{ "cells": [ { "cell_type": "markdown", "id": "ad7193fe-7676-47f1-abef-20260de545c2", "metadata": {}, "source": [ "# 23:00 UTC Artifact\n", "\n", "Several meteorological variables in the 5-, 15-, and 30-minute datasets exhibit an artifact causing all values in each daily 23:00–23:55 block (UTC) to be identical. This creates a stair step or notch in the time series of these variables.\n", "\n", "Affected fields include (but may not be limited to) ambient temperature, wind speed and direction, and ambient pressure. The three irradiance components are not affected." ] }, { "cell_type": "code", "execution_count": 1, "id": "b2d21a77-bd0d-435b-9ba1-a4e00d8e0488", "metadata": {}, "outputs": [], "source": [ "import pvlib\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "c9e5f9a5-0781-49f1-b557-4274cf5e39fc", "metadata": {}, "source": [ "Fetch an example 5-minute dataset and show that the values from 23:00 to 23:55 UTC are all the same:" ] }, { "cell_type": "code", "execution_count": 2, "id": "3114cdf3-e44e-449c-877d-fb65dc422018", "metadata": {}, "outputs": [], "source": [ "df_5min, _ = pvlib.iotools.get_psm3(latitude=40, longitude=-100,\n", " names='2020', interval=5,\n", " api_key='DEMO_KEY', email='assessingsolar@gmail.com',\n", " map_variables=True, leap_day=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "861d1169-45cd-4024-8f85-3a0ae6ea68e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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temp_airwind_speedwind_directionpressure
2020-06-01 22:45:00+00:0033.95.5174.0930.0
2020-06-01 22:50:00+00:0033.85.5174.0930.0
2020-06-01 22:55:00+00:0033.65.4173.0930.0
2020-06-01 23:00:00+00:0033.55.4172.0930.0
2020-06-01 23:05:00+00:0033.55.4172.0930.0
2020-06-01 23:10:00+00:0033.55.4172.0930.0
2020-06-01 23:15:00+00:0033.55.4172.0930.0
2020-06-01 23:20:00+00:0033.55.4172.0930.0
2020-06-01 23:25:00+00:0033.55.4172.0930.0
2020-06-01 23:30:00+00:0033.55.4172.0930.0
2020-06-01 23:35:00+00:0033.55.4172.0930.0
2020-06-01 23:40:00+00:0033.55.4172.0930.0
2020-06-01 23:45:00+00:0033.55.4172.0930.0
2020-06-01 23:50:00+00:0033.55.4172.0930.0
2020-06-01 23:55:00+00:0033.55.4172.0930.0
2020-06-02 00:00:00+00:0031.25.6169.0931.0
2020-06-02 00:05:00+00:0031.05.6169.0931.0
2020-06-02 00:10:00+00:0030.85.6170.0931.0
2020-06-02 00:15:00+00:0030.65.5170.0931.0
\n", "
" ], "text/plain": [ " temp_air wind_speed wind_direction pressure\n", "2020-06-01 22:45:00+00:00 33.9 5.5 174.0 930.0\n", "2020-06-01 22:50:00+00:00 33.8 5.5 174.0 930.0\n", "2020-06-01 22:55:00+00:00 33.6 5.4 173.0 930.0\n", "2020-06-01 23:00:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:05:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:10:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:15:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:20:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:25:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:30:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:35:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:40:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:45:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:50:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-01 23:55:00+00:00 33.5 5.4 172.0 930.0\n", "2020-06-02 00:00:00+00:00 31.2 5.6 169.0 931.0\n", "2020-06-02 00:05:00+00:00 31.0 5.6 169.0 931.0\n", "2020-06-02 00:10:00+00:00 30.8 5.6 170.0 931.0\n", "2020-06-02 00:15:00+00:00 30.6 5.5 170.0 931.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = ['temp_air', 'wind_speed', 'wind_direction', 'pressure']\n", "df_5min[columns].tz_convert('UTC').loc['2020-06-01 22:45':'2020-06-02 00:15']" ] }, { "cell_type": "markdown", "id": "26f53706-b07c-479d-8e90-977ae7f0d6f3", "metadata": {}, "source": [ "Note that the repeated value is different for each day; it seems like the value for 23:00 is legitimate but copied into the subsequent eleven timestamps. This is a little plainer when plotting several days:" ] }, { "cell_type": "code", "execution_count": 4, "id": "415a27a2-2163-4b93-9cd6-60ac23c8f84c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Local Standard Time')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subset = df_5min.loc['2020-04-10 12:00':'2020-04-14 12:00']\n", "axes = subset[columns].plot(subplots=True)\n", "\n", "# highlight the 23:00 UTC hour each day\n", "offset = df_5min.index[0].utcoffset()\n", "for dt in np.unique(subset.index.floor('d')):\n", " st = dt + pd.Timedelta(hours=23) + offset\n", " ed = st + pd.Timedelta(minutes=60)\n", " for ax in axes:\n", " ax.axvspan(st, ed, alpha=0.1)\n", "\n", "ax.set_xlabel('Local Standard Time')" ] }, { "cell_type": "markdown", "id": "69062fef-1c6e-4bef-a370-deb5cf96127e", "metadata": {}, "source": [ "The artifact is most obvious considering the year as a whole, so let's show that it affects every day in the dataset. One way to do this is to show that the interval-by-interval changes are all zeros in the 23:00 UTC hour, and followed by large jumps as the time series \"catches up\" to where it's supposed to be. We'll do it for each of the 5-, 15- and 30-minute datasets:" ] }, { "cell_type": "code", "execution_count": 5, "id": "dfb7a1c5-0dbc-44f1-b8d0-b00e25f5f84a", "metadata": {}, "outputs": [], "source": [ "def make_difference_plot(df):\n", " time_of_day = df.index.hour + df.index.minute/60\n", "\n", " fig, axes = plt.subplots(2, 2, sharex=True)\n", "\n", " for column, ax in zip(columns, np.ravel(axes)):\n", " stats = df[column].diff().groupby(time_of_day).agg(['min', 'max'])\n", " stats.plot(lw=1.5, ax=ax)\n", " ax.set_title(f'{column}.diff()')\n", " ax.set_xlim(0, 24)\n", " ax.axhline(0, ls=':', c='k', alpha=0.5)\n", "\n", " for i in range(2):\n", " axes[-1, i].set_xlabel('Time of Day')\n", "\n", " fig.tight_layout()\n", " return fig" ] }, { "cell_type": "code", "execution_count": 6, "id": "f3899a07-8b09-4670-b85e-ab7b5fb01f75", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = make_difference_plot(df_5min)" ] }, { "cell_type": "code", "execution_count": 7, "id": "6fd53cae-1fc3-4e44-bbc5-60b2087f0977", "metadata": {}, "outputs": [], "source": [ "df_15min, _ = pvlib.iotools.get_psm3(latitude=40, longitude=-100,\n", " names='2020', interval=15,\n", " api_key='DEMO_KEY', email='assessingsolar@gmail.com',\n", " map_variables=True, leap_day=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "3c1ea0c3-8b09-4d9f-bd40-17e7f021b7a2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = make_difference_plot(df_15min)" ] }, { "cell_type": "code", "execution_count": 9, "id": "2d12393e-9800-4474-a5d6-ce9712470a21", "metadata": {}, "outputs": [], "source": [ "df_30min, _ = pvlib.iotools.get_psm3(latitude=40, longitude=-100,\n", " names='2020', interval=30,\n", " api_key='DEMO_KEY', email='assessingsolar@gmail.com',\n", " map_variables=True, leap_day=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "225e03b7-7cf0-49c8-8120-c6b302680150", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = make_difference_plot(df_30min)" ] }, { "cell_type": "markdown", "id": "693d6a93-a9a2-4dc3-91ad-73294118de15", "metadata": {}, "source": [ "It is worth noting that the three irradiance fields don't seem to suffer from this artifact:" ] }, { "cell_type": "code", "execution_count": 11, "id": "c07504dc-d5b5-4519-a485-3e2a08aa9eba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Local Standard Time')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subset = df_5min.loc['2020-04-10 12:00':'2020-04-14 12:00']\n", "axes = subset[['ghi', 'dni', 'dhi']].plot(subplots=True)\n", "\n", "# highlight the 23:00 UTC hour each day\n", "for dt in np.unique(subset.index.floor('d')):\n", " st = dt + pd.Timedelta(hours=23) + offset\n", " ed = st + pd.Timedelta(minutes=60)\n", " for ax in axes:\n", " ax.axvspan(st, ed, alpha=0.1)\n", "\n", "ax.set_xlabel('Local Standard Time')" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e707d28-c44e-4e76-90c9-ec4380105fe8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2023-01-23 21:00:14\n", "\n", "numpy : 1.22.3\n", "pvlib : 0.9.3\n", "matplotlib: 3.5.2\n", "pandas : 1.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --iversions -u -d -t" ] } ], "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 }