619 lines
937 KiB
Plaintext
619 lines
937 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ea7d1a2b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "181190f4",
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"metadata": {},
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"outputs": [],
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"source": [
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"import glob\n",
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"import os\n",
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"\n",
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"pfad = \"../data/tageswerte_pro_Jahr/*.csv\"\n",
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"\n",
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"dateien = glob.glob(pfad)\n",
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"dfs = []\n",
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"for datei in dateien:\n",
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" df_temp = pd.read_csv(datei, low_memory=False)\n",
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" df_temp[\"year\"] = os.path.basename(datei).split(\"_\")[2].split(\".\")[0]\n",
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" dfs.append(df_temp.astype({\"year\":int}))\n",
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"\n",
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"df = pd.concat(dfs, ignore_index=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "d3f4c318",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"operator_name 0\n",
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"domain_name 0\n",
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"domain_id 0\n",
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"counter_site 0\n",
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"counter_site_id 0\n",
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"counter_serial 1593\n",
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"longitude 0\n",
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"latitude 0\n",
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"timezone 0\n",
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"iso_timestamp 0\n",
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"channels_in 26510\n",
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"channels_out 26559\n",
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"channels_unknown 220492\n",
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"channels_all 0\n",
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"site_temperature 20642\n",
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"site_rain_accumulation 20642\n",
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"site_snow_accumulation 20656\n",
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"year 0\n",
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"dtype: int64\n",
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"operator_name 0\n",
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"domain_name 0\n",
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"domain_id 0\n",
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"counter_site 0\n",
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"counter_site_id 0\n",
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"counter_serial 0\n",
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"longitude 0\n",
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"latitude 0\n",
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"timezone 0\n",
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"iso_timestamp 0\n",
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"channels_in 0\n",
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"channels_out 0\n",
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"channels_unknown 27415\n",
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"channels_all 0\n",
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"site_temperature 0\n",
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"site_rain_accumulation 0\n",
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"site_snow_accumulation 0\n",
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"year 0\n",
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"dtype: int64\n"
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]
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}
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],
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"source": [
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"# Daten bereinigen\n",
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"\n",
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"# replace various forms of 'na' with np.nan\n",
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"df = df.replace([\"na\", \"NA\", \"Na\"], np.nan)\n",
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"print(df.isna().sum())\n",
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"# TODO Find if temp rain and snow values are missing in a pattern or at random\n",
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"# convert numeric values to corresponding dtypes\n",
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"df[\"site_temperature\"] = df[\"site_temperature\"].astype(float)\n",
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"df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].astype(float)\n",
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"df[\"site_snow_accumulation\"] = df[\"site_snow_accumulation\"].astype(float)\n",
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"\n",
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"# Mannheim subset, saved to file\n",
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"df_ma = df[df[\"domain_name\"] == 'Stadt Mannheim']\n",
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"df_ma.to_csv(\"../data/processed/bikes_mannheim.csv\", index=False)\n",
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"print(df_ma.isna().sum())\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "eb082a0d",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\3477491348.py:3: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))\n"
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]
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}
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],
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"source": [
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"# Shorten der Labels für bessere Lesbarkeit im Plot\n",
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"max_length = 15\n",
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"df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "ea13a213",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\1295171260.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
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" axs[0].set_yticklabels(range(0,3501, 500))\n"
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]
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},
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{
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"data": {
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mPTbvjzPWmeY2bdqY7xTdnvreaYkBa3vUqFEj7N69e5Eeq+VErNdXokQJs1899dRTtsc52r+trBP9jOp7XqpUKfP+6Gd45syZUa7r+fPnzeddl3/t2jWH8+jr0OXrJXOP+h3k6n4U0/06Olp2Qx+fN2/eaLOadN+1stIjZmh8++23Zrxeimjtu45Ku1iZCPoe6jbR/Ulfm667jtfyIRFZvzVPPPGE+W1Jly6d2d/1s5MvXz4zTffniFlX9p8h/WylTp3a7DNausPKrNZskk2bNjndrvr9qfu+7pe6ruXLlzfjdZxmQUcUm9/SqD7r1nro1QJeXl5m/XV5+rnX8fr6NWtEX5N+PnS76GfD+kzrZz3id8GjsF5/xGwRLdmi4/V7wZmKFSuaeb766qs4zUjX7aH7j5UxE58Z6Xppq3VZqu6X9nR/1PFaGseRGzdu2N5PzV6PKatcjKMsTKu9oN9F+rydOnUy+4rum46+LxxtO318dN+HSN44zuA4Q3Gc8f84zkiaxxl6/KDtOm3vRYyRRDw20Hb3okWLzP2OHTtGKk+h47VknHKWkW5l5QYEBJg2h7bddflWJm/z5s1NGRF3t02tdvyHH35o5qlcubJZV41PWMvUknaOjn11vax10na4HrdZz5c2bdqwP//80+l6OlsPbadY62//unWf0VJDenWhfZvXautrDMVRCZLYcta+0nIlOl4/A85oW1vn0XWNiqtt0nfffTdcuyw+M9L1WDRr1qwO407Wd6Duw85Y3xFavjCmrHIxjmJ4Vvtfvzf69etn2rS6PWbMmGGOr2K67T755JOwlIBAejQ0OKo7hH7J2gcgNQih47///vtw80+ePNn2A+eIVeM0Yk2nVq1amfEa0Lp48aLDuqcRa4JaH2zrYF0DT47oj5TW/XZUQ0pL1uhri1i3SesbWYEIPXFgz76mVcQPoa6DBir0y1kDPvaXkGudNP1CdhT4isr48ePNYzTod+DAgXA/Llaw39GXsH7g9XVEbGjol5YVtNXA+qME0u1raL311luRlqXPZV1ub1/fKyp68G390HXt2jVcwO/YsWMmMKjTPvjgA4frp4P+MF+5csU2TQOR+uPr6FI7bXxYQbqIdF+MGHSyylAUKVIkUq1ZDWDqJUragIlY49daN93nNm7cGOm5dH7rR9xRINfaJ7XxYU/3CUfL0x96DZg6q78X3SWXzoJrcfH+6PeDBnXs17VChQoOf3xcfX+iYv1A6qCNF/tGrjZOrYZUxBIjeuJCG3DagP/111/DTdNgsVWrLmK9NauxHJPgnSPagLY/iRkxoGY11u2/+2L7HRTb/Si6/To6U6ZMMY/XhnFMAul6AKQNZ/382dPGsL5m3QejCqRrHUKdJ6JDhw6ZYL4+bvPmzeGm2f/WaDDWfnvrZ1X3Z53WuXPncI+z1sP6HNmfbNTfMqsUjW7fiKzH6fdBxIMZaz/W/TWi2PyWxiSQrvuUfS1r/ezoSROdpvu/NrDtT5zo/qnvkbNSK7GhB0vWgVrE714N4loH0M7ogbHOow3duAqka9KAzmt/oB2fgXRt2Ouyc+XKFem33UoQcJYcoKwyfQsWLIjR8+l3nx5M6mP++OMPp+0FR4Ouo6MDXHv63RbTbY3kieMMjjMsHGc8xHFG0j3OWL58uVmWJvg5Yx9I1za6tj312NG+XxOr/a8ldaMKpGti0969eyM9x9mzZ23B5oj9CrmjbWq9n3rMErGmtfW+OUrQ1PdYp+kJDvu+b9ScOXNMO1+ThCImHEUXSNfjJ32v7F+3HofoNK1vH7HNq++NFUdwVGolNqJqX40dO9aM133WGY276Dwa6I+KK21SjXlpYogeI1viM5BulS3S47oLFy6Em6YBdJ3Wq1cvp4/X+J/Oo7GymNDjN93P9DG6jaOKE0Qc9HGO6qo7KvMYH+3/xIhAegwP2jTTyZ4GVBwFkjV4q9l6+iGMGJzWH0LNXtbH7du3L1wARw+M9Syfs7M9GvDVx9l/+doHNxx1KBATVkA5YpDLCjbpdEesulURX7+1vTQ70xHdJvojotsh4hliZ6xghH7ZRKRBHCtQ7WrNPt3e+j5F3OauBtL1x1pfk37B3L5922GQQTM+Y8q+lq2jjLZffvnFTNdGh33A2b4BpXWqHP1g6X6mr9m+IaL7q657TGiDx8ro144uHLE+GxFPFlnrpjXvosvKcpSdZ12VENMfC/sDVEcNutgG0h/1/dEMa0cntrQDEJ2unz17rrw/0bF+IPUH29GJNysDQINN9uuu2RY6/vPPP3e4XG3IOjrJYTWWI76mmLKWq4HPiN8Xw4cPN9M0+zu+v4Oi2o9isl9HpUePHrbslpgE0u0PMKzOeTQIrv9rJraKKpAeFe2Yx1F2h/Vb46xjRD2Y0OmFChVyerDiKAip+6DVoI94hYD1OEcNPf3cWQ1B7YzqUX9LYxJId3QiyGowOssGsU46x0UNbP2dsb57I56wUJo1Yp+95Yh1ksHR42MTSNf3T7Nh9ODC/gA4vgLpy5Yts2WjO/qN0O8JnaYJDc5Y2zAmGeDaEZQeUFpBCWeB8DFjxpg2ne5zGnTQ+rDWAad+10TMnLe3ZMkS2wkqpEwcZ3CcYeE4g+OMpH6c8dlnn9mu0opJIN0+IU0z45WVMKJtSqud7iyQHhXr9zViokpCt03t2/HOrpizEjTt4zmaEKfbQZOYIsaULNZV+RE7ko8ukO4oi1tPmETV5tVEqriqgR1d++rjjz820zRJyBnrJIOjEx72Ytom1XastiP1xIT95ye+Aukal7GuenaUwd2gQQMzTT8fzlhtzZhkgGsCqlWTXhOAHF0tqwnCuiyNI+nJNx30alNNTrL2jaiSgw7/d7ys2zAloEZ6FLTO6vTp08399u3bh5umtYW9vLxM3TD7elFaR+rFF180Nbki1rtauHChqcOrNVa1vqx9DST9ztP64/p4R6xa5FqfPCKtTV2rVq1oa2br+mit9E6dOpm6ZTqsWbPGTD98+HC41209j9YXd8RRvSrrNSqrjnxEWtNLa67pdvj7778lOloj6+jRo+a+1gKLSGvGvfzyy1EuY/fu3TJq1ChTz1rfR+u16+vU98lafmzlzp3bvOc3btyQH374Idy0r776ytz27NkzxsuzanS3bNnS1HqLSGuUad2uW7duyfbt2yNN1/pUWqfKUX1lrYulr9m+3p3uj7ruuk/r8hzVk7Ps3LnT1OHSGtlaT87VfVXptnKmXbt25jZi/WzdX3Tf0u3haN/TWoFas33YsGHSvXt3sxx9jz/++ONI+/ejetT3R2tca13yiLSWt4pYv9CV9yemtDaf1kuMSOvjac1C7RNix44dZpw+n9bRi+pzra9J60br/uGolnhU73lUtKa51ufT74olS5bYxus6TZw40eFn61G+gx5lP4rta7x48aK51e0eU9bvkfZhYX8b8XfKGa2nrjV5P/jgA+ncubPtO1HrPUb1OrVOn36/xHTftehvpdZ2jEj3Qf2saI1DZ/1HaM3OiPRzV6hQoUjP+ai/pVHR2vkR6X5kvT5Hdemt6a7ULnREP4/62dTl6PfBmDFjJDHQfUf73dB69FrnMT5p3c6XXnrJfEb1tzyqmqlxQWuo6/Pt27fP7GsRf9st2l+H9rmibTrd57Q91qBBA1m/fr00a9bMLKdXr15On8f63FvfA0hZOM7gOCMmOM4Ij+OMxHucEZs2rba1tW631ZbV2tzaX5PVZ1l0tA2pfZ9oX3HaX4vVdtca6VG1aROqbRrd45y9N1prWreD1adRQrVpo5v+qG3amLavEtr7779vjgu1Tz5Hn5+4pP2s6b6gx2PaT4A+d3zTz4Ye4+pnU2vua639iFq3bm36VtA4kn4GdND9Tz9f2va22r1au90R63OvxwbO5klOvNy9AomZBmS08y798orYmaR2xqFfMn/88Yf54rcCLVYwQ4PWGgzUndG+wxj7YKHl+PHjts5LI3ZgGpEGfyJy1hmiZfLkyWan145HojpQt+84zAqGOVu2s/HWa4kusG+9Fu3gMLovGqUdcmmgzhHtRM4Rfb36hWB1QBaT1x5beiCtHYZp4Fy/qNSePXvMwbTuK64E2awfUWevSxsVOk2/pBz9UDt7nDVNA6TWdlVff/21CdLoD5kOVqeM2nGLbj8NnkV8f/XkUXSNG0f7anT7q54U0W2pnd7oOmrHclYnf/rDq8FR/VK3pz962snp/v374/U9jqv3x3572tPOalTEQLQr709MRbWP6PujDUdrH9H71vbTjl2io/NHbPBF9x0VFd0ftNMf7fDFavAuWLDAdDCkJ4aeeOKJOPkOetT9KLavUQ9e7N//mNBOr/U91IaQNvj090YfH5PvGW0M6W9QVB0fO3ud0e27etDhiDZItfMqZ4/Vz4qzzlxd+bw86m9pVByth/WbpK9PD8gisoL5UXU+Hh1tZOuJAT1Jpfv74sWLzQlkZ88V1e+8LsvVfc0ZTTLQfUk7cHXW6bgj8+bNM0NEHTt2NJ1HOaIduWtnuNevXzf7rrMTCXG1DTS4qSdKdVtrp6UrV640HXy5Qn8HhgwZYjqV15P52qmTo+9Paz2cdQSO5I3jDI4zYorjjMg4zkh8xxmxadNqclbt2rVtyYkaV9HO1aPrrNTqaFGPDa2O311p0yZU2/RR27Qa/IztMXds2rTOpsdFmzam7auEbtNqkpweZ2psT08oxZTGeTSZJKLnn3/eDI5obLFevXrmOFbji7Nnz3b4/sblNnj77bfNcZHGUJYtWxZt/M2RwYMHm+8K3dc2b97s8Djbfj20za7JJckZgfQoWAfi+oXx5JNPRppu/XhpwHzo0KHi6elp/tcfA/1ROHLkiDlDqIGeS5cumWw5PQDWLxB71plfq7fbqFStWjXSOO3x2Rk9s9ylSxezbtqrtZ790i9HzR7TD632VK3TH14FFHPOvtCt16IBHe3BOiqunK2ODT2JoUH0EiVKyIgRI0yjQAPy1hk4fV80QOfqa3ekWrVq5oz+li1bTJa/7i9WNrpm7Tk66+dO9q9Zz4Lr2fqlS5eaHzTdZ9etW2fu636tnwPragDr/dWz9RFPLkWk29qRqPZX3Wc0mK6NKA0OasasfYZ6xJNQ1r6mwU9tBOoVF6VKlTJf5No40rOhjrLG3Ukbh65w5f2Jj33EPjNFezGPjqPtHdV7Hh19f999912TFX/ixAkTQI7qSo/Yfgc96n4U29fo5+fn8ske/f7VA4yPPvrIvCfaKNPvmejWQX+z9IBDM1z0NeoVR3oCQBvPul/qPqafa2ffia7uu4/6OFcf+6i/pbFdj0d5fVHRxvMzzzxjPvPlypUzjd+IJxIjnsiJ6mBSg7n28z4K6wT11q1bIwXSdX+02h/WtJ9//tn8buzatct2pZ89nc9RIF3bUXowr20oPbjRAxZn7Q99XXqi2Nk20M+Y9Tlztg00410/F3PnzjWBb80I04O92LAyzJSemHQUSLeCDs7eVyRvHGc4x3FGeBxnRMZxRuI7zohNm9ZKQtTjZ03827Ztm7nKL7rknbt375pgpWbB6/GhntgvUqSIabtr3EPbD8WLF4/zNu2jPDY2bVp9TZoVHBWNdcTlesRHu9aV9pXVRrParfHdptUED91PtP0YsU2rAWHrGMqapklMeqyhVQ0ctWl1nRwF0rUtq21a3Tc1QUSf19nxZUza9VbSW1Tb4J133pGxY8eaz6Z+xjUpJzb8/f1NYPz8+fPhEjIdtWlTSruWQLoTupNo4Ftp5t5ff/3ldCPqJS56Zk0PeO2DHB9++KHJQteArWbU6lk4DRJaPzIW64dCvyT1bFhc0sv39YtBL8fQwElEjsqraHBJP9SaXahnyzSgFNHJkycdPp++Fl1mv379zKVlj8rKbNUseT3r5igr3dm66Bk+NWvWLBOEiCgmpWVczRbRhoa+hxrEmTFjhslStDLUXX3N1ploRzSgaD+vo2mOWNvKyvS26HrqWVjrUi5tAGk5HM2o0xMtmqmrQUlrX9V9JGL5lbiijSENpOvyNZCugRHN7td11kvmI2Yq6jT9YtfATsSs0Lh+j+Pi/YmNmL4/MeXKPqIHKhqg1eDr559/7vTAJb7oa9fG8cCBA82ZcC1NpQFF/UF3VN4hNt9B7tiPLNbZ+qgyxB3R3xh9/zUrOKZlXXRefR91f9ETqxHF5+tMCPH5W5rQ9ABR2xSaoaW/X9blmM5UqlTJ3OrJID35HzFrXd9362oLa964oAe8zujBh1U+zspg0owWHWJC90e9+kLbY/rbqu2pqA7u9HXpAZqzdbLG63elo2wcPcjT59G2g3WQF9XVO9Gx/0w7KzVkzaNXriFl4TiD4wxXcZwRNzjOiL/jjNi2aTWZRWMVrrRptX2kQXT97bfKwiTHNq2eDIivY+6E4mr7ygr26n5kJVE5a9PFZZtWy804o+1Yq01rBdet0pgxoZncGkQ/ePCgyUjXqhaOrjC1WK/LWZtW4xBXr141950FxzX2p5/jTJkymSD6o8Tm9D20AuXRtWkzZ87s9GqP5IQa6U7oF5buMJq19l+nrA4HKzgd8TJy/VDpAZ9+YegBsbOyLkov21b6gXqUy2UcsT5gjs746XNZNXHt6Y6vdYmtOmWOaBkTR6zXYgWxH5UG86x6Y47WRYP9erLA1deu9ZY1OB+X9CSJXiamZxe11I9mE2rDQ2sbusI626knABztDxro08vN9EvMUZ1yDQjqEJEGUTQorfulXjURFT2br8EOPemj+6+eOVVWVv+BAweiLIHxKDQrUYMc2gDSE1jWZ0czbyMGUaz3WLexo9IKegLLGesqAT3BlZDvT1xw9v7ElP6Y6lnxiPTkof4I2q+7ZnVYJzDi6nPtKm3Ea2NDG8pffPGF+e7t0KGDwwzs2HwHPcp+9KishpJ+plyhVxZpDWYNrmqmWkwyrKP6TtRt6uz7PqmIz9/ShKRBb70yQhvsVhA9uhNY+putGd/6m+jod13H6ZUVuo+7mo0fVfaOo8H6ztYDBWucqxlDenm3BtE1UUEPvjTjJ7oMKSv7R383HGXwWPu3XpkXsYGvmV+a8a6Z89ZBnl5Z+Ch0Wdb3tR4IR3XQFl+/FUi8OM7gOMNVHGfEDY4z4u84I7ZtWr1SXmMn2qbVoKmzshiO2rTOyqXEZ9s9IWgbSo9VteyIo2O2pCI27SuN/2jMQTk6NtGSKpqRromfjuq5u0ozzJ21aXV9la6zNc6VkoZKY04aRNfYib6vesIouquI9XXp+6/tWUcJvdZ20WNAR7Emrbv+2WefmSC6JqBZ2zO29NhKvws0YdhZQH5fSmvTuru308SqSJEiptfZr7/+Osr59u3bZ+ZLnTp12KVLl8JN016Iddrbb79tbvPnzx8WEhLicDktWrQw8zRu3Nj0Jh3R7du3TS+5Fy5ciNSLsPZ+7cyoUaPMPBUrVgy7efOmbbz28t2uXTtbD7xt27YN97i5c+faegTfuHFjuGlffvml7XERn1t70/bz8wvz9PQM+/zzzx32CHz8+HFbT90xoT1j63PlypUr7ODBg7bxwcHBYT179nT6GsqVK2fGDxs2LNz4Q4cOhRUsWND2ON2O9nQ5Ol57eXbU63PE57E3dOhQ23J1WLNmTZirtNdv3Vf08d26dTO9LNtvu4CAADNNe6t2tH46aC/O2tOyRXtAr1WrVqTey7WH6i+++CLSvqu053CdX99L++naM7iO156t161bF+lx+r6sWLEi0n7jrAdxR4YPH27mff3118P8/f3N/b///jvSfJcvXzbrp0PE91F7Ytce1509r/Y6ruPnzZvncB2sXt21h/O4fH+c7T+Oni82709UPvroI9v2aN68edjdu3dt086ePWvrNT5ib+7bt28P8/b2DkuXLl3YtGnTHH6P7d271/Tobk+/Hxx9xmKjffv2tnX38PBw+D0Z2++gR9mPXNmvHdF10cfnyZPH6Ty6T+g8jj5vUe1L+nocfa/nzZs3XI/0+pkdOHCg0+/1mPzWONoOzj5Djl5bxPczuu3qbN+KzW9pVOsZ1XpE9/pist0i0t/m+vXrm8fpb5jumzE1evRo276k+5VF7+s4nabf3zH9nujQoUNYbFjfdfXq1YvV43V98+XLZ5bRunVrp+0mR5o1a2Yep9vQ/vtt0aJF5vOg3x27d+8O9xhdfps2bczj9HmPHj0ao+fauXNn2O+//x7uN8Ba3pQpU8LSpEljlqmfLWf0e1jnmTlzZoxfI5IHjjM4zuA4g+OM5HacoW0YbTNrXMT+N9hR+82VWIDVFtM2vmXHjh22WMX+/fvDzf/NN9+EpUqVyuH2dUfb1Nnyoos9vPPOO2b8448/HrZnz55Ij9N9Rdsh9vGRqNYzuvV4lDavI7FtX6nffvvNPC5DhgzmONTy77//hpUtW9ZM0+0T321Sqy1fuHDhWD3+ypUrtphUxLZpdKwYoj5eX7dFt4duF502f/78SI8bMGCAmabHw1u2bInRc/3zzz/mM6mfYUfvhRWP0diMM3369DHzfPLJJ2EpAYF0B1avXm12Av0hsA9GOlOpUiUzvwZt7P3888/hgqqDBg1yugwNcusHXOfTgNVjjz0W9vLLL5ugp97XcTrN/osyJgfp165ds31pZsmSJez55583gYbs2bObHx7rA+roR7dz5862H9A6deqEvfrqq2FlypQx//fu3dtMa9CgQaTHafA4a9asZro+z1NPPRX22muvhT377LPmS0jHV61aNcyVL+GmTZvato2eoGjZsqVpSOiBqjYyHL0GDepZP6L6hauP0XXRH3e91WBzXAfSL168aAu66ZdebOmXnvWFpe/fK6+8EtakSRPbgblug4gBQmv9nnvuubBChQqZL88XXnjBHKhby9Lgt66j/f5hBSbLly8f9uKLL5r3uXr16rZt52i/1UCrtV+XLl3aBC90++p+os+r4ydMmBDrgKMGdXU/sx5Tu3Ztp/Na+7C+Bv0s6Ppbn0n74GBE48ePt/1A6zbSoJEOeqIlugbDo7w/rjRwY/v+RBcg00aNrn/OnDnNd4x+vtKnT2+m6bId/cjPnj3bBNKtQGzDhg3N51oDlvq/jtftEF+B9F27dtneS13fqMTmOyi2+9GjBtKV1cA6cOBAvAbS9WCscuXKtv3+mWeeMb8zunz9XuzXr1+SD6TH5rc0MQXSrd9WHXR/1e8LR8PkyZMjPVZPiOh3vj5WP6v6W6CD9bnV7w9HQWk9qaKfB2uwgu7ZsmULN97+QCY+D1r0xL/VBtNAurNt4OjzoL9v+jtnnXzX915/l6zvyzFjxkR6jI6ztrnO6+z59ASvo4O8zJkzm9faqlUr8ztgBUB00O+RiIF2S1BQkPme0t8NPdBCysFxxkMcZ3CcwXFG8jrOUNru0MfpCez4DKTbnzzXtp0el+ixqCYF6bpbwcSkHEjX9oO2Laz3SNtHGsfR/aFGjRq2Y7c///wzUQbSY9u+srz11lvmsXqM8vTTT5vXbsUZ9PU7C0rbt101JqLzZ8yYMdz4BQsWJEgg3WqX6z6pbVJn20DblBHpiS79LFptTX39uh10e+g4DVxHpCdWrG1epUoVp88X8SSEJodYx4eafKmfJf18WW1qHTQJ8datW9Eez+6PcGIruSKQ7oAeuFkHnTFhZWiXLFky0llC60dQPzz2GWKO6AGuZiXpD2WOHDnMh0SD3xq81uxx/YDpgZerB+ma0da9e3fzBaAHprlz5zZnkzTDN6of3dDQUHOwrsEk/eHWLy79kdIz1N9//73tINERPZj98MMPzWM1YK8/cBps0+C1BvMcnVWNiv6Q6BnzUqVKmdeg20U/3Bpci+o16LrqAa4erGowQbflxx9/bBofzn7sHiWQrvTLWefTs+GP4tSpU2E9evQwPwC6/XQ76pepBqgdHZjbr59mDnTp0sVsc32sngXWH6OIB+u6nIkTJ5r3URsemTJlCkubNq3ZV/TLWjPLnfnrr79McFJ/UPU90fUrVqyYOVmj2XgRT0K5GnDUz4H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",
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"text/plain": [
|
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"<Figure size 1500x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"avg_per_year = df_ma.groupby(\"year\")[\"channels_all\"].mean()\n",
|
|
"years = avg_per_year.index.astype(str)\n",
|
|
"fig, axs = plt.subplots(1,2, figsize=(15, 5))\n",
|
|
"\n",
|
|
"sns.barplot(x=years, y=avg_per_year.values, ax=axs[0])\n",
|
|
"axs[1].set_yticks(range(0, 3501, 500))\n",
|
|
"axs[0].set_yticklabels(range(0,3501, 500))\n",
|
|
"axs[0].set_xlabel(\"Year\")\n",
|
|
"axs[0].set_ylabel(\"Average channels_all\")\n",
|
|
"axs[0].set_title(\"Average daily observations per year (Mannheim 2014-2025)\", fontsize=16)\n",
|
|
"\n",
|
|
"\n",
|
|
"# WICHTIG Hier kommt der Abfall des Mittelwerts dadurch, dass mehr Zählstationen hinzugefügt wurden, die nicht an einem Hotspot standen, also Mittelwert sinkt.\n",
|
|
"plot_data = pd.DataFrame({\n",
|
|
" 'Year': years,\n",
|
|
" 'Average': avg_per_year\n",
|
|
"})\n",
|
|
"\n",
|
|
"sns.lineplot(x='Year', y='Average', data=plot_data, marker='o', ax=axs[1])\n",
|
|
"axs[1].set_yticks(range(0, 3501, 500))\n",
|
|
"axs[1].set_yticklabels(range(0,3501, 500))\n",
|
|
"axs[1].set_title(\"Average daily observations (Mannheim 2014-2025)\", fontsize=16)\n",
|
|
"axs[1].set_xlabel(\"Year\", fontsize=12)\n",
|
|
"axs[1].set_ylabel(\"Average Number of bikes\", fontsize=12)\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "cf4ab2b6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"y = df_ma.groupby(by=\"year\")[\"counter_site\"].nunique()\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"sns.lineplot(x=y.index, y=y.values, marker='o')\n",
|
|
"plt.title(\"Number of counting stations per year in Mannheim\", fontsize=16)\n",
|
|
"plt.xlabel(\"Year\", fontsize=12)\n",
|
|
"plt.ylabel(\"Number of stations\", fontsize=12)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f938cd69",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# sollte man das normieren?\n",
|
|
"sum_per_year = df_ma.groupby(\"year\")[\"channels_all\"].sum()\n",
|
|
"\n",
|
|
"sum_per_year = sum_per_year.sort_index()\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"sns.barplot(x=years, y=sum_per_year.values)\n",
|
|
"\n",
|
|
"plt.xlabel(\"Year\")\n",
|
|
"plt.ylabel(\"Total observations in millions\")\n",
|
|
"plt.title(\"Total observations per year (Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"id": "2993be48",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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us57fo14UUZqmrWmwum/t2bMn2ftWfLTMmoKs6c26v2vXEW/bmBUAxvZdrFq1yvSFdR0Z2rOOrSBY69jaDuKTnHXENoq1RVPoNa1fP7emMOu2FFtqudKUY00B177Fnv3KdR/VPtCxlTuu7SuuzxjX87ytM7HbjTee76OfSwNfz7RtXa4XNxI7orzO3jBu3DjTTcjzoobnWCDKGsPC9aKHK704rP219aKApud7PqYXGnX2hoTS7SYpx20Adw9BN4BUTftUa4uVBt6uU7BYNMizWgP05FsHvNI+uBpQaPClLdrVq1d3Pl+DHp2/etq0aV7fT1vNXHk7afrxxx9Nv3ANEnXucG3F1JNhbZ31NqVPfKzBgnQgoJ49e3p9jrbOJYd1AmcF/L7+DHoirQMxWUG39uXWk1H9TMlpndeLKzpYkWdw5EkDRz0h1udqhoGWxVf1q9uQ+vXXX81AYr4S20myt7mAlbeBshISqFnvpd+J9uHW/rcacOoganrhSpdZmRDJofWsLcjaj90bK0i3xBaQxEe3CR18TS/y6IW4uILOxEpOHSd3HdqfOyEXUPTzzpo1y/RR12Obt0wcpVknmvWh268e7/TYpmNiaAu/XnjxHKQsMeVO6HMT8rzEbjfeeHsfX3yX2h9fpwPT7AVvU5XpcVMzbDyDXv3NsjJEPGk2j2aJ6EVC/R49DRs2zFxY0e/KGndALxoqvciiY2V4rle3G71ACSD1IugGkKppEKcj73ob+Edbsr/44gtz4qIn8BpA6kmQthQ0aNDABOw6h6orPVnXFjI9GU1qy4CmKmsrigYurq2EGrC60gGM9IRSAwPXEyLPOca1hUdboDXYim3k4uS2cms96Um3NeBPQj9DYuiJpA70pAOZ6femA5klpUXXlQ5gZn2GuIJu/S71PfX99YRVL7xoa64v6lfTPPUEXgd6im8wNX0vHfBK5zb39Pvvv5vMB+vCjtU6qCfUrumlnim6iRHfNq2DyelNR7LXiys6mJpezHJNz/VGt1nPwEJHjFbW4IK6b+n3ZMc27ElTqjVLQ7fn2C6EWAOSxfZdaCtoXNtUbOxqUdTgWPfL+OixTVt2dVR6HSAsNnpxRS98ffXVV24twZ5daFLa3dxuEkMv4Ol+oQN4evv9UbrtffDBByZ7yvXihzVgoue2qcu1m4amv3tm5Fg0sNZ909vFz5o1a5oLLZqd5HqM1NfoRVQAqRd9ugGkWtofTgNrbbXUVGPPm/az05RfPalUGtDocj3Z1FGF9WTEc0Ry7Q+qo3hruqC399MW1fhoAKYn3q4tktoioSOlu7KmMNKWZFc6YrPn+jT1V0+4vaUUxjYVT0LoZ9JAUUcG1wsQVsCQ0M+Q2OBUAxkNBNavX5+sVm6lZdY0S01d1gsv8dGWId1e7rvvPtN/W0e59kX9apCsI6lrX23P707phRVtMdYpgvS9NPNCT9hdR8fW0dP1JFoDJivFWIMN5dpn1ZqOKqmsINJqGXNtCfNs4bMCAm/psZ5OnTplLtxYtH+yTv2k67CmdtN9S9OY9UKOJy2PdQHFFzQY0rTpuKaA0gtwWj6tT9f60G1Av0vPVOHE1LFn/fpC3bp1zfcUX59j3W81vV4/f1wXgayWXtfvXVPKk3NhzQ53c7tJKN0nNXNKL+TqxTz9bfFGL/JphpDrMV7rWy8E66jprtOEaWCurdt6kUq73sSW6aH7mefN+h3TfU6zFFxpX3NNZ/c2JRmA1IOWbgCplgbTGlTHdgVfW+y0ZVFPiqyTEv1fAyM9IdU0cs+pXPQkVVsYNF1QW3x0ahoNPLXlS5friZ+2QsRFT5w0XfOhhx4yqZ7a51BbQjR1W/smWrR/sQZ7OnWN9iPU8mowarUQuraY6WA6Wh5NndUAT1tNNOjUAb50sB29Hx+9mKCtsUpbjvRkTAcp0oGuhg4d6jb1TEI/Q2LoyaeeqOpgQ3rCH9cAT95o+rOmOetJqwZ5c+bMMUGInsAmtHVRT2T1hFYHxtOLAFrfVatWTXb9anCn6bo6wJF1IUhbqo8fP27qWLcfa1o6bYHVFFINsHUQPW3N0m4PGtxOnjzZuU4NzrUFUvt1akqp1pnOG67btK43KTTI1PXohQ8NsDSLQetCA34NDLSVTYN93a/0wpNeAEhI8KkpvlpOzWLQQQ21nHohwTWA08+g+6zWjQ5eptu/XkTQtHz9bvUihLepkZJCW7E957mPrT+ubgca0Gr59SKUHh+0b29CXu+Nfi7dZnT/0TRf7Zuu21Vy6T6p24quWwcqi4sGe3qLi25feiFKL0Dpvq/HBP3O9QKWlf6cGtzN7SYhNNNEf3P0mKMXcT3nRdeuKFZ3lGLFipluDrqd6fghesFPL1xq9x39XbIufOj+phdh9Ximn9dzWkbdJ3UbVdo1ypPVsm1d2HSlxxrNrtEUfQCp2F0cKR0AEqVt27aOTJkymelXYqPTb2XIkME5FZROY1O8eHEzvcprr73m9TU6Ndbrr79uptfR6Wty585tpuoJDw83UyFZdB39+/f3uo45c+Y4ypcvb15fsWJFM5WOtymgtOy6jjx58jiyZctmppM6cOCAeZ7rdDbq7Nmz5rlafv1MOjVS8+bNHbNnz463rqzpefSmU+XoNDT6+fr06ePYunVrsj5DQqYMs2zbts081rJlS0dCeZsyTKcQ0mnIPv3000RNGWbR7UGn+NE6PHjwYLLr15qK6IMPPnA0bNjQTDOm69C6eeqpp2JMJ7Zz504zNZN+51myZHE0bdrUsWnTphjr1GnldKo1nWKsRIkSjmnTpsU6ZZi3KeF0mii9uXr//ffNNEY65ZD1PWl5unTpYt5Dv2+dRutf//qXmY4vPtZ76/RFoaGhzu1Fp7DyFBkZ6RgxYoSjXLly5jPly5fPUa9ePcfUqVPNfuf6HU6ZMiXe947v87vyNmWY+u677xz169c300XpfqHHFZ1qzFVsUzJ5+y5+//13M/Wbrk8fs/aNxKwjNu3atTPbZGxThsXF25RhX331lfnO9DhaqlQpc9ybO3dukrev2OrY2zEhMdtsQrabuKYM86xzb8eE2OrIk/VZYru5vr+6c+eOY8KECebzatl1/R9//LHbc6xtPrZbfNOYxTVlmB4/unfvHufrAaS8IP0npQN/AAgk2mqh/Z21VVr71PoT7S+vra2aBhlf/2ekDZoOq9kCmkEAe2kLqY5FoJkTDIyFhPyWaD9vzdjx5SCPAHyPPt0AYCNv87Rqurn2EdT+gv5G01c1RVwHHwKQODpftaaFu3ZDAGKj3WY0BZ6AG0j96NMNADbSk2edY1rnGdf+mjqqtt60z6bn9GRpmQ5ep33IdR5sHeAuKaNCAxBzfAASwts0mgBSJ4JuALCRjiirA92MGzfODGSkA2fpAE6eU5mldc8995wZWEsH5QoPD0/p4gAAAKQa9OkGAAAAAMAm9OkGAAAAAMAmBN0AAAAAANiEPt0JEB0dLadOnZLs2bNLUFCQXd8FAAAAACCN0Nm3IyMjpUiRImZmmtgQdCeABtz+NMowAAAAAMA3Tpw4IcWKFYv1cYLuBNAWbqsyc+TI4aOvBgAAAACQVl25csU0zlrxYmwIuhPASinXgJugGwAAAABgia8LMgOpAQAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgk2C7VgwAAAJP2LgV4s9WjWyT0kUAAKQxtHQDAAAAAGATWroBAEgCWnQBAECqb+nesGGDtG3bVooUKSJBQUGybNkyt8d1mbfblClTnM8pVapUjMcnTZrktp49e/ZIw4YNJVOmTFK8eHGZPHnyXfuMAAAAAIDAlaJB97Vr16R69eoyc+ZMr4+fPn3a7TZ37lwTVHfs2NHteWPHjnV73nPPPed87MqVK9KyZUspWbKk7NixwwTsY8aMkdmzZ9v++QAAAAAAgS1F08tbtWplbrEpVKiQ299ffvmlNG3aVMqUKeO2PHv27DGea1mwYIHcvHnTBOwhISFSpUoV2b17t0ybNk369u3ro08CAAAAAEAa7tN99uxZWbFihfznP/+J8Zimk48bN05KlCghXbt2lcGDB0tw8H8/2ubNm6VRo0Ym4LaEhYXJ66+/LhcvXpTcuXPHWF9UVJS5ubaWq+joaHMDACBIHH5dCUn9vaNeAACBIjqBv5VpJujWYFtbtB955BG35QMHDpSaNWtKnjx5ZNOmTTJixAiTYq4t2erMmTNSunRpt9cULFjQ+Zi3oHvixIkSHh4eY/m5c+fkxo0bPv5kAIC0qER2/w66IyIikvQ66gUAECgiIyP9K+jW9PBu3bqZwdBcDRkyxHk/NDTUtGg/88wzJnDOmDFjkt5LA3fX9WpLtw7Alj9/fsmRI0cyPgUAwF8cjwwSf1agQIEkvY56AQAEikwesWmaDrp//PFHOXDggCxevDje59apU0du374tf/75p1SoUMH09dbUdFfW37H1A9dg3VvAni5dOnMDAMAh/h10J/X3jnoBAASKdAn8rUwTEeScOXOkVq1aZqTz+OggafrhrSv0devWNVOT3bp1y/mcNWvWmIDcW2o5AAAAAAC+kqJB99WrV02QrDd19OhRc//48eNuqd2fffaZPP300zFer4Okvfnmm/LLL7/IkSNHzEjlOoha9+7dnQG1DqymKee9e/eWffv2mdbyGTNmuKWPAwAAAABghxRNL9++fbuZAsxiBcI9e/aU+fPnm/uLFi0Sh8MhXbp0ifF6TQHXx3XebR1tXAdM06DbNaDOmTOnrF69Wvr3729ay/PlyyejRo1iujAAAAAAgO2CHBrRIk7a2q7B++XLlxlIDQBghI1b4dc1sWpkmyS9jnoBAASKKwmME9NEn24AAAAAANIigm4AAAAAAGxC0A0AAAAAgE0IugEAAAAAsAlBNwAAAAAANiHoBgAAAADAJgTdAAAAAADYhKAbAAAAAACbEHQDAAAAAGATgm4AAAAAAGxC0A0AAAAAgE0IugEAAAAAsAlBNwAAAAAANiHoBgAAAADAJgTdAAAAAADYhKAbAAAAAACbEHQDAAAAAGATgm4AAAAAAGxC0A0AAAAAgE0IugEAAAAAsAlBNwAAAAAANiHoBgAAAADAJgTdAAAAAADYhKAbAAAAAACbEHQDAAAAAGATgm4AAAAAAGxC0A0AAAAAgE0IugEAAAAAsAlBNwAAAAAANiHoBgAAAADAJgTdAAAAAADYJNiuFQNAWhQ2boX4s1Uj26R0EQAAAAIKLd0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAH8Mujds2CBt27aVIkWKSFBQkCxbtszt8SeffNIsd7099NBDbs+5cOGCdOvWTXLkyCG5cuWS3r17y9WrV92es2fPHmnYsKFkypRJihcvLpMnT74rnw8AAAAAENhSNOi+du2aVK9eXWbOnBnrczTIPn36tPP2ySefuD2uAfe+fftkzZo1snz5chPI9+3b1/n4lStXpGXLllKyZEnZsWOHTJkyRcaMGSOzZ8+29bMBAAAAABCcklXQqlUrc4tLxowZpVChQl4f279/v6xcuVJ+/vlnqV27tln29ttvS+vWrWXq1KmmBX3BggVy8+ZNmTt3roSEhEiVKlVk9+7dMm3aNLfgHAAAwC5h41b4deWuGtkmpYsAAKlWqu/T/cMPP0iBAgWkQoUK0q9fP/n777+dj23evNmklFsBt2rRooWkS5dOtm7d6nxOo0aNTMBtCQsLkwMHDsjFixfv8qcBAAAAAASSFG3pjo+mlj/yyCNSunRpOXz4sLz88sumZVwD6fTp08uZM2dMQO4qODhY8uTJYx5T+r++3lXBggWdj+XOnTvG+0ZFRZmba4q6io6ONjcA/itIHOLPOIb5DtsK9cL2kvxjS+vx34g/++aV1ildBACp4NiXqoPuzp07O+9Xq1ZNQkNDpWzZsqb1u3nz5ra978SJEyU8PDzG8nPnzsmNGzdse18AKa9Edv8OuiMiIlK6CH6DbYV6YXtJ/rGF/QhAWhYZGZn2g25PZcqUkXz58smhQ4dM0K19vT0P8rdv3zYjmlv9wPX/s2fPuj3H+ju2vuIjRoyQIUOGuLV066jn+fPnN6OkA/BfxyODxJ95Zgch6dhWqBe2l+QfW9iPAKRlOjuW3wXdJ0+eNH26CxcubP6uW7euXLp0yYxKXqtWLbPs+++/N838derUcT7nlVdekVu3bkmGDBnMMh3pXPuIe0sttwZv05sn7SuuNwD+yyH+HXRzDPMdthXqhe0l+ccW9iMAgXDsS9EIUufT1pHE9aaOHj1q7h8/ftw8NmzYMNmyZYv8+eefsnbtWnn44YelXLlyZiA0ValSJdPvu0+fPrJt2zb56aefZMCAASYtXUcuV127djWDqOn83Tq12OLFi2XGjBluLdkAAAAAANghRYPu7du3y7333mtuSgNhvT9q1CgzUNqePXukXbt2cs8995igWVuzf/zxR7dWaJ0SrGLFiibdXKcKa9Cggdsc3Dlz5pTVq1ebgF5fP3ToULN+pgsDAAAAANgtRdPLmzRpIg5H7IMWrVq1Kt516EjlCxcujPM5OgCbBusAAAAAANxNdFAGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsE27ViAID/CBu3QvzVqpFtUroIAADAj9HSDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2CbZrxQAAAAASJ2zcCr+uslUj26R0EYC7jpZuAAAAAABsQtANAAAAAIBNCLoBAAAAAEitfbqvXLki33//vVSoUEEqVarkm1IBsB19xgAAAIBU2NLdqVMneeedd8z9f/75R2rXrm2WhYaGypIlS+woIwAAAAAAgRF0b9iwQRo2bGjuf/HFF+JwOOTSpUvy1ltvyWuvvWZHGQEAAAAASJMSHXRfvnxZ8uTJY+6vXLlSOnbsKFmyZJE2bdrIwYMH7SgjAAAAAACBEXQXL15cNm/eLNeuXTNBd8uWLc3yixcvSqZMmewoIwAAAAAAgTGQ2qBBg6Rbt26SLVs2KVmypDRp0sSZdl6tWjU7yggAAAAAQGAE3f/3f/8nderUkePHj8uDDz4o6dL9t7G8TJkyMn78eDvKCAAAAABAYKSXjx071kwN1qFDB9PabWnWrJl89913vi4fAAAAAACB09IdHh4uzz77rBk8zdX169fNY6NGjfJl+YBkYz5qAAAAAGmmpVunCAsKCoqx/JdffnGOag4AAAAAABLR0p07d24TbOvtnnvucQu879y5I1evXjUt4AAAAAAAIJFB95tvvmlauXv16mXSyHPmzOl8LCQkREqVKiV169ZN6OoAAAAAAPB7CQ66e/bsaf4vXbq01KtXTzJkyGBnuQAAAAAACLyB1Bo3bizR0dHyxx9/SEREhLnvqlGjRr4sHwAAAAAAgRN0b9myRbp27SrHjh0z6eautJ+39u8GAAAAAABJCLp1sLTatWvLihUrpHDhwl5HMgcAAAAAAEmYMuzgwYMyYcIEqVSpkuTKlcsMqOZ6S4wNGzZI27ZtpUiRIiZ4X7ZsmfOxW7duyfDhw6VatWqSNWtW85wePXrIqVOn3NahA7hZo6pbt0mTJrk9Z8+ePdKwYUPJlCmTFC9eXCZPnsx3DwAAAABIfUF3nTp15NChQz5582vXrkn16tVl5syZMR67fv267Ny5U0aOHGn+X7p0qRw4cEDatWsX47ljx46V06dPO2/PPfec87ErV65Iy5YtpWTJkrJjxw6ZMmWKjBkzRmbPnu2TzwAAAAAAgM/SyzWgHTp0qJw5c8a0QnuOYh4aGprgdbVq1crcvNFW8zVr1rgte+edd+T++++X48ePS4kSJZzLs2fPLoUKFfK6ngULFsjNmzdl7ty5ZmqzKlWqyO7du2XatGnSt2/fBJcVAAAAAADbg+6OHTua/3W+boumdOuganYPpHb58mXzHprW7krTyceNG2cCcR3kbfDgwRIc/N+PtnnzZjOiugbclrCwMHn99dfl4sWLkjt3btvKCwAAAAAIbIkOuo8ePSop4caNG6aPd5cuXSRHjhzO5QMHDpSaNWtKnjx5ZNOmTTJixAiTYq4t2Upb5HVucVcFCxZ0PuYt6I6KijI31xR1pdOjeU6RhtQvSNxH2fc3Sd0mqRfqhe2FfYhjC8dcX+G3yHf1wu8z4H/7eKKDbu0bfbfpoGqdOnUyrenvvfee22NDhgxxS23XFu1nnnlGJk6cKBkzZkzS++lrw8PDYyw/d+6cCf6RtpTI7t9Bd0RERJJeR71QL2wv7EMcWzjm+gq/Rb6rF36fgbQjMjLSnqD7ww8/jPNxHWHcjoBb5wX//vvv3Vq5Yxvo7fbt2/Lnn39KhQoVTF/vs2fPuj3H+ju2fuDaWu4azGtLt456nj9//njfH6nP8Uj/ntauQIECSXod9UK9sL2wD3Fs4ZjrK/wW+a5e+H0G0g6dHcuWoPv555+PERTrSOPawpwlSxafBt1WwK3TlK1bt07y5s0b72t0kLR06dI5D3J169aVV155xazLGvRNB2jTgDy2/tzaQu6tlVzXqzekLQ7x76A7qdsk9UK9sL2wD3Fs4ZjrK/wW+a5e+H0G/G8fT3TQrYOPedKguF+/fjJs2LBErevq1atu049pf3ENmrV/duHCheXRRx8104UtX77cDNCmfbCVPq5Bvg6StnXrVmnatKkZwVz/1kHUunfv7gyodWA1TRXv3bu36RO+d+9emTFjhkyfPj2xHx0AAAAAgERJdNDtTfny5c0I4hrs/v777wl+3fbt203AbLFSunv27Gnm0v7qq6/M3zVq1HB7nbZ6N2nSxLRGL1q0yDxXBz7TAdM06HZNDdepx1avXi39+/eXWrVqSb58+WTUqFFMFwYAAAAASBtBt1lRcLCcOnUqUa/RwFkHR4tNXI8pHbV8y5Yt8b6PDrD2448/JqpsAAAAAADc9aDban12DYx1iq533nlH6tevn+wCAQAAAICrsHEr/LpCVo1sk9JFQGoKutu3b+/2d1BQkBnVu1mzZvLGG2/4smwAAAAAAARW0J3QCcABAAAAAAh0yZr/SlPL4+t3DQAAAABAoEpS0P3hhx9KtWrVJHPmzOamA5V99NFHvi8dAAAAAACBlF4+bdo0GTlypAwYMMA5cNrGjRvl2WeflfPnz5spuwAAAAAAQBKC7rffflvee+896dGjh3NZu3btpEqVKma+bIJuAAAAAACSmF6u04PVq1cvxnJdpo8BAAAAAIAkBt3lypWTTz/9NMbyxYsXS/ny5RO7OgAAAAAA/Fai08vDw8Pl8ccflw0bNjj7dP/000+ydu1ar8E4AAAAAACBKtEt3R07dpStW7dKvnz5ZNmyZeam97dt2yYdOnSwp5QAAAAAAARCS7eqVauWfPzxx74vDQAAAAAAgdzS/c0338iqVatiLNdl3377ra/KBQAAAABA4AXdL730kty5cyfGcofDYR4DAAAAAABJDLoPHjwolStXjrG8YsWKcujQocSuDgAAAAAAv5XooDtnzpxy5MiRGMs14M6aNauvygUAAAAAQOAF3Q8//LAMGjRIDh8+7BZwDx06VNq1a+fr8gEAAAAAEDhB9+TJk02LtqaTly5d2twqVaokefPmlalTp9pTSgAAAAAAAmHKME0v37Rpk6xZs0Z++eUXyZw5s4SGhkqjRo3sKSEAAAAAAIE0T3dQUJC0bNnS3AAAAAAAgI/SywEAAAAAQMIQdAMAAAAAYBOCbgAAAAAAbELQDQAAAABAagq6dY7uV199Vbp06SIRERFm2bfffiv79u3zdfkAAAAAAAicoHv9+vVSrVo12bp1qyxdulSuXr1qluv0YaNHj7ajjAAAAAAABEbQ/dJLL8lrr71m5ukOCQlxLm/WrJls2bLF1+UDAAAAACBwgu5ff/1VOnToEGN5gQIF5Pz5874qFwAAAAAAgRd058qVS06fPh1j+a5du6Ro0aK+KhcAAAAAAIEXdHfu3FmGDx8uZ86ckaCgIImOjpaffvpJXnjhBenRo4c9pQQAAAAAIBCC7gkTJkjFihWlePHiZhC1ypUrS6NGjaRevXpmRHMAAAAAAPBfwZJIOnja+++/L6NGjTL9uzXwvvfee6V8+fLyzz//SObMmRO7SgAAAAAA/FKiW7oHDhxo/teW7tatW0unTp1MwH3t2jXzNwAAAAAASGLQvWLFihjzcWvA/dBDD8nt27cTuzoAAAAAAPxWotPLV69eLQ0bNpTcuXPLoEGDJDIyUsLCwiQ4OFi+/fZbe0oJAAAAAEAgBN1ly5aVlStXStOmTSVdunTyySefSMaMGU0LeNasWe0pJQAAAAAAgRB0q9DQUFm+fLk8+OCDUqdOHXOfAdQAAAAAAEhC0K2jk+uc3J60hfvUqVNSv35957KdO3cmZJUAAAAAAPi9BAXd7du3t78kAAAAAAAEYtDtOVo5AAAAAACwYcowAAAAAADgw5buPHnyyB9//CH58uUzU4V5699tuXDhQgLfGgAAAAAA/5agoHv69OmSPXt2c//NN9+0u0wAAAAAAAROennPnj3NSOXW/bhuibFhwwZp27atFClSxLSeL1u2zO1xh8Mho0aNksKFC5spyVq0aCEHDx6M0bLerVs3yZEjh+TKlUt69+4tV69edXvOnj17pGHDhpIpUyYpXry4TJ48OVHlBAAAAADgrvXpvnPnjnz++ecybtw4c1uyZIncvn070eu5du2aVK9eXWbOnOn1cQ2O33rrLZk1a5Zs3bpVsmbNKmFhYXLjxg3nczTg3rdvn6xZs8bMF66BfN++fZ2PX7lyRVq2bCklS5aUHTt2yJQpU2TMmDEye/bspHx0AAAAAAB8m17uSgPcdu3ayZkzZ6RChQpm2euvvy758+eXr7/+WqpWrZrgdbVq1crcvNFWbk1lf/XVV+Xhhx82yz788EMpWLCgaRHv3Lmz7N+/X1auXCk///yz1K5d2zzn7bffltatW8vUqVNNC/qCBQvk5s2bMnfuXAkJCZEqVarI7t27Zdq0aW7BOQAAAAAAKd7S/fTTT5vA9eTJk7Jz505zO3HihISGhvo0iD169KgJ7DWl3JIzZ06pU6eObN682fyt/2tKuRVwK31+unTpTMu49ZxGjRqZgNuireUHDhyQixcv+qy8AAAAAAAku6VbW4m3b99uRjG36P3x48fLfffdJ76iAbfSlm1X+rf1mP5foEABt8eDg4PNaOuuzyldunSMdViPuX4OS1RUlLm5pqir6Ohoc0PaEiQO8WdJ3SapF+qF7YV9iGMLx1xf4bfId/XC7zP1Av/bxxMddN9zzz1y9uxZ09rtKiIiQsqVKyf+YOLEiRIeHh5j+blz59z6kyNtKJHdv4Nu3feSgnqhXthe2Ic4tnDM9RV+i3xXL/w+Uy9IOyIjI30XdFstvVZAOnDgQDMY2QMPPGCWbdmyRcaOHWv6dvtKoUKFzP8a4Ovo5Rb9u0aNGs7neB7MdEA3HdHcer3+r69xZf1tPcfTiBEjZMiQIW6fX0c9137rOko60pbjkbHPK+8PPLM9Eop6oV7YXtiHOLZwzPUVfot8Vy/8PlMvSDt0diyfBd3ab1qn9HId5KxTp07OZfq30um/dGRzX9CUcA2K165d6wyyNfjVvtr9+vUzf9etW1cuXbpkRiWvVauWWfb999+bZn7t+20955VXXpFbt25JhgwZzDId6VwHgfOWWq50ejRrijRX2ldcb0hbHOLfQXdSt0nqhXphe2Ef4tjCMddX+C3yXb3w+0y9wP/28QQF3evWrRM76Hzahw4dchs8TfuMa5/sEiVKyKBBg+S1116T8uXLmyB85MiRZkTy9u3bm+dXqlRJHnroIenTp4+ZVkwD6wEDBpiRzfV5qmvXriZVXOfvHj58uOzdu1dmzJgh06dPt+UzAQAAAACQqKC7cePGYgcdkK1p06bOv62U7p49e8r8+fPlxRdfNHN566jo2qLdoEEDM0WYazO+TgmmgXbz5s3NlYaOHTuaub1dRzxfvXq19O/f37SG58uXT0aNGsV0YQAAAAAA2yV6IDVfatKkiTM13RtNX9e+4nqLjbaKL1y4MM730enMfvzxx2SVFQAAAACAxKKDMgAAAAAANiHoBgAAAADAJgTdAAAAAACklqB79OjRcuzYMXtKAwAAAABAIAfdX375pZQtW9aMFq4DmEVFRdlTMgAAAAAAAm30cp1He9euXTJv3jx5/vnnzVRcOi92r1695L777rOnlEiwsHEr/La2Vo1sk9JFAAAAAAD7+3Tfe++9Zi7sU6dOyZw5c+TkyZNSv359MzXXjBkz5PLly0lZLQAAAAAAfiVZA6npHNu3bt2Smzdvmvu5c+eWd955R4oXLy6LFy/2XSkBAAAAAAiUoHvHjh0yYMAAKVy4sAwePNi0fO/fv1/Wr18vBw8elPHjx8vAgQN9X1oAAAAAAPw56K5WrZo88MADcvToUZNafuLECZk0aZKUK1fO+ZwuXbrIuXPnfF1WAAAAAAD8eyC1Tp06mUHTihYtGutz8uXLJ9HR0cktGwAAAAAAgRV0jxw50p6SAAAAAAAQiEH3kCFDErzCadOmJac8AAAAAIAAny7Yn6YMTlDQrfNyJ0RQUFByywMAAAAAgN9IUNC9bt06+0sCAAAAAICfSdY83QAAAAAAIJkt3Y888ojMnz9fcuTIYe7HZenSpQlZJQAAAAAAfi9BQXfOnDmd/bX1PgAAAAAA8FHQPW/ePK/3AQAAAABA7OjTDQAAAABASrZ0e/r888/l008/lePHj8vNmzfdHtu5c6evygYAAAAAQGC1dL/11lvy1FNPScGCBc383ffff7/kzZtXjhw5Iq1atbKnlAAAAAAABELQ/e6778rs2bPl7bfflpCQEHnxxRdlzZo1MnDgQLl8+bI9pQQAAAAAIBCCbk0pr1evnrmfOXNmiYyMNPefeOIJ+eSTT3xfQgAAAAAAAiXoLlSokFy4cMHcL1GihGzZssXcP3r0qDgcDt+XEAAAAACAQAm6mzVrJl999ZW5r327Bw8eLA8++KA8/vjj0qFDBzvKCAAAAABAYIxerv25o6Ojzf3+/fubQdQ2bdok7dq1k2eeecaOMgIAAAAAEBhBd7p06czN0rlzZ3MDAAAAAABJCLr37NkjCRUaGprg5wIAAAAAIIEedNeoUUOCgoLMQGn6f1zu3Lnjq7IBAAAAAOD/A6npyORHjhwx/y9ZskRKly5t5uvetWuXuen9smXLmscAAAAAAEAiWrpLlizpvP/YY4/JW2+9Ja1bt3ZLKS9evLiMHDlS2rdvn5BVAgAAAADg9xI9Zdivv/5qWro96bLffvvNV+UCAAAAACDwgu5KlSrJxIkT5ebNm85lel+X6WMAAAAAACCJU4bNmjVL2rZtK8WKFXOOVK6jm+sAa19//XViVwcAAAAAgN9KdNB9//33m0HVFixYIL///rtZ9vjjj0vXrl0la9asdpQRAAAAAIDACLqVBtd9+/b1fWkAAAAAAAjkPt0AAAAAAICgGwAAAACAFEVLNwAAAAAANiHoBgAAAAAgNQXdly5dkg8++EBGjBghFy5cMMt27twpf/31l6/LBwAAAABA4IxernNyt2jRQnLmzCl//vmn9OnTR/LkySNLly6V48ePy4cffmhPSQEAAAAA8PeW7iFDhsiTTz4pBw8elEyZMjmXt27dWjZs2ODr8kmpUqUkKCgoxq1///7m8SZNmsR47Nlnn3Vbh14MaNOmjWTJkkUKFCggw4YNk9u3b/u8rAAAAAAAJKul++eff5Z///vfMZYXLVpUzpw5k9jVJej97ty54/x779698uCDD8pjjz3mXKat7WPHjnX+rcG1RV+rAXehQoVk06ZNcvr0aenRo4dkyJBBJkyY4PPyAgAAAACQ5KA7Y8aMcuXKlRjL//jjD8mfP7/4muc6J02aJGXLlpXGjRu7BdkaVHuzevVq+e233+S7776TggULSo0aNWTcuHEyfPhwGTNmjISEhPi8zAAAAAAAJCm9vF27dqZV+datW+ZvTefW9G0NYjt27Ghrrd68eVM+/vhj6dWrl3lfy4IFCyRfvnxStWpVM7jb9evXnY9t3rxZqlWrZgJuS1hYmLlwsG/fPlvLCwAAAAAIbIlu6X7jjTfk0UcfNX2j//nnH9PirGnldevWlfHjx4udli1bZkZO1z7llq5du0rJkiWlSJEiZpA3Df4PHDhgBnZTWjbXgFtZf8eWDh8VFWVuFqtlPzo62txSsyBxiL9Kat37c50o6oV6YXthH+LYwjE3pfFb5Lt64byFemF7+Z/UHnsltHyJDrp11PI1a9bIxo0bTZB79epVqVmzphnR3G5z5syRVq1amQDb0rdvX+d9bdEuXLiwNG/eXA4fPmzS0JNi4sSJEh4eHmP5uXPn5MaNG5KalcjuvwFmREREkl7nz3WiqBfqhe2FfYhjC8fclMZvke/qhfMW6oXtJfnHlrslMjLSnqDb0qBBA3O7W44dO2b6ZVst2LGpU6eO+f/QoUMm6Na+3tu2bXN7ztmzZ83/sfUD1xR1HaXdtaW7ePHipn95jhw5JDU7Hvm/tHt/o9kVSeHPdaKoF+qF7YV9iGMLx9yUxm+R7+qF8xbqhe0l+ceWu8V1Ni+fBt1vvfWW1+Xax1rftFy5ctKoUSNJnz69+NK8efNMpetI5HHZvXu3+V9bvJWV9q5XSawvTVvqNXiuXLlyrIPF6c1TunTpzC01c4j/BphJrXt/rhNFvVAvbC/sQxxbOOamNH6LfFcvnLdQL2wv/5PaY6+Eli/RQff06dNNmrUOVpY7d26z7OLFi2YE8WzZspngtkyZMrJu3TrTOuyrXHkNunv27CnBwf8rsqaQL1y40MwRnjdvXpPuPnjwYBP0h4aGmue0bNnSBNdPPPGETJ482fTjfvXVV808394CawAAAAAAfCXRlw50buv77rtPDh48KH///be56XRhmtY9Y8YMM5K5pm1r8Osrmlau69VRy13pdF/6mAbWFStWlKFDh5oR1L/++mvnc7TFffny5eZ/bfXu3r27mafbdV5vAAAAAADskOiWbm0lXrJkidsgZZpSPnXqVBPwHjlyxLQo+3L6MA2qHY6Yg2FpS/r69evjfb2Obv7NN9/4rDwAAAAAANjS0n369Gm5fft2jOW6zJqCS0cXT+hIbgAAAAAA+KtEB91NmzaVZ555Rnbt2uVcpvf79esnzZo1M3//+uuvUrp0ad+WFAAAAAAAfw+6da7sPHnySK1atZyjfNeuXdss08eUDqj2xhtv2FFeAAAAAAD8t0+3DpKmU279/vvvZgA1VaFCBXNzbQ0HAAAAACDQJTrotuho4XoDAAAAAAA+DLpPnjwpX331lZnG6+bNm26PTZs2LSmrBAAAAADA7yQ66F67dq20a9dOypQpY1LMq1atKn/++aeZ0qtmzZr2lBIAAAAAgEAYSG3EiBHywgsvmBHKM2XKZObsPnHihDRu3Fgee+wxe0oJAAAAAEAgBN379++XHj16mPvBwcHyzz//mNHKx44dK6+//rodZQQAAAAAIDCC7qxZszr7cRcuXFgOHz7sfOz8+fO+LR0AAAAAAIHUp/uBBx6QjRs3SqVKlaR169YydOhQk2q+dOlS8xgAAAAAAEhi0K2jk1+9etXcDw8PN/cXL14s5cuXZ+RyAAAAAACSGnTfuXPHTBcWGhrqTDWfNWtWYlYBAAAAAEDASFSf7vTp00vLli3l4sWL9pUIAAAAAIBAHUhN5+U+cuSIPaUBAAAAACCQg+7XXnvNzNO9fPlyOX36tFy5csXtBgAAAAAAkjiQmo5Yrtq1aydBQUHO5Q6Hw/yt/b4BAAAAAEASgu5169ZRbwAAAAAA2BF0N27cOLEvAQAAAAAgICW6T7f68ccfpXv37lKvXj3566+/zLKPPvpINm7c6OvyAQAAAAAQOEH3kiVLJCwsTDJnziw7d+6UqKgos/zy5csyYcIEO8oIAAAAAEDgjF4+a9Ysef/99yVDhgzO5fXr1zdBOAAAAAAASGLQfeDAAWnUqFGM5Tlz5pRLly4ldnUAAAAAAPitRAfdhQoVkkOHDsVYrv25y5Qp46tyAQAAAAAQeEF3nz595Pnnn5etW7eaeblPnTolCxYskBdeeEH69etnTykBAAAAAAiEKcNeeukliY6OlubNm8v169dNqnnGjBlN0P3cc8/ZU0oAAAAAAAIh6NbW7VdeeUWGDRtm0syvXr0qlStXlmzZstlTQgAAAAAAAiW9/OOPPzYt3CEhISbYvv/++wm4AQAAAADwRdA9ePBgKVCggHTt2lW++eYbuXPnTmJXAQAAAABAQEh00H369GlZtGiRSTPv1KmTFC5cWPr37y+bNm2yp4QAAAAAAARK0B0cHCz/+te/zIjlERERMn36dPnzzz+ladOmUrZsWXtKCQAAAABAIAyk5ipLliwSFhYmFy9elGPHjsn+/ft9VzIAAAAAAAKtpVvpQGra0t26dWspWrSovPnmm9KhQwfZt2+f70sIAAAAAECgtHR37txZli9fblq5tU/3yJEjpW7duvaUDgAAAACAQAq606dPL59++qlJK9f7rvbu3StVq1b1ZfkAAAAAAAicoFvTyl1FRkbKJ598Ih988IHs2LGDKcQAAAAAAEhOn261YcMG6dmzp5kybOrUqdKsWTPZsmVLUlcHAAAAAEBgt3SfOXNG5s+fL3PmzJErV66YPt1RUVGybNkyqVy5sn2lBAAAAADAn1u627ZtKxUqVJA9e/aY0cpPnTolb7/9tr2lAwAAAAAgEFq6v/32Wxk4cKD069dPypcvb2+pAAAAAAAIpJbujRs3mkHTatWqJXXq1JF33nlHzp8/b2/pAAAAAAAIhKD7gQcekPfff19Onz4tzzzzjCxatEiKFCki0dHRsmbNGhOQAwAAAACAZIxenjVrVunVq5dp+f71119l6NChMmnSJClQoIC0a9cusasDAAAAAMBvJXnKMKUDq02ePFlOnjxp5ur2tTFjxkhQUJDbrWLFis7Hb9y4If3795e8efNKtmzZpGPHjnL27Fm3dRw/flzatGkjWbJkMRcGhg0bJrdv3/Z5WQEAAAAASNaUYbFJnz69tG/f3tx8rUqVKvLdd985/w4O/l+RBw8eLCtWrJDPPvtMcubMKQMGDJBHHnlEfvrpJ/P4nTt3TMBdqFAh2bRpk0mN79Gjh2TIkEEmTJjg87ICAAAAAODzoNtOGmRr0Ozp8uXLZr7whQsXSrNmzcyyefPmSaVKlWTLli2mD/rq1avlt99+M0F7wYIFpUaNGjJu3DgZPny4aUUPCQlJgU8EAAAAAAgUyUovvxsOHjxoBmwrU6aMdOvWzaSLqx07dsitW7ekRYsWzudq6nmJEiVk8+bN5m/9v1q1aibgtoSFhcmVK1dk3759KfBpAAAAAACBJFW3dOvUZPPnzzd9xzU1PDw8XBo2bCh79+6VM2fOmJbqXLlyub1GA2x9TOn/rgG39bj1WGyioqLMzaJButKR2vWWmgWJQ/xVUuven+tEUS/UC9sL+xDHFo65KY3fIt/VC+ct1Avby/+k9tgroeVL1UF3q1atnPdDQ0NNEF6yZEn59NNPJXPmzLa978SJE02A7+ncuXNm8LbUrER2/w0wIyIikvQ6f64TRb1QL2wv7EMcWzjmpjR+i3xXL5y3UC9sL8k/ttwtCZ02O1UH3Z60Vfuee+6RQ4cOyYMPPig3b96US5cuubV26+jlVh9w/X/btm1u67BGN/fWT9wyYsQIGTJkiFtLd/HixSV//vySI0cOSc2ORwaJv9LR55PCn+tEUS/UC9sL+xDHFo65KY3fIt/VC+ct1AvbS/KPLXdLpkyZ/C/ovnr1qhw+fFieeOIJqVWrlhmFfO3atWaqMHXgwAHT57tu3brmb/1//Pjx5gqJ9YWtWbPGBM6VK1eO9X0yZsxobp7SpUtnbqmZQ/w3wExq3ftznSjqhXphe2Ef4tjCMTel8Vvku3rhvIV6YXv5n9QeeyW0fKk66H7hhRekbdu2JqX81KlTMnr0aDM9WZcuXcwUYb179zYt0nny5DGB9HPPPWcCbR25XLVs2dIE1xqk63zi2o/71VdfNXN7ewuqAQAAAADwpVQddJ88edIE2H///bdJ7W7QoIGZDkzvq+nTp5urC9rSrQOf6cjk7777rvP1GqAvX75c+vXrZ4LxrFmzSs+ePWXs2LEp+KkAAAAAAIEiVQfdixYtijeHfubMmeYWG20l/+abb2woHQAAAAAAcUvdSfIAAAAAAKRhBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAgEAMuidOnCj33XefZM+eXQoUKCDt27eXAwcOuD2nSZMmEhQU5HZ79tln3Z5z/PhxadOmjWTJksWsZ9iwYXL79u27/GkAAAAAAIEmWFKx9evXS//+/U3grUHyyy+/LC1btpTffvtNsmbN6nxenz59ZOzYsc6/Nbi23LlzxwTchQoVkk2bNsnp06elR48ekiFDBpkwYcJd/0wAAAAAgMCRqoPulStXuv09f/5801K9Y8cOadSokVuQrUG1N6tXrzZB+nfffScFCxaUGjVqyLhx42T48OEyZswYCQkJsf1zAAAAAAACU6pOL/d0+fJl83+ePHncli9YsEDy5csnVatWlREjRsj169edj23evFmqVatmAm5LWFiYXLlyRfbt23cXSw8AAAAACDSpuqXbVXR0tAwaNEjq169vgmtL165dpWTJklKkSBHZs2ePacHWft9Lly41j585c8Yt4FbW3/qYN1FRUeZm0QDdKoPeUrMgcYi/Smrd+3OdKOqFemF7YR/i2MIxN6XxW+S7euG8hXphe/mf1B57JbR8aSbo1r7de/fulY0bN7ot79u3r/O+tmgXLlxYmjdvLocPH5ayZcsmeQC38PDwGMvPnTsnN27ckNSsRHb/DTAjIiKS9Dp/rhNFvVAvbC/sQxxbOOamNH6LfFcvnLdQL2wvyT+23C2RkZH+E3QPGDBAli9fLhs2bJBixYrF+dw6deqY/w8dOmSCbu3rvW3bNrfnnD171vwfWz9wTVEfMmSIW0t38eLFJX/+/JIjRw5JzY5HBom/0v78SeHPdaKoF+qF7YV9iGMLx9yUxm+R7+qF8xbqhe0l+ceWuyVTpkxpP+h2OBzy3HPPyRdffCE//PCDlC5dOt7X7N692/yvLd6qbt26Mn78eHOVxPrS1qxZY4LnypUre11HxowZzc1TunTpzC01c4j/BphJrXt/rhNFvVAvbC/sQxxbOOamNH6LfFcvnLdQL2wv/5PaY6+Eli84taeUL1y4UL788kszV7fVBztnzpySOXNmk0Kuj7du3Vry5s1r+nQPHjzYjGweGhpqnqtTjGlw/cQTT8jkyZPNOl599VWzbm+BNQAAAAAAvpKqLx289957ZsTyJk2amJZr67Z48WLzuE73pVOBaWBdsWJFGTp0qHTs2FG+/vpr5zrSp09vUtP1f2317t69u5mn23VebwAAAAAA7JDq08vjov2s169fH+96dHTzb775xoclAwAAAAAgjbd0AwAAAACQlhF0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsQtANAAAAAIBNCLoBAAAAALAJQTcAAAAAADYh6AYAAAAAwCYE3QAAAAAA2ISgGwAAAAAAmxB0AwAAAABgE4JuAAAAAABsElBB98yZM6VUqVKSKVMmqVOnjmzbti2liwQAAAAA8GMBE3QvXrxYhgwZIqNHj5adO3dK9erVJSwsTCIiIlK6aAAAAAAAPxUwQfe0adOkT58+8tRTT0nlypVl1qxZkiVLFpk7d25KFw0AAAAA4KcCIui+efOm7NixQ1q0aOFcli5dOvP35s2bU7RsAAAAAAD/FSwB4Pz583Lnzh0pWLCg23L9+/fff4/x/KioKHOzXL582fx/6dIliY6OltTszo1r4q+0/pPCn+tEUS/UC9sL+xDHFo65KY3fIt/VC+ct1AvbS/KPLXfLlStXzP8OhyPO5wU54nuGHzh16pQULVpUNm3aJHXr1nUuf/HFF2X9+vWydetWt+ePGTNGwsPDU6CkAAAAAIC05MSJE1KsWLHAbunOly+fpE+fXs6ePeu2XP8uVKhQjOePGDHCDLpm0dbtCxcuSN68eSUoKOiulDm106s6xYsXNxtYjhw5Uro4qQb1Qr2wvbAfcWzhmJvS+C2iXthW2Ic4ttwd2n4dGRkpRYoUifN5ARF0h4SESK1atWTt2rXSvn17ZyCtfw8YMCDG8zNmzGhurnLlynXXypuWaMBN0E29sL2wH3F84Zibkvgtol7YXtiHOLZwzE0pOXPmjPc5ARF0K2257tmzp9SuXVvuv/9+efPNN+XatWtmNHMAAAAAAOwQMEH3448/LufOnZNRo0bJmTNnpEaNGrJy5coYg6sBAAAAAOArARN0K00l95ZOjsTT9PvRo0fHSMMPdNQL9cL2wn7EsYVjbkrjt4h6YVthH+LYkroExOjlAAAAAACkhHQp8q4AAAAAAAQAgm4AAAAAAGxC0A0AAAAAgE0IupFoGzZskLZt25pJ4IOCgmTZsmUBX4sTJ06U++67T7Jnzy4FChQw88EfOHAg4Ovlvffek9DQUOccunXr1pVvv/024OvF1aRJk8x+NGjQoICulzFjxph6cL1VrFgxpYuVKvz111/SvXt3yZs3r2TOnFmqVasm27dvl0BWqlSpGNuL3vr37y+B6s6dOzJy5EgpXbq02U7Kli0r48aNE4buEYmMjDTH2JIlS5q6qVevnvz8888SSOI7d9PtRGf4KVy4sKmjFi1ayMGDByXQ62Xp0qXSsmVLc/zVx3fv3i2BIK56uXXrlgwfPtz8FmXNmtU8p0ePHnLq1KkULXNqR9CNRNP5zatXry4zZ86k9v6/9evXm5O9LVu2yJo1a8wBSQ/SWleBrFixYiao3LFjhwkSmjVrJg8//LDs27cvpYuWKuhJ37///W9zYQIiVapUkdOnTztvGzduDPhquXjxotSvX18yZMhgLlj99ttv8sYbb0ju3Lkl0Pcd121Fj7vqsccek0D1+uuvmwud77zzjuzfv9/8PXnyZHn77bcl0D399NNmG/noo4/k119/Nb/PGlTqBa1AEd+5m24rb731lsyaNUu2bt1qgqmwsDC5ceOGBHK96OMNGjQw+1Mgiaterl+/Ljt37jQX+fR/vTChDU3t2rVLkbKmGTp6OZBUugl98cUXVKCHiIgIUzfr16+nbjzkzp3b8cEHHwR8vURGRjrKly/vWLNmjaNx48aO559/PqDrZPTo0Y7q1aundDFSneHDhzsaNGiQ0sVI9XT/KVu2rCM6OtoRqNq0aePo1auX27JHHnnE0a1bN0cgu379uiN9+vSO5cuXuy2vWbOm45VXXnEEIs9zN91vChUq5JgyZYpz2aVLlxwZM2Z0fPLJJ45AEdc57dGjR83ju3btcgSahJzrb9u2zTzv2LFjd61caQ0t3YANLl++bP7PkycP9euS+rho0SJz9VTTzAOdZka0adPGtLbgvzSVUdPUypQpI926dZPjx48HfNV89dVXUrt2bdOCq11X7r33Xnn//fcDvl5c3bx5Uz7++GPp1auXSYMMVJoyvXbtWvnjjz/M37/88ovJFmnVqpUEstu3b5vfn0yZMrkt1xRqsmn+6+jRo3LmzBm336OcOXNKnTp1ZPPmzXf5G0NaPe/V42+uXLlSuiipVnBKFwDwN9HR0abvmKaEVq1aVQKdpvJpkK0patmyZZMvvvhCKleuLIFMLz5oSlag9SmMi57czZ8/XypUqGDShcPDw6Vhw4ayd+9eM1ZCoDpy5IhJGR4yZIi8/PLLZpsZOHCghISESM+ePVO6eKmC9jW8dOmSPPnkkxLIXnrpJbly5YoZCyF9+vQm0Bw/fry5gBXI9Pihv0Hav71SpUpSsGBB+eSTT0wwWa5cuZQuXqqgAbfSunGlf1uPAbHR8zvt492lSxczfg+8I+gGbGjB1ECBK+j/pUGUDjyiV0E///xzEyhoH/hADbxPnDghzz//vOlf6NnyEshcW+O0j7sG4Tro0aeffiq9e/eWQL6Ipy3dEyZMMH9rS7ceX7TfJUH3f82ZM8dsP5olEch0X1mwYIEsXLjQjI+gx129AKz1Eujbivbl1kyIokWLmgsSNWvWNAGCjjcCIOl0DKNOnTqZgfj0AjFiR3o54EMDBgyQ5cuXy7p168wgYhDTIqetCbVq1TKjvOvAHDNmzAjYqtGTvIiICHPSFxwcbG56EUIHsNH72joFMSlq99xzjxw6dCigq0NHEva8QKWtdaTe/9exY8fku+++MwNlBbphw4aZ1u7OnTubUYWfeOIJGTx4sDnuBjodyV2Ps1evXjUXPrdt22aCBe3KApFChQqZajh79qxbdejf1mNAbAG3Hoe1IYFW7rgRdAM+oFf4NODW1Onvv//eTNmC2FvuoqKiArZ6mjdvblLutRXKumlLpqaA6n1thYGYk+PDhw+boDOQaTcVz+kHtc+uZgFAZN68eaavu46PEOh0ROF06dxP6/R4osdc/JeOyK3HFJ0VYNWqVWY2DYg5Z9HgWscEsGhXBR3FnDFYEFfArWOx6IVPnVINcSO9HEk6GXZtfdIBODRY0EHDSpQoEbAp5ZrS9+WXX5r+Y1YfKB2IRAdrCVQjRowwaZ+6Xeg8qVpHP/zwgznZCVS6fXj29dcTQf3BCuQxAF544QUzJ6gGkzrX5+jRo03AoCmggUxbKnWALE0v1xMcbaGbPXu2uQU6DSY16NbUac0SCXS6/2gfbj3eanr5rl27ZNq0aSatOtDpb45eHNfuTnr+olkB2vf9qaeekkAR37mbdkV47bXXpHz58iYI1+mgtGtC+/btJZDr5cKFCyazyJqD2roIqhcp/DkLIK560QtXjz76qBmbRrM7NUPPOu/VxzXDEV6k9PDpSHvWrVtnpgXwvPXs2dMRqLzVh97mzZvnCGQ6fU3JkiUdISEhjvz58zuaN2/uWL16dUoXK9VhyjCH4/HHH3cULlzYbCtFixY1fx86dCilv5pU4euvv3ZUrVrVTN9TsWJFx+zZs1O6SKnCqlWrzHH2wIEDKV2UVOHKlStm6rQSJUo4MmXK5ChTpoyZEisqKsoR6BYvXmzqQ48vOjVW//79zZRYgSS+czedNmzkyJGOggULmmON/l4Hwr4VX73oeZy3x3Way0CtF2v6NG83fR28C9J/vAXjAAAAAAAgeejTDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAA7oqgoCBZtmwZtQ0ACCgE3QAA+Lknn3zSBLzPPvtsjMf69+9vHtPn+MqYMWOkRo0aPlsfAABpGUE3AAABoHjx4rJo0SL5559/nMtu3LghCxculBIlSqRo2QAA8GcE3QAABICaNWuawHvp0qXOZXpfA+57773XuSwqKkoGDhwoBQoUkEyZMkmDBg3k559/dj7+ww8/mJbxtWvXSu3atSVLlixSr149OXDggHl8/vz5Eh4eLr/88ot5nt50meX8+fPSoUMH87ry5cvLV199ddfqAACAlEDQDQBAgOjVq5fMmzfP+ffcuXPlqaeecnvOiy++KEuWLJH//Oc/snPnTilXrpyEhYXJhQsX3J73yiuvyBtvvCHbt2+X4OBgs271+OOPy9ChQ6VKlSpy+vRpc9NlFg3IO3XqJHv27JHWrVtLt27dYqwbAAB/QtANAECA6N69u2zcuFGOHTtmbj/99JNZZrl27Zq89957MmXKFGnVqpVUrlxZ3n//fcmcObPMmTPHbV3jx4+Xxo0bm+e89NJLsmnTJpOurs/Nli2bCcQLFSpkbrrMon3Hu3TpYoL5CRMmyNWrV2Xbtm13tR4AALibgqluAAACQ/78+aVNmzYm3dvhcJj7+fLlcz5++PBhuXXrltSvX9+5LEOGDHL//ffL/v373dYVGhrqvF+4cGHzf0RERLz9w11flzVrVsmRI4d5HQAA/oqgGwCAAKJp4AMGDDD3Z86cmeT1aDBu0X7bKjo6OlGvs16bkNcBAJBWkV4OAEAAeeihh+TmzZumRVv7arsqW7ashISEmLRziz5PB1LTNPKE0nXcuXPHp+UGACCtoqUbAIAAkj59emequN53pene/fr1k2HDhkmePHlMqvjkyZPl+vXr0rt37wS/R6lSpeTo0aOye/duKVasmGTPnl0yZszo888CAEBaQNANAECA0X7UsZk0aZJJ937iiSckMjLSTAu2atUqyZ07d4LX37FjRzMdWdOmTeXSpUtmxHQdQA0AgEAU5NCRVAAAAAAAgM/RpxsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACATQi6AQAAAACwCUE3AAAAAAA2IegGAAAAAMAmBN0AAAAAANiEoBsAAAAAAJsQdAMAAAAAYBOCbgAAAAAAbELQDQAAAACA2OP/AaB5bU3z8UXIAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_ma[\"timestamp\"] = pd.to_datetime(df_ma[\"iso_timestamp\"])\n",
|
|
"df_ma[\"year\"] = df_ma[\"timestamp\"].dt.year\n",
|
|
"df_ma[\"month\"] = df_ma[\"timestamp\"].dt.month\n",
|
|
"df_ma[\"date\"] = df_ma[\"timestamp\"].dt.date\n",
|
|
"\n",
|
|
"df_2024 = df_ma[df_ma[\"year\"] == 2024].copy()\n",
|
|
"\n",
|
|
"monthly_avg_2024 = (df_2024.groupby(\"month\")[\"channels_all\"].mean().reset_index())\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.bar( monthly_avg_2024[\"month\"], monthly_avg_2024[\"channels_all\"], color=\"steelblue\" ) \n",
|
|
"plt.title(\"Average Daily Bike Counts per Month (Mannheim 2024)\") \n",
|
|
"plt.xlabel(\"Month\") \n",
|
|
"plt.ylabel(\"Average daily bike counts\") \n",
|
|
"plt.xticks(range(1, 13)) \n",
|
|
"plt.grid(axis=\"y\", alpha=0.3) \n",
|
|
"plt.tight_layout() \n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "ab084d8d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x700 with 1 Axes>"
|
|
]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
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],
|
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"source": [
|
|
"station_sum = df_ma.groupby(\"short_labels\")[\"channels_all\"].sum().sort_values(ascending=False)\n",
|
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"year_counts = df_ma.groupby(\"short_labels\")[\"year\"].nunique()\n",
|
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"year_counts = year_counts[station_sum.index] # Reorder year_counts to match the sorted station_sum\n",
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"\n",
|
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"plt.figure(figsize=(10, 7))\n",
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"sns.barplot(x=station_sum.index, y=station_sum.values, hue=year_counts)\n",
|
|
"plt.xticks(rotation=75)\n",
|
|
"plt.xlabel(\"Station\")\n",
|
|
"plt.ylabel(\"Total observations (2014-2024) in millions\")\n",
|
|
"plt.title(\"Total observations per station (Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"id": "ad8639cd",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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AAAAAAAAA0YRxAAAAAAAAAKIJ4wAAAAAAAABEE8YBAAAAAAAAKMkOwKItBx7lNdcAAAAASUVORK5CYII=",
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"text/plain": [
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"<Figure size 2000x1000 with 1 Axes>"
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]
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|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"Renzstraße - Höchster Wert:\n",
|
|
"date 2018-04-11\n",
|
|
"channels_all 7638\n",
|
|
"Name: 31964, dtype: object\n",
|
|
"Kurpfalzbrücke - Höchster Wert:\n",
|
|
"date 2018-04-11\n",
|
|
"channels_all 10558\n",
|
|
"Name: 38023, dtype: object\n",
|
|
"am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\n",
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"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"max_length = 15\n",
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"\n",
|
|
"plt.figure(figsize=(20, 10))\n",
|
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"sns.boxplot(data=df_ma, x=\"short_labels\", y=\"channels_all\")\n",
|
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"plt.xticks(rotation=45)\n",
|
|
"plt.ylabel(\"Daily observations\")\n",
|
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"plt.title(\"Distribution of daily counts per station (Stadt Mannheim - 2014-2024)\")\n",
|
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"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
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"\n",
|
|
"df_ma[\"timestamp\"]= df_ma[\"timestamp\"].dt.tz_convert(\"Europe/Berlin\")\n",
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"\n",
|
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"#Renzstraße\n",
|
|
"renz = df_ma[df_ma[\"counter_site\"] == \"Renzstraße\"]\n",
|
|
"renz_max = renz.loc[renz[\"channels_all\"].idxmax()]\n",
|
|
"print(\"Renzstraße - Höchster Wert:\")\n",
|
|
"print(renz_max[[\"date\", \"channels_all\"]])\n",
|
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"\n",
|
|
"#Kurpfalzbrücke\n",
|
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"kurp = df_ma[df_ma[\"counter_site\"] == \"Kurpfalzbrücke\"]\n",
|
|
"kurp_max = kurp.loc[kurp[\"channels_all\"].idxmax()]\n",
|
|
"print(\"Kurpfalzbrücke - Höchster Wert:\")\n",
|
|
"print(kurp_max[[\"date\", \"channels_all\"]]) \n",
|
|
"\n",
|
|
"print(\"am 11.04.2018 gab es in Mannheim einen Warnstreik im öffentlichen Dienst und mehrere tausend Menschen nahmen an Demonstrationen teil.\")\n",
|
|
"print(\"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6e6c3493",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Korrelation zwischen Temperatur und Fahrradnutzung"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "95626fa7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
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"text/plain": [
|
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"<Figure size 1500x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Pearson: 0.202\n",
|
|
"Spearman: 0.223\n",
|
|
"Pearson: 0.195\n",
|
|
"Spearman: 0.272\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axs = plt.subplots(1,2,figsize=(15, 5))\n",
|
|
"sns.scatterplot(data=df_ma, y=\"site_temperature\", x=\"channels_all\", ax=axs[0])\n",
|
|
"sns.regplot(data=df_ma, y=\"site_temperature\", x=\"channels_all\",scatter_kws={'s': 10}, line_kws={'color': 'red'}, ax=axs[1])\n",
|
|
"plt.xlabel(\"Site temperature\")\n",
|
|
"plt.ylabel(\"Bike counts\") \n",
|
|
"axs[0].set_title(\"Temperature vs. bicycle counts (Stadt Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"# Pearson\n",
|
|
"pearson_ma = df_ma[[\"channels_all\", \"site_temperature\"]].corr(method=\"pearson\").loc[\"channels_all\", \"site_temperature\"]\n",
|
|
"\n",
|
|
"# Spearman\n",
|
|
"spearman_ma = df_ma[[\"channels_all\", \"site_temperature\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_temperature\"]\n",
|
|
"\n",
|
|
"print(f\"Pearson: {pearson_ma:.3f}\")\n",
|
|
"print(f\"Spearman: {spearman_ma:.3f}\")\n",
|
|
"\n",
|
|
"# Drop all nan values in site_temperature from big dataframe\n",
|
|
"df[\"site_temperature\"] = df[\"site_temperature\"].replace([\"na\", \"NA\", \"Na\"], np.nan)\n",
|
|
"df = df.dropna(subset=[\"site_temperature\"])\n",
|
|
"pearson_all = df[[\"channels_all\", \"site_temperature\"]].corr(method=\"pearson\").loc[\"channels_all\", \"site_temperature\"]\n",
|
|
"spearman_all = df[[\"channels_all\", \"site_temperature\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_temperature\"]\n",
|
|
"\n",
|
|
"print(f\"Pearson: {pearson_all:.3f}\")\n",
|
|
"print(f\"Spearman: {spearman_all:.3f}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3fe1513a",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Die insgesamte Korrelation zwischen der Temperatur und der Fahrradnutzung in Mannheim beträgt nach Pearson 0.202.\n",
|
|
"#### Betrachtet man jedoch die Korrelation der einzelnen der Messstationen so ergeben sich folgende Werte."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "46404807",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" counter_site pearson_corr\n",
|
|
"1 B38. RI. AUS 0.011942\n",
|
|
"15 Lindenhofüberführung 0.235979\n",
|
|
"25 Theodor-Heuss-Anlage. RI. AUS 0.393459\n",
|
|
"21 Renzstraße 0.445103\n",
|
|
"19 Neckarauer Übergang -Schwetzinger Str. 0.486533\n",
|
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"5 Feudenheimerstr. stadteinwärts 0.510540\n",
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"27 Theodor-Heuss-Anlage. RI. IN. 0.510875\n",
|
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"7 Feudenheimstr. stadtauswärts 0.533080\n",
|
|
"13 Kurpfalzbrücke 0.548310\n",
|
|
"9 Jungbuschbrücke 0.557844\n",
|
|
"11 Konrad-Adenauer-Brücke 0.568114\n",
|
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"17 Luzenbergstr. 0.584917\n",
|
|
"3 Fernmeldeturm. 0.619432\n",
|
|
"23 Schlosspark Lindenhof (Richtung Jugendherberge) 0.629848\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"corr_per_station = (\n",
|
|
" df_ma.groupby(\"counter_site\")[[\"channels_all\", \"site_temperature\"]]\n",
|
|
" .corr(method=\"pearson\")\n",
|
|
" .reset_index()\n",
|
|
")\n",
|
|
"\n",
|
|
"# Nur die Zeilen channels_all vs. site_temperature extrahieren\n",
|
|
"corr_per_station = corr_per_station[\n",
|
|
" (corr_per_station[\"level_1\"] == \"site_temperature\") &\n",
|
|
" (corr_per_station[\"counter_site\"].notna())\n",
|
|
"][[\"counter_site\", \"channels_all\"]].rename(columns={\"channels_all\": \"pearson_corr\"})\n",
|
|
"\n",
|
|
"print(corr_per_station.sort_values(\"pearson_corr\"))\n",
|
|
"\n",
|
|
"corr_per_station_sorted = corr_per_station.sort_values(\"pearson_corr\")\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.barh(corr_per_station_sorted[\"counter_site\"], corr_per_station_sorted[\"pearson_corr\"])\n",
|
|
"plt.xlabel(\"Pearson correlation (site_temperature vs. channels_all)\")\n",
|
|
"plt.ylabel(\"Station\")\n",
|
|
"plt.title(\"Correlation between temperature and bicycle counts by station\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "faf7f222",
|
|
"metadata": {},
|
|
"source": [
|
|
"An den meisten Stationen ist die Korrelation positiv (d.h. wärmere Tage → mehr Radverkehr).“\n",
|
|
"„Die Stärke variiert jedoch deutlich zwischen den Stationen (von ~0 bis ~0.63).“\n",
|
|
"„Insbesondere an Stationen X, Y, Z ist der Zusammenhang besonders stark.“"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "56606822",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_5612\\3267416270.py:14: FutureWarning: \n",
|
|
"\n",
|
|
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
|
|
"\n",
|
|
" sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1])\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1500x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Spearman (Mannheim): -0.100\n",
|
|
"Spearman (alle Städte): -0.114\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#rain category\n",
|
|
"df_ma[\"rain_category\"] = pd.cut(df_ma[\"site_rain_accumulation\"], bins=[-0.1, 0, 2.5, 7.6, 50], labels=[\"No Rain\", \"Light Rain\", \"Moderate Rain\", \"Heavy Rain\"]) \n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(1,2,figsize=(15, 5))\n",
|
|
"\n",
|
|
"\n",
|
|
"sns.regplot(data=df_ma, y=\"site_rain_accumulation\", x=\"channels_all\",scatter_kws={'s': 10, 'alpha':0.5}, line_kws={'color': 'red'}, ax=axs[0])\n",
|
|
"\n",
|
|
"plt.xlabel(\"rain accumulation\")\n",
|
|
"plt.ylabel(\"bike counts\") \n",
|
|
"axs[0].set_title(\"rain vs. bicycle counts (Stadt Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"sns.violinplot( data=df_ma, x=\"rain_category\", y=\"channels_all\",palette=\"Blues\", legend = False, ax=axs[1]) \n",
|
|
"axs[1].set_title(\"Bike counts by rain category\") \n",
|
|
"axs[1].set_xlabel(\"Rain category\") \n",
|
|
"axs[1].set_ylabel(\"Bike counts\") \n",
|
|
"axs[1].grid(axis=\"y\", alpha=0.3)\n",
|
|
"plt.tight_layout() \n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Spearman\n",
|
|
"spearman_ma = ( df_ma[[\"channels_all\", \"site_rain_accumulation\"]] .corr(method=\"spearman\") .loc[\"channels_all\", \"site_rain_accumulation\"] ) \n",
|
|
"print(f\"Spearman (Mannheim): {spearman_ma:.3f}\") \n",
|
|
"# Gesamtdaten bereinigen \n",
|
|
"df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].replace([\"na\", \"NA\", \"Na\"], np.nan) \n",
|
|
"df = df.dropna(subset=[\"site_rain_accumulation\"]) \n",
|
|
"spearman_all = ( df[[\"channels_all\", \"site_rain_accumulation\"]].corr(method=\"spearman\").loc[\"channels_all\", \"site_rain_accumulation\"] ) \n",
|
|
"print(f\"Spearman (alle Städte): {spearman_all:.3f}\")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|