{ "cells": [ { "cell_type": "markdown", "id": "5fad5cf3", "metadata": {}, "source": [ "# RKI Corona Plots" ] }, { "cell_type": "markdown", "id": "dea67c99", "metadata": {}, "source": [ "## 7 Tages Inzidenz pro Bundesland" ] }, { "cell_type": "code", "execution_count": 1, "id": "9c8d6250", "metadata": {}, "outputs": [], "source": [ "import pandas as pd \n", "Bundeslaender_RM7 = pd.read_csv(\"data/RKI_Corona_Bundeslaender_RM7.csv\")\n", "Bundeslaender_RM7['Meldedatum'] = pd.to_datetime(Bundeslaender_RM7['Meldedatum'],format='%Y/%m/%d')" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bbf49fe", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Meldedatum Bundesland Neue Fallzahlen \\\n", "0 2020-01-02 00:00:00+00:00 Nordrhein-Westfalen 1 \n", "1 2020-02-20 00:00:00+00:00 Nordrhein-Westfalen 1 \n", "2 2020-02-26 00:00:00+00:00 Nordrhein-Westfalen 3 \n", "3 2020-02-27 00:00:00+00:00 Nordrhein-Westfalen 18 \n", "4 2020-02-28 00:00:00+00:00 Nordrhein-Westfalen 34 \n", "... ... ... ... \n", "7747 2021-07-02 00:00:00+00:00 Sachsen-Anhalt 2 \n", "7748 2021-07-03 00:00:00+00:00 Sachsen-Anhalt 3 \n", "7749 2021-07-04 00:00:00+00:00 Sachsen-Anhalt 1 \n", "7750 2021-07-05 00:00:00+00:00 Sachsen-Anhalt 3 \n", "7751 2021-07-06 00:00:00+00:00 Sachsen-Anhalt 3 \n", "\n", " Neue Fallzahlen Mittelwert (7 Tage) Neue Fallzahlen Summe (7 Tage) \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "... ... ... \n", "7747 3 23 \n", "7748 3 24 \n", "7749 3 24 \n", "7750 3 22 \n", "7751 3 22 \n", "\n", " Faelle gesamt 7 Tage Indizdenz \n", "0 1 0.0 \n", "1 2 0.0 \n", "2 5 0.0 \n", "3 23 0.0 \n", "4 57 0.0 \n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "sns.set_context(\"notebook\")\n", "sns.set_style(\"darkgrid\")\n", "\n", "fig , ax = plt.subplots(figsize=(10,6))\n", "\n", "# plot\n", "ax = sns.lineplot(data=Bundeslaender_RM7,x=\"Meldedatum\", y=\"7 Tage Indizdenz\", hue=\"Bundesland\")\n", "\n", "# title\n", "last_date = Bundeslaender_RM7.iloc[-1,0].strftime('%Y-%m-%d') # letztes Datum als Datenstand\n", "ax.set_title(\"Corona Fallzahlen am \"+last_date+\" (Quelle: RKI)\", fontsize=10)\n", "\n", "# Label\n", "ax.set_ylabel(\"\")\n", "\n", "plt.savefig('Bundeslaender_RKI-Coronazahlen_Stand'+last_date+'.png', bbox_inches='tight', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "41c53d37", "metadata": {}, "source": [ "## Corona Inzidenz am letzten Tag" ] }, { "cell_type": "code", "execution_count": 10, "id": "3eee533b", "metadata": {}, "outputs": [], "source": [ "Bundeslaender_RM7_lastday=Bundeslaender_RM7.loc[Bundeslaender_RM7[\"Meldedatum\"]==Bundeslaender_RM7[\"Meldedatum\"].iloc[-1]].sort_values(by=\"7 Tage Indizdenz\", ascending=False).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 9, "id": "4ee3976f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "sns.set_context(\"notebook\")\n", "fig , ax = plt.subplots(figsize=(10,6))\n", "\n", "# plot\n", "ax = sns.barplot(data=Bundeslaender_RM7_lastday,y=\"Bundesland\", x=\"7 Tage Indizdenz\")\n", "\n", "# title\n", "last_date = Bundeslaender_RM7_lastday.iloc[-1,0].strftime('%Y-%m-%d') # letztes Datum als Datenstand\n", "ax.set_title(\"Corona Fallzahlen am \"+last_date+\" (Quelle: RKI)\", fontsize=10)\n", "\n", "# Label\n", "ax.set_ylabel(\"\")\n", "\n", "plt.savefig('Bundeslaender_RKI-Coronazahlen_Stand'+last_date+'.png', bbox_inches='tight', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bd0f9678", "metadata": {}, "source": [ "Mit Wert innerhalb des Graphs über eine Funktion" ] }, { "cell_type": "code", "execution_count": 12, "id": "116caa32", "metadata": {}, "outputs": [], "source": [ "def