{ "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": [ { "name": "stderr", "output_type": "stream", "text": [ "Received additional reading constraints, ignoring caching\n", "Retrieving EBAS files for variables\n", "['concso4']\n", "Reading files 1-30 of 291 (ReadEbas) | 18:06:03 (delta = 0 s')\n", "Reading files 30-59 of 291 (ReadEbas) | 18:06:03 (delta = 0 s')\n", "Reading files 59-88 of 291 (ReadEbas) | 18:06:04 (delta = 0 s')\n", "Reading files 88-117 of 291 (ReadEbas) | 18:06:04 (delta = 0 s')\n", "Reading files 117-146 of 291 (ReadEbas) | 18:06:04 (delta = 0 s')\n", "Reading files 146-175 of 291 (ReadEbas) | 18:06:04 (delta = 0 s')\n", "Reading files 175-204 of 291 (ReadEbas) | 18:06:05 (delta = 0 s')\n", "Reading files 204-233 of 291 (ReadEbas) | 18:06:05 (delta = 0 s')\n", "Reading files 233-262 of 291 (ReadEbas) | 18:06:05 (delta = 0 s')\n", "Reading files 262-291 of 291 (ReadEbas) | 18:06:05 (delta = 0 s')\n", "Reading files 291-320 of 291 (ReadEbas) | 18:06:06 (delta = 0 s')\n" ] } ], "source": [ "obsdata = pya.io.ReadUngridded().read('EBASMC', 'concso4', lat_range=[66, 90])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obsdata.plot_station_coordinates(var_name='concso4', start=2010, markersize=50);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Alert',\n", " 'Ambler',\n", " 'Andøya',\n", " 'Bjørnøya',\n", " 'Esrange',\n", " 'Janiskoski',\n", " 'Jergul',\n", " 'Karasjok',\n", " 'Ny-Ă…lesund - Gruvebadet',\n", " 'Ny-Ă…lesund - Nordpolhotellet',\n", " 'Ny-Ă…lesund - Transformatorbua',\n", " 'Oulanka',\n", " 'Pallas (Matorova)',\n", " 'Svanvik',\n", " 'Villum Research Station, Station Nord',\n", " 'Zeppelin mountain (Ny-Ă…lesund)',\n", " 'Ă˜verbygd']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obsdata.unique_station_names" ] }, { "cell_type": "code", "execution_count": 6, "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", "/home/065403d4-2d5a02-2d46ec-2da0dd-2db878e4b7c040/.local/lib/python3.7/site-packages/pyaerocom-0.8.1.dev4-py3.7.egg/pyaerocom/helpers.py:493: 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: http://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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "station = obsdata.to_station_data('Zeppelin mountain (Ny-Ă…lesund)')\n", "ax = station.plot_timeseries('concso4')\n", "ax = station.plot_timeseries('concso4', freq='monthly', lw=4, ax=ax)" ] } ], "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 }