Repository: ResonantGeoData/ResonantGeoData (language: python)

Issue:
Auto ingest from existing Google Cloud catalogs



Discussion / hints:
Duplicate of #301 

Fix patch:
diff --git a/DEVELOPMENT.md b/DEVELOPMENT.md
index 134a9a678..1b5de4afc 100644
--- a/DEVELOPMENT.md
+++ b/DEVELOPMENT.md
@@ -12,18 +12,29 @@ This is the simplest configuration for developers to start with.
 
 ### Add Demo Data (Optional)
 
-1. Run `docker-compose run --rm celery ./manage.py demo_data`
-2. Run `docker-compose run --rm celery ./manage.py landsat_data -c 100`
-2. Run `docker-compose run --rm celery ./manage.py wasabi`
-
 Please note that the demo data commands need to run in the `celery` docker
-image. For the `landsat_data` command, the `-c` argument is optional and
-allows you to control how much landsat data to ingest; the full dataset can
-take over an hour to ingest.
+image.
+
+Standard demo data for testing:
+- Run `docker-compose run --rm celery ./manage.py demo_data`
+- Run `docker-compose run --rm celery ./manage.py wasabi`
 
 The `wasabi` data command can take a particularly long time to run as it is
 processing large, remote video files.
 
+Cloud hosted satellite imagery:
+- Google Cloud hosted Landsat and Sentinel imagery:
+  - Landsat: `docker-compose run --rm celery ./manage.py gc_catalog landsat`
+  - Sentinel: `docker-compose run --rm celery ./manage.py gc_catalog sentinel`
+- S3 Hosted imagery (soon to go offline by June 2021)
+  - Run `docker-compose run --rm celery ./manage.py s3_landsat`
+
+For the `gc_catalog` and `s3_landsat` commands, the `-c` argument is optional and
+allows you to control how much imagery to ingest; the full dataset can
+take a long time to ingest. These routines actually use a subset of the full
+catalogs hosted on data.kitware.com; [@banesullivan](https://github.com/banesullivan)
+has local scripts to create the subsets of these subsets.
+
 ### Run Application
 1. Run `docker-compose up`
 2. Access the site, starting at http://localhost:8000/admin/
diff --git a/rgd/geodata/datastore.py b/rgd/geodata/datastore.py
index b1e49b920..3b0b6734f 100644
--- a/rgd/geodata/datastore.py
+++ b/rgd/geodata/datastore.py
@@ -50,6 +50,9 @@
     'astro.png': 'sha512:de64fcb37e67d5b5946ee45eb659436b446a9a23ac5aefb6f3cce53e58a682a0828f5e8435cf7bd584358760d59915eb6e37a1b69ca34a78f3d511e6ebdad6fd',
     'carl.png': 'sha512:12501af6b0e49567fc3df4c5316f9909931aa4a7794b967044e4bbe7b3dfec8331cdd741ef6c1e1f7915172128cabd340bf2372fa7017b5fa2628dada467fb2d',
     'stars.png': 'sha512:e19e0c0c28c67441700cf272cb6ae20e5cc0baee24e5527e096e61e290ca823913224cdbabb884c5550e73587192428c0650921a00630c82f45c4eddf52c652f',
+    'landsat_korea.csv': 'sha512:f9bf0b1ac4d53f439976a868d4d41e3d836f9013cd844ed294c77692e994ff7c0ebdb96bb0a22fdb7fb2aec550311d22fe1a2e743719cee32e895237eb61eec1',
+    'sentinel_korea.csv': 'sha512:3929672cb5de52886fbd2e8e371e19ff5aa6d141562e4f0e5895425196f0b8e74607fea3258df31762a0d646e4e4382a3f58807b28c74e4d66d4b1388d230d43',
+    'landsat_texas.json': 'sha512:84cfced278442fc876c166ff70000f627e688061fdd1194da4d758080d7cb52caf9cc7b12db8af3fe01cb7b29ecfde78c0fbcf51f001b454b461b7fb0e6f87bb',
 }
 
 
diff --git a/rgd/geodata/management/commands/_data_helper.py b/rgd/geodata/management/commands/_data_helper.py
index b36b5cc2e..4e960e74d 100644
--- a/rgd/geodata/management/commands/_data_helper.py
+++ b/rgd/geodata/management/commands/_data_helper.py
@@ -1,16 +1,19 @@
+from datetime import datetime
 from functools import reduce
 import logging
 import os
 
 import dateutil.parser
 from django.conf import settings
+from django.core.exceptions import ValidationError
 from django.core.management.base import BaseCommand
+from django.core.validators import URLValidator
 from django.db.models import Count
 from django.utils.timezone import make_aware
 
 from rgd.geodata import models
-from rgd.geodata.datastore import datastore, registry
-from rgd.utility import get_or_create_no_commit, safe_urlopen
+from rgd.geodata.datastore import datastore
+from rgd.utility import get_or_create_no_commit
 
 logger = logging.getLogger(__name__)
 
@@ -29,6 +32,24 @@ def reset_celery(self):
         settings.CELERY_TASK_EAGER_PROPAGATES = self._prop
 
 
+def make_raster_dict(
+    images,
+    name=None,
+    date=None,
+    cloud_cover=None,
+    ancillary_files=None,
+    instrumentation=None,
+):
+    return {
+        'images': images,
+        'name': name,
+        'acquisition_date': date,
+        'cloud_cover': cloud_cover,
+        'ancillary_files': ancillary_files,
+        'instrumentation': instrumentation,
+    }
+
+
 def _save_signal(entry, created):
     if not created and entry.status == models.mixins.Status.SUCCEEDED:
         entry.skip_signal = True
@@ -39,8 +60,8 @@ def _get_or_download_checksum_file(name):
     # Check if there is already an image file with this sha or URL
     #  to avoid duplicating data
     try:
-        with safe_urlopen(name) as _:
-            pass  # HACK: see if URL first
+        val = URLValidator()
+        val(name)
         try:
             file_entry = models.ChecksumFile.objects.get(url=name)
             _save_signal(file_entry, False)
@@ -48,11 +69,13 @@ def _get_or_download_checksum_file(name):
             file_entry = models.ChecksumFile()
             file_entry.url = name
             file_entry.type = models.FileSourceType.URL
-            _save_signal(file_entry, True)
-    except ValueError:
-        sha = registry[name].split(':')[1]  # NOTE: assumes sha512
+            # this is to prevent calling `urlopen` in the save to get the file name.
+            # this is not a great way to set the default name, but its fast
+            file_entry.name = os.path.basename(name)
+            _save_signal(file_entry, False)
+    except ValidationError:
         try:
-            file_entry = models.ChecksumFile.objects.get(checksum=sha)
+            file_entry = models.ChecksumFile.objects.get(name=name)
             _save_signal(file_entry, False)
         except models.ChecksumFile.DoesNotExist:
             path = datastore.fetch(name)
@@ -61,7 +84,7 @@ def _get_or_download_checksum_file(name):
             with open(path, 'rb') as f:
                 file_entry.file.save(os.path.basename(path), f)
             file_entry.type = models.FileSourceType.FILE_FIELD
-            _save_signal(file_entry, True)
+            _save_signal(file_entry, False)
     return file_entry
 
 
@@ -87,67 +110,82 @@ def load_image_files(image_files):
     return ids
 
 
-def load_raster_files(raster_files, dates=None, names=None):
+def load_raster(pks, raster_dict):
+    if not isinstance(pks, (list, tuple)):
+        pks = [
+            pks,
+        ]
+    # Check if an ImageSet already exists containing all of these images
+    q = models.ImageSet.objects.annotate(count=Count('images')).filter(count=len(pks))
+    imsets = reduce(lambda p, id: q.filter(images=id), pks, q).values()
+    if len(imsets) > 0:
+        # Grab first, could be N-many
+        imset = models.ImageSet.objects.get(id=imsets[0]['id'])
+    else:
+        images = models.ImageEntry.objects.filter(pk__in=pks).all()
+        imset = models.ImageSet()
+        imset.save()  # Have to save before adding to ManyToManyField
+        for image in images:
+            imset.images.add(image)
+        imset.save()
+    # Make raster of that image set
+    raster, created = get_or_create_no_commit(models.RasterEntry, image_set=imset)
+    _save_signal(raster, created)
+
+    # Add optional metadata
+    date = raster_dict.get('acquisition_date', None)
+    cloud_cover = raster_dict.get('cloud_cover', None)
+    name = raster_dict.get('name', None)
+    ancillary = raster_dict.get('ancillary_files', None)
+    instrumentation = raster_dict.get('instrumentation', None)
+    if date:
+        adt = dateutil.parser.isoparser().isoparse(date)
+        try:
+            raster.rastermetaentry.acquisition_date = make_aware(adt)
+        except ValueError:
+            raster.rastermetaentry.acquisition_date = adt
+        raster.rastermetaentry.save(
+            update_fields=[
+                'acquisition_date',
+            ]
+        )
+    if cloud_cover:
+        raster.rastermetaentry.cloud_cover = cloud_cover
+        raster.rastermetaentry.save(
+            update_fields=[
+                'cloud_cover',
+            ]
+        )
+    if name:
+        raster.name = name
+        raster.save(
+            update_fields=[
+                'name',
+            ]
+        )
+    if ancillary:
+        [raster.ancillary_files.add(_get_or_download_checksum_file(af)) for af in ancillary]
+    if instrumentation:
+        for im in raster.image_set.images.all():
+            im.instrumentation = instrumentation
+            im.save(
+                update_fields=[
+                    'instrumentation',
+                ]
+            )
+    return raster
 
-    if isinstance(raster_files, dict):
-        files = []
-        dates = []
-        names = []
-        cloud_cover = []
-        for name, rf in raster_files.items():
-            files.append([rf['R'], rf['G'], rf['B']])
-            dates.append(rf['acquisition'])
-            names.append(name)
-            cloud_cover.append(rf['cloud_cover'])
-        raster_files = files
 
+def load_raster_files(raster_dicts):
     ids = []
-    count = len(raster_files)
-    for i, rf in enumerate(raster_files):
+    count = len(raster_dicts)
+    for i, rf in enumerate(raster_dicts):
         logger.info(f'Processesing raster {i+1} of {count}')
-        imentries = load_image_files(
-            [
-                rf,
-            ]
-        )
-        for pks in imentries:
-            if not isinstance(pks, (list, tuple)):
-                pks = [
-                    pks,
-                ]
-            # Check if an ImageSet already exists containing all of these images
-            q = models.ImageSet.objects.annotate(count=Count('images')).filter(count=len(pks))
-            imsets = reduce(lambda p, id: q.filter(images=id), pks, q).values()
-            if len(imsets) > 0:
-                # Grab first, could be N-many
-                imset = models.ImageSet.objects.get(id=imsets[0]['id'])
-            else:
-                images = models.ImageEntry.objects.filter(pk__in=pks).all()
-                imset = models.ImageSet()
-                imset.save()  # Have to save before adding to ManyToManyField
-                for image in images:
-                    imset.images.add(image)
-                imset.save()
-            # Make raster of that image set
-            raster, created = get_or_create_no_commit(models.RasterEntry, image_set=imset)
-            _save_signal(raster, created)
-            if dates:
-                adt = dateutil.parser.isoparser().isoparse(dates[i])
-                raster.rastermetaentry.acquisition_date = make_aware(adt)
-                raster.rastermetaentry.cloud_cover = cloud_cover[i]
-                raster.rastermetaentry.save(
-                    update_fields=[
-                        'acquisition_date',
-                        'cloud_cover',
-                    ]
-                )
-                raster.name = names[i]
-                raster.save(
-                    update_fields=[
-                        'name',
-                    ]
-                )
-            ids.append(raster.pk)
+        start_time = datetime.now()
+        imentries = load_image_files(rf.get('images'))
+        raster = load_raster(imentries, rf)
+        ids.append(raster.pk)
+        logger.info('\t Loaded raster in: {}'.format(datetime.now() - start_time))
     return ids
 
 
diff --git a/rgd/geodata/management/commands/demo_data.py b/rgd/geodata/management/commands/demo_data.py
index dd094d80a..0cd4ce817 100644
--- a/rgd/geodata/management/commands/demo_data.py
+++ b/rgd/geodata/management/commands/demo_data.py
@@ -5,32 +5,32 @@
 # Names of files in the datastore
 IMAGE_FILES = []
 RASTER_FILES = [
-    '20091021202517-01000100-VIS_0001.ntf',
-    'aerial_rgba_000003.tiff',
-    'cclc_schu_100.tif',
-    'landcover_sample_2000.tif',
-    'paris_france_10.tiff',
-    'rgb_geotiff.tiff',
-    'RomanColosseum_WV2mulitband_10.tif',
+    ['20091021202517-01000100-VIS_0001.ntf'],
+    ['aerial_rgba_000003.tiff'],
+    ['cclc_schu_100.tif'],
+    ['landcover_sample_2000.tif'],
+    ['paris_france_10.tiff'],
+    ['rgb_geotiff.tiff'],
+    ['RomanColosseum_WV2mulitband_10.tif'],
     [
         'LC08_L1TP_034032_20200429_20200509_01_T1_sr_band1.tif',
         'LC08_L1TP_034032_20200429_20200509_01_T1_sr_band2.tif',
         'LC08_L1TP_034032_20200429_20200509_01_T1_sr_band3.tif',
     ],
-    'Elevation.tif',
-    'L1C_T13SCD_A019901_20201227T175922.tif',
-    'L1C_T18TWN_A016525_20200505T155731.tif',
-    'L1C_T18TWN_A018527_20200922T155115.tif',
-    'L1C_T18TWN_A025648_20200520T155359.tif',
-    'L1C_T18TWN_A027793_20201017T155552.tif',
-    'L1C_T18TWN_A028079_20201106T160014.tif',
-    # 'bpasg_emodis_week34_082320.tif',
-    # 'vegdri_diff_2020_34_gtif.tif',
-    # 'vegdri_emodis_week34_082320.tif',
-    # 'US_eMAH_NDVI.2020.350-356.1KM.VI_ACQI.006.2020359165956.tif',
-    # 'US_eMAH_NDVI.2020.350-356.1KM.VI_NDVI.006.2020359165956.tif',
-    # 'US_eMAH_NDVI.2020.350-356.1KM.VI_QUAL.006.2020359165956.tif',
-    'TC_NG_SFBay_US_Geo.tif',
+    ['Elevation.tif'],
+    ['L1C_T13SCD_A019901_20201227T175922.tif'],
+    ['L1C_T18TWN_A016525_20200505T155731.tif'],
+    ['L1C_T18TWN_A018527_20200922T155115.tif'],
+    ['L1C_T18TWN_A025648_20200520T155359.tif'],
+    ['L1C_T18TWN_A027793_20201017T155552.tif'],
+    ['L1C_T18TWN_A028079_20201106T160014.tif'],
+    # ['bpasg_emodis_week34_082320.tif'],
+    # ['vegdri_diff_2020_34_gtif.tif'],
+    # ['vegdri_emodis_week34_082320.tif'],
+    # ['US_eMAH_NDVI.2020.350-356.1KM.VI_ACQI.006.2020359165956.tif'],
+    # ['US_eMAH_NDVI.2020.350-356.1KM.VI_NDVI.006.2020359165956.tif'],
+    # ['US_eMAH_NDVI.2020.350-356.1KM.VI_QUAL.006.2020359165956.tif'],
+    ['TC_NG_SFBay_US_Geo.tif'],
 ]
 SHAPE_FILES = [
     'Streams.zip',
@@ -59,7 +59,7 @@ def handle(self, *args, **options):
         self.set_synchronous()
         # Run the command
         helper.load_image_files(IMAGE_FILES)
-        helper.load_raster_files(RASTER_FILES)
+        helper.load_raster_files([helper.make_raster_dict(im) for im in RASTER_FILES])
         helper.load_shape_files(SHAPE_FILES)
         helper.load_fmv_files(FMV_FILES)
         helper.load_kwcoco_archives(KWCOCO_ARCHIVES)
diff --git a/rgd/geodata/management/commands/gc_catalog.py b/rgd/geodata/management/commands/gc_catalog.py
new file mode 100644
index 000000000..93366d798
--- /dev/null
+++ b/rgd/geodata/management/commands/gc_catalog.py
@@ -0,0 +1,186 @@
+from datetime import datetime
+import os
+import tempfile
+import xml.etree.ElementTree as ElementTree
+
+import pandas as pd
+
+from rgd.geodata import datastore
+from rgd.utility import safe_urlopen
+
+from . import _data_helper as helper
+
+SUCCESS_MSG = 'Finished loading all {} data.'
+
+
+def _fetch_landsat_index_table():
+    # https://data.kitware.com/#item/605cbf9c2fa25629b9e15c5c
+    path = datastore.datastore.fetch('landsat_korea.csv')
+    return pd.read_csv(path)
+
+
+def _fetch_sentinel_index_table():
+    # https://data.kitware.com/#item/6064f7e92fa25629b9319906
+    path = datastore.datastore.fetch('sentinel_korea.csv')
+    df = pd.read_csv(path)
+    # Handle issue where tiles for a given date were processed multiple times
+    #   to avoid ingesting duplicate data.
+    clean = df.sort_values('PRODUCT_ID').drop_duplicates(
+        ['MGRS_TILE', 'SENSING_TIME'], keep='first'
+    )
+    return clean.sort_index()
+
+
+def _format_gs_base_url(base_url):
+    return 'http://storage.googleapis.com/' + base_url.replace('gs://', '')
+
+
+def _get_landsat_urls(base_url, name, sensor='TM'):
+    if sensor == 'OLI_TIRS':  # Landsat 8
+        possible_bands = [
+            'B1.TIF',
+            'B2.TIF',
+            'B3.TIF',
+            'B4.TIF',
+            'B5.TIF',
+            'B6.TIF',
+            'B7.TIF',
+            'B8.TIF',
+            'B9.TIF',
+            'B10.TIF',
+            'B11.TIF',
+            'BQA.TIF',
+        ]
+        possible_anc = [
+            'ANG.txt',
+            'MTL.txt',
+        ]
+    elif sensor == 'ETM':  # Landsat 7
+        possible_bands = [
+            'B1.TIF',
+            'B2.TIF',
+            'B3.TIF',
+            'B4.TIF',
+            'B5.TIF',
+            # 'B6.TIF',
+            'B6_VCID_1.TIF',
+            'B6_VCID_2.TIF',
+            'B7.TIF',
+            'B8.TIF',
+            # 'B9.TIF',
+            'BQA.TIF',
+        ]
+        possible_anc = [
+            'ANG.txt',
+            'MTL.txt',
+        ]
+    else:
+        raise ValueError(f'Unknown sensor: {sensor}')
+    base_url = _format_gs_base_url(base_url)
+    urls = [base_url + '/' + name + '_' + band for band in possible_bands]
+    ancillary = [base_url + '/' + name + '_' + ext for ext in possible_anc]
+    return urls, ancillary
+
+
+def _get_landsat_raster_dicts(count=0):
+    index = _fetch_landsat_index_table()
+    rasters = []
+    i = 0
+    for _, row in index.iterrows():
+        urls, ancillary = _get_landsat_urls(row['BASE_URL'], row['PRODUCT_ID'], row['SENSOR_ID'])
+        rasters.append(
+            helper.make_raster_dict(
+                urls,
+                date=row['SENSING_TIME'],
+                name=row['PRODUCT_ID'],
+                cloud_cover=row['CLOUD_COVER'],
+                ancillary_files=ancillary,
+                instrumentation=row['SENSOR_ID'],
+            )
+        )
+        if count > 0 and i >= count - 1:
+            break
+        i += 1
+    return rasters
+
+
+def _get_sentinel_urls(base_url, granule_id):
+    base_url = _format_gs_base_url(base_url)
+    manifest_url = base_url + '/manifest.safe'
+    with safe_urlopen(manifest_url) as remote, tempfile.TemporaryDirectory() as tmpdir:
+        manifest_path = os.path.join(tmpdir, 'manifest.safe')
+        with open(manifest_path, 'wb') as f:
