{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Diving deeper into the analysis and API\n", "\n", "This notebook is meant to give a quick introduction into the main features and workflows of [pyaerocom](http://aerocom.met.no/pyaerocom/). \n", "\n", "This includes brief introductions into the following features:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| What? | Relevant classes and/or methods |\n", "| :----------- | :----------- |\n", "| Finding model and observation data | [`pya.browse_database`](https://pyaerocom.met.no/api.html#pyaerocom.io.utils.browse_database) |\n", "| Reading of ***gridded*** model data | [`pya.io.ReadGridded`](https://pyaerocom.met.no/api.html#pyaerocom.io.readgridded.ReadGridded) |\n", "| Working with ***gridded*** data | [`pya.GriddedData`](https://pyaerocom.met.no/api.html#pyaerocom.griddeddata.GriddedData) |\n", "| Reading of ***ungridded*** observation data | [`pya.io.ReadUngridded`](https://pyaerocom.met.no/api.html#reading-of-ungridded-data) |\n", "| Working with ***ungridded*** data | [`pya.UngriddedData`](https://pyaerocom.met.no/api.html#pyaerocom.ungriddeddata.UngriddedData) |\n", "| Working with data from individual site locations | [`pya.StationData`](https://pyaerocom.met.no/api.html#pyaerocom.stationdata.StationData) |\n", "| **Colocation** of model and observational data | High-level: [`pya.colocation_auto`](https://pyaerocom.met.no/api.html#module-pyaerocom.colocation_auto) |\n", "| | Low-level: [`pya.colocation`](https://pyaerocom.met.no/api.html#module-pyaerocom.colocation) |\n", "| Working with **colocated** data | [`pya.ColocatedData`](https://pyaerocom.met.no/api.html#pyaerocom.colocateddata.ColocatedData) |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a graphical way it introduces the main data object and processing routines for model and observation comparisons with pyaerocom, illustrated in the following flowchart:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Basic processing flowchart of pyaerocom](suppl/pyaerocom_basic_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only that in this example \"Data server\" is the local computer that has the minimal testdataset as an example dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jonasg/miniconda3/envs/pyadev/lib/python3.9/site-packages/geonum/__init__.py:26: UserWarning: Plotting of maps etc. is deactivated, please install Basemap\n", " warn('Plotting of maps etc. is deactivated, please install Basemap')\n" ] }, { "data": { "text/plain": [ "'0.12.0.dev1'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyaerocom as pya\n", "pya.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Should be at least 0.10.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Check access to testdata\n", "\n", "**NOTE**: details regarding testdata access and intialization are covered in tutorial notebook *getting_started_setup.ipynb*." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Adding data search directory /home/jonasg/MyPyaerocom/testdata-minimal/modeldata.\n", "Adding data search directory /home/jonasg/MyPyaerocom/testdata-minimal/obsdata.\n", "Adding data search directory /home/jonasg/MyPyaerocom/testdata-minimal/config.\n", "Adding ungridded dataset AeronetSunV3L2Subset.daily located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset AeronetSDAV3L2Subset.daily located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSDAV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset AeronetInvV3L2Subset.daily located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetInvV3Lev2.daily/renamed.Reader: \n", "Adding ungridded dataset EBASSubset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/EBASMultiColumn.Reader: \n", "Adding ungridded dataset AirNowSubset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AirNowSubset.Reader: \n", "Adding ungridded dataset G.EEA.daily.Subset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EEA_AQ_eReporting/daily.Reader: \n", "Adding ungridded dataset G.EEA.hourly.Subset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EEA_AQ_eReporting/hourly.Reader: \n", "Adding ungridded dataset G.EBAS.daily.Subset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EBAS/daily.Reader: \n", "Adding ungridded dataset G.EBAS.hourly.Subset located at /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EBAS/hourly.Reader: \n", "pyaerocom-testdata is ready to be used. The data is available at /home/jonasg/MyPyaerocom/testdata-minimal\n" ] } ], "source": [ "from pyaerocom.testdata_access import initialise\n", "initialise()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model data: Reading of and working with *gridded* data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides an introduction into the following pyaerocom classes and architectures:\n", "\n", "- [`pyaerocom.io.ReadGridded`](https://pyaerocom.met.no/api.html#module-pyaerocom.io.readgridded)\n", "- [`pyaerocom.GriddedData`](https://pyaerocom.met.no/api.html#module-pyaerocom.griddeddata)\n", "\n", "*you may click the links to see the online documentation of these classes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Pre-remark on the `ReadGridded` class\n", "\n", "As you could see in tutorial [*getting_started_setup.ipynb*](https://github.com/metno/pyaerocom-tutorials/blob/master/getting_started_setup.ipynb) the `ReadGridded` class makes extensive use of the AeroCom file naming conventions. So if you have model data that is stored using different conventions (e.g. CMIP6), this class will not be of much help (yet) for filtering the correct files to read. In that case you may locate a model NetCDF file yourself and pass it directly into a GriddedData object on initialisation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find model data\n", "\n", "The testdataset contains data from the TM5 model, which is used in the following. You can use the `browse_database` function of pyaerocom to find model ID's (which can be quite cryptic sometimes) using wildcard pattern search." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5JRCCY2IPCCV1_SR6SA\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5JRCCY2IPCCV1_SR6SA/renamed\n", "Available experiments: ['SR6SA']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['MMR_BCSR6SA', 'MMR_NO3SR6SA', 'MMR_POMSR6SA', 'MMR_SO4SR6SA']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5JRCCY2IPCCV1_SR6NA\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5JRCCY2IPCCV1_SR6NA/renamed\n", "Available experiments: ['SR6NA']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['MMR_BCSR6NA', 'MMR_NO3SR6NA', 'MMR_POMSR6NA', 'MMR_SO4SR6NA']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-JRC-cy2-ipcc-v1_SR1\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5-JRC-cy2-ipcc-v1_SR1/renamed\n", "Available experiments: ['SR1']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['vmro3']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5JRCCY2IPCCV1_SR6EU\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5JRCCY2IPCCV1_SR6EU/renamed\n", "Available experiments: ['SR6EU']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['MMR_BCSR6EU', 'MMR_NO3SR6EU', 'MMR_POMSR6EU', 'MMR_SO4SR6EU']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5JRCCY2IPCCV1_SR6EA\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5JRCCY2IPCCV1_SR6EA/renamed\n", "Available experiments: ['SR6EA']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['MMR_BCSR6EA', 'MMR_NO3SR6EA', 'MMR_POMSR6EA', 'MMR_SO4SR6EA']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5JRCCY2IPCCV1_SR1\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/HTAP-PHASE-I/TM5JRCCY2IPCCV1_SR1/renamed\n", "Available experiments: ['SR1']\n", "Available years: [2001]\n", "Available frequencies ['monthly']\n", "Available variables: ['SCONCBC', 'SCONCNO3', 'SCONCPM25', 'SCONCPOM', 'SCONCSO4']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "FileNotFoundError('None of the available files in /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-I/TM5_B/renamed matches a registered pyaerocom file convention')\n", "FileNotFoundError('None of the available files in /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-I/TM5_B/renamed matches a registered pyaerocom file convention')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Reading failed for TM5_B. Error: AttributeError(\"'NoneType' object has no attribute 'experiment'\")\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-V3.A2.HCA-0\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-II/TM5-V3.A2.HCA-0/renamed\n", "Available experiments: ['']\n", "Available years: [2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]\n", "Available frequencies ['daily' 'monthly']\n", "Available variables: ['abs550aer', 'abs550dryaer', 'airmass', 'asyaer', 'drydms', 'drydust', 'dryso2', 'dryso4', 'dryss', 'ec550aer', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'emioa', 'emiso2', 'emiso4', 'emiss', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'pmid3d', 'precip', 'pressure', 'ps', 'scatc550dryaer', 'sconcbc', 'sconcdust', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'temp', 'wetbc', 'wetdms', 'wetdust', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ang4487aer', 'od550gt1aer', 'fmf550aer', 'pmid']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-V3.A2.HCA-IPCC\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-II/TM5-V3.A2.HCA-IPCC/renamed\n", "Available experiments: ['']\n", "Available years: [2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]\n", "Available frequencies ['daily' 'monthly' 'hourly']\n", "Available variables: ['abs550aer', 'abs550dry1Daer', 'abs550dryaer', 'airmass', 'asyaer', 'clt', 'conccn1Dmode01', 'conccn1Dmode02', 'conccn1Dmode03', 'conccn1Dmode04', 'conccn1Dmode05', 'conccn1Dmode06', 'conccn1Dmode07', 'conccnmode01', 'conccnmode02', 'conccnmode03', 'conccnmode04', 'conccnmode05', 'conccnmode06', 'conccnmode07', 'drybc', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'drynoy', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec550aer', 'ec550dry1Daer', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'eminh3', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'mmr1Daerh2o', 'mmr1Dtr01', 'mmr1Dtr02', 'mmr1Dtr03', 'mmr1Dtr04', 'mmr1Dtr05', 'mmr1Dtr06', 'mmr1Dtr07', 'mmr1Dtr08', 'mmr1Dtr09', 'mmr1Dtr10', 'mmr1Dtr11', 'mmr1Dtr12', 'mmr1Dtr13', 'mmr1Dtr14', 'mmr1Dtr15', 'mmr1Dtr16', 'mmr1Dtr17', 'mmr1Dtr18', 'mmr1Dtr19', 'mmraerh2o', 'mmrbc', 'mmrdu', 'mmrno3', 'mmroa', 'mmrso4', 'mmrss', 'mmrtr01', 'mmrtr02', 'mmrtr03', 'mmrtr04', 'mmrtr05', 'mmrtr06', 'mmrtr07', 'mmrtr08', 'mmrtr09', 'mmrtr10', 'mmrtr11', 'mmrtr12', 'mmrtr13', 'mmrtr14', 'mmrtr15', 'mmrtr16', 'mmrtr17', 'mmrtr18', 'mmrtr19', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'pmid3d', 'precip', 'pressure', 'ps', 'rsds', 'rsdscs', 'rsdscsdif', 'rsdscsvis', 'rsdt', 'rsus', 'rsut', 'rsutcs', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'temp', 'vmrdms', 'vmrhno3', 'vmrno', 'vmrno2', 'vmrpan', 'vmrso2', 'wet3Dbc', 'wet3Ddu', 'wet3Dhno3', 'wet3Dnh4', 'wet3Dnoy', 'wet3Doa', 'wet3Dso2', 'wet3Dso4', 'wet3Dss', 'wetbc', 'wetdust', 'wethno3', 'wetnh4', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ang4487aer', 'od550gt1aer', 'fmf550aer', 'pmid', 'wetdu']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-V3.A2.CTRL\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-II/TM5-V3.A2.CTRL/renamed\n", "Available experiments: ['']\n", "Available years: [2006]\n", "Available frequencies ['daily' 'monthly' 'hourly']\n", "Available variables: ['abs550aer', 'abs550dry1Daer', 'abs550dryaer', 'airmass', 'ang4487aer', 'asyaer', 'conccn1Dmode01', 'conccn1Dmode02', 'conccn1Dmode03', 'conccn1Dmode04', 'conccn1Dmode05', 'conccn1Dmode06', 'conccn1Dmode07', 'conccnmode01', 'conccnmode02', 'conccnmode03', 'conccnmode04', 'conccnmode05', 'conccnmode06', 'conccnmode07', 'drybc', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'drynoy', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec550aer', 'ec550dry1Daer', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'eminh3', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'mmr1Daerh2o', 'mmr1Dtr01', 'mmr1Dtr02', 'mmr1Dtr03', 'mmr1Dtr04', 'mmr1Dtr05', 'mmr1Dtr06', 'mmr1Dtr07', 'mmr1Dtr08', 'mmr1Dtr09', 'mmr1Dtr10', 'mmr1Dtr11', 'mmr1Dtr12', 'mmr1Dtr13', 'mmr1Dtr14', 'mmr1Dtr15', 'mmr1Dtr16', 'mmr1Dtr17', 'mmr1Dtr18', 'mmr1Dtr19', 'mmraerh2o', 'mmrbc', 'mmrdu', 'mmrno3', 'mmroa', 'mmrso4', 'mmrss', 'mmrtr01', 'mmrtr02', 'mmrtr03', 'mmrtr04', 'mmrtr05', 'mmrtr06', 'mmrtr07', 'mmrtr08', 'mmrtr09', 'mmrtr10', 'mmrtr11', 'mmrtr12', 'mmrtr13', 'mmrtr14', 'mmrtr15', 'mmrtr16', 'mmrtr17', 'mmrtr18', 'mmrtr19', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'pmid3d', 'precip', 'pressure', 'ps', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'temp', 'vmrdms', 'vmrhno3', 'vmrno', 'vmrno2', 'vmrpan', 'vmrso2', 'wet3Dbc', 'wet3Ddu', 'wet3Dhno3', 'wet3Dnh4', 'wet3Dnoy', 'wet3Doa', 'wet3Dso2', 'wet3Dso4', 'wet3Dss', 'wetbc', 'wetdust', 'wethno3', 'wetnh4', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'od550gt1aer', 'fmf550aer', 'pmid', 'wetdu']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-V3.A2.PRE\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-II/TM5-V3.A2.PRE/renamed\n", "Available experiments: ['']\n", "Available years: [1850]\n", "Available frequencies ['daily' 'monthly']\n", "Available variables: ['abs550aer', 'abs550dryaer', 'airmass', 'asyaer', 'clt', 'drybc', 'drydms', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'drynoy', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec550aer', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'eminh3', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'precip', 'pressure', 'ps', 'rsds', 'rsdscs', 'rsdscsdif', 'rsdscsvis', 'rsdt', 'rsus', 'rsut', 'rsutcs', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'temp', 'vmrdms', 'vmrhno3', 'vmrno', 'vmrno2', 'vmrpan', 'vmrso2', 'wet3Dbc', 'wet3Ddu', 'wet3Dhno3', 'wet3Dnh4', 'wet3Dnoy', 'wet3Doa', 'wet3Dso2', 'wet3Dso4', 'wet3Dss', 'wetbc', 'wetdms', 'wetdust', 'wethno3', 'wetnh4', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ang4487aer', 'od550gt1aer', 'fmf550aer', 'wetdu']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-INSITU\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-III/TM5_AP3-INSITU/renamed\n", "Available experiments: ['AP3']\n", "Available years: [2010]\n", "Available frequencies ['monthly' 'daily' 'hourly']\n", "Available variables: ['abs350aer', 'abs440aer', 'abs440dryaer', 'abs550aer', 'abs550dryaer', 'abs550drylt1aer', 'abs870aer', 'abs870dryaer', 'airmass', 'asyaer', 'asydryaer', 'depbc', 'depdms', 'depdust', 'dephno3', 'depmsa', 'depn', 'depnh3', 'depnh4', 'depnhx', 'depno2', 'depno3', 'depnoy', 'depo3', 'depoa', 'deps', 'depso2', 'depso4', 'depss', 'dh', 'drybc', 'drydms', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'dryno3', 'drynoy', 'dryo3', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec440dryaer', 'ec550aer', 'ec550dryaer', 'ec550drylt1aer', 'ec870dryaer', 'emibc', 'emico', 'emidms', 'emidust', 'emiisop', 'emin', 'eminh3', 'eminox', 'emioa', 'emis', 'emiso2', 'emiso4', 'emiss', 'emiterp', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'mmrbc', 'mmrdust', 'mmrmsa', 'mmrnh4', 'mmrno3', 'mmroa', 'mmrso4', 'mmrss', 'od350aer', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550lt1ss', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'plev', 'pr', 'precip', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'ta', 'temp', 'vmrch4', 'vmrco', 'vmrno', 'vmrno2', 'vmro3', 'vmroh', 'wetbc', 'wetdms', 'wetdust', 'wethno3', 'wetmsa', 'wetnh3', 'wetnh4', 'wetno3', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ang4487aer', 'angabs4487aer', 'od550gt1aer', 'vmrox', 'fmf550aer']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-CTRL2016\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-III/TM5_AP3-CTRL2016/renamed\n", "Available experiments: ['AP3']\n", "Available years: [2006, 2008, 2010]\n", "Available frequencies ['monthly' '3hourly']\n", "Available variables: ['abs350aer', 'abs440aer', 'abs440dryaer', 'abs550aer', 'abs550dryaer', 'abs550drylt1aer', 'abs870aer', 'abs870dryaer', 'airmass', 'asyaer', 'asydryaer', 'deltaz3d', 'depbc', 'depdms', 'depdust', 'dephno3', 'depmsa', 'depn', 'depnh3', 'depnh4', 'depnhx', 'depno2', 'depno3', 'depnoy', 'depo3', 'depoa', 'deps', 'depso2', 'depso4', 'depss', 'dh', 'drybc', 'drydms', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'dryno3', 'drynoy', 'dryo3', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec440dryaer', 'ec550aer', 'ec550dryaer', 'ec550drylt1aer', 'ec870dryaer', 'emibc', 'emico', 'emidms', 'emidust', 'emiisop', 'emin', 'eminh3', 'eminox', 'emioa', 'emis', 'emiso2', 'emiso4', 'emiss', 'emiterp', 'humidity3d', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od350aer', 'od440aer', 'od550aer', 'od550aer3d', 'od550aerh2o', 'od550bc', 'od550dryaer', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550lt1ss', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'od870aer', 'pr', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcnh4', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'ta', 'temp', 'vmrch4', 'vmrco', 'vmrno', 'vmrno2', 'vmro3', 'vmroh', 'wetbc', 'wetdms', 'wetdust', 'wethno3', 'wetmsa', 'wetnh3', 'wetnh4', 'wetno3', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ang4487aer', 'angabs4487aer', 'od550gt1aer', 'vmrox', 'fmf550aer', 'deltaz', 'humidity']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-CTRL2015\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-III/TM5_AP3-CTRL2015/renamed\n", "Available experiments: ['AP3']\n", "Available years: [2010]\n", "Available frequencies ['monthly']\n", "Available variables: ['depbc', 'depdust', 'depno3', 'depoa', 'depso4', 'depss', 'drybc', 'drydust', 'dryno3', 'dryoa', 'dryso4', 'dryss', 'emibc', 'emidms', 'emidust', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od550aer', 'od550bc', 'od550dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'sconcbc', 'sconcdust', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcss', 'wetbc', 'wetdust', 'wetno3', 'wetoa', 'wetso4', 'wetss']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-INSITU-TIER3\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-III/TM5_AP3-INSITU-TIER3/renamed\n", "Available experiments: ['AP3']\n", "Available years: [2010]\n", "Available frequencies ['hourly']\n", "Available variables: ['abs440dryaer', 'abs550aer', 'abs550dryaer', 'abs550drylt1aer', 'abs550rh40aer', 'abs550rh55aer', 'abs550rh65aer', 'abs550rh75aer', 'abs550rh85aer', 'abs870dryaer', 'airmass', 'asydryaer', 'dh', 'ec440dryaer', 'ec550aer', 'ec550aerh2o', 'ec550bc', 'ec550dryaer', 'ec550drylt1aer', 'ec550dust', 'ec550no3', 'ec550oa', 'ec550rh40aer', 'ec550rh55aer', 'ec550rh65aer', 'ec550rh75aer', 'ec550rh85aer', 'ec550so4', 'ec550ss', 'ec870dryaer', 'hus', 'mmrbc', 'mmrdust', 'mmrmsa', 'mmrnh4', 'mmrno3', 'mmroa', 'mmrso4', 'mmrss', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550no3', 'od550oa', 'od550so4', 'od550ss', 'plev', 'pr', 'ta']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-met2010_AP3-CTRL2019\n", "Data directory: /lustre/storeA/project/aerocom/aerocom-users-database/AEROCOM-PHASE-III-2019/TM5-met2010_AP3-CTRL2019/renamed\n", "Available experiments: ['AP3']\n", "Available years: [1850, 2010]\n", "Available frequencies ['monthly' 'daily']\n", "Available variables: ['abs350aer', 'abs440aer', 'abs440dryaer', 'abs550aer', 'abs550dryaer', 'abs550drylt1aer', 'abs870aer', 'abs870dryaer', 'airmass', 'asyaer', 'asydryaer', 'depbc', 'depdms', 'depdust', 'dephno3', 'depmsa', 'depn', 'depnh3', 'depnh4', 'depnhx', 'depno2', 'depno3', 'depnoy', 'depo3', 'depoa', 'deps', 'depso2', 'depso4', 'depsoa', 'depss', 'dh', 'drybc', 'drydms', 'drydust', 'dryhno3', 'drynh3', 'dryno2', 'dryno3', 'drynoy', 'dryo3', 'dryoa', 'dryso2', 'dryso4', 'drysoa', 'dryss', 'ec440dryaer', 'ec550aer', 'ec550dryaer', 'ec550drylt1aer', 'ec870dryaer', 'emibc', 'emico', 'emidms', 'emidust', 'emiisop', 'emin', 'eminh3', 'eminox', 'emis', 'emiso2', 'emiso4', 'emiss', 'emiterp', 'emivoc', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadsoa', 'loadss', 'od350aer', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1dust', 'od550lt1ss', 'od550no3', 'od550oa', 'od550so4', 'od550soa', 'od550ss', 'od870aer', 'pr', 'sconcbc', 'sconcdust', 'sconcmsa', 'sconcnh4', 'sconcno3', 'sconcoa', 'sconcso4', 'sconcsoa', 'sconcss', 'ta', 'temp', 'vmrch4', 'vmrco', 'vmrno', 'vmrno2', 'vmro3', 'vmroh', 'wetbc', 'wetdms', 'wetdust', 'wethno3', 'wetmsa', 'wetnh3', 'wetnh4', 'wetno3', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetsoa', 'wetss', 'ang4487aer', 'angabs4487aer', 'od550gt1aer', 'vmrox', 'fmf550aer']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5-met2010_CTRL-TEST\n", "Data directory: /home/jonasg/MyPyaerocom/testdata-minimal/modeldata/TM5-met2010_CTRL-TEST/renamed\n", "Available experiments: ['AP3']\n", "Available years: [2010, 9999]\n", "Available frequencies ['daily' 'monthly']\n", "Available variables: ['abs550aer', 'od550aer']\n" ] }, { "data": { "text/plain": [ "['TM5JRCCY2IPCCV1_SR6SA',\n", " 'TM5JRCCY2IPCCV1_SR6NA',\n", " 'TM5-JRC-cy2-ipcc-v1_SR1',\n", " 'TM5JRCCY2IPCCV1_SR6EU',\n", " 'TM5JRCCY2IPCCV1_SR6EA',\n", " 'TM5JRCCY2IPCCV1_SR1',\n", " 'TM5_B',\n", " 'TM5-V3.A2.HCA-0',\n", " 'TM5-V3.A2.HCA-IPCC',\n", " 'TM5-V3.A2.CTRL',\n", " 'TM5-V3.A2.PRE',\n", " 'TM5_AP3-INSITU',\n", " 'TM5_AP3-CTRL2016',\n", " 'TM5_AP3-CTRL2015',\n", " 'TM5_AP3-INSITU-TIER3',\n", " 'TM5-met2010_AP3-CTRL2019',\n", " 'TM5-met2010_CTRL-TEST']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.browse_database('*TM5*')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initiate reader class" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "model_id = 'TM5-met2010_CTRL-TEST'\n", "reader = pya.io.ReadGridded(model_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can have a look at the individual files and corresponding metadata using the `file_info` attribute:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
var_nameyearts_typevert_codedata_idnamemeteoexperimentperturbationis_at_stations3Dfilename
0abs550aer2010dailyColumnTM5-met2010_CTRL-TESTTM5met2010AP3CTRL2019FalseFalseaerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co...
4abs550aer2010monthlyColumnTM5-met2010_CTRL-TESTTM5met2010AP3CTRL2019FalseFalseaerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co...
1abs550aer9999dailyColumnTM5-met2010_CTRL-TESTTM5met2010AP3CTRL2019FalseFalseaerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co...
2od550aer2010dailyColumnTM5-met2010_CTRL-TESTTM5met2010AP3CTRL2019FalseFalseaerocom3_TM5-met2010_AP3-CTRL2019_od550aer_Col...
3od550aer2010monthlyColumnTM5-met2010_CTRL-TESTTM5AP3CTRL2016FalseFalseaerocom3_TM5_AP3-CTRL2016_od550aer_Column_2010...
\n", "
" ], "text/plain": [ " var_name year ts_type vert_code data_id name meteo \\\n", "0 abs550aer 2010 daily Column TM5-met2010_CTRL-TEST TM5 met2010 \n", "4 abs550aer 2010 monthly Column TM5-met2010_CTRL-TEST TM5 met2010 \n", "1 abs550aer 9999 daily Column TM5-met2010_CTRL-TEST TM5 met2010 \n", "2 od550aer 2010 daily Column TM5-met2010_CTRL-TEST TM5 met2010 \n", "3 od550aer 2010 monthly Column TM5-met2010_CTRL-TEST TM5 \n", "\n", " experiment perturbation is_at_stations 3D \\\n", "0 AP3 CTRL2019 False False \n", "4 AP3 CTRL2019 False False \n", "1 AP3 CTRL2019 False False \n", "2 AP3 CTRL2019 False False \n", "3 AP3 CTRL2016 False False \n", "\n", " filename \n", "0 aerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co... \n", "4 aerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co... \n", "1 aerocom3_TM5-met2010_AP3-CTRL2019_abs550aer_Co... \n", "2 aerocom3_TM5-met2010_AP3-CTRL2019_od550aer_Col... \n", "3 aerocom3_TM5_AP3-CTRL2016_od550aer_Column_2010... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reader.file_info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also filter this attribute based on what you are interested in. E.g.:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
var_nameyearts_typevert_codedata_idnamemeteoexperimentperturbationis_at_stations3Dfilename
2od550aer2010dailyColumnTM5-met2010_CTRL-TESTTM5met2010AP3CTRL2019FalseFalseaerocom3_TM5-met2010_AP3-CTRL2019_od550aer_Col...
3od550aer2010monthlyColumnTM5-met2010_CTRL-TESTTM5AP3CTRL2016FalseFalseaerocom3_TM5_AP3-CTRL2016_od550aer_Column_2010...
\n", "
" ], "text/plain": [ " var_name year ts_type vert_code data_id name meteo \\\n", "2 od550aer 2010 daily Column TM5-met2010_CTRL-TEST TM5 met2010 \n", "3 od550aer 2010 monthly Column TM5-met2010_CTRL-TEST TM5 \n", "\n", " experiment perturbation is_at_stations 3D \\\n", "2 AP3 CTRL2019 False False \n", "3 AP3 CTRL2016 False False \n", "\n", " filename \n", "2 aerocom3_TM5-met2010_AP3-CTRL2019_od550aer_Col... \n", "3 aerocom3_TM5_AP3-CTRL2016_od550aer_Column_2010... " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files = reader.filter_files(var_name='od550aer')\n", "files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read Aerosol optical depth at 550 nm (od550aer)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "od550aer = reader.read_var('od550aer')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer.quickplot_map();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ups, this looks rather incomplete. The reason is that pyaerocom picked the available *daily* dataset, which is cropped in the *minimal* testdataset for storage purpose. Let's try monthly." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Rearranging longitude dimension from 0 -> 360 definition to -180 -> 180 definition\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer_tm5 = reader.read_var('od550aer', ts_type='monthly')\n", "od550aer_tm5.quickplot_map();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking better. You may wonder why only January is displayed here. This is because `quickplot_map` picks the first available timestamp in the dataset, you may specify that explicitly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Under the hood [pyaerocom.GriddedData](http://aerocom.met.no/pyaerocom/api.html#module-pyaerocom.griddeddata) is based on the [iris.Cube object](https://scitools.org.uk/iris/docs/v1.9.0/html/iris/iris/cube.html#iris.cube.Cube) class ([iris library](https://scitools.org.uk/iris/docs/v1.9.0/html/index.html)) and features very similar functionality (and more).\n", "\n", "The loaded `Cube` instance can be accessed via:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "\n", " \n", " \n", "\n", "
Atmosphere Optical Thickness Due To Ambient Aerosol (1)timelatitudelongitude
Shape1290120
Dimension coordinates
\ttimex--
\tlatitude-x-
\tlongitude--x
Attributes
\tConventionsCF-1.6
\tcomputedFalse
\tconcatenatedFalse
\tcontactTwan van Noije (noije@knmi.nl)
\tdata_idTM5-met2010_CTRL-TEST
\texperimentAP3
\texperiment_idAP3-CTRL2016
\tfrom_files['/home/jonasg/MyPyaerocom/testdata-minimal/modeldata/TM5-met2010_CTRL...
\tinstitute_idKNMI
\tinstitutionRoyal Netherlands Meteorological Institute, De Bilt, The Netherlands
\tmeteo
\tmodel_idTM5
\toutliers_removedFalse
\tperturbationCTRL2016
\tproject_idAeroCom Phase 3
\treaderNone
\treferencesVan Noije, T.P.C., et al. (Geosci. Model Dev., 7, 2435-2475, 2014); Van...
\tregionNone
\tregriddedFalse
\tsourceTM5-mp: CTM ERA-Interim 3x2 34L
\ttitleTM5 model output prepared for AeroCom Phase 3
\tts_typemonthly
\tvar_name_readn/d
\tvert_codeColumn
Cell methods
\tpoint: longitude, latitude
\tmean: time
\n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5.cube" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conversion to xarray\n", "\n", "If you have not heard of xarray, you should [check it out](http://xarray.pydata.org/en/stable/). If you have heard of it (or maybe even used it already) you may convert a `GriddedData` object to an `xarray.DataArray` via:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'od550aer' (time: 12, lat: 90, lon: 120)>\n",
       "dask.array<filled, shape=(12, 90, 120), dtype=float32, chunksize=(12, 90, 61), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) object 2010-01-15 12:00:00 ... 2010-12-15 12:00:00\n",
       "  * lat      (lat) float64 -89.0 -87.0 -85.0 -83.0 -81.0 ... 83.0 85.0 87.0 89.0\n",
       "  * lon      (lon) float64 -181.5 -178.5 -175.5 -172.5 ... 169.5 172.5 175.5\n",
       "Attributes: (12/25)\n",
       "    standard_name:     atmosphere_optical_thickness_due_to_ambient_aerosol\n",
       "    long_name:         Ambient Aerosol Optical Thickness at 550 nm\n",
       "    institution:       Royal Netherlands Meteorological Institute, De Bilt, T...\n",
       "    institute_id:      KNMI\n",
       "    source:            TM5-mp: CTM ERA-Interim 3x2 34L\n",
       "    model_id:          TM5\n",
       "    ...                ...\n",
       "    computed:          False\n",
       "    concatenated:      False\n",
       "    meteo:             \n",
       "    experiment:        AP3\n",
       "    perturbation:      CTRL2016\n",
       "    cell_methods:      longitude: latitude: point time: mean
" ], "text/plain": [ "\n", "dask.array\n", "Coordinates:\n", " * time (time) object 2010-01-15 12:00:00 ... 2010-12-15 12:00:00\n", " * lat (lat) float64 -89.0 -87.0 -85.0 -83.0 -81.0 ... 83.0 85.0 87.0 89.0\n", " * lon (lon) float64 -181.5 -178.5 -175.5 -172.5 ... 169.5 172.5 175.5\n", "Attributes: (12/25)\n", " standard_name: atmosphere_optical_thickness_due_to_ambient_aerosol\n", " long_name: Ambient Aerosol Optical Thickness at 550 nm\n", " institution: Royal Netherlands Meteorological Institute, De Bilt, T...\n", " institute_id: KNMI\n", " source: TM5-mp: CTM ERA-Interim 3x2 34L\n", " model_id: TM5\n", " ... ...\n", " computed: False\n", " concatenated: False\n", " meteo: \n", " experiment: AP3\n", " perturbation: CTRL2016\n", " cell_methods: longitude: latitude: point time: mean" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xarr = od550aer_tm5.to_xarray()\n", "xarr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overview of what is in the data\n", "\n", "Simply print the object." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyaerocom.GriddedData: (od550aer, TM5-met2010_CTRL-TEST)\n", "atmosphere_optical_thickness_due_to_ambient_aerosol / (1) (time: 365; latitude: 11; longitude: 11)\n", " Dimension coordinates:\n", " time x - -\n", " latitude - x -\n", " longitude - - x\n", " Attributes:\n", " Conventions: CF-1.6\n", " NCO: 4.7.2\n", " computed: False\n", " concatenated: False\n", " contact: Twan van Noije (noije@knmi.nl)\n", " data_id: TM5-met2010_CTRL-TEST\n", " experiment: AP3\n", " experiment_id: AP3-CTRL2019\n", " from_files: ['/home/jonasg/MyPyaerocom/testdata-minimal/modeldata/TM5-met2010_CTRL...\n", " history: Wed Jul 8 10:31:53 2020: ncks -d lat,20,30 -d lon,20,30 raw/aerocom3_TM5-met2010_AP3-CTRL2019_od550aer_Column_2010_daily.nc...\n", " institute_id: KNMI\n", " institution: Royal Netherlands Meteorological Institute, De Bilt, The Netherlands\n", " meteo: met2010\n", " model_id: TM5\n", " outliers_removed: False\n", " perturbation: CTRL2019\n", " project_id: AeroCom Phase 3\n", " reader: None\n", " references: Van Noije, T.P.C., et al. (Geosci. Model Dev., 7, 2435-2475, 2014); Bergman,...\n", " region: None\n", " regridded: False\n", " source: TM5-mp, r1058: CTM ERA-Interim 3x2 34L\n", " timedim-corrected: True\n", " title: TM5 model output prepared for AeroCom Phase 3\n", " ts_type: daily\n", " var_name_read: n/d\n", " vert_code: Column\n", " Cell methods:\n", " point: longitude, latitude\n", " mean: time\n" ] } ], "source": [ "print(od550aer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Access dimension coordinates\n", "\n", "Dimension coordinates can be simply accessed either using `[]` or `.` operator, e.g." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DimCoord(array([-49., -47., -45., -43., -41., -39., -37., -35., -33., -31., -29.]), bounds=array([[-50., -48.],\n", " [-48., -46.],\n", " [-46., -44.],\n", " [-44., -42.],\n", " [-42., -40.],\n", " [-40., -38.],\n", " [-38., -36.],\n", " [-36., -34.],\n", " [-34., -32.],\n", " [-32., -30.],\n", " [-30., -28.]]), standard_name='latitude', units=Unit('degrees'), long_name='Center coordinates for latitudes', var_name='lat')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer['latitude']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DimCoord(array([61.5, 64.5, 67.5, 70.5, 73.5, 76.5, 79.5, 82.5, 85.5, 88.5, 91.5]), bounds=array([[60., 63.],\n", " [63., 66.],\n", " [66., 69.],\n", " [69., 72.],\n", " [72., 75.],\n", " [75., 78.],\n", " [78., 81.],\n", " [81., 84.],\n", " [84., 87.],\n", " [87., 90.],\n", " [90., 93.]]), standard_name='longitude', units=Unit('degrees'), long_name='Center coordinates for longitudes', var_name='lon')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer.longitude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They are instances of `iris.coords.DimCoords`, as defined in the underlying `Cube` instance used in the `GriddedData` object. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Time stamps\n", "\n", "Time stamps are represented as numerical values with respect to a reference date and frequency, according to the CF conventions. They can be accessed via the `time` attribute of the data class (if the data contains a time dimension)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DimCoord(array([58454.5, 58484. , 58513.5, 58544. , 58574.5, 58605. , 58635.5,\n", " 58666.5, 58697. , 58727.5, 58758. , 58788.5]), standard_name='time', units=Unit('days since 1850-01-01 00:00', calendar='julian'), long_name='Time', var_name='time')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5.time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may also want the time-stamps in the form of actual datetime-like objects. These can be computed using the `time_stamps()` method:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2010-01-01T00:00:00.000000', '2010-01-02T00:00:00.000000',\n", " '2010-01-03T00:00:00.000000'], dtype='datetime64[us]')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer.time_stamps()[0:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting maps\n", "\n", "As introduced above, maps of individual time stamps can be plotted using the quickplot_map method. Above we used the default call, which chooses the first available timestamp. You may also specify which date you are interested in:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer_tm5.quickplot_map('2010-10');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want more control on the input parameters of the map plotting function (e.g. color-binning, lower, upper limit, colorbar, etc.), you may use the underlying plot method (that is also used in `GriddedData.quickplot_map`, which is available at [`pya.plot.mapping.plot_griddeddata_on_map`](https://pyaerocom.met.no/api.html#pyaerocom.plot.mapping.plot_griddeddata_on_map), e.g.:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jonasg/github/pya/pyaerocom/pyaerocom/mathutils.py:396: RuntimeWarning: divide by zero encountered in log10\n", " return np.floor(np.log10(abs(np.asarray(num)))).astype(int)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pya.plot.mapping.plot_griddeddata_on_map(od550aer_tm5[1], xlim=(-60, 60), ylim=(-30, 30), vmin=0, vmax=0.4, log_scale=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regional filtering\n", "\n", "Regional filtering can be performed using the [Filter](http://aerocom.met.no/pyaerocom/api.html#module-pyaerocom.filter) class. \n", "\n", "#### Rectangular regions\n", "\n", "An overview of rectangular AeroCom default regions can be accessed via:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['WORLD', 'ASIA', 'AUSTRALIA', 'CHINA', 'EUROPE', 'INDIA', 'NAFRICA', 'SAFRICA', 'SAMERICA', 'NAMERICA']\n" ] } ], "source": [ "print(pya.const.OLD_AEROCOM_REGIONS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's choose north Africa as an example. Create instance of Filter class:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "f = pya.Filter('NAFRICA')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can print its `region` attribute to see the edges:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyaeorocom Region\n", "Name: NAFRICA\n", "Longitude range: [-17, 50]\n", "Latitude range: [0, 40]\n", "Longitude range (plots): [-17, 50]\n", "Latitude range (plots): [0, 40]\n" ] } ], "source": [ "print(f.region)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now apply to the model data object:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "od550aer_nafrica = f(od550aer_tm5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare shapes:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData: (od550aer, TM5-met2010_CTRL-TEST)\n", "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_nafrica" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData: (od550aer, TM5-met2010_CTRL-TEST)\n", "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the filtered object is reduced in the longitude and latitude dimension. Let's have a look:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer_nafrica.quickplot_map('March 2010');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Binary region masks\n", "\n", "Available [HTAP](http://www.htap.org/) binary filter masks can be accessed via:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['PAN', 'EAS', 'NAF', 'MDE', 'LAND', 'SAS', 'SPO', 'OCN', 'SEA', 'RBU', 'EEUROPE', 'NAM', 'WEUROPE', 'SAF', 'USA', 'SAM', 'EUR', 'NPO', 'MCA']\n" ] } ], "source": [ "print(pya.const.HTAP_REGIONS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And they are handled in the same way as the rectangular regions:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Failed to compute / add area weighted mean. Reason: ValueError('Format specifier missing precision')\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pya.Filter('OCN')(od550aer_tm5).quickplot_map();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the provided HTAP region masks are only valid within 60$^\\circ$S to 60$^\\circ$N." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Filtering of time\n", "\n", "Filtering of time is not included in the Filter class (which only allows for regional filtering) but can be easily performed from the `GriddedData` object directly. If you know the indices of the time stamps you want to crop, you can simply use numpy indexing syntax (remember that we have a 3D array containing time, latitude and lonfgitude). \n", "\n", "Let's say we are interested in the (northern hemispheric) summer months of June to September.\n", "\n", "Since the time dimension corresponds the first index in the 3D data (time, lat, lon), and since we know, that we have monthly 2010 data (see above), we may use:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2010-06-15T00:00:00.000000', '2010-07-15T12:00:00.000000',\n", " '2010-08-15T12:00:00.000000'], dtype='datetime64[us]')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_summer = od550aer_tm5[5:8]\n", "od550aer_summer.time_stamps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, this methodology might not always be handy (imagine you have a 10 year dataset of `3hourly` sampled data and want to extract three months in the 6th year ...). In that case, you can perform the cropping using the actual timestamps:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['2010-06-15T00:00:00.000000', '2010-07-15T12:00:00.000000',\n", " '2010-08-15T12:00:00.000000'], dtype='datetime64[us]')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5.crop(time_range=('6-2010', '9-2010')).time_stamps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data selection over multiple dimensions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inspired by the [xarray.DataArray.sel](http://xarray.pydata.org/en/stable/generated/xarray.DataArray.sel.html) method, a similar method was implemented in `GriddedData`:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer_tm5.sel(time='April 2010', longitude=(90, 179), latitude=(-50, 20)).quickplot_map();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE**: Before release of version 0.10.0, there was a [bug](https://github.com/metno/pyaerocom/issues/225) that led to a crash if a time range (i.e. `time=(start, stop)`) was passed into the `sel` method. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data aggregation / regridding\n", "\n", "You may regrid `GriddedData` using the `regrid` method (for regional regridding) or the `resample_time` method (for temporal resmpling). Like already done above, the calls may be combined, e.g.:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData: (od550aer, TM5-met2010_CTRL-TEST)\n", "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lowres = od550aer_tm5.regrid(lat_res_deg=10, lon_res_deg=20).resample_time('yearly')\n", "lowres" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the time dimension only has one entry, as expected, as the data only contains 2010 timestamps and we computed a yearly average, lat and lon dimensions are also reduced, accordingly." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jonasg/miniconda3/envs/pyadev/lib/python3.9/site-packages/iris/coords.py:1784: UserWarning: Coordinate 'longitude' is not bounded, guessing contiguous bounds.\n", " warnings.warn(\n", "/home/jonasg/miniconda3/envs/pyadev/lib/python3.9/site-packages/iris/coords.py:1784: UserWarning: Coordinate 'latitude' is not bounded, guessing contiguous bounds.\n", " warnings.warn(\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lowres.quickplot_map();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regional averaging\n", "\n", "The actual cell sizes of latitude and longitude coordinates vary, dependent on where you are, that is, they are largest close to the equator, and smallest near the poles. When computing a regional average, this needs to be considered (i.e. values need to be weighted by their actual cell size). This is *area weighted regridding* is implemented in the `iris` library and is used by default in `GriddedData`, for instance, when calling:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.11864813532841474" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may specify if you do not want to use area weighting:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.09825691" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_tm5.mean(areaweighted=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Makes quite a difference, doesn't it?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extracting time-series at certain coordinates (e.g. for co-location with observations at certain sites)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time-series at individual coordinates can be extracted from a `GriddedData` object via:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[StationData: {'dtime': [], 'var_info': BrowseDict: {'od550aer': {'units': Unit('1')}}, 'station_coords': {'latitude': None, 'longitude': None, 'altitude': None}, 'data_err': BrowseDict: {}, 'overlap': BrowseDict: {}, 'numobs': BrowseDict: {}, 'data_flagged': BrowseDict: {}, 'filename': None, 'station_id': None, 'station_name': None, 'instrument_name': None, 'PI': None, 'country': None, 'country_code': None, 'ts_type': 'monthly', 'latitude': 61.0, 'longitude': 10.5, 'altitude': nan, 'data_id': 'TM5-met2010_CTRL-TEST', 'dataset_name': None, 'data_product': None, 'data_version': None, 'data_level': None, 'framework': None, 'instr_vert_loc': None, 'revision_date': None, 'website': None, 'ts_type_src': None, 'stat_merge_pref_attr': None, 'od550aer': 2010-01-15 12:00:00 0.049607\n", " 2010-02-14 00:00:00 0.061162\n", " 2010-03-15 12:00:00 0.069986\n", " 2010-04-15 00:00:00 0.097556\n", " 2010-05-15 12:00:00 0.103770\n", " 2010-06-15 00:00:00 0.107482\n", " 2010-07-15 12:00:00 0.146354\n", " 2010-08-15 12:00:00 0.145518\n", " 2010-09-15 00:00:00 0.078066\n", " 2010-10-15 12:00:00 0.077722\n", " 2010-11-15 00:00:00 0.037447\n", " 2010-12-15 12:00:00 0.039024\n", " dtype: float32}]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts_data = od550aer_tm5.to_time_series(latitude=60, longitude=11)\n", "ts_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see from the output, the return value of this method is a list, that contains *one* `pyaerocom.StationData` object. The reason why this method returns a list is because it is usually called with many input coordinates (e.g. all site locations of an observation network), and thus, returns a list of `StationData` objects, one for each input coordinate. \n", "\n", "The `StationData` object is basically a dictionary-like object with some extra functionality." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "station = ts_data[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The actual time-series is a `pandas.Series` object and can be accessed through the variable name (remember, `GriddedData` instances are single variable)." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2010-01-15 12:00:00 0.049607\n", "2010-02-14 00:00:00 0.061162\n", "2010-03-15 12:00:00 0.069986\n", "2010-04-15 00:00:00 0.097556\n", "2010-05-15 12:00:00 0.103770\n", "2010-06-15 00:00:00 0.107482\n", "2010-07-15 12:00:00 0.146354\n", "2010-08-15 12:00:00 0.145518\n", "2010-09-15 00:00:00 0.078066\n", "2010-10-15 12:00:00 0.077722\n", "2010-11-15 00:00:00 0.037447\n", "2010-12-15 12:00:00 0.039024\n", "dtype: float32" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts = station['od550aer']\n", "ts" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEWCAYAAAC0Q+rDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAABBZ0lEQVR4nO3dd3wc1bXA8d9RdZGr3JtkGWNs425AMs0Ug4FAIPRuCCFAAgRC2gsJkJeEhCSEFiDwqAYSem8GEporLhQbG3CRK+69yGrn/XFn7WVZSbvSrmZ39nw/n/1Imrkze85K2rMzc+deUVWMMcaYZMjyOwBjjDHBZUXGGGNM0liRMcYYkzRWZIwxxiSNFRljjDFJY0XGGGNM0liRMcY0GxEpFhEVkRv9jsU0DysyJi14b0yxPorD3sxURF6pY5+5IrLOa1MesW5CPfu/qxHxDwzb/pAG2nYRkVtEZJ6I7BCRbSIyR0R+KyJto7QfGxFfjYhsEpG5IvKIiIwXEWlEzEO97ZeKyG4R2Sgi/xWRi0QkO979mcyU43cAxsTo/IifDwUuBe4DPohYtw7o7H1fAYwXke6q+nVEu5OATl6buvwRmB+x7ItYgw7zfWAbsMv7/sNojUSkDHgZaAs8DtwBZANHADcCF4nIsar6ZZTN/wW8BgjQBhgAnAxcALwtIqer6uZYghWRy4E7gU3Aw8ACoANwKvAgcLaInKKqO2LZn8lgqmoPe6TdA5gAKDChjvXF3vqngCrg51HavAp8AswFyuvY/9gExJoLrAEeAG4FtgNtorTrBqwFNgMHRFl/PFCJe8NvGbZ8rBfrdVG2yQb+5q1/PcZ4xwG13mvTKcr633v7e7QRr0Xo93Kj339D9mieh50uM0G3Fvfp/qLwhSLSHTgWeKihHYhIGxHJa0IMJwJdgEdwRwWtgTOjtPsZ7gjsV6r6UeRKVX0NuA13hPL9WJ5YVWtU9ae4I6fxDZ2q8/zJ+3qOqq6Psv43wHTgfBEZElooIr1F5MGw02trRWSKiFzY0BOKSI6I/EJEPheRChHZICLPh+/fpCcrMiYTPAjs552KCrkQqAEea2Dbl4CtQIWIfCIi5zXi+b8PLAE+UNVPgTnAxVHanYo7Unmknn3dH9Y2Hg94X0+or5GI9AVGAlNUdV60NqqqYfv7nrddDvAWcDrwb+AKXLH6EndqsyGPe+1X4IrtvbhThFNFZEQM25sUZddkTCZ4FXe66iJgqrdsAvCyqq6v45r4TuAJ4D+4o6G+wI+AiSLST1VviuWJRaQH7ojp996bM7gicpuIDFTV+V67NkAR8Jmq7qxrf6r6lYhsA+L9hP+p93XfBtrt732d3UC70PpQHINwR1i/UNVb4glMRMYBZ+BObZ4Vep1E5Envee4gtkJlUpAdyZjAU9VqYCJwpoi0EpGDcW+ID9azzVOqeq6qPqCqL6vqHcBQ3PWb60WkOMann4D7P3s0bNnjuOtE4UczoV5jW2LY51agXYzPH75N+PPUJdY4QuvbRfx8hIh0iTO2U7yvfwgrxHhHfa8Ah4hI56hbmpRnRcZkigdxb6Dfw725rwLejGcHqrob+CvuDMAxDbX3ug1fhDuKyBKRfURkH6A9MBm4wDvNBHuLQCzFoy2xFaPIbcKfpy6xxvGNYqSqS4E/4F6Xr0VkltcN+4AYYuuL62gQ2YsPXFEPtTFpyIqMyQjeaanpuFNeZ+B6RtU0Ylfl3tdOMbQ9HNgHGAZ8FfEYi+sM8B0vvm3AMmCAiLSqa4dekWoDfBZn3EO9rw11vw69qY9soF1o/Z44VPV6oD/wE2ARcAkwQ0T+3MC+4r6Hx6QPKzImkzwIlAIFxNCrrA79va9rYmh7MbAb15Ps9CiPjXyzl9hzQB7uvpa6XBLWNh6h53m1vkaqugT4GBgjIoOitfGO0EL7ez5i+8WqeqeqngH0AN4Hft7AKbRFuPeigVHWhWJYUl/cJnVZkTGZ5N/ATcDVGv1mxj1EpDDKsnbAL3A9wOo91ea1PQ2Y5F3feSbygeu5dpzXnRrgL8AG4GYR+daRhIgcC1yL67H1QOT6OuLIFpG/AocAr6nq5Bg2+5X39bForwPuptBSYKJ33QQRaSciueGNVLWCvafAOtTzfC+Enjd8ZAIR2R93w+yHqrouhrhNCrLeZSZjqOpW3BtkLD4Tkfdwp4PW4m4ivBjoDvxUVVc0sP3ZQEvg2XraPIvrGHAh8CdVXSUiJwMv4rruPg5Mw91QORZXtJYBJ9XRA21kWBfr8Dv+i4BJwDkNxAyAqr4hIlcBtwPzReQh3Gm2DrhrWmNw3ZUvD9vsCOA+EXnWa7sdGIU78pquqnWeplPVt0TkKeAsoIO4YYC64U5tVgBXxRK3SVF+3w1qD3s05kHsd/zfFcO+ot3x/zdgFu7IogpYj7up89gY4/vI265DPW3ycRfav4hY3g3XwWA+riv1dtwprBuAdlH2M9bLNfSowV2Qn4frLj2+ka/xCFyvvOW4o7dNwLu4zgzZEW374u5tme/ltMP7/nfhMVPHHf+4D7y/8LbZjTuV+AIwxO+/NXs07SHeL9gYY4xJOLsmY4wxJmmsyBhjjEkaKzLGGGOSxoqMMcaYpLEiY4wxJmnsPpkwnTp10uLiYr/DMMaYtDJr1qz1qhp1EFMrMmGKi4uZOXOm32EYY0xaEZGlda2z02XGGGOSxoqMMcaYpLEiY4wxJmmsyBhjjEkaKzLGGGOSxoqMMQG1s7KaiqoabBBc4yfrwmxMAM1YspEz75uKKuRkCa3ysinIz6FVfg6t87JpnZ9Dq7wcCvKzv7GsdV6O+5qfTas897V16Ku3Teu8bHKy7fOpiY0VGWMC6L73F9GxVR4XH9KXHbur2VlZw47d1eyorGbHbvf9pp272FlZ7ZbvrmFXVU3M+8/PydpTjEKFqSA/h2vG7cvw3u2Tl5hJO1ZkjAmYJet38M6CtVx1ZH9+dMQ+MW9XU6vsrAwrSLtrvKJUzY7KGnburmZ7qGB5y3fuaVPD9CUbeGzaUisy5husyBgTMI9MKSc3K4tzS/vEtV12ltCmRS5tWuQ26nkvmziLqYs2NGpbE1x2YtWYANmyq4qnZi7nxGE96NKmRbM+d2lJR1Zu3sXyjTub9XlNarMiY0yAPD1zOTsra7jo4OJmf+6yfp0AmLrYjmbMXlZkjAmI6ppaHppczkF9O7J/z3bN/vz9uxTQsXUe06zImDC+FxkRuUJElohIhYjMEpFD62nbQkQeFpFPRaRKRN5tYN+HiEi1iMxNeODGpJi3569h5eZdXHxIX1+ePytLKC3pyLRFG+zeHLOHr0VGRM4Ebgf+CIwApgCvi0hdVyyzgQrgLuDVBvbdAXgUeCdhARuTwh78sJzeHVty9MCuvsVQWlLIqi0VLN+4y7cYTGrx+0jmWuBhVb1fVeer6pXA18Dl0Rqr6g5VvUxV7wNWNLDvB4BHgKkJjdiYFPTZii3MKN/IhDF9yc4S3+IoKykEYOri9b7FYFKLb0VGRPKAUcCkiFWTgDFN3PcVQDfg903ZjzHp4qHJSyjIz+GM0b18jWOfLgV0KsizrsxmDz+PZDrhTn+tiVi+BlcgGkVEhgA3AOeqaoO3MIvIpSIyU0Rmrlu3rrFPa4xv1m6t4OVPV3H66F6NvsclUUSEg0oKmbZ4o12XMYD/p8sAIv8SJcqymIhIPvBv4DpVXRLTk6vep6qjVXV0585Rp6g2JqU9Nm0p1bXKhDHFfocCuFNmq7dWUL7B7pcx/haZ9UAN3z5q6cK3j25i1R0YBDzk9SqrBn4LDPZ+PqbR0RqTgiqqanhs+jKOHtiVosLWfocDuIv/gHVlNoCPRUZVK4FZwLiIVeNwvcwaYyUwBBge9rgXWOh939j9GpOSXvp4FRt3VHLxwf50W46mX+fWdG6Tb9dlDOD/2GW3AhNFZAYwGbgM6IErDIjIzcCBqnpUaAMRGQTk4a7pFIjIcABV/VhVq4Bv3BMjImuB3apq98qYQFFVHpy8hIHd21Ja0tHvcPYQEUpLCpm22N0vI+JfbzfjP1+LjKo+KSKFwPW4U11zgeNVdanXpDvQL2Kz14CisJ/neF/tL9lklKmLNrBg9Tb+ctrQlHsjLysp5OVPVrF4/Q76dS7wOxzjI98v/Kvq3aparKr5qjpKVd8PWzdBVYsj2herqkQ+6tn/jaq6fxJTMMYXD05eQqeCPE4c1sPvUL4ldGRl12WM70XGGBO/0Jwx5x5URIvcbL/D+Za+nVrTta1dlzFWZIxJS42dM6a57L0uY/fLZDorMsakmdCcMd8Z1r3Z54yJR1lJIeu372bRuu1+h2J8ZEXGmDQTmjMmlbotR1O6ZxyzjT5HYvxkRcaYNBKaM+ZAn+aMiUdRYSu6t2vBNLsuk9GsyBiTRvbMGZPiRzHw7ftlTGayImNMGnnww3J6dWjJuEH+zRkTj7KSQjbsqOSrtXZdJlNZkTEmTeydM6bY1zlj4mHjmBkrMsakiYcmL6F1XjZnHNDb71Bi1rtjS3q2b2n3y2QwKzLGpIG9c8b0pq3Pc8bEw80v05HpSzZSW2vXZTJRnWOXicgFTdz3m6ra2CH7jTFhUm3OmHiUlRTy3OyVfLl2G/t1a+t3OKaZ1TdA5sO4ycMac/JXcUP2W5ExpolCc8YctV9Xijulxpwx8dhzXWbRBisyGaihUZj/CLwd5z7bA883KhpjzLfsmTPmkGK/Q2mU3h1b0atDS6Yu3sCENOh6bRKroSIzX1Xfi2eH3tD9xpgECM0Zs1+3NpSVpO+/VmlJIW/PX0NtrZKVJj3jTGLUd+H/bOCDRuxzq7ftZ42KyBizR2jOmIsP6Ztyc8bEo6ykkM07q1iwepvfoZhmVmeRUdUnVXV5vDtU1Spv23VNC80Y8+DkJRS2zuOkFJwzJh6l/ULjmFlX5kxjXZiNSVHloTljSlNzzph49Gzfkj4dW9lNmRko7umXRaQ/0B8oJErPM1V9NAFxGZPxHp5STk6WcF6KzhkTr7KSQl6f+zU1tZo2IxaYpou5yIhId+AR4KjQoijNFLAiY0wTba2o4umZyzlxWI+UnjMmHqX9OvLkzOXM/3pryo8gbRInniOZ+4AjgNtwHQI2JSMgYww89dFydqTBnDHxCB/HzIpM5oinyBwJ3K6q1yUrGGMM1NQqD09Jjzlj4tG9XUuKC911mUsOLfE7HNNM4rnwvx1YmKxAjDHOW5+vYcWm9JgzJl5l/QqZvmQjNTaOWcaIp8i8Ahyd6ABE5AoRWSIiFSIyS0QOradtCxF5WEQ+FZEqEXk3SpvvicgkEVknIttEZLqInJTouI1JlgcnL0mrOWPiUVpSyLaKaj5ftdXvUEwziafI/BToKyJ/F5ESScCdYSJyJnA7bviaEcAU4HURqas7TTZQAdwFvFpHm8OB/wAnePt8DXi+vuJlTKqYu3ILM5ak15wx8Qhdl5m6eL3PkZjmEnORUdXNuN5lVwFfAdUiUhPxqI7z+a8FHlbV+1V1vqpeCXwNXF5HDDtU9TJVvQ9YUUebq1X1T6o6Q1UXqupNwCzg5DhjM6bZPZiGc8bEo2vbFpR0as20xRv9DsU0k3i6MP8cuBk3svIMmti7TETygFHAXyNWTQLGNGXfUbTBesOZFLd2WwUvf7KKcw8qSqs5Y+JV2q+Qlz5eRXVNLTnZdj940MXTu+xK4F1gvKpWJeC5O+FOf0VOB7CGBF77EZEfAb2AiXWsvxS4FKBPn2Dc9GbS02PTlqXtnDHxKC0p5Inpy5i3aivDerf3OxyTZPF8jOgIPJWgAhMuspuJRFnWKCJyKvAX4FxVXRr1yVXvU9XRqjq6c+fOiXhaY+JWUVXD49OWpu2cMfEoLekI2DhmmSKeIvMJkMiP+uuBGqBbxPIuJGCyM6/ATAQuUNWXmro/Y5LppU9WsSGN54yJR5c2LejXubWNY5Yh4ikyvwYuFZHRiXhiVa3EXZAfF7FqHK6XWaOJyBnAY8AEVX2mKfsyJtlUlQc/TP85Y+JR1q+Qj5ZspKqm1u9QTJLFc03mfGAlME1EpgKLcUci4VRVvx/HPm8FJorIDGAycBnQA7gXQERuBg5U1dB4aYjIICAPd02nQESGe0/8sbf+LNwRzHXA+yISOlKqVFXr0mJSztTFbs6YW04dmtZzxsSjtKSQx6YtY+7KLYzo08HvcEwSxVNkJoR9f7D3iKRAzEVGVZ/0ZtK8HugOzAWOD7t+0h3oF7HZa0BR2M9zvK+h/87LcHnd5j1C3gPGxhqbMc3lwQ/L6dg6j5OGp/ecMfHYe7/MBisyARdzkVHVpPQ1VNW7gbvrWDchyrLiBvY3NhFxGdMc3Jwxa7jyiH3Sfs6YeHQqyKd/lwKmLd7IFWP9jsYkk3VSN8ZHe+eMKWq4ccCU9StkZrldlwk6KzLG+GTPnDFDe9ClbTDmjIlHaUkhOytr+HTFFr9DMUkU18yYIlIG/Ji6Z8ZUVY28hmKMiSI0Z8xFARxtORYH9XX3y0xbvIFRRXZdJqhiPpIRkQuAD4FTgRbAMmBpxGNZEmI0JnD2zBlT3JEhvYIzZ0w8CgvyGdC1jd0vE3DxHMn8GvgCOFpVVyUpHmMyQmjOmOtPGOh3KL4q61fIkx8tp7K6lrwcO3sfRPH8VouAe6zAGNN0e+eMiRzwIrOUlhSyq6qGT1Zs9jsUkyTxFJkVQH6yAjEmUwR9zph4HNS3IyIwbZGdMguqeIrMvcC5IpI5nfmNSYKgzxkTjw6t89ivW1sbLDPA4rkmMwt30X+GiPwDWMK3h5VBVd9PUGzGBE6mzBkTj9KSjjwxfRm7q2vIz7HPsEETT5F5J+z7/6PuIfrtr8SYOoTmjLkw4HPGxKOspJCHJpfz8bLNHJQhA4RmkniKzEVJi8KYDLB3zpgu9A34nDHxOKhvobsus3ijFZkAimfsskeSGYgxQbdnzpgMvfmyLu1a5TKoe1umLl7P1fT3OxyTYNYx3Zgk27Sjkv8uWMs/31vk5ozpZ5/WI5WWFDJ72WYqqr51mdekubiGlTHG1K+qppYFX29jzvJNzFm2mY+Xb2bJ+h0A5GQJd50zMmPmjIlHWUkhD3y4hDnLNlsRDhgrMsY0weotFcxZtok5yzczZ9kmPl2xhd3VblThzm3yGdG7PWeM7s2IPu0Z0rMdrfPtXy6aA/p2JEvcOGZWZILF/uKNiVFFVQ2frdziisqyzcxZtpnVWysAyMvOYv+ebTmvtIgRfdozok8HerRrYUctMWrXMpfBPdoxdfEGrvE7GJNQVmSMiUJVKd+wk4+X7y0o87/eSnWt67nfu2NLDuzbcU9BGdi9jd3j0USlJR15ZMpSKqpqMmoCt6CzImMMbm6XT5Zv9grKJj5evplNO6sAaJ2XzbDe7fnh4SUM792B4b3b07mNjbCUaGX9Crn/gyXMXrqJMft08jsckyBWZExG2rG7mkmfr2bqog3MWbaZheu2o97txf27FDBuUFdG9OnAiD7t6d+lTcaPMdYcRhfvvS5jRSY4YioyItIbOBM4AOgJtAJ2AiuBj4CnVXVpsoI0JhFqapUpi9bz3OyVvDF3NbuqaujQKpcRfTpw0rAeDO/TnqG92tOupQ334oe2LXIZ0rOdjWMWMA0WGRH5LfA/QB5QC2wAKnDFphQ4HfiDiNysqjcmL1RjGmfB6q08P3slL3y8kjVbd9O2RQ4nj+jJqSN7Mqqog12cTyGlJYU8OHkJuypraJln12WCoN4iIyKXATcCzwG3ATNUtTJsfR5wEPAT4DciskZV74knABG5AvgZ0B2YB/xEVT+oo20L3GjQI4GBwGRVHRul3eHArcBgYBVwi6reG09cJr2t3VbBSx+v4rnZK/n8663kZAljB3ThhhN7cuR+XezCcooq7VfIP99fzKylmzikv50yC4KGjmR+DDynqqdFW+kVnA+AD0TkOeBHQMxFRkTOBG4HrsBN7XwF8LqIDFLVaFM5Z+OOou4CjgfaR9lnX+A14EHgPOAQ4G4RWaeqz8Yam0k/uyprmPT5ap6bvZIPvlpHrcKwXu248cRBnDisB4UFdrE+1R1Q3JHsLGHa4g1WZAKioSLTD/h7jPt6FTguzue/FnhYVe/3fr5SRMYDlwO/imysqjuAywBEZChRioy3fpWqXun9PF9EDgKuA6zIBExtrTJ9yUaem72C1+euZvvuanq0a8HlY/txyohe7NOlwO8QTRwK8nPsukzANFRkNgD7xbivgV77mHin2kYBf41YNQkYE+t+oijz9hHuTeBCEclV1aom7NukiIVrt/P8nBW8MGcVKzfvoiA/h+P278b3RvbioL4dybLeYGmrtKSQ//tgMTsrq2mVZx1g011Dv8HngatEZAnwf+HXY0JEJBe4FLgS+Gccz90Jd/prTcTyNcDRcewnUjfg7Sj7zPGe8+vwFSJyKS5++vTp04SnNcm2YftuXv5kFc/PWcknK7aQJXBo/878fPwAjhnUzS4UB0RZv0LufW8RM8s3cdi+nf0OxzRRQ0Xm17gL+3cBfxaRObhuy7uBfFwPsxFAa9zMmdc3Ioa6Jj9rimj7jLYcVb0PuA9g9OjRTX1ek2AVVTX8Z8Fanpu9gne/WEd1rTKoe1uuP2EgJw3rQZe2LfwO0STY6KIO5HjXZazIpL96i4yqbhWRg4EfAOfgTm8dEtZkFzAb+Bdwf5ynotbjpm/uFrG8C98+uonH6jr2WU0cp/OMf1SVmUs38dzslbz66Sq2VlTTpU0+Fx/Sl1NG9GRg97Z+h2iSqHV+DkN72XWZoGjwhKdXOO7G9dASoAN7b8bcpKqN+vSvqpUiMgsYBzwdtmocTbtAPxU4OWLZOGCmXY9Jbeu372bi1KU8P2clyzbupGVuNuP378YpI3py8D6d7K77DOJOmS1m++5qCmzk6rQW12/PKygbvUci3ApMFJEZwGRcz7AeuHthEJGbgQNV9ajQBiIyCHdjaCegQESGe7F97DW5F/ixiNyGu0Z0MDABODtBMZskqK6pZcJDM5i3aitj+hVy9VH9OXb/bvYGk6FKSwr5x38XMbN8I2MHdPE7HNMEjf4PFpF83FHNxmgdAmKhqk+KSCHuWk53YC5wfNgQNd1x3ajDvQYUhf08JxSSt88lInI8ruv15bibMa+ye2RS28RpS5m7cit3nj2CE4f18Dsc47NRRR3IzRamLt5gRSbNNXTH/0hgsapuDls2GHcEcgSud1i1iEwCrlHVhfEGoKp3407HRVs3Icqy4hj2+R5uVACTBtZsreBvk77ksH07852h3f0Ox6SAVnk5DOvVnmmLE3XSxPglq4H1H+HurAdARAbg7sw/yvv6iNfmBOBDEbF3CBO3373yOZU1tfzvdwfbOGJmj7J+hcxduYVtFXYpNZ01VGQi/+P/iOu6PFZVj1TVi1X1EOBE3DWSb92lb0x93v1iLa9++jVXHrEPRYWt/Q7HpJDSkkJqapWZ5Zv8DsU0QUNFJtKxwJ2q+mH4QlV9FXic+IeVMRmsoqqG3744j5LOrbn08BK/wzEpZmSfDuRlZ1lX5jQXc5ERkTa4rsvT62gyHeiViKBMZvjHfxeybONOfn/y/jZ1sfmWlnnZDO/dnmlWZNJaLEUmdB/MdtzNl3W9G+QAdvLUxGTh2u3c+94ivjeiJ2P62Wi7JrpS77rMVrsuk7ZiKTK3ichiYBGukAyto10JTbtT32QIVeX6Fz6jZW42/3PCQL/DMSmstKQjtQofLbFeZumqoSLzPvA5sNR7TMHdLPkNIpKFu/g/O9EBmuB5fs5Kpi3eyC+PG0gnm+PF1GNknw7k5WQxdZGdMktXDY1dNjbG/RTg5ob5oqkBmWDbvLOSP7w6nxF92nPWAb39DsekuBa52Yzo3Z5pS6zIpKt4e5dFpapbVfVFVV2QiP2Z4LrlzS/YvKuKP5w8xOZ8MTEp61fIvFVb2bLTrsuko4QUGWNiMWvpJp6YvoyLxhQzqIeNpGxiU1pSiCrMKLfrMumoUWOXicgY3EgAnXAX+19W1ZmJDMwES3VNLb9+/jO6t2vBT8bt63c4Jo0M792efO+6zLhBXf0Ox8SpobHLXgL+qqrvhy17ADeqcfi5jutF5A5VvSYpUZq09/CUchas3sa9542ykZVNXFrkZjOyTwe7XyZNNXS67DuE3WApIlcBFwGTgLFAMXAMbg6Xq0TkjKREadLaqs27uPWtLzlqvy4cO9g+iZr4lfUrZP7qrWze2agB342P4r0m8yNghqoep6rvq+oyVX0bOBJYCPww4RGatHfTy/OoVeXGk2wATNM4oesy0+1+mbQTz7Ay+UB/4IHIdd58Mo8DIxIXmgmCd+av4c15a7j6qH3p3bGV3+GYNDWsdzta5Nr9MukoniOZ0HAyq+pYvxKwYXTNHrsq3QCY+3Yt4JJD+/odjklj+TnZjCqy6zLpKJYic6iIXACcBmwhyh3/nh7A5gTFZQLgjv98xcrNu/j9yUPIzbbe8qZpykoKWbB6Gxt32HWZdBLLf/4PgYe9RzvCJjGLMAp3XcYYvlyzjfvfX8zpo3pxYN+OfodjAqC0pBCAGXb3f1ppqC/pEVGWfeu2WxHpiDuSeToRQZn0Vlur/Pr5zyhokcOvjrcBME1iDO3Vnpa52UxdtIHx+9skvOmiobHL3otlJ6q6ETgwIRGZtPfM7BV8VL6JW04dSsfWeX6HYwIiLyeL0cUdbBKzNGMnyk1CbdxRyc2vzeeA4g6cNsrmsDOJVVpSyJdrtrN++26/QzExsiJjEupPr89nW0U1v7cBME0SlPVz12WmL7b7ZdJFnUVGRCpF5Kx4dygiHb1tx8bY/goRWSIiFSIyS0QObaD9EBF5T0R2ichKEfmtRNzhJyLniMjHIrJTRFaLyGMi0i3eXEx8PirfyFMzV3DJoSUM6NbG73BMAA3p2Y5WednWlTmN1Hckk8M3xyeLlXjbNniUJCJnArcDf8TdyDkFeF1E+tTRvi3wFm5QzgOAq4Cf4eayCbU5GJgIPAIMBk4GBuFuFjVJUuUNgNmzfUuuOmofv8MxAZWbncUBxR3tukwaaah32W0i8oc495kFaIxtrwUeVtX7vZ+vFJHxwOXAr6K0PxdoBVyoqruAuSIyELhWRG5VVQXKgBWq+ndvmyUicidwZ5x5mDg88OESvlyznQcuHE2rPBsA0yRPaUkhf35jAeu27aZzG5tZNdXVd7QROfVyrI8l3rab6ntiEcnD3VszKWLVJGBMHZuVAR94BSbkTVz36WLv58lAdxE5UZxOwFnAa/XFYxpv+cad3Pb2lxw7uCtHDbQBME1yha7L2Cmz9FDnR844pl5urE64oWrWRCxfAxxdxzbdgBVR2ofWLVHVqSJyNu70WEtcjm8BF0bboYhcClwK0KdP1LN0ph6qyo0vzSNLhBtOHOx3OCYD7N+jLQX5OUxbvIETh9U1AIlJFanQuyzy1JpEWdZQ+z3LRWQQcAfwv7gjpfG4AvTPqDtTvU9VR6vq6M6dO8cZupn0+RreWbCWa47elx7tW/odjskAOdlZHGD3y6QNP0+erwdqcAUgXBe+fXQTsrqO9oRt8yvcdAR/8X7+VER2AB+IyK9VdXnTwjYhO3ZXc+NL89ivWxsmHFzsdzgmg5SWFPLfL9Zx//uLaZmXTW62kJudRU52FrlZQk52FjnZQl52Fjnez7nZQk5WVlhb76u3Ps9blpMlNiVFAvlWZFS1UkRmAeP45nA044Bn69hsKvBnEWmhqhVh7VcB5d7PrXDFK1zoZ/vLSaDb3v6Sr7dUcNc5I20ATNOsjtyvC3+d9AV/eG1+UvbvCo+Qm5VFbo4rRD3at+SJHxxkHVvi5PerdSswUURm4C7YX4a7iH8vgIjcDByoqkd57Z8AbgAeFpHfA/sCvwRu8nqWAbwM3C8il+M6BXQHbgNmq+qyZskqA8z/eisPTi7n7AP7MKqog9/hmAzTv2sbPr3hWHZV1VBdU0tVrVJVXUt1bS1VNUp1jVJVW0t1jVJdU0tljfd9aL33tcpbXlVTS3Wta1sV9nNo/daKKl78eBUvzFnFOQfZtdt4+FpkVPVJESkErscVg7nA8aq61GvSHegX1n6LiIwD/gHMxPVg+xuuWIXaPCwibYAfe+u2AP8Ffp78jDJDaADM9i1z+cX4AX6HYzJUy7xsWuZlN9wwAVSVr9Zs59Gp5Zx9YG87nRYHv49kUNW7gbvrWDchyrLPgMMa2KfdF5NET85czuxlm7n1jGG0b2UDYJrgExEuHFPEL579jBlLNnKQN+2AaZidSDdxWb99N396fQGlJR05ZURPv8MxptmcNKwn7Vrm8ujUpQ03NnvEVGREJMsbD+xxEflIRL7wvj4mImeJiBWrDPHH1+azs9INgGmnDEwmaZmXzZkH9OaNeatZvaWi4Q0MENv4Yr2BObjxwM7G3XvS3/t6Du6mx5kiYndFBdyURet5bvZKfnhYP/bpUuB3OMY0u/MOKqJWlSem29FMrOotMiKSDTwPDMH17DoCKARyva9HAP8ChgPP2xFNcO2uruH6F+bSp2MrfnykDYBpMlOfwlYcOaALT8xYxu7qyDslTDQNFYVTgJHAT1T1fFV9T1U3qWqN9/U9VT0PuAYYjRvx2ATQ/e8vZvG6Hfzuu4Npkds8PXqMSUUXjClm/fZKXv9std+hpIWGisypwOeqekd9jVT1dmA+cFqiAjOpY9mGndz5n4WcMKQ7Ywd0aXgDYwLs0H060bdTax6ZWu53KGmhoSIzAnglxn29gjvqMQGiqvzmxbnkZmfxm+8M8jscY3yXlSWcX1rEnGWb+XTFZr/DSXkNFZluwOIY97WIb48rZtLc63NX896X6/jpMfvSrV0Lv8MxJiWcOqoXrfKyrTtzDBoqMm2A7THuaydgXY4CZFtFFTe9PI/9e7bl/NIiv8MxJmW0a5nLKSN68tInq9i4o9LvcFJaQ0Um3hsh7MaJAKipVZ6dtYLxt33A2m27+cPJQ8ixATCN+YYLyoqprK7lyY9sYPf6xDKszAUiUhpDu32bGozxl6ry3y/WcssbX7Bg9Tb279mWv5w2lGG92/sdmjEpZ0C3NpSVFPLYtKVcelgJ2Vn2GTuaWIrMMd4jFvVNNmZS2Oxlm/jT6wuYsWQjRYWtuPPsEZwwpDtZ9o9jTJ0uHFPEZY/N5p35azhmsF2SjqahItO3WaIwvlm4dhu3vPEFkz5fQ6eCfP73u4M568A+Nj+MMTE4emBXurdrwaNTl1qRqUO9RSZsyH0TMF9v2cVtb33F07OW0yovh5+O25eLD+lL63zfB+Y2Jm3kZGdxXmkRf3nzCxau3cY+Xdr4HVLKifsdRURaAe2ALaq6M/EhmWTavLOSe95dxMNTylGFCWP68qMj+lFYkO93aMakpTMP6M3tb3/FxKlLuem7+/sdTsqJqciISGfgZ7gRAIrDlpfjpkr+q6quTUJ8JkEqqmp4aHI597y7kG27qzlleE+uGbcvvTu28js0Y9Jap4J8vjO0O8/MWsF1xw6gTYtcv0NKKQ0WGa9n2QtAF6AKmIebbbItMAC4DjhfRE5W1enJC9U0RnVNLc/MWsFtb3/F6q0VHLlfF3527AAGdm/rd2jGBMYFY4p5bs5Knp+zkgvKiv0OJ6XUW2REpAvwstfuR8DDqrorbH1L4ELgj8DLIrK/HdGkBlXlzXlr+MubC1i0bgcj+rTn9rOG24x+xiTB8N7tGdarHY9MKef80iKbaylMQ12IrsMdsRylqveEFxgAVd2lqvcCR3vtfpqcME08pi3ewPfumcJlj80C4J/nj+K5y8dYgTEmiS4oK2bRuh1MWbTB71BSSkNF5gRgoqrOrq+Rt/4x4MREBWbi9/mqrUx4aAZn3TeNrzdX8OdTh/DmTw7j2MHd7JOVMUl2wtDudGydxyNTyv0OJaU0dE2mGPh7jPuajps50zSz5Rt3cutbX/LCxytpk5/DL4/bjwljim3eF2OaUYvcbM46oDf3vreIFZt20quDdaqBhotMDW4WzFj3ZVPFNaMN23dz138X8vi0ZYjApYeVcMXh+9CulfVuMcYP55YWce97i3hs2jJ+edx+foeTEho6XfYVborlWIwFFsYbgIhcISJLRKRCRGaJyKENtB8iIu+JyC4RWSkiv5WIc0Eikiciv/P2u1tElonIVfHGlqp27K7mjne+4vC/vMsjU8r53sievPuzsfzquIFWYIzxUc/2LRk3qCtPfrSMiir7zA0NH8m8ANwgIuNV9Y26GonIscD3gJvieXIRORO4HbgC+ND7+rqIDFLVZVHatwXeAt4HDsB1oX4Y2AH8Lazpv4DewKW4QtkVaBlPbKnq9c++5jcvzmP99t0cO7grPzt2gN1lbEwKubCsmDfnreHlT1Zx+ujefofjO1Gte0xLEWkDfAp0B24F/k9VF4etLwEuAa4BVgNDVXVbzE8uMh34VFV/ELbsK+AZVf1VlPaXA38GuoZ6uonI9cDlQC9VVRE5Bnga6Keq62ONBWD06NE6c+bMeDZpNtsqqrjxpc95dvYKhvZqx40nDWZknw5+h2WMiaCqHPP398nPzeLlHx+SEZ1uRGSWqo6Otq7e02VewTgWWAr8EvhKRDaLyFIR2YQ7SvglsBw4Ls4CkweMAiZFrJoEjKljszLgg4iu1G8CPdg7EsHJwEfAtSKyQkS+EpE7RCRtJ1T7qHwjx93+Ac/PWcFVR+7Ds5ePsQJjTIoSES4YU8zclVuZs3yz3+H4rsGhdlX1S2A4cDXulFY17simBvgA+AkwXFUXxPncnYBsYE3E8jXUPY1ztzrah9YBlACHAMNww+D8GBiPO632LSJyqYjMFJGZ69atiyf+pKuqqeWvb37Bmf+cigg8fVkZ1x4zwEZINibFfW9ET9rk5/CodWeObewy78jhTu9RJxHJV9XdccYQeb5OoixrqH348izv+3NUdYsX14+BN0Wkq6p+o0ip6n3AfeBOl8UZe9IsWreda578mE9XbOH0Ub244aTBFNgIycakhdb5OZw6qhePT1/Kr08YROc2mTsAbUI+EovIKBG5G1gVx2brcUdDkUctXfj20UrI6jraE7bN18DKUIHxzPe+9okjPl+oKhOnLeWEOz5g2cad3HveSP5y+jArMMakmfPLiqiqUf4941t9mDJKo4uMiHQUkatE5BNgBnAZEPP5JlWtBGYB4yJWjQOm1LHZVOBQEWkR0X4VUO79PBnoEXENJjQ1dErPj7Nu226+/8hMfvPCXA4o7sibPzmM8ft39zssY0wj9OtcwKH9O/H49GVU1dT6HY5v4i4yInKsiDwJrMSNBpCH67o8RFXjvfvoVmCCiFwiIgNF5HbcRfx7vee6WUTeCWv/BLATeFhE9heR7+E6Htyqe7vJPQFsAB4SkcEicjCum/QzqTx451ufr2H8be8zeeF6bjxxEI9cdCBd27ZoeENjTMq6sKyY1VsreOvzuk7OBF+s88n0BS7CjbjcC3fE8gxwDvBrVX2uMU+uqk+KSCFwPa4zwVzg+LAZObsD/cLabxGRccA/gJnAJtz9MbeGtdkuIkfjrh995LV5AVeMUs7Oymr+95X5/GvGMgZ1b8u/zhrOvl3tvhdjguCI/brQq0NLHplSzvFDMvOsREND/Z8DfB84HNer7FXgSu9rX+DcpgagqncDd9exbkKUZZ8BhzWwzy+AY5oaW7J9vHwz1zz5MeUbdvDDw0u4dty+5OfYeGPGBEV2lnB+aRE3v76ABau3sl+3zJvHqaHTZY8BRbhuyj1U9VRVfUlVa6i/B5ipR3VNLbe//RWn3jOFyupa/vWDUn513EArMMYE0Bmje5Ofk8WjU1P6knDSNFRkKnE3OX4XOM6bpMw0wdINOzj9n1P5+9tfcuLQ7rx29aGU2jwvxgRWh9Z5fHd4D56fvZItu6r8DqfZNVRkuuGOYgqBicAaEXlARA5j7/0pJgaqylMfLef42z9g4drt3H7WcG47awTtWtqAlsYE3QVlxeyqquGZWSv8DqXZNTSszGZVvUtVRwKjcYXmZOC/uLv/FWiX7CDT3cYdlVz22Cx+/uynDOnVjjd+chjfHd7T77CMMc1k/57tGFXUgYlTy6mtzawrDTF3YVbV2ar6I1wX4/OBed6q/xORj0XkehEZnIwg09l7X67j2Nve5z8L1vI/x+/HE5eU0rO9nXU0JtNcUFZE+YadvP9Vag1flWxx3yejqrtV9QlVPQrXvfgPQAfgd8AnCY4vbVVU1XDjS/O48MEZdGiVy4s/OoRLD+tHVpadZTQmEx23f3c6FeRnXAeAJg0ro6rlqvpbXOeA44FG3S8TNHNXbuE7d37Iw1PKuejgYl768SEM6pF5XReNMXvl5WRxzkF9+O8Xa1m6YYff4TSbhIxdps4bqnpGIvaXrmpqlXveXcQpd09mW0UVE79/IDecOJgWudY12RgD5x7Uh2wRJmbQ0YyNGZ8gKzbt5Oz7p/HnNxZw9MCuvHH1YRzav7PfYRljUkjXti0Yv383npq5nJ2V1X6H0yysyCTArKWbOO62D5i3cgt/PX0Yd587kg6t8/wOyxiTgi4cU8zWimpe/DieQevTlxWZBNivWxuOHNiF168+jNNG9cqI6VaNMY0zuqgDA7u35ZEp5ewd1ze4rMgkQOv8HG4/awR9Clv5HYoxJsWJCBeWFbFg9TY+Kt/kdzhJZ0XGGGOa2XeH96RtixwemVrudyhJZ0XGGGOaWcu8bM48oDdvzl3N6i0VfoeTVFZkjDHGB+eVFlGjyhMBn57ZiowxxvigqLA1RwzowhPTl1FZHdzpma3IGGOMTy4oK2L99t28Pvdrv0NJGisyxhjjk8P6d6a4sFWgxzOzImOMMT7JyhLOLytm1tJNzF25xe9wksKKjDHG+Oi0Ub1omZvNowHtzmxFxhhjfNSuZS6njOzJix+vYtOOSr/DSTjfi4yIXCEiS0SkQkRmicihDbQfIiLvicguEVkpIr+VOsZxEZFDRKRaROYmJ3pjjGm6C8qK2F1dy1Mzl/sdSsL5WmRE5EzgduCPwAhgCvC6iPSpo31b4C1gDXAAcBXwM+DaKG07AI8C7yQleGOMSZD9urWltKQjE6ctpSZg0zP7fSRzLfCwqt6vqvNV9Urga+DyOtqfC7QCLlTVuar6LPBn4NooRzMPAI8AU5MUuzHGJMyFZcWs2LSL/yxY63coCeVbkRGRPGAUMCli1SRgTB2blQEfqOqusGVvAj1ws3OG9n0F0A34faLiNcaYZBo3qCvd27UIXAcAP49kOgHZuFNf4dbgCkQ03epoH1qHiAwBbgDOVdWaxIRqjDHJlZOdxbkH9eGDr9azcO12v8NJmBy/AwAiT0BKlGUNtQdQEckH/g1cp6pLYnlyEbkUuBSgT5+ol4KMMaZZnHVgH+54ZyGPTVvKjScNTvj+K6pqWL99N+u2ucf67ZXu++0VDOjWlvNLixL+nH4WmfVADd8+aunCt49WQlbX0R5vm+7AIOAhEXnIW54FiIhUA8er6jdOz6nqfcB9AKNHjw7WFTdjTFrpVJDPCUO788ysFVx37AAK8ht+i66uqWXDjlCx2FtAXBHZ/Y3l2yqiT/ncoVUuQnImW/StyKhqpYjMAsYBT4etGgc8W8dmU4E/i0gLVa0Ia78KKMflMyRimyu8Nqd4bYwxJmVdUFbE83NW8vi0pYwd0GXPkcY3jjzCisjGnZVEm2CzTX4Ondvk06lNPgO7teWw/vl0bpNP54J8OrXJo3NBCzq3yaewII/c7ORdOfH7dNmtwEQRmQFMBi7DXcS/F0BEbgYOVNWjvPZP4K63PCwivwf2BX4J3KRuHtMq4Bv3xIjIWmC3qtq9MsaYlDe8d3uG9mrHza8v4ObXF3xjXX5OFl3a5tOpIJ+iwlaMLu7gCkmBV0C8ItK5TT4tcrN9yuCbfC0yqvqkiBQC1+NOdc3FndIKjRbXHegX1n6LiIwD/gHMBDYBf8MVK2OMSXsiwq1nDGPywg10KsinU0HengJSkJ9DHfeepyzRaMdZGWr06NE6c+ZMv8Mwxpi0IiKzVHV0tHV+34xpjDEmwKzIGGOMSRorMsYYY5LGiowxxpiksSJjjDEmaazIGGOMSRorMsYYY5LG7pMJIyLrgKW4EaLX+xxOMgQ1r5Ag5xfk3EKCnGOQcwMYoKptoq3we1iZlKKqnQFEZGZdNxals6DmFRLk/IKcW0iQcwxybuDyq2udnS4zxhiTNFZkjDHGJI0Vmeju8zuAJAlqXiFBzi/IuYUEOccg5wb15GcX/o0xxiSNHckYY4xJGisyxhhjksaKjDEpQtJtNipjYmBFxqQFEWnhdwzJIiKHiEhLtQukJoAypsiISCcR6ep9H5i8RaSXiJwnImNEpKPf8SSaiPQVkU+A//E7lkQTkRIReQF4H7jK53CSQkR6i8iJIjJERLK9ZYE5Ygvq+wokLrdAvSh1EZHfA18B1wGoaq2/ETWdOLcDnwOXAJOA20Skh7+RJYaX3z3Al97jDp9DShgvt7txf5M1wHJgt79RJZ6I/BVYAFwNfAjcKSIlqqpBKDRBfF8JSWRugS4yItJeRB4AxgFzgeEicpi3Lm1zF5G+wH+BUcCx3uMn3s9D/IssMURkH2ADcBhwoKqerqqBGPdJRE4GduB+V2NU9VRgHi7XwHzKF5GLgYNxf5vjgYuBQcCDAOl8ajCo7yuQnNzS+gWJJuKfdBduwMtbgF8ArYCzRCRPVWvT6R86ItY84HngYlWdqqq7gReBKtwnx7QTkV8VsBKYrKpzvFOBfxORX4nIeBGJOhBfqorIrTNwnqoepKrTRSQX+ALoISLt0vXNN5RjWK6nAktU9UNVrVbVZ4E5wGEicklE23QTmPcVSP57ZqCKjIi0xL0Bh1QCt6vqs6o6BXgLGAmc4kd8jRUlr6XAo6r6pbe+K/AEkAvcICKnNn+UjRclv+XADcAlIjIJl1sRcBbuk/BdzR5kI0XJ7QFVfc5bl6WqVcBWoCOwO93eoOCbOXqnwtoDAiwPXYfxVOIK6s0ikpMuBTWsgGYDeB/q0v59BZrnPTMwRUZEbsad931FRK4SkbbeH/HWsMO8+3H/0N8TkW7pcG64jrwqVHWTt74/UI779H8L0A64RUSu9yvmeNSRXy3wLjARKAC+C5yrqsOA/wXKROQyv2KOVZTc2nifBiP/794B+gJF6fA3GS5Kju1VdTPuWuHRwG9FpLOI3AJcBPwO97d6iV8xx0NEfg78CUBVa0LLVXVL2O8p7d5XoBnfM1U1rR+4Kvw07rz2mbg3pgXAKxHtsryvPwA+Aq4OWyd+59HYvLy2w8LzBG4FZgAt/c6jEfm9GtZmP+BA3Kfi0O+vEHgN+CeQ7XceTf3dee2PxH1Q+K7fsScgx9e99QXAbcBCYCPwGe76GsAHwDV+59BAfgcA/8EVxC+Bsd7yrIh2oaG50uJ9pYHfXVLeM31POAEv2EDvD3l82LKxuHOL14X9EYResDzgSeBV3MXXc4Bf+51HY/OqY9sXvTfivBT+Q68vv5/VsU3od/kVcLffOdST23515Lazjr/JtsA23NEapGjxjCPHX4Qt6wUMCfs5H1gLXOF3Dg3k9xvgWeBc4BXgmbB1Evl9uryveLE263um7wkn4AUbCdQCnSJ+6b/G9VDqH9Y29KKNx50b3oLrOvpTv/NoSl4R25Xh7rs4x+8cmpDfxnryG487Shvjdw6J+N3hjtJa4HoLPuB37An8/e0b0T60/nxgGtDd7xzqyCsUZ5/Q3xjwI1ynhQnez5FHM2nzvhLD7y7h75lBuCZTA8zHfeII9zfcp8Mfgrtop+58eD9cJe4PPAZ0VNW/NWO8sYo1rywRGSwih3n3lbwJzMIdDqey+vLbyjfz219EjhCRe4F/465hTG/OYOMU6+8udPG7CtfrrJV3ITYdNPT7uxTc/52IFAIni8g/gXtwn4hXp+J1C+/3gaouU3fhG+BlXK4XikihRlxXS7P3FWju90y/q2qsnyzqWd8e1533GaCHtyzb+/pzXFfYrLD2twDLCDuET/e8vD+W13A3ZA71+3eWhPwuwJ0f/w9h158Cklto+TlEfPoPUI6dgb/geir5/vuLJb/IdrhrFzOAG+polxLvKzHm1KzvmSl9JCMinYE2YT9nhX2fA6CuJ8tLwL64Lq7o3l4gm4DNQO+wbX+pqn1U9bNkx1+XBOZV5P38PPAjVT1GVT9NcvgNSkJ+zwI/UNUjVfWTJIdfr0T+TYYvV9Un1OuS7rcE5tjHW74O+J2qjvP79wex5Rcm1AX7VdxpvhNEZLDXdmRYO9/fV2BvLhFdx0PrfHnPTMkiIyI54u46/Qh4R0QeDx2mhtqoarWItBCRs1T1IdwporNE5KiwXfUE1qrq0tC26uPQD0nIa4m3zc7Q935KYn47VHVRc+YSKRl/k82bQcOSkGN52HbbmimNOsWRX66IXBj2s6jqduA53KnAP4jIO8BMEengtfN1SBkv5vuBx71FtWHrssDH90y/D92iHMrl4M77TQUOx/V2mIfrzz0wrN1VuItUL3g/D/Fe4Cpc99Z/4p3b1zgOjy0vyy+TcsuUHBuR3zNAh4h99PG2qcXdINzV77y8uA7CdRz52ovt8FDOEe18+d35/gJFecF647qoXhC2rAewGjdIYntgAu6u93P45rlDAX6Ju4HoFVKoB1JQ88qE/IKcW6bk2Ij8JGL7I3EXxT8GRvmdT0RsVwMPeTE+DcyP0uZyYLEfvzvfX6AoL8YwXH/t/byf872vVwKLgO94L0yriO1S4hNTpuWVCfkFObdMybGx+YVtXwic7XceETGFOlb0AgZ7348BtuOu0QLkeV9zgNZ+/O58vSYjIidFWfwl7rAv1L0udF7wTtyh3Gm4F25n+EbqvWqpIKh5hQQ5vyDnFhL0HBOZn7c/UdUNqvqvJIUcs/DcdO81kxWqOs9b/Cmum3hofLhKcWPkVavqjvB9NdvvzqcKfDyuS1wtcHzEupbAn3GHdl1Dy7yvF+J6PrTw69NDJuaVCfkFObdMyTHI+dWXW5S2g4AleKNiEHHzaHM/mv1IRkQOwR2iPge8APxJ3HDnAKjqLtwNhRuBm7zFFd7XFbi7TfdtrnhjFdS8QoKcX5BzCwl6jkHOr6HcoliIu7flMhHpq+6GyrEi0jb50UbRjJU4dFNTf+Aa3KizA3DDFFwTXnFxw2z8BHcO9TS8TxjA9bheFClzHjioeWVCfkHOLVNyDHJ+seRWz7Y9cCOZf4brsr0BKPYlj2Z4oUYC7SKWZYd9fyPu00XoEDb0B9EGN8T2VtxYXE/hBt+7IvwX4OMfQCDzyoT8gpxbpuQY5Pziza2OfQwCZuJOr92F1wHAl3yS+EKdipt8aiGuW+BNYb9wYW+V7oLrWnhvHfs5zXtR7wEGpMAfQCDzyoT8gpxbpuQY5PwSmNshuKkjpgH9fM8rSS/WaNwAbFfjug7+GHe4djfeDU58szKfD1QDI7yfc4G2fr84mZJXJuQX5NwyJccg55eg3Aq873sApX7ntCfWBL9QoUp7Ge5iWtuwdVfhBpi7Psp2LXEj674JHOp9PY8UOHQNcl6ZkF+Qc8uUHIOcXxJy87UnWbRHQnuXqZc97gLVQkDDVj8AzAaOF5FB8I0xdXbhhjQYB7yH6+nxXNj+fBXUvEKCnF+QcwsJeo5Bzi8Jufk6hlpUTazCxwD/wA0PfVjY8pNw3QP39X4OXXQ7Fjd20DVhbfNwkwJV4XpDDPa78gY1r0zIL8i5ZUqOQc4vyLnVmXMjX6juuKGi1wCP4Krtdu8FFNwUq/OB+8NfMO/7yYRNnQt0xc0FfkFjk0jgH0Ag88qE/IKcW6bkGOT8gpxbg7k34sVqBTyMm6GwJGz5e8DToRcId2GqhrBq7a17AviP34lnSl6ZkF+Qc8uUHIOcX5Bzi+UR9zUZdWP7VAKPqOpiEcnzVr0C7OeNk1OL63/+AnCfiBwlTjdgH/bOeZAygppXSJDzC3JuIUHPMcj5BTm3WIR6NsS3kUiuqlZ534uqqjcZUK6qXhC2rAXwOrA/MAcYjBt/5wxVXZ64NBIjqHmFBDm/IOcWEvQcg5xfkHNrSKOKTNQdifwHeEpV7xURwZ1TrBGRrsBQXD/wpar6REKesJkENa+QIOcX5NxCgp5jkPMLcm7hElJkRKQYmA58V1WnectaqGpFvRumuKDmFRLk/IKcW0jQcwxyfkHOLVKT7pPxqi+4YQx2hr1YvwH+JSL7NDE+XwQ1r5Ag5xfk3EKCnmOQ8wtybnXJacrGuvcw6EDgWRE5BneDUAtggqoubGJ8vghqXiFBzi/IuYUEPccg5xfk3OqkTe+e1wI3WFst7maiXzR1n6nwCGpemZBfkHPLlByDnF+Qc4v2SNQ1mbdw05v+VAN0TjGoeYUEOb8g5xYS9ByDnF+Qc4uUqCKTrao1CYgnpQQ1r5Ag5xfk3EKCnmOQ8wtybpES1oXZGGOMiZTQUZiNMcaYcFZkjDHGJI0VGWOMMUljRcYYY0zSWJExxhiTNFZkjDHGJI0VGWOMMUnz/xtzCQ0kGfidAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = ts.plot()\n", "ax.set_title('TM5 AOD Oslo')\n", "ax.set_ylabel('AOD [550 nm]');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a closer look at the observations. After all, the main purpose of the AeroCom initiative is to compare models with observations. As we shall see below, the just introduced `StationData` object will play a key role when bringing *gridded* model data (`GriddedData`) together with *ungridded* observational data, such as measurements of a certain variable at a given site location.\n", "\n", "In the following section the reading of ungridded data is illustrated based on the example of AERONET version 3 (level 2) data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observational data: Reading of and working with ungridded data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides brief introductions into the following pyaerocom classes and architectures:\n", "\n", "- [`pya.io.ReadUngridded`](https://pyaerocom.met.no/api.html#pyaerocom.io.readungridded.ReadUngridded)\n", "- [`pya.UngriddedData`](https://pyaerocom.met.no/api.html#pyaerocom.ungriddeddata.UngriddedData)\n", "- [`pya.StationData`](https://pyaerocom.met.no/api.html#pyaerocom.stationdata.StationData)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Primer on observational data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other than model data, which can be provided as a gridded object over a certain domain (e.g. latitude, longitude, time) and in that, can be considered **fully sampled**, observational data is usually **sparsely** sampled in space and time.\n", "\n", "That is, consider a network of observations of a certain variable (e.g. od550aer, or AOD), with many different site locations around the globe. Each of these sites is measuring the variable at that exact location, and the whole network of sites makes a point cloud of site locations in the latitude, longitude domain. In addition, since these are real world measurements, the temporal sampling itself between the different sites is not synchronised, that is, each site is measuring independently of any other site. \n", "\n", "For instance, the [AERONET](https://aeronet.gsfc.nasa.gov/) network is a global network of sun photometer measurements, that can measure the AOD at several wavelengths based on measurements of the solar irradiance. Thus, at the least, these measurements require 2 things:\n", "\n", "1. Daylight\n", "2. A clear sky\n", "\n", "Thus, it is needless to say, that a site in Antarctica cannot measure at the same time as a site in Ny-Ã…lesund (actually, that is also not strictly true, as AERONET now also provides AOD measurements based on the lunar irradiance, but I hope you got the point anyways). \n", "\n", "This should illustrate, that it is more difficult to define a *harmonised* and yet, flexible data format for such observational databases. In pyaerocom, the `UngriddedData` object is designed for such point cloud data and typically holds the data belonging to a whole observation network, that is:\n", "\n", "**The `UngriddedData` object can be considered a *point-cloud-like* dataobject that holds individual time-series from many locations around the globe and the associated metadata for each site and measurement**\n", "\n", "Moreover, since observational data typically comes from many different observation networks, the formats in which these data are stored typically vary from network to network, which makes it harder to read the data, compared to model data which typically comes as NetCDF file and these days, most often follow some metadata conventions such as the [CF conventions](https://cfconventions.org/).\n", "\n", "Data from the AERONET network (that is introduced in the following), for instance, is provided in the form of column seperated text files per measurement station, where columns correspond to different variables and data rows to individual time stamps. \n", "\n", "As a result, custom reading routines for individual observation networks need to be implemented, and pyaerocom provides reading support for many commonly used observational databases such as [AERONET](https://aeronet.gsfc.nasa.gov/), or the [EBAS](http://ebas.nilu.no/) or [EARLINET](https://earlinet.org) data.\n", "\n", "The basic workflow for reading of ungridded data, such as Aeronet data, is very similar to the reading of gridded data (comprising a reading class that handles a query and returns a data class, here [UngriddedData](http://aerocom.met.no/pyaerocom/api.html#module-pyaerocom.ungriddeddata). However, under the hood, the implementation is a little more complicated, as there are reading classes for each supported network, as illustrated in the following flowchart:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Flowchart ungridded reading](suppl/pyaerocom_ungridded_io_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The actual classes handling the reading of data (for a given dataset) are indicated in blue. The orange `ReadUngridded` class is a factory class, that knows about the blue reading classes via a unique ID (similar to the gridded reading). Thus, as indicated, as a user, you do not need to know which exact reading class you need, you just need the ID and `ReadUngridded` will know which (blue) reader to use. To summarise, what you need for reading an ungridded dataset is:\n", "\n", "1. A path where the actual datafiles are located\n", "2. An unique ID, that links that path with a name\n", "3. A reader that can read the class\n", "\n", "The first 2 points are available via:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('AeronetSunV2Lev1.5.daily', '/lustre/storeA/project/aerocom/'),\n", " ('AeronetSun_2.0_NRT',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSunNRT'),\n", " ('AeronetSunV2Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetRaw2.0/renamed'),\n", " ('AeronetSunV2Lev2.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSun2.0AllPoints/renamed'),\n", " ('AeronetSDAV2Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSun2.0.SDA.daily/renamed'),\n", " ('AeronetSDAV2Lev2.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSun2.0.SDA.AP/renamed'),\n", " ('AeronetInvV2Lev1.5.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.Inv.V2L1.5.daily/renamed'),\n", " ('AeronetInvV2Lev1.5.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/'),\n", " ('AeronetInvV2Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.Inv.V2L2.0.daily/renamed'),\n", " ('AeronetInvV2Lev2.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/'),\n", " ('AeronetSunV3Lev1.5.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSunV3Lev1.5.daily/renamed'),\n", " ('AeronetSunV3Lev1.5.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSunV3Lev1.5.AP/renamed'),\n", " ('AeronetSunV3Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSunV3Lev2.0.daily/renamed'),\n", " ('AeronetSunV3Lev2.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/AeronetSunV3Lev2.0.AP/renamed'),\n", " ('AeronetSDAV3Lev1.5.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.SDA.V3L1.5.daily/renamed'),\n", " ('AeronetSDAV3Lev1.5.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/'),\n", " ('AeronetSDAV3Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.SDA.V3L2.0.daily/renamed'),\n", " ('AeronetSDAV3Lev2.AP',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/'),\n", " ('AeronetInvV3Lev1.5.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.Inv.V3L1.5.daily/renamed'),\n", " ('AeronetInvV3Lev2.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Aeronet.Inv.V3L2.0.daily/renamed'),\n", " ('EBASMC',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/EBASMultiColumn/data'),\n", " ('EEAAQeRep',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/EEA_AQeRep/renamed'),\n", " ('EARLINET',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/Export/Earlinet/CAMS/data'),\n", " ('GAWTADsubsetAasEtAl',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/PYAEROCOM/GAWTADSulphurSubset/data'),\n", " ('DMS_AMS_CVO',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/PYAEROCOM/DMS_AMS_CVO/data'),\n", " ('GHOST.EEA.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EEA_AQ_eReporting/daily'),\n", " ('GHOST.EEA.hourly',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EEA_AQ_eReporting/hourly'),\n", " ('GHOST.EEA.monthly',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EEA_AQ_eReporting/monthly'),\n", " ('GHOST.EBAS.daily',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EBAS/daily'),\n", " ('GHOST.EBAS.hourly',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EBAS/hourly'),\n", " ('GHOST.EBAS.monthly',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/GHOST/data/EBAS/monthly'),\n", " ('EEAAQeRep.NRT',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/EEA_AQeRep.NRT/renamed/'),\n", " ('EEAAQeRep.v2',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/EEA_AQeRep.v2/renamed/'),\n", " ('AirNow',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/MACC_INSITU_AirNow'),\n", " ('MarcoPolo',\n", " '/lustre/storeA/project/aerocom/aerocom1/AEROCOM_OBSDATA/CHINA_MP_NRT'),\n", " ('AeronetSunV3L2Subset.daily',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed'),\n", " ('AeronetSDAV3L2Subset.daily',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSDAV3Lev2.daily/renamed'),\n", " ('AeronetInvV3L2Subset.daily',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetInvV3Lev2.daily/renamed'),\n", " ('EBASSubset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/EBASMultiColumn'),\n", " ('AirNowSubset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AirNowSubset'),\n", " ('G.EEA.daily.Subset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EEA_AQ_eReporting/daily'),\n", " ('G.EEA.hourly.Subset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EEA_AQ_eReporting/hourly'),\n", " ('G.EBAS.daily.Subset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EBAS/daily'),\n", " ('G.EBAS.hourly.Subset',\n", " '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/GHOST/data/EBAS/hourly')])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.const.OBSLOCS_UNGRIDDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the reader classes that are supposed to be used for each of these IDs is provided in the `ReadUngridded` class header:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[pyaerocom.io.read_aeronet_invv3.ReadAeronetInvV3,\n", " pyaerocom.io.read_aeronet_invv2.ReadAeronetInvV2,\n", " pyaerocom.io.read_aeronet_sdav2.ReadAeronetSdaV2,\n", " pyaerocom.io.read_aeronet_sdav3.ReadAeronetSdaV3,\n", " pyaerocom.io.read_aeronet_sunv2.ReadAeronetSunV2,\n", " pyaerocom.io.read_aeronet_sunv3.ReadAeronetSunV3,\n", " pyaerocom.io.read_earlinet.ReadEarlinet,\n", " pyaerocom.io.read_ebas.ReadEbas,\n", " pyaerocom.io.read_gaw.ReadGAW,\n", " pyaerocom.io.read_aasetal.ReadAasEtal,\n", " pyaerocom.io.read_ghost.ReadGhost,\n", " pyaerocom.io.read_airnow.ReadAirNow,\n", " pyaerocom.io.read_marcopolo.ReadMarcoPolo,\n", " pyaerocom.io.read_eea_aqerep.ReadEEAAQEREP,\n", " pyaerocom.io.read_eea_aqerep_v2.ReadEEAAQEREP_V2]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.io.ReadUngridded.SUPPORTED_READERS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The link between ID (keys of `const.OBSLOCS_UNGRIDDED`) and reader is available in the actual readers themselves, e.g.:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AeronetSunV3Lev1.5.daily',\n", " 'AeronetSunV3Lev1.5.AP',\n", " 'AeronetSunV3Lev2.daily',\n", " 'AeronetSunV3Lev2.AP',\n", " 'AeronetSunV3L2Subset.daily']" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.io.read_aeronet_sunv3.ReadAeronetSunV3.SUPPORTED_DATASETS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But these are details that you usually do not need to worry about. If you want to register a new observation dataset, you need the 3 points specified above and can add it via:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "aeronet_sun_datadir = f'{pya.const.OUTPUTDIR}/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed'\n", "pya.const.add_ungridded_obs(obs_id='Bla', \n", " data_dir=aeronet_sun_datadir,\n", " reader=pya.io.read_aeronet_sunv3.ReadAeronetSunV3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we basically have 2 names for the same dataset:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AeronetSunV3Lev1.5.daily',\n", " 'AeronetSunV3Lev1.5.AP',\n", " 'AeronetSunV3Lev2.daily',\n", " 'AeronetSunV3Lev2.AP',\n", " 'AeronetSunV3L2Subset.daily',\n", " 'Bla']" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.io.read_aeronet_sunv3.ReadAeronetSunV3.SUPPORTED_DATASETS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is, the data under the above directory is now accessible via 2 IDs: `Bla` and `AeronetSunV3L2Subset.daily`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before continuing with the reading of observational data, some things need to be said related to the caching of `UngriddedData` objects. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Caching of UngriddedData\n", "\n", "Reading of ungridded data is often rather time-consuming. Therefore, pyaerocom uses a caching strategy that stores loaded instances of the `UngriddedData` class as pickle files in a cache directory (illustrated in the flowchart shown above). The loaction of the cache directory can be accessed via:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/home/jonasg/MyPyaerocom/_cache/jonasg'" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.const.CACHEDIR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may change this directory if required." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Caching is active? True'" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'Caching is active? {pya.const.CACHING}'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Deactivate / Activate caching" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "pya.const.CACHING = False" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "pya.const.CACHING = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**: if caching is active, make sure you have enough disk quota or change location where the cache files are stored." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read Aeronet Sun v3 level 2 data\n", "\n", "As illustrated in the flowchart above, ungridded observation data can be imported using the `ReadUngridded` class. Like for the model data, observation datasets can be searched as follows:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found more than 20 matches for input pattern Aeronet*:\n", "\n", "Matches: ['AeronetSunV2Lev1.5.daily', 'AeronetSun_2.0_NRT', 'AeronetSunV2Lev2.daily', 'AeronetSunV2Lev2.AP', 'AeronetSDAV2Lev2.daily', 'AeronetInvV2Lev1.5.daily', 'AeronetInvV2Lev1.5.AP', 'AeronetInvV2Lev2.daily', 'AeronetInvV2Lev2.AP', 'AeronetSunV3Lev1.5.daily', 'AeronetSunV3Lev1.5.AP', 'AeronetSunV3Lev2.daily', 'AeronetSunV3Lev2.AP', 'AeronetSDAV3Lev1.5.daily', 'AeronetSDAV3Lev1.5.AP', 'AeronetSDAV3Lev2.daily', 'AeronetSDAV3Lev2.AP', 'AeronetInvV3Lev1.5.daily', 'AeronetInvV3Lev2.daily', 'AeronetSunV3L2Subset.daily', 'AeronetSDAV3L2Subset.daily', 'AeronetInvV3L2Subset.daily', 'AERONET_TESTBED-SK']\n", "\n", "To receive more detailed information, please specify search ID more accurately\n" ] } ], "source": [ "pya.browse_database('Aeronet*');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The search routine found 3 matches for the 3 different AERONET data products: Sun, SDA, and Inv (inversion). You may read more about the different products at the [AERONET website](https://aeronet.gsfc.nasa.gov/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's continue with the \"Sun\" product (AERONET Direct Sun algorithm). As you can see from the output above, this dataset contains daily averages, which is convenient to use for model evaluation. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "obs_id = 'AeronetSunV3L2Subset.daily'" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dataset name: AeronetSunV3L2Subset.daily\n", "Data directory: /home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed\n", "Supported variables: ['od340aer', 'od440aer', 'od500aer', 'od870aer', 'ang4487aer', 'ang44&87aer', 'od550aer']\n", "Last revision: n/d\n" ] } ], "source": [ "obs_reader = pya.io.ReadUngridded(obs_id)\n", "print(obs_reader)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's read the data (you can read a single or multiple variables at the same time). For now, we only read the AOD at 550 nm:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "UngriddedData " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = od550aer_aeronet.plot_station_coordinates(markersize=80)\n", "od550aer_aeronet.plot_station_coordinates(color='lime', var_name='od550aer', start=2010, stop=2011, markersize=20, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Access of individual stations\n", "\n", "For intercomparison with model data, we are interested in time-series from individual sites. You can check out all existing site-location names via:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AAOT',\n", " 'ARIAKE_TOWER',\n", " 'Agoufou',\n", " 'Alta_Floresta',\n", " 'American_Samoa',\n", " 'Amsterdam_Island',\n", " 'Anmyon',\n", " 'Avignon',\n", " 'Azores',\n", " 'BORDEAUX',\n", " 'Barbados',\n", " 'Blyth_NOAH',\n", " 'La_Paz',\n", " 'Mauna_Loa',\n", " 'Tahiti',\n", " 'Taihu',\n", " 'Taipei_CWB',\n", " 'Tamanrasset_INM',\n", " 'The_Hague',\n", " 'Thessaloniki',\n", " 'Thornton_C-power',\n", " 'Trelew']" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "od550aer_aeronet.unique_station_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To access individual site location data as `StationData` you can simply do:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "StationData: {'dtime': array(['2006-02-18T00:00:00.000000000', '2006-02-19T00:00:00.000000000',\n", " '2006-02-20T00:00:00.000000000', ...,\n", " '2019-05-24T00:00:00.000000000', '2019-05-25T00:00:00.000000000',\n", " '2019-05-26T00:00:00.000000000'], dtype='datetime64[ns]'), 'var_info': BrowseDict: {'od550aer': OrderedDict([('units', '1'), ('overlap', False), ('ts_type', 'daily'), ('min_num_obs', None), ('how', 'mean')])}, 'station_coords': {'latitude': -16.538999999999998, 'longitude': -68.066467, 'altitude': 3439.0}, 'data_err': BrowseDict: {}, 'overlap': BrowseDict: {}, 'numobs': BrowseDict: {}, 'data_flagged': BrowseDict: {}, 'filename': '/home/jonasg/MyPyaerocom/testdata-minimal/obsdata/AeronetSunV3Lev2.daily/renamed/La_Paz.lev30', 'station_id': None, 'station_name': 'La_Paz', 'instrument_name': 'sun_photometer', 'PI': 'Brent_Holben', 'country': None, 'country_code': None, 'ts_type': 'daily', 'latitude': -16.538999999999998, 'longitude': -68.066467, 'altitude': 3439.0, 'data_id': 'AeronetSunV3L2Subset.daily', 'dataset_name': None, 'data_product': None, 'data_version': None, 'data_level': None, 'framework': None, 'instr_vert_loc': None, 'revision_date': None, 'website': None, 'ts_type_src': 'daily', 'stat_merge_pref_attr': None, 'data_revision': 'n/d', 'od550aer': 2006-02-18 0.087568\n", "2006-02-19 NaN\n", "2006-02-20 NaN\n", "2006-02-21 NaN\n", "2006-02-22 0.101807\n", " ... \n", "2019-05-22 NaN\n", "2019-05-23 0.059489\n", "2019-05-24 0.049292\n", "2019-05-25 0.074172\n", "2019-05-26 0.060137\n", "Freq: D, Length: 4846, dtype: float64}" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "station_data = od550aer_aeronet['La_Paz'] # this is fully equivalent with aeronet_data.to_station_data('Leipzig')\n", "station_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the returned object is of type `StationData` which has been introduced above (remember, we extracted a time series from the TM5 model for the location of Oslo).\n", "\n", "As mentioned above, it can be used like a dictionary, and the variable time-series can be accessed via:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "station_data['od550aer'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may also plot directly from the `StationData` object (and do some more other hopefully self-explanatory things):" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = station_data.plot_timeseries('od550aer', marker='x', ls='none')\n", "station_data.resample_time(var_name='od550aer', ts_type='monthly').plot_timeseries('od550aer', marker=' ', ls='-', lw=3, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Back to `UngriddedData`: You may also retrieve the `StationData` with specifying more constraints using `to_station_data` (e.g. in monthly resolution and only for the year 2010). And you can overlay different curves, by passing the axes instance returned by the plotting method:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax=od550aer_aeronet.to_station_data('La_Paz', \n", " start=2010, stop=2011,\n", " freq='daily').plot_timeseries('od550aer')\n", "\n", "ax=od550aer_aeronet.to_station_data('La_Paz', \n", " start=2010, \n", " freq='monthly').plot_timeseries('od550aer', ax=ax)\n", "ax.legend()\n", "ax.set_title('La Paz AODs 2010');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### You can also plot the time-series directly from `UngriddedData`" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od550aer_aeronet.plot_station_timeseries('La_Paz', 'od550aer', ts_type='monthly',\n", " start=2018).set_title('Monthly AOD in La Paz, 2018');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Computing trends (BETA API, will likely see some revisions)\n", "\n", "Trends can be computed using the same methodolgy as [Mortier et al., 2020](https://acp.copernicus.org/preprints/acp-2019-1203/), which is also used in the [Aerosol trends interface](https://aerocom-trends.met.no/). You may also read about the method in the *methods* section therein." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'pval': 0.12097096961680295,\n", " 'm': -0.0017985318700550548,\n", " 'm_err': 0.0016087563002642336,\n", " 'n': 11,\n", " 'y_mean': 0.09864413175599861,\n", " 'y_min': 0.07926316386912101,\n", " 'y_max': 0.1684956149220456,\n", " 'slp': -1.782064278905696,\n", " 'slp_err': 1.6112865430184924,\n", " 'reg0': 0.10092407391496962,\n", " 'slp_2008': -1.782064278905696,\n", " 'slp_2008_err': 1.6112865430184924,\n", " 'reg0_2008': 0.10092407391496962,\n", " 'data': 2008-06-15 0.091931\n", " 2009-06-15 0.168496\n", " 2010-06-15 0.113513\n", " 2011-06-15 0.099361\n", " 2012-06-15 0.086237\n", " 2013-06-15 0.079263\n", " 2014-06-15 0.094324\n", " 2015-06-15 0.081144\n", " 2016-06-15 0.090727\n", " 2017-06-15 0.093958\n", " 2018-06-15 0.086130\n", " 2019-06-15 NaN\n", " dtype: float64,\n", " 'period': '2008-2019',\n", " 'season': 'all',\n", " 'yoffs': 0.1692682849770617}" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "te = pya.trends_engine.TrendsEngine\n", "timeseries_monthly = station_data.resample_time('od550aer', ts_type='monthly')['od550aer']\n", "result = te.compute_trend(data=timeseries_monthly, start_year=2008, stop_year=2019, ts_type='monthly', min_num_yrs=7)\n", "result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colocation of model and obsdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have a **gridded model dataset** and an **ungridded observation dataset** loaded we can continue with colocation of both datasets. *Colocation* essentially describes the process of matching observations and model in space and time, which makes it possible to compare both and ultimately, to assess how well the model is performing. \n", "\n", "As the observations are usually sparse, they define the set of locations and times to be extracted from the model (for comparison). Essentially, what needs to be done is simple:\n", "\n", "1. Decide on a time interval in which you want to colocate the observations with the model data.\n", "2. Decide on an output frequency.\n", "3. Find all site location coordinates from the observations in the time period and extract the model values from the model dataset at these locations.\n", "4. Match the time interval and frequency. \n", "\n", "pyaerocom has some methods that can do this for you and these methods return an instance of the [`ColocatedData`](https://pyaerocom.met.no/api.html#pyaerocom.colocateddata.ColocatedData) object.\n", "\n", "#### Low-level colocation routine(s)\n", "\n", "Let's colocate the TM5 model data with the AERONET AOD subset for the year 2010 and in monthly resolution. Since we already have both data objects loaded, we can go straight to the low-level colocation routine:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jonasg/github/pya/pyaerocom/pyaerocom/ungriddeddata.py:137: RuntimeWarning: invalid value encountered in multiply\n", " self._data = np.empty([num_points, self._COLNO]) * np.nan\n" ] } ], "source": [ "coldata = pya.colocation.colocate_gridded_ungridded(od550aer_tm5, \n", " od550aer_aeronet, \n", " ts_type='monthly',\n", " start=2010,\n", " filter_name='WORLD-noMOUNTAINS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The filter-name `WORLD-noMOUNTAINS` denotes that all available AERONET sites are supposed to be used but high altitude sites (located above 1000m a.s.l). A more detailed introduction into available regions and region filters is provided in the [getting_started_setup.ipynb](https://github.com/metno/pyaerocom-tutorials/blob/master/getting_started_setup.ipynb) tutorial.\n", "\n", "You may create a scatter plot from these colocated monthly means, which includes relevant statistical parameters that help to assess model performance:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coldata.plot_scatter(loglog=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Does not look too bad, you can see that this result is from 8 sites and 62 data points (monthly averages). The normalised-mean-bias (NMB) is -15.5%, which means that the model slightly underestimates AOD at these locations. \n", "\n", "A more illustrative view of the model biases can be retrieved by plotting a *bias map*:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pya.plot.mapping.plot_nmb_map_colocateddata(coldata);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fact that you can barely see most of the sites is a good sign, since 0% bias is mapped to white color which is the same as the background color here. The largest bias is found in Amsterdam Island, in the southern Indian Ocean, which could be an indication that the model is simulating too little sea-salt aerosol in this very remote and clean region." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Under the hood ...\n", "\n", "... the `ColocatedData` object is an `xarray.DataArray`:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'od550aer' (data_source: 2, time: 12, station_name: 8)>\n",
       "array([[[       nan, 0.10766512, 0.03649583, 0.11300932,        nan,\n",
       "                nan, 0.13828996, 0.03593528],\n",
       "        [       nan, 0.1281071 , 0.05131321, 0.1490295 , 0.58044357,\n",
       "         0.88151395, 0.09390731, 0.03669082],\n",
       "        [       nan, 0.06650846, 0.05941147, 0.15400053, 0.77145611,\n",
       "         0.81960458, 0.15375983, 0.03303893],\n",
       "        [1.04184348, 0.09195735, 0.17511331, 0.17945707, 0.56584754,\n",
       "         0.66320834, 0.26381093, 0.03862473],\n",
       "        [1.05366664, 0.0922461 , 0.18108093, 0.13238964, 0.62159417,\n",
       "         0.49044907, 0.18389999,        nan],\n",
       "        [1.00704245,        nan, 0.23711979, 0.12935421, 1.01970277,\n",
       "         0.43910105, 0.23285789,        nan],\n",
       "        [0.98468077,        nan, 0.28315152, 0.15569135, 0.57586237,\n",
       "                nan, 0.22223999,        nan],\n",
       "        [0.34698175, 1.1291196 , 0.22721504, 0.1078829 , 0.6659021 ,\n",
       "                nan, 0.28657127, 0.03157442],\n",
       "        [0.34638257, 1.36759564, 0.22911738, 0.12730093, 0.48163878,\n",
       "                nan, 0.17283706, 0.05573316],\n",
       "        [       nan, 0.51974499, 0.19571329, 0.19495548,        nan,\n",
       "                nan, 0.14301278, 0.06043777],\n",
       "...\n",
       "        [0.89635843, 0.07341532, 0.06992208, 0.14702028, 1.00326443,\n",
       "         0.63314253, 0.22872289, 0.05543199],\n",
       "        [0.77087325, 0.1048945 , 0.06650965, 0.1865073 , 0.7776224 ,\n",
       "         0.54631037, 0.28632328, 0.03336016],\n",
       "        [0.80734402, 0.12378095, 0.05653326, 0.17420147, 0.65254241,\n",
       "         0.45009974, 0.30526772, 0.03229909],\n",
       "        [0.50654256, 0.14234523, 0.06274261, 0.17343882, 0.58004749,\n",
       "         0.33348686, 0.30070606, 0.03174512],\n",
       "        [0.46850282, 0.1863786 , 0.0675569 , 0.17624108, 0.47164536,\n",
       "         0.19874078, 0.24717812, 0.04090422],\n",
       "        [0.34062195, 1.90581691, 0.07018556, 0.15123938, 0.36946237,\n",
       "         0.18504179, 0.26474383, 0.03088068],\n",
       "        [0.24573354, 1.21507001, 0.11556577, 0.13191637, 0.4020009 ,\n",
       "         0.26275966, 0.23841298, 0.04008143],\n",
       "        [0.2798166 , 0.15733013, 0.08971586, 0.13991331, 0.38702768,\n",
       "         0.34291422, 0.21531013, 0.03859388],\n",
       "        [0.35316458, 0.08011972, 0.0626139 , 0.069165  , 0.55920124,\n",
       "         0.38426778, 0.19802441, 0.03579372],\n",
       "        [0.28721237, 0.0827378 , 0.07033022, 0.07274448, 0.50464362,\n",
       "         0.3815313 , 0.1641538 , 0.04502364]]])\n",
       "Coordinates:\n",
       "  * data_source   (data_source) <U26 'AeronetSunV3L2Subset.daily' 'TM5-met201...\n",
       "  * time          (time) datetime64[ns] 2010-01-15 2010-02-15 ... 2010-12-15\n",
