Accessing ATL13 data using lake names, reference ids, and contained coordinates
SlideRule provides an Asset Metadata Service to lookup ATL13 granules using different variables:
reference id
lake name
coordinate within the lake
SlideRule can also be used to directly subset ATL13 using the above variables.
[1]:
# Imports
from sliderule import sliderule
# Setup
sliderule.init(verbose=True)
[1]:
True
Retrieve ATL13 from SlideRule using Reference ID
Metadata from a shell script
curl -X GET -d "{\"refid\": 5952002394}" https://sliderule.slideruleearth.io/source/ams
Metadata from a python script
[2]:
response = sliderule.source("ams", {"refid": 5952002394})
response
[2]:
{'refid': 5952002394,
'hylak': 0,
'name': None,
'country': None,
'continent': None,
'type': 0,
'area': 0.0,
'basin': 4,
'source': 'GRWL',
'granules': ['ATL13_20181014031222_02370101_006_01.h5',
'ATL13_20201210120015_11810901_006_01.h5',
'ATL13_20241222042820_00932601_006_01.h5',
'ATL13_20230105012928_02371801_006_02.h5',
'ATL13_20190404081424_00930301_006_01.h5',
'ATL13_20200111053122_02370601_006_01.h5',
'ATL13_20220926193206_00931701_006_01.h5',
'ATL13_20231004122808_02372101_006_02.h5',
'ATL13_20201009163043_02370901_006_01.h5',
'ATL13_20200701103314_00930801_006_01.h5',
'ATL13_20210709033019_02371201_006_01.h5',
'ATL13_20191213052103_11810501_006_01.h5',
'ATL13_20210330213246_00931101_006_01.h5',
'ATL13_20190801232128_05330401_006_01.h5',
'ATL13_20240324172920_00932301_006_01.h5',
'ATL13_20241231144559_02372601_006_01.h5',
'ATL13_20211228083227_00931401_006_01.h5',
'ATL13_20240922084844_00932501_006_01.h5',
'ATL13_20190413183205_02370301_006_01.h5',
'ATL13_20210301212223_10371001_006_01.h5',
'ATL13_20230705164839_02372001_006_02.h5',
'ATL13_20200710205055_02370801_006_01.h5',
'ATL13_20190315182149_11810201_006_01.h5',
'ATL13_20230327105140_00931901_006_02.h5',
'ATL13_20220907053933_11811601_006_01.h5',
'ATL13_20201230015254_00931001_006_01.h5',
'ATL13_20210928125233_00931301_006_01.h5',
'ATL13_20231224215005_00932201_006_01.h5',
'ATL13_20230606163828_11811901_006_04.h5',
'ATL13_20241001190627_02372501_006_01.h5',
'ATL13_20230124103936_05331801_006_02.h5',
'ATL13_20220707101001_02371601_006_01.h5',
'ATL13_20240902185616_11812401_006_01.h5',
'ATL13_20200411011109_02370701_006_01.h5',
'ATL13_20181214224150_11810101_006_01.h5',
'ATL13_20200101191340_00930601_006_01.h5',
'ATL13_20221226151149_00931801_006_02.h5',
'ATL13_20210108121038_02371001_006_01.h5',
'ATL13_20211007231018_02371301_006_01.h5',
'ATL13_20200930061258_00930901_006_01.h5',
'ATL13_20230925021021_00932101_006_02.h5',
'ATL13_20240702232655_02372401_006_01.h5',
'ATL13_20220329041221_00931501_006_01.h5']}
Data from a python script
[3]:
parms = { "atl13": { "refid": 5952002394 } }
gdf = sliderule.run("atl13x", parms)
Starting proxy for atl13x to process 43 resource(s) with 7 thread(s)
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt3r] with 16 rows and 7 columns
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt1r] with 22 rows and 7 columns
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt1l] with 8 rows and 7 columns
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt2l] with 14 rows and 7 columns
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt3l] with 6 rows and 7 columns
request <AppServer.63013> on ATL13_20181014031222_02370101_006_01.h5 generated dataframe [gt2r] with 38 rows and 7 columns
Successfully completed processing resource [1 out of 43]: ATL13_20181014031222_02370101_006_01.h5
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt1r] with 3 rows and 7 columns
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt3l] with 3 rows and 7 columns
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt1l] with 3 rows and 7 columns
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt2l] with 4 rows and 7 columns
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt1l] with 22 rows and 7 columns
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt2l] with 37 rows and 7 columns
request <AppServer.63015> on ATL13_20201210120015_11810901_006_01.h5 generated dataframe [gt2r] with 20 rows and 7 columns
Successfully completed processing resource [2 out of 43]: ATL13_20201210120015_11810901_006_01.h5
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt3r] with 48 rows and 7 columns
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt3l] with 8 rows and 7 columns
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt1r] with 25 rows and 7 columns
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt1l] with 7 rows and 7 columns
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt2r] with 34 rows and 7 columns
request <AppServer.62463> on ATL13_20230105012928_02371801_006_02.h5 generated dataframe [gt2l] with 17 rows and 7 columns
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt3r] with 2 rows and 7 columns
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt2r] with 16 rows and 7 columns
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt1r] with 7 rows and 7 columns
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt3l] with 53 rows and 7 columns
Successfully completed processing resource [4 out of 43]: ATL13_20230105012928_02371801_006_02.h5
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt1l] with 22 rows and 7 columns
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt3l] with 10 rows and 7 columns
request <AppServer.61822> on ATL13_20190404081424_00930301_006_01.h5 generated dataframe [gt2l] with 291 rows and 7 columns
Successfully completed processing resource [5 out of 43]: ATL13_20190404081424_00930301_006_01.h5
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt1l] with 45 rows and 7 columns
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt2r] with 12 rows and 7 columns
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt3r] with 16 rows and 7 columns
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt2l] with 36 rows and 7 columns
request <AppServer.62140> on ATL13_20241222042820_00932601_006_01.h5 generated dataframe [gt1r] with 9 rows and 7 columns
Successfully completed processing resource [3 out of 43]: ATL13_20241222042820_00932601_006_01.h5
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt3r] with 10 rows and 7 columns
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt2r] with 7 rows and 7 columns
request <AppServer.62653> on ATL13_20200111053122_02370601_006_01.h5 generated dataframe [gt1r] with 38 rows and 7 columns
Successfully completed processing resource [6 out of 43]: ATL13_20200111053122_02370601_006_01.h5
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt3l] with 1 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt2l] with 100 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt1l] with 7 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt1r] with 24 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt3r] with 6 rows and 7 columns
request <AppServer.63018> on ATL13_20220926193206_00931701_006_01.h5 generated dataframe [gt2r] with 120 rows and 7 columns
Successfully completed processing resource [7 out of 43]: ATL13_20220926193206_00931701_006_01.h5
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt1r] with 2 rows and 7 columns
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt1l] with 11 rows and 7 columns
request <AppServer.62465> on ATL13_20231004122808_02372101_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
Successfully completed processing resource [8 out of 43]: ATL13_20231004122808_02372101_006_02.h5
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt1l] with 12 rows and 7 columns
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt2l] with 13 rows and 7 columns
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt3l] with 2 rows and 7 columns
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt3r] with 8 rows and 7 columns
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt1r] with 27 rows and 7 columns
request <AppServer.61824> on ATL13_20210709033019_02371201_006_01.h5 generated dataframe [gt2r] with 40 rows and 7 columns
Successfully completed processing resource [11 out of 43]: ATL13_20210709033019_02371201_006_01.h5
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt3r] with 8 rows and 7 columns
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt2r] with 10 rows and 7 columns
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt3l] with 39 rows and 7 columns
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt1r] with 2 rows and 7 columns
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt1l] with 17 rows and 7 columns
request <AppServer.62142> on ATL13_20201009163043_02370901_006_01.h5 generated dataframe [gt2l] with 7 rows and 7 columns
Successfully completed processing resource [9 out of 43]: ATL13_20201009163043_02370901_006_01.h5
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt3l] with 14 rows and 7 columns
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt2l] with 46 rows and 7 columns
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt3r] with 6 rows and 7 columns
request <AppServer.62655> on ATL13_20200701103314_00930801_006_01.h5 generated dataframe [gt1l] with 2 rows and 7 columns
Successfully completed processing resource [10 out of 43]: ATL13_20200701103314_00930801_006_01.h5
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt2r] with 15 rows and 7 columns
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt2l] with 8 rows and 7 columns
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt3r] with 12 rows and 7 columns
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt3l] with 6 rows and 7 columns
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt1l] with 2 rows and 7 columns
request <AppServer.63020> on ATL13_20191213052103_11810501_006_01.h5 generated dataframe [gt1r] with 9 rows and 7 columns
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt3l] with 98 rows and 7 columns
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt2l] with 21 rows and 7 columns
Successfully completed processing resource [12 out of 43]: ATL13_20191213052103_11810501_006_01.h5
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt1l] with 17 rows and 7 columns
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt2r] with 6 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt1r] with 39 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt2r] with 30 rows and 7 columns
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt3r] with 305 rows and 7 columns
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt2r] with 75 rows and 7 columns
request <AppServer.62144> on ATL13_20240324172920_00932301_006_01.h5 generated dataframe [gt1r] with 81 rows and 7 columns
Successfully completed processing resource [15 out of 43]: ATL13_20240324172920_00932301_006_01.h5
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt1r] with 3 rows and 7 columns
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt2l] with 13 rows and 7 columns
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62467> on ATL13_20190801232128_05330401_006_01.h5 generated dataframe [gt1l] with 5 rows and 7 columns
Successfully completed processing resource [14 out of 43]: ATL13_20190801232128_05330401_006_01.h5
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt2r] with 4 rows and 7 columns
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt3r] with 5 rows and 7 columns
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt2l] with 9 rows and 7 columns
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt3l] with 19 rows and 7 columns
request <AppServer.63022> on ATL13_20241231144559_02372601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [16 out of 43]: ATL13_20241231144559_02372601_006_01.h5
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt2r] with 6 rows and 7 columns
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt2l] with 15 rows and 7 columns
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt3r] with 9 rows and 7 columns
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt3l] with 20 rows and 7 columns
request <AppServer.62657> on ATL13_20211228083227_00931401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
Successfully completed processing resource [17 out of 43]: ATL13_20211228083227_00931401_006_01.h5
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt2l] with 7 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt3r] with 21 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt1l] with 10 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt2l] with 10 rows and 7 columns
request <AppServer.61826> on ATL13_20210330213246_00931101_006_01.h5 generated dataframe [gt3l] with 6 rows and 7 columns
Successfully completed processing resource [13 out of 43]: ATL13_20210330213246_00931101_006_01.h5
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt2l] with 27 rows and 7 columns
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt1l] with 26 rows and 7 columns
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt3l] with 33 rows and 7 columns
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt3r] with 9 rows and 7 columns
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt1r] with 4 rows and 7 columns
request <AppServer.62146> on ATL13_20190413183205_02370301_006_01.h5 generated dataframe [gt2r] with 25 rows and 7 columns
Successfully completed processing resource [19 out of 43]: ATL13_20190413183205_02370301_006_01.h5
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt1l] with 3 rows and 7 columns
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt2r] with 2 rows and 7 columns
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt3l] with 4 rows and 7 columns
request <AppServer.62469> on ATL13_20240922084844_00932501_006_01.h5 generated dataframe [gt1r] with 2 rows and 7 columns
Successfully completed processing resource [18 out of 43]: ATL13_20240922084844_00932501_006_01.h5
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt2r] with 2 rows and 7 columns
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt2l] with 41 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt2r] with 14 rows and 7 columns
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt1r] with 13 rows and 7 columns
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt2l] with 3 rows and 7 columns
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt1r] with 10 rows and 7 columns
request <AppServer.62148> on ATL13_20190315182149_11810201_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt2r] with 2 rows and 7 columns
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt2l] with 8 rows and 7 columns
Successfully completed processing resource [23 out of 43]: ATL13_20190315182149_11810201_006_01.h5
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt3l] with 1 rows and 7 columns
request <AppServer.62659> on ATL13_20230705164839_02372001_006_02.h5 generated dataframe [gt1l] with 25 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt3r] with 55 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt3l] with 11 rows and 7 columns
request <AppServer.63026> on ATL13_20210301212223_10371001_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [21 out of 43]: ATL13_20230705164839_02372001_006_02.h5
Successfully completed processing resource [20 out of 43]: ATL13_20210301212223_10371001_006_01.h5
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt3l] with 2 rows and 7 columns
request <AppServer.61829> on ATL13_20200710205055_02370801_006_01.h5 generated dataframe [gt1l] with 40 rows and 7 columns
Successfully completed processing resource [22 out of 43]: ATL13_20200710205055_02370801_006_01.h5
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt3l] with 101 rows and 7 columns
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt2l] with 2 rows and 7 columns
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt2r] with 8 rows and 7 columns
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62471> on ATL13_20220907053933_11811601_006_01.h5 generated dataframe [gt3r] with 253 rows and 7 columns
Successfully completed processing resource [25 out of 43]: ATL13_20220907053933_11811601_006_01.h5
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt2l] with 6 rows and 7 columns
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt3l] with 2 rows and 7 columns
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt2r] with 5 rows and 7 columns
request <AppServer.62661> on ATL13_20201230015254_00931001_006_01.h5 generated dataframe [gt1r] with 1 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt2r] with 6 rows and 7 columns
request <AppServer.62150> on ATL13_20210928125233_00931301_006_01.h5 generated dataframe [gt2l] with 1 rows and 7 columns
Successfully completed processing resource [26 out of 43]: ATL13_20201230015254_00931001_006_01.h5
Successfully completed processing resource [27 out of 43]: ATL13_20210928125233_00931301_006_01.h5
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt1r] with 7 rows and 7 columns
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt2r] with 7 rows and 7 columns
request <AppServer.63028> on ATL13_20230327105140_00931901_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [24 out of 43]: ATL13_20230327105140_00931901_006_02.h5
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt2r] with 5 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt2l] with 3 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt1l] with 1 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt1r] with 5 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt2r] with 4 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt2r] with 11 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt1r] with 17 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt1l] with 23 rows and 7 columns
request <AppServer.62152> on ATL13_20230606163828_11811901_006_04.h5 generated dataframe [gt2l] with 19 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61833> on ATL13_20230124103936_05331801_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [29 out of 43]: ATL13_20230606163828_11811901_006_04.h5
Successfully completed processing resource [31 out of 43]: ATL13_20230124103936_05331801_006_02.h5
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt1r] with 4 rows and 7 columns
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt3r] with 2 rows and 7 columns
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt3l] with 24 rows and 7 columns
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt2l] with 51 rows and 7 columns
request <AppServer.62473> on ATL13_20241001190627_02372501_006_01.h5 generated dataframe [gt1l] with 16 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt1l] with 1 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt1r] with 1 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62663> on ATL13_20231224215005_00932201_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [28 out of 43]: ATL13_20231224215005_00932201_006_01.h5
Successfully completed processing resource [30 out of 43]: ATL13_20241001190627_02372501_006_01.h5
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt3r] with 38 rows and 7 columns
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt3l] with 10 rows and 7 columns
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt2r] with 27 rows and 7 columns
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt2l] with 6 rows and 7 columns
request <AppServer.63032> on ATL13_20220707101001_02371601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [32 out of 43]: ATL13_20220707101001_02371601_006_01.h5
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt1l] with 76 rows and 7 columns
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt3r] with 16 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt3l] with 8 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62154> on ATL13_20200411011109_02370701_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [34 out of 43]: ATL13_20200411011109_02370701_006_01.h5
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt2l] with 156 rows and 7 columns
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt1r] with 18 rows and 7 columns
request <AppServer.61835> on ATL13_20240902185616_11812401_006_01.h5 generated dataframe [gt2r] with 56 rows and 7 columns
Successfully completed processing resource [33 out of 43]: ATL13_20240902185616_11812401_006_01.h5
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt1l] with 29 rows and 7 columns
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt1r] with 302 rows and 7 columns
request <AppServer.63034> on ATL13_20181214224150_11810101_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [35 out of 43]: ATL13_20181214224150_11810101_006_01.h5
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt1r] with 14 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt3l] with 17 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt1r] with 11 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt1l] with 20 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt3r] with 6 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62156> on ATL13_20210108121038_02371001_006_01.h5 generated dataframe [gt2l] with 8 rows and 7 columns
Successfully completed processing resource [38 out of 43]: ATL13_20210108121038_02371001_006_01.h5
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt3r] with 18 rows and 7 columns
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt1l] with 5 rows and 7 columns
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt3l] with 3 rows and 7 columns
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt2l] with 3 rows and 7 columns
request <AppServer.62665> on ATL13_20200101191340_00930601_006_01.h5 generated dataframe [gt2r] with 20 rows and 7 columns
Successfully completed processing resource [36 out of 43]: ATL13_20200101191340_00930601_006_01.h5
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt3r] with 44 rows and 7 columns
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt2l] with 13 rows and 7 columns
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt3l] with 12 rows and 7 columns
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt2r] with 33 rows and 7 columns
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62475> on ATL13_20221226151149_00931801_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [37 out of 43]: ATL13_20221226151149_00931801_006_02.h5
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt1r] with 13 rows and 7 columns
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt2l] with 86 rows and 7 columns
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt1l] with 17 rows and 7 columns
request <AppServer.62158> on ATL13_20230925021021_00932101_006_02.h5 generated dataframe [gt2r] with 11 rows and 7 columns
Successfully completed processing resource [41 out of 43]: ATL13_20230925021021_00932101_006_02.h5
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt2r] with 3 rows and 7 columns
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt3r] with 3 rows and 7 columns
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt1r] with 12 rows and 7 columns
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt2l] with 14 rows and 7 columns
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt1l] with 57 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt1l] with 6 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt2l] with 4 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt3r] with 105 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt1r] with 2 rows and 7 columns
request <AppServer.61839> on ATL13_20200930061258_00930901_006_01.h5 generated dataframe [gt3l] with 316 rows and 7 columns
Successfully completed processing resource [40 out of 43]: ATL13_20200930061258_00930901_006_01.h5
request <AppServer.63038> on ATL13_20211007231018_02371301_006_01.h5 generated dataframe [gt3l] with 19 rows and 7 columns
Successfully completed processing resource [39 out of 43]: ATL13_20211007231018_02371301_006_01.h5
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt1r] with 2 rows and 7 columns
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt3r] with 10 rows and 7 columns
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt3l] with 40 rows and 7 columns
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt2l] with 4 rows and 7 columns
request <AppServer.63040> on ATL13_20240702232655_02372401_006_01.h5 generated dataframe [gt1l] with 17 rows and 7 columns
Successfully completed processing resource [42 out of 43]: ATL13_20240702232655_02372401_006_01.h5
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt3r] with 8 rows and 7 columns
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt2l] with 12 rows and 7 columns
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt3l] with 30 rows and 7 columns
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62160> on ATL13_20220329041221_00931501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
Successfully completed processing resource [43 out of 43]: ATL13_20220329041221_00931501_006_01.h5
Writing arrow file: /tmp/tmpjzeowx8x
Closing arrow file: /tmp/tmpjzeowx8x
[4]:
# Generate a plot of the results
gdf.plot(column='ht_ortho', cmap='viridis', legend=True)
[4]:
<Axes: >
[5]:
# Display the returned GeoDataFrame
gdf
[5]:
| gt | rgt | stdev_water_surf | spot | water_depth | ht_water_surf | ht_ortho | srcid | cycle | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|
| time_ns | ||||||||||
| 2018-10-14 07:16:41.331220480 | 30 | 237 | 0.050000 | 4 | 3.402823e+38 | 65.917259 | 49.121025 | 0 | 1 | POINT (-56.79914 -33.28026) |
| 2018-10-14 07:16:41.332620288 | 30 | 237 | 0.050000 | 4 | 3.402823e+38 | 65.965538 | 49.169304 | 0 | 1 | POINT (-56.79915 -33.28035) |
| 2018-10-14 07:16:41.334420480 | 30 | 237 | 0.050000 | 4 | 3.402823e+38 | 66.149895 | 49.353832 | 0 | 1 | POINT (-56.79916 -33.28046) |
| 2018-10-14 07:16:41.335220224 | 30 | 237 | 0.050000 | 4 | 3.402823e+38 | 66.146973 | 49.350910 | 0 | 1 | POINT (-56.79917 -33.28051) |
| 2018-10-14 07:16:41.336120320 | 30 | 237 | 0.050000 | 4 | 3.402823e+38 | 66.135971 | 49.339905 | 0 | 1 | POINT (-56.79918 -33.28057) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2022-03-29 07:12:16.051429632 | 60 | 93 | 0.038271 | 6 | 3.402823e+38 | 54.693451 | 37.753738 | 256 | 15 | POINT (-56.95074 -33.17706) |
| 2022-03-29 07:12:16.053429760 | 60 | 93 | 0.038271 | 6 | 3.402823e+38 | 54.747448 | 37.807735 | 256 | 15 | POINT (-56.95076 -33.17694) |
| 2022-03-29 07:12:16.057829888 | 60 | 93 | 0.038271 | 6 | 3.402823e+38 | 54.734711 | 37.794956 | 256 | 15 | POINT (-56.95079 -33.17665) |
| 2022-03-29 07:12:16.074729728 | 60 | 93 | 0.038271 | 6 | 3.402823e+38 | 54.703880 | 37.764015 | 256 | 15 | POINT (-56.95091 -33.17558) |
| 2022-03-29 07:12:16.081718784 | 60 | 93 | 0.122375 | 6 | 3.402823e+38 | 54.731842 | 37.791939 | 256 | 15 | POINT (-56.95096 -33.17514) |
5032 rows × 10 columns
[6]:
# Display mapping of srcid to granule names
gdf.attrs["meta"]["srctbl"]
[6]:
{'32': 'ATL13_20241222042820_00932601_006_01.h5',
'90': 'ATL13_20241231144559_02372601_006_01.h5',
'71': 'ATL13_20191213052103_11810501_006_01.h5',
'102': 'ATL13_20240922084844_00932501_006_01.h5',
'118': 'ATL13_20200710205055_02370801_006_01.h5',
'127': 'ATL13_20210301212223_10371001_006_01.h5',
'206': 'ATL13_20200101191340_00930601_006_01.h5',
'16': 'ATL13_20200111053122_02370601_006_01.h5',
'55': 'ATL13_20201009163043_02370901_006_01.h5',
'84': 'ATL13_20210330213246_00931101_006_01.h5',
'233': 'ATL13_20230925021021_00932101_006_02.h5',
'57': 'ATL13_20201009163043_02370901_006_01.h5',
'194': 'ATL13_20200411011109_02370701_006_01.h5',
'220': 'ATL13_20221226151149_00931801_006_02.h5',
'163': 'ATL13_20241001190627_02372501_006_01.h5',
'89': 'ATL13_20190801232128_05330401_006_01.h5',
'175': 'ATL13_20230606163828_11811901_006_04.h5',
'31': 'ATL13_20241222042820_00932601_006_01.h5',
'35': 'ATL13_20231004122808_02372101_006_02.h5',
'11': 'ATL13_20230105012928_02371801_006_02.h5',
'208': 'ATL13_20181214224150_11810101_006_01.h5',
'93': 'ATL13_20211228083227_00931401_006_01.h5',
'29': 'ATL13_20190404081424_00930301_006_01.h5',
'114': 'ATL13_20190315182149_11810201_006_01.h5',
'58': 'ATL13_20200701103314_00930801_006_01.h5',
'15': 'ATL13_20200111053122_02370601_006_01.h5',
'153': 'ATL13_20220907053933_11811601_006_01.h5',
'199': 'ATL13_20240902185616_11812401_006_01.h5',
'211': 'ATL13_20181214224150_11810101_006_01.h5',
'226': 'ATL13_20200101191340_00930601_006_01.h5',
'73': 'ATL13_20240324172920_00932301_006_01.h5',
'76': 'ATL13_20240324172920_00932301_006_01.h5',
'62': 'ATL13_20200701103314_00930801_006_01.h5',
'101': 'ATL13_20240922084844_00932501_006_01.h5',
'67': 'ATL13_20191213052103_11810501_006_01.h5',
'241': 'ATL13_20200930061258_00930901_006_01.h5',
'139': 'ATL13_20220907053933_11811601_006_01.h5',
'129': 'ATL13_20230705164839_02372001_006_02.h5',
'198': 'ATL13_20240902185616_11812401_006_01.h5',
'236': 'ATL13_20200930061258_00930901_006_01.h5',
'168': 'ATL13_20241001190627_02372501_006_01.h5',
'14': 'ATL13_20200111053122_02370601_006_01.h5',
'135': 'ATL13_20230705164839_02372001_006_02.h5',
'184': 'ATL13_20220707101001_02371601_006_01.h5',
'145': 'ATL13_20210928125233_00931301_006_01.h5',
'49': 'ATL13_20210709033019_02371201_006_01.h5',
'24': 'ATL13_20190404081424_00930301_006_01.h5',
'178': 'ATL13_20230124103936_05331801_006_02.h5',
'140': 'ATL13_20201230015254_00931001_006_01.h5',
'202': 'ATL13_20240902185616_11812401_006_01.h5',
'104': 'ATL13_20190413183205_02370301_006_01.h5',
'131': 'ATL13_20200710205055_02370801_006_01.h5',
'181': 'ATL13_20231224215005_00932201_006_01.h5',
'234': 'ATL13_20230925021021_00932101_006_02.h5',
'218': 'ATL13_20210108121038_02371001_006_01.h5',
'124': 'ATL13_20190315182149_11810201_006_01.h5',
'249': 'ATL13_20240702232655_02372401_006_01.h5',
'154': 'ATL13_20201230015254_00931001_006_01.h5',
'0': 'ATL13_20181014031222_02370101_006_01.h5',
'23': 'ATL13_20200111053122_02370601_006_01.h5',
'96': 'ATL13_20211228083227_00931401_006_01.h5',
'159': 'ATL13_20230327105140_00931901_006_02.h5',
'160': 'ATL13_20230327105140_00931901_006_02.h5',
'47': 'ATL13_20231004122808_02372101_006_02.h5',
'8': 'ATL13_20201210120015_11810901_006_01.h5',
'98': 'ATL13_20211228083227_00931401_006_01.h5',
'37': 'ATL13_20231004122808_02372101_006_02.h5',
'43': 'ATL13_20220926193206_00931701_006_01.h5',
'5': 'ATL13_20181014031222_02370101_006_01.h5',
'195': 'ATL13_20240902185616_11812401_006_01.h5',
'21': 'ATL13_20230105012928_02371801_006_02.h5',
'193': 'ATL13_20220707101001_02371601_006_01.h5',
'119': 'ATL13_20210301212223_10371001_006_01.h5',
'180': 'ATL13_20231224215005_00932201_006_01.h5',
'244': 'ATL13_20200930061258_00930901_006_01.h5',
'162': 'ATL13_20241001190627_02372501_006_01.h5',
'74': 'ATL13_20240324172920_00932301_006_01.h5',
'240': 'ATL13_20200930061258_00930901_006_01.h5',
'246': 'ATL13_20240702232655_02372401_006_01.h5',
'61': 'ATL13_20201009163043_02370901_006_01.h5',
'230': 'ATL13_20230925021021_00932101_006_02.h5',
'115': 'ATL13_20230705164839_02372001_006_02.h5',
'103': 'ATL13_20240922084844_00932501_006_01.h5',
'201': 'ATL13_20240902185616_11812401_006_01.h5',
'113': 'ATL13_20240922084844_00932501_006_01.h5',
'152': 'ATL13_20210928125233_00931301_006_01.h5',
'189': 'ATL13_20200411011109_02370701_006_01.h5',
'91': 'ATL13_20241231144559_02372601_006_01.h5',
'107': 'ATL13_20190413183205_02370301_006_01.h5',
'87': 'ATL13_20190801232128_05330401_006_01.h5',
'77': 'ATL13_20190801232128_05330401_006_01.h5',
'174': 'ATL13_20230124103936_05331801_006_02.h5',
'214': 'ATL13_20221226151149_00931801_006_02.h5',
'221': 'ATL13_20200101191340_00930601_006_01.h5',
'39': 'ATL13_20231004122808_02372101_006_02.h5',
'64': 'ATL13_20200701103314_00930801_006_01.h5',
'97': 'ATL13_20211228083227_00931401_006_01.h5',
'12': 'ATL13_20230105012928_02371801_006_02.h5',
'41': 'ATL13_20220926193206_00931701_006_01.h5',
'52': 'ATL13_20210709033019_02371201_006_01.h5',
'45': 'ATL13_20220926193206_00931701_006_01.h5',
'229': 'ATL13_20230925021021_00932101_006_02.h5',
'237': 'ATL13_20211007231018_02371301_006_01.h5',
'68': 'ATL13_20191213052103_11810501_006_01.h5',
'188': 'ATL13_20220707101001_02371601_006_01.h5',
'1': 'ATL13_20181014031222_02370101_006_01.h5',
'116': 'ATL13_20190315182149_11810201_006_01.h5',
'136': 'ATL13_20210301212223_10371001_006_01.h5',
'144': 'ATL13_20210928125233_00931301_006_01.h5',
'100': 'ATL13_20211228083227_00931401_006_01.h5',
'222': 'ATL13_20210108121038_02371001_006_01.h5',
'25': 'ATL13_20241222042820_00932601_006_01.h5',
'120': 'ATL13_20210301212223_10371001_006_01.h5',
'83': 'ATL13_20210330213246_00931101_006_01.h5',
'254': 'ATL13_20220329041221_00931501_006_01.h5',
'177': 'ATL13_20230124103936_05331801_006_02.h5',
'217': 'ATL13_20210108121038_02371001_006_01.h5',
'239': 'ATL13_20211007231018_02371301_006_01.h5',
'122': 'ATL13_20230705164839_02372001_006_02.h5',
'143': 'ATL13_20220907053933_11811601_006_01.h5',
'22': 'ATL13_20230105012928_02371801_006_02.h5',
'42': 'ATL13_20220926193206_00931701_006_01.h5',
'158': 'ATL13_20230327105140_00931901_006_02.h5',
'46': 'ATL13_20220926193206_00931701_006_01.h5',
'205': 'ATL13_20200101191340_00930601_006_01.h5',
'235': 'ATL13_20211007231018_02371301_006_01.h5',
'6': 'ATL13_20201210120015_11810901_006_01.h5',
'36': 'ATL13_20200111053122_02370601_006_01.h5',
'183': 'ATL13_20231224215005_00932201_006_01.h5',
'51': 'ATL13_20210709033019_02371201_006_01.h5',
'94': 'ATL13_20241231144559_02372601_006_01.h5',
'213': 'ATL13_20210108121038_02371001_006_01.h5',
'132': 'ATL13_20200710205055_02370801_006_01.h5',
'169': 'ATL13_20241001190627_02372501_006_01.h5',
'171': 'ATL13_20230606163828_11811901_006_04.h5',
'200': 'ATL13_20200411011109_02370701_006_01.h5',
'18': 'ATL13_20241222042820_00932601_006_01.h5',
'125': 'ATL13_20200710205055_02370801_006_01.h5',
'44': 'ATL13_20220926193206_00931701_006_01.h5',
'27': 'ATL13_20200111053122_02370601_006_01.h5',
'161': 'ATL13_20230327105140_00931901_006_02.h5',
'190': 'ATL13_20200411011109_02370701_006_01.h5',
'95': 'ATL13_20241231144559_02372601_006_01.h5',
'20': 'ATL13_20201210120015_11810901_006_01.h5',
'109': 'ATL13_20190413183205_02370301_006_01.h5',
'231': 'ATL13_20230925021021_00932101_006_02.h5',
'243': 'ATL13_20200930061258_00930901_006_01.h5',
'151': 'ATL13_20210928125233_00931301_006_01.h5',
'148': 'ATL13_20201230015254_00931001_006_01.h5',
'78': 'ATL13_20190801232128_05330401_006_01.h5',
'106': 'ATL13_20210330213246_00931101_006_01.h5',
'157': 'ATL13_20230327105140_00931901_006_02.h5',
'65': 'ATL13_20200701103314_00930801_006_01.h5',
'197': 'ATL13_20220707101001_02371601_006_01.h5',
'203': 'ATL13_20240902185616_11812401_006_01.h5',
'138': 'ATL13_20220907053933_11811601_006_01.h5',
'81': 'ATL13_20210330213246_00931101_006_01.h5',
'60': 'ATL13_20201009163043_02370901_006_01.h5',
'137': 'ATL13_20200710205055_02370801_006_01.h5',
'86': 'ATL13_20240324172920_00932301_006_01.h5',
'247': 'ATL13_20240702232655_02372401_006_01.h5',
'204': 'ATL13_20181214224150_11810101_006_01.h5',
'165': 'ATL13_20230124103936_05331801_006_02.h5',
'2': 'ATL13_20181014031222_02370101_006_01.h5',
'17': 'ATL13_20190404081424_00930301_006_01.h5',
'186': 'ATL13_20231224215005_00932201_006_01.h5',
'82': 'ATL13_20190801232128_05330401_006_01.h5',
'147': 'ATL13_20210928125233_00931301_006_01.h5',
'110': 'ATL13_20190413183205_02370301_006_01.h5',
'228': 'ATL13_20230925021021_00932101_006_02.h5',
'69': 'ATL13_20191213052103_11810501_006_01.h5',
'172': 'ATL13_20230606163828_11811901_006_04.h5',
'112': 'ATL13_20240922084844_00932501_006_01.h5',
'191': 'ATL13_20200411011109_02370701_006_01.h5',
'224': 'ATL13_20200101191340_00930601_006_01.h5',
'187': 'ATL13_20220707101001_02371601_006_01.h5',
'223': 'ATL13_20221226151149_00931801_006_02.h5',
'79': 'ATL13_20190801232128_05330401_006_01.h5',
'121': 'ATL13_20230705164839_02372001_006_02.h5',
'212': 'ATL13_20181214224150_11810101_006_01.h5',
'126': 'ATL13_20210301212223_10371001_006_01.h5',
'238': 'ATL13_20211007231018_02371301_006_01.h5',
'251': 'ATL13_20220329041221_00931501_006_01.h5',
'253': 'ATL13_20220329041221_00931501_006_01.h5',
'176': 'ATL13_20230606163828_11811901_006_04.h5',
'209': 'ATL13_20210108121038_02371001_006_01.h5',
'216': 'ATL13_20210108121038_02371001_006_01.h5',
'117': 'ATL13_20190315182149_11810201_006_01.h5',
'256': 'ATL13_20220329041221_00931501_006_01.h5',
'170': 'ATL13_20230606163828_11811901_006_04.h5',
'33': 'ATL13_20190404081424_00930301_006_01.h5',
'63': 'ATL13_20200701103314_00930801_006_01.h5',
'7': 'ATL13_20201210120015_11810901_006_01.h5',
'26': 'ATL13_20230105012928_02371801_006_02.h5',
'80': 'ATL13_20210330213246_00931101_006_01.h5',
'227': 'ATL13_20221226151149_00931801_006_02.h5',
'99': 'ATL13_20211228083227_00931401_006_01.h5',
'72': 'ATL13_20240324172920_00932301_006_01.h5',
'179': 'ATL13_20231224215005_00932201_006_01.h5',
'255': 'ATL13_20220329041221_00931501_006_01.h5',
'182': 'ATL13_20231224215005_00932201_006_01.h5',
'108': 'ATL13_20190413183205_02370301_006_01.h5',
'92': 'ATL13_20241231144559_02372601_006_01.h5',
'232': 'ATL13_20211007231018_02371301_006_01.h5',
'10': 'ATL13_20201210120015_11810901_006_01.h5',
'225': 'ATL13_20221226151149_00931801_006_02.h5',
'142': 'ATL13_20201230015254_00931001_006_01.h5',
'207': 'ATL13_20181214224150_11810101_006_01.h5',
'167': 'ATL13_20230124103936_05331801_006_02.h5',
'48': 'ATL13_20210709033019_02371201_006_01.h5',
'133': 'ATL13_20210301212223_10371001_006_01.h5',
'123': 'ATL13_20190315182149_11810201_006_01.h5',
'50': 'ATL13_20210709033019_02371201_006_01.h5',
'149': 'ATL13_20201230015254_00931001_006_01.h5',
'210': 'ATL13_20181214224150_11810101_006_01.h5',
'173': 'ATL13_20230606163828_11811901_006_04.h5',
'56': 'ATL13_20201009163043_02370901_006_01.h5',
'66': 'ATL13_20191213052103_11810501_006_01.h5',
'19': 'ATL13_20241222042820_00932601_006_01.h5',
'54': 'ATL13_20201009163043_02370901_006_01.h5',
'70': 'ATL13_20191213052103_11810501_006_01.h5',
'166': 'ATL13_20230124103936_05331801_006_02.h5',
'88': 'ATL13_20241231144559_02372601_006_01.h5',
'30': 'ATL13_20190404081424_00930301_006_01.h5',
'141': 'ATL13_20201230015254_00931001_006_01.h5',
'128': 'ATL13_20230705164839_02372001_006_02.h5',
'252': 'ATL13_20240702232655_02372401_006_01.h5',
'28': 'ATL13_20190404081424_00930301_006_01.h5',
'40': 'ATL13_20231004122808_02372101_006_02.h5',
'192': 'ATL13_20220707101001_02371601_006_01.h5',
'134': 'ATL13_20200710205055_02370801_006_01.h5',
'156': 'ATL13_20230327105140_00931901_006_02.h5',
'75': 'ATL13_20240324172920_00932301_006_01.h5',
'59': 'ATL13_20200701103314_00930801_006_01.h5',
'215': 'ATL13_20200101191340_00930601_006_01.h5',
'250': 'ATL13_20240702232655_02372401_006_01.h5',
'150': 'ATL13_20220907053933_11811601_006_01.h5',
'130': 'ATL13_20190315182149_11810201_006_01.h5',
'53': 'ATL13_20210709033019_02371201_006_01.h5',
'155': 'ATL13_20210928125233_00931301_006_01.h5',
'245': 'ATL13_20211007231018_02371301_006_01.h5',
'219': 'ATL13_20221226151149_00931801_006_02.h5',
'13': 'ATL13_20230105012928_02371801_006_02.h5',
'105': 'ATL13_20190413183205_02370301_006_01.h5',
'257': 'ATL13_20220329041221_00931501_006_01.h5',
'85': 'ATL13_20210330213246_00931101_006_01.h5',
'185': 'ATL13_20241001190627_02372501_006_01.h5',
'248': 'ATL13_20240702232655_02372401_006_01.h5',
'9': 'ATL13_20201210120015_11810901_006_01.h5',
'111': 'ATL13_20240922084844_00932501_006_01.h5',
'146': 'ATL13_20220907053933_11811601_006_01.h5',
'38': 'ATL13_20231004122808_02372101_006_02.h5',
'4': 'ATL13_20181014031222_02370101_006_01.h5',
'34': 'ATL13_20241222042820_00932601_006_01.h5',
'3': 'ATL13_20181014031222_02370101_006_01.h5',
'164': 'ATL13_20241001190627_02372501_006_01.h5',
'196': 'ATL13_20200411011109_02370701_006_01.h5',
'242': 'ATL13_20200930061258_00930901_006_01.h5'}
Retrieve ATL13 from SlideRule using Lake Name
Metadata from a shell script
curl -X GET -d "{\"name\": "Caspian Sea}" https://sliderule.slideruleearth.io/source/ams
Metadata from a python script
[7]:
response = sliderule.source("ams", {"name": "Caspian Sea"})
response
[7]:
{'refid': 1110000001,
'hylak': 1,
'name': 'Caspian Sea',
'country': 'Russia',
'continent': 'Europe',
'type': 1,
'area': 377001.91,
'basin': 6,
'source': 'HydroLAKES',
'granules': ['ATL13_20241118234343_09732501_006_01.h5',
'ATL13_20181014220350_02490101_006_01.h5',
'ATL13_20241120132637_09972501_006_01.h5',
'ATL13_20181016114648_02730101_006_01.h5',
'ATL13_20241121081801_10092501_006_01.h5',
'ATL13_20241121205218_10172501_006_01.h5',
'ATL13_20241122220054_10332501_006_01.h5',
'ATL13_20181018202112_03090101_006_01.h5',
'ATL13_20181020100410_03330101_006_01.h5',
'ATL13_20241126201822_10932501_006_01.h5',
'ATL13_20181022183836_03690101_006_01.h5',
'ATL13_20181024082135_03930101_006_01.h5',
'ATL13_20241129110953_11332501_006_01.h5',
'ATL13_20241201005245_11572501_006_01.h5',
'ATL13_20181026231311_04330101_006_01.h5',
'ATL13_20181028063858_04530101_006_01.h5',
'ATL13_20241203092716_11932501_006_01.h5',
'ATL13_20241204231017_12172501_006_01.h5',
'ATL13_20181030213035_04930101_006_01.h5',
'ATL13_20181031223914_05090101_006_01.h5',
'ATL13_20181101111334_05170101_006_01.h5',
'ATL13_20241207074446_12532501_006_01.h5',
'ATL13_20181102060504_05290101_006_01.h5',
'ATL13_20241208212741_12772501_006_01.h5',
'ATL13_20181103194803_05530101_006_01.h5',
'ATL13_20181104205642_05690101_006_01.h5',
'ATL13_20241211121914_13172501_006_01.h5',
'ATL13_20181106103944_05930101_006_01.h5',
'ATL13_20241212194508_13372501_006_01.h5',
'ATL13_20181107180530_06130101_006_01.h5',
'ATL13_20181108191411_06290101_006_01.h5',
'ATL13_20241215103631_13772501_006_01.h5',
'ATL13_20181110085709_06530101_006_01.h5',
'ATL13_20241216224513_00132601_006_01.h5',
'ATL13_20241217235351_00292601_006_01.h5',
'ATL13_20181114071430_07130101_006_01.h5',
'ATL13_20241219071937_00492601_006_01.h5',
'ATL13_20181116220603_07530101_006_01.h5',
'ATL13_20181118053147_07730101_006_01.h5',
'ATL13_20241221221110_00892601_006_01.h5',
'ATL13_20241224064536_01252601_006_01.h5',
'ATL13_20181120202321_08130101_006_01.h5',
'ATL13_20241225202832_01492601_006_02.h5',
'ATL13_20181122100615_08370101_006_01.h5',
'ATL13_20181124184036_08730101_006_01.h5',
'ATL13_20241228112002_01892601_006_02.h5',
'ATL13_20241229184543_02092601_006_01.h5',
'ATL13_20181126082331_08970101_006_01.h5',
'ATL13_20181128165757_09330101_006_01.h5',
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...]}
Data from a python script
[8]:
# define area of interest as a geojson object because the Lake being request is very large and we only want a subset of it
area_of_interest = {
"type": "FeatureCollection",
"features": [ { "type": "Feature", "properties": {}, "geometry": { "coordinates": [ [ [49.63305859097062, 43.517023064094445], [49.63305859097062, 43.26673730943335], [50.39096571145933, 43.26673730943335], [50.39096571145933, 43.517023064094445], [49.63305859097062, 43.517023064094445] ] ], "type": "Polygon" } } ]
}
# process geojson into a format sliderule can understand
region = sliderule.toregion(area_of_interest)
# make atl13x request
parms = { "atl13": { "name": "Caspian Sea" }, "poly": region["poly"], "max_resources": 500, "t0": '2022-01-01', "t1": '2023-01-01' }
gdf = sliderule.run("atl13x", parms)
gdf
request <AppServer.62676> retrieved 34 resources
Starting proxy for atl13x to process 30 resource(s) with 21 thread(s)
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.61853> on ATL13_20220109032437_02731401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
Successfully completed processing resource [2 out of 30]: ATL13_20220109032437_02731401_006_01.h5
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61859> on ATL13_20220303200209_10931401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
Successfully completed processing resource [5 out of 30]: ATL13_20220303200209_10931401_006_01.h5
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63059> on ATL13_20220104225004_02091401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
Successfully completed processing resource [1 out of 30]: ATL13_20220104225004_02091401_006_01.h5
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt2r] with 1 rows and 7 columns
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt3l] with 7 rows and 7 columns
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt1l] with 7 rows and 7 columns
request <AppServer.62687> on ATL13_20220213120103_08131401_006_01.h5 generated dataframe [gt2l] with 11 rows and 7 columns
Successfully completed processing resource [4 out of 30]: ATL13_20220213120103_08131401_006_01.h5
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt3l] with 15 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62177> on ATL13_20220206225204_07131401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [3 out of 30]: ATL13_20220206225204_07131401_006_01.h5
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61863> on ATL13_20220311225406_12171401_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [6 out of 30]: ATL13_20220311225406_12171401_006_01.h5
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt2l] with 16 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt1l] with 31 rows and 7 columns
request <AppServer.61862> on ATL13_20220318120306_13171401_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [7 out of 30]: ATL13_20220318120306_13171401_006_01.h5
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt3r] with 196 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt2r] with 14 rows and 7 columns
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt3l] with 704 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt2l] with 20 rows and 7 columns
request <AppServer.61865> on ATL13_20220515074101_08131501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [10 out of 30]: ATL13_20220515074101_08131501_006_01.h5
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.63067> on ATL13_20220507044903_06891501_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [8 out of 30]: ATL13_20220507044903_06891501_006_01.h5
request <AppServer.62696> on ATL13_20220609045105_11931501_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [12 out of 30]: ATL13_20220609045105_11931501_006_01.h5
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62695> on ATL13_20220508183155_07131501_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [9 out of 30]: ATL13_20220508183155_07131501_006_01.h5
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61869> on ATL13_20220709184426_02731601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [14 out of 30]: ATL13_20220709184426_02731601_006_01.h5
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt1r] with 170 rows and 7 columns
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt3r] with 127 rows and 7 columns
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt2r] with 107 rows and 7 columns
request <AppServer.63068> on ATL13_20220602154208_10931501_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [11 out of 30]: ATL13_20220602154208_10931501_006_01.h5
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt1l] with 44 rows and 7 columns
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt3l] with 27 rows and 7 columns
request <AppServer.62501> on ATL13_20220617074258_13171501_006_01.h5 generated dataframe [gt2l] with 30 rows and 7 columns
Successfully completed processing resource [13 out of 30]: ATL13_20220617074258_13171501_006_01.h5
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62502> on ATL13_20220806002902_06891601_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [15 out of 30]: ATL13_20220806002902_06891601_006_01.h5
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61873> on ATL13_20220807141159_07131601_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [16 out of 30]: ATL13_20220807141159_07131601_006_01.h5
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt3r] with 137 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt1r] with 134 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt2r] with 161 rows and 7 columns
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt3l] with 23 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt2l] with 44 rows and 7 columns
request <AppServer.62508> on ATL13_20220916032253_13171601_006_01.h5 generated dataframe [gt1l] with 19 rows and 7 columns
Successfully completed processing resource [21 out of 30]: ATL13_20220916032253_13171601_006_01.h5
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt2r] with 207 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt3r] with 232 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt1r] with 94 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt1l] with 23 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt2l] with 71 rows and 7 columns
request <AppServer.62702> on ATL13_20220814032054_08131601_006_01.h5 generated dataframe [gt3l] with 57 rows and 7 columns
Successfully completed processing resource [17 out of 30]: ATL13_20220814032054_08131601_006_01.h5
request <AppServer.62507> on ATL13_20220901112202_10931601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [18 out of 30]: ATL13_20220901112202_10931601_006_01.h5
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63074> on ATL13_20220908003101_11931601_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
Successfully completed processing resource [19 out of 30]: ATL13_20220908003101_11931601_006_01.h5
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt1r] with 238 rows and 7 columns
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt2r] with 200 rows and 7 columns
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt2l] with 54 rows and 7 columns
request <AppServer.62189> on ATL13_20220909141357_12171601_006_01.h5 generated dataframe [gt1l] with 52 rows and 7 columns
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [20 out of 30]: ATL13_20220909141357_12171601_006_01.h5
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63076> on ATL13_20221008142413_02731701_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [23 out of 30]: ATL13_20221008142413_02731701_006_01.h5
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61878> on ATL13_20221004094940_02091701_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62191> on ATL13_20221104200842_06891701_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [22 out of 30]: ATL13_20221004094940_02091701_006_01.h5
Successfully completed processing resource [24 out of 30]: ATL13_20221104200842_06891701_006_01.h5
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61879> on ATL13_20221106095140_07131701_006_01.h5 generated dataframe [gt3l] with 0 rows and 7 columns
Successfully completed processing resource [25 out of 30]: ATL13_20221106095140_07131701_006_01.h5
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt1r] with 1 rows and 7 columns
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt3r] with 1 rows and 7 columns
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62512> on ATL13_20221112230035_08131701_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [26 out of 30]: ATL13_20221112230035_08131701_006_02.h5
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62705> on ATL13_20221207201039_11931701_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [28 out of 30]: ATL13_20221207201039_11931701_006_02.h5
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.62193> on ATL13_20221215230231_13171701_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
Successfully completed processing resource [30 out of 30]: ATL13_20221215230231_13171701_006_02.h5
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt3l] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.63079> on ATL13_20221201070141_10931701_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [27 out of 30]: ATL13_20221201070141_10931701_006_02.h5
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt3r] with 0 rows and 7 columns
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.61881> on ATL13_20221209095334_12171701_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
Successfully completed processing resource [29 out of 30]: ATL13_20221209095334_12171701_006_02.h5
Writing arrow file: /tmp/tmpopqkvof0
Closing arrow file: /tmp/tmpopqkvof0
[8]:
| gt | rgt | stdev_water_surf | spot | water_depth | ht_water_surf | ht_ortho | srcid | cycle | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|
| time_ns | ||||||||||
| 2022-02-13 14:11:06.766900480 | 40 | 813 | 0.595 | 4 | 3.402823e+38 | -39.016155 | -28.578730 | 15 | 14 | POINT (50.27719 43.28261) |
| 2022-02-13 14:11:02.753900288 | 30 | 813 | 0.575 | 3 | 1.316011e+01 | -39.207718 | -28.337791 | 17 | 14 | POINT (50.30906 43.51648) |
| 2022-02-13 14:11:02.774200320 | 30 | 813 | 0.635 | 3 | 1.455412e+01 | -39.338779 | -28.471512 | 17 | 14 | POINT (50.30889 43.51519) |
| 2022-02-13 14:11:04.824100608 | 30 | 813 | 0.635 | 3 | 1.455412e+01 | -38.983677 | -28.375143 | 17 | 14 | POINT (50.29172 43.38457) |
| 2022-02-13 14:11:04.875500544 | 30 | 813 | 0.635 | 3 | 1.455412e+01 | -39.581429 | -28.979134 | 17 | 14 | POINT (50.29129 43.38130) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2022-08-14 05:30:56.959360512 | 40 | 813 | 0.135 | 3 | 5.387073e+00 | -38.673782 | -28.231468 | 122 | 16 | POINT (50.34029 43.26881) |
| 2022-08-14 05:30:56.972160512 | 40 | 813 | 0.135 | 3 | 5.387073e+00 | -38.666222 | -28.225033 | 122 | 16 | POINT (50.34018 43.26800) |
| 2022-08-14 05:30:56.986560512 | 40 | 813 | 0.120 | 3 | 1.103861e+01 | -38.670940 | -28.231512 | 122 | 16 | POINT (50.34006 43.26708) |
| 2022-11-13 01:10:37.636639232 | 20 | 813 | 0.265 | 5 | 1.407781e+01 | -39.067318 | -28.587545 | 161 | 17 | POINT (50.27217 43.31391) |
| 2022-11-13 01:10:36.921139200 | 60 | 813 | 0.335 | 1 | 9.424095e+00 | -38.983162 | -28.463284 | 166 | 17 | POINT (50.19934 43.36295) |
3275 rows × 10 columns
Retrieve ATL13 from SlideRule using Coordinate
Metadata from a shell script
curl -X GET -d "{\"coord\":{\"lon\":-77.40162711974297,\"lat\":38.48769543754824}}" https://sliderule.slideruleearth.io/source/ams
Metadata from a python script
[9]:
coordinates = [-77.40162711974297, 38.48769543754824]
response = sliderule.source("ams", {"coord": {"lon": coordinates[0], "lat": coordinates[1]}})
response
[9]:
{'refid': 1611057713,
'hylak': 1057713,
'name': None,
'country': 'United States of America',
'continent': 'North America',
'type': 1,
'area': 0.52,
'basin': 2,
'source': 'HydroLAKES',
'granules': ['ATL13_20211129205627_10451301_006_01.h5',
'ATL13_20230101154629_01851801_006_02.h5']}
Data from a python script
[10]:
coordinates = [-77.40162711974297, 38.48769543754824]
parms = { "atl13": {"coord": {"lon": coordinates[0], "lat": coordinates[1]}} }
gdf = sliderule.run("atl13x", parms)
gdf
Starting proxy for atl13x to process 2 resource(s) with 2 thread(s)
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt2r] with 0 rows and 7 columns
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt3l] with 17 rows and 7 columns
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt3r] with 7 rows and 7 columns
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt3l] with 43 rows and 7 columns
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt2l] with 0 rows and 7 columns
request <AppServer.62712> on ATL13_20211129205627_10451301_006_01.h5 generated dataframe [gt1l] with 0 rows and 7 columns
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt2r] with 0 rows and 7 columns
Successfully completed processing resource [1 out of 2]: ATL13_20211129205627_10451301_006_01.h5
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt3r] with 71 rows and 7 columns
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt1r] with 0 rows and 7 columns
request <AppServer.62208> on ATL13_20230101154629_01851801_006_02.h5 generated dataframe [gt1l] with 0 rows and 7 columns
Successfully completed processing resource [2 out of 2]: ATL13_20230101154629_01851801_006_02.h5
Writing arrow file: /tmp/tmp0ibvlh4u
Closing arrow file: /tmp/tmp0ibvlh4u
[10]:
| gt | rgt | stdev_water_surf | spot | water_depth | ht_water_surf | ht_ortho | srcid | cycle | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|
| time_ns | ||||||||||
| 2021-11-30 02:16:19.747001088 | 50 | 1045 | 9.000000e-02 | 5 | 3.402823e+38 | -6.760172 | 26.515242 | 5 | 13 | POINT (-77.40164 38.49163) |
| 2021-11-30 02:16:19.749201408 | 50 | 1045 | 9.000000e-02 | 5 | 3.402823e+38 | -6.792459 | 26.483206 | 5 | 13 | POINT (-77.40166 38.49149) |
| 2021-11-30 02:16:19.751601152 | 50 | 1045 | 9.000000e-02 | 5 | 3.402823e+38 | -6.850277 | 26.425671 | 5 | 13 | POINT (-77.40168 38.49134) |
| 2021-11-30 02:16:19.754201088 | 50 | 1045 | 9.000000e-02 | 5 | 3.402823e+38 | -6.808374 | 26.467848 | 5 | 13 | POINT (-77.40170 38.49117) |
| 2021-11-30 02:16:19.757001216 | 50 | 1045 | 9.000000e-02 | 5 | 3.402823e+38 | -6.818413 | 26.458076 | 5 | 13 | POINT (-77.40172 38.49100) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2023-01-01 19:05:03.850547712 | 60 | 185 | 3.402823e+38 | 1 | 3.402823e+38 | -6.472813 | 26.796410 | 11 | 18 | POINT (-77.40440 38.49265) |
| 2023-01-01 19:05:03.851147776 | 60 | 185 | 3.402823e+38 | 1 | 3.402823e+38 | -6.459892 | 26.809330 | 11 | 18 | POINT (-77.40440 38.49269) |
| 2023-01-01 19:05:03.851847936 | 60 | 185 | 3.402823e+38 | 1 | 3.402823e+38 | -6.477850 | 26.791372 | 11 | 18 | POINT (-77.40441 38.49273) |
| 2023-01-01 19:05:03.853248000 | 60 | 185 | 3.402823e+38 | 1 | 3.402823e+38 | -6.379166 | 26.889736 | 11 | 18 | POINT (-77.40441 38.49282) |
| 2023-01-01 19:05:03.856047872 | 60 | 185 | 3.402823e+38 | 1 | 3.402823e+38 | -6.324619 | 26.943943 | 11 | 18 | POINT (-77.40442 38.49300) |
138 rows × 10 columns
[ ]: