{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pyaerocom as pya" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initiating directories for pyaerocom test dataset\n" ] } ], "source": [ "pya.const.BASEDIR = '/home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "read_factory = pya.io.ReadUngridded('EBASMC')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reader = read_factory.get_reader()\n", "reader" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['DEFAULT', 'scatc550aer', 'scatc440aer', 'scatc700aer', 'scatc550dryaer', 'scatc440dryaer', 'scatc700dryaer', 'ang4470dryaer', 'scatc550lt1aer', 'bscatc550aer', 'absc550aer', 'absc550dryaer', 'absc550lt1aer', 'bscatc550dryaer', 'scatcrh', 'abscrh', 'concso4', 'concso2', 'concpm10', 'concpm25', 'concso4t', 'concso4c', 'concbc', 'conceqbc', 'conctc', 'concoa', 'concoc', 'concss', 'concnh3', 'concno3', 'concnh4', 'conchno3', 'conctno3', 'concno2', 'conco3', 'concco', 'concprcpso4', 'concprcpso4t', 'concprcpso4c', 'concprcpno3', 'concprcpso4scavenging', 'concprcpnh4', 'wetso4', 'wetconcso4', 'wetso4t', 'wetso4c', 'wetoxn', 'wetrdn', 'wetnh4', 'precip', 'wetconcph', 'wetno3', 'scavratioso4', 'test']\n" ] } ], "source": [ "print(reader.PROVIDES_VARIABLES)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "scatc550dryaer\n", "standard_name: None; Unit: 1/Mm" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.get_variable('scatc550dryaer')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Retrieving EBAS files for variables\n", "['scatc550dryaer']\n", "Reading files 1-13 of 129 (ReadEbas) | 00:01:10 (delta = 0 s')\n", "Reading files 13-25 of 129 (ReadEbas) | 00:01:12 (delta = 1 s')\n", "Reading files 25-37 of 129 (ReadEbas) | 00:01:14 (delta = 1 s')\n", "Reading files 37-49 of 129 (ReadEbas) | 00:01:16 (delta = 2 s')\n", "Reading files 49-61 of 129 (ReadEbas) | 00:01:18 (delta = 1 s')\n", "Reading files 61-73 of 129 (ReadEbas) | 00:01:19 (delta = 1 s')\n", "Reading files 73-85 of 129 (ReadEbas) | 00:01:21 (delta = 1 s')\n", "Reading files 85-97 of 129 (ReadEbas) | 00:01:22 (delta = 1 s')\n", "Reading files 97-109 of 129 (ReadEbas) | 00:01:23 (delta = 1 s')\n", "Reading files 109-121 of 129 (ReadEbas) | 00:01:25 (delta = 1 s')\n", "Reading files 121-133 of 129 (ReadEbas) | 00:01:29 (delta = 4 s')\n" ] } ], "source": [ "data = reader.read(vars_to_retrieve='scatc550dryaer', station_names='B*')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['BEO Moussala',\n", " 'Barrow',\n", " 'Big Bend National Park-K-Bar (TX04)',\n", " 'Birkenes II',\n", " 'Bliss SP (TRPA)',\n", " 'Bondville',\n", " 'Boundary Waters Canoe Area',\n", " 'Brigantine NWR']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.unique_station_names" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot_station_coordinates();" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stat = data.to_station_data('Birkenes II')\n", "ax = stat.plot_timeseries(var_name='scatc550dryaer')\n", "stat.remove_outliers(var_name='scatc550dryaer')\n", "stat.plot_timeseries(var_name='scatc550dryaer', label='outliers removed', ax=ax);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[numpy.datetime64('2019-06-12T00:00:00'),\n", " numpy.datetime64('2019-05-27T00:00:00'),\n", " numpy.datetime64('2015-03-09T00:00:00')]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat.revision_date" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stat.compute_trend('scatc550dryaer', 2010, 2020)\n", "stat.trends['scatc550dryaer'].plot(period='2010-2020');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE**: the plotted trend line appears white since the trend is close to 0 (cf. notebook `example_aas_etal_read` for a case with a strong positive trend)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }