{ "cells": [ { "cell_type": "markdown", "id": "713b6a38-9a4a-44b3-a8ca-27ea1402ed7c", "metadata": {}, "source": [ "# End-of-year \"roll-over\"\n", "\n", "Single-year datasets retrieved from the PSM3 API with `utc=false` have a quirk\n", "where the last few hours in the dataset are technically from the prior year.\n", "\n", "I guess the reason is due to a process roughly as follows:\n", "\n", "- The API grabs a calendar year of data in UTC\n", "- The API converts to local time, thereby shifting a few January hours into the previous December\n", "- The API takes those few hours in the previous year and puts them at the end\n", " of the dataset, thereby creating a complete calendar year again\n", "\n", "In any case, it can create some minor inconsistencies in the last N hours of\n", "the dataset, where N is the location's UTC offset. This notebook shows\n", "how it introduces discontinuities in temperature and humidity. The\n", "[Solar Position](solar-position.ipynb) notebook shows how it affects the solar position calculation." ] }, { "cell_type": "code", "execution_count": 3, "id": "63f72532-0fda-4014-b781-da9926d4211a", "metadata": {}, "outputs": [], "source": [ "import pvlib\n", "import pandas as pd\n", "import numpy as np\n", "\n", "lat, lon = 40, -120\n", "\n", "# note: get_psm3() specifies utc=false internally.\n", "# nothing special about this place and time, other than the discontinuities\n", "# being visually obvious.\n", "df, meta = pvlib.iotools.get_psm3(lat, lon, 'DEMO_KEY', 'assessingsolar@gmail.com',\n", " names=2018, interval=5, map_variables=True, leap_day=True,\n", " attributes=['air_temperature', 'surface_pressure',\n", " 'total_precipitable_water', 'relative_humidity'])\n", "\n", "# drop nuisance cols, only keep the ones we want:\n", "df = df[['temp_air', 'pressure', 'precipitable_water', 'relative_humidity']]\n" ] }, { "cell_type": "markdown", "id": "528f4b38-1c7b-4ee0-b96e-291ecb1bb629", "metadata": {}, "source": [ "Taking a look at the last few hours of the year, notice the discontinuities:" ] }, { "cell_type": "code", "execution_count": 4, "id": "47c5a352-bb0f-47ce-a86c-c0f05f477d55", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = df.loc['2018-12-29':].plot(subplots=True)\n", "\n", "boundary = df.index[-1] + df.index[-1].utcoffset()\n", "for ax in axes:\n", " ax.axvline(boundary, ls=':', c='k')" ] }, { "cell_type": "markdown", "id": "840c7bfe-35dc-4a07-8056-d98b6dffcc20", "metadata": {}, "source": [ "Now, let's move those last few hours back to the beginning where they originally came from. See how nicely it joins up with the rest of the data?" ] }, { "cell_type": "code", "execution_count": 5, "id": "ac7f2104-44b3-4aab-99f7-0f30c1ef63ab", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_shift = df.copy()\n", "df_shift.index = np.where(df_shift.index > boundary,\n", " df_shift.index - pd.DateOffset(years=1),\n", " df_shift.index)\n", "df_shift = df_shift.sort_index()\n", "\n", "axes = df_shift.loc[:'2018-01-02'].plot(subplots=True)\n", "for ax in axes:\n", " ax.axvline(df.index[0], ls=':', c='k')" ] }, { "cell_type": "code", "execution_count": 6, "id": "2ff56b7b-2537-4079-a502-37b9bdb364b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2022-09-21 18:07:13\n", "\n", "numpy : 1.22.3\n", "pandas: 1.5.0\n", "pvlib : 0.9.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --iversions -u -d -t" ] }, { "cell_type": "code", "execution_count": null, "id": "c0306db5-1941-46de-a679-44bfdd7adae2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }