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Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
MONITORING
WEATHER
CLIMATE
SEISMIC ACTIVITY
TO
A SUSTAINABLE DEVELOPMENT AND A SAFER WORLD
EUMeTrain LSA SAF Week
Ricardo Silva, IM
Session 2 – Messing around with the data
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Who am I?
Ricardo Silva
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Where do you come from?
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
How often do you use LSA SAF products?
Occasionally
Never used, but plan to start
Regularly
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Session 2 Summary
Obtaining LSA SAF products General Product Information
Documentation File structure
Quick Visualization using HDFView GIS tools for visualization and analysis
Quantum GIS GRASS GIS ILWIS
Tool for georeferencing LSA SAF products Using programming tools – Python
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Obtaining LSA SAF products
Near Real Time Dissemination via EUMETCast Dissemination on-demand
http:landsaf.meteo.pt Products are available for registered users
Registration is free of charge, but may take up to 3 working days for approval
Downloads use the FTP protocol Several download methods according to desired temporal
extent and download settings
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
How do you obtain LSA SAF products?
LSA SAF (website, FTP, helpdesk)
Other?
EUMETCast
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Obtaining LSA SAF products
Dissemination options Ordering methods
Random slot ordering The user can select individual time slots for several products Automatic dissemination
Long series ordering Ordering of long time series of products. Requires human intervention and may take up to one week
Dissemination methods LSA SAF FTP server
The order is placed in the LandSAF server for the user to download User's personal FTP server
LSA SAF's system transfers the order directly to the user's FTP server
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Product Documentation
Product User Manual (PUM) Main documentation source
Physical phenomena Algorithm basis Output data specifications Etc.
Product Output Format (POF) Details concerning description of metadata, file naming
formats, etc. Validation Report (VR) Algorithm Theoretical Basis Document (ATBD)
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Product file structure
LSA SAF products use the HDF5 format http://www.hdfgroup.org/
Hierarchical Data Format (HDF) Groups – Containers for datasets and other groups Datasets – Multidimensional arrays of a homogeneous type Attributes – Metadata on groups and datasets
HDF files: Are self-describing. Complex data relationships and dependencies Can contain binary data Support n-dimensional datasets
Each element in the dataset may itself be a complex object
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Product file structure
LSA SAF HDF5 files: A common set of attributes on the root group
general information A dataset for the main product (LST, DSLF, etc) Additional datasets for cell metadata (Quality flags, etc.) Each dataset may have:
Specific attributes (Scaling factor, missing value, etc.) Different dimensions (Most datasets are 2D) Different data types (Most datasets are 16bit signed integers)
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Quick visualization of products
HDFView software
http://www.hdfgroup.org/hdf-java-html/hdfview/index.html#download_hdfview Java-based HDF Viewer Inspection of a HDF5's structure and data Visualize data in spreadsheet or image mode Basic statistics, line plotting and histogram generation Export to image formats
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Have you used HDFView before?
No
HDFWhat?
Yes
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
HDFView
1. Datasets
2.Attributes
3.Table View
4.Table options
5.Image view
6.Image options
7.Pixel values
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
HDFView
Inspecting file and dataset attributes
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
HDFView
When visualizing products take note:
1. Cell values are unscaled
2. The 'missing value' values have no physical meaning
3. Product is not georeferenced (line, column coordinates only)
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GIS tools for visualization and analysis
Quantum GIS User friendly interface Many plugins created by the community
GRASS GIS Many raster analysis modules Python scripting
ILWIS Direct import of LSASAF products through the
GEONETCast toolbox Other tools (ArcGIS, Mapinfo, SAGA, etc.)
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Quantum GIS
http://www.qgis.org/ Open source multi-platform GIS software User-friendly interface Reads many input formats
Raster files, Vector files, Web services, etc On-the-fly reprojection for vector and raster data Large and friendly community of users and
developers
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Quantum GIS
Integration of different data sources
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Quantum GIS
Quick inspection of relationships between data
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GRASS GIS
Geographic Resources Analysis Support System http://grass.fbk.eu
Open source multi-platform GIS software Hundreds of modules for raster and vector
processing Reads many input formats
Can read HDF5 directly (won't be georeferenced) It is preferable to georeference the HDF5 file first
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GRASS GIS
Modular and flexible user interface
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Raster calculator Allows for computing a combination of logical and algebraic
expressions Example: Calculate the arithmetic mean LST values for a specific day (using
hourly sample)
24 raster files each with the LSA SAF LST product for the hourly timeslots
GRASS GIS
( a+ b+ c3
)
(if (isnull (a) ,0,a)+ if (isnull (b ) ,0,b)+ if (isnull (c ) ,0, c )if (isnull (a) ,0,1)+ if (isnull (b) ,0,1)+ if ( isnull (c ) ,0,1)
)
Approach #1: Using only cells where there is enough data for the whole day(In GRASS, any math performed with NULL cells always results in a NULL value for these cells
Approach #2: Using all the cells where there is at least one value in the day
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GRASS GIS
Approach #1
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GRASS GIS
Approach #2
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GRASS GIS
Most commands are available in two interfaces: Graphical – Good for visualization and exploratory analysis
Command-line – Nice for automating repetitive tasks
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Are you used to creating small scripts for automating tasks?
Not really
I might start using themIn the future...
Yes
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Python scripting example: Automatically import and rename 191 LST files for a
given day
GRASS GIS
GRASS 6.4.1 (world4326):~ > python
>>> # example importing all the LST geotiffs into GRASS>>> import grass.script as grass>>> from glob import glob>>> import os>>> import datetime as dt>>>>>> for path in glob('/home/geo2/test_data/lsasaf/modificados/georefs/*LST*.tif'):... fName = os.path.basename(path)... nameFields=fName.split('_')... product, area = nameFields[3:5]... timeslot = dt.datetime.strptime(nameFields[5], '%Y%m%d%H%M')... newName = '_'.join((product, area, timeslot.strftime('%Y_%m_%d_%H_%M')))... grass.run_command('r.in.gdal', flags='oe', overwrite=True, input=path, output=newName)
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
ILWIS
Integrated Land and Water Information System http://52north.org/communities/ilwis/
Open Source GIS software Available only for MS Windows (as of now) Imports LSA SAF products, using the GEONETCast
Toolbox Several modules for raster and vector processing
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
GEONETCast Toolbox
GEONETCast Toolbox http://52north.org/communities/earth-observation/geonetcast-toolbox-software
Available as a toolbox for ILWIS Developed by ITC – University of Twente Enables easy access to and management of
GEONETCast data various satellite and environmental data and/or resulting
products Tailored for users running GEONETCast reception
stations
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
ILWIS/GEONETCast
Installation Follow the GEONETCast Toolbox's user manual Read section 1.1 and 1.2 CAREFULLY
Importing LSA SAF products Beware of file names:
Files obtained through GEONETCast (EUMETCast) S-LSA_-HDF5_LSASAF_MSG_LST_Euro_201111060000.bz2 Everything will work OK
Files obtained through LSA SAF's on-demand dissemination HDF5_LSASAF_MSG_LST_Euro_201111060000.bz2 GEONETCast Toolbox expects the 'S-LSA_-' prefix and will throw errors Solutions:
Uncompress → rename → recompress (time consuming and boring) Modify the GEONETCast's batch import scripts Contact LSA SAF's helpdesk and they'll send you the modified scripts
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
ILWIS/GEONETCast
Modular user interface, integrating the GEONETCast Toolbox
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
ILWIS/GEONETCast
Use native NGP projection of the LSA SAF products
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Have you used these GIS tools before?
No
I might start using themIn the future...
Yes, some of them
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
LSA SAF Product Coordinate System
Normalized Geostationary Projection (NGP)
Projection of the underlying MSG LRIT source data
Important parameters for MSG satellite:
Satellite height above ellipsoid: 35785831 m
Central meridian: 0º
Documented on EUMETSAT's LRIT and HRIT Global Specification
http://www.eumetsat.int/groups/cps/documents/document/pdf_cgms_03.pdf
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
LSA SAF Product Coordinate System
LSA SAF products hold coordinate system information in the attributes of the root group
But HDF5 files have no standard way of defining coordinate systems It's hard to automatically import LSA SAF products into
a Geographical Information System (GIS) software AND have the data correctly georeferenced
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Visualization of LSA SAF products
HDFView is nicefor a quick inspection
Some GIS toolscan open HDF5 directly BUT ...