       "  * station_name  (station_name) <U16 'Agoufou' 'Alta_Floresta' ... 'Trelew'\n",
       "    latitude      (station_name) float64 15.35 -9.871 -37.8 ... 40.63 -43.25\n",
       "    longitude     (station_name) float64 -1.479 -56.1 77.57 ... 22.96 -65.31\n",
       "    altitude      (station_name) float64 305.0 277.0 49.0 ... 26.0 60.0 15.0\n",
       "Attributes: (12/16)\n",
       "    data_source:     ['AeronetSunV3L2Subset.daily', 'TM5-met2010_CTRL-TEST']\n",
       "    var_name:        ['od550aer', 'od550aer']\n",
       "    var_name_input:  ['od550aer', 'od550aer']\n",
       "    ts_type:         monthly\n",
       "    filter_name:     WORLD-noMOUNTAINS\n",
       "    ts_type_src:     ['daily', 'monthly']\n",
       "    ...              ...\n",
       "    from_files_ref:  None\n",
       "    colocate_time:   False\n",
       "    obs_is_clim:     False\n",
       "    pyaerocom:       0.12.0.dev1\n",
       "    min_num_obs:     None\n",
       "    resample_how:    None
" ], "text/plain": [ "\n", "array([[[ nan, 0.10766512, 0.03649583, 0.11300932, nan,\n", " nan, 0.13828996, 0.03593528],\n", " [ nan, 0.1281071 , 0.05131321, 0.1490295 , 0.58044357,\n", " 0.88151395, 0.09390731, 0.03669082],\n", " [ nan, 0.06650846, 0.05941147, 0.15400053, 0.77145611,\n", " 0.81960458, 0.15375983, 0.03303893],\n", " [1.04184348, 0.09195735, 0.17511331, 0.17945707, 0.56584754,\n", " 0.66320834, 0.26381093, 0.03862473],\n", " [1.05366664, 0.0922461 , 0.18108093, 0.13238964, 0.62159417,\n", " 0.49044907, 0.18389999, nan],\n", " [1.00704245, nan, 0.23711979, 0.12935421, 1.01970277,\n", " 0.43910105, 0.23285789, nan],\n", " [0.98468077, nan, 0.28315152, 0.15569135, 0.57586237,\n", " nan, 0.22223999, nan],\n", " [0.34698175, 1.1291196 , 0.22721504, 0.1078829 , 0.6659021 ,\n", " nan, 0.28657127, 0.03157442],\n", " [0.34638257, 1.36759564, 0.22911738, 0.12730093, 0.48163878,\n", " nan, 0.17283706, 0.05573316],\n", " [ nan, 0.51974499, 0.19571329, 0.19495548, nan,\n", " nan, 0.14301278, 0.06043777],\n", "...\n", " [0.89635843, 0.07341532, 0.06992208, 0.14702028, 1.00326443,\n", " 0.63314253, 0.22872289, 0.05543199],\n", " [0.77087325, 0.1048945 , 0.06650965, 0.1865073 , 0.7776224 ,\n", " 0.54631037, 0.28632328, 0.03336016],\n", " [0.80734402, 0.12378095, 0.05653326, 0.17420147, 0.65254241,\n", " 0.45009974, 0.30526772, 0.03229909],\n", " [0.50654256, 0.14234523, 0.06274261, 0.17343882, 0.58004749,\n", " 0.33348686, 0.30070606, 0.03174512],\n", " [0.46850282, 0.1863786 , 0.0675569 , 0.17624108, 0.47164536,\n", " 0.19874078, 0.24717812, 0.04090422],\n", " [0.34062195, 1.90581691, 0.07018556, 0.15123938, 0.36946237,\n", " 0.18504179, 0.26474383, 0.03088068],\n", " [0.24573354, 1.21507001, 0.11556577, 0.13191637, 0.4020009 ,\n", " 0.26275966, 0.23841298, 0.04008143],\n", " [0.2798166 , 0.15733013, 0.08971586, 0.13991331, 0.38702768,\n", " 0.34291422, 0.21531013, 0.03859388],\n", " [0.35316458, 0.08011972, 0.0626139 , 0.069165 , 0.55920124,\n", " 0.38426778, 0.19802441, 0.03579372],\n", " [0.28721237, 0.0827378 , 0.07033022, 0.07274448, 0.50464362,\n", " 0.3815313 , 0.1641538 , 0.04502364]]])\n", "Coordinates:\n", " * data_source (data_source) \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'od550aer' (time: 12, station_name: 8)>\n",
       "array([[       nan, 0.10766512, 0.03649583, 0.11300932,        nan,\n",
       "               nan, 0.13828996, 0.03593528],\n",
       "       [       nan, 0.1281071 , 0.05131321, 0.1490295 , 0.58044357,\n",
       "        0.88151395, 0.09390731, 0.03669082],\n",
       "       [       nan, 0.06650846, 0.05941147, 0.15400053, 0.77145611,\n",
       "        0.81960458, 0.15375983, 0.03303893],\n",
       "       [1.04184348, 0.09195735, 0.17511331, 0.17945707, 0.56584754,\n",
       "        0.66320834, 0.26381093, 0.03862473],\n",
       "       [1.05366664, 0.0922461 , 0.18108093, 0.13238964, 0.62159417,\n",
       "        0.49044907, 0.18389999,        nan],\n",
       "       [1.00704245,        nan, 0.23711979, 0.12935421, 1.01970277,\n",
       "        0.43910105, 0.23285789,        nan],\n",
       "       [0.98468077,        nan, 0.28315152, 0.15569135, 0.57586237,\n",
       "               nan, 0.22223999,        nan],\n",
       "       [0.34698175, 1.1291196 , 0.22721504, 0.1078829 , 0.6659021 ,\n",
       "               nan, 0.28657127, 0.03157442],\n",
       "       [0.34638257, 1.36759564, 0.22911738, 0.12730093, 0.48163878,\n",
       "               nan, 0.17283706, 0.05573316],\n",
       "       [       nan, 0.51974499, 0.19571329, 0.19495548,        nan,\n",
       "               nan, 0.14301278, 0.06043777],\n",
       "       [       nan, 0.20634955, 0.18329662, 0.09995729,        nan,\n",
       "               nan, 0.18381835, 0.04511684],\n",
       "       [       nan, 0.17557466, 0.04773335, 0.10730821,        nan,\n",
       "               nan, 0.19721314, 0.04412376]])\n",
       "Coordinates:\n",
       "    data_source   <U26 'AeronetSunV3L2Subset.daily'\n",
       "  * time          (time) datetime64[ns] 2010-01-15 2010-02-15 ... 2010-12-15\n",
       "  * station_name  (station_name) <U16 'Agoufou' 'Alta_Floresta' ... 'Trelew'\n",
       "    latitude      (station_name) float64 15.35 -9.871 -37.8 ... 40.63 -43.25\n",
       "    longitude     (station_name) float64 -1.479 -56.1 77.57 ... 22.96 -65.31\n",
       "    altitude      (station_name) float64 305.0 277.0 49.0 ... 26.0 60.0 15.0\n",
       "Attributes: (12/16)\n",
       "    data_source:     ['AeronetSunV3L2Subset.daily', 'TM5-met2010_CTRL-TEST']\n",
       "    var_name:        ['od550aer', 'od550aer']\n",
       "    var_name_input:  ['od550aer', 'od550aer']\n",
       "    ts_type:         monthly\n",
       "    filter_name:     WORLD-noMOUNTAINS\n",
       "    ts_type_src:     ['daily', 'monthly']\n",
       "    ...              ...\n",
       "    from_files_ref:  None\n",
       "    colocate_time:   False\n",
       "    obs_is_clim:     False\n",
       "    pyaerocom:       0.12.0.dev1\n",
       "    min_num_obs:     None\n",
       "    resample_how:    None
" ], "text/plain": [ "\n", "array([[ nan, 0.10766512, 0.03649583, 0.11300932, nan,\n", " nan, 0.13828996, 0.03593528],\n", " [ nan, 0.1281071 , 0.05131321, 0.1490295 , 0.58044357,\n", " 0.88151395, 0.09390731, 0.03669082],\n", " [ nan, 0.06650846, 0.05941147, 0.15400053, 0.77145611,\n", " 0.81960458, 0.15375983, 0.03303893],\n", " [1.04184348, 0.09195735, 0.17511331, 0.17945707, 0.56584754,\n", " 0.66320834, 0.26381093, 0.03862473],\n", " [1.05366664, 0.0922461 , 0.18108093, 0.13238964, 0.62159417,\n", " 0.49044907, 0.18389999, nan],\n", " [1.00704245, nan, 0.23711979, 0.12935421, 1.01970277,\n", " 0.43910105, 0.23285789, nan],\n", " [0.98468077, nan, 0.28315152, 0.15569135, 0.57586237,\n", " nan, 0.22223999, nan],\n", " [0.34698175, 1.1291196 , 0.22721504, 0.1078829 , 0.6659021 ,\n", " nan, 0.28657127, 0.03157442],\n", " [0.34638257, 1.36759564, 0.22911738, 0.12730093, 0.48163878,\n", " nan, 0.17283706, 0.05573316],\n", " [ nan, 0.51974499, 0.19571329, 0.19495548, nan,\n", " nan, 0.14301278, 0.06043777],\n", " [ nan, 0.20634955, 0.18329662, 0.09995729, nan,\n", " nan, 0.18381835, 0.04511684],\n", " [ nan, 0.17557466, 0.04773335, 0.10730821, nan,\n", " nan, 0.19721314, 0.04412376]])\n", "Coordinates:\n", " data_source \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'od550aer' (time: 12, station_name: 8)>\n",
       "array([[0.15579131, 0.074198  , 0.07480989, 0.09742171, 0.51915187,\n",
       "        0.32987517, 0.15443519, 0.04990007],\n",
       "       [0.18340141, 0.0763083 , 0.07439816, 0.10789451, 0.49576023,\n",
       "        0.36209598, 0.21525712, 0.05284398],\n",
       "       [0.89635843, 0.07341532, 0.06992208, 0.14702028, 1.00326443,\n",
       "        0.63314253, 0.22872289, 0.05543199],\n",
       "       [0.77087325, 0.1048945 , 0.06650965, 0.1865073 , 0.7776224 ,\n",
       "        0.54631037, 0.28632328, 0.03336016],\n",
       "       [0.80734402, 0.12378095, 0.05653326, 0.17420147, 0.65254241,\n",
       "        0.45009974, 0.30526772, 0.03229909],\n",
       "       [0.50654256, 0.14234523, 0.06274261, 0.17343882, 0.58004749,\n",
       "        0.33348686, 0.30070606, 0.03174512],\n",
       "       [0.46850282, 0.1863786 , 0.0675569 , 0.17624108, 0.47164536,\n",
       "        0.19874078, 0.24717812, 0.04090422],\n",
       "       [0.34062195, 1.90581691, 0.07018556, 0.15123938, 0.36946237,\n",
       "        0.18504179, 0.26474383, 0.03088068],\n",
       "       [0.24573354, 1.21507001, 0.11556577, 0.13191637, 0.4020009 ,\n",
       "        0.26275966, 0.23841298, 0.04008143],\n",
       "       [0.2798166 , 0.15733013, 0.08971586, 0.13991331, 0.38702768,\n",
       "        0.34291422, 0.21531013, 0.03859388],\n",
       "       [0.35316458, 0.08011972, 0.0626139 , 0.069165  , 0.55920124,\n",
       "        0.38426778, 0.19802441, 0.03579372],\n",
       "       [0.28721237, 0.0827378 , 0.07033022, 0.07274448, 0.50464362,\n",
       "        0.3815313 , 0.1641538 , 0.04502364]])\n",
       "Coordinates:\n",
       "    data_source   <U26 'TM5-met2010_CTRL-TEST'\n",
       "  * time          (time) datetime64[ns] 2010-01-15 2010-02-15 ... 2010-12-15\n",
       "  * station_name  (station_name) <U16 'Agoufou' 'Alta_Floresta' ... 'Trelew'\n",
       "    latitude      (station_name) float64 15.35 -9.871 -37.8 ... 40.63 -43.25\n",
       "    longitude     (station_name) float64 -1.479 -56.1 77.57 ... 22.96 -65.31\n",
       "    altitude      (station_name) float64 305.0 277.0 49.0 ... 26.0 60.0 15.0\n",
       "Attributes: (12/16)\n",
       "    data_source:     ['AeronetSunV3L2Subset.daily', 'TM5-met2010_CTRL-TEST']\n",
       "    var_name:        ['od550aer', 'od550aer']\n",
       "    var_name_input:  ['od550aer', 'od550aer']\n",
       "    ts_type:         monthly\n",
       "    filter_name:     WORLD-noMOUNTAINS\n",
       "    ts_type_src:     ['daily', 'monthly']\n",
       "    ...              ...\n",
       "    from_files_ref:  None\n",
       "    colocate_time:   False\n",
       "    obs_is_clim:     False\n",
       "    pyaerocom:       0.12.0.dev1\n",
       "    min_num_obs:     None\n",
       "    resample_how:    None
" ], "text/plain": [ "\n", "array([[0.15579131, 0.074198 , 0.07480989, 0.09742171, 0.51915187,\n", " 0.32987517, 0.15443519, 0.04990007],\n", " [0.18340141, 0.0763083 , 0.07439816, 0.10789451, 0.49576023,\n", " 0.36209598, 0.21525712, 0.05284398],\n", " [0.89635843, 0.07341532, 0.06992208, 0.14702028, 1.00326443,\n", " 0.63314253, 0.22872289, 0.05543199],\n", " [0.77087325, 0.1048945 , 0.06650965, 0.1865073 , 0.7776224 ,\n", " 0.54631037, 0.28632328, 0.03336016],\n", " [0.80734402, 0.12378095, 0.05653326, 0.17420147, 0.65254241,\n", " 0.45009974, 0.30526772, 0.03229909],\n", " [0.50654256, 0.14234523, 0.06274261, 0.17343882, 0.58004749,\n", " 0.33348686, 0.30070606, 0.03174512],\n", " [0.46850282, 0.1863786 , 0.0675569 , 0.17624108, 0.47164536,\n", " 0.19874078, 0.24717812, 0.04090422],\n", " [0.34062195, 1.90581691, 0.07018556, 0.15123938, 0.36946237,\n", " 0.18504179, 0.26474383, 0.03088068],\n", " [0.24573354, 1.21507001, 0.11556577, 0.13191637, 0.4020009 ,\n", " 0.26275966, 0.23841298, 0.04008143],\n", " [0.2798166 , 0.15733013, 0.08971586, 0.13991331, 0.38702768,\n", " 0.34291422, 0.21531013, 0.03859388],\n", " [0.35316458, 0.08011972, 0.0626139 , 0.069165 , 0.55920124,\n", " 0.38426778, 0.19802441, 0.03579372],\n", " [0.28721237, 0.0827378 , 0.07033022, 0.07274448, 0.50464362,\n", " 0.3815313 , 0.1641538 , 0.04502364]])\n", "Coordinates:\n", " data_source 360 definition to -180 -> 180 definition\n", "WARNING: Found definition of outlier ranges for od550aer (TM5-met2010_CTRL-TEST) but outlier removal is deactivated. Consider checking your setup (note: model or obs outlier removal can be activated via attrs. model_remove_outliers and remove_outliers, respectively\n", "The following variable combinations will be colocated\n", "MODEL-VAR\tOBS-VAR\n", "od550aer\tod550aer\n", "Running TM5-met2010_CTRL-TEST (od550aer) vs. AeronetSunV3L2Subset.daily (od550aer)\n", "WRITE: /home/jonasg/MyPyaerocom/colocated_data/TM5-met2010_CTRL-TEST/od550aer_od550aer_MOD-TM5-met2010_CTRL-TEST_REF-AeronetSunV3L2Subset.daily_20100101_20101231_monthly_OCN.nc\n", "\n", "Colocation processing status for TM5-met2010_CTRL-TEST vs. AeronetSunV3L2Subset.daily\n", " Model Var Obs Var Status\n", "0 od550aer od550aer SUCCESS\n" ] }, { "data": { "text/plain": [ "{'od550aer': {'od550aer': pyaerocom.ColocatedData: data: \n", " array([[[0.03649583],\n", " [0.05131321],\n", " [0.05941147],\n", " [0.17511331],\n", " [0.18108093],\n", " [0.23711979],\n", " [0.28315152],\n", " [0.22721504],\n", " [0.22911738],\n", " [0.19571329],\n", " [0.18329662],\n", " [0.04773335]],\n", " \n", " [[0.07480989],\n", " [0.07439816],\n", " [0.06992208],\n", " [0.06650965],\n", " [0.05653326],\n", " [0.06274261],\n", " [0.0675569 ],\n", " [0.07018556],\n", " [0.11556577],\n", " [0.08971586],\n", " [0.0626139 ],\n", " [0.07033022]]])\n", " Coordinates:\n", " * data_source (data_source) " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coldata2.plot_scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks like we managed to get only Amsterdam Island here (1 site) and 8 months of data. The corresponding model bias suggests that TM5 is underestimating AOD at 550nm at Amsterdam Island by ca 50%. \n", "\n", "As a last step for this tutorial, let's make sure it is Amsterdam Island that we got here:" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pya.plot.mapping.plot_nmb_map_colocateddata(coldata2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like it! Ciao!" ] } ], "metadata": { "interpreter": { "hash": "4a7b89c723fcac0e056e2fc6b4f368f26ab64e73796f0dabf71452e7abad2370" }, "kernelspec": { "display_name": "Python 3.9.7 64-bit ('pya': conda)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }