{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Model evaluation using pyaerocom\n", "\n", "After this introduction, you will know how to:\n", "\n", "- **Search** for model and observation data in the provided database\n", "- **Read** model and observation data \n", "- **Explore** the data (`GriddedData` and `UngriddedData`)\n", "- **Colocate** data and assess model performance (`ColocatedData`)\n", "- **Convert** from pyaerocom to other common libraries such as `pandas` or `xarray`\n", "- **Store** intermediate results as NetCDF that may be used for further analysis." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Pyaerocom API " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "![API](pyaerocom_basic_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Get started" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-10-26T08:47:11.404789Z", "start_time": "2018-10-26T08:47:09.792016Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "'0.8.1.dev3'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyaerocom as pya\n", "import matplotlib.pyplot as plt\n", "from warnings import filterwarnings\n", "filterwarnings('ignore')\n", "pya.change_verbosity('critical', log=pya.const.print_log) # don't output warnings\n", "pya.__version__" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Please make sure to use version **0.8.1.dev2** (or later). If you have an earlier version, follow [these instructions](https://github.com/NordicESMhub/NEGI-Abisko-2019/blob/master/content/training/pyaerocom/local_pyaerocom.md) in order to update your installation." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Change basic data directory to location of *pyaerocom-testdata*" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I assume I am on the Abisko Jupyter hub\n" ] } ], "source": [ "import socket\n", "if socket.gethostname() == 'pc4971':\n", " print('I am on Jonas PC')\n", " DATA_BASEDIR = '/home/jonasg/MyPyaerocom/pyaerocom-testdata'\n", "else:\n", " print('I assume I am on the Abisko Jupyter hub')\n", " DATA_BASEDIR = '/home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-10-26T08:47:12.749509Z", "start_time": "2018-10-26T08:47:12.743230Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "'/home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.const.BASEDIR = DATA_BASEDIR\n", "pya.const.BASEDIR" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Searching for available data in pyaerocom-testdata (method `browse_database`)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-CTRL2019\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/TM5_AP3-CTRL2019/renamed\n", "Available experiments: ['AP3-CTRL2019']\n", "Available years: [2010]\n", "Available frequencies ['monthly']\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', 'emivoc', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od350aer', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', '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']\n" ] } ], "source": [ "pya.browse_database('*TM5*')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "You can use the ***Data ID*** or the ***Data directory*** to read this dataset (next step)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Reading of model data (`ReadGridded` class)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "DATA_ID = 'TM5_AP3-CTRL2019'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-10-26T08:47:16.422974Z", "start_time": "2018-10-26T08:47:16.412855Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: TM5_AP3-CTRL2019\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/TM5_AP3-CTRL2019/renamed\n", "Available experiments: ['AP3-CTRL2019']\n", "Available years: [2010]\n", "Available frequencies ['monthly']\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', 'emivoc', 'hus', 'loadbc', 'loaddust', 'loadno3', 'loadoa', 'loadso4', 'loadss', 'od350aer', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', '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']\n" ] } ], "source": [ "reader = pya.io.ReadGridded(DATA_ID)\n", "print(reader)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### In case you are not familiar with the variable names: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "od550aer\n", "standard_name: atmosphere_optical_thickness_due_to_ambient_aerosol_particles; Unit: 1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pya.get_variable('od550aer')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### Read 2010 Aerosol optical depth (at 550 nm) from TM5 model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method read_var in module pyaerocom.io.readgridded:\n", "\n", "read_var(var_name, start=None, stop=None, ts_type=None, experiment=None, vert_which=None, flex_ts_type=True, prefer_longer=False, aux_vars=None, aux_fun=None, **kwargs) method of pyaerocom.io.readgridded.ReadGridded instance\n", " Read model data for a specific variable\n", " \n", " This method searches all valid files for a given variable and for a \n", " provided temporal resolution (e.g. *daily, monthly*), optionally\n", " within a certain time window, that may be specified on class \n", " instantiation or using the corresponding input parameters provided in \n", " this method.\n", " \n", " The individual NetCDF files for a given temporal period are loaded as\n", " instances of the :class:`iris.Cube` object and appended to an instance\n", " of the :class:`iris.cube.CubeList` object. The latter is then used to \n", " concatenate the individual cubes in time into a single instance of the\n", " :class:`pyaerocom.GriddedData` class. In order to ensure that this\n", " works, several things need to be ensured, which are listed in the \n", " following and which may be controlled within the global settings for \n", " NetCDF import using the attribute :attr:`GRID_IO` (instance of\n", " :class:`OnLoad`) in the default instance of the \n", " :class:`pyaerocom.config.Config` object accessible via \n", " ``pyaerocom.const``.\n", " \n", " \n", " Parameters\n", " ----------\n", " var_name : str\n", " variable that are supposed to be read\n", " start : Timestamp or str, optional\n", " start time of data import \n", " stop : Timestamp or str, optional\n", " stop time of data import\n", " ts_type : str\n", " string specifying temporal resolution (choose from \n", " \"hourly\", \"3hourly\", \"daily\", \"monthly\"). If None, prioritised \n", " of the available resolutions is used\n", " experiment : str\n", " name of experiment (only relevant if this dataset contains more \n", " than one experiment)\n", " vert_which : str or dict, optional\n", " valid AeroCom vertical info string encoded in name (e.g. Column,\n", " ModelLevel) or dictionary containing var_name as key and vertical\n", " coded string as value, accordingly\n", " flex_ts_type : bool\n", " if True and if applicable, then another ts_type is used in case \n", " the input ts_type is not available for this variable\n", " prefer_longer : bool\n", " if True and applicable, the ts_type resulting in the longer time\n", " coverage will be preferred over other possible frequencies that \n", " match the query.\n", " aux_vars : list\n", " only relevant if `var_name` is not available for reading but needs\n", " to be computed: list of variables that are required to compute \n", " `var_name`\n", " aux_fun : callable\n", " only relevant if `var_name` is not available for reading but needs\n", " to be computed: custom method for computation (cf. \n", " :func:`add_aux_compute` for details)\n", " **kwargs\n", " additional keyword args parsed to :func:`_load_var`\n", " \n", " Returns\n", " -------\n", " GriddedData\n", " loaded data object\n", " \n", " Raises\n", " ------\n", " AttributeError\n", " if none of the ts_types identified from file names is valid\n", " VarNotAvailableError\n", " if specified ts_type is not supported\n", "\n" ] } ], "source": [ "help(reader.read_var)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-10-26T08:47:24.092223Z", "start_time": "2018-10-26T08:47:23.659973Z" }, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "pyaerocom.griddeddata.GriddedData" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_data = reader.read_var('od550aer', start=2010)\n", "type(model_data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Working with the `GriddedData` object" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "'monthly'" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_data.ts_type # temporal resolution" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model_data.quickplot_map(11);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Branching off: Converting `GriddedData` to `iris.Cube` or `xarray.DataArray`\n", "\n", "**Actually**, the `GriddedData` object is based on the `iris.Cube` object which can be accessed via the `cube` attr:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "cube = model_data.cube" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "iris.cube.Cube" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(cube)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "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", "
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_AP3-CTRL2019
\texperiment_idAP3-CTRL2019
\tfrom_files['/home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/TM...
\tinstitute_idKNMI
\tinstitutionRoyal Netherlands Meteorological Institute, De Bilt, The Netherlands
\tmodel_idTM5
\toutliers_removedFalse
\tproject_idAeroCom Phase 3
\treaderNone
\treferencesVan Noije, T.P.C., et al. (Geosci. Model Dev., 7, 2435-2475, 2014); Bergman,...
\tregionNone
\tregriddedFalse
\tsourceTM5-mp, r1058: CTM ERA-Interim 3x2 34L
\ttitleTM5 model output prepared for AeroCom Phase 3
\tts_typemonthly
\tvar_name_readn/d
Cell methods
\tpointlongitude, latitude
\tmeantime
\n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cube" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "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 1.5 4.5 7.5 10.5 13.5 ... 349.5 352.5 355.5 358.5\n", "Attributes:\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, r1058: CTM ERA-Interim 3x2 34L\n", " model_id: TM5\n", " references: Van Noije, T.P.C., et al. (Geosci. Model Dev., 7, 2435...\n", " experiment_id: AP3-CTRL2019\n", " project_id: AeroCom Phase 3\n", " title: TM5 model output prepared for AeroCom Phase 3\n", " Conventions: CF-1.6\n", " contact: Twan van Noije (noije@knmi.nl)\n", " from_files: ['/home/notebook/shared-ns1000k/inputs/pyaerocom-testd...\n", " data_id: TM5_AP3-CTRL2019\n", " var_name_read: n/d\n", " ts_type: monthly\n", " regridded: False\n", " outliers_removed: False\n", " computed: False\n", " concatenated: False\n", " cell_methods: longitude: latitude: point time: mean" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try: # pyaerocom >= 0.8.1\n", " data_arr = model_data.to_xarray()\n", "except: # pyaerocom < 0.8.1\n", " print('Coming soon in pyaerocom v0.8.1')\n", " import xarray as xarr\n", " data_arr = xarr.DataArray.from_iris(model_data.cube)\n", "data_arr" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Other methods of the `GriddedData` object that may be useful" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- model_data.interpolate\n", "- model_data.regrid\n", "- model_data.crop\n", "- model_data.resample_time\n", "- model_data.sel" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Extract data at a certain coordinate and plot timeseries" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "pyaerocom.GriddedData\n", "Grid data: " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LON_ABISKO = 18.8312 #° E\n", "LAT_ABISKO = 68.3495 #° N \n", "subset_abisko = model_data.sel(longitude=LON_ABISKO, latitude=LAT_ABISKO)\n", "subset_abisko" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "try: # pyaerocom >= 0.8.1\n", " subset_abisko.to_xarray().plot();\n", "except: # pyaerocom < 0.8.1\n", " print('Coming soon in pyaerocom v0.8.1')\n", " import xarray as xarr\n", " data_arr = xarr.DataArray.from_iris(subset_abisko.cube).plot()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Reading of ungridded data (`ReadUngridded` class)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Ungridded data usually comprises timeseries data from different locations on earth and sampled at different times. \n", "- The data is often provided *per station* in form of text files (e.g. CSV)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![ungridded_api](pyaerocom_ungridded_io_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Read Aeronet Sun version 3 level 2 data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dataset name: AeronetSunV3Lev2.daily\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata//obsdata/AeronetSunV3Lev2.0.daily/renamed\n", "Supported variables: ['od340aer', 'od440aer', 'od500aer', 'od870aer', 'ang4487aer', 'ang4487aer_calc', 'od550aer']\n", "Last revision: 20190920\n", "\n", "Dataset name: AeronetSDAV3Lev2.daily\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata//obsdata/Aeronet.SDA.V3L2.0.daily/renamed\n", "Supported variables: ['od500gt1aer', 'od500lt1aer', 'od500aer', 'ang4487aer', 'od550aer', 'od550gt1aer', 'od550lt1aer']\n", "Last revision: 20190920\n", "Reading failed for AeronetSDAV3Lev2.AP. Error: NetworkNotImplemented('No reading class available yet for dataset AeronetSDAV3Lev2.AP')\n" ] } ], "source": [ "pya.browse_database('Aeronet*V3*Lev2*')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "OBS_ID = 'AeronetSunV3Lev2.daily'" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dataset name: AeronetSunV3Lev2.daily\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata//obsdata/AeronetSunV3Lev2.0.daily/renamed\n", "Supported variables: ['od340aer', 'od440aer', 'od500aer', 'od870aer', 'ang4487aer', 'ang4487aer_calc', 'od550aer']\n", "Last revision: 20190920\n" ] } ], "source": [ "obs_reader = pya.io.ReadUngridded(OBS_ID)\n", "print(obs_reader)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "##### Read in all stations (files) that have AOD data" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "UngriddedData " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = obs_data.plot_station_coordinates(markersize=16)\n", "ax = obs_data.plot_station_coordinates(var_name='od550aer', \n", " start=2008, stop=2012, \n", " markersize=12, color='lime', ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Metadata -> available per file that was read in" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "1230" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(obs_data.metadata)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "e.g. metadata of first file:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('var_info',\n", " OrderedDict([('od550aer', OrderedDict([('units', '1')]))])),\n", " ('latitude', 19.932449999999996),\n", " ('longitude', 99.04539999999999),\n", " ('altitude', 1536.0),\n", " ('station_name', 'Doi_Ang_Khang'),\n", " ('PI', 'Brent_Holben'),\n", " ('ts_type', 'daily'),\n", " ('data_id', 'AeronetSunV3Lev2.daily'),\n", " ('variables', ['od550aer']),\n", " ('instrument_name', 'sun_photometer'),\n", " ('data_revision', '20190920')])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs_data.metadata[420]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Filter data" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs_arctic = obs_data.apply_filters(latitude=[70, 90])\n", "obs_arctic.plot_station_coordinates(markersize=40, marker='x', color='r');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Extract data from individual stations (e.g. Lille)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "pyaerocom.stationdata.StationData" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lille_data = obs_data.to_station_data('*Lille*')\n", "type(lille_data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Quick intro into `StationData`\n", "\n", "- Essentially an extended python dictionary with some extras (e.g. you can use `.` and `[]` to access and assign attributes)\n", "- contains timeseries data as `pandas.Series` \n", "- contains metadata" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "odict_keys(['dtime', 'var_info', 'station_coords', 'data_err', 'overlap', 'data_flagged', 'filename', 'station_id', 'station_name', 'instrument_name', 'PI', 'country', 'ts_type', 'latitude', 'longitude', 'altitude', 'data_id', 'dataset_name', 'data_product', 'data_version', 'data_level', 'revision_date', 'website', 'ts_type_src', 'stat_merge_pref_attr', 'data_revision', 'od550aer'])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lille_data.keys()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "3.1416669999999987" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lille_data.longitude" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "50.611667000000004" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lille_data['latitude']" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "##### The actual timeseries data can be accessed as `pandas.Series` simply by using the variable name" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "1995-06-30 12:00:00 0.403992\n", "1995-07-01 12:00:00 0.695444\n", "1995-07-04 12:00:00 0.213412\n", "1995-07-07 12:00:00 0.757272\n", "1995-07-08 12:00:00 1.072732\n", " ... \n", "2019-06-16 12:00:00 0.061789\n", "2019-06-17 12:00:00 0.100830\n", "2019-06-18 12:00:00 0.130222\n", "2019-06-20 12:00:00 0.046714\n", "2019-06-21 12:00:00 0.074854\n", "Length: 3399, dtype: float64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lille_data.od550aer # THIS is exactly equivalent to the command lille_data['od550aer']" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = lille_data.plot_timeseries(var_name='od550aer', marker='x', linestyle='none')\n", "ax = lille_data.plot_timeseries(var_name='od550aer', ts_type='monthly', linestyle='-', lw=3, ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Colocation of model and obsdata" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "col_data = pya.colocation.colocate_gridded_ungridded(model_data, \n", " obs_data, \n", " ts_type='monthly',\n", " start=2010)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function colocate_gridded_gridded in module pyaerocom.colocation:\n", "\n", "colocate_gridded_gridded(gridded_data, gridded_data_ref, ts_type=None, start=None, stop=None, filter_name=None, regrid_res_deg=None, remove_outliers=True, vert_scheme=None, harmonise_units=True, regrid_scheme='areaweighted', var_outlier_ranges=None, var_ref_outlier_ranges=None, update_baseyear_gridded=None, apply_time_resampling_constraints=None, min_num_obs=None, colocate_time=False, var_keep_outliers=True, var_ref_keep_outliers=False, **kwargs)\n", " Colocate 2 gridded data objects\n", " \n", " Todo\n", " ----\n", " - think about vertical dimension (vert_scheme input not used at the moment)\n", " \n", " Parameters\n", " ----------\n", " gridded_data : GriddedData\n", " gridded data (e.g. model results)\n", " gridded_data_ref : GriddedData\n", " reference dataset that is used to evaluate \n", " :attr:`gridded_data` (e.g. gridded observation data)\n", " ts_type : str\n", " desired temporal resolution of colocated data (must be valid AeroCom\n", " ts_type str such as daily, monthly, yearly..)\n", " start : :obj:`str` or :obj:`datetime64` or similar, optional\n", " start time for colocation, if None, the start time of the input\n", " :class:`GriddedData` object is used\n", " stop : :obj:`str` or :obj:`datetime64` or similar, optional\n", " stop time for colocation, if None, the stop time of the input\n", " :class:`GriddedData` object is used\n", " filter_name : str\n", " string specifying filter used (cf. :class:`pyaerocom.filter.Filter` for\n", " details). If None, then it is set to 'WORLD-wMOUNTAINS', which \n", " corresponds to no filtering (world with mountains). \n", " Use WORLD-noMOUNTAINS to exclude mountain sites.\n", " regrid_res_deg : :obj:`int`, optional\n", " regrid resolution in degrees. If specified, the input gridded data \n", " objects will be regridded in lon / lat dimension to the input \n", " resolution. (BETA feature)\n", " remove_outliers : bool\n", " if True, outliers are removed from model and obs data before colocation, \n", " else not.\n", " vert_scheme : str\n", " string specifying scheme used to reduce the dimensionality in case \n", " input grid data contains vertical dimension. Example schemes are \n", " `mean, surface, altitude`, for details see \n", " :func:`GriddedData.to_time_series`.\n", " harmonise_units : bool\n", " if True, units are attempted to be harmonised (note: raises Exception\n", " if True and units cannot be harmonised).\n", " regrid_scheme : str\n", " iris scheme used for regridding (defaults to area weighted regridding)\n", " var_outlier_ranges : :obj:`dict`, optional\n", " dictionary specifying outlier ranges for dataset to be analysed\n", " (e.g. dict(od550aer = [-0.05, 10], ang4487aer=[0,4])). If None, then\n", " the pyaerocom default outlier ranges are used for the input variable.\n", " Defaults to None.\n", " var_ref_outlier_ranges : dict, optional\n", " like `var_outlier_ranges` but for reference dataset.\n", " update_baseyear_gridded : int, optional\n", " optional input that can be set in order to redefine the time dimension\n", " in the gridded data object to be analysed. E.g., if the data object \n", " is a climatology (one year of data) that has set the base year of the\n", " time dimension to a value other than the specified input start / stop \n", " time this may be used to update the time in order to make colocation \n", " possible.\n", " apply_time_resampling_constraints : bool, optional\n", " if True, then time resampling constraints are applied as provided via \n", " :attr:`min_num_obs` or if that one is unspecified, as defined in\n", " :attr:`pyaerocom.const.OBS_MIN_NUM_RESAMPLE`. If None, than \n", " :attr:`pyaerocom.const.OBS_APPLY_TIME_RESAMPLE_CONSTRAINTS` is used\n", " (which defaults to True !!).\n", " min_num_obs : int or dict, optional\n", " minimum number of observations for resampling of time\n", " colocate_time : bool\n", " if True and if original time resolution of data is higher than desired\n", " time resolution (`ts_type`), then both datasets are colocated in time \n", " *before* resampling to lower resolution. \n", " var_keep_outliers : bool\n", " if True, then no outliers will be removed from dataset to be analysed, \n", " even if `remove_outliers` is True. That is because for model evaluation\n", " often only outliers are supposed to be removed in the observations but\n", " not in the model.\n", " var_ref_keep_outliers : bool\n", " if True, then no outliers will be removed from the reference dataset, \n", " even if `remove_outliers` is True.\n", " **kwargs\n", " additional keyword args (not used here, but included such that factory \n", " class can handle different methods with different inputs)\n", " \n", " Returns\n", " -------\n", " ColocatedData\n", " instance of colocated data\n", "\n" ] } ], "source": [ "help(pya.colocation.colocate_gridded_gridded)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "pyaerocom.colocateddata.ColocatedData" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(col_data)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "col_data.plot_scatter(marker='o', color='blue', alpha=0.1);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### The `xarray.DataArray` object can be simply accessed via" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "\n", "array([[[ nan, 0.11758773, nan, ..., nan,\n", " nan, 0.22213848],\n", " [ nan, 0.13212825, nan, ..., 0.12098059,\n", " nan, 0.4297616 ],\n", " [ nan, 0.14685542, nan, ..., 0.12334401,\n", " nan, 0.91985307],\n", " ...,\n", " [0.11797653, 0.11601176, nan, ..., 0.05336442,\n", " 0.03394842, 0.37093354],\n", " [0.13223569, 0.19505731, nan, ..., nan,\n", " nan, 0.26176478],\n", " [ nan, nan, nan, ..., nan,\n", " nan, 0.37904951]],\n", "\n", " [[0.14947775, 0.14656237, 0.16371733, ..., 0.08020622,\n", " 0.03766838, 0.23015726],\n", " [0.14588432, 0.2863543 , 0.20080711, ..., 0.11745247,\n", " 0.06611011, 0.46402201],\n", " [0.19967574, 0.28439081, 0.91542172, ..., 0.13032669,\n", " 0.05874216, 1.46623838],\n", " ...,\n", " [0.21575473, 0.23416109, 0.34703311, ..., 0.09446716,\n", " 0.05008808, 0.51150841],\n", " [0.16433115, 0.19931237, 0.38158169, ..., 0.10818329,\n", " 0.03546635, 0.40573141],\n", " [0.10476176, 0.13849808, 0.30405122, ..., 0.14951633,\n", " 0.04037524, 0.45553884]]])\n", "Coordinates:\n", " * data_source (data_source) \n", "array([[[ nan, 1.128966 , nan, ..., nan,\n", " nan, 0.25999457],\n", " [ nan, 0.89081575, nan, ..., 1.12947156,\n", " nan, 0.30509289],\n", " [ nan, 1.12122509, nan, ..., 1.14267986,\n", " nan, 0.13727079],\n", " ...,\n", " [0.97128121, 1.2908889 , nan, ..., 1.56412958,\n", " 1.0926709 , 0.39523561],\n", " [1.34621412, 0.934353 , nan, ..., nan,\n", " nan, 0.49452866],\n", " [ nan, nan, nan, ..., nan,\n", " nan, 0.4892751 ]],\n", "\n", " [[0.86711586, 0.73773724, 0.52013141, ..., 1.39102662,\n", " 1.35547209, 0.62231678],\n", " [0.98289979, 0.30570188, 0.58608049, ..., 1.23340809,\n", " 1.23590493, 0.44316554],\n", " [0.57381302, 0.59244061, 0.15318914, ..., 1.31365597,\n", " 1.16984105, 0.19862083],\n", " ...,\n", " [0.8841635 , 0.85821074, 1.01289105, ..., 1.36450207,\n", " 1.38448656, 0.95568919],\n", " [1.28473127, 0.65777272, 0.54912972, ..., 1.26303518,\n", " 1.3864181 , 0.62829041],\n", " [1.14279449, 0.75016189, 0.47216135, ..., 1.05199301,\n", " 1.37411582, 0.41307265]]])\n", "Coordinates:\n", " * data_source (data_source) " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "colocator.data[DATA_ID]['ang4487aer'].plot_scatter(marker='o', alpha=0.1, color='g');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "##### Do the same for another model (e.g. CAM5.3-Oslo)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: ECMWF-IFS-CY45R1-CAMS-CTRL-met2010_AP3-CTRL\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/ECMWF-IFS-CY45R1-CAMS-CTRL-met2010_AP3-CTRL/renamed\n", "Available experiments: ['AP3-CTRL']\n", "Available years: [1850, 2010]\n", "Available frequencies ['3hourly' 'daily' 'monthly']\n", "Available variables: ['abs550aer', 'clh', 'cll', 'clm', 'clt', 'depbc', 'depdu', 'depoa', 'depso2', 'depso4', 'depss', 'drybc', 'drydu', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'emibc', 'emidu', 'emioa', 'emiso2', 'emiss', 'iwp', 'loadbc', 'loaddu', 'loadlt10du', 'loadlt10ss', 'loadlt1du', 'loadlt1ss', 'loadlt25du', 'loadlt25ss', 