GIS tools are nice forvisualization, analysis
map making, etc.
Most GIS tools cannotrecognize LSA SAF
coordinate information
The files will not beprojected
It won't be possible tooverlay different data UNLESS …
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
LSASAF Georeferencer Tool
A graphical tool for georeferencing LSA SAF products
Still in-development, but already usable Open development
Source code hosted on a public repository https://github.com/ricardogsilva/LSASAF-georeferencer
Uses open source tools Python, GDAL, Proj, Qt4
Multi-platform
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Convert LSASAF HDF5 files to GeoTiff GeoTiff is a Tiff based interchange format for georeferenced raster
imagery
Reproject from the NGP projection to other coordinate systems
Apply scaling factor and missing value information to the output file
Output GeoTiff files are suitable for further processing in GIS software
Process multiple files simultaneously Also has a CLI interface, useful for scripting
LSASAF Georeferencer Tool
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
LSASAF Georeferencer Tool
Graphical Window usage example
1. Select the file(s) to process
2. Load file information
3. Choose the dataset(s) to be processed
4. Choose the output projection
5. Choose the output directory
6. Process the files
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
LSASAF Georeferencer Tool
Command line usage example
# display usage informationricardo@geo2:~$ ./georef_hdf5.py -h
# process all the LST files in ~/input_dirricardo@geo2:~$ ./georef_hdf5.py -x -o ~/my_output_dir ~/input_dir/*LST*
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Guess who is developing the LSA SAF Georeferencer Tool?
Some other dude...
Ricardo Silva(me) :)
Contributions, bug reports, etc. are very much welcome!
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Programming tools – Python
Python(x, y) http://code.google.com/p/pythonxy/ A (free) scientific and engineering development software
for numerical computations, data analysis data visualization
Bundles Python and a big set of extra modules in a single package Includes modules for manipulating HDF5 files
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Programming tools – Python
Some useful python modules for working with LSA SAF products:
NumPy
The fundamental package needed for scientific computing with Python
Provides an N-dimensional array object and specialized data types and functions
Scipy
A library built to work with NumPy arrays
Provides efficient numerical routines for interpolation, statistics, linear algebra, etc.
Matplotlib
2D plotting library which produces publication quality figures
PyTables
Package for managing HDF5 files
Designed to efficiently and easily cope with extremely large amounts of data
Gdal
A translator library for raster geospatial data formats.
Has read/write functionality for many raster formats (HDF4/5, GeoTiff, GRIB, netCDF, etc.)
Allows assigning georeferencing information
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Programming tools – Python
ricardo@geo2:~$ python >>> import tables >>> import numpy as np>>> import matplotlib.pyplot as plt >>> product = tables.openFile('path_to_HDF5_file')# list attributes of the root group>>> product.root._v_attrs # list attributes of the LST dataset>>> product.root.LST.attrs # import the LST dataset into a 32bit float numpy array>>> lst = np.array(product.root.LST, dtype=np.float32)# convert missing values to nan and apply scaling factor>>> lst[lst == product.root.LST.attrs['MISSING_VALUE']] = np.nan>>> lst = lst / product.root.LST.attrs['SCALING_FACTOR']# plot the data >>> plt.imshow(lst, interpolation='nearest')>>> plt.colorbar()>>> plt.show()
Example interactive session for manipulating a LST product
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
Programming tools – Python
The script's output:
Ministério da Ciência, Tecnologia e Ensino Superior Instituto de Meteorologia, I. P. Rua C – Aeroporto de Lisboa 1749-077 Lisboa – Portugal Tel.: (351) 21 844 7000 Fax: (351) 21 840 2370 e-mail: [email protected] URL: http://www.meteo.pt
END of session 2
Thank you for attending!
Enjoy the rest of the LSA SAF week