A. P. Rossi, S. Erard, B. Cecconi, M. Minin, C. Marmo, P. Le Sidaner
Jacobs University Bremen
Background image: MEX HRSC CC-BY ESA/DLR/FU Berlin, CC-BY-SA - template from Jupyter2Slides
A wide variety of planetary data are available on VESPA, covering very diverse disciplines and science themes, such as:
The entry point to access any kind of data is the VESPA query interface. More programmatic access is also possible.
Specialised VO tools such as CASSIS can now handle planetary spectroscopic data.
Source: Erard et al., #EPSC2017
Existing GIS tools can handle VO-served data either via plugin or file format support with libraries e.g. FITS in Gdal.
See e.g.: VESPA QGIS Plugin, GeoFits
# e..g
from astropy.vo.samp import SAMPHubServer
hub = SAMPHubServer()
hub.start()
INFO: Hub set to run with Web Profile support enabled. [astropy.vo.samp.hub] INFO: Hub started [astropy.vo.samp.hub]
import urllib
from astropy.table import Table
from astropy.vo.samp import SAMPIntegratedClient
client = SAMPIntegratedClient()
client.connect()
class Receiver(object):
def __init__(self, client):
self.client = client
self.received = False
def receive_call(self, private_key, sender_id, msg_id, mtype, params, extra):
self.params = params
self.received = True
self.client.reply(msg_id, {"samp.status": "samp.ok", "samp.result": {}})
def receive_notification(self, private_key, sender_id, mtype, params, extra):
self.params = params
self.received = True
r = Receiver(client)
client.bind_receive_call("table.load.votable", r.receive_call)
client.bind_receive_notification("table.load.votable", r.receive_notification)
Go to VESPA Query Interface and click one "Send selected data" (or all...) on a whole dataset or on a specific data product.
Here we get all the CRISM data
The Receiver.received should be true and Receiver.params should containt the data URL.
r.received
True
r.params
t = Table.read(r.params['url'])
Downloading http://voparis-tap-planeto.obspm.fr/__system__/tap/run/tap/sync?LANG=ADQL&QUERY=SELECT+%2A+FROM+bdip.epn_core+WHERE+%281+%3D+ivo_hashlist_has%28lower%28%22target_name%22%29%2Clower%28%27Mars%27%29%29+OR+1+%3D+ivo_hashlist_has%28lower%28%22target_name%22%29%2Clower%28%274%27%29%29%29+&REQUEST=doQuery&MAXREC=1000000000 [Done]
WARNING: W06: None:72:2904: W06: Invalid UCD 'em.freq.step;stat.min': Unknown word 'em.freq.step' [astropy.io.votable.tree] WARNING: W06: None:72:3109: W06: Invalid UCD 'em.freq.step;stat.max': Unknown word 'em.freq.step' [astropy.io.votable.tree] WARNING: W06: None:72:4625: W06: Invalid UCD 'pos.resolution;stat.min': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:4791: W06: Invalid UCD 'pos.resolution;stat.max': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:4957: W06: Invalid UCD 'pos.resolution;stat.min': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:5122: W06: Invalid UCD 'pos.resolution;stat.max': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:5287: W06: Invalid UCD 'pos.resolution;stat.min': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:5449: W06: Invalid UCD 'pos.resolution;stat.max': Unknown word 'pos.resolution' [astropy.io.votable.tree] WARNING: W06: None:72:8011: W06: Invalid UCD 'meta.name': Unknown word 'meta.name' [astropy.io.votable.tree] WARNING: W06: None:72:8944: W06: Invalid UCD 'time.update': Unknown word 'time.update' (suppressing further warnings of this type...) [astropy.io.votable.tree]
t
granule_uid | granule_gid | obs_id | dataproduct_type | target_name | target_class | time_min | time_max | time_sampling_step_min | time_sampling_step_max | time_exp_min | time_exp_max | spectral_range_min | spectral_range_max | spectral_sampling_step_min | spectral_sampling_step_max | spectral_resolution_min | spectral_resolution_max | c1min | c1max | c2min | c2max | c3min | c3max | c1_resol_min | c1_resol_max | c2_resol_min | c2_resol_max | c3_resol_min | c3_resol_max | spatial_frame_type | incidence_min | incidence_max | emergence_min | emergence_max | phase_min | phase_max | instrument_host_name | instrument_name | measurement_type | access_url | access_format | access_estsize | processing_level | publisher | service_title | ra | dec | release_date | creation_date | modification_date | s_region | thumbnail_url |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
d | d | s | s | s | s | Hz | Hz | Hz | Hz | Hz | Hz | deg | deg | deg | deg | km | km | deg | deg | deg | deg | deg | deg | deg | deg | deg | deg | kbyte | ||||||||||||||||||||||||
object | object | object | object | object | object | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | object | float64 | float64 | float64 | float64 | float64 | float64 | object | object | object | object | object | int32 | int32 | object | object | float32 | float32 | object | object | object | object | object |
bdip3073 | preview | bdip3073 | im | Mars | planet | 2416976.7993056001 | 2416976.7993056001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip3073.jpg | image/jpeg | 60 | 3 | LESIA - Observatoire de Paris | BDIP | 15.033069 | -17.191189 | 2007-11-23T08:42:00 | 1905-05-11T07:11:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3073.jpg | ||
BDIP3073_tif | full_resolution | bdip3073 | im | Mars | planet | 2416976.7993056001 | 2416976.7993056001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP3073.TIF | image/tiff | 796 | 3 | LESIA - Observatoire de Paris | BDIP | 15.033069 | -17.191189 | 2007-11-23T08:42:00 | 1905-05-11T07:11:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3073.jpg | ||
bdip3074 | preview | bdip3074 | im | Mars | planet | 2416976.7993056001 | 2416976.7993056001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip3074.jpg | image/jpeg | 32 | 3 | LESIA - Observatoire de Paris | BDIP | 15.033069 | -17.191189 | 2007-11-23T08:42:00 | 1905-05-11T07:11:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3074.jpg | ||
BDIP3074_tif | full_resolution | bdip3074 | im | Mars | planet | 2416976.7993056001 | 2416976.7993056001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP3074.TIF | image/tiff | 436 | 3 | LESIA - Observatoire de Paris | BDIP | 15.033069 | -17.191189 | 2007-11-23T08:42:00 | 1905-05-11T07:11:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3074.jpg | ||
bdip3075 | preview | bdip3075 | im | Mars | planet | 2416986.7374999998 | 2416986.7374999998 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip3075.jpg | image/jpeg | 44 | 3 | LESIA - Observatoire de Paris | BDIP | 14.79079 | -16.631926 | 2007-11-23T08:42:00 | 1905-05-21T05:42:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3075.jpg | ||
BDIP3075_tif | full_resolution | bdip3075 | im | Mars | planet | 2416986.7374999998 | 2416986.7374999998 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP3075.TIF | image/tiff | 436 | 3 | LESIA - Observatoire de Paris | BDIP | 14.79079 | -16.631926 | 2007-11-23T08:42:00 | 1905-05-21T05:42:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3075.jpg | ||
bdip3076 | preview | bdip3076 | im | Mars | planet | 2417003.6798610999 | 2417003.6798610999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip3076.jpg | image/jpeg | 40 | 3 | LESIA - Observatoire de Paris | BDIP | 14.503351 | -16.043251 | 2007-11-23T08:42:00 | 1905-06-07T04:19:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3076.jpg | ||
BDIP3076_tif | full_resolution | bdip3076 | im | Mars | planet | 2417003.6798610999 | 2417003.6798610999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP3076.TIF | image/tiff | 436 | 3 | LESIA - Observatoire de Paris | BDIP | 14.503351 | -16.043251 | 2007-11-23T08:42:00 | 1905-06-07T04:19:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3076.jpg | ||
bdip3077 | preview | bdip3077 | im | Mars | planet | 2417731.9437500001 | 2417731.9437500001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 690 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip3077.jpg | image/jpeg | 36 | 3 | LESIA - Observatoire de Paris | BDIP | 19.490469 | -25.044147 | 2007-11-23T08:42:00 | 1907-06-05T10:39:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip3077.jpg | ||
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
bdip7529 | preview | bdip7529 | im | Mars | planet | 2441978.4312499999 | 2441978.4312499999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip7529.jpg | image/jpeg | 28 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0778303 | 10.543012 | 2007-11-23T08:42:00 | 1973-10-22T22:21:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7529.jpg | ||
BDIP7529_tif | full_resolution | bdip7529 | im | Mars | planet | 2441978.4312499999 | 2441978.4312499999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP7529.TIF | image/tiff | 196 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0778303 | 10.543012 | 2007-11-23T08:42:00 | 1973-10-22T22:21:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7529.jpg | ||
bdip7530 | preview | bdip7530 | im | Mars | planet | 2441978.4423611001 | 2441978.4423611001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip7530.jpg | image/jpeg | 36 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0775573 | 10.542397 | 2007-11-23T08:42:00 | 1973-10-22T22:37:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7530.jpg | ||
BDIP7530_tif | full_resolution | bdip7530 | im | Mars | planet | 2441978.4423611001 | 2441978.4423611001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP7530.TIF | image/tiff | 240 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0775573 | 10.542397 | 2007-11-23T08:42:00 | 1973-10-22T22:37:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7530.jpg | ||
bdip7531 | preview | bdip7531 | im | Mars | planet | 2441978.4937499999 | 2441978.4937499999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip7531.jpg | image/jpeg | 28 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0762894 | 10.53951 | 2007-11-23T08:42:00 | 1973-10-22T23:51:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7531.jpg | ||
BDIP7531_tif | full_resolution | bdip7531 | im | Mars | planet | 2441978.4937499999 | 2441978.4937499999 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP7531.TIF | image/tiff | 188 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0762894 | 10.53951 | 2007-11-23T08:42:00 | 1973-10-22T23:51:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7531.jpg | ||
bdip7532 | preview | bdip7532 | im | Mars | planet | 2441978.5805556001 | 2441978.5805556001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip7532.jpg | image/jpeg | 28 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0741506 | 10.534459 | 2007-11-23T08:42:00 | 1973-10-23T01:56:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7532.jpg | ||
BDIP7532_tif | full_resolution | bdip7532 | im | Mars | planet | 2441978.5805556001 | 2441978.5805556001 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP7532.TIF | image/tiff | 164 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0741506 | 10.534459 | 2007-11-23T08:42:00 | 1973-10-23T01:56:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7532.jpg | ||
bdip7533 | preview | bdip7533 | im | Mars | planet | 2441978.6375000002 | 2441978.6375000002 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_jpeg/bdip7533.jpg | image/jpeg | 28 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0727673 | 10.531042 | 2007-11-23T08:42:00 | 1973-10-23T03:18:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7533.jpg | ||
BDIP7533_tif | full_resolution | bdip7533 | im | Mars | planet | 2441978.6375000002 | 2441978.6375000002 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | body | -- | -- | -- | -- | -- | -- | 586 | obs.image | http://www.lesia.obspm.fr/BDIP/bdip_tif/BDIP7533.TIF | image/tiff | 188 | 3 | LESIA - Observatoire de Paris | BDIP | 2.0727673 | 10.531042 | 2007-11-23T08:42:00 | 1973-10-23T03:18:00 | 2007-11-23T08:42:00 | http://www.lesia.obspm.fr/BDIP/bdip_icone/bdip7533.jpg |