show_values_on_bars(axs, h_v=\"v\", space=0.4, space2=0):\n", " def _show_on_single_plot(ax):\n", " if h_v == \"v\":\n", " for p in ax.patches:\n", " _x = p.get_x() + p.get_width() / 2\n", " _y = p.get_y() + p.get_height()\n", " value = int(p.get_height())\n", " ax.text(_x, _y, value, ha=\"center\") \n", " elif h_v == \"h\":\n", " for p in ax.patches:\n", " _x = p.get_x() + p.get_width() + float(space)\n", " _y = p.get_y() + p.get_height() / 2 + float(space2)\n", " value = int(p.get_width())\n", " ax.text(_x, _y, value, ha=\"right\", va=\"center\", c=\"white\")\n", "\n", " if isinstance(axs, np.ndarray):\n", " for idx, ax in np.ndenumerate(axs):\n", " _show_on_single_plot(ax)\n", " else:\n", " _show_on_single_plot(axs)" ] }, { "cell_type": "code", "execution_count": 16, "id": "c1db3a45", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "sns.set_context(\"notebook\")\n", "fig , ax = plt.subplots(figsize=(10,6))\n", "\n", "# plot\n", "ax = sns.barplot(data=Bundeslaender_RM7_lastday,y=\"Bundesland\", x=\"7 Tage Indizdenz\")\n", "\n", "# show values\n", "show_values_on_bars(ax, \"h\", -0.1,0.05) # Zahlen hinzufügen\n", "\n", "# title\n", "last_date = Bundeslaender_RM7_lastday.iloc[-1,0].strftime('%Y-%m-%d') # letztes Datum als Datenstand\n", "ax.set_title(\"Corona Fallzahlen am \"+last_date+\" (Quelle: RKI)\", fontsize=10)\n", "\n", "# Label\n", "ax.set_ylabel(\"\")\n", "\n", "plt.savefig('Bundeslaender_RKI-Coronazahlen_Stand'+last_date+'.png', bbox_inches='tight', dpi=150)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "32fc25e7", "metadata": {}, "source": [ "## Leipzig " ] }, { "cell_type": "code", "execution_count": 18, "id": "2373af53", "metadata": {}, "outputs": [], "source": [ "Leipzig = pd.read_csv(\"data/RKI_Corona_Leipzig.csv\")\n", "Leipzig['Meldedatum'] = pd.to_datetime(Leipzig['Meldedatum'],format='%Y/%m/%d')" ] }, { "cell_type": "code", "execution_count": 19, "id": "e2d64d2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as dates\n", "import matplotlib.ticker as tkr \n", "\n", "# Allgemein\n", "plt.style.use('seaborn-darkgrid') # default stil einstellen (auch andere stile z.B. auch \"seaborn-darkgrid\" möglich )\n", "plt.rcParams.update({'font.size': 20});\n", "\n", "# Set Figure\n", "fig , ax1 = plt.subplots(figsize=(10,5))\n", "\n", "# Plot 1 : ax1 - neue Fälle\n", "\n", "# Plot\n", "ax1.plot(Leipzig[\"Meldedatum\"],Leipzig[\"Neue Fallzahlen\"], color='tab:gray', alpha=0.5)\n", "ax1.fill_between(Leipzig[\"Meldedatum\"], Leipzig[\"Neue Fallzahlen\"], 0, facecolor ='tab:gray', alpha=0.25, zorder=-99, label=\"Neue Fälle\") \n", "\n", "# Plot 2 : ax2 - Fälle kumuliert\n", "ax2 = ax1.twinx()\n", "\n", "# Plot\n", "ax2.plot(Leipzig[\"Meldedatum\"],Leipzig[\"7 Tage Indizdenz\"], color='tab:blue',label=\"7 Tage Indizdenz\", zorder=99)\n", "ax2.grid()\n", "\n", "# Legenden\n", "ax1.legend(bbox_to_anchor=(0, 1.0), loc='upper left')\n", "ax2.legend(bbox_to_anchor=(0, 0.92), loc='upper left')\n", "\n", "# Zahlen der y-Achse Tausend mit Komma trennen\n", "ax1.get_yaxis().set_major_formatter(tkr.FuncFormatter(lambda x, p: format(int(x), \",\")))\n", "ax2.get_yaxis().set_major_formatter(tkr.FuncFormatter(lambda x, p: format(int(x), \",\")))\n", "\n", "# Farben der zwei y-Achsen anpassen (mit Beschriftung)\n", "ax1.set_ylabel('Neue Fälle', color='tab:gray')\n", "ax2.set_ylabel(\"Fälle letzte 7 Tage/100.000 EW\", color='tab:blue')\n", "ax1.tick_params(colors='tab:gray', which='both', axis=\"y\") \n", "ax2.tick_params(colors='tab:blue', which='both', axis=\"y\") \n", "\n", "# y ticks Anpassen\n", "ax1.set_ylim(bottom=0, top=400) # Achse 2 Limits\n", "ax2.set_ylim(bottom=0, top=400) # Achse 1 Limits\n", "\n", "nticks=5 # Anzahl Ticks für Achse 1 und 2\n", "ax1.yaxis.set_major_locator(tkr.LinearLocator(nticks))\n", "ax2.yaxis.set_major_locator(tkr.LinearLocator(nticks))\n", "\n", "# x ticks Anpassen\n", "ax1.xaxis.set_major_locator(dates.MonthLocator(interval=1)) # jeden Monat ein Tick\n", "ax1.xaxis.set_major_formatter(dates.DateFormatter('%b %y')) # Darstellung Monatsnamekurz + Jahr\n", "\n", "# x Tick Schrift Formatierung (Variante 1: eigene Einstellungen)\n", "labels = ax1.get_xticklabels(); # labels auslesen um diese noch mal zu formatieren\n", "plt.setp(labels, rotation=80, fontsize=12); # Labels drehen\n", "\n", "# x Tick Schrift Formatierung (Variante 2: automatisch)\n", "#fig.autofmt_xdate()\n", "\n", "# title\n", "last_date = Leipzig.iloc[-1,0].strftime('%Y-%m-%d') # letztes Datum als Datenstand\n", "ax1.set_title(\"Corona Fallzahlen für Leipzig (Quelle: RKI , Stand:\"+last_date+\")\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.savefig('Leipzig_RKI-Coronazahlen_Stand'+last_date+'.png', bbox_inches='tight', dpi=150)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "37190de8", "metadata": {}, "source": [ "## Aufgabe\n", "\n", "Plotten Sie die Zahlen für Deutschland \n", "\n", "1. pandas Dataframe `Bundeslaender_RM7` für Bundesländer pro Tag aufsummieren (neuen Dataframe erzeugen) \n", "1. Spalte `7 Tage Indizdenz` über das `Meldedatum` plotten" ] }, { "cell_type": "code", "execution_count": 20, "id": "7a148d8a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MeldedatumBundeslandNeue FallzahlenNeue Fallzahlen Mittelwert (7 Tage)Neue Fallzahlen Summe (7 Tage)Faelle gesamt7 Tage Indizdenz
02020-01-02 00:00:00+00:00Nordrhein-Westfalen10010.0
12020-02-20 00:00:00+00:00Nordrhein-Westfalen10020.0
22020-02-26 00:00:00+00:00Nordrhein-Westfalen30050.0
32020-02-27 00:00:00+00:00Nordrhein-Westfalen1800230.0
42020-02-28 00:00:00+00:00Nordrhein-Westfalen3400570.0
........................
77472021-07-02 00:00:00+00:00Sachsen-Anhalt2323992441.0
77482021-07-03 00:00:00+00:00Sachsen-Anhalt3324992471.0
77492021-07-04 00:00:00+00:00Sachsen-Anhalt1324992481.0
77502021-07-05 00:00:00+00:00Sachsen-Anhalt3322992511.0
77512021-07-06 00:00:00+00:00Sachsen-Anhalt3322992541.0
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" ], "text/plain": [ " Meldedatum Bundesland Neue Fallzahlen \\\n", "0 2020-01-02 00:00:00+00:00 Nordrhein-Westfalen 1 \n", "1 2020-02-20 00:00:00+00:00 Nordrhein-Westfalen 1 \n", "2 2020-02-26 00:00:00+00:00 Nordrhein-Westfalen 3 \n", "3 2020-02-27 00:00:00+00:00 Nordrhein-Westfalen 18 \n", "4 2020-02-28 00:00:00+00:00 Nordrhein-Westfalen 34 \n", "... ... ... ... \n", "7747 2021-07-02 00:00:00+00:00 Sachsen-Anhalt 2 \n", "7748 2021-07-03 00:00:00+00:00 Sachsen-Anhalt 3 \n", "7749 2021-07-04 00:00:00+00:00 Sachsen-Anhalt 1 \n", "7750 2021-07-05 00:00:00+00:00 Sachsen-Anhalt 3 \n", "7751 2021-07-06 00:00:00+00:00 Sachsen-Anhalt 3 \n", "\n", " Neue Fallzahlen Mittelwert (7 Tage) Neue Fallzahlen Summe (7 Tage) \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "... ... ... \n", "7747 3 23 \n", "7748 3 24 \n", "7749 3 24 \n", "7750 3 22 \n", "7751 3 22 \n", "\n", " Faelle gesamt 7 Tage Indizdenz \n", "0 1 0.0 \n", "1 2 0.0 \n", "2 5 0.0 \n", "3 23 0.0 \n", "4 57 0.0 \n", "... ... ... \n", "7747 99244 1.0 \n", "7748 99247 1.0 \n", "7749 99248 1.0 \n", "7750 99251 1.0 \n", "7751 99254 1.0 \n", "\n", "[7752 rows x 7 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Bundeslaender_RM7" ] } ], "metadata": { "kernelspec": { "display_name": "Python 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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }