From 6ed5637e1d5cb7b861fc8fa226add739d32541b6 Mon Sep 17 00:00:00 2001 From: Numeric Columns <162654363+Fredeys@users.noreply.github.com> Date: Sat, 26 Oct 2024 23:36:23 +0200 Subject: [PATCH 1/2] Add files via upload --- .../EDA_sleep_dataset_Frederic.ipynb | 1180 +++++++++++++++++ src/EDA_sleep_dataset_Frederic/sleep_data.csv | 375 ++++++ 2 files changed, 1555 insertions(+) create mode 100644 src/EDA_sleep_dataset_Frederic/EDA_sleep_dataset_Frederic.ipynb create mode 100644 src/EDA_sleep_dataset_Frederic/sleep_data.csv diff --git a/src/EDA_sleep_dataset_Frederic/EDA_sleep_dataset_Frederic.ipynb b/src/EDA_sleep_dataset_Frederic/EDA_sleep_dataset_Frederic.ipynb new file mode 100644 index 0000000..097f199 --- /dev/null +++ b/src/EDA_sleep_dataset_Frederic/EDA_sleep_dataset_Frederic.ipynb @@ -0,0 +1,1180 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "87b2b1b7-537e-4b4d-9a2f-296620b84864", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9ac265fa-7159-425d-b429-118e9aae6d84", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"sleep_data.csv\")\n", + "# df\n", + "# df.describe()\n", + "# df.head()\n", + "# df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 371, + "id": "82d22547-6d06-4c37-b79b-3d54d2c727f5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "df['Diastolic BP'] = df['Blood Pressure'].apply(lambda x: x.split('/')[1])\n", + "df['Systolic BP'] = df['Blood Pressure'].apply(lambda x: x.split('/')[0])\n", + "df['BMI Category'] = df['BMI Category'].str.strip().replace('Normal Weight', 'Normal')\n", + "\n", + "# Fehlende Werte mit einer Kategorie \"Unknown\" füllen\n", + "df['Sleep Disorder'].fillna('No Disorder', inplace=True)\n", + "\n", + "# Überprüfen, ob alle fehlenden Werte ersetzt wurden\n", + "print(df['Sleep Disorder'].isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 316, + "id": "834591f4-6ad3-4946-828a-36a64da77596", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Auswahl der relevanten numerischen Spalten\n", + "numeric_cols = ['Age', 'Sleep Duration', 'Quality of Sleep', 'Physical Activity Level', \n", + " 'Stress Level', 'Systolic BP', 'Diastolic BP', 'Daily Steps', 'Heart Rate']\n", + "\n", + "# Korrelationsmatrix berechnen\n", + "correlation_matrix = df[numeric_cols].corr()\n", + "\n", + "# Heatmap mit annot=True und angepasstem Layout\n", + "plt.figure(figsize=(10, 8))\n", + "heatmap = sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', linewidths=0.5)\n", + "\n", + "# Titel und Anpassungen\n", + "plt.title('Korrelationsmatrix der numerischen Variablen', fontsize=16)\n", + "\n", + "# Sicherstellen, dass die Zahlen in den Zellen nicht abgeschnitten werden\n", + "heatmap.set_xticklabels(heatmap.get_xticklabels(), rotation=45, horizontalalignment='right')\n", + "heatmap.set_yticklabels(heatmap.get_yticklabels(), rotation=0)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 357, + "id": "50cecaea-167c-41d2-8e30-4ad650916229", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Heart Rate 1.000000\n", + "Stress Level 0.670026\n", + "Systolic BP 0.294143\n", + "Diastolic BP 0.271092\n", + "Physical Activity Level 0.136971\n", + "Daily Steps -0.030309\n", + "Age -0.225606\n", + "Sleep Duration -0.516455\n", + "Quality of Sleep -0.659865\n", + "Name: Heart Rate, dtype: float64\n" + ] + } + ], + "source": [ + "# Korrelationen mit der Herzfrequenz extrahieren\n", + "heart_rate_correlation = correlation_matrix['Heart Rate'].sort_values(ascending=False)\n", + "print(heart_rate_correlation)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "01a78cdf-6edc-4dc3-a2e0-6d50c96aa0b1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Sleep Duration und Heart Rate mit Trendlinie\n", + "plt.figure(figsize=(10, 6))\n", + "sns.regplot(x='Sleep Duration', y='Heart Rate', data=df, scatter_kws={'s': 10}, line_kws={\"color\": \"red\"})\n", + "plt.title('Schlafdauer vs. Herzfrequenz')\n", + "plt.xlabel('Schlafdauer (Stunden)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Scatterplot für Quality of Sleep und Heart Rate mit Trendlinie\n", + "plt.figure(figsize=(10, 6))\n", + "sns.regplot(x='Quality of Sleep', y='Heart Rate', data=df, scatter_kws={'s': 10}, line_kws={\"color\": \"red\"})\n", + "plt.title('Schlafqualität vs. Herzfrequenz')\n", + "plt.xlabel('Schlafqualität (Skala)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 318, + "id": "d06e5375-1be6-44e6-a37d-8a5b2d1cde94", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Stress Level und Heart Rate\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Stress Level', y='Heart Rate', data=df)\n", + "plt.title('Stresslevel vs. Herzfrequenz')\n", + "plt.xlabel('Stresslevel (Skala)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 319, + "id": "e6af3ee3-9fcf-4b2d-950b-a4e18e30f166", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Violinplot für Schlafqualität, Stresslevel und Herzfrequenz\n", + "plt.figure(figsize=(12, 6))\n", + "sns.violinplot(x='Quality of Sleep', y='Heart Rate', hue='Stress Level', data=df, palette='coolwarm', dodge=True)\n", + "plt.title('Schlafqualität und Stresslevel vs. Herzfrequenz')\n", + "plt.xlabel('Schlafqualität (Skala)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 320, + "id": "a03342f7-c398-4a34-9004-68cd38fc68b9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für Altersgruppen und Heart Rate\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Age', y='Heart Rate', data=df)\n", + "plt.title('Alter vs. Herzfrequenz')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "id": "cf48359a-11ed-4919-94b8-1e3a3bf5ee3c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.regplot(x='Age', y='Heart Rate', data=df, scatter_kws={'alpha':0.5}, line_kws={\"color\":\"red\"})\n", + "plt.title('Alter vs. Herzfrequenz (mit Trendlinie)')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 322, + "id": "b4ac8571-d979-42b1-a90b-55595432a922", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Daten nach Systolic BP sortieren und Plot erstellen\n", + "df_sorted_systolic = df.sort_values(by='Systolic BP')\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Systolic BP', y='Heart Rate', data=df_sorted_systolic)\n", + "plt.title('Systolischer Blutdruck vs. Herzfrequenz (sortierte Achse)')\n", + "plt.xlabel('Systolischer Blutdruck (mmHg)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Daten nach Diastolic BP sortieren und Plot erstellen\n", + "df_sorted_diastolic = df.sort_values(by='Diastolic BP')\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Diastolic BP', y='Heart Rate', data=df_sorted_diastolic)\n", + "plt.title('Diastolischer Blutdruck vs. Herzfrequenz (sortierte Achse)')\n", + "plt.xlabel('Diastolischer Blutdruck (mmHg)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 323, + "id": "becfd8b5-8c60-4b2d-8edc-582328a99661", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Person ID', 'Gender', 'Age', 'Occupation', 'Sleep Duration',\n", + " 'Quality of Sleep', 'Physical Activity Level', 'Stress Level',\n", + " 'BMI Category', 'Blood Pressure', 'Heart Rate', 'Daily Steps',\n", + " 'Sleep Disorder', 'Diastolic BP', 'Systolic BP'],\n", + " dtype='object')" + ] + }, + "execution_count": 323, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 324, + "id": "1ec30eb0-6c4f-4ca3-9698-234d85120c4c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.11/site-packages/seaborn/matrix.py:260: FutureWarning: Format strings passed to MaskedConstant are ignored, but in future may error or produce different behavior\n", + " annotation = (\"{:\" + self.fmt + \"}\").format(val)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Erstellen einer neuen DataFrame für Schlafdauer und -qualität in Kombination\n", + "plt.figure(figsize=(10, 6))\n", + "sns.heatmap(df.pivot_table(values='Heart Rate', index='Sleep Duration', columns='Quality of Sleep'), annot=True, cmap='coolwarm')\n", + "plt.title('Kombinierte Effekte von Schlafdauer und -qualität auf die Herzfrequenz')\n", + "plt.xlabel('Schlafqualität')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 325, + "id": "2832c5c4-fb1f-4b84-9cad-10d330282dbc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Gender', y='Heart Rate', data=df)\n", + "plt.title('Unterschiede der Herzfrequenz zwischen Geschlechtern')\n", + "plt.xlabel('Geschlecht')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 326, + "id": "d6fbb8a9-7f5b-4fe2-8dc2-9389bd54d720", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hzQAAwH3xSDQAAAAAAExCKAcAAAAAwCQMXwcAAAAAwCT0lAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgErd/TrnNZpPz589LQECAGIZhdjkAAAAAADenqhITEyMhISHi4XHnvnC3D+Xnz5+X4sWLm10GAAAAACCHOXv2rBQrVuyOy7h9KA8ICBCRpMYIDAw0uZrbs1gssmnTJmnZsqV4e3ubXY5boE2di/Z0PtrUuWhP56NNnY82dS7a0/loU+eiPZ0vu7RpdHS0FC9e3J5H78TtQ3nykPXAwECXD+X+/v4SGBjo0htXdkKbOhft6Xy0qXPRns5HmzofbepctKfz0abORXs6X3Zr0/RcQs2N3gAAAAAAMAmhHAAAAAAAkxDKAQAAAAAwCaEcAAAAAACTEMoBAAAAADAJoRwAAAAAAJMQygEAAAAAMAmhHAAAAAAAkxDKAQAAAAAwCaEcAAAAAACTEMoBAAAAADAJoRwAAAAAAJMQygEAAAAAMAmhHG5rxYoVsnDhQlmxYoXZpQAAAABAmgjlcEtRUVESEREhqioRERESFRVldkkAAAAAkAqhHG5p6tSpoqoiIqKqMm3aNJMrAgAAAIDUCOVwO5GRkXL48GGHaYcOHZLIyEiTKgIAAACAtBHK4VZsNpvMmDEjzXkzZswQm82WxRUBAAAAwO0RyuFW9u7dK9HR0WnOi46Olr1792ZxRQAAAABwe4RyuJVatWpJYGBgmvMCAwOlVq1aWVwRAAAAANweoRxuxcPDQ8aMGZPmvLFjx4qHB5s8AAAAANdBQoHbqV69uoSGhjpMq1KlilSrVs2cggAAAADgNgjlcEsTJ04UwzBEJKn3fMKECSZXBAAAAACpEcrhloKCgiQsLEwMw5Bu3bpJUFCQ2SUBAAAAQCpeZhcA3Cu9evWS/PnzS9u2bc0uBQAAAADSRE85AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYxNZRbrVYZP368lC5dWnLlyiVlypSRqVOnis1msy/Tr18/MQzD4V+dOnVMrBoAAAAAAOfwMvPNX331VVm4cKEsX75cQkNDZd++ffLkk09KUFCQPPvss/blWrduLUuXLrX/7OPjY0a5AAAAAAA4lamhfNeuXdKxY0dp166diIiUKlVKVq1aJfv27XNYztfXV4oUKWJGif9JVSUhISHT64iNjZW4uDi5ceOGJCYmZmp9vr6+YhhGptYB13P9+vW7ep3NZpOYmJhMv7/VapWoqCg5c+aMeHll7tAREBAgHh53P1Anb968mXp/AAAAwFWYGsobNGggCxculGPHjkn58uXl4MGDsmPHDpk7d67Dctu2bZNChQpJ3rx5pXHjxvLKK69IoUKF0lxnQkKCQ0iOjo4WERGLxSIWi8Xpv0N8fLx069bNaetbvnx5ptexdu1a8fPzc0I12Vvy3/te/N3N8Pjjj5tdgoiIrFy50uwS5PPPPze7BKdwt23UbLSn89GmzkebOhft6Xy0qXPRns6XXdo0I/UZqqr3sJY7UlUZO3asvPrqq+Lp6SmJiYnyyiuvyJgxY+zLrFmzRvLkySMlS5aUkydPyoQJE8Rqtcr+/fvF19c31TonT54sU6ZMSTV95cqV4u/v7/TfwWKxyKJFi5y+3swYOHCgeHt7m10GnOydd94xuwSXMWTIELNLAAAAAG4rLi5OevToIVFRURIYGHjHZU0N5atXr5YXXnhBXnvtNQkNDZWffvpJRowYIXPmzJG+ffum+ZoLFy5IyZIlZfXq1dKlS5dU89PqKS9evLj8/fff/9kYd8MZw9fj4+Old+/eIiKyZMkSCQgIyNT6GL6exGKxyObNm6VFixZucZIiKirqrl7nrOHriYmJsnv3bqlTp454enpmal2ZHb4eFBSUqfd3Fe62jZqN9nQ+2tT5aFPnoj2djzZ1LtrT+bJLm0ZHR0vBggXTFcpNHb7+wgsvyEsvvWQfllu1alU5ffq0zJgx47ahPDg4WEqWLCnHjx9Pc76vr2+aPeje3t737I+W2RvPpawrICAg06Ecju7l3z4rFSxY8K5fe7vLPTLCYrHIkSNHpHTp0m7Rnq7EXbZRV0F7Oh9t6ny0qXPRns5HmzoX7el8rt6mGanN1EeixcXFpeot8/T0dHgk2q2uXLkiZ8+eleDg4HtdHgAAAAAA95SpPeUdOnSQV155RUqUKCGhoaESGRkpc+bMkf79+4uISGxsrEyePFm6du0qwcHBcurUKRk7dqwULFhQOnfubGbpAAAAAABkmqmhfN68eTJhwgQJDw+Xy5cvS0hIiAwePFgmTpwoIkm95r/88ot88MEHcv36dQkODpamTZvKmjVrGOINAAAAAMj2TA3lAQEBMnfu3FSPQEuWK1cu2bhxY9YWBQAAAABAFjH1mnIAAAAAAHIyQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAQEZEVK1bIwoULZcWKFWaXAuQYhHIAAAAAEhUVJREREaKqEhERIVFRUWaXBOQIhHIAAAAAMnXqVFFVERFRVZk2bZrJFQE5A6EcAAAAyOEiIyPl8OHDDtMOHTokkZGRJlUE5ByEcgAAACAHs9lsMmPGjDTnzZgxQ2w2WxZXBOQshHIAAAAgB9u7d69ER0enOS86Olr27t2bxRUBOQuhHAAAAMjBatWqJYGBgWnOCwwMlFq1amVxRUDOQigHAAAAcjAPDw8ZM2ZMmvPGjh0rHh5EBuBeYg8DAAAAcrjq1atLaGiow7QqVapItWrVzCkIyEEI5QAAAABk4sSJYhiGiCT1nk+YMMHkioCcgVAOAAAAQIKCgiQsLEwMw5Bu3bpJUFCQ2SUBOYKX2QUAAAAAcA29evWS/PnzS9u2bc0uBcgx6CkHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKIfbWrFihSxcuFBWrFhhdikAAAAAkCZCOdxSVFSUREREiKpKRESEREVFmV0SAAAAAKRCKIdbmjp1qqiqiIioqkybNs3kigAAAAAgNUI53E5kZKQcPnzYYdqhQ4ckMjLSpIoAAAAAIG2EcrgVm80mM2bMSHPejBkzxGazZXFFAAAAAHB7hHK4lb1790p0dHSa86Kjo2Xv3r1ZXBEAAAAA3B6hHG6lVq1aEhgYmOa8wMBAqVWrVhZXBAAAAAC3RyiHW/Hw8JAxY8akOW/s2LHi4cEmDwAAAMB1kFDgdqpXry6hoaEO06pUqSLVqlUzpyAAAAAAuA1COdzSxIkTxTAMEUnqPZ8wYYLJFQEAAABAaoRyuKWgoCAJCwsTwzCkW7duEhQUZHZJAAAAAJCKl9kFAPdKr169JH/+/NK2bVuzSwEAAACANNFTDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOACbZs2ePfPjhh7Jnzx6zSwEAAIBJCOUAYIL4+HhZsGCBxMbGyoIFCyQ+Pt7skgAAAGACQjkAmGDNmjVy9epVERG5evWqREREmFwRAAAAzEAoB4Asdv78eYmIiBBVFRERVZWIiAg5f/68yZUBAAAgqxHKASALqaq8/fbbt52eHNQBAACQMxDKASALnT17Vvbv3y+JiYkO0xMTE2X//v1y9uxZkyoDAACAGQjlAJCFihcvLjVq1BAPD8fDr6enp9SsWVOKFy9uUmUAAAAwA6EcALKQYRgydOhQMQwj1fTw8PBU0wEAAODeCOUAkMVCQkIkLCzMHsANw5CwsDAJCQkxuTIAAABkNUI5AJige/fukj9/fhERyZ8/v4SFhZlcEQAAAMxAKAcAE/j5+Ul4eLjkyZNHwsPDxc/Pz+ySAAAAYAJCOQCYpHbt2tK7d2+pXbu22aUAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATOJldgEAAADIPlRVEhISTF+HiIjVahWLxSJRUVHi5ZW5r7W+vr5iGIbp6wCQ8xDKAQAAkG4JCQnSqVMns8twsGjRIrNLEBGR9evXi5+fn9llAMhmGL4OAAAAAIBJ6CkHAADAXcnda5IYXj4Zfp2qilgtmX5/b7HJY7kuyLobwWLJbF+Tl/ddDT1X6035Z8WUzL03gByNUA4AAIC7Ynj5iOHtm/HXiYj4ZH6Yt4fYxNvrb/EwAsSDAaAAsimOXgAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAIE179uyRDz/8UPbs2WN2KQAAuC1TQ7nVapXx48dL6dKlJVeuXFKmTBmZOnWq2Gw2+zKqKpMnT5aQkBDJlSuXNGnSRA4fPmxi1QAAuL/4+HhZsGCBxMbGyoIFCyQ+Pt7skgAAcEumhvJXX31VFi5cKPPnz5cjR47IrFmz5LXXXpN58+bZl5k1a5bMmTNH5s+fL3v37pUiRYpIixYtJCYmxsTKAQBwb2vWrJGrV6+KiMjVq1clIiLC5IoAAHBPXma++a5du6Rjx47Srl07EREpVaqUrFq1Svbt2yciSb3kc+fOlXHjxkmXLl1ERGT58uVSuHBhWblypQwePNi02gEAzqOqkpCQkKnXx8bGSlxcnNy4cUMSExMzVY+vr68YhpGpdWRn58+fl4iICFFVEUlq34iICGnevLmEhISYXB0AAO7F1FDeoEEDWbhwoRw7dkzKly8vBw8elB07dsjcuXNFROTkyZNy8eJFadmypf01vr6+0rhxY9m5c2eaoTwhIcHhi110dLSIiFgsFrFYLPf2F7pLKety5Tqzm+R2pD2dg/Z0Ptr0X/Hx8dKtWzenrGv58uWZXsfatWvFz8/PCdVkP6oq8+bNswfyZDabTebNmydTpkzJ0ScsMssd9nur1Sre3t4iIuItNjHE9h+vuHe8/vfeXibWoGKzt4fVas3Wf1sR99hGXQnt6XzZpU0zUp+poXz06NESFRUlFStWFE9PT0lMTJRXXnlFnnjiCRERuXjxooiIFC5c2OF1hQsXltOnT6e5zhkzZsiUKVNSTd+0aZP4+/s7+TdwjpR/sG+//dZ+YIdzbN682ewS3Art6Xy0qet9sG7cuDHHHouvXbsmkZGRqabbbDaJjIyUlStXSr58+UyozL1k9/1+4MCB//u/86bWkayrV9rfC7OEl4j8rz2++eYb8+pwsuy+jboa2tP5XL1N4+Li0r2sqaF8zZo1smLFClm5cqWEhobKTz/9JCNGjJCQkBDp27evfblbz8ir6m3P0o8ZM0aef/55+8/R0dFSvHhxadmypQQGBt6bXyST4uPjZdGiRSIi8sgjj0hAQIDJFbkHi8UimzdvlhYtWuTYL9fORHs6H236L1WVVq1a3fXr4+PjpXfv3iIismTJkkwfR3Py8HVVld9++00OHjzocONVDw8PqVatmvTo0SPHto0zuMN+n5CQYO9AydNzohjevqbV4iU26ep1Wj62lhSrSbdKUkuCxH40VUREVq1aJb6+5rWHM7jDNupKaE/nyy5tmjxiOz1MDeUvvPCCvPTSS/L444+LiEjVqlXl9OnTMmPGDOnbt68UKVJERJJ6zIODg+2vu3z5cqre82S+vr5pHgy9vb1d9o+W8tpHV64zu6JNnYv2dD7aNImPj89dvzZl+wUEBHByM5OeeeYZGTRokMM0Dw8PGTZsWKb+TvhXdt7vExMT/x0+Kh5iuMATdq3iIRazQrl42NvDy8sr2/5db5Wdt1FXRHs6n6u3aUZqM/UoGhcXJx4ejiV4enraz8yXLl1aihQp4jA04ebNm/Ldd99JvXr1srRWAAByipCQEAkLC7P3iBuGIWFhYdzkDQCAe8DUnvIOHTrIK6+8IiVKlJDQ0FCJjIyUOXPmSP/+/UUk6UvAiBEjZPr06VKuXDkpV66cTJ8+Xfz9/aVHjx5mlg4AgFvr3r27bNq0Sa5cuSL58+eXsLAws0sCAMAtmRrK582bJxMmTJDw8HC5fPmyhISEyODBg2XixIn2ZV588UW5ceOGhIeHy7Vr1+Thhx+WTZs2MTQRAIB7yM/PT8LDw+WNN96Q8PDwHHs3egAA7jVTQ3lAQIDMnTvX/gi0tBiGIZMnT5bJkydnWV0AAECkdu3a0rt3b6ldu7bZpQAA4LbMvzMHAAAAAAA5FKEcAAAAAACTEMoBAAAAADAJoRwAAAAAAJMQygEAAAAAMAmhHAAAAAAAkxDKAQAAAAAwCaEcAAAAAACTEMoBAAAAADAJoRwAAAAAAJMQygEAAAAAMImX2QWYSVUlISHB7DIkPj7e/v8JCQni7e1tYjVJfH19xTAMs8sAAAAAALeWo0N5QkKCdOrUyewyHPTr10+sVqvZZcj69evFz8/P7DIAAAAAwK0xfB0AAAAAAJPk6J7ylOa3fkx8Pc1pDlWVG7ZE+aVYXqlxIUa8xJxh4wmJVhn29TpT3hsAAAAAciJC+f/4enqJn5d5zeFteIu3t7f4eXuLl5pWBgAAAAAgC2U4hSYkJMiePXvk1KlTEhcXJ/fdd59Ur15dSpcufS/qAwAAAADAbaU7lO/cuVPmzZsn69evl5s3b0revHklV65ccvXqVUlISJAyZcrIU089JU8//bQEBATcy5oBAAAAAHAL6brRW8eOHeWxxx6TokWLysaNGyUmJkauXLki586dk7i4ODl+/LiMHz9evvnmGylfvrxs3rz5XtcNAAAAAEC2l66e8pYtW8ratWvFx8cnzfllypSRMmXKSN++feXw4cNy/vx5pxYJAAAAAIA7SlcoHzp0aLpXGBoaKqGhoXddEAAAAAAAOQV3XwcAAMBdUctNc99fVCxqEbXeFDXpkbJmtwGA7C/dobxMmTLpWu6PP/6462IAAACQffzz0RSzS5BFZhcAAJmU7lB+6tQpKVmypPTo0UMKFSp0L2sCAAAAACBHSHcoX716tSxdulTmzJkjbdq0kf79+0vbtm3FwyNdN3AHAACAm8ndc5IY3mnfCDgreItKV69T8rG1lFhMHL7uCiMGAGRf6Q7lYWFhEhYWJn/++acsW7ZMnnvuOXnqqaekT58+MmDAAClXrty9rBMAAAAuxvD2EcPb17z3F5t4e3mLYfiIkb4n/QKAy8nw0ato0aIybtw4OX78uKxatUp+/PFHqVixoly7du1e1AcAAAAAgNu6q7uvx8fHy7p162TJkiXy448/Srdu3cTf39/ZtQEAAAAA4NYy1FP+448/ylNPPSWFCxeWOXPmSJcuXeTPP/+U1atXi6+veUOXACA7WrFihSxcuFBWrFhhdilAmvbs2SMffvih7Nmzx+xSAABwW+kO5aGhodK+fXvJlSuXbN++XQ4cOCDDhg2TfPny3cv6AMAtRUVFSUREhKiqRERESFRUlNklAQ7i4+NlwYIFEhsbKwsWLJD4+HizSwIAwC2lO5QfOXJE4uPj5YMPPpAmTZpI/vz50/wHAPhvU6dOFVUVERFVlWnTpplcEeBozZo1cvXqVRERuXr1qkRERJhcEQAA7ind15QvXbr0XtYBADlGZGSkHD582GHaoUOHJDIyUqpXr25SVcC/zp8/bx/JISL2ER3NmzeXkJAQk6sDAMC9pDuU9+3b917WAQA5gs1mkxkzZqQ5b8aMGbJ69Wrx8OCxPjCPqsrbb7992+kvv/yyGIY5z4MGAMAdZeib39q1a6Vnz54SFhYm77333r2qCQDc1t69eyU6OjrNedHR0bJ3794srghwdPbsWdm/f78kJiY6TE9MTJT9+/fL2bNnTaoMAAD3lO5Q/t5770n37t1l37598ttvv8mQIUNkzJgx97I2AHA7tWrVksDAwDTnBQYGSq1atbK4IsBR8eLFpUaNGqlGbHh6ekrNmjWlePHiJlUGAIB7SnconzdvnowbN05+++03OXjwoCxevFjmz59/L2sDALfj4eFx2xOaY8eOZeg6TGcYhgwdOjTVEHXDMCQ8PJyh6wAAOFm6v/398ccf8uSTT9p/7t27tyQkJMjFixfvSWEA4K6qV68uoaGhDtOqVKki1apVM6cg4BYhISESFhZmD+CGYUhYWBg3eQMA4B5Idyi/ceOG5MmTx/6zp6en+Pr6Slxc3D0pDADc2cSJE+2Bx8PDQyZMmGByRYCj7t272x91mj9/fgkLCzO5IgAA3FO6774uIrJo0SKHYG61WmXZsmVSsGBB+7Thw4c7rzoAcFNBQUESFhYmERER0q1bNwkKCjK7JMCBn5+fhIeHyxtvvCHh4eHi5+dndkkAALildIfyEiVKyPvvv+8wrUiRIvLhhx/afzYMg1AOAOnUq1cvyZ8/v7Rt29bsUoA01a5dW3r37i21a9c2uxQAANxWukP5qVOn7mEZAAAAAADkPNzmFwAAAAAAk2QolMfExMj+/fslNjZWREQOHDggffr0kW7duslHH310TwoEAAAAAMBdpXv4+vfffy/t27eX2NhYyZcvn6xatUoee+wxKVq0qHh6esonn3wicXFxMmjQoHtZLwAAAAAAbiPdPeXjx4+Xbt26yZkzZ2TEiBHSvXt3GTZsmBw5ckQOHTokU6ZMkbfffvte1goAAAAAgFtJdyj/+eef5YUXXpBixYrJ6NGjJTo6Wrp3726f//jjj8vvv/9+T4oEAAAAAMAdpTuUR0dHS/78+UVExMfHR/z9/SUgIMA+PyAgQOLi4pxfIQAAAAAAbirdodwwDDEM47Y/AwAAAACAjEn3jd5UVZo1ayZeXkkviYuLkw4dOoiPj4+IiFit1ntTIQAAAAAAbirdoXzSpEkOP3fs2DHVMl27ds18RQAAAAAA5BB3HcoBAAAAAEDmpPuacgAAAAAA4FzpCuWtW7eWnTt3/udyMTEx8uqrr/K8cgAAAAAA0iFdw9e7desmYWFhEhAQII8++qjUrFlTQkJCxM/PT65duya//vqr7NixQ7766itp3769vPbaa/e6bgAAAAAAsr10hfIBAwZI7969Zd26dbJmzRp5//335fr16yKS9Gi0ypUrS6tWrWT//v1SoUKFe1kvAAAAAABuI903evPx8ZEePXpIjx49REQkKipKbty4IQUKFBBvb+97ViAAAAAAAO4q3aH8VkFBQRIUFOTMWgAAAAAAyFG4+zoAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgkgyH8v79+8vy5ctTTY+Ojpb+/fs7pSgAAAAAAHKCDIfyZcuWSXh4uAwfPlxsNpt9+o0bN9IM6wAAAAAAIG13NXz9yy+/lA0bNkirVq3k2rVrzq4JAAAAAIAc4a5CeeXKlWX37t1isVikVq1acuTIEWfXBQAAAACA28twKDcMQ0REChQoIFu2bJEmTZpInTp15LPPPnN6cQAAAAAAuDOvjL5AVf99sZeXLFq0SCpXrizh4eFOLQwAAAAAAHeX4VC+detWyZ8/v8O0559/Xh544AH54YcfnFYYAAAAAADuLsOhvHHjxmlOb968uTRv3jzTBQEAAAAAkFNkOJQnJibKsmXL5JtvvpHLly87PBZNROTbb791WnEAAAAAALizDIfyZ599VpYtWybt2rWTKlWq2G/8BgAAAAAAMibDoXz16tUSEREhbdu2vRf1AAAAIJtQ6827e52qiNWS6fe3iU0suSxiuxEjtrt70u+/vLzvqrPpbtsAAJJlOJT7+PjI/ffffy9qAQAAQDbyz4opZpcgi8wuAAAyKcOnFEeOHClvvvmmw6PRAAAAAABAxmW4p3zHjh2ydetW2bBhg4SGhoq3t7fD/E8++cRpxQEAAMC1+Pr6yvr16zO1DlWVhISETNditVpl27Zt0qRJE/HyyvDXWge+vr6ZvleSr69vpl4PIGfK8NErb9680rlz53tRCwAAAFycYRji5+eX6fXkypUr0+uwWCzi7e0tQUFBqTqKACC7yHAoX7p06b2oAwAAAACAHOeublNptVply5Yt8u6770pMTIyIiJw/f15iY2OdWhwAAAAAAO4swz3lp0+fltatW8uZM2ckISFBWrRoIQEBATJr1iyJj4+XhQsX3os6AQAAAABwOxnuKX/22WelZs2acu3aNYdrgTp37izffPONU4sDAAAAAMCd3dXd13/44Qfx8fFxmF6yZEn5888/nVYYAAAAAADuLsM95TabTRITE1NNP3funAQEBDilKAAAAAAAcoIMh/IWLVrI3Llz7T8bhiGxsbEyadIkadu2rTNrAwAAAADArWV4+Pobb7whTZs2lcqVK0t8fLz06NFDjh8/LgULFpRVq1bdixoBAAAAAHBLGQ7lISEh8tNPP8mqVavkwIEDYrPZZMCAAdKzZ0+HG78BAAAAAIA7y3AoFxHJlSuX9O/fX/r37+/segAAAAAAyDEyHMo/+OCDO87v06fPXRcDAAAAAEBOkuFQ/uyzzzr8bLFYJC4uTnx8fMTf359QDgAAAABAOmX47uvXrl1z+BcbGyu//fabNGjQgBu9AQAAANnYnj175MMPP5Q9e/aYXQqQY2Q4lKelXLlyMnPmzFS96P+lVKlSYhhGqn9Dhw4VEZF+/fqlmlenTh1nlAwAAAAghfj4eFmwYIHExsbKggULJD4+3uySgBzBKaFcRMTT01POnz+fodfs3btXLly4YP+3efNmERHp1q2bfZnWrVs7LPPVV185q2QAAAAA/7NmzRq5evWqiIhcvXpVIiIiTK4IyBkyfE35Z5995vCzqsqFCxdk/vz5Ur9+/Qyt67777nP4eebMmVK2bFlp3LixfZqvr68UKVIko2UiG1NVSUhIyPQ6YmNjJS4uTm7cuCGJiYmZWp+vr68YhpGpdQDuKnmfNbNHJeV7R0VFZXqfzyw/Pz+OGwCylfPnz0tERISoqogkHdsjIiKkefPmEhISYnJ1cBXXr1+/69fabDaJiYnJdA1Wq1WioqLkzJkz4uV1Vw8TswsICBAPj7vvp86bN2+m3j9Zhn+LTp06OfxsGIbcd9998sgjj8jrr79+14XcvHlTVqxYIc8//7zDl5ht27ZJoUKFJG/evNK4cWN55ZVXpFChQrddT0JCgkOgi46OFpGkG9JZLBaHZa1Wq3h7e4uISKIhYjXxu1Oi4fhfs2pIbg+r1ZqqvbJKfHy8w2iJzFq+fHmm17F27Vrx8/NzQjXZV/L2YNZ24Y7cpU0TEhLkiSeecJnfY+DAgWaXIN7e3rJq1Srx9fU1u5RMcZdt1JXQps5FezqHqsq8efPsgTyZzWaTefPmyZQpUzjJeJfcbRt9/PHHzS7BbuXKlWaXIJ9//vlt52Xkb27orXufSSIiIqRHjx5y5swZ+9m4NWvWSJ48eaRkyZJy8uRJmTBhglitVtm/f/9tv+hMnjxZpkyZkmr6ypUrxd/f/57+DnAOi8UiixYtMrsMBwMHDrSfsACQtnfeecfsElzGkCFDzC4BANLt2rVrsnr16tvOf/zxxyVfvnxZWBFcFZ/1ju70eR8XFyc9evSQqKgoCQwMvON6XCaUt2rVSnx8fO54tuHChQtSsmRJWb16tXTp0iXNZdLqKS9evLj8/fffqRojuXdHRGReq67im8nhD5mRaIjsLxIgNS7GiKdJf5EEq1We2fixiIipPTzOGL4eHx8vvXv3FhGRJUuWSEBAQKbWxzDUpJMlmzdvlhYtWnCCwkncpU2Tj6WqKhJWVMQ76/cVVRVvq4d0924ka3S7WA1bltcgIiIWFYn4UwzDcJuecnfYRl0JbepctKdzqKpMmjRJDh48KDbbv8dPDw8PqVatmkyePDnHfw+6W+62jUZFRd31a501fD0xMVF2794tderUEU9Pz0ytK7PD14OCgm47Lzo6WgoWLJiuUJ7hFPr888+ne9k5c+aka7nTp0/Lli1b5JNPPrnjcsHBwVKyZEk5fvz4bZfx9fVN80uQt7d3qh0hMTHRPqzAU0W8XOD0hJl1WPXfYRZeXl6mHjh8fHwy9fqUtQcEBGQ6lONfae1LyJzs3qYpj6Xir2KYEMpFDLGJp/iLv9jEQxLFnFCuFhWxWkXE/OOoM2X3bdQV0abORXtm3jPPPCODBg1ymObh4SHDhg3L9PcyuM82WrBgwUy9/k6XIaeXxWKRI0eOSOnSpV26TTNSW4ZDeWRkpBw4cECsVqtUqFBBRESOHTsmnp6e8tBDD9mXy8jZtKVLl0qhQoWkXbt2d1zuypUrcvbsWQkODs5o2QAAAABuIyQkRMLCwmT16tWiqmIYhoSFhXGTNyALZDiUd+jQQQICAmT58uX2a0uuXbsmTz75pDRs2FBGjhyZofXZbDZZunSp9O3b1+HuebGxsTJ58mTp2rWrBAcHy6lTp2Ts2LFSsGBB6dy5c0bLBgAAAHAH3bt3l02bNsmVK1ckf/78EhYWZnZJQI6Q4QH0r7/+usyYMcPhZg/58uWTl19++a7uvr5lyxY5c+aM9O/f32G6p6en/PLLL9KxY0cpX7689O3bV8qXLy+7du1iKDIAAADgZH5+fhIeHi558uSR8PDwHP/kGSCrZLinPDo6Wi5duiShoaEO0y9fvnxXF+63bNky1eMXRERy5colGzduzPD6AAAAANyd2rVrS+/evaV27dpmlwLkGBnuKe/cubM8+eSTsm7dOjl37pycO3dO1q1bJwMGDLjtHdEBAAAAAEBqGe4pX7hwoYwaNUp69erlcKfuAQMGyGuvveb0AgEAAAAAcFcZDuX+/v6yYMECee211+T3338XVZX7779fcufOfS/qAwAAAADAbd31k9IvXLggFy5ckPLly0vu3LnTvC4cAAAAAADcXoZD+ZUrV6RZs2ZSvnx5adu2rVy4cEFERAYOHJjhx6EBAAAAAJCTZTiUP/fcc+Lt7S1nzpwRf39/+/Tu3bvL119/7dTiAAAAAABwZxm+pnzTpk2yceNGKVasmMP0cuXKyenTp51WGAAAAAAA7i7DPeX//POPQw95sr///lt8fX2dUhQAAAAAADlBhkN5o0aN5IMPPrD/bBiG2Gw2ee2116Rp06ZOLQ4A3NmKFStk4cKFsmLFCrNLAQAAgEkyPHz9tddekyZNmsi+ffvk5s2b8uKLL8rhw4fl6tWr8sMPP9yLGgHA7URFRUlERISoqkREREiXLl0kKCjI7LIAAACQxTLcU165cmX5+eefpXbt2tKiRQv5559/pEuXLhIZGSlly5a9FzUCgNuZOnWq/VGSqirTpk0zuSIAAACYIUM95RaLRVq2bCnvvvuuTJky5V7VBABuLTIyUg4fPuww7dChQxIZGSnVq1c3qSoAAACYIUM95d7e3nLo0CExDONe1QMAbs1ms8mMGTPSnDdjxgyx2WxZXBEAAADMlOHh63369JHFixffi1oAwO3t3btXoqOj05wXHR0te/fuzeKKAAAAYKYM3+jt5s2bsmjRItm8ebPUrFlTcufO7TB/zpw5TisOANxNrVq1JDAwMM1gHhgYKLVq1TKhKgAAAJglw6H80KFD8tBDD4mIyLFjxxzmMawdAO7Mw8NDxowZI2PGjEk1b+zYseLhkeEBTAAAAMjG0hXKf/75Z6lSpYp4eHjI1q1b73VNAODWqlevLqGhoQ43e6tSpYpUq1bNvKIAAABginR1yVSvXl3+/vtvEREpU6aMXLly5Z4WBQDubuLEifbRRR4eHjJhwgSTKwIAAIAZ0hXK8+bNKydPnhQRkVOnTnF3YADIpKCgIAkLCxPDMKRbt24SFBRkdkkAAAAwQbqGr3ft2lUaN24swcHBYhiG1KxZUzw9PdNc9o8//nBqgQDgrnr16iX58+eXtm3bml0KAAAATJKuUP7ee+9Jly5d5MSJEzJ8+HAZNGiQBAQE3OvaAAAAAABwa+m++3rr1q1FRGT//v3y7LPPul0oT7BaTX3/REPEYrFIgtUqVjWnBrPbAAAAAABymgw/Eq1p06Zy9uxZqVy5ssP0+Ph4iYiIkD59+jituKw0bOM6s0sQEZFFZhcAAAAAAMgyGX4gbr9+/eThhx+Wjz/+2GF6VFSUPPnkk04rDAAAAAAAd5fhnnIRkSlTpkjv3r3ll19+kcmTJzu5JHPMb/WY+HrdVXM4RaIhsq9IHql5MVY8TRy+7iojBgAAAAAgJ7irFNqrVy+pV6+edO7cWQ4dOiQffvihs+vKcr5eXuJnYii3GiLe3t7i6+UlXiaFcgAAAABA1srw8HXDMEREpE6dOvLjjz/KiRMnpF69enLq1Cln1wYAAAAAgFvLcChX/bcbt0SJErJz504pVaqUtGjRwqmFAQAAAADg7jIcyidNmiR58uSx/+zv7y+ffvqpPPfcc9KoUSOnFgcAAOBOVqxYIQsXLpQVK1aYXQoAwEVkKJRbLBY5deqUXLx4MdW8KVOmyNatW51WGAAAgDuJioqSiIgIUVWJiIiQqKgos0sCALiADIVyb29v+fTTT+9VLQAAAG5r6tSp9ssAVVWmTZtmckUAAFeQ4eHrnTt3lvXr19+DUgAAANxTZGSkHD582GHaoUOHJDIy0qSKAACuIsPPALv//vtl2rRpsnPnTqlRo4bkzp3bYf7w4cOdVhwAAEB2Z7PZZMaMGWnOmzFjhqxevVo8PDLcTwIAcBMZDuWLFi2SvHnzyv79+2X//v0O8wzDIJQDAACksHfvXomOjk5zXnR0tOzdu1cefvjhLK4KAOAqMhzKT548eS/qAAAAcEu1atWSwMDANIN5YGCg1KpVy4SqAACu4q7HSt28eVN+++03sVqtzqwHAADArXh4eMiYMWPSnDd27FiGrgNADpfhT4G4uDgZMGCA+Pv7S2hoqJw5c0ZEkq4lnzlzptMLBAAAyO6qV68uoaGhDtOqVKki1apVM6cgAIDLyHAoHzNmjBw8eFC2bdsmfn5+9unNmzeXNWvWOLU4AAAAdzFx4kQxDENEknrPJ0yYYHJFAABXkOFQvn79epk/f740aNDA/sEiIlK5cmX5/fffnVocAACAuwgKCpKwsDAxDEO6desmQUFBZpcEAHABGb7R219//SWFChVKNf2ff/5xCOkAAABw1KtXL8mfP7+0bdvW7FIAAC4iwz3ltWrVki+//NL+c3IQf//996Vu3brOqwwAAAAAADeX4Z7yGTNmSOvWreXXX38Vq9Uqb775phw+fFh27dol33333b2oEQAAAAAAt5ThnvJ69erJDz/8IHFxcVK2bFnZtGmTFC5cWHbt2iU1atS4FzUCAAAAAOCWMtxTLiJStWpVWb58ubNrAQAAAAAgR0l3KI+Ojk7XcoGBgXddDAAAAAAAOUm6Q3nevHnveHd1VRXDMCQxMdEphQEAAAAA4O7SHcq3bt1q/39VlbZt28qiRYukaNGi96QwAAAAAADcXbpDeePGjR1+9vT0lDp16kiZMmWcXhQAAAAAADnBXd3oDQAAABnXr18/uXLlikRERMhHH31kdjkAABeQ4UeiAQAAION+/fVXuXLlioiIXLlyRX799VeTKwIAuIJMhfI73fgNAAAA/xo5cuQdfwYA5EzpHr7epUsXh5/j4+Pl6aeflty5cztM/+STT5xTGbIlVZWEhASzy5D4+Hj7/yckJIi3t7eJ1STx9fXlRBaALOGMY7GqSmxsrMTFxcmNGzcy/XSVnH4MnDt3rqiqwzRVlblz58qIESPMKQpuhf0+tevXr9/1a202m8TExGS6BqvVKlFRUXLmzBnx8srclcMBAQHi4XH3fap58+bN1Pvj3kn3lhEUFOTwc69evZxeDLK/hIQE6dSpk9llOOjXr59YrVazy5D169eLn5+f2WUAyAGcfSxevnx5pteRk4+BN2/elK+//jrNeV9//bWEh4eLj49PFlcFd8N+n9rjjz9u2nvfauXKlWaXcNvjEMyX7lC+dOnSe1kHAACAW5o9e/Z/zh87dmwWVQMAcDXcfR33zMzmPuLjac57q6rE27zlZKkeUv7sSvEy6Z6GNxNFXtpy05T3BpBz+fr6yvr16zO1jvj4eHsv04cffigBAQGZrimnGjVqlHz//fd3nA9kFvt9aqtXr77r1zpz+PoPP/wg9evXN334OlwXoRz3jI+niK+XWdcRGeJteIi3t7f4eXuIp5pVh/73IgDgZIZhOHXIqJ+fX44deu4MPj4+0rp16zSHjrZt25ah63AK9vvUMnsNdf78+TNdg8VikUOHDkmJEiVc4h5HcE2cagEAALjHRowYkeqGV4ZhyPDhw02qCADgKgjlAAAAWeD111+/488AgJyJUA4AAJAFKleuLAUKFBARkQIFCkjlypVNrggA4Aq4phwAACCLLFu2TL766itp27at2aUAAFwEPeUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYxNRQXqpUKTEMI9W/oUOHioiIqsrkyZMlJCREcuXKJU2aNJHDhw+bWTIAAAAAAE5jaijfu3evXLhwwf5v8+bNIiLSrVs3ERGZNWuWzJkzR+bPny979+6VIkWKSIsWLSQmJsbMsgEAAAAAcAovM9/8vvvuc/h55syZUrZsWWncuLGoqsydO1fGjRsnXbp0ERGR5cuXS+HChWXlypUyePBgp9aSkGi9q9epqtxMTMz0+ycaIhaLn0THx4unZm5dPp6eYhhGhl93t21wO7E3VRKsGf9lVFUstsy/v83wkLi4OLnyT6J4aOb+Rt4ecldt6ozfA65HVSUhISHT64iNjZW4uDi5ceOGJGbyOOLr63tX2yhcjzO2L2eIj4+3/39CQoJ4e3ubWE0StnO4K/b7tLHPI6cwNZSndPPmTVmxYoU8//zzYhiG/PHHH3Lx4kVp2bKlfRlfX19p3Lix7Ny587ahPCEhweGgFh0dLSIiFotFLBaLw7JWq9V+sHnum/+7q7pVVaxW54bZzPLy8rrrA1hye1it1lTtlR7JbWqxWGTi1oy/3rmsIrLc5BqSeHt733Wbuork2rPz7+As8fHx9hE9zrB8eea307Vr14qfn58Tqsm4lMdSES8xTBqE5S2eDv81g4pNJJPH0YSEBHniiSecXVqGqf57UnXQoEEu8Vm3atUq8fX1NbuMTOFY6lzu0p7s92ljn0daskubZqQ+Q1PufSaKiIiQHj16yJkzZyQkJER27twp9evXlz///FNCQkLsyz311FNy+vRp2bhxY5rrmTx5skyZMiXV9JUrV4q/v7/T67ZYLLJo0SKnrzczBg4caPqZzXfeecfU93c1Q4YMMbsEOBH7PXKClNs52xeQM7DfA84TFxcnPXr0kKioKAkMDLzjsi4Tylu1aiU+Pj7y+eefi4jYQ/n58+clODjYvtygQYPk7Nmz8vXXX6e5nrR6yosXLy5///13qsZQVbl582am6nbWcCOr1So7duyQBg0aiJdX5gYwOGOoj4+Pz12tI7lNUw5/upt1OKNNExMTZefOnVKvXj3x9Mxcz1lm29TPz++u29RVWCwW2bx5s7Ro0SLHf0g7YxuNj4+X3r17i4jIkiVLJCAgIFPrM3OIn0MPT9/iYnib11PeRx6RD+RbsUjmLyu6G2qxiSw/KyJ338OTsj09urcU8TKn519VxdtqkydyBcsqy2WxmnX4siaKbc0mEXGfXjOOpc7jLu2Zcr9/rPvr4uVlznaeNAL0huTJdVjiLdXFMLJ+UK3VmiDr1owUEfZ5pC27tGl0dLQULFgwXaHcJYavnz59WrZs2SKffPKJfVqRIkVEROTixYsOofzy5ctSuHDh267L19c3zZ3X29s7zT+aj49PZkoXEcn0l2mRpI3L29tbChQo4NIbV3r4+PhInjx5zC5DLBaL+Pv7S0hISLZvU1dyu30pp8nssSNlGwYEBDjlOGKWxMTEFEO0rKYNX09mkUSxiDlDLlVsIv9rCy8vr7vaV1K2p4eXhxje5g3H9/AxxNvLWxINL7GKOefwVVRsmWxTV8Sx1Lmye3um3O+9vPzF29ucy5FERHx8/MTby1tsRm4xJyp4pmgL9nncnqu3aUZqc4nnlC9dulQKFSok7dq1s08rXbq0FClSxH5HdpGk686/++47qVevnhllAgAAAADgVKb3lNtsNlm6dKn07dvXYdi2YRgyYsQImT59upQrV07KlSsn06dPF39/f+nRo4eJFQMAAAAA4Bymh/ItW7bImTNnpH///qnmvfjii3Ljxg0JDw+Xa9euycMPPyybNm3K1sM8AQAAAABIZnoob9mypdzuXnOGYcjkyZNl8uTJWVsUAAAAAABZwCWuKQcAAAAAICcilAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACYhlAMAAAAAYBJCOQAAAAAAJiGUAwAAAABgEkI5AAAAAAAmIZQDAAAAAGASQjkAAAAAACbxMrsAAMhKqioJCQlmlyHx8fH2/09ISBBvb28Tq0ni6+srhmFkbiUWFRVbxl+nKmLVTL21TUQs3haxWayiYs3UusTLELmbtrBk7nfAvXX9+vW7fq3NZpOYmJhM12C1WiUqKkrOnDkjXl53/zUsICBAPDzuvm8lb968d/1a3Fvx8dFisdzF55SqWBNvOqGCRMntFyf/xP8lIp6ZWpOXp0+Gj6WJieZ/RgNZjVAOIEdJSEiQTp06mV2Gg379+onVmskQ6QTr168XPz+/zK1k+VnnFHMXrCKySBaZ9v5wfY8//rjZJditXLnS1Pf/+uuvTX1/3N7a1c+bXQKALMbwdQAAAAAATEJPOYAcq0k3FU+TjoKqIpLoJWWCnpRTsUtFDXOGPSdaRbatzdyQdV9fX1m/fn2m1uGMywqsVqts27ZNmjRpkqlhwSLOGcrv6+ubqdfD+VavXn3Xr3Xm8PUffvhB6tevb+rwdbiW5ONoykubMspZl2dZrVbZvn27NGzY0NRjqZ+fH8dR5BiEcgA5lqeXiJeJl3IbYoi3t7d4+RiSna9ENgwj88PeRSRXrlyZer3FYhFvb28JCgpyiWv04Xoyex11/vz5M12DxWKRQ4cOSYkSJdhOYZd8HHXGsTSzLBaL+Pv7S+HChdlGgSzCKVYAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAIAssmLFClm4cKGsWLHC7FIAAC6CUA4AAJAFoqKiJCIiQlRVIiIiJCoqyuySAAAugFAOAACQBaZOnSqqKiIiqirTpk0zuSIAgCsglAMAANxjkZGRcvjwYYdphw4dksjISJMqAgC4CkI5AADAPWSz2WTGjBlpzpsxY4bYbLYsrggA4EoI5QAAAPfQ3r17JTo6Os150dHRsnfv3iyuCADgSgjlAAAA91CtWrUkMDAwzXmBgYFSq1atLK4IAOBKCOUAAAD3kIeHh4wZMybNeWPHjhUPD76OAUBOxqcAAADAPVa9enUJDQ11mFalShWpVq2aOQUBAFwGoRwAACALTJw4UQzDEJGk3vMJEyaYXBEAwBUQygEAALJAUFCQhIWFiWEY0q1bNwkKCjK7JACAC/AyuwAAAICcolevXpI/f35p27at2aUAAFwEPeUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlAAAAAACYhFAOAAAAAIBJCOUAAAAAAJiEUA4AAAAAgEkI5QAAAAAAmIRQDgAAAACASQjlcFsrVqyQhQsXyooVK8wuBQAAAADSZHoo//PPP6VXr15SoEAB8ff3l2rVqsn+/fvt8/v16yeGYTj8q1OnjokVIzuIioqSiIgIUVWJiIiQqKgos0sCAAAAgFRMDeXXrl2T+vXri7e3t2zYsEF+/fVXef311yVv3rwOy7Vu3VouXLhg//fVV1+ZUzCyjalTp4qqioiIqsq0adNMrggAAAAAUvMy881fffVVKV68uCxdutQ+rVSpUqmW8/X1lSJFimRhZcjOIiMj5fDhww7TDh06JJGRkVK9enWTqoIruhkvkmjN+OtURWyJmX9/D7FJnBEnN2JsYsvsujxFDCPjr7ub3x9ZR+MTRC0Z/yOpqkhi5jdSDzEkzi9AEuNjJVE0cyvz9BTjrjZSJ+xsAAC4MFND+WeffSatWrWSbt26yXfffSdFixaV8PBwGTRokMNy27Ztk0KFCknevHmlcePG8sorr0ihQoXSXGdCQoIkJCTYf46OjhYREYvFIhaL5d79MpmUXJsr15gd2Gw2mT59eprzpk+fLitWrBAPD9Ov2siW3GUbtVqt4u3tLRaLRbZ/ehcBwals8p0s/9//m1uLt7e3WK3WbP33dcdtVFdvMrUWi4h9C3WGzMR6d9hGRdxnO3UVtKfz0abORXs6X3Zp04zUZ2jyGF8T+Pn5iYjI888/L926dZM9e/bIiBEj5N1335U+ffqIiMiaNWskT548UrJkSTl58qRMmDBBrFar7N+/X3x9fVOtc/LkyTJlypRU01euXCn+/v739heC6U6dOiUbNmy47fw2bdqkORoDOc8777xjdgkuZciQIWaXgFuwjTpiGwUAZCdxcXHSo0cPiYqKksDAwDsua2oo9/HxkZo1a8rOnTvt04YPHy579+6VXbt2pfmaCxcuSMmSJWX16tXSpUuXVPPT6ikvXry4/P333//ZGGayWCyyefNmadGihXh7e5tdTrZls9mkV69eEhMTk2peYGCgfPjhh/SU3yV32UZVVW7evCnx8fGZWkfK48zdSkxMlJ07d0q9evXE09MzU+vy9fW9u6HB/+Pn5yc+Pj6ZWofZ2EYd18E26prcZTt1FbSn89GmzkV7Ol92adPo6GgpWLBgukK5qcPXg4ODpXLlyg7TKlWqJB9//PEdX1OyZEk5fvx4mvN9fX3T7EH39vZ26T9asuxSpysbO3asjBkzJs3paW0byBh32EZ9fHwkT548ZpchFotF/P39JSQkJNu3qSthG3UettF7xx22U1dCezofbepctKfzuXqbZqQ2U7sM69evL7/99pvDtGPHjknJkiVv+5orV67I2bNnJTg4+F6Xh2yqevXqEhoa6jCtSpUqUq1aNXMKAgAAAIDbMDWUP/fcc7J7926ZPn26nDhxQlauXCnvvfeeDB06VEREYmNjZdSoUbJr1y45deqUbNu2TTp06CAFCxaUzp07m1k6XNzEiRPtQxw9PDxkwoQJJlcEAAAAAKmZGspr1aoln376qaxatUqqVKki06ZNk7lz50rPnj1FRMTT01N++eUX6dixo5QvX1769u0r5cuXl127dklAQICZpcPFBQUFSVhYmBiGId26dZOgoCCzSwIAAACAVEy9plxEpH379tK+ffs05+XKlUs2btyYxRXBXfTq1Uvy588vbdu2NbsUAAAAAEgTt6EGAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkhHIAAAAAAExCKAcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQigHAAAAAMAkXmYXcK+pqoiIREdHm1zJnVksFomLi5Po6Gjx9vY2uxy3QJs6F+3pfLSpc9GezkebOh9t6ly0p/PRps5FezpfdmnT5PyZnEfvxO1DeUxMjIiIFC9e3ORKAAAAAAA5SUxMjAQFBd1xGUPTE92zMZvNJufPn5eAgAAxDMPscm4rOjpaihcvLmfPnpXAwECzy3ELtKlz0Z7OR5s6F+3pfLSp89GmzkV7Oh9t6ly0p/NllzZVVYmJiZGQkBDx8LjzVeNu31Pu4eEhxYoVM7uMdAsMDHTpjSs7ok2di/Z0PtrUuWhP56NNnY82dS7a0/loU+eiPZ0vO7Tpf/WQJ+NGbwAAAAAAmIRQDgAAAACASQjlLsLX11cmTZokvr6+ZpfiNmhT56I9nY82dS7a0/loU+ejTZ2L9nQ+2tS5aE/nc8c2dfsbvQEAAAAA4KroKQcAAAAAwCSEcgAAAAAATEIoBwAAAADAJIRyAAAAAABMQihHuthsNrNLAPA/t96fMzEx0aRKAAAAkFmEcqSLh0fSpvLWW2/Jpk2bTK4GSD93PqG0adMmiY+PF09PT7NLAWCyW0/W8XCd9OPEZua48+cs3JMrbrOEctxRyo323XfflVdffVXy58/vlh/2yb/TjRs3TK4EzmKz2ewnlM6ePSuHDh2SmzdvZvsvYIZhyPbt26V169aybt06s8sB7sgVv/y4I8MwRETkzz//dPgZqSVvkzExMSIi4unpKfv27ZOEhAQzy8q2kj9nP/74Y/v2B7gqVbVvs+fOnTO5mn8RynFHyRvtTz/9JIcOHZJZs2ZJzZo13fLD3jAMWb9+vTz//PMSHR1tdjnIpJQH3QkTJkjHjh2lYcOG0q5dO5k4caLExsaaXOHdO378uBw9elTmzJkjvXr1MrucbCP5xBshMWsl74ezZs2S7777zuRq3M+JEydk7NixIiKybt066dmzp5w5c8bkqlybh4eHnDt3Tvr27SsbN26Ujz/+WGrXri0HDhwwu7RsJeWxdNq0adK7d2+JjY3lGJuFaOuMUVV7hhkyZIi0b99erl27ZnJVSQjl+E/btm2T+vXry4cffuiWPeTJfv31V3n++efl4YcfFn9/f7PLQSYlH3Rnzpwp7777rsyYMUP+/PNP8fX1lQ8++EB+++03kyu8O7///rt07dpVxowZI7ly5RIRhl6mR/IH8ebNm2XkyJHSokULmTdvnkRGRppdmttK+WVxyZIlMmfOHPH29jaxIvdjs9lk+/btMmvWLOnUqZOEhYXJgAEDpESJEmaX5vLi4uLk2rVr8tJLL0nPnj1l+fLlUrduXUJOBiSfcPv999/Fx8dH1q1bJxUqVLBPx72VsvNh5cqVMnfuXFm8eLHJVbm25O+Gf//9t1y6dEneeustyZcvn8lVJWGvQSq3Bu8mTZrI2LFjJSEhQb755hu3HJr0008/yYYNG6RVq1bSt29ftxwJkNPYbDa5fv26bNmyRd544w1p1aqV7Ny5U7Zt2yaTJk2SGjVqyM2bN8VqtZpdaob4+flJ+/btxdPTU3bt2iUiSUMv+SJ5Z8kjYTp16iS+vr7ywAMPyKeffiq9evVyy2OaK0j+srhr1y7Zt2+fzJo1S+rVq2dyVe7Fw8ND+vbtK/3795fPPvtMWrVqJb179xYRTtbdiapK+fLlZcCAAfLLL79ImTJlpECBAiKS1KYcT9Nv48aNUq5cOXnttdc46ZaFUvb4jhkzRgYPHixr166VwYMHS7du3eT8+fMmV+i6FixYII0aNZLY2FipUqWK2eXYEcrhwGaz2Xdyi8Viv75q3LhxMnr0aNm0aZOsWLFCLl++bGaZTmW1WiU8PFxeeOEFOXz4sBiGIZ6enm49KsBdpfwi5eHhIT4+PhIVFSUNGzaUL7/8Ujp37iyzZ8+WgQMHSkJCgqxatUp+/vlnEyv+bym3Q5vNJkWLFpXnnntOwsPDZdOmTTJhwgQR4Yvkf7lw4YJMnz5dXnvtNZk5c6aMGzdOfvrpJ2ndurUULVrU7PLc1tatW6V3796ydu1a8fX1FRFuQHYvFClSRHr16iX79++XESNGiEjSybpbTzrS9v+GmcTERClVqpQsXLhQypQpI2+88YasXbtWRDieZkSNGjXkxRdflOvXr8vvv/8uIgypzgrJ39XPnTsne/bske3bt8vmzZvlwIED8t1338mgQYM44ZwGq9UqefLkERGRo0ePSlBQkH266RT4n8TERPv/v/XWW9qlSxdt06aNDh061D59woQJWrx4cX311Vf10qVLZpR5T1y9elXbtm2rwcHBumrVKrVYLKqqarPZTK4Md+Prr7/WuLg4vXHjhoaGhmrz5s01b968+u6779qXOXnypDZr1kwjIiJMrPTOkre/rVu36tSpUzUsLEy/+OIL/euvvzQ2NlYnT56slSpV0okTJ9pfk3I/xr9Onz6t5cuX1wsXLujJkye1WLFiOmjQIPv8TZs2udUxzSxpHTMnTZqkBQsW1M6dO+uFCxduuxzSL632i42N1XfeeUcLFCigzz77rMO8X3/9NYsqc23J7bZx40YNDw/Xq1evqqrqkSNHtFWrVtqsWTNdt26dffkvvvhC4+PjTanVFd3u8yUuLk6HDh2qXl5e+vnnn6sq+3hWePXVV7Vx48bauXNnvX79un36kSNH9L777tN27drpuXPnTKzQfGlts7Gxsbp27VotUKCAPvroo/bpVqs1K0tLhVCOVEaPHq1FihTR6dOn6wcffKCGYWjnzp3tG+uECRO0VKlSOn78ePsHWnaS/EHxzz//qM1m07i4OFVVvXLlijZo0EDr1q2rX3zxhX1H5oMl+7DZbHrixAk1DMMetjds2KBFihTRFi1aqKqqxWLR6Ohobdu2rTZp0sT0g/B/+fjjjzUoKEj79Omj/fr10+DgYO3Zs6fGxMTohQsXdMqUKVqlShUdOXKk2aW6lFv320OHDulDDz2kW7du1VKlSunAgQPtf/sjR47oU089pbt27TKjVLeR8suPzWbTf/75x/7z1KlTtUqVKjpu3Dj7yQ+OrXcnud22bNmiL730kj7zzDP6xx9/qKpqTEyMLly4UAsWLKjDhw9XVdWJEydqs2bNHL6052Tr1q3TvHnz6siRI/XHH3+0Tz98+LC2atVKmzdvrrNnz9ZJkyapYRh65swZE6t1HSn37/fff1+fe+457dOnj3700UcaHx+vNptNw8PD1dvbW7/88ktVZR+/17766ivNmzevFitWTM+ePauq//6djh49qsHBwfrwww/r5cuXzSzTNCm32e+++04jIiJ069at+tdff6mq6tq1a7VYsWLarVs3+3LJnXJmIJTDwcGDB7VSpUq6detWVU0KNLlz59aFCxc6LDds2DDt3LlztjvgJtf75Zdf6mOPPaZ16tTRQYMG6YYNG1RV9e+//9Z69eppvXr19Msvv6TXMZsaPHiwduzYUa9cuaLXrl3TN998U729vbVx48bapk0bbdiwoT7wwAN68+ZNVTX/7Ojt/P7771qxYkV9//33VTWpTh8fHx03bpx9mcuXL+uLL76otWvXtn/Q5HTJ+/mOHTv0008/tU9v0aKFGoahTz75pMPyo0eP1ho1auj58+ezsky3kvJY+eabb2rXrl21YcOGOnLkSPuJzwkTJuhDDz2k48ePz7FfEp3liy++UD8/P23ZsqWWL19e8+XLp5999pmqJgXzxYsXa+7cubVChQqaP39+3bt3r8kVmyM6Otrh5wMHDmjBggUdRk2pJp2UV1X9448/tEePHlqjRg2tVKmS7t+/P8tqzS5eeOEFLVSokI4fP1779OmjZcuW1UGDBqnNZtNr167psGHD1M/Pz2HEATLvdt9Hv/32W82dO7c++eST9mNt8mfgL7/8ou3atcvx32VHjx6tJUqU0Nq1a2uFChW0RYsW+v3336vVatU1a9ZoyZIltXv37maXSSiHo2+++UZDQ0NVVXX9+vWaJ08eeyCPiorS1atX25dN3umzWzD/7LPP1NfXV8eMGaNDhw7Vxx57TH19fXXlypWqmhTMGzdurJUrV9aNGzeaXC3u5NYwnbwtrlq1SkuXLq0HDhxQVdUbN27ogQMH9Omnn9ZRo0bp3Llz7WdDzTwr+l+OHDmiNWrUUJvNpkePHtVixYrpwIED7fN/+uknVVW9ePEigfx/kreBjz/+WIODg3Xw4MF6/PhxVU36wl23bl0tX768fvLJJ/rRRx/p8OHDNSAgQA8ePGhm2W7jpZde0uDgYH355Zc1IiJCDcPQJ554wn4CbPz48VqzZk195pln9Nq1a+YWm03FxMToCy+8oIsWLVLVpOPggAEDNE+ePPaTUImJiXrkyBFdsmSJnjx50rxiTfTaa6/ppEmT1Gq12kPJhx9+qA0aNFDVpMvWVq5cqW3bttWiRYvqjBkzVFX12rVreuHCBY6pafj222/1/vvvt48w+PTTT9XPz0+XL19uXyYuLk579OihjRo1MqtMt5MyVP/888/63Xff6eXLl+0nnb7++mvNlSuXDhw40B7Mbw3iOTWYv/feexocHKw//PCDqqpOmTJF/f399auvvlLVpO+Ha9euVR8fHx0/fryZpRLKc7K0wvQvv/yi9evX1xkzZmhAQIBDD/nu3bu1Xbt2Dl9es1sgj42N1ZYtW+qECRPs0y5evKgvvfSS5sqVS7ds2aKqScG8TZs2OfbLjKtLDlnJfvzxRz19+rTDtBYtWmjTpk3vuB5X7SFPtmXLFi1RooT+9ttvWqZMGR00aJD9g3X37t365JNP6rFjx0yu0vVs2bJF/f39dfHixan+xufOndNOnTpp+fLltVKlStq2bVsCuZNERkZqhQoVdNu2baqq+v3336uvr689PCYbOnSoPvnkk9nu88MV7N27VwsXLqwPP/ywbtq0yWHegAEDNHfu3Pp///d/Ln9sywrTp0/Xo0ePqqrarwvfsmWLGoah48aN0/r162uHDh306aef1ldeeUUNw7CfyEWSW/fRlStXap06dVQ1aehvQECAvvPOO6qadLLo22+/tV+6klNDoLOl/BuMHj1aS5Uqpfny5dOSJUtqr1699PDhw6qaFMxz586tTz31lMOlQzndkCFD9IUXXlDVpJP1gYGB9mzzzz//6JUrV/TmzZv6zTffmH7cJJTnULceLJN7Cy9fvqyNGjVSDw8PHTt2rH3+jRs3tF27dvrYY49luwNtynovX76sJUuW1Ndff91hmfPnz2uHDh105MiRmpCQkOp1cB2PPfaY9ujRw/7zt99+qyVLltSKFSvq0qVL7SdStm3bpg899JB+8803qpoUwF11dEfK2m7VqFEjNQxD+/Xr5zB99OjRWr9+fW5Olobhw4fbb1B57do13bFjhz799NM6bNgw+5f006dP67Vr1zQ2NtbMUt1K8j6nqvrJJ584jLS6fv26fvHFF/ZlXXVfdHVxcXHasWNHNQzDPror5WfV4MGD1TAM+zW9UN2+fbu++OKL+ueff6qq6htvvKEPPvigPvPMM7p//3612Wxqs9m0Vq1aunPnTpOrdU3JN2hctmyZPvroo/r5559rnjx5dMGCBfZlvvjiCx0xYoR9WVW+RznTvHnztECBArpp0yY9c+aMLliwQFu2bKktWrTQ3377TVVVN2/erIZh6MyZM02u1hy3fp4kJibqY489ph999JFu377d4TPJarXq+++/rx999JHDa8wM5oTyHCjlQfL111/Xfv36abVq1XTBggV67tw5PXDggJYqVUrbt2+vM2fO1MWLF+sjjzyiVatWtQ9BzA4H2uvXr9uH9mzYsME+VLJnz576+OOP699//+2wfM+ePbV169ZZXSYyKDY21n7iJPk6wJ07d+q0adM0f/782rJlS506dar+9ddf+uCDD7r0DdCSb86U7Pvvv9exY8fqvHnz9JdfflHVpC86NWrU0Pr16+uRI0d08+bNOmrUKIZcp5D8Qbxp0yb966+/dNSoUVqqVCk9dOiQdu/eXZs3b67NmjXT0qVL24euInPSCtMHDhzQ0NBQnTFjhgYGBtp70FSTtu3GjRvbt+vbrQP/LTY2Vh999FEtUqRImteKDx8+XI8cOWJCZeZK+b0k5WVJr776qpYtW1bHjRtnH5J+68m4MWPGaNmyZR0CJZK89dZb+vTTT6tq0lNLAgIC1DAMXbx4sX2ZGzduaJs2bbRPnz7s1/fAzZs3NSwszN7jm2z9+vVat25dnTJlin3anj17XPqyvKxw6NAh+/+PHTtWvb291c/Pz34iUzUpIzRr1kynTZtmRolpIpTnYKNHj9b77rtP33zzTZ0yZYqWKVNGO3TooKpJQ7z69++vxYoV0+bNm2vfvn2zxTW4yc6fP68PP/ywrlmzRj/88EM1DEM/+eQTVVWdP3++VqlSRefOnWsPdaqq/fr10wEDBthPPMD1JIdxVdW3335bS5Qo4XDw3bt3r86cOVODg4O1VatWWq9ePTUMQ/ft22dGuXf0wQcfaKNGjezXNW3YsEG9vLy0ZcuWGhAQoC1btrTfKGfDhg3aoEEDzZMnj1aqVEnr169vv54cSb7//ns1DENXrFihBw4c0IYNG2quXLn08ccftz+iZ9u2bVq1alVGF2TSreEnMTFRbTabxsTEaIcOHdTX19fhy2N8fLx26NAhW460MlNyuDl9+rT+/vvvDifx4uPjtU2bNhoSEmIP5oQh1bNnz9rb4bPPPtM333xTVZPu/l+tWjV96aWX7D3mqkmPRnvyySe1YMGCDF2/jeXLl6uvr6/9JPAnn3yigYGBOnDgQN2wYYN+9dVX2qJFC61atSqPk3WStI6T3bp10yeeeCLV9CFDhmjVqlVvOwI2J0j5u69bt07r1q1r7wH/559/tHPnzpo3b179448/9MqVK3rmzBlt1aqV1qpVy6XaiVCeQ+3evVsrVqyou3fvVtWkL7Te3t4ON+tQTbq5W8qQ6kob73954okntESJEurp6anvvfeew7yRI0dqaGioPvroozphwgTt37+/BgQEOPTiwHVFRUVpdHS0lihRQuvUqaORkZEOB+UbN27o6NGjtWnTpvrQQw+Zfp1QWr777jutW7eudujQQdevX69Dhgyx3xH40KFD2rlzZ23UqJGuWbPG/pq9e/fqxYsXs+WjCO+lEydO6CuvvKKzZ8+2T7NarQ4nbFRVn3vuOW3atKnGxMRkdYluI+V+NmfOHO3Tp4/WrVtXX3vtNT1//rzu2rVLH3roIW3atKm+8cYb+s4772jz5s21SpUq2WqkldmSQ8369eu1YsWKWqFCBc2dO7fOnj3bfuf65GBesmRJHuenSUP7q1Spok2aNNE1a9Y4DPFXVZ08ebJWr15dX3rpJb1w4YLGx8frwoULtXv37qmOFTlVyjCdPKz/ypUr2rZtW/uN8OLi4nTDhg16//33a4kSJbRWrVrauXNnl3+aSXaR8viYcsTLuHHjtEyZMvrzzz87LL9kyRJt2LBhjv1cS9le//d//6fDhw/XwMBArVGjhr0zLjIyUps1a6b+/v5atmxZrVGjhtapU8fltllCeQ61fft2rV69uqqqrlmzJtXNOjZu3JjqmabZ5cxn8s71ww8/qLe3txYpUkRXr16d6tEo77//vg4aNEirV6+uYWFhDAV2YV999ZX9sWDDhw/XwYMHq2pSOC9TpozWqlVLIyMjU73u8uXL9gO2qxx0Vf/dl3bv3q2NGjXSbt26aaNGjRx6v3/99Vft2rWrNmrUSD/44AOzSnV5R44c0UaNGmmxYsV06dKlqpr65OHu3bt1xIgRmjdvXkYYOMno0aO1YMGCumDBAp08ebJWqlRJmzVrpqpJ+2t4eLgWLlxYW7Roof369ctWI61cxVdffaWBgYH61ltv6aVLl3T27Nnq6empY8eOtY/2iI+P13r16mmlSpX0xo0bJldsLpvNpkeOHNH8+fOrn5+fLlu2TFX/vcmb6r/B/E5D2ZG6TUaNGqVly5Z1+ByNiorSU6dO6YULF+yfaezfmZMyYE6aNEmrVq1qvy+OqmrNmjW1SpUqunPnTr18+bLGxMRo06ZN9bHHHjOjXJcyevRoLVSokM6ePVunT5+upUuX1vr16+vHH39sX2bt2rW6cuVK/frrr+3bsitts4TyHODWM5+qScO6ypcvr2vXrtWgoCCdP3++fZmNGzdq37599ffff8/yWjMr+fe7fv26Xrp0Sbdu3ar9+vXTChUq6JIlS9I8k3jraAC4lqioKH366ae1dOnS2rZtW/X393c4U5wymN/uxIqr9cylrGf79u3aoEGDNEeqHDlyRLt3767VqlVzeBxhTpfymHb+/HkdMmSIFihQwOEGgMlt/Msvv+gLL7xwx+0DGbNv3z4NDQ21985u3LhR/fz8HK4xVdVUIzpc6cuPq/vrr7+0c+fO+sorr6iq6qlTp/T++++33/hx1KhRev78eVVNuqznzJkzZpbrMk6fPq1eXl6aJ08ebdeunX16ykufpk6dqsWLF9cpU6a43GeDWVK2w+LFi7Vhw4a6ZcsW+713LBaLVqlSRadOnZpq+bTWgcx56aWXtEiRIvrZZ5857NtxcXHasGFDLVGihBYrVkxr1KjhcL+n7NJ55my//vqrlihRwuFmokePHtWmTZtqjRo1HIJ5Sq7UWaNKKHd7t7vxiapq3bp11TAMh5vxZOe7rCcfjD7//HOtV6+ebt682T6vZ8+eWqFCBV22bJk9mM+fP5/n5GYTZ8+e1QceeEANw3C4oUlyD0hUVJSWLVtW69Spk+aNj1xJ8nZ68OBB+4ft/v37tUGDBtqiRQv9+uuvHZY/dOiQ9unTR0+dOpXltbqy7du32+8VkHxzt8qVK+vkyZMdlrNYLHrs2DH7kF9k3nfffaeVKlVS1aTr924dafXpp59m25FWZkr+jE4e1bV48WI9d+6cXr58WatUqaIDBgxQ1aTeXj8/Px0+fDj3R0jD8ePH9aefftKQkBBt1aqVfXrKYD5v3rxs2fFwr8XHx+snn3yiPXv21Lx582qHDh105syZGhMTo0OHDtU+ffpku++G2UHK4+O+ffu0XLlyunXrVlVNuib6zJkzunLlSvvn2BdffKHvvfeefvDBBy7Z45vVzpw5o8WLF9dPP/1UVf8N2ydOnNC8efNqvXr1HDo2XPXziFCeQ7z11lvapUsXHTlypP1RKT/88INWrVpVK1WqpGvWrNF33nlHW7ZsqaGhofadO7sdfNevX6+5cuXSmTNnpnq0Sa9evTQ0NFRHjx6tI0aMUMMw7M93hGtKPnD++eef2rt3bw0LC9PKlSs7PPc4Li5OVZOCeUBAgPbv39+UWtMj+ff55JNPtHjx4jp+/Hj7iaFdu3Zpw4YNtUOHDqmCOSM5HF2/fl07dOigISEhun//flVVvXjxoo4YMUIffvhhe28OMi/ll5fkz4Ovv/5aa9eurR999JEGBgY6PBbp22+/1f79++uxY8eyvNbs6tixY7pnzx5VTRpe+fjjj2tCQoJ9pMHcuXO1adOm9uHWb7zxhlaqVEnz5cunFy9eNK1uV5C8fR49elS///57PX36tH3ejh07NCQkRNu0aWNfbu7cuTpv3jxTanV1H3zwgZYrV87+ebN161adNm2a3nfffdqpUydt27atGoah//d//2dype4l5TE2Pj5eDx8+rAULFtQrV67ovn379Pnnn9eKFSuqn5+f1qpVK81jq6v1+Ga1P//8U0uXLq3jx49X1aTPquTPq2bNmmloaKi2a9cuzcscXQmh3E2l3MmnT5+uefPm1YEDB+qDDz6oderUsd9Q6ujRo9qhQwctX768NmjQQPv162c/IGe3s26XLl3Shx56KNXzGVMGmmeeeUZbtmypNWvW5NpSF3a7k0HHjx/XoUOHaoUKFRyCudVq1YSEBL1x44bLfzht2rRJc+XKpYsWLdKzZ886zNu5c6c2bNhQO3XqpJ999plJFbqulMe17du3a9euXbV8+fL2HvPkYF6/fn0dPXq0WWW6jZT74a09C1WrVlXDMBwCzo0bN7Rt27bZcqSVWSwWiw4aNEgNw9Dp06erYRipLmN59tlntUWLFvZrxkeNGqXr16/nWuj/+fjjjzUoKEhLly6t3t7eOm/ePPsJjR07dmixYsW0cuXK2rt3b/Xy8kp1o6ycKnkfTd63Dx06pLVr19aZM2c67L9Xr17VqVOnaq9evdQwDA0LC9Po6GiX7W3MTlK24YABA7R27doaExOjlSpV0pIlS2pQUJAOGTJE161bp3/99ZcGBgba75WQE6XcLm/9rrds2TL18PCwP4dcNWl0TK9evXTNmjUaHBysEyZMyLJa7wah3A2l3FD37NmjI0aMsA+DOX78uIaHh+uDDz7o0Lvx559/Ogztym6BXDXpdytatKhu375dVf+9c6iq44585cqVVDd9g+tI+bfasWOHfvnll/r999/bp/388886bNgwrVy5sv3g26ZNG33xxRfty7hqMLfZbDp48GAdNGiQ/WdVx/1t9+7dWrVqVX3iiSf40v0/ySfWbr2R1c6dO7Vjx45avnx5hx7zgQMHavPmze09i8icuXPnateuXfXZZ5+1nyyKjIzU8uXLa61atXTx4sX67rvv2u+ynl1HWpnFZrPpww8/rN7e3jpx4kRVdTyGrVy5Uj08PLR3797aqVMnDQgIyPGjvJKPnadOndLq1avrO++8o3/88Ye+/PLLmidPHp02bZr9eug//vhDe/bsqf369SOQpyH52ezx8fE6ZswYbdasmX1of/L3wuT2nj9/vhYsWFB/++03c4p1UydOnNBWrVrpt99+q6pJnUzz58/XzZs320cDJiYmaoMGDTQiIsLMUk2T8vPk7bff1oEDB2qXLl10zZo19sulkk9sPv744zp06FBt1KiRVq1aVVWTRsumvM+EKyKUu5FJkyY5fJB/+umn+sADD2hoaKiePHnSPj25t7F69er61ltvpVpPdjv7mfJZrqVKlXLoZUjeiTdu3MiQq2wg5bY3ZswYrVChghYtWlTr1q3r8HzOX375RZ9//nkNCAjQChUqaMWKFbPFEO+EhAStUaOGDhs2zD4t5e+c/CVy9+7dXEOuSV+4k9vnhx9+0AYNGjg8q1k1KZi3bNlSK1asaH+s0aVLl3L8sN7MSPnlZ+rUqZo/f37t16+fNmjQQMuXL28fpXLy5Elt0aKFPvDAA9qgQQN98skns+1IKzPFxcVp3bp19cEHH9SAgAD7DfQsFot9+1+4cKG2aNFCu3btSrD8ny1btuicOXN08ODBDsf/2bNna0BAgE6bNs3hmvuUd2FHktmzZ6uHh4d+9NFH+tdff2lMTIyWL1/efuJYNfXJtXr16jmcBEfmJD/S7NFHH01ztN+NGzf0zz//1Hbt2rnsI16zUvKTP8aNG6ePPfaY1qhRQ5977jn7pYBffPGFdu3aVdu0aaN9+/a1n1hq3bq1PvfccyZW/t8I5W5i/fr1+vjjjzt8Efruu++0U6dOmidPHvujgpIdP35cn3nmGS1atKiuW7cui6vNvLROHERFRWnjxo31kUceSfXM0REjRmibNm3oecwmZsyYoYULF9YffvhBb968qWPGjFHDMLRNmzb2Zc6dO6fbt2/X9957z6VvdHLrtjp06FBt3rx5qqHrx48f15EjR9rvqJzTxcfHa506dbRkyZKqqvr999/rQw89pI888ojDSUbVpGFrhmFo4cKF9cCBA1lfrBtJ+YUvMjJSx48fbx99dOzYMR05cqSGhITYL4FSTXr0YHJvjqpr7oeu5tbjQmxsrMbGxmr37t01T5489mCe/PdIDkbZ4eRjVkm+N0zFihVT3fDu9ddf1/z58+uYMWM4QZfCrdvdSy+9pIZhaN26dXX48OG6du1ajYyM1GLFiumqVasclk3eBhs0aKBjx47NsprdWVxcnE6cOFHLli2roaGh9ukpHyG5YsUKrVu3rtavX9/lnqud1ZYvX65ly5a1j4z78ssv1cPDQytVqqRDhgzRK1euqKo6fB5FR0frSy+9pIUKFXJ47rsrIpS7ifj4ePsB85NPPrHvuPv379cuXbpo3bp1Uw15OXLkiL7++uvZbudO/lDZsWOHvvrqq/rSSy/Z77T++++/a0hIiDZv3lznz5+vn3/+uYaHh2tQUJD+8ssvZpaNO0h5Jv7EiRPaokUL+w0JN2zYoHny5NGhQ4dqiRIltH379mmuw9W24+Tt9NYvQYsXL9YyZcroyy+/bA/mNptNJ06cqBUqVNA///wzy2t1RTabTbdv365VqlTROnXqqGpSb3nDhg21UaNGDj3mu3bt0latWungwYP1+PHjZpWcrSUPm072xRdfaJEiRfT+++93aNM//vhDR40apcWKFXO4di9ZdhtpZYbkNtq9e7cuWbJEV61aZZ925coV7d69uwYGBtpvVjpz5kzt1atXjn8OeVomT56shmHoggUL9J9//nGYN23aNC1RooR9BBL+lXJb6tGjh7Zv317nz5+vderU0SZNmmjnzp21W7duqT6P9u/fr4Zh8HjJu5TWJT2XLl3S2bNna2BgoA4ZMsRhWYvFor/88osuXrzYpTsfssqSJUt00qRJqpo0Gjhfvnw6b948HTdunObLl0+feeYZh8vWTp48qaNHj9YSJUq4/E3eVAnlbiHlTr5//34tXbq0PvbYY/Zgvnv3bg0LC9OGDRve9loUVws0/2XdunWaJ08ebdSokT788MNqGIY+++yzGh8frydPntSOHTtqhQoVtGzZstqgQQNu6pZNJF8X9MEHH+iFCxd0586dWrRoUXuvXHh4uBqGobVr1zazzP+U/AV769at+vTTT+ugQYN0xowZ9vmTJ0/W0NBQrVevnj7xxBPasWNHDQwMzBYfGlkpMTFRd+3apeXKlbMH8+3bt2ujRo20fv36evz4cbVarTpx4kQdMGAA94q4S5s3b9aWLVs6fNn7/vvvtU+fPurn56dr1651WP6PP/7QF198UT09Pbkh4V1av369enl5ac2aNdUwDO3YsaN9WPqVK1e0Z8+eahiGtmzZUn18fHL8CJDkY+rZs2f1+PHjDqPhnn32WfXx8dHFixc79JCpqr3nDP+aNWuWDhs2TDdt2qSqSdti//79dceOHXrp0iVt3769FilSRA3DSHP/5jF8dyfld/W9e/fqN998Y9/n4+PjddasWVqpUiV9/vnnb7uO7PZdPTNuNyL2woULeuHCBX3ooYf0tddeU9WkbbJYsWJavHhxh5s9JyQk6OHDh1ONTHRVhPJs7taNNjo6WhcsWKC1a9fW7t27OwTz7t27a5MmTbL9nRtPnDihJUqU0Pfff9/++69atUoLFCigI0eOVNWk5zpev35d//zzT76ou7DNmzfb794cHh7ucB2batJ9Evr27Ws/qz979mzt3LmzDhw40OU/nD755BPNmzev9u7dW4cNG6aFCxfWfv362eevW7dOJ0+erK1atdJRo0bpr7/+amK1ruHChQv2YbvJbt68qT/++KOWKVNGH374YVVN6hl/5JFH1DAMrVWrlubOnZvrbDMh5Uirjz/+2D59//79+sQTT2i5cuV0/fr1Dq85duyYzp8/3+X3Q1eS/Hn1999/a7t27XTJkiUaHx+vR44c0eLFi2urVq0cTsy9//77OnXq1Bx/U62Uj5J86KGHtHTp0lqnTh3t3LmzfZmRI0eqj4+PLl261KHHnJEbqX300Uf6yCOPaN26dXXKlCl6/fp17dSpk7700kv2ZT788EMdNmxYju6VdaZb75dTunRprVKlihYpUkT79eunR48e1evXr+vMmTO1SpUqOmrUKBOrNV/KExjR0dH2DptkO3fu1FKlStlHbBw8eFDDwsL0/fffz9Y3GCWUZ2Mpd/LXX39dv/rqK1VNujZt4cKFWqNGjVTBvHnz5hoeHm5Kvc7y888/a+nSpfWnn35yaIOPPvpIPTw8dMeOHSZWh/SKjo7WPn36aO3atbVVq1YaEBCQ6l4APXr00Bo1aqhqUjjr0qWLvvHGG/b5rhoIDhw4oGXKlLE/4eD333/XQoUKqWEY2qFDB4dls/MHiDOdOXNGCxQooIZhaJMmTXTMmDH6zTff2E+q7dmzRx988EGtWbOmqib97d9//31duHChnjhxwszS3cbhw4c1V65c2rVrV/u0H3/8Ufv166eVK1e+7c0yXXU/dEUbN27U7t27a+fOnR1u5njs2DEtWbKktmrVyqFXPCceH1I+OSXZ5s2bNVeuXPrOO+/omTNndMmSJakeHzdq1Cg1DEM//PDDrC7ZZd1u+zl69KguXrxY8+fPr2FhYTplyhT18PDQTz75JNWyBHPneeutt7RIkSL2+3Q8//zzmidPHv3uu+9UNWlkx2uvvaYFCxZM80bMOc3kyZO1fv36WqlSJZ0/f749z+zZs0dDQ0N12rRp+vPPP2u7du20V69e9uNGdv1MIpRnUykPtL/88os+8sgjGhgYaN/RUwbzxx9/3L4hHz58OFt9yP/zzz/6119/6datW/XcuXMaFRWlv//+u3p5edmvt0t5R9UqVaro7NmzzSoXGXTp0iV98MEH1TAMHTdunH168peAzz//XMuVK2cPY5UrV7bPc+UekHXr1tmHoJ05c0ZLly6tgwYN0vXr16u3t7cOGDDA5Apdz6lTp7RatWpaoUIFrVmzpvbt21f9/Py0WrVq9ueMRkRE6P3336/NmjVz6b9/dnFrG0ZFRelHH32kpUqV0rCwMPv03bt3a79+/bRq1aq6evXqrC7TrezcuVMNw1BPT0/7Z1jyZ/Lx48f1/vvv17p16+boS1nSuiHrSy+9ZO/JPXfunJYsWVKHDh2aarmxY8cy6uh/Un7X+/zzz3XRokW6aNEih+vJ//rrL+3QoYN27dpVfXx8tE6dOnrmzBkzynVrycfaXr166fTp01U1aeRHUFCQvvPOO6qadHMym82mf//9t65YsSLbBsvMSLnNzp07V4ODg3XGjBn67LPPqqenp44YMUJjY2P15s2b+swzz+j999+vwcHBWqdOHXvOyc7fDQjl2dy4ceP0kUce0WbNmqm/v7/mz59ft2zZoqpJH2zvvvuu1q5dO9X1gtkhmP/222/ap08frVixovr5+WlQUJD26NFDDx48qMOGDdOKFSs69JAlP27qvffeM7FqpFdiYqKePXtWe/bsqZ07d9YGDRro/PnzHZaJjo7Wzz77TIcPH66jR4+2b8Ou/mFlsVh0z549arVatX379tqnTx9VTToLXrlyZTUMw+ERb0hy/Phx7dy5s3bs2FF3796tp0+f1lWrVmn9+vW1du3amitXLq1SpYoahqGdOnVS1ez9AWymlO02a9Yse0CMiYnRVatWabFixRyC+Y8//qgdO3bUnj17Znmt7uD06dP265sjIyPV399fu3btqqdPn1bVf/8eR48e1QceeCDHBqM333xTa9asqVar1eF7SuvWrXXy5Ml6+fJlLVq0qD711FP2NluxYkW2vyzP2VLu36NHj9bSpUtrtWrVtHbt2vrAAw/o5cuX7fMTEhL0448/1hYtWmi9evWyxffD7MZqterNmze1bt26umXLFt21a5fmyZPHfrPMmzdv6ptvvqkbN25M9bqc6KefftJXX31VP//8c/u05PtwJD9S9ubNm/rrr7/qDz/84DY3wSOUZ2OLFi3S3Llz644dO/Tq1au6detWfeyxxzRfvnz6zTffqGpSMJ8zZ472798/Wx1oDx48qMHBwfr000/rsmXL9MiRIzp69GgtW7asVqxYUWfOnKl9+vTR8uXL65YtW/S7777T8ePHa8GCBfX33383u3zcxu22wVOnTmn//v21Tp06qYJ5yjtpqrrWQddms9l/p2vXrumNGzcc7vR76dIlrVGjhn799deqmrQ/9u/fX9evX8+Q69s4evSotmrVSlu0aKF79uyxT7927Zp+8MEHOm7cOH3ooYdy/I2vMiPlfvjHH39ozZo1tWDBgvbe2ZTBvHv37vZls9tIK1dx+PBhrVKlir766qv2YL5r1y718/PTJ554wh7Ak4NUTn7s2e7du/XYsWOqqg6Pf5o6daqGhYVp8eLF7fcesdlsGhcXp4MHD9ZJkybZn0eMf73xxhsaHBxsP5a+8847ahiGli9fPtXNr27evGnfv9nPM+d27TdkyBAtXLiw+vn5OVxmceXKFW3atKnOmTMnq0p0WXv37lXDMNTX19c+Miv52PjZZ5+pt7e3PvPMMxoVFeXwOnc4gUEoz8ZGjBjhcO2fatL11i1bttT8+fPbr62Oi4vLVgfagwcPqr+/v44ZMyZVAFu1apXWrl1bH374YV2+fLk++eST6u/vr+XLl9fQ0FC+qLuwlGfu3333XR01apROnTrV/lzuI0eOaP/+/bVBgwb6xhtvaGJiojZr1sx+8z5XkbwPpbxs4vPPP9c2bdrogw8+qK1bt9aPPvpIVVWvXr2q9913n4aHh+ulS5f0xRdf1NDQUIdeCqR27NgxbdWqlbZq1Uq3bduWar4rnZjJzsaOHauNGzfWZs2aaa5cuTRv3rz6448/qmpSMF+9erWWKlVKmzVr5vC67PA54mp69+6tDz30kM6dOzdVMO/Vq5eePHnSviyjP5LapkKFCnrhwgVVVd22bZsGBgbq/fffr0ePHlXVpGPw2LFjtVixYvYgj39duHBBn3zySftTd7744gsNDAzUqVOnas2aNbVSpUr2z9+U2xz7d+akbL9ff/1Vf/75Z/vJ+mPHjmmDBg20XLlyev36dU1MTNRLly5p69attU6dOm4RLJ1hyZIl6u3trS+88EKqSxY///xzNQzD4f5C7oJQno1NmTJFy5cvr9euXXOY/t5776lhGFqoUCHdunWrfXp2+KA/c+aMFixYULt162afZrPZHL6EL1y4UAsUKGAfpn7o0CE9ffp0qh5VuI6UH1IvvviiFixYUJs0aaKhoaFaunRp+xfSI0eOaHh4uJYqVcp+d1JX6jVK/j1+/vln7d+/v6omnbn18/PT2bNn62effWZ/bNu+fftUNenxbrly5dJSpUppkSJFOHGUTseOHdPWrVtrq1at9IcffjC7HLfz/vvva+7cuXXXrl16+fJl/fHHH/XRRx/VwMBAe69aTEyMLl26VDt37swX9QxI/qy99TP3qaee0gceeEDfeOMNvXr1qqom9QwbhqEDBw7kZFMKu3bt0gcffFCrVq1qD+ZffPGFBgUFaZMmTbRhw4baqVMnve+++zim3sFXX32lZ86c0cjISC1VqpT95qPz5s1TwzA0b968nCS+R0aNGqVlypRRX19fbdiwob744ouqqrphwwatXbu2BgUFaY0aNbRGjRpaq1Yth5EhOcWdPlfefvttNQxDZ82aleqYumPHDrc8XhLKs4HbbbQbNmzQBx54QF9//XWHIbPffPON9u7dWwcOHKgNGza0f6BlBydPntRatWrpo48+ar9pXbKUX3AaNGhgfxwKXxazj8uXL+uQIUPsw2QPHjyozZs314IFC9qD+dmzZ/X777/X5cuXu9R1Qsnb2U8//aSenp46efJkVVV97P/bu++4Ksv+D+Cfw9KMoQGKaGIJigNBUVMEFSeIC1HS7LHMGS5yZO7VA2Eqgj4CbkoLc29BQTTBQVqZikiuUEFAQQEBGd/fHz7nfjhZ/RrqYXzer1d/cJ/hdU73ue/rc81Bg5R9Me/cuSMNGzaUsWPHarz22rVrcvToUblz587LLXQFd/XqVenTp4+0b9/+ma3S6J+ZMWOGDBw4UOPYzZs3pVu3bmJqaqr8RnNzc5VrL6+1f15cXJxERERojKgReRrMra2tJTg4WAnmCQkJkpiYqI1ilhvqcyw5OVm5F5w5c0ZcXFzE1tZW6dE9efKkBAYGynvvvSdBQUHsIf+vsnVAkWcbhMLCwqR3797KbhYREREycuRImTp1apUKgS9S2eujepTRwYMH5ejRozJ//nyxsbGRUaNGicjTRTVDQkIkKChItm7dWq7qOi9L2e9r7969Eh4e/syaUOrGo88///w3OxYr2/fFUF7O/XrLr8DAQFm7dq1y7KOPPpIWLVrI/Pnz5cKFC5KSkiJ9+vSRjz76SLZv3y6mpqZKj11FUbaHrGwwL/tddOnShQsOVTCbNm2SmjVripOTk9y+fVs5fuXKFenevbvUrl1bY4sgtfJQYVDfPC5duiTVq1eX+fPni8jTnkRra2uJioqSjIwMZQEitU2bNin7aNLfk5iYKIMGDVIWxKLnY9asWfL6668r57b6+rpx40ZRqVTy2muvyU8//aQ8VhFGWpUn7u7uYm1tLdu2bXtmrnP37t3FxsZG/Pz8lGBelanPrR07dkjjxo0lMDBQ7t27J6WlpRIXF6cEc3UHAxuHNJ04cUK6dOmibKv1W9Rr7pSWlkpubq70799fZs2apTxeHu6zlcWRI0fE19dX/P39lWM5OTny5ZdfSuPGjZ9ZN0etKv0/KPsb/uSTT8TS0lKcnJzE3NxcevbsKd9//73ynJUrV4q+vr7MmzdPW8V9aRjKy7GylaBPPvlEDA0NxcnJSXR1dWXAgAGSnZ0tIiIzZ86UDh06iI6OjjRu3FiaNWsmIk9Xe7W2tq5woVxEM5iX3XdcvWK3u7u7stoqK4sVQ1RUlHTt2lVMTEwkLS1NRDRXHO7Zs6eoVCrlsfJCfWP46aefxMzMTJo2bao89vjxYxk2bJjMnz9frKysZMyYMcqNNTMzU9577z3ZsGEDK5H/EBdw+vt+79yLj48XBwcHmTdvnsaCOTExMTJ27Fjx9vYWOzs7Zf4z/TVFRUXSt29fcXBwkK1bt2psQzV37lwxNzeXbt268fv9r8jISHnllVdk1apVcu/ePY3H1MG87FB2+p8rV65I586dxcPDQ6O+VFZycrI0bdpUjI2NpVmzZtK0adNK18uobSUlJXLr1i2pWbOmqFQq8fHx0Xj88ePH4uXlxQ6lMpYtWyaWlpZKTvnqq69EpVKJi4uLnD9/Xqkj+vv7i7Ozc6Wv7zOUl1NlT7yUlBTp2rWrfP/995KXlyc//vij0pqkbmW/e/euHDp0SI4fP65Uwnx9fcXOzq7Czhf6vR7zGTNmiL29/TMrh1L58VtBoKSkROLi4sTOzk6aN2+uNCqpXbx4USZPnlyuWovLDlmvUaOGdOnSRSwtLWXSpEnKc+bOnSsqlUp69uwpOTk5yvGZM2eKjY2NxgJORC9T2fvIV199JUuWLJEtW7YouwaoG3R9fX3l1q1bcv36denTp498+OGHcvDgQbGwsOB8/j9B/T1nZmZKbm6uEiqLioqkd+/e4uDgIBEREZKXlyciT68NO3bsqJIB87cWnS0sLBRvb2+N66qI5tDUM2fOSPPmzaV9+/Zs5PwNf9SRoZacnCxjxoyR8PDwCrO9aHn36/NY5Om52qRJE2nZsuUzoxcWLFggTk5OyrWgqomMjJSvv/5aRESys7Nl3LhxsnnzZhF5OlKmZs2asnz5cmnUqJG4uLhIQkLCM6O5KnMwZygvh8r+WAMCAqRz587i6empEWISExPF3Nxc3NzclLlWajExMTJq1Ch57bXXlHmBFVXZG8358+clICBADA0N5YcfftB20eh3lL1J7dmzR0JCQiQsLEyZ+3fmzBlp166d2NvbK+f0ry+y5amikJCQIPr6+rJgwQIpLi6WsLAwMTMzU/bKFBEZOXKkmJqaypgxY2T69OkyfPhwqVmzZoX//VHFVfZ3OGvWLHnllVfE2dlZVCqVvP3225KSkiJFRUWyaNEiadu2rahUKrG2tpYWLVqIyNOt0t58802NbenoWepr1549e8TZ2VmaNGki7du3l+DgYBF5Giz79esnrVu3lh49esg777wjNWrUkOvXr2uz2FqhPidv3Lgha9as0VigrV27drJw4UIRefb6r57ulJCQwEbOP/B7HRkiImlpadKrVy+ZOHGicqw83WcrorLX2FWrVsns2bOVOs2ZM2ekUaNG4unpqew9fv/+fenYsaMMHTpUK+XVtpMnT4pKpZI2bdooO9RER0dLWlqafP/999KoUSMJCgoSkacL5KpUKmnWrJkkJSUp71GZA7kIQ3m5Ex4eLr6+vsriMAcPHpRatWpJ/fr1lZ5h9YXgypUrUrduXXnrrbc0hnudOXNGhgwZIhcvXnz5H+AFUC/2VLt2bdHX16+Qw/GrounTp4ulpaUMGDBAWrZsKY6OjvLFF1+IyNM5cB06dJBWrVqV++Gbx48f1+jByc7OVoJ52eFp//73v2XYsGHSoUMHGT9+vFy6dEkbxSXSkJSUJD169JCEhAQRETl37pzUrl1bPD09lXn6eXl5sm/fPomPj1fuL1OmTBEHB4dnhhLTsw4dOiQGBgayZMkSCQ4OlpkzZ4qOjo6y2nJRUZH4+/vLu+++K15eXspc/aqk7M4VjRs3Fk9PTzl48KDyuHr49a+f/8svv0hAQIDGOiT0+36rxzwtLU1cXFzkzTffVFb4ruzh5mWaNm2aWFpaSmhoqFy7dk05/u2330qjRo3E1NRUOnXqJJ6enuLk5KTU76va/4Ndu3aJSqWSTp06Sb9+/ZQ9yEWeNmp07dpVGdn75Zdfyvjx42XIkCFVqvGIobwcCQsLE5VKpXGjEhE5duyYGBoayogRI+Tx48ci8r8f808//SQeHh7PDOf69YqvFd2VK1ekX79+laahobLbsmWL1KtXT+llW7NmjRgYGMjOnTtF5On5Gx8fL2+++aYMHz5cm0X9S9S/u4cPH/5mMH/y5IkUFRVxeCVpzY4dO+TIkSMiIuLn5ye9evUSLy8vyc3NVZ6TkJAgderUES8vr2caj7799lsZP348R3r8ScXFxfLee+89s+NCRESEqFQqCQ0N1ThelddHSExMlFq1asknn3zyzE4U+/btEysrK/H19dU4/vHHH4uDg0OFnYanDepg7u7uLnv37pUePXpI06ZNlUDOueTPz4YNG8TCwkJjRFFpaamyTsd3330n1tbWYm9vL+Hh4cpzqup14N1335XOnTvLwIEDpUuXLkpHzezZs6VJkyaSmpoqDx8+lD59+mgsiFdVgjlDeTkRGhoqenp6smvXLo3j6hAeFRUlNWrUkFGjRinHfl3xr+xBoDztV01/bMGCBUrY/uabb8TY2FhCQkJE5OkqpOohiD/++GOFvdiWDeaTJ0/WdnGIJCQkRAwMDCQ2NlZEnm4zo1KpxMLCQq5cuSIi/2tY+u6778TS0lK6deumMZQ6JiZGRo4cyQbQPyk/P1/eeustGTdunHJMfU3z9fWVHj16yKNHj5RjVa13TO3x48cyaNAgGT9+vMbxJ0+eSFpamsTFxcmSJUukZcuW0qlTJ5kwYYJ4e3uLiYkJG4f+hqtXr0rv3r1FpVIxkL9Avr6+Sl3n0qVLEhoaKq1bt5ZGjRrJtm3bRESUDoi33367yk69VHcUbt68WUaPHi2nT5+WgQMHiouLi+zdu1fS09Olbt26UrduXXnzzTfFzs6uStb5GcrLgfDwcFGpVMq8E7VJkybJvn37lJt4VFSUGBoaypgxY6rsIhFU/vxWY5CPj48sWLBA4uPjxdDQUAnkpaWlsnHjRlmxYoVG5aAiB/O1a9eKSqWSTz75RNvFoSpM3bCrHo2idurUKdHV1ZVRo0YpC4up7ynx8fHSp0+fZ37DZVcKJ03q7y49PV1pIF+4cKHY29s/05CxePFicXR0ZBCSp+Hb2dlZVq5cqRw7fPiw+Pr6iqGhoTRv3lzatm0rsbGxMnz4cPHw8JCRI0dyGtA/kJiYKBMnTlTOP56H/8xvLTS2dOlSqV27tkydOlVatWolAwcOlPnz58vYsWPFyMhIGeERFxcnTZo0EXd39yrTyBQTEyPr1q3TOHb37l2pV6+erF+/XlJTU2XgwIHi7Ows+/fvlwcPHkhwcLCsXr26yp6zDOVadunSJTEyMhJPT0+NipCXl5c0bNjwmSFeR44cEZVKJZ999tnLLirRM8pW5k+dOqU0FqmHbqpUKvnmm2+U5+Tm5kqPHj1k2rRpL72sL0p2drZs2rRJYzESopdJPT3k1yOt1JWbyMhI0dHRkbFjxz4TzNVKSkqqbC/un6X+fvbu3Suenp6yefNmKS4uliNHjoiLi4uMHTtWI0ROmjRJPDw82IguTxswbW1tZfTo0ZKYmCh+fn7SpEkT8fLykhUrVsi6deukSZMmMmfOHOU1FbWxtjyqauHmeStb18nIyJCcnBzJz8+XjIwMmTVrlrRs2VJWrFghly9fFhGR2NhY6dSpk9y7d0+5bhw/flxatWpVJdZHiImJUeqAvXr1kpCQEGUtja+//lr69u0rOTk5cvHiRfHy8pLOnTsri7+pVcXfP0N5OTB16lRp3769LF68WJ48eSJDhgwROzs7uXnzpog8W3k6ffo0L7CkdWVvUrNnz5Y2bdrI+vXrpaioSAoKCmTq1KlSrVo12bVrl/zyyy9y6dIl6dWrl7Rq1arSnb8MM6Qtx44dE5VKpaxcrdanTx9p06aN0lNz+PBh0dPTEx8fn2cae+nP27Nnj1SrVk2WLl2q0RC3YcMGcXFxkSZNmsiQIUPE09NTjIyM5Mcff9RiacuX6Oho0dPTEysrKzEyMpLQ0FBJTk4Wkac96T179pR3331XeT6vq1QelD0P/fz8pGvXrtKyZUvp3bu38vsuu2ZHUVGRuLm5SZ8+fZTXqutLVWUUUnJysnTq1Em6du0qrq6uMnHiRDE1NZXAwEBZvny5dO3aVdkh4NKlS9KlS5dnprZURSoREZBWlJSUQFdXFwAwY8YMxMTEIC8vDyKCkydPwtTUFCIClUoFAFi8eDHee+89NGjQAABQXFwMPT09rZWfCABmz56NsLAwbN++HS1atICZmRkAIC0tDZ999hlCQkJgbm4Oc3Nz1KxZE1FRUdDX19c4/4no70lOTsbIkSNRq1YtzJ07F23atMGgQYOQnJyMPXv2oGHDhsq9IioqCm5ubvD398eMGTO0XfQKJy0tDf3798fbb7+NKVOmPPP4t99+i4SEBBw7dgzW1tYYPXo0mjVrpoWSll8pKSlIT0+HlZWVcq8AgNLSUgwZMgRNmjTBokWLAECp+xCVB3PmzEFoaChCQkJgbGyM2bNn48aNG0hKSoKZmRny8vIQGRmJVatW4cGDB0hISIC+vj5KS0uho6MDABp1+sru6tWrmDlzJoqKijB58mSUlJQgLCwM+fn5OHz4MPr374/t27dDV1cXN2/eRIMGDZTvqapiKNeysj/WuXPnYsOGDRg8eDAWL14MIyMj5Xlubm64e/cuvv/+ewYZKjcuXryIoUOHYvXq1XBxcUFWVhbu3r2LyMhI9OzZEy1atMC5c+fw8OFDGBsbo3Xr1tDR0WGDEtFzlJycjEmTJkFXVxcPHz5EXl4edu7ciYYNGyqVwNLSUqSlpSEvLw9vvPEGf39/Q1paGtq3b4/g4GD069fvmcefPHkCAwMDXt/+oidPnmDx4sXYsGEDYmNjYWNjo+0iEQH4Xx39zp07St28W7du2LdvH4YPHw4/Pz98+OGHEBHcvXsXa9euRWpqKv7zn/9AT0+vyl8LkpKS4Ovri9LSUgQFBcHGxgZJSUlYvnw5Jk6cCHt7e42GirKZqCpiKC8Hyp6EM2fOxJEjR9C7d29MmzYNxsbG6N27N65du4aLFy8+0+pGpE3Jycno2LEjwsPDUb9+faxevRqxsbEoLCxEamoq4uPj0apVK43X8Pwlev6Sk5Ph4+ODhIQErF27FoMHD9b4rfXq1QtZWVk4e/YsAI60+jN+3av1008/oWvXrvjiiy/g7u6OwsJCVKtWDQBw4cIF/Pjjj/D29laO0f9v8+bNSEhIwNatW3Ho0KFn7hdEL9uwYcPQtm1b+Pr6KscuXbqEzp0749q1a4iLi8Pbb7+Nzz//HOPGjcPjx4+xfv16vP/++wAAQ0NDqFQqjgb8r+TkZEyYMAHA09EGLi4uymOsD2riN1EO6OjooLS0FADg7++P7t2749ChQwgMDETXrl01AnlxcTFPYNIK9TlalqWlJXr06IHRo0ejffv20NXVxaefforr16/DxsYGBw8efOY1PH+Jnj8bGxuEhoaiffv22LhxI06cOKH81nr37o2bN28iLi5OeT4D+R9TB/Ljx48jKCgIAGBnZ4fu3btj5MiRyMjI0Ajf4eHhOHz4MIqLi7VV5AonKSkJ69evR0pKCo4dO8ZATlqXlZUFU1NTLFiwAGvWrFGO16pVC+3atUNAQACGDBmCZcuWYdy4cQCAGzduIDo6GufPn4eRkRFUKhVEhIH8v2xsbLBq1Sro6OjAz88PJ0+eVB5jfVATe8pfkt+bR/J7wzZmzpyJFStWwNbWFmfPnlUCOStSpA1lz83IyEjcvn0bBgYG6N27N4yMjBAbG4tXX30VHTp0gI6ODgoKCuDq6ooxY8ZgxIgRWi49UdWhHsquo6ODWbNmYfny5bh48aJGwy7vI3/Ojh07MGbMGAwYMAATJ06Eg4MDLl26hHHjxiEpKQkrV65EQUEBfvjhB2zYsAHffvstWrZsqe1iVyjp6emoVq0aTExMtF0UIgBAamoqVq9ejaCgIHz++ecYO3YsAMDb2xvbt2/HlClTsHTpUgBAXl4eBg8eDBHBgQMHGDL/QHJyMj766CPcu3cP69ev57XyNzCUvwRlA83t27eRk5ODevXqwdjYGIDmgm9ln7thwwYMHz6c81Ko3Pj444+xc+dOmJqaombNmjh9+rRGRbSgoAC3bt3CtGnTcOfOHZw9e5bnLdFLpq78REVF4c0338RPP/3EQP4XnT9/Hj169EBAQABGjRql8dgvv/yCRYsWITY2Fvr6+rCwsMCKFStgb2+vpdIS0fOknhceHByMzz77DD4+PgCAjh07IjMzEy4uLqhduzbi4uKQlZWFc+fOcXrpn5CYmIh169bh888/5/f0GxjKX7CyPeFz587FkSNHcOnSJXTr1g1NmjRBQEDAM6/59TwUzkuh8mDTpk345JNPsG/fPrRt2xbr16/H6NGjERERAW9vb5SUlGDz5s3YunUrcnJyEBMTw1XWibTkypUrWL16NZYvX86G3b/hiy++QHh4OA4cOAADAwPo6OigqKgI+vr6ynNu3bqFmjVrQqVSKY3sRFTxlF0Qs2wnWmhoKIKDg+Hn56fMi541axYuX74MALC1tcWnn37Ka+zfwAaMZ/HsecHUgdzPzw+hoaH4+uuv0bRpU/j6+mLt2rXw9vaGo6Ojxmt+HWAYaEgbfn3BTEpKwgcffIC2bdti165d8PX1RVhYGLy9vZGTkwNdXV106tQJRkZG6N+/P3R1dXmTItISW1tbBAcHA+Cibn9W2Wve3bt3kZSUpBwTESWQnzp1Ch06dICVlZU2i0tEz0HZ331+fj709fVhYGCA+vXrY8yYMQCeBnEAmDBhAvz8/H6z84zX2L+GgfxZ/EZeEPUABBFBdnY2jh07hpCQEHTv3h2XL1/GoUOH8Pnnn8PR0RGFhYVaLi2RJhFRLphHjx5FdnY2srOzUVRUpGwF8vnnn2P06NEQEURERCA4OBgNGjTAwIEDoaury5sUUTnB3+Hvu3LlCmbOnInr16+j7MBBW1tbGBgYIDIyEgUFBUovWmlpKZYtW6axCBQRVUxlA/mKFSvg5eUFDw8PZbh6gwYNMG7cOEyaNAmzZ89GWFgYAHae0YvBUP4ClJaWKj3kOTk50NPTw/3799GsWTPs3bsXAwcOxNKlSzFy5EgUFhZiy5YtOHPmjJZLTfRU2fN37ty5mDx5MtLS0mBra4t9+/Zh2LBh+Oyzz5SVR7Ozs7F79248fvxY48bEmxQRlWdPnjzB8OHDERAQgF69emHatGnYunUrAGDAgAFo0aIFpk+fjj179uDBgwfIzs7GvHnzcOrUKbi6umq59ET0T5VdXDkgIACurq4YOHAgtm3bhv79+6O4uBj169fHuHHjMHnyZHz44YfYs2ePlktNlRWbz18A9Y984sSJKC4uxscff4zS0lLMnz8fMTExWLJkiRJoUlJSsH37dtSqVUubRSZSqM/fmzdv4vLlywgKCoKtrS2sra2xe/duZGRkwMrKCnfv3kVubi4mT56MzMxMzJs3T8slJyL68wwMDDB48GAMHToUdnZ2OHnyJMaOHYsdO3agX79+2Lt3LwYNGoQlS5Zg1KhRaN68OW7duoWDBw/CxsZG28Unor+psLBQ2dJwz5492Lt3L3bs2AEnJyfs3bsX+fn5OHr0KFxdXXHs2DHUr18fI0eORP369eHh4aHl0lNlxYXenqOyi7r9/PPP6NOnD9auXQsXFxfs2bMHQ4YMgbu7O3bu3AkRQU5ODoYOHYr8/HwcOXKEPYtUbqxcuRJLlixB3bp18fXXX6NRo0YAnt7Ievbsifv37+P69euwt7eHnp4eF3UjogopNjYWAwYMwNGjR9GmTRukpqZizZo1WLx4Mbp16wZPT08YGBjAyMgIBgYGaNWqFRo0aKDtYhPR3xQVFYULFy6gS5cuaNOmDbZv347k5GTMnDkTBw8exL/+9S8sXrwYTZs2Ra9eveDh4YFvvvlGY5FHrtNBLwJD+Qvg7++PlJQUqFQqrFy5Ejo6OigsLERISAimTJkCd3d3lJaWIj8/Hw8ePFC2UmCgofIiMzMTHTt2RHJyMvbu3au0DKtUKhQXF+PChQu4efMmrKys0KpVK+jo6PAmRUQV0vTp05Gamop169ahevXqGDJkCH788Ue0bdsWaWlpiI6OxvLlyzF58mRtF5WI/oGNGzdi7ty56NevH0aMGIG2bdsCeLqTwmuvvQY3Nze4u7tjzpw5SE1NhaurK65evYpRo0ZxHQl64ViDfs6KioqQmZmJ0NBQODs7K0OBq1WrBl9fXzg6OmL79u0AgEaNGsHHx4dbKZBW/da2FGZmZjh16hQcHR2xYMECWFlZwc7ODsDTRaNat26N1q1ba7wHz18iqojeeustLF++HPr6+hg1ahRiY2MRHR2N5s2b4+eff0ZkZCS6dOmi7WIS0T8QERGBCRMmYOPGjXBzc9PYxtDKygo3b97E7du3NToh2rVrh82bN6NVq1baKjZVIewp/4fKDllXu3//PsLCwjB37lysWbMGI0eOhIgoK1r/+jXsISdtKRvIDx06hJSUFNja2qJu3bqwsbFBRkYGWrdujQYNGiAsLAwtWrQA8NvnPRFRRdW5c2ecPHkSFhYWOHjwIOzt7bVdJCJ6TtLT0zF48GB4e3tj/PjxyvHc3FxcvnwZKpUKNjY2cHFxQaNGjTBlyhQsXrwYIoKoqCjo6Oiwrk4vHLu2/oGygaagoAClpaWoUaMGTE1NMX78eOTm5mLMmDF45ZVX8M477wCAEs7LBhr+yElb1Ofv9OnTsW7dOpiamqK0tBS1atXCokWL4OHhgfPnz6NNmzbw8fFBUFAQWrVqxUBORJWC+n48Y8YMpKWlISAgAPb29mx4JKpkMjIyUK9ePeXvkJAQxMTEYMeOHahTpw4aN26MhQsXYs6cORg9ejTq1KmD6Oho6OjooLS0lHV1euEYyv+msoE8MDAQhw8fRl5eHlq3bo3g4GCYmJhg9uzZEBEMHz4cKpUKQ4cOBQDe6EnrylY4T5w4gePHj+PAgQNwdHTE6dOnER4eDh8fH6xduxY9e/bE+fPnYWlpibCwMISGhmq59EREz4f6Oujo6IjS0lKcO3cOAwYM4H2aqJJ59OgRDhw4AGNjY6xevRpJSUlwdnZGZGQkHj58iDlz5iAxMRGnT5/GnTt30KRJE66XQy8Vz7K/SR3IZ82ahU2bNmH8+PFo0KABRo8ejezsbCxbtgzm5uaYM2cOdHR0MGzYMJiZmaFHjx5aLjnR/yqi69evR0JCApo0aQInJycAT4dxmpmZITc3F2vWrEG7du1gamqKjIwMvPrqq9osNhHRC1GnTh3Mnz8f48aNQ9++fdGuXTttF4mInpPatWsjPDwcXl5eiImJgZGREYKCgtCyZUuYmZkhKysLn376KQoLC2FsbKzMN+d6OfQy8Uz7B/bt24edO3di27Zt6NixIyIjI6Gjo4MdO3bg3r172Lx5M8zNzfHJJ5/g9ddfh6urq7aLTKThxIkT+PLLL2Fra4vMzEyYmZkBAJo3bw5XV1csWLAAhYWFAKDcpDiviogqI1dXV7Rt2xaWlpbaLgoRPWfdunVDcnIycnNz8cYbbzzzuLGxMerXrw/gf6MJf70ILtGLxLPtLygtLdX4u6SkBB9++CE6duyIw4cPY+jQoQgKCkJsbCxOnDiBKVOmIC0tDUZGRhg3bpyyyjqRNvz6/AWA8PBwje2AMjIylMccHBxgYmKCrKwsjdcwkBNRZVSvXj0cOnRIqZgTUeVibm7+TCDPyMjAv/71Lzx58gQjR44EwGmmpB1cff1v+Pbbb+Hi4oL8/Hzcu3cPr732Gtzd3dG7d2/Mnj0bd+/eRefOnXHt2jVMnDgRQUFB2i4yVXFl10A4e/YsiouLkZ+fj27dugEAJk2ahL1792Lw4MEYMmQIqlevjo8++giPHj1CfHw8W4uJiIio0sjMzMS6detw8uRJpKenIy4uDvr6+hwNSFrD4et/0ZUrV9C5c2fs2LEDnp6eaNiwIW7cuIHMzEx07twZwNM9yV1dXbFz5040a9ZMyyWmqk69FR/wdA2E3bt3o7S0FAUFBXB0dMTXX3+N4OBg6OrqIigoSFnc7bXXXsP+/fuVlUcZzImIiKgyuH37NuLi4mBtbY3du3cro1k5h5y0hWfe/+PXLWa2trbw9fVFcHAwWrRoARsbG9SsWRP379/HunXrkJOTg8DAQOTn56NFixZQqVRsdSOtUg/DWr58OdasWYODBw+iTZs2CAgIwOzZs3H27Fk4OzsjMDAQ1atXx/r169G5c2cMGTIEBgYGKCoqgr6+vpY/BREREdHz4eDggC+//BImJiZKXZ2BnLSJXV//D3WYjoyMVI4NHToUxcXFOHLkiLKn8+bNm3Ho0CFMmzYNBQUFiImJgUqlgogwkFO5cPHiRfj7+6Ndu3bYvXs3lixZgpCQEDg7OyMnJwcA4O/vj4EDB2L58uX45ptvkJmZyUBORERElU7NmjVZV6dyg6H8T9i9ezfc3d3h7e2NLVu2wMHBAZ6enli4cCHu378PAHBzc8PVq1exf/9+xMbGQl9fH8XFxVwsgrRORFBQUID4+HgYGBggNjYW7733Hvz9/TF27FgUFxdj2bJl2L59OwAgNDQUffv21RjqTkRERFQZsa5O5QHHafwG9VYIaq+//jpMTEzw888/48cff8TXX3+NkJAQHDp0CGPGjMGuXbsAACYmJjAxMQHAvQ1Je44fP46ffvoJd+7cweTJk2FhYYHq1avDy8sLX3zxBc6cOYPAwECMHj0aAJCVlYWEhASYmpoq86lWrFgBAwMDdOnShXPJiYiIiIheINa2f4M6kF+7dg2FhYVwdHTE0qVLkZeXh/bt26N58+Zo164datSogYSEBGzduvWZ92CQIW1Yv3493nnnHURERGDdunVwdnbG5cuXAQBOTk5ISkpCmzZt4OTkBAC4e/cu3n//fWRlZcHHx0dj274lS5bA2tpaa5+FiIiIiKgqYHL8Hdu2bcOgQYMwY8YM5OTkYPjw4ejVqxeSk5MREBCAwMBA6Onp4e7du4iPj9d2cYkQFhaGcePGITg4GPv27cP+/fuRkpKChQsXAgA8PDzw2WefITMzE15eXmjZsiUGDBiA9PR0HD9+HLq6ulzohIiIiIjoJeM+5f919epVNG7cGACwefNmuLi4ICIiAkeOHMHPP/+MDRs24OzZszh58iRCQ0NRv3593LhxAxcuXICHhweDDGnV0aNH0bNnT+zfvx+9e/cGAGRnZ8Pe3h5NmzbF4cOHlecmJibiwoULuHbtGho3bgxPT0/o6upyKxAiIiIiIi2o8qE8OjoaOjo6+PjjjzF58mR89913CA4ORmpqKmrXro309HTMmzcPx48fh4eHB9asWYO+ffviq6++0ngfBhrSltLSUmzbtg3Tpk1Dx44dERERAQAYNGgQ9u7dCysrK9jb2+OXX36Bj48P2rdvD1tbW4334LZ9RERERETaUaVDebt27dC8eXMEBARg0qRJOH78OB4/fozjx4/DwcEBpaWlytzwLVu24NSpU9i1axdSU1OxZ88e9O3bV8ufgOip/Px8HD58GFOmTEHbtm2hUqlw9epVhIWFwdzcHFlZWQgNDcWlS5dw6tQpLFq0CHPmzNF2sYmIiIiIqrwqG8q3bduGWbNmIT4+Hubm5li7di1mz56NunXrYurUqXjnnXegp6eHoqIiZZ/mO3fu4PTp01i/fj327dvHnkUqVwoKCnDw4EHMmzcPiYmJuHPnDiwsLDSek5WVhXPnzqFLly4c2UFEREREVA5U2YXeHj9+jIyMDLzyyiuYMGECvvzySxw9ehR2dnYICwvD+vXrUVJSogRyAKhXrx68vLxw8OBBZQ4uUXlRvXp1uLu7Y+HChXjjjTcwfvx45bHCwkIAQK1atdC9e3eNVdaJiIiIiEh7qmxPOQC4urriypUryMvLQ1xcHOzs7JCZmYmJEyfil19+wYgRIzBq1CgAwMKFCzFp0iTUqlVLy6Um+mPqHvNp06bBwcEBO3fuBMB540RERERE5VGVDOUiApVKBR8fH4SGhqJhw4Y4d+6cErgfPHiACRMm4MaNG7C3t0dKSgpOnz6N9PR0hhrSqrLrHPwRdTCfMWMG6tatixMnTryE0hERERER0V9VZYevP3jwAFZWVoiKioKlpSU6dOiAlJQUAMBrr72G//znP3BxcUFaWhqqV6+OtLQ06OrqorS0VMslp6qqbCDfuXMn4uPjf/e51atXh4eHBxYsWIA6derwvCUiIiIiKqeqTE/5H/UwpqSkYNCgQXj06BGioqLw+uuvA3i6zVlpaSn09fWhUqm47RlpjXp0BwDMmDEDu3btwtixY/HBBx+gZs2aUKlUGs9Re/LkCQwMDAD8+V52IiIiIiJ6eapEKC8bRtauXYsLFy7gwYMHGDx4MLp37w5DQ0PcuXMHAwcORE5ODiIjI5VgrvZbgYfoZfPz80NgYCD279+PNm3acDoFEREREVEFVyW6zdSBfPr06Zg9ezbS09Px6NEjeHl5Ye7cubh16xbq1auHHTt2oFatWrC3t0d6errGezCQk7ZlZmbi6NGjCA4OxltvvYU7d+4gKioKw4YNw6effoq8vDxtF5GIiIiIiP6iKjMW+8SJE9iyZQsOHDiAtm3bAgC++eYbfPjhh3j11Vfx6aefon79+tiyZQv8/Pxgamqq5RITaapVqxYKCgqwf/9+mJubY9WqVbh37x7q1KmDTz/9FDk5OQgICNB2MYmIiIiI6C+otD3l6n2Z1fLz81GjRg3Ur18fJSUlEBF4e3sjMDAQS5YswYULFwAADRs2xJo1a6Crq4uSkhJtFJ3oNxdm09XVxahRo5CYmIi+ffvC1tYW/v7+2L17NyZNmoTbt29zQTciIiIiogqmUvaUR0VF4cKFC3B1dYWjoyMAQE9PD7du3cL9+/dRt25dFBYWolq1aujXrx8sLS2RnJyMli1barwP5+uSNpRdA2HTpk04d+4cRAROTk744IMP4O3tjbS0NFhbWyuvOXv2LNq2bcuF3IiIiIiIKphKV4PfuHEjPvjgA1y/fh1l17BzdXWFh4cH3n33XVy/fh3VqlUD8L/VqatXr66tIhNpUAfrjz/+GLNnz0ZpaSlq1KiBd999F7NmzYKhoSGsra2Rl5eHuLg4uLm5ISsrC/7+/louORERERER/VWVqqc8IiICEyZMwMaNG+Hm5gZjY2PlMR0dHXz88ceYP38+unfvDj8/PwDAl19+CSMjI7i5uWmr2EQAoLHl3rFjx7B9+3Zs27YNTk5O2LlzJ/T19WFlZaU8PzY2Fl999RV0dHTw3XffQU9PDyUlJRzhQURERERUgVSaUJ6eno6QkBAsWbIE3t7eyvHc3FxcvHgR+vr6cHJywpo1a7Bw4UJMmjQJ9evXh6WlJU6fPq3MIWegoZdt0aJFmDdvHvT09JRgfvv2bTRs2FAJ5O+99x5WrlyJMWPG4NGjR0hKSoK7uzvq1auHli1bQkdHRyPUExERERFRxVCpavAZGRmoV6+e8ndISAhiYmKwY8cO1KlTB82aNUN0dDQ2bdqEO3fuwMjICEZGRlCpVAw0pBXnzp1DYGAg4uPjcfjwYeUcrFGjBoyNjREeHo4JEyZg6dKlGDNmDADg1KlT2Lp1K/z9/eHg4ADg6Tx0nr9ERERERBVPpZpT/ujRIxw4cAAxMTEYNGgQVq9eDTMzM0RGRmLlypW4ceMGFi9eDACwsLCAsbExVCoVAw1pjZ2dHTZv3oxffvkFPXv2VI7XqVMH58+fx4gRI7Bw4UKMHTsWAPD48WMEBQVBpVKhdu3ayvO5wBsRERERUcVUaZJo7dq1ER4eDi8vL8TExMDIyAhBQUFo2bIlzMzMkJWVBRMTE2Wbs7LD1BloSFsMDAyUMD516lT06NEDR44cgbOzM2bNmgUfHx+kpqZi165dMDQ0xJIlS5Ceno69e/dCpVJBRKBSqbT8KYiIiIiI6O9SSdklyiuBjIwM5Obm4o033tA4npWVhf79++Pdd99VhgETaZs6VD958gRRUVGYNm0a6tWrh+joaADAypUr8c033+CHH35QGpi2b98OfX19roFARERERFQJVLpQ/lsyMjIwYsQIZGZmIi4ujkGGtKrsPuRl5efnIzo6GtOmTYOlpSViYmIAAPfu3cPjx49hZGQEU1NTroFARERERFSJVOpQnpmZiXXr1uHkyZNIT09HXFwcexhJq8oG8oiICCQlJUFHRwcDBgyAnZ0dCgoKcPToUUybNg3169fH0aNH//A9iIiIiIioYqvUNfvbt28jLi4O1tbWiI+Ph76+PoqLixnISWvUYXrGjBmYMWMG4uLi8N1338HFxQUnTpxA9erV0b17dyxduhSpqalo3br1774HERERERFVfJW6pxwAsrOzYWJiApVKxR5yKhdCQ0Px73//Gzt37kTbtm2xZcsW/Otf/4KBgQF27doFd3d3FBQUYP/+/di5cyc2b97MIE5EREREVElV+lCuxlWqSVsKCwtRrVo1AMDDhw+xePFiNG/eHCNGjMD+/fvxzjvvYMGCBfjhhx+wY8cOHDhwAF26dMGTJ09gYGAAgEPWiYiIiIgqqyoTyom0ISoqChcuXICrqyscHR0BAD/88AOMjY1RXFyMPn36YNKkSZgwYQJ2796NgQMHAgBOnjwJJycnbRadiIiIiIheAna9Eb0gGzduxAcffIDr16+jbNuXg4MD3nzzTVy+fBm1a9fGsGHDAAC1atXCmDFjsGrVKrRr105bxSYiIiIiopeIeyoRvQARERGYMGECNm7cCDc3NxgbGz/znKysLMTHx+Pu3bsoLS3FsmXLYGFhAR8fHwDgtmdERERERFUAh68TPWfp6ekYPHgwvL29MX78eOV4bm4uLl++jJKSEnTo0AEA0Lt3bxw+fBjW1taoVq0azp8/D319fa6BQERERERURbAbjugFyMjIQL169ZS/Q0JCEBMTgx07dqBu3bqwsbFBbGws9u7di3379qG4uBgDBw6Erq4ue8iJiIiIiKoQ1vyJXoBHjx7hwIEDMDY2xurVq5GUlARnZ2dERkbi4cOHmD59Ovz8/DBr1ix4enoqryspKWEgJyIiIiKqQlj7J3rOateujfDwcHh5eSEmJgZGRkYICgpCy5YtYWZmhqysLNSsWROFhYXPvFZXV1cLJSYiIiIiIm1hKCd6Abp164bk5GTk5ubijTfeeOZxIyMjjeHtRERERERUNXGhN6KXKCMjAyNGjEBmZibi4uLYM05EREREVMWxp5zoJcjMzMS6detw8uRJpKenK4G8pKSEwZyIiIiIqArT0XYBiKqC27dvIy4uDtbW1oiPj4e+vj6Ki4sZyImIiIiIqjgOXyd6SbKzs2FiYgKVSsUeciIiIiIiAsBQTvTSiQhUKpW2i0FEREREROUAh68TvWQM5EREREREpMZQTkRERERERKQlDOVEREREREREWsJQTkRERERERKQlDOVEREREREREWsJQTkRERERERKQlDOVEREREREREWsJQTkRERC/ElStX0L59e1SvXh0ODg7aLg4REVG5xFBORERUSb3//vtQqVTKf6ampnBzc8OFCxdeyr8/f/58vPrqq0hKSkJ0dPRL+TeJiIgqGoZyIiKiSszNzQ2pqalITU1FdHQ09PT00KdPn7/9fk+ePPnTz7127RqcnZ1hZWUFU1PTv/1vEhERVWYM5URERJVYtWrVYGFhAQsLCzg4OGDGjBlISUlBRkYGAODOnTt4++23UatWLZiamqJ///64efOm8vr3338fAwYMgL+/PywtLdG4cWMAgEqlwu7duzX+rZo1a2LTpk3K4+fOncOiRYugUqmwYMGCl/BpiYiIKh6GciIioioiNzcXW7ZsgbW1NUxNTfH48WO4urrC0NAQJ06cwMmTJ2FoaAg3NzeNHvHo6GgkJibiyJEj2L9//5/6t1JTU9G8eXNMnToVqampmDZt2ov6WERERBWanrYLQERERC/O/v37YWhoCADIy8tD3bp1sX//fujo6CAiIgI6OjpYt24dVCoVAGDjxo2oWbMmYmNj0bNnTwDAq6++inXr1sHAwOBP/7sWFhbQ09ODoaEhLCwsnv8HIyIiqiQYyomIiCoxV1dXhISEAAAePHiA1atXw93dHWfPnsW5c+fw888/w8jISOM1BQUFuHbtmvK3nZ3dXwrkRERE9OcxlBMREVVir776KqytrZW/HR0dYWJigrVr16K0tBSOjo7YsmXLM68zNzfXeI9fU6lUEBGNY0VFRc+x5ERERFUDQzkREVEVolKpoKOjg/z8fLRu3Rpbt25F7dq1YWxs/Jfex9zcHKmpqcrfycnJePz48fMuLhERUaXHhd6IiIgqscLCQqSlpSEtLQ2JiYmYOHEicnNz0bdvXwwbNgxmZmbo378/vv32W9y4cQPHjx/H5MmTcfv27T98365du2LVqlU4f/48vvvuO4wbNw76+vov6VMRERFVHuwpJyIiqsQOHz6MunXrAgCMjIxga2uLbdu2oUuXLgCAEydOYMaMGRg4cCBycnJQr149dOvW7f/tOV+2bBlGjBiBTp06wdLSEkFBQTh37tyL/jhERESVjkp+PSGMiIiIiIiIiF4KDl8nIiIiIiIi0hKGciIiIiIiIiItYSgnIiIiIiIi0hKGciIiIiIiIiItYSgnIiIiIiIi0hKGciIiIiIiIiItYSgnIiIiIiIi0hKGciIiIiIiIiItYSgnIiIiIiIi0hKGciIiIiIiIiItYSgnIiIiIiIi0hKGciIiIiIiIiIt+T+hI7lw3n9aqwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "sns.boxplot(x='Occupation', y='Heart Rate', data=df)\n", + "plt.title('Herzfrequenz nach Beruf')\n", + "plt.xlabel('Beruf')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 369, + "id": "f2b513c4-df34-42cc-8e61-7ef3720de815", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für Beruf und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Occupation', y='Quality of Sleep', data=df)\n", + "plt.title('Beruf vs. Schlafqualität')\n", + "plt.xlabel('Beruf')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Boxplot für Beruf und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Occupation', y='Sleep Duration', data=df)\n", + "plt.title('Beruf vs. Schlafdauer')\n", + "plt.xlabel('Beruf')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 327, + "id": "54ac377e-f791-48bf-b6f7-d2588393ca8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Physical Activity Level', y='Heart Rate', hue='BMI Category', data=df)\n", + "plt.title('Körperliche Aktivität und BMI vs. Herzfrequenz')\n", + "plt.xlabel('Körperliche Aktivität (Skala)')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 328, + "id": "75e02092-4a8a-497c-83c5-3826c76cfb54", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für Alter vs. BMI-Kategorie\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='BMI Category', y='Age', data=df)\n", + "plt.title('Alter vs. BMI-Kategorie')\n", + "plt.xlabel('BMI-Kategorie')\n", + "plt.ylabel('Alter (Jahre)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 329, + "id": "229ab4ef-134a-48b7-b237-8d3f5419029d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Regplot für Sleep Duration vs. Age\n", + "plt.figure(figsize=(10, 6))\n", + "sns.regplot(x='Age', y='Sleep Duration', data=df, scatter_kws={'alpha':0.5}, line_kws={\"color\":\"red\"})\n", + "plt.title('Schlafdauer nach Alter (mit Trendlinie)')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "id": "e6fe2c41-f875-4ae0-95ee-06c4a372199a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Activity Level vs. Alter, mit BMI Category als Farbe\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Age', y='Physical Activity Level', hue='BMI Category', data=df, palette='coolwarm', alpha=0.6)\n", + "plt.title('Aktivitätslevel nach Alter und BMI-Kategorie')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Physical Activity Level')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 331, + "id": "72ddb8ff-8d25-42e5-8933-8ac23bf988df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für Herzfrequenz nach BMI-Kategorie\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='BMI Category', y='Heart Rate', data=df)\n", + "plt.title('Herzfrequenz nach BMI-Kategorie')\n", + "plt.xlabel('BMI-Kategorie')\n", + "plt.ylabel('Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 359, + "id": "d116c7c7-7e6c-4cc7-9fc8-a177249c4ce2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Stress Level und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Stress Level', y='Quality of Sleep', data=df)\n", + "plt.title('Stresslevel vs. Schlafqualität')\n", + "plt.xlabel('Stress Level')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Scatterplot für Stress Level und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Stress Level', y='Sleep Duration', data=df)\n", + "plt.title('Stresslevel vs. Schlafdauer')\n", + "plt.xlabel('Stress Level')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 361, + "id": "337de3e2-53de-4684-8721-4b8517d738bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ly5drw4YN2rhxo6Kioly6HQClA6PDASgxeR9IHzdunHJzczVnzhx5e3srPDxc5cqVK/QZGUmOD2+f/1mRi40E99dff6lKlSqO29nZ2Tp58qTjxVjeuj7//PNiDcF9JaPORUVF6ciRI5d9//zy6h41apR69+5d5DJ16tS54P337t2rdevWSZKqV69e5DLLly9Xly5dHLerV6+uKVOmqFevXurdu7c+++wz+fv7X+4uOM7uvfnmm0pOTtbcuXOVmZmpIUOGXPY6Z8+erbZt22r69OkFpqekpFz2OvMMGTJEr732mubPn6977rlHS5Ys0fDhwwsEtqCgII0bN07jxo1TQkKC46xQ9+7dixz84nK0bt1anTp10hdffKHjx4+rQoUK8vLyctlzqyjz58+Xj4+PvvrqqwI9v9B3NZ0vIiKi0LEnnTs+z+fv719oMAepcKj/4osvlJaWpkWLFhU4di/0PT+X6/Tp0/rqq680ZswYjRw50jE9MzNTp06dcum2AJQOnAkCUKLGjh2rcePG6dNPP9WAAQOUnZ2toKAgNWvWTIsWLSrwDmtubq5mz56tqlWrFvrOl4uZM2dOgduffvqpsrOzHaOJ3X777fL29taBAwfUtGnTIn9c5Y477tDevXv17bffXvG66tSpo2uuuUbbtm27YN0hISEXvH/e4Afvv/++vvvuuwI/S5culY+Pjz788MNC9+vUqZOWL1+u77//Xt26dVNaWlqB+X5+fk69Mz5kyBBlZGRo3rx5+uijj9SiRQtdd911l7zfhbZjs9kcZzbybN++XT/++GOh+0vOnS2oW7eumjVrppkzZxYrsEVHR2vw4MHq37+/9uzZo/T09GJvSzp3tq+oYbBzcnK0b98+BQYGqnz58goICFCbNm302WefXfLs3+Wy2Wzy9vYuEPjOnDmjWbNmFev+eUN8n388zp07t9CyNWvW1PHjxx1nO6VzA5IsX768UE2SCvTbGKP333+/WDWd70LPCZvNJmNMoefVBx98UOhs6eU8rwCUPpwJAlDiRo8erXLlyumll16SMUbz5s3TK6+8oo4dO6pdu3Z6+umn5evrq2nTpunXX3/VvHnznDobs2jRInl7e6tjx4767bff9NJLL6lRo0bq27evpHMvuMaPH68XXnhBBw8eVOfOnRUeHq6EhARt2LDB8c6+KwwfPlwLFizQnXfeqZEjR+rmm2/WmTNntGbNGnXr1q3Qd8Fcyrvvvqs77rhDt99+uwYPHqwqVaro1KlT2rVrl3755Rd99tlnRd4vOztbn3zyierWresY/ep83bt315IlS3TixIlCnzNp1aqVVq1apc6dO6tTp05aunSpwsLCJEkNGjTQ6tWr9eWXX6py5coKCQm56Bmp6667Ti1atNArr7yiP/74Q++9916x9v1C2+nWrZsmTJigMWPGqE2bNtqzZ4/Gjx+v2NhYxxddSlJISIhq1Kih//znP+rQoYMqVKigyMjIS37B5dChQ/Xwww/r6NGjatmyZaF9a9asmbp166aGDRsqPDxcu3bt0qxZs9SiRQvH90l98sknGjp0qD788EPdf//9F9zWrFmz9O6772rAgAG66aabFBYWpiNHjuiDDz7Qb7/9ptGjR8vX11fSucsAW7VqpWbNmmnkyJGqXbu2EhIStGTJEr377rsXDcTF0bVrV02ZMkUDBgzQ3/72N508eVKvv/56oWBwIZ06dVLr1q317LPPKi0tTU2bNtUPP/xQZIi65557NHr0aPXr10/PPPOMMjIy9OabbxYKHB07dpSvr6/69++vZ599VhkZGZo+fbqSkpIuax9r1aqlgIAAzZkzR3Xr1lVwcLBiYmIUExOj1q1b67XXXnM8R9asWaMZM2YU+rLU+vXrS5Lee+89hYSEyN/fX7GxsYUuAwRQyrl1WAYAHidvdKqNGzcWmpc3SlTv3r3N2bNnzdq1a0379u1NUFCQCQgIMM2bNy8wYtil1pc3ktTmzZtN9+7dTXBwsAkJCTH9+/c3CQkJhZb/4osvTLt27UxoaKjx8/MzNWrUMHfddZdZuXKlY5miRr3KP+9So08ZY0xSUpJ54oknTPXq1Y2Pj4+pWLGi6dq1q9m9e7cx5n+jw7322muFtqEiRjPbtm2b6du3r6lYsaLx8fExlSpVMu3btzfvvPNOkXXm7askM3Xq1Asu89///tdIMv/85z+NMf8bHS6/X3/91VSqVMk0adLEnDhxwhhjzNatW80tt9xiAgMDjSTHCGNFjQ6X57333jOSTEBAgDl9+nSh+UU9thfaTmZmpnn66adNlSpVjL+/v2nSpIn54osvilzHypUrzQ033GD8/PyMpGKNNnf69GkTEBBgJJn333+/0PyRI0eapk2bmvDwcOPn52fi4uLMk08+aRITEx3L5D1vLzUK2c6dO82IESNM06ZNTVRUlPH29jbh4eGmTZs2ZtasWUUuf/fdd5uIiAjj6+trqlevbgYPHmwyMjIKbPf846Wo3hQ1OtyHH35o6tSp49ivV155xcyYMcNIMvHx8Y7lLnScJCcnm6FDh5ry5cubwMBA07FjR7N79+4in9dLly41jRs3NgEBASYuLs78+9//LnJ0uC+//NI0atTI+Pv7mypVqphnnnnGMRJd/v0p7vE5b948c9111xkfH58CdR05csT06dPHhIeHm5CQENO5c2fz66+/FrmOqVOnmtjYWOPl5VXs0eYAlC42Y/J9AxoAlCF5l9qdOHHigt83A8D9bDabxowZU+ALUwHAnfhMEAAAAABLIQQBAAAAsBQuhwMAAABgKZwJAgAAAGAphCAAAAAAlkIIAgAAAGApZfrLUnNzc3X06FGFhIQ49cWKAAAAADyLMUYpKSmKiYlRuXIXP9dTpkPQ0aNHVa1aNXeXAQAAAKCU+OOPP1S1atWLLlOmQ1BISIikczsaGhrq1lqysrL0zTffqFOnTvLx8XFrLXAd+up56Klnoq+eh556JvrqeUpTT+12u6pVq+bICBdTpkNQ3iVwoaGhpSIEBQYGKjQ01O1PALgOffU89NQz0VfPQ089E331PKWxp8X5mAwDIwAAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEtxawhKSUnR8OHDVaNGDQUEBKhly5bauHGjO0u6LEeS0rUnIUWStDchRUeS0t1cEQAAKAuOJKVr1zG7fj54UruP2T36NUSCPUN7871eSrBnuLmikpFgz9DuY3ZtiD+l3X/ZPXY/pbLdU293bvzBBx/Ur7/+qlmzZikmJkazZ8/Wbbfdpp07d6pKlSruLK3Yfj+ZpucX79Cm+ERNvlnqPX29boqN1MReDVQjIsjd5QEAgFIq7zXED/tPOqa1qh3hka8hDp9M06giXi9N6tVA1T1oX/P28/yeetp+SmW/p247E3TmzBktXLhQkydPVuvWrVW7dm2NHTtWsbGxmj59urvKcsqRpPRCv7wkad3+k3ph8Q6PfjcHAABcPiu9hkiwZxQKBtK5fX1+8Y4ydfbgYqyyn5Jn7KvbzgRlZ2crJydH/v7+BaYHBARo3bp1Rd4nMzNTmZmZjtt2u12SlJWVpaysrJIr9gKS0zK0KT5Rfl6SXzkj6X//boxPVHJahqKDfa56XXCdvOeVO55fKBn01DPRV8/j6T3N/xrifJ72GiLRnn7R10uJ9nRVCCjigShj8u/n+TxpP6XS21Nnfl/YjDGmBGu5qJYtW8rX11dz585VdHS05s2bp/vvv1/XXHON9uzZU2j5sWPHaty4cYWmz507V4GBgVejZAAAAAClUHp6ugYMGKDTp08rNDT0osu6NQQdOHBAQ4cO1ffffy8vLy81adJE1157rX755Rft3Lmz0PJFnQmqVq2aEhMTL7mjJWFPQor6TF8v6Vz6ndA0Vy9tKqfMXJskaeGwlqoTHXLV64LrZGVlacWKFerYsaN8fDzjHTmro6eeib56Hk/vaf7XEEXxpNcQexNS1Psir5cWDWupaz1gX/PvZ1E8ZT+l0ttTu92uyMjIYoUgtw6MUKtWLa1Zs0ZpaWmy2+2qXLmy7rnnHsXGxha5vJ+fn/z8/ApN9/HxccsvyPJB/ropNlLr8l0PmZlrU2aOTa1qR6h8kL9H/uK2Inc9x1By6Klnoq+ex1N7WtRriDye9hoiMjTwoq+XIkMDPWJfi9rPPJ60n1Lp7akz2ywV3xMUFBSkypUrKykpScuXL9edd97p7pKKpWp4oCb2aqBWtSMKTM8b2aVqOJfoAQCAwqz0GiI61F+TLrCvk3o1UHSo/wXuWbZYZT8lz9hXt54JWr58uYwxqlOnjvbv369nnnlGderU0ZAhQ9xZllNqRATpH30aKjktQwc2r9XCYS1VPsjfo355AQAA18t7DZGSka2UjCyF+PsoxN/bI19DVI8I0j/7NlaiPV37N6/VomEtFRkaWCZeLDsjbz+T0s7KnpGtUH9vhQf5etx+SmW/p24NQadPn9aoUaN05MgRVahQQX369NHEiRPL3KnCquGBig720QFJdaJDylz9AADAPTwx8FxIdKi/KgR4ab+kaz349VJ0qH+ZCQJXqiz31K0hqG/fvurbt687SwAAAABgMaXiM0EAAAAAcLUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKUQggAAAABYCiEIAAAAgKW4NQRlZ2frxRdfVGxsrAICAhQXF6fx48crNzfXnWUBlpNgz9DuY3ZtiD+l3X/ZlWDPcHdJJeJ0+lnFn0iTJMUnpul0+lk3V1RyrNJTSTqSlK49CSmSpL0JKTqSlO7minCljiafKdDTo8ln3FxRybHSsQrPU5Z//3q7c+Ovvvqq3nnnHX388ce6/vrrtWnTJg0ZMkRhYWF64okn3FkaYBmHT6Zp1OId+mH/Sce0VrUjNKlXA1WPCHJjZa51NPmMnlu4XRsOntDkm6Xu/16nZnFR+kefhoopH+Du8lzKKj2VpN9Ppun5xTu0KT5Rk2+Wek9fr5tiIzWxVwPV8LB9tQor9dRKxyo8T1k/Vt16JujHH3/UnXfeqa5du6pmzZq666671KlTJ23atMmdZQGWkWDPKPQHWJLW7T+p5xfv8Jh3JE+nn9VzC7dr7b7EAtO/35eokQu3e9QZIav0VDr3DuTzF9jXFxbvKFPvSOKco8lnLtpTTzojZKVjFZ7HE37/uvVMUKtWrfTOO+9o7969uvbaa7Vt2zatW7dOU6dOLXL5zMxMZWZmOm7b7XZJUlZWlrKysq5GyReUt3131wHX8vS+JtrTtSk+UX5ehedtjE9Uoj1dFQKKmFnGJCSna8PBE/LzkvzKGUn/+/fngyeUkJyuQB+bO0t0Gav0VJKS0zIc+3p+XzfGJyo5LUPRwT7uLBFOOpV65qI9PZV6RlFBbn3p4jJWOlbz8/S/q1ZRWn//OvO8shljTAnWclHGGD3//PN69dVX5eXlpZycHE2cOFGjRo0qcvmxY8dq3LhxhabPnTtXgYGBJV0uAAAAgFIqPT1dAwYM0OnTpxUaGnrRZd0agubPn69nnnlGr732mq6//npt3bpVw4cP15QpUzRo0KBCyxd1JqhatWpKTEy85I6WtKysLK1YsUIdO3aUjw/vPHoKT+/r3oQU9Z6+/oLzFw1rqWujQ65iRSUj/kSaur+9TtK5d6omNM3VS5vKKTP33NmfLx9tpdio0n/9cnFYpaeStCchRX3+/74W1deFw1qqjofsq1VYqadWOlbz8/S/q1ZRWo9Vu92uyMjIYoUgt55TfuaZZzRy5Ej169dPktSgQQP9/vvveuWVV4oMQX5+fvLz8ys03cfHp9QcSKWpFriOp/Y1MjRQN8VGat151/RK5z6cGxka6BH7HV0+UM3iovR9vs8EZebalJljU+trIhVd3jP2U7JOTyWpfJB/oX3N62ur2hEqH+TvMftqFRWCAy7a0wrBAR7TUysdq0Xx1L+rVlFaf/86s023DoyQnp6ucuUKluDl5cUQ2cBVEh3qr0m9GqhV7YgC0/NGJ4oO9XdTZa4VFuirf/RpqNbXRBaY3vqaSL3ap6HCAn3dVJnrWaWnklQ1PFATL7CvE3s1UNVwLpMua2LKB1y0p540kqOVjlV4Hk/4/evWy+EGDx6slStX6t1339X111+vLVu26G9/+5uGDh2qV1999ZL3t9vtCgsLK9Ypr5KWlZWlpUuXqkuXLryz4UGs0tcEe4aS0s7KnpGtUH9vhQf5euQf4NPpZ5WQnK5dG9eo7k1tFF0+0KMCUH5W6al0bpSi5LQMHdi8VrVuvFXlg/zLxB9gXNjR5DM6lXrG0dMKwQEeFYDys9KxKlnn76pVlLbfv85kA7deDvfWW2/ppZde0t///ncdP35cMTExevjhhzV69Gh3lgVYTnSov0f/0c0TFuirQB+bdkmKjQry6D/AVumpdO4dyehgHx2QVCc6xKP7ahUx5QMUFeRtiZ5a6ViF5ynLv3/dGoJCQkI0derUCw6JDQAAAACu5tbPBAEAAADA1UYIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGApVxSCMjMzXVUHAAAAAFwVToWg5cuXa/DgwapVq5Z8fHwUGBiokJAQtWnTRhMnTtTRo0dLqk4AAAAAcIlihaAvvvhCderU0aBBg1SuXDk988wzWrRokZYvX64ZM2aoTZs2WrlypeLi4vTII4/oxIkTJV03AAAAAFwW7+IsNGnSJL3++uvq2rWrypUrnJv69u0rSfrzzz/1r3/9S5988olGjBjh2koBAAAAwAWKFYI2bNhQrJVVqVJFkydPvqKCAAAAAKAkMTocAAAAAEsp1pmg8x05ckRLlizR4cOHdfbs2QLzpkyZ4pLCAAAAAKAkOB2CVq1apR49eig2NlZ79uxR/fr1dejQIRlj1KRJk5KoEQAAAABcxunL4UaNGqURI0bo119/lb+/vxYuXKg//vhDbdq00d13310SNQIAAACAyzgdgnbt2qVBgwZJkry9vXXmzBkFBwdr/PjxevXVV11eIAAAAAC4ktMhKCgoSJmZmZKkmJgYHThwwDEvMTHRdZUBAAAAQAlw+jNBzZs31w8//KB69eqpa9euGjFihHbs2KFFixapefPmJVEjAAAAALiM0yFoypQpSk1NlSSNHTtWqampWrBggWrXrq033njD5QUCAAAAgCs5HYLi4uIc/w8MDNS0adNcWhAAAAAAlCS+LBUAAACApRTrTFB4eLhsNluxVnjq1KkrKggAAAAASlKxQtDUqVNLuAwAAAAAuDqKFYLyvhcIAAAAAMo6pwdGyO/MmTPKysoqMC00NPSKCgIAAACAkuT0wAhpaWl67LHHVLFiRQUHBys8PLzADwAAAACUZk6HoGeffVbffvutpk2bJj8/P33wwQcaN26cYmJi9Mknn5REjQAAAADgMk5fDvfll1/qk08+Udu2bTV06FDdeuutql27tmrUqKE5c+Zo4MCBJVEnAAAAALiE02eCTp06pdjYWEnnPv+TNyR2q1at9P3337u2OgAAAABwMadDUFxcnA4dOiRJqlevnj799FNJ584QlS9f3pW1AQAAAIDLOR2ChgwZom3btkmSRo0a5fhs0JNPPqlnnnnG5QUCAAAAgCs5/ZmgJ5980vH/du3aaffu3dq0aZNq1aqlRo0aubQ4AAAAAHA1p88ErVq1qsDt6tWrq3fv3mrUqJH+/e9/u6wwAAAAACgJToegPn36aOPGjYWmT506Vc8//7xT66pZs6ZsNluhn0cffdTZstwqwZ6hvQkpkqS9CSlKsGe4uSK4gpX6eiQpXbuO2fXzwZPafcyuI0np7i6pRJxOP6v4E2mSpPjENJ1OP+vmikrOn+f19E8P7alknWM1wZ6h3cfs2hB/Srv/snvsflqNVX7/AqWN05fDvfHGG+rSpYvWrFmjevXqSZJef/11TZgwQV9//bVT69q4caNycnIct3/99Vd17NhRd999t7Nluc3hk2katXiHNsUnavLNUu/p63VTbKQm9Wqg6hFB7i4Pl8lKff39ZJqeX7xDP+w/6ZjWqnaEJvZqoBoetK9Hk8/ouYXbteHgCU2+Wer+73VqFhelf/RpqJjyAe4uz6Ws0lPJOsdq3n6e31NP20+rsdKxCpQ2lzUwwnPPPadOnTrp0KFDevXVVzVhwgQtW7ZMt956q1PrioqKUqVKlRw/X331lWrVqqU2bdo4W5ZbJNgzCv1RkqR1+0/q+cU7eJeujLJSX48kpRf6Ayyd29cXFu/wmHckT6ef1XMLt2vtvsQC07/fl6iRC7d71BmhPy/RU086I2SVY9Uq+2k1Vvn9C5RWTp8JkqSnn35aJ0+eVNOmTZWTk6NvvvlGzZo1u6JCzp49q9mzZ+upp56SzWYrcpnMzExlZmY6btvtdklSVlaWsrKyrmj7lyPRnq5N8Yny85L8yhlJ//t3Y3yiEu3pqhDgddXrwpWxUl+T0zIc+3q+jfGJSk7LUHSwz9UvzMUSktO14eCJInv688ETSkhOV6BP0b93ypqkS/Q0KS1DFT2gp5J1jtX8+3k+T9rP8+X9XXfH3/erwSq/f8/n6X21otLUU2dqsBljzKUWevPNN4uc/vrrr6t169a6+eabHdMef/zxYm88v08//VQDBgzQ4cOHFRMTU+QyY8eO1bhx4wpNnzt3rgIDAy9ruwAAAADKvvT0dA0YMECnT59WaGjoRZctVgiKjY0t1oZtNpsOHjxYvCrPc/vtt8vX11dffvnlBZcp6kxQtWrVlJiYeMkdLQl7E1LUe/p6SefefZzQNFcvbSqnzNxz7ygvGtZS10aHXPW6cGWs1Nc9CSnq8//3tSgLh7VUHQ/Y1/gTaer+9jpJRff0y0dbKTbKM66/t0pPJescq/n3syiesp/ny8rK0ooVK9SxY0f5+HjeGRErHav5eXpfrag09dRutysyMrJYIahYl8PFx8e7pLAL+f3337Vy5UotWrToosv5+fnJz8+v0HQfHx+3POiRoYG6KTZS6/Jdz5uZa1Nmjk2takcoMjTQ7U8GOM9KfS0f5F9oX/O0qh2h8kH+HrGv0eUD1SwuSt/n+0xQXk9bXxOp6PKe09PwS/Q03EN6KlnnWC1qP/N40n5eiLv+xpc0q/z+vRBP7auVlYaeOrN9pwdGOF92drZSU1OvaB0zZ85UxYoV1bVr1yst56qKDvXXpF4N1Kp2RIHpeSP2RIf6u6kyXAkr9bVqeKAmXmBfJ/ZqoKrhnnGZaVigr/7Rp6FaXxNZYHrrayL1ap+GCgv0dVNlrlflEj2t4iE9laxzrFplP63GKr9/gdKqWJfDSdLSpUt18uRJ3XfffY5pEydO1IQJE5Sdna327dtrwYIFCg8Pd6qA3NxcxcbGqn///vrHP/7h1H3tdrvCwsKKdcqrJCXYM5RoT9f+zWtV+8ZbFRkayB8lD2Clvh5JSldKRrZSMrIU4u+jEH9vj/wDfDr9rBKS07Vr4xrVvamNossHelQAyu/PpHTZ8/U01N/bowJQflY5VhPsGUpKOyt7RrZC/b0VHuTrkfuZJysrS0uXLlWXLl3c/u5ySbLK7988VumrlZSmnjqTDYo9Otzrr7+uPn36OG6vX79eo0eP1vjx41W3bl298MILmjBhgqZMmeJUsStXrtThw4c1dOhQp+5XmkSH+qtCgJf2S7o2OsTtTwC4hpX66sl/cPMLC/RVoI9NuyTFRgV5dE+rhAeqiruLuEqscqxGh/p7dOixKqv8/gVKm2KHoF9//VX//Oc/Hbc///xzdezYUS+88IIkyd/fX0888YTTIahTp04q5skoAAAAALhixf5MUEpKiiIi/nfd6rp169S+fXvH7euvv15Hjx51bXUAAAAA4GLFDkExMTHatWuXJCk1NVXbtm3TLbfc4ph/8uRJvqsHAAAAQKlX7BB01113afjw4Zo1a5YeeughVapUSc2bN3fM37Rpk+rUqVMiRQIAAACAqxT7M0FjxozR0aNH9fjjj6tSpUqaPXu2vLy8HPPnzZun7t27l0iRAAAAAOAqxQ5BgYGBmjVr1gXnf/fddy4pCAAAAABK0hV/WSoAAAAAlCXFCkGdO3fW+vXrL7lcSkqKXn31Vb399ttXXBgAAAAAlIRiXQ539913q2/fvgoJCVGPHj3UtGlTxcTEyN/fX0lJSdq5c6fWrVunpUuXqlu3bnrttddKum4AAAAAuCzFCkEPPPCA7rvvPn3++edasGCB3n//fSUnJ0uSbDab6tWrp9tvv12bN29mhDgAAAAApVqxB0bw9fXVgAEDNGDAAEnS6dOndebMGUVERMjHx6fECgQAAAAAVyp2CDpfWFiYwsLCXFkLAAAAAJQ4RocDAAAAYCmEIAAAAACWQggCAAAAYCmEIAAAAACW4nQIiouL08mTJwtNT05OVlxcnEuKAgAAAICS4nQIOnTokHJycgpNz8zM1J9//umSogAAAACgpBR7iOwlS5Y4/r98+fICw2Pn5ORo1apVqlmzpkuLAwAAAABXK3YI6tmzpyTJZrNp0KBBBeb5+PioZs2a+uc//+nS4gAAAADA1YodgnJzcyVJsbGx2rhxoyIjI0usKAAAAAAoKcUOQXni4+NLog4AAAAAuCqcDkGSlJaWpjVr1ujw4cM6e/ZsgXmPP/64SwoDAAAAgJJQrBC0fft21a9fX+XKldOWLVvUpUsXpaenKy0tTRUqVFBiYqICAwNVsWJFQhAAAACAUq1YQ2Q3btxYiYmJkqSnnnpK3bp106lTpxQQEKCffvpJv//+u2688Ua9/vrrJVosAAAAAFypYoWg+Ph4RUVFSZK2bNmiESNGyMvLS15eXsrMzFS1atU0efJkPf/88yVaLAAAAABcqWKFoI8//lhnzpyRJHl7e8vb+9xVdNHR0Tp8+LAkKSwszPF/AAAAACitihWCFi9erMzMTEnSDTfcoE2bNkmS2rVrp9GjR2vOnDkaPny4GjRoUHKVAgAAAIALFCsEbdmyReHh4ZKk8ePHKyIiQpI0YcIERUREaNiwYTp+/LjefffdkqsUAAAAAFzA6SGyW7Ro4fh/VFSUli5d6tKCAAAAAKAkFetMUH7t27dXcnJyoel2u13t27d3RU0AAAAAUGKcDkGrV68u9AWpkpSRkaG1a9e6pCgAAAAAKCnFvhxu+/btjv/v3LlTf/31l+N2Tk6O/vvf/6pKlSqurQ4AAAAAXKzYIahx48ay2Wyy2WxFXvYWEBCgt956y6XFAQAAAICrFTsExcfHyxijuLg4bdiwwfHlqZLk6+urihUrysvLq0SKBAAAAABXKXYIqlGjhiQpNze3xIoBAAAAgJJWrBC0ZMkS3XHHHfLx8dGSJUsuumyPHj1cUhgAAAAAlIRihaCePXvqr7/+UsWKFdWzZ88LLmez2ZSTk+Oq2gAAAADA5YoVgvJfAsflcAAAAADKMqe/JwgAAAAAyrJinQl68803i73Cxx9//LKLAQAAAICSVqwQ9MYbbxRrZTabjRAEAAAAoFQrVgiKj48v6ToAAAAA4KrgM0EAAAAALKXYX5aa35EjR7RkyRIdPnxYZ8+eLTBvypQpLikMAAAAAEqC0yFo1apV6tGjh2JjY7Vnzx7Vr19fhw4dkjFGTZo0KYkaAQAAAMBlnL4cbtSoURoxYoR+/fVX+fv7a+HChfrjjz/Upk0b3X333SVRIwAAAAC4jNMhaNeuXRo0aJAkydvbW2fOnFFwcLDGjx+vV1991eUFAgAAAIArOR2CgoKClJmZKUmKiYnRgQMHHPMSExNdVxkAAAAAlACnPxPUvHlz/fDDD6pXr566du2qESNGaMeOHVq0aJGaN29eEjUCAAAAgMs4HYKmTJmi1NRUSdLYsWOVmpqqBQsWqHbt2sX+UlUAAAAAcBenQ1BcXJzj/4GBgZo2bZpLCwIAAACAksSXpQIAAACwFKfPBJUrV042m+2C83Nycq6oIAAAAAAoSU6HoMWLFxe4nZWVpS1btujjjz/WuHHjXFYYAAAAAJQEp0PQnXfeWWjaXXfdpeuvv14LFizQAw884JLCAAAAAKAkuOwzQc2aNdPKlStdtToAAAAAKBEuCUFnzpzRW2+9papVq7pidQAAAABQYpy+HC48PLzAwAjGGKWkpCgwMFCzZ892aXEAAAAA4GpOh6A33nijQAgqV66coqKi1KxZM4WHh7u0OAAAAABwNadD0ODBg0ugDAAAAAC4OpwOQdu3by/2sg0bNnR29QAAAABQopwOQY0bN77ol6VK5z4nZLPZ+OJUAAAAAKWO06PDLVq0SLGxsZo2bZq2bNmiLVu2aNq0aapVq5YWLlyogwcPKj4+XgcPHiyJegEAAADgijh9JmjSpEl688031aVLF8e0hg0bqlq1anrppZe0efNmlxYIAAAAAK7k9JmgHTt2KDY2ttD02NhY7dy50yVFAQAAAEBJcToE1a1bVy+//LIyMjIc0zIzM/Xyyy+rbt26Li0OAAAAAFzN6cvh3nnnHXXv3l3VqlVTo0aNJEnbtm2TzWbTV1995fICAQAAAMCVnA5BN998s+Lj4zV79mzt3r1bxhjdc889GjBggIKCgkqiRgAAAABwmWKFoCZNmmjVqlUKDw/X+PHj9fTTT+tvf/tbSdcGAAAAAC5XrM8E7dq1S2lpaZKkcePGKTU1tUSLAgAAAICSUqwzQY0bN9aQIUPUqlUrGWP0+uuvKzg4uMhlR48e7dICAQAAAMCVihWCPvroI40ZM0ZfffWVbDabli1bJm/vwne12WyEIAAAAAClWrFCUJ06dTR//nxJUrly5bRq1SpVrFixRAsDAAAAgJLg9PcE5ebmujQA/fnnn7r33nsVERGhwMBANW7cWJs3b3bZ+q+GI0np2pOQIknam5CiI0npbq4IrnA6/aziT5z7LFx8YppOp5912boT7BnafcyuDfGntPsvuxLsGZe+Uwk6kpSuXcfs+vngSe0+Znfpc/h0+lkdOJ6qLYeTdOBEqksfR2cl2DO0N9+x6u7HHa5BXwHAPcrya2Cnh8jOs3PnTh0+fFhnzxZ8QdOjR49iryMpKUm33HKL2rVrp2XLlqlixYo6cOCAypcvf7llXXW/n0zT84t3aFN8oibfLPWevl43xUZqYq8GqhHBkOFl1dHkM3pu4XZtOHhCk2+Wuv97nZrFRekffRoqpnzAFa378Mk0jVq8Qz/sP+mY1qp2hCb1aqDqbnjO5D2Hz6/HFc/hvMdx7b5Ex7TW10S65HF0Vt7jfv6x6q7HHa5BXwHAPcr6a2CnzwQdPHhQjRo1Uv369dW1a1f17NlTPXv2VK9evdSrVy+n1vXqq6+qWrVqmjlzpm6++WbVrFlTHTp0UK1atZwtyy2OJKUXevEoSev2n9QLi3eUqTSM/zmdfrbQC3dJ+n5fokYu3H5FZzIS7BmFApB07jnz/OIdV/0d7JJ8Dpfk4+is0va4wzXoKwC4hye8Bnb6TNATTzyh2NhYrVy5UnFxcdqwYYNOnjypESNG6PXXX3dqXUuWLNHtt9+uu+++W2vWrFGVKlX097//XQ899FCRy2dmZiozM9Nx2263S5KysrKUlZXl7K5cseS0DG2KT5Sfl+RXzkj6378b4xOVnJah6GCfq14XrkxCcro2HDxRZF9/PnhCCcnpCvSxXda6E+3pjufM+TbGJyrRnq4KAUXMLCH5n8NF1XMlz+H8j+P5rvRxdFb+x72oY/VqP+5wDfrq2fL+rrvj7ztKDn31DKX1NbAzzyubMcY4s/LIyEh9++23atiwocLCwrRhwwbVqVNH3377rUaMGKEtW7YUe13+/v6SpKeeekp33323NmzYoOHDh+vdd9/V/fffX2j5sWPHaty4cYWmz507V4GBgc7sBgAAAAAPkp6ergEDBuj06dMKDQ296LJOh6Dw8HBt3rxZcXFxqlWrlj744AO1a9dOBw4cUIMGDZSeXvzTX76+vmratKnWr1/vmPb4449r48aN+vHHHwstX9SZoGrVqikxMfGSO1oS9iSkqM/0c7X7lTOa0DRXL20qp8zcc+9uLxzWUnWiQ656Xbgy8SfS1P3tdZKK7uuXj7ZSbNTlXeu6NyFFvaevv+D8RcNa6tqr+JzJ/xwuypU8h/M/jkW5ksfRWfkf96J6erUfd7gGffVsWVlZWrFihTp27CgfH66q8BT01TOU1tfAdrtdkZGRxQpBTl8OV79+fW3fvl1xcXFq1qyZJk+eLF9fX7333nuKi4tzal2VK1dWvXr1CkyrW7euFi5cWOTyfn5+8vPzKzTdx8fHLQdS+SB/3RQbqXX5rofMzLUpM8emVrUjVD7InwO8DIouH6hmcVH6Pt9nWfL62vqaSEWXD7zsvkaGBhZ6zuRpVTtCkaGXv+7LUdRzOH89V/IcLupxzHOlj6Ozinrc8x+rV/txh2vQV2tw1994lCz6WraV1tfAzmzT6YERXnzxReXm5kqSXn75Zf3++++69dZbtXTpUr355ptOreuWW27Rnj17Ckzbu3evatSo4WxZblE1PFATezVQq9oRBabnjaxVNZxL9MqisEBf/aNPQ7W+JrLA9NbXROrVPg0VFuh72euODvXXpAs8Zyb1aqDoUP/LXvflKMnncEk+js4qbY87XIO+AoB7eMJrYKcvhyvKqVOnFB4eLpvNuQ85b9y4US1bttS4cePUt29fbdiwQQ899JDee+89DRw48JL3t9vtCgsLK9Ypr5J0JCldyWkZOrB5rWrdeKvKB/mXiebj4k6nn1VCcrp2bVyjuje1UXT5QJe9cE+wZygp7azsGdkK9fdWeJCvW1+wHUlKV0pGtlIyshTi76MQf2+XPYdPp59VYupZx7ojg32vagDKL8GeoUR7uvZvXqvaN96qyNBAXih7APrqmbKysrR06VJ16dKFMwYehL56ltL2GtiZbHDZ3xOUX4UKFS7rfjfddJMWL16sUaNGafz48YqNjdXUqVOLFYBKk6rhgYoO9tEBSXWiQzioPURYoK8CfWzaJSk2KsilfY0O9S9VL9JK8hdWWKD7Qs/5okP9VSHAS/slXcux6jHoKwC4R1l+DVysENS7d+9ir3DRokVOFdCtWzd169bNqfsAAAAAwOUqVggKCwsr6ToAAAAA4KooVgiaOXNmSdcBAAAAAFeF06PDAQAAAEBZ5nQISkhI0H333aeYmBh5e3vLy8urwA8AAAAAlGZOjw43ePBgHT58WC+99JIqV67s9LDYAAAAAOBOToegdevWae3atWrcuHEJlAMAAAAAJcvpy+GqVasmF3y/KgAAAAC4hdMhaOrUqRo5cqQOHTpUAuUAAAAAQMkq1uVw4eHhBT77k5aWplq1aikwMLDQN8OeOnXKtRUCAAAAgAsVKwRNnTq1hMsAAAAAgKujWCFo0KBBJV0HAAAAAFwVTn8maOnSpVq+fHmh6d98842WLVvmkqIAAAAAoKQ4HYJGjhypnJycQtNzc3M1cuRIlxQFAAAAACXF6RC0b98+1atXr9D06667Tvv373dJUQAAAABQUpwOQWFhYTp48GCh6fv371dQUJBLigIAAACAkuJ0COrRo4eGDx+uAwcOOKbt379fI0aMUI8ePVxaHAAAAAC4mtMh6LXXXlNQUJCuu+46xcbGKjY2VnXr1lVERIRef/31kqgRAAAAAFymWENk5xcWFqb169drxYoV2rZtmwICAtSwYUO1bt26JOoDAAAAAJdyOgRJks1mU6dOndSpUydX1wMAAAAAJarYl8P9/PPPhb4H6JNPPlFsbKwqVqyov/3tb8rMzHR5gQAAAADgSsUOQWPHjtX27dsdt3fs2KEHHnhAt912m0aOHKkvv/xSr7zySokUCQAAAACuUuwQtHXrVnXo0MFxe/78+WrWrJnef/99PfXUU3rzzTf16aeflkiRAAAAAOAqxQ5BSUlJio6Odtxes2aNOnfu7Lh900036Y8//nBtdQAAAADgYsUOQdHR0YqPj5cknT17Vr/88otatGjhmJ+SkiIfHx/XVwgAAAAALlTsENS5c2eNHDlSa9eu1ahRoxQYGKhbb73VMX/79u2qVatWiRQJAAAAAK5S7CGyX375ZfXu3Vtt2rRRcHCwPv74Y/n6+jrmf/jhhwyZDQAAAKDUK3YIioqK0tq1a3X69GkFBwfLy8urwPzPPvtMwcHBLi8QAAAAAFzJ6S9LDQsLK3J6hQoVrrgYAAAAAChpxf5MEAAAAAB4AkIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFEIQAAAAAEshBAEAAACwFLeGoLFjx8pmsxX4qVSpkjtLwiX8mZSuXcfs+vngSe0+ZtefSenuLqnEHE0+oz0JKZKkvQkpOpp8xs0VAQAAwBW83V3A9ddfr5UrVzpue3l5ubEaXMzvJ9P0/OId+mH/Sce0VrUjNLFXA9WICHJjZa6Xt6+b4hM1+Wap9/T1uik20iP3FQAAwGrcfjmct7e3KlWq5PiJiopyd0kowp9J6YUCkCSt239SLyze4VFnhI4mn7novnJGCAAAoGxz+5mgffv2KSYmRn5+fmrWrJkmTZqkuLi4IpfNzMxUZmam47bdbpckZWVlKSsr66rUeyF523d3HSUlKS1Dm+IT5VfEibqN8YlKSstQxWCfq19YCTiVesaxr37ljKT//bsxPlGnUs8oKsjthw4uk6cfq1ZFXz0PPfVM9NXzlKaeOlODzRhjSrCWi1q2bJnS09N17bXXKiEhQS+//LJ2796t3377TREREYWWHzt2rMaNG1do+ty5cxUYGHg1SgYAAABQCqWnp2vAgAE6ffq0QkNDL7qsW0PQ+dLS0lSrVi09++yzeuqppwrNL+pMULVq1ZSYmHjJHS1pWVlZWrFihTp27CgfH884I5LfnoQU9Zm+/oLzFw5rqTrRIVexopKTf1/9yhlNaJqrlzaVU2auTZJn7asVefqxalX01fPQU89EXz1Paeqp3W5XZGRksUJQqbqmJygoSA0aNNC+ffuKnO/n5yc/P79C0318fNz+oOcpTbW4UniQv26KjdS68z4nI50bHCE8yN9j9rtCcEChfc3MtSkzx6ZWtSNUITjAY/bVyjz1WLU6+up56Klnoq+epzT01Jntu31ghPwyMzO1a9cuVa5c2d2l4DxVwgM1sVcDtapd8DLFvNHhqoR7zuWIMeUDLrqvMeUD3FQZAAAAXMGtZ4Kefvppde/eXdWrV9fx48f18ssvy263a9CgQe4sCxdQIyJIr/ZpKHtGtlIyshTi76NQf2+PCkB5akQEafJdjXQq9YwObF6rhcNaqkJwAAEIAADAA7g1BB05ckT9+/dXYmKioqKi1Lx5c/3000+qUaOGO8vCRVQJD1QVdxdxlcSUD1BUkLcOSKoTHeL2U7wAAABwDbeGoPnz57tz8wAAAAAsqFR9JggAAAAAShohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWAohCAAAAIClEIIAAAAAWEqpCUGvvPKKbDabhg8f7u5SnHY0+Yz2JKRIkvYmpOho8hmXrj/BnqHdx+zaEH9Ku/+yK8Ge4dL1AwAAAFbi7e4CJGnjxo1677331LBhQ3eX4rTfT6bp+cU7tCk+UZNvlnpPX6+bYiM1sVcD1YgIuuL1Hz6ZplGLd+iH/Scd01rVjtCkXg1U3QXrBwAAAKzG7WeCUlNTNXDgQL3//vsKDw93dzlOOZp8Rs+fF1Akad3+k3ph8Y4rPiOUYM8oFIDy1v/84h2cEQIAAAAug9vPBD366KPq2rWrbrvtNr388ssXXTYzM1OZmZmO23a7XZKUlZWlrKysEq2zKKdSz2hTfKL8vCS/ckbS//7dGJ+oU6lnFBV0+Q9xoj3dsf7zbYxPVKI9XRUCipgJl8l7Xrnj+YWSQU89E331PPTUM9FXz1OaeupMDTZjjCnBWi5q/vz5mjhxojZu3Ch/f3+1bdtWjRs31tSpU4tcfuzYsRo3blyh6XPnzlVgYGAJVwsAAACgtEpPT9eAAQN0+vRphYaGXnRZt4WgP/74Q02bNtU333yjRo0aSdIlQ1BRZ4KqVaumxMTES+5oSdiTkKI+09dLOncGaELTXL20qZwyc22SpIXDWqpOdMhlr39vQop6///1F2XRsJa69grWj0vLysrSihUr1LFjR/n4+Li7HLgAPfVM9NXz0FPPRF89T2nqqd1uV2RkZLFCkNsuh9u8ebOOHz+uG2+80TEtJydH33//vf79738rMzNTXl4FL/Xy8/OTn59foXX5+Pi45UGvEBygm2IjtS7fZ3Yyc23KzLGpVe0IVQgOuKK6IkMDC60/T6vaEYoMDXT7k80q3PUcQ8mhp56JvnoeeuqZ6KvnKQ09dWb7bhsYoUOHDtqxY4e2bt3q+GnatKkGDhyorVu3FgpApVFM+QBN7NVArWpHFJjeqnaEJvZqoJjyAVe0/uhQf026wPon9Wqg6FD/K1o/AAAAYEVuOxMUEhKi+vXrF5gWFBSkiIiIQtNLsxoRQZp8VyOdSj2jA5vXauGwlqoQHHDFAShP9Ygg/bNvYyWlnZU9I1uh/t4KD/IlAAEAAACXye2jw3mCmPIBigry1gFJdaJDXH4qMDrUn9ADAAAAuEipCkGrV692dwkAAAAAPJzbvywVAAAAAK4mQhAAAAAASyEEAQAAALAUQhAAAAAASyEEAQAAALAUQhAAAAAASyEEAQAAALAUQhAAAAAASyEEAQAAALAUQhAAAAAASyEEAQAAALAUQhAAAAAASyEEAQAAALAUb3cXcCWMMZIku93u5kqkrKwspaeny263y8fHx93lwEXoq+ehp56JvnoeeuqZ6KvnKU09zcsEeRnhYsp0CEpJSZEkVatWzc2VAAAAACgNUlJSFBYWdtFlbKY4UamUys3N1dGjRxUSEiKbzebWWux2u6pVq6Y//vhDoaGhbq0FrkNfPQ899Uz01fPQU89EXz1PaeqpMUYpKSmKiYlRuXIX/9RPmT4TVK5cOVWtWtXdZRQQGhrq9icAXI++eh566pnoq+ehp56Jvnqe0tLTS50BysPACAAAAAAshRAEAAAAwFIIQS7i5+enMWPGyM/Pz92lwIXoq+ehp56JvnoeeuqZ6KvnKas9LdMDIwAAAACAszgTBAAAAMBSCEEAAAAALIUQBAAAAMBSCEEAAAAALIUQ5KTp06erYcOGji+EatGihZYtW+aYb4zR2LFjFRMTo4CAALVt21a//fabGyuGs1555RXZbDYNHz7cMY2+li1jx46VzWYr8FOpUiXHfPpZdv3555+69957FRERocDAQDVu3FibN292zKe3ZUvNmjULHas2m02PPvqoJPpZVmVnZ+vFF19UbGysAgICFBcXp/Hjxys3N9exDL0te1JSUjR8+HDVqFFDAQEBatmypTZu3OiYX+Z6auCUJUuWmK+//trs2bPH7Nmzxzz//PPGx8fH/Prrr8YYY/7xj3+YkJAQs3DhQrNjxw5zzz33mMqVKxu73e7mylEcGzZsMDVr1jQNGzY0TzzxhGM6fS1bxowZY66//npz7Ngxx8/x48cd8+ln2XTq1ClTo0YNM3jwYPPzzz+b+Ph4s3LlSrN//37HMvS2bDl+/HiB43TFihVGkvnuu++MMfSzrHr55ZdNRESE+eqrr0x8fLz57LPPTHBwsJk6dapjGXpb9vTt29fUq1fPrFmzxuzbt8+MGTPGhIaGmiNHjhhjyl5PCUEuEB4ebj744AOTm5trKlWqZP7xj3845mVkZJiwsDDzzjvvuLFCFEdKSoq55pprzIoVK0ybNm0cIYi+lj1jxowxjRo1KnIe/Sy7nnvuOdOqVasLzqe3Zd8TTzxhatWqZXJzc+lnGda1a1czdOjQAtN69+5t7r33XmMMx2pZlJ6ebry8vMxXX31VYHqjRo3MCy+8UCZ7yuVwVyAnJ0fz589XWlqaWrRoofj4eP3111/q1KmTYxk/Pz+1adNG69evd2OlKI5HH31UXbt21W233VZgOn0tm/bt26eYmBjFxsaqX79+OnjwoCT6WZYtWbJETZs21d13362KFSvqhhtu0Pvvv++YT2/LtrNnz2r27NkaOnSobDYb/SzDWrVqpVWrVmnv3r2SpG3btmndunXq0qWLJI7Vsig7O1s5OTny9/cvMD0gIEDr1q0rkz0lBF2GHTt2KDg4WH5+fnrkkUe0ePFi1atXT3/99ZckKTo6usDy0dHRjnkonebPn69ffvlFr7zySqF59LXsadasmT755BMtX75c77//vv766y+1bNlSJ0+epJ9l2MGDBzV9+nRdc801Wr58uR555BE9/vjj+uSTTyRxrJZ1X3zxhZKTkzV48GBJ9LMse+6559S/f39dd9118vHx0Q033KDhw4erf//+kuhtWRQSEqIWLVpowoQJOnr0qHJycjR79mz9/PPPOnbsWJnsqbe7CyiL6tSpo61btyo5OVkLFy7UoEGDtGbNGsd8m81WYHljTKFpKD3++OMPPfHEE/rmm28KvcORH30tO+644w7H/xs0aKAWLVqoVq1a+vjjj9W8eXNJ9LMsys3NVdOmTTVp0iRJ0g033KDffvtN06dP1/333+9Yjt6WTTNmzNAdd9yhmJiYAtPpZ9mzYMECzZ49W3PnztX111+vrVu3avjw4YqJidGgQYMcy9HbsmXWrFkaOnSoqlSpIi8vLzVp0kQDBgzQL7/84limLPWUM0GXwdfXV7Vr11bTpk31yiuvqFGjRvrXv/7lGH3q/MR7/PjxQskYpcfmzZt1/Phx3XjjjfL29pa3t7fWrFmjN998U97e3o7e0deyKygoSA0aNNC+ffs4TsuwypUrq169egWm1a1bV4cPH5YkeluG/f7771q5cqUefPBBxzT6WXY988wzGjlypPr166cGDRrovvvu05NPPum42oLelk21atXSmjVrlJqaqj/++EMbNmxQVlaWYmNjy2RPCUEuYIxRZmam40mwYsUKx7yzZ89qzZo1atmypRsrxMV06NBBO3bs0NatWx0/TZs21cCBA7V161bFxcXR1zIuMzNTu3btUuXKlTlOy7BbbrlFe/bsKTBt7969qlGjhiTR2zJs5syZqlixorp27eqYRj/LrvT0dJUrV/AlppeXl2OIbHpbtgUFBaly5cpKSkrS8uXLdeedd5bNnrpvTIayadSoUeb777838fHxZvv27eb555835cqVM998840x5tzwgGFhYWbRokVmx44dpn///qV6eEAULf/ocMbQ17JmxIgRZvXq1ebgwYPmp59+Mt26dTMhISHm0KFDxhj6WVZt2LDBeHt7m4kTJ5p9+/aZOXPmmMDAQDN79mzHMvS27MnJyTHVq1c3zz33XKF59LNsGjRokKlSpYpjiOxFixaZyMhI8+yzzzqWobdlz3//+1+zbNkyc/DgQfPNN9+YRo0amZtvvtmcPXvWGFP2ekoIctLQoUNNjRo1jK+vr4mKijIdOnRwBCBjzg37OGbMGFOpUiXj5+dnWrdubXbs2OHGinE5zg9B9LVsyftuAh8fHxMTE2N69+5tfvvtN8d8+ll2ffnll6Z+/frGz8/PXHfddea9994rMJ/elj3Lly83ksyePXsKzaOfZZPdbjdPPPGEqV69uvH39zdxcXHmhRdeMJmZmY5l6G3Zs2DBAhMXF2d8fX1NpUqVzKOPPmqSk5Md88taT23GGOPus1EAAAAAcLXwmSAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAAAAAlkIIAgAAAGAphCAAKKNWr14tm82m5OTkEln/oUOHZLPZtHXrVpet02az6YsvvnDZ+orro48+Uvny5Yu9fEk/tu40duxYNW7c2N1lAIBbEYIAoJQaPHiwbDabbDabfHx8FBcXp6efflppaWlXZfvVqlXTsWPHVL9+/auyvfzWr18vLy8vde7c2en71qxZU1OnTi0w7Z577tHevXuLvY6WLVvq2LFjCgsLk+R8iLqQkgiWAADnEYIAoBTr3Lmzjh07poMHD+rll1/WtGnT9PTTT1+VbXt5ealSpUry9va+KtvL78MPP9T//d//ad26dTp8+PAVry8gIEAVK1Ys9vK+vr6qVKmSbDbbFW8bAFD6EIIAoBTz8/NTpUqVVK1aNQ0YMEADBw4sdDnZ5s2b1bRpUwUGBqply5bas2ePpHNnHcqVK6dNmzYVWP6tt95SjRo1ZIxRUlKSBg4cqKioKAUEBOiaa67RzJkzHfc//6zFb7/9pq5duyo0NFQhISG69dZbdeDAAUnSxo0b1bFjR0VGRiosLExt2rTRL7/84vQ+p6Wl6dNPP9WwYcPUrVs3ffTRR4WWWbJkiZo2bSp/f39FRkaqd+/ekqS2bdvq999/15NPPuk4iyYVPJOzZ88e2Ww27d69u8A6p0yZopo1a8oYU+ByuNWrV2vIkCE6ffq0Y51jx47V+PHj1aBBg0K13XjjjRo9erTT+y1JxhhNnjxZcXFxCggIUKNGjfT5559LknJzc1W1alW98847Be7zyy+/yGaz6eDBg5Kk06dP629/+5sqVqyo0NBQtW/fXtu2bbusegDAUxGCAKAMCQgIUFZWVoFpL7zwgv75z39q06ZN8vb21tChQyWduyzstttuc4SaPDNnznRcavfSSy9p586dWrZsmXbt2qXp06crMjKyyG3/+eefat26tfz9/fXtt99q8+bNGjp0qLKzsyVJKSkpGjRokNauXauffvpJ11xzjbp06aKUlBSn9nHBggWqU6eO6tSpo3vvvVczZ86UMcYx/+uvv1bv3r3VtWtXbdmyRatWrVLTpk0lSYsWLVLVqlU1fvx4HTt2TMeOHSu0/jp16ujGG2/UnDlzCkyfO3euBgwYUOjsT8uWLTV16lSFhoY61vn0009r6NCh2rlzpzZu3OhYdvv27dqyZYsGDx7s1D7nefHFFzVz5kxNnz5dv/32m5588knde++9WrNmjcqVK6d+/foVWXeLFi0UFxcnY4y6du2qv/76S0uXLtXmzZvVpEkTdejQQadOnbqsmgDAIxkAQKk0aNAgc+eddzpu//zzzyYiIsL07dvXGGPMd999ZySZlStXOpb5+uuvjSRz5swZY4wxCxYsMOHh4SYjI8MYY8zWrVuNzWYz8fHxxhhjunfvboYMGVLk9uPj440ks2XLFmOMMaNGjTKxsbHm7Nmzxao/OzvbhISEmC+//NIxTZJZvHjxRe/XsmVLM3XqVGOMMVlZWSYyMtKsWLHCMb9FixZm4MCBF7x/jRo1zBtvvFFg2syZM01YWJjj9pQpU0xcXJzj9p49e4wk89tvvxlj/vfYJiUlFXn/PHfccYcZNmyY4/bw4cNN27ZtL1jb+Y9pfqmpqcbf39+sX7++wPQHHnjA9O/f3xhjzC+//GJsNps5dOiQMcaYnJwcU6VKFfP2228bY4xZtWqVCQ0NdfQ7T61atcy7775rjDFmzJgxplGjRhesEQCsgDNBAFCKffXVVwoODpa/v79atGih1q1b66233iqwTMOGDR3/r1y5siTp+PHjkqSePXvK29tbixcvlnTuszbt2rVTzZo1JUnDhg3T/Pnz1bhxYz377LNav379BWvZunWrbr31Vvn4+BQ5//jx43rkkUd07bXXKiwsTGFhYUpNTXXqMz179uzRhg0b1K9fP0mSt7e37rnnHn344YcF6ujQoUOx11mUfv366ffff9dPP/0kSZozZ44aN26sevXqObWehx56SPPmzVNGRoaysrI0Z84cx5k4Z+3cuVMZGRnq2LGjgoODHT+ffPKJ45LDG264Qdddd53mzZsnSVqzZo2OHz+uvn37Sjp3aWRqaqoiIiIKrCM+Pt6xDgCAdPU/7QoAKLZ27dpp+vTp8vHxUUxMTJEBJP+0vEu5cnNzJZ37gP99992nmTNnqnfv3po7d26BkdPuuOMO/f777/r666+1cuVKdejQQY8++qhef/31QtsJCAi4aK2DBw/WiRMnNHXqVNWoUUN+fn5q0aKFzp49W+z9nTFjhrKzs1WlShXHNGOMfHx8lJSUpPDw8EvWURyVK1dWu3btNHfuXDVv3lzz5s3Tww8/7PR6unfvLj8/Py1evFh+fn7KzMxUnz59LqumvJ59/fXXBfZfOvfZsDwDBw7U3LlzNXLkSM2dO1e333674xLG3NxcVa5cWatXry60fleMbgcAnoIQBAClWFBQkGrXrn1F63jwwQdVv359TZs2TVlZWY5BBPJERUVp8ODBGjx4sG699VY988wzRYaghg0b6uOPP1ZWVlaRYWzt2rWaNm2aunTpIkn6448/lJiYWOw6s7Oz9cknn+if//ynOnXqVGBenz59NGfOHD322GNq2LChVq1apSFDhhS5Hl9fX+Xk5FxyewMHDtRzzz2n/v3768CBA46zT86s09vbW4MGDdLMmTPl5+enfv36KTAw8JLbLkq9evXk5+enw4cPq02bNhdcbsCAAXrxxRe1efNmff7555o+fbpjXpMmTfTXX3/J29vbcbYPAFAYIQgAPFzdunXVvHlzPffccxo6dGiBMymjR4/WjTfeqOuvv16ZmZn66quvVLdu3SLX89hjj+mtt95Sv379NGrUKIWFhemnn37SzTffrDp16qh27dqaNWuWmjZtKrvdrmeeecapszZfffWVkpKS9MADDzi+nyfPXXfdpRkzZuixxx7TmDFj1KFDB9WqVUv9+vVTdna2li1bpmeffVbSuQEhvv/+e/Xr109+fn4XHOihd+/eGjZsmIYNG6Z27doVOvuSX82aNZWamqpVq1apUaNGCgwMdISdBx980PGY/fDDD8Xa17wR/PKrV6+enn76aT355JPKzc1Vq1atZLfbtX79egUHB2vQoEGSpNjYWLVs2VIPPPCAsrOzdeeddzrWcdttt6lFixbq2bOnXn31VdWpU0dHjx7V0qVL1bNnT8cAEgBgdXwmCAAs4IEHHtDZs2cLfV7F19dXo0aNUsOGDdW6dWt5eXlp/vz5Ra4jIiJC3377rVJTU9WmTRvdeOONev/99x1nhT788EMlJSXphhtu0H333afHH3/cqe/mmTFjhm677bZCAUg6dyZo69at+uWXX9S2bVt99tlnWrJkiRo3bqz27dvr559/diw7fvx4HTp0SLVq1VJUVNQFtxcaGqru3btr27ZtGjhw4EVra9mypR555BHdc889ioqK0uTJkx3zrrnmGrVs2VJ16tRRs2bNirWv/fr10w033FDg5+jRo5owYYJGjx6tV155RXXr1tXtt9+uL7/8UrGxsQXuP3DgQG3btk29e/cuEDRtNpuWLl2q1q1ba+jQobr22mvVr18/HTp0SNHR0cWqDQCswGZMvnFHAQAeaeLEiZo/f7527Njh7lI8jjFG1113nR5++GE99dRT7i4HAFAMXA4HAB4sNTVVu3bt0ltvvaUJEya4uxyPc/z4cc2aNUt//vnnBT+jBAAofQhBAODBHnvsMc2bN089e/a87KGbcWHR0dGKjIzUe++9p/DwcHeXAwAoJi6HAwAAAGApDIwAAAAAwFIIQQAAAAAshRAEAAAAwFIIQQAAAAAshRAEAAAAwFIIQQAAAAAshRAEAAAAwFIIQQAAAAAs5f8BeuWmXKCnENcAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Physical Activity Level und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Physical Activity Level', y='Quality of Sleep', data=df)\n", + "plt.title('Körperliche Aktivität vs. Schlafqualität')\n", + "plt.xlabel('Physical Activity Level')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Scatterplot für Physical Activity Level und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Physical Activity Level', y='Sleep Duration', data=df)\n", + "plt.title('Körperliche Aktivität vs. Schlafdauer')\n", + "plt.xlabel('Physical Activity Level')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 363, + "id": "8333e3f5-030e-4ec6-bb65-32cc05e619a5", + "metadata": {}, + "outputs": [ + { + "data": { + 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für BMI Category und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='BMI Category', y='Quality of Sleep', data=df)\n", + "plt.title('BMI-Kategorie vs. Schlafqualität')\n", + "plt.xlabel('BMI-Kategorie')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Boxplot für BMI Category und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='BMI Category', y='Sleep Duration', data=df)\n", + "plt.title('BMI-Kategorie vs. Schlafdauer')\n", + "plt.xlabel('BMI-Kategorie')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 365, + "id": "02656668-b816-4291-aef3-b9bc12b032a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatterplot für Alter und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Age', y='Quality of Sleep', data=df)\n", + "plt.title('Alter vs. Schlafqualität')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Scatterplot für Alter und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Age', y='Sleep Duration', data=df)\n", + "plt.title('Alter vs. Schlafdauer')\n", + "plt.xlabel('Alter (Jahre)')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 367, + "id": "07c8aabf-2b46-407e-8a6a-74eb5398dbfc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot für Schlafstörungen und Schlafqualität\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Sleep Disorder', y='Quality of Sleep', data=df)\n", + "plt.title('Schlafstörung vs. Schlafqualität')\n", + "plt.xlabel('Schlafstörung')\n", + "plt.ylabel('Schlafqualität (Skala)')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "# Boxplot für Schlafstörungen und Schlafdauer\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(x='Sleep Disorder', y='Sleep Duration', data=df)\n", + "plt.title('Schlafstörung vs. Schlafdauer')\n", + "plt.xlabel('Schlafstörung')\n", + "plt.ylabel('Schlafdauer (Stunden)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 373, + "id": "387684d8-82cd-497e-8f76-f1b8fb131c30", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Sleep Duration Quality of Sleep\n", + "Sleep Duration 1.000000 0.883213\n", + "Quality of Sleep 0.883213 1.000000\n" + ] + } + ], + "source": [ + "# Korrelation zwischen Schlafdauer und Schlafqualität\n", + "correlation = df[['Sleep Duration', 'Quality of Sleep']].corr()\n", + "print(correlation)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 375, + "id": "ef38e80b-4054-4533-aae2-fe1286fb2637", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Granger Causality\n", + "number of lags (no zero) 1\n", + "ssr based F test: F=1.3686 , p=0.2428 , df_denom=370, df_num=1\n", + "ssr based chi2 test: chi2=1.3797 , p=0.2402 , df=1\n", + "likelihood ratio test: chi2=1.3772 , p=0.2406 , df=1\n", + "parameter F test: F=1.3686 , p=0.2428 , df_denom=370, df_num=1\n", + "\n", + "Granger Causality\n", + "number of lags (no zero) 2\n", + "ssr based F test: F=0.4208 , p=0.6568 , df_denom=367, df_num=2\n", + "ssr based chi2 test: chi2=0.8531 , p=0.6528 , df=2\n", + "likelihood ratio test: chi2=0.8521 , p=0.6531 , df=2\n", + "parameter F test: F=0.4208 , p=0.6568 , df_denom=367, df_num=2\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.stattools import grangercausalitytests\n", + "\n", + "# Teste, ob Schlafdauer die Schlafqualität beeinflusst (oder umgekehrt)\n", + "granger_test = grangercausalitytests(df[['Sleep Duration', 'Quality of Sleep']], maxlag=2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 378, + "id": "c2da1e71-f314-4bf6-a45d-fe5ae57191df", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intercept: 2.838711130012779\n", + "Coefficient for Quality of Sleep: 0.5871012933730239\n", + "R²-Score: 0.7800652040943266\n" + ] + } + ], + "source": [ + "# X ist die unabhängige Variable (Schlafqualität)\n", + "X = df[['Quality of Sleep']]\n", + "\n", + "# y ist die abhängige Variable (Schlafdauer)\n", + "y = df['Sleep Duration']\n", + "\n", + "# Erstellen und trainieren des linearen Modells\n", + "model = LinearRegression()\n", + "model.fit(X, y)\n", + "\n", + "# Ausgabe der Koeffizienten\n", + "print(f\"Intercept: {model.intercept_}\")\n", + "print(f\"Coefficient for Quality of Sleep: {model.coef_[0]}\")\n", + "\n", + "# R²-Wert, um die Vorhersagekraft zu bewerten\n", + "print(f\"R²-Score: {model.score(X, y)}\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 390, + "id": "f3da093b-4597-43b3-a4d9-f13066529bfc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Heart Rate R-squared: 0.480\n", + "Model: OLS Adj. R-squared: 0.476\n", + "Method: Least Squares F-statistic: 114.0\n", + "Date: Mon, 21 Oct 2024 Prob (F-statistic): 2.75e-52\n", + "Time: 17:06:40 Log-Likelihood: -938.73\n", + "No. Observations: 374 AIC: 1885.\n", + "Df Residuals: 370 BIC: 1901.\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "====================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------------\n", + "const 121.8816 9.504 12.824 0.000 103.193 140.570\n", + "Sleep Duration -4.1840 1.428 -2.930 0.004 -6.992 -1.376\n", + "Quality of Sleep -8.5457 1.299 -6.577 0.000 -11.101 -5.991\n", + "Interaction 0.7664 0.182 4.210 0.000 0.408 1.124\n", + "==============================================================================\n", + "Omnibus: 206.059 Durbin-Watson: 0.975\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 2102.559\n", + "Skew: 2.112 Prob(JB): 0.00\n", + "Kurtosis: 13.820 Cond. No. 3.49e+03\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 3.49e+03. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n" + ] + } + ], + "source": [ + "import statsmodels.api as sm\n", + "\n", + "# Interaktionsterm erstellen (Schlafdauer * Schlafqualität)\n", + "df['Interaction'] = df['Sleep Duration'] * df['Quality of Sleep']\n", + "\n", + "# Regressionsmodell mit Interaktionsterm\n", + "X = df[['Sleep Duration', 'Quality of Sleep', 'Interaction']]\n", + "y = df['Heart Rate']\n", + "\n", + "# Hinzufügen eines Intercepts für statsmodels\n", + "X = sm.add_constant(X)\n", + "\n", + "# Fit the OLS model\n", + "model = sm.OLS(y, X).fit()\n", + "\n", + "# Ausgabe des Modells\n", + "print(model.summary())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 392, + "id": "600bd3d3-88a3-448d-9470-cecd34b5dd39", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Intercept: 61.367610059622315\n", + " Coefficient\n", + "Age -0.039994\n", + "Sleep Duration 4.161413\n", + "Physical Activity Level 0.001597\n", + "Stress Level 0.135568\n", + "Daily Steps -0.000005\n", + "... ...\n", + "Systolic BP_132 -1.555796\n", + "Systolic BP_135 -4.985249\n", + "Systolic BP_139 2.845974\n", + "Systolic BP_140 -0.871125\n", + "Systolic BP_142 0.107389\n", + "\n", + "[78 rows x 1 columns]\n", + "R²-Score: 0.8643323237480622\n", + "Mean Squared Error: 2.6844110874383427\n" + ] + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import r2_score, mean_squared_error\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Definiere die unabhängigen Variablen (alle Spalten außer \"Person ID\", \"Heart Rate\", \"Quality of Sleep\")\n", + "X = df.drop(columns=['Person ID', 'Heart Rate', 'Quality of Sleep'])\n", + "\n", + "# One-Hot Encoding für kategoriale Variablen\n", + "X_encoded = pd.get_dummies(X, drop_first=True)\n", + "\n", + "# Definiere die Zielvariable (abhängige Variable: Heart Rate)\n", + "y = df['Heart Rate']\n", + "\n", + "# Teile die Daten in Trainings- und Testdaten auf (80% Training, 20% Test)\n", + "X_train, X_test, y_train, y_test = train_test_split(X_encoded, y, test_size=0.2, random_state=42)\n", + "\n", + "# Erstelle und trainiere das Modell\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Vorhersagen auf den Testdaten\n", + "y_pred = model.predict(X_test)\n", + "\n", + "# Ausgabe der Modellkoeffizienten\n", + "print(f\"Intercept: {model.intercept_}\")\n", + "coefficients = pd.DataFrame(model.coef_, X_encoded.columns, columns=['Coefficient'])\n", + "print(coefficients)\n", + "\n", + "# Modellgüte bewerten (R²-Score und MSE)\n", + "r2 = r2_score(y_test, y_pred)\n", + "mse = mean_squared_error(y_test, y_pred)\n", + "print(f\"R²-Score: {r2}\")\n", + "print(f\"Mean Squared Error: {mse}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 394, + "id": "4399fa52-5bb2-4b34-afac-d8204e85f78c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Scatterplot für tatsächliche vs. vorhergesagte Herzfrequenz\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(y_test, y_pred, alpha=0.5, label=\"Vorhersage\")\n", + "plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linewidth=2, label=\"Perfekte Vorhersage\")\n", + "plt.title('Tatsächliche vs. Vorhergesagte Herzfrequenz')\n", + "plt.xlabel('Tatsächliche Herzfrequenz (BPM)')\n", + "plt.ylabel('Vorhergesagte Herzfrequenz (BPM)')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 396, + "id": "fa531918-6f96-40a5-89ab-6f163d90a0be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Residuals berechnen\n", + "residuals = y_test - y_pred\n", + "\n", + "# Residualplot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(y_pred, residuals, alpha=0.5)\n", + "plt.axhline(y=0, color='red', linestyle='--', linewidth=2)\n", + "plt.title('Residualplot (Vorhergesagte Herzfrequenz vs. Residuen)')\n", + "plt.xlabel('Vorhergesagte Herzfrequenz (BPM)')\n", + "plt.ylabel('Residuen (Tatsächlich - Vorhergesagt)')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/EDA_sleep_dataset_Frederic/sleep_data.csv b/src/EDA_sleep_dataset_Frederic/sleep_data.csv new file mode 100644 index 0000000..269ea3e --- /dev/null +++ b/src/EDA_sleep_dataset_Frederic/sleep_data.csv @@ -0,0 +1,375 @@ +Person ID,Gender,Age,Occupation,Sleep Duration,Quality of Sleep,Physical Activity Level,Stress Level,BMI Category,Blood Pressure,Heart Rate,Daily Steps,Sleep Disorder +1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None +2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia +7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia +8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None 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+373,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +374,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea \ No newline at end of file From 14085d479471a5dc0e53b263183bbdd816fd86c8 Mon Sep 17 00:00:00 2001 From: Numeric Columns <162654363+Fredeys@users.noreply.github.com> Date: Sat, 26 Oct 2024 23:38:04 +0200 Subject: [PATCH 2/2] Add files via upload --- .../raw_dataset_sleep_Frederic/sleep_data.csv | 375 ++++++++++++++++++ 1 file changed, 375 insertions(+) create mode 100644 data/raw_dataset_sleep_Frederic/sleep_data.csv diff --git a/data/raw_dataset_sleep_Frederic/sleep_data.csv b/data/raw_dataset_sleep_Frederic/sleep_data.csv new file mode 100644 index 0000000..269ea3e --- /dev/null +++ b/data/raw_dataset_sleep_Frederic/sleep_data.csv @@ -0,0 +1,375 @@ +Person ID,Gender,Age,Occupation,Sleep Duration,Quality of Sleep,Physical Activity Level,Stress Level,BMI Category,Blood Pressure,Heart Rate,Daily Steps,Sleep Disorder +1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None +2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia +7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia +8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +10,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +11,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +12,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +13,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +14,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +15,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +16,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +17,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Sleep Apnea +18,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,Sleep Apnea +19,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Insomnia +20,Male,30,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +21,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +22,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +23,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +24,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +25,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +26,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +27,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +28,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +29,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +30,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +31,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Sleep Apnea +32,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Insomnia +33,Female,31,Nurse,7.9,8,75,4,Normal Weight,117/76,69,6800,None 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+68,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,Insomnia +69,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +70,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +71,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +72,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +73,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +74,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +75,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +76,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +77,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +78,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +79,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +80,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +81,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +82,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +83,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +84,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +85,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +86,Female,35,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +87,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +88,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +89,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +90,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +91,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +92,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +93,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +94,Male,35,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +95,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,Insomnia +96,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +97,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +98,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +99,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +100,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +101,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +102,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +103,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +104,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Sleep Apnea +105,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,Sleep Apnea +106,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Insomnia +107,Female,37,Nurse,6.1,6,42,6,Overweight,126/83,77,4200,None +108,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +109,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +110,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +111,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +112,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +113,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +114,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +115,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +116,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +117,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +118,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +119,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +120,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +121,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +122,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +123,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +124,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +125,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +126,Female,37,Nurse,7.5,8,60,4,Normal Weight,120/80,70,8000,None +127,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +128,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None 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+145,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,Sleep Apnea +146,Female,38,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +147,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,Insomnia +148,Male,39,Engineer,6.5,5,40,7,Overweight,132/87,80,4000,Insomnia +149,Female,39,Lawyer,6.9,7,50,6,Normal Weight,128/85,75,5500,None +150,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +151,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +152,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +153,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +154,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +155,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +156,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +157,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +158,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +159,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +160,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +161,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +162,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +163,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +164,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +165,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +166,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,Insomnia +167,Male,41,Engineer,7.3,8,70,6,Normal Weight,121/79,72,6200,None +168,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +169,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +170,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +171,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +172,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +173,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +174,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +175,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +176,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +177,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +178,Male,42,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +179,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +180,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +181,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +182,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +183,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +184,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +185,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +186,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +187,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +188,Male,43,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +189,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +190,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +191,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +192,Male,43,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +193,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +194,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +195,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +196,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +197,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +198,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +199,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +200,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +201,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +202,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +203,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +204,Male,43,Engineer,6.9,6,47,7,Normal Weight,117/76,69,6800,None +205,Male,43,Engineer,7.6,8,75,4,Overweight,122/80,68,6800,None +206,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +207,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +208,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +209,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +210,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +211,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +212,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +213,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +214,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +215,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +216,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +217,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +218,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +219,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Sleep Apnea +220,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Sleep Apnea +221,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +222,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +223,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +224,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +225,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +226,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +227,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +228,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +229,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +230,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +231,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +232,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +233,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +234,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +235,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +236,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +237,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +238,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +239,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +240,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +241,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +242,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +243,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +244,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +245,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +246,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +247,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +248,Male,44,Engineer,6.8,7,45,7,Overweight,130/85,78,5000,Insomnia +249,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,None +250,Male,44,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,None +251,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +252,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +253,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +254,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +255,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +256,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +257,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +258,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +259,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +260,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +261,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +262,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +263,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +264,Female,45,Manager,6.9,7,55,5,Overweight,125/82,75,5500,None +265,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +266,Female,48,Nurse,5.9,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +267,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +268,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,None +269,Female,49,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +270,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +271,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +272,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +273,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +274,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +275,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +276,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +277,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea 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Apnea +351,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +352,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +353,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +354,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +355,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +356,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +357,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +358,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +359,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,None +360,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None +361,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +362,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +363,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +364,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea 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