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@arbennett
Last active August 5, 2023 00:49
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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparison of using UTC based or local time based time series for disaggregation\n",
"\n",
"I am making this notebook to compare the effect of what differences occur if you start with hourly data in UTC or local time. \n",
"The overall workflow in the notebook is to:\n",
"1. Read in the hourly data and create two versions of the data, one in UTC and one in local time\n",
"2. Aggregate the data to daily values, creating precipitation means and temperature mins/maxes\n",
"3. Disaggregate the daily values to hourly values \n",
"4. Compare the two disaggregated datasets\n",
"\n",
"Starting with some imports and a couple of function definitions:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import PchipInterpolator\n",
"\n",
"def interleave(a, b):\n",
" return np.array([val for pair in zip(a, b) for val in pair])\n",
"\n",
"def interpolate(tmin, tmax, rise_times, set_times, outlen=None):\n",
" interp_x = interleave(rise_times, set_times)\n",
" interp_y = interleave(tmin, tmax)\n",
"\n",
" pchip = PchipInterpolator(interp_x, interp_y, extrapolate=True)\n",
" if not outlen: outlen = interp_x[-1]\n",
" xvals = np.arange(0, outlen)\n",
" yvals = pchip(xvals)\n",
" return xvals, yvals"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in the data and create the UTC-keyed time dataset (`ds_shift`)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"ndays = 30\n",
"ds = xr.open_dataset('./dana/forcings/dana_forcing.nc').squeeze()\n",
"ds = ds.isel(time=slice(0, 24*ndays))\n",
"\n",
"# Round datetime to nearest hour\n",
"# Account for period ending/period beginning discrepancy between summa and pandas\n",
"ds['time'] = ds['time'].dt.round('H') + pd.Timedelta('1H')\n",
"\n",
"# Create a shifted dataset where timestamps are UTC based\n",
"ds_shift = ds.copy()\n",
"ds_shift['time'] = ds_shift['time'] + pd.Timedelta(hours=6)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aggregate to daily values"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Starting with local timestamps\n",
"ds_daily_local = xr.Dataset()\n",
"ds_daily_local['Tmin'] = ds['airtemp'].resample(time='1D').min()\n",
"ds_daily_local['Tmax'] = ds['airtemp'].resample(time='1D').max()\n",
"ds_daily_local['pptrate'] = ds['pptrate'].resample(time='1D').mean()\n",
"\n",
"# Starting with UTC timestamps\n",
"ds_daily_shift = xr.Dataset()\n",
"ds_daily_shift['Tmin'] = ds_shift['airtemp'].resample(time='1D').min()\n",
"ds_daily_shift['Tmax'] = ds_shift['airtemp'].resample(time='1D').max()\n",
"ds_daily_shift['pptrate'] = ds_shift['pptrate'].resample(time='1D').mean()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Disaggregate back down to hourly"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"rise_times = np.array([5 + (24 * i) for i in range(ndays+1)])\n",
"set_times = np.array([18 + (24 * i) for i in range(ndays+1)])\n",
"\n",
"# Local time version\n",
"local_times, local_temps = interpolate(\n",
" ds_daily_local['Tmin'], ds_daily_local['Tmax'],\n",
" rise_times, set_times, outlen=len(ds_shift['time'])\n",
")\n",
"ds_local_reconstruct = xr.Dataset()\n",
"ds_local_reconstruct['time'] = ds_shift['time'].copy()\n",
"ds_local_reconstruct['pptrate'] = ds_daily_local['pptrate'].resample(time='1H').ffill()\n",
"ds_local_reconstruct['airtemp'] = xr.DataArray(\n",
" local_temps, dims=['time'], coords={'time': ds_shift['time']}\n",
")\n",
"\n",
"# UTC time version\n",
"shift_times, shift_temps = interpolate(\n",
" ds_daily_shift['Tmin'], ds_daily_shift['Tmax'],\n",
" rise_times, set_times, outlen=len(ds_shift['time'])\n",
")\n",
"ds_shift_reconstruct = xr.Dataset()\n",
"ds_shift_reconstruct['time'] = ds_shift['time'].copy()\n",
"ds_shift_reconstruct['pptrate'] = ds_daily_shift['pptrate'].resample(time='1H').ffill()\n",
"ds_shift_reconstruct['airtemp'] = xr.DataArray(\n",
" shift_temps, dims=['time'], coords={'time': ds_shift['time']}\n",
")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compare results"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f63d4e86f10>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 1, figsize=(10, 10), dpi=100, sharex=True)\n",
"\n",
"ds_shift['airtemp'].plot(ax=axes[0], label='original (UTC based)', color='black', linewidth=2)\n",
"ds_local_reconstruct['airtemp'].plot(ax=axes[0], label='local reconstruction', color='orchid', linewidth=3, linestyle='--')\n",
"ds_shift_reconstruct['airtemp'].plot(ax=axes[0], label='UTC reconstruction', color='steelblue', linewidth=3, linestyle='--')\n",
"axes[0].legend()\n",
"\n",
"ds['pptrate'].plot(ax=axes[1], label='original (UTC based)', color='black', linewidth=2)\n",
"ds_local_reconstruct['pptrate'].plot(ax=axes[1], label='local reconstruction', color='orchid', linewidth=3, linestyle='--')\n",
"ds_shift_reconstruct['pptrate'].plot(ax=axes[1], label='UTC reconstruction', color='turquoise', linewidth=3, linestyle='--')\n",
"axes[1].legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "all",
"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": "3.7.11"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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