DAT_Projekt/notebooks/bikes.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "ea7d1a2b",
"metadata": {},
"outputs": [
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'holidays'",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[28]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mpyplot\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplt\u001b[39;00m\n\u001b[32m 4\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mseaborn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msns\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mholidays\u001b[39;00m\n",
"\u001b[31mModuleNotFoundError\u001b[39m: No module named 'holidays'"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import holidays"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "181190f4",
"metadata": {},
"outputs": [],
"source": [
"import glob\n",
"import os\n",
"\n",
"pfad = \"../data/tageswerte_pro_Jahr/*.csv\"\n",
"\n",
"dateien = glob.glob(pfad)\n",
"dfs = []\n",
"for datei in dateien:\n",
" df_temp = pd.read_csv(datei, low_memory=False)\n",
" df_temp[\"year\"] = os.path.basename(datei).split(\"_\")[2].split(\".\")[0]\n",
" dfs.append(df_temp.astype({\"year\":int}))\n",
"\n",
"df = pd.concat(dfs, ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d3f4c318",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"operator_name 0\n",
"domain_name 0\n",
"domain_id 0\n",
"counter_site 0\n",
"counter_site_id 0\n",
"counter_serial 1593\n",
"longitude 0\n",
"latitude 0\n",
"timezone 0\n",
"iso_timestamp 0\n",
"channels_in 26510\n",
"channels_out 26559\n",
"channels_unknown 220492\n",
"channels_all 0\n",
"site_temperature 20642\n",
"site_rain_accumulation 20642\n",
"site_snow_accumulation 20656\n",
"year 0\n",
"dtype: int64\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Daten bereinigen\n",
"\n",
"# replace various forms of 'na' with np.nan\n",
"df = df.replace([\"na\", \"NA\", \"Na\"], np.nan)\n",
"\n",
"df_backup = df.copy()\n",
"print(df.isna().sum())\n",
"# TODO Find if temp rain and snow values are missing in a pattern or at random\n",
"# convert numeric values to corresponding dtypes\n",
"df[\"site_temperature\"] = df[\"site_temperature\"].astype(float)\n",
"df[\"site_rain_accumulation\"] = df[\"site_rain_accumulation\"].astype(float)\n",
"df[\"site_snow_accumulation\"] = df[\"site_snow_accumulation\"].astype(float)\n",
"\n",
"# Mannheim subset, saved to file\n",
"df_ma = df[df[\"domain_name\"] == 'Stadt Mannheim']\n",
"df_ma.to_csv(\"../data/processed/daily_bikes_mannheim.csv\", index=False)\n",
"#print(df_ma.isna().sum())\n",
"\n",
"\n",
"\n",
"# Wie ist das verhältnis über den gesammten Zeitraum von Regen und Schnee?\n",
"\n",
"\n",
"labels = [\n",
" \"Januar\", \"Februar\", \"März\", \"April\", \"Mai\", \"Juni\",\n",
" \"Juli\", \"August\", \"September\", \"Oktober\", \"November\", \"Dezember\"\n",
"]\n",
"df2 = df.copy()\n",
"\n",
"\n",
"df2[\"iso_timestamp\"] = pd.to_datetime(\n",
" df2[\"iso_timestamp\"],\n",
" errors=\"coerce\", #If 'coerce', then invalid parsing will be set as NaT.\n",
" utc=True\n",
")\n",
"\n",
"df_ma = df2.loc[df2[\"domain_name\"] == \"Stadt Mannheim\"]\n",
"df_ma = df_ma.dropna(subset=[\"iso_timestamp\"])\n",
"df_ma[\"month\"] = df_ma[\"iso_timestamp\"].dt.month.astype(int)\n",
"df_ma[\"site_rain_accumulation\"] = pd.to_numeric(df_ma[\"site_rain_accumulation\"], errors=\"coerce\").clip(lower=0)\n",
"df_ma[\"site_snow_accumulation\"] = pd.to_numeric(df_ma[\"site_snow_accumulation\"], errors=\"coerce\").clip(lower=0)\n",
"\n",
"monthly = (\n",
" df_ma.groupby(\"month\")[[\"site_rain_accumulation\", \"site_snow_accumulation\"]]\n",
" .sum()\n",
" .reindex(range(1, 13), fill_value=0)\n",
")\n",
"\n",
"rain_sum = monthly[\"site_rain_accumulation\"].to_numpy()\n",
"snow_sum = monthly[\"site_snow_accumulation\"].to_numpy()\n",
"\n",
"x = np.arange(12)\n",
"width = 0.35\n",
"fig, ax = plt.subplots()\n",
"\n",
"rects1 = ax.bar(x - width/2, rain_sum, width, label=\"Rain\")\n",
"rects2 = ax.bar(x + width/2, snow_sum, width, label=\"Snow\")\n",
"\n",
"ax.set_ylabel(\"Akkumulation\")\n",
"ax.set_title(\"Monatliche Summe Regen vs. Schnee (Mannheim)\")\n",
"ax.set_xticks(x, labels, rotation=45, ha=\"right\")\n",
"ax.legend()\n",
"\n",
"ax.bar_label(rects1, padding=3, fmt=\"%.1f\")\n",
"ax.bar_label(rects2, padding=3, fmt=\"%.1f\")\n",
"\n",
"fig.tight_layout()\n",
"plt.show()\n",
"\n",
"\n",
"# IDEE: Man könnte noch zeigen wie akurat Schnee / Regen sind, in dem man farblich darstellt ob die Temperatur > oder < 0 war."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "eb082a0d",
"metadata": {},
"outputs": [],
"source": [
"# Shorten der Labels für bessere Lesbarkeit im Plot\n",
"max_length = 15\n",
"df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ea13a213",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_10208\\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",
" axs[0].set_yticklabels(range(0,3501, 500))\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<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": 9,
"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": 10,
"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": 11,
"id": "2993be48",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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": 30,
"id": "46d1936b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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_2023 = df_ma[df_ma[\"year\"] == 2023].copy()\n",
"\n",
"monthly_avg_2023 = (df_2023.groupby(\"month\")[\"channels_all\"].mean().reset_index())\n",
"\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"plt.bar( monthly_avg_2023[\"month\"], monthly_avg_2023[\"channels_all\"], color=\"steelblue\" ) \n",
"plt.title(\"Average Daily Bike Counts per Month (Mannheim 2023)\") \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()"
]
},
{
"cell_type": "markdown",
"id": "579dfd5b",
"metadata": {},
"source": [
"### Höhere Fahrradzählungen im Jahr 2023: \n",
"Einfluss der BUGASaison auf den Radverkehr in Mannheim?\n",
" (14 April bis 8 Oktober)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "69ff22d9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1200x600 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_22_23_24 = df_ma[df_ma[\"year\"].isin([2022, 2023,2024])].copy()\n",
"\n",
"\n",
"monthly_sum = (df_22_23_24.groupby([\"year\", \"month\"])[\"channels_all\"].sum().reset_index())\n",
"monthly_pivot = monthly_sum.pivot(index=\"month\", columns=\"year\", values=\"channels_all\")\n",
"\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"monthly_pivot.plot(kind=\"bar\", figsize=(12,6), width=0.8)\n",
"\n",
"plt.title(\"Total Monthly Bike Counts in Mannheim (2022 vs. 2023)\")\n",
"plt.xlabel(\"Month\")\n",
"plt.ylabel(\"Total bike counts per month\")\n",
"plt.xticks(range(0,12), range(1,13), rotation=0)\n",
"plt.grid(axis=\"y\", alpha=0.3)\n",
"plt.legend(title=\"Year\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "5e75d24f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_ma[\"t\"] = pd.to_datetime(df_ma[\"iso_timestamp\"], utc=True).dt.tz_convert(\"Europe/Berlin\")\n",
"df_ma[\"metric\"] = pd.to_numeric(df_ma[\"channels_all\"], errors=\"coerce\")\n",
"\n",
"def buga_sum(y):\n",
" start = pd.Timestamp(f\"{y}-04-14\", tz=\"Europe/Berlin\")\n",
" end = pd.Timestamp(f\"{y}-10-08\", tz=\"Europe/Berlin\")\n",
" return df_ma.loc[(df_ma[\"t\"] >= start) & (df_ma[\"t\"] <= end), \"metric\"].sum()\n",
"\n",
"vals = {y: buga_sum(y) for y in [2022, 2023, 2024]}\n",
"\n",
"\n",
"plt.figure(figsize=(8,5))\n",
"bars = plt.bar([\"2022\", \"2023 (BUGA)\", \"2024\"], [vals[2022], vals[2023], vals[2024]],)\n",
"plt.bar_label(bars, padding=3, fmt=\"%.0f\")\n",
"plt.title(\"Bike Counts During BUGA Period (14 Apr 8 Oct)\")\n",
"plt.ylabel(\"Total bike counts\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "a7193c9a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_ma[\"year\"] = df_ma[\"t\"].dt.year\n",
"df_ma[\"month\"] = df_ma[\"t\"].dt.month\n",
"\n",
"df_buga = df_ma[df_ma[\"month\"].between(4, 10)]\n",
"\n",
"monthly = df_buga.groupby([\"year\", \"month\"])[\"metric\"].sum().reset_index()\n",
"\n",
"plt.figure(figsize=(10,6))\n",
"for y in [2022, 2023, 2024]:\n",
" subset = monthly[monthly[\"year\"] == y]\n",
" plt.plot(subset[\"month\"], subset[\"metric\"], marker=\"o\", label=str(y))\n",
"\n",
"plt.title(\"Monthly Bike Counts (AprilOctober)\")\n",
"plt.xlabel(\"Month\")\n",
"plt.ylabel(\"Total bike counts\")\n",
"plt.xticks(range(4,11))\n",
"plt.legend()\n",
"plt.grid(alpha=0.3)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "0dc459ff",
"metadata": {},
"source": [
"Im August gehen wohl viele in den Urlaub aber im September hat 2023 deutlich mehr Fahrradzählungen als 2022 und 2024"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f3c0497b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_ma[\"weekday\"] = df_ma[\"t\"].dt.day_name()\n",
"\n",
"def buga_period(y):\n",
" start = pd.Timestamp(f\"{y}-04-14\", tz=\"Europe/Berlin\")\n",
" end = pd.Timestamp(f\"{y}-10-08\", tz=\"Europe/Berlin\")\n",
" return df_ma[(df_ma[\"t\"] >= start) & (df_ma[\"t\"] <= end)]\n",
"\n",
"df_buga_2023 = buga_period(2023)\n",
"df_buga_2022 = buga_period(2022)\n",
"\n",
"sns.boxplot(data=pd.concat([df_buga_2022.assign(year=\"2022\"),df_buga_2023.assign(year=\"2023\")]), x=\"weekday\", y=\"metric\", hue=\"year\")\n",
"plt.xticks(rotation=45)\n",
"plt.title(\"Weekday Bike Counts During BUGA vs. 2022\")\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "eed0fab8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(df_ma[df_ma[\"counter_site\"] == \"Renzstraße\"],x=\"year\", y=\"channels_all\")\n",
"# sns.barplot(df_ma[df_ma[\"counter_site\"] == \"Kurpfalzbrücke\"],x=\"year\", y=\"channels_all\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ab084d8d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"station_sum = df_ma.groupby(\"short_labels\")[\"channels_all\"].sum().sort_values(ascending=False)\n",
"year_counts = df_ma.groupby(\"short_labels\")[\"year\"].nunique()\n",
"year_counts = year_counts[station_sum.index] # Reorder year_counts to match the sorted station_sum\n",
"\n",
"plt.figure(figsize=(10, 7))\n",
"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": "markdown",
"id": "c4a88437",
"metadata": {},
"source": [
"### Größtes Radverkehrsaufkommen nach Städten\n",
"\n",
"Da die Zählstellen zu unterschiedlichen Zeitpunkten in Betrieb genommen wurden, wurde für vergleichende Analysen ein gemeinsamer Beobachtungszeitraum definiert. Hierzu wurde für jede Zählstelle das erste Jahr mit verfügbaren Messdaten bestimmt. In der Analyse wurden ausschließlich Zählstellen berücksichtigt, die spätestens ab dem Jahr 2018 Daten aufweisen."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "65437931",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"station_coverage = (\n",
" df.groupby(\"counter_site\")\n",
" .agg(\n",
" first_year=(\"year\", \"min\"),\n",
" last_year=(\"year\", \"max\"),\n",
" n_observations=(\"year\", \"count\")\n",
" )\n",
" .reset_index()\n",
")\n",
"\n",
"station_coverage.sort_values(\"first_year\")\n",
"valid_stations = station_coverage[\n",
" station_coverage[\"first_year\"] <= 2018\n",
"][\"counter_site\"]\n",
"\n",
"df_common = df[\n",
" (df[\"counter_site\"].isin(valid_stations)) &\n",
" (df[\"year\"] >= 2018)\n",
"]\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(station_coverage[\"first_year\"], bins=range(2013, 2026))\n",
"plt.xlabel(\"Startjahr der Zählstelle\")\n",
"plt.ylabel(\"Anzahl der Zählstellen\")\n",
"plt.title(\"Verteilung der Inbetriebnahmejahre der Fahrradzählstellen\")\n",
"plt.show()\n",
"\n",
"# Top 10 Zählstellen\n",
"avg_df_common = (\n",
" df_common.groupby([\"counter_site\", \"domain_name\"], as_index=False)\n",
" .agg(avg_daily_counts=(\"channels_all\", \"mean\"))\n",
")\n",
"\n",
"# Top 10 Zählstellen basierend auf dem durchschnittlichen täglichen Fahrradverkehr\n",
"top10_common = avg_df_common.sort_values(\"avg_daily_counts\", ascending=False).head(10)\n",
"\n",
"# Visualisierung der Top 10 Zählstellen\n",
"plt.figure(figsize=(15, 6))\n",
"sns.barplot(\n",
" data=top10_common,\n",
" y=\"counter_site\",\n",
" x=\"avg_daily_counts\",\n",
" hue=\"domain_name\"\n",
")\n",
"\n",
"plt.ylabel(\"Zählstelle\")\n",
"plt.xlabel(\"Durchschnittliche Fahrradfahrten pro Tag\")\n",
"plt.title(\"Top 10 Zählstellen mit dem höchsten durchschnittlichen Fahrradverkehr\\n(2018 und später)\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d239120a",
"metadata": {},
"outputs": [],
"source": [
"# TODO welche Station hat den größten Messwertsprung innerhalb eines Jahres erlebt -> woran lag das"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ad8639cd",
"metadata": {},
"outputs": [
{
"data": {
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5c6n2n/rUp6p32WWXBt/rtttuW+p6XX8fb7nlltVnnnlmnX2Uv7eqzjvvvOI97r///qX6UfuYrzj00EOL/bo8uZ/z9/OcrC3326c//ema61zt470hP/zhD4v1c+bMWcVvBwAAjWcodQAAWEtkdeDbb7+9zPVZTZdySNKs2FsVWWWeVZSNlVV6WYFdkVW5m266aVHJtybl++fcx1kJXFtWa2cW/vvf/77O8qxurV3BmZWjOXRsVo2u6HOyajGrOiuyIjY/N6vvHnrooVXqe6rf95NPPnmptrWr7nNY7azoz6GJc19n1fDK6NevX3zmM58phmmuyOrx3FZZGbq8qr6s5stjKitT6w/RW/m9++67r6hKzu9Ru02OcJDbOoc6X1V5TNYexrcyosCK9l/KbZXVxVnRvCpWdIxn5fgrr7xSVJ/n/smK33zk0No5HPXkyZOXOh+PP/74Rn129j2rmPP9V0Xt4ycrfbMSOLfdyh47FSu7j/OaVXskgtyHWVW9ov2Wx2WexzlUdn055HlWUueoCVmNmsOI53fKCvyssF3Z7ZIjCOT+2mWXXYrXlW2TQ5PnKBRDhgwpKpQrsvp5v/32i6aS1bZ5Pbr55puL1zmsek55sKzRIGr3Pf8eZN/z+8+fPz9efPHFVd7+jT3HGvOeWe2c2ynn166cD/nIERRSjvSxIjkSSO1rUl678pjI5RX5NyCrnRtzHVgduU+uvfba4u9LHme1RxRZ1jzpORx9Zf3Kyur9vN5XpjJZXXkNysr7rPCv7IPV7X8eazmFQk4HkHOv1x/VIKvRf/SjHzWqf5XzPI8RAABY0wTjAACwlsggtnZAV99//ud/xq677loM6ZtD/ebw2zlH6MqE5DlfbENz9y5L7ZAgZZCRwW1TDP26PDmXdA5XW397ZBhTWV9b7WCr9j/GZ1i4os/J71g/DF7W5zS27/l+9YdazrlY68tgIsPoyjzqOQxuDuucw7hnyLkqIW8Od13pdwZYGcDkUP3Lk/M6Z5+333775X6vhr5HHk85l/OqbKtl7b9KkLKi/ZdymOcM8zK8y32ZYU79ub9X5xivhNYZDuW+qf346U9/WsypXH9f5ZD8jZFD1ue+zpsacqjqnCogh4FvrBwyPQPfDLly+PzKEOOrcuysyj7O4aTr33DRmPOuYlnDzGcwnaF1bpsM/XKf5mfnVBI53P2KZPCew+rndTKD5twulX1S2Tb/+te/ivOv/v5f1rm6OvKmijwXc8qGDPeXN8R/3iiRw8PnXPZ5M0L2vRJU19+vK7P9G3uONeY985zIftY/H/I4To3ZR/X7k9835bWw/vIVHU+5XXIo9Moj939j5VQIGcbnMZfTKjR0k0L9edMrN1yszHQiFXldyeHh87Mq00E0JG9Qqf2d8lF/nvlKgJ3HSw43n9ejpuh/flZOxZDbPofSzxsUKnJI/zPPPLO4VtXfVys6z1c05DoAADQFc4wDAMBaICte8x/3M5BblvxH7AyJshovKzezqvKXv/xlUSGWc9bW/sfr5b1HU1vWP3bnP+I3pk9NYVmfs7z5nVuDnGc356rOCt2szMsgIrdn3vSwKqMC5O/lXOhZNZ7ViDm3cVZcNnXQ19THxOrsv7yJIefBzpA4z4n/+Z//iSuvvLK44SCrKFdXZT9kmJXz8jakfsDV2PNs8ODBxU0JOQpEnsMZbOU8zVdddVVxA8yKAr2c5znfI79vVrnnaAd5PGUFbHNY1f2WIX4eIysKPLOqOiub85E3jeT+zBEQ6lew1peVsxlAZ3iX+yz3T+7HnDt7VUfbWB05IkWGiVl5v+GGGxbzmjckbwTYY489ikA8b5rIm2vypoescs8bQOr3fWW2f2PbNqZd9iNv5Lj44osbbNuYwHRZn9PQ8hUdT3kTRM53XZHb8MEHH1xhH5555pniHMpQOQPgjh3r/hNanlPp9ddfX+o75bK8GWdl5XUpb1DLEREqN99U5jfPmzVyWd40kMfvnnvuWed3p0+fHltttVXN61dffbU4lvLvRo5wUf9Gstr9ry+X5c1n9eV/h+Rc8nks5jWmfpuf/OQnRWifN+pV+p///ZLyfM5l+Tu1b8CrnOe15z8HAIA1RTAOAABrgV/84hfF84qG8M2q3hy+OR8ZSvzwhz+MkSNHFmF5Dife1BVZ9Yd4zoAiqx5zaODa1YT5j+j1ZYVnVplWrEzf+vTpUwzrnEMJ1/7H/spQwrm+KeT7ZIVuBj21q8ZX53Pyd/L9MvCsHUhneFtfhjEZ8l100UV1Kvka2p6NkYFjVvplMJ7Dp2fl9KWXXrrC38sALvv8/PPPLzP8rWyL/B6192uGJBnY5PG3ssfEylje8dO1a9ciqMlH9ufggw8uKjIzjMxgcXWO8Urlf4aVtb9jU8l9lsNc5yNHjcig+5xzzqkJxpf1vfMGgPxuWVlde6jkDMbra+y5tzL7eHVkAJnbNd+zsfIGj9oh37K+U4Zw999/fxGiZwi5rP2cFc55A0NDw9g3dK6uzrU1g84c7SPD2hNOOGGpALYi1+dw/b/+9a+L46BiZbZTc8h9l6Fy/h1qDVXAp59+ep3h3xsaor++vD7njRKbbLJJESo3VL1duRY+/vjjdULwWbNmFWHwsGHDVrqvM2fOLK4vDV0Hhw8fXnMM77jjjjFp0qQ663Paj4o8TjIUz2rwPN4rIXhtGfjnsZb9z5tFap/POUVE7WWVvz0HHHBAvPzyy8Xf34ZGEMn+Z/9yioD68r9H8vHUU0/V+TuSx29lNBQAAFjTDKUOAACt3AMPPFDMo5tD/WaYuSwNDQ9b+cfnylCpGRCmVQ1W67vhhhvqzHueQW4GU1lRVjsk+ctf/lL8Y3tFVu9mNVttK9O3L37xi0V18RVXXFFneVbTZhBT+/NXR35OVutl5X3FBx98EJdffnkRlGTl4cqq9G3s2LF1ljcUUGd1ZP1qyPzshobMbawcNj0D7qyWzffPKvIVyXmW88aArFKtX5Va6V+GolkFmN+rdp9zbt6sMsxAfmWPiZWRx09DQ4RnQFRb9jEDnexjDiO/usf4zjvvXHyfrJTM4Lq+rPJcVfX7nsdcjhpRe+jjZZ03uW/zXKh9rGS1Zs4XX1++R2POu5XZx6srR0jIwK6+DPkaUpnzvXKzSWWO7oa2S6p/XtU//7Jd3oiU2yvDvooXXnihuNlgVbfhspx//vkxevToYpSIZWmo73kO5YgArUkGqq+99lpcc801S63L4enffffdZu1Pnu957FYeec4uT17zM1TOa17u62UFthn+5jzqEyZMqHOe5XQFee599atfXaXj4Pbbb6/zyL//lYA/X+exluF+7e+Uj8pNPrl9829X7oM8LxqaDiBlJXn+Xo4cUvsalzfi5bXs0EMPrVmW3y9vLJoyZUox7H+enw056aSTlur/1VdfXaz7xje+UbyuP5XEE088scz3AwCApqZiHAAAWpEcBjirkTN8nTNnThGKZ1VYVmrecccdy61uzdAyh1LPcCrb5zyuGZjknLC77bZb0SYDvB49ehRDMWeldf4D+2c+85lGz3ncUDVrvndWs2Z/M1zK4C6HBK7IytYME7P6LgOTrMTLf4ivP8f2yvQtq9ZyGNmshs+wL6vncqjpHHI6hx2v/96rKiv+8h/18x/08x/vc5ja/C6VSuvlzfm+LHmzQg6dnPsmw8TPfvazRdiXVYL15ZzJGVJkgJHhToYSWamXwy2vqjw+8vcz3MhwNysiVyT3aW7rDGhy2OqsuM4q5Mcee6wYFveCCy4owqOswM5K3NzXOQRxVtbm9/zUpz5Vp2KzscfEysiwK29gOPXUU4vPyxA5j5MMuLKSMityc07pDDbzhorcDo3Zfys6xjM8yyHOc1tmUJbtcijkDKVypIasJL/zzjtX6TvlPs8hlfO7ZT8yKM7tduKJJ9b53pVAKoPcys0O+f1y1IjcxjlndV4Pxo0bV/S9/jzl+R55XGX73J95zuW5V9/K7OPVdeCBBxbHflanVuamrizP/uW+zeMlQ8Dse27j7EMuT1ntndsvj4n8/dx+WSGbj6y2vvDCC4sbI3Jf5bWjoarr/J45/H4e81mtW7kpJvfzqm7DZcmbbFZ0o01eKzIQzVEkcn9n+JrbqLVNCZE339x6661x/PHHF+dAnnsZrObftlyeYXOlwr81ymP773//exFE//nPfy4eFXkN2WeffWpe5xQKeR7kdSbPu+eee664vuQ1LqdxqB96p5x/PeW+q7z3qFGjiufK3+ra8u9iyuM7b1JakbyB7tFHH42jjz66uN7loyKvi7XfI0fOyOMqj738e5eV7jlCSX6f3A4V3/3ud4v/BsnzK2/Cy+t1bZVz/xOf+ETxqK0ypHqeN/X7n9elPJdGjBixwu8FAABNohoAAGhx1113XSYbNY9OnTpV9+7du3qfffapvuyyy6rnzZu31O+MHj26aFtx//33Vx944IHVm222WfH7+fy1r32t+uWXX67ze7/97W+rt99+++qOHTsWv5+fnfbYY4/q/v37N9i/XJePij/+8Y/F7958883VZ555ZvUmm2xSve6661Z/6Utfqp4xY8ZSv3/RRRdVf/jDH67u3Llz9a677lr9+OOPL/Wey+vbUUcdVd2nT586bd9+++3qU045pfie66yzTvVHP/rR6h//+MfVS5YsqdMu32fEiBFL9SnfL993RebMmVP9zW9+s3qjjTYqtusOO+xQ06/675ffvzHee++96pNOOql6ww03rO7atWv1AQccUP3qq68Wfc39WvHmm2/WfPb6669fvd9++1W/+OKLS/W9sj/yuaKhbVYxfPjwov1NN91UvTJ+9rOfVQ8cOLDYjxtssEGx/yZNmlSnzRVXXFG97bbbFvukV69e1SeccELxPVblmKh8r9tuu63O706fPr3O8ZHeeeed6sMPP7y6R48exbrKd7/66qurBw8eXGzr/KyPfOQj1aeddlr13Llzl/tdV/YYf+qpp6oPPvjgms/Jz/+P//iP4ry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"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Renzstraße - Höchster Wert:\n",
"date 2018-04-10\n",
"channels_all 7638\n",
"Name: 31964, dtype: object\n",
"Kurpfalzbrücke - Höchster Wert:\n",
"date 2018-04-10\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",
"Das erklärt die Ausreißer bei den Fahrradzählungen an diesem Tag.\n"
]
}
],
"source": [
"max_length = 15\n",
"\n",
"plt.figure(figsize=(20, 10))\n",
"sns.boxplot(data=df_ma, x=\"short_labels\", y=\"channels_all\")\n",
"plt.xticks(rotation=45)\n",
"plt.ylabel(\"Daily observations\")\n",
"plt.title(\"Distribution of daily counts per station (Stadt Mannheim - 2014-2024)\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"\n",
"df[\"timestamp\"] = pd.to_datetime(df_ma[\"iso_timestamp\"])\n",
"#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",
"\n",
"#Kurpfalzbrücke\n",
"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": "code",
"execution_count": 24,
"id": "de88a7d7",
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'holidays' is not defined",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[24]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m 3\u001b[39m df_ma[\u001b[33m'\u001b[39m\u001b[33mis_weekend\u001b[39m\u001b[33m'\u001b[39m] = df_ma[\u001b[33m'\u001b[39m\u001b[33mday_of_week\u001b[39m\u001b[33m'\u001b[39m].isin([\u001b[32m5\u001b[39m, \u001b[32m6\u001b[39m]).astype(\u001b[38;5;28mint\u001b[39m) \u001b[38;5;66;03m# 1 if weekend, 0 if weekday\u001b[39;00m\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# You can manually add holidays or use a library like `holidays` to check if the day is a public holiday.\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m de_holidays = \u001b[43mholidays\u001b[49m.Germany(years=\u001b[32m2023\u001b[39m) \u001b[38;5;66;03m# For Germany, for example\u001b[39;00m\n\u001b[32m 6\u001b[39m df_ma[\u001b[33m'\u001b[39m\u001b[33mis_holiday\u001b[39m\u001b[33m'\u001b[39m] = df_ma[\u001b[33m'\u001b[39m\u001b[33mtimestamp\u001b[39m\u001b[33m'\u001b[39m].dt.date.isin(de_holidays.keys()).astype(\u001b[38;5;28mint\u001b[39m)\n\u001b[32m 9\u001b[39m variables = [\u001b[33m'\u001b[39m\u001b[33mday_of_week\u001b[39m\u001b[33m'\u001b[39m,\u001b[33m'\u001b[39m\u001b[33mmonth\u001b[39m\u001b[33m'\u001b[39m,\u001b[33m'\u001b[39m\u001b[33mis_weekend\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mis_holiday\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mchannels_all\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33msite_temperature\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33msite_rain_accumulation\u001b[39m\u001b[33m'\u001b[39m]\n",
"\u001b[31mNameError\u001b[39m: name 'holidays' is not defined"
]
}
],
"source": [
"df_ma['day_of_week'] = df_ma['timestamp'].dt.dayofweek # 0=Monday, 6=Sunday\n",
"df_ma['month'] = df_ma['timestamp'].dt.month\n",
"df_ma['is_weekend'] = df_ma['day_of_week'].isin([5, 6]).astype(int) # 1 if weekend, 0 if weekday\n",
"# You can manually add holidays or use a library like `holidays` to check if the day is a public holiday.\n",
"de_holidays = holidays.Germany(years=2023) # For Germany, for example\n",
"df_ma['is_holiday'] = df_ma['timestamp'].dt.date.isin(de_holidays.keys()).astype(int)\n",
"\n",
"\n",
"variables = ['day_of_week','month','is_weekend', 'is_holiday', 'channels_all', 'site_temperature', 'site_rain_accumulation']\n",
"\n",
"# Create the scatterplot matrix using Seaborn's pairplot\n",
"sns.pairplot(df_ma[variables], diag_kind='kde', plot_kws={'alpha': 0.5, 's': 50}, hue=\"is_holiday\")\n",
"\n",
"# Customize the plot\n",
"plt.suptitle('Matrix Scatterplot of Bike Counting Data', fontsize=16)\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "121023cc",
