{ "cells": [ { "cell_type": "code", "execution_count": 7, "id": "ea7d1a2b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n" ] }, { "cell_type": "code", "execution_count": null, "id": "181190f4", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "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": 9, "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", "operator_name 0\n", "domain_name 0\n", "domain_id 0\n", "counter_site 0\n", "counter_site_id 0\n", "counter_serial 0\n", "longitude 0\n", "latitude 0\n", "timezone 0\n", "iso_timestamp 0\n", "channels_in 0\n", "channels_out 0\n", "channels_unknown 27415\n", "channels_all 0\n", "site_temperature 0\n", "site_rain_accumulation 0\n", "site_snow_accumulation 0\n", "year 0\n", "dtype: int64\n" ] } ], "source": [ "# Daten bereinigen\n", "\n", "# replace various forms of 'na' with np.nan\n", "df = df.replace([\"na\", \"NA\", \"Na\"], np.nan)\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/bikes_mannheim.csv\", index=False)\n", "print(df_ma.isna().sum())\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "eb082a0d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_17648\\3477491348.py:3: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_ma[\"short_labels\"] = df_ma[\"counter_site\"].apply(lambda x: x[:max_length] + (\"…\" if len(x) > max_length else \"\"))\n" ] } ], "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": null, "id": "ea13a213", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\nikol\\AppData\\Local\\Temp\\ipykernel_17648\\3785016934.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": [ "
" ] }, "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": 12, "id": "cf4ab2b6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": 13, "id": "f938cd69", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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": 14, "id": "ab084d8d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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": "code", "execution_count": null, "id": "ad8639cd", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", "# TODO Was sind die sehr großen Outlier? An welchem Tag waren sie und was war da? Alle am gleichen Tag? Renzstraße und Kurpfalzbrücke" ] }, { "cell_type": "markdown", "id": "6e6c3493", "metadata": {}, "source": [ "# Korrelation zwischen Temperatur und Fahrradnutzung" ] }, { "cell_type": "code", "execution_count": 17, "id": "95626fa7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "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", "plt.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": 18, "id": "46404807", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " short_labels pearson_corr\n", "1 B38. RI. AUS 0.011942\n", "15 Lindenhofüberfü… 0.235979\n", "25 Theodor-Heuss-A… 0.381730\n", "21 Renzstraße 0.445103\n", "19 Neckarauer Über… 0.486533\n", "5 Feudenheimerstr… 0.510540\n", "7 Feudenheimstr. … 0.533080\n", "13 Kurpfalzbrücke 0.548310\n", "9 Jungbuschbrücke 0.557844\n", "11 Konrad-Adenauer… 0.568114\n", "17 Luzenbergstr. 0.584917\n", "3 Fernmeldeturm. 0.619432\n", "23 Schlosspark Lin… 0.629848\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_per_station = (\n", " df_ma.groupby(\"short_labels\")[[\"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[\"short_labels\"].notna())\n", "][[\"short_labels\", \"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[\"short_labels\"], 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.“" ] } ], "metadata": { "kernelspec": { "display_name": "dat (3.12.3)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }