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@derivator
Created May 11, 2020 11:17
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import locale\n",
"locale.setlocale(locale.LC_ALL, 'de_DE')\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Datum des Erkrankungsbeginns</th>\n",
" <th>Punktschätzer der Anzahl Neuerkrankungen (ohne Glättung)</th>\n",
" <th>Untere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen (ohne Glättung)</th>\n",
" <th>Obere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen (ohne Glättung)</th>\n",
" <th>Punktschätzer der Anzahl Neuerkrankungen</th>\n",
" <th>Untere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen</th>\n",
" <th>Obere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen</th>\n",
" <th>Punktschätzer der Reproduktionszahl R</th>\n",
" <th>Untere Grenze des 95%-Prädiktionsintervalls der Reproduktionszahl R</th>\n",
" <th>Obere Grenze des 95%-Prädiktionsintervalls der Reproduktionszahl R</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>2020-05-02</td>\n",
" <td>747</td>\n",
" <td>614</td>\n",
" <td>887</td>\n",
" <td>832</td>\n",
" <td>720</td>\n",
" <td>953</td>\n",
" <td>0.82</td>\n",
" <td>0.76</td>\n",
" <td>0.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>2020-05-03</td>\n",
" <td>832</td>\n",
" <td>628</td>\n",
" <td>1021</td>\n",
" <td>812</td>\n",
" <td>673</td>\n",
" <td>958</td>\n",
" <td>0.83</td>\n",
" <td>0.74</td>\n",
" <td>0.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>2020-05-04</td>\n",
" <td>982</td>\n",
" <td>753</td>\n",
" <td>1196</td>\n",
" <td>829</td>\n",
" <td>658</td>\n",
" <td>997</td>\n",
" <td>0.85</td>\n",
" <td>0.75</td>\n",
" <td>0.96</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>2020-05-05</td>\n",
" <td>1003</td>\n",
" <td>705</td>\n",
" <td>1351</td>\n",
" <td>891</td>\n",
" <td>675</td>\n",
" <td>1114</td>\n",
" <td>1.01</td>\n",
" <td>0.87</td>\n",
" <td>1.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>2020-05-06</td>\n",
" <td>936</td>\n",
" <td>525</td>\n",
" <td>1416</td>\n",
" <td>938</td>\n",
" <td>653</td>\n",
" <td>1246</td>\n",
" <td>1.13</td>\n",
" <td>0.94</td>\n",
" <td>1.35</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Datum des Erkrankungsbeginns \\\n",
"61 2020-05-02 \n",
"62 2020-05-03 \n",
"63 2020-05-04 \n",
"64 2020-05-05 \n",
"65 2020-05-06 \n",
"\n",
" Punktschätzer der Anzahl Neuerkrankungen (ohne Glättung) \\\n",
"61 747 \n",
"62 832 \n",
"63 982 \n",
"64 1003 \n",
"65 936 \n",
"\n",
" Untere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen (ohne Glättung) \\\n",
"61 614 \n",
"62 628 \n",
"63 753 \n",
"64 705 \n",
"65 525 \n",
"\n",
" Obere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen (ohne Glättung) \\\n",
"61 887 \n",
"62 1021 \n",
"63 1196 \n",
"64 1351 \n",
"65 1416 \n",
"\n",
" Punktschätzer der Anzahl Neuerkrankungen \\\n",
"61 832 \n",
"62 812 \n",
"63 829 \n",
"64 891 \n",
"65 938 \n",
"\n",
" Untere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen \\\n",
"61 720 \n",
"62 673 \n",
"63 658 \n",
"64 675 \n",
"65 653 \n",
"\n",
" Obere Grenze des 95%-Prädiktionsintervalls der Anzahl Neuerkrankungen \\\n",
"61 953 \n",
"62 958 \n",
"63 997 \n",
"64 1114 \n",
"65 1246 \n",
"\n",
" Punktschätzer der Reproduktionszahl R \\\n",
"61 0.82 \n",
"62 0.83 \n",
"63 0.85 \n",
"64 1.01 \n",
"65 1.13 \n",
"\n",
" Untere Grenze des 95%-Prädiktionsintervalls der Reproduktionszahl R \\\n",
"61 0.76 \n",
"62 0.74 \n",
"63 0.75 \n",
"64 0.87 \n",
"65 0.94 \n",
"\n",
" Obere Grenze des 95%-Prädiktionsintervalls der Reproduktionszahl R \n",
"61 0.90 \n",
"62 0.91 \n",
"63 0.96 \n",
"64 1.17 \n",
"65 1.35 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date = '2020-05-10'\n",
"data = pd.read_excel(\"./Nowcasting_Zahlen_{}.xlsx\".format(date))\n",
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"measures=[\n",
" ('2020-03-10',\"Großveranstaltungen abgesagt\"),\n",
" ('2020-03-12',\"Merkel ruft auf, Sozialkontakte zu vermeiden\"),\n",
" ('2020-03-16',\"Geschäfte, Schulen und Kitas schließen,\\nGottesdienste verboten, Einreiseverbot\"),\n",
"]\n",
"\n",
"antimeasures=[\n",
" ('2020-04-20',\"Erste Lockerungen der Maßnahmen\"),\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"to_date = pd.to_datetime"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"col_date = data.columns[0]\n",
"col_r = data.columns[-3]\n",
"col_rmin = data.columns[-2]\n",
"col_rmax = data.columns[-1]\n",
"\n",
"last = {}\n",
"last['date'], last['r'], last['rmin'], last['rmax'] = data.iloc[-1][[col_date,col_r,col_rmin,col_rmax]]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x594 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"matplotlib.style.use('seaborn')\n",
"s = 1.5\n",
"fs = 'large'\n",
"params = {'font.size' : 14,\n",
" 'legend.fontsize': fs,\n",
" 'figure.figsize': (8*s,5.5*s),\n",
" 'axes.labelsize': fs,\n",
" 'axes.titlesize':fs,\n",
" 'xtick.labelsize':fs,\n",
" 'ytick.labelsize':fs,\n",
" 'axes.formatter.use_locale': True}\n",
"plt.rcParams.update(params)\n",
"\n",
"arrowprops = {'arrowstyle': '->','lw':2}\n",
"\n",
"fig = plt.figure()\n",
"plt.title(\"Schätzung der Reproduktionszahl der SARS-CoV-2-Epidemie in Deutschland (Stand {})\".format(date))\n",
"plt.figtext(0.9, 0.01, 'Quelle: RKI Nowcasting (keine eigenen Berechnungen)', horizontalalignment='right')\n",
"plt.xlabel(\"Datum\")\n",
"plt.ylabel(\"Reproduktionszahl R\")\n",
"plt.plot(data[col_date],data[col_r],label=\"Beste Schätzung von R\")\n",
"plt.fill_between(data[col_date],data[col_rmin],data[col_rmax],alpha=0.2,label=\"95% Prädiktionsintervall\")\n",
"\n",
"fig.autofmt_xdate()\n",
"ax = plt.gca()\n",
"ax.xaxis.set_major_formatter(matplotlib.dates.DateFormatter(\"%m-%d\"))\n",
"\n",
"for m in measures:\n",
" plt.axvline(to_date(m[0]),ls='--',c='green')\n",
" \n",
"for m in antimeasures:\n",
" plt.axvline(to_date(m[0]),ls='--',c='purple')\n",
" \n",
"for idx, m in enumerate(measures+antimeasures):\n",
" y=3.01-idx*0.5\n",
" x=to_date(m[0])\n",
" plt.annotate(m[1],(x,y),xytext=(to_date('2020-03-18'),y),arrowprops=arrowprops)\n",
" \n",
"last_text = \"Aktuellster Wert: {:n}\\n(95%: {:n} - {:n})\\n({})\".format(last['r'],last['rmin'],last['rmax'],last['date'].isoformat()[:10])\n",
"last_xy = (last['date'],last['r'])\n",
"last_xytext = (last['date']-pd.Timedelta(days=6),2.08)\n",
"plt.annotate(last_text,last_xy,last_xytext,arrowprops=arrowprops,ha='center')\n",
"\n",
"plt.axhline(1,c='red',ls='--')\n",
"plt.grid(ls='--')\n",
"plt.legend()\n",
"plt.savefig(\"plot_{}.png\".format(date),dpi=100)"
]
}
],
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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