323 lines
224 KiB
Plaintext
323 lines
224 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "ea7d1a2b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 32,
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"id": "181190f4",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_6688\\3387866908.py:10: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n",
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" df_temp = pd.read_csv(datei)\n",
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"C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_6688\\3387866908.py:10: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n",
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" df_temp = pd.read_csv(datei)\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import glob\n",
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"import os\n",
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"\n",
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"pfad = \"../data/tageswerte_pro_Jahr/*.csv\" # z.B. \"data/*.csv\" oder \"C:/Users/du/fahrrad/*.csv\"\n",
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"\n",
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"dateien = glob.glob(pfad)\n",
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"dfs = []\n",
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"for datei in dateien:\n",
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" df_temp = pd.read_csv(datei)\n",
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" jahr = os.path.basename(datei).split(\"_\")[2].split(\".\")[0]\n",
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" df_temp[\"year\"] = jahr\n",
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" dfs.append(df_temp.astype({\"year\":int}))\n",
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"\n",
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"df = pd.concat(dfs, ignore_index=True)\n",
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"df_ma = df[df[\"domain_name\"] == 'Stadt Mannheim']\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"id": "ea13a213",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"avg_per_year = df_ma.groupby(\"year\")[\"channels_all\"].mean()\n",
|
|
"\n",
|
|
"avg_per_year = avg_per_year.sort_index()\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.bar(avg_per_year.index.astype(str), avg_per_year.values)\n",
|
|
"\n",
|
|
"plt.xlabel(\"Year\")\n",
|
|
"plt.ylabel(\"Average channels_all\")\n",
|
|
"plt.title(\"Average observations per year (Stadt Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"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": [
|
|
"avg_per_year = df_ma.groupby(\"year\")[\"channels_all\"].sum()\n",
|
|
"\n",
|
|
"avg_per_year = avg_per_year.sort_index()\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"plt.bar(avg_per_year.index.astype(str), avg_per_year.values)\n",
|
|
"\n",
|
|
"plt.xlabel(\"Year\")\n",
|
|
"plt.ylabel(\"Total observations in millions\")\n",
|
|
"plt.title(\"Total observations per year (Stadt Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "ab084d8d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"station_sum = df_ma.groupby(\"counter_site\")[\"channels_all\"].sum().sort_values(ascending=False)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 5))\n",
|
|
"plt.bar(station_sum.index, station_sum.values)\n",
|
|
"plt.xticks(rotation=30)\n",
|
|
"plt.xlabel(\"Station\")\n",
|
|
"plt.ylabel(\"Total observations (sum over all years) in millions\")\n",
|
|
"plt.title(\"Total observations per station (Stadt Mannheim)\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "cf4ab2b6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_6688\\2974708269.py:4: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
|
" dfyear = pd.read_csv(f'../data/tageswerte_pro_Jahr/fahrradzaehler_tageswerten_20{year}.csv', delimiter=',')\n",
|
|
"C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_6688\\2974708269.py:4: DtypeWarning: Columns (10,11,14,15,16) have mixed types. Specify dtype option on import or set low_memory=False.\n",
|
|
" dfyear = pd.read_csv(f'../data/tageswerte_pro_Jahr/fahrradzaehler_tageswerten_20{year}.csv', delimiter=',')\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"yearly_avg_ma = []\n",
|
|
"years=[]\n",
|
|
"for year in range(14,25):\n",
|
|
" dfyear = pd.read_csv(f'../data/tageswerte_pro_Jahr/fahrradzaehler_tageswerten_20{year}.csv', delimiter=',')\n",
|
|
" dfyear_ma = dfyear[dfyear[\"domain_name\"] == 'Stadt Mannheim']\n",
|
|
" yearly_avg_ma.append(np.mean(dfyear_ma[\"channels_all\"]))\n",
|
|
" years.append(f\"20{year}\")\n",
|
|
"\n",
|
|
"plot_data = pd.DataFrame({\n",
|
|
" 'Year': years,\n",
|
|
" 'Average': yearly_avg_ma\n",
|
|
"})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "a175b2c5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# WICHTIG Hier kommt der Absturz des Mittelwerts dadurch, dass mehr Zählstationen hinzugefügt wurden, die nicht an einem Hotspot standen, also Mittelwert sinkt.\n",
|
|
"sns.set(style=\"whitegrid\")\n",
|
|
"\n",
|
|
"# Create a line plot or bar plot\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"sns.lineplot(x='Year', y='Average', data=plot_data, marker='o')\n",
|
|
"\n",
|
|
"# Optional: Customize the plot further\n",
|
|
"plt.title(\"Yearly Average of Tracked Bikes in Mannheim\", fontsize=16)\n",
|
|
"plt.xlabel(\"Year\", fontsize=12)\n",
|
|
"plt.ylabel(\"Average Number of bikes\", fontsize=12)\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "e5404b07",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" operator_name domain_name domain_id counter_site \\\n",
|
|
"3285 Eco Counter GmbH Stadt Mannheim 4197 Renzstraße \n",
|
|
"3286 Eco Counter GmbH Stadt Mannheim 4197 Renzstraße \n",
|
|
"3287 Eco Counter GmbH Stadt Mannheim 4197 Renzstraße \n",
|
|
"3288 Eco Counter GmbH Stadt Mannheim 4197 Renzstraße \n",
|
|
"3289 Eco Counter GmbH Stadt Mannheim 4197 Renzstraße \n",
|
|
"... ... ... ... ... \n",
|
|
"10945 Eco Counter GmbH Stadt Mannheim 4197 Kurpfalzbrücke \n",
|
|
"10946 Eco Counter GmbH Stadt Mannheim 4197 Kurpfalzbrücke \n",
|
|
"10947 Eco Counter GmbH Stadt Mannheim 4197 Kurpfalzbrücke \n",
|
|
"10948 Eco Counter GmbH Stadt Mannheim 4197 Kurpfalzbrücke \n",
|
|
"10949 Eco Counter GmbH Stadt Mannheim 4197 Kurpfalzbrücke \n",
|
|
"\n",
|
|
" counter_site_id counter_serial longitude latitude \\\n",
|
|
"3285 100013246 YTH21025244 8.481114 49.490270 \n",
|
|
"3286 100013246 YTH21025244 8.481114 49.490270 \n",
|
|
"3287 100013246 YTH21025244 8.481114 49.490270 \n",
|
|
"3288 100013246 YTH21025244 8.481114 49.490270 \n",
|
|
"3289 100013246 YTH21025244 8.481114 49.490270 \n",
|
|
"... ... ... ... ... \n",
|
|
"10945 100043761 YTH18116954 8.472163 49.494099 \n",
|
|
"10946 100043761 YTH18116954 8.472163 49.494099 \n",
|
|
"10947 100043761 YTH18116954 8.472163 49.494099 \n",
|
|
"10948 100043761 YTH18116954 8.472163 49.494099 \n",
|
|
"10949 100043761 YTH18116954 8.472163 49.494099 \n",
|
|
"\n",
|
|
" timezone iso_timestamp channels_in \\\n",
|
|
"3285 (UTC+01:00) Europe/Paris DST 2019-01-01T00:00:00+01:00 318 \n",
|
|
"3286 (UTC+01:00) Europe/Paris DST 2019-01-02T00:00:00+01:00 1050 \n",
|
|
"3287 (UTC+01:00) Europe/Paris DST 2019-01-03T00:00:00+01:00 931 \n",
|
|
"3288 (UTC+01:00) Europe/Paris DST 2019-01-04T00:00:00+01:00 1036 \n",
|
|
"3289 (UTC+01:00) Europe/Paris DST 2019-01-05T00:00:00+01:00 509 \n",
|
|
"... ... ... ... \n",
|
|
"10945 (UTC+01:00) Europe/Paris DST 2019-12-27T00:00:00+01:00 1180 \n",
|
|
"10946 (UTC+01:00) Europe/Paris DST 2019-12-28T00:00:00+01:00 1232 \n",
|
|
"10947 (UTC+01:00) Europe/Paris DST 2019-12-29T00:00:00+01:00 715 \n",
|
|
"10948 (UTC+01:00) Europe/Paris DST 2019-12-30T00:00:00+01:00 1362 \n",
|
|
"10949 (UTC+01:00) Europe/Paris DST 2019-12-31T00:00:00+01:00 925 \n",
|
|
"\n",
|
|
" channels_out channels_unknown channels_all site_temperature \\\n",
|
|
"3285 348 na 666 4.5 \n",
|
|
"3286 1002 na 2052 3.5 \n",
|
|
"3287 866 na 1797 2.5 \n",
|
|
"3288 954 na 1990 2.5 \n",
|
|
"3289 506 na 1015 5.0 \n",
|
|
"... ... ... ... ... \n",
|
|
"10945 1282 na 2462 5.5 \n",
|
|
"10946 1325 na 2557 3.5 \n",
|
|
"10947 786 na 1501 2.0 \n",
|
|
"10948 1534 na 2896 1.5 \n",
|
|
"10949 1029 na 1954 2.5 \n",
|
|
"\n",
|
|
" site_rain_accumulation site_snow_accumulation \n",
|
|
"3285 0.8 0.0 \n",
|
|
"3286 0.8 0.0 \n",
|
|
"3287 0.1 0.1 \n",
|
|
"3288 0.3 0.0 \n",
|
|
"3289 11.1 0.0 \n",
|
|
"... ... ... \n",
|
|
"10945 1.4 0.0 \n",
|
|
"10946 0.0 0.0 \n",
|
|
"10947 0.0 0.0 \n",
|
|
"10948 0.0 0.0 \n",
|
|
"10949 0.0 0.0 \n",
|
|
"\n",
|
|
"[2555 rows x 17 columns]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# getrackte Räder nach channel site, also Standort der Zählstation im Jahr 2014\n",
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"df15 = pd.read_csv(f'../data/tageswerte_pro_Jahr/fahrradzaehler_tageswerten_2019.csv', delimiter=',')\n",
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"df15_ma = df15[df15[\"domain_name\"] == 'Stadt Mannheim']\n",
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"print(df15_ma)\n"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "dat",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"pygments_lexer": "ipython3",
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"nbformat_minor": 5
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