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@pr0nstar
Created July 25, 2020 05:04
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from matplotlib import pyplot\n",
"from matplotlib import dates\n",
"\n",
"pyplot.rcParams['figure.figsize'] = [50/2.54, 25/2.54]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# https://github.com/ThomasLecocq/2020_Science_GlobalQuieting\n",
"df = pd.read_csv(\n",
" '../GT.LPAZ.00.BHZ-sismico.csv', \n",
" index_col=0, \n",
" parse_dates=True, \n",
" dayfirst=True\n",
")\n",
"df = df.loc[:, '4.0-14.0'].to_frame()\n",
"df = df.resample('1D').median()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>4.0-14.0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>187.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.287669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.744977</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-0.823392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-0.201233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.293705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.548156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>5.896276</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 4.0-14.0\n",
"count 187.000000\n",
"mean 0.287669\n",
"std 0.744977\n",
"min -0.823392\n",
"25% -0.201233\n",
"50% 0.293705\n",
"75% 0.548156\n",
"max 5.896276"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prelockdown = df.loc[:'16/03/2020'].copy()\n",
"df = df - prelockdown.quantile(0.15)\n",
"\n",
"prelockdown = prelockdown - prelockdown.quantile(.15)\n",
"df = df / prelockdown.quantile(0.85)\n",
"\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1417.32x708.661 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def stylize_ax(ax):\n",
" ax.legend(['Ruido Sismico (4.0-14.0 hz)'], loc='upper left')\n",
" ax.grid(b=True, color='DarkTurquoise', alpha=0.2, linestyle=':', linewidth=2)\n",
" \n",
" ax.axvline('22/03/2020', linestyle='--', color='maroon', alpha=.6)\n",
" \n",
"\n",
"df = df['01/01/2020':]\n",
"df = df.interpolate(method='quadratic')\n",
"\n",
"ax = df.plot()\n",
"ax = df.rolling(window=14).mean().plot(ax=ax, alpha=.75)\n",
"\n",
"weekend_days = df.index[df.index.dayofweek >= 5]\n",
"for idx in range(int(len(weekend_days) / 2)):\n",
" idx = idx * 2\n",
" ax.axvspan(*weekend_days[idx:idx + 2], alpha=.1)\n",
" \n",
"stylize_ax(ax)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1417.32x708.661 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from statsmodels.tsa.api import ExponentialSmoothing\n",
"\n",
"ax = df.plot()\n",
"\n",
"fit = ExponentialSmoothing(\n",
" df, \n",
" seasonal_periods=7, \n",
" trend='add', seasonal='add'\n",
").fit(use_basinhopping=True)\n",
"fit.fittedvalues.plot(ax=ax, color='black', linestyle='--', alpha=.75)\n",
"\n",
"stylize_ax(ax)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fe233a675d0>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1417.32x708.661 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"polar_df = df['2020-01-05':]\n",
"\n",
"time = dates.date2num(polar_df.index.to_pydatetime())\n",
"tnorm = (time - time.min()) / (7 * 4) * 2. * np.pi\n",
"\n",
"ax = pyplot.subplot(projection='polar')\n",
"ax.plot(tnorm, polar_df.values)"
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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