+            f.write(remote.read())
+        tree = ElementTree.parse(manifest_path)
+
+    urls = []
+    ancillary = []
+
+    root = tree.getroot()
+    meta = root.find('dataObjectSection')
+    for c in meta:
+        f = c.find('byteStream').find('fileLocation')
+        href = f.attrib['href'][1::]  # to remove `.`
+        di = href.split('/')[1]
+        if di in [
+            'GRANULE',
+        ]:
+            url = base_url + href
+            if url[-4:] == '.jp2':
+                urls.append(url)
+            else:
+                ancillary.append(url)
+
+    return urls, ancillary
+
+
+def _get_sentinel_raster_dicts(count=0):
+    index = _fetch_sentinel_index_table()
+    rasters = []
+    i = 0
+    for _, row in index.iterrows():
+        urls, ancillary = _get_sentinel_urls(row['BASE_URL'], row['GRANULE_ID'])
+        rasters.append(
+            helper.make_raster_dict(
+                urls,
+                date=row['SENSING_TIME'],
+                name=row['PRODUCT_ID'],
+                cloud_cover=row['CLOUD_COVER'],
+                ancillary_files=ancillary,
+                instrumentation=row['PRODUCT_ID'].split('_')[0],
+            )
+        )
+        if count > 0 and i >= count - 1:
+            break
+        i += 1
+    return rasters
+
+
+class Command(helper.SynchronousTasksCommand):
+    help = 'Populate database with demo landsat data from S3.'
+
+    def add_arguments(self, parser):
+        parser.add_argument('satellite', type=str, help='landsat or sentinel')
+        parser.add_argument('-c', '--count', type=int, help='Indicates the number scenes to fetch.')
+
+    def handle(self, *args, **options):
+        self.set_synchronous()
+
+        count = options.get('count', 0)
+        satellite = options.get('satellite')
+
+        if satellite == 'landsat':
+            data = _get_landsat_raster_dicts(count)
+        elif satellite == 'sentinel':
+            data = _get_sentinel_raster_dicts(count)
+        else:
+            raise ValueError(f'Unknown satellite {satellite}.')
+
+        # Run the command
+        start_time = datetime.now()
+        helper.load_raster_files(data)
+        self.stdout.write(
+            self.style.SUCCESS('--- Completed in: {} ---'.format(datetime.now() - start_time))
+        )
+        self.stdout.write(self.style.SUCCESS(SUCCESS_MSG.format(satellite)))
+        self.reset_celery()
diff --git a/rgd/geodata/management/commands/landsat_texas.json b/rgd/geodata/management/commands/landsat_texas.json
deleted file mode 100644
index a2e332140..000000000
--- a/rgd/geodata/management/commands/landsat_texas.json
+++ /dev/null
@@ -1,1 +0,0 @@
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\ No newline at end of file
diff --git a/rgd/geodata/management/commands/landsat_data.py b/rgd/geodata/management/commands/s3_landsat.py
similarity index 72%
rename from rgd/geodata/management/commands/landsat_data.py
rename to rgd/geodata/management/commands/s3_landsat.py
index 0c4d3461d..da1d7a998 100644
--- a/rgd/geodata/management/commands/landsat_data.py
+++ b/rgd/geodata/management/commands/s3_landsat.py
@@ -1,5 +1,6 @@
 import json
-import os
+
+from rgd.geodata import datastore
 
 from . import _data_helper as helper
 
@@ -7,7 +8,7 @@
 
 
 def _get_landsat_urls(count):
-    path = os.path.join(os.path.dirname(__file__), 'landsat_texas.json')
+    path = datastore.datastore.fetch('landsat_texas.json')
     with open(path, 'r') as f:
         scenes = json.loads(f.read())
     if count:
@@ -16,7 +17,19 @@ def _get_landsat_urls(count):
             urls[k] = scenes[k]
     else:
         urls = scenes
-    return urls
+
+    rasters = []
+    for name, rf in urls.items():
+        rasters.append(
+            helper.make_raster_dict(
+                [rf['R'], rf['G'], rf['B']],
+                date=rf['acquisition'],
+                name=name,
+                cloud_cover=rf['cloud_cover'],
+                instrumentation='OLI_TIRS',
+            )
+        )
+    return rasters
 
 
 class Command(helper.SynchronousTasksCommand):
diff --git a/rgd/geodata/models/imagery/etl.py b/rgd/geodata/models/imagery/etl.py
index d682f3be5..b377215f5 100644
--- a/rgd/geodata/models/imagery/etl.py
+++ b/rgd/geodata/models/imagery/etl.py
@@ -307,12 +307,10 @@ def _compare_raster_meta(a, b):
 def _validate_image_set_is_raster(image_set_entry):
     """Validate if all of the images in a single ``ImageSet`` are a raster.
 
-    Will check if all have the same spatial reference/geo meta info.
+    Will check if all have a spatial reference/geo meta info but not
+    necessarily the same.
 
-    A ``ValueError`` will be raised if the image set cannot be evaluated as a
-    single raster.
-
-    Returns the meta info if it checks out.
+    Returns the first image's meta info if it checks out.
 
     """
     images = list(image_set_entry.images.all())
@@ -321,14 +319,11 @@ def _validate_image_set_is_raster(image_set_entry):
         raise ValueError('ImageSet returned no images.')
 
     base_image = images.pop()
-    last_meta = _extract_raster_meta(base_image.image_file.imagefile)
+    first_meta = _extract_raster_meta(base_image.image_file.imagefile)
     for image in images:
-        meta = _extract_raster_meta(image.image_file.imagefile)
-        if not _compare_raster_meta(last_meta, meta):
-            raise ValueError('Raster meta mismatch at image: {}'.format(image))
-        last_meta = meta
+        _extract_raster_meta(image.image_file.imagefile)
 
-    return last_meta
+    return first_meta
 
 
 def populate_raster_entry(raster_entry):


Test patch:
diff --git a/rgd/geodata/tests/test_demo_data.py b/rgd/geodata/tests/test_demo_data.py
index 379fa0049..299508e96 100644
--- a/rgd/geodata/tests/test_demo_data.py
+++ b/rgd/geodata/tests/test_demo_data.py
@@ -45,7 +45,7 @@ def is_in_datastore(f):
 @pytest.mark.skip
 @pytest.mark.django_db(transaction=True)
 def test_demo_command_landsat():
-    out = _call_command('landsat_data', count=1)
+    out = _call_command('s3_landsat', count=1)
     assert out == demo_data.SUCCESS_MSG.replace('demo', 'landsat') + '\n'