'loadoa', 'loadso2', 'loadso4', 'loadss', 'lwp', 'od440aer', 'od550aer', 'od550bc', 'od550du', 'od550lt10du', 'od550lt10ss', 'od550lt1du', 'od550lt1ss', 'od550lt25du', 'od550lt25ss', 'od550oa', 'od550so4', 'od550ss', 'od865aer', 'prodso4', 'ps', 'sconcbc', 'sconcdu', 'sconcoa', 'sconcpm1', 'sconcpm10', 'sconcpm25', 'sconcso2', 'sconcso4', 'sconcss', 'wetbc', 'wetdu', 'wetoa', 'wetso2', 'wetso4', 'wetss']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: CAM5-ATRAS_AP3-CTRL\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/CAM5-ATRAS_AP3-CTRL/renamed\n", "Available experiments: ['AP3-CTRL']\n", "Available years: [1750, 1850, 2010]\n", "Available frequencies ['daily' 'monthly']\n", "Available variables: ['abs440aer', 'abs440bc', 'abs440dryaer', 'abs440dust', 'abs440oc', 'abs550aer', 'abs550bc', 'abs550dryaer', 'abs550dust', 'abs550lt1aer', 'abs550oc', 'abs550rh40aer', 'abs550rh85aer', 'abs870aer', 'abs870bc', 'abs870dust', 'abs870oc', 'absc550aer', 'airmass', 'areacella', 'bldep', 'cdnc', 'cheaqpso4', 'chegpso4', 'chepsoa', 'cli', 'clivi', 'clt', 'clw', 'co', 'convclt', 'dh', 'dms', 'drybc', 'drydust', 'drynh3', 'drynh4', 'drynoy', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec1000dust', 'ec10umdust', 'ec440dryaer', 'ec550aer', 'ec550dryaer', 'ec550dust', 'ec550rh40aer', 'ec550rh85aer', 'emibc', 'emibvoc', 'emico', 'emidms', 'emidust', 'emiisop', 'emimtp', 'eminh3', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'emivoc', 'hcho', 'hfls', 'hfss', 'hno3', 'hus', 'isop', 'loadbc', 'loaddms', 'loaddu', 'loadhno3', 'loadlt10du', 'loadlt1du', 'loadlt1ss', 'loadlt25du', 'loadlt25ss', 'loadnh3', 'loadnh4', 'loadno3', 'loadoa', 'loadso2', 'loadso4', 'loadsoa', 'loadss', 'lwp', 'mmraerh2o', 'mmrbc', 'mmrdust', 'mmrnh4', 'mmrno3', 'mmroa', 'mmrpm1', 'mmrpm10', 'mmrpm2p5', 'mmrso4', 'mmrsoa', 'mmrss', 'mtp', 'nh3', 'od1000dust', 'od10umdust', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt10du', 'od550lt1aer', 'od550lt1du', 'od550lt1ss', 'od550lt2p5du', 'od550lt2p5ss', 'od550no3', 'od550oa', 'od550so4', 'od550soa', 'od550ss', 'od870aer', 'orog', 'pfull', 'phalf', 'pr', 'prc', 'ps', 'ptp', 'rh', 'rho', 'rlds', 'rldscs', 'rlus', 'rluscs', 'rlut', 'rlutca', 'rlutcs', 'rlutcsca', 'rsds', 'rsdscs', 'rsdt', 'rsus', 'rsut', 'rsutca', 'rsutcs', 'rsutcsca', 'sftlf', 'so2', 'ta', 'tas', 'tos', 'ts', 'ua', 'va', 'wa', 'wetbc', 'wetdust', 'wetnh3', 'wetnh4', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss', 'ztp']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: ECMWF_CAMS_REAN\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/ECMWF_CAMS_REAN/renamed\n", "Available experiments: ['REAN']\n", "Available years: [2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018]\n", "Available frequencies ['daily']\n", "Available variables: ['ang4487aer', 'od550aer', 'od550oa', 'od550so4']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: CAM5-ATRAS_AP3-HIST\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/CAM5-ATRAS_AP3-HIST/renamed\n", "Available experiments: ['AP3-HIST']\n", "Available years: [1750, 1850, 1860, 1870, 1880, 1890, 1900, 1910, 1920, 1930, 1940, 1950, 1960, 1970, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2015]\n", "Available frequencies ['monthly' 'daily']\n", "Available variables: ['abs550aer', 'abs550dryaer', 'airmass', 'chepsoa', 'clt', 'dh', 'drybc', 'drydust', 'drynh3', 'drynh4', 'drynoy', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'eminh3', 'eminox', 'emioa', 'emiso2', 'emiso4', 'emiss', 'loadbc', 'loaddms', 'loaddu', 'loadhno3', 'loadlt1du', 'loadlt1ss', 'loadlt25du', 'loadlt25ss', 'loadnh3', 'loadnh4', 'loadno3', 'loadoa', 'loadso2', 'loadso4', 'loadsoa', 'loadss', 'mmraerh2o', 'mmrbc', 'mmrdust', 'mmrnh4', 'mmrno3', 'mmroa', 'mmrpm1', 'mmrpm10', 'mmrpm2p5', 'mmrso4', 'mmrsoa', 'mmrss', 'od440aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550dust', 'od550lt1aer', 'od550lt1du', 'od550lt1ss', 'od550lt2p5du', 'od550lt2p5ss', 'od550no3', 'od550oa', 'od550so4', 'od550soa', 'od550ss', 'od870aer', 'pfull', 'rh', 'rsds', 'rsus', 'rsut', 'rsutca', 'rsutcs', 'rsutcsca', 'so2', 'wetbc', 'wetdust', 'wetnh3', 'wetnh4', 'wetnoy', 'wetoa', 'wetso2', 'wetso4', 'wetss']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: CAM53-Oslo_7310_MG15CLM45_5feb2017IHK_53OSLO_PD_UNTUNED\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/CAM53-Oslo_7310_MG15CLM45_5feb2017IHK_53OSLO_PD_UNTUNED/renamed\n", "Available experiments: ['UNTUNED']\n", "Available years: [2008, 2009, 2010]\n", "Available frequencies ['monthly']\n", "Available variables: ['abs550aer', 'abs550aercs', 'ang4487aer', 'ang4487csaer', 'od550aer', 'od550csaer', 'od550lt1aer']\n", "\n", "Pyaerocom ReadGridded\n", "---------------------\n", "Data ID: CAM6-Oslo_NHIST_f19_tn14_20190710_2010\n", "Data directory: /home/notebook/shared-ns1000k/inputs/pyaerocom-testdata/modeldata/CAM6-Oslo_NHIST_f19_tn14_20190710_2010/renamed\n", "Available experiments: ['20190710']\n", "Available years: [2010]\n", "Available frequencies ['monthly']\n", "Available variables: ['abs440aer', 'abs500aer', 'abs550aer', 'abs550aercs', 'abs550bc', 'abs550dryaer', 'abs550dust', 'abs550oa', 'abs550so4', 'abs550ss', 'abs670aer', 'abs870aer', 'absc550aer', 'airmass', 'area', 'asy3Daer', 'bc5503Daer', 'cheaqpso4', 'chegpso4', 'chepso2', 'cl3D', 'clt', 'drybc', 'drydms', 'drydust', 'dryoa', 'dryso2', 'dryso4', 'dryss', 'ec550aer', 'ec550dryaer', 'emibc', 'emidms', 'emidust', 'emioa', 'emiso2', 'emiso4', 'emiss', 'hus', 'landf', 'loadbc', 'loaddms', 'loaddust', 'loadoa', 'loadso2', 'loadso4', 'loadss', 'mmraerh2o', 'mmrbc', 'mmrdu', 'mmroa', 'mmrso4', 'mmrss', 'od440aer', 'od440csaer', 'od500aer', 'od550aer', 'od550aerh2o', 'od550bc', 'od550csaer', 'od550dust', 'od550gt1aer', 'od550lt1aer', 'od550lt1dust', 'od550oa', 'od550so4', 'od550ss', 'od670aer', 'od870aer', 'od870csaer', 'orog', 'precip', 'pressure', 'ps', 'rlds', 'rlus', 'rlut', 'rlutcs', 'rsds', 'rsdscs', 'rsdt', 'rsus', 'rsut', 'sconcbc', 'sconcdms', 'sconcdust', 'sconcoa', 'sconcso2', 'sconcso4', 'sconcss', 'temp', 'vmrdms', 'vmrso2', 'wetbc', 'wetdms', 'wetdust', 'wetoa', 'wetso2', 'wetso4', 'wetss']\n" ] } ], "source": [ "pya.browse_database('*CAM*')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "ANOTHER_MODEL_ID = 'CAM53-Oslo_7310_MG15CLM45_5feb2017IHK_53OSLO_PD_UNTUNED'" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['TM5_AP3-CTRL2019', 'CAM53-Oslo_7310_MG15CLM45_5feb2017IHK_53OSLO_PD_UNTUNED'])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colocator.run(model_id=ANOTHER_MODEL_ID)\n", "colocator.data.keys()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "colocator.data[ANOTHER_MODEL_ID]['ang4487aer'].plot_scatter(marker='o', alpha=0.1, color='g');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Usage example: Compute AOD bias and plot bias map" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 3.27914642e+01, 4.41977593e+01, -2.38407751e+01, -2.20405471e+01,\n", " 4.87610882e+01, -1.09660243e+01, 6.09572635e+01, 6.95185320e+01,\n", " 5.72888842e+01, 2.02739190e+00, -5.72097325e+01, 1.47671090e+01,\n", " 4.29767724e+01, 4.29703426e+01, -3.04770598e+00, 3.25237489e+01,\n", " 3.04941723e+01, -3.50740249e+01, -2.67254451e+00, 7.03229780e+01,\n", " -1.73058152e+01, -2.54449063e+01, 1.17741062e+01, -3.34088968e+00,\n", " 5.11034734e+01, -5.49587609e+01, 3.12364125e+01, 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2.96238395e+01, 8.33273265e+00,\n", " -1.91530812e+01, -1.87918140e+01, 3.24915367e+01, 4.61579198e+01,\n", " -4.67132468e+00, 1.50885510e+01, -1.13247846e+01, 7.83158893e+00,\n", " 4.29157881e+01, 3.62139244e+01, 2.62529907e+01, 4.16605716e+01,\n", " 1.65626661e+01, 4.09422433e+01, 2.31975416e+01, 1.07226551e+02,\n", " 1.58904995e+01, 1.37649886e+01, 5.04940170e+00, -2.76175068e+01,\n", " 7.44272366e+00, 5.05170565e+01, 1.01163561e+02, 2.09883399e+01,\n", " 1.00184819e+01, -2.85436142e+01, 2.31967797e+01, 4.90043152e+00,\n", " 1.17823575e+02, 6.87338294e+01, -2.43874895e+01, 7.69502307e+00,\n", " 4.11403093e+01, 1.09082297e+02, 2.00864470e+01, 1.99950303e+01,\n", " 3.62194452e+01, 1.41876019e+01])\n", "Coordinates:\n", " var_name " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = pya.plot.mapping.init_map()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = pya.plot.mapping.init_map()\n", "_sc = ax.scatter(mean_bias.longitude, mean_bias.latitude, marker='o', c=mean_bias.data, \n", " cmap='bwr', \n", " vmin=-100, vmax=100, s=80)\n", "cb = plt.colorbar(_sc)\n", "cb.ax.set_ylabel('Normalised mean bias [%]');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Now if you colocate a lot of models against multiple different observations, you might end up here:\n", "\n", "https://aerocom-evaluation.met.no/overall.php?project=aerocom&exp=PIII-optics2019" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }