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Advanced Analysis APIs

Analytics API, Processing API, Asynchronous Processing API, Batch Processing APIs, Statistical API, and Batch Statistics API.

  • 2,572 Topics
  • 8,922 Replies
2572 Topics
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SentinelHub User
posted in Advanced Analysis APIs
Download Product from AWS failed

I have created a site in sen2agri and downloading data from 1 june 2019 to 1 oct. 2019 but downloading is not starting and when I check downloader_history table it is showing this https://scihub.copernicus.eu/apihub/odata/v1/Products('7d482219-32c9-4005-9aef-8b006913dd07’)/$value | 2020-07-15 15:39:57.355+00 | 1 | 23 | 2019-05-30 15:36:01+00 | 111 | 2 | Cannot download http://sentinel-s2-l1c.s3-website.eu-central-1.amazonaws.com/products/2019/5/30/S2A_MSIL2A_20190530T153601_N0212_R111_T19TFM_20190530T194254/metadata.xml: Server returned HTTPresponse code: 403 for URL: http://sentinel-s2-l1c.s3-website.eu-central-1.amazonaws.com/products/2019/5/30/S2A_MSIL2A_20190530T153601_N0212_R111_T19

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SentinelHub User
posted in Advanced Analysis APIs
Sentinel-5p L2 data

It says here:https://www.sentinel-hub.com/develop/documentation/eo_products/Sentinel5 that Tropomi level 2 data is now available in Sentinelhub. However I cannot find Sentinel-5p in the source drop-down in my configuration utility. How can I programmatically download Sentinel-5p data from sentinelhub?

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S
SentinelHub User
posted in Advanced Analysis APIs
Sentinel-3 - Getting Land Surface Temperature for an AOI

Hello, I see that the Sentinel-3 Level 2 data is not available on Sentinel Hub. Are there plans to make it available at some point in the near future? I would like to be able to get the land surface temperature for some agricultural fields, and I was wondering how to go about it. I looked at the example custom script provided, and I am not entirely sure whether that’s the way to go. I guess what I’m trying to ask is what is the most straightforward way of getting LST for a given AOI with Sentinel Hub?

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S
SentinelHub User
posted in Advanced Analysis APIs
Server response: UUID string too large''

Hello, i’m trying to help another person who use trial account to use sentinel hub py on order to get access to images. we have floolowed the instructions here but still we didn’t manage to be able to run wms request. We recieved the following message: DownloadFailedException: Failed to download from:https://services.sentinel-hub.com/ogc/wfs/’-----933a-f81124c951d6’?SERVICE=wfs&WARNINGS=False&REQUEST=GetFeature&TYPENAMES=DSS2&BBOX=31.429645776655555%2C34.47594249242568%2C31.47743897301357%2C34.565763657554974&OUTPUTFORMAT=application%2Fjson&SRSNAME=EPSG%3A4326&TIME=2018-04-01T00%3A00%3A00Z%2F2018-07-31T23%3A59%3A59Z&MAXCC=30.0&MAXFEATURES=100&FEATURE_OFFSET=0 with HTTPError: 404 Client Error: Not Found for url: https://services.sentinel-hub.com/ogc/wfs/’-----933a-f81124c951d6’?SERVICE=wfs&WARNINGS=False&REQUEST=GetFeature&TYPENAMES=DSS2&BBOX=31.429645776655555%2C34.47594249242568%2C31.47743897301357%2C34.565763657554974&OUTPU

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S
SentinelHub User
posted in Advanced Analysis APIs
sh_client_id' and 'sh_client_secret' have to be set in order to authenticate with Sentinel Hub service

Hello, I try to run scripts of eo-learn, using jupiter notebook and also pycharm. Trying CloudMaskTask from GitHub - sentinel-hub/eo-learn-examples: Examples of Earth observation workflows that extract valuable information from satellite imagery, giving you hints and ideas how to use the EO data.. I get an error message with the following context at step "Run workflow: In PyCharm the same error But I created config.py with all IDs that i need to have, and also checked information using anaconda prompt - the information saved correctly. Maybe somebody know how to fix this moment? Thanks

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S
SentinelHub User
posted in Advanced Analysis APIs
Error fetching crop biomass

Hello, I am using the Open Data Areas for testing. here is my sample request using the provided byoc provided for the open data areas: requestData.append( 'request', JSON.stringify({ input: { bounds: { properties: { crs: 'http://www.opengis.net/def/crs/OGC/1.3/CRS84' }, geometry: { type: 'Polygon', coordinates: [polygonCoordinates], }, }, data: [ { type: `byoc-4b4f9591-d988-4028-b759-f8a61a1976bc`, dataFilter: { timeRange: { from: '2019-01-01T00:00:00Z', to: '2019-12-31T23:59:59Z' } }, }, ], }, output: { responses: [{ identifier: 'default', format: { type: 'image/tiff' } }], }, }) ); requestData.append('evalscript', evalscript); and this as the evalscript: `//VERSION=3 function setup() { return

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S
SentinelHub User
posted in Advanced Analysis APIs
Metadata population delay from SNS Topic Subscription

Hello! I currently subscribe to the following SNS Topic to trigger my data pipeline. arn:aws:sns:eu-west-1:214830741341:NewSentinel2Product However, what I’ve noticed is when we read the generated metadata/info link immediately, every hour, 50-150 of the 1200~1600 messages do not have the tileDataGeometry available therefore my lambda fails. In order to avoid this I have setup a delay on our SQS queue to wait to ingest the metadata 10 minutes from SNS topic, and on failure we wait another 30 minutes and we have not had an error for the past two weeks. I was wondering if there’s any information regarding this delay, if it was intentional, how long does it usually take to populate, and if the SNS message can be sent once the data can be populated. And I was wondering how others may have handled this if they are consuming similar data. I am extracting data from these links. https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/39/X/WD/2019/10/10/0/tileInfo.json

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S
SentinelHub User
posted in Advanced Analysis APIs
Sentinel-1 timelapse: filter by orbit (ascending/descending)

Hello,I would like to make a timelapse animation of Sentinel-1 data but with only ascending (or descending) orbit. Is it possible ?Thanks in advance, 

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S
SentinelHub User
posted in Advanced Analysis APIs
Requesting image for download taking a long time

Hello, Hope this is tagged correctly… Recently we noticed the response times has increased considerably. I believe we are using an old approach to get the data and just trying to work out if that is the problem and if so justify spending the time on fixing it or something else… here is an example of a requesthttps://services.sentinel-hub.com/ogc/wms/?service=WMS&request=GetMap&layers=TRUE_COLOR_IMAGE&format=image%2Fpng&transparent=true&version=1.1.1&showlogo=false&name=Sentinel-2%20L1C&resX=10m&resY=10m&maxcc=100&time=2023-10-13/2023-10-13%2F2023-10-13/2023-10-13&bbox=12905645.43501498,-3736785.059857274,12878084.550255071,-3764592.4112180974&crs=EPSG:3857 The wait for server response for this on first run was over 25 seconds and second try nearly 19 seconds… Any thoughts/suggestions would be appreciated. Regards, David

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S
SentinelHub User
posted in Advanced Analysis APIs
Quotas for Planet data were cleared for some unknown reason,

We have purchased TWO package of Planet Scope HUM - Tier 2 listed here,and we also downloaded some data normally before , but we found our quotas have been cleared today, and we dont’t know why. Please check this problem and let us know the reason. Here is the ID in the order details,the first is 39b82abb-4f5f-4642-MASKED, the second is 0b5097b6-4731-481f-MASKED.

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S
SentinelHub User
posted in Advanced Analysis APIs
IndexError: During execution of task S2L1CWCSInput: index -1 is out of bounds for axis 0 with size 0

Hi , I am getting this error while downloading my area image. When using a shape file of my own region, generated via “SI_LULC_pipeline.ipynb” notebook… also i found similar issue /here …Anyone knows how to handle this problem…Many Thanks in advance!

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SentinelHub User
posted in Advanced Analysis APIs
Area size of a query

I started to try for my first order of Planet data. I created a region that is 55km2 in square. But when I prepare the order, it informs that this region is 98km2 in square. I tried with another region, it seems that the size in the order is about 150%-200% the polygon size. What is the difference between two number. Thanks,

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S
SentinelHub User
posted in Advanced Analysis APIs
Pictures for use in GIS (like Google Earth or QGIS)

HelloHow do I go about downloading pictures I can use in GIS? What is the typical or minimum account I need to purchase?Appreciate all inputs.Best regards 

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S
SentinelHub User
posted in Advanced Analysis APIs
Diferences series values EOBrowser vs Python API / GEE

Hello, I have a question which I could not find a solution for I use the EO Browser service to access NDVI data, with zero clouds, for specific polygons. I am testing some Python API GEE scripts, to retrieve a data set from Sentinel 2, but the returned values of this series, for the same polygon, are pretty different. Considering that the script is the same and I am using images without clouds, what is the reason for this big difference? The pictures below show the results charts for each service. Thanks in advance.

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S
SentinelHub User
posted in Advanced Analysis APIs
Mostly white images when downloading large areas

Hi, I’m a new sentinelhub user and I’m running into some problems. What I would like to achieve: In my Python script, given 4 latitude coordinates (longitude and latitude of top left and bottom right corner), I want to download images within this area. However, this may be a large area such as the whole USA. I followed the guide for Large Area Utilities, and my approach is to create a Polygon object with the 4 given coordinates, then use: bbox_splitter = BBoxSplitter([my_polygon], CRS.WGS84, (10,10), reduce_bbox_sizes=True) To split the area into BBox’s, before iterating over each bbox and downloading each image. With the time argument being set as “latest” and a max cloud coverage of 0.5. However, this results in most images being white, regardless of the max cloud coverage I use. From the FAQ it says that whenever an image has a cutoff with whitespace it means that Sentinel does not have data for the area. There’s no way this is the case as stitching the images together shows over 90

393
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S
SentinelHub User
posted in Advanced Analysis APIs
Differences in S2 L2A Reflection band data from API and Copernicus

I am trying to verify the data which I am downloading from this Sentinel-2 API service with the data I can manually download/process with Copernicus (https://scihub.copernicus.eu/dhus/#/home), and seeing a significant difference in the reflectance data for the same location between these two data sources. For example, if I access the spectral band reflectance for the same bbox location coordinates for the same productid (date & time) from these two sources for the Sentinel-2 L2A dataset, I get the following average reflectance values for bands 3, 4 and 5: Has anyone else experienced a similar issue? I have tried adjusting/correcting the following parameters in my request, but this has not made a measurable difference: Orbit - confirmed that both datasets are using the same relative orbit number harmonizeValues mosaickingOrder upsampling/downsampling I am wondering at this point if there is an instrument response function/correction factor which could be being applied to either the

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S
SentinelHub User
posted in Advanced Analysis APIs
Eo-learn executor - appending vector as argument in VectorToRaster task

Hi,would appreciate any help on this; I am developing a workflow in eo-learn to iterate over a set of polygons and calculate average NDVI over a time period. I am creating individual eo-patches for each polygon. I need to apply a timeless mask to each eo-patch in order to calculate average NDVI across the time series. I am using eo-executor to iterate over bbox for each polygon and then using vector to raster to create a mask for each eo-patch. The issue I am having is that the VectorToRaster eo-task requires vector_input as argument in the task definition so I can I append this to execution arguments for EOExecutor?Thanks! 

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S
SentinelHub User
posted in Advanced Analysis APIs
How to slove error in the SI_LULC_pipeline'?'

Hello! I was running this code by following instructions from here…Now while runing the notebbok, I am getting this error as AttributeError Traceback (most recent call last) in 10 11 # Get the country’s shape in polygon format —> 12 country_shape = country.geometry.values.tolist()[-1] 13 14 # Plot country AttributeError: ‘GeometryArray’ object has no attribute ‘tolist’ also adding a screenshot of error which I am getting in my notebook any help will be highly appreciated, Thanks!

4025
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S
SentinelHub User
posted in Advanced Analysis APIs
Question about the commercial use of third party data

We note that the Basic version of sentinelhub’s Pricing plan provides access, download and commercial use rights of data. Our question is whether relevant legal issues will be involved if we subscribe to Planet Scope data through sentinelhub and process it for commercial use, and whether sentinelhub can provide certificates such as authorization documents for data use to avoid commercial or legal disputes.

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S
SentinelHub User
posted in Advanced Analysis APIs
C values when using the moisture index in line graphs

Hi All, I have been trying to figure out the c values and how they influence the line graph when looking at the moisture index without any luck. Some background. We configure our own WMS in the sentinel configurator for use in our own portal. Currently, in our WMS we use the default moisture index as provided in the list of layers. I then use the Sentinel EO browser to test. So in the EO browser I choose the default theme. I choose my area and timeframe in question and then display the default moisture index provided. I then chose the statistical info for the area in question. Note this is the default moisture index use in the EO browser under the default theme. The statistical info then looks as follows (Figure 1): Next to compare I copy and paste the script of the moisture index in the sentinel configurator (This is the layer we see in our custom portal) to the creat custom rendering tool. let index = (B8A - B11)/(B8A + B11); return colorBlend(index, [-0.8, -0.24, -0.032, 0.032, 0.24

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S
SentinelHub User
posted in Advanced Analysis APIs
500 Server Error possibly due to corrupt product

By performing a fis request, the following error occurs: DownloadFailedException: Failed to download from: with HTTPError: 500 Server Error: Internal Server Error for url: https://services.sentinel-hub.com/ogc/fis/… Server response: “Illegal request to https://sentinel-s2-l1c-index.s3.amazonaws.com/tiles/36/S/YC/2020/11/1/0/B11.index. HTTP Status: 403” time_interval = (‘2016-11-01’, ‘2020-11-24’) bbox = [35.518899999999995,33.901199999999996,35.5191,33.9014]

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S
SentinelHub User
posted in Advanced Analysis APIs
How to get bbox value from longitude and latitude

I want to get bbox value from the longitude and latitude ex -’ lat’: 18.47655203452731, ‘lng’: 76.45193777633689

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S
SentinelHub User
posted in Advanced Analysis APIs
List of S3 files into EOLearn Patch

Hi. I am trying to get and load a list of .tiff files (saved from shub into aws S3) that are in different buckets and folders into the same EOPatch. These .tiff files are from the same region (polygon) containing imagery for a given period of time. Every tiff also has a date metadata associated with it. Could you point me to an example or help me fix the following, more specifically how to add the date dimension in this way? for i, sat_img in df_imagery_polygon.iterrows(): s3_bucket = buckets_s3[sat_img['sat']] # Download the .tiff file from S3 obj = s3_client.get_object(Bucket=s3_bucket, Key=sat_img['file_s3']) tiff_data = obj['Body'].read() # Use rasterio to read the .tiff file from memory with MemoryFile(tiff_data) as memfile: with memfile.open() as dataset: tiff_array = dataset.read() metadata = { 'date': sat_img['date'], 'key_s3': sat_img['file_s3'], 'year': sat_img['year'], 'label_cat': sat_img['lab

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S
SentinelHub User
posted in Advanced Analysis APIs
Best way to pull 5000 km viewZenithMean raster for large area

I want to pull the 5000 km resolution values for viewZenithMean for an entire relative orbit for a specific date range. What is the best way to build that request? I started on a python script, but before I go further I figured I would check to see if I am on the right track: bbox = BBox(bbox=[-95.83, 46.20, -89.74, 48.95], crs=CRS.WGS84) VIEW_ZENITH_EVALSCRIPT = """ //VERSION=3 function setup() { return { input: [{bands: ["viewZenithMean"]}], output: {id: "default", bands: 1, sampleType: "UINT16"} }; } function evaluatePixel(sample) { return [sample.viewZenithMean]; } """ preview_request = SentinelHubRequest( evalscript=VIEW_ZENITH_EVALSCRIPT, data_folder='/tmp/mosaic_tests', input_data=[ SentinelHubRequest.input_data( data_collection=DataCollection.SENTINEL2_L2A, time_interval=['2020-07-13', '2020-07-13'] ) ], responses=[ SentinelHubRequest.output_response('default', MimeType.TIFF) ], bbox=b

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SentinelHub User
posted in Advanced Analysis APIs
No cloud on modis RGB image

Hello everyone, today I tried to download all the images of an area for 6 months. I used the python library to perform the task. When I look at the result I have no image (out of 180) with clouds. I wonder how this is possible. Thanks for your help script: evalscript_true_color = “”" //VERSION=3 function setup() { return { input: [{ bands: ["B01", "B03", "B04"] }], output: { bands: 3, sampleType: "AUTO" } }; } function evaluatePixel(sample) { return [2.5 * sample.B01, 2.5 * sample.B04, 2.5 * sample.B03] } """ request_true_color = SentinelHubRequest( evalscript=evalscript_true_color, input_data=[ SentinelHubRequest.input_data( data_collection=DataCollection.MODIS, time_interval=(date_in, date_out), ) ], data_folder = "./all_file/", responses=[SentinelHubRequest.output_response("default"

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