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Sentinel Hub

Sentinel Hub, powered by Planet Labs, allows you easily perform spectral analysis and interact with Planet data without needing other software. Build solutions, analyze data at scale, and find insights in this powerful tool.

  • 2,558 Topics
  • 8,884 Replies
2558 Topics
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SentinelHub User
posted in Sentinel Hub
Is additional fee or license required to use S3 data without any other resources?

Hi, I’m planning to make time-lapse movies made with Sentinel data for my customer, that is, for commercial purposes. The target locations are fixed, and I can find corresponding data in the S3 bucket provided by the AWS Opendata Registry. In this case, I don’t use any other Sentinel-Hub data at all. On the other hand, the “Terms and condition” said: Copyrights Any Sentinel data available through the Sentinel Data Hub will be governed by the Legal Notice on the use of Copernicus Sentinel Data and Service Information. Any other contents of ESA’s Sentinel Data Hub websites are intended for non-commercial use. ESA grants permission to users to visit the site, and to download and copy information, images, documents and materials from the website for non-commercial use. ESA does not grant the right to resell or redistribute any information, documents, images or material from its website or to compile or create derivative works from material on its website. Use of material on the website is

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SentinelHub User
posted in Sentinel Hub
Exporting Min/Max/Mean from Vegetation Indices Time Series

Hi,I am new to the EO community. It’s great to see a well-maintained and popular forum for Sentinel Hub. I have a question about Sentinel-2 data (L2A) products, specifically calculated vegetation indices.From my Configuration Utility I have created new configuration for available data L2A (ID e814485d-2d6f-MASKED). Then I have prepared data with no clouds from whole possible terms.After that I have prepared URL address for generating values (vegetation index from L2A data with Sen2Cor atmospheric corrections, resolution of L2A 10m and only 5% of clouds, from all possible scenes - time) for my observed locality (BBOX in WGS 84) in the Sumava National Park (Czechia). Here it is:http://services.sentinel-hub.com/ogc/fis/e814485d-2d6f-MASKED?LAYER=VEGETATION_INDEX&CRS=CRS%3A84&TIME=2015-01-01%2F2019-2-25&BBOX=48.985135,13.522797,48.984322,13.524106&RESOLUTION=10&MAXCC=5&ATMFILTER=FULLBut there has to be a problem with generating the values, because the dates are not

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SentinelHub User
posted in Sentinel Hub
EO Browser-problem when executing the statistical info

Hello, I want to obtain the statistical info (chart) of one polygon in EO Browser but it doesn’t work, it says “Data Not Found” (see attached figure). The polygon is in blue in the right side of the image. Do you know why? Is there any limit of the size/shape of the polygon? The size of my polygon is 0.27ha. Any help will be much appreciated. Thanks, Elena!Chart_EO Browser|690x260

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SentinelHub User
posted in Sentinel Hub
Timestamp for satellite image

hi, how can i know the specific timestamp which image was taken? not only date but an gmt hour. thanks

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SentinelHub User
posted in Sentinel Hub
PlanetScope subscription data older than one month

I can see that when PlanetScope subscription on some Polygon is activated, an access to the last month data is opened by default in EO Browser. Is there on option to get older data? (for example, for 6 or 12 months) Thanks!

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SentinelHub User
posted in Sentinel Hub
Batch Statistical API is taking too long

I have been using batch statistical API for downloading the statistical data for multiple polygons. The issue comes when the number of polygons gets a little high e.g. 0.1-0.2 Million in my case, though the API status from start to done does not take too long but the downloading of statistics takes about 6-8 hours. Is there a specific reason for this slow response or is it because the number of polygon are high. If the API is designed to handle multiple batch fields, the large number of polygons should not be a problem.

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SentinelHub User
posted in Sentinel Hub
I need to access the band's pixels, do not know how to do that though

I am needing to apply a kind of “validations” in the request script, I didn’t get anywhere though. e.g: I need to get the standard deviation of a band using a function and its return should be less than 130, if it’s true, another comparison get done. The problem is: I couldn’t find any way to access the pixels of the band to calculate the standard deviation, the pixels should be an array. Someone have any idea how can I get the all pixels to apply my function? Thank you in advance! 😁 The main idea of the script: const standard_deviation = (band) => // here goes the formula using band pixels if (standard_deviation(B02) < 200) { if (standard_deviation(B08) < 100) { // ... more validations } }

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SentinelHub User
posted in Sentinel Hub
Cloud filtering and PUs optimisation

Hello, Following the conversation we were having on this other topic regarding the optimization of processing units usage, i was wondering if, when retrieving data using sentinelhub/eolearn Python packages, it is possible to pass requests only on the scenes that aren’t cloudy ? On the exposed example we were seeing that more than half of the scenes from the passed requests were being thrown away following the filter_cloud_task. The maxcc argument from SentinelHubInputTask would seem on the paper to be suited for the job in calling only the cloud-free scenes but its documetation is rather scarce ; is there a place where its exact functioning is documented ? Also, and more broadly speaking regarding SentinelHubInputTask, it is described as a “Process API input task that loads 16bit integer data and converts it to a 32bit float feature”. I understand that this operation is done on the server side, explaining the x2 multiplicator. Thus, what would be the way to switch to 16bit data retriev

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SentinelHub User
posted in Sentinel Hub
Shp file opening te eo browser

Firstly sorry i only speak a little English. I’m using the program right now. I download the shp file from MyJhon Deere, how can you open EO BROWSER?

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SentinelHub User
posted in Sentinel Hub
Build EOPatch with TPDI collection

Hello,I have ordered PlanetScope images through Sentinel Hub and I’d like to use them to conduct land cover classification.I have already conducted such a project using eo-learn library and Sentinel 2 imagery using the following command to collect S2 L2A imagery: add_data = SentinelHubInputTask( bands_feature=(FeatureType.DATA, 'BANDS'), bands = band_names, resolution=10, maxcc=0.8, time_difference=timedelta(minutes=120), data_collection=DataCollection.SENTINEL2_L2A, additional_data=[(FeatureType.MASK, 'dataMask', 'IS_DATA'), (FeatureType.MASK, 'CLM'), (FeatureType.DATA, 'CLP')], max_threads=5, config=config ) I tried to use similar command to create EOPatch from my Planet collection, replacing DataCollection.SENTINEL2_L2A with ‘byoc_collection’ (where byoc_collection = DataCollection.define_byoc(collection_id,is_timeless=False). However it did not work.Should such a comman

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SentinelHub User
posted in Sentinel Hub
Problem in finding a .gpkg file

Hello, I am new to the sentinel hub and trying to analyse the data of Europe. I am trying to find out “gadm36_0_EU_EFTA.gpkg” . Can anyone please help me out in finding the gpkg file or either help me out in making my own. Thankyou

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SentinelHub User
posted in Sentinel Hub
Multi spectral data for sentinel2-l2a

Hi, I am trying to save a combined tiff image for the following bands for a specific bounding box. When outputting just the RGB bands I am able to see the image without any issues. However, as soon as I add the other bands the image is no longer visible (it is black with a white bar in the middle). What am I doing wrong here? I tried playing with different scaling factor etc. Should be using different unit or scaling factor? function setup() {{ return {{ input: ["B02", "B03", "B04", "B08", "B11", "B12", "dataMask"], output: [{truecolor_str}], mosaicking: "TILE" }}; }} function evaluatePixel(samples) {{ var scaleFactor = 2.5; var b02_array = []; var b03_array = []; var b04_array = []; var b08_array = []; var datamask_array = []; samples.forEach((sample, index) => {{ b02_array[index] = sample.B02 * scaleFactor; b03_array[index] = sample.B03 * scaleFactor; b04_array[index] = sample.B04 * scaleFactor;

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SentinelHub User
posted in Sentinel Hub
Eo-learn import error in module eolearn.core.utilities

Hello all, I have a persistent error trying to use the eo-learn library, even with example scripts like: link. The error occurs just by trying to import the eo-learn modules in the script; I am always getting the error: No module named ‘eolearn.core.utilities’ I’ve installed the eo-learn library following the instructions in the documentation. But until now, I was not able to sort this error. I would really appreciate it if you could help me.

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SentinelHub User
posted in Sentinel Hub
OAuth client limit reached?

Hi, I made an account a while back. I had created some OAuth clients, but I lost the secrets. I deactivated the clients but now I can’t make another one. Here is a screenshot: Thanks!

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SentinelHub User
posted in Sentinel Hub
Grabbing image from collection not working

Hi there, I’m writing out some api functions and I’m getting an error. “message”: "Request payload invalid: Invalid collection type, no suitable implementation of AbstractCollection class found The sent request var is the following: { “input”: { “bounds”: { “bbox”: [ 35.488045961387265,140.02190061552412, 35.48169391310503,140.01409969274678 ] }, “data”: [ { “type”: “9dc33ab4-8797-4b40-xxxxxXXXXXXXXXXX”, “dataFilter”: { “timeRange”: { “from”: “2022-01-01T00:00:00Z”, “to”: “2022-01-02T23:59:59Z” } } } ] }, “output”: { “width”: 512, “height”: 512 } }

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SentinelHub User
posted in Sentinel Hub
Coregistered Sentinel Images

Hello Sentinel hub team, I am thankful for your great work. I would like to know 1.If the sentinel-2 images that can be accessed through process API or any other available APIs are co-registered (by which I mean shift in pixels are corrected) 2.Also, are the indices (NDVI,NDWI etc.) calculated after applying the co-registration? Please let me know, Thank you

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SentinelHub User
posted in Sentinel Hub
Harmonization Tool for Planet data

Hi, We are currently monitoring agriculture through sentinel 2 images, along with Planet daily images. The documentation tells about an Harmonization tool (https://developers.planet.com/docs/orders/tools-reference/) which harmonize PSScene surface reflectance products to Sentinel-2 values. However, when I click on the link there is no more information about it. I would like to understand how this harmonization works more in detail. We are now trying to develop indexes with mixed bands (bands from both satellites in one same index). I thank you for any information you could have about the topic. Thank you.

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SentinelHub User
posted in Sentinel Hub
Ask a few questions,Expect expert answers

1、Sentinel-2 data is from ESA or Sinergise, and it is not certain whether it is official and complete？ 2、The variety of some data is incomplete. For example, MODIS has more than ten types of data open to the public, but there are only five categories in the AWS Marketplace, and there is no data updated daily.How do I get the full variety of data? 3、The path level of some data (sentinel-3, -5P) is not accurate to the geographical location level (such as latitude and longitude, row number, grid, etc.), and it is difficult to download directly to a certain range of data. 4、Whether you can provide some data description documents in AWS Marketplace, some data is different from the official website, and it is difficult to use.

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SentinelHub User
posted in Sentinel Hub
Can't download S2 data after 3/2/23

After the S2 data loss anomily by ESA after 3/2, I cant download new imagery after 3/2. Is the archive behind? I can download from AWS before 3/2.

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SentinelHub User
posted in Sentinel Hub
Is it possible to extract image clippings of e.g. 256x256 from this shapefile of points?

Dear forum members, I am recently joining the sentinel hub environment, and would like to get some help… I have a shapefile of approximately 6000 points. Is it possible to extract image clippings of e.g. 256x256 from this shapefile of points? Is there a way to do this? My interest in obtaining these images in clippings with those dimensions, is to generate a dataset of images and make the annotations for segmentation of instances with other computer vision tools, example labelbox. Is there any way to do the image labeling, with an object detection/image segmentation approach? Please, I hope you can help me, thank you! EDIT BY ADMIN: removed unrelated referral, possibly there for cross-linking.

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SentinelHub User
posted in Sentinel Hub
Sentinel-2 L2A have no projection info

Hi, I’m wondering why the geographic projection info of L1C images is lost in the L2A. For instance, running gdalinfo /vsis3/sentinel-s2-l1c/tiles/33/T/VE/2017/3/29/0/B04.jp2 shows that the image is georeferenced in UTM zone 33N. With the same image in L2A, gdalinfo /vsis3/sentinel-s2-l2a/tiles/33/T/VE/2017/3/29/0/R10m/B04.jp2 shows no projection info. As far as I understand, transforming L1C into L2A involves radiometric corrections only and it shouldn’t affect the geometry. Am I missing something?

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SentinelHub User
posted in Sentinel Hub
Show Legend on Map

Hi, I am using your services to show different layers on the map (NDVI, LAI etc.) I also want to show a legend with values for better understanding of the satellite imagery. I tried following your tutorial (How can I define a custom legend?), but I always get an error calling this API: https://services.sentinel-hub.com/ogc/wms/instanceId?service=WMS&request=GetLegendGraphic&layer=NDVI The error I get is 404: message: “Not Found” servlet: “org.glassfish.jersey.servlet.ServletContainer-5fa9247b” status: “404” url: “/ogc/wms/{redacted-instance-id}” The instanceId is correct, since I tried other requests and it works fine

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SentinelHub User
posted in Sentinel Hub
Accessing satellite metadata file from Sentinel hub API

I am using the OGC API for various data downloads like Landsat NDVI, DEM and Sentinel. In my current process we also need to extract the Landsat metadata information like sun elevation angle and relative sun earth distance. How can we access that? there is no clear example available for such kind of information calling.

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SentinelHub User
posted in Sentinel Hub
Planetscope - Missing permissions for requested item type, asset types, geometry or date range

Hi there, we have a subscription to planetscope data. I am getting the following error in your request builder: {“error”:{“reason”:“Source issue”,“details”:[“catalog: Missing permissions for requested item type, asset types, geometry or date range”]}} We are within the subscription limit and are using the sr analytics product. Here’s the code: curl -X POST https://services.sentinel-hub.com/api/v1/dataimport/subscriptions -H ‘Content-Type: application/json’ -H 'Authorization: -d ‘{ “input”: { “provider”: “PLANET”, “planetApiKey”: “”, “bounds”: { “geometry”: { “type”: “MultiPolygon”, “coordinates”: [polygons] “data”: [ { “itemType”: “PSScene”, “productBundle”: “analytic_sr_udm2”, “dataFilter”: { “timeRange”: { “from”: “2017-01-01T00:00:00Z”, “to”: “2023-08-15T23:59:59Z” }, “maxCloudCoverage”: 100 }, “harmonizeTo”: “NONE” } ] }, “name”: “test” }’

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SentinelHub User
posted in Sentinel Hub
Problem importing s2cloudless

Hello, I’m trying to use s2cloudless with python 3.6 on a Windows 10 machine. I managed to install it using pip install, but when i try to import it I obtain this warning: “OSError: Could not find lib geos_c.dll or load any of its variants [‘C:\Users\RBarella\python3\Library\lib\geos_c.dll’].” Any idea how to solve it? Thanks

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