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@AnecdotalMedicine
Last active March 18, 2020 19:56
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COVID
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import lmfit\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv'\n",
"df = pd.read_csv(url, error_bad_lines=False)\n",
"\n",
"colormap = [[0, 0, 0], # black\n",
" [230, 159, 0], # orange\n",
" [86, 180, 233], # sky blue\n",
" [0, 158, 115], # bluish green\n",
" [240, 228, 66], # yellow\n",
" [0, 114, 178], # blue\n",
" [213, 94, 0], # vermillion\n",
" [204, 121, 167],# reddish purple\n",
" [255, 255, 255]] \n",
"#colormap = [[c[0],c[1],c[2],0.0] for c in colormap]\n",
"cp = (['#%02x%02x%02x' % (c[0],c[1],c[2]) for c in colormap])\n",
"mpl.rcParams['figure.dpi']= 300"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'days from today (negative: past)')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x1296 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"countries = ['Austria','Germany','Italy','France','China','Switzerland','all','US','United Kingdom']\n",
"\n",
"fig,ax = plt.subplots(len(countries),1,sharex='all')\n",
"fig.set_size_inches(10,2*len(countries), forward=True)\n",
"for i,country in enumerate(countries):\n",
" if country=='all':\n",
" values = df.sum().values[4:]\n",
" else:\n",
" values = df[df['Country/Region']==country].sum().values[4:]\n",
" if np.any(np.diff(values>1)):\n",
" start = np.where(np.diff(values>1))[0][0]\n",
" else:\n",
" start = 0\n",
" x=np.arange(-len(values)+1,1)[start:]\n",
" x2=np.arange(-len(values)+1,30)[start:]\n",
" \n",
" values=values[start:]\n",
"\n",
" f_logistic = lambda x, L, k, x0: L/(1+np.exp(-k*(x-x0)))\n",
" pars = lmfit.Parameters()\n",
" pars.add_many(('L', 5000, True, 0.0, 1e8, None),\n",
" ('k', 0.1, True, 0, 1e5, None),\n",
" ('x0', 0, True ,-1e5, 1e5, None))\n",
" gmodel = lmfit.Model(f_logistic)\n",
" out = gmodel.fit(values.astype('float'), x=x, params=pars)\n",
" dely = out.eval_uncertainty(x=x2, sigma=1)\n",
" best=out.eval(x=x2)\n",
" \n",
" ax[i].plot(x2,best,cp[5])\n",
" ax[i].fill_between(x2,best - dely,best + dely,color=cp[5],alpha=0.25)\n",
" ax[i].plot(x,values,cp[1])\n",
" \n",
" ax[i].set_title(country+\" - max = \" + \"{:,}\".format(out.params['L'].value.astype('int')) +\n",
" \" - growth = \" + \"{:0.3}\".format(out.params['k'].value)+\n",
" \" - mid_point = \" + \"{:.3}\".format(out.params['x0'].value)+\n",
" \" - R2 = \" + \"{:.3}\".format((1-np.sum(out.residual**2.0)/np.sum(values**2.0))))\n",
" \n",
" ax[i].axvline(x=0,color='k',lw=1)\n",
" ax[i].set_ylim([0,np.max(best)*2.0])\n",
" \n",
" c_err = out.params['x0'].stderr\n",
" c = out.params['x0'].value\n",
" ax[i].axvline(x=c,color=cp[7])\n",
" ax[i].fill_betweenx(ax[i].get_ylim(),c-c_err,c+c_err,color=cp[7],alpha=0.25)\n",
" ax[i].set_xlim([np.min(x2),np.max(x2)])\n",
" ax[i].set_ylabel('N cases')\n",
" ax[i].yaxis.set_label_position(\"right\")\n",
"ax[len(ax)-1].set_xlabel('days from today (negative: past)')\n",
"#fig.savefig('corona_logistic.png')"
]
},
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numpy
matplotlib
pandas
lmfit
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