diff --git a/Maternal Health Risk Prediction/maternalHealthRiskPrediction_FeatureImportance_.ipynb b/Maternal Health Risk Prediction/maternalHealthRiskPrediction_FeatureImportance_.ipynb
new file mode 100644
index 0000000..8c674d4
--- /dev/null
+++ b/Maternal Health Risk Prediction/maternalHealthRiskPrediction_FeatureImportance_.ipynb	
@@ -0,0 +1,2756 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "SbtDquK72fBs"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 724,
+     "status": "ok",
+     "timestamp": 1716047327679,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "bNpvJxBC3n1Y",
+    "outputId": "46c5ffc4-7875-4fa7-f1d2-f7839bb0062b"
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "for dirname, _, filenames in os.walk('/content/drive/MyDrive/Maternal Health Risk Prediction'):\n",
+    "    for filename in filenames:\n",
+    "        print(os.path.join(dirname, filename))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 206
+    },
+    "executionInfo": {
+     "elapsed": 454,
+     "status": "ok",
+     "timestamp": 1716047331878,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "9kDoM3nP4c_E",
+    "outputId": "c8093798-acda-486d-9190-1852d1877357"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>SystolicBP</th>\n",
+       "      <th>DiastolicBP</th>\n",
+       "      <th>BS</th>\n",
+       "      <th>BodyTemp</th>\n",
+       "      <th>HeartRate</th>\n",
+       "      <th>RiskLevel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>25</td>\n",
+       "      <td>130</td>\n",
+       "      <td>80</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>86</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>35</td>\n",
+       "      <td>140</td>\n",
+       "      <td>90</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>29</td>\n",
+       "      <td>90</td>\n",
+       "      <td>70</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>80</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>30</td>\n",
+       "      <td>140</td>\n",
+       "      <td>85</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>35</td>\n",
+       "      <td>120</td>\n",
+       "      <td>60</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>low risk</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Age  SystolicBP  DiastolicBP    BS  BodyTemp  HeartRate  RiskLevel\n",
+       "0   25         130           80  15.0      98.0         86  high risk\n",
+       "1   35         140           90  13.0      98.0         70  high risk\n",
+       "2   29          90           70   8.0     100.0         80  high risk\n",
+       "3   30         140           85   7.0      98.0         70  high risk\n",
+       "4   35         120           60   6.1      98.0         76   low risk"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv('Maternal Health Risk Data Set.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6NNR8U5t4rm2"
+   },
+   "source": [
+    "1.Variable Description and Identification"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 439,
+     "status": "ok",
+     "timestamp": 1716047335961,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "mc5ms_Rq4oce",
+    "outputId": "d785d2c7-5906-49ad-db3e-ef700ed2ab8d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1014 entries, 0 to 1013\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column       Non-Null Count  Dtype  \n",
+      "---  ------       --------------  -----  \n",
+      " 0   Age          1014 non-null   int64  \n",
+      " 1   SystolicBP   1014 non-null   int64  \n",
+      " 2   DiastolicBP  1014 non-null   int64  \n",
+      " 3   BS           1014 non-null   float64\n",
+      " 4   BodyTemp     1014 non-null   float64\n",
+      " 5   HeartRate    1014 non-null   int64  \n",
+      " 6   RiskLevel    1014 non-null   object \n",
+      "dtypes: float64(2), int64(4), object(1)\n",
+      "memory usage: 55.6+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "LrODy_wA5Op5"
+   },
+   "source": [
+    "1.1 Checking missing/null values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1716047339031,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "xLD7JIBc5KQ9",
+    "outputId": "66269f04-4ea9-42ef-be50-8dc4f1f5a642"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Age            0\n",
+       "SystolicBP     0\n",
+       "DiastolicBP    0\n",
+       "BS             0\n",
+       "BodyTemp       0\n",
+       "HeartRate      0\n",
+       "RiskLevel      0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "VBx2zQP_8W0r"
+   },
+   "source": [
+    "1.2 Checking duplicates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 441
+    },
+    "executionInfo": {
+     "elapsed": 461,
+     "status": "ok",
+     "timestamp": 1716047342207,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "b-9U63yU8VLg",
+    "outputId": "ef04c717-a29a-47cf-c3fd-c1c86e0d8efa"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are 562 duplicates data\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>SystolicBP</th>\n",
+       "      <th>DiastolicBP</th>\n",
+       "      <th>BS</th>\n",
+       "      <th>BodyTemp</th>\n",
+       "      <th>HeartRate</th>\n",
+       "      <th>RiskLevel</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>670</th>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>50</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>mid risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>849</th>\n",
+       "      <td>10</td>\n",
+       "      <td>100</td>\n",
+       "      <td>50</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>mid risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>552</th>\n",
+       "      <td>12</td>\n",
+       "      <td>90</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>low risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>940</th>\n",
+       "      <td>12</td>\n",
+       "      <td>90</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>low risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>12</td>\n",
+       "      <td>90</td>\n",
+       "      <td>60</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>66</td>\n",
+       "      <td>low risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>553</th>\n",
+       "      <td>60</td>\n",
+       "      <td>120</td>\n",
+       "      <td>85</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>mid risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>772</th>\n",
+       "      <td>60</td>\n",
+       "      <td>120</td>\n",
+       "      <td>85</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>mid risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>818</th>\n",
+       "      <td>60</td>\n",
+       "      <td>120</td>\n",
+       "      <td>85</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>mid risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>63</td>\n",
+       "      <td>140</td>\n",
+       "      <td>90</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>502</th>\n",
+       "      <td>63</td>\n",
+       "      <td>140</td>\n",
+       "      <td>90</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>90</td>\n",
+       "      <td>high risk</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>866 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Age  SystolicBP  DiastolicBP    BS  BodyTemp  HeartRate  RiskLevel\n",
+       "670   10         100           50   6.0      99.0         70   mid risk\n",
+       "849   10         100           50   6.0      99.0         70   mid risk\n",
+       "552   12          90           60   7.5     102.0         60   low risk\n",
+       "940   12          90           60   7.5     102.0         60   low risk\n",
+       "543   12          90           60   7.5     102.0         66   low risk\n",
+       "..   ...         ...          ...   ...       ...        ...        ...\n",
+       "553   60         120           85  15.0      98.0         60   mid risk\n",
+       "772   60         120           85  15.0      98.0         60   mid risk\n",
+       "818   60         120           85  15.0      98.0         60   mid risk\n",
+       "114   63         140           90  15.0      98.0         90  high risk\n",
+       "502   63         140           90  15.0      98.0         90  high risk\n",
+       "\n",
+       "[866 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(f\"There are {data.duplicated().sum()} duplicates data\")\n",
+    "data.loc[data.duplicated(keep=False)].sort_values(by=data.columns.to_list())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "C-H0Y7qu8h7g"
+   },
+   "source": [
+    "2. Univariate Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "HLorMUjJ8m3f"
+   },
+   "source": [
+    "2.1 Categorical Variables"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "QI6c2KzY8tE9"
+   },
+   "source": [
+    "2.1.1 Risk Level"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 497
+    },
+    "executionInfo": {
+     "elapsed": 1391,
+     "status": "ok",
+     "timestamp": 1716047352051,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "PkGmcH-C8djE",
+    "outputId": "17852d21-e591-493a-8902-ea94c948f8d6"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\divya\\AppData\\Local\\Temp\\ipykernel_28628\\2935681441.py:9: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  count = sns.countplot(x=\"RiskLevel\", data=data, ax=ax[1], order=risk_order, palette=p_colors)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "p_colors = ['green', 'orange', 'red']\n",
+    "risk_order = [\"low risk\", \"mid risk\", \"high risk\"]\n",
+    "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
+    "\n",
+    "data[\"RiskLevel\"].value_counts().plot(kind=\"pie\", labels=risk_order, colors=p_colors, explode=[0.05, 0.05,  0.05], autopct='%1.1f%%', ax=ax[0], shadow=True)\n",
+    "ax[0].set_title(\"Risk Level Pie Chart\")\n",
+    "ax[0].set_ylabel('')\n",
+    "\n",
+    "count = sns.countplot(x=\"RiskLevel\", data=data, ax=ax[1], order=risk_order, palette=p_colors)\n",
+    "for bar in count.patches:\n",
+    "    count.annotate(format(bar.get_height()),\n",
+    "        (bar.get_x() + bar.get_width() / 2,\n",
+    "        bar.get_height()), ha='center', va='center',\n",
+    "        size=11, xytext=(0, 8),\n",
+    "        textcoords='offset points')\n",
+    "ax[1].set_title(\"Risk Level Bar Chart\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "C-B_OTYRWzQ1"
+   },
+   "source": [
+    "The majority of expectant women in this dataset appear to be at low risk for health issues. Pregnant women in 406 (40%) of the 1014 observations have low risk, 336 (33.1%) have medium risk, and 272 (26.8%) have high risk. To learn more and understand why pregnant women are at a different health risk, we will examine the data. Every variable that could have an impact on it will be examined."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Rk-MWWnq84JV"
+   },
+   "source": [
+    "2.2 Numerical Variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 300
+    },
+    "executionInfo": {
+     "elapsed": 436,
+     "status": "ok",
+     "timestamp": 1716047356023,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "yWXIFPVw80o1",
+    "outputId": "c3c00197-654b-4cc3-f117-57cea793444a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>SystolicBP</th>\n",
+       "      <th>DiastolicBP</th>\n",
+       "      <th>BS</th>\n",
+       "      <th>BodyTemp</th>\n",
+       "      <th>HeartRate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1014.000000</td>\n",
+       "      <td>1014.000000</td>\n",
+       "      <td>1014.000000</td>\n",
+       "      <td>1014.000000</td>\n",
+       "      <td>1014.000000</td>\n",
+       "      <td>1014.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>29.871795</td>\n",
+       "      <td>113.198225</td>\n",
+       "      <td>76.460552</td>\n",
+       "      <td>8.725986</td>\n",
+       "      <td>98.665089</td>\n",
+       "      <td>74.301775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>13.474386</td>\n",
+       "      <td>18.403913</td>\n",
+       "      <td>13.885796</td>\n",
+       "      <td>3.293532</td>\n",
+       "      <td>1.371384</td>\n",
+       "      <td>8.088702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>49.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>6.900000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>70.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>7.500000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>76.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>39.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "      <td>90.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>160.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>103.000000</td>\n",
+       "      <td>90.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Age   SystolicBP  DiastolicBP           BS     BodyTemp  \\\n",
+       "count  1014.000000  1014.000000  1014.000000  1014.000000  1014.000000   \n",
+       "mean     29.871795   113.198225    76.460552     8.725986    98.665089   \n",
+       "std      13.474386    18.403913    13.885796     3.293532     1.371384   \n",
+       "min      10.000000    70.000000    49.000000     6.000000    98.000000   \n",
+       "25%      19.000000   100.000000    65.000000     6.900000    98.000000   \n",
+       "50%      26.000000   120.000000    80.000000     7.500000    98.000000   \n",
+       "75%      39.000000   120.000000    90.000000     8.000000    98.000000   \n",
+       "max      70.000000   160.000000   100.000000    19.000000   103.000000   \n",
+       "\n",
+       "         HeartRate  \n",
+       "count  1014.000000  \n",
+       "mean     74.301775  \n",
+       "std       8.088702  \n",
+       "min       7.000000  \n",
+       "25%      70.000000  \n",
+       "50%      76.000000  \n",
+       "75%      80.000000  \n",
+       "max      90.000000  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NYHTUxu9W9yg"
+   },
+   "source": [
+    "As we can see, it appears that there is an outlier in the Age, BS, and HeartRate variables. However, this is only an educated guess."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "id": "SKQM6ID39Ckp"
+   },
+   "outputs": [],
+   "source": [
+    "def num_plot(data, col):\n",
+    "    fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n",
+    "\n",
+    "    sns.histplot(data=data, x=col, kde=True, ax=ax[0])\n",
+    "    sns.boxplot(data=data, x=col, ax=ax[1])\n",
+    "    ax[0].set_title(f\"{col} Distribution Histogram\")\n",
+    "    ax[1].set_title(f\"{col} Distribution Boxplot\")\n",
+    "\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "dG8vOOf69Fs2"
+   },
+   "source": [
+    "2.2.1 Age"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 1384,
+     "status": "ok",
+     "timestamp": 1716047360084,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "sa4jRh789IFw",
+    "outputId": "28034a48-18e6-4d65-ed4e-d2e5b210cb2f"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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zam558vHxUWJiotMzp6WladmyZUpISDjqt+k1OnTooPvuu0/33XefduzYod69e+uFF15w3Mp9tIbyZNT0Ihx5zu3bt0uSY6bRZs2aSZLy8vJqTQBT3ze6x5utbdu2kg5PpnbOOefU2pecnOzY70p69uypnj176pFHHtGKFSs0ePBgzZo1S08++aSk+q+9ZcuWCggIUHJycp1927Ztk9VqdfRqt23bts77Uqr7Xv07X331lcrLy/Xll1/W6kVfunTpcZ8DAJoiPhvw2cBZqqurHXdAnEg7LkmPPfaYkpKS9Pzzz+vBBx/UQw89pFdeeaXOc3fs2FFn2/bt2xUQEFDn7oEaR/5+jrxVv6KiQikpKbXeo858P6Bp4PZ4uJTS0lJ9+umnuvDCC3X55ZfXeUycOFGFhYWOpViGDx+uyspKvfHGG45z2O32Oo16RESEhg4dqtmzZ2v//v11Xvdotyodj9zcXF1zzTWqrq52zJxan5KSEpWVldXa1qFDBwUHB6u8vNyxLTAwsNbSHqciIyNDn332mePngoICvffee+rdu7dj2ZOaWdCP/Na5ZnmzvzrebP3791dERIRmzZpV69q+++47JSUlaeTIkSd7SU5XUFCgqqqqWtt69uwpq9V6zL+Ll5eXzjvvPH3xxRe1binMysrSvHnzNGTIEMdswcOHD9fKlSu1ceNGx3G5ublHXa6oPjW9Dkf2iOfn5+udd9457nMAQFPDZwM+GzjL0qVLVVRUpNNOO03SibXjq1at0vPPP6977rlH9913n+6//3699tprWrZsWZ3XWblypdavX+/4OT09XV988YXOO++8o95BkJiYKF9fX73yyiu12vm33npL+fn5tX4/gYGBxzWMD+6Dnna4lC+//FKFhYW6+OKL691/+umnq2XLlpo7d66uuuoqjRo1SgMHDtR9992nnTt3Kj4+Xl9++aVyc3Ml1f4mcvr06RoyZIh69uypW2+9Ve3bt1dWVpZWrlypvXv3atOmTcfMt337dn3wwQcyDEMFBQXatGmTPvnkExUVFenFF1/UiBEj/va5w4YN05VXXqlu3brJ29tbn332mbKysnT11Vc7juvXr59mzpypJ598Uh07dlRERESdb6SPV+fOnXXzzTdrzZo1ioyM1Ntvv62srKxaRd55552n2NhY3Xzzzbr//vvl5eWlt99+Wy1btlRaWlqt8x1vNh8fHz3zzDO68cYbddZZZ+maa65xLOvSrl073XvvvSd1PQ1hyZIlmjhxoq644gp17txZVVVVev/99+Xl5aXRo0c7juvXr59++OEHvfjii4qJiVFcXJwGDRqkJ598UosWLdKQIUN05513ytvbW7Nnz1Z5ebmeffZZx/MfeOABffDBBzr33HM1adIkx5JvsbGxys3NPa5vzc877zz5+vrqoosu0u23366ioiK98cYbioiIqPcDJwC4Az4b8NngZOTn5zvuVKiqqnIsn+bv76+HHnrIcdzxtONlZWUaN26cOnXqpKeeekqS9Pjjj+urr77SjTfeqN9++02BgYGOc/bo0UPDhw+vteRbzXOOpmXLlpoyZYoef/xxjRgxQhdffLGSk5M1Y8YMDRgwQGPHjnUc269fP3300UeaPHmyBgwYoKCgIF100UXO++XB9Zg2bz1Qj4suusjw8/MziouLj3rMDTfcYPj4+Bg5OTmGYRjGgQMHjGuvvdYIDg42QkNDjRtuuMH45ZdfDEnG/Pnzaz13165dxvXXX29ERUUZPj4+RqtWrYwLL7zQ+O9//3vMbDpiyRCr1WqEhYUZffr0Me6++25j69atdY7/67IuOTk5xoQJE4z4+HgjMDDQCA0NNQYNGmR8/PHHtZ6XmZlpjBw50ggODjYkOZZRqVkaZM2aNXVe62jLuowcOdJYuHCh0atXL8Nmsxnx8fH1Lm22bt06Y9CgQYavr68RGxtrvPjii/We82jZ/rqsS42PPvrI6NOnj2Gz2Yzw8HBjzJgxxt69e2sdM27cOCMwMLBOpqMtN/NXZ511ltG9e/d699X8Df5uybfdu3cbN910k9GhQwfDz8/PCA8PN84++2zjhx9+qHWubdu2GWeeeabh7+9vSKq1/Nv69euN4cOHG0FBQUZAQIBx9tln11pqrcaGDRuMM844w7DZbEbr1q2NadOmGa+88oohycjMzHQcV/O3q8+XX35p9OrVy/Dz8zPatWtnPPPMM8bbb7991L//X6me5Ynq+z0BgKvgswGfDWqcyGeDI/82FovFCA8PNy6++GJj3bp1dY4/Vjt+7733Gl5eXsaqVatqPW/t2rWGt7e3MX78eMe2mnb2gw8+MDp16mTYbDajT58+dX4P9f0uDePwEm/x8fGGj4+PERkZaYwfP944dOhQrWOKioqMa6+91ggLCzMksfybB7AYBjMPwf18/vnnuvTSS/Xzzz8f1wzigFnuuecezZ49W0VFRaZPyAcA7ozPBmgMFotFEyZM0GuvvWZ2FLgRxrSjySstLa31c3V1tV599VWFhISob9++JqUC6vrre/XgwYN6//33NWTIEAp2AHAiPhsAcCeMaUeTN2nSJJWWliohIUHl5eX69NNPtWLFCv373/92+hIowKlISEjQ0KFD1bVrV2VlZemtt95SQUGBpk6danY0AHArfDYA4E4o2tHknXPOOXrhhRf09ddfq6ysTB07dtSrr76qiRMnmh0NqOWCCy7Qf//7X73++uuyWCzq27ev3nrrLZ155plmRwMAt8JnAwDuhDHtAAAAAAC4KMa0AwAAAADgoijaAQAAAABwUYxpl2S325WRkaHg4GBZLBaz4wAAPJxhGCosLFRMTIysVr5fdwbaegCAqzne9p6iXVJGRobatGljdgwAAGpJT09X69atzY7hFmjrAQCu6ljtPUW7pODgYEmHf1khISEmpwEAeLqCggK1adPG0T7h1NHWAwBczfG29xTtkuM2uZCQEBpyAIDL4DZu56GtBwC4qmO19wyUAwAAAADARVG0AwAAAADgoijaAQAAAABwURTtAAAAAAC4KIp2AAAAAABcFEU7AAAAAAAuiqIdAAAAAAAXRdEOAAAAAICLomgHAAAAAMBFUbQDAAAAAOCivM0OANeTlpamnJycBjt/ixYtFBsb22DnBwAAAAB3QdGOWtLS0hTftatKS0oa7DX8AwK0LSmJwh0AAAAAjoGiHbXk5OSotKREYx58TpGxHZx+/qy0XZr7zP3KycmhaAcAAACAY6BoR70iYzuodafuZscAAAAAAI/GRHQAAAAAALgoinYAAAAAAFwURTsAAAAAAC6KMe1wiqpquw6VVKqwrFL+vl5qFuArPx8vs2MBAAAAQJNG0d4ENeQ66klJSSd0fE5RudanHdL2zCJVG0atfW2a+at3mzDFtQiUxWJxZkwAAAAA8AgU7U1MY6yjLklFRUV/u99uGFq1O1er9+Q6ttm8rQr191FJRbWKyquUfqhU6YdK1TY8QOd2i1SgjbcbAAAAAJwIU6uo5cuX67nnntO6deu0f/9+ffbZZxo1alS9x95xxx2aPXu2XnrpJd1zzz2O7bm5uZo0aZK++uorWa1WjR49Wv/5z38UFBTUOBfRyBp6HfWk1cv03bv/UVlZ2VGPKa+q1teb92vvoVJJUoeWgerXtpmiQ/0dxxSUVmrz3nxt3Jun1NwSzV2Vpgt7RTs9LwAAAAC4M1OL9uLiYp122mm66aabdNlllx31uM8++0y//vqrYmJi6uwbM2aM9u/fr0WLFqmyslI33nijbrvtNs2bN68ho5uuodZRz0rb9bf7K6vt+mJjhvbnl8nHy6Jh8ZHqEhVc57gQfx8N6dRCXaODtWBrpnKKKvT5xn1KaM5t8gAAAABwvEwt2s8//3ydf/75f3vMvn37NGnSJC1cuFAjR46stS8pKUkLFizQmjVr1L9/f0nSq6++qgsuuEDPP/98vUW+JJWXl6u8vNzxc0FBwSleiWeothv6evN+7c8vk6+3VaP7tlJEsN/fPqd5kE1X9m+jrzZnKD23VL8c8JZvdOdGStwwGnJOAUlq0aKFYmNjG+z8AAAAAJoOlx5kbLfbdd111+n+++9X9+51e5VXrlypsLAwR8EuSYmJibJarVq1apUuvfTSes87bdo0Pf744w2W212t3H1Qabkl8vGyaFTvmGMW7DV8vKy6uFeMvtq8X2m5JWp56cPKLa1u4LQNozHmFPAPCNC2pCQKdwAAAACuXbQ/88wz8vb21l133VXv/szMTEVERNTa5u3trfDwcGVmZh71vFOmTNHkyZMdPxcUFKhNmzbOCe2mUg8Wa13qIUnSuV0ja41fPx7eXlaN7BmtD1bsUGFwcz274pDOGFQtm3fTWhauoecUyErbpbnP3K+cnByKdgAAAACuW7SvW7dO//nPf7R+/XqnLxdms9lks9mcek53VlpZrYVbsyRJPVuFqlNk3THsx8PX26p/tKjStykV2n4wSC//sEMPjoh3ZtRG01BzCgAAAADAkaxmBzian376SdnZ2YqNjZW3t7e8vb2Vmpqq++67T+3atZMkRUVFKTs7u9bzqqqqlJubq6ioKBNSu6cVO3NUWlmt5oG+OrNTi1M6V5CPdPDb/0iSZi/bpfVph5wREQAAAADcksv2tF933XVKTEystW348OG67rrrdOONN0qSEhISlJeXp3Xr1qlfv36SpCVLlshut2vQoEGNntkdZeaXaUvG4Yn6zu4SIW+vU/+ep3THSp0Z66flaWX658eb9O3dZ8jPp2ndJg8AgCfIyspSfn6+2TFgktDQUEVGRpodA/B4phbtRUVF2rlzp+PnlJQUbdy4UeHh4YqNjVXz5s1rHe/j46OoqCh16dJFktS1a1eNGDFCt956q2bNmqXKykpNnDhRV1999VFnjsfxMwxDS5MP38kQHxWsVs1ObBz737mlb6iS8wztzinW7GW7dXdiJ6edGwAAnLqsrCyNve56VVaUH/tguCUfX5s+eP89CnfAZKYW7WvXrtXZZ5/t+Llmcrhx48Zpzpw5x3WOuXPnauLEiRo2bJisVqtGjx6tV155pSHiepyd2UXKLiyXr5dVQzqe2m3xfxXka9UjI7tp0ocbNOPHnRrdr5VaNwtw6msAAICTl5+fr8qKcpW2P0t2v1Cz4xwXa2me/FOWqzTuTNn9w8yO06RZy/Kl3cuUn59P0Q6YzNSifejQoTIM47iP37NnT51t4eHhmjdvnhNTQZIMQ/p1d64kqU9smAJtzn+rXNgrWnNXperX3bl66pskzRzbz+mvAQAATo3dL1T2QOd+ed/Q7P5hTS4zAByNy05EB3NlV/srt6RCNm+r+sSGNchrWCwW/evi7vKyWvTdlkytTsltkNcBAAAAgKaKoh11WaxKrTy8rFu/ts0adC31+KgQXTWgjSTp2QXbTujOCwAAAABwdxTtqMO/40CVGt6yeVt1WuuwBn+9u87pJJu3VWtTDzkmvgMAAAAAULSjHiEDRkmSerUOla93w79FokL9dMM/2kmSnl2QLLud3nYAAAAAkCja8ReF8pNfmx6yyFCvRuhlrzF+aAcF27y1LbNQ3/+e1WivCwAAAACujKIdtWQoXJIU4VWqoAaYMf5owgJ8Ne6P3vbXlu5gbDsAAAAAiKIdRygur1KOQiRJrXyKGv31bxoSpwBfL23ZV6Afkw80+usDAAAAgKuhaIdDUmaBDFlUnrFNwdaqRn/98EBfjT29rSTp1SX0tgMAAAAARTskSYZhaMu+AklS0aaFpuW45Yw4+XpbtT4tT+tSD5mWAwAAAABcAUU7JEl7D5Uqv7RSXqpWcdJPpuWICPbTqN4xkqS3fk4xLQcAAAAAuAKKdkiStmTkS5JaqkBGZZmpWW4aEidJWrg1U+m5JaZmAQAAAAAzUbRD5VXV2nWgWJIUqTxzw0iKjwrRGZ1ayG5Ic1bsMTsOAAAAAJiGoh3alV2saruhZgE+CpK5vew1anrbP1qTrsKySpPTAAAAAIA5KNqhbVmHJ6CLjwqRxeQsNc7q1FIdWgaqqLxKH6/da3YcAAAAADAFRbuHKyqvUnpuqSSpS1SwyWn+ZLVaHL3tc1akqNrO8m8AAAAAPA9Fu4fbnlUoSYoO9VOov4/JaWq7rE9rhQX4KD23VIt+zzQ7DgAAAAA0Oop2D5ecebhod6Ve9hr+vl4aMyhWEsu/AQAAAPBMFO0erKC0UtmF5bJI6tgyyOw49bo+oZ28rRat2XNIv2cUmB0HAAAAABoVRbsH23mgSJIUE+avQJu3yWnqFxnip+HdoyRJ7/+6x9wwAAAAANDIKNo92M7sw0V7pwjX7GWvcV1CW0nS5xsylF/K8m8AAAAAPAdFu4cqKqvS/vzDa7J3cNFb42sMigtX58gglVZW63/rWP4NAAAAgOegaPdQu/64NT461E9Bfq55a3wNi8Wi6xLaSZI++DVVdpZ/AwAAAOAhKNo9VM14dledgO6vLu3TSkE2b+3OKdYvu3LMjgMAAAAAjYKi3QOVV1YrI69UktS+ZaDJaY5PkM1bl/VtJUl6f2WqyWkAAAAAoHFQtHugPQdLZDek8ABfhQX4mh3nuF13+uEJ6X5IytK+P750AAAAAAB3RtHugVJyiiVJcU2kl71Gp8hgJbRvLrshzVtFbzsAAAAA90fR7mHsdkN7Dv5RtLdoWkW7JF3/x/Jv81enq7yq2uQ0AAAAANCwKNo9TEZ+qcqr7PLzsSo61M/sOCcssVukIkNsOlhcoe9+yzQ7DgAAAAA0KIp2D1Nza3y75oGyWiwmpzlxPl5WXTvwcG/7+79yizwAAAAA92Zq0b58+XJddNFFiomJkcVi0eeff+7YV1lZqQcffFA9e/ZUYGCgYmJidP311ysjI6PWOXJzczVmzBiFhIQoLCxMN998s4qKihr5SpqO1IMlkprmrfE1rhnYRt5Wi9alHtLWjHyz4wAAAABAgzG1aC8uLtZpp52m6dOn19lXUlKi9evXa+rUqVq/fr0+/fRTJScn6+KLL6513JgxY7R161YtWrRIX3/9tZYvX67bbrutsS6hSSksq9TB4gpZJMWGB5gd56RFhPhpRI8oSSz/BgAAAMC9eZv54ueff77OP//8eveFhoZq0aJFtba99tprGjhwoNLS0hQbG6ukpCQtWLBAa9asUf/+/SVJr776qi644AI9//zziomJafBraEpqetmjQv3k5+NlcppTc31CO329eb8+37hPU87vqtAAH7MjAQAAAIDTNakx7fn5+bJYLAoLC5MkrVy5UmFhYY6CXZISExNltVq1atWqo56nvLxcBQUFtR6eoKZob9uEe9lrDGjXTF0ig1VWadd/1+81Ow4AAAAANIgmU7SXlZXpwQcf1DXXXKOQkBBJUmZmpiIiImod5+3trfDwcGVmHn1m8WnTpik0NNTxaNOmTYNmdwXVdkNpuX8U7c2b7nj2GhaLRdf9sfzbB7+mym43TE4EAAAAAM5n6u3xx6uyslJXXnmlDMPQzJkzT/l8U6ZM0eTJkx0/FxQUuH3hnllQporqw0u9RYTYzI6jpKSkUz5HnMWuAB+LUnKKNWfBr+oddfi6WrRoodjY2FM+PwAAAACYzeWL9pqCPTU1VUuWLHH0sktSVFSUsrOzax1fVVWl3NxcRUVFHfWcNptNNpv5hWtjSvvj1vjY8ABTl3oryD0gSRo7dqxTztds2G0K6X+xHnrrWx349ElJkn9AgLYlJVG4AwAAAGjyXLporynYd+zYoaVLl6p58+a19ickJCgvL0/r1q1Tv379JElLliyR3W7XoEGDzIjsstIP/Vm0m6m06PD8ASNvf1hdevU75fMVVEqL9ksBnQbp9v98qqKMXZr7zP3KycmhaAcAAADQ5JlatBcVFWnnzp2On1NSUrRx40aFh4crOjpal19+udavX6+vv/5a1dXVjnHq4eHh8vX1VdeuXTVixAjdeuutmjVrliorKzVx4kRdffXVzBx/hIoquzILyiRJbZq5xiR0zWPaqnWn7k45V1LZXu09VKocn0i1pU4HAAAA4EZMnYhu7dq16tOnj/r06SNJmjx5svr06aNHH31U+/bt05dffqm9e/eqd+/eio6OdjxWrFjhOMfcuXMVHx+vYcOG6YILLtCQIUP0+uuvm3VJLmlfXqkMQwr191GIv/stjXZa6zBJ0taMAlUzHx0AAAAAN2JqT/vQoUNlGEevsv5uX43w8HDNmzfPmbHczt4/bo1v3czf5CQNo32LQAXZvFVUXqV9JU1mQQQAAAAAOCYqHA+QfqhUkuvcGu9sVqtFPVuFSpJ2FfKWBgAAAOA+qHDcXGlltQ4Ulkty3552SeoeEyKrRcqtsMo3soPZcQAAAADAKSja3dy+P3rZwwN9FWhz6cUCTkmgzVsdI4IkSUF9LjA5DQAAAAA4B0W7m6sZz97GjXvZa/T6Y0K6wG5nqajCbm4YAAAAAHACinY3VzOevbWbjmc/Ukyon0J97LL6+GnR7hKz4wAAAADAKaNod2PF5VXKLa6Q5N7j2WtYLBZ1DD7cw/7V9mKVVVabnAgAAAAATg1Fuxvb+0cve8tgm/x8vExO0zhiA+2qKjigvDK7/rd+r9lxAAAAAOCUULS7sXQPGs9ew2qRClZ/KkmatWyXqqoZ2w4AAACg6aJod2N7PWg8+5GKNn2vEJtV6bml+ua3/WbHAQAAAICTRtHupgpKK5VfWimLRWoV5jk97ZJkVJXrwk6Hv6iYsXSX7HbD5EQAAAAAcHIo2t1Uza3xUSF+8vX2vD/z+R0DFWTzVnJWoZZsyzY7DgAAAACcFM+r5jxERl6ZJCnGw3rZawT6WjXm9FhJ0vQfd8ow6G0HAAAA0PRQtLupjLzD49k97db4I908JE6+3lZtSMvTil0HzY4DAAAAACeMot0NFZdXKa+0UpIUHepnchrzRAT76ZoBbSRJzy1MprcdAAAAQJND0e6G9ucfvjW+eZCvx6zPfjQTzukofx8vbUzP06Lfs8yOAwAAAAAnhKLdDdXcGh8T6rm3xteICPbTTUPaSTrc217NTPIAAAAAmhCKdje0r6ZoD/PcW+OPdNuZHRTq76Md2UX6eG262XEAAAAA4LhRtLuZiiq7DhSVS/LsSeiOFOrvo7uGdZIkPb8wWQVllSYnAgA0ZWVlZdq+fbvKysrMjgIA+IM7/9tM0e5mMgvKZBhSsJ+3gv18zI7jMq5PaKsOLQN1sLhCr/yww+w4AIAmLC0tTbfddpvS0tLMjgIA+IM7/9tM0e5mGM9ePx8vq6Ze2E2SNGfFHm3PKjQ5EQAAAAAcG0W7m8lgPPtRDe0SocSuEaqyG3rof5tlZ1I6AAAAAC6Oot2NVNsNZRYcHsMRw3j2ej1xSQ8F2by1Pi1PH6xKNTsOAAAAAPwtinY3klNUrspqQzZvq5oH+podxyXFhPnrwRFdJEnPfLdNaQdLTE4EAAAAAEdH0e5GapZ6iw71k8ViMTmN6xozqK0GtgtXcUW17v5og6qq7WZHAgAAAIB6UbS7kZrx7Cz19vesVotevOo0Bft5a0Nanv6zmNnkAQAAALgminY3YRiGMvIYz368WjcL0LTLekqSXlu6U0u3ZZucCAAAAADqomh3E3mllSqtrJaX1aKIEJvZcZqEC3vF6NpBsTIM6a75G7TrQJHZkQAAAACgFop2N7H/j172iGCbvK38WY/Xvy7qrv5tm6mwrEq3vrtWB4vKzY4EAAAAAA5Ud25if8Ef67OHcmv8ifD1tmrm2H5qFeav3TnFunHOGhWVV5kdCwAAAAAkmVy0L1++XBdddJFiYmJksVj0+eef19pvGIYeffRRRUdHy9/fX4mJidqxo/akYbm5uRozZoxCQkIUFhamm2++WUVFnnebc2b+4Z72qFA/k5M0PS2DbXr3poEKD/TV5r35uuXdNSqmcAcAAADgAkwt2ouLi3Xaaadp+vTp9e5/9tln9corr2jWrFlatWqVAgMDNXz4cJWVlTmOGTNmjLZu3apFixbp66+/1vLly3Xbbbc11iW4hIoquw4WVUiiaD9ZHSOCNOfGAQqyeevX3bm6/u3Vyi+tNDsWAAAAAA9natF+/vnn68knn9Sll15aZ59hGHr55Zf1yCOP6JJLLlGvXr303nvvKSMjw9Ejn5SUpAULFujNN9/UoEGDNGTIEL366quaP3++MjIyGvlqzJNVUCZDUrCft4Js3mbHabJ6tQ7TB7cMUoift9alHtJVs1c6ltEDAAAAADO47Jj2lJQUZWZmKjEx0bEtNDRUgwYN0sqVKyVJK1euVFhYmPr37+84JjExUVarVatWrTrqucvLy1VQUFDr0ZTtLzh850F0CL3sp6p3mzDNvy1BLYJs2pZZqEum/6KN6XlmxwIAAADgoVy2aM/MzJQkRUZG1toeGRnp2JeZmamIiIha+729vRUeHu44pj7Tpk1TaGio49GmTRsnp29cjGd3rm4xIfp8wj/UJTJYBwrLdcWsFXrzp90yDMPsaAAAAAA8jMsW7Q1pypQpys/PdzzS09PNjnTSDMNwFO3RzBzvNK2bBei/4xM0onuUKqsNPflNkm55d60Kyu1mRwMAAADgQVy2aI+KipIkZWVl1dqelZXl2BcVFaXs7Oxa+6uqqpSbm+s4pj42m00hISG1Hk1VfmmlSiur5WW1qGWwzew4biXYz0czx/bV/13SXb7eVi3elq3J3x+QLban2dEAAAAAeAiXLdrj4uIUFRWlxYsXO7YVFBRo1apVSkhIkCQlJCQoLy9P69atcxyzZMkS2e12DRo0qNEzm2H/H73sEcE2eVktJqdxPxaLRdcltNPndw5W+5aByi21K+qaadp0yEtV1fS6AwAAAGhYphbtRUVF2rhxozZu3Cjp8ORzGzduVFpamiwWi+655x49+eST+vLLL/Xbb7/p+uuvV0xMjEaNGiVJ6tq1q0aMGKFbb71Vq1ev1i+//KKJEyfq6quvVkxMjHkX1ogYz944usWE6KuJQ3Ru+wBJ0s5CL324Jl3ZBWXHeCYAAAAAnDxTi/a1a9eqT58+6tOnjyRp8uTJ6tOnjx599FFJ0gMPPKBJkybptttu04ABA1RUVKQFCxbIz+/PAnXu3LmKj4/XsGHDdMEFF2jIkCF6/fXXTbkeMzBzfOMJtHlrfP9QZX/yL9mshnKLK/TR2nStTsmV3c4kdQAAAACcz9RFvYcOHfq3M3JbLBY98cQTeuKJJ456THh4uObNm9cQ8VxeZbVdOUXlkuhpb0ylu9fq3OhKbasI184DRVq5+6BScoo1okeUQv19zI4HAAAAwI247Jh2HFtWQZkMQwqyeSvYj2KxMdm8pAt6Rum8bpHy9bIqs6BMH65O0+4DRWZHAwAAAOBGKNqbMMazm8tisahrdIjGDIpVVIifyqvs+mrzfq3afZA13QEAAAA4BUV7E1Yzczzj2c0V4u+jy/u1Vu/WYZKkX1NytWBrpqrszC4PAAAA4NRQtDdRhvFn0U5Pu/m8rBad1aWlhsVHyGqRtmcV6atN+1XJsnAAAAAATgFFexNVUi2VVlbLajm8RjtcQ49Wobqkdyv5eFmUlluizzbsU3lVtdmxAAAAADRRFO1NVG754T9dy2CbvL34M7qS2PAAXdqnlWzeVu3PL6PHHQAAAMBJo9prog5VWCRJkYxnd0nRof66tE8r+XpZtS+vVN/8tl/VrOUOAAAA4ARRtDdRuX8U7VEU7S4rMsRPF/eOkbfVotSDJfoxOZtZ5QEAAACcEIr2pshiVR497U1CqzB/nd8jSpK0JaNAG9LzzA0EAAAAoEmhaG+CfFrEqtqwyNfLqmYBPmbHwTG0bxmkMzq1kCT9tCNHabklJicCAAAA0FRQtDdBtujOkqSIEJssFovJaXA8+rQJU7foEEnSgi2ZKiqvMjkRAAAAgKaAor0J8v2jaGc8e9NhsVh0dpeWahHkq9LKan23Zb/sjG8HAAAAcAwU7U1QTU8749mbFm8vqy7oGS1fL6sy8sq0LvWQ2ZEAAAAAuDiK9iamrMoun5ZtJdHT3hQ1C/DVWZ1bSpJ+3X1QBwrLTU4EAAAAwJVRtDcxKYeqZLF6yc/LUJCft9lxcBK6RgerfYtA2Q1p4e+ZrN8OAAAA4Kgo2puYHbkVkqRwXwq9pspisWhY1wj5+Vh1sKhC69O4TR4AAABA/eiqbWJ25FZKkpr52k1O4tqSkpJc+rwBvt46s1NLff97llal5KpTRJDCAnydcm4AAAAA7oOivYnZ+UfRHm6jp70+BbkHJEljx45t0NcpKio65XPERwUrKbNA6bmlWpKcrUt7t3JCMgAAAADuhKK9CTlYVK6s4mpJUjNuj69XaVGBJGnk7Q+rS69+Tj9/0upl+u7d/6isrOyUz2WxWHROlwh9sCpN6bml2nWgWEwtCAAAAOBIFO1NyOa9+ZKkyoPp8omNNDmNa2se01atO3V3+nmz0nY59XxhAb7qF9tMq/fk6qcdB3ROC6eeHgAAAEATx0R0TcjG9DxJUnnGdnODwKn6t2umIJu3CsqqtL2Q/0sCAAAA+BMVQhOyaW+eJKl8P0W7O/HxsmpIx8Nd7MkFXrIGhJqcCAAAAICrOKmivX379jp48GCd7Xl5eWrfvv0ph0JdhmFo0x897RUU7W6nc2SQIoJtqjYsCk24yuw4AAAAAFzESRXte/bsUXV1dZ3t5eXl2rdv3ymHQl17D5XqUEmlvK1SxYEUs+PAySwWiwb/0dse3Od8ZRdXmZwIAAAAgCs4oYnovvzyS8d/L1y4UKGhf97GW11drcWLF6tdu3ZOC4c/1Yxnjwvz0a5qCjp3FBseoAg/u7LLfPTR1iKNOMPsRAAAAADMdkJF+6hRoyQd7hUcN25crX0+Pj5q166dXnjhBaeFw59qbo3vGO6jH8yNggbUPbRa2WVW/binVMmZheoSFWx2JAAAAAAmOqHb4+12u+x2u2JjY5Wdne342W63q7y8XMnJybrwwgsbKqtHq5mErlO4j7lB0KDCbYaKk3+RIen575PNjgMAAADAZCc1pj0lJUUtWrCgdGOpqrbrt32H12jvFO5rcho0tLzl78tqkRb9nqX1aYfMjgMAAADARCd0e/yRFi9erMWLFzt63I/09ttvn3Iw/Gl7VpHKKu0K9vNWdLCX2XHQwKpy9+rsdv5anFKqF7/frg9uGWR2JAAAAAAmOame9scff1znnXeeFi9erJycHB06dKjWw1mqq6s1depUxcXFyd/fXx06dND//d//yTAMxzGGYejRRx9VdHS0/P39lZiYqB07djgtgyuouTW+V+tQWS0Wc8OgUVzRLUjeVot+3plDbzsAAADgwU6qp33WrFmaM2eOrrvuOmfnqeWZZ57RzJkz9e6776p79+5au3atbrzxRoWGhuquu+6SJD377LN65ZVX9O677youLk5Tp07V8OHD9fvvv8vPz69B8zWWmknoTmsdJqnEzChoJBGB3rq0Tyt9sm6vpi/ZqbduGGB2JAAAAAAmOKme9oqKCv3jH/9wdpY6VqxYoUsuuUQjR45Uu3btdPnll+u8887T6tWrJR3uZX/55Zf1yCOP6JJLLlGvXr303nvvKSMjQ59//nmD52ssNcu9ndYmzNQcaFzjh3aQ1SIt3patrRn5ZscBAAAAYIKTKtpvueUWzZs3z9lZ6vjHP/6hxYsXa/v27ZKkTZs26eeff9b5558v6fCEeJmZmUpMTHQ8JzQ0VIMGDdLKlSuPet7y8nIVFBTUeriqkooqbc8qlCT1pmj3KO1bBunCXjGSpBlLd5mcBgAAAIAZTur2+LKyMr3++uv64Ycf1KtXL/n41F6G7MUXX3RKuIceekgFBQWKj4+Xl5eXqqur9dRTT2nMmDGSpMzMTElSZGRkredFRkY69tVn2rRpevzxx52SsaFt2VcguyFFhfgpMsRP+8wOhEY14eyO+nJThr7dsl87swvVMYJ12wEAAABPclJF++bNm9W7d29J0pYtW2rtszhxorSPP/5Yc+fO1bx589S9e3dt3LhR99xzj2JiYjRu3LiTPu+UKVM0efJkx88FBQVq06aNMyI7nWM8e5tQc4PAFF2igjW8e6QWbs3SjKW79OJVvc2O5PbS0tKUk5PTYOdv0aKFYmNjG+z8AAAAcC8nVbQvXbrU2Tnqdf/99+uhhx7S1VdfLUnq2bOnUlNTNW3aNI0bN05RUVGSpKysLEVHRzuel5WV5fhSoT42m002m61BszvLxj9mjmc8u+eaeHYnLdyapS82ZejuxE5q2zzQ7EhuKy0tTfFdu6q0pOEmfPQPCNC2pCQKdwAAgCakurpamzdvVm5ursLDw9WrVy95eTXOctwnvU57YygpKZHVWnvYvZeXl2Nd+Li4OEVFRWnx4sWOIr2goECrVq3S+PHjGztug6jpae/dOszUHDBPz9ahOqtzSy3bfkCzl+/Wvy/taXYkt5WTk6PSkhKNefA5RcZ2cPr5s9J2ae4z9ysnJ4eiHQAAoIlYvny5ZsyYUWsIdlRUlO68806deeaZDf76J1W0n3322X97G/ySJUtOOtCRLrroIj311FOKjY1V9+7dtWHDBr344ou66aabJB2+Ff+ee+7Rk08+qU6dOjmWfIuJidGoUaOcksFMOUXl2nuoVBaL1KM1t8d7sjuHdtCy7Qf033V7NfnczmoR1DTuFGmqImM7qHWn7mbHAAAAgMmWL1+uxx57TAkJCZo6dari4uKUkpKiuXPn6rHHHtPjjz/e4IX7SRXtf731vLKyUhs3btSWLVtOaaz5X7366quaOnWq7rzzTmVnZysmJka33367Hn30UccxDzzwgIqLi3XbbbcpLy9PQ4YM0YIFC9xijfbNf9wa36FlkEL8fP7+YLi1gXHhOq11qDbtzdd7K/Zo8nldzI4EAAAAuLXq6mrNmDFDCQkJevLJJx13gXfv3l1PPvmkHnnkEc2cOVODBw9u0FvlT6pof+mll+rd/q9//UtFRUWnFOhIwcHBevnll/Xyyy8f9RiLxaInnnhCTzzxhNNe11VsSj+8Nvdp3Brv8SwWi247s4MmzFuv935N1fihHeXv2zhjaACgKSovL1d5ebnj54ZY3jU1NdXp53Ql7n59OD68D9BUNMR7dfPmzcrMzNTUqVPrDNu2Wq0aM2aMJkyYoM2bN6tPnz5Of/0aTh3TPnbsWA0cOFDPP/+8M0/rsTb90dPem5njIWlEjyjFhgcoLbdEn6xL1/UJ7cyOBAAuqzGWd33qqaca9PyAK+B9Dk+Wm5sr6fBcavWp2V5zXENxatG+cuVKt7gt3RUYhnHEcm9hpmaBa/CyWnTLGXF69IutevOnFI0Z1FZeVuctsQgA7qQxlnd9+OGH1bZtW6ee05WkpqZSsMHt3+dwHw3xb1Z4eLgkKSUlRd27153vKCUlpdZxDeWkivbLLrus1s+GYWj//v1au3atpk6d6pRgni49t1SHSirl62VVfFSI2XHgIi7v11ovLtqutNwSLdiSqZG9oo/9JADwQI2xvGvbtm3VuXPnBn0NwGy8z+HJevXqpaioKM2dO7fWmHZJstvtmjt3rqKjo9WrV68GzWE99iF1hYaG1nqEh4dr6NCh+vbbb/XYY485O6NHqlmfvVtMiHy9T+rPBDcU4Out608//G3368t3yTAMkxMBAAAA7snLy0t33nmnVq5cqUceeURbt25VSUmJtm7dqkceeUQrV67U+PHjG3y99pPqaX/nnXecnQN/4VifnVvj8RfX/6OdZi/frU1787U6JVeD2jc3OxIAAADgls4880w9/vjjmjFjhiZMmODYHh0d3SjLvUmnOKZ93bp1SkpKknR42vuGnDHP0/w5np1J6FBbiyCbRvdrrXmr0vT68t0U7QAAAEADOvPMMzV48GBt3rxZubm5Cg8PV69evRq8h73GSRXt2dnZuvrqq/Xjjz8qLCxMkpSXl6ezzz5b8+fPV8uWLZ2Z0eNUVtu1JYPl3nB0twyJ04er07R4W7Z2ZBWqU2Sw2ZEAAAAAt+Xl5WVaJ/VJDZaeNGmSCgsLtXXrVuXm5io3N1dbtmxRQUGB7rrrLmdn9DjbswpVVmlXsJ+32jUPNDsOXFD7lkE6t2ukJOnNn1JMTgMAAACgoZxU0b5gwQLNmDFDXbt2dWzr1q2bpk+fru+++85p4TzVpvQ/e9mtLOmFo7j9rPaSpM827FN2QZnJaQAAAAA0hJMq2u12u3x8fOps9/Hxkd1uP+VQno7x7Dge/dqGq1/bZqqotmvOij1mxwEAAADQAE6qaD/nnHN09913KyMjw7Ft3759uvfeezVs2DCnhfNUm/5Y7o3x7DiWW8843Nv+wa+pKiqvMjkNAAAAAGc7qaL9tddeU0FBgdq1a6cOHTqoQ4cOiouLU0FBgV599VVnZ/QoxeVV2p5VKEnqHRtmbhi4vHO7RSquRaAKyqr08Zp0s+MAAAAAcLKTmj2+TZs2Wr9+vX744Qdt27ZNktS1a1clJiY6NZwn2rw3X3ZDahXmr4hgP7PjwMV5WS265Yw4PfzZFr31c4quT2grb6+T+i4OAAAAgAs6oU/3S5YsUbdu3VRQUCCLxaJzzz1XkyZN0qRJkzRgwAB1795dP/30U0Nl9QgbGc+OEzS6b2s1D/TVvrxSffPbfrPjAAAAAHCiEyraX375Zd16660KCQmpsy80NFS33367XnzxRaeF80Qb0w9Jknq3CTM3CJoMPx8vjftHO0nSrGW7ZRiGuYEAAAAAOM0JFe2bNm3SiBEjjrr/vPPO07p16045lCer6Wnv3aaZuUHQpFyf0FYBvl5K2l+g5TtyzI4DAAAAwElOqGjPysqqd6m3Gt7e3jpw4MAph/JU+/NLlVVQLi+rRT1bcXs8jl9YgK+uHhArSZr14y6T0wAAAABwlhMq2lu1aqUtW7Ycdf/mzZsVHR19yqE81ca0PElSl8hg+ft6mRsGTc4tZ8TJ22rRyt0HtemPOzYAAAAANG0nVLRfcMEFmjp1qsrKyursKy0t1WOPPaYLL7zQaeE8jePWeJZ6w0mICfPXxb1jJEmzl9PbDgAAALiDE1ry7ZFHHtGnn36qzp07a+LEierSpYskadu2bZo+fbqqq6v18MMPN0hQT7DBMZ49zNQcaLpuP7ODPl2/T99tyVRKTrHiWgSaHQkAAADAKTihoj0yMlIrVqzQ+PHjNWXKFMcs1RaLRcOHD9f06dMVGRnZIEHdXVW1Xb/tzZck9aFox0nqEhWsc+IjtGRbtl5fvlvTLuvZ6BnS0tKUk9Nwk+G1aNFCsbGxDXZ+AAAAwJWcUNEuSW3bttW3336rQ4cOaefOnTIMQ506dVKzZsx2fiq2ZxWptLJawTZvdWgZZHYcNGF3nNVBS7Zl63/r9+rexE6KCPFrtNdOS0tTfNeuKi0pabDX8A8I0LakJAp3AAAAeIQTLtprNGvWTAMGDHBmFo9WM569V5tQWa0Wc8OgSRvQrpn6t22mtamHNHv5bk29sFujvXZOTo5KS0o05sHnFBnbwennz0rbpbnP3K+cnByKdgAAAHiEky7a4Vwb0w9JYjw7Tp3FYtGkYZ007u3VmrsqVXec1UEtg22NmiEytoNad+reqK8JAAAAuCOKdhfhmDm+DcMMICUlJZ3S84MMQ53CfbQjt1JP/Xelrj8txLGPMeEAAABA00HR7gIKyyq1I7tIEj3tnq4g94AkaezYsad8Lv/2/RVxxb/06W8H9eqES2QvLTi8nTHhAAAAQJNB0e4CftubL8OQWoX5N/ptzHAtpUWHC+uRtz+sLr36ndK5DENakmlXnvyU+Mj76hFWzZhwAAAAoImhaHcBjvXZY8NMzQHX0TymrVPGhA9pVqSvN+/X7mJvDe3dyQnJAAAAADQmq9kB8Od4dtZnh7O1bxGoFkG+qqw2tCEtz+w4AAAAAE6Qyxft+/bt09ixY9W8eXP5+/urZ8+eWrt2rWO/YRh69NFHFR0dLX9/fyUmJmrHjh0mJj4xhmEcMQldmKlZ4H4sFosGxoVLOvzlUHm1yYEAAAAAnBCXLtoPHTqkwYMHy8fHR999951+//13vfDCC2rW7M8Z1p999lm98sormjVrllatWqXAwEANHz5cZWVlJiY/fhn5ZTpQWC4vq0XdY0LNjgM31LFlkFoE+aqi2q7kAi+z4wAAAAA4AS49pv2ZZ55RmzZt9M477zi2xcXFOf7bMAy9/PLLeuSRR3TJJZdIkt577z1FRkbq888/19VXX93omU/Uxj9uWY6PCpa/LwUVnM9isWhIxxb6fGOGdhVa5RXS0uxIAAAAAI6TS/e0f/nll+rfv7+uuOIKRUREqE+fPnrjjTcc+1NSUpSZmanExETHttDQUA0aNEgrV6486nnLy8tVUFBQ62GWjemHJHFrPBpWbHiAWjfzl10WhQ059eXkAAAAADQOly7ad+/erZkzZ6pTp05auHChxo8fr7vuukvvvvuuJCkzM1OSFBkZWet5kZGRjn31mTZtmkJDQx2PNm3aNNxFHAPj2dEYLBaLBndsIUkK7HG2UvMqTU4EAAAA4Hi4dNFut9vVt29f/fvf/1afPn1022236dZbb9WsWbNO6bxTpkxRfn6+45Genu6kxCemstqu3/blS5L6sNwbGlhUiJ9aB1TLYrHqg98KzY4DAAAA4Di4dNEeHR2tbt261drWtWtXpaWlSZKioqIkSVlZWbWOycrKcuyrj81mU0hISK2HGZIzC1VWaVewn7fatwgyJQM8S7fQahnVVVq3v1y/7j5odhwAAAAAx+DSRfvgwYOVnJxca9v27dvVtm1bSYcnpYuKitLixYsd+wsKCrRq1SolJCQ0ataTUXNr/Gmtw2S1WswNA48Q7CMVbVogSfr3t0mqthsmJwIAAADwd1y6aL/33nv166+/6t///rd27typefPm6fXXX9eECRMkHR6ne8899+jJJ5/Ul19+qd9++03XX3+9YmJiNGrUKHPDHwfGs8MMeb/MV4CPRZv35mv+mjSz4wAAAAD4Gy5dtA8YMECfffaZPvzwQ/Xo0UP/93//p5dfflljxoxxHPPAAw9o0qRJuu222zRgwAAVFRVpwYIF8vPzMzH58Vmfenjm+H5tmx3jSMB57CV5uqZHsCTp2QXJyikqNzkRAAAAgKNx6XXaJenCCy/UhRdeeNT9FotFTzzxhJ544olGTHXqcosrtDunWBKT0KHxjegQoF+zpK0ZBXr6u216/orTzI4EAAAAoB4u3dPuzmp62TtGBCkswNfkNPA0XlaL/m9UD0nSf9ft1eqUXJMTAQAAAKgPRbtJ1qX9cWt8LLfGwxx9Y5vpmoFtJElTP9+iymq7yYkAAAAA/BVFu0nW7WE8O8z3wPB4NQvwUXJWod75JcXsOAAAAAD+gqLdBBVVdm3amydJ6teOoh3maRboqynnd5UkvfD9du06UGRyIgAAAABHomg3we/7C1ReZVdYgI/atwg0Ow483BX9W+uMTi1UXmXXfR9vUhW3yQMAAAAug6LdBOtS/xzPbrFYTE4DT2exWPTM6F4KtnlrY3qeZi3bZXYkAAAAAH+gaDdBzczxfRnPDhcRE+avxy7uLkl66Ycdji+WAAAAAJiLor2RGYahtamHl9diEjq4ktF9W+ni02JUbTd014cblF9SaXYkAAAAwONRtDeyjPwyZRWUy8tq0Wmtw8yOAzhYLBY9dWkPxYYHaF9eqe77ZKPsdsPsWAAAAIBHo2hvZDW3HXePCZG/r5fJaYDagv189Nq1feTrbdUPSdl6belOsyMBAAAAHs3b7ADuKC0tTTk5OfXuW7A+X5LUxr9S69evP+FzJyUlnVI24Fh6tQ7Tk5f00AP/26yXftiubtEhSuwWaXYsAAAAwCNRtDtZWlqa4rt2VWlJSb37o8a9LFtUR815/lHN2PbzSb9OURHraaPhXDmgjTbvy9MHv6bprvkb9PHtCerRKtTsWAAAAIDHoWh3spycHJWWlGjMg88pMrZDrX1VdunLvT4yJF0/frICvCef8PmTVi/Td+/+R2VlZU5KDNTvsYu6a09OiX7emaOb5qzRZxMGq1WYv9mxAAAAAI9C0d5AImM7qHWn7rW2peeWyNi7T0E2b3Xu2umkzpuVxhraaBw+XlbNGNtXl89coe1ZRRrzxq/66PYERYb4mR0NAAAA8BhMRNeI9ucf7h2PDqXoQdMQ4uejOTcOVOtm/tpzsETXvvGrcorKzY4FAAAAeAyK9ka0L69UkrjFGE1KTJi/Prz1dEWH+mnXgWKNfXOVDhVXmB0LAAAA8AgU7Y2k2m5of/4fRXszinY0LW3CAzTv1tPVMtimbZmFuu5tCncAAACgMVC0N5IDheWqrDbk521V80Bfs+MAJyyuRaDm3TJIzQN9tWVfgS6ftUJ7D9W/SgIAAAAA56BobyQ1t8bHhPnLYrGYnAY4OZ0igzX/tj9vlb9sxgol7S8wOxYAAADgtijaG4ljPDu3xqOJ6xQZrE/v/Ie6RAYru7BcV85aqZW7DpodCwAAAHBLFO2NwG4YTEIHtxId6q+P70jQwLhwFZZX6fq3V+nD1WlmxwIAAADcDkV7IzhYVKGKKrt8vaxqGWQzOw7gFKH+PnrvpoEa2TNaldWGpnz6m2atzZes3mZHAwAAANwGRXsjqOlljw7zk9XKeHa4Dz8fL712bR/dP7yLLBbp+90lirzm3yqtNjsZADSc2NhYvf7664qNjTU7CgDgD+78bzNdYo1g3yFujYf7slgsmnB2R3WLDtGEuWul1t20ZL8hv4gStQkPMDtegyuvrFZ+WaWKy6tVZbdLhmTz8VKAr5fC/H3k7cV3o4C78fPzU+fOnc2OAQA4gjv/20zR3sAMxrPDQ5wdH6FnE1votvfXSi3a6tMN+zSwXbgGxYW71R0m5VXVSjtYopScYmXklym/tPKox1osUniAr1qF+Su2eYC87I0YFAAAAG6Bor2BHSqpVGlltbysFkWEMJ4d7i0m2FuZ703WmVM/1p5iL63ek6v0QyUa0SNKIX4+Zsc7JZn5Zdq8L087sopUZTdq7fP38VKQn7d8/vhyorzKrqLyKpVX2XWwuEIHiyu0eV++vC0+an7Bvdp+sEJ9zbgIAAAANDkU7Q3MMZ49xE/eVm6ThfszKsvVr3m14tu10pJt2dqfX6Z5q9KU2DVSHSOCzI53wvbnl2rV7lyl5pY4toX5+6h9y0DFhgcoMsRPfj5edZ5nGIaKy6uVVVimtNzDPfOFZVUK6jlMDy0+qP/tWqFbzmivxK6R8nKjOxEAAADgXBTtDcwxnp312eFhukQFKyrUT99t2a+sgnJ989t+9WwVqiEdW8jX2/W/wMoqKNPKXQcdxbrVcviaerYKVVSInyyWvy+0LRaLgvy8FeQXpA4tgzS0s6HNW5P09Q8/Kuy0c7VmzyGt2bNOcS0CNfnczrqwV/QxzwkAAADP4/qfnJswxrPD04X6++iKfm3UL7aZJOm3ffmauypVew+VHOOZ5rH6BWl9rpfmr0lXam6JLBape0yIrk9op/O6RSk61P+kimuLxaLmNkMHv/2PZo2M0J1DOyjU30cpOcWa9OEGjZqxQqtTchvgigAAANCUNami/emnn5bFYtE999zj2FZWVqYJEyaoefPmCgoK0ujRo5WVlWVeyCMUlFWpqLxKVosUFepndhzAFF5Wi4Z0aqFL+7RSsJ+3Csqq9L/1+7Qs+YAqq11nZja73dDilBLF3DpbKUWHb3fvEhWscQntlNg1UqH+zhuTH+7vpQdGxGvFQ+do8rmdFeDrpU3pebpy9krd9t5al/5SAwAAAI2ryRTta9as0ezZs9WrV69a2++991599dVX+uSTT7Rs2TJlZGTosssuMyllbTUfvCND/OTDsk/wcLHhARozKFY9YkIkSRv35mnuqjRl/HE3ipmS9hfoytkrNX1NvrwCQhXsY9fovq00onuUU4v1vwq0eeuuYZ207P6zNWZQrLysFn3/e5bOfXG53li+W1Uu9KUGAAAAzNEkKsmioiKNGTNGb7zxhpo1a+bYnp+fr7feeksvvviizjnnHPXr10/vvPOOVqxYoV9//dXExIel5x4uRto0c/+1qoHjYfP20rCukRrVO0ZBNm/ll1bqk3V7tTQ5W2WV1Y2ep7CsUv/39e+68NWftTb1kPy8LTq09C0lRlWpdSP+/7ZlsE1PXdpTC+4+QwPjwlVaWa2nvk3SRa/9og1phxotBwAAAFxPkyjaJ0yYoJEjRyoxMbHW9nXr1qmysrLW9vj4eMXGxmrlypVHPV95ebkKCgpqPZzNMKS0PyawahPOeHbgSG2bB2rs6bHqFn24133z3ny9tzJVWzPyZRjGMZ596ux2Q59t2KthLyzTWz+nqNpu6PweUXplREsVrP5MZk3m3ikyWPNvPV3Pju6lsAAfJe0v0GUzV+jRL7aooOzo68EDAADAfbl80T5//nytX79e06ZNq7MvMzNTvr6+CgsLq7U9MjJSmZmZRz3ntGnTFBoa6ni0adPG2bFVUGlRaWW1vK0WxrMD9bB5e+ncbpG6rE8rhQf6qrSyWj8kZevjtXsbdEz36pRcjZrxi+79aJOyC8vVrnmA3r1poGaO7acWAXWXbmtsVqtFVw5oo8WTz9JlfVvJMKT3Vqbq3BeXaem2bLPjAQAAoJG5dNGenp6uu+++W3PnzpWfn/MK3ylTpig/P9/xSE9Pd9q5a2SXHe6qa9XMn/XZgb/RJjxA1w6M1RkdW8jHy6LMgjL9b/0+/XfdXqXnljit5z05s1B3vL9OV85eqc178xVk89b9w7towT1n6qzOLZ3yGs7UPMimF6/srXm3DFK75gHKKijXjXPW6P5PNim/lF53AAAAT+HS67SvW7dO2dnZ6tu3r2NbdXW1li9frtdee00LFy5URUWF8vLyavW2Z2VlKSoq6qjntdlsstlsDRld2WWHC/VYxrMDx+Rltahv22bqHBWs1Sm5+j2jQPvySvXphn2KCfVTr9Zh6tAy8ITPW2039NOOA3p/ZaoW/9FLbbVIVw+M1b2JndUyuGH/HXCGf3Rsoe/uPlPPf5+st39J0Sfr9uqnHTl6enRPDe0SYXY8AAAANDCXLtqHDRum3377rda2G2+8UfHx8XrwwQfVpk0b+fj4aPHixRo9erQkKTk5WWlpaUpISDAj8mFWbx0oP9zT3iacoh04XkE2b50TH6EB7Zppbeohbd1XoIz8MmXkZ8rmbVWEr5cCup6p7OIqGYZR73rpucUV2pSepx+Ts/X971nan18mSbJYpAt6ROuuYZ3UJSq4sS/tlPj7emnqhd00okeU7v9kk/YcLNEN76zRVf3b6OELuyrE788Z7tPS0pSTk9NgWVq0aKHY2NgGOz8AAABqc+miPTg4WD169Ki1LTAwUM2bN3dsv/nmmzV58mSFh4crJCREkyZNUkJCgk4//XQzIkuSbDFdVG1Y5O/jpRZBvqblAJqqYD8fnd0lQgPahmtLRr62ZhSoqLxK6VVeannxA7rjmwMKXvy9YkL9FRrgI6tFKiqvUnZBubILy2udK9TfR5f2aaXrEtqqQ8sgk67IOQa0C9d3d5+pZxdu05wVe/TR2nT9tOOAnh7dS2d2bqm0tDTFd+2q0pKGmxPAPyBA25KSKNwBAAAaiUsX7cfjpZdektVq1ejRo1VeXq7hw4drxowZpmbya3eapMOzxtfXEwjg+AT5eev09s01MC5c+/PLtGl7qrZs36XAVp1VWFal5LLCep8X1yJQg+LCldg1UkM6tZCfj/kTzDmLv6+XHruou0Z0j9L9/92stNwSXf/2al0zsI1GtqpQaUmJxjz4nCJjOzj9tbPSdmnuM/frp59+UteuXZ1+fomefAAAgL9qckX7jz/+WOtnPz8/TZ8+XdOnTzcnUD382vaWxK3xgLNYLRa1CvOX0axaP7w3WStXr1WLtp21L69MRWVVqjYMBfh4KTLET21bBNS6XdxdDWrfXAvuOUPPLkjWnBV79OHqdC0K8JJf29MUGdtBrTt1d/prFuQekCSNHTvW6eeuQU8+AABAbU2uaHd1JZV22WK6SGISOqCh+HpZ1DEiWB0jmtbYdGcL8PXWvy7uruHdo3T/fzdp76FSRV79lDbmViuy2i4fL+euXFFaVCBJGnn7w+rSq59Tzy392ZOfk5ND0Q4AAPAHinYn23qgQharlwK9DYX4u39vHwDzJXRoroX3nKnJ7/2khbtKtKvIS/NWp2l4tyhFhTpvucwazWPaNkhPPgAAAOpiAXEn25x1eBKsCD+7yUkAeJJAm7du7xeqrI8flZ+XobySSn28Nl0rduWo2u6cte4BAADQ+CjanWxzVoUkKZKiHYAJylLW69zoSnWJDJYhac2eQ/poTbpyisqP+VwAAAC4Hop2J8ouKFN6QZUMw66WNnq2AJjD1yqN6BGlC3pEyc/HqgNF5Zq/Ol3rUg/JbvBvEwAAQFNC0e5Eew6WKMRmVUXmTvm6zwpTAJqoTpHBGjuoreJaBKraMPTzzhz9b91e5ZVUmB0NAAAAx4mi3YkGxoXr7YsjlP3fx82OAgCSDo91v6hXtBK7RsjHy6KM/DLNW52m3/bmy6DXHQAAwOVRtDuZ1WKRvSTf7BgA4GCxWNQ9JlRjB7VVqzB/VVYbWpKcrS82ZaiorMrseAAAAPgbFO0A4CFC/H00um8rndGphbysFqUeLNEHq1KVnFlodjQAAAAcBUU7AHgQi8WivrHNdO3AWEUE21ReZdeCrZn69rf9Kq2sNjseAAAA/oKiHQA8UHigr67s30aD4sJlsUg7sov0wa+pSsstMTsaAAAAjkDRDgAeystq0entm+uq/m0UHuCrkopqfbZhn37emaNqO5PUAQAAuAKKdgDwcJEhfrp6YBv1aBUiSVqXekifrEtnaTgAAAAXQNEOAJCPl1XD4iM1sme0bN5WZRWU68PV6dqWWWB2NAAAAI9G0Q4AcOgYEaQxg2IVE+animq7Fm7N0ve/Z6qy2m52NAAAAI/kbXYAAIBrCfbz0ei+rbUmJVerUnKVtL9Q2YXlaicfs6MBAAB4HIp2AEAdVotFg9o3V6tm/vpuS6YOFlUoT3Hy75xgdjQAAACPwu3xAICjat0sQNcOjFVMqJ+q5aWISx/W7opg2Q1mlwcAAGgMFO0AgL8VaPPWZX1bq5UOSpLSq4L11aYMlVdVm5wMAADA/VG0AwCOyctqUZyydeDLZ2WVoT0HS/Txmr0sCwcAANDAKNoBAMetJGm5TrPlKNDmpdySCs1fk669h0rMjgUAAOC2KNoBACckxKtS1wyIVWSITeVVdn2+IUPJmYVmxwIAAHBLFO0AgBMWaPPW5X1bq2NEkKoNQwu2Zmp96iEZTFAHAADgVBTtAICT4u1l1fk9otS7dZgk6aedOVq+I4fCHQAAwIko2gEAJ81qsejMzi00pGMLSdLG9Dwt3Jolu53CHQAAwBko2gEAp8Risahf22Ya3j1SVouUnFWob7fsV5XdbnY0AACAJo+iHQDgFPFRIRrZM1peFot2HSjW15v3q7Kawh0AAOBUULQDAJymfcsgXXRatLytFqUeLNEXGzNUUUXhDgAAcLIo2gEATtW2eaBG9WklXy+r9uWV6qtNGfS4AwAAnCSKdgCA07UK89elfxTue/NK9fXm/aqicAcAADhhLl20T5s2TQMGDFBwcLAiIiI0atQoJScn1zqmrKxMEyZMUPPmzRUUFKTRo0crKyvLpMQAgBpRoX66pHeMfLwsSsst0Te/7Vc1s8oDAACcEJcu2pctW6YJEybo119/1aJFi1RZWanzzjtPxcXFjmPuvfdeffXVV/rkk0+0bNkyZWRk6LLLLjMxNQCgRkyYvy4+LUZeVov2HCzRd1so3AEAAE6Et9kB/s6CBQtq/TxnzhxFRERo3bp1OvPMM5Wfn6+33npL8+bN0znnnCNJeuedd9S1a1f9+uuvOv30082IDQA4QutmAbqoV7S+2rRfuw4U6/utmRrePUpWq8XsaAAAAC7PpXva/yo/P1+SFB4eLklat26dKisrlZiY6DgmPj5esbGxWrly5VHPU15eroKCgloPAEDDads8UBf0ipLVIm3PLtKipCwZBj3uAAAAx9Jkina73a577rlHgwcPVo8ePSRJmZmZ8vX1VVhYWK1jIyMjlZmZedRzTZs2TaGhoY5HmzZtGjI6AEBS+xZBOr9HtCwWaVtmoZYmH6BwBwAAOIYmU7RPmDBBW7Zs0fz580/5XFOmTFF+fr7jkZ6e7oSEAIBj6RgRpOHdoiRJv+3L14pdB01OBAAA4Npcekx7jYkTJ+rrr7/W8uXL1bp1a8f2qKgoVVRUKC8vr1Zve1ZWlqKioo56PpvNJpvN1pCRAQBH0SUqWBVVdi1Jztba1EPy9bZqQLtws2MBAAC4JJfuaTcMQxMnTtRnn32mJUuWKC4urtb+fv36ycfHR4sXL3ZsS05OVlpamhISEho7LgDgOPVsHarBHZtLklbsOqjNe/PMDQQAAOCiXLqnfcKECZo3b56++OILBQcHO8aph4aGyt/fX6Ghobr55ps1efJkhYeHKyQkRJMmTVJCQgIzxwOAi+vfNlwVVXat2XNIS5MPaEBzl/4eGQAAwBQuXbTPnDlTkjR06NBa29955x3dcMMNkqSXXnpJVqtVo0ePVnl5uYYPH64ZM2Y0clIAwMlIaN9cFVV2bdqbr7UHveTfcaDZkQAAAFyKSxftxzOrsJ+fn6ZPn67p06c3QiIAgDNZLBad1bmlKqrsSsosVMtLHtLmrHL1NTsYAACAi+BeRACAqSwWixK7RirG3y6Lt6+e/uWQ1qcdMjsWAACAS3DpnnYAgGewWi0a2KJKH/60VWrXRze8vVof3Z6grtEhZkcDPJ61LN/sCMfNWppX639x8prS3x1wdxTtAACX4GWRDnz6pM596kslH6zUdW+t1id3JCiuRaDZ0QCPFBoaKh9fm7R7mdlRTph/ynKzI7gFH1+bQkNDzY4BeDyKdgCAyzAqy/XIGeH696pSJe0v0Ng3V+mTOxIUE+ZvdjTA40RGRuqD999Tfj49rp4qNDRUkZGRZscAPB5FOwDApQT6WvX+zQN15ayV2p1TrLFvrtLHdySoRZDN7GiAx4mMjKRoAwCTMREdAMDltAiy6YNbBqlVmL925xTr+rdWK7+00uxYAAAAjY6edgBNTlJSUpM6L05OTJj/4R732Sv1+/4C3TRnjd6/eaACfGm6AACA5+CTD4AmoyD3gCRp7NixDfo6RUVFDXp+HL/2LYP0/s2DdNXslVqXeki3v79Ob47rL5u3l9nRAAAAGgVFO+CBmmpPdWlRgSRp5O0Pq0uvfk4/f9LqZfru3f+orKzM6eeu9TpN9Pdvlq7RIZpz00CNfXOVftqRo7s/3KjXru0jby9GeAEAAPdH0Q54EHfpqW4e01atO3V3+nmz0nY5/ZxHcpffvxn6xjbTG9f3143vrNGCrZm6+6ONeunK3vL1pnAHAADujaId8CDu0lPdVPH7PzWDO7bQ9DF9defcdfpm836VlFdp5th+8vPhVnkAAOC+KNoBD9RUe6rdBb//k3dut0i9cX1/3fHBOi1NPqDr316tt8b1V7Cfj9nRAAAAGgT3FQIAmpShXSL0/s2DFGzz1uqUXF37xiodLCo3OxYAAECDoGgHADQ5A9qF68PbTld4oK9+25evUTN+0Y6sQrNjAQAAOB1FOwCgSerRKlSf3JGg2PAApeeW6rIZK7R8+wGzYwEAADgVRTsAoMnq0DJIn08YrIHtwlVYXqUb56zR+yv3mB0LAADAaSjaAQBNWnigr96/ZaBG922taruhqV9s1eSPN6q4vMrsaAAAAKeMoh0A0OTZvL30/BW99OCIeFkt0qfr9+mi137W7xkFZkcDAAA4JRTtAAC3YLFYNH5oB3146+mKCvHT7gPFGjXjF72/co8MwzA7HgAAwEmhaAcAuJVB7Zvr27vP0DnxEaqosmvqF1t19eu/ateBIrOjAQAAnDBvswMAAHCkpKQkp5xnQk+r2vmFaO5vhVqVkqvhLy3T9f0i9OAlfWXz9nLKawAAADQ0inYAgEsoyD28XNvYsWOdel6vkAg1H36n/Nv319trsrVoxxJNGdlD5/eIksViceprAQAAOBtFOwDAJZQWHZ40buTtD6tLr35OPbdhSFvT9+n34gClq5nunLtevVqH6oHh8RrSqYVTXwsAAMCZKNoBAC6leUxbte7U3enntVi2atG9Y/TPN77TNztLtXlvvsa+tUoD2jXTzUPidG63KHlZ6XkHAACuhYnoAAAew6go1dU9grXsgbN14+B28vWyas2eQ7rjg/U667mlevOn3corqTA7JgAAgANFOwDA47QIsumxi7pr+QNna+LZHdUswEd7D5XqyW+SNOCpH3Tre2v19eYMlVVWmx0VAAB4OG6PBwB4rKhQP/1zeBdNPKejPt+wT++tTNXv+wu06PcsLfo9S4G+Xjqzc0sN7dJSQ7tEKDLEz+zIAADAw1C0AwA8np+Pl64eGKurB8Zqe1ahvti4T19szNDeQ6X6bkumvtuSKUmKjwrWoLhw9WsXrv5tmykmzN/k5AAAwN1RtAMAcITOkcG6f3i8/nleF23am6+l27L14/YD2rw3T9syC7Uts1DvrkyVJEWF+Kl7TIi6Rtc8gtW2eSAT2gEAAKdxm6J9+vTpeu6555SZmanTTjtNr776qgYOHGh2LABAE2WxWNS7TZh6twnTved21sGicq3YdVDrUg9pXeoh/b6/QJkFZcosKNPibdmO571zwwCdHR9hYnIAAOBO3KJo/+ijjzR58mTNmjVLgwYN0ssvv6zhw4crOTlZERF8cAIA/CkpKemkn9tKUqvW0sWtA1RW5aeUQ1Xak1epPfmV2pNXpbSCKnWLCXFeWAAA4PHcomh/8cUXdeutt+rGG2+UJM2aNUvffPON3n77bT300EMmpwMAuIKC3AOSpLFjxzbYa/gHBqrs1q1SSNsGew0AAOBZmnzRXlFRoXXr1mnKlCmObVarVYmJiVq5cmW9zykvL1d5ebnj5/z8fElSQUHBKecpKiqSJO3dsVXlpSWnfL6/ykrbJUnK3LNduwIDOD/n5/ycn/Mfpz2/b5AkDTj/KrWO6+T08+cd2K+ln7yl1NRUNWvW7JTOVdMeGYbhjGjQn79LZ7T1AAA4w/G29xajiX8iyMjIUKtWrbRixQolJCQ4tj/wwANatmyZVq1aVec5//rXv/T44483ZkwAAE5Yenq6WrdubXYMt7B37161adPG7BgAANRxrPa+yfe0n4wpU6Zo8uTJjp/tdrtyc3PVvHlzWSynNuNvQUGB2rRpo/T0dIWEeN64Rq6f6+f6uX6u/9Sv3zAMFRYWKiYmxknpEBMTo/T0dAUHB9PWnyKun+vn+rl+rt8513+87X2TL9pbtGghLy8vZWVl1dqelZWlqKioep9js9lks9lqbQsLC3NqrpCQEI98I9fg+rl+rp/r91TOuv7Q0FAnpEENq9Xq9LsWeK9z/Vw/1++puH7nXf/xtPdWp7ySiXx9fdWvXz8tXrzYsc1ut2vx4sW1bpcHAAAAAKCpafI97ZI0efJkjRs3Tv3799fAgQP18ssvq7i42DGbPAAAAAAATZFbFO1XXXWVDhw4oEcffVSZmZnq3bu3FixYoMjIyEbPYrPZ9Nhjj9W5/d5TcP1cP9fP9XP9nnn9nsTT/9ZcP9fP9XP9XH/jXn+Tnz0eAAAAAAB31eTHtAMAAAAA4K4o2gEAAAAAcFEU7QAAAAAAuCiKdgAAAAAAXBRF+0lavny5LrroIsXExMhisejzzz+vtd8wDD366KOKjo6Wv7+/EhMTtWPHDnPCOtm0adM0YMAABQcHKyIiQqNGjVJycnKtY8rKyjRhwgQ1b95cQUFBGj16tLKyskxK7FwzZ85Ur169FBISopCQECUkJOi7775z7Hfna6/P008/LYvFonvuucexzZ1/B//6179ksVhqPeLj4x373fnaa+zbt09jx45V8+bN5e/vr549e2rt2rWO/e78758ktWvXrs57wGKxaMKECZI84z3gKWjrPbetl2jvj+Rpbb1Eey95dnvvam09RftJKi4u1mmnnabp06fXu//ZZ5/VK6+8olmzZmnVqlUKDAzU8OHDVVZW1shJnW/ZsmWaMGGCfv31Vy1atEiVlZU677zzVFxc7Djm3nvv1VdffaVPPvlEy5YtU0ZGhi677DITUztP69at9fTTT2vdunVau3atzjnnHF1yySXaunWrJPe+9r9as2aNZs+erV69etXa7u6/g+7du2v//v2Ox88//+zY5+7XfujQIQ0ePFg+Pj767rvv9Pvvv+uFF15Qs2bNHMe4879/0uH3/ZF//0WLFkmSrrjiCknu/x7wJLT1ntvWS7T3NTy1rZdo7z25vXe5tt7AKZNkfPbZZ46f7Xa7ERUVZTz33HOObXl5eYbNZjM+/PBDExI2rOzsbEOSsWzZMsMwDl+rj4+P8cknnziOSUpKMiQZK1euNCtmg2rWrJnx5ptvetS1FxYWGp06dTIWLVpknHXWWcbdd99tGIb7//0fe+wx47TTTqt3n7tfu2EYxoMPPmgMGTLkqPs97d8/wzCMu+++2+jQoYNht9s94j3gqWjraesNw/Pae09t6w2D9p72vjaz23p62htASkqKMjMzlZiY6NgWGhqqQYMGaeXKlSYmaxj5+fmSpPDwcEnSunXrVFlZWev64+PjFRsb63bXX11drfnz56u4uFgJCQkede0TJkzQyJEja12r5Bl//x07digmJkbt27fXmDFjlJaWJskzrv3LL79U//79dcUVVygiIkJ9+vTRG2+84djvaf/+VVRU6IMPPtBNN90ki8XiEe8BHOZp73VPbuslz23vPbmtl2jvae8Pc4W2nqK9AWRmZkqSIiMja22PjIx07HMXdrtd99xzjwYPHqwePXpIOnz9vr6+CgsLq3WsO13/b7/9pqCgINlsNt1xxx367LPP1K1bN4+4dkmaP3++1q9fr2nTptXZ5+6/g0GDBmnOnDlasGCBZs6cqZSUFJ1xxhkqLCx0+2uXpN27d2vmzJnq1KmTFi5cqPHjx+uuu+7Su+++K8mz/v2TpM8//1x5eXm64YYbJLn/+x9/8qT3uqe29ZJnt/ee3NZLtPe0939yhbbeu0HOCo8xYcIEbdmypdYYH0/QpUsXbdy4Ufn5+frvf/+rcePGadmyZWbHahTp6em6++67tWjRIvn5+Zkdp9Gdf/75jv/u1auXBg0apLZt2+rjjz+Wv7+/ickah91uV//+/fXvf/9bktSnTx9t2bJFs2bN0rhx40xO1/jeeustnX/++YqJiTE7CtBgPLWtlzy3vff0tl6ivae9/5MrtPX0tDeAqKgoSaozg2BWVpZjnzuYOHGivv76ay1dulStW7d2bI+KilJFRYXy8vJqHe9O1+/r66uOHTuqX79+mjZtmk477TT95z//8YhrX7dunbKzs9W3b195e3vL29tby5Yt0yuvvCJvb29FRka6/e/gSGFhYercubN27tzpEX//6OhodevWrda2rl27Om4Z9JR//yQpNTVVP/zwg2655RbHNk94D+AwT3mve3JbL3lue09bXxftvWe2967S1lO0N4C4uDhFRUVp8eLFjm0FBQVatWqVEhISTEzmHIZhaOLEifrss8+0ZMkSxcXF1drfr18/+fj41Lr+5ORkpaWlucX118dut6u8vNwjrn3YsGH67bfftHHjRsejf//+GjNmjOO/3f13cKSioiLt2rVL0dHRHvH3Hzx4cJ1ln7Zv3662bdtKcv9//470zjvvKCIiQiNHjnRs84T3AA5z9/c6bX39PKW9p62vi/beM9t7l2nrG2R6Ow9QWFhobNiwwdiwYYMhyXjxxReNDRs2GKmpqYZhGMbTTz9thIWFGV988YWxefNm45JLLjHi4uKM0tJSk5OfuvHjxxuhoaHGjz/+aOzfv9/xKCkpcRxzxx13GLGxscaSJUuMtWvXGgkJCUZCQoKJqZ3noYceMpYtW2akpKQYmzdvNh566CHDYrEY33//vWEY7n3tR3PkjLKG4d6/g/vuu8/48ccfjZSUFOOXX34xEhMTjRYtWhjZ2dmGYbj3tRuGYaxevdrw9vY2nnrqKWPHjh3G3LlzjYCAAOODDz5wHOPO//7VqK6uNmJjY40HH3ywzj53fw94Etp6z23rDYP2/q88qa03DNp72nvXausp2k/S0qVLDUl1HuPGjTMM4/AyCFOnTjUiIyMNm81mDBs2zEhOTjY3tJPUd92SjHfeecdxTGlpqXHnnXcazZo1MwICAoxLL73U2L9/v3mhneimm24y2rZta/j6+hotW7Y0hg0b5mjADcO9r/1o/tqQu/Pv4KqrrjKio6MNX19fo1WrVsZVV11l7Ny507Hfna+9xldffWX06NHDsNlsRnx8vPH666/X2u/O//7VWLhwoSGp3uvyhPeAp6Ct99y23jBo7//Kk9p6w6C9Nwzae1dq6y2GYRgN04cPAAAAAABOBWPaAQAAAABwURTtAAAAAAC4KIp2AAAAAABcFEU7AAAAAAAuiqIdAAAAAAAXRdEOAAAAAICLomgHAAAAAMBFUbQDAAAAAOCiKNoBAAAAAHBRFO0AjsvKlSvl5eWlkSNHmh0FAAA0ANp6wDVZDMMwzA4BwPXdcsstCgoK0ltvvaXk5GTFxMSYHQkAADgRbT3gmuhpB3BMRUVF+uijjzR+/HiNHDlSc+bMqbX/yy+/VKdOneTn56ezzz5b7777riwWi/Ly8hzH/PzzzzrjjDPk7++vNm3a6K677lJxcXHjXggAAKgXbT3guijaARzTxx9/rPj4eHXp0kVjx47V22+/rZqbdFJSUnT55Zdr1KhR2rRpk26//XY9/PDDtZ6/a9cujRgxQqNHj9bmzZv10Ucf6eeff9bEiRPNuBwAAPAXtPWA6+L2eADHNHjwYF155ZW6++67VVVVpejoaH3yyScaOnSoHnroIX3zzTf67bffHMc/8sgjeuqpp3To0CGFhYXplltukZeXl2bPnu045ueff9ZZZ52l4uJi+fn5mXFZAADgD7T1gOuipx3A30pOTtbq1at1zTXXSJK8vb111VVX6a233nLsHzBgQK3nDBw4sNbPmzZt0pw5cxQUFOR4DB8+XHa7XSkpKY1zIQAAoF609YBr8zY7AADX9tZbb6mqqqrWZDSGYchms+m11147rnMUFRXp9ttv11133VVnX2xsrNOyAgCAE0dbD7g2inYAR1VVVaX33ntPL7zwgs4777xa+0aNGqUPP/xQXbp00bfffltr35o1a2r93LdvX/3+++/q2LFjg2cGAADHj7YecH2MaQdwVJ9//rmuuuoqZWdnKzQ0tNa+Bx98UEuWLNHHH3+sLl266N5779XNN9+sjRs36r777tPevXuVl5en0NBQbd68Waeffrpuuukm3XLLLQoMDNTvv/+uRYsWHfc3+AAAwPlo6wHXx5h2AEf11ltvKTExsU4jLkmjR4/W2rVrVVhYqP/+97/69NNP1atXL82cOdMxo6zNZpMk9erVS8uWLdP27dt1xhlnqE+fPnr00UdZ/xUAAJPR1gOuj552AE731FNPadasWUpPTzc7CgAAaAC09UDjYUw7gFM2Y8YMDRgwQM2bN9cvv/yi5557jnVZAQBwI7T1gHko2gGcsh07dujJJ59Ubm6uYmNjdd9992nKlClmxwIAAE5CWw+Yh9vjAQAAAABwUUxEBwAAAACAi6JoBwAAAADARVG0AwAAAADgoijaAQAAAABwURTtAAAAAAC4KIp2AAAAAABcFEU7AAAAAAAuiqIdAAAAAAAX9f8B1crk+5iTk3MAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"Age\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "E9bY-_Dk9M8-"
+   },
+   "source": [
+    "2.2.2 Systolic BP"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 938,
+     "status": "ok",
+     "timestamp": 1716047365130,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "Qs5XsKaP9QmF",
+    "outputId": "40dbd871-5898-45cc-c5de-ed86ab289a92"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"SystolicBP\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6kC2hzIE9UdO"
+   },
+   "source": [
+    "2.2.3 Diastolic BP"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 1363,
+     "status": "ok",
+     "timestamp": 1716047369549,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "94OOAvKR9Z1M",
+    "outputId": "717b81e1-32c1-4449-abea-6e9055536c85"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"DiastolicBP\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "yFnQTvW59chd"
+   },
+   "source": [
+    "2.2.4 BS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 1506,
+     "status": "ok",
+     "timestamp": 1716047373832,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "YMqisqkp9esP",
+    "outputId": "fef9d448-7704-4723-af9b-2e0af92ed2d4"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"BS\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "t3RMZhKo9jtA"
+   },
+   "source": [
+    "2.2.5 Body Temp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 1372,
+     "status": "ok",
+     "timestamp": 1716047377897,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "QHLJGRq49oAS",
+    "outputId": "7f82b1a1-e2b4-441c-c51f-ec082766dc52"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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T6tWrlZOTo6lTpzrEdTb9uCS1bNlSTzzxhDZu3Kj27dvr0UcfrXTfrVq1qtD//lkbn6l92rZt6xAHXANJO86L2WzWtddeqyNHjmjPnj21uq8RI0bom2++0aFDh7Rv3z6tX7++WqO/2mw2dejQocqrpPfdd59DfTc3t0q3U9V647SBdGrT1q1bJVWdhEllz2bt379fr7zyiiIjI/Xcc8+pffv21Zo792y/ST9bVQ1ecvrAZrXNmb/DSZMmaffu3ZoxY4a8vLz06KOPql27dvrll19qfd9Vqez3nJ2drWuuuUa//vqrpk+frs8++0yrVq2yP9tns9kc6rvyvxcAdYtzgz9wbvDnLtRzg2bNmqlNmzb69ttvzzmmr776SpKUmpqqY8eOnfN2UP+RtOO8lZaWSvrjG96YmBilpqZWuD2r/HbamJgY+6vNZtO+ffsc6u3atavS/QwdOlRubm7673//q4ULF8rDw0N//etfzzrOli1bKisrS7179670Kmll3zaej9TU1Arf4pbfInX64CfVkZeXp08++URRUVH2b2arEhERofvuu09Lly5VcnKyQkJC9Mwzz9jLa3IE0LM53vJvrbOzsx3qVfaN7tnGVv73VNnfzc6dO9W4ceMK3/I7W8uWLfXQQw/pq6++0tatW1VcXKwXXnjBXl7VscfExFR5nOXl5a/79u2rcKKxd+/es45x3bp1OnbsmObPn68HHnhAAwcOVEJCgv13CABnwrlB5Tg3aFjnBqWlpfZ/A+VxnU0/Lklz587VqlWr9Mwzz6i4uNjhMYNT7d27t0J//2d/U2dqn127djnEwWjxroGkHeelpKREX331lTw9Pe2dxPXXXy+r1ar//Oc/DnVfeuklmUwm9e/fX5Lsry+//LJDvVmzZlW6r8aNG6t///5asGCBFi5cqH79+qlx48ZnHetf/vIXHT58WG+88UaFsoKCggqdyvkqLS3Va6+9Zn9fXFys1157TU2aNFHXrl3PaZsFBQUaPny4srKy9M9//vOM306ffvtyaGioIiMjHaaw8fX1rVDvXJ3N8Zbf7njqt85Wq1Wvv/56he2dbWwRERHq3Lmz3nnnHYcOf+vWrfrqq690/fXXn+sh1bj8/HwVFhY6rGvZsqX8/f0r/F5OP3mRyv5t/fjjjw7TGJ08eVKvv/66mjdvrri4OElS3759dfjwYS1btsxer7CwsNK//aqUX3E49USguLhYc+bMOettAGiYODeoGucGDefcYPfu3dq1a5c6depkX3e2/XhycrKmTJmiIUOG6B//+Ieef/55LVu2TO+++26F/aSmpjpMfZibm6t3331XnTt3tk87d7pLL71UoaGhmjt3rsPv/ssvv9SOHTscZmso/3KjsvMS1B2mfEO1fPnll/ZvAzMyMrRo0SLt2bNHf//73xUQECBJGjRokK699lr985//1IEDB9SpUyd99dVX+vTTTzVp0iT7f86dO3fWbbfdpjlz5ignJ0c9evTQmjVrzng1cMSIEbrlllsklU05Uh3Dhw/XBx98oHvuuUdr167VFVdcIavVqp07d+qDDz7QypUrKx3g41xFRkbq2Wef1YEDB3TRRRfp/fff16ZNm/T666/Lw8PjTz9/+PBhLViwQFLZN+jbt2/XkiVLlJaWpoceeqjKb1ylskFomjVrpltuuUWdOnWSn5+fVq9erY0bNzpc0e3atavef/99TZ48WZdddpn8/Pw0aNCgWjve9u3bq3v37po6daqysrIUHBysxYsX26/InKo6sT333HPq37+/4uPjNXbsWPu0LoGBgQ7z0zrb7t271bt3b/3lL39RXFyc3N3d9cknnyg9Pd1hELeuXbvq1Vdf1dNPP61WrVopNDRUvXr10t///nf997//Vf/+/XX//fcrODhY77zzjpKTk/XRRx/JbC77Hvbuu+/Wf/7zH91222164IEHFBERoYULF9oHmzmbb8179OihRo0aaeTIkbr//vtlMpn03nvvcVs7gAo4Nzh7nBtcmOcGpaWl9t+LzWbTgQMHNHfuXNlsNj3++OP2emfTjxuGoTFjxsjb21uvvvqqpLJ+/aOPPtIDDzyghIQERUZG2rd50UUXaezYsdq4caPCwsL09ttvKz09XfPmzasyXg8PDz377LMaPXq0rrnmGt122232Kd+aN2+uBx980F63/MuV+++/X3379pWbm5vDOQvqiHMGrUd9U9m0Ll5eXkbnzp2NV1991bDZbA71T5w4YTz44INGZGSk4eHhYbRu3dp47rnnKtQrKCgw7r//fiMkJMTw9fU1Bg0aZBw8eLDCFCXlioqKjEaNGhmBgYEOU1RUprJpQYqLi41nn33WaN++vWGxWIxGjRoZXbt2NZ588kkjJyfHXk+nTd1lGH9MJ3L6dF3l02gsWbLEvu6aa64x2rdvb/z0009GfHy84eXlZcTExBj/+c9/zhhzufIpPCQZJpPJCAgIMNq3b2/cddddxoYNGyr9zKltVlRUZEyZMsXo1KmT4e/vb/j6+hqdOnUy5syZ4/CZvLw84/bbbzeCgoIMSfb2quyYTj/e06d1Odvj3bdvn5GQkGBYLBYjLCzM+Mc//mGsWrWqwjariq2yaV0MwzBWr15tXHHFFYa3t7cREBBgDBo0yNi+fbtDnfJpXY4ePeqwvqrpZk43cuRIw9fXt8ry0/9uTo+1fNqWtm3bGr6+vkZgYKDRrVs344MPPnDYTlpamjFgwADD39/fkOQw/du+ffuMW265xQgKCjK8vLyMyy+/3Fi+fHmFWPbv328MGDDA8Pb2Npo0aWI89NBDxkcffWRIcpiCrfx3V5nvv//e6N69u+Ht7W1ERkYaDz/8sH3Ktsp+/6eranqiyv59Aah/ODfg3OD0422o5wan/zsICAgwevfubaxevbrSYz1TP/7vf/+7wjRuhmEYKSkpRkBAgHH99dfb15X3sytXrjQ6duxoWCwWo23bthV+R5X9fgzDMN5//32jS5cuhsViMYKDg41hw4YZhw4dcqhTWlpqTJw40WjSpIlhMpmY/s1JTIbBZRPUH6WlpYqMjNSgQYP01ltvOTucKvXs2VOZmZn2QWEAVzBr1iw9+OCDOnTokJo2berscACgRnBugIaqefPmuvjii7V8+XJnh4JaxjPtqFeWLl2qo0ePasSIEc4OBXBpBQUFDu8LCwv12muvqXXr1iTsAC4onBsAuNDxTDvqhQ0bNmjz5s166qmn1KVLF11zzTXODglwaTfffLOio6PVuXNn5eTkaMGCBdq5c6fDfMYAUJ9xbgCgoSBpR73w6quvasGCBercubPmz5/v7HAAl9e3b1+9+eabWrhwoaxWq+Li4rR48eJqTYUEAK6McwMADQXPtAMAAAAA4KJ4ph0AAAAAABdF0g4AAAAAgIvimXZJNptNqamp8vf3l8lkcnY4AIAGzjAMnThxQpGRkTKb+X69JtDXAwBczdn29yTtklJTUxUVFeXsMAAAcHDw4EE1a9bM2WFcEOjrAQCu6s/6e5J2Sf7+/pLKGisgIMDJ0QAAGrrc3FxFRUXZ+yecP/p6AICrOdv+nqRdst8mFxAQQEcOAHAZ3MZdc+jrAQCu6s/6ex6UAwAAAADARZG0AwAAAADgokjaAQAAAABwUSTtAAAAAAC4KJJ2AAAAAABcFEk7AAAAAAAuiqQdAAAAAAAXRdIOAAAAAICLImkHAAAAAMBFkbQDAAAAAOCi3J25c6vVqieeeEILFixQWlqaIiMjNWrUKE2bNk0mk0mSZBiGHn/8cb3xxhvKzs7WFVdcoVdffVWtW7e2bycrK0sTJ07UZ599JrPZrCFDhujf//63/Pz8nHJcKSkpyszMdMq+T9e4cWNFR0c7OwwAAAAAwDlwatL+7LPP6tVXX9U777yj9u3b66efftLo0aMVGBio+++/X5I0c+ZMvfzyy3rnnXcUGxurRx99VH379tX27dvl5eUlSRo2bJiOHDmiVatWqaSkRKNHj9a4ceO0aNGiOj+mlJQUtW3XTgX5+XW+78p4+/ho544dJO4AAAAAUA85NWn/4YcfNHjwYA0YMECS1Lx5c/33v//Vjz/+KKnsKvusWbM0bdo0DR48WJL07rvvKiwsTEuXLtXQoUO1Y8cOrVixQhs3btSll14qSXrllVd0/fXX6/nnn1dkZGSdHlNmZqYK8vM17JHnFBbdsk73fbr0lH1a+OwUZWZmkrQDAAAAQD3k1KS9R48eev3117V7925ddNFF+vXXX/Xdd9/pxRdflCQlJycrLS1NCQkJ9s8EBgaqW7duSkxM1NChQ5WYmKigoCB7wi5JCQkJMpvN2rBhg2666aYK+y0qKlJRUZH9fW5ubo0fW1h0SzVr3b7GtwsAAAAAaDicmrT//e9/V25urtq2bSs3NzdZrVY988wzGjZsmCQpLS1NkhQWFubwubCwMHtZWlqaQkNDHcrd3d0VHBxsr3O6GTNm6Mknn6zpwwEAAAAAoEY5dfT4Dz74QAsXLtSiRYv0888/65133tHzzz+vd955p1b3O3XqVOXk5NiXgwcP1ur+AAAAAAA4F0690j5lyhT9/e9/19ChQyVJHTp00G+//aYZM2Zo5MiRCg8PlySlp6crIiLC/rn09HR17txZkhQeHq6MjAyH7ZaWliorK8v++dNZLBZZLJZaOCIAAAAAAGqOU6+05+fny2x2DMHNzU02m02SFBsbq/DwcK1Zs8Zenpubqw0bNig+Pl6SFB8fr+zsbCUlJdnrfP3117LZbOrWrVsdHAUAAAAAALXDqVfaBw0apGeeeUbR0dFq3769fvnlF7344osaM2aMJMlkMmnSpEl6+umn1bp1a/uUb5GRkbrxxhslSe3atVO/fv101113ae7cuSopKdGECRM0dOjQOh85HgAAAACAmuTUpP2VV17Ro48+qvvuu08ZGRmKjIzU3Xffrccee8xe5+GHH9bJkyc1btw4ZWdn68orr9SKFSvsc7RL0sKFCzVhwgT17t1bZrNZQ4YM0csvv+yMQwIAAAAAoMY4NWn39/fXrFmzNGvWrCrrmEwmTZ8+XdOnT6+yTnBwsBYtWlQLEQIAAAAA4DxOfaYdAAAAAABUjaQdAAAAAAAXRdIOAAAAAICLImkHAAAAAMBFkbQDAAAAAOCiSNoBAAAAAHBRJO0AAAAAALgoknYAAIBq2Lt3rx544AHt3bvX2aEAABoAknYAAIBqSE5O1q+//qrk5GRnhwIAaABI2gEAAAAAcFEk7QAAAAAAuCiSdgAAAAAAXBRJOwAAAAAALoqkHQAAAAAAF0XSDgAAAACAiyJpBwAAAADARZG0AwAAAADgokjaAQAAAABwUSTtAAAAAAC4KJJ2AAAAAABcFEk7AAAAAAAuiqQdAAAAAAAXRdIOAAAAAICLImkHAAAAAMBFkbQDAAAAAOCinJq0N2/eXCaTqcIyfvx4SVJhYaHGjx+vkJAQ+fn5aciQIUpPT3fYRkpKigYMGCAfHx+FhoZqypQpKi0tdcbhAAAAAABQo5yatG/cuFFHjhyxL6tWrZIk3XrrrZKkBx98UJ999pmWLFmib775Rqmpqbr55pvtn7darRowYICKi4v1ww8/6J133tH8+fP12GOPOeV4AAAAAACoSU5N2ps0aaLw8HD7snz5crVs2VLXXHONcnJy9NZbb+nFF19Ur1691LVrV82bN08//PCD1q9fL0n66quvtH37di1YsECdO3dW//799dRTT2n27NkqLi525qEBAAAAAHDeXOaZ9uLiYi1YsEBjxoyRyWRSUlKSSkpKlJCQYK/Ttm1bRUdHKzExUZKUmJioDh06KCwszF6nb9++ys3N1bZt26rcV1FRkXJzcx0WAAAAAABcjcsk7UuXLlV2drZGjRolSUpLS5Onp6eCgoIc6oWFhSktLc1e59SEvby8vKwqM2bMUGBgoH2JioqquQMBAAAAAKCGuEzS/tZbb6l///6KjIys9X1NnTpVOTk59uXgwYO1vk8AAAAAAKrL3dkBSNJvv/2m1atX6+OPP7avCw8PV3FxsbKzsx2utqenpys8PNxe58cff3TYVvno8uV1KmOxWGSxWGrwCAAAAAAAqHkucaV93rx5Cg0N1YABA+zrunbtKg8PD61Zs8a+bteuXUpJSVF8fLwkKT4+Xlu2bFFGRoa9zqpVqxQQEKC4uLi6OwAAAAAAAGqB06+022w2zZs3TyNHjpS7+x/hBAYGauzYsZo8ebKCg4MVEBCgiRMnKj4+Xt27d5ck9enTR3FxcRo+fLhmzpyptLQ0TZs2TePHj+dKOgAAAACg3nN60r569WqlpKRozJgxFcpeeuklmc1mDRkyREVFRerbt6/mzJljL3dzc9Py5ct17733Kj4+Xr6+vho5cqSmT59el4cAAAAAAECtcHrS3qdPHxmGUWmZl5eXZs+erdmzZ1f5+ZiYGH3xxRe1FR4AAAAAAE7jEs+0AwAAAACAikjaAQAAAABwUSTtAAAAAAC4KJJ2AAAAAABcFEk7AAAAAAAuiqQdAAAAAAAXRdIOAAAAAICLImkHAAAAAMBFkbQDAAAAAOCiSNoBAAAAAHBRJO0AAAAAALgoknYAAAAAAFwUSTsAAAAAAC6KpB0AAAAAABdF0g4AAAAAgIsiaQcAAAAAwEWRtAMAAAAA4KJI2gEAAAAAcFEk7QAAAAAAuCiSdgAAAAAAXBRJOwAAAAAALoqkHQAAAAAAF0XSDgAAAACAiyJpBwAAAADARZG0AwAAAADgopyetB8+fFh33HGHQkJC5O3trQ4dOuinn36ylxuGoccee0wRERHy9vZWQkKC9uzZ47CNrKwsDRs2TAEBAQoKCtLYsWOVl5dX14cCAAAAAECNcmrSfvz4cV1xxRXy8PDQl19+qe3bt+uFF15Qo0aN7HVmzpypl19+WXPnztWGDRvk6+urvn37qrCw0F5n2LBh2rZtm1atWqXly5fr22+/1bhx45xxSAAAAAAA1Bh3Z+782WefVVRUlObNm2dfFxsba//ZMAzNmjVL06ZN0+DBgyVJ7777rsLCwrR06VINHTpUO3bs0IoVK7Rx40ZdeumlkqRXXnlF119/vZ5//nlFRkbW7UEBAAAAAFBDnHqlfdmyZbr00kt16623KjQ0VF26dNEbb7xhL09OTlZaWpoSEhLs6wIDA9WtWzclJiZKkhITExUUFGRP2CUpISFBZrNZGzZsqHS/RUVFys3NdVgAAAAAAHA1Tk3a9+/fr1dffVWtW7fWypUrde+99+r+++/XO++8I0lKS0uTJIWFhTl8LiwszF6Wlpam0NBQh3J3d3cFBwfb65xuxowZCgwMtC9RUVE1fWgAAAAAAJw3pybtNptNl1xyif7v//5PXbp00bhx43TXXXdp7ty5tbrfqVOnKicnx74cPHiwVvcHAAAAAMC5cGrSHhERobi4OId17dq1U0pKiiQpPDxckpSenu5QJz093V4WHh6ujIwMh/LS0lJlZWXZ65zOYrEoICDAYQEAADgb+fn5Dq8AANQmpybtV1xxhXbt2uWwbvfu3YqJiZFUNihdeHi41qxZYy/Pzc3Vhg0bFB8fL0mKj49Xdna2kpKS7HW+/vpr2Ww2devWrQ6OAgAANCT79u1zeAUAoDY5dfT4Bx98UD169ND//d//6S9/+Yt+/PFHvf7663r99dclSSaTSZMmTdLTTz+t1q1bKzY2Vo8++qgiIyN14403Siq7Mt+vXz/7bfUlJSWaMGGChg4dysjxAAAAAIB6zalJ+2WXXaZPPvlEU6dO1fTp0xUbG6tZs2Zp2LBh9joPP/ywTp48qXHjxik7O1tXXnmlVqxYIS8vL3udhQsXasKECerdu7fMZrOGDBmil19+2RmHBAAAAABAjXFq0i5JAwcO1MCBA6ssN5lMmj59uqZPn15lneDgYC1atKg2wgMAAAAAwGmc+kw7AAAAAACoGkk7AAAAAAAuiqQdAAAAAAAXRdIOAAAAAICLImkHAAAAAMBFkbQDAAAAAOCiSNoBAAAAAHBRJO0AAAAAALgoknYAAAAAAFwUSTsAAAAAAC6KpB0AAAAAABdF0g4AAAAAgIsiaQcAAAAAwEWRtAMAAAAA4KJI2gEAAAAAcFEk7QAAAAAAuCiSdgAAAAAAXBRJOwAAAAAALoqkHQAAAAAAF0XSDgAAAACAiyJpBwAAAADARZG0AwAAAADgokjaAQAAAABwUSTtAAAAAAC4KJJ2AAAAAABcFEk7AAAAAAAuyqlJ+xNPPCGTyeSwtG3b1l5eWFio8ePHKyQkRH5+fhoyZIjS09MdtpGSkqIBAwbIx8dHoaGhmjJlikpLS+v6UAAAAAAAqHHuzg6gffv2Wr16tf29u/sfIT344IP6/PPPtWTJEgUGBmrChAm6+eab9f3330uSrFarBgwYoPDwcP3www86cuSIRowYIQ8PD/3f//1fnR8LAAAAAAA1yelJu7u7u8LDwyusz8nJ0VtvvaVFixapV69ekqR58+apXbt2Wr9+vbp3766vvvpK27dv1+rVqxUWFqbOnTvrqaee0iOPPKInnnhCnp6edX04AAAAAADUGKc/075nzx5FRkaqRYsWGjZsmFJSUiRJSUlJKikpUUJCgr1u27ZtFR0drcTERElSYmKiOnTooLCwMHudvn37Kjc3V9u2batyn0VFRcrNzXVYAAAAAABwNU5N2rt166b58+drxYoVevXVV5WcnKyrrrpKJ06cUFpamjw9PRUUFOTwmbCwMKWlpUmS0tLSHBL28vLysqrMmDFDgYGB9iUqKqpmDwwAAAAAgBrg1Nvj+/fvb/+5Y8eO6tatm2JiYvTBBx/I29u71vY7depUTZ482f4+NzeXxB0AAAAA4HKcfnv8qYKCgnTRRRdp7969Cg8PV3FxsbKzsx3qpKen25+BDw8PrzCafPn7yp6TL2exWBQQEOCwAAAAAADgalwqac/Ly9O+ffsUERGhrl27ysPDQ2vWrLGX79q1SykpKYqPj5ckxcfHa8uWLcrIyLDXWbVqlQICAhQXF1fn8QMAAAAAUJOcenv83/72Nw0aNEgxMTFKTU3V448/Ljc3N912220KDAzU2LFjNXnyZAUHBysgIEATJ05UfHy8unfvLknq06eP4uLiNHz4cM2cOVNpaWmaNm2axo8fL4vF4sxDAwAAAADgvDk1aT906JBuu+02HTt2TE2aNNGVV16p9evXq0mTJpKkl156SWazWUOGDFFRUZH69u2rOXPm2D/v5uam5cuX695771V8fLx8fX01cuRITZ8+3VmHBAAAAABAjXFq0r548eIzlnt5eWn27NmaPXt2lXViYmL0xRdf1HRoAAAAAAA4nUs90w4AAAAAAP5A0g4AAAAAgIsiaQcAAAAAwEWdU9LeokULHTt2rML67OxstWjR4ryDAgAAAAAA55i0HzhwQFartcL6oqIiHT58+LyDAgAAAAAA1Rw9ftmyZfafV65cqcDAQPt7q9WqNWvWqHnz5jUWHAAAAAAADVm1kvYbb7xRkmQymTRy5EiHMg8PDzVv3lwvvPBCjQUHAAAAAEBDVq2k3WazSZJiY2O1ceNGNW7cuFaCAgAAAAAA1UzayyUnJ9d0HAAAAAAA4DTnlLRL0po1a7RmzRplZGTYr8CXe/vtt887MAAAAAAAGrpzStqffPJJTZ8+XZdeeqkiIiJkMplqOi4AAAAAABq8c0ra586dq/nz52v48OE1HQ8AAAAAAPjdOc3TXlxcrB49etR0LAAAAAAA4BTnlLTfeeedWrRoUU3HAgAAAAAATnFOt8cXFhbq9ddf1+rVq9WxY0d5eHg4lL/44os1EhwAAAAAAA3ZOSXtmzdvVufOnSVJW7dudShjUDoAAAAAAGrGOSXta9eurek4AAAAcAbFxcX69NNPlZqaqsjISA0ePFienp5n9Vmr1arNmzcrKytLwcHB6tixo9zc3Go54jKHDh3SnXfeqaKiIlksFr355ptq1qxZney7vtq0aZMmTZpkfz9r1iz7BTNU7s4779TevXvt71u1aqU333zTiRG5vqefflqrV6+2v09ISNC0adOcGJFr279/v+68807ZbDaZzWa9+eabatGiRZ3s+5znaQcAAEDdmDt3rpYsWSKr1eqw7tZbb9U999xzxs9+++23mjNnjtLS0uzrwsPDdd999+nqq6+utZglqXfv3g4xFxYW6o477pCbm5vWrFlTq/uur3r27FlhXXkCv27dujqNpb6orM327t2rnj170mZVqKzNVq9erdWrV9NmlTi9vWw2m8aMGSOpbv5dntNAdNdee6169epV5dKQpeWVOjsEAABwAZk7d64WL16sgIAA/e1vf9NHH32kv/3tbwoICNDixYs1d+7cKj/77bff6vHHH1eLFi00e/ZsffHFF5o9e7ZatGihxx9/XN9++22txX1qwh4QEKCHHnpIAQEBksqu/Pfu3bvW9l1fnZ4YnN5GlSVaDd2ftQltVhFtVj2ntoeHh4fGjBnjMKZbXbTXOSXtnTt3VqdOnexLXFyciouL9fPPP6tDhw41HWO9kZFbqPu+OKqoBxbr23R3bTmcI8MwnB0WAACop4qLi7VkyRI1atRIS5Ys0cCBAxUSEqKBAwc6rC8uLq7wWavVqjlz5ig+Pl5PP/202rdvLx8fH7Vv315PP/204uPj9eqrrzpcCa8phw4dsm/3ww8/1LJlyzRo0CAtW7ZMH374oT2+Q4cO1fi+66tNmzbZf547d67WrVunRx99VOvWrXP4YubUeg3dnXfeaf/5qquu0rp16+zLVVddVWm9hu7pp5+2/zx8+HCHNhs+fHil9Rqy/fv3239etGiRVq1apREjRmjVqlUOs6mdWq82nFPS/tJLLzks//nPf/Tdd99p0qRJFUaSb0gOHMuXh1kye/npaJFZX+/M0Ac/HdKxvCJnhwYAQINSVFSk3Nxch6U++vTTT2W1WjV27Fi5uzs+1eju7q4xY8bIarXq008/rfDZzZs3Ky0tTcOGDZPZ7HjKZzabNWzYMB05ckSbN2+u8bjLk6SAgAA1btzYoaxx48by9/d3qAc5PMPetm1bh7JT359ar6E79Rn2p556yqHs1Pen1mvoTn2GfezYsQ5lp74/tV5DVv5/lIeHhyIjIx3KIiMj7blvbf9fdk5Je1XuuOMOvf322zW5yXrl8thgLbw5XKnzJurioFJ5upmVlluoD5MO6egJEncAAOrKjBkzFBgYaF+ioqKcHdI5SU1NlSTFx8dXWl6+vrzeqbKysiRJsbGxlX62fH15vZpUVFR23nPXXXdVWj569GiHevhDVY8N1Pb4AwAqstlskuRwF8Kphg4d6lCvttRo0p6YmCgvL6+a3GS94242qSQjWW0CbBoeH6PwAC8Vltr0yS+HlXWy4q1rAACg5k2dOlU5OTn25eDBg84O6ZyUX9lJTEystLx8/elXgCQpODhYkpScnFzpZ8vXl9erSRaLRZL0xhtvVFo+b948h3r4Q1UD9NXm+AMAKld+l9J7771XafnixYsd6tVaHOfyoZtvvtlhuemmm9S9e3eNHj1ad999d03HWG/5Wdx1Y+dINfG3qKDEquWbU1Vird1vYQAAQFkyGBAQ4LDUR4MHD5abm5veeustlZY6DnZbWlqqt99+W25ubho8eHCFz3bs2FHh4eFauHBhhatANptNCxcuVEREhDp27FjjcZdPtZWbm6vMzEyHsszMTJ04ccKhHsqmdSu3c+dOh7JT359ar6Fr1aqV/edHH33UoezU96fWa+gSEhLsP7/11lsOZae+P7VeQ1b+f1RJSUmFO5pSU1NVUlLiUK+2nNOUb4GBgQ7vzWaz2rRpo+nTp6tPnz41EtiFwuLhphs7R2rRhhQdzy/Rd3szdW2bUGeHBQAA6gFPT0/deuutWrx4sW699VaNGTNG8fHxSkxM1Ntvv63jx49r6NChlc7X7ubmpvvuu0+PP/64pk2bpmHDhik2NlbJyclauHChEhMT9eSTT9bKfO3NmjWTm5ubrFarbrnlFvn7+2v06NGaN2+ePWF3c3NjvvZTnDoPe/k0fldffXWFK+zM1/6HN9980z5y9//+978qR/Hmy6E/TJs2zf68+nvvvVflFWTmay9z6jzst99+uzw8PDR06FAtXrzYnrCfXq82nNOV9nnz5jksb731lv71r3+dV8L+r3/9SyaTyWFwjcLCQo0fP14hISHy8/PTkCFDlJ6e7vC5lJQUDRgwQD4+PgoNDdWUKVMqfBPtbD6e7rouLkyStPlQjn47dtLJEQEAgPrinnvu0dChQ5Wbm6sXXnhBt9xyi1544QXl5uZq6NChZ5yn/eqrr9aTTz6p/fv3a/z48br++us1fvx4JScn68knn6zV56TXrFlj/0LgxIkTevnllx0SduZpr+j0+Z5PT9iZP7uiP2sT2qwi2qx6Tm2PkpISvffeew4Je1201zldaS+XlJSkHTt2SJLat2+vLl26nNN2Nm7cqNdee63C7VkPPvigPv/8cy1ZskSBgYGaMGGCbr75Zn3//feSyqYKGTBggMLDw/XDDz/oyJEjGjFihDw8PPR///d/53NoNS4mxFedmgXq10M5WrvrqIZ395Gb2eTssAAAQD1wzz33aMyYMfr000+VmpqqyMhIDR48uNIr7Ke7+uqrdcUVV2jz5s3KyspScHCwOnbsWCtX2E+3Zs0aHTp0SHfeeaeKiopksVj05ptvcoX9DNatW6dNmzY5XMiaNWsWV9jPYN26dbrzzjsdRolv1aoVV9jPYN26dXr66acdRolPSEjgCnsV1q1bp/379+vOO++UzWaT2WzWm2++WetX2MudU9KekZGhoUOHat26dQoKCpIkZWdn69prr9XixYvVpEmTs95WXl6ehg0bpjfeeMNhPsCcnBy99dZbWrRokXr16iWp7Ap/u3bttH79enXv3l1fffWVtm/frtWrVyssLEydO3fWU089pUceeURPPPHEWXVkdalHy8banZ6nnIISbTmco85RQc4OCQAA1BPlt8qfCzc3t3O+uHK+mjVrphUrVjhl3/VV586dudpZTSTo1Tdt2jSS9Gpo0aKFvv76a6fs+5xuj584caJOnDihbdu2KSsrS1lZWdq6datyc3N1//33V2tb48eP14ABAyoMdpCUlKSSkhKH9W3btlV0dLR9pNTExER16NBBYWFh9jp9+/ZVbm6utm3bVuU+nTV3q6e7Wd1blI3QuiH5mIpKrHWyXwAAAABA/XROSfuKFSs0Z84ctWvXzr4uLi5Os2fP1pdffnnW21m8eLF+/vlnzZgxo0JZWlqaPD097Vfyy4WFhSktLc1e59SEvby8vKwqzpy79eLIQDXy8VBhiU1JKcfrbL8AAAAAgPrnnJJ2m80mDw+PCus9PDzOemL5gwcP6oEHHtDChQvrfG53Z87dajab1KNlY0nSr4dyVFTK1XYAAAAAQOXOKWnv1auXHnjgAYe56g4fPqwHH3xQvXv3PqttJCUlKSMjQ5dcconc3d3l7u6ub775Ri+//LLc3d0VFham4uJiZWdnO3wuPT1d4eHhkqTw8PAKo8mXvy+vUxlnz93asomvGvl4qLjUpq2H6+bWfAAAAABA/XNOSft//vMf5ebmqnnz5mrZsqVatmyp2NhY5ebm6pVXXjmrbfTu3VtbtmzRpk2b7Mull16qYcOG2X/28PBwmA5k165dSklJUXx8vCQpPj5eW7ZsUUZGhr3OqlWrFBAQoLi4uHM5tDphMpnUNaaRJOmXg8dVepZ3JwAAAAAAGpZzGj0+KipKP//8s1avXq2dO3dKktq1a1dhMLkz8ff318UXX+ywztfXVyEhIfb1Y8eO1eTJkxUcHKyAgABNnDhR8fHx6t69uySpT58+iouL0/DhwzVz5kylpaVp2rRpGj9+vCwWy7kcWp1pE+6vxP3HdLLIql1pJ9Q+MtDZIQEAAAAAXEy1rrR//fXXiouLU25urkwmk6677jpNnDhREydO1GWXXab27dvrf//7X40F99JLL2ngwIEaMmSIrr76aoWHh+vjjz+2l7u5uWn58uVyc3NTfHy87rjjDo0YMULTp0+vsRhqi7vZbJ/ybfOhHOcGAwAAAABwSdW60j5r1izdddddlT4DHhgYqLvvvlsvvviirrrqqnMK5vT5KL28vDR79mzNnj27ys/ExMToiy++OKf9OVtcRIDW78tSxokipecWKiygbgfkAwAAAAC4tmpdaf/111/Vr1+/Ksv79OmjpKSk8w6qofDxdFerUD9J0pbDXG0HAAAAADiqVtKenp5e6VRv5dzd3XX06NHzDqoh6dC07Fn2XWknmP4NAAAAAOCgWkl706ZNtXXr1irLN2/erIiIiPMOqiGJDPJSsK+nSm2GdqWdcHY4AAAAAAAXUq2k/frrr9ejjz6qwsLCCmUFBQV6/PHHNXDgwBoLriEwmUxqH1k2RsCOIyTtAAAAAIA/VGsgumnTpunjjz/WRRddpAkTJqhNmzaSpJ07d2r27NmyWq365z//WSuBXsjahPnruz2ZSsst1PH8YjXy8XR2SAAAAAAAF1CtpD0sLEw//PCD7r33Xk2dOlWGYUgqu1rct29fzZ49W2FhYbUS6IXM1+Ku6BAf/XYsXzuPnFB8yxBnhwQAAAAAcAHVStqlP6ZYO378uPbu3SvDMNS6dWs1atSoNuJrMNqFB5Ql7Wm56t4iWCaTydkhAQAAAACcrNpJe7lGjRrpsssuq8lYGrQWTXzl6WZWbmGpUrML1bSRt7NDAgAAAAA4WbUGokPt8XAzq2WoryRpdwYD0gEAAAAASNpdykWh/pKkvRl5sv0+XgAAAAAAoOEiaXchUcE+sriblV9sVWp2gbPDAQAAAAA4GUm7C3Ezm9SyiZ8kaXd6npOjAQAAAAA4G0m7i7korCxp35uRJ5uNW+QBAAAAoCEjaXcxzRr5yMvDrIISqw5zizwAAAAANGgk7S7GzWxSi8ZlV9v3Hz3p5GgAAAAAAM5E0u6CWjYpm/ptX2aeDEaRBwAAAIAGi6TdBUUF+8jdbNKJwlJl5hU7OxwAAAAAgJOQtLsgDzezooN9JEn7jzKKPAAAAAA0VCTtLqrF77fI78/kuXYAAAAAaKhI2l1UbOOypD3jRJFOFJY4ORoAAAAAgDOQtLsoH093RQR6SWIUeQAAAABoqEjaXVjLJr9P/cYt8gAAAADQIJG0u7Dy59oPHc9XUanVydEAAAAAAOoaSbsLa+TjqUY+HrIZ0oHMfGeHAwAAAACoYyTtLq6F/RZ5pn4DAAAAgIaGpN3Ftfz9FvkDmfmy2gwnRwMAAAAAqEtOTdpfffVVdezYUQEBAQoICFB8fLy+/PJLe3lhYaHGjx+vkJAQ+fn5aciQIUpPT3fYRkpKigYMGCAfHx+FhoZqypQpKi0tretDqTXhAV7y8XRTsdWm1OwCZ4cDAAAAAKhDTk3amzVrpn/9619KSkrSTz/9pF69emnw4MHatm2bJOnBBx/UZ599piVLluibb75Ramqqbr75ZvvnrVarBgwYoOLiYv3www965513NH/+fD322GPOOqQaZzKZFBPiI0k6cIxR5AEAAACgIXFq0j5o0CBdf/31at26tS666CI988wz8vPz0/r165WTk6O33npLL774onr16qWuXbtq3rx5+uGHH7R+/XpJ0ldffaXt27drwYIF6ty5s/r376+nnnpKs2fPVnFxsTMPrUY1D/n9FvljDEYHAAAAAA2JyzzTbrVatXjxYp08eVLx8fFKSkpSSUmJEhIS7HXatm2r6OhoJSYmSpISExPVoUMHhYWF2ev07dtXubm59qv1lSkqKlJubq7D4sqig31kMklZJ4uVW1Di7HAAAAAAAHXE6Un7li1b5OfnJ4vFonvuuUeffPKJ4uLilJaWJk9PTwUFBTnUDwsLU1pamiQpLS3NIWEvLy8vq8qMGTMUGBhoX6Kiomr2oGqYl4ebIgK8JHGLPAAAAAA0JE5P2tu0aaNNmzZpw4YNuvfeezVy5Eht3769Vvc5depU5eTk2JeDBw/W6v5qQvPG3CIPAAAAAA2Nu7MD8PT0VKtWrSRJXbt21caNG/Xvf/9bf/3rX1VcXKzs7GyHq+3p6ekKDw+XJIWHh+vHH3902F756PLldSpjsVhksVhq+EhqV/MQX/2w75gOZuWr1GqTu5vTv28BAAAAANQyl8v8bDabioqK1LVrV3l4eGjNmjX2sl27diklJUXx8fGSpPj4eG3ZskUZGRn2OqtWrVJAQIDi4uLqPPba1NjPU76ebiq1GTrM1G8AAAAA0CA49Ur71KlT1b9/f0VHR+vEiRNatGiR1q1bp5UrVyowMFBjx47V5MmTFRwcrICAAE2cOFHx8fHq3r27JKlPnz6Ki4vT8OHDNXPmTKWlpWnatGkaP358vbuS/mfKpn7z1fYjuTpwLF8xv48oDwAAAAC4cDk1ac/IyNCIESN05MgRBQYGqmPHjlq5cqWuu+46SdJLL70ks9msIUOGqKioSH379tWcOXPsn3dzc9Py5ct17733Kj4+Xr6+vho5cqSmT5/urEOqVc0b+2j7kVz9duykpCbODgcAAAAAUMucmrS/9dZbZyz38vLS7NmzNXv27CrrxMTE6Isvvqjp0FxSdLCPzCbpeH6JsvOLFeTj6eyQAAAAAAC1yOWeaUfVLO5uigj0liT9xijyAAAAAHDBI2mvZ5o39pHEfO0AAAAA0BCQtNczzX8fgO7g8QKVWm1OjgYAAAAAUJtI2uuZEF9P+VncZbUZOsTUbwAAAABwQSNpr2dMJpOah/x+i3wmt8gDAAAAwIWMpL0eat647Bb5AwxGBwAAAAAXNJL2eiiqUdnUbzkFJTqeX+zscAAAAAAAtYSkvR7ydDcrMqhs6jdukQcAAACACxdJez0VG8It8gAAAABwoSNpr6difh+M7nB2gUqY+g0AAAAALkgk7fVUsK+n/L3Kpn47mMXVdgAA6krLli0dXgEAqE0k7fWUyWTiFnkAAJzAx8fH4RUAgNpE0l6P/TH120kZhuHkaAAAAAAANY2kvR5r1shbbmaTThSWKuskU78BAAAAwIWGpL0e83Azq1mjsqnfko8x9RsAAAAAXGhI2us5+3PtmTzXDgAAAAAXGpL2eq78ufbUnAIVlVqdHA0AAAAAoCaRtNdzgd4eauTjIcOQUhhFHgAAAAAuKCTtF4Dyq+081w4AAAAAFxaS9gtA89+fa//tWD5TvwEAAADABYSk/QLQNMhbHm4m5RdblXGiyNnhAAAAAABqCEn7BcDNbFJ0sI8k6UAmt8gDAAAAwIWCpP0CUX6L/AEGowMAAACACwZJ+wWiPGlPyy1UfnGpk6MBAAAAANQEkvYLhJ+Xu5r4WSSVDUgHAAAAAKj/nJq0z5gxQ5dddpn8/f0VGhqqG2+8Ubt27XKoU1hYqPHjxyskJER+fn4aMmSI0tPTHeqkpKRowIAB8vHxUWhoqKZMmaLS0oZ3tbl549+fa2fqNwAAAAC4IDg1af/mm280fvx4rV+/XqtWrVJJSYn69Omjkyf/SDoffPBBffbZZ1qyZIm++eYbpaam6uabb7aXW61WDRgwQMXFxfrhhx/0zjvvaP78+XrssceccUhOderUbzYbU78BAAAAQH3n7sydr1ixwuH9/PnzFRoaqqSkJF199dXKycnRW2+9pUWLFqlXr16SpHnz5qldu3Zav369unfvrq+++krbt2/X6tWrFRYWps6dO+upp57SI488oieeeEKenp7OODSnCA/0kpe7WYWlNh3JLXR2OAAAAACA8+RSz7Tn5ORIkoKDgyVJSUlJKikpUUJCgr1O27ZtFR0drcTERElSYmKiOnTooLCwMHudvn37Kjc3V9u2bat0P0VFRcrNzXVYLgRmk0nRIUz9BgAAAAAXCpdJ2m02myZNmqQrrrhCF198sSQpLS1Nnp6eCgoKcqgbFhamtLQ0e51TE/by8vKyysyYMUOBgYH2JSoqqoaPxnlif79FPpmkHQAAAADqPZdJ2sePH6+tW7dq8eLFtb6vqVOnKicnx74cPHiw1vdZV5o39pXJJB07Way8EmdHAwAAAAA4Hy6RtE+YMEHLly/X2rVr1axZM/v68PBwFRcXKzs726F+enq6wsPD7XVOH02+/H15ndNZLBYFBAQ4LBcKLw83NQ3yliSlFrjErxcAAAAAcI6cmtUZhqEJEybok08+0ddff63Y2FiH8q5du8rDw0Nr1qyxr9u1a5dSUlIUHx8vSYqPj9eWLVuUkZFhr7Nq1SoFBAQoLi6ubg7ExbRs4idJOkLSDgAAAAD1mlNHjx8/frwWLVqkTz/9VP7+/vZn0AMDA+Xt7a3AwECNHTtWkydPVnBwsAICAjRx4kTFx8ere/fukqQ+ffooLi5Ow4cP18yZM5WWlqZp06Zp/Pjxslgszjw8p2nRxFff7D6qzCKTzD6Bzg4HAAAAAHCOnJq0v/rqq5Kknj17OqyfN2+eRo0aJUl66aWXZDabNWTIEBUVFalv376aM2eOva6bm5uWL1+ue++9V/Hx8fL19dXIkSM1ffr0ujoMlxPg5aFQf4syThTJu+Xlzg4HAAAAAHCOnJq0G4bxp3W8vLw0e/ZszZ49u8o6MTEx+uKLL2oytHqvRRNfZZwokk/r7s4OBQAAAABwjnjo+QJV/ly7d2wXFZTYnBwNAAAAAOBckLRfoEJ8PeXrbsjk7qlf04ucHQ4AAAAA4ByQtF+gTCaTIr3LrrBvOEzSDgAAAAD1EUn7Baw8aU86UqgSK7fIAwAAAEB9Q9J+AQuxGLLm5yiv2NDG5CxnhwMAAAAAqCaS9guYySQV7N0gSVqxLc3J0QAAAAAAqouk/QJ3ctf3kqQvthxRKbfIAwAAAEC9QtJ+gSs8sEl+niZl5hVr/X5ukQcAAACA+oSk/UJnsyq+mbck6bNfU50cDAAAAACgOkjaG4Cror0kSV9uPaLiUm6RBwAAAID6gqS9AWjX2FOh/hblFpbq291HnR0OAAAAAOAskbQ3AG5mkwZ0jJAkfbaZW+QBAAAAoL4gaW8gBnWKlCSt2p6ugmKrk6MBAAAAAJwNkvYGoktUkJo18lZ+sVVrdqY7OxwAAAAAwFkgaW8gTCaT/Wo7o8gDAAAAQP1A0t6ADOpYlrSv3XVUuYUlTo4GAAAAAPBnSNobkHYR/moV6qfiUptWbk1zdjgAAAAAgD9B0t6AmEwmDf79FvmPfj7k5GgAAAAAAH+GpL2BublrM5lM0vr9WUo5lu/scAAAAAAAZ0DS3sA0DfLWla0aS5I+5Go7AAAAALg0kvYG6JauzSRJHyUdks1mODkaAAAAAEBVSNoboL7tw+Xv5a7D2QX6Yd8xZ4cDAAAAAKgCSXsD5OXhpsGdywak+++PKU6OBgAAAABQFZL2BmpYtxhJ0sptacrILXRyNAAAAACAypC0N1DtIgLUNaaRSm2GPvjpoLPDAQAAAABUwqlJ+7fffqtBgwYpMjJSJpNJS5cudSg3DEOPPfaYIiIi5O3trYSEBO3Zs8ehTlZWloYNG6aAgAAFBQVp7NixysvLq8OjqL+GdYuWJP33x4OyMiAdAAAAALgcpybtJ0+eVKdOnTR79uxKy2fOnKmXX35Zc+fO1YYNG+Tr66u+ffuqsPCP27mHDRumbdu2adWqVVq+fLm+/fZbjRs3rq4OoV67vkOEgnw8dDi7QGt2pDs7HAAAAADAaZyatPfv319PP/20brrppgplhmFo1qxZmjZtmgYPHqyOHTvq3XffVWpqqv2K/I4dO7RixQq9+eab6tatm6688kq98sorWrx4sVJTU+v4aOofLw83/fWyKEnS298nOzkaAAAAAMDpXPaZ9uTkZKWlpSkhIcG+LjAwUN26dVNiYqIkKTExUUFBQbr00kvtdRISEmQ2m7Vhw4Yqt11UVKTc3FyHpaEaGd9cbmaT1u/P0tbDOc4OBwAAAABwCndnB1CVtLQ0SVJYWJjD+rCwMHtZWlqaQkNDHcrd3d0VHBxsr1OZGTNm6Mknn6zhiOunyCBvDegQoWW/purt75L14l87OzskQCkpKcrMzHR2GJKkxo0bKzo62tlhAAAAoIFy2aS9Nk2dOlWTJ0+2v8/NzVVUVJQTI3KusVfGatmvqfpsc6oe6d9WYQFezg4JDVhKSoratmungvx8Z4ciSfL28dHOHTtI3AEAAOAULpu0h4eHS5LS09MVERFhX5+enq7OnTvb62RkZDh8rrS0VFlZWfbPV8ZischisdR80PVUp6ggXda8kTYeOK43/7df/xwQ5+yQ0IBlZmaqID9fwx55TmHRLZ0aS3rKPi18dooyMzNJ2gEAAOAULpu0x8bGKjw8XGvWrLEn6bm5udqwYYPuvfdeSVJ8fLyys7OVlJSkrl27SpK+/vpr2Ww2devWzVmh10vjr22lUfM2asH6FN3bs5WCfT2dHRIauLDolmrWur2zwwAAAACcyqkD0eXl5WnTpk3atGmTpLLB5zZt2qSUlBSZTCZNmjRJTz/9tJYtW6YtW7ZoxIgRioyM1I033ihJateunfr166e77rpLP/74o77//ntNmDBBQ4cOVWRkpPMOrB665qIm6tA0UAUlVr39HSPJAwAAAIArcGrS/tNPP6lLly7q0qWLJGny5Mnq0qWLHnvsMUnSww8/rIkTJ2rcuHG67LLLlJeXpxUrVsjL649nrhcuXKi2bduqd+/euv7663XllVfq9ddfd8rx1Gcmk0njr20lSXrnhwPKKShxckQAAAAAAKfeHt+zZ08ZhlFluclk0vTp0zV9+vQq6wQHB2vRokW1EV6D0ycuTG3C/LUr/YRe+2afHu7X1tkhAQDgcmJjY9WpUyfFxsY6OxQAQAPgsvO0o+6ZzSb9rW8bSdLb3ycrI7fQyREBAOB6WrVqpX//+99q1aqVs0MBADQAJO1wkNAuVJdEB6mwxKaXv97j7HAAAAAAoEEjaYcDk8mkR36/LX7xjwe1N+OEkyMCAAAAgIaLpB0VdGsRooR2oSq1GXrys+1nHHcAAAAAAFB7SNpRqWkD4uTpZtb/9mTqq+3pzg4HAAAAABokp44eD9fVvLGv7ro6VrPX7tNTy7frqtaN5ePJnwvgTCkpKcrMzHR2GJKkxo0bKzo62tlhAAAAXPDIwlCl8de20ic/H9ah4wV6fuVuPTYoztkhAQ1WSkqK2rZrp4L8fGeHIkny9vHRzh07SNwBAABqGUk7quTj6a5nbu6g0fM2at4PyRrQMVxdY4KdHRbQIGVmZqogP1/DHnlOYdEtnRpLeso+LXx2ijIzM0naAQAAahlJO87o2jahGnJJM3308yFNWbJZy++/ktvkAScKi26pZq3bOzsMAAAA1BGyL/ypxwbG6bu9R7U/86SeWLZNM2/p5OyQgDOyGYZOFpUqt7BUxaU2WW2GSm1lrx5uZlnczbK4u8niYZa/l7vczYzJCQAAANdE0o4/FejjoVl/7aJhb67XBz8dUo+WjXVjl6bODguQJOUXlyo9t0hpuYVKzy1Udn6JThSWyHaWMxWaJPl7uSvIx1ONfDwUFuCl8EAvBXl71GrcAAAAwNkgacdZiW8Zoom9Wuvfa/Zo6sdb1DrMT+0jA50dFhqgUqtNh7MLdOBYvn47dlLH80sqrWc2SX4Wd3l5uMnNbJK72SSz2aRSq6GiUquKSm0qLLGqxGoot7DsqnxKliTlSJK83M0KcneXf9cbdCi3VF0MQyaTqe4OFAAAABBJO6rh/t6t9XPKcf1vT6bueucnLZ1whUL9vZwdFhoAq83Qb8dOaseREzpw7KRKT7uM3sjHQ+EBXgoL8FKIn6cCvD3k5+kus/nMSbZhGMovtio7v0TZBcU6llestNxCZZwoUmGpTWmlZgUnjNP9K47q2fVrdfVFjXV16ya6onVjBXhxJR4AAAC1j6QdZ83NbNJ/brtEN736vfYfPam73vlJC+/qLj8Lf0aoHUdPFGnHkVztTDuhghKrfb2vxU3NQ3zVPMRXUY28ZfFwO6ftm0wm+Vrc5WtxV9NG3vb1Vpuho3lF2rYnWRs3bZV/i846nF2g//54UP/98aDczSZd1jxYvdqGqle7ULVo7MtVeAAAANQKsi1US6CPh94aeZlunvO9fj2Uo7HzN+qdMZfL6xyTJuB02YVW+V96g1YfcVdOSop9vbeHm9pG+KttuL+a+FlqNUl2M5sUHuCl0gCbPn9/mj7ZsFFFAdH6ZvdRfbvnqPYfPanE/ceUuP+Ynvlih5qH+KhX2zD1bheqy5oHy9Odge0AAABQM0jaUW2xjX317phuuu2N9dqQnKU73/lJrw3vKl+uuOMcFZVatXZnhj5MOqS1OzMU3HucckokN5NJsU181S7CXzHBvnL7k9vda4uXu1k92obq2rahkqTfjp3U1zsz9PXODK3ff0wHjuXr7e+T9fb3yfKzuOuq1o3Vq22ormzdWBGB3n+ydecwDEOFpTYVFpc9319qs6nUZqjUWvbogdkkmc0mmU0mebqb5ePhJi8PN3m4cUcBAABAXSLLwjnp0CxQb4+6TKPm/ajv9mZq2JsbNG/UZWrk6+ns0FBPGIahLYdz9GHSIS37NVXZpwwoV5S6S93at1S3Dhe55F0cMSG+Gn1FrEZfEau8olJ9t+eo1uzI0NpdR5WZV6Qvt6bpy61pkqToYB91bxGsbrEh6tgsUC2a+NX6lw/lz+qfKCzVicISnSgsVe4pryeLrCosseosB9h34GY2ydvsodBbn9TrSTnqmrdfF4X7q12EP2NcAAAA1AKSdpyzy2ODtfDObho9f6M2HczWjXO+1+vDL1WbcH9nhwYXlpFbqE9+OawPkw5pT0aefX1YgEU3dWmmOO8cDb52oFrO/tglE/bT+Vnc1e/iCPW7OEI2W9kXEWt2ZmjdrgxtPZyjlKx8pWTl64OfDkmSvDzMahseoHYRAYoJ8VFUIx81a+StiCAvBXh5/Okxl9qkvKJS5ReVKu+05WSR1Z6cW89yzjtP97J56z3MZrm5lY2yL5XNdW8zJJvNUFGpTQUlVllthqw2Q3k2k7xbdNWKfflasW+HfVuN/TzVLiJAl0Q30qXNG6lLdCPGvAAAADhPnE3hvHSJbqQP7o7X6Hkb9duxfN0053vNuLmDBndmHnf8IaegRCu3pmnZr6n6YV+mfQ51i7tZfduHa0jXZrqyVWO5mU36+eefnRvseTCbTeoUFaROUUGafN1Fyi0sUdKB41qffEw/HTiuHUdylV9s1aaD2dp0MLvSbXi6mRXg7S6Le1nybvyePOcVFin6b0v16SF36VDyWcXja3FTgJeH/L3c5e/loYDfX/0s7vLxdLNPh3c2DMNQqa3sCv6+vXu09J05Gjf5Hyp0D9COtFwlZ55UZl6x/rcnU//bk1nWHiapbXiALm3eSJc2D1b32GCFBnA1HgAAoDpI2nHeLgrz12cTr9SERT/rh33H9MDiTVq1PV3TB1+sYG6Xb7AKS6xasyNDn246rHW7jqrYarOXdY1ppFu6NtOAjhEX9NRpAV4euvaUZ+GtNkMHjp3UttRc7U47oYPH83XoeIEOZuUr40SRJKnYalNmXnGl2zO5lf2XbZLk7ekmP4u7ffH1Knv1t7iXTXlnca/R2/BNJpM83EwK9DYr1MtQ3uZVGtbhX7rkkkskSfnFpdqVdkJbD+co6bfj+um34zp0vEDbj+Rq+5FcvZv4mySpZRNfdW8Rou4tQtStRTC31AMAAPwJknbUiGBfT7075nLNXrtPL3+9R8s3H9F3ezP1tz5tdNvl0U4bQAx1KyO3UF/vzNCanRn6bk+mwzRtrUP9dGOXphrUMVLRIT5OjNJ53MwmtWzip5ZN/KROjmVWm6G8oj+eQS8sscpkMskkyWSS9u/ZpVsGD9D4/3tDMRfFudwUcz6e7uoSXXZL/PD45pKk9NxC/XTguH76LUs/Jmdp+5Fc7Tt6UvuOntTCDWUzA7Rs4qv4lr8n8bEhauJvceJRAAAAuB6SdtQYdzezHkhorZ5tmuiRjzZrZ9oJTVu6VW9/n6wHerfWgA4RcndjKqzTpaSkKDMz09lhSJIaN26s6Ojos66fnV+sDclZ2rA/SxuSj2lbaq5DedMgb93QOVI3dIpU23B/l0s0XYmb2aRAbw8Feld+50FphoesJ47J3ax6045hAV4a0DFCAzpGSJJy8kv044Esrd9/TIn7jmlH2h9J/IL1ZUl8q1A/xZ9yJb6xH0k8AABo2EjaUeM6RQVp+cQrtWD9b5q1Zo/2Hz2pBxZv0swVuzQ8PkY3dm6q8EBuiZXKEva27dqpID/f2aFIkrx9fLRzx44KibthGDqeX6Ld6WW3P289nKOtqbnadzRPxmnjnXWKClLvtqHq3S5UcREB9SbBRO0L9PHQdXFhui4uTFLZlz4/Jmdp/f4sJe4/ph1HcrU3I097M/L03vqy2+lbh/qpe4sQxbcMUbfYYIWQxAMAgAaGpB21wt3NrFFXxGpI12aa//0Bvf19sg5nF+hfX+7Usyt26rKYYA3sFKF+F4c36GdaMzMzVZCfr2GPPKew6JZ1vn/DkGySrIZ0+NBBfbHoDS39+aB8U6w6eqJI6bmFSs48qeTMk8opKKl0G61C/dQtNtj+nDK3N+NsBfl4qk/7cPVpHy5JOn6y2OFK/M60E9qTkac9pyTxzRp5q31kgOIiAhUXGaC4yABFBnrx5RAAALhgkbSjVvl7eWhi79a66+oW+nTTYS356ZB++u24fjyQpR8PZOmxT7epVaifLo8NVrfYYF0S3UhNg7xlbmDPwIdFt1Sz1u3t70utNhWV2lRc/lpqU1GpVcW//2y1lY3kXT4Fl+PPtkrXV/be6nCZvKXCb/+XXlyfLSm70jibBpUlTBc3DVSHpoHq0CyQ25dRYxr5eqpv+3D1PSWJ35BclsSv31+WxB86XqBDxwu0clu6/XN+FrPCfd3KFj93hfm5KdzPTaE+7gryMsvDre7+P6nuIyYAAAB/hqQddcLLw03xYVLrbl7K7BCq7w8W6PuDhdqbVWK/HXbR7wNTebmbFB3orugAd0X6u6uJr5ua+JQtgV5mmWvgilptnVgbRtmc1uVzZZctJQ6vuaf8fDAtS6F/fUZr0txlHD3wR1J++j3ndcDdZKjgWKo6tYlVbESIQv0tCvX3UvMQH8U28VVMsK+8PV1/3nRcOBr5eqrfxeHqd3FZEp+TX2IfjX5bao62p+ZqT8YJ5RXZtLfIpr1Zld8NYivMkzU/R9aT2bLmZ8tWcEJGcYFsJQVlr0UFshUXyLAWS1arDFupZC2VYS2VYSt7lc0qw1pS9morlWGzSjbb769W+6u3t1elj5gAAACcqwsmaZ89e7aee+45paWlqVOnTnrllVd0+eWXOzss/K6qZ7fNXv6yNIuTV9TFskS1l2dorArlod3HSrT7WMUTcMNmla3ghKwFubLl5/z+mitbcb6M0iIZxUWylRSW/VxSKKO4UIa1RIbNJhk2yTBkGDZZLJ5a8v77ioyIkCFDJVabikvLrlKXWG0qsRq/v9qUX2xVfpFVeUWlyi8uVV6RVfnFpTpZZNXJolKdKHJM0Eus1Uu4vZt3UnaxJFU8Xk83szzdzbK4l716uptlcTPLzc0kd7NZbmaT3Mwmuf/+Wtn7quqd/pm0fTv04r/u1mdJSfZpvABXEujjofiWZc+3l9uwMUlXDbhFvcb8XR5B4corNenk70t+qWTIJLOXn8xefvIIbloncf6wK5WkHQAA1JgLIml///33NXnyZM2dO1fdunXTrFmz1LdvX+3atUuhoaHODg86+2e3bYahvNJi5ZaYlFNs1slSKd9qUn6pSQVWyWR2k5tvkNx8g847prs/2idp33lvpzImk+RncVeAl4f8vdx/Xyr+nJ1xRM888agGj52kyOhYe3JucTfL083Mc7rAn/BwM6nk6AG1jw5Vs9btHMrK73zJL7aqoLjsy7b8Yqv90ZPiUtvvX9iVvbfaDNkMQzabZDUM2X5/hMS+rrzcMGQ7w3dzbvy7BQAANeiCSNpffPFF3XXXXRo9erQkae7cufr888/19ttv6+9//7uTo3O+HTt2ODsEewynP7tdHVabocISq/KLrSossaqgpOxEvKDEqhKrTaVWQyW2sqvkpadcLbfaDBmGZKjstaSkWDmZ6QqPbCoPj7LptTzdzXI3m+Tx+5Xt8p893Mzy9nSTn8VdPvZXd/la3OT7+7o/EvM/knJfT/ezei7/559z9c8d3yjC+wE1DfI+p3YBUDmTySQvDzd5ebhJvjW/feP35L08kT+0d6de/fsYxdyyuuZ3BgAAGqx6n7QXFxcrKSlJU6dOta8zm81KSEhQYmJipZ8pKipSUVGR/X1OTo4kKTc3t9L61ZGXlydJOrRnm4oKnDuN14Edv0iS7rjjDqfGcardm3+qsXZxk+T3+1KB+felkimvjx5K1gevParHX39dbdq0qeTDtt9frVXv3JBU+PuSK+WrbEmv+hOV2rVrlyTX+Hs5eihZkpSUlGT/O3YG2qRytEvlXK1dbPnZKsw/ed79SfnnDSeMb3GhKm/LmujrAQCoCWfb35uMen5GkJqaqqZNm+qHH35QfHy8ff3DDz+sb775Rhs2bKjwmSeeeEJPPvlkXYYJAEC1HTx4UM2aNXN2GBeEQ4cOKSoqytlhAABQwZ/19/X+Svu5mDp1qiZPnmx/b7PZlJWVpZCQkPN+hjg3N1dRUVE6ePCgAgICzjfUBoE2qz7arHpor+qjzaqvJtvMMAydOHFCkZGRNRQdIiMjdfDgQfn7+9PXOwFtVn20WfXRZtVHm1VPTbfX2fb39T5pb9y4sdzc3JSe7nhjcnp6usLDwyv9jMVikcXiOLd0UFBQjcYVEBDAH3410WbVR5tVD+1VfbRZ9dVUmwUGBtZANChnNptr/K4F/n1UH21WfbRZ9dFm1UebVU9NttfZ9PfmGtmTE3l6eqpr165as2aNfZ3NZtOaNWscbpcHAAAAAKC+qfdX2iVp8uTJGjlypC699FJdfvnlmjVrlk6ePGkfTR4AAAAAgProgkja//rXv+ro0aN67LHHlJaWps6dO2vFihUKCwur81gsFosef/zxCrffo2q0WfXRZtVDe1UfbVZ9tFnDwe+6+miz6qPNqo82qz7arHqc1V71fvR4AAAAAAAuVPX+mXYAAAAAAC5UJO0AAAAAALgoknYAAAAAAFwUSTsAAAAAAC6KpP0cnThxQpMmTVJMTIy8vb3Vo0cPbdy40V6el5enCRMmqFmzZvL29lZcXJzmzp3rxIid78/aLD09XaNGjVJkZKR8fHzUr18/7dmzx4kR161vv/1WgwYNUmRkpEwmk5YuXepQbhiGHnvsMUVERMjb21sJCQkV2icrK0vDhg1TQECAgoKCNHbsWOXl5dXhUdStmmizZ555Rj169JCPj4+CgoLqLngnOd82O3DggMaOHavY2Fh5e3urZcuWevzxx1VcXFzHR1J3auLv7IYbblB0dLS8vLwUERGh4cOHKzU1tQ6PAueCvr766OvPjL6++ujrq4++vvpcva8naT9Hd955p1atWqX33ntPW7ZsUZ8+fZSQkKDDhw9LKps7fsWKFVqwYIF27NihSZMmacKECVq2bJmTI3eeM7WZYRi68cYbtX//fn366af65ZdfFBMTo4SEBJ08edLZodeJkydPqlOnTpo9e3al5TNnztTLL7+suXPnasOGDfL19VXfvn1VWFhorzNs2DBt27ZNq1at0vLly/Xtt99q3LhxdXUIda4m2qy4uFi33nqr7r333roK26nOt8127twpm82m1157Tdu2bdNLL72kuXPn6h//+EddHkadqom/s2uvvVYffPCBdu3apY8++kj79u3TLbfcUleHgHNEX1999PVnRl9fffT11UdfX30u39cbqLb8/HzDzc3NWL58ucP6Sy65xPjnP/9pGIZhtG/f3pg+fXqV5Q3Nn7XZrl27DEnG1q1b7WVWq9Vo0qSJ8cYbb9R1uE4nyfjkk0/s7202mxEeHm4899xz9nXZ2dmGxWIx/vvf/xqGYRjbt283JBkbN2601/nyyy8Nk8lkHD58uM5id5ZzabNTzZs3zwgMDKyDSF3H+bZZuZkzZxqxsbG1GarLqKk2+/TTTw2TyWQUFxfXZrg4D/T11UdfXz309dVHX1999PXV54p9PVfaz0FpaamsVqu8vLwc1nt7e+u7776TJPXo0UPLli2zf7O8du1a7d69W3369HFGyE73Z21WVFQkSQ7lZrNZFovF3qYNWXJystLS0pSQkGBfFxgYqG7duikxMVGSlJiYqKCgIF166aX2OgkJCTKbzdqwYUOdx+xsZ9NmcHSubZaTk6Pg4OC6CNHlnEubZWVlaeHCherRo4c8PDzqKlRUE3199dHXnx/6+uqjr68++vrqc4W+nqT9HPj7+ys+Pl5PPfWUUlNTZbVatWDBAiUmJurIkSOSpFdeeUVxcXFq1qyZPD091a9fP82ePVtXX321k6N3jj9rs7Zt2yo6OlpTp07V8ePHVVxcrGeffVaHDh2yt2lDlpaWJkkKCwtzWB8WFmYvS0tLU2hoqEO5u7u7goOD7XUakrNpMzg6lzbbu3evXnnlFd199921Hp8rqk6bPfLII/L19VVISIhSUlL06aef1lmcqD76+uqjrz8/9PXVR19fffT11ecKfT1J+zl67733ZBiGmjZtKovFopdfflm33XabzOayJn3llVe0fv16LVu2TElJSXrhhRc0fvx4rV692smRO8+Z2szDw0Mff/yxdu/ereDgYPn4+Gjt2rXq37+/vU0BuJbDhw+rX79+uvXWW3XXXXc5OxyXN2XKFP3yyy/66quv5ObmphEjRqjsLjy4Kvr66qOvBy4s9PXVU1t9Pf9DnqOWLVvqm2++UV5eng4ePKgff/xRJSUlatGihQoKCvSPf/xDL774ogYNGqSOHTtqwoQJ+utf/6rnn3/e2aE7zZnaTJK6du2qTZs2KTs7W0eOHNGKFSt07Ngxe3lDFh4eLqls1N1Tpaen28vCw8OVkZHhUF5aWqqsrCx7nYbkbNoMjqrTZqmpqbr22mvVo0cPvf7663UWo6upTps1btxYF110ka677jotXrxYX3zxhdavX19nsaL66Ourj77+3NHXVx99ffXR11efK/T1JO3nydfXVxERETp+/LhWrlypwYMHq6SkRCUlJRW+NXZzc5PNZnNSpK6jsjY7VWBgoJo0aaI9e/bop59+qlDeEMXGxio8PFxr1qyxr8vNzdWGDRsUHx8vSYqPj1d2draSkpLsdb7++mvZbDZ169atzmN2trNpMzg62zY7fPiwevbsqa5du2revHkN+grZuf6dlfcF5c/4wrXR11cffX310ddXH3199dHXV58r9PXu572FBmrlypUyDENt2rTR3r17NWXKFLVt21ajR4+Wh4eHrrnmGk2ZMkXe3t6KiYnRN998o3fffVcvvviis0N3mjO1mSQtWbJETZo0UXR0tLZs2aIHHnhAN954Y4MZ0CcvL0979+61v09OTtamTZsUHBys6OhoTZo0SU8//bRat26t2NhYPfroo4qMjNSNN94oSWrXrp369eunu+66S3PnzlVJSYkmTJigoUOHKjIy0klHVbvOt80kKSUlRVlZWUpJSZHVatWmTZskSa1atZKfn18dH1HtO982K+/EY2Ji9Pzzz+vo0aP2bV2oVzXOt802bNigjRs36sorr1SjRo20b98+Pfroo2rZsiUnlS6Ovr766OvPjL6++ujrq4++vvpcvq8/7/HnG6j333/faNGiheHp6WmEh4cb48ePN7Kzs+3lR44cMUaNGmVERkYaXl5eRps2bYwXXnjBsNlsTozauf6szf79738bzZo1Mzw8PIzo6Ghj2rRpRlFRkRMjrltr1641JFVYRo4caRhG2XQTjz76qBEWFmZYLBajd+/exq5duxy2cezYMeO2224z/Pz8jICAAGP06NHGiRMnnHA0daMm2mzkyJGVbmPt2rV1f0B14HzbbN68eZV+/kLuTs63zTZv3mxce+21RnBwsGGxWIzmzZsb99xzj3Ho0CEnHRHOFn199dHXnxl9ffXR11cffX31uXpfbzIMRsEBAAAAAMAVNdyHEwAAAAAAcHEk7QAAAAAAuCiSdgAAAAAAXBRJOwAAAAAALoqkHQAAAAAAF0XSDgAAAACAiyJpBwAAAADARZG0AwAAAADgokjaAVRp1KhRuvHGG50dBgAAqEX094BrI2kHLgCjRo2SyWSyLyEhIerXr582b95cZzH07NnTIYbTl549e9ZZLAAAXIjo74GGiaQduED069dPR44c0ZEjR7RmzRq5u7tr4MCBdbb/jz/+2L7/H3/8UZK0evVq+7qPP/64zmIBAOBCRX8PNDwk7cAFwmKxKDw8XOHh4ercubP+/ve/6+DBgzp69KgkacuWLerVq5e8vb0VEhKicePGKS8vz/55q9WqyZMnKygoSCEhIXr44YdlGIa9/N1331VISIiKiooc9nvjjTdq+PDhCg4Otu+/SZMmkqSQkBD7uu3bt+uqq66St7e3oqKidP/99+vkyZP27TRv3lxPP/20RowYIT8/P8XExGjZsmU6evSoBg8eLD8/P3Xs2FE//fST/TPz589XUFCQli5dqtatW8vLy0t9+/bVwYMHa6WNAQBwNvp7+ns0PCTtwAUoLy9PCxYsUKtWrRQSEqKTJ0+qb9++atSokTZu3KglS5Zo9erVmjBhgv0zL7zwgubPn6+3335b3333nbKysvTJJ5/Yy2+99VZZrVYtW7bMvi4jI0Off/65xowZc8Z49u3bp379+mnIkCHavHmz3n//fX333XcO+5ekl156SVdccYV++eUXDRgwQMOHD9eIESN0xx136Oeff1bLli01YsQIh5OL/Px8PfPMM3r33Xf1/fffKzs7W0OHDj3fJgQAwOXR39Pfo4EwANR7I0eONNzc3AxfX1/D19fXkGREREQYSUlJhmEYxuuvv240atTIyMvLs3/m888/N8xms5GWlmYYhmFEREQYM2fOtJeXlJQYzZo1MwYPHmxfd++99xr9+/e3v3/hhReMFi1aGDabzSGe5ORkQ5Lxyy+/GIZhGGPHjjXGjRvnUOd///ufYTabjYKCAsMwDCMmJsa444477OVHjhwxJBmPPvqofV1iYqIhyThy5IhhGIYxb948Q5Kxfv16e50dO3YYkowNGzacfQMCAFAP0N/T36Nh4ko7cIG49tprtWnTJm3atEk//vij+vbtq/79++u3337Tjh071KlTJ/n6+trrX3HFFbLZbNq1a5dycnJ05MgRdevWzV7u7u6uSy+91GEfd911l7766isdPnxYUtntauWD4pzJr7/+qvnz58vPz8++9O3bVzabTcnJyfZ6HTt2tP8cFhYmSerQoUOFdRkZGQ5xXnbZZfb3bdu2VVBQkHbs2PHnjQYAQD1Df1+G/h4NibuzAwBQM3x9fdWqVSv7+zfffFOBgYF64403amwfXbp0UadOnfTuu++qT58+2rZtmz7//PM//VxeXp7uvvtu3X///RXKoqOj7T97eHjYfy4/Mahsnc1mO+djAACgPqO/BxoerrQDFyiTySSz2ayCggK1a9dOv/76q8NAMN9//73MZrPatGmjwMBARUREaMOGDfby0tJSJSUlVdjunXfeqfnz52vevHlKSEhQVFTUn8ZyySWXaPv27WrVqlWFxdPT87yOs7S01GGwml27dik7O1vt2rU7r+0CAFAf0N/T3+PCR9IOXCCKioqUlpamtLQ07dixQxMnTlReXp4GDRqkYcOGycvLSyNHjtTWrVu1du1aTZw4UcOHD7ffgvbAAw/oX//6l5YuXaqdO3fqvvvuU3Z2doX93H777Tp06JDeeOONPx2QptwjjzyiH374QRMmTNCmTZu0Z88effrppxUGpjkXHh4emjhxojZs2KCkpCSNGjVK3bt31+WXX37e2wYAwNXQ39Pfo+EhaQcuECtWrFBERIQiIiLUrVs3+6ixPXv2lI+Pj1auXKmsrCxddtlluuWWW9S7d2/95z//sX/+oYce0vDhwzVy5EjFx8fL399fN910U4X9BAYGasiQIfLz89ONN954VrF17NhR33zzjXbv3q2rrrpKXbp00WOPPabIyMjzPm4fHx898sgjuv3223XFFVfIz89P77///nlvFwAAV0R/T3+PhsdkGKfMpQAAZ6F3795q3769Xn75ZafGMX/+fE2aNKnSKwQAAOD80N8DroGB6ACctePHj2vdunVat26d5syZ4+xwAABALaC/B1wLSTuAs9alSxcdP35czz77rNq0aePscAAAQC2gvwdcC7fHAwAAAADgohiIDgAAAAAAF0XSDgAAAACAiyJpBwAAAADARZG0AwAAAADgokjaAQAAAABwUSTtAAAAAAC4KJJ2AAAAAABcFEk7AAAAAAAu6v8BlUY3hVOBmvgAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"BodyTemp\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "-Iwbah6g-F3o"
+   },
+   "source": [
+    "2.2.6 Heart Rate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 410
+    },
+    "executionInfo": {
+     "elapsed": 1202,
+     "status": "ok",
+     "timestamp": 1716047382050,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "oA8jYwaK-JZ1",
+    "outputId": "d2beabbb-dffb-43c2-f7be-c08a616f7b20"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x400 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_plot(data, \"HeartRate\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6mE8QImFe2JW"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "It appears that there are outliers in almost every variable, which skews the distribution. With the exception of **HeartRate**, we will just ignore that outlier for the time being as the value appears to be normal in this situation. There is an outlier in that variable whose value deviates too much from the rest of the range."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "QetgjjC5-qys"
+   },
+   "source": [
+    "3.Multivariate Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "7xvadtZc-wWj"
+   },
+   "source": [
+    "3.1 Age and systolic BP -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 988,
+     "status": "ok",
+     "timestamp": 1716047386319,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "RwJCmFgn-uyf",
+    "outputId": "fe984191-c1f2-422b-955a-899666d9b9b0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"Age\", y=\"SystolicBP\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "gNH1sRyXXOSi"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "\n",
+    "1.Regardless of age, pregnant women with high Systolic blood pressure appear to be at a higher risk for health problems.\n",
+    "\n",
+    "\n",
+    "2.Being under 50 years old and having low systolic blood pressure does not ensure that our health risks are low; however, it appears that having low systolic blood pressure as we age reduces those risks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "EktxTPyJ-7td"
+   },
+   "source": [
+    "3.2 Age and Diastolic BP ->RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 778,
+     "status": "ok",
+     "timestamp": 1716047390222,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "vJK1mF8T_BQL",
+    "outputId": "77555d92-cdbd-44a7-cad4-9a10e3407c6a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"Age\", y=\"DiastolicBP\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "DFEpkXw2XcE5"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Given the strong correlation between systolic and diastolic blood pressure, we can observe the same pattern as previously."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "L3NjtsQzATOb"
+   },
+   "source": [
+    "3.3 Age and BS -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 1050,
+     "status": "ok",
+     "timestamp": 1716047394458,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "ZtexlXN8AZCg",
+    "outputId": "b04d50fb-6e8a-47c6-fde3-559504eb23af"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"Age\", y=\"BS\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "grKJbHyiXekG"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Regardless of age, pregnant women with elevated blood glucose levels appear to be at a higher risk for health problems."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "moIau1-3AfB9"
+   },
+   "source": [
+    "3.4 Age and BodyTemp ->RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 571,
+     "status": "ok",
+     "timestamp": 1716047397467,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "0_XbIEk_AnxB",
+    "outputId": "aab7477d-3f85-4678-ba75-59f224bc8d93"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"Age\", y=\"BodyTemp\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Gu8IBIczYH3T"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Younger women with normal body temperatures are generally not at high risk for health problems; however, if their body temperature is high, they will be.\n",
+    "\n",
+    "\n",
+    "2.It doesn't seem that older women's high body temperatures have a major impact on their health risks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "XRTej-uvBF0y"
+   },
+   "source": [
+    "3.5 Age and HeartRate -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 730,
+     "status": "ok",
+     "timestamp": 1716047401470,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "VkCDkOqpBQLp",
+    "outputId": "16b661a4-7f7c-4869-d84d-42e0dc63b0b6"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"Age\", y=\"HeartRate\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "OHH326BwYVfL"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Age appears to have a greater impact on a pregnant woman's health risk than heart rate."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "9WvEdd7FBUq8"
+   },
+   "source": [
+    "3.6 Systolic BP and DiastolicBP -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 774,
+     "status": "ok",
+     "timestamp": 1716047404444,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "jtNkNaxrBdg7",
+    "outputId": "a9b9e25e-314d-4aa0-89b9-d23d5547bb07"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"SystolicBP\", y=\"DiastolicBP\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "EFR9JnaMYciJ"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Pregnant women who have lower diastolic and systolic blood pressure appear to be at lower risk for health problems.\n",
+    "\n",
+    "2.On the other hand, their risk of illness increases with increasing Systolic and Diastolic blood pressure."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Di6yjmkrBiQB"
+   },
+   "source": [
+    "3.7 Systolic BP and BS -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 980,
+     "status": "ok",
+     "timestamp": 1716047408519,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "MFSTLz2dBpci",
+    "outputId": "acd2b307-49be-4ac9-d200-f792fe4fb036"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"SystolicBP\", y=\"BS\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "3oV3-CjnYpsY"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.The pattern is essentially the same as it was before.\n",
+    "\n",
+    "2.Nonetheless, it appears that pregnant women's health risks are more impacted by a higher BS value."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "mIALGdSxBuHE"
+   },
+   "source": [
+    "3.8 Systolic BP and Bodytemp -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 582,
+     "status": "ok",
+     "timestamp": 1716047411698,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "xCKh0n7WB1sg",
+    "outputId": "92f5495c-4e03-4216-9103-726d356eac7a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"SystolicBP\", y=\"BodyTemp\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "viejrL1RY0U8"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Pregnant women with low systolic blood pressure and normal body temperature typically pose little health risk.\n",
+    "\n",
+    "2.But regardless of body temperature, the person with a high SystolicBP appears to be at greater risk for health problems."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "V0d97AOUCCjX"
+   },
+   "source": [
+    "3.9 Systolic BP and HeartRate -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 923,
+     "status": "ok",
+     "timestamp": 1716047415442,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "A4nEpPIDCKN-",
+    "outputId": "b125900c-f6fb-4525-db15-c68a50830761"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"SystolicBP\", y=\"HeartRate\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "hUFjj3PpZ_QZ"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Compared to SystolicBP, HeartRate appears to have less of an impact on the health risk for expectant mothers.\n",
+    "\n",
+    "2.It appears that the HeartRate variable is not very helpful."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NRqVFqP8CObb"
+   },
+   "source": [
+    "3.10 Diastolic BP and BS -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 755,
+     "status": "ok",
+     "timestamp": 1716047419012,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "C_H2l7eGCVO-",
+    "outputId": "348261d6-d11f-4280-a38f-56631d8d8eac"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"DiastolicBP\", y=\"BS\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0MN5RvHQaKOv"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Regardless of their diastolic blood pressure, pregnant women who have high blood glucose have a higher risk to their health."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "BozEMj2oCZYE"
+   },
+   "source": [
+    "3.11 Diastolic BP and BodyTemp -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 1166,
+     "status": "ok",
+     "timestamp": 1716047423067,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "4lmK3exIClfk",
+    "outputId": "b49ab405-7afb-4a0d-a07c-bdb832724129"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"DiastolicBP\", y=\"BodyTemp\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Z6tEsY8RaR_7"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "The majority of pregnant women with low diastolic blood pressure and low body temperature have low health risks; however, if they have a higher body temperature, their risks increase."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NpMErMTgCpba"
+   },
+   "source": [
+    "3.12 Diastolic BP and HeartRate ->RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 927,
+     "status": "ok",
+     "timestamp": 1716047427120,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "MWugImhtCxiW",
+    "outputId": "66197d02-ca3d-4554-ef80-83127469deb7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"DiastolicBP\", y=\"HeartRate\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2uzqJy3JaZaI"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Once more, heart rate seems to have less of an impact on the health risk of expectant mothers than diastolic blood pressure.\n",
+    "\n",
+    "2.It appears that the HeartRate variable is not very helpful."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "9GdQ2TKvC1hG"
+   },
+   "source": [
+    "3.13 BS and BodyTemp -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 676,
+     "status": "ok",
+     "timestamp": 1716047431130,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "9h6S6FAZC7vH",
+    "outputId": "9fa8550c-bd7b-49a4-85f9-1941fef78780"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"BS\", y=\"BodyTemp\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0-zOVkeNah4n"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Regardless of body temperature, pregnant women with high blood glucose levels appear to be at a higher risk for health problems."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "U-uQpt3kC_W-"
+   },
+   "source": [
+    "3.14 BS and HeartRate -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 831,
+     "status": "ok",
+     "timestamp": 1716047435194,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "CKQJ-ZbwDEjr",
+    "outputId": "cbadd2bf-5999-4945-c020-3227ca0d0372"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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57JUFEFD9a1RjLVpA//7lt7u6woIFlt8bdSEwEGbNspw4dexY8QRb4toTGan2a9Noypc99piaFAsBEBAA//d/5bdrtfD221YfCi6jlqorLw4y9sPRl9R+MV5toN1c8GgFbheNziktVRfke/ll2LhR/aKfNAnuuafGL3JJfioO+THwzzw0GXvBJRSl5QxMgdej86jZMZOyTnMg9W9e/G0+J8+epKV/S+b2f472fq0I8bloZE1pKWSfgKOvQuoG0tq+xNYCDS/tWkyISyCftp9LwOJlaH/6Sf2SnjJF/bXfqFGN4qqx1Bg4fBTmzoeoKGjeHJ5/Fjq2gSArz7OQlATffKP+YRsM6qiP//1PHSXk4GC9OIqK1JFLr74KGzaoydR998H48TJiSZhLSVE7pM+bBwcPqlMFPPWU+qPE2n/Lon6Lj4dt29TPlaQk6NIFnn9e/RHn61srp5Dh1+fU2YR4ebFgLAKtC7hXMi+IwaB27NRqISKiVr7ASvIS0JbmoWgccPCsnS+ihMxTFBpLcNE50cCnki/8vLNQkA5owCuSWEMcpUop7jo3gjRuaicvrVYdXlxLcwnUSHIMFBWD3glCbDRRFKh9VFJT1X4oPj5qEmEr6enq66PRqO9FaVISFUlIUPvEODrabqI1YR/i4tQBA+7uEBRUq4eWROacOp3ZVwghhBB1QuaREUIIIcRVTxIZIYQQQtgtSWSEEEIIYbckkRFCCCGE3ZJERgghhBB2SxIZIYQQQtgtK87KJWpDSk4KMVkx7E/ez21NrifYQYMm7XcozYXA/hQ4eLHk3/VE+kbSOqA1h1MOk5STxMDIgQS5BRHiEVLumCczjnP0zH8cSz9G28A2tPRrQRO/ZuVPnnsaijMgdQc4uEJgP3DyBxcrTv0vhBBCXEQSGTsSZ4hj5BcjOZR6iN33bCAk4zc0Bx4B5cIClC7hY5jabj5ub7XEx9mHVbeuYtlfy3h88+NM6jSJuf3nEu51YQK/v1MOM2T1UFJyU8q2hXuGs3HcRtoEtrlw8tzTcGgWxH11YZtGC50XQ/ht4Bpah89cCCGEsEyaluxEXnEes36ZxaHUQ/i6+NLNOxjN/ofMkhgATfy3uKRu5pm+z5BZmMmk9ZOY3Wc2AB//9TF/xP1Rtm/M2ZOM+eZ2syQGID47nnvW3kPc2egLG5M3micxoJ77wGNQmFy7T1YIIYSoIklk7ERaXhpfH/kagMVDFqOJWVHhvprjb/NUh7Flj3PQOuDqqE6N/+buN0nMTgQgoyCLE2dPWDzGoZRDnC3KVu/kREPUWxUHF71MnYJfCCGEsDJJZOxEYWkhRkVNFoJdA9DkJ1a8c0EqTlpd2d2zBWdxc1RXp07NS6XIWARAbnFOpefMK8lT/6MYoTCt4h3zk8BUXIVnIYQQQtQuSWTshIfegyA3dUGujdGbUYIHVbiv4t+DpILssvsRXhGcLTgLQM+wnvi6qCuTBrkHodVYfgs4ah3xc/FT7zh4gF+PioMLvh4cXarzdIQQQohaIYmMnQj1CGXhDQsBeHPPmxiDrgfn4PI7arQo7V9g7IZHARjadCj7k/ZjVIw46ZyY3Wc23s7eAPjpPbi3/b0Wz/dg1wcJcvVR77iGQPt5oNGV39E5EEKGXenTE0IIIWpEEhk7odVoGdNyDCtHraR1QGu+On0A0/W/oIQMAa0T6P3BuwOmAT+zPuk4x84cY2rXqTzU9SE+/+dzOgV3Yuu9W2nq27TsmIGe4czr/xxP934aPxc//F398Xf1Z17/uTzZYwY+bhclSm6NYeBm8GoLTj5qLU3wYLh+B3g2t8EVEUIIIUCjKIpi6yDqUlWXAa+O6LPRpOSmkJCdQKRPJH4ufpzKPEWxsZhmfs0IdQ/FXe9e4+Obck6jKTWA4T+Mbo1I0vkQkxVLTlEWzf1bE+DkgnfmPjW5KPSF5HRISIDwCEwBAZx0KybA5Iy3oRDNiRNQXIzSshUlvt7og8rPIxOTGUNqXioJ2QlEeEUQ5BZEQ++GACTlJJGQnUBKbgoDQjripuShyf4P3JqQhDMJOcmk5abQ2K8pwc4++O+KAp0OIiMhIgL0+hpfhxqLjoa0NIiNhYYNITAQmjSxfhylpZCYCKdPQ04ONG8OQUHg5WX9WBLjwZADR4+Cmys0bgIBvuAbYP1YTp2CM2cgJgbCwtRr0rTp5R8nrOPUKcjMhJMnITgYQkOhmYV5peqa0Qh5pyA/HorSwbMFOPmCW4T1YxE2UeXvb8WGSktLlWeffVZp1KiR4uzsrDRu3Fh54YUXFJPJVLaPyWRS5syZowQHByvOzs7KDTfcoBw/frzK5zAYDAqgGAyGWon5SNoRpfk7zRXmUXbr+mFXJepMlNL87eaKy3wX5bPDnykZeRk1Or4p55Ri+m20oqxGKdo8QNl27EvFa6FX2bk08zTKg9/fr6SePa4oh35WlNatFQXKbqYOHRTTyZOKaeUKRXF2vlCm0ymmuXOVwtgYs/MdSzumtHq3ldnz6bi0oxJ1JkpJy0pTGr/VWGEeSsbZKKVg/xOK8rlWUXZNUv5JOqA0eL2B2eOGrBqkJGRGK0pEhKJ4eirKTz8pSm5uLVz1avjvP0Vp187smiht26rbramoSFF+/VVRvLwuxKHRKMrUqYqSmmrdWE6fUpQZMxRFq70Qi5ubonz7raKkJFk3luPHFaVbN/PXp1kzRTlyxLpxCMuioxWlb1/z16dhQ0U5dMi6cZQWK0r6LkX5LkhRVnPhtm2EouScsm4swmaq+v1t06alV155hSVLlvDuu+9y7NgxXnnlFRYtWsQ777xTts+iRYt4++23Wbp0KXv27MHNzY0hQ4ZQWFho9XijM6MZ8/UYjmccN9u+P2k/D//4MJ+O/pSC0gLGrx1PrCG22sc3FmfDiaVo4tcAEN9sJkO+vRdDkaFsHwWFpX99QmZSItw3W/2FfRFNVBScOoVm4n1w8TUyGtE8/zyOh/+58HzORnPXmrs4duaY2TEOpRxi0vpJ5JpyOJV5imf6PINL5j6co14HxUR8sycYtPomEnPMR05tOvULc3e8QMGfmyA7G0aNgri4al+HGjt1CiZMgH/+Md/+778wfrxabi3x8TB0KBguvHYoCixZAmvXqv+3lj92wptvgumiOYfy8mDsWEhNt14csbHwyCOwb5/59hMn4Lbb1BoAYTtJSTBrFvz+u/n22FgYMUJ9nawlLwa2DYPC1Eti/AH+WwzF2RYfJq5NNk1kdu7cyciRIxk+fDiNGjVizJgxDB48mL179wKgKAqLFy/m2WefZeTIkbRv355Vq1aRlJTEunXrLB6zqKiI7Oxss1ttOZt/ttyX/nm/xPyCs4OzGjcKHxz4gBJjSbWOry1MQXNyqXrHtws/xe+l2Gh5WLOLoQD++qt8wfDhaFavrvCLUrNoEcUJapJlKDJwKOWQxf3+iPuD7CJ1ePaMTuNw+W+RWuDVjpOZp0nNS7X4uE//+YIU53NfmMXFUMHrVCeys2HPHstl+/aZJxV1bcMG9flbsmABpKRYLqttMdHwyiuWy4xGWLXKOnGA+vps3my57L//ICPDerGI8rKyYM0ay2Xx8WrztdViOQwlWZbLopdBQZL1YhH1nk0TmV69erF161aOH1drOA4fPswff/zBsGHqKJiYmBhSUlIYNOjCUGMvLy+uu+46du3aZfGYCxcuxMvLq+wWHh5ucb+aSM+v/NdrblFu2f+jM6MvzMNSVaYiKDmXeDkHcizTcm2GBg2a7ArmgAkKqrQWRBMbi6ZQnUfGUFj5F3vOuURGr9FC3rljercjznC6wscUG4vJLym4sCEqqtJz1KrLJa05lc+bU6suqSkzEx+v9p+xhlJj5bViJ09CfjXfpzV1ueufbsXaIVFeXl7lE1vGx1svlpxKaueM+TJvlTBj00Rm1qxZ3HnnnbRs2RJHR0c6derE9OnTGTduHAAp5361BgUFmT0uKCiorOxSs2fPxmAwlN3ia/GPr4FHgwrLHLQOeLt4l93vHtodDyeP6p1AqweXc+fIiaZvSHuLuykomHx9LB/jxAlob/lxAEqnTpg81I7I/q7+FYei0eLjop4j12jE6N1BLUj7g1YBbSp8nKfeEw8ntwsbeveucN9a5+cHGo3lMo1GLbeWvn0rLmvXDpydrROHs1Ol7wd69gBXt4rLa5O3Nzg6Vlxeiz86RA14eICra8XlLVpYLxafzhWXOQeCzkp/P8Iu2DSR+frrr1m9ejWff/45Bw8eZOXKlbz22musXLmyxsfU6/V4enqa3WqLt7M3gxsPtlh2b/t7ScpWqzvdHN0Y32E8Oq2FeVcq49oYpe0c9f85x+nlF0GAq+VRJSV+njB6ZPmCrVtRxowBFwsT1Gm18Mwz6IPUBR499Z7c0uIWi8e/q+1deDupo2umbvkfpe3mqQUFcUS4+dEhyPKX46yeMwhJOPfL298fBgywuF+d8PSEMWMsl40erX5QW0vfvhBQwYigRYsqLqtt4Y3g+ectl3l6qv2YrMXXFyZOtFw2aJAaj7CdwEC1D5Ml3bpZ7z0L4NEEPCoYydZ6NrhFWi8WUe/ZNJGZOXNmWa1Mu3btGD9+PDNmzGDhQnXit+BgdR6T1FTz/hipqallZdbU0LshS25ewtg2Y9GdmxzOSefEg10f5Ok+TzP8i+G0DmjNlnu3EOld/T80jYMDBA9G6bgIHL1oeORpfrvjU7qFdivbx8/FjxUjPsDPtQTmjocJ48Dh3CLmjo4oEyeiNGyIsmULtGx54eBhYShr1lDY+MLQxYbeDVk8ZDHj2o3DQasew1HryKROk3hx4IsoWhjTegw/nPiB6FI9hb2+BOdggvfcw/d3fMPwZsPQoNaAuDm68XzfZ5jUfjyOHbtDly6wdat1h22Gh8PLL6tflud/+Ts4qB2AFy1Sh4NbS8OGsGMHdO16YZu/v9onpUclsyTXhWZN4Isv1KG057VvD7/8AhENrRdHcDDMng0PPXRhWL5OB3fcAUuXqkP2he34+sKDD8ITT1z4IaTRqB19v/gCGje2XiweTaH/BggaeGGbgwe0nw9ht4Kukpo9cc2x6Twyfn5+zJ8/n6lTp5ZtW7hwIcuXL+f48eMoikJoaChPPvkkTzzxBKCOKw8MDGTFihXceeedlz1HXcwjk5qbypn8M+QW59LCKwwvJRcK09WZb/X+aFwbgoNTjY9vKkhDU5wBRWfAwZMMnQdnCnMoKi0gwiEQ7+wSOJMGbu7g4612Ks3KBE9PFD8vtL5q81RpTDTaLAOUlmLy9cGhieWkIiU7kbNFWeQU5eKh98Df2YdAD3W+GWPuabTFWVCaDa6RKKZ8NIXp4OCNQedBelE2eSX5eDt7EaL3QJ8To07Q5+QLPjaaGyQ1Ve04mpOj1sL4+pp/iVvTmTPqrahIjSM0VP3ytra8PHVOm8xMNcnz8oTIxmotnbWlp6vXJDtbfX28vdXrIuqHjAx1HqbsbHBzU+c9slWzX14CFGeq/WIcvdWmd6eaz9El7EtVv78drBhTOSNGjGDBggVERETQpk0b/vrrL9544w3uv/9+ADQaDdOnT2f+/Pk0a9aMyMhI5syZQ2hoKKOsWSV+iSD3IILcg9QOsInr4dBTUHquo69zIPRYAb7dwbkGfTJyY9D+9yacWAKK2iHU36M5/l0WQ0YOvP0+LF99YShtu3aw8lWIfwDyE9CEDIGu74FHExwiL0wCV+HXVc5Jgvc+QHDajgvbQoZC13dBAd2ucZCxB1o+Dno/NP8uACdv6PEJ3n89jXfWYWj3PBgLIepN9V8A1wjo/QX4dAMHK/96CgpSb/WBv796s6XkZPUX9Zw5kJ+vbgsJgc8+g549LTdD1qWAAOs2U4jq8fOzbn+yyriFqTchKmHTGpmcnBzmzJnD2rVrSUtLIzQ0lLvuuovnnnsOJye1RkNRFObOncuHH35IVlYWffr04f3336d586pNi18XNTJlkn+BbTeW3651hKEHwLtd9Y5XUgjH34TDz5QvC58APwXCy6+WL2vYEL57HqImqvdDhkH3Dy//AZAbA7smQPrv5ctCb4J2L8CmruAaDh3mq/sCXPcx/DtfnevBqw00mwr7LbStO7ir10GWMLCtH36AWyz0hdLr1SH8rVpZPyYhhLiMqn5/27SPjIeHB4sXLyY2NpaCggKio6OZP39+WRIDaq3MCy+8QEpKCoWFhfzyyy9VTmLqVF4cHJlvucxUAtEfQ0lR9Y5ZEAf/vWG5zHUYvPO+5bLYWEh3AMdzU98nb4SSzMufr8RgOYkBSPrpQjt044lw/D31/w4e4OCqJjEATe6HqLctH6M0F5I2Xj4OUXcSEuDFFy2XFRXB559bNx4hhKhlNm1aslfxhnhCyUeXc7zinQxH1H4ljheq0BOyE8jIzyCvJA8/Fz+C3YPxcr5o3R1Tkdov5mKNpxDd7AlCE3Nxyatkvo+TsdAwUE1OAKXYQHTGSTILMyk1leLn6keERwTOThcNWyw6C+5NSOj1PVkmBUOhAW9nb3y0CqG/3QjF5+aZcQ2H7HPP1TkA8mLBuyOxXZaRpTiQ2+E6fF18CCiMx//34cBFc1FkWpi0T1hPYWHlc/n884+a0FhzTazcXHVCQINB7SMTGKj2kxH1w9mzaj+zzEz19fH3V5siRf1gMKjNxWfPqn2Y/P2hQcVTg9SpmBi1L1VurtoH0MfHJv0RJZGppuiz0Ty68VGW3vAc4R7N0RQkW97Rqw04XKgKizoTxYR1E9iTqM48q9fpeajbQ0zvMZ0Ir3OjabR6dRXrc8lMaZsXOBxwE+O/HMXHHefS081N7bRpSdOGkJNWdtfk6MkNK28gzqBOhubv6s9bQ9+iX8N+hHmea3LSB3Oqzyamb5rBhuMbUFDQarTc1uo2Xr7hTxprz9Uo5cerzUMZe9VOzT5diAocyaT1D/Bn/J+AOnprSucpPDHkCI02taEsmfGtZD4IUfecndX5Py5dFuC8du2sm8QkJcH//geffnph8rXhw9WlG2QeGduLjYWXXoJPPrkwaeOAAfDRR7KwZ30QFweLF8N7712YObxHD1ixwrrz/ID6A+mBB+CPP9T7jo4wZYo66s3KIxBt2rRkb2IyY7jv+/vYeHIj926cBW2etbyj1hGaTAJHfdnjhn8+vCyJASgyFvHm7jdZcWgFReeaoIwu4SgtHy/bJ7rBHdz46Y0cO3OMt2K/JvfB+y2fr2FDCCi9UBsTMowTuZllSQzAmfwzjFszjtNZp8u2xWpcefDHqfxw/AcU1K5SJsXEN0e/4alfniJBc26itFMroPnD6v9Lc4h2imDUV7eWJTGgzuj77r53WfrXcnJ6rFY3OrhD8JBKr6moY2FhaidfS/R6uPtu68WSmwvPPqt+6F48g+yPP6prYZ05U+FDhRXk5MBrr8GHH5rPPL19u7oW1unTtopMgFq7umyZum7axcuf7N6t/hiw5lpyJ0/CrbdeSGIASkrUBGvpUrU2z4okkakGQ5GB3+PUPiU74nZw0uiI0vV99Qv7POdA6Pc9OF8YTnri7AmiM6MtHvPN3W8Sl60mHDE5iRQ2uBWl+aPQ7kW2n95OZqH6hvj6xFr+uLUL+fePNx8y264drP0A4tUvKyVkCEWdXqfAwXLHqAW/LSAxW13sMbsohy2ntljcb82xNWQVZWPyvU6tkcn8GzosAI/WxOck8d+Z/yw+7r1975Hk0U5tjur1GWT9Y3E/YUVdu8Lrr5vP2hoSAj/9BI0aWS+O1NSK13basUMtF7aTlKR+UVry999qc4awnfh4eOsty2XR0dZNZBIT4ZjldQd57z2r/y1L01I1JOUkEeASwPa7vqGlhx+a0lzwvIG0If8Ql5uOTqvDV+9FQ89ws3lkjqQfqfCYWYVZ5JeoQ2KLSotwXdIWw/STeLgGs3/jdNoGtOW1wa/h6+JLsbGYsy90J/vR/6M4LZngsJY4urpCbg5EfI3i48kxbTrDlw9j872b+aLPYjo5RoDJxClNFs8ce5cj6UfIK1abpypbO0pBIaswiw89RjCoxf/w0ILeLRyHsDs5dmJThY/LLc4lt6QA2s6BQ0+DXw9oWMFsu3UlK12dqyQ7W50t1s8PfOvJcGxbCAlRq3xvvlmdH8TRUW1Xj4y07jwyBoM6wdq770KvXmozqZub2k/n0UfVL8o2FS9/UScSE9W+BoWFaj+diAjrNrXVJzk56nWoyMmT6nB9a0qNg7MGKCgAby8IDgHXa3QG6Pz8yteTO3JEnSHbGirrd5eXV3EXiDoiiUw1hLqHkjx1J9rD/0MT/x0oRtA64d5oApkefRn63URa+LXgk1s+pkNAa1zOdeRt7lvxKCtXR1dcHNV5PJx0TuRN+w+XxDVoHDwY1nQYD3V7iP/b8H/sS1L7OPi5+LHg+gU0bdyEkNwiNHeNU38tAZqgIAJffZ4FXZ6i0YkzNH9kqbqqMNAiLIzOixfwifuJsvP5OFewXtM5nnpPpv6iNp/d1/E+copzKCgu4LEej1X4GL1Oj5ujM+ydom5oPOlyl7V2xZ+CeS/AqtVq9biDA4y/G56fC+FWnJm0vnF3h+bN1ZuteHjA3r1qf4vHH1erx3U6tdli584LcyNZy7Fjahv/zp3qfW9vmDtXnWn4Wpygz81N/XupaEFTa9beAURHwf9Nha3b1PseHvDs03DPOAi1ciz1gbOzWqt6fi6oS1lzFvXK+sDo9ZWv2VUHpGmpGtq6e6Ld9zCauK/VJAbAVIzrqY/ok7WVhzvdx7Ezxxj06Y3E5lxYZr6ZXzOC3S335J7SeQohbuqIgEjPCFzSt6M59BTsn0qbwDYM+WxIWRIDkFGQwYM/Pki30gAcB9xQlsQAkJpKwL0PcpepNU7jxpclMQAkJBB0x33M8L2JcC+1U6WXsxfdG3S3GNegyEF4Oqm/fLQaLQ92fZAfon7gx5M/EukdeaHD8CXu63gfgZpzH4Q6F2gwouILWtvSE+CpWfDJygsfxqWlsHwVPPGUWi5sx9NT7dS7ZMmFNn6jEb7+GqZPV5Mta4mOhhtvvJDEAGRlwYwZsMVyc+tVLzCw4j5TjRtbN7mLOwlDb76QxIBaY/T0s7BmHZRcg6tfN2gA91fQTzIkxLqdfRs2rLhz/vjxVp8EVBKZanAozUGTstlimUvcaia3Vr+080ry+PTvzygxqn9sZ/PPsnzk8nLrL41pPYZe4b1IzVPbE7UFsWj+PTfnR+tn+DP+T4vNP91Cu2H6Yb1aVW+B5tlnwdLyDSYT+gWvlHWqNJqMrBq1iq6hXc126x3em/eGv0exqRhPvScrR60kPTedx3s+zo2RN2IozGLZiGU09TUfxTCyxUgGNR5ERqkR9AEw4CfrLu6WkQVffWu57Ns1armwnbNn1Y6+lvzyS4Xv5zrx119qs5Il8+apw0qvNTk5agfOYcPMt7dsCe+/X3mzU207Ga02ZVny4kJIPG29WOoLd3d48snyC+M2bgwbN0KTJpYfVxeaN1c76V9aCzRqlLqempVn7pamperIr+CDD0ApxZWSsrt7k/aSW5CJj3sQuxJ38faet5nVZxZBbkHkFufi6+LLrzG/cveau9k/eT8AGlMRFJw7R/D17Nr7pcVTtfBphvfGiudn0fz9d4WZu+bgQbWd1d+fhOwEZm6eyRdjvqDYWExecR7uencctY6M+HwEy0YuY8v4Lbg7udP7k94MaTKEZbcs46eTP/LS7wuZ3Xc2DTwakF2Uja+LL7/F/sZd393F7km7YPBOcGsEWiu+xTLPQkUTVSuK+kUqbCczUx3ZUJGEBOjY0Tqx7NlTcdnp0+rcOteanBz1B9CTT6qrYGdkqOssxcXBfffB229brw/ToYMVl6WlqX1mrkUNG8I776hNoImJanNoYKBtFlxt104dMJCRof5tN2igNv9ZuwkSSWSqx7ny6rJS7YVOgk18muCqV5tmGns35nTWaR7c8CAaNDjpnCgyqh+Uzg7OODuqk9QpGic0jp5Qkg3ZJ2jmZ7nNMzk/ldxm7aiwIj4iQv1jt6Rhw7K1dbycvXii1xO8uvNVPv37UwpLC3F1dOX+TvfzdJ+n8XDyoOMHHXlx4ItEeEXw1ZGv0Gv13NnuTuKz43nox4fKPR8nnROujq7q6rXW5nGZToAeHtaJQ1h2uetvzV9xlfUn8PW9sHr6tcTVVW2KXbBAva/Xmyd01mxaalJJXy5XV3C6RjtkgzrhXHAwtG1r60jUuYXqwfxC0rRUHU6+4NXaYpEx6AbWnVbb2zVo+L8uU9Cf61TbJqANfi7qImwKStmXPsDEjhMJdVc/IIzOIShNH1QL9k9lRPMROOnKr6K9/fR2Su++q8JVlJXZsyse5vrUU2WzdPo6+7L2v7V8dPAjCkvVauP8knze3fsuf8T9ge+5zsAbjm/g2Z6zAFj1zyqa+TYhyC3I4vO5q+1dBLnYaME5X2/ocZ3lsm7dwM/LcpmwDh8fGDzYclnLltZtVx8woOIOiY8+qv4YuNYEBakdnc+7OIkJD1d/BFlLm3YVz/Y8ZQoE22gmW1EvSSJTHR5Noc834GH+a87k04VjjR9nwe73cHFwYeWolUS4+mE6NwqjsU9jNo7bWK7D77Cmw3i699N46NVfqo56T5RmD6KE3QpAaM4/rL9zPV76C1/AGjTc2+FeikID4MsP1ZEG52m1mKZNw9Snt5qwOF+0HIFOB889B50vzLRbXJrPt0ct9ylZeXglhSW5RHpHclNgb/qfKOGZDo+g1Wj5K/kwP939Iw08zD9Mboi8gbn9n8PHPbCKF7SWhTaCz1aW/6XSpg188SmEXsOjluqDsDB1jomu5n2yaNoUvv3Wum38DRuq1eK+vubbx45Vm1GuxRoZd3dYtAj69zffHhEBmzZZdxr8s2fUH2OBl3yW3HSTGl+6zGkjLrDp6tfWUCerX+ecRClMhbx4TB5NydV58VvqMbQaLc18mxKs92DMuvv4+vav8Xb2BsBkMnEq6xSJ2Ymk5aXRzK8ZAa4BNPAs/+FQmnMaXakBsqPI9+5MYomJ04bTGAoNtApohaejG+GGPeDSBPI8UU4nUmA4g0vLdhR7u+McEq62dycnw4kT6giRVq3UD4WLPrj/PL2NPiuvr/Bp7rnvdw6fOcbNbp0J6XkjOXeOJm38aP4rSqBLqxvJdSghKSeZlLxUmvk2JcDFhzBvG7TVXio+GlLT1Lb98AgICYQwK35JisrFxKjz/MTEqMlNcLB1k5jzSkrUKflPn1bb+M/XCl3r6wqlp6trYcXEqLU0YWHWX8vnjYWw7FO146iTk/r6hIWpw/dffhkO74NWHawbk7C6qn5/SyJTQwnZCbz656us+nsVWYVZ/DX5L+Kz4rnlm1sAuL/j/bx/0/voHWunLTc1M5XPj37Os788S6+gXrx969t8f+x7Zu+YjbuTO9+P/Z7rG1eclFjyd/IBOnzYtcLyI//3F20+6MTynouY+PhKdcIlUJOhkhI1WerWDZ55Ru2tLoQQteG7L2HMXer/XVzUmuezZ9W5hpyd4d+/oElL28Yo6lxVv7+laamGwjzD6B3Rm6zCLAA6fdSpLIkBeLDrg7WWxAB4uHvwd/rf5JPPL6m/0Hppa2bvmA2Ao9ax3FDoqvBz9qZ1gOU+P90bdMdLr3YnfvXkClKnT75QePasmsQA7N9v3YmYhBBXv06dLswrVFCgThlxfsLE++8Ffxv1wxP1kiQyV6BnWE8e624+y62j1pGlw5eWmzPmSrk6uvLi9S/SJ7yP2XZfF1+2jN9CmJflCeoq08CnCWtv/5pG3o3Mtjfzbcbno1ZSiiMh7iEcTT/Kr4015E6ZaH4AJydYvdq6nQCFEFe/kAaw6Ud1+PfFBvaHWbPAy7rzlIj6TZqWrlBqbipn8s+wN3Evzg7OdA7pTJBbEN4u3rV+LoC0vDQSshM4knaEEI8Qmvs1J8wzDK2m5jlp/NkTnDbEEpMZTVPf5kR4hRPmo9bwJBgSOJl5knhDPAN9OhOcBw5/HVaretu1U4dkXtypWAghakN+DqQkqev6pKZA+44Q7C+d9q8h0kfmnLpOZIQQQghR+6SPjBBCCCGuepLICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuOdg6ALuVewpMpaB1IlvrS3J+MmggzCMMNye3Ch9WZDiBDhOlOlec3cPNyk5nncZoMuLr7IuHKR+tMRdFo0VxjeSU4RSKouCl9yJQo6AxZoNGR6m+AUXJ8aAoaH28cfUOKjtecWEeJcmJaBQF/Pxx9ap4xdhTmacoMZbgpHMi0sd8wcvcuGi0pUZMznoUb1coPgtocHGLJDYnDqPJiJujGwHFDjhkZaFotSgNI3FwsOHbKz8RjAWgcwHXBraLw2SC2Fj1Xz8/8Pa2XSwGA6Sng1YL4eHg6Gi7WPIS1NdH6wjujWwXB8CJE+rr4+kJISG2jaW+iI2FwkJwcIAmTWwdjbhUejzk5YODDsKa2joam5MamerKPQ1x38Efd8DmHii77sHDsJeGjloGrRrEgt8XEH02utzDSnJiUE5+hP6PUThs6YV+3xSUM3vJy00hNiuWd/a8w+BPB3MgdhvehafQHXgI7Z8TiDPqeH336wxbPYzen/Rm2s/TOJJ3hrz8sxRlaih99RXc+9+Ie/c+ODz+NMVRRynJz6Y45iSmF1/Ere/1uPbsh27WbEpORJWL63TWab7/73vu/PZOen7ck3FrxvHzyZ+JzYwlL+E0hd9+ifvIMbh27YHbPffhvm8/Hv8s4YziwGf/fsbIL0fy7p9vEByXgeNj09H27I3uxiHoXnsVU8wpK7wglyhIgcQf4ffbYFN3+H20ej8/2fqxnD4Nr74KN9wA110HDz4I//4LRUXWjaO0FI4dg2nToGdPGDgQFiyAmBjrxgGQlwgpW2HnXbD5OvV1ivsW8uKsH0tMDCxeDDfdBL16wcMPw6FDcPas9WOpL+Li4Pff4f771ffK6NHw2We2ea+I8jKSYP8emDgFuvSCISNh1TJIvLZfH1k0sjrykyB6Gfwzt1yRct3HHHFpR7uPutPKvxXr71pPU181Uy7MjkH/71w0pz81f5BGh3HgZh7e/zUfHPiA4c2G88OgWWh+vR5MJUQPPcF939/P73G/mz3M1dGVtHGHcR59B7qDf5kf08sL0769aEfcoq4ae7GAAIp3/o5T0xYApOSmsOrwKp7+5elyz+e3MT/R++tdaF94sVyZ8duveTXgJLO3PUOYZxgxA9fj0Kcv5OWZX5PevVE+XYk20kq/6Ery1dfn4LTyZZ3fhCYPgKO7dWI5fRrGj4c//jDf7uoKO3dChw7WiQPUJKZnT7VG5mIdO8KaNRAZafFhta6kCOK/hN0Ty5e1nQvNHgKXQOvEcuqUmrj8/LP5dicn+O03NfG81pSUwA8/wJgxcOnXwrRpMGMGNGxom9iE6tfNcOMwtQbxYpPuhRfnQYiV/patRBaNrAslBjgy32KR5q+ZtHFXL/SxM8f4PfZC8uFUaiifxAAoRnQHHqVfUEsAVg5+Ec1fj4OpBMJvIzrzVLkkBmBIkyFo/zpUPokBCAtDs3lL+SQGID0d05IlFOaqX2hZhVnM3V4+KQMIygPtgpcslukefpRuGrW55qOeL6ObO69cEgOg+fNPNMdPWDxGnShIgL+fsVx2+H9QYMVamePHyycxAPn5MGeO2sRjDQYDLFxYPokBtfbhwAHrxAFQEAt/PWG57OhL55osrSQxsXwSA1BcDE8+qTatXGtiYtSExdJv27ffhtxc68ckLog/CQ89Vj6JAfh4FWRY+Bu/RkgiUx358WqSYUnxWSi68EH81ZGvOJN3Rr2T9lvFxzQcpa1PGAA+OgfI2Kdub/MMa4+ttfiQyR0nof/8K8vH69MHzbp1FZ7Oec33GNNSAbVGprC0sNw+XnovXE8ngdFo+SCpqYSXqv2Aenq0QvPTTxWej2++rbisthWmQ2n5hAoAYz4Uplovlm8red4//WQ5sagL6enw448Vl3/xhfpL3BqKM6Aow3KZqQTyrFg9Xtl79o8/oKDAerHUFwYDJCRYLlMUOHzYuvEIc9l5ln+gnrfTwg+na4QkMtWhdbpM+YXOky6OLjhoz3V2dXCt9GHKuZdB0WhBc+4lKS3E1dHy4wqNRZjcK+hQXFwMLi4Vn8zFBXQaABy1ljt7lppKwVlfecwOOgCMihGcnSve0a3ijs+1TnuZzsUVPN864V5JE5azM2g01olDq638/eDmpu5jDZrLXH9dJe+j2uZayd+kg4P1Xp/65HKdvyu7ZqLunfvMrZA1P2vrGUlkqsMlFBy9LZe5NwZHr7K7UzpPwdvl3L4BvUFj+U2oBN3AT3F7ADiRm4ESOkIt2HkvY9uOtfiY/217ltL7J1qOY+NGTBMmVPgUCqZMQt9AbUcNcAvA39W/3D55JXmcDfau+A+jdWsOFJ8GYPWZbSjjx1d4PsbdXXFZbdP7gUsFo06cg0Ff/rnWmbvuqrhs/HgIDrZOHGFhUMn7gfvvB91lPiBri5M3eFQwwsLRC1ysOLrsllsqLhs92rajy2zFwwM6dbJc5uwMLVtaNx5hztMdBvSzXObgAN17WDeeekQSmerQB0HPVaC55Je/zhWlxwo+OaE2Id3e+naa+zUvK87XeqB0ecfC8fwxdXkTZxf1S23k2skoHV9Sv4zzowlw9uSJnuX7FBQZiyhqFE7R5PvKlZn8/VA6dcR4x+3lykqv64Zm1KiyYdGhbqF8euun5WpmnB2cMQUHonz+eflf6+7ulK5cjkNwKBo0PPXnXIqmPQxNy39BKdOmYQy2UudNALfG6uujvaQ2SeukbnezYke4sDC1c+SlmjRR+2BY69eTkxNMmgRt25YvmzDBukNrPZpCjxWgu+SXvcYBeqwElzDrxeLjA/Pmld8eFgbPPw9BQeXLrnZNmsCHH6rD0C+m1cLHH1+byV19EtII3n1HncbhUkvfAR8Pq4dUX8ioperKT4XiNDi1EnKiUHy6QMOxRBUU8Pwfr3J/p/tp4tuExj6NzR+WHYtLyRmIXoamIBElsD9KgxFoPZuTnJNMnCGOZQeX0cSnCU91GI0mZTOa5M3EtHuDxNwUlh1cRmZhJiNbjKRvRB+apW0i1+MmHE7F4fjRx+hycim4+3bo3h3HwCCKz6SjPRGN07JP0BYVU3jv3SgdO+LSyDzhSMtLIy0vjU8Pf8rRM0fpENSBu9vdTahbKNq8PJxTz6CsWIE+6iSmvn1g5FC0OSuJb/oY6QVn+eSvT1AUhTeaPYLTrr1o1qxB8faGSZMwNgrDIcL8OtS5kgLIj4GYz8DwD3i1g0b3gFsjqKCprs4kJqodKD/6CLKy4NZboW9f28zLceoU7N0LX36pNnvdfz80a6bOJ2NNJQWQfxpiv4LMA+DRHBpPVJMYvY91Yzl9GpKTYdkytS/RTTfB9ddD8+aXfehVq6BAHYL93Xewa5c6ou3++9UvT2u/V4Rlp6Lgxw2wZQc0DIMHJkFIAARG2DqyWlfV729JZK5EcTY4qcfMK85Dp9Xh7FB5O7/RaMRYmoeTvnwsRpORYmMxLo5qnwZjUTZaUxGanGhKvNtRZCzB3WgAnTMmrQuKgxs6nY7SkmJMpYU4uZQ/ZmlRISaTESeXy9cAZBVkXWgOuyTmkvwcnD3UsqLiPHRaRxwcnDAajeSV5uF57vmU5uWgcXJGZ8vJ1s4rybd+8mKJ0ah2qK2sL5G1FBWpTUm2nKzwvJI8cKwH7folJeoXeG1/Pti77Gy15tBaTY+ievKywfnqfn0kkTmnThOZupYXBwdmQMIa8+1OvnDj7+DV2jZxCSGEEHVM5pG5GuSdLp/EgDrU+595ZsO9hRBCiGuRJDK1JTUVzpyp3WPGfl1xWfxaKM6stVPlF2ZyxhBLYaGF+U1yctS+BAUF6nwSWVnqNiFqqjgH8uKhOMvWkQgh7Fw9aCi3c9HR6oRjX3+tjhCZPFmdDr5Roys/dgVDttWy2slBs/NSOJ2dwOLdb3Ek4zidAtvyaPdHaOgZhnse6vNbvFjttNq9uzp0eNWqC2v3XHfdtTnCQ9RMURbkx8HxdyHrMLg3gRbT1M7YLvI+EkJUn/SRuRLR0epIh+PHzbffcIM6EuJKk5n0P2FLH8tlDe+Gru+B3rvGhy8qymXjyR8Z/e1dKFx4G+g0Ovbfs50OO06guf9+8wc5OamLyM2Zo84yOXIkfPCBJDOiapI3w46bL5khWwM9PoGw0WWd54UQQvrI1LXiYlixonwSA7B1q7qOzZVybQgNx5Xf7hwIbedcURIDkJKXxMQf/s8siQF1tl7HMwY0U6eWf1BxMcyeDY89pt7//ns4evSK4hDXiOwTsOcBC8t8KLD/ESi0wQrlQgi7J4lMTSUmwurVFZd/8onFhRSrxS0MOr4E/b6H4BvBrxu0ewHlxp0YnfwxFquLuOUW5ZKRr65hYzQZySzIpKikqKwsuzDb4uFTc9MwFJXvE+Pu5I5Xwhl1qK4l0dGYWrRQV3BetwaCfC6sy5SeXj/6z5SUwNmz1ltHSFxecaa6XpklpXmQX8E6P3WtsFDt9yUuKC6GlJQr/wyrDaWlahxXd+OBuALSR6amFMXyKqTnGY2Vl1f5PKXqcOvw20AxoTgHgqkY3T/PoRjzUZo9iKNTILetn8qYVmPoE9GHRX8uwknnxKTOk9ges51tsdu4u+3d9I7obTZRn6JYjk+r0V42dqOPJ5qPP4D3l6Jx1Kv9ZbZuhfXr1fk4/u//1Nl+I628rHxurtqfZ9ky+PdfaNNG7bcUGVn5+kfCCi7zRaRUsEhpXUlKgpMnYckStaP+kCFqU2mzZtaNoz7JzYX4eLX5eM8etXn8wQfVpmNrT4iXlaW+Pu+9p8Y0bJi6fIS1P1NEvSd9ZGqqqAjl2WfRvPaaxWLlyy/RjLW8VlKV5ZyC/16FE0vNt7uGw4CfYHNPKM1F6byYnKBheL3dguZ+zVlzxxo6ftARo8nI28PeZsPxDWyK3kSHoA6sGbumLJk5dTaaDh90JPdczc7Fjg77kVZ9Rlmu0YiIQPnqCzQ9e6sLye3dC8OHQ2ys+X6TJ6vNUNb64CkthV9+gREj1P+f5+CgNoENHlw/JoK7VmWfgF/6QWFK+TKdMww7BJ4trBNLcjK89Ra88or59uBg+PVXaNXKOnHUN3v2qH38Lq6J0WjU2alvuglCKljLrLbl5Kg/Rh5/3Hy7ry/8+aes+3SNkD4ydaxIB8YHJln8laJ0705xl461cJK08kkMqNXzx96ADgsA0Pz1BB5a9Yv7eMZxlh9azuw+s1FQmLllJg92fRCAw6mH+ebIN5jO1bZoNTrmD5xf7vAaNKS6g/G1V8ufW6dD+WApmocfVe/Pnw9vvlk+iQH1wy/FwpdWXTl9Wl0/6OIkBtT7Eyeq5cJ23BpDtyWWR9x1XAT6AOvFkppaPokB9f06Zw5kZFgvlvoiOlr98XFpc5KiwMMPg8HC1Ax1JSUFnii/zhxnz6r986QpUFxEEpkaijPEccdfz1Cw+SdMc59TmzA6d8b07jtkrVjKlH9eIqsg68pOUtk8MnFfQMC5EU2KEc7s4f2b3gfgs78/Y0iTIQAUlhaSVZiFl15dmXvF4RXEGeIASMxJ5J+0f/juju8Y3mw4LfxaMLLFSNbduY4Pjn1K8qhBJPz4JcqwYdCiBUV33k76n5vBSQcHD6rn7tdPXb+nIp9/fmXXoDoyMiAtzXJZenrtz/MjqkenA/9eMHg3hI9Ra19ChsEN2yB8NOh9rRfL+vUVl61bp35hXmtycuCffyyXFRWpUy5Yy2+/VdwnZsuWa/P1ERWSevYaUlA4kHIA16/aMfO6Gdx786sUK6W8cvozvv76UYY2HUqpUnr5A1XGVFhJWQmgueh+Ee5Oah+QYmMx2otWrS42FqPTqnPSFJUWYUKtkSk1lfLxXx/z3bHvuLPtnfQI60GsIZZ71txDTnEOj3Z7hJFHHuHoJ3v4+Z817DIcwZDwMZ/lX3/hvBqN2jGwIoWVPIfadmlNTHXLRd1zCVRv3ZZCSRY4uMG51d+tqqKO7KD2b7u6W9wtu9zfhzX/lit7feDC4AIhkESmxoJcgxjZYiTv7H2HV/e+yau8aVZ+d9u78Xf1v7KThN8GJ5ZYLgsdDoaLhj379+aRD9QampEtRrI/cT+gzgkT5hnG2QL1F8xtrW4j1D0UgGD3YFwdXckqzGLpfvMmLG9nb/zdAjiTf4Z0TQE78v/j4yMrcNI58dltsy7s+O+/cPPNsHat5TjvuKMGT7yGAgPBw8PyqCl3d5nrpj5x9lNvtnLzzfDSS5bLBg68NheQ9PKChg0tNxNrteooRWvp37/iss6dwcfKK6WLek2almrIy8WLR7o/QpBb+S/HDkEd6Bne88pP4tYIgm4sv93BHdrNg7+eUu83fRAcXMkuysbXxZfHez7OM78+A8D0HtP5+ojaRBXiHsKULlNwdlRXYfZ19uLlG162eOrXB79OkIuaiA1adSNP9n4Sf1d/io3FnNSdRZlxro/M00/D3LmWP/gHDoTGjctvrysNGkAFna959VW1XAiAsDB1hNKlXFzU90qwDWqJbK1ZM3j3XTVpudTMmeqPBGsJCVH761zK0VEdZeZ/hT8SxVVFRi1doeNnjrNk/xLW/rcWJ50TEztOZGybsTTxbVI7J8g5Bckb1ZqZEgMED4aW0+H4Eji7D1rOAJcGGPNO82ZyOjc1v4mFvy3kZNZJnuj5BInZiby5+01GtxrN1K5TaeZ3YWjpgaQD+Lv6EpVxggW/LyD6bDQt/VvybL9nifRuiKJoOJx2mFf+eIX7OtxHv0b9eGfvO/xw/Af+Hf0T7geOoFn4mvoL6ZFH1FEgP/+sJjUPPqiOZLJmIgNqJ84jR9ROyMePqx/Ozz4LbdtKjYwwFxcHmzfDO++ofS4GDFAT82bNQK+3dXS2kZCgzpE1fz789Zea8D31FHTqZP1hz2lpsGMHLFyo/r9fP/VvuWlTdYZxcdWr6ve3JDK1IKsgi7S8NDQaDZFekTjUwRBfJfs4moIkyD4OWhdwD4fSXPjvTUj9FaXr++Q3vJeC0gIMRQZcHFwIdA8kwZCASTER6hFaVhNz3q74XfT6pBcJ0xIopYTC0iJcHF0oKS6h6ftN2Td5H11DuxKbFUthaSHuTu64O7qRmpeKBi2R3pE4pMVDSTF4eAFOaodanQ6a1FIiV1OpqeqcGG5u1+ava1F1cXHqNAP+/mrzilCTmdxcNWGw9bwtZ86or4+np/r3LK4ZVf3+lj4ytcDbxRtvF+86PYcJLbq9UyDnhOUdAnripnfDTe+Gv9uFatdGPo0qPGaIewjODs6EvRVWrszDyYMAV3U4bEPvhmZlXhc/19BLPuR8rTjypDJBQVIDI6omIsLWEdQ/9akZVpqRxGVIHxk7ofNsitLlLYtzcCiN7qXUwbvaxwxyD+Kl6y13eHxjyBuEeFhp8ishhBCihiSRsSOl3p1QBv2BEjQIHD3BsyVKtw8wtZ+Ho0ejah/PxdGFCR0n8NPdP9E5pDOeek+6N+jOlvFbGNN6DE46aYcWQghRv0kfGTtUkhePtjQfRaPDwbNprRzzTP4ZCksLcXFwwc/VhsNihRBCCKSPzFXN0a32F2+74jlvhBBCCBuQpiUhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQQghht2SJgisUb4jHUGTgYPJB9A56OgR2wNfFl0D3wEofd7bgLKm5qRxOPYyPsw8t/VsS6hGKo87RbL+SvDQcjJlgOAbFmeDbCaODJ5+f/INAj0AivSPRKBp2Je6ic0hnvPReRHhHVOs5nMw4SXx2PKcyT9HMtxkNPBrQxK8JANFnozmddZpYQyzjm16PgzEHzh7E5NaYGIcgojNjSMhJoG1AWwJcA2js27h6F7Au5MZAXhzkngT3puAWAe6Rto7KthIT4exZOHgQ3NygbVsICgIfH1tHJuqbmGhISYNjRyE8HCIjoWkzW0dlWwkJkJOj/v1oNNCpE3h4QFiY9WOJj4fkZPj3XwgNhaZNoVEjcLiGv84VG0tISFDGjRun+Pr6Ks7Ozkrbtm2Vffv2lZWbTCZlzpw5SnBwsOLs7KzccMMNyvHjx6t8fIPBoACKwWCo9dhPnT2lTP95uqKZp1GYh8I8FMcXHJUP93+oJBgSKnxcck6ycve3d5c9hnkobgvclC3RW5Si0qKy/YpzkxVT/PeK8qWroqym7Gb6faxizI5WmIfiv8hf2RW/S/lg3wcK81Amr5+snDp7qsrP4d/Uf5XGbzU2i6XFOy2UY+nHlMSsRKXB6w0U5qGUZkcrpj0PKspqFOOvI5Q98TuVgEUBZo/ruayncjLj5BVd0yuWdUxR1jczu17K+qbq9mtVTIyiTJmiKHDhptcryqefKkpqqq2jE/XJyROK0rWr+XslOFhRDuy3dWS2c+qUorzwgqJotReuiU6nKK+8ov5tWTuWvn3NXx8/P0XZuVNRSkqsG4sVVPX726ZNS5mZmfTu3RtHR0c2btzI0aNHef311/G56FfiokWLePvtt1m6dCl79uzBzc2NIUOGUFhYaMPIVfuT9rN492IULiwgXmIqYcqGKSTnJFt8jEkxsfrv1Xz+7+dm2/NK8hj++XDiDfFl2xxKz6L5/TYw5pvtq4n7Ck38N2wZt5Ez+WcY/vlw+jfqD8BHBz/i15hfqxR/dEY0Y78dy6nMU2bbozKimLhuIkXGQhJzEtl+73a06b+jObkUgFOt5zH8i1tIz083e9yuhF3M2TaH1NzUKp2/1uXFw85xkHPCfHvOSdh5l1pLcy369Vf48EPzbUVFcO+96i87IQCS4mHmU7B/v/n2lBS4eQScPG6buGwtOhqeew5MpgvbjEZ4+mmIjbVeHAYDvPgi/P67+faMDBg+HGJirBdLPWPTROaVV14hPDyc5cuX0717dyIjIxk8eDBNmqjNGoqisHjxYp599llGjhxJ+/btWbVqFUlJSaxbt87iMYuKisjOzja71YXTmad5deerFZYvPbCU/KL8ctuTc5J55c9XLD6m2FjMzyd/vrAhYR0opRb31fy3mOsD1WacswVnicqIYmzrsQC8tus1Tp49ednnkFWUxZH0IxbL9iTuwVCsXrs+fg3QHHtNLXCLJCorgTP5Zyw+7puj33C24Oxlz10nis5A5kHLZZmHoMhGcdnSqVPw+uuWyxQFli+3bjyi/srMhu+/t1yWnAxx8ZbLrmZJSfDaaxWXv/kmpKVZJ5bkZFi92nJZZiYcPWqdOOohmyYy69evp2vXrtx+++0EBgbSqVMnPvroo7LymJgYUlJSGDRoUNk2Ly8vrrvuOnbt2mXxmAsXLsTLy6vsFh4eXiexF5uKScxJrLA8zhBHXmleue2lptJyNRkXO55x0a+e3Eoy7MIUNBfdjc2KpWtoVwASsxMxmowVP/ac7KLKk7zcolwANBih4NxzdWtIQiXPu9RUSn5J+QTOKkpzL1OeY5046pPSUrV/TEViY6GgwHrxiPorP9+81uFSSUnWi6W+yM9X+8dUJCEBci/zuVNbioqguLjicmvWDtUzNk1kTp06xZIlS2jWrBmbNm1i6tSpPPbYY6xcuRKAlJQUAIKCgsweFxQUVFZ2qdmzZ2MwGMpu8fF18yvC3cmdzsGdKyzvGdYTX2ffcttdHF1oE9CmwscNaDTgwp2AvhUH4N0B40WpTIfgDnx15CsAOod0xsXRpeLHnj+8WwAas3ToAp1Gh6+rGr9Ro0fxOfdcs/6mbUDrisNy9sbNye2y564Tej/QVPCW1mjV8muNqyt0rvh9Su/e4HL594q4Bnh6gLt7xeUtWlgvlvrCxwe6d6+4/LrrwLf853ydcHUFf/+Kyzt0sE4c9ZBNExmTyUTnzp156aWX6NSpE1OmTGHy5MksXbq0xsfU6/V4enqa3epCqEcoc/rPQWvhi9PDyYO72t2FTqcrVxboFshrgy1XVTbwaFBWqwKAfw9wCbG4r9JhAS8fUhOXjsEdCXUPZX/yfjRoeGHgC0R4XX7kkpeTF6NbjbZYNqHDBLyc1Gv3/N5l0G4eoIHis4Q56ugS0sXi457q/RQNvRpe9tx1Qh8IDe+yXBZxJ+gDrBtPfRAWBs8/r460uJSPD4wYYf2YRP0UFAjTp1su690bAir5Er1a+fmp18TJqXyZszM89BB4e1snlkaNYPZsy2Xt20NDG33u1gM2TWRCQkJo3dr8132rVq2Ii1M7ZQYHBwOQmmreeTQ1NbWszJYaeTViw10baOxzYchx55DO/HrvrzT2rngYco+wHnx525cEu194DtdHXs/2idsJ97rQFKbxbI4ycAtKYL8LD3YJQen5KTkujZi7fS6jWozim9u/4aEfHyLCK4Lv7viOpr5NqxR/uHc4r974KpM7T0av06uHd3Dh0e6P8my/ZykxlXJP+3t4Zecr5DmFovRbC24NabjnLr4evYrbWt2GTqMma156LxZcv4A729xZpdqgOuHsDx0WQLOHQeesbtPqodlU6PgSOF+DiQxA8+awZg1EXJTcdu8OW7eqQzeFAPD2hQcmqR1bPTzUbQ4OMHYsrFoFjerB1Aq20KABbNoELVte2NamDWzZopZZi6Mj3HEHvPLKheRJq4VRo9S/70aNrBdLPaNRFEW5/G514+677yY+Pp7fL+qFPWPGDPbs2cPOnTtRFIXQ0FCefPJJnnjiCQCys7MJDAxkxYoV3HnnnZc9R3Z2Nl5eXhgMhjqrnTmRcYKc4hx0Gh2eTp5E+l5+zhJFUUjMSSSrMAu9To+/qz8+Lpbn9DDmnEZrzAFjMTh6kOsQSFTWSVwdXfFw9CC3KJd8Yz6eek+a+VV/vof0nHTOFJ4hryQPd0d3/Fz8CHBXv/TP5p8lLS+NvJI8Wvm3wrkwEU1JNmidSNd6kV6UQ0FpAR5OHoR7hOOqd632+WtdcY7ap6c0DxzcwKUBOHnYOirbO3lSHfng6AheXtf0LzhRiexMSE6FnFxwcwVfbwgKtXVUthcdDecHj3h6wrlBKVZXVARxcWosrq4QEFB5k5Mdq+r3t00TmX379tGrVy+ef/557rjjDvbu3cvkyZP58MMPGTduHKCObHr55ZdZuXIlkZGRzJkzh7///pujR4/i7Ox82XNYI5ERQgghRO2q6ve3TacC7NatG2vXrmX27Nm88MILREZGsnjx4rIkBuCpp54iLy+PKVOmkJWVRZ8+ffj555+rlMQIIYQQ4upm0xoZa5AaGSGEEML+VPX7WxaNFEIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2K0rTmQKCwtrIw4hhBBCiGqrUSJjMpl48cUXadCgAe7u7pw6dQqAOXPm8PHHH9dqgEIIIYQQFalRIjN//nxWrFjBokWLcLpoefO2bduybNmyWgtOCCGEEKIyNUpkVq1aVbawo06nK9veoUMH/vvvv1oLTgghhBCiMjVKZBITE2natGm57SaTiZKSkisOSgghhBCiKmqUyLRu3Zrff/+93PZvv/2WTp06XXFQQgghhBBV4VCTBz333HNMmDCBxMRETCYTa9asISoqilWrVrFhw4bajlEIIYQQwqIa1ciMHDmSH374gV9++QU3Nzeee+45jh07xg8//MCNN95Y2zEKIYQQQlikURRFsXUQdSk7OxsvLy8MBgOenp62DkcIIYQQVVDV7+8a1cg0btyYjIyMctuzsrJo3LhxTQ4phBBCCFFtNUpkTp8+jdFoLLe9qKiIxMTEKw5KCCGEEKIqqtXZd/369WX/37RpE15eXmX3jUYjW7dupVGjRrUWnBBCCCFEZaqVyIwaNQoAjUbDhAkTzMocHR1p1KgRr7/+eq0FJ4QQQghRmWolMiaTCYDIyEj27duHv79/nQQlhBBCCFEVNZpHJiYmprbjEEIIIYSotholMgB5eXns2LGDuLg4iouLzcoee+yxKw5MCCGEEOJyapTI/PXXX9x0003k5+eTl5eHr68vZ86cwdXVlcDAQElkhBBCCGEVNRp+PWPGDEaMGEFmZiYuLi7s3r2b2NhYunTpwmuvvVbbMQohhBBCWFSjRObQoUM88cQTaLVadDodRUVFhIeHs2jRIp555pnajlEIIYQQwqIaJTKOjo5otepDAwMDiYuLA8DLy4v4+Pjai04IIYQQohI16iPTqVMn9u3bR7Nmzejfvz/PPfccZ86c4dNPP6Vt27a1HaMQQgghhEU1qpF56aWXCAkJAWDBggX4+PgwdepU0tPT+eCDD2o1QCGEEEKIisjq10IIIYSod+p09euKHDx4kJtvvrk2DymEEEIIUaFqJzKbNm3iySef5JlnnuHUqVMA/Pfff4waNYpu3bqVLWMghBBCCFHXqtXZ9+OPP2by5Mn4+vqSmZnJsmXLeOONN3j00UcZO3Ys//77L61ataqrWIUQQgghzFSrRuatt97ilVde4cyZM3z99decOXOG999/n3/++YelS5dKEiOEEEIIq6pWZ183NzeOHDlCo0aNUBQFvV7Ptm3b6N27d13GeEWks68QQghhf+qks29BQQGurq4AaDQa9Hp92TBsIYQQQghrq/aEeMuWLcPd3R2A0tJSVqxYgb+/v9k+smikEEIIIayhWk1LjRo1QqPRVH5AjaZsNFN9IE1LQgghhP2p6vd3tWpkTp8+faVxCSGEEELUmhpNiLdq1SqKiorKbS8uLmbVqlVXHJQQQgghRFXUaIkCnU5HcnIygYGBZtszMjIIDAzEaDTWWoBXSpqWhBBCCPtTp0sUKIpisa9MQkICXl5eNTmkEEIIIUS1VauPTKdOndBoNGg0Gm644QYcHC483Gg0EhMTw9ChQ2s9SCGEEEIIS6qVyIwaNQqAQ4cOMWTIkLJh2ABOTk40atSI2267rVYDFEIIIYSoSLUSmblz52I0GmnUqBGDBw+WyfCEEEIIYVPV7iOj0+n4v//7PwoLC+siHiGEEEKIKqtRZ9+2bdvWq0nvhBBCCHFtqlEiM3/+fJ588kk2bNhAcnIy2dnZZjchhBBCCGuo0TwyWu2F/OfiYdjnh2XLPDJCCCGEuBJ1skTBedu2batxYEIIIYQQtaVGiUz//v1rOw4hhBBCiGqrUSJzXn5+PnFxcRQXF5ttb9++/RUFJYQQQghRFTVKZNLT07nvvvvYuHGjxfL61EdGCCGEEFevGo1amj59OllZWezZswcXFxd+/vlnVq5cSbNmzVi/fn1txyiEEEIIYVGNamR+/fVXvv/+e7p27YpWq6Vhw4bceOONeHp6snDhQoYPH17bcQohhBBClFOjGpm8vDwCAwMB8PHxIT09HYB27dpx8ODB2otOCCGEEKISNUpkWrRoQVRUFAAdOnTggw8+IDExkaVLl8r6S0IIIYSwmho1LU2bNo3k5GRAXUhy6NChrF69GicnJ1asWFGb8QkhhBBCVKhGM/teKj8/n//++4+IiAj8/f1rI65aIzP7CiGEEPanqt/fNWpaOq+4uJioqCicnJzo3LlzvUtihBBCCHF1q1Eik5+fz6RJk3B1daVNmzbExcUB8Oijj/Lyyy/XaoBCCCGEEBWpUSIze/ZsDh8+zPbt23F2di7bPmjQIL766qtaC04IIYQQojI16uy7bt06vvrqK3r06GG2+nWbNm2Ijo6uteCEEEIIISpToxqZ9PT0snlkLpaXl2eW2AghhBBC1KUaJTJdu3blxx9/LLt/PnlZtmwZPXv2rJ3IhBBCCCEuo0ZNSy+99BLDhg3j6NGjlJaW8tZbb3H06FF27tzJjh07ajtGIYQQQgiLalQj06dPHw4dOkRpaSnt2rVj8+bNBAYGsmvXLrp06VLbMQohhBBCWFStCfGys7OrtF99mnhOJsQTQggh7E9Vv7+r1bTk7e1daWdeRVHQaDQYjcbqHFYIIYQQokaqlchs27at7P+KonDTTTexbNkyGjRoUOuBCSGEEEJcTrUSmf79+5vd1+l09OjRg8aNG19xIC+//DKzZ89m2rRpLF68GIDCwkKeeOIJvvzyS4qKihgyZAjvv/8+QUFBV3w+IYQQQti/K1prqbbs27ePDz74gPbt25ttnzFjBj/88APffPMNO3bsICkpidGjR9soSiGEEELUNzZPZHJzcxk3bhwfffQRPj4+ZdsNBgMff/wxb7zxBtdffz1dunRh+fLl7Ny5k927d1d4vKKiIrKzs81uQgghhLg6XXEic6Uz+T788MMMHz6cQYMGmW0/cOAAJSUlZttbtmxJREQEu3btqvB4CxcuxMvLq+wWHh5+RfEJIYQQov6qVh+ZS5t1CgsLefDBB3FzczPbvmbNmiod78svv+TgwYPs27evXFlKSgpOTk54e3ubbQ8KCiIlJaXCY86ePZvHH3+87H52drYkM0IIIcRVqlqJjJeXl9n9e+65p8Ynjo+PZ9q0aWzZssVsBe0rpdfr0ev1tXY8IYQQQtRf1Upkli9fXmsnPnDgAGlpaXTu3Llsm9Fo5LfffuPdd99l06ZNFBcXk5WVZVYrk5qaSnBwcK3FIYQQQgj7VaO1lmrDDTfcwD///GO27b777qNly5Y8/fTThIeH4+joyNatW7ntttsAiIqKIi4uThamFEIIIQRgw0TGw8ODtm3bmm1zc3PDz8+vbPukSZN4/PHH8fX1xdPTk0cffZSePXvSo0cPW4QshBBCiHrGZolMVbz55ptotVpuu+02swnxhBBCCCGgmotG2iNZNFIIIYSwP1X9/rb5hHhCCCGEEDUliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwWw62DkAIIYSoTUajkZKSEluHIS7D0dERnU53xceRREYIIcRVQVEUUlJSyMrKsnUoooq8vb0JDg5Go9HU+BiSyAghhLgqnE9iAgMDcXV1vaIvR1G3FEUhPz+ftLQ0AEJCQmp8LElkhBBC2D2j0ViWxPj5+dk6HFEFLi4uAKSlpREYGFjjZibp7CuEEMLune8T4+rqauNIRHWcf72upE+TJDJCCCGuGtKcZF9q4/WSREYIIYQQdksSGSGEEKIWnD59Go1Gw6FDh2p1X1vZvn07Go2m3o8Ck0RGCCGEqIKJEyei0WjQaDQ4OjoSGRnJU089RWFhIQDh4eEkJyfTtm3bWjlfo0aNWLx4ca0c62omo5aEEEKIKho6dCjLly+npKSEAwcOMGHCBDQaDa+88go6nY7g4GBbh3jNkRoZIYQQoor0ej3BwcGEh4czatQoBg0axJYtW4DyzUWZmZmMGzeOgIAAXFxcaNasGcuXL7d4XKPRyP3330/Lli2Ji4urUizff/89nTt3xtnZmcaNG/P8889TWloKwN13383YsWPN9i8pKcHf359Vq1YBYDKZWLhwIZGRkbi4uNChQwe+/fbbmlwWm5IaGSGEEKIG/v33X3bu3EnDhg0tls+ZM4ejR4+yceNG/P39OXnyJAUFBeX2Kyoq4q677uL06dP8/vvvBAQEXPbcv//+O/feey9vv/02ffv2JTo6milTpgAwd+5cxo0bx+23305ubi7u7u4AbNq0ifz8fG699VYAFi5cyGeffcbSpUtp1qwZv/32G/fccw8BAQH079+/ppfF6iSREUIIIapow4YNuLu7U1paSlFREVqtlnfffdfivnFxcXTq1ImuXbsCap+XS+Xm5jJ8+HCKiorYtm0bXl5eVYrj+eefZ9asWUyYMAGAxo0b8+KLL/LUU08xd+5chgwZgpubG2vXrmX8+PEAfP7559xyyy14eHhQVFTESy+9xC+//ELPnj3LjvHHH3/wwQcfSCIjhBBCXI0GDhzIkiVLyMvL480338TBwYHbbrvN4r5Tp07ltttu4+DBgwwePJhRo0bRq1cvs33uuusuwsLC+PXXX8tmuq2Kw4cP8+eff7JgwYKybUajkcLCQvLz83F1deWOO+5g9erVjB8/nry8PL7//nu+/PJLAE6ePEl+fj433nij2XGLi4vp1KlTleOoDySREUIIIarIzc2Npk2bAvDJJ5/QoUMHPv74YyZNmlRu32HDhhEbG8tPP/3Eli1buOGGG3j44Yd57bXXyva56aab+Oyzz9i1axfXX399lePIzc3l+eefZ/To0eXKnJ2dARg3bhz9+/cnLS2NLVu24OLiwtChQ8seD/Djjz/SoEEDs8fr9foqx1EfSCIjhBBC1IBWq+WZZ57h8ccf5+6777a4T0BAABMmTGDChAn07duXmTNnmiUyU6dOpW3bttxyyy38+OOPVW7S6dy5M1FRUWVJlSW9evUiPDycr776io0bN3L77bfj6OgIQOvWrdHr9cTFxdlVM5IlksgIIYQQNXT77bczc+ZM3nvvPcaMGWNW9txzz9GlSxfatGlDUVERGzZsoFWrVuWO8eijj2I0Grn55pvZuHEjffr0KStLTEwsN2lew4YNee6557j55puJiIhgzJgxaLVaDh8+zL///sv8+fPL9r377rtZunQpx48fZ9u2bWXbPTw8ePLJJ5kxYwYmk4k+ffpgMBj4888/8fT0LOt7Yw9k+LUQQghRQw4ODjzyyCMsWrSIvLw8szInJydmz55N+/bt6devHzqdrqyPyqWmT5/O888/z0033cTOnTvLtr/22mt06tTJ7Pbjjz8yZMgQNmzYwObNm+nWrRs9evTgzTffLDeCaty4cRw9epQGDRrQu3dvs7IXX3yROXPmsHDhQlq1asXQoUP58ccfiYyMrKWrYx0aRVEUWwdRl7Kzs/Hy8sJgMODp6WnrcIQQQtSBwsJCYmJiiIyMLOsjIuq/yl63qn5/S42MEEIIIeyWJDJCCCGEsFuSyAghhBDCbkkiI4QQQgi7ZdNEZuHChXTr1g0PDw8CAwMZNWoUUVFRZvsUFhby8MMP4+fnh7u7O7fddhupqak2ilgIIYQQ9YlNE5kdO3bw8MMPs3v3brZs2UJJSQmDBw82G8I2Y8YMfvjhB7755ht27NhBUlKSxZkMhRBCCHHtsemEeD///LPZ/RUrVhAYGMiBAwfo168fBoOBjz/+mM8//7xs6ubly5fTqlUrdu/eTY8ePcods6ioiKKiorL72dnZdfskhBBCCGEz9aqPjMFgAMDX1xeAAwcOUFJSwqBBg8r2admyJREREezatcviMRYuXIiXl1fZLTw8vO4DF0IIIYRN1JtExmQyMX36dHr37k3btm0BSElJwcnJCW9vb7N9g4KCSElJsXic2bNnYzAYym7x8fF1HboQQgghbKTeJDIPP/ww//77b4XTN1eVXq/H09PT7CaEEELUVwMGDGD69Om2DoNGjRqxePHiWt+3rtWLRSMfeeQRNmzYwG+//UZYWFjZ9uDgYIqLi8nKyjKrlUlNTSU4ONgGkQohhLjaZRZkkpqXiqHQgLezN4Fugfi4+Ng6rDq3b98+3NzcbB1Gtdm0RkZRFB555BHWrl3Lr7/+Wm6hqi5duuDo6MjWrVvLtkVFRREXF0fPnj2tHa4QQoirXLwhnju/vZNW77Wix8c9aPleS+787k7iDVdvN4Xi4mIAAgICcHV1tXE01WfTRObhhx/ms88+4/PPP8fDw4OUlBRSUlIoKCgAwMvLi0mTJvH444+zbds2Dhw4wH333UfPnj0tjlgSQgghaiqzIJMH1j/A5lObzbZvjt7MAz88QGZBpnXiyMzk3nvvxcfHB1dXV4YNG8aJEycAtQIgICCAb7/9tmz/jh07EhISUnb/jz/+QK/Xk5+fb/H4EydOZNSoUSxYsIDQ0FBatGgBmDcXKYrCvHnziIiIQK/XExoaymOPPVZhzMuWLcPb29us4sFabJrILFmyBIPBwIABAwgJCSm7ffXVV2X7vPnmm9x8883cdttt9OvXj+DgYNasWWPDqIUQQlyNUvNSyyUx522O3kxqnnUmY504cSL79+9n/fr17Nq1C0VRuOmmmygpKUGj0dCvXz+2b98OqEnPsWPHKCgo4L///gPUOdq6detWae3K1q1biYqKYsuWLWzYsKFc+Xfffcebb77JBx98wIkTJ1i3bh3t2rWzeKxFixYxa9YsNm/ezA033HDlF6CabNpHRlGUy+7j7OzMe++9x3vvvWeFiIQQQlyrDIWGKyqvDSdOnGD9+vX8+eef9OrVC4DVq1cTHh7OunXruP322xkwYAAffPABAL/99hudOnUiODiY7du307JlS7Zv307//v0rPY+bmxvLli3DycnJYnlcXBzBwcEMGjQIR0dHIiIi6N69e7n9nn76aT799FN27NhBmzZtrvDZ10y9GbUkhBBC2JKXs9cVldeGY8eO4eDgwHXXXVe2zc/PjxYtWnDs2DEA+vfvz9GjR0lPT2fHjh0MGDCAAQMGsH37dkpKSti5cycDBgyo9Dzt2rWrMIkBuP322ykoKKBx48ZMnjyZtWvXUlpaarbP66+/zkcffcQff/xhsyQGJJERQgghAAhyC2Jwk8EWywY3GUyQW5CVI7KsXbt2+Pr6smPHDrNEZseOHezbt4+SkpKy2pyKXG50Unh4OFFRUbz//vu4uLjw0EMP0a9fP0pKSsr26du3L0ajka+//rpWnldNSSIjhBBCAD4uPiwbsaxcMjO4yWCWjVhmlSHYrVq1orS0lD179pRty8jIICoqitatWwOg0Wjo27cv33//PUeOHKFPnz60b9+eoqIiPvjgA7p27Vorw6hdXFwYMWIEb7/9Ntu3b2fXrl38888/ZeXdu3dn48aNvPTSS7z22mtXfL6aqhfzyAghhBD1QbhXOF/e9mXZPDJezl4EuQVZbR6ZZs2aMXLkSCZPnswHH3yAh4cHs2bNokGDBowcObJsvwEDBvDEE0/QtWtX3N3dAejXrx+rV69m5syZVxzHihUrMBqNXHfddbi6uvLZZ5/h4uJCw4YNzfbr1asXP/30E8OGDcPBwcEmE/tJIiOEEEJcxMfFx6YT4C1fvpxp06Zx8803U1xcTL9+/fjpp59wdHQs26d///4YjUazvjADBgzg+++/v2z/mKrw9vbm5Zdf5vHHH8doNNKuXTt++OEH/Pz8yu3bp08ffvzxR2666SZ0Oh2PPvroFZ+/OjRKVYYO2bHs7Gy8vLwwGAyyXIEQQlylCgsLiYmJITIyEmdnZ1uHI6qostetqt/f0kdGCCGEEHZLEhkhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBDCzmzfvh2NRkNWVlaF+6xYsQJvb+9qH7s6j6vpOWqTJDJCCCHExYoyIfs/OLMHsqPU+/VMr169SE5OxsvLq9aPPXbsWI4fP17rx60rsmikEEIIcV5ePOx5AFI2X9gWPBiuWwZu4baL6xJOTk4EBwfX+nFLSkpwcXHBxcWl1o9dV6RGRgghhAC15uXSJAbU+3seqLOamQEDBvDoo48yffp0fHx8CAoK4qOPPiIvL4/77rsPDw8PmjZtysaNG8seY6lpacWKFURERODq6sqtt95KRkZGpec9ffo0Go2Gr776iv79++Ps7Mzq1avLNRcdPnyYgQMH4uHhgaenJ126dGH//v0Wj5menk7Xrl259dZbKSoquqLrUlWSyAghhBAARanlk5jzUjar5XVk5cqV+Pv7s3fvXh599FGmTp3K7bffTq9evTh48CCDBw9m/Pjx5OfnW3z8nj17mDRpEo888giHDh1i4MCBzJ8/v0rnnjVrFtOmTePYsWMMGTKkXPm4ceMICwtj3759HDhwgFmzZuHo6Fhuv/j4ePr27Uvbtm359ttv0ev11bsINSSJjBBCCAFQbLiy8ivQoUMHnn32WZo1a8bs2bNxdnbG39+fyZMn06xZM5577jkyMjL4+++/LT7+rbfeYujQoTz11FM0b96cxx57zGJSYsn06dMZPXo0kZGRhISElCuPi4tj0KBBtGzZkmbNmnH77bfToUMHs32ioqLo3bs3Q4YMYfny5eh0uupfhBqSREYIIYQAcLpMx9nLlV+B9u3bl/1fp9Ph5+dHu3btyrYFBQUBkJaWZvHxx44d47rrrjPb1rNnzyqdu2vXrpWWP/744zzwwAMMGjSIl19+mejoaLPygoIC+vbty+jRo3nrrbfQaDRVOm9tkURGCCGEANAHqR17LQkerJbXkUubajQajdm288mByWSq9XO7ublVWj5v3jyOHDnC8OHD+fXXX2ndujVr164tK9fr9QwaNIgNGzaQmJhY6/FdjiQyQgghBIDeRx2ddGkyc37Ukt7HNnFVQatWrdizZ4/Ztt27d9fa8Zs3b86MGTPYvHkzo0ePZvny5WVlWq2WTz/9lC5dujBw4ECSkpJq7bxVIcOvhRBCiPPcwqH3l2rH3mKD2pykD6rXSQzAY489Ru/evXnttdcYOXIkmzZt4ueff77i4xYUFDBz5kzGjBlDZGQkCQkJ7Nu3j9tuu81sP51Ox+rVq7nrrru4/vrr2b59e50MD7dEamSEEEKIi+l9wLMl+F+n/lvPkxiAHj168NFHH/HWW2/RoUMHNm/ezLPPPnvFx9XpdGRkZHDvvffSvHlz7rjjDoYNG8bzzz9fbl8HBwe++OIL2rRpw/XXX19hf57aplEURbHKmWwkOzsbLy8vDAYDnp6etg5HCCFEHSgsLCQmJobIyEicnZ1tHY6oospet6p+f0uNjBBCCCHsliQyQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsliQyQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsliQyQgghhA0NGDCA6dOnV7qPRqNh3bp1VT7m9u3b0Wg0ZGVlXVFsACtWrMDb27vW960tsmikEEIIcbHMTEhNBYMBvL0hMBB8bLveUnJyMj42imHs2LHcdNNNNjl3VUgiI4QQQpwXHw8PPACbN1/YNngwLFsG4eE2C8taK0lfqqSkBBcXF1xcXGxy/qqQpiUhhBAC1JqYS5MYUO8/8IBaXkdMJhNPPfUUvr6+BAcHM2/ePLPyS5uWdu7cSceOHXF2dqZr166sW7cOjUbDoUOHzB534MABunbtiqurK7169SIqKqrCGE6fPo1Go+Grr76if//+ODs7s3r16nLNRYcPH2bgwIF4eHjg6elJly5d2L9/v8Vjpqen07VrV2699VaKioqqe1mqRBIZcUUSshOIzowmIz/D1qEIIcSVSU0tn8Sct3mzWl5HVq5ciZubG3v27GHRokW88MILbNmyxeK+2dnZjBgxgnbt2nHw4EFefPFFnn76aYv7/u9//+P1119n//79ODg4cP/99182llmzZjFt2jSOHTvGkCFDypWPGzeOsLAw9u3bx4EDB5g1axaOjo7l9ouPj6dv3760bduWb7/9Fr1ef9lz14Q0LYkaSTAksDNhJ6/tfI2knCS6hXbj2X7P0sy3GZ7OFS+3LoQQ9ZbBcGXlV6B9+/bMnTsXgGbNmvHuu++ydetWbrzxxnL7fv7552g0Gj766COcnZ1p3bo1iYmJTJ48udy+CxYsoH///oCaoAwfPpzCwkKcnZ0rjGX69OmMHj26wvK4uDhmzpxJy5Yty+K9VFRUFDfeeCO33norixcvRqPRVH4BroDUyIhqS8lJYdHORYz9diz7kvaRmJPIuqh1XLfsOvYk7bF1eEIIUTNeXldWfgXat29vdj8kJIS0tDSL+0ZFRdG+fXuzZKR79+6XPW5ISAhAhcc9r2vXrpWWP/744zzwwAMMGjSIl19+mejoaLPygoIC+vbty+jRo3nrrbfqNIkBSWREDZwpOMM7e98pt92oGHnkp0c4nXXa+kEJIcSVCgpSO/ZaMniwWl5HLm2a0Wg0mEymWj3u+YTicsd1c3OrtHzevHkcOXKE4cOH8+uvv9K6dWvWrl1bVq7X6xk0aBAbNmwgMTHxCqKvGklkRLXtTdxbYdnxjONkFWZZLxghhKgtPj7q6KRLk5nzo5ZsPAT7vBYtWvDPP/+YdZ7dt2+fVWNo3rw5M2bMYPPmzYwePZrly5eXlWm1Wj799FO6dOnCwIEDSUpKqtNYJJER1abXVd5hS6fRWSkSIYSoZeHh8OWXcOwY7N6t/vvllzYden2pu+++G5PJxJQpUzh27BibNm3itddeA6jzZpyCggIeeeQRtm/fTmxsLH/++Sf79u2jVatWZvvpdDpWr15Nhw4duP7660lJSamzmCSREdXWJbQLDlrL/cS7N+iOj0v9+NUihBA14uMDLVvCddep/9aTmpjzPD09+eGHHzh06BAdO3bkf//7H8899xxApZ14a4NOpyMjI4N7772X5s2bc8cddzBs2DCef/75cvs6ODjwxRdf0KZNG66//vrL9s2pKY2iKEqdHLmeyM7OxsvLC4PBgKenjKapDWfzz/LlkS95+KeHzbZ76j3Zdu82Ood2tlFkQohrVWFhITExMURGRtb5l3l9tHr1au677z4MBkO9nrzuUpW9blX9/pbh16LafF19GdN6DN1Cu7Fk/xLis+PpHd6bu9veTWPfxrYOTwghrnqrVq2icePGNGjQgMOHD/P0009zxx132FUSU1skkRE1EugWSKBbIO0C25Ffmo+X3gudVvrGCCGENaSkpPDcc8+RkpJCSEgIt99+OwsWLLB1WDYhiYy4Is6Ozjg7XnvVuEIIYUtPPfUUTz31lK3DqBeks68QQggh7JYkMkIIIa4aV/n4latObbxeksgIIYSwe+dnsM3Pz7dxJKI6zr9elhadrCrpIyOEEMLu6XQ6vL29y+YqcXV1rfPJ4UTNKYpCfn4+aWlpeHt7o9PVfLCIJDJCCCGuCsHBwcDlF0UU9Ye3t3fZ61ZTksgIIYS4Kmg0GkJCQggMDKSkpMTW4YjLcHR0vKKamPMkkRFCCHFV0el0tfIFKeyDdPYVQgghhN2SREYIIYQQdksSGSGEEELYrau+j8z5yXays7NtHIkQQgghqur89/blJs276hOZnJwcAMLDw20ciRBCCCGqKycnBy8vrwrLNcpVPp+zyWQiKSkJDw+PWp0cKTs7m/DwcOLj4/H09Ky149o7uS7lyTWxTK5LeXJNypNrYtm1cF0URSEnJ4fQ0FC02op7wlz1NTJarZawsLA6O76np+dV+ya6EnJdypNrYplcl/LkmpQn18Syq/26VFYTc5509hVCCCGE3ZJERgghhBB2SxKZGtLr9cydOxe9Xm/rUOoVuS7lyTWxTK5LeXJNypNrYplclwuu+s6+QgghhLh6SY2MEEIIIeyWJDJCCCGEsFuSyAghhBDCbkkiI4QQQgi7JYlMDSQmJnLPPffg5+eHi4sL7dq1Y//+/bYOy2aMRiNz5swhMjISFxcXmjRpwosvvnjZ9TGuNr/99hsjRowgNDQUjUbDunXrzMoVReG5554jJCQEFxcXBg0axIkTJ2wTrJVUdk1KSkp4+umnadeuHW5uboSGhnLvvfeSlJRku4Ct5HLvlYs9+OCDaDQaFi9ebLX4bKEq1+TYsWPccssteHl54ebmRrdu3YiLi7N+sFZyuWuSm5vLI488QlhYGC4uLrRu3ZqlS5faJlgbkkSmmjIzM+nduzeOjo5s3LiRo0eP8vrrr+Pj42Pr0GzmlVdeYcmSJbz77rscO3aMV155hUWLFvHOO+/YOjSrysvLo0OHDrz33nsWyxctWsTbb7/N0qVL2bNnD25ubgwZMoTCwkIrR2o9lV2T/Px8Dh48yJw5czh48CBr1qwhKiqKW265xQaRWtfl3ivnrV27lt27dxMaGmqlyGznctckOjqaPn360LJlS7Zv387ff//NnDlzcHZ2tnKk1nO5a/L444/z888/89lnn3Hs2DGmT5/OI488wvr1660cqY0polqefvpppU+fPrYOo14ZPny4cv/995ttGz16tDJu3DgbRWR7gLJ27dqy+yaTSQkODlZeffXVsm1ZWVmKXq9XvvjiCxtEaH2XXhNL9u7dqwBKbGysdYKqByq6LgkJCUqDBg2Uf//9V2nYsKHy5ptvWj02W7F0TcaOHavcc889tgmoHrB0Tdq0aaO88MILZts6d+6s/O9//7NiZLYnNTLVtH79erp27crtt99OYGAgnTp14qOPPrJ1WDbVq1cvtm7dyvHjxwE4fPgwf/zxB8OGDbNxZPVHTEwMKSkpDBo0qGybl5cX1113Hbt27bJhZPWLwWBAo9Hg7e1t61BsymQyMX78eGbOnEmbNm1sHY7NmUwmfvzxR5o3b86QIUMIDAzkuuuuq7RJ7lrQq1cv1q9fT2JiIoqisG3bNo4fP87gwYNtHZpVSSJTTadOnWLJkiU0a9aMTZs2MXXqVB577DFWrlxp69BsZtasWdx55520bNkSR0dHOnXqxPTp0xk3bpytQ6s3UlJSAAgKCjLbHhQUVFZ2rSssLOTpp5/mrrvuuqoXwauKV155BQcHBx577DFbh1IvpKWlkZuby8svv8zQoUPZvHkzt956K6NHj2bHjh22Ds9m3nnnHVq3bk1YWBhOTk4MHTqU9957j379+tk6NKu66le/rm0mk4muXbvy0ksvAdCpUyf+/fdfli5dyoQJE2wcnW18/fXXrF69ms8//5w2bdpw6NAhpk+fTmho6DV7TUT1lJSUcMcdd6AoCkuWLLF1ODZ14MAB3nrrLQ4ePIhGo7F1OPWCyWQCYOTIkcyYMQOAjh07snPnTpYuXUr//v1tGZ7NvPPOO+zevZv169fTsGFDfvvtNx5++GFCQ0PNan+vdlIjU00hISG0bt3abFurVq2u6p7zlzNz5syyWpl27doxfvx4ZsyYwcKFC20dWr0RHBwMQGpqqtn21NTUsrJr1fkkJjY2li1btlzztTG///47aWlpRERE4ODggIODA7GxsTzxxBM0atTI1uHZhL+/Pw4ODvLZe5GCggKeeeYZ3njjDUaMGEH79u155JFHGDt2LK+99pqtw7MqSWSqqXfv3kRFRZltO378OA0bNrRRRLaXn5+PVmv+VtLpdGW/ogRERkYSHBzM1q1by7ZlZ2ezZ88eevbsacPIbOt8EnPixAl++eUX/Pz8bB2SzY0fP56///6bQ4cOld1CQ0OZOXMmmzZtsnV4NuHk5ES3bt3ks/ciJSUllJSUyGcv0rRUbTNmzKBXr1689NJL3HHHHezdu5cPP/yQDz/80Nah2cyIESNYsGABERERtGnThr/++os33niD+++/39ahWVVubi4nT54sux8TE8OhQ4fw9fUlIiKC6dOnM3/+fJo1a0ZkZCRz5swhNDSUUaNG2S7oOlbZNQkJCWHMmDEcPHiQDRs2YDQay/oL+fr64uTkZKuw69zl3iuXJnSOjo4EBwfTokULa4dqNZe7JjNnzmTs2LH069ePgQMH8vPPP/PDDz+wfft22wVdxy53Tfr378/MmTNxcXGhYcOG7Nixg1WrVvHGG2/YMGobsPWwKXv0ww8/KG3btlX0er3SsmVL5cMPP7R1SDaVnZ2tTJs2TYmIiFCcnZ2Vxo0bK//73/+UoqIiW4dmVdu2bVOAcrcJEyYoiqIOwZ4zZ44SFBSk6PV65YYbblCioqJsG3Qdq+yaxMTEWCwDlG3bttk69Dp1uffKpa6F4ddVuSYff/yx0rRpU8XZ2Vnp0KGDsm7dOtsFbAWXuybJycnKxIkTldDQUMXZ2Vlp0aKF8vrrrysmk8m2gVuZRlGuselXhRBCCHHVkD4yQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsliQyQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsliQyQgghhLBbksgIIeq1iRMnotFoym5+fn4MHTqUv//+u2yfjz76iA4dOuDu7o63tzedOnWS1deFuEZIIiOEqPeGDh1KcnIyycnJbN26FQcHB26++WYAPvnkE6ZPn85jjz3GoUOH+PPPP3nqqafIzc21cdRCCGuQtZaEEPXaxIkTycrKYt26dWXb/vjjD/r27UtaWhqTJ0/Gx8eH5cuX2y5IIYTNSI2MEMKu5Obm8tlnn9G0aVP8/PwIDg5m9+7dxMbG2jo0IYQNSCIjhKj3NmzYgLu7O+7u7nh4eLB+/Xq++uortFotc+fOxdvbm0aNGtGiRQsmTpzI119/jclksnXYQggrkERGCFHvDRw4kEOHDnHo0CH27t3LkCFDGDZsGLGxsYSEhLBr1y7++ecfpk2bRmlpKRMmTGDo0KGSzAhxDZA+MkKIes1SHxmj0YiXlxfTp09n/vz55R5zvg/Nr7/+ysCBA60YrRDC2qRGRghhdzQaDVqtloKCAovlrVu3BiAvL8+aYQkhbMDB1gEIIcTlFBUVkZKSAkBmZibvvvsuubm5jBgxgqlTpxIaGsr1119PWFgYycnJzJ8/n4CAAHr27GnjyIUQdU0SGSFEvffzzz8TEhICgIeHBy1btuSbb75hwIABZGRk8Mknn7BkyRIyMjLw9/enZ8+ebN26FT8/PxtHLoSoa9JHRgghhBB2S/rICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7Nb/Aw+QLkmZfK2zAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"BS\", y=\"HeartRate\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "lxHUQnWgap65"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Regardless of their heart rate, pregnant women with higher blood glucose levels appear to be at greater risk for health problems."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "RqFtEt1XDKQs"
+   },
+   "source": [
+    "3.16 BodyTemp and HeartRate -> RiskLevel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 449
+    },
+    "executionInfo": {
+     "elapsed": 525,
+     "status": "ok",
+     "timestamp": 1716047438533,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "cRQ6DfdjDVIg",
+    "outputId": "e6fe0c15-7607-484d-952d-a75ec74ff93a"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=data, x=\"BodyTemp\", y=\"HeartRate\", hue=\"RiskLevel\", hue_order=risk_order, palette=p_colors)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "noXsrXxMawWi"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "1.Regardless of their heart rate, pregnant women who have higher body temperatures appear to be at greater risk for health problems.\n",
