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Developer manual
Tools for importing data from a sensor directly on the istSOS server. istSOS is a python based server for maintaining sensor observation services.
On istSOS you can manage and dispatch your sensor data with graphical user interface or through python scripts. istSOS works as a storage of your data as well as a medium for visualizing or analyzes.
What does mean SOS? It's Sensor Observation Service, an internation OGC format standard for providing sensor observation data and even for some operations with them.
SOS standard has very special vocabulary. So let's explain how the SOS vocabulary can be translated into real life in NINA:
- Service = Type of logger device (Temperatur logger, Moisture logger... )
- Offering = Grouping unit for procedures (e.g. Project)
- Procedure = Individual sensor or other individual device writing measurements
What you need and what shall you have installed before you start your work with istSOS?
A python based server for maintaining sensor observation services. On istSOS you can manage and dispatch your sensor data with graphical user interface or through python scripts.
See the project documentation here[1].
Object-relational database management system working with a database server.
See the project documentation here[2].
PostgreSQL support for geographic data.
See the project documentation here[3].
Graphical user interface for PostgreSQL.
See the project documentation here[4].
Server providing HTTP services.
See the project documentation here[5].
Python WSGI (interface between web server software and web applications) module for Apache.
See the project documentation here[6].
Python interface for PostgreSQL.
See the project documentation here[7].
Manuals are written for Linux OS.
Your data are expected to come in some format and architecture. If you think your format should be also supported and you cannot retype your data into supported format, please feel free to open an issue for that.
service
│
└───service offering location
│ └───procedure
│ │ INDEX.SWD
│ │ SD201701.SWD
│ │ SD201702.SWD
│ │ ...
│
└───service offering location
└───procedure
│ INDEX.SWD
│ SD201701.SWD
│ SD201702.SWD
│ ...
or just
service offering location
└───procedure
│ INDEX.SWD
│ SD201701.SWD
│ SD201702.SWD
│ ...
NOTE: If your location is more than one word, please divide them with spaces or minuses.
NOTE: The name SD2017.SWD is not required. It is required only to hold this structure of data archiving.
service
│
└───service offering location
│ └───offering
│ │ AM-101.xls
│ │ AM-102.xls
│ │ AM-104.xls
│ │ ...
│
└───service offering location
└───offering
│ AM-301.xls
│ AM-302.xls
│ AM-303.xls
│ ...
If using templogger device, your data should contain also INDEX.SWD
. The
contain of this file should look similar to this:
SIGN ObservedPropertyName (unit of measuring)
For example:
TMP Temperature (*F)
HMD RH (%)
T2 Temperature (*F) RH (%)
*F %
TMP HMD
2011-11-01 01:31 38,5 109,9
2011-11-01 03:31 39,4 109,4
2011-11-01 05:31 39,4 109,9
2011-11-01 07:31 40,5 109,9
NOTE: The first mark (T2) is a name of the procedure (must correspond with a folder name where it is located).
NOTE: You can use dot or commas as a decimal point.
NOTE: Tabulators are used as delimiters.
To use these tools, you have to clone this repository to your machine, it means make a copy of this repository on your local computer.
It can be done by one simple command ran from your desired folder:
git clone https://github.com/NINAnor/istSOS-support.git
Go to the new directory istSOS-support
. Mostly:
cd istSOS-support
Then you can run freely all the scripts from this place.
Before you start your data loading, you have to make your server prepared for them. It means that you need some server, some service(s) on that server, some offering(s) in those services and procedure(s) in those offerings.
You have to do it manually in the web interface (or most of that). The best way is to follow the official istSOS manual[8]. Or it is at least the best way until you get to the procedures registration, because this step can be done in much faster way using automatized python scripts.
For procedures registration with procedures2istsos
, you have to have prepare
an geometry index file for procedures and procedures themselves. One geometry
index file template prepared for NINA templogger service can be found
here in the repository.
Then, you just have to run the script with your own parameters (instead of asterisks):
python procedures2istsos.py -path=* -url=* -service=* --help
TIP: Need help? Don't know what these parameters mean? No problem, just run this command:
python procedures2istsos.py --help
Run python script with your own parameters (instead of asterisks):
python data2istsos.py -path=* -device_type=* -url=* -service=* -u
This command will upload all observations in your path to corresponding procedures on your server.
If you got messages saying > Insert observation success: True
, your
data were imported and everything was OK.
NOTE: A
.dat
files were created in your file directories. If you don't wish to preserve them, just use-f
flag.
TIP: Need help? Don't know what these parameters mean? No problem, just run this command:python data2istsos.py --help
Firstly, you have to convert your observations into .dat
files. Simply run
this python script with your own parameters (instead of asterisks):
python convert2dat.py -path=* -timestamp_column=* -timestamp_format=* -d -t
If there is no warning message, your data were converted into istSOS
acceptable format in .dat
file in the same directory as your original file
was.
Now go to the istSOS directory. Mostly:
cd /usr/share/istsos/
Run python script with your own parameters (instead of asterisks):
python scripts/csv2istsos.py -u * -s * -o * -p * -w * -m *
If you got message saying > Insert observation success: True
, your
data were imported and everything was OK.
NOTE: A
.dat
file(s) was (were) created in your file directory. If you wish to delete it, you have to do it yourself.
NOTE: This method can parse only one directory, without subdirectories. To save time, it is recommended to use the first way.
TIP: Need help? Don't know what these parameters mean? No problem, just run one of these commands:python convert2dat.py --help
orpython scripts/csv2istsos.py --help
You can just store them. Or you can do some analyzes above them. How? And which analyzes?
You can visualize your data on the istSOS server in the form of charts or maps using the data viewer[9]. You can also visualize them with more advanced approach - adjust maps according to your needs following this manual[10] or you can get modify observations like here[11].
Everything offer also aggregations and other data management.
Procedures overview in a map:
Visualization of selected procedures in a chart:
And in a chart for selected time range:
Yes, handling everything online is really cool. But sometimes you need more sophisticated tools, more specific environment, more and more things. In these cases, there is also a possibility to use GRASS GIS.
Firstly, you must extract data from your istSOS server and import them into GRASS GIS. So start GRASS GIS. Then you can import data directly from istSOS right now in four ways using AddOns from this repository[12].
Import an offering as a vector map with layer for each observed property:
v.in.sos url=* output=* offering=*
Import an offering as a set of raster maps for each timestamp:
r.in.sos url=* output=* offering=*
Import an offering as spatio temporal vector dataset for each observed property:
t.vect.in.sos url=* output=* offering=*
Import an offering as spatio temporal raster dataset for each observed property:
t.rast.in.sos url=* output=* offering=*
All these AddOns have of course their own helps by typing command:
*.in.sos --help
If no error occurs, your data were successfully imported into GRASS GIS. You can do whatever GRASS GIS allows you to do with them (even convert them into other format and work with them for example in QGIS).
Still not sure how to use it? Or do you just want to see some example? No problem, just visit the example page.
[1] http://istsos.org/en/latest/doc/
[2] https://www.postgresql.org/docs/
[3] http://postgis.net/documentation/
[4] https://www.pgadmin.org/docs/
[5] https://httpd.apache.org/docs/
[6] https://packages.debian.org/wheezy/libapache2-mod-wsgi
[7] http://initd.org/psycopg/docs/
[8] http://istsos.org/en/latest/doc/services.html
[9] http://istsos.org/en/latest/doc/getobs.html#using-the-data-viewer
[10] http://istsos.org/en/latest/doc/mapping.html
[11] http://istsos.org/en/latest/doc/getobs.html
[12] http://github.com/pesekon2/GRASS-GIS-SOS-tools