Statistics metadata in TAP
Gregory Mantelet
gmantele at ari.uni-heidelberg.de
Thu Oct 20 23:07:46 CEST 2016
Dear DAL and Apps members,
Since I do not attend to this interop, I would like to highlight quickly
one of my last development concerning TAP because I think it may be
interested to either do the same in your own TAP service or merely use
it. As suggested by the title of this email it is about adding metadata
in TAP.
(I send this email also to Apps because of the last point I make in this
email: a compatibility with a new feature of TOPCAT)
** Columns metadata
The idea is to add basic statistics like a count, min, max, ... for some
numerical columns of tables published in a TAP service. For that, I have
just added the following columns in TAP_SCHEMA.columns:
- min_value
- max_value
- mean
- std_dev
- q1 (i.e. first quartile)
- median (i.e. second quartile)
- q3 (i.e. third quartile)
- filling (number of rows having a NOT NULL value for this column)
Except for "filling" which must be an integer (INTEGER or BIGINT in
PostgreSQL), I have chosen to set all these columns as DOUBLE PRECISION
since most of the columns to describe are, in the "worst" case, double
values.
When no statistics can be provided for a column, all these additional
metadata would be NULL.
** Tables metadata
In addition, I have also added another column in TAP_SCHEMA.tables:
- row_count (of type INTEGER or BIGINT)
** VOSI description of tables
Since in TAP all tables and columns metadata MUST be the same in
TAP_SCHEMA and /tables, I have also updated our /tables resource.
Besides, on a recommendation of Mark Taylor, I designed and linked a
simple XSD schema in order to have a valid XML document. You can find
this schema at the following address:
http://gaia.ari.uni-heidelberg.de/tap-stats.xsd
** Visibility in TOPCAT
Thanks to Mark Taylor, any custom metadata (non-standard TAP columns)
can be displayed in the last version of TOPCAT. Thus, all the statistics
described above can be seen there for our Gaia TAP service (n.b. you can
find this TAP service easily in the registry with the keywords "Gaia"
and "ARI", but in case you can not, here is the root access URL:
http://gaia.ari.uni-heidelberg.de/tap).
** Last words...
According to me all these basic statistics may be useful to discover the
content of a table, especially when this one is as large as Gaia, PPMXL,
2MASS, ... It can indeed prevent some users to perform apparently simple
and short queries such as "SELECT COUNT(*) FROM a_big_table" which on
the contrary to what most people think is not often a quick query on
large tables. Having already computed such information is then an
economy of time and resources for the users and the server.
Finally, I am not trying to convince anybody to have such metadata, but
I just want to highlight a possible extension of TAP helping in simple
data discovery. Besides, this use-case also demonstrates how easy it
could be to add more simple metadata inside a TAP service. So maybe it
could be interested, if possible, to write an appendix about that in the
next version of TAP or just as an IVOA note. What do you think?
If anybody has questions or wants further details about the TAP
"extension" I presented here, do not hesitate to ask ; I am not at the
interop, but I am fully available by email
Regards,
Grégory
PS: For those who are interested, I also provide histograms and sky-maps
(using Healpix) for most of the published columns on the page
http://gaia.ari.uni-heidelberg.de/tap/tables. Both can be downloaded as
images but also as tables that you can then display/process as you want
(e.g. display the histogram in TOPCAT, display and navigate inside the
Healpix map in Aladin, ...).
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