{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading EMEP data with pyaerocom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook give a short intro to reading EMEP data with pyaerocom and gives an example of running an evaluation against EBAS observations.\n", "\n", "If you are unfamiliar with pyaerocom it is suggested to first go through the [getting started tutorial](./getting_started_setup.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pyaerocom as pya" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we make sure the pyaerocom testdata is downloaded." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading pyaerocom testdata into /home/eirikg/MyPyaerocom\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyaerocom.testdata_access import TestDataAccess\n", "TestDataAccess().download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The testdata contains EMEP data from the 2018 report, which has been regridded to reduce file size.\n", "
Monthly data is regridded to 3x3.\n", "
Daily data is regridded to 10x10." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## File convention" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PyAerocom understands the following file conventions for EMEP data:\n", "- Base_hour.nc - Hourly resolution\n", "- Base_day.nc - Daily resolution\n", "- Base_month.nc - Monthly resolution\n", "- Base_fullrun.nc - Yearly resolution\n", "\n", "It is expected that each file contains at most one year of data.\n", "Each file can contain several variables. The mapping between EMEP and pyaerocom variable names is available in the [pyaerocom github repository](https://github.com/metno/pyaerocom/blob/master/pyaerocom/data/emep_variables.ini)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dataloc = f'{pya.const.HOMEDIR}MyPyaerocom/testdata-minimal/'\n", "emep_dir = dataloc + 'modeldata/EMEP_rep'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['unconventional.nc', 'Base_day.nc', 'Base_month.nc']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os; os.listdir(emep_dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are three available files. Two of them are in the file convention that PyAerocom understands, in daily and monthly resolution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading conventionally named data\n", "\n", "We start by reading the data with the PyAerocom-friendly convention.
\n", "Initialize reader and point it to the right folder:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reader: ReadMscwCtm\n", "Available frequencies: ['monthly', 'daily']\n", "Available variables: ['concno2', 'concpm10', 'concpm25', 'vmro3']\n", "\n" ] } ], "source": [ "reader = pya.io.ReadMscwCtm(data_id='EMEP_rep20', data_dir=emep_dir)\n", "print(reader)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2018]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reader.years_avail" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both files are from 2018.
\n", "We can read one of the variables and make a basic map.
\n", "Note that we specify the temporal resolution with ts_type, which will ensure the right file is loaded." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = reader.read_var('vmro3', ts_type='monthly')\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data is a GriddedData object, see more in the [getting started tutorial.](./getting_started_analysis.ipynb)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/eirikg/miniconda3/envs/pya/lib/python3.8/site-packages/iris/coords.py:1192: UserWarning: Coordinate 'longitude' is not bounded, guessing contiguous bounds.\n", " warnings.warn('Coordinate {!r} is not bounded, guessing '\n", "/home/eirikg/miniconda3/envs/pya/lib/python3.8/site-packages/iris/coords.py:1192: UserWarning: Coordinate 'latitude' is not bounded, guessing contiguous bounds.\n", " warnings.warn('Coordinate {!r} is not bounded, guessing '\n", "/home/eirikg/miniconda3/envs/pya/lib/python3.8/site-packages/iris/analysis/cartography.py:394: UserWarning: Using DEFAULT_SPHERICAL_EARTH_RADIUS.\n", " warnings.warn(\"Using DEFAULT_SPHERICAL_EARTH_RADIUS.\")\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.quickplot_map(0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading unconventionally named data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To read the unconventionally named file we specify the path to the file instead of the whole directory." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reader: ReadMscwCtm\n", "Available frequencies: [None]\n", "Available variables: ['concno2', 'concpm10', 'concpm25', 'vmro3']\n", "\n" ] } ], "source": [ "reader = pya.io.ReadMscwCtm(data_id='EMEP', filepath=emep_dir + '/unconventional.nc')\n", "print(reader)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file contains the same variables as the other, but the frequency could not be inferred.
\n", "Since we know it has yearly resolution we can read it with:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = reader.read_var('concpm10', ts_type='yearly')\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colocating data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The testdata which contains both the EMEP example data and a subset of the EBAS dataset is initialized." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Adding data search directory /home/eirikg/MyPyaerocom/testdata-minimal/modeldata.\n", "Adding data search directory /home/eirikg/MyPyaerocom/testdata-minimal/obsdata.\n", "Adding data search directory /home/eirikg/MyPyaerocom/testdata-minimal/config.\n", "Adding ungridded dataset AeronetSunV3L2Subset.daily located at /home/eirikg/MyPyaerocom/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset AeronetSDAV3L2Subset.daily located at /home/eirikg/MyPyaerocom/testdata-minimal/obsdata/AeronetSDAV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset AeronetInvV3L2Subset.daily located at /home/eirikg/MyPyaerocom/testdata-minimal/obsdata/AeronetInvV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset EBASSubset located at /home/eirikg/MyPyaerocom/testdata-minimal/obsdata/EBASMultiColumn.Reader: \n", "pyaerocom-testdata is ready to be used. The data is available at /home/eirikg/MyPyaerocom/testdata-minimal\n" ] } ], "source": [ "from pyaerocom.testdata_access import initialise\n", "initialise()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the EBAS concpm10 data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "newest_file_date_in_read_dir is outdated (value: 1608211788.2272425). Current value: 1608293941.59473\n", "Deleting outdated cache file: /home/eirikg/MyPyaerocom/_cache/eirikg/EBASSubset_concpm10.pkl\n", "Reading EBAS data\n", "100%|██████████| 4/4 [00:00<00:00, 93.45it/s]\n" ] } ], "source": [ "var_name='concpm10'\n", "r = pya.io.ReadUngridded('EBASSubset')\n", "data_ebas = r.read(vars_to_retrieve=var_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot timeseries for all available stations." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Ignoring multiplication factor 30 in data with resolution 30minutely in resampling method\n", "/home/eirikg/Desktop/pyaerocom/pyaerocom/pyaerocom/helpers.py:1036: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[how][invalid] = np.nan\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_ebas.plot_station_timeseries('*', var_name=var_name);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we don't have any 2018 data in the EBAS subset we load the EMEP data and change it's year." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "reader = pya.io.ReadMscwCtm(data_id='EMEP', data_dir=emep_dir)\n", "data_emep = reader.read_var(var_name, ts_type='monthly')\n", "data_emep.change_base_year(2006, inplace=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can colocate `data_emep` and `data_ebas`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Input filters {'latitude': [-88.5, 88.5], 'longitude': [-178.5, 178.5]} result in unchanged data object\n", "/home/eirikg/Desktop/pyaerocom/pyaerocom/pyaerocom/helpers.py:1036: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[how][invalid] = np.nan\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coldata = pya.colocation.colocate_gridded_ungridded(data_emep, data_ebas,\n", " filter_name='WORLD-wMOUNTAINS');\n", "coldata.plot_scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we get a scatter plot and statistics of the colocated data.
\n", "The match between the observations and model are not good here, which is expected since we are comparing different years." ] } ], "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }