Download GOES#
This notebook demonstrates downloading a short time series of GOES-R ABI imagery.
[1]:
import goes_ortho as go
import xarray as xr
/home/spestana/.conda/envs/goes-test-env/lib/python3.12/site-packages/goes2go/data.py:665: FutureWarning: 'H' is deprecated and will be removed in a future version. Please use 'h' instead of 'H'.
within=pd.to_timedelta(config["nearesttime"].get("within", "1h")),
/home/spestana/.conda/envs/goes-test-env/lib/python3.12/site-packages/goes2go/NEW.py:188: FutureWarning: 'H' is deprecated and will be removed in a future version. Please use 'h' instead of 'H'.
within=pd.to_timedelta(config["nearesttime"].get("within", "1h")),
First, specify the time range, location bounds, satellite, product (and if applicable, band and variable) that we’d like to access.
We will also need to provide an API key for OpenTopography.org which you can create with a free account. This allows goes_ortho to access digital elevation models to perform the orthorectification step.
The workflow below was developed to read a json file containing information about what we’d like to download. This was done to 1) allow these functions to run through github actions (still an experimental feature) and 2) keep a record of datasets we’ve downloaded. This is something that may change in the near future since it adds an unnecessary step for most use cases.
[2]:
# Make request file from user input
request_filepath = go.get_data.make_request_json(workflowName = "example",
startDatetime = "2020-04-19T00:00:00Z",
endDatetime = "2020-04-21T00:59:00Z",
bounds = go.get_data.bounds_from_geojson("grand_mesa.geojson"),
satellite = "goes16",
product = "ABI-L2-LSTC",
band = 2,
variable = "LST",
apiKey = None, #585b1d1639bc5ef8a4a5bdea7e45a8d1
)
The functions below demonstrate downloading GOES imagery using two different downloader packages: goes2go and goespy (the goespy functions are now integrated directly within the goes-ortho package). I have found goes2go is typically faster.
[3]:
%%time
filepaths = go.get_data.download_abi_goes2go(request_filepath)
Estimated 17 batches to download
Batch number 1
Download batch of imagery from 2020-04-19 00:00:00+00:00 to 2020-04-19 03:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:01<00:00, 2.03it/s]
Batch number 2
Download batch of imagery from 2020-04-19 03:00:00+00:00 to 2020-04-19 06:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 10.60it/s]
Batch number 3
Download batch of imagery from 2020-04-19 06:00:00+00:00 to 2020-04-19 09:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 10.80it/s]
Batch number 4
Download batch of imagery from 2020-04-19 09:00:00+00:00 to 2020-04-19 12:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 10.74it/s]
Batch number 5
Download batch of imagery from 2020-04-19 12:00:00+00:00 to 2020-04-19 15:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 10.90it/s]
Batch number 6
Download batch of imagery from 2020-04-19 15:00:00+00:00 to 2020-04-19 18:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.84it/s]
Batch number 7
Download batch of imagery from 2020-04-19 18:00:00+00:00 to 2020-04-19 21:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.98it/s]
Batch number 8
Download batch of imagery from 2020-04-19 21:00:00+00:00 to 2020-04-20 00:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.92it/s]
Batch number 9
Download batch of imagery from 2020-04-20 00:00:00+00:00 to 2020-04-20 03:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.67it/s]
Batch number 10
Download batch of imagery from 2020-04-20 03:00:00+00:00 to 2020-04-20 06:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.58it/s]
Batch number 11
Download batch of imagery from 2020-04-20 06:00:00+00:00 to 2020-04-20 09:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.43it/s]
Batch number 12
Download batch of imagery from 2020-04-20 09:00:00+00:00 to 2020-04-20 12:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.46it/s]
Batch number 13
Download batch of imagery from 2020-04-20 12:00:00+00:00 to 2020-04-20 15:00:00+00:00
FileNotFoundError encountered. The requested image may not exist. Because this searched a time window of 3 hours, there may be some valid imagery within the time window. Try a smaller time window to search for valid imagery.
noaa-goes16/ABI-L2-LSTC/2020/111/13
Batch number 14
Download batch of imagery from 2020-04-20 15:00:00+00:00 to 2020-04-20 18:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.60it/s]
Batch number 15
Download batch of imagery from 2020-04-20 18:00:00+00:00 to 2020-04-20 21:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.70it/s]
Batch number 16
Download batch of imagery from 2020-04-20 21:00:00+00:00 to 2020-04-21 00:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.65it/s]
Batch number 17
Download batch of imagery from 2020-04-21 00:00:00+00:00 to 2020-04-21 03:00:00+00:00
📦 Finished downloading [3] files to [/home/spestana/data/noaa-goes16/ABI-L2-LSTC].
Cropping image batch to [-108.368202, 38.80429, -107.627676, 39.211234]
100%|██████████| 3/3 [00:00<00:00, 11.43it/s]
Done
CPU times: user 5.94 s, sys: 863 ms, total: 6.8 s
Wall time: 22.3 s
[4]:
%%time
filepaths = go.get_data.download_abi_goespy(request_filepath)
Files will be downloaded and then cropped to these bounds:
(-108.368202,39.211234). .(-107.627676,39.211234)
(-108.368202,38.80429). .(-107.627676,38.80429)
For each S3 bucket, download the corresponding observations
Downloading... the product ABI-L2-LSTC
Downloading dataset to... 00 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100001131_e20201100003504_c20201100004343.nc: [##########] 100% 1.701659 MB/1.701659 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/00
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 01 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100101131_e20201100103504_c20201100104361.nc: [##########] 100% 1.762344 MB/1.762344 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/01
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 02 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100201132_e20201100203504_c20201100204346.nc: [##########] 100% 1.827398 MB/1.827398 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/02
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 03 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100301132_e20201100303504_c20201100304348.nc: [##########] 100% 1.893841 MB/1.893841 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/03
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 04 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100401132_e20201100403504_c20201100404347.nc: [##########] 100% 1.912388 MB/1.912388 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/04
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 05 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100501132_e20201100503504_c20201100504340.nc: [##########] 100% 1.948882 MB/1.948882 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 06 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100601132_e20201100603505_c20201100604316.nc: [##########] 100% 1.973455 MB/1.973455 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/06
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 07 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100701132_e20201100703505_c20201100704354.nc: [##########] 100% 1.979452 MB/1.979452 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/07
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 08 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100801132_e20201100803505_c20201100804369.nc: [##########] 100% 2.035866 MB/2.035866 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 09 UTC
OR_ABI-L2-LSTC-M6_G16_s20201100901132_e20201100903505_c20201100904378.nc: [##########] 100% 2.069201 MB/2.069201 MB
Subsetting files in...goes16/2020/4/19/ABI-L2-LSTC/09
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 10 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101001132_e20201101003505_c20201101004356.nc: [##########] 100% 2.08223 MB/2.08223 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 11 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101101132_e20201101103505_c20201101104373.nc: [##########] 100% 2.057548 MB/2.057548 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 12 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101201132_e20201101203505_c20201101204347.nc: [##########] 100% 1.966647 MB/1.966647 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 13 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101301132_e20201101303505_c20201101304353.nc: [##########] 100% 1.739812 MB/1.739812 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 14 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101401132_e20201101403505_c20201101404378.nc: [##########] 100% 1.568007 MB/1.568007 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 15 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 16 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101601132_e20201101603505_c20201101604343.nc: [##########] 100% 1.536471 MB/1.536471 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 17 UTC
OR_ABI-L2-LSTC-M6_G16_s20201101701132_e20201101703505_c20201101704397.nc: [##########] 100% 1.530618 MB/1.530618 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 18 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 19 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 20 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 21 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 22 UTC
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 23 UTC
OR_ABI-L2-LSTC-M6_G16_s20201102301132_e20201102303505_c20201102304375.nc: [##########] 100% 1.526796 MB/1.526796 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 00 UTC
OR_ABI-L2-LSTC-M6_G16_s20201110001132_e20201110003505_c20201110004359.nc: [##########] 100% 1.601177 MB/1.601177 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 01 UTC
OR_ABI-L2-LSTC-M6_G16_s20201110101132_e20201110103505_c20201110104364.nc: [##########] 100% 1.73089 MB/1.73089 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 02 UTC
OR_ABI-L2-LSTC-M6_G16_s20201110201132_e20201110203505_c20201110204344.nc: [##########] 100% 1.784311 MB/1.784311 MB
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Downloading... the product ABI-L2-LSTC
Downloading dataset to... 03 UTC
OR_ABI-L2-LSTC-M6_G16_s20201110301132_e20201110303505_c20201110304351.nc: [##########] 100% 1.836626 MB/1.836626 MB
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Done
CPU times: user 6.49 s, sys: 870 ms, total: 7.36 s
Wall time: 55.2 s
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