{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Liniendiagramm\n", "\n", "Dieses Notizbuch zeigt, wie man ein einfaches Liniendiagramm mit Pythons `matplotlib` erstellt. Wir beginnen mit Beispieldaten und zeigen Ihnen dann, wie Sie Ihren eigenen Datensatz laden und visualisieren können." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Grundlegendes Liniendiagramm" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Schritt 1: Python Libraries importieren\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Schritt 2: Beispieldaten erstellen\n", "x = np.linspace(0, 23, 2*24)\n", "\n", "np.random.seed(42)\n", "noise = np.random.uniform(-1, 1.5, size=x.shape)\n", "y = 20 + 8 * np.sin((x - 9) * np.pi / 12) + noise\n", "\n", "# Schritt 3: Plotten des grundlegenden Liniendiagramms\n", "plt.figure(figsize=(8, 4))\n", "plt.plot(x, y, label='sin(x)', color='blue', linewidth=2)\n", "plt.title('Basic Line Graph')\n", "plt.xlabel('X-axis')\n", "plt.ylabel('Y-axis')\n", "plt.ylim(10,30)\n", "plt.grid(True)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Liniendiagramm mit CDS-Datensatz" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.dates import DateFormatter, YearLocator, MonthLocator\n", "import matplotlib.ticker as ticker\n", "\n", "# Lese die CSV-Datei mit Datums-Parsing\n", "csv_filepath = f\"./data/satellite-lake-water-level.csv\"\n", "dataframe = pd.read_csv(csv_filepath, parse_dates=['time'], index_col='time')\n", "\n", "# Erstelle die Figur und Achsen\n", "fig, ax = plt.subplots(figsize=(12, 6), facecolor='#f1f1f1', edgecolor='k')\n", "\n", "# Plotten der Wasserstandsdaten\n", "ax.plot(\n", " dataframe.index,\n", " dataframe['water_surface_height_above_reference_datum'],\n", " marker='o',\n", " linestyle='-',\n", " color='#1877F2',\n", " label=\"Wasserstand\",\n", ")\n", "\n", "# Formatieren der x-Achse für bessere Lesbarkeit\n", "ax.xaxis.set_major_locator(YearLocator()) # Haupt-Ticks für jedes Jahr\n", "ax.xaxis.set_minor_locator(MonthLocator()) # Kleine Ticks für jeden Monat\n", "ax.xaxis.set_major_formatter(DateFormatter('%Y')) \n", "ax.tick_params(axis='x', which='major', length=4, direction='inout', width=2)\n", "ax.tick_params(axis='x', which='minor', length=3, direction='inout')\n", "\n", "# Setzen der y-Achsen-Grenzen\n", "ax.set_ylim(393.5, 396.5)\n", "\n", "# Setzen der Achsenbeschriftungen und Titel des Diagramms\n", "ax.set_xlabel('Jahr', fontsize=12)\n", "ax.set_ylabel('Wasserstand (m)', fontsize=12)\n", "ax.set_title('Wasserstand des Bodensees', fontsize=14, fontweight='bold')\n", "\n", "# Hinzufügen eines Rasters zum Diagramm und Formatierung der y-Achse\n", "ax.grid(visible=True, color='#b0b0b0', linestyle='--', linewidth=0.8, alpha=0.6)\n", "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%0.2f'))\n", "\n", "# Hinzufügen einer Beschreibung und Quelleninformation\n", "plt.figtext(\n", " 0.4,\n", " -0.05,\n", " (\n", " 'Beschreibung: Wasserstand des Bodensees, abgeleitet aus Satellitendaten des CDS.\\n'\n", " 'Quelle: Copernicus Climate Change Service, Climate Data Store, (2020): Seepegelstände von 1992 '\n", " 'bis heute, abgeleitet aus Satellitendaten. Copernicus Climate Change Service (C3S) Climate Data '\n", " 'Store (CDS). DOI: 10.24381/cds.5714c668 (Zugriff am 16-10-2024)'\n", " ),\n", " ha='left',\n", " va='center',\n", " fontsize=9,\n", " wrap=True,\n", " backgroundcolor='w',\n", ")\n", "\n", "# Layout anpassen und das Diagramm anzeigen\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "cds_env", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 2 }