"metadata": {},
"outputs": [],
"source": [
"# is_weekend und channels_all vergleichen\n",
"sum_weekdays = sum(df_ma[df_ma[\"is_weekend\"]==0][\"channels_all\"])\n",
"sum_weekends = sum(df_ma[df_ma[\"is_weekend\"]==1][\"channels_all\"])\n",
"num_weekdays = len(df_ma[df_ma[\"is_weekend\"]==0])# Since each row is an hour, divide by 24 to get the number of days\n",
"num_weekends = len(df_ma[df_ma[\"is_weekend\"]==1]) \n",
"avg_weekdays = sum_weekdays / num_weekdays\n",
"avg_weekends = sum_weekends / num_weekends\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "6e6c3493",
"metadata": {},
"source": [
"# Korrelation zwischen Temperatur und Fahrradnutzung"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "95626fa7",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<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": 20,
"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",
"5 Feudenheimerstr. stadteinwärts 0.510540\n",
"27 Theodor-Heuss-Anlage. RI. IN. 0.510875\n",
"7 Feudenheimstr. stadtauswärts 0.533080\n",
"13 Kurpfalzbrücke 0.548310\n",
"9 Jungbuschbrücke 0.557844\n",
"11 Konrad-Adenauer-Brücke 0.568114\n",
"17 Luzenbergstr. 0.584917\n",
"3 Fernmeldeturm. 0.619432\n",
"23 Schlosspark Lindenhof (Richtung Jugendherberge) 0.629848\n"
]
},
{
"data": {
"image/png": 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+HoW/L6kxuOE0VthPZb86tondqkm3YNQ43sR4AZxKhXXM1Cmg4E1jbL0xurEuK1xKvm/h26+/O/6OxRP9m58cJ/Ld1zAOzbeh75qG0GhIgsrD1TGakuOtTh514PiPt8Z9a1iNyun1s0rS1Qkaae6N8O+NOio0vEDHWn9fNTxEHS2xfEdVFq4yeg2zUseJf76IlHawbdq0ye1z+ASmXml6+HFM7b/LaYXAGwCQbihg0oWXMjDJES0DEy6xGZDDX/Oy2RrnqexrJNHGYysbq8yf9kcXZLpo1oWtsgMaExrLpE+pwT+G0y98oq2U0n5ofKsu6CIJDxYj0bhNtY0yk7q4UjCoi1ddHOrWPRqXqMDbn3nz2k/jEnXBHU6ZIv/7NG4/WqVD+AV8areZtkH75M8w+oUHjNHWn5rbldxtivS9UZCkyg9VO+j461grA6xMlsb4x3KOR/vehk9slth2aD3K3GtCv0i8TofU+J7G+/uUGn/jYqGgTX/XNAeDMo4aP6txwyfaUZKS71tatEe08+tEjq/GOOs7ocn6dNsszaeh74GCYo2dTg3qfFRVyptvvumOof7Vd04VBkkZNWqUq5bytk+ZZW/+AHUoJUbVFgq6NYGhqnF0nqj9NeY7o/y/7GQh8AYApCu6ANTspcqi+UtuI9Etx/Q/fmW9/JO4/PXXX+6iWq+nlDexjC7KVZ6ZHJoQR+V4moVaF2QeTWCV0gtIb1+U5QinklhNdhSeoT4RmiwsPIOuCdPEm7hMbaRJ0BSAJbUf0V73ynUVXCvw9koI9a+CbgWHOp7+dvSOjYLHxI6Nl/lVCWNyj2FyRds/batKvDXh1Mm49ZW+Dyq/9AeckY7biW6TJlLT8VHpqz8bFWl4QbS28bJW+q4qW+lJTtZS+6LS1JQc3+R8T2Ol76k6DhUQ+Pc70vc2Mfqb5s/wK5usYxs+gWJ4W8TSaamMbN26dd13S0GXJoLTJI0pWVZqft+0TlXuqGQ9WtY7OX/zdX7pOT8NudCwnZRK7O+ctlmTFeqhc1LnlCZLiyXw1v5oNnCPPq/t1LAbPwXcyl7rNXWYaEb+aFVX4dRJqocqPDRZmr7/6hh47LHHEt03TSKoyi8F7x7NsB/etsnpDClbtqyrFNGx9Ge9veEdJ/L/7vSMMd4AgHRFmSsFe7pY0cVUOGUVdLsZ8S5Kwmcu9jKwuihJKWUWdCGoWaV1ERQusVtMeb3z/t54XfApgxtO+xpLuZ7KDpV512y+/gseXRwrgxF+gXaiVP7t3a7J2379rmyo2kaUaVHp4fjx4yOWJ3rjtr39DL9Q8yjI1szECtq8wFsdCbqw9mZg954XZdPUIfL4449HvL2Od2wUmGvmXG13pIvtpG4TlhxeB0X4PqqNlGHTrPmR2jham5wIzU7u0Tmo3xUMqYMktbYp0jmu81iZsXDRjr3XgeIfh+3d0ihW2hd10ilgC6d1an9S43saK30P1WmlYMWjkm51JiaHd3s6jxcYe7OnR6LScHWERZrZOzwzqDJo/d3Q307dHip8uclZludEv29ap5at23JFW2dy/ubr/Aof46/jEC3jHYto57I6cMKroZTdj/U2ctou/98yDQXQuRt+XFShoABXs36rg80/Lj8aDaEI/x4oAFfA69++aPum70n4Mdf5GN6O0f4GRnL11Ve7Gdn9d4vQNmq5ajtVomREZLwBAOmKLpbUk6/JVBR4qYdfGRpdEKuX3rvliGjyH/XE66LFKxtdsmSJu3DX7Wv8GYTk0kWJygV14aNbJimLobGJCjQVICrwU9YvEk12oyyEtk0lfbpQUll0pAtWBbG6+FAWQ/cm1UWHbh8VicpDtT2qBNBtd7zbian0L9L9ak+ESv4V9GqMobKn2kZN7qa29iYB0sW7bhWkSdzUJsqg6GJMWQs9791z2dtPZVl1gaxlK5vnTRCmoHrYsGG2ZcuWkABbGSNdxCvL5y+HVNvrwlTr122OVPKoDgFl7jS5krbDCz4VwGhSNl1o6hZUysqpQ0fBmm6LpOAiNXidETre6hjQxaq2S+ekJqVTWafaT/fcVfspw6VzWZ1I/om4TpRKpXULMZ17al/d61xtolv8eCXkqbFN+oyqFXSualnqnFIHjIKv8KBLbaPjpcyaghG9R+PztQxly3UuP/DAA67NXn311eCxjIU+p6y7KmX0d0HrUvCu29op+NX5G+3WV8n5nsZK55jOPf3d0vhbdZhpmRpLnRzKumscrsYK61xVWbEmetTfvMTaQvussdq6BZjaQtljtY8ym/7Palnq5FRgrYm8wm/JlJxl+Z3I901/r/Wd1i2pdC5q35URVTWMXtMkgcn5m6/OW/1tUkCv4Qhat/4mRTsfYhHtXFYZuDod9Loy37qVmNrPP9FhYvT/N3WMebcIVOeP2tG7zaLHu6+5vqeqEomlc1nzF2g7dCz1t1wBrs5Jfd/84/ij/Y3Wd0vv1/9ntJ86lnqfOmz81DGsZer/G+qE0/221TaR5pLo1q2b+9uu76y+J/obr/bSvBHqVIl1gtVTTlpPqw4AQCS6PZBuC1WuXDl3K6R8+fIFGjZsGHjuuedCblVz5MiRwODBg90tvrJlyxYoU6ZMoF+/fiHv8W4hE+l2L97txKLdakW3YtHtrXQ7kxw5crjltGvXLjBv3rxEb3+kW2ldeOGF7jZQpUuXDvTt2zd4Kx//7Vb2798fuOmmm9ztsfSad2uxSLfqkc8++8y1g5abP3/+QMuWLQOrV6+OeEsi7/ZRiW1nJLrti26bs2zZMnd7l5w5c7rtGjt2bIL36hYwTzzxhHu/2qdQoULu1jg6Jro9nOfnn38OXHrppW67tQ3+29bo1jG6bY+O8dGjR4PP61Yzeu+tt94acTvVjrp9lW4hpm2sWLFioFOnTm67/davX+9ut6ZbP+kcOeOMMwLXXHNNYNq0aQnaZunSpQnWEcttoLTduo1XsWLF3O19wi+xXn75Zdcu2n/tp265pHPizz//TPIc1bJ0uzI/7/x46qmngs+pTXVLIO3vFVdc4W6JVaJECXc+6HZE4U5km2TmzJnuNlRqe31PdR68+uqrCc4x3eZNy9A69Jr/tkLLly8PXHDBBe47ftZZZ7nbI0W7nVi07dDt5fSd1y27tJyiRYu621eNHDky5BZNkcT6PfW+E+HU5uG3A9Rt33Q7MLW/tqVnz57BW7XFejsxfaevv/5612b6TvXo0SPw77//JnpbLNGtBvVeneNqC92CSu/ZsWNHgnVdffXVCW5fl5xlRfsbFcv3LbHvkc7patWquXXq+3TVVVe58yS5f/N1zj/44IPuGOhY6G/Fr7/+GvV2YrF896Ody4899pi7LaL+jutc0vYPGzYsyfPPW/fChQsD3bp1c8dat9O6+eabQ24b6adb1ekzen8sdKsx3VpSfx/1XS1cuHCgSZMm7v8lftH+Ru/atSvQuXNn147aNrWj3hvp/Bs/fry7naD+nvvbLvx2YvLXX38Fl6tjrb8/4edSpL9zSd0uLj3LpP+kdfAPAACAE6PskbJGkYZGAOE0YaEqAzR+HKcOTZCm7L7K6P0VQkj/GOMNAAAAnEY0HEBDEFTajVOLhnSohF+l6Di1MMYbAAAAOA1o7LjG0Wr+Co3r1vh8nBreeecdNxO4Okw0D0Nq3mIOJweBNwAAAHAaWLhwoZsoUpPaaUKykiVLpvUmIUaa0VyTb2oywrvvvpt2OwUxxhsAAAAAgDhijDcAAAAAAHFE4A0AAAAAQBwxxhsAYMePH7c///zT8uXLx4QtAAAAMdCdufft22elS5e2zJkTz2kTeAMAXNBdpkwZWgIAACCZtmzZYmeeeWai7yHwBgC4TLf3P478+fPTIgAAAEnYu3evS1x411GJIfAGAATLyxV0E3gDAADELpb7qjO5GgAAAAAAcUTgDQAAAABAHBF4AwAAAAAQRwTeAAAAAADEEYE3AAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBGBNwAAAAAAcUTgDQAAAABAHBF4AwAAAAAQRwTeAAAAAADEUdZ4LhwAcGqpMXCOZc6RO603AwAAIEU2jmhh6REZbwAAAAAA4ojAGwAAAACAOCLwBgAAAAAgjgi8AQAAAACIo1M68J40aZIVLFgw0fd06tTJWrdubae6xo0bW69evVJteYMGDbI6deqc8HLKlStnY8aMsfS4ry+//LKVKVPGMmfOnOg2vvLKK3bFFVcke/mZMmWyGTNmnNT2Ruzf9dT+zvjFc9mp4aWXXrKWLVum9WYAAAAgPQTef//9t91111121llnWY4cOaxkyZLWvHlzW7RoUVpuVoawceNGFxiuWLEi4ut9+vSxefPmWUa1d+9e69Gjhz344IP2xx9/WLdu3SK+77///rNHHnnEBg4cGBIkq+30yJIliwve9fmdO3eGfHbr1q121VVXZdhgLpaOLaRPt99+u3333Xf25ZdfpvWmAAAAIK1vJ3bdddfZ4cOH7bXXXrMKFSrYX3/95YLBf/75h4Pz/6l9smfPnurtkTdvXvfIqDZv3mxHjhyxFi1aWKlSpaK+b9q0aZY/f35r2LBhyPPnnHOOffbZZ3bs2DFbs2aNC2T27Nlj7777bvA96ijC6SVe30fRuabOHlVonCht40033WTPPvusXXLJJamyfQAAADgFM967d+922ZgnnnjCmjRpYmXLlrXzzz/f+vXrZ9dee23I++68804rUaKE5cyZ02rUqGEfffRRyLLmzJlj1atXd4HklVde6TKR0Rw6dMjuvfdeK168uFvexRdfbEuXLg2+vmvXLrv55putWLFilitXLqtcubJNnDgxeNGtLKoCOX1W2zx8+PDgZ3XR/OKLL7osqD6rzgQFdn7KwFapUsVy587tXle2VQFieEnyhAkTrHz58m49kXz88cdWoEABmzx5crLaPXw94WW6I0eOdPtXpEgR6969e8i2bd++3ZWvat+0bZHWrePVpUsX134KaC+77DL74YcfEqz3jTfecGXq2ocbb7zR9u3bF7Kc48ePW9++fa1w4cIuwNXnwgPrVq1auWOu9bRr18513HiZ2po1a7qf1cY6LqoAiOSdd96JWJKbNWtWt94zzjjDmjZtajfccIPNnTs30VLz33//3Tp06OC2OU+ePHbeeefZt99+G/KZaPut9l+4cKE988wzwWy7tjlS1lnr1OvJaVP9rPNa26XjO3r06GRn2CMN29DntZzkrEffQVVcqG31vgsuuMAWLFgQfN3b58S+1wpSe/fu7d6nc1XnSiAQSLDNSZ1HsZ6vkb6PR48edX8P1N5FixZ132X/NsS6nzNnzrSzzz7bVf3ovNZ+qsPI+5699dZbCYZ0JLXdovNay/7333+TPLYAAADIoIG3l3FVEKEL1Eh00awgVqXnb775pq1evdpGjBjhyn89Bw8edMGigo4vvvjCXbjqYjcaXYS/9957LsuuUsxKlSq58navjFgXz1rPrFmzXKZTgbQuqkXZI13ITpkyxdauXesCT10Q++nzyuTrIlgBiAIgLceTL18+d8GtdSjIGj9+vAtO/H799Ve3jdOnT49YKq4LcQV4Wr/WkVrmz59v69evd/+qfbSdevgDry1btrjX1aHwwgsvuGDcTwGqnlP7LV++3M4991y7/PLLQ8q0tQ4dd3Wg6KGAU8fVT+tXsKLA9cknn7QhQ4YEA1+dFwq6tUx9Vs//9ttv1r59e/e6/lW2WpYsWeICGZWLR/LVV1+5ADkxCoAVBCaW6dy/f781atTIlbXrHNHx17mmbY1lv3UuNGjQwLp27eq2N7FtjiSpNlWQqu+Rtk3tpU4vnf+pLZb1KFj9+uuvXafHypUr3TmjwPqXX36J+Xs9atQod26++uqr7hjqXHj//fcTbE9i51Gs52u076OWrQ4anWM6fk8//bQL0JO7n+p81Od++ukn1yF422232Z9//umCdK1XcxWk5Hum81qdA+GdPx793dWQDP8DAAAAGazUXBesunBWoKGJgHThqMBFgWqtWrXcexQ86aJWgauyxF4G008ZWX2+YsWKwYtdXVxHcuDAARdIa73e2FwFvroQ1wRbDzzwgLvAr1u3bjAY8wfWek0ZcGXJlXFUxjucLoiViZKhQ4e6ZT/33HMuSJUBAwYE36tlK5jQhbmCNI8y66+//rrLZoV7/vnnrX///vbhhx+69kpNhQoVsrFjx7qOjWrVqrmsm0r/dYzWrVvnLvJ1POrXr+/erzZTRtKjAEivKyBQ9k4UPCkgVKDujbNWMKpjoE4IufXWW916hg0bFlyWzgFv3LXaXNul9zRr1sz9++OPP9qGDRuCwanaS+Xhql7Q9ikLKmrDaCXhyhqqfLx06dIJXtPy1TGkzKrGgYsCq2jUGaI5C7R+ZVdFnTp+ie23sqYK7FUJkZIS9sSWrSy0gkRto4IzURVHpP0+EbGsR98hPad/vef1HZg9e7Z7/vHHH4/pe63sr6pj2rZt637Xe9U5Ei6x8yjW8zXa91HnnjrN9LegatWq7pzR7/q+JGc/9behdu3a7veff/7Z/d3TeeT9DVJQrm33xLrdOpd0Xm3atCni8VK1zuDBg5NxhAEAAHDKjvFWcKes2DfffOMCO2WldKGp7KqyS2eeeWYw6I5EF5fexbmovDU8O+TPCupC1z+eN1u2bK7E3ctKa7I3bZeydJrpWqW1F110kXtN26QLdl1kK3N1zTXXJJgNW1nL8N/9WTKNEVbmXNuiLKkyUioV9VNAHyno1kW19k0ZRS/4TU0KXP3VBGpLBROi9lFnSb169YKvKzj3l0Ery6t98oJej0pdtb/+DgcvQIx2zLzOl0jv0bYo6PFnhFWqq23Ra7G2jVeCG6mcX8dYWVsF3aq20DG85557oi5Lr6vDxgu6I4llv1MqsWWrGkDnvc5zjwIy7WNqimU9Op/UmRH+nVb21X/eJPa9VmeJKgJUuu3RualANbzcPLHzKNbzNdr38cILLwwp+dd3XZl47V+s+6nOFv82qpJG+6KOSI86cNQp5ol1u0Xl6sqqR6KOC1UoeJTxTk6VBQAAAE6RwNsLehTM6qEybWWLlaFSkKuLxqQocPbThXCksZ6xUiZcGaJPPvnEZauVudNYZ2WUdDGsLKs6CJSV0rhijf8NH8cdjcpOVRquLJPK2xWUKNuti3U/lcZGosBOHQIqr1WQ4b/oTw2R2tJfKp0UBQMKbPzjWD3+AD2W9ZzotsRCgYuWq3H94RQQeRlrlWyrg0jHTVUMkaT0XE1qnzTRVvj57B93fyLLTq5YtyWpc0SdOyqP9nfyiH+yv9T6XifWLrGer9G+j6mxnzpvkvs9jnW7RaXnkToNRNlyL2MOAACA0+w+3spcqiRclAnShFUqc04NyqApoPLfrkyBg8o6tV6PLlQ7duzoMp0qadUYS4+y0xpDrBJ1Za81BtM/rlKZez/97pVjL1682GXPVCquwFnlo9HKQKNtv8ZXf/DBB4lmX+NB2W1l5xVI+LNzKtf2qGNi27ZtLmOnoNX/8MbJpwa1p8aa6+HRmHlti/84JkXngt6vzyZFQwTU+aKxt5HoXFXWO/yWY8mh7VGW1E/nokq4ve+ERLtFXDQanqEA1D+JoLLGyf1eaVvCJy70b0ss61HnkfZRWefwcyTWEnt1WCnw9I9dDj83Y3Gi52v42Gl91/WdVqCd0v1UdYD25fvvvw8ZY+7vHIp1u5X9VsWGtgUAAACnaeCtW4ZpJl4Ft5p4SJnkqVOnulJzTZwlGsN86aWXutJvZZ+9bLPGSaaEMlcqJddYbi1DAZfGY6oU84477nDvefTRR11gq4tdTXakiaq8wFljfN9++203DlPBhLZXF9H+LJOeU0Zarytzr7GYGp8quijXmE9luXVRrJLzSBNCJUalqwq+FfDHMiO1gmMFR/5HcrOU4pXXa4Z5BRwKclSd4M/0KvuvcluV53/66aduUjJ1NqijYdmyZZZatB7NWq7qAVUAqI01IZXOl6QmSgunygONmU2K9kvBtTc2N5wmu9O5oH1Xx47KrnWMVOWQnHJxta3abceOHS4zq3JqlV0//PDD7pzR+Gn/hHexUAm6OpJ03uvc0Xmt810Z7ORkW/V91XHUeGdNEKbze9WqVclaj85fHTcdL01Wpu+0jp/GG2um/lj17NnTVSJoXLO+j3fffXdIJ1AsTvR81XdZpdr6junvguZy0HadyH6qg0vbpXHaer8CcP3sz4zHut0awqPOEH/JPgAAAE7DWc0VVGgyIgXXuk2YSs0VCGsCJI+CF43ZVWCj7KQmIQvPCiaHLtYVyGvyKWWOFGBrUiZvDKWyjhr7qCBL26XslQJlL7BQx4CCO22TLnhVku6/767KkfV+fV4Bii7IvSysbpN23333uUBctyjSxbL2OSVB8Oeff+6Wff/99yf6Xk1Wp4yX/+Hddiu5vImyFOBqUisFBJqF2aPAQO2hduvcubMLPrR+ZfV1O7jUovWoc0THTOtSIKIAw3+P7VgpMNQ2KzObFB07zT/gz7R7dN4oCFJ7XH311a5jIHwG/qRo8i29X+eLsssK7DRmXJ1T2kYtU8c8/JZYsVCnkYI1zUug9tI8B+pQina7OlHgr6yqv5NC56u+gzr/lYlXYJnc9eg80ud07upcVgCpLPlZZ50V8/7os/oOK9DX+vTdbNOmTbLa5ETPV+2DxlVrTLuGoyjo9iY2O5H91N8NrV/bpX3S30Ttn9eGsW63zhV9FgAAAGkvU+BEBkQjtDEzZXIZ7PB7HSN900z06oRRh8vpQqXrur+05hfwqj3CqeNAQb8/qx2P9SBxGm6jSc80r4Q3W3xSVG2gCgVV3qg0PxaaXE3vLdNrimXOkZvDAgAATkkbR7Q4aevyrp+UxAufMDvdTa4GpLWnnnrK3Z4tI1PJskqylZ3VHwbv1lzesA4/Db3Qe5Wx9W67F4/1IDJVs2gCNVU4aEy9Kgw0DEEZ7ljpc8qcxxp0AwAAIL4IvHHaU1BzsierSwuaHE7jkVUWr9vCaQxwpEnENJmgAmaVimvOg3itB5FpDgaN6dc8ASox1+0MJ0+enGCG9sTo2AEAACD9oNQcAECpOQAAyBA2ptNS83R3OzEAAAAAADISSs0BAEGrBjdPsscWAAAAyUPGGwAAAACAOCLwBgAAAAAgjgi8AQAAAACIIwJvAAAAAADiiMnVAABBNQbOscw5ctMiAADgtL1NWDyQ8QYAAAAAII4IvAEAAAAAiCMCbwAAAAAA4ojAGwAAAACAOCLwBnDaaty4sfXq1SvR95QrV87GjBlz0rYJAAAAGQ+BN4Bk6dSpk2XKlCnB49dff6UlzWzQoEFWp04d2gIAAABB3E4MQLJdeeWVNnHixJDnihUrluzlHDlyxLJly8YRiCAQCNixY8csa1b+TAMAAJzqyHgDSLYcOXJYyZIlQx5ZsmSxDz74wM4991zLmTOnVahQwQYPHmxHjx4Nfk6Z8RdffNGuvfZay5Mnjw0bNiyYIX7jjTdcWXeBAgXsxhtvtH379oWUhN9zzz2uLLxQoUJWokQJGz9+vB04cMA6d+5s+fLls0qVKtmsWbNCtnPVqlV21VVXWd68ed1nbr31VtuxY0fU/dq+fbu1bNnScuXKZeXLl7fJkycneM/u3butS5curqMhf/78dtlll9kPP/zgXps0aZLbZ/3uVQLouY0bN7qfV6xYEbIcPbdgwQL3u/7V79qHevXquTb+6quvUrzvAAAASD8IvAGkii+//NJuu+0269mzp61evdrGjRvngk4F134KtNu0aWM//vij3X777e659evX24wZM+yjjz5yj4ULF9qIESNCPvfaa69Z0aJFbcmSJS4Qveuuu+yGG26wiy66yL777ju74oorXGB98ODBYGCroLhu3bq2bNkymz17tv3111/Wrl27RMvot2zZYvPnz7dp06bZCy+84IJxP61TzynQXb58uetouPzyy23nzp3Wvn17u//+++2cc86xrVu3uoeeS46HHnrI7fuaNWusVq1aKdp3AAAApC/UMAJINgXHyiJ7lFXetWuXCxo7duzonlPGe+jQoda3b18bOHBg8L033XSTy9T6HT9+3AXpyt6Kgsh58+aFBO21a9e2AQMGuJ/79evnglMFo127dnXPPfrooy6bvnLlSrvwwgtt7NixLuh+/PHHg8t49dVXrUyZMrZu3TqrUqVKyDboOQXTCm7r16/vnnvllVesevXqwfcoA63XFXgrIy0jR450nQYK1Lt16+baReXhqgJIiSFDhlizZs1Cnkvuvsfi0KFD7uHZu3dvirYXAAAASSPwBpBsTZo0cYGeR2Xjys4uWrQoJFjWGOX//vvPZWJz587tnjvvvPMSLE8l5l7QLaVKlUqQafayv6Ky9iJFiljNmjWDz6kEW7zPqdxbmWt/B4FHGfbwwFsZZgXMKvP2VKtWzQoWLBj8Xcvcv3+/W7ffv//+65aZGiK1T3L3PRbDhw93ZfEAAACIPwJvAMmmQFvjiv0UkCqQa9u2bYL3a8y3/7PhwidY01hnZcGTeo//Of0u3ue0PRqv/cQTTyRYnwL7lNAy9VlvXLafP0APlzlz5uCEaf6J5SKJtX0S2/dYKHPeu3fvkIy3qgEAAACQ+gi8AaQKjXVeu3ZtgoA8Lbfnvffec9n0WGYGV3ZbE8Fp3LZXaq790Vhx/zK3bdvmlqflRpI9e3aX6Y8047vGfKv8XfwTraUFlcp75fIAAACILyZXA5AqNM749ddfd1nvn376yZVuv/POO8GxySdb9+7d3YRnHTp0sKVLl7pS8Dlz5rjx5eGBsVStWtXdJu3OO++0b7/91gXgmr1cM5x7mjZtag0aNLDWrVvbp59+6mYrX7x4sfXv399N4CYKyDds2OACa82grnHUWobGXnuTpmnyuHi3izoS3n///biuAwAAALEh8AaQKpo3b+4mXVNAqoyxAs3Ro0db2bJl06SFS5cu7cacK8jWrN8aE61bcqkk3Cv9Dqd7k+tzjRo1ciXzmiytePHiISXdn3zyiV166aUugNc4cd36bNOmTcFx1tddd50L4DUOXpnut99+OzixmzLqGkOu7Xjsscfiuv/K1u/Zsyeu6wAAAEBsMgX8gw4BAKcljfHWPdTL9JpimXP830R4AAAA6cXGES0svV4/KdmRP3/+RN9LxhsAAAAAgDgi8AYAAAAAII4IvAEAAAAAiCMCbwAAAAAA4ojAGwAAAACAOMoaz4UDAE4tqwY3T3JWTgAAACQPGW8AAAAAAOKIwBsAAAAAgDgi8AYAAAAAII4IvAEAAAAAiCMmVwMABNUYOMcy58hNiwAAgIg2jmhBy6QAGW8AAAAAAOKIwBsAAAAAgDgi8AYAAAAAII4IvAEAAAAAiCMCbwDwKVeunI0ZM4Y2AQAAQKoh8AZwUnXq1Mlat25Nq6dApkyZbMaMGbQdAADAKYbAGwDi7PDhwxlyXQAAAIgNgTeAdGHSpElWsGDBkOeU3VWW118Grt/DH54tW7ZYu3bt3HIKFy5srVq1so0bNybIto8cOdJKlSplRYoUse7du9uRI0dC1rtv3z7r0KGD5cmTx8444wx7/vnnQ17fvXu3denSxYoVK2b58+e3yy67zH744Yfg64MGDbI6derYhAkTrHz58pYzZ073/M8//2wXX3yx+/3ss8+2zz77LCSLraC5R48ebtv0nrJly9rw4cOD+y5t2rRxn/F+j7YuAAAApB9Z03oDACBWS5cutWPHjrmf9e/1119v2bJlc78reG7evLk1aNDAvvzyS8uaNas99thjduWVV9rKlSste/bs7n3z5893ga3+/fXXX619+/YucO3atWtwPU899ZQ9/PDDNnjwYJszZ4717NnTqlSpYs2aNXOv33DDDZYrVy6bNWuWFShQwMaNG2eXX365rVu3zgX8omW/9957Nn36dMuSJYvbXgX9Z511ln377bcuuL///vtD9u/ZZ5+1mTNn2pQpU9z71JGgh7fvxYsXt4kTJ7p90jI94esCAABA+kLgDeCUoQyzR8Hw1q1bXUAq7777rh0/ftxlfr0suIJUZb8XLFhgV1xxhXuuUKFCNnbsWBegVqtWzVq0aGHz5s0LCbwbNmxoDz30kPtZAfeiRYts9OjRLvD+6quvbMmSJbZ9+3bLkSOHe48y6MpaT5s2zbp16xbMXr/++uvBbZ49e7atX7/ebUvJkiXdc8OGDQsG87J582arXLmyy4prH5TxDt937Y/3eU/4umJx6NAh9/Ds3bs35s8CAAAgeSg1B3DKefnll+2VV15x2WEv2FSptzK/+fLls7x587qHss///fefC3g955xzTkhWWNlvBdF+ypqH/75mzZrgevbv3+/K1L316LFhw4aQ9Sho9gfCa9eutTJlyoQEzeeff37IelQKv2LFCqtatarde++99umnn8bUHuHrioVK2JWt9x7aNgAAAMQHGW8A6ULmzJktEAiEPBc+9lpUIn7PPffY22+/bbVq1Qo+r2C4Xr16Nnny5ASf8QelXmm6R5llZcpjpfUoWFfmOpx/jLrGhyfXueee6wJ4lbBr/LfGqzdt2tRl0hOTknX169fPevfuHZLxJvgGAACIDwJvAOmCgmONez5w4EAwkFT2108ZbY3r1vjrtm3bJghaVW6ucdCa8OxEfPPNNwl+r169enA927Ztc2PIvQnOYqEstsZr//XXX1aiRAn3nFcm76dt17hzPbSvGs+9c+dOl71Xp4E3xv1EqUzeK5UHAABAfFFqDuCk27Nnjwuq/Q/N8p07d24XVKtk+6233nIznXv+/fdfa9mypdWtW9eNo1bw6z3k5ptvtqJFi7qZzDW5mjLHykqrZPv3339P1vZpTPeTTz7pJkvTjOZTp051Y8pFGWiVnmuiNJWCa9b0xYsXW//+/W3ZsmVRl6mx3BUrVrSOHTu6yd60jgEDBrjXvDHpTz/9tMvka/ZzrVvrVWm6l0lXoK/x6NrnXbt2RV3Xbbfd5jLaAAAASB8IvAGcdAqIFUD7H0OHDrU333zTPvnkE6tZs6YLQHWrLI8yxQpIFXiWLl3alXt7D1HQ/sUXX7jZwJUNV4b6jjvucGO8k5sB12zjCqK1XZoZXQGxZkz3gmRt46WXXmqdO3d2k6/deOONtmnTpmAmOxKNK9cEbCpVr1+/vrsdmYJ18W4BpvHpCvjPO+889x4F9VqXyvBl1KhRNnfuXFcSrm2LRpO0aeI5AAAApA+ZAuGDKgEAJ4Wy3prBXCX0yoanJY3xdpOs9ZpimXPkTtNtAQAA6dfGES3SehPSDe/6SdWcSSV6GOMNACfJ+++/72ZA1y3DFGyrfF23LkvroBsAAADxReANACeJJo978MEHXSm4xqNrvLjKxwEAAJCxEXgDwEmiSc/0AAAAwOmFydUAAAAAAIgjMt4AgKBVg5uf8H3QAQAAEIqMNwAAAAAAcUTgDQAAAABAHBF4AwAAAAAQRwTeAAAAAADEEYE3AAAAAABxxKzmAICgGgPnWOYcuWkRAAAysI0jWqT1Jpx2yHgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAOnkXLlytmYMWNSfbkbN260TJky2YoVK1J92RnFoEGDrE6dOu5n/avfY0X7AgAAnNoIvIET0KlTJ2vdunXIc9OmTbOcOXPaqFGjTum2rVatmuXIkcO2bduW1puSLjRu3Nh1LniPEiVK2A033GCbNm2K6fN9+vSxefPmuZ/1r34HAADA6YHAG0hFEyZMsJtvvtlefPFFu//++1O9bQOBgB09etTi7auvvrJ///3Xrr/+envttdfsdHPkyJGIz3ft2tW2bt1qf/75p33wwQe2ZcsWu+WWW2I6Xnnz5rUiRYq4n/WvfgcAAMDpgcAbSCVPPvmk3XPPPfbOO+9Y586d3XMKwCtWrGjZs2e3qlWr2htvvBHyGWVOFay3adPGcufObZUrV7aZM2cGX1+wYIF7z6xZs6xevXouA62geP369daqVSuXdVUAV79+ffvss89Clr19+3Zr2bKl5cqVy8qXL2+TJ0+OeV9eeeUVu+mmm+zWW2+1V199NcHrS5Yssbp167rM/nnnnWfff/99gvesWrXKrrrqKrd92k4ta8eOHSEZ5Hvvvdf69u1rhQsXtpIlSyYov3766aetZs2alidPHitTpozdfffdtn///ojl2x6V0quk3k9tXL16dbe9yuS/8MILCcq43333XWvUqJF7T7S20jHSdpYqVcouvPBC69Gjh3333XdJHq9IlRG9evVybeA5fvy4O4cqVarkPnfWWWfZsGHDIm7HsWPH7Pbbb3f7snnzZvecOgLOPfdct/0VKlSwwYMHn5ROGgAAACSNwBtIBQ8++KANHTrUPvroIxdEy/vvv289e/Z0mW8FoXfeeacLyOfPnx/yWQVI7dq1s5UrV9rVV1/tMuY7d+4Mec9DDz1kI0aMsDVr1litWrVc8Kn3qmRZQe+VV17pgmwvCBMFe8rIan0qf1ewqWA8Kfv27bOpU6e6TG6zZs1sz5499uWXXwZf17qvueYaO/vss2358uUu+A0vm969e7dddtllLjhftmyZzZ492/766y+3n37Kpiuo/vbbb13QOWTIEJs7d27w9cyZM9uzzz5rP/30k3vv559/7gL15FAQ/eijj7ogVu33+OOP2yOPPJIgk6821vHSe5o3b57kcnWMpkyZYhdccEGC18KPVyz69evnPqNtW716tb311luuwyLcoUOHXIm7xtPruChA17+33Xab2359dty4cTZp0qSogbu3nL1794Y8AAAAEB9Z47Rc4LSh7KayjQqCFWx6Ro4c6YJfZWmld+/e9s0337jnmzRpEnyf3tOhQwf3s4JCBZrKKCuY9iggVRDsUYa4du3awd8V9CvQV7ZcWdh169a57dJylA33stjK+iZFGXtl3s855xz3+4033ug+e8kll7jfFRAqO6vnlF3V+37//Xe76667gssYO3asC7q1Px5lzpW11rZVqVLFPaegdODAge5nrVOfUzt6+6qssEdZ7Mcee8z+97//hWSsk6Lla7x927Zt3e/K/nvBaceOHYPv07q890Sj9Sp7rhLygwcPuv2YM2dOgveFH69YOjueeeYZt//eNqlS4uKLLw55nzo9WrRo4YJmdagUKFAg2HmjYN/7rDLeOifUSeG1b7jhw4e7zwEAACD+yHgDJ0jBo4JCBTj+MmhlOxs2bBjyXv2u58M/71H2N3/+/Aky0yrn9tN6lGVWIF2wYEFXzq3lehlv/Zw1a1ZX7uxRWbLe61EAq895D3+A7B+3rJ+VAVdw6C1b26yg29OgQYOQ7fvhhx9cYOhfvtYvKpOPtO+iEm7/vqt8/vLLL7czzjjD8uXL58rV//nnHxf0xuLAgQNufXfccUfItiiA929HeBurM8F7r8rlPapGUKZZ+6cScpWFX3HFFcG2ibSsWKhNFUxrXxOjDhrt06effhoMukXbo2Dfv4/eePRobaUMu6oZvIeqIwAAABAfZLyBE6SgUKXcymIrS61Ms4LEWGXLli3kd40RVkbZTwG5n4JulWQre67gT+O4NRHa4cOHY16vArXwEnFlgpWVV6Zc5fP+McXKhCuYi4U6BlT6/sQTTyR4TcF1LPuusdcqaVcmXSXTyvIr2FUQrf3UeGuVoiv7HG1iNK8jZPz48QlKwrNkyRK1jT/55JPgctS2HgW7am/Rv8r6a380PrxLly4RlyVJbad/HYnR8II333zTvv7665DqCu2nsteRMvb+DhI/jSPXAwAAAPFH4A2kgrJly9rChQuDwbfGNCsbvWjRopByZv2usdEnSstRibo3nlyBlwJVj7LLmlhLY7C9UvO1a9e6sdee4sWLu4efAslLL73Unn/++ZDnJ06c6F5T4K390iRx//33XzCoU7Dup0m+3nvvPVcJoMx7SmjbFYSrTFyBq2hMtV+xYsXc7c4U1CpoF/+9xDVGunTp0vbbb7+5bHVyjmcsvOBdM8AnRtupcf5+2k6v40Fl9gq+VWbvD+DDqROiRo0adu2119rHH3/sJoPz2lvH1+sUAAAAQPpCqTmQSjR+WbNaq1Rak3NpMjVNcKWZzX/55Rc3Q/f06dNT5f7NCtS0LK/sWTOQ+7PkmkFdHQDaBk1cpiBWAV1imVVlYBVQq5xZwZ3/oc9qOZrkTOtSkKsgXBlyZYeVeffr3r27m3xMy1q6dKkr69ZYaE0up+x5LBREapuee+45Fzhr21566aWQ92hW8L///ttNzKZ1qMNAFQd+ygRrPLPGzmt8+Y8//ug6EnQ8kktl2wr09VC7KxBW54PKzROj7LQmmXv99dfduaBhCf5AXMtQhYHGZOs92hd1ZqizI5xmzlepvKoBVAEgmjxOn9O+6hipdF0VCgMGDEj2PgIAACD1EXgDqejMM890wbdum6WA+6mnnnJBqcYMazIvBXz+W0illILGQoUK2UUXXeRKuhXoK+vpp3Up26usqEqQu3XrliDD7aeJ2TR+2sui+ynLrYcCQY0f/vDDD10AqwnU+vfvn6CkXOtVVl5BtoJS3RJMk5dpjLmXvU6KJo/TfmrZCv41O7kC6PDt0oRnCrj1fpXIh3dsqNNAE6KpPbQdag91iGiSteRSybpKy/VQdYOOszoe1NGRGB0fzVauwFoVCBoTrlnI/fS6ZsBXEK39at++fdRZ6NWWCrJVer548WK3fM2or7HfWr5udTZ69OiYM/cAAACIr0yB8IGHAIDTjm4npjHsZXpNscw5cqf15gAAgDjaOKIF7ZuK10+aqFYTJCeGjDcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBH38QYABK0a3DzJyUEAAACQPGS8AQAAAACIIwJvAAAAAADiiMAbAAAAAIA4IvAGAAAAACCOmFwNABBUY+Acy5wjNy0CAMApaOOIFmm9CYiCjDcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBGBN4A0N2nSJCtYsGCabkOmTJlsxowZUV9fsGCBe8/u3btTtPxOnTpZ69at3c/aV+1zrE503QAAAEhbzGoOIEGAqAAvsSAUyffMM89YIBBwP69bt87y5ctHMwIAAJwmCLwBIE6OHTvmMtWZM2e2AgUKBJ8vXrw4bQ4AAHAaodQcQFTlypWzMWPGhDxXp04dGzRoUPB3BZYTJkywNm3aWO7cua1y5co2c+bMkM/odz2fM2dOa9Kkib322msRS6eVZffe17x5c9uyZUvEUm1Pr169rHHjxsHfp02bZjVr1rRcuXJZkSJFrGnTpnbgwIHg66+++qqdc845liNHDitVqpT16NEjZHk7duxIdD9k0aJFVqtWLbeNF154oa1atSpBybw+d/bZZ7v1bN682W2jttVP+6J98hw6dMgefPBBK1OmjPtcpUqV7JVXXol4XA4ePGhXXXWVNWzYMNiGOgbVq1d321WtWjV74YUXIn4WAAAAJx+BN4ATNnjwYGvXrp2tXLnSrr76arv55ptt586d7rUNGzbY9ddf7wLNH374we68807r379/xGBy2LBh9vrrr7vgVgHljTfeGPM2bN261Tp06GC33367rVmzxo2Lbtu2bbC8+8UXX7Tu3btbt27d7Mcff3TBsYLbWPfD88ADD9ioUaNs6dKlVqxYMWvZsqUdOXIkZD+eeOIJFwj/9NNPMWe3b7vtNnv77bft2Wefdds/btw4y5s3b4L3qV2aNWtmx48ft7lz57pAf/Lkyfboo4+69tNnH3/8cXvkkUdcBwcAAADSHqXmAE6YMrcKekVBn4LHJUuW2JVXXukCyKpVq9pTTz3lXtfPyhIrSPRT8Dp27Fi74IIL3O8KGpXB1XLOP//8mALvo0ePumC7bNmy7jllvz2PPfaY3X///dazZ8/gc/Xr1495PzwDBw50ga+3jWeeeaa9//77LmD39kPZ5tq1a8fcfhrzPWXKFBdIK0svFSpUSPC+bdu2Wfv27V02/q233rLs2bMHt0mdAdp3KV++vK1evdq1fceOHSOuUxl2PTx79+6NeXsBAACQPGS8AZwwlV578uTJY/nz57ft27e739euXZsgwI0USGfNmjXkfSqXVjZXGdxYKNC9/PLLXbB9ww032Pjx423Xrl3uNW3Ln3/+6V5P6X54GjRoEPy5cOHCriPBv40Khv3LicWKFSssS5Ys1qhRo0Tfp4BfWfp33303GHSrlH79+vV2xx13uAy591BHg56PZvjw4W7cufdQiTsAAADig8AbQPQ/EJkzB0u1Pf6yak+2bNlCftf4bZVCn8xtUeCqjPGsWbPc+OrnnnvOBcUqddeY71ikxn5oXfpccrY91u1r0aKFffHFFy6b7dm/f7/7Vx0NCuC9h6oKvvnmm6jL6tevn+3Zsyf48I+nBwAAQOoi8AYQlcYwq4TbX46sQDY5FPwuW7Ys5DmNjw6nMnH/+5Qp13hmlZtH2hZRgOmngFcTjmms9vfff++ywioD1627NFHcvHnzTvho+4NZZdRVJu5tYzTh267Zzv2TsilLrwB/4cKFiS5nxIgRrnRcmXsv+C5RooSVLl3afvvtN5cN9z9Uch6NJnBTRt//AAAAQHwwxhtAVJdddpmbqVsTiKnsWxN4KbOcHJpM7emnn3YzdqscWsGylin+zLCyzffcc48bV62yc804rlnDvbJ0bYvGiWvyNZV7v/nmmy54rVu3rnv922+/dYH1FVdc4SY00+9///13MCjWTOz/+9//3GuaEXzfvn1uEjetMzmGDBniZkxXwKtJ4ooWLZpgtvVI7di7d2/7+OOPrWLFiq49/DO6q1NAAbUmhtP+q2x+06ZNrszdGzvuGTlypAvctUxNIKeSfHU03Hvvva5kXOPRNXZbnRjqGNB6AQAAkLbIeAMIocyrAl+vHFnjjq+55hpX5qwAU4Fjcijrqtt8TZ8+3Y191uzi3qzmyrp6dAsvBec33XSTy1prnLLGMnt0ezHN1N23b183FlyBs2YC9yhjqzJszUZepUoVGzBggJtwTEG2KLDVrdE08ZluKaZ9+uWXX5J99JV11gRt9erVc5Odffjhh8Hx1tEooNb6tb1qT02cptuq+aldNPv73Xff7YLprl27htwKzW/06NEuIFfwrYx7ly5d3CzqEydOdNlzrUOdG4llvAEAAHDyZAqEDzwEcFpTxlRlypphPF40o/lLL73EuOJ0RMMI3CRrvaZY5hy503pzAABACmwc0YJ2S4PrJ82Xk9SwPUrNATgqS1bptcqXVZKdmpRlVpZaJdpah0rGVUoOAAAAnA4IvAEEy6E16Znudd2qVatUbRWVdOv2Vjt37rSzzjrLrUNl7AAAAMDpgFJzAACl5gAAZACUmqffUnMmVwMAAAAAII4IvAEAAAAAiCPGeAMAglYNbp5kqRQAAACSh4w3AAAAAABxROANAAAAAACBNwAAAAAApyYy3gAAAAAAxBGTqwEAgmoMnGOZc+SmRQAASIe4T/epi4w3AAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRgTeADOHnn3+2Cy+80HLmzGl16tSJ6TODBg2K+b0LFiywTJky2e7du1O0fZ06dbLWrVu7nwsWLGiTJk2K+bMnum4AAACkLWY1B5BqFFwqOJwxY0bwuWnTptktt9xiw4YNs/vvvz9urT1w4EDLkyePrV271vLmzWvpzTPPPGOBQMD9vG7dOsuXL19abxIAAABOEgJvAHEzYcIE6969u7300kvWuXPnZH/+8OHDlj179pjeu379emvRooWVLVvW0otjx465THXmzJmtQIECweeLFy+eptsFAACAk4tScwBx8eSTT9o999xj77zzjgu6/aXWnl69elnjxo2Dv+vnHj16uOeLFi1qzZs3d88reH3xxRftqquusly5clmFChVcJt2j15cvX25DhgxxP6uEXB588EGrUqWK5c6d233mkUcesSNHjkTdZn02/FGuXLmQ9yxatMhq1arlStpV2r5q1argayofVxn5zJkz7eyzz7YcOXLY5s2b3X5pn/zUFmoTz6FDh9z2lilTxn2uUqVK9sorr0TczoMHD7q2aNiwYbD8XJ0c1atXd9tVrVo1e+GFF5I4QgAAADhZyHgDSHUKIBX4ffTRR3b55Zcn67Ovvfaa3XXXXS7A9VPQPGLECFey/cYbb9iNN95oP/74ows2t27dak2bNrUrr7zS+vTpEyw1Vzm3guHSpUu793bt2tU917dv34jr1nI8Bw4ccMtr0KBByHseeOABtw0lS5a0hx9+2Fq2bOlKx7NlyxYMip944gkXCBcpUiTm7PZtt91mX3/9tT377LNWu3Zt27Bhg+3YsSPB+xRoK7OvfZw7d67rVJg8ebI9+uijNnbsWKtbt659//33bl9Vet+xY8eY1g8AAID4IfAGkKpmzZplH3zwgc2bN88uu+yyZH++cuXKLlse7oYbbrAuXbq4n4cOHeqCzueee84F+AqCs2bN6oJR/ewZMGBA8GdlrhWUKwMfLfD2Pqux2Nddd50rDx83blyCseTNmjULdhKceeaZ9v7771u7du3cc8qoa5sUPMdKgfuUKVPcPqkDQZShD7dt2zZr3769a6O33norWIavbRo1apS1bdvW/V6+fHlbvXq12/Zogbcy7Hp49u7dG/P2AgAAIHkIvAGkKpVhK1OrYPD8889P9kRn9erVi/h8eOZZv69YsSLRZb377rsug6zx3/v377ejR49a/vz5k9wGZbKVfV62bJkrbY+2HYULF7aqVavamjVrgs8pGFYbJIf2I0uWLNaoUaNE36eAX22q/dL7vcy89u+OO+5wWW6P9tU/rjzc8OHDbfDgwcnaTgAAAKQMY7wBpKozzjjD3f7qjz/+cKXa+/bt+78/NpkzB2f19kQab63y6NSgwPnmm2+2q6++2pW8q/y6f//+bsK2xLz55ps2evRol8XWviSXAnWNDfdLat/Dg/toVGL+xRdfuGy2Rx0KMn78eBfAew+NPf/mm2+iLqtfv362Z8+e4GPLli0x7yMAAACSh8AbQKrTzOILFy50pdFe8F2sWLGQMdSSVMbaLzyI1O8a3x3N4sWL3XYo2D7vvPNcefamTZuSDNZVzq4SbU2cltR27Nq1y5WJJ7YdEr7vmu3cPylbzZo17fjx467NEqMx7iod17h5L/guUaKEG8P+22+/uQnZ/A+VnEejCdyU/fc/AAAAEB+UmgOIC83Orcx3kyZN3OzkmnDtqaeestdff92VayuzrOBTk4HFYurUqS6Avvjii91kYkuWLIk667co0NaM4hrTXb9+ffv4449dFjsadRK0adPGTdqm7dXvopJuBc4ezZyuSdMU8Cqo1+zr4bO1h9NY9969e7ttqFixoj399NPB2ci98ecKqG+//fbg5GrqJNi+fXtw7Lhn5MiRLnDXMtW+msFcJeP33nuvKy1XR4fGbqtMXh0DWi8AAADSFhlvAHGjiccUHGrMt7K1PXv2dBObKRBWFlwzecdKwaWCaI2fVvD+9ttvu1t2RXPttdfafffd525PVqdOHZcB18zo0fz888/2119/uQnTSpUqFXxoW/28/dBYdAXnH374YZL3GldArcBa+6tx3Jo4TR0Sfrpd2vXXX2933323C6Y1XlvjtyNRKbwCcgXfyrgrS69Z1CdOnOiy51qHZnNPLOMNAACAkydTIHzgIQCkMxozrWx1UpllpJxmNVfGvEyvKZY5R26aEgCAdGjjiBZpvQmIcP2k+XKSGrZHxhsAAAAAgDgi8AYAAAAAII6YXA1AuseIGAAAAJzKyHgDAAAAABBHZLwBAEGrBjfnnt4AAACpjIw3AAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRk6sBAIJqDJxjmXPkpkUAAIijjSNa0L6nGTLeAAAAAACkx4z37t27bcmSJbZ9+3Y7fvx4yGu33XZbamwbAAAAAACnZ+D94Ycf2s0332z79+9393vNlClT8DX9TOANAAAAAMAJlJrff//9dvvtt7vAW5nvXbt2BR87d+5MySIBAAAAAMiQUhR4//HHH3bvvfda7txMwAMAAAAAQKoH3s2bN7dly5al5KPAKWPBggVu6ISqOlLLxo0b3TJXrFhxQsspV66cjRkzJtW2KyOYNGmSFSxY0E41M2bMCA7X6dSpk7Vu3TqtNwkAAADpYYx3ixYt7IEHHrDVq1dbzZo1LVu2bCGvX3vttam1fUAwIHnttdcStMYvv/xilSpVOu1aaenSpZYnT564BrG9evVK1U6HSAYNGuQCzxPtiDjZy05NV111lW3dutX9/Mwzz1ggEIjpc40bN7Y6derQAQMAAJBRA++uXbu6f4cMGZLgNWVujh07duJbBoS58sorbeLEiSHPFStW7LRsp/Sy34cPH7bs2bOn9Wac0nLkyGElS5Z0PxcoUCDJ99PmAAAAp0mpuW4fFu1B0I14Byj+R5YsWdxrH3zwgZ177rmWM2dOq1Chgg0ePNiOHj0atbxbmVw9p3JyzyeffGJVqlSxXLlyWZMmTdznwn311Vd2ySWXuPeUKVPGzXVw4MCBkBLwxx9/3E0+mC9fPjvrrLPs5ZdfTrCc3377za1D8yTUrl3bvv7662Svx19qrn0ZN26cXXPNNW6Z1atXd8v89ddfXWZU2fGLLrrI1q9fH/zMDz/84LZB26m7E9SrV88NIVGbdO7c2fbs2eOWq4eyx956hw4d6u5coM9069YtyeOm5Z1//vluG1QK3rBhQ9u0aZPLqus4aTu89eg5efrpp101jT6j/b/77rvdZI5+eq/aV/vbpk0b++eff0JeS+myta/KJPuprbXvSe2T2kznpDcUR38TCxcubBdeeGHws2+++aZbr6d3795WuXJld6x17j7yyCN25MiRBNszYcIEK1++vDvHVQGycOFClyH39k/nqya41B0n1DGj5Wm54Z1VAAAAOEUCbyA9+fLLL10g2LNnTzf8QQGogqxhw4bFvIwtW7ZY27ZtrWXLli5A79Kliz300EMh71HQqqz7ddddZytXrrR3333XBcg9evQIed+oUaPsvPPOs++//94FdXfddZetXbs25D39+/e3Pn36uHUp2O/QoUOwoyDW9YTzAmIts1q1anbTTTfZnXfeaf369XOBoEqY/ctQgHbmmWe6svXly5e7/dWwEQXoCjQVWKsEWg9tq2fkyJGus0D7pyAxMdonjVlu1KiR2xd1BihYV6DYvn17d4eEc845J7gePSeZM2e2Z5991n766Sc3xODzzz+3vn37Bpf77bff2h133OH2R/urDoTHHnss+PqJLDspie2TMtYKkr0OnR9//NE9r7bygnsFzPqsR595/fXXbc2aNa7dx48fb6NHjw5ZpzpQ3nvvPZs+fbrbXwXcDRo0cNVH3v4pmNfx0Hdg1qxZbnkvvviiFS1aNOJ+HDp0yPbu3RvyAAAAQDoqNfcuHnUBros7Ofvss924b2XpgHj46KOPLG/evCFjY6dOneoymwoaO3bs6J5X1lBBqIKpgQMHxrRsBSgVK1Z0QbNUrVrVBU1PPPFE8D3Dhw93warGPouyiQrgFETp88pEytVXX+0CbnnwwQddEDV//ny3TI8CWc2VINp+BYgKrhQwx7qecMpSt2vXLrheBWYKxDQZoqhjQu/xbN682X1ntU5vPf5gUAGjVwLtd9lll7mgNhYK5pQFViZe7SvKxnt0PLNmzZpgPd6+izLNCqr/97//2QsvvOCeU+CpzgkvYFbnxeLFi2327Nnud2V7U7rsE90nVRgo8NYx1r/NmjWzn3/+2XWeaJv1nD/Q95+j2p5169bZO++8E/IelZcrOPcPMVCJv7L9/v3TMa1bt67r+PGWF43OM517AAAASKcZb5VKNm3a1F30qQRWD13oXn755fbWW2+l/lYCZi6rqWyf91AwKion1nwDCrS8h5cJPHjwYExtpw6kCy64IOQ5Ba5+Wo8y6f71KKhVOfGGDRuC76tVq1bwZy943b59e8iy/O8pVaqU+9d7T6zrCedfZokSJdy/Kqn2P/fff/8FM5sqcVZmX9/lESNGhJShJ8YL6mKhMmuVRWv7VU2ggNmbSCwxn332mft7csYZZ7hS+FtvvdWVknvHM5bjldJln+g+qYNEQbaG3aiDUoG4F4z/+eefwfJ/jyoaVKqu80THesCAAS6A9itbtmxM4/pVXaGgXVl3Be7qjIhGlRDqQPAeqvoAAABAOgq8VcL75JNPugtGL/DWz7p4V6YRiAeNp9UM5t7DC1hVwqvMnT8oV7ZaM54rO6zSYvHPFu0fQxsrrUel2/71KEjWerzMp4TP8q/gW0Gzn/893q2kvPfEup5wkZaZ2Ho0dljl1sq8q9xaVSvvv/9+ku2Q3NnUNcZY5dgqYdffCWWnv/nmm6jv11hlZZPVkaDyapXBP//888HM74mIZdk6X8JnFg8/XxLbp0svvdT27dtn3333nX3xxRchgbcC8dKlSwerC7QMVTeoSkIVHSpJ1zCE8P2Mtc1VBaKx5vfdd58L8tXB4B8mED5ngoYT+B8AAABIR6XmmhhKmZ5wuo3Yww8/nBrbBcRMk6ppDHW024p5mUJlJVWGK+G3mFKp8MyZM0OeCw8OtR6Nn4337ctO1npEAaMeCtQ0zlwBpSYqUxlzak6UqHbXQ1lWZaZVGaMJxyKtR8GwOgdU9u91mkyZMiXB8dI478SOV0qXrfNl27ZtLvj2Oisi3ZIs2j5psjUF9mPHjnUdHyrlL168uBtjruDaP75bGWllsxVsexQ4xyLaMdL2a9iFHhr6o+EEGhYEAACAUyzjrUl85s2bF7GE0z9bL3AyPProo278q7LeyuCqDFnltirZFQ2DUECkigy9pqyj95pHY3yVUVaQoiBeQZQ3C7ZH46YVKHkTeun9mk09qUnPkutkrOfff/91y1MWVoHeokWL3CRr3lhljQ1W5l3f8x07dkQtw/7jjz9cYLlkyZKIr6s0XoGpMrtaz6effur2x78evUf7qfVowi91OCjD/Nxzz7lOvjfeeMNeeumlkOWqykbjuRVQankKcr3x3Z6ULlvZ6b///ttV9aj8XhlxTVYW6z55y5g8eXIwyFZ5ul5XdtwfeCvzrbJyna9al4ZPxFJ14O2fOh+Uxdf+qUNB3wWdKypn13dBgb5/uwAAAHAKBd6aWEkXvhpPqAtXPRS4aNKiaGWNQLxorK0CDAVA9evXd0G2JjRTJtHz6quvutmodcssnaf+GbBFt6VS6fGMGTPcjN0KxnRbMD9lMRW0a/IrZRKV7VSgo9Lh1HQy1qNbXmlcs2ZBV8Zbk7KpTNmbbEsl1PpOK0urDKqC0EgUxKqjIlpgrnkgNLGYZmjXejT7d/fu3V0pveh5TTim8ftaz9tvv+3aX7f80sR2NWrUcAGsJgLz0zHW7N8aX63369iHd6akdNkKVDXRmgJuvV+dCv6/a0ntkyi4VjbaP5ZbP4c/pyohVRuoE0TjstXhktRM8R5tk46jhgho/xTAKwuuTgGdQyp51+sK6gEAAJC2MgXCBzPGSFkZlWt6s5rrYlXZwlatWqX2NgIA4kyT7mk2+zK9pljmHLlpbwAA4mjjiP+7uw0yxvWTJqpNar6cFN9OTONA9QAAAAAAAKlcag4AAAAAAGITc8ZbkwNpzGnRokWtUKFCwdl+I9m5c2esiwUAAAAAIEOLOfDWZFX58uUL/pxY4A0AAAAAAE5wcjUAwOk5OQgAAAAsWddPKRrjrVvUbN++PcHzuj2RXgMAAAAAACcQeEdLkh86dMjdRxYAAAAAAKTgdmLPPvus+1fjuydMmGB58+YNvnbs2DH74osvrFq1aslZJAAAAAAAGVqyAm9NquZlvF966aWQsnJlusuVK+eeBwAAAAAAKQi8N2zY4P5t0qSJTZ8+3d1WDACQcdQYOMcy58id1psBAEC6snFEi7TeBJxOgbdn/vz5qb8lAAAAAABkQCkKvOX333+3mTNn2ubNm+3w4cMhrz399NOpsW0AAAAAAJyegfe8efPs2muvtQoVKtjPP/9sNWrUsI0bN7qx3+eee27qbyUAAAAAAKfT7cT69etnffr0sR9//NFy5sxp7733nm3ZssUaNWpkN9xwQ+pvJQAAAAAAp1PgvWbNGrvtttvcz1mzZrV///3X3VpsyJAh9sQTT6T2NgLJsmDBAnfLu927d5/0lhs0aJDVqVPnpK/3dNCpUydr3bp1Wm8GAAAAcHIC7zx58gTHdZcqVcrWr18ffG3Hjh0pWSQQEwXUiT0U+J5unQm6jd+YMWMsvXv77bfdLQi7d+9uGY2OgXcO5s6d22rWrGkTJkw44Q6h8I4c/a5l/O9//wt534oVK9zzGvIDAACADBJ4X3jhhfbVV1+5n6+++mq7//77bdiwYXb77be714B42bp1a/ChYDN//vwhz2kIxKnuyJEjlhG98sor1rdvXxeA//fff5bRqOJH5+CqVavslltusa5du9qsWbNSfT0a3qO2/OWXX1J92QAAAEhHgbdmLb/gggvcz4MHD7bLL7/c3n33XZf10QUhEC8lS5YMPgoUKOCyfP7nNOTBs3z5cjvvvPNcBvKiiy6ytWvXhizrgw8+cJMBKpDRRIE6l48ePRp8XTP2t2rVyi1TAX67du3sr7/+ClnGiBEjrESJEpYvXz674447EgSUx48fdwHZmWeeaTly5HDZy9mzZwdfV4ZS+6Dvj+ZI0LZMnjz5hNpIGdUuXbpYsWLF3HZfdtll9sMPPyRast2rVy9r3Lhx8Pdp06a5rG2uXLmsSJEi1rRpUztw4EAwc3v++ee7ypeCBQtaw4YNbdOmTYlu04YNG2zx4sX20EMPWZUqVWz69Okhr0+aNMkta86cOVa9enXX5ldeeaULZKNRO1588cXuc9rGa665JqT6RrROtbnaVefCjBkzXHsrQ+xRoHzVVVe5depY3nrrrSmq3NE5oHNQ59KDDz5ohQsXtrlz51pqq1q1qjVp0sT69++f6ssGAABAOgq8dWFZq1Yt97Muvl966SVbuXKlm2StbNmyqb2NQIooMBk1apQtW7bMzUWgigzPl19+6eYp6Nmzp61evdrGjRvngj9VbngBs4LunTt32sKFC10A9dtvv1n79u2Dy5gyZYor/X388cfdOjTs4oUXXgjZhmeeecZtw8iRI913pHnz5u6OAOHZSgWk2hbNn6D3nAhNcLh9+3aXbVXngzoX1DmmfYmFgt0OHTq49tL2KNBu27atu2uBOiYUtKuTQPvz9ddfW7du3Vwwm5iJEydaixYtXGeJssGROugOHjzo2umNN96wL774wnV8JFbBoI6A3r17u7bXnRYyZ85sbdq0ccdO9u7day1btnQdCN99950NHTrUBcThnRTqmKhbt65bjoJ5da6okyWltH79Ldy1a5dlz57d4kEdPlqHthkAAAAZ9HZiCryXLl3qskzhF7G6yFeAAqQ1BdEKEL3AVoGfMtLKfiq7rec6duwYPKcVmKkUeuDAgS6Q06z9ytSWKVPGvef111+3c845x5379evXd6XuynLrIY899ph99tlnIVlvBZIK9m688Ub3uyYfnD9/vvvs888/H5JxVnCbFGXOIwWsHg0BWbJkiQu8lWH3tkGZXmWxFSTHEngrwNb2eB1pCl5FwfuePXtcdrlixYruOWWokwpE1anx3HPPud/VFhqeorYtX758SIm9OvG85fbo0cNVC0Rz3XXXhfz+6quvuiy/OlJ0i8O33nrLdQiMHz/eHfOzzz7b/vjjD1cC7hk7dqwLutV54l+Ojvm6detcdj5WOs4DBgywQ4cOufZTxluVB/Ggv7PqHNA6da6mhLZTD486KgAAAJCOMt4qjz127FiC53URpwtbID3wqjJE2WhRQCoqvVZQp/Ji76GATEGnAlllehV8eUG3KHBTWbNeE/3rDbnwNGjQICSQ+fPPP10ptp9+95bhURm0R8G9t00qgfZTpl5l0v5H6dKlg69rv/bv3+86xfz7piA3vAw7mtq1a7sMuYJtZc8VuCp7KwomVaqurLyyycroe+XgylD71+kFs6oWUHZa80FI0aJFrVmzZi7A9dOQAC/o9o6Zd7wiUdWAMvPqNFFJvYa6eNshGlqgc0BBt0cl8n5qL3WE+Le7WrVq7rVY28vzwAMPuOPx+eefu/Ni9OjRVqlSJYsXdfTofPj0009T9Pnhw4e7CgTv4T/XAQAAkIYZ75kzZwZ/1lhMXax5FIgr8+Jd/AJpLVu2bMGfvVJorwxZwamy3pGyzP5A7WTRkA3PJ598EpxgTWOs/ZQhVvDvpzJ6j/ZLAavKw8N5n1NJtsrGo03oppnHFSxrfLSCOmWqVbb/7bffuvWrbPzee+91Zdkam64sr96vzgP/2GkF6aKycmXK/fui46BSdR0DbU/48fKOWfh2+inwV0ZeHQPqfNAylen27rgQC7WXlhPpNoheZ02s1KGgQFuPqVOnuo4LtYk6bOJBnRTqLFLlRkrm1ujXr58r1fd3FBF8AwAApIPA25uQSRfEXomuRxfNCro1nhVI71Sqq4xotIykyqe3bNniHl4wohJmDafwAim9R8God097+eabb4I/KwurgHDRokXBknfR7+GZV78TmSdB+7Vt2zYXjEfrBFM5tiYU81PAHN5Rocy8Ho8++qjbpvfffz8YqKk8Ww8Fb8ryq6xbdzQIb89//vnHTWL3zjvvuEy+v6NOE6MpsNckasml5er4Kei+5JJL3HPenRb8k5C9+eabrhLHK7vXMIHw9tJYabWVvwPjROmc0XwAah/tf7zo2CgAV/sml9rEaxcAAACko1JzZZT0OOuss1wJqPe7Hrq41YWwxn4C6Z0CFo3ZVsb1p59+cqXfCl6UvRXN4q2M5c033+wm5tK4aQXYCqC9snBNhqZyaWWANR5YY8O1rPDyY2VTlRnW90PZSQW5+mw8aLsVCKuTTEGthoUoc62MtTcRlyYT08/af5Vra7v9gbg6E7wJ41S2rRnI//77b9fRoJJ1BZOaVE0zmWsdWka0cd6aKE1l7xqPrGy091A5u0rPU3oXhEKFCrnlvvzyy/brr7+68m5/9lZuuukm97dJ49p1fFWlo/Hu/goI3VNc2XiVrCsoV3m53te5c+fgcBqNA1fpfXLpGH/44YdRJ0DTsByVtevcSinNwq79fvbZZxO8pmWrswQAAACnWOCti+2PPvrIXXyrrFJ08a7y0+LFi7sLXP9kPUB6pTHKOpcVOGqiNGVrNSbXyzYrMFOmUgHepZde6gJajSVWAO1RRvORRx5xE7LVq1fPBaJ33XVXyHpUkq3ASJOJKZBXebaGbFSuXDku+6XtVqm6tlnBoyYH02Rm2jYFad6+e9utfd+3b19I1l6Zes0qrsBYn1dnhCpZNN5c47B//vlnN7GZXtN3XsHrnXfeGXF71DGhmcYjzXquZagtUnLrLpWnq6NEs7YrkL/vvvvsqaeeCnmP9kOBrzo6dEsxdT6ow8U/nMCrSFCQfcUVV7hjpInuVJbvlcBr+5I73ltUGaFleusMp/J+dcb4J8dLCc387r+NnkfL1kR4AAAASHuZAokNogyjklDdP9a7JY9mfVappiZbUsZLF766ANctlgAgvdE90tUhoYA0fPz86U5jvN0ka72mWOYcudN6cwAASFc2jmiR1puAdHz9pGtLJX0Sk6xBjZoBWDPpepRx0uy9GmfpjWtU2SqBN4D0QBU5qlQ444wz3N8vdRqq7J2gGwAAACdTsgJv3VLIK1eVhQsXhtzuSGWrmowKANIDTTSnUm/9q1nKdXs03d8dAAAASLdjvBV0a3y36JY9mnRKY2M9GisafksgAEgrGseuCeb+++8/97dL4/g1Th0AAABIt4G3JlvSrMxffvmlm9lYF7DerXxE9+XVrW0AAAAAAEAKSs2HDh1qbdu2dbdU0iy6r732mmXPnj1kBmPN4gsAODWtGtw8yclBAAAAEMdZzT2atU2Bd5YsWUKe1/1w9bw/GAcAZKxZOQEAAGDxm9Xco4VHUrhwYdofAAAAAICUjvEGAAAAAADJQ+ANAAAAAEAcEXgDAAAAABBHKRrjDQDImGoMnGOZc3CvcwAA/DaOaEGD4ISQ8QYAAAAAII4IvAEAAAAAiCMCbwAAAAAA4ojAGwAAAACAOCLwxmllwYIFlilTJtu9e3eqLXPjxo1umStWrDih5ZQrV87GjBmTatt1OkutYxKP8yWcjrmOvTRu3Nh69eoVt3UBAAAgbRB4I8106tTJBTXhj19//fW0PCpLly61bt26WUYNYtMyyE3psi+66CLbunWrFShQwOJFx1zHXqZPn25Dhw6N6XN01AAAAJw6uJ0Y0tSVV15pEydODHmuWLFidjpKq/0+cuSIZcuW7YSXc/jwYcuePbtlJNqfkiVLxnUduXPndg8pXLjwadnOAAAAGR0Zb6SpHDlyuMDG/8iSJYt77YMPPrBzzz3XcubMaRUqVLDBgwfb0aNHo2Zhlc3Uc8puej755BOrUqWK5cqVy5o0aeI+F+6rr76ySy65xL2nTJkydu+999qBAwdCMouPP/643X777ZYvXz4766yz7OWXX06wnN9++82tQ0FU7dq17euvv072evyl5tqXcePG2TXXXOOWWb16dbdMVQSoJDlPnjwuI7t+/fqQ9STWbt5yX3zxRbv22mvdMoYNG2a7du2ym2++2QX/2r7KlSsHO0TKly/v/q1bt677rNbtVSy0bt3afb506dJWtWrVJI/3pk2brGXLllaoUCG37nPOOccdIx0XtZ3oNa1Hy5fZs2fbxRdfbAULFrQiRYq49gjf5yVLlrjt0z6fd9559v333wdfS2zZx48ft+HDh7t91H7ruE2bNi1qpnzSpEluO+bMmeOOR968eV3nkbLismrVKsucObP9/fff7vedO3e632+88cbgMh977DG3P3Lo0CHr3LmzO/Zav9rwmWeeCdm3SO2sY6C2vO+++4KVIom1LwAAANIWgTfSpS+//NJuu+0269mzp61evdoFoAp6FHzEasuWLda2bVsXiChA79Kliz300EMh71EAp8Dpuuuus5UrV9q7777rAuQePXqEvG/UqFHBgO7uu++2u+66y9auXRvynv79+1ufPn3cuhTsd+jQIRjwxrqecCo7VjtomdWqVbObbrrJ7rzzTuvXr58tW7bMAoFAyDJibbdBgwZZmzZt7Mcff3QdCo888oh7/6xZs2zNmjUuMC9atGgwqJXPPvvMBZgqh/bMmzfPtcPcuXPto48+SvKYdO/e3QWbX3zxhVv3E0884YJXdUS899577j1antbjBaDqnOjdu7fbX61Pgay2XUGz7N+/3wXjZ599ti1fvtztm46DJ7FlK+h+/fXX7aWXXrKffvrJBbK33HKLLVy4MOo+HDx40EaOHGlvvPGG24/NmzcH16dAV50D3ud1PPy/i372Oi90fijoVrCv9n/00Uft4YcftilTpoSsM7yddQzOPPNMGzJkiNsfL/CP1r6R6H179+4NeQAAACA+KDVHmlIQ4Q8MrrrqKps6darL0ipI7tixo3temVsFoX379rWBAwfGtGwFjxUrVnRBsyhT6AUjHgVeyvR6E1op0/vss89ao0aN3OeVQZWrr77aBdzy4IMP2ujRo23+/PkhWV4FXy1atHA/a/sVhCk7rYA51vWEUza0Xbt2wfU2aNDABcnNmzd3zynA1ns8sbabAnj/5xQ8KmOszgXxJvvyl8ArgAwvu1ZWdcKECTGXPms96nyoWbNmcPs8Xpl18eLFXVbZo/f7vfrqq26bFKjWqFHD3nrrLReEv/LKK64d1e6///676xwRVVBEWrYCT1UyqENB7eptjzpE1GGhYxOtNF+Bus4tUceHAmBR5vnSSy91mfLrr7/e/at2Vhv9/PPP7jOLFy92x8NrP/9xUeZdVQ0KvL3jHq2dtV+qwPAfk8TaN5zOSZ0vAAAAiD8Cb6QplQAr8PQHGPLDDz/YokWLQjK1x44ds//++89lHGOhzO0FF1wQ8pwXYHm0HmWgJ0+eHHxOWWQFchs2bHDlxFKrVq3g6wquFOxs3749ZFn+95QqVcr9q/co8I51PeH8yyxRooT71wuqvOfUJspW5s+fP8l288YSewG2R0GqArbvvvvOrrjiClfarDL2pGhbkjPeWOX1Wtenn35qTZs2dev072Mkv/zyi8sEf/vtt7Zjx45gpltBpgJvHWctw995EX6cI1GniNqkWbNmCcZQqxMiGrWhF3R7x9p/Lihg94YiKLut4H7dunUuCFfpuQL3hg0bBt///PPPu84E7c+///7r1l+nTp0UtXNy2ldVE6ok8OgcUnUAAAAAUh+BN9KUAu1KlSoleF7lw8rGqVQ8nAIslRt7watHAU1yaT0q3VbAEk5juT3hk48p+PYCwEjv8cbc+suhY1lPuEjLTGo9ibVbeAeHv9JA44M1HljlzJdffrkrW1ZJdWLCl5MUlfsrW//xxx+74FBZV1Uk3HPPPVE/o6ECZcuWtfHjx7sxztpXBdwKUE+E2kq0LWeccUaCuQeiiXQu+M9D75Zg6jBQVl7juZXtVuCtsfTq9PA6QN555x1XKaE2UGeBMthPPfWU62RISTsnp321j4ntJwAAAFIPgTfSJU0OpjGtkYJyf/mzxrZ62cnw210pizxz5syQ57755psE61FwFG09qeVkriexdkuM2lQl6npoErgHHnjABd5eplWZ89SgrOr//vc/91DWVQG1AsNI6/nnn3/c/ug92iZRKXj4cdZ4a2X1vc6F8OMcadkaE67AU5nmaGXlKaHstCY30yRqylxrKIWCcQ1xUODtje8WVSeossAbxiDhE8dFo32KdEyitS8AAADSDpOrIV1SabEmvVL2VpNeqZxY2cEBAwa41zUD9IUXXmgjRoxwr6mk13vNo8BDWUcFkAreNBZYE435ady0xtxqnK4Cd71fs4InNelZcp2s9STVbol9Ttuj8mt9TmPvvfJ3jYtWe2t28b/++sv27NkTdTnKlI8dOzbq68oEa0ZwlderrF3j5L31KKut7LHWrVnBlZFWAKux5Srd1rZ9/vnnIeXR3nh1fa5r166uc0NZ+/BMfaRlK7usbLMmVHvttddcwKtteu6559zvKeWN89awAi/IVrm3xpRrkjR/kK+x/po0Tm2icnSN3/fu6Z0UjcPXJGp//PGHK8FPqn0BAACQdgi8kS6pXFZBkspl69ev74JsTWimAMqjcbGaFbpevXou4FCGMbyEW7NZz5gxw90mShNiabytnwIiBe0KepRRVfZcQahKmlPTyVpPLO0WLXuq7Ki2U0GjJu5SwC5Zs2Z1E8FpwjFtb6tWraIuR8GrFwRGogytStgVDGqWd83+/sILL7jXVO7tTQ6nsevqlNCQAm2HZitXebmCZJVi+ymj/OGHH7qJ89Suml3eP4FetGWLJp5TsKuSbG+bVKbt3UItpRRca1+9wFv7oXZVUO4f363hBxoW0L59ezcfgTL8/ux3YjShm26VpvHmXgVIYu0LAACAtJMp4B+cCAA4LWlytQIFCliZXlMsc47/G4MOAAD+z8YR/3fnGiDS9ZMqQjXRcWLIeAMAAAAAEEcE3gAAAAAAxBGBNwAAAAAAcUTgDQAAAABAHHEfbwBA0KrBzZOcHAQAAADJQ8YbAAAAAIA4IvAGAAAAACCOCLwBAAAAAIgjAm8AAAAAAOKIydUAAEE1Bs6xzDly0yIAgFPSxhEt0noTgIjIeAMAAAAAEEcE3gAAAAAAxBGBNwAAAAAAcUTgDQAAAABAHBF4I0PavHmz5c2b13788Ud74YUX7JxzzknrTQIAAABwmmJWc2RIpUuXthUrVthZZ53lHi1aMMMlAAAAgLRBxvs0sWDBAsuUKZPt3r3bTgdZs2a1SpUqWfbs2a1AgQJWtmzZBO8pV66cjRkzJk22L6M5Vc6vxo0bW69evdJ6MwAAAHCaIfBOY506dXIBy4gRI0KenzFjhnseyad2U/tFauvWrVvTpBEcPHjQ+vXrZxUrVrScOXNasWLFrFGjRvbBBx+k2/ZKyfGcPn26DR061E7l40CHEQAAwKmHUvN0QBfYTzzxhN15551WqFAhO1UcPnzYZZTTypEjRyxbtmyWnqR1m6TU//73P/v222/tueees7PPPtv++ecfW7x4sfs3IylcuLCl5/MktY7DsWPHXAdU5sz0rQIAAKQHXJWlA02bNrWSJUva8OHDE33fV199ZZdcconlypXLypQpY/fee68dOHAg+PqhQ4fswQcfdK/lyJHDlVq/8sorUTNrV111lTVs2NCVB+vCvkOHDnbGGWdY7ty5rWbNmvb2228nKNPt0aOHK9UtWrSoNW/e3D3/9NNPu/fnyZPHrfvuu++2/fv3Bz83aNAgq1OnTsiyVOKtzJ3fhAkTrHr16q4jolq1am5SNM/GjRtdIPHuu++6DKDeM3nyZDtR+/btc/utbde+P//88yGvq226dOniMo/58+e3yy67zH744YcE+6ZtL1++vNsu+fnnn+3iiy92vyuA+uyzzxJk4nWsqlSp4tq7QoUK9sgjj7jOhPBlv/HGG66tVDJ/4403um32b//NN9/str9UqVI2evToFJVTz5w50x5++GG7+uqr3brq1atn99xzj91+++3JOr+WL19u5513ntuniy66yNauXeue37Nnj2XJksWWLVvmfj9+/LgLgi+88MLgZ9988023bM+WLVusXbt2VrBgQffeVq1aufPAa5vXXnvNZYLVrnqo3F3Pe7/7H5MmTXKfC28b7evjjz/u9jNfvnxuPoCXX345ZJ8U+Oo46Fhq37xqFM0h4Fm1apX7PmlCvxIlStitt95qO3bsSPK7k9zjoOVs2rTJ7rvvvuC+ifZP7aTP63zT8dEEg4nR8dy7d2/IAwAAAPFB4J0OKCDRxb+yXL///nvE96xfv96uvPJKu+6662zlypUuAFUgrot5z2233eaC5WeffdbWrFlj48aNc4FAOAWTzZo1c8HP3Llz3QX7f//95y7yP/74YxdEdOvWzQUPS5YsCfmsgh1l6hYtWmQvvfSSe05ZNa3zp59+cq9//vnn1rdv32S1gYLoRx991IYNG+a2Xe2hQFTL83vooYesZ8+e7j3RgpfkeOqpp6x27dr2/fffB5etNvHccMMNtn37dps1a5YLKs8991y7/PLLbefOncH3/Prrr/bee++5MmYFY8o2qgRawaeylwrk+vfvn2DdCvQUMK1evdqeeeYZGz9+vAucw4+7Ar2PPvrIPRYuXBgyLKF3797uWCjg0nZ/+eWX9t133yW7HdTx88knn4QE9eFiOb+0n6NGjXIBtsbZewGjOg0UvCo4Fs02r6BR7e510mjf1Kki6oDQ8VUbaZ+0j1qXvgPKFvfp08cF5fp969at7qFAX897v+sxcuRIdxwUMEej7dXr2hZ1Gt11113BDgMFoy1btnQdS2pXlamr8yH8+6QOmbp167r9nj17tv31119u+5L67iT3OOgcO/PMM23IkCHBffR3pqlyRp1A+i4WL17cEqOOPh0X7+Hv9AAAAEDqotQ8nWjTpo0LTAYOHBgxS62LZGU2vWxd5cqVXQCkQOXFF1902a0pU6a44EsZdFEWNdy2bdusffv27vNvvfVWsNxV2V4FLR5l2ebMmeOWef755wef1+eefPLJkGWGZxAfe+wxVzLrz1gnRfutAKht27bud2WPFZAquOvYsWPIurz3pAZl/BVwi7LPCooU/KpjQh0b6nhQ4K0MoiiQUyA8bdo01zkhCgRff/11lxUXBV4KmBVkKpASdShomX4DBgwIaTe1/zvvvBPSaaHOEQXnCkBFnSHz5s1zy1NwpmBOx1GdATJx4kQ3o3tyqXNA51eRIkVcR4Sy9ddff71rH1m3bl1M55e2ywue1a6aTV6dOsoWK1urNtF+6l+1hyoD1M4KoPWct+/qWNK+K4j0srraN3US6X1XXHGFq/xQ1tZrY9H57HUGfPPNN66N1UY1atSIuu/KLivgFgXVOv7z58+3qlWrurbV+tUp4lUv/PHHH9a1a9fg58eOHeuCbnUWeV599VUXyKrddF5F++4k9zgo86+OOp0P/v32Oiv0ndPnYqGx5Oq48aiTgeAbAAAgPsh4pyPKVilIUDYxnMqbFYApqPAeyggqONmwYYPLtOqC3At6olGwoxJhBTb+MabK0iqbp8yeLu61fAXe4eWqyoqHUxm1Aj8F7woIFByqdF0ZuFioXF6B6h133BGyfwrg9bxfYpnLlGjQoEGC3732V5srG6sgyL9dam//dmnGdC/oFmVLFcD4AyN/54VHx0ABld6n5SpIDG9vBeRe0C0qJ1dHgPz2228u2PIvW5lLBYxJ3d/ce3jB4qWXXuqWp6BegZ4yphrW4E1EFuv5VatWrZBtFW979VkF2TrXlN1WIO4F43/++aerHNDvXtvrd+27t606LxXEh58T0fZTVQdeZjzWbVaQrePhbbOOpV73hhBEOpbaVgXq/nbVUAnxb2uk7064pI5DYvR99u9LUtSZpOET/gcAAADig4x3OqKLbgXTykRpxmY/BYCafE3jusNpXKqClFgoA6myaGWTFWT7S65V7qyx1954bWWXlc310/N+GnN7zTXXuPJcZTsVHCm4UhCtz6rMV6XogUAg5HP+scxeqbGyihdccEHI+xTsJbb+SBSsaUxxOJUEKzCNlbZLwaNXHu2nzGtytinc119/7TKbgwcPdsdc26Vst7L+fuGTxykwVGfLid7fPNJkY1qXgjw9lPlVx4dKmvWzssux8G+vl6n2tlfnt7L0Ktn+4osvXNCvIFel88rSatuUFfbaXoFqpHH8/k6OaB051157retE0fYnZ5tT0sbaVpWjq+MsnNf5kJzzJLHjkNjEfTpG3AkBAAAgfSLwTmcUhKjkPDxrqbHFCpaVrY5EwbKCBWUSvVLgaMtXRk4ZagWUKp0VlVhr8qpbbrnF/a5lqUzWez0ajXvWexUwejMoqyQ5PFBSibuCby8w8Ad/moxKQZcyfQpGT5TaTtvlL1FXllWZSU2U5qdy5PDfNcGb1+babo1VDp8ILqn1a2IwjfPVvsnSpUsTTNilTLl/7LcmzUoOlXorSNOy1fki6nDQcVOQm9j9zWOhY3/06FGXZY71/EqMOiuUkVVptrZbWWGNQ9bQB41f92fT1faqCNDr0TKxCkJ1XP10jukc1rZqUroTDUR1LDXpm0raveEG4cdS26rOLJ0jat/U5j8O2udI+w0AAID0jVLzdEYBjoJPjd/2U7ZLwZomU1PQ+ssvv7gZnb3J1XTRr0BTk1lpDLLKoRVYhwfB3jhlrUMTQmmMrSjTqPG7WodKrZVdV+CYFAVxyl5rYjgFzgp2wieOUvnw33//7ca3qvRWM4drsjI/ZX41jl37rcBRk29pTK9mTE8ujVvV2GCNd1U7qb00HnvXrl0JAm91OGi7tE5t19SpU90Ea6IAU1lTlSx/+umnLruv9lGw7M3OHa2cX/dh1vHQRHhahzee2wsE1d4qh1aWW22i/X7//feTtZ/K7GsdDzzwgCt1VlmyKg3UAZLcgFPHSOPp1WGh/dQEX5pdu0mTJi7wTc75ldR6lMX2gmxl3NXR4c1W79H5qdm/1RmkydW89aniw5uAUNuk9lU5uGYQ13moWc019EH7oky0Ok70+Pfffy0lbrrpJhfE6/zR90LDL/T9Ea+Nu3fv7ibb0+z4Csp1PPW+zp07JztATuo4ePutigGNNffPnB5OlTOaEA8AAABpj8A7HVJZaXipqzKFyjYqQFQJqiZz0izg/om0NMmaxoVqoihlEzUBlP92Y36aQEpjXxV8a5kKDJW5U9mzLv5VAqyAMykqEVZwrDJbTWCloCr8tmgKrBQEK7DV+zVhmX8iN1FArGBZwbY6HxSEaUy7JllLLgVAWpYmuFK5sibuUvClYMXLQHvuv/9+F0SrPVXSq33xZktXYKXAR9ljBVGaJEu381JmOnw54eXxCk4V+NWvX9/tm5fZ9sYKqxRat4RSx4kqHBTQaxb35NL2qnNA5f7qKNCYce+WbMmhfdb8Apq0TJ/X5Hp6zh9YJ+f8ikbHVcGoN5Zb9HP4cxqioOOlTL4m09M2qVNBWV8vANX6lZHWuH9VVaiDQ98RtbtmOFeZt/dQYJ8SWteHH37oOm90nHQc9b0Tr431HdS6tQ9qP52/GqahDH9y76Mdy3HQ3wcF5ercSazsXjOeJ3VLMQAAAJwcmQLhg28BpDoFZpqhWmPxFTDFiwJhTXKn0n8Fqkh96lxSR4zK+mMd+34q0Kzm7rZivaZY5hy503pzAABIkY0jWtByOOnXT7ouTGqiWsZ4A3GgsnGNpVdJuYJtla8rG53aQbfuPa3hApppW194bzIxlWgjdehWcRpPrw4NzROgYR+qFslIQTcAAADii8AbiAPN3q0ATaW+GqusMvDwGctTi8Yca5yzJt1Sab3GRGudSB0apqDycv2rsvUbbrjBzeAPAAAAxIpScwAApeYAgAyBUnOcTJSaAwBSZNXg5kmOUQIAAEDyMKs5AAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRtxMDAATVGDjHMufITYsAAJLEDOJA7Mh4AwAAAAAQRwTeAAAAAADEEYE3AAAAAABxROANAAAAAEAcEXgDQDq3efNma9OmjRUpUsRKlChhd999t/33339pvVkAAACIEYE3gFNOp06dLFOmTO6RLVs2K1++vPXt2zfdBKParhkzZqTa8jp06GA7duyw+fPn26xZs+ybb76xJ598MtWWDwAAgPgi8AZwSrryyitt69at9ttvv9no0aNt3LhxNnDgQDtVHD58OKb37du3zxYvXmyDBg2yWrVqWZUqVezCCy+02bNnx30bAQAAkDoIvAGcknLkyGElS5a0MmXKWOvWra1p06Y2d+5c99rx48dt+PDhLhOeK1cuq127tk2bNi342QULFris9Lx58+y8886z3Llz20UXXWRr164NvqdcuXLBrLr/4QXNPXr0sFKlSlnOnDmtbNmybn3e50Sl4Xq/97sC5zp16tiECRPcdulzogD64osvtoIFC7pS8muuucbWr18f3I5//vnH/avXtm/fbjVq1LCsWbPaU089FdIeX331lV1yySVuf9Um9957rx04cCBu7Q8AAIDYEXgDOOWtWrXKZYWzZ8/uflcQ/Prrr9tLL71kP/30k9133312yy232MKFC0M+179/fxs1apQtW7bMBbO333578LWlS5e6jLoev//+u8syK7CVZ5991mbOnGlTpkxxwfrkyZODAbY+JxMnTnSf9X6XX3/91d577z2bPn26rVixwj2n4Lh3795uG9QRkDlzZhe0q/Mg3Ntvv2358+d362/YsGHweQXqqgC47rrrbOXKlfbuu++6QFydAwAAAEh7WdN6AwAgJT766CPLmzevHT161A4dOuQC1rFjx7qfH3/8cfvss8+sQYMG7r0VKlRwgajK0Rs1ahRcxrBhw4K/P/TQQ9aiRQs3TlzZ6GLFigXf17Nnz5AgWpOdVa5c2WWqldVWxtvjfU4ZbGXk/ZQpV4eAf9kKlv1effVV9/rq1atddtuvcOHC9ssvv7h90bo96mi4+eabrVevXu53bZuCc+3biy++GMyu+6md9PDs3bs35rYHAABA8pDxBnBKatKkicsaf/vtt9axY0fr3LmzC2KVVT548KA1a9bMBebeQwGvv4RbNGbao7JxUTm338svv2yvvPKKy3B7AbMmd9O6q1at6kq6P/3005i2WQG6P+gWBdKaPE2dA8pme5lzBffhbrrpJhdgN27c2IYMGRJ8/ocffrBJkyaF7G/z5s1d1nzDhg0Rt0XBeoECBYIPlacDAAAgPsh4Azgl5cmTxypVqhTMEmsctwJkL0v88ccf2xlnnJFgXLifZkT3eOO3/SXemkX8nnvucSXe/iD93HPPdQGtZhhXZr1du3ZujLl/HHm0bQ7XsmVLF5CPHz/eSpcu7davfYg0+VqWLFncGHGVot94441ueffff7/t37/f7rzzTtcJEO6ss86KuC39+vVzJe7+jDfBNwAAQHwQeAM45anM/OGHH3aB5Lp161yArYyxv6w8uZQ5v/76691y27Ztm+B1Zafbt2/vHnqfxljv3LnTlYMroD927FiS69DEaRojrqDbGz+uMvKkqCRe26Qx4Qq81RGg0nSvIyIWaqPwjggAAADEB4E3gAzhhhtusAceeMCN4+7Tp4+bUE3ZY42F3rNnjy1atMgFyypLT8q///7rMtF169a1bt262bZt24Kvadz2008/7UrT9bqC/qlTp7rnNa5bVC6uoFgToCm4LVSoUMT16HnNVq5ydi1PnQUaax6JxmNrYjYF2X///bcL0BX0y4MPPugmf9Nkal26dHGZcAXimuVd494BAACQtgi8AWQImpVcgeeTTz7pysA1llrjmHWfbwXECliVvY7FX3/9ZT///LN7qPzbLxAIWL58+dx6ND5b5d/169e3Tz75xAXhopnSlX1XJlvl7hs3boy4Hr3/nXfecSXiKi/XmHFNiqYx3OGUQR86dKjbJo3Jvvbaa23AgAHuNZXBa8Z2zdKuzLm2sWLFisHAHAAAAGkrU0BXaACA05rGeLtJ1npNscw5cqf15gAATgEbR7RI600A0sX1k6orVVmZGGY1BwAAAAAgjgi8AQAAAACIIwJvAAAAAADiiMAbAAAAAIA4YlZzAEDQqsHNk5wcBAAAAMlDxhsAAAAAgDgi8AYAAAAAII4IvAEAAAAAiCMCbwAAAAAA4ojAGwAAAACAOGJWcwBAUI2Bcyxzjty0CACcRBtHtKC9gQyOjDcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBGBN04pCxYssEyZMtnu3btP+roHDRpkderUOenrPR106tTJWrdundabAQAAAMQFgTfSDQXUiT0U+J5unQnlypWzMWPGWHr39ttvW5YsWax79+6W0egYeOdg7ty5rWbNmjZhwoRU6xD6/fffLXv27FajRo0Er23cuNEtd8WKFQlea9y4sfXq1Sv4+w8//GDXXnutFS9e3HLmzOm2u3379rZ9+/ZkbxMAAABSF4E30o2tW7cGHwo28+fPH/Jcnz597FR35MgRy4heeeUV69u3rwvA//vvP8tohgwZ4s7BVatW2S233GJdu3a1WbNmpcqyJ02aZO3atbO9e/fat99+m6Jl/P3333b55Zdb4cKFbc6cObZmzRqbOHGilS5d2g4cOJAq2wkAAICUI/BGulGyZMngo0CBAi7T538ub968wfcuX77czjvvPJeBvOiii2zt2rUhy/rggw/s3HPPdZm/ChUq2ODBg+3o0aPB1zdv3mytWrVyy1SAr8Dnr7/+ClnGiBEjrESJEpYvXz674447EgSUx48fdwHZmWeeaTly5HBl6LNnz06QrXz33XetUaNGblsmT558Qm2kjGqXLl2sWLFibrsvu+wyl+lMrGRbWVFlRz3Tpk1zWdtcuXJZkSJFrGnTpsHgTJnb888/3/LkyWMFCxa0hg0b2qZNmxLdpg0bNtjixYvtoYcesipVqtj06dMTBJZalgLC6tWruza/8sorXSAbjdrx4osvdp/TNl5zzTW2fv36kPdonWpztavOhRkzZiTIDitQvuqqq9w6dSxvvfVW27FjhyWXzgGdgzqXHnzwQRfgzp07105UIBBwAbK266abbnIdGCmxaNEi27Nnj8vE161b18qXL29NmjSx0aNHu58BAACQtgi8cUrq37+/jRo1ypYtW2ZZs2a122+/Pfjal19+abfddpv17NnTVq9ebePGjXPB37Bhw4IBs4LunTt32sKFC10A9dtvv7myXM+UKVNcafvjjz/u1lGqVCl74YUXQrbhmWeecdswcuRIW7lypTVv3tyV+v7yyy8h71NAqm1RFlLvORE33HCDKx1WtlWdD+pcUKZT+xILBbsdOnRw7aXtUaDdtm1bFwCqY0JBuzoJtD9ff/21devWzQWziVHg2KJFC9dZomxwpODx4MGDrp3eeOMN++KLL1zHR2IVDOoI6N27t2v7efPmWebMma1Nmzbu2Imywy1btnQdCN99950NHTrUBcThnRTqmFAgquUomFfnijpZUkrrf++992zXrl2uPPxEzZ8/37WNOj/Udu+8806KMtTqFNDxe//9992xjMWhQ4dcO/ofAAAAiI+scVouEFcKohUgeoGtAj9lpJX9VHZbz3Xs2NG9riylAjOVQg8cONAFcj/++KPL1JYpU8a95/XXX7dzzjnHli5davXr13el7spy6yGPPfaYffbZZyFZbwWSCvZuvPFG9/sTTzzhAil99vnnnw/JOCu4TYoy5+EUlHm++uorW7JkiQu8lWH3tkGZXmWxFSTHEngrQNP2lC1b1j2n4FUUvCtrquxyxYoV3XPKUCcViKpT47nnnnO/qy3uv/9+17b+TKtK7F966aXgcnv06OGqBaK57rrrQn5/9dVXXZZfHSkaC/3WW2+5DoHx48e7Y3722WfbH3/84UrAPWPHjnVBtzpP/MvRMV+3bp3LzsdKx3nAgAEuWFX7KeOtyoMTpU4KtZnGx2u/dK5OnTrVVS4kx4UXXmgPP/ywy5r/73//c1UL6nRQB5Qy/ZEMHz7cfVcAAAAQf2S8cUqqVatW8Gdlo8WbREql1wrqVF7sPRSQKehUIKtMr4IvL+gWBW4qa9Zron8vuOCCkHU2aNAg+LOyg3/++acrxfbT794yPCqD9ii497ZJJdB+ytSrTNr/0Bhdj/Zr//79rvTav28KcsPLsKOpXbu2y5Ar2Fb2XIGrsreiYFIBn7LyyiYro++VgytD7V+nF8yqWkAZ2quvvtr9XrRoUWvWrJkLcP00JMALur1jltikX6oaUGZegahK6jVRmLcdoqEFOgcUdHsUbPqpvdQR4t/uatWquddibS/PAw884I7H559/7s4LlXBXqlTJToQy8irLV6bbE61iINbOqG3btrkODp1n+lf7q06mSPr16+c6WrzHli1bUrwvAAAASBwZb5ySsmXLFvzZK4X2ypAVnCqTFynL7A/UThaNl/Z88sknwQnWNMbaTxliBf9+KqP3aL8UsKo8PJz3OZVkh5ca+yd0U2ZVwbLGR3/66acuU62yfU3qpfWrbPzee+91Zdkam64sr96vzgP/2GkF6aIgUZly/77oOKhUXcdA2xN+vLxjllhJtAJ/ZeTVMaDOBy1TGeHDhw9brNReWo4qEcJ5nTWxUoeCAm09lJFWx4XaRB02KaWsvSoo/B08ahPtq5eRV6eDKDCOFLirvN9PnTLqUNFDnSPK+Ksq4rXXXkvweVVNeJUTAAAAiC8y3shwNO5ZGVEvUPI/FAiqfFrZPX+GTyXMCmS8QErvCZ9h+ptvvgn+rIBIAaEmtfLT74kFYwomvW0544wzkr1fymgqGA/fLwWGonLs8EnLwm9FpaBXmXkFxt9//70bq6yxwR4Fa8qGKjj3yrrD16nA+59//nGT2Glcsj9Lr2Uqi67APiW0XB0/Bf3KzutYeFl5T9WqVV0mV6XfHg0TCG+vn376yWXLw9vL3xmSXKqU0HwAaqMToU4LleX7205Z+ksuuSRYMaB21rHVeH4/VVz8+uuviZbL67iqyoBZzQEAANIegTcynEcffdSN2VZgqcBLpd8KDhXIiSayUsby5ptvdhNzady0xsJqzLhXFq7J0BT8KAOs7KPGhmtZ4eXHyqYqM6xAUePKFTzps/Gg7Va5uyZAU1CrWdMVHCtjrcnDRON69bP2X+Xa2m7N7O1RZ4I3YZzKtlXqrFtRKbhVybqCSU2qppnMtQ4tI9o4b02UpgyrJitTgO49VM6u0vOUlkwXKlTILffll192waXKuzXRmp/GMiszrHHtOr6aMV2ZXX8FhO4prmy8StYVlKu8XO/r3LmzHTt2LDgOXMF9cukYf/jhh8F2D6fx5irz1rkVic4TnXsaJ+5vOz20vcpQe7Pwa991zDQjvvZBy9S5q04Wr6rjo48+cmXq+lfnq85HtYcqLDSRIAAAANIWgTcyHI1RVgCiwFETpWniKY3J9SYTU2CmTK0CvEsvvdQFtBpLrADao4zmI4884iZkq1evngtE77rrrpD1qCRbQZGylgrkVZ49c+ZMq1y5clz2S9utQErbrOBR2U5NzKVt8ybQ0r57261937dvn+tU8GfqNau4AmN9Xp0Rmpld4801Dvvnn392E5vpNQW1Cl7vvPPOiNujjgnNNB5p1nMtQ22Rklt3qSpBHSXK8ioQve++++ypp54KeY/2Q4GvAljdUkydD+pw8Q8n8CoSFGRfccUV7hhpojuV5Xsl8Nq+5I73FlU1aJneOsOpvF/Br39yPD91SmgZ3phzP7Wpxr/rWIs3KaA6eTSuXW2rjL3Gr3sl/lqWjp/ORbWHznnNzK/bi+lWZQAAAEhbmQKx3nsGANIxZYTVIaHx0OHj55E0la9rzHiZXlMsc47cNBkAnEQbR7SgvYFT+PpJ15/e3DzRMLkagFOSyulVqaCx8hobrVt+qeydoBsAAADpDYE3gFOSJppTqbf+1Szlmslbt9QCAAAA0hsCbwCnJI191gMAAABI75hcDQAAAACAOCLjDQAIWjW4eZKTgwAAACB5yHgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwxuRoAIKjGwDmWOUduWgQ4ARtHtKD9AAAhyHgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAPpVKZMmWzGjBkntIxJkyZZwYIFLTUtWLDAbdvu3btPaDnbtm2zZs2aWZ48eUK20dtvPfRzPNYdzc8//2wXXnih5cyZ0+rUqeOe27hxo1vnihUrbMyYMVauXLm4tzEAAAAyFmY1B9JQp06dXBAZKcDeunWrFSpUyDKq0aNHu31UQFugQIGI+62fT6aBAwe6joC1a9da3rx53XNlypRx21G0aFGrUqWK3XzzzSd1mwAAAHDqI/AG0qmSJUtaRrZ+/XqrV6+eVa5cOep+n6w2OHz4sGXPnt1tU4sWLaxs2bLB17JkyRLcjqxZs1ru3LlTbX0AAAA4PVBqDpwCpeZeufP06dOtSZMmLvirXbu2ff311wnKns866yz3eps2beyff/5JsNwPPvjAzj33XFdOXaFCBRs8eLAdPXo0ZL0TJkxwn9dyFBjPnDkzwXKWL19u5513nnvPRRdd5LLEfi+++KJVrFjRBZhVq1a1N954I/iayrXfe+89e/311936lPn3l3R7VA2g51Ri7rdo0SKrVauW2weVhq9atSrk9a+++souueQSy5Url8tY33vvvXbgwIGQ9Q8dOtRuu+02y58/v3Xr1s2tR/s0ZMgQ9/OgQYMilrZr+/Scttdvzpw5Vr16dZcpv/LKK0Oy9dq/1q1b27Bhw6x06dKuPcKPsUdl6zqOyTnu48ePd/vpHfenn36a8ncAAIB0hMAbOIX079/f+vTp44I/lT136NAhGDR/++23dscdd1iPHj3c6wrUHnvssZDPf/nlly7Y7Nmzp61evdrGjRvngjwFhH4Kxtu1a2crV660q6++2pVX79y5M8G2jBo1ypYtW+Yywbfffnvwtffff9+t4/7773dB8Z133mmdO3e2+fPnu9eXLl3qglOtQwHqM888k6x2eOCBB9y6tZxixYpZy5Yt7ciRI+41Za217Ouuu85t/7vvvusCcbWL38iRI10Q+/3339sjjzzituOcc85x26yf1c6xOnjwoFueOhe++OIL27x5c4LPz5s3z3VOzJ071z766KNUO+7qhPjf//7n2luva9x8+PEEAABA2qLUHDiFKPhSKbQXHCtQ/PXXX61atWoueFXA2bdvX/e6ArTFixfb7Nmzg5/XZx566CHr2LGj+10Zb2V+9RmNb/ZnaBXcyeOPP27PPvusLVmyxC3fo+CuUaNG7mctU9v133//uSy0glAt4+6773av9+7d27755hv3vDoEFCznyJHDZaS9Mu5du3bF3A7aVgWY8tprr9mZZ57pgn0F8sOHD3cdBb169XKvK2Ov7de2Kguv7ZPLLrvMBdl+6kBQxjq5Je4K+l966SWX4RcF+cqc+2nsuCoJUlJinthxf+655+yqq64KBvrecU8quD906JB7ePbu3Zvs7QIAAEBsyHgDpxCVV3tKlSrl/t2+fbv7d82aNXbBBReEvL9BgwYhv//www8uIFRw6T26du3qMrzK2kZajwJGlWN764l1Wxo2bBjyfv2u51ODf78KFy7sSre9ZWsflcX372Pz5s3t+PHjtmHDhuDnVCafWlTi7QXdXnuEt1fNmjVTPK47sbZWFv38888PeX/475Gog0KT2nkPlaoDAAAgPsh4A6eQbNmyBX/2brWlgDJW+/fvdxnTtm3bJnjNywSHr8dbV/h6TnRbwmXO/H/9gIFAIPicVz6eHNpHlbZrXHc4jX/3dyik1jZFai//Z6KtL9L7klp+arS19OvXz1Ui+DPeBN8AAADxQeANZBCa2EvjvP1U3u2nSdWUIa1UqVLct0Vjj72SdtHvZ599dtTPqPxclH2vW7eu+9k/0Vr4fnlBtErU161b59bp7aPGr6fGPvq3ybvFWbRtSuny/ZOw/fLLLyGVB7FQtl9j3f3Cf49Epf56AAAAIP4IvIE0tmfPngTBXJEiRZK9HGV4Vc6tcdStWrVys2z7x3fLo48+atdcc40LWq+//nqX0VVptiZAC5+I7URo8jONt1YA3bRpU/vwww/dzNyfffZZ1M9ovLdmKB8xYoSVL1/elVIPGDAg4ntVLq82KlGihJt4TPfY1qzh8uCDD7rlaJx1ly5dXKZZgbgmNRs7dmyy9kPBu7LAmuFcY9oV4GtSt9SicebaJpXOHzt2zG17ePY8Kffcc49deumlbiZzTTL3+eef26xZs4KZcQAAAKQ9xngDaUy3rFKA6n+oHDy5FGzqtlKaZE2zdX/66acJAleNddakW3qtfv367jOjR48OuW91alAQrO1QJ4AmAtPs6RMnTrTGjRsn+rlXX33Vzdat+3trcrRonQEKzjWLt963bds2F9h746c1HnrhwoUuSNYtxdSe6nDQbbySS0Hw22+/bT///LNb7hNPPJGqHRQK4hXYaztvuukmN0Facu8Trs4WTeymwFvHXZ0t9913X8jQAQAAAKStTIHwAYYAgFOaJsxTZ4FuHxcrjfF2k6z1mmKZcyQv+AcQauOI/7sLAQAgY9v7/6+fVMGqyYgTQ6k5AJziVFmg26uprF5l5rrF2gsvvJDWmwUAAID/j8AbAE5xusf6k08+afv27XP3Ztd9yzW+HQAAAOkDgTcAnOKmTJmS1psAAACARDC5GgAAAAAAcUTgDQAAAABAHFFqDgAIWjW4eZKzcgIAACB5yHgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwxuRoAIKjGwDmWOUfuJFtk44gWtBoAAECMyHgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gDSjU6dOlmmTJmCjyJFitiVV15pK1euDHnftddea2eddZblzJnTSpUqZbfeeqv9+eefIe+ZM2eOXXjhhZYvXz4rVqyYXXfddbZx48YUb0+2bNmsfPny1rdvX/vvv/9C3qfXZ8yYkaJ9rlatmuXIkcO2bduW4LVy5crZmDFjEjw/aNAgq1OnTvD3v//+2+666y7XJlpWyZIlrXnz5rZo0aIUbRMAAABSF4E3gHRFgfbWrVvdY968eZY1a1a75pprQt7TpEkTmzJliq1du9bee+89W79+vV1//fXB1zds2GCtWrWyyy67zFasWOGC8B07dljbtm1TvD2//fabjR492saNG2cDBw5MlX396quv7N9//3Xb/tprr6V4OepU+P77790y1q1bZzNnzrTGjRvbP//8kyrbCQAAgBPDfbwBpCtexlb070MPPWSXXHKJy+oqcy333Xdf8P1ly5Z172ndurUdOXLEZaaXL19ux44ds8cee8wyZ/6//sU+ffq4YNx7T0q2p0yZMta0aVObO3euPfHEEye8r6+88orddNNN1qhRI+vZs6c9+OCDyV7G7t277csvv7QFCxa45Xhtcv7555/w9gEAACB1kPEGkG7t37/f3nzzTatUqZIrO49k586dNnnyZLvooouCAXW9evVcwD1x4kQXgO/Zs8feeOMNFzQnJ+gOt2rVKlu8eLFlz57dTtS+ffts6tSpdsstt1izZs3cNiqATq68efO6h0rdDx06dMLbBQAAgNRH4A0gXfnoo4+CwaTGZ6ts+t133w1mrj3KDufJk8cF5Js3b7YPPvgg+JrGYn/66af28MMPu4x1wYIF7ffff3fl6SndHo0nr1mzpm3fvt0eeOCBE97Pd955xypXrmznnHOOZcmSxW688UaXAU8uleJPmjTJlZlrPxs2bOj2O3xcfDgF6Xv37g15AAAAID4IvAGkKxq/rXHZeixZssRNEnbVVVfZpk2bQt6n4FfjmhVgK3C97bbbLBAIuNc0UVnXrl2tY8eOtnTpUlu4cKHLUmsstfee5G7Pt99+65bXuXNnN6b6RL366qsu2+3Rz8qAKxOeXNoeTS6nTgqNSVfZ+bnnnusC8miGDx9uBQoUCD5URg8AAID4IPAGkK4oi63Scj3q169vEyZMsAMHDtj48eND3le0aFGrUqWKK9NW9viTTz6xb775xr32/PPPu2DyySeftLp169qll17qStY1WZsC6JRsT+3atV2wrM+nJDPtt3r1aretmiFdGWs9NAP7wYMH3b548ufP70rQI43r1v75KSOvtnjkkUdcObxmZE9sErh+/fq5ZXuPLVu2nNA+AQAAIDoCbwDpmm7VpTJzzf4dzfHjx92/3hhnBbDhpenKivvfmxJapsq4BwwYkOj2JEWBuzoDfvjhh2B2X4/evXuHBPVVq1Z1E8WF++6771ynQ2LOPvts12ERjUrwFdj7HwAAAIgPAm8A6YqCZ5WK67FmzRq755573CRrLVu2dK8r4zx27FgXqKr8/PPPP7cOHTpYxYoVrUGDBu49LVq0cCXmQ4YMsV9++cUFqioR12zfyoCLyth1D+0//vgjWdt3ww03uCBeWfVoLr/8creNkWhWdU30pm2uUaNGyKNLly5u/3766afg7O0ff/yxDRs2zLWFJnfr37+/ff31124WdNEtw3TbNGX0Na5bt1JTybqy/ZrFHQAAAGmPwBtAujJ79mwrVaqUe1xwwQUugFYgqftSS+7cuW369OkuuFVG+I477rBatWq5cdzK4ooC0bfeesvN9K1AW+Oe9ZqWnStXrmBWXPcBVyCcHCoL79Gjhwtso2WUdV9x3Tc8Eo3DVrDcpk2bBK9Vr17dPbyst2ZqnzVrlnto0jS1gcrIVTKvQF008ZvaSfcYVxZdz6vcXGPcowX/AAAAOLkyBZI70xAAIMPRrOZukrVeUyxzjtxJvn/jiBYnZbsAAADS+/WT5stJatgeGW8AAAAAAOKIwBsAAAAAgDgi8AYAAAAAII4IvAEAAAAAiKOs8Vw4AODUsmpwc+7pDQAAkMrIeAMAAAAAEEcE3gAAAAAAxBGBNwAAAAAAcUTgDQAAAABAHBF4AwAAAAAQRwTeAAAAAADEEYE3AAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBGBNwAAAAAAcUTgDQAAAABAHBF4AwAAAAAQR1njuXAAwKkhEAi4f/fu3ZvWmwIAAHBK8K6bvOuoxBB4AwDsn3/+ca1QpkwZWgMAACAZ9u3bZwUKFEj0PQTeAAArXLiwa4XNmzcn+T8OpLxXXB0bW7Zssfz589OMcUI7xx9tfHLQzrRzRpGRz+VAIOCC7tKlSyf5XgJvAIBlzvx/U34o6M5o/1NMb9S+tDHtnBFwLtPOGQnnM22cUrEmLJhcDQAAAACAOCLwBgAAAAAgjgi8AQCWI0cOGzhwoPsX8UEbnxy0M22cUXAu084ZBefy/8kUiGXucwAAAAAAkCJkvAEAAAAAiCMCbwAAAAAA4ojAGwAAAACAOCLwBoDTxPPPP2/lypWznDlz2gUXXGBLlixJ9P1Tp061atWquffXrFnTPvnkk5O2radDG//000923XXXufdnypTJxowZc1K39XRp5/Hjx9sll1xihQoVco+mTZsmee4jeW08ffp0O++886xgwYKWJ08eq1Onjr3xxhs0Yyqfy37vvPOO+7vRunVr2jkV23jSpEmuXf0PfQ6pfy7v3r3bunfvbqVKlXKTr1WpUiXDX2cQeAPAaeDdd9+13r17u5nLv/vuO6tdu7Y1b97ctm/fHvH9ixcvtg4dOtgdd9xh33//vbu402PVqlUnfdszahsfPHjQKlSoYCNGjLCSJUue9O09Xdp5wYIF7lyeP3++ff3111amTBm74oor7I8//jjp255R27hw4cLWv39/174rV660zp07u8ecOXNO+rZn5Hb2bNy40fr06eM6lJD6bZw/f37bunVr8LFp0yaaOZXb+fDhw9asWTN3Lk+bNs3Wrl3rOknPOOOMjN3WmtUcAJCxnX/++YHu3bsHfz927FigdOnSgeHDh0d8f7t27QItWrQIee6CCy4I3HnnnXHf1tOljf3Kli0bGD16dJy3MGM4kXaWo0ePBvLlyxd47bXX4riVp3cbS926dQMDBgyI0xaevu2s8/eiiy4KTJgwIdCxY8dAq1atTtLWnh5tPHHixECBAgVO4haenu384osvBipUqBA4fPhw4HRCxhsAMjj1LC9fvtyV2HoyZ87sfleGKhI973+/qPc62vtPdylpY6RNO6vS4MiRIy5Li9RvY92ldt68eS6Ddemll9LEqXwuDxkyxIoXL+6qkRCfNt6/f7+VLVvWVce0atXKDQtC6rbzzJkzrUGDBq7UvESJElajRg17/PHH7dixYxm6qQm8ASCD27Fjh/ufmf7n5qfft23bFvEzej457z/dpaSNkTbt/OCDD1rp0qUTdCzhxNp4z549ljdvXsuePbu1aNHCnnvuOVdKitQ7l7/66it75ZVXXEku4tPGVatWtVdffdU++OADe/PNN+348eN20UUX2e+//06Tp2I7//bbb67EXJ/TuO5HHnnERo0aZY899liGbuesab0BAAAAJ4PG02tSKo37ZsKk1JUvXz5bsWKFyxYq463xnprDoHHjxqm8ptPTvn377NZbb3VBd9GiRdN6czIsZWH18Cjorl69uo0bN86GDh2aptuWkRw/ftxVbrz88suWJUsWq1evnpt346mnnnLjxDMqAm8AyOB0kab/sf31118hz+v3aJN66fnkvP90l5I2xslt55EjR7rA+7PPPrNatWrR/KncxiotrVSpkvtZs5qvWbPGhg8fTuCdSu28fv16NxFVy5YtQ4IXyZo1qyvtr1ixIud1KpzLftmyZbO6devar7/+Stum0rksmslcbavPedTBoQy5StdVOZMRUWoOABmc/gem3mRlofwXbPrd37Pvp+f975e5c+dGff/pLiVtjJPXzk8++aTLVs2ePdvd9gqp38bh9JlDhw7R1KnUzrq1448//uiqCrzHtddea02aNHE/azwyUv9cVim02l2BIlLnXJaGDRu6zgyv80jWrVvn2jmjBt1OWs/uBgCIv3feeSeQI0eOwKRJkwKrV68OdOvWLVCwYMHAtm3b3Ou33npr4KGHHgq+f9GiRYGsWbMGRo4cGVizZk1g4MCBgWzZsgV+/PFHDlcqtfGhQ4cC33//vXuUKlUq0KdPH/fzL7/8Qhun4rk8YsSIQPbs2QPTpk0LbN26NfjYt28f7ZxKbfz4448HPv3008D69evd+/V3Q38/xo8fTxun4rkcjlnNU7+NBw8eHJgzZ447l5cvXx648cYbAzlz5gz89NNPnMup2M6bN292d5fo0aNHYO3atYGPPvooULx48cBjjz2WoduZUnMAOA20b9/e/v77b3v00UddKZdKQZX98yZD2bx5sysV9Y9re+utt2zAgAH28MMPW+XKlW3GjBlu5lGkThv/+eefroTRXwqtR6NGjdwYZKROO7/44ouudPH6668PWY7GEQ4aNIhmToU2PnDggN19991uAqpcuXK57KwmptJykHrtjPi38a5du6xr167uvYUKFXKZ3MWLF9vZZ59N86diO5cpU8bmzJlj9913nxv6o/t39+zZ001+mZFlUvSd1hsBAAAAAEBGRTcaAAAAAABxROANAAAAAEAcEXgDAAAAABBHBN4AAAAAAMQRgTcAAAAAAHFE4A0AAAAAQBwReAMAAAAAEEcE3gAAAAAAxBGBNwAAQAw6depkrVu3TjfLicUrr7xiV1xxRUzvHTRokNWpUyfu24TTR6ZMmWzGjBl2KjiZ30t/u2zcuNH9vmLFCvf76tWr7cwzz7QDBw6clG3ByUPgDQDAKUQXh7pI0yN79uxWqVIlGzJkiB09ejStNw1hwi+oPc8884xNmjQp7u3133//2SOPPGIDBw6M6f19+vSxefPmxTUQOZnBTVrTMS5YsGBabwZOMWeffbZdeOGF9vTTT6f1piCVEXgDAHCKufLKK23r1q32yy+/2P333+8ylU899VTc1nf48GHLKI4cOZLm+1egQIGTEpBNmzbN8ufPbw0bNozp/Xnz5rUiRYrEfbtOdWnxfYh03iLj6ty5s7344ot0qGYwBN4AAJxicuTIYSVLlrSyZcvaXXfdZU2bNrWZM2e61w4dOuQyl2eccYblyZPHLrjgAluwYEHws//884916NDBvZ47d26rWbOmvf322yHLb9y4sfXo0cN69eplRYsWtebNm1sgEHAB/llnneXWX7p0abv33nuDn9m1a5fddtttVqhQIbfcq666ynUMhGf/5syZY9WrV3dBnteBkJiffvrJrrnmGhdA5suXzy655BJbv369e+348eMu26+yTG2TyqRnz56dIOP87rvvWqNGjSxnzpw2efLkYNZ12LBhbj+qVq3q3r9lyxZr166d287ChQtbq1at3DKi0bouvvhi934FrNpOb9ukfPny7t+6deu67VC7Rsr66pipLYsXL+62UctcunRp8HUdP31e2ejzzjvPte9FF11ka9euTbTt3nnnHWvZsmXIc1rW+eef784NbbeC8k2bNiUoNdfPr732mn3wwQfBCgvvPEpuO3lOZJlemz3++ONWokQJ9z6v0uOBBx5wn9F5MHHixATHX+2g9lLb1qhRwxYuXBiyXatWrXLnq85JLfvWW2+1HTt2JPp9EGUk9f1RW5YpU8buvvtu279/f7CdFTzt2bMnuK/a/2jl19ofrwoi2nkrEyZMcN8fPVetWjV74YUXorb3yy+/7M5vfU/81La33367+/mHH36wJk2auO+WvmP16tWzZcuWWXK8+uqrds4557jvYKlSpVxb+akt27Rp487bypUrB/9WybFjx+yOO+5w35VcuXK576IqQvy8Yz9y5Ei3fH3XunfvHtIZUa5cOXduaL+0L/o7pf33S+55q44rHV9tl9apv7OxlH/ru9usWTN3rqiTTcfwu+++s+TQ53fu3JngXMWpjcAbAIBTnC4MvSycLnq//vprF2ysXLnSbrjhBhfgekGwyo91cf3xxx+7gKNbt24u0FiyZEnIMhUgqZR90aJF9tJLL9l7771no0ePtnHjxrllKXDQRan/4lgX7Lqo1voVqF999dUhF8cHDx50F89vvPGGffHFF7Z582bXSRDNH3/8YZdeeqm7oP/8889t+fLl7sLaK6vXBfqoUaPcMrWvCoiuvfbakIBfHnroIevZs6etWbMmGDQpiFXgOnfuXPvoo4/cduo1XbR/+eWXbr+9zoFoGU5dhPfu3dvtt5aXOXNmF2B4gY7Xpp999pnrYJg+fXrE5fTt29e1r9pcF+gaPqBt0YW3X//+/d3+an1Zs2YNBk/RfPXVVy5Q96jdFMAoEFB76Tjp+CvIC6fjoiDF6xzRQ8FrStoptZapc+DPP/90546CXpXQq7NDnT3ffvut/e9//7M777zTfv/995D1KjBXZcj3339vDRo0cJ0R6oCS3bt322WXXeY6R9Su6kz566+/3HYm9n0QHe9nn33WdQ7pdW2fjqVov8aMGeOCWW9fEzvXIwk/bxV8P/roo67DSM8p0NRQAq07En33tZ/z588PPqdzSvt48803u9/1rzosFCzq+6V1ZsuWLeZtVFZWQbDOox9//NF9/3X++g0ePNi1p845/U3QOr1zW98VrX/q1KlubLP27+GHH7YpU6aELEP7oE4t/av9VSdF+HANfTd0vus4qxNEnZJe51Ryz1sdL3VQ6jumtlZHStu2bd3ftaTs27fPOnbs6L5/33zzjets0H7r+VjpXFMnmLYVGUgAAACcMjp27Bho1aqV+/n48eOBuXPnBnLkyBHo06dPYNOmTYEsWbIE/vjjj5DPXH755YF+/fpFXWaLFi0C999/f/D3Ro0aBerWrRvynlGjRgWqVKkSOHz4cILPr1u3TlejgUWLFgWf27FjRyBXrlyBKVOmuN8nTpzo3vPrr78G3/P8888HSpQoEXW7tM3ly5ePuE4pXbp0YNiwYSHP1a9fP3D33Xe7nzds2ODWOWbMmARtqPUeOnQo+Nwbb7wRqFq1qmtTj17XPsyZMydB20fy999/u/X9+OOPIev//vvvE6zfW87+/fsD2bJlC0yePDn4uvZX+/bkk0+63+fPn++W89lnnwXf8/HHH7vn/v3334jbsmvXLvf6F198EXzun3/+cc8tWLAg4mcGDhwYqF27dsTtTE47JSaly9TnypYtGzh27FjwPfrMJZdcEvz96NGjgTx58gTefvvtkPYfMWJE8D1HjhwJnHnmmYEnnnjC/T506NDAFVdcEbI9W7ZscZ9bu3Zt1O9DJFOnTg0UKVIk+LvO+QIFCiR4n5b9/vvvhzyn9+n9iZ23FStWDLz11lshz2n7GzRoEHWb1Na333578Pdx48a5c8trx3z58gUmTZoUSCktq3///lFf134MGDAg+LvOdz03a9asqJ/p3r174Lrrrgv+7h17HV/PDTfcEGjfvn3wd71+yy23BH/XuVS8ePHAiy++mKLv9/Lly912bty4MXCi1NZq5w8//DDiORDt70SbNm0CnTp1OuH1I/0g4w0AwClGGVpla1RuqhLZ9u3buzJWZZxUulmlShX3uvdQuaJXAq3Xhw4d6rLVKrfU6yr/VvbZT1nx8OzZv//+axUqVLCuXbva+++/H8w8KyOkDKzK2j0qzVTZqF7zqNS0YsWKwd9VNrp9+/ao+6lJyVRaHikDt3fvXpf9DB+/rN/96xR/1tej/VdWyaOS219//dVlxLx2U/uoQsBfPu6nzLqyYmoTZTZV7irhbZkYLVvZOP9+aH9VDh6+H7Vq1QppO4nWfjpWonPEo/1RZYIyf8r6qmIgqVL/cClpp9RapsqZlWX2qCzcX3WRJUsWd96Ft4my3B6dpzofvLbVupVF9X9fVMIt/nWHfx+8SobLL7/cDdvQtqtyRBlmVXakBv95q+oKbY/Ksv3b+thjjyXa7souq5pCwxlEWfMbb7wx2I6q2OjSpYsrox4xYkSyjqHaWd9BtUFi/OetyvL1XfEfo+eff961b7Fixdw+qUQ8/DukY6/jm9jfDv96VMWh4Tjee5J73tauXdvtl84v/e0bP368G04TC1VM6G+kMt0qNdf+aghCcv4ueJVMqXUuIX3ImtYbAAAAkkdjMlXiqcBRYzgVTIgu7nRxqpJR/0Wq6EJTNAmbAi6VwXrjUzV2NbzcUs/7aQyryjYVbKg8W6WcWlZyxiCGB9C6OE6sdFMXnqkhfF8iPae2+3/t3U2K1FochnHvloReiY7ETTgUnItO7akz6Q0ICi7ANYgDXYCbuPwCR0Ju6iNlldp1nwdq0NXd+Tg5Cef9f7yx+B+9tHMIgjWIV332FuWjl1YP8aXMt+bjN8rDl/27AwLU3yzFgh5o/eTKjfUQv3jxYrqeXJSP4ZRxOtc21+bP2ne7xmTXvl3HV69e/ed3I7ixNl/0BitzV86s9JuIU1pMGLv+gky7WJv3a+Zp832O3nFzbR7gwvJen+Pc7Etryc3NzVS6rGVkIGD35MmT6fcfP36cyve1qWiZOMSx9+e+a2RfSvCViQuQEMaeK1oHjt3GMX+zdd4aU/fF58+fH3z69OnBmzdvplYPxzW8G3ahzFwAxnPW80GrjHPb+lxQjj8PVMb9J+EdERFxz7AgX/ZRQp+qjLYsj0zxGnobmQo9ffp0+tnC9OvXr9MrbI5ZaFvI++jrlBmUZWf2JPttUaq3FRaehPox292FDJZ+TqJkuaiWRSJ2nY+e5fn5yRZv5eHDh5MQZXBm24cY50cIjbEmvOaMjLprsgsL69E7bJEO56vnVkDkVGzT2OubXb7H2zzxef78+SQI7u7uVoW3bSyPfes4/Y5tHkKfLa8AmKcCU8MAzL5lhFUrjADWMdiGe4dgHNnjZV/y2rkOoTevNFA5cSizKbtvvn/79u1nf/YxqHjQm0xwyviqQnHOc1TI+Dx79myq4BCcOUZ4E8nGjb+BYOApmPeeGQJ5g1MrJ/Zxyhwj3FWi+Og9d3+q9FElcOicmN7p6x6mbnOzvmPhwfH48ePN/xd/L5WaR0REXAkWzxbl3MUZeX3//n0y+Hr58uWU0YLyx5HJUW7LjEpp5CEYGb19+3ZaDFr8v3v3bhLiFqO2ScwrryQ+lXUS9kpwfX8qxJGScqWxjK8IFMZswzCJaZZMpQW17xhDKU9nSLUV48aF2PHKCho7hkqyw0uzLjD0klVWFkvQMNZaLsgt8o3RMOzicL0WRJE1dS7+jlA2joSY7OmvoKR8HgxwTsQ2UzVO5jJ5xlTgZA2iiiGWsSUcBAS2jtPv2OYhlDITTF++fJkCRqoAhjGdn2UWCU7BDqJP6wVH8n0BE4Evxy4T6n4wL4fp2vxcZVoJU+c6xDUzt9vb28kEzLxmCneMoRmTMvcyQzfBMkEvIvnQ+56Nr/uf+/hctGtHcI8Za/OBYDQGYz4wNxRcWxovzpExF3xwTOYSc0BjciyeHcbAmDsnZnFzR/9zsXWOCSIyr3NsSsQ9T3/8+LHzXlmek/ng+Wo79r21ekdFhfHXAhDXQ8I7IiLiirAQJ7y5OMtucbG2kPV6HSgtlv0hyrwmSR/k/NVWu/AKHtld2R+ZaCXn79+///neZ/tVyqn8VhZVeeuHDx82OSQvsW2ClniR1bZ9xzC2adFM7DpXZfOEK1dlC9+tKA3mlm2cZAgtsAlfPaBrGTJZTmWyMp/Ky2ULl+9Sl0ElSDjBy1buCkLorX306NHUI+zaEPKECHH/Kzh+12AIfudIfNqXIA0nasJT8GUNAQBzSK+xLC1htnWcfsc2D2F8ffTtCkSYI0QYRtUEka0ywDxSaWC+z/vJl9gWwSvw4/rLKBPFc2RyiWoeDM719evX0/eEqtYNlRLKvJVa7ytNH+jF9jox95rjdE8IiB0qfSb0lcILdtjfvJxa5YbnhfnAeZxnBIEPgQX/sy8br6xa24oMrz5s9//yrQL7MPdcc2OkhN7xzLPf52LrHPOdv5e1Njaem66b8TmEAKXgjnvZPT1eFbgFr3g0H0cVTFwH/3BY+9MHERERERHnhzEUASDT/X9D1pAolVke7yeP+NvRCy54qAVkaR4Z95sy3hERERFXiiz8MNaLiL8fpe3eZZ7ovj7KeEdERETEWdgn8rlm7zL9uwRlvOPa53jcLxLeEREREXEW9KfvgtneuV4RF/GnaI7HqSS8IyIiIiIiIi5IPd4RERERERERFyThHREREREREXFBEt4RERERERERFyThHREREREREXFBEt4RERERERERFyThHREREREREXFBEt4RERERERERFyThHREREREREfHgcvwLNUqrSWOC/dUAAAAASUVORK5CYII=",
"text/plain": [
"<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": 21,
"id": "56606822",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\eline\\AppData\\Local\\Temp\\ipykernel_10208\\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": {
"image/png": 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",
"text/plain": [
"<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}\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "80a7ede1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{2020: np.int64(1688124), 2021: np.int64(1525185), 2022: np.int64(1789267), 2023: np.int64(2262742)} 2022 vs 2021 %: 17.31475198090724 2022 vs 2023 %: -20.924833675248877\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Auswirkung df_maer Einführung df_maes 9-Euro-Tickets vom 1. Juni 2022 bis zum 31. August 2022 im Vergleich zum Jahr df_maavor undf_ma df_maanach\n",
"\n",
"#In Mannheim\n",
"\n",
"df_ma[\"t\"] = pd.to_datetime(df_ma[\"iso_timestamp\"].astype(str).str.strip(), errors=\"coerce\", utc=True)\n",
"df_ma = df_ma.dropna(subset=[\"t\"])\n",
"\n",
"\n",
"df_ma[\"metric\"] = pd.to_numeric(df_ma[\"channels_all\"], errors=\"coerce\") \n",
"\n",
"def win_sum(y):\n",
" a = pd.Timestamp(f\"{y}-06-01\", tz=\"Europe/Berlin\")\n",
" b = pd.Timestamp(f\"{y}-09-01\", tz=\"Europe/Berlin\")\n",
" return df_ma.loc[(df_ma[\"t\"]>=a) & (df_ma[\"t\"]<b), \"metric\"].sum(skipna=True)\n",
"\n",
"vals = {y: win_sum(y) for y in [2020, 2021, 2022, 2023]}\n",
"print(vals, \"2022 vs 2021 %:\", (vals[2022]/vals[2021]-1)*100, \"2022 vs 2023 %:\", (vals[2022]/vals[2023]-1)*100)\n",
"\n",
"fig, ax = plt.subplots()\n",
"bars = ax.bar([\"2020\", \"2021\",\"2022 (9€)\",\"2023\"], [vals[2020], vals[2021], vals[2022], vals[2023]])\n",
"ax.bar_label(bars, padding=3, fmt=\"%.0f\")\n",
"ax.set_title(\"Mannheim: JuniAug Vergleich 2021/2022/2023\")\n",
"ax.set_ylabel(\"Summe channels_all\")\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "47cc2917",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Monatliche Beobachtungen im Jahr 2021, 2022, 2023 in Mannheim als Liniendiagramm\n",
"\n",
"years = [2021, 2022, 2023]\n",
"labels = [\"Jan\",\"Feb\",\"Mär\",\"Apr\",\"Mai\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Okt\",\"Nov\",\"Dez\"]\n",
"\n",
"# --- 1) vorbereiten + filtern ---\n",
"d = df_backup.copy()\n",
"d[\"t\"] = (pd.to_datetime(d[\"iso_timestamp\"], errors=\"coerce\", utc=True)\n",
" .dt.tz_convert(\"Europe/Berlin\"))\n",
"d = d[\n",
" (d[\"domain_name\"].astype(str).str.strip() == \"Stadt Mannheim\") &\n",
" (d[\"counter_site\"].astype(str).str.strip() == \"Kurpfalzbrücke\") &\n",
" d[\"t\"].notna()\n",
"]\n",
"d[\"metric\"] = pd.to_numeric(d[\"channels_all\"], errors=\"coerce\").fillna(0)\n",
"\n",
"# --- 2) Tageswerte -> Monatssummen je Jahr ---\n",
"daily = d.groupby(d[\"t\"].dt.floor(\"D\"))[\"metric\"].sum().reset_index(name=\"metric\")\n",
"daily[\"year\"] = daily[\"t\"].dt.year\n",
"daily[\"month\"] = daily[\"t\"].dt.month\n",
"daily = daily[daily[\"year\"].isin(years)]\n",
"\n",
"m = daily.groupby([\"year\", \"month\"])[\"metric\"].sum().reset_index(name=\"month_sum\")\n",
"\n",
"# Pivot für Plot (Monate 1..12 als Index, Jahre als Spalten)\n",
"sum_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"month_sum\")\n",
" .reindex(range(1, 13), fill_value=0))\n",
"\n",
"\n",
"# --- Ferien markieren (Tagesebene) ---\n",
"def build_ferien_bw(years):\n",
" same_year = [(\"04-19\",\"04-24\"), (\"06-07\",\"06-19\"), (\"07-28\",\"09-11\"), (\"11-02\",\"11-05\")]\n",
" cross_year = [(\"12-21\",\"01-08\")]\n",
" out = []\n",
" for y in years:\n",
" out += [(f\"{y}-{s}\", f\"{y}-{e}\") for s,e in same_year]\n",
" out += [(f\"{y}-{s}\", f\"{y+1}-{e}\") for s,e in cross_year]\n",
" return out\n",
"\n",
"ferien = [(pd.Timestamp(s, tz=\"Europe/Berlin\"), pd.Timestamp(e, tz=\"Europe/Berlin\"))\n",
" for s, e in build_ferien_bw(years)]\n",
"\n",
"daily = d.groupby(d[\"t\"].dt.floor(\"D\"))[\"metric\"].sum().reset_index(name=\"metric\")\n",
"daily[\"year\"] = daily[\"t\"].dt.year\n",
"daily[\"month\"] = daily[\"t\"].dt.month\n",
"daily = daily[daily[\"year\"].isin(years)]\n",
"\n",
"daily[\"is_holiday\"] = False\n",
"for s, e in ferien:\n",
" daily.loc[(daily[\"t\"] >= s) & (daily[\"t\"] < e), \"is_holiday\"] = True\n",
"\n",
"m = (daily.groupby([\"year\",\"month\"])\n",
" .agg(month_sum=(\"metric\",\"sum\"),\n",
" holiday_share=(\"is_holiday\",\"mean\")) # Anteil Ferientage im Monat\n",
" .reset_index())\n",
"\n",
"sum_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"month_sum\")\n",
" .reindex(range(1,13), fill_value=0))\n",
"hol_pivot = (m.pivot(index=\"month\", columns=\"year\", values=\"holiday_share\")\n",
" .reindex(range(1,13), fill_value=0))\n",
"\n",
"\n",
"x = np.arange(1, 13)\n",
"fig, ax = plt.subplots()\n",
"\n",
"for y in years:\n",
" ax.plot(x, sum_pivot[y].to_numpy(), label=str(y))\n",
"\n",
"\n",
"ax.set_xticks(x, labels)\n",
"ax.set_xlabel(\"Monat\")\n",
"ax.set_ylabel(\"Summe channels_all\")\n",
"ax.set_title(\"Mannheim: Monatssumme + Ferienanteil\")\n",
"ax.legend()\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Prognose berechnen für Wachstum im Jahr 2022 mit bezug ob das 9$ Ticket gedämpft hat"
]
}
],
"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
}