jTrSu2Ar7ft1oWLlxRWupguXfpLVRp21aQhnXyB9/LlBE2ZvUQRDaopa9ZbLX3XtScbgbdr6wZ6qlRRnTh5Rks+3ah35i5X3IwY3XNXvjS/yzD44pudGtWPwJsmFgcggAACCKQoQOBlY3hSwAi8xpXMTm/WS9b/8ZOnFTt+rjZv2anTZ87q4cL3ql+XZvpHwTvNY5MG3iNHT6jfiJn6atsuGaHxoQfuUf+u/z/2gyVrNXXOUh0/cUqhD9+vnh3Ddf//1kkpGPbu1ETlngz1/ahGeLTC61VRnRefMf/bR8vWadr7S80rwXfflU+RTWurSoUnzJ+lVsvQCfN09tx5de/QWPXf7Ktde/frtuBA3XKLn9lbmccfUemqLfWvhaM1edZinTpzVrHd3/TV8euho6rSsItWLxip2/PklOW+mnRXeN3Kvr5GT/tIK9d+qUNHjunOO/LorVb1VaFMCS1asUExo2eZIT0wMED33p1fcyf0NOvKSA2e3OQ0jQACCCDgEyDwshk8KZBa4L30V7xWrvlSZUoXU2B2fw0e+74OHz2uiYM7Jgu8b/WbqFw5gtWxRV0Z53397W6VfTJU/tmyasOX3ylm9GyN7NtGBQvk07y41Zoft0aLZw40f56uwNuku16r87zqvVRe6zdvV7eBUzWsVys9WvR+GVdtowZM1qQhnVW86ANKrZbEwNu7cxPzax97vrkWTOnju8JrhOHEwGuE2+adh2pD3FhfndPeX6ZNW3Zq2rAumdJXnea91KBWJb1S/VmznlXrvlaRQgWVP18eLf9skwaOma2Ni8fp1ixZzH8wfL9731VXeDNq68lNTtMIIIAAAgRe9oC3BYzAu3z15quCZ8WwkhoU/UYymC3f/VtdB0zSP+cPTxZ4O/UZr7y5cyq6XaNk50V0HqJalcvqpRfK+H4WVjNSI/tE6okSRVINvEYANQLyxJlxWjYrVvny5lSzjrEKeyLUvO0g8TNu+sfa89MvGtO/nVKrJSOB17jybdzyYFxlfa5cKfOrjIDa+JUXVKtKWVnpKz7+suJWbjCvoC+bNTjF+4UTEhJU4vnmWjY7VgXy500x8Ga0Bm/vdrpHAAEEEOAKL3vAkwJG4PX3z6bmDV/09Z89wN98WMy4NcC4beDb7/eav0o/f+GS+cDXuo/HJAu8Bw7+rrbdR+tyQoIa1qqkmlXKKsA/m3lc+ToddOLkacnPz/cdly9fVkxU86tCcOIPjXtdT53+0/zjxYuXVKr4Q+rUop4eeeg+8789+3J7M5CXebyYb73VG7dq2MR5Wj47VqnVktHAO3b6Qu375ZCG926t/b8eVq2mPcz+g4Oy/+2+br01i878ec58aG1gtzfMK7rGx7gyPmP+J1qzcavOnb8gPz8/7f7PL1ry3iDz9o+UrvBm1NaTm5ymEUAAAQR8AgReNoMnBVK7pcG4mlkytLB5m0Jg9gDz1gHj6mlKgdfAM65Ibvhyh6bPW6aDh49pxui3lf/23HqmdjsNiIrQM08VT5exEXjbR9TR048/otw5Q8z7a5N+yrzURsN6t7o68G7YomGT5puBN7VaMhp4f9p/UHVb9Nb6ReM068OV2rX3F43o09r8jr/bV+kSRbR6w1ZNn7dci2cMNG8XMT7G1d75AmpgAAAFMUlEQVQdu37U0F6tTDfDM7RiM/PWj+sF3ozWkK4BcBACCCCAgGsFCLyuHS2NpSZwvcBrPKT2VPXW+nTeMPPX6cbHeFvC2HcWXjfwJv2e1t1GqkSxwnqjUXU17ThYxYsWUoc3XknXMIzAe+1Da0lPNNYLKx161VVp45YG4wG0cQPbJ/uOpLVcG3hLVW6hOeN7+K6yJr2HN/G1ZMbDeW82fsm8raJN09qqGFbC/A4rfRlhNrz9IPNBwG5tr9wGYvwDw7hPuXbVcuaffz5wWNVei/Jd4TUC8tYdezV2QDtfjxmtIV0D4CAEEEAAAdcKEHhdO1oa+zuB1whkYTUi1aZpLdV7qYK+37NPvYa+a96akNIVXuPNAkUK3asCd+bV70dPyAiZEQ1fVPXnntbGr3aofc8x6tO5qco+EaozZ8/pi2++V80XwpQtnQ+tJe1hzedb1TN2uu+htW+271HX/pM0bmAHlXr0QfMtB9er5drAW6NJd1V/7ilFNHhRf8XHKz4+3vfQWmLgnblgpfmg3M7d+8y3NyS+rsxqX//5+Te98kZvzRz1th4t+oDa9hijAP+s6t81wnwd24BR72nTlh+08J3+5hXelWu/0uBxc8x3BAcFZpfxvuSM1sD/DQgggAAC3hYg8Hp7/p7tPrVbGtZ+/q0GjZ1jvpmhaOF71atTuFpGjdDaj0aZXklfSzZ51hLNi/tMx0+cVu5cIapZuazaRbxs3odqfBZ/ulFTZy/V/l+PKCgoQKVCH9SIPm1SfNdtWld4jfWWrvpCk2Yt1oHfjqjAnberVXhNM1wbn9RquTbwGoGx97B3dez4KcW83VzPPl08WeD9/Y8Tqli3o+pUe1Z93rrydofEj9W+jNeQrd64RR9O7adfD/6uboOm6od//2ze0hAV2UBTZi816zICrxHIjWC/btM2FSxwhxmEM2rr2Y1O4wgggAACpgCBl42AAAIIIIAAAggg4GoBAq+rx0tzCCCAAAIIIIAAAgRe9gACCCCAAAIIIICAqwUIvK4eL80hgAACCCCAAAIIEHjZAwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCBA4GUPIIAAAggggAACCLhagMDr6vHSHAIIIIAAAggggACBlz2AAAIIIIAAAggg4GoBAq+rx0tzCCCAAAIIIIAAAgRe9gACCCCAAAIIIICAqwUIvK4eL80hgAACCCCAAAIIEHjZAwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCBA4GUPIIAAAggggAACCLhagMDr6vHSHAIIIIAAAggggACBlz2AAAIIIIAAAggg4GoBAq+rx0tzCCCAAAIIIIAAAgRe9gACCCCAAAIIIICAqwUIvK4eL80hgAACCCCAAAIIEHjZAwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCBA4GUPIIAAAggggAACCLhagMDr6vHSHAIIIIAAAggggACBlz2AAAIIIIAAAggg4GoBAq+rx0tzCCCAAAIIIIAAAgRe9gACCCCAAAIIIICAqwUIvK4eL80hgAACCCCAAAIIEHjZAwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCBA4GUPIIAAAggggAACCLhagMDr6vHSHAIIIIAAAggggACBlz2AAAIIIIAAAggg4GoBAq+rx0tzCCCAAAIIIIAAAgRe9gACCCCAAAIIIICAqwUIvK4eL80hgAACCCCAAAIIEHjZAwgggAACCCCAAAKuFiDwunq8NIcAAggggAACCCDwX2DKJafJeumxAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision_recall:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cumulative_gain:\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lift_curve:\n"
     ]
    },
    {
     "data": {
      "image/png": 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rhVc/UwqvGaYUXnNcmVmNAIVXjRuF1yY3J4VTeM1Ug8KrnyuFVz9TCq8ZphRec1yZWY0AhVeNG4XXJjcnhVN4zVSDwqufK4VXP1MKrxmmFF5zXJlZjQCFV40bhdcmNyeFU3jNVIPCq58rhVc/UwqvGaYUXnNcmVmNAIVXjRuF1yY3J4VTeM1Ug8KrnyuFVz9TCq8ZphRec1xF5gHDn8btfa/EeW1bmr1RDGWn8NosJo8lswnQAeEUXjNFoPDq50rh1c+UwmuGKYXXPteSkhLMe+sTLH7/S+zcvQ8pyUm44pJzMXLIjY4V3pnzlmLma0sR746TAE5u0QzzZ4yWX+8/kIOHJ87GT//eiHp10jFu+K04q/VJ8rOr+z2CKY/dhZOOP0b++t2P/o63P/gar0wZjoQEj32YACi8NjFSeG0CdEA4hddMESi8+rlSePUzpfCaYUrhtc917JS5+Pdv/8OYYf2lOGZlH8TW7bvR5tQTIi68W7btwjff/YQbelx+xIFNnP46zj7jZFxxyXkV2o14fBaaNm6AQf17YN2GjXhg7Awsm/cEEr0JZYR31b/W48nn5+PVaQ8jIz3FPsjDGSi8NlFSeG0CdEA4hddMESi8+rlSePUzpfCaYUrhtcd105Yd6HXnWHw0fxLq102vkCx0S8NP63+HEM39Bw4iLi5OrgC3b9caRcXFGD91Hv65ZgMKCwvR8sRj8fzEe7Frz36MfOIl7Ni9DwUFheh51aW486arKu3w3swDmPHqe/ht41YMvvU6uYXivkefx2+b/ijT/tIL22LYwN4YOnYG+nbvJKU39PL7S3DB1ffgi7eeRVJigvxo8KjpuK5rB1xywZlB4RXfv3f0c3jp6eFSjnVeFF6bNCm8NgE6IJzCa6YIFF79XCm8+plSeM0wjTbh3bj3EN5bs80cjCoyt2iYimvObFLh0wXvfoaV3/+C5yYMqTQyVHh3782CLz8fzZs2kquwk19ciKVzH8cXK9dg6cf/wNSxg2SOP3bswTFHN8SkFxag6dENcUOPTigsLEJmVg4aNaxb5j45B3PxyoIP8cPP/8Ft13fDxX9pY4nNXQ9NxeatO1BYVIzGDeth8G090K5tKynZNw5+HCvefDqY55lZi1AnIxW39ukqhfehQdfj8WmvY9KogTjtlOMs3S+cRhTecGhV0pbCaxOgA8IpvGaKQOHVz5XCq58phdcM02gT3k//vQu3v/q9ORhVZO7Y6ii8csu5FT6dMfddKaKj7rupWuENbSBE84Kr7sHq5TPlKuygkdMwdlh/nH/2qcFmi97/Eh9+tgqPPnALWjQ/utL83W8dheObN8FTjwyAxxNvmYsvvwBut1vu4V299lc8MOYFLH5prFxJHjTyWbw/74lgLjFGsfI76NbuUnhFm4OH8uQq9JmnnWj5nlYbUnitkqqiXcSFd0yGzR5XHr598E4jeaMhKYXXTJUovPq5Unj1M6XwmmEabcLrtBXeeYs/xg8//4Znx5Wuzpa/Qld4v1vzb7yxZAV8vgLZTKzKfv/R7MNf/4aZ896DWAUedldvXHRea/l98VDYnIXL5SrsI/feKFeHQ68D2Yfw+tuf4LO//4CuHc9Hr6svRXpqsmwitiL8trHsloaOF52F4Xf3qdDP4eNfxMXnn4nz2rZC74Fj5JaGwPXUCwvQoF4Gbru+dIV32MBeKCoqxqQZb2LJK+OQnJSodXJSeG3ipPDaBOiAcAqvmSJQePVzpfDqZ0rhNcM02oTXHAW1zOt+3YTbh07GJ28+HRTN0EwB4T3lhGbocsODeOMFsSJ7NHLzfOjQfUhQeAMxv/y6GQNHTMGyeU+WeRBMnISwcOnnWDRrTKUdzc3Lx1vLvpQnRVzbpb2U03AuscIrhFkI8YVXD8JHCyYHxzNwxDPoeeUl6Nj+rDIPrY15ei78JX55ioPOi8Jrk2bEhReAzns2mnsO3Dl/YM/1n6Kwwek2aURnOIXXTN0ovPq5Unj1M6XwmmFK4bXPVeyHzfPlY/R9N8ntBWK7QGZWttyHGxDeJo3ro8/AcVKMk5O8ct+tWNFdvXwWduzORJI3Qe6TFSJ8Tf9RWDTrMWTuz0azJkfJ475+/X0rRkyYhXfnTDhih8VWCXGyQtvTS48Rq+r6cuVaXNSuNeLdbqxeuwHiZIZ3XpkgJfvRyX9D/boZGHxr6SkNgx6ZhuVvTEJKcmIZ4c3zFaDngMfwwICeuOyis+yDPJyBwmsTpU75rK4rTeonySY671n/7e7wbv8Wmd3mwNeiS3VdiMnPKbxmykrh1c+VwqufKYXXDFMKr32uQvymvfwWPvrin8jOOYTUlCT0790F/ft0KXMs2eQZb+LDz1fJs217XnUJFi39AkteGY81637DqKdekdsExD7cW3pdIVdUxQNxr8z/QH4vNSUZDw++IXgert1eDxk9HWt+/k3mFqcsPHj39WjdqoVMm30wFyMnvoQf1v0H6akpGH3/zbjw3NKFtvLn8Irj2O5+eCoWzx4rtz3ouCi8NinqlM/qumJCeNNWTUba6inIOXcocs4fXl0XYvJzCq+ZslJ49XOl8OpnSuE1w5TCa44rM6sRoPCqcQtGRbvwJm5cjnof9EdxejO5ylsbtzVQeG3+EFQRTuHVz5XCq58phdcMUwqvOa7MrEaAwqvGLWaE17N3HRou6CTHk91hHA62GWCTSPSFU3jN1IzCq58rhVc/UwqvGaYUXnNcmVmNAIVXjVvMCK8YSODBtdq6rYHCa/OHgCu8ZgBWkpXCawZ1YoIbyV43MnNKj3XipYdAWlI84HIhJ7dQT0ILWQJb/yw0ZZNaRoDCa7Pg0b6lQQw/ecNC1Flxr9zW4PekIfviCchveoFNMtETTuE1Uyuu8OrnSuHVz1RkpPCa4UrhNcOVWdUIUHjVuMXUCq9320rUX9IjOCYhvlmdptUa6aXw2vwh4AqvGYBc4Y0YVwqvGdQUXjNcmVWNAIVXjVtMCa87ZwsavN1DnscbuMT2huKMY5HbqpdNQs4Pp/CaqRFXePVz5QqvfqZc4TXDVGSl8Jpjy8zhE6Dwhs+sTEQsbGkQAxIPr4mV3vSvHy0zvtrwIBuF1+YPAVd4zQDkCm/EuHKF1wxqCq8ZrsyqRoDCq8YtplZ4QxGk/ji7jPTWhgfZKLw2fwgovGYAUngjxpXCawY1hdcMV2ZVI0DhDYOb31+CW+6diBOPa4rHhvaTkbGywhvAILY3iJdReLd9K7c4HDzjdvkQW1z+Afi9et52EgbyiDSl8JrBzC0N+rlyS4N+piIjhdcMVwqvGa4ia+DVwue1bWnuJjGWmcIbRkHnLvoI33z3E5o3OSpmhTeAI3A+r9+bLr+1v9vcmH2IjcIbxg9BGE0pvGHAstiUwmsRVJjNKLxhArPYnMJrEVQVzUpKSjDvrU+w+P0vsXP3PqQkJ+GKS87FyCE31qjw/vDzf9DvvieR4IkP9vyLt55FWmoy9h/IwcMTZ+Onf2+UrzoeN/zW4GuLJzz7Go5vfjRu6FF69v9/Nv6Be0c/h5eeHoZjjm5oD5aFaAqvBUiiyeatO/HQ47PQr3cXfPfD+pgXXjHmxrNOQlxBjiTkO/4KZF75qkVa0dWMwmumXhRe/VwpvPqZiowUXjNcKbz2uI6dMhf//u1/GDOsP05u0QxZ2QexdftutDn1BOPCO+u19/F/V16M+nVLF71CrxVff49V/1qP0fffXOGzEY/PQtPGDTCofw+s27ARD4ydgWXznkCiNwGhwrtrz37c+sBTeGrUnTj9lOPtgbIYTeG1AEpsZeh//5N4aFBfbNm2G6v+9UtQeHdn5VvIoKfJUXW8MlGk7pmx9GYk/LESroJslHgzsOeu3/QMxGFZMlI88OUXIb+oxGE9i+7uNMjwIjM7H35i1VbIuDigXmoC9mbzBQnaoALweuKk9B44FLkXJOjsv1NzpSS65YsnDuUVRayLgT8nI3ZDQzfatGUHet05Fh/Nn1SpdIZuafhp/e+YOP117D9wEHFxcXIFuH271igqLsb4qfPwzzUbUFhYiJYnHovnJ94LIZsjn3gJO3bvQ0FBIXpedSnuvOmqMiNZ/vl3eGXBh7jkL2eif58uSElODH6+8L3PkXkgB3fdfE2ZGOFKF1x9D8Rqb1Jigvxs8KjpuK5rB1xywZlB4b2280VyhfieftfK70fqovBaID3nzeXIzfPhnv7d8fGXq8sIb1Gx30IGPU3i3XEyUcTu6cuCa9c6uOeV/iAUjd6vZyAOy+KOc0kpE//5iJc+AmK+Rmyu6uu2wzO5EO92kavmKrlcLsS5gGL+7Uwr2TiXS+bzR/D31sCfk2EPZN9/gZ8Whx1mO6DBiUDrnhXSLHj3M6z8/hc8N2FIpbcIFd7de7Pgy89H86aN5LbLyS8uxNK5j+OLlWuw9ON/YOrYQTLHHzv2yK0Dk15YgKZHN5RbCwoLi5CZlYNGDetWuE9xsR9LP/kHFi79Al0va4c+11yGhAQPhBO9uvhjeBM8SEr0otfVl6Jv945SpG8c/DhWvPl0MNczsxahTkYqbu3TVQpv86ZH4R+r1+HSC9vKfJG8KLzV0N64ZQdGPfkyXp0+Ep54dwXhjbWH1irD0XD+ZfDsW499PZbE5D5ebmkw81sOtzTo58otDfqZiozc0mCGa1Rtafh1ObCgjxkQR8p6cmeg78IKLWbMfVeK6Kj7bqpWeEMbFBYV44Kr7sHq5TPx26Y/MGjkNIwd1h/nn31qsNmi97/Eh5+twqMP3IIWzY+udsw5B3Nx98NT0bB+XTwz5m4IEc4vKERykhdbtu2Sq7iD+neX2y4GjXwW7897IphTjEOs/A66tbsUXrEdIt7txg3XdZISHMmLwlsNbbGP5eX5y+R/JhBXUVExiouLcVyzo/HunAkxd0pDZTjSvxqF1J9ehniAbc/1n6I4rXkk56jxe1F4zSCm8OrnSuHVz5TCa4apyBpVwuuwFd55iz/GDz//hmfHla7Olr9CV3i/W/NvvLFkBXy+0q1O4qGy7z+affjr3zBz3nsQq8DD7uqNi85rLb//7kd/x5yFy9G4YT08cu+NcnW4/CVi5r/zKf7+z5/RvctFuK7bxXIvbvlLCLTYryv27fYeOEZuaQhcT72wAA3qZeC260tXeBMTE9D32o7oPXAsXnp6OFqeGDmfoPCG+bNefktDbVjhTdy4HPU+6C9JxeK5vBTeMH8ILDan8FoEFUYzCm8YsMJoyhXeMGCF0TSqhDeMcUWi6bpfN+H2oZPxyZtPIz01uUrhPeWEZuhyw4N444VR8gQEsf2yQ/chQeENBP7y62YMHDEFy+Y9iYz0lGC+tz/4GguXfo5Fs8aUucfYZ16F2Bt8S68r0LXj+XJVtqpLbL/YtGUnHh7cFxdePQgfLZgc7PPAEc+g55WXoGP7s8o8tPbhZ99h1utLsXjWGLlNIhIXhTdMyrVReMUZvI1nnyJJFac3w65bVodJzdnNKbxm6kPh1c+VwqufqchI4TXDlcJrj+tdD01Fni8fo++7Ccc3bwJffgEys7LlPtzACm+TxvXRZ+A4KcZii4F40Eys6K5ePgs7dmciyZsg99AKEb6m/ygsmvUYMvdno1mTo6Ro/vr7VoyYMEv+F+vQ6/sff8XZZ5wMsb+9/CVOaGjdqoV8kG37zr0Y8OAUPPbALTj3zJZ4dPLfUL9uBgbfWnpKw6BHpmH5G5Nk2/LHkj00cTbqZqRhxD3X2wNlMZrCaxFUVc1qwwqvGHu9ZbcgcdPHEkNmtznwtehik5xzwim8ZmpB4dXPlcKrnymF1wxTkZXCa49tnq8A015+Cx998U9k5xxCakoS+vfuIk9NCN3SMHnGm/jw81Xy3NueV12CRUu/wJJXxmPNut8w6qlX5FZMjydertaK1VaxIvvK/A/k91JTkvHw4BuCZ+Va6fFLbyzDG0s+lU3T01Jwe9+uuPqvF8pfZx/MxciJL+GHdf9BemqKPLrswnNPl5+VF5ihDDIAACAASURBVN5DuT5cd/ujGDO0X5k9xlb6oNKGwqtCLSSmtgiveBFFyppZSN6wWK7y7unzacy8eY3Ca/OHoIpwCq9+rhRe/UwpvGaYUnjNcWVmNQIUXjVuwajaIrxiwKFbG2LpxAYKr80fAgqvGYCVZKXwmkHNLQ1muHKF1wxXZlUjQOFV41YrhVcMuslzjeXYsy6fhtyWvW3Sc0Y4hddMHbjCq58rhVc/U67wmmHKFV5zXJlZjQCFV41brRXe1B9nI/3rR+X4tw/eaZOeM8IpvGbqQOHVz5XCq58phdcMUwqvOa7MrEaAwqvGrdYKbyxua6Dw2vwhqCKcwqufK4VXP1MKrxmmFF5zXJlZjQCFV41brRVeMfA6KwbLh9di5UxeCq/NHwIKrxmAlWSl8JpBzT28ZrhyD68ZrsyqRoDCq8atVgtv4EUUsXImL4XX5g8BhdcMQApvxLhSeM2gpvCa4cqsagQovGrcarXwhm5r8LXojKxO06L6iDIKr80fAgqvGYAU3ohxpfCaQU3hNcOVWdUIUHjVuNVq4RWDbzj/Mnj2rZccon1rA4XX5g8BhdcMQApvxLhSeM2gpvCa4cqsagQovGrcar3witMaUtbMhjvnj6h/3TCF1+YPAYXXDEAKb8S4UnjNoKbwmuGqO6t4c1pBQSHu6d9dd2pH5aPw2ixHbXrxRGWoGs86CXEFOTjY5g4cbDcsKrc2UHht/hBQeM0ApPBGjCuF1wxqCq861/0HcnDRNYORkZ6COFccEr0e/PXiczF0YG+43XHqiSuJDBXe9f/ZjOf+9g5efPJ+rfdwQjIKr80q1HbhDZzYIDBmdxiHg20G2CQa+XAKrxnmPJZMP1ee0qCfqchI4TXDtTYI73vvvYe1a9fiuOOOwzXXXIM6depogSmEt9tND2Hl0hdkvr2ZBzDokWno0bUDel11iZZ7BJKECm+erwD/2bgVbU49Qes9nJCMwmuzCrVdeJM3LET6V6NKV3nPuB3ZF0+wSTTy4RReM8wpvPq5Unj1M6XwmmEqssa68Hbv3h3vvvtuEKCQ3TVr1kj5tXuVF16Rb8bcdyGEdOjAXsg6cBAPTZyNTVt2oKioGH2uvQx33HClvO38dz7D/Hc+ldsU0lKT8cIT96Fxw3r4etWPeGbWYvjyC3Be25YYde9NSEjwIFR4f1z/O56ZtQivTnsY4uvZr78vY/+3bRf2ZR7ALb0649rOF8n7/O+PXRg96RXs3puFpo0bYMJDt+Poo+rZHbqxeAqvTbS1XXjFiQ0J21ai3gf9kd/kL9h33Ts2iUY+nMJrhjmFVz9XCq9+phReM0yjTXg3b96MV1999Ygwjj32WPTr10+2Eau6bdu2rdD+3nvvRd26dS3nqapheeHdsy8Lg0dNxwMDeklZ9ftLsPaX33BW65Pl6u+VNz+MD19/Cp54N67tPwofvvEUvAkebNu5V8rojt2ZuPGeCXj9+UfQ+Kh6GPnEyzjhuCa4vW+3Iwpv37vHY8GM0Tjj1BOwb382rrr5YXz59rOIj49H99tGYdjA3mjf7gws+fBrfPzlasyaNNTchLKZmcJrE2BtF16BL/SYsmh83TCF1+YPQRXhFF79XCm8+plSeM0wjTbh/fLLL3HppZceEcbFF18M0U5cVbVv06YNfvzxR8t5jiS8Yg9v/brpKCouRnZOrlzBHXJbD7hcrgphN9wzAY/ceyNOOaE5ut44Arf17YbunS+CxxMv285b/DG279qHhwb1lb/+55oNeO5vS/DacyOPKLyjn3oFS1+dGLyfEOsZT9yP3DwfHnnyZbz98jj5mejjOVcMwOqPZkvpduJF4bVZFQpvKcBGc8+RJzZkXT4NvuM7R9XDaxRemz8EFF4zACvJSuE1g5p7eM1wjaYtDWKFd+7cuUcEIbYqWFnhrW4fb2ieIwlv6B7eAzmH8MRzb6B+nXQMv7sPtm7fjVmvvY9de/ZD+O/P/96Il6YMx+mnHI/tO/fixXlL8e3363BzzyvkP5NffBPvffQP+RCcuPx+PzLSUvDmzMeOKLxTZi7EvOkjg928ut8jeHbcIGzdthtDx76ARg3/3MJwIPsQ3p0zAQ3qZZiZUDazUnhtAqTwlgJMWzUZaaunyK+F9Oa27G2TbOTCKbxmWHOFVz9XCq9+piIjhdcM12gSXhUC1157LcRDa4ErIyMj+ACbSr7QmMr28IpV2SeffwNLXhmPXneOwc3/dwWuvPwvMqzngDF4bOgtUngDl9jqcNdDUzGof3ds/mMn9u47IPf/lr+OtIc3sJ83EBMQ3vz8AoydMlcKc7RcFF6blaLw/gmwyXON5S98x1+BzCuPvBfKJnat4RRerTiDySi8+rlSePUzpfCaYSqyxrrwijGKh9YCpzQIAa5uddcq7fLCm19QiPFT58mV2YkP34FOvR7A1LGD0LpVC/zrp//gtqGT5P7cE45til17MnFcs8Zyn+8DY15At07nSxG+achEzHzyAZx4fFOIfGJf8DFHNzziCm9Vwnts00b4vzsexcCbr8EVl5yLkpISbN66E8c3P9rqECPejsJrEzmF90+Anr3r0HBBJ/mNXf3+ieK05jbpRiacwmuGM4VXP1cKr36mFF4zTGuL8JqiFziHV+zhDVznntkSo++7GXUyUvHBZ6swdfZipCQnou1pJ6GgsBB9e3RC86aNMGDYZOzdny330l5wzukYOeRGeXbvt9//gqdnLpSim+CJx939rpXHnKms8LZofjS2bNuNCc/Ow6+/b5XC26nDOXj0/ptNIbGdl8JrEyGFtyzAestuQeKmj+Fr0RkHOoyLCuml8Nr8IaginMKrnyuFVz9TCq8ZphRec1yZWY0AhVeNWzCKwlsWoDiXt86Ke+U3o+VcXgqvzR8CCq8ZgJVkpfCaQc09vGa41oYtDWbIMasJAhRem1QpvGUBhh5R5vemY3+3uchveoFNymbDKbxm+HKFVz9XCq9+plzhNcOUK7zmuDKzGgEKrxo3rvAegVvo64ZzW/ZE1uXP2aRsNpzCa4YvhVc/VwqvfqYUXjNMKbzmuDKzGgEKrxo3Cu8RuImH17zbViL960chVnl3DviPTcpmwym8ZvhSePVzpfDqZ0rhNcOUwmuOKzOrEaDwqnGj8FrgFvoyCiefy0vhtVBMhSYUXgVo1YRQePUzpfCaYUrhNceVmdUIUHjVuFF4LXBL/XG2XOUtTm+GXbesthBRM00ovGa4U3j1c6Xw6mdK4TXDlMJrjiszqxGg8Kpxo/Ba4ObO2YJGc8+TLZ389jUKr4ViKjSh8CpA4wqvfmgWMvKUBguQFJrwlAYFaAwxRoDCaxMtT2k4MsD0r0Yh9aeX5V7efT2WoLDB6TaJ6w+n8OpnKjJSePVz5QqvfqZc4TXDlCu85rgysxoBCq8aN67whsGt8ayTEFeQI8/lPXj+cPi9GWFEm29K4TXDmMKrnyuFVz9TCq8ZphRec1yZWY0AhVeNG4U3DG5pqyYjbfUUGSHO5BUrvU66KLxmqkHh1c+VwqufKYXXDFMKrzmuzKxGgMKrxo3CGwY38TKKo+aeI1d5xbWr3z+R/O/FyG3V0xGvHqbwhlHMMJpSeMOAZbEphdciqDCbcQ9vmMAsNuceXoug2CwiBCi8NjFzD681gGIvrzib17NvfTBArPQ64S1sFF5rNQy3FYU3XGLVt6fwVs9IpQWFV4Va9TEU3uoZsUXkCFB4bbKm8FoHKIS3/pIewQBfi87I7DbXegJDLSm8ZsBSePVzpfDqZyoyUnjNcKXwmuHKrGoEKLxq3IJRFN7wAIq3sIk9vYmbPpaBTpBeCm94NbTamsJrlZT1dhRe66zCaUnhDYeW9bYUXuus2NI8gVorvNkHczHz1few/IvvJOVjj2mMscP649hjGlWgPnPeUsx8bSni3XHys5NbNMP8GaPl1xRetUlaZ8VgJG9YLIMzu82Br0UXtUQaoii8GiBWkoLCq58rhVc/U5GRwmuGK4XXDFdmVSNQa4V3b+YBfP6PNbj6rxcg0ZuA1976BN989xNmTx5WgeTE6a/j7DNOxhWXlL5EIfSi8KpNPLHS23BBJxlc029io/Cq1bC6KApvdYTC/5zCGz4zKxEUXiuUwm9D4Q2fGSPMEai1wlse6X83bcN9jz2PZfOeqEB76NgZ6Nu9k5ReCq/eydho7jlw5/xRo29io/DqrWkgG4VXP1cKr36mIiOF1wxXCq8ZrsyqRoDCC2D/gRyMn/oaTjmhGe686aoKJO96aCo2b92BwqJiNG5YD4Nv64F2bVvJdlzhVZt4gajkDQtRZ8W9NbrKS+G1V8Oqoim8+rlSePUzpfCaYSqyUnjNsWXm8AnUauHdtnMvet85VgrvRee1xhMjB6BenbQKFH35BXC73XIP7+q1v+KBMS9g8UtjcfRR9ZCTVxQ+dcUI+ZsHENF7KnY1rLCUF9sgLvsP+DOaIb/b8yhqdlFY8XYbJyW4UVjkR5G/xG4qxocQSE2Kx6G8IpCqvmnhcgEp3ngc9EXu9x19vXdupni3Cx53HPIKip3bySjsmTc+DnAB+YX+iPU+8OdkxG7IG0UNgVotvIEq5RcU4sPPVmH268vw/ryJiHe7j1jA4eNfxMXnn4krL/8LcnILI1bstGRPqfBG8J6RGJxn3QIkfjhY3kpI76E710TitsF7JHkPC28x1Uwn+NQkDw75ClFCrNqwulwupCS6cTCCf9HW1nkHJxKLGZ54F/LyKbw6y5TgEQ96u1BQGDmugT8ndY6DuWKDAIU3pI6XXHcfFs58DI0a1j1idcUKb9eO56NT+7O5pUHTz4F4MUXqTy/LbJE+tYFbGjQVsVwabmnQz5VbGvQzFRm5h9cMV25pMMOVWdUI1Frh3bRlB1KSk3BUgzqS3Iqvv8dTz8/HioVT5IrUhGmv4e5brkGDehn4cuVaXNSutVz5Xb12A0Y8PgvvvDIBGekpFF61eVdpVEB6c1v2RNblz2nMfORUFF4zqCm8+rlSePUzpfCaYSqyUnjNsWXm8AnUWuFd9a/1ePL5+XL/rifejRbHNsGwu/rg5BbHQGxx6HrDCMyaNBQnHt8UQ0ZPx5qff4PHE4+mjRvgwbuvR+tWLSRtPrQW/qSrKsKdswWN5p4Hvzcd2R3GozitWURePUzh1VfD0EwUXv1cKbz6mVJ4zTCl8JrjysxqBGqt8KrhqhhF4dVFsjRP/be7w7v9W/l1ftMLsK/HEr03qCQbhdcMYgqvfq4UXv1MKbxmmFJ4zXFlZjUCFF41bsEoCq9NgOXCA8eUBb6d26oXsjpN13uTctkovGbwUnj1c6Xw6mdK4TXDlMJrjiszqxGg8Kpxo/Da5FZVeFz+ATRc0FG+jCL0Mvk2NgqvmWJSePVzpfDqZ0rhNcOUwmuOKzOrEaDwqnGj8NrkdqRwIb0pa2Yj5cfZsllcQY78965+/0RxWnPtd6bwakcqE1J49XOl8OpnSuE1w5TCa44rM6sRoPCqcaPw2uRWXbh4gK0kIQPunK1I/2q03Neb3WEcDrYZUF1o2J9TeMNGZimAwmsJU1iNKLxh4bLcmMeSWUYVVkOe0hAWLjY2TIDCaxMw9/DaBGghPHHjctT7oL+x1w9TeC0UQaEJhVcBWjUhFF79TLnCa4YpV3jNcWVmNQIUXjVuXOG1yS3c8EZzz5H7eg+2uQOH2t6hdWsDhTfcalhrT+G1ximcVhTecGhZb8sVXuuswmnJFd5waLGtaQIUXpuEucJrE6DF8NA3sYkQnft5KbwWixBmMwpvmMAsNKfwWoCk0ITCqwDNQgiF1wIkNokYAQqvTdQUXpsALYZ79q5DvWX9gqc36HwbG4XXYhHCbEbhDROYheYUXguQFJpQeBWgWQih8FqAxCYRI0DhtYmawmsTYBjh4kG2tFWTkbxhsYwSL6YoOOZC5Jw3NIwsFZtSeG3hqzKYwqufK4VXP1ORkcJrhiuF1wxXZlUjQOFV4xaMovDaBKgQXm/ZLUjc9HEwMrPbHPhadFHIVBpC4VVGd8RACq9+rhRe/UwpvGaYiqwUXnNsmTl8AhTe8JmViaDw2gSoGC729CZt+khucRAvpdjT51P4vRlK2Si8StiqDaLwVoso7AYU3rCRWQrgCq8lTGE3ovCGjYwBBglQeG3CpfDaBGgzPHB6g69FZ2R2m6uUjcKrhK3aIApvtYjCbkDhDRuZpQAKryVMYTei8IaNjAEGCVB4bcKl8NoEaDPcu20l6i/pIbOIld6cdsOQ27J3WFkpvGHhstyYwmsZleWGFF7LqMJqSOENC5flxhRey6jYMAIEKLw2IVN4bQLUEC4eZEtbPUVmEg+y7euxJKysFN6wcFluTOG1jMpyQwqvZVRhNaTwhoXLcmMKr2VUbBgBAhRem5ApvDYBagpP/XE20r9+VGYL9yE2Cq+mIpRLQ+HVz5XCq5+pyEjhNcOVwmuGK7OqEaDwqnELRlF4bQLUGB44vcHvTZervIUNTreUncJrCVPYjSi8YSOrNoDCWy0ipQYUXiVs1QZReKtFxAYRJEDhtQmbwmsToMZwcU5vo7nnyYzhSC+FV2MRQlJRePVzpfDqZ8oVXjNMRVYKrzm2zBw+AQpv+MzKRFB4bQLUHC6OK4srOCBfTiGkd3+3uUj97mlkXf4sitOaV3o3Cq/mIhxOR+HVz5XCq58phdcMUwqvOa7MrEaAwqvGLRhF4bUJ0FB4nRWDg29kE7fI7jAOB9sMoPAa4l1ZWgqvftgUXv1MKbxmmFJ4zXFlZjUCFF41bhRem9wiEV5eevdc/2ml+3q5wmumGhRe/VwpvPqZUnjNMKXwmuPKzGoEKLxq3Ci8NrlFKjx5w0Ik/fImvNu/rXJfL4XXTDUovPq5Unj1M6XwmmFK4TXHlZnVCFB41bhReG1yi2R4XP4BNFzQscrXEFN4zVSDwqufK4VXP1MKrxmmFF5zXJlZjQCFV40bhdcmt0iHixMc6r3fD55961HY4DR5bJnfmyG7QeE1Uw0Kr36uFF79TCm8ZphSeM1xZWY1AhReNW4UXpvcaiJcrPTWf7u7lF5fi87yNcTirF4Kr5lqUHj1c6Xw6mdK4TXDlMJrjiszqxGg8Kpxo/Da5FZT4Z6966T0xhXkyD29WZ2mIbnNNcj1FcFX6K+pbsXkfSm8+stK4dXPlMJrhimF1xxXZlYjQOFV40bhtcmtJsNDpVf0I/+etTjkbULh1VwUCq9moAAovPqZUnjNMKXwmuPKzGoEKLxq3Ci8NrnVdHjixuVIWzVZbm/wN78QBy8ej4N1Tq3pbsXU/Sm8+stJ4dXPlMJrhimF1xxXZlYjQOFV40bhtcnNCeFiT+9Rc88p3d6Q3gy7+3wafJDNCf2L9j5QePVXkMKrnymF1wxTCq85rsysRoDCq8aNwmuTm1PCU3+cjfSvH5XdyW3ZE1mXP+eUrkV9Pyi8+ktI4dXPlMJrhimF1xxXZlYjQOFV40bhtcnNSeGNF3ZE3O5fZJeqehubk/obLX2h8OqvFIVXP1MKrxmmFF5zXJlZjQCFV40bhdcmNyeFi2PJ8OEIJK59SXYr59yhyDl/uJO6GJV9ofDqLxuFVz9TCq8ZphRec1yZWY0AhVeNG4XXJjcnhQvhzTuwDxkvnRU8ruzQGXdQem0WicJrE2Al4RRe/UwpvGaYUnjNcWVmNQIUXjVuFF6b3JwUHnjxRPz3M5G6anJQesX2huK05k7qalT1hcKrv1wUXv1MKbxmmFJ4zXFlZjUCFF41bhRem9ycFB76pjVxckPdZf3g3f6t7OKufv+k9CoWi8KrCO4IYRRe/UwpvGaYUnjNcWVmNQIUXjVuFF6b3JwUXv7Vwu6cLWg4v6Nc6T14xu3IvniCk7obNX2h8OovFYVXP1MKrxmmFF5zXJlZjQCFtxpuxcV+LHr/C7z21ic4lOtDRnoqht/VG+3bnSEjt+/LUyOvENWkflLE76nQzagLKS+88jfqVZORtnqKfP3w7ltW83xehapSeBWgVRNC4dXPlMJrhimF1xxXZlYjQOGthpvfX4L573yKLpe1Q/266fjl1824fegkfP3uc/DEuym8avPOUVGVCa/oYMP5l8k3sfHUBrVyUXjVuB0pisKrnymF1wxTCq85rsysRoDCq8DtomsG4905E9CgXgaFV4Gf00KqEl7vtpWov6SH7C7P5w2/ahTe8JlVF0HhrY6Q2ueJCW4ke93IzClQS8CoSgmkJcUDLhdycgsjRijwX0IjdkPeKGoIUHjDKFVBQSFeX7IC/1i9Dq9MeVBGcktDGAAd2rQq4RXdTf9qFFJ/ehmFDU7Dnus/c+gInNktCq/+ulB49TMVGSm8ZrhSeM1wZVY1AhRei9yuu/1R/LbpDxxzdENMHn0XTjvlOBlZVFxiMYP9ZvFuV8Tvab/Xzs/gjgP8JUBJZaX0ZcE9uz1cB7bCf80M+M/o6/wBOaSHYr5G8ufDIcM23g1y1Y/Y5QLiXECxX3/u2pxRMIUL8EeQa+DPydrMnWOvnACFN4yZIR5g+3H97xg+7kW88syDOK5ZY+zO8oWRwV7To+okygSRvKe9HkdHdEZKAnz5Rcgvqvx35aT1byLtk3tRnN4M+279PjoG5YBeNshIRGa2T/5lgpceAmKFt15qAvZm5+tJyCySgNfjlqu8Bw5xS4POKZGSGC+N95AvclsaAn9O6hwHc8UGAQqvQh0fHD8THc5vgysv/wu3NCjwc1rIkbY0BPraaO45cOf8gdxWvZDVabrThuDI/nBLg/6ycEuDfqYiI7c0mOHKLQ1muDKrGgEKbzXc9h/Iwe69WTjlhGay5e+bt+H2YZPx8pQHccKxTSi8avPOUVFWhDdx43LU+6C/7Del11r5KLzWOIXTisIbDi3rbSm81lmF05LCGw4ttjVNgMJbDeFde/bjwQkzsXnrTnkMWd066bjzpqvQqf3ZMpIPrZmeoubzWxFe0Yt6y25BwraV8oUUlN7q60LhrZ5RuC0ovOESs9aewmuNU7itKLzhEmN7kwQovDbpUnhtAnRAuFXhFV317F2H+m93l9Lra9EZWZ2m8aUUVdSQwqt/clN49TMVGSm8ZrhSeM1wZVY1AhReNW7BKAqvTYAOCA9HeMtLrziubF+PJZTeSupI4dU/uSm8+plSeM0wFVkpvObYMnP4BCi84TMrE0HhtQnQAeHhCm9l0nuo7QDktuztgNE4pwsUXv21oPDqZ0rhNcOUwmuOKzOrEaDwqnHjCq9Nbk4KVxHegPTW+WSIfP2wuHYO+JUrvSGFpfDqn+UUXv1MKbxmmFJ4zXFlZjUCFF41bhRem9ycFK4qvGIM7pwtaPB2j9Ijy1r2RNblzzlpaDXaFwqvfvwUXv1MKbxmmFJ4zXFlZjUCFF41bhRem9ycFG5HeAPS23B+R/kgm9jPm9/0AicNr8b6QuHVj57Cq58phdcMUwqvOa7MrEaAwqvGjcJrk5uTwu0Kr/yNfdVkpK2eAj7E9mdlKbz6ZzmFVz9TCq8ZphRec1yZWY0AhVeNG4XXJjcnhesQ3rj8A2i4oKPc2iBeQZzZbQ4KG5zupGFGvC8UXv3IKbz6mVJ4zTCl8JrjysxqBCi8atwovDa5OSlch/DKPzRD3sbm96Yju8P4Wn1yA4VX/yyn8OpnSuE1w5TCa44rM6sRoPCqcaPw2uTmpHBdwivGJB5iE9sbkjcslkM82OYO5J3au1au9lJ49c9yCq9+phReM0wpvOa4MrMaAQqvGjcKr01uTgrXKbyBcSVvWIg6K+4NDlO8lS23VR+UeNNrzUNtFF79s5zCq58phdcMUwqvOa7MrEaAwqvGjcJrk5uTwk0IrxifkN70r0bJ0xtCr6zLp9WKrQ4UXv2znMKrnymF1wxTCq85rsysRoDCq8aNwmuTm5PCTQmvGKPY4hCXn436b3dHcVqz4EsqxFaHQ23vQHFacyeh0NoXCq9WnDIZhVc/UwqvGaYUXnNcmVmNAIVXjRuF1yY3J4WbFN7AOMUpDn5vBuqsGBzc3ytOcxDHmGV2m+skHNr6QuHVhjKYiMKrnymF1wxTCq85rsysRoDCq8aNwmuTm5PCIyG8oeMV0uvZ80twtTfn3KHIOX+4k5Bo6QuFVwvGMkkovPqZUnjNMKXwmuPKzGoEKLxq3Ci8Nrk5KTzSwhsYe+BlFeLXsbivl8Krf5ZTePUzpfCaYUrhNceVmdUIUHjVuFF4bXJzUnhNCa9gkPrjbKR//ajEkd1hHA62GeAkNLb6QuG1ha/SYAqvfqYUXjNMKbzmuDKzGgEKrxo3Cq9Nbk4Kr0nhFRxC9/XmtuqFrE7TnYRHuS8UXmV0VQZSePUzpfCaYUrhNceVmdUIUHjVuFF4bXJzUnhNC6/8g2HVZKStniKxiAfZxBaHaH81MYVX/yyn8OpnSuE1w5TCa44rM6sRoPCqcaPw2uTmpHAnCK/8Q3fjctRZMUSe2ytfTdx+AsSKb7ReFF79laPw6mdK4TXDlMJrjiszqxGg8Kpxo/Da5OakcKcIr2Aiji+ru6wfvNu/lYjE0WVZnaZF5dvZKLz6ZzmFVz9TCq8ZphRec1yZWY0AhVeNG4XXJjcnhTtJeANcQh9mE9+Lxr29FF79s5zCq58phdcMUwqvOa7MrEaAwqvGjcJrk5uTwp0ovAE+0fxAG4VX/yyn8OpnSuE1w5TCa44rM6sRoPCqcaPw2uTmpHAnC6/glLxhIdK/GiX39kbTSi+FV/8sp/DqZ0rhNcOUwmuOKzOrEagR4b3+7vFYMGN0hR7n+Qpw46AJePvlcWqjqYGo7fvyInbXJvWT5L0iec+IDa4Gb+R04RVoPHvXof7b3aNKeim8+ic1hVc/UwqvGaYUXnNcmVmNQI0I7wVX34OVS1+o0OO9mQfQue9wfP/RbLXR1EBUJOWTwmumwNEgvNEovRRe/fOVwqufKYXXDFMKrzmuzKxGIKLCe/9jz6OkBPhy+br9+wAAIABJREFU5RpcckHbMj0u9vuxbsNGtD39ZDwz5m610dRAFIW3BqBrvmW0CG+0SS+FV/NEFad4xLlwVIYXO/f79CevxRkTE9xI9rqRmVNQiynoH3paUjzgciEnt1B/8ioyBhaGInZD3ihqCERUeHfs2oevV/2Ip2cuxIAbryoDye2OQ9PGDdGx/VmId7ujBiCFN2pKVWVHo0l4o0l6Kbz6fzYovPqZcoXXDFOu8JrjysxqBCImvI9O/huG3tkbGekpmL/kU/Tt0Umtxw6LovA6rCAK3Yk24a1MerPbj4ffm6EwenMhFF79bCm8+plSeM0wpfCa48rMagQiJrzndB4g9+0mJHhQ1R5etSHUbBSFt2b567h7NApveekVb2bb12OJo15HTOHVMTvL5qDw6mdK4TXDlMJrjiszqxGImPB2v3UUunY8H+3bnYF+9z2J154bWWWPTzr+GLXR1EAUhbcGoGu+ZbQKb0B663wyBJ596+XriJ0kvRRezROVe3j1Az2ckXt4zaDlHl4zXJlVjUDEhPfnDZvw+LTX8Pvm7cjN88Hjia+yx2tXvKw2mhqIovDWAHTNt4xm4RUoxOuI078eheQNix0lvRRezROVwqsfKIXXGFOu8BpFy+QKBCImvKF96zNwLN6c+ZhCd50XQuF1Xk3C7VG0C29gvIG3somV3qxO0+Br0SVcFFrbU3i14pTJuKVBP1ORkSu8ZrhyhdcMV2ZVI1Ajwvvbpj8QTdsWjoSWwqs28ZwUFSvCK5iGvoo46/JpyG3Zu8ZQU3j1o6fw6mdK4TXDlCu85rgysxqBiArv53//AScefwzWbdh0xN527dhObTQ1EEXhrQHomm8ZS8JbXnr3XP9pjT3IRuHVPFG5wqsf6OGMXOE1g5YrvGa4MqsagYgK720PTMKVl/8F89/57Ii9XTx7jNpoaiCKwlsD0DXfMtaEN1R6a3J7A4VX80Sl8OoHSuE1xpQrvEbRMrkCgYgKr0L/jIUUFhVj9mtL8c7yb1BU7JdbLMY9eCuOPqpehXvOnLcUM19binh3nPzs5BbNMH/GaPk1hddYiSKWOBaFV8Cr/3Z3eLd/i+L0ZtjT59OIn9NL4dU/hbmlQT9TkZErvGa4coXXDFdmVSPgKOHNOnAQDz/xEl588n610YQRdSD7EN5873Pc0KMTUlOSMOPV9/DfTX/gmTH3VMgycfrrOPuMk3HFJedV+IzCGwZ0hzaNVeEVpzccNfccxBXkwNeiMzK7zY1oBSi8+nFTePUzpfCaYcoVXnNcmVmNgKOEd+eeTHTs+QB++TKyfzALdBv+uwUPT5yNd/42oQLJoWNnoG/3TlJ6y18UXrWJ56SoWBVewTh5w0KkfzVKSm9+0wuwv9uciK30Unj1z3IKr36mFF4zTCm85rgysxoBCu9hbmK1d/1/NmPc8FsrkLzroanYvHUHxDaIxg3rYfBtPdCubSvZbs+BfDXyClENM7wRv6dCN6MuJCPZA19BMfKL/FHXdysdjt+zDnUWXQtXQTaKGp6OrJ7voCQCryFukO5FZk4+/CVWesk2VggI4a2X6sHe7AIrzdnGIgGvJw6JHjcO5BZajGAzKwRSvG7A5cIhX5GV5lraBP6c1JKMSWKKAIUXwK49+9H//ifx8tPD0aRxgwoF9uUXwO12yz28q9f+igfGvIDFL42V+30LIyhJnvjSPcSRvGdMzfYqBuN2u+D3l6AkhsXMtetnxM+7EsjPRkmj01F0xzfGSxsfH4eiCP58GB+QQ24gfh8Szx3w0kfA5XIhLg4oLo7h3wT04bKcSfwFTVzi99dIXYE/JyN1P94neghEVHi/+e7nI5LJOpCDhybOjuiWBrFv+Lahk/DAnb1w4bmnW6rc8PEv4uLzz5QnTnBLgyVkjm4Uy1saQsF79q6TD7KJ7Q25rXohq9N0o3Xhlgb9eLmlQT9TkZEPrZnhyofWzHBlVjUCERXeTr2HWurlpwunWGpnt1HOwVzcMfxp9O/dudIH0qrKL1Z4u3Y8H53an03htVsEB8TXFuEVqEOl1/SeXgqv/slN4dXPlMJrhqnISuE1x5aZwycQUeENv3vmInLzfLjzwWfkKQ2dLy17+oL4zy8Tpr2Gu2+5Bg3qZeDLlWtxUbvWiHe7sXrtBox4fBbeeWUCMtJTKLzmShSxzLVJeMtLrziyLLPbHCMvp6Dw6p/CFF79TCm8ZphSeM1xZWY1ArVWeBe9/yXGTpkr300fer3x/CiccmJzdL1hBGZNGooTj2+KIaOnY83Pv8HjiUfTxg3w4N3Xo3WrFjKMWxrUJp6Tomqb8Aakt84nQ+DZtx7i5RTZHcZrfw0xhVf/LKfw6mdK4TXDlMJrjiszqxGotcKrhqtiFIVXF8may1MbhTdAu86KwUjesFj+UuzrPXTmAG2rvRRe/XOawqufKYXXDFMKrzmuzKxGgMKrxi0YReG1CdAB4bVZeAV+cVZvnRX3ykqI1d59PZZokV4Kr/7JTeHVz5TCa4YphdccV2ZWI0DhVeNG4bXJzUnhtV14RS2821bKF1SILQ7iyrp8mu0tDhRe/bOcwqufKYXXDFMKrzmuzKxGgMKrxo3Ca5Obk8IpvH9WI3SLg13ppfDqn+UUXv1MKbxmmFJ4zXFlZjUCFF41bhRem9ycFE7hLVuNUOkVD7MdbHOHUrkovErYjhhE4dXPlMJrhimF1xxXZlYjQOFV40bhtcnNSeEU3orVCN3Xq3peL4VX/yyn8OpnSuE1w5TCa44rM6sRoPCqcaPw2uTmpHAKb+XVCJXewganyYfZ/N4My6Wj8FpGZbkhhdcyqrAa8k1rYeGy3JgvnrCMig0jQIDCaxMyT2mwCdAB4RTeqouQuHE50lZNlg+ziZdU5B3fWZ7Za+Wi8FqhFF4bCm94vKy2pvBaJRVeOwpveLzY2iwBCq9NvhRemwAdEE7hPXIR4vIPoP7b3YMnOIjzerM6Ta+2chTeahGF3YDCGzYySwEUXkuYwm5E4Q0bGQMMEqDw2oRL4bUJ0AHhFN7qiyCkt+6yfvBu/1Y2tiK9FN7quYbbgsIbLjFr7Sm81jiF24rCGy4xtjdJgMJrky6F1yZAB4RTeK0XwbN3nVztjSvIgXiYLbvDuCpfUkHhtc7VaksKr1VS4bWj8IbHy2prCq9VUmwXCQIUXpuUKbw2ATognMIbXhFCpVe8mU3s6c1t2btCEgpveFyttKbwWqEUfhsKb/jMrERQeK1QYptIEaDw2iRN4bUJ0AHhFN7wiyCkt96yfnDn/CGDxVm95R9mo/CGz7W6CApvdYTUPqfwqnGrLorCWx0hfh5JAhRem7QpvDYBOiCcwqtehNQfZyP960dlgvJHl1F41blWFUnh1c9UZKTwmuFK4TXDlVnVCFB41bgFoyi8NgE6IJzCa68IoVscxNFlmd3myH29FF57XCuLpvDqZ0rhNcNUZKXwmmPLzOEToPCGz6xMBIXXJkAHhFN47Rch9Ogysa/30Jl3IqXzKOzenwd/if38zFBKgMJrZiZwhdcMVwqvGa7MqkaAwqvGjSu8Nrk5KZzCq68adVYMRvKGxTJhySndsOeSZ1CUYP3tbPp6EpuZKLxm6krhNcOVwmuGK7OqEaDwqnGj8Nrk5qRwCq/eapR/JXHmlXNQnNZc701qaTYKr5nCU3jNcKXwmuHKrGoEKLxq3Ci8Nrk5KZzCq78aYl9vg8/vg2vXOplcvKgiu/14+L1c7bVDm8Jrh17VsRReM1wpvGa4MqsaAQqvGjcKr01uTgqn8JqpRuPkfBQsGoDETR/LG4i9vft6LKnyRRVmehFbWSm8ZupJ4TXDlcJrhiuzqhGg8Kpxo/Da5OakcAqvmWoETmlwZW9Bvff7wbNvPaXXJmoKr02AVYRTeM1wpfCa4cqsagQovGrcKLw2uTkpnMJrphrljyULPNB2pLezmelJ7GSl8JqpJYXXDFcKrxmuzKpGgMKrxo3Ca5Obk8IpvGaqUdk5vKGnOOS0G46c84aauXmMZqXwmikshdcMVwqvGa7MqkaAwqvGjcJrk5uTwim8ZqpR1Ysn0lZNRtrqKfKmvhadkdVpGh9ms1gCCq9FUGE2o/CGCcxicwqvRVBsFhECFF6bmPniCZsAHRBO4TVThCO9aU0cXZb+1SjEFeTIVxJnXT6ND7NZKAOF1wIkhSYUXgVoFkIovBYgsUnECFB4baKm8NoE6IBwCq+ZIlT3amF3zp8Ps4keZHcYj4Nt7jDTmRjJSuE1U0gKrxmuFF4zXJlVjQCFV41bMIrCaxOgA8IpvGaKUJ3wiruKVxKnfz0q+HY2bnE4ci0ovGbmKoXXDFcKrxmuzKpGgMKrxo3Ca5Obk8IpvGaqYUV4A3cO3eIgTnEQ+3p9LbqY6VgUZ6XwmikehdcMVwqvGa7MqkaAwqvGjcJrk5uTwim8ZqoRjvCKHpTf4iC2NxxsN4wPtIWUh8JrZq5SeM1wpfCa4cqsagQovGrcKLw2uTkpnMJrphrhCm+gF+JhNrHiKx5oK05vhsxuc/hA22E4FF4zc5XCa4YrhdcMV2ZVI0DhVeNG4bXJzUnhFF4z1VAV3vKrvXxRxZ/1ofCamasUXjNcKbxmuDKrGgEKrxo3Cq9Nbk4Kp/CaqYYd4Q30KPRFFflNL8D+bnNq9RYHCq+ZuUrhNcOVwmuGK7OqEaDwqnGj8Nrk5qRwCq+ZaugQXtGz0AfaavsWBwqvmblK4TXDlcJrhiuzqhGg8Kpxo/Da5OakcAqvmWroEl7RO8/edai3rB/cOX+gNm9xoPCamasUXjNcKbxmuDKrGgEKrxo3Cq9Nbk4Kp/CaqYZO4Q30MHSLQ26rXsjqNN1M5x2alcJrpjAUXjNcKbxmuDKrGgEKrwVuH372HWa9vhRZBw6iXp00jBxyI849s6WM5IsnLAB0eBMKr5kCmRBe0dPa/FpiCq+ZuUrhNcOVwmuGK7OqEaDwWuA2c95SXP3XC9CkcQOsXrsBQ8fOwFdLpsHlclF4LfBzehMKr5kKmRJe0dvQLQ7i17XltcQUXjNzlcJrhiuF1wxXZlUjQOFV4Nau21345M2nkZGWQuFV4Oe0EAqvmYqYFF7RY/Fa4jorhiBx08dyAOIUh6zLn0VxWnMzA3JAVgqvmSJQeM1wpfCa4cqsagQovGFy+/1/2zFo5LNY/sYkGcktDWECdGBzCq+ZopgW3kCvEzcul+IrXlQR66u9FF4zc5XCa4YrhdcMV2ZVI0DhDYNbUXEx7hg2GTf2+Cs6tj9LRh7MKwojg72mqUnxEb+nvR5HR3RiQhyKikpQ5C+Jjg5HSS9TEuORm1+EkghgdeVnwbvsHsT/9yNJp+ikLsjv9jxKvHWihJa1brpcQLLXjUO+YmsBbGWJQLzbBfGPr8BvqT0bWSOQEO8CXC4UFEaOa+DPSWs9ZKvaRIDCa7Hafn8JHnp8Fpo3bYRBt3YPRmXnFlrMYL9ZerJHJonkPe332vkZkr3xKCjyo6g4cr8pO5+K/R6mJXtwMLcQEfDdYGcT1i2A99NH4CrIRok3AwUXjUD+2QPsD8YhGcRzA6mJ8cjJi9zvOw4ZutFuxLvjkBAfJ/+CxksfAa/HLZPlF0buL2iBPyf1jYKZYoUAhddCJUtKSvDY03OQnJSIhwb1LRPBLQ0WADq8Cbc0mClQpLY0lO+9O2cL6nxyL7zbv5UfFTY4DVmXT0Nhg9PNDDSCWbmlwQxsbmkww5VbGsxwZVY1AhReC9wmTn8DQIk8jqz8ReG1ANDhTSi8ZgpUU8IbGI3Y25vx9Wj5sgpxHWxzBw62GxbVryam8JqZqxReM1wpvGa4MqsaAQpvNdw2b92Jbjc9BPEHTeh13x09cdv1XfnQmtq8c1QUhddMOWpaeMWoxEkOKWtmI231FDlI8WrirE7T5IkO0XhReM1UjcJrhiuF1wxXZlUjQOFV4xaM4gqvTYAOCKfwmimCE4Q3MDJxbm+dT4bAs2+9/JavRWcpvn5vhpnBG8pK4TUDlsJrhiuF1wxXZlUjQOFV40bhtcnNSeEUXjPVcJLwBkaY+uNspK6aLI8w83vTkd1+AsQriqPlovCaqRSF1wxXCq8ZrsyqRoDCq8aNwmuTm5PCKbxmquFE4RUjLf9QWzS9sILCa2auUnjNcKXwmuHKrGoEKLxq3Ci8Nrk5KZzCa6YaThXewGjLv7Aip91w5Jw31AwMTVkpvJpAlktD4TXDlcJrhiuzqhGg8Kpxo/Da5OakcAqvmWo4XXjFqMVDbelfj0LyhsUSgtMfaqPwmpmrFF4zXCm8ZrgyqxoBCq8aNwqvTW5OCqfwmqlGNAhvYOTebSvl64kDR5iJfb3Z7cc77qE2Cq+ZuUrhNcOVwmuGK7OqEaDwqnGj8Nrk5qRwCq+ZakST8AYIpK2aHDzCzIkPtVF4zcxVCq8ZrhReM1yZVY0AhVeNG4XXJjcnhVN4zVQjGoVXkKjsobbsDuMc8aY2Cq+ZuUrhNcOVwmuGK7OqEaDwqnGj8Nrk5qRwCq+ZakSr8AZoJG9YiPSvRskjzMTlhDe1UXjNzFUKrxmuFF4zXJlVjQCFV40bhdcmNyeFU3jNVCPahVdQKf+mNvG9mjzNgcJrZq5SeM1wpfCa4cqsagQovGrcKLw2uTkpnMJrphqxILwBMuW3ORQ2OA3ZHcZH/BXFFF4zc5XCa4YrhdcMV2ZVI0DhVeNG4bXJzUnhFF4z1Ygl4Q0QEmf3Znw9OniaQ6S3OVB4zcxVCq8ZrhReM1yZVY0AhVeNG4XXJjcnhVN4zVQjFoU3QKr8aQ5ZnabB16KLGZAhWSm8ZhBTeM1wpfCa4cqsagQovGrcKLw2uTkpnMJrphqxLLyCmGfvOqR/NRre7d9KgL4WnXGgwzgUpzU3A1TsKY5z4agML3bu9xm7R21MTOE1U3UKrxmuzKpGgMKrxo3Ca5Obk8IpvGaqEevCG6CW+uNspK6aHDzNQTzUdqjN7UZeWkHhNTNXKbxmuFJ4zXBlVjUCFF41bhRem9ycFE7hNVON2iK8gp54qE1scwi8oli8tCK3ZW8cbDdMq/hSeM3MVQqvGa4UXjNcmVWNAIVXjRuF1yY3J4VTeM1UozYJb4Bg+W0OQnwPthsuz/DVcVF4dVCsmIPCa4YrhdcMV2ZVI0DhVeNG4bXJzUnhFF4z1aiNwhsg6d22Um5zCOzv1XWMGYXXzFyl8JrhSuE1w5VZ1QhQeNW4UXhtcnNSOIXXTDVqs/AGiJY/xszug20UXjNzlcJrhiuF1wxXZlUjQOFV40bhtcnNSeEUXjPVoPD+yVXs7035cbZ8sE1sczh05p1KD7ZReM3MVQqvGa4UXjNcmVWNAIVXjRuF1yY3J4VTeM1Ug8JblmtlD7aFK74UXjNzlcJrhiuF1wxXZlUjQOFV40bhtcnNSeEUXjPVoPBWzlXs703/ahQ8+9bLBuGs+FJ4zcxVCq8ZrhReM1yZVY0AhVeNG4XXJjcnhVN4zVSDwntkrmJ/b8qa2cEH24rTmyG3VZ8jbnWg8JqZqxReM1wpvGa4MqsaAQqvGjcKr01uTgqn8JqpBoXXGtfyJzocacWXwmuNabitKLzhErPWnsJrjRNbRYYAhdcm5+378mxmsB7epH6SbBzJe1rvXfS2pPCaqR2FNzyuYsVXPNwW2OogVnxzzhuO3Fa9gokovOExtdqawmuVVHjtKLzh8WJrswQovDb5RlI+Kbw2i1VFOIXXDFcKrxrX8iu+oeJL4VVjWl0Uhbc6QmqfU3jVuDHKDAEKr02uFF6bAB0QTuE1UwQKrz2uyRsWyhVfd84fMpEQ3wN/nYY6p16Gnft99pIzugwBCq+ZCUHhNcOVWdUIUHjVuAWjKLw2ATognMJrpggUXj1cy4tvSaPWyDmlF/JaXIHitOZ6blLLs1B4zUwACq8ZrsyqRoDCq8aNwmuTm5PCKbxmqkHh1ctViG/GV6PgKsgJJhZvbjt05gDkN71A781qWTYKr5mCU3jNcGVWNQIUXjVuFF6b3JwUTuE1Uw0Kr36u8YXZaLjjU+T/9B4SN30cvIEQ3oPthlF8FZFTeBXBVRNG4TXDlVnVCFB41bhReG1yc1I4hddMNSi8+rmGPrQWl39AnuMbeGWxuBvFV405hVeNW3VRFN7qCPHzSBKg8NqkzT28NgE6IJzCa6YIFF79XCs7paEy8a3sSDP9vYmdjBReM7Wk8JrhyqxqBCi8aty4wmuTm5PCKbxmqkHh1c/1SMeSUXzVeVN41dkdKZLCa4Yrs6oRoPCqcaPw2uTmpHAKr5lqUHj1c7VyDq8QX/GAm9juEHqkWfmXWOjvXfRmpPCaqR2F1wxXZlUjQOFV40bhtcnNSeEUXjPVoPDq52pFeEPvWtlZvhTfinWh8OqfqyIjhdcMV2ZVI0DhVeNG4bXJzUnhFF4z1aDw6ucarvAGelBefPlwW9naUHj1z1UKrxmmzKpOoNYL71ff/ojh41/EvOkj0fLEyg9xnzlvKWa+thTx7jhJ+uQWzTB/xmj5NR9aU598Tomk8JqpBIVXP1dV4aX4HrkWFF79c5XCa4Yps6oTqNXCO3fhR/hi5Rrk+fIxbvitVQrvxOmv4+wzTsYVl5xXgTSFV33yOSWSwmumEhRe/VztCm9V4lvY4DQcOvNO5Lbqpb/TUZCRwmumSNzSYIYrs6oRqNXC+92af6PtaSfitqGT8ci9N1YpvEPHzkDf7p2k9Ja/KLxqE89JURReM9Wg8Ornqkt4Az1LWzW5zDm+gePMfC2ugN+boX8ADs1I4TVTGAqvGa7MqkagVgtvANmNgx7HqPtuqlJ473poKjZv3YHComI0blgPg2/rgXZtW8lwCq/axHNSFIXXTDUovPq56hbeqlZ8/d50ueJ7qM3ttUJ8Kbz656rISOE1w5VZ1QhQeAFUJ7y+/AK43W65h3f12l/xwJgXsPilsTj6qHoo9peokVeIcse5ZFQk76nQzagLiXO5UCL+F7lSRh0jlQ6L+er3C7K8dBEQvwMI6TX1e4Dr1w/g+nYGXFv+EexySZvrUXLxQyipc6yuYTguj8sFuOCCn78JaK1N6R9ZkeUa+HNS60CYLCYIUHgtCG/5SouH3C4+/0xceflfsGu/L2IToVHdRHmvSN4zYoOrwRvVSfUgz1eM/CJ/DfYi9m7dsE4i9h7w8S8SGkvrinOhQVoC9hzI15i1YqqEbf9A8r9mwbvp4+CH+S06I/esAShoeqHRe9dEcq/HjSRvHLIOFtbE7WP2nimJ8cJ3cSivKGJjDPw5GbEb8kZRQ4DCqyC8YoW3a8fz0an92dzSEDVTveqOckuDmSJyS4N+rqa2NFTVU3fOFoh9vskbFv8pvk0vQF6rPjH1gBu3NOifqyIjtzSY4cqsagQovJUIr/jPsBOmvYa7b7kGDepl4MuVa3FRu9aId7uxeu0GjHh8Ft55ZQIy0lMovGrzzlFRFF4z5aDw6ucaaeENjKCy1xaLfb65LXvjUNs7UJxW+ZGO+gmYyUjhNcOVwmuGK7OqEaDwViK8+QWF6HrDCMyaNBQnHt8UQ0ZPx5qff4PHE4+mjRvgwbuvR+tWLSRxPrSmNvGcFEXhNVMNCq9+rjUlvKHim7jpI7nqG3htsfgscKxZtJ7uQOHVP1e5wmuGKbOqE6DwqrOj8Npk55RwCq+ZSlB49XOtaeENHZFn7zqkrJmFxI0fIa4gR34kVn19LTrLLQ/ibW7RclF4zVSKK7xmuDKrGgEKrxq3YBRXeG0CdEA4hddMESi8+rk6SXhDRydeXZz0y5vwbv82+G1xpu+hMwcgt2Uvxx9tRuHVP1e5wmuGKbOqE6DwqrPjCq9Ndk4Jp/CaqQSFVz9XpwpvYKTiIbfkXxZCCHDolgex6pvbqo9c/XXiReE1UxWu8JrhyqxqBCi8aty4wmuTm5PCKbxmqkHh1c/V6cIbOuLEjcuRvP5NJIYcbSZWfYX45rbq6agH3Si8+ucqV3jNMGVWdQIUXnV2XOG1yc4p4RReM5Wg8OrnGk3CGxi9OOFBrPimrJnt2FVfCq/+uUrhNcOUWdUJUHjV2VF4bbJzSjiF10wlKLz6uUaj8IZS8G5biaT1C8qc6+uEVV8Kr/65SuE1w5RZ1QlQeNXZUXhtsnNKOIXXTCUovPq5RrvwVrfqK052qImXWlB49c9VCq8ZpsyqToDCq86OwmuTnVPCKbxmKkHh1c81VoS3slXf8sebiZda5J3aG4UNTtcPslxGCq8ZxHxozQxXZlUjQOFV4xaM4rFkNgE6IJzCa6YIFF79XGNReENXfcVLLVJ+mAXPvvVBeIHjzfJaXGHsQTcKr/65yhVeM0yZVZ0AhVedHVd4bbJzSjiF10wlKLz6ucay8IbSEi+1EOf6iofdAi+1EJ+LY818Lboit1UvrXApvFpxBpNxhdcMV2ZVI0DhVePGFV6b3JwUTuE1Uw0Kr36utUV4Q8mJ480Sf/+wzINuut/oRuHVP1e5wmuGKbOqE6DwqrOrkRXeW+euxv5DhYhzlcj7x7lccLkAV4kLrjjAJb7pciFOfA+l/xa/lv+SX5a2l3GyrfxYfv1nrtKvSwLtyn1emrk0LhgjvucqkflL+1XaqjT34f7ExR2OOZxBxB/OJRKW9qk0h4yT/7gghhr8OrSfMujPccXJ4QTGXFpY2Y/DYy075tIxiO+lJ8cjv6AYRf5SHrJPh8cc7Mvh8QbHLPAHOB8GGbxXyNhFn2SvAv1wlQTZS1Qh4wuwDPQzyD9kXIH6BviEck5wl97NKReFV38laqPwBiiK482q2vJg92xfCq/+uUrhNcOUWdUJUHjV2dWI8LYZ+wkO5BXa7DXDawOB+ikJaFY3WWmowp3jXXFwu12IjxN/iXDB445DXBzgiRP/Fr8u/X58nGgHJIjvu+PgjnMh3uVCndQE+PKL/mwjvh/nKs0p/rIgfi3aixzu0r8ohV4iv5D4BLcbXs+fXyd4XEgqnBniAAAgAElEQVSMdyuNK9qDarPwhtZOvNEt5YfZSNr0UZmzfQsbnIa8U/sgv+lfwnrYjcJr5ieDWxrMcGVWNQIUXjVuwahIP7S2enMmdmT6IBYYS0oAv/hK/L+k5M/vBb8+/BkAf8j3/KWLwzJOfC0ixeJmIIf4hfiezB8SJ34tVh1lO3nPQIxLtjvclWCf/owFSvz+0nsF8ol7Hu5HaT6xtlsCf8i9Sz8u2w+ZU6z4Bvom+/NnP8UvSnMd/l4oo8AYA2M+DNHtjkNxcQmKS/7so7izX+QJjPVwP/7kUsqolGFpTwN9k/cOwAj2rZTRYUzBcf055sN5ZKpSNvLertIalY6rLO/Dt0VBsahe7bySPXFIiHcjIV6Isfi69B8hxFKY5ffF56XC7pVtXUhL9OCMpnUqhSbikjzxSE6IQ6InHikJbnjjnbF6TuGtWLLA2b6hpzyIVuJht7zjO1s66YHCa+b3DwqvGa7MqkaAwqvGrcaEV9w4kpJtE09UhMfyHl4hw4XF4i8SJSj0i3/7UeQvQbG/RG7hKC72o6hE/Novpb/0a6BI/Fq2Kf1M/Fv8ZaRQ/MVF5BI5S0pQVCzaAcUlJSgsKi6NkTlKkOBx42BeoYwJ5grcQ/wFQ3xf5vjzLz+hE6aw2I/8omIUFPlRUFyCgqJi5Bf7cSi/uEbmlRDfRI9bCnBSQjySPOLf4tfxSPTEIdkTj6PSE9GycVqwf0KUM5I8SPd6kJlXIMea5o2HEIFkT/ir1BTeqksf2PKQsPXvCFd+KbxmfqQovGa4MqsaAQqvGjcKr01uTgqPZeGtSc6m9/AKmS8oFDLsh098LcRY/FMoxLhEfl9KshTmkM+L/PAVFsNXVCz/LT73FZbKtfgnr9CP3MIi5BUUI7egGDm+ImMY6yZ5kJYYj/SkBCnSqd54pHjjkep1Iy0pAanyex6keEs/EyvTxzZIhs9XjNTEeGP9ioXEYuXX+98PK2x7CDzwJk57EKc+iIvCa6biFF4zXJlVjQCFV40bhdcmNyeFU3jNVMO08JrpddVZD+QVIbegSEryof9v7zygoyraMPymkV4ggECQLioQEUR6UxREmhQBpUkT+OkgBAhVaijSe+9FQMHQLSgiKAIqXZBeQ0jvm4T/zMSN6dvuzW427z0nZyGZ+e7MMwN5dvabuQkpohwVr0FsQjKiExIRq0lCVJwG4XEaKckR/75GxmoQEa9BlAor0yKlw81JCLG9XEUWaRhCkIUMezgJeXaAl4sDvJzFV4F//1xACnV+urTHnGXM+dXKb3LFlrCv3BIhkQn5CYvqfaXwqo6YNzCAAIXXAFhZFc3N9IIS3s6yCbl5TxPx5InqFF51hsnahFcNSs+iExARm4hIKcSJ/33FCYFOlBtURQqH+LkQ64j4hJTX2ATEaIzP3S7j7SIFWFxiw6Cn079i7OIITyd7eLo4oKSXM14t5qFGt80aU8iv041DEMedpX3AxXMnT8SXqCPP+Y0r1wzJjp5mbac13JzCaw2jaD19oPCaOJa5KZ8UXhMHK5vqFF51uFJ4leeaMYdXrCRHJiQiOj7lS/xdCLJYeRar0GExCQiNTUB4tEa+hsZo8DQq3uiGiZVikVbh6Wwvc5G9XR0hTgMp5OaIgi4pGwGLujsaHT+3K4rTHpxvHobr5Z2wC76U7vbah1xQfo0fFQqv8exYU3kCFF4TmVJ4TQRoAdUpvOoMAoVXea5KbVqLiktEWJwGYTEauYos/hweo5Erx6HRCSl/F6kYceIrEaK8oaeBiE19Qoa93RxRWLy6OqJaKS8pzCIfuYSns8WkVogcXte4B4i/sB+ONw7B8eGpdIMX71MX8eWbQ83HGys/W8wfkcJr/jFgC/4jQOE1cTZQeE0EaAHVKbzqDAKFV3muSgmvsS1Lm4IRKlaPYzQQr8FR8QiJTpBfwdHxeBQep9ctRK6xj6czink4oYSXk5TgEl4uKOae8vfcOg4u46Y17YkPTjcOwunWkXR90Z71S/nVPcQUXt2MWCL3CFB4TWRN4TURoAVUp/CqMwgUXuW5mlt4DemR2OQn5FekUAhRFlL8MCQGDyNi8SgsDg8jdEtxIRcHFBcS7OmM4p5CgsWr+LsTfLxS9jQoceV0SoMu+RWrvwkl66We+KBEe6wlBoXXWkbSOvpB4TVxHCm8JgK0gOoUXnUGgcKrPNe8JLy6ei/OZhYyLFaDhfw+DI3BIynD8XgYHitlWftwlaxiicdqF3F3RHEPsSosZNgFJTycUczTUQpyETdH+UhvfS5DjiUTm92c/jmY6axfcR+R9yvk19AnvenTxrxYhsKbF0fNettM4TVxbCm8JgK0gOoUXnUGgcKrPFdrEl596NwTEhyeIsCPwmPwUKwMh8fhUXgswvR4xLpYBa5eygtFXB3lw0LE38VKccmCLvLcY+1liPCmbbf2rF/xmvbEB1FGPOlNiG+CT/18e+oDhVefWc4yuUWAwmsiaQqviQAtoDqFV51BoPAqzzW/CW9OBMU5yA/DYvEoIg4PwmPxOCzl9VFYrEyb0PVEPvHADynAHs4Qx7SVLeImj2fz+TeX2NDRS/ukN8cHp2AXeT9dCJH7q938Jl7zw0XhzQ+jnHf6SOE1cawovCYCtIDqFF51BoHCqzxXCq/+TMWDPh6ExcjVYbEyrP3zA/nnWJ2BSoiNdAVTVoRf9HJF8X9FWGyy83DW/ZQ7cd6vWPktcO9kpo1v4uba9Adr3vxG4dU5zVggFwlQeE2ETeE1EaAFVKfwqjMIFF7luVJ4lWMqc4flVyyCIuLwKDIOt55G42FYDMJ1PE5apEOItIi65bxRwN5OrgqX8XZDhSKu2TZQn/QH8dCLBJ86VvPQCwqvcvOVkUwnQOE1kSGF10SAFlCdwqvOIFB4ledK4VWeqYiYMYdXPCb6vkiXCI/D/VCxQhwjV4WFIIu84pwusWFOpkgUdkUpb1eULeiCMoXd0p05LB54IdIeCtz7OcvNbyL9Ia58ivzm5fQHCq8685VRjSNA4TWOW2otCq+JAC2gOoVXnUGg8CrPlcKrPNOshFfXXYIi46UA33oWjTvPouXr7Wcx8ui17K5CLgVQtrALShdyRenCrihTyFWKsThNQpv+kNVDL5IdPZDw79FneS39gcKraybx57lJgMJrIm0Kr4kALaA6hVedQaDwKs+Vwqs8U2OEN7tWxGiScOdZjPy69SxSvt5+Fo0H4XEQx7BldYn0iNLeKfJbppAbSnu7oHrszyj27AycHp7K8fSH+JK1keReSh0oCkSl8CoAkSEUI0DhNRElhddEgBZQncKrziBQeJXnSuFVnqmSwptd6xKTnssUCbEafDskBjeDo+Sf74bEIi4xKctq9nY2eLGgC2p4RKKe/VVUSfgTZZ4dh70mMl35tCvA2pMg1KFkeFQKr+HMWEM9AhReE9lSeE0EaAHVKbzqDAKFV3muFF7lmeaG8GbXavFgjSeRcVKCZWpEsEiREKvCUdlunKtsdxtNnW+gnt1lVNFcgFNydKbw2qe/CQE25yY4Cq8685VRjSNA4TWOW2otCq+JAC2gOoVXnUGg8CrPlcKrPFNzCm9OvYmITcStELESHCNFWKRG3AmJweMMj2QuafMUtW2voI7NJfja30VF3MkUVrvym1jEF7mZBkHhVWe+MqpxBCi8xnGj8JrIzZKqU3jVGQ0Kr/JcKbzKM7VU4c2up+KBG0J8hQDfCo5KXR0WKRMidcLDJloKcCXcRh3by6hldzVTqGjnEoj3rgybsg2RWLIONIWrqAKWwqsKVgY1kgCF10hw2mpc4TURoAVUp/CqMwgUXuW5UniVZ5rXhDcnAndCYmU6hMgNvhkcKV+FGFdNuoBKtndQx+aylGF3m8xHqz30egPuL78tUyDEinCyo6fJsCm8JiNkAAUJUHj1hHnn/hMMHLcAHVs1RvcPm3GFV09ueaEYhVedUaLwKs+Vwqs8U2sS3uzoiGPUxLFpd0JSVoVtgy7CPewKXtP8JQXYxzY4U9UnLi8homgtOFZ4C44lfY06DYLCq858ZVTjCFB49eD26/krmL5gMyqULYnXK5en8OrBLC8VofCqM1oUXuW5UniVZ5ofhDc7alFxibj5LBqPgx7D5s7PcH98Cj5xN7JMg3hq9wIeF6wB2+JV4flKI9gWq6pzMCi8OhGxQC4SoPDqAfvGrQdwc3PGl98ch6e7q1mEd9f2zfjxu0MICwvDBx0+xoedu+rRchbRhwCFVx9Khpeh8BrOTFcNCq8uQsb9POOT1oyLYh21xFnCFx6EI/zK93B5+Au8o66hpk3mNIgoG1c8cqqA8KJ14FC+AbwrNYGtzX8MxO+s744eRHh4GNp37JJrv7NKeDtbx0CwF4oToPAagHThmj0o6OmW68I7yX8U1qxcmq6lI0b7Y+RofwNaz6LZEaDwqjM3KLzKc6XwKs80P6/w6kNTPC/jn+AoBF0/A9u7P8M19DJ8NRfgY5M5DeKWXTk89KqOBcfuYfc3x8zyO4vCq8+o5s8yFF4Dxj0r4X0Wkf2jJA0InWPRcqVeQER4eLoyjo6OqFGzVpb19gUe1XnrNi2b6iyTX+K4uzggPiEJCYnJqUzIJ+fpoQ+fEz/+iNCoeIizRrO79ImTX+ZhVowy8rGBDcQDCTRJ/81V8sl5rurDp22rZrC1sUFi8n9cM0bVJ05+mc8CU2xsNBJjI2GbEA7npCic7mGXisxrVgTCM/xqLFW6NM79dU3n7x1TC3h7OJoagvWtlACF14CBzUp44zXZ/wdpQOgci4qP2wy54hKyfnJP2hj6xMwvcRzsbORjP9M++ZN8cp5x+vBJfv4cGk0ycvBd6BMnv8zDrIiTj+nzkPMnZ4ZK8bn5NAoP/ziGxBs/ofGA+VneVJ97GfK7Lquyjg62poZgfSslQOE1YGDNldLwbuPauHzxr3QtfbNWHYweNynL1tet11Bnr345+ZPOMvklTlYpDeST8/TQh0+7Vs0QFBqb7o1Exqj6xMkv8zAr4hn5iFVIL1cHhEQlpBYnn5znqj58fv/1Zzg52CEiVpNtMH3icD6n4Mvqd1az5i2xbvMunb93TC3AlAZTCVpvfQqvAWNrLuG9dOFPdGjzHiIiUtIaSr5YCus27URlX927ZA3oXr4tyhxedYaeObzKc2UOr/JMRURuWlOWqzl/Z1F4lR1La4pG4TVgNM0lvNomBt27Jk9pqOibde6uAV1h0TQEKLzqTAcKr/JcKbzKM6XwqsNURL11/RLCw8Pxeo266t0kQ2QKb66hznM3ovCaOGR80pqJAC2gOoVXnUGg8CrPlcKrPFMKrzpMRVSew6seW0Y2nACF13Bm6WpQeE0EaAHVKbzqDAKFV3muFF7lmVJ41WFK4VWPKyMbR4DCaxy31FoUXhMBWkB1Cq86g0DhVZ4rhVd5phRedZhSeNXjysjGEaDwGseNwmsiN0uqTuFVZzQovMpzpfAqz5TCqw5TCq96XBnZOAIUXuO4UXhN5GZJ1Sm86owGhVd5rhRe5ZlSeNVhSuFVjysjG0eAwmscNwqvidwsqTqFV53RoPAqz5XCqzxTCq86TCm86nFlZOMIUHiN40bhNZGbJVWn8KozGhRe5blSeJVnSuFVhymFVz2ujGwcAQqvcdwovCZys6TqFF51RoPCqzxXCq/yTCm86jCl8KrHlZGNI0DhNY4bhddEbpZUncKrzmhQeJXnSuFVnimFVx2mFF71uDKycQQovMZxo/CayM2SqlN41RkNCq/yXCm8yjOl8KrDlMKrHldGNo4Ahdc4bhReE7lZUnUKrzqjQeFVniuFV3mmFF51mFJ41ePKyMYRoPAax43CayI3S6pO4VVnNCi8ynOl8CrPlMKrDlMKr3pcGdk4AhRe47hReE3kZknVKbzqjAaFV3muFF7lmVJ41WFK4VWPKyMbR4DCaxw3Cq+J3CypOoVXndGg8CrPlcKrPFMKrzpMKbzqcWVk4whQeI3jRuE1kZslVafwqjMaFF7luVJ4lWdK4VWHKYVXPa6MbBwBCq9x3Ci8JnKzpOoUXnVGg8KrPFcKr/JMKbzqMKXwqseVkY0jQOE1jhtrkQAJkAAJkAAJkAAJ5BECFN48MlBsJgmQAAmQAAmQAAmQgHEEKLzGcWMtEiABEiABEiABEiCBPEKAwptHBorNJAESIAESIAESIAESMI4Ahdc4brlaKzn5OWYt2YaD352Gg4Md+nVrjc5t3s7VNuT1m4WGR2LsjFX468pNFPLywOejeqG670uZunXp2m18sXIX/r55D85OjvikU3N83LZJXu++au3Xl6u2AWIu9xg6AxXK+GDSyE9Ua1deD3zh6i2MD1iDp8/C8Er5UggY3w9FvL2y7NaWPcew/evvEJ+gwXtv1cRn/Tvl9e6r1v6vDp3A4nV7kZCQiHcavIEJw7vDzs420/1Wbw3E3oM/4flzoGyp4pjm1xveBT1Ua5c1Bo6JjYPftJWya4unD7XGLrJPeYwAhTcPDNieAz9J2V06cxhiYuPRbfB0zB7fH5VfLpMHWm8ZTfSbvhI+xQpjUM92uHj1JkZMWYbATTPh5FggXQPFL8QyLxZDtSovSdno2G8yVs8ZhQplfSyjIxbWCn25apu9YddhnPj1L5QqUZTCm81YJiUl4/2ufhg/rDsa1PKFENpTZy9h6YxhmWoInr+dv4LpY/qgoKe7hc0Oy2rO7XuP0WtEALYs9keRwgWljL1WqRw+6fheuob+cekGps7fhM2L/eHi7CgFOSw8SsoxL/0IPAoKwaBxC/B65QoICg6l8OqHjaVUJkDhVRmwEuH7+81Dtw7NUO/NKjLc5t1H8TgoBKP+11mJ8FYfQ6wq1m09ED/sXgBnpxTBHTx+Edq/3xCN676eY/8H+y9Em/fqy9UgXukJGMpVCMeY6Svlqvmv5y5TeLOZUBeu3MTMxVuxbdkEWUJwbtRuCA5uCYC7m0tqLSHGzT4ehd2rpsDL043TUweBtdsPIjIqBsP6dpAlr964iwmz1+HLVZPT1fzp9J/YfeBHLJo6RH7/yPHf8P3J8wjw70fGehKIjonDtX/uIUGjwdY9xyi8enJjMXUJUHjV5atI9OZdRmPtvNEoUaywjHfi1wvYuvcYVgSMUCS+tQd58jQUXQdPx7Edc1O7KtIWhCT06vx+tt3XaBLRvKsfNi8ah+IveFs7JoP7ZwhXIW09h8/CmEEf4+6DIJw+e4nCmw3xwGOn5IquWLXVXp0HfA7/od3g+0rZ1O/9ffM+/GetQa3qr8pVc3dXF4zo9yGq+1Y0eCzzQ4WJc9ZJNh+8V192V6SA1G01EGePrErXffHvvufwANSuXgm+r5bD8o1fy7EoX4af8hg6T079fgnbvvqWwmsoOJZXhQCFVxWsygZt3H4Y9qz5PDWH7MwfV+XHbJsWjVP2RlYa7c79J/LjtW82zUzt4bINX8uVs0G92mbb60Vr90CsVIwd3MVKyZjWLUO4rt9xCCKnb2DPtjhy/AyFNwf0XwYex5XrdzExzUfonwybhQE92qBWtVdTa4o3vkMnLMLMcX3xbsM3ceX6HQzyX4ADmwPkR/G80hMYPXUF3q5fXeY5a6/KjT/BxR/Ww8bGJl3h706cw+fzN0KsordqWhcj+3eEvZ0dkRpIgMJrIDAWV5UAhVdVvMoEb97FDytnj0ApnxdkQPHx2q7932NFwEhlbmDlUYKCw9Cp/2SZ0qC9ApZuR+FCnuj9UdYrvDv3fY9jJ85i+czhcHCwt3JCxnVPX6437z7C+FlrsHHRODjY21F4deAO/PYUTpz+S25U017t+0zE5JGfyBVH7SVkYtnGfdi8+L83vr2GB2Bo3w6oWqm8cYNqxbUmzV0P31fKoUPLRrKXUdGxaNh2CM4dXZ2u1yfPXMSS9V9h5eyRcCrggFlLt0Os+k4d3cuK6ajTNQqvOlwZ1TgCFF7juOVqrYHjFuDDlo1T803X7TgI8XEyVx71G4bnz5+jXutBOLx9Djz+zYHs7/eFZNqkQfVMQfYdOYndgT/KNxkuzk763SQfltKX68rN32DNtkDY2qbshk9MTEJSUhLKvFgcX6+flg/J5dzly3/fxqS5G1JzSxOTklC/zWAc2TYHnh6uqZVFaojI7xe5vdqr66Dp8B/aFa++VJpcMxAQG/yeBoel7n0QJ2FMmrMOe9dOTVdy8twNqFq5PNo2byC/n5CgQcN2Q3E6cBmZGkiAwmsgMBZXlQCFV1W8ygQXOX3i9ADtKQ1dBk6Tx+S88Rpz9fQlLPL3vAt6YnCvlFMaBvkvxKGts+Hq4gTxcbv4BSfy+8QGlS17vpX50eJnvHImkB1XcaTbtIWb8b8ebeRKetqLKQ05MxWpNq16jJVvaOvXTDml4fufz2HdfD/cf/QUW/d+C7+BH8kg4sSW1s3qyTdv5y9ex+hpK3Fg00wUKODAqZuBwIPHwegxZIZMBUs5pWEFXipXEgO6t5E50I+ePEPH1m9hw87DEG86ZozrK9MYjv74OzZ9eQRblviTqYEEKLwGAmNxVQlQeFXFq1zweSt24evDJ2Su2Sed3stxs5Vyd7WeSBFRMRg3YzXOXfwbHm6u8ogh7akX/xs7H2/Xqy4/6mzUbiiehUYgbUpfvTd9uUEwm6mQHVexIeh9mYozMtORbhRe3f+uxA73cTNXSwkrV7oEZvl/ipLFi0ipFd8Xq7ri/wKxyus/a7V8LVq4oMz7TZv2oPtO+avEwe9+xbwVOxEbH48GtV7D1FG95JsD8amZ2AQ4a9ynMn1hxuKtOH32sjyj9wXBdUQPlC6ZklLGS38CFF79WbGk+gQovOoz5h1IgARIgARIgARIgATMSIDCa0b4vDUJkAAJkAAJkAAJkID6BCi86jPmHUiABEiABEiABEiABMxIgMJrRvi8NQmQAAmQAAmQAAmQgPoEKLzqM+YdSIAESIAESIAESIAEzEiAwmtG+Lw1CZAACZAACZAACZCA+gQovOoz5h1IgARIgARIgARIgATMSIDCa0b4vDUJkAAJkAAJkAAJkID6BCi86jPmHUiABEiABEiABEiABMxIgMJrRvi8NQmQAAmQAAmQAAmQgPoEKLzqM+YdSIAESIAESIAESIAEzEiAwmtG+Lw1CZAACZAACZAACZCA+gQovOoz5h1IgARIgARIgARIgATMSIDCa0b4vDUJkAAJkAAJkAAJkID6BCi86jPmHUiABEiABEiABEiABMxIgMJrRvi8NQmQAAmQAAmQAAmQgPoEKLzqM+YdSIAESIAESIAESIAEzEiAwmtG+Lw1CZAACZAACZAACZCA+gQovOoz5h1IgASslMCMRVsQeOwUChRwwKo5n6FiuZIW29Pjv/yBOct34MDmWRbbRjaMBEiABNQiQOFViyzjkoCFEHjwOBhNO38mW2NnZ4sihbxQs9qrGNyrLUoUK2whrczcjE79pmDnykkW274Tv17ApLnrsGvlZMnVw81VvlrqReG11JFhu0iABHKDAIU3NyjzHiRgRgJa4T25bwlsbGxw71EQFq/di0dBIdi3fpr8nqVdN+8+QtdB0/DL/qWW1rTU9mzYdRhn//obi6cNsdg2pm0YhTdPDBMbSQIkoBIBCq9KYBmWBCyFgFZ4zx1dDccCDrJZz0Ij0LDtEBzaOhulfIpCo0nEnOU7EXjsF8AGaFzndYwd3AXubi6IiY3DOx1HYseKSRgzfSUuX7+DHcsn4pUKpaTwiY/Jr964C3dXZ3zatRW6dWgq77Hrm+NYvTUQoWER8H21HCYM74FypYrLn3346WR0afcOvj78M0T7hHJ/9EET9OzcHNf+uYf+fvMQFBwGTw9XWf6bjTPhXdADC9fswZHjv+FxUAiKv+CNzwZ0wlt1q8kyop0zFm3F739eQ1BwKOITNPL7IuZn/Tvl2Mesxur8xeuYvWwHrly/A093V3Ro2QgDP2kLW1sbLFi9G7v2/yDv6eLihA4tGmFEv47pwpy78DdmL92Ov2/eh7OzI954rSLmTRoIB3s7XLp2W8a49PctJCc/R/2avpg6ujecnQrImGJsvpg8EHNX7EJ4RBSKFy2EqX698dXBE/jhl/Oyb7WrV8KUz3rCwcFe1mncfpiMsXb7AQSHhKOgpzsmjuiBqpXKy3ZlFN6cxjwxKQlzlu3A4R9+Q0RUDF4sURRDe7dHkwbVLWVasx0kQAIkYBABCq9BuFiYBPIegayENzQ8EvXbDJb5nGVeLIb5q77EjdsPMHF4DxQoYI/Pv9gIe3s7zJkwQMrUm837o1qVl9CjYzNUrlgGRQoXlCLWvMtoKYHN366FyKgY+ZF+2VLF8fNvFzB94RbMnzJQCvWOfd9j574fsH/jDCndQniDQ8Kwfv4YeX/Rxna9J2DN3FFSjv+8/A8GjPki0wrvsZ9+l6JdrKg3Dn53GiKH9uT+JbC3s8O8Fbtw72EQ5k36H2Lj4tF10HR83LYJOrZ+Sw5aTn3MOKriDcH7Xf0wsl9HvN+kNh4+eQa/aSvQ4p066PNxC1lcyLwU188HZTkpGrUbilH/64ymDWsgJDwSV6/fReO6r8uydx8E4e6DJ6ju+xJi4xJkX5u/VUvKuZb32/Wqyb4IoR0zfRVE3/t1a41+3VohJjYeXQZOxUdt30HHVo1T6zSsXVWKshDnPQd+wsI1u3F0x1w4ORbIJLw58RAyL96MLJw6GK4uzrh64w4KF/JEKZ8X8t4/ALaYBEiABABQeDkNSMDKCWQUXrFyOmf5dty6+xi7V0+BJjEJtVsMQODmWXIlUVw3bj1Auz4TcPbIamg0Gim8YjVRrHJqr2Ub9+H8hetYPTclPzjt1XvkbHzQrD5aNa2b+u16bQZh/uRBqFntFSm8DWu/hsG92qX+XKzqNqrzulzpzU54097j+fPnqPZuHxzYEgCfYoXRvs9EDOv7IRrU8pXFlm34WorqNL/eOvsoVl3TXss37cOfl25gRRXc9JsAAAj5SURBVMDI1G//ev4Khk1YjFOBy/QS3gYfDJYrrO82rKFzhq3c/A3u3H+MGWP7psrrpkXj5KqwuL49cRajpq7AbwdXyBVicQnBj4qJxaQRPVLrbFw4FjWqvpx6v9Y9xqF/9zZ4v0mtdMKra8x3Bx7H/qO/YN0XflKeeZEACZBAXidA4c3rI8j2k4AOAlrhFekB8fEa+ZF8s8Y1MaxvB7lqd+f+E7maKVYS015JSUk4umMePN1dpPBq0x+0ZUZNXQ6fYkVknIyX+Hg9LDwSSJMfnJycjOl+faQEa1MaPnivfmrVYROXoPLLZdC3S8sshVdI2oadh/DDyfNyBVfkHov0h282zZSpEi26jcG4IV1R780qKcK7cR+ePA2Roq6rj1rRz6lvUdGxqNViAI7vWYAi3l46V3jFprZxM1fhlQql0bX9u1LwtfnSF6/dwvodh3D73mMIcRcrykJUxYqudoX32I65qZsKRazP52+E+J72Wrr+K7lSHDC+X2qdb3d9kfqmRZQbPmkJXi5fCv27t04nvLp4FPJyx9gZq2R6iHiT83Hbd+Rc4UUCJEACeZUAhTevjhzbTQJ6EtAKrxBWkYuqzYvVVhcbxFp1H4szh1bCxdkxU1StgP24d2E66Rk5ZZnM7cxKeEUOqlhZFR+xZ3UJ4e3ZqblcedReuoQ3YOl2XLx6E3MmDkCxIoWkKPq+3UumSQjhnTp/E56GhGGuTMOIR/ehMzHi0w9lGoGuPmZs49AJi2VqRtq+GSq8ImZcfII8tkzk1ZYuWQxLZwyTctuy+xiMH9YNLZrUkWkgQs7/uf0gnfCm5S2Ed/rCzTi8bXaOwntwSwBKl/wv7WCw/0JUeaWcTINIm8OrLw+Rf7zpyyMynWLBlEGoU6OynrOOxUiABEjAsghQeC1rPNgaElCcQFY5vGlvIjYv1WwxAEumD01dHU378+yEd/G6vbh49RZWzv7vY39tvZ7DZ6FqpQpZyrAoo0t4L1y9hb6fzcHpf9MHRB2RsiBWSts2byBvo12l1K7wis1Voszz5GR4erjJlUmRHiEuXX3MCF0IqEhpSNs3kdIwZPwi2SaxUqsrhzdtTJGn2+yjz7Bo2hCEhEZgxuKt+HbnvNQio6euQFJyssnCu2TG0NRNfGIzXNPOIzGyfyeZY51WeA3lsWHnYZw8czHL9BXFJywDkgAJkIAKBCi8KkBlSBKwJAK6hFe0VZwYcOT4Gbkq+1K5kjIVQGyyEukH2Qnv46chaNF1jDydQKzUihXQ8MhoVHm5rJSjoRMWYfLInvIEApFreursJbRpWk8+pEGX8IpV0Mbth2LDgrF47dVysLG1wfBJS+Hk6CBPIhCnEExbsAmnz13B3rVT5QqvWEndf/QkZo77FHa2tnBzc5ab2bRXTn3MOF5PnoaiTU9/DO/bQW5U025aE6kgIj1AXLqE98vA41I+xWkJIoVBCPy+DTPkZr/O/adg82J/yVrk585YuEWunqZNaTBmhVds+Jvu11tuKly77YDceCY2rYmNghlPaciJx5k/rsqNbhXLv4iEBA1mLt4qU15EeggvEiABEsiLBCi8eXHU2GYSMICAPsIr8mNFTqgQpNCwSHgX8kC75g0xqFfbbIVXNOHU75cwb+UuXL95Xx5hNrDnB6mrqkI+V28JlHmmrq5OeMO3ojxBQIiTLuEVsddsO4B12w/K1IXdaz6Xq7RjZ66Wx4SJlAa/QR9h1ZZATB/TRwqvWIEVUpmUlCzpiFxlsWEsYHx/udErpz5mhVNIasCSbbh47TY83FzkyrLYZKd9uIQu4RXpBOLYttj4BJn6MaB7a7nSKq4Vm/Zj856jiI9PQOO61dC00ZvyuDVThXf+lEFYtHYP7j8MQvkyPnJD22vZHUuWw5gLOZ67Yqc8PUNsWqtbowomDOueKR3GgGnIoiRAAiRgVgIUXrPi581JgASUICByUvuNnicfAvFy+RdlSHEaxaej56LPRy3SnRahxP0sLUZ2q/CW1k62hwRIgATMRYDCay7yvC8JkIBiBMTGqr+u3MTciQPSxRSbz+rWqIxObd5W7F6WGIjCa4mjwjaRAAlYEgEKryWNBttCAiRgFAGRMzxx9jpsXDQWJYsXgXhSmMhJFicb7Fg+ST78wpovCq81jy77RgIkoAQBCq8SFBmDBEjA7AQ2fnkEO77+Th5JJvJstefPah+ta/YGqtgACq+KcBmaBEjAKghQeK1iGNkJEiABEiABEiABEiCB7AhQeDk3SIAESIAESIAESIAErJoAhdeqh5edIwESIAESIAESIAESoPByDpAACZAACZAACZAACVg1AQqvVQ8vO0cCJEACJEACJEACJEDh5RwgARIgARIgARIgARKwagIUXqseXnaOBEiABEiABEiABEiAwss5QAIkQAIkQAIkQAIkYNUEKLxWPbzsHAmQAAmQAAmQAAmQAIWXc4AESIAESIAESIAESMCqCVB4rXp42TkSIAESIAESIAESIAEKL+cACZAACZAACZAACZCAVROg8Fr18LJzJEACJEACJEACJEACFF7OARIgARIgARIgARIgAasmQOG16uFl50iABEiABEiABEiABCi8nAMkQAIkQAIkQAIkQAJWTYDCa9XDy86RAAmQAAmQAAmQAAlQeDkHSIAESIAESIAESIAErJoAhdeqh5edIwESIAESIAESIAESoPByDpAACZAACZAACZAACVg1AQqvVQ8vO0cCJEACJEACJEACJEDh5RwgARIgARIgARIgARKwagIUXqseXnaOBEiABEiABEiABEiAwss5QAIkQAIkQAIkQAIkYNUEKLxWPbzsHAmQAAmQAAmQAAmQAIWXc4AESIAESIAESIAESMCqCVB4rXp42TkSIAESIAESIAESIAEKL+cACZAACZAACZAACZCAVROg8Fr18LJzJEACJEACJEACJEACFF7OARIgARIgARIgARIgAasmQOG16uFl50iABEiABEiABEiABCi8nAMkQAIkQAIkQAIkQAJWTYDCa9XDy86RAAmQAAmQAAmQAAlQeDkHSIAESIAESIAESIAErJrA/wEUYwqZdaTj4wAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for name, metrics in prediction_explanations.items():\n",
    "    print(f\"{name}:\")\n",
    "    metrics.ipython_plot(class_names=class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can launch a dashboard to examine all the explanations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dash is running on http://127.0.0.1:8050/\n",
      "\n",
      " * Serving Flask app \"omnixai.visualization.dashboard\" (lazy loading)\n",
      " * Environment: production\n",
      "\u001b[31m   WARNING: This is a development server. Do not use it in a production deployment.\u001b[0m\n",
      "\u001b[2m   Use a production WSGI server instead.\u001b[0m\n",
      " * Debug mode: off\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " * Running on http://127.0.0.1:8050/ (Press CTRL+C to quit)\n"
     ]
    }
   ],
   "source": [
    "from omnixai.visualization.dashboard import Dashboard\n",
    "\n",
    "# Launch a dashboard for visualization\n",
    "dashboard = Dashboard(\n",
    "    instances=test_instances,\n",
    "    data_explanations=data_explanations,\n",
    "    local_explanations=local_explanations,\n",
    "    global_explanations=global_explanations,\n",
    "    prediction_explanations=prediction_explanations,\n",
    "    class_names=class_names\n",
    ")\n",
    "dashboard.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}