+    "\n",
+    "2.The heart rate variable isn't very useful in this situation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "LEKj1E5wZhmg"
+   },
+   "source": [
+    "4.Correlation Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 407,
+     "status": "ok",
+     "timestamp": 1716047559286,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "HhG_ZG32ZkML",
+    "outputId": "ced9723b-5f46-4cea-abd0-4b5594981cba"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1014 entries, 0 to 1013\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column       Non-Null Count  Dtype  \n",
+      "---  ------       --------------  -----  \n",
+      " 0   Age          1014 non-null   int64  \n",
+      " 1   SystolicBP   1014 non-null   int64  \n",
+      " 2   DiastolicBP  1014 non-null   int64  \n",
+      " 3   BS           1014 non-null   float64\n",
+      " 4   BodyTemp     1014 non-null   float64\n",
+      " 5   HeartRate    1014 non-null   int64  \n",
+      " 6   RiskLevel    1014 non-null   int64  \n",
+      "dtypes: float64(2), int64(5)\n",
+      "memory usage: 55.6 KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Map RiskLevel to integer values\n",
+    "risk_mapping = {\"low risk\": 0, \"mid risk\": 1, \"high risk\": 2}\n",
+    "data[\"RiskLevel\"] = data[\"RiskLevel\"].map(risk_mapping)\n",
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 855
+    },
+    "executionInfo": {
+     "elapsed": 1823,
+     "status": "ok",
+     "timestamp": 1716047563800,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "0ZbaewIfZqUv",
+    "outputId": "be0365c3-f6b5-4f82-de27-cdece28e8eeb"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create a correlation heatmap\n",
+    "plt.figure(figsize=(12,10))\n",
+    "sns.heatmap(data.corr(), annot=True, cmap = \"GnBu\")\n",
+    "plt.title(\"Correlation Heatmap of Variables\", fontsize=16)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "U8imQYArbu1x"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "Multicollinearity is indicated by the strong positive correlation between systolic and diastolic blood pressure (correlation coefficient = 0.79). This shows that the information in these two variables is redundant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "executionInfo": {
+     "elapsed": 16627,
+     "status": "ok",
+     "timestamp": 1716047584032,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "iBtKUb_lZxb2",
+    "outputId": "e4bcab87-c781-4293-ef25-8326c1ddaab9"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1576.49x1500 with 42 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create a pairplot with RiskLevel\n",
+    "risk_colors = {0: \"green\", 1: \"orange\", 2: \"red\"}\n",
+    "\n",
+    "plot = sns.pairplot(data, hue='RiskLevel',\n",
+    "                    palette=risk_colors,\n",
+    "                    markers=[\"o\", \"s\", \"D\"])\n",
+    "\n",
+    "legend_labels = {\"0\": \"Low\", \"1\": \"Mid\", \"2\": \"High\"}\n",
+    "for text, label in zip(plot._legend.texts, legend_labels.values()):\n",
+    "    text.set_text(label)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "DgBwQuAzbzEK"
+   },
+   "source": [
+    "OBSERVATION:\n",
+    "\n",
+    "**Age:** According to the EDA, pregnant women under the age of 24 typically have a lower health risk, and risks increase as they get older. Interestingly, women over 59 years of age have a surprisingly lower risk, which adds an interesting dimension to the age-related health risk pattern.\n",
+    "\n",
+    "**Systolic and diastolic blood pressure:** A thorough analysis of the correlation heatmap reveals a high degree of agreement between the two blood pressure measurements. Greater health risks are indicated by elevated values of both indicators. It's interesting to note that low Systolic and Diastolic blood pressure when one is young does not guarantee low health risk; however, as one ages, a possible protective effect appears to manifest.\n",
+    "\n",
+    "**BS (Blood Glucose):** Regardless of other variables in the dataset, observations suggest that pregnant women with blood glucose levels of 8 or higher typically face higher health risks.\n",
+    "\n",
+    "**BodyTemp:** Research on body temperature reveals that the majority of pregnant women sustain a normal body temperature of 36.7°C. Remarkably, elevated health risks are correlated with higher body temperatures (>= 37.8°C). Older women seem to be less affected by high body temperatures in terms of health risks, whereas younger women with normal body temperatures typically show low health risks. Low Systolic and Diastolic blood pressure, along with a normal body temperature, are linked to a lower risk of illness.\n",
+    "\n",
+    "**HeartRate:** A heart rate anomaly has been found, indicating the need for additional research. The data points to an increasing trend in health risks as heart rates rise. However, heart rate seems to have a relatively small impact on the health risks for pregnant women when compared to other variables."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "OthO3ZZyaN_6"
+   },
+   "source": [
+    "5.Skewness of every column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 5,
+     "status": "ok",
+     "timestamp": 1716047654536,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "IEVY3XgfaQJy",
+    "outputId": "731bdaf0-527e-4f6d-a368-95c0c60567e8"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Skewness for each column:\n",
+      "Age            0.783063\n",
+      "SystolicBP    -0.251189\n",
+      "DiastolicBP   -0.048441\n",
+      "BS             1.868203\n",
+      "BodyTemp       1.750988\n",
+      "HeartRate     -1.043525\n",
+      "RiskLevel      0.244556\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "skewness = data.skew()\n",
+    "\n",
+    "# Print skewness for each column\n",
+    "print(\"Skewness for each column:\")\n",
+    "print(skewness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "v6rh7M31W43T"
+   },
+   "source": [
+    "6.Detection of outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "executionInfo": {
+     "elapsed": 2,
+     "status": "ok",
+     "timestamp": 1716047722516,
+     "user": {
+      "displayName": "Disha Mukherjee",
+      "userId": "03755156500668301044"
+     },
+     "user_tz": -330
+    },
+    "id": "3k0nApE2WzEr",
+    "outputId": "d58e81f6-f7cb-4f5c-a74d-3a1b9052377d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Columns with outliers:\n",
+      "Age             True\n",
+      "SystolicBP      True\n",
+      "DiastolicBP    False\n",
+      "BS              True\n",
+      "BodyTemp        True\n",
+      "HeartRate       True\n",
+      "RiskLevel      False\n",
+      "dtype: bool\n"
+     ]
+    }
+   ],
+   "source": [
+    "def detect_outliers_iqr(data):\n",
+    "    Q1 = data.quantile(0.25)\n",
+    "    Q3 = data.quantile(0.75)\n",
+    "    IQR = Q3 - Q1\n",
+    "    lower_bound = Q1 - 1.5 * IQR\n",
+    "    upper_bound = Q3 + 1.5 * IQR\n",
+    "    outliers = (data < lower_bound) | (data > upper_bound)\n",
+    "    return outliers\n",
+    "\n",
+    "# Detect outliers for each column\n",
+    "outliers = data.apply(detect_outliers_iqr)\n",
+    "\n",
+    "# Print columns with outliers\n",
+    "print(\"Columns with outliers:\")\n",
+    "print(outliers.any())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of columns with outliers based on your previous statement\n",
+    "columns_with_outliers = ['Age', 'SystolicBP', 'BS', 'BodyTemp', 'HeartRate']\n",
+    "\n",
+    "# Create box plots for each column with outliers\n",
+    "plt.figure(figsize=(15, 10))\n",
+    "for i, column in enumerate(columns_with_outliers, 1):\n",
+    "    plt.subplot(2, 3, i)\n",
+    "    sns.boxplot(y=data[column])\n",
+    "    plt.title(f'Box plot of {column}')\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Feature Importance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Splitting the dataset "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = data.drop('RiskLevel', axis=1)\n",
+    "y = data['RiskLevel']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Feature Importance with Machine Learning(RF)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "       Feature  Importance\n",
+      "3           BS    0.367830\n",
+      "1   SystolicBP    0.181785\n",
+      "0          Age    0.160320\n",
+      "2  DiastolicBP    0.118060\n",
+      "5    HeartRate    0.104043\n",
+      "4     BodyTemp    0.067963\n",
+      "Accuracy: 0.812807881773399\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Train a Random Forest model\n",
+    "model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
+    "model.fit(X_train, y_train)\n",
+    "\n",
+    "# Calculate feature importances\n",
+    "importances = model.feature_importances_\n",
+    "feature_names = X.columns\n",
+    "feature_importances = pd.DataFrame({'Feature': feature_names, 'Importance': importances}).sort_values(by='Importance', ascending=False)\n",
+    "\n",
+    "# Display feature importances\n",
+    "print(feature_importances)\n",
+    "\n",
+    "# Evaluate the model\n",
+    "y_pred = model.predict(X_test)\n",
+    "print(f'Accuracy: {accuracy_score(y_test, y_pred)}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Feature Importance with Statistical Methods(ANOVA)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ANOVA Results:\n",
+      "             F-statistic        p-value\n",
+      "Age            46.114005   6.829838e-20\n",
+      "SystolicBP     95.902952   7.292194e-39\n",
+      "DiastolicBP    84.960133   7.838050e-35\n",
+      "BS            331.158072  2.415626e-111\n",
+      "BodyTemp       16.445847   9.362319e-08\n",
+      "HeartRate      20.452685   1.961107e-09\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import f_oneway\n",
+    "features = ['Age', 'SystolicBP', 'DiastolicBP', 'BS', 'BodyTemp', 'HeartRate']\n",
+    "target = 'RiskLevel'\n",
+    "\n",
+    "# Perform ANOVA for each feature\n",
+    "anova_results = {}\n",
+    "for feature in features:\n",
+    "    groups = [data[data[target] == level][feature] for level in data[target].unique()]\n",
+    "    f_statistic, p_value = f_oneway(*groups)\n",
+    "    anova_results[feature] = {'F-statistic': f_statistic, 'p-value': p_value}\n",
+    "\n",
+    "# Display ANOVA results\n",
+    "anova_df = pd.DataFrame(anova_results).T\n",
+    "print(\"ANOVA Results:\")\n",
+    "print(anova_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "features = ['Age', 'SystolicBP', 'DiastolicBP', 'BS', 'BodyTemp', 'HeartRate']\n",
+    "f_statistics = [46.114, 95.903, 84.960, 331.158, 16.446, 20.453]\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.bar(features, f_statistics, color='skyblue')\n",
+    "plt.title('ANOVA F-statistics for Features')\n",
+    "plt.xlabel('Features')\n",
+    "plt.ylabel('F-statistic')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Combining the Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "             F-statistic        p-value\n",
+      "Age            46.114005   6.829838e-20\n",
+      "SystolicBP     95.902952   7.292194e-39\n",
+      "DiastolicBP    84.960133   7.838050e-35\n",
+      "BS            331.158072  2.415626e-111\n",
+      "BodyTemp       16.445847   9.362319e-08\n",
+      "HeartRate      20.452685   1.961107e-09\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "anova_df = pd.DataFrame(anova_results).T\n",
+    "\n",
+    "# Display ANOVA results\n",
+    "print(anova_df)\n",
+    "\n",
+    "# Plotting\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "anova_melted = anova_df.reset_index().melt(id_vars=\"index\", var_name=\"Model\", value_name=\"Importance_Value\")\n",
+    "sns.barplot(x=\"Importance_Value\", y=\"index\", hue=\"Model\", data=anova_melted, palette=\"viridis\")\n",
+    "plt.title('Feature Importances from ANOVA')\n",
+    "plt.xlabel('F-statistic')\n",
+    "plt.ylabel('Feature')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Combined Feature Importances:\n",
+      "       Feature  Importance  F-statistic        p-value\n",
+      "0           BS       0.397   331.158072  2.415626e-111\n",
+      "2          Age       0.230    46.114005   6.829838e-20\n",
+      "1   SystolicBP       0.227    95.902952   7.292194e-39\n",
+      "3  DiastolicBP       0.146    84.960133   7.838050e-35\n"
+     ]
+    }
+   ],
+   "source": [
+    "combined_importance = feature_importances_rf.merge(anova_df, left_on='Feature', right_index=True)\n",
+    "\n",
+    "# Display combined importances\n",
+    "print(\"\\nCombined Feature Importances:\")\n",
+    "print(combined_importance)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**BS (Blood Sugar):** Highest importance in both the Random Forest model and ANOVA testBlood, with an importance value of 0.397.\n",
+    "and, with an extremely low p-value (p < 0.05) indicating it’s a critical feature.\n",
+    "\n",
+    "**Age:** Age comes next in importance, with a value of 0.230. it is an important factor in determining RiskLevel, although not as significant as Blood Sugar\n",
+    "\n",
+    "**Systolic Blood Pressure (SystolicBP)** Systolic Blood Pressure (SystolicBP) has an importance value close to Age, at 0.227,with a very low p-value (p < 0.05).\n",
+    "\n",
+    "**DiastolicBP:** less important than Blood Sugar, Age, and SystolicBP, DiastolicBP still contributes significantly to predicting RiskLevel.\n",
+    "\n",
+    "**HeartRate:** Lower importance and F-ststistic value and p-value, suggesting it might be less critical.\n",
+    "\n",
+    "**BodyTemp:** Lowest in both importance and F-ststistic value."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Training a Gradient Boosting model, comparing its feature importances with those from the Random Forest model, and validating the results by checking model performance."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Using 'BS', 'SystolicBP', 'Age', 'DiastolicBP' columns "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Train and Evaluate the Gradient Boosting Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Gradient Boosting Accuracy: 0.729\n",
+      "Gradient Boosting Feature Importances:\n",
+      "       Feature  Importance\n",
+      "0           BS       0.530\n",
+      "1   SystolicBP       0.256\n",
+      "2          Age       0.153\n",
+      "3  DiastolicBP       0.062\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier\n",
+    "important_features = ['BS', 'SystolicBP', 'Age', 'DiastolicBP']\n",
+    "X = data[important_features]\n",
+    "y = data['RiskLevel']\n",
+    "\n",
+    "# Split the data into training and testing sets\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+    "\n",
+    "# Train a Gradient Boosting model\n",
+    "gb_model = GradientBoostingClassifier(n_estimators=100, random_state=42)\n",
+    "gb_model.fit(X_train, y_train)\n",
+    "\n",
+    "# Evaluate the model\n",
+    "y_pred = gb_model.predict(X_test)\n",
+    "accuracy = accuracy_score(y_test, y_pred)\n",
+    "print(f'Gradient Boosting Accuracy: {accuracy:.3f}')\n",
+    "\n",
+    "# Calculate feature importances\n",
+    "gb_importances = gb_model.feature_importances_\n",
+    "feature_importances_gb = pd.DataFrame({'Feature': important_features, 'Importance': gb_importances}).sort_values(by='Importance', ascending=False)\n",
+    "feature_importances_gb['Importance'] = feature_importances_gb['Importance'].round(3)\n",
+    "print(\"Gradient Boosting Feature Importances:\")\n",
+    "print(feature_importances_gb)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Train and Evaluate the Random Forest Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest Accuracy: 0.828\n",
+      "Random Forest Feature Importances:\n",
+      "       Feature  Importance\n",
+      "0           BS       0.397\n",
+      "2          Age       0.230\n",
+      "1   SystolicBP       0.227\n",
+      "3  DiastolicBP       0.146\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "\n",
+    "# Train a Random Forest model\n",
+    "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
+    "rf_model.fit(X_train, y_train)\n",
+    "\n",
+    "# Evaluate the model\n",
+    "y_pred_rf = rf_model.predict(X_test)\n",
+    "accuracy_rf = accuracy_score(y_test, y_pred_rf)\n",
+    "print(f'Random Forest Accuracy: {accuracy_rf:.3f}')\n",
+    "\n",
+    "# Calculate feature importances\n",
+    "rf_importances = rf_model.feature_importances_\n",
+    "feature_importances_rf = pd.DataFrame({'Feature': important_features, 'Importance': rf_importances}).sort_values(by='Importance', ascending=False)\n",
+    "feature_importances_rf['Importance'] = feature_importances_rf['Importance'].round(3)\n",
+    "print(\"Random Forest Feature Importances:\")\n",
+    "print(feature_importances_rf)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compare and Validate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Combined Feature Importances:\n",
+      "       Feature  Importance_RF  Importance_GB\n",
+      "0           BS          0.397          0.530\n",
+      "1          Age          0.230          0.153\n",
+      "2   SystolicBP          0.227          0.256\n",
+      "3  DiastolicBP          0.146          0.062\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Combine the feature importances from both models\n",
+    "combined_importances = feature_importances_rf.merge(feature_importances_gb, on='Feature', suffixes=('_RF', '_GB'))\n",
+    "print(\"Combined Feature Importances:\")\n",
+    "print(combined_importances)\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "combined_importances_melted = combined_importances.melt(id_vars=\"Feature\", var_name=\"Model\", value_name=\"Importance\")\n",
+    "sns.barplot(x=\"Importance\", y=\"Feature\", hue=\"Model\", data=combined_importances_melted, palette=\"viridis\")\n",
+    "plt.title('Feature Importances from Random Forest and Gradient Boosting Models')\n",
+    "plt.xlabel('Importance')\n",
+    "plt.ylabel('Feature')\n",
+    "plt.legend(title='Model')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Analysis**\n",
+    "\n",
+    "*BS (Blood Sugar):* This feature has the highest importance in both models, indicating it is likely the most critical feature for predicting the target variable.\n",
+    "\n",
+    "*Age:* Shows moderate importance in both models, but significantly higher in the Random Forest model compared to Gradient Boosting.\n",
+    "\n",
+    "*SystolicBP:* Also consistently important in both models, though slightly more in Gradient Boosting.\n",
+    "\n",
+    "*DiastolicBP:* Less important in Gradient Boosting compared to Random Forest, suggesting that its importance might be context-dependent or less influential."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
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