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@bgbg
Last active May 12, 2020
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-12T11:31:53.486823Z",
"start_time": "2020-05-12T11:31:52.108154Z"
}
},
"outputs": [],
"source": [
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"import matplotlib\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-12T11:31:53.617722Z",
"start_time": "2020-05-12T11:31:53.489525Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 880x440 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pylab as plt\n",
"import matplotlib\n",
"import seaborn as sns\n",
"font = {'fontname':'DejaVu Sans'}\n",
"corona = 287670\n",
"influenza = 176758\n",
"dy = 2000\n",
"dx=0.25\n",
"with plt.style.context('Solarize_Light2'):\n",
" fig, axes = plt.subplots(ncols=2, dpi=220, figsize=(4,2), sharey=True)\n",
" ax = axes[0]\n",
" ax.bar([1, 2], [corona, influenza])\n",
" ax.text(1+dx, corona + dy , f'Corona\\n{corona:,d}', ma='left',ha='right', **font)\n",
" ax.text(2.15+dx, influenza + dy , f'Flu\\n{influenza:,d}', ma='left',ha='right', **font)\n",
" ax.set_xticks([])\n",
"# ax.set_xticklabels(['Corona', 'Flu'], **font)\n",
" ax.tick_params(length=0)\n",
" ax.set_yticks([])\n",
" ax.grid(False)\n",
" for y in range(0, 300000, 50000):\n",
" ax.axhline(y, color=fig.get_facecolor(), lw=0.25)\n",
" ax.set_facecolor(fig.get_facecolor())\n",
" sns.despine(ax=ax, left=True)\n",
" ax.set_title('Death cases', x=0, y=1.15,ha='left', va='bottom', **font)\n",
" ax.text(\n",
" 0.52, -dy, 'Jan 1 - May 12, 2020\\nFatality source: www.worldometers.info', color='gray', fontsize='xx-small', \n",
" va='top', ha='left', ma='left',\n",
" **font)\n",
" \n",
" \n",
" ax = axes[1]\n",
" f_corona = 1.0\n",
" f_flu = 0.01\n",
" ax.bar([1, 2], [corona*f_corona, influenza*f_flu])\n",
" ax.text(1, corona * f_corona + dy , f'Corona', ma='left',ha='center', **font)\n",
" ax.text(2, influenza * f_flu + dy , f'Flu', ma='left',ha='center', **font)\n",
" ax.set_xticks([])\n",
" ax.tick_params(length=0)\n",
" ax.set_yticks([])\n",
" ax.grid(False)\n",
" ax.set_facecolor(fig.get_facecolor())\n",
" sns.despine(ax=ax, left=True)\n",
" ax.set_title('Public interest', x=0, y=1.15,ha='left', va='bottom', **font)\n",
" ax.text(\n",
" 0.5, -dy, 'As of Mar 18, 2020\\nSource: my subjective feeling', color='gray', fontsize='xx-small', \n",
" va='top', ha='left', ma='left',\n",
" **font)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"hide_input": false,
"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": "3.7.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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