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 Dear Planet Team,I hope you are doing well.I am writing to follow up on my Education & Research (E&R) access. After waiting for some time, the access on my account has still not been updated.I would appreciate your assistance in resolving this issue at your earliest convenience.Thank you for your time and support.Regards,elyhienrich

I need to programmatically create API keys for Sentinel Hub, but their API doesn't provide an endpoint for this functionality. I'm considering using browser automation tools (like Selenium, Playwright, or Puppeteer) to simulate human interaction with the Sentinel Hub dashboard to create API keys automatically.My scenario:I need to create multiple API keys for different environments/projects The Sentinel Hub API doesn't expose an endpoint for API key creation Manual creation through the dashboard is time-consuming for our workflowQuestions:Is browser automation a viable approach for this use case, or are there significant risks/limitations I should be aware of? Are there any Terms of Service concerns with automating interactions with the Sentinel Hub dashboard? Has anyone successfully implemented a similar solution, and what tools/approaches worked best? Are ther

I am excited to share that we have introduced an additional Planet University course that introduces the concept of custom scripts in Planet Insights Platform.As well as informing the community this thread will be the place to ask any additional questions you may have as well as being the place to ask for help regarding the Jupyter Notebook exercises at the end of the course.In this course:You’ll be introduced to what custom scripts are and how they work Understand some examples of how basic custom scripts are built Cement your knowledge by running through two Jupyter Notebooks independently.If there’s nothing stopping you getting started right now, you can follow this LINK to get started!

I want to subscribe to your site and be able to monitor the cities and regions I am interested in daily with satellite images. My question is, is there such a possibility on your site? How much does it cost? For example, if I want to have daily satellite images of a city that is 20 km by 20 km?

dear. i am a new member on Sentinel hub Community. How can i utilise My Sentinel Hub Dashboard? For example How can i see a new road under construction?Thanks for your courtesy.

Hi there. I just created an account today but when I go to my account info it says that the account has expired. I was lead to believe that there was a free trial for some period of time before that would happen? I’m not quite sure what is going on, is this expected behaviour?

I am working on a computer vision personal project and need satellite imagery for my training/validation data. Currently I am working with some mildly-deprecated source code to fetch from Bing’s map tile service. I have some code that I wrote to extract all the tiles which cover a specified region given a lat/lon bounding box and range of zoom levels. With Bing, I just need to construct a quad-key for each desired XYZ and then throw a GET request to a URL using that quad-key and boom I’ve got the tile. As I said this Bing tool is being deprecated and I am trying to decide between using Azure Maps or Planet. Ideally I would like to integrate this tooling alongside my existing process so I can run my model on datasets from various sources.I could very much be wrong here but I believe with Planet I could achieve an extremely similar workflow to what I currently have by leveraging the

We are experiencing persistent 503 Service Unavailable errors when calling the Sentinel Hub Catalog and Process APIs. The issue has lasted for more than 24 hours, which makes me concerned that this is not a transient load spike. Our setup:  Endpoint: https://services.sentinel-hub.com APIs: Catalog (/api/v1/catalog/search) and Process (/api/v1/process) Authentication: OAuth client credentials (working correctly, token is obtained) Script retries requests with exponential back-off, but 503s continue consistently.   Could you please confirm if there is an ongoing outage or maintenance affecting these APIs? If not, we would appreciate guidance on any configuration or endpoint changes we should make

Dear Team, My usecase demands the satelite picture used for my analysis. I am using it for very basis purposes. 1. Vegitation index 2. Construction indexI would like to see the images. I am using Sentenial-hub API. can some one guide me how to get the exact images for that particular period.Note: results are good NDVI -VegitationNDBI - Built up areaNDWI - moisture I only need to have the images used for the analysis. one clear image of the location.Guide me how to get those?

Dear Planet/Sentinel-Hub Community,we are trying to optimise our requests to the Sentinelhub processing API. ContextWe are working in the climate-action domain and see this as a way to reduce our emissions (and PU cost). We have already implemented some optimisations like the output format, the output resolution and improving caching. In this context we also opened two issues in the sentinlhub-py repository #560 and #561.GoalFor any arbitrary area, we want to have at least one valid sample per pixel per month but as little samples as possible overall.ProblemOur analyses are temporally and geographically unbound. We therefore use multiple timestamps to assert data availability and

Hi, I am trying to understand if Sentiel Hub API is deprecated or not, but get mixed responses online. Also, if it is, what is the alternative? My goal is to get NDVI and do some other calculations of agriculture related parameters.

Hello, I am downloading Planet Fusion data for a project through a BYOC Collection on SentinelHub. The plan is to have a STAC catalog on my side to archive the data for future use. When I query the Catalog API I get STAC items that have an empty object in the assets field. Is this normal? Is there a way to get this information or at least a template of the whole STAC item?

I am working on a project based in Alaska, and put together a script using the API to see how many image-days per month are available in my study region.  However, I noticed a really weird trend in 2022 and beyond, where the average daily images drops by almost 50%.  What is going on here?  I have attached a graph showing data availability with a Planet cloud threshold of 25% image cloud cover (ignore the grey trend line behind, that is unrelated to planet data.)What is going on here with the drop in data coverage? 

Hi Planet Support,We are using Planet imagery integrated via Sentinel Hub under the Area Under Management (AUM) subscription model. While we expected imagery to be filtered for quality, we are regularly receiving scenes with 30% to 70% cloud cover, which affects our ability to extract usable insights for crop monitoring.Could you help clarify: Does Planet imagery delivered through Sentinel Hub include unfiltered/cloudy scenes by default, or is there internal cloud filtering applied in AUM subscriptions? What are the best practices or parameters we can use (in Sentinel Hub or Planet APIs) to ensure we only receive cloud-free or low-cloud scenes (e.g., <10%)? Is there any difference in cloud-filter behavior between PlanetScope and SkySat products in this context? We are building precision agriculture

Hi everyone,I’m working on tracking beaver pond and wetland dynamics using PlanetScope Surface Reflectance (SR) imagery (PS2 and PSB.SD). For validation, I compared NDWI values in beaver pond areas with NAIP imagery for the same sites and dates.Here’s what I found: NAIP (2021): NDWI for beaver ponds ~ +0.3 (as expected for water bodies) Planet PS2 (2021-08-28): NDWI for same ponds ~ -0.37 Planet PSB.SD (2021-08-29): NDWI for same ponds ~ -0.67 Both Planet images are SR products (AnalyticMS_SR), and I applied the recommended scaling factor (0.0001 for uint16). However, the NDWI values for ponds are unexpectedly negative—even though visual inspection shows water clearly present in the RGB and false-color composites.Has anyone seen similar NDWI behavior in PlanetScope SR imagery for wa

i using sentinelhub process-api and statistical-api in my webservice.today, till now, when i use either of these apis, the webservice taks long long time to complete and that was not the situation in the previous couple of days.so my question is, did any of you experiences such delay in the response from sentinelhun process-api and/or statistical-api? is there something wrong with sentinelhub server for example?

Hi, I am using the following evalscript to get S2L2A multi-temporal data for some AOIs.I see we have more samples than scenes (we use TILE mosaicking) and I understand we can have multiple acquisitions per scene. I am struggling to understand how can I map the samples I am generating to which scenes (productId) they belong to.I was wondering if there’s a way to do this correctly (maybe there is a way to use metadata from samples instead of scenes)?Thanks Spacesense Team//VERSION=3function setup() { return { input: [{ bands: ["SCL", "CLP"], units: "DN" }], output: [ {id: "scl", bands: 1, sampleType: SampleType.UINT8}, {id: "clp", bands: 1, sampleType: SampleType.UINT8} ], mosaicking: Mosaicking.TILE };}function updateOutput(outputs, collection) { Object.values(

Hello. I need help understanding why i am unable to view all of Taveuni Island on the tropical basemap. The international dateline crosses the island so now i basically have more than half of the island unavailable for monitoring forests. Can someone help me figure out a solution?   

GreetingsI am trying to purchase the “Planetscope Tier 2 package” but not getting the option to opt for the subscription. I’ve attached the image below for your reference. Could you please help me with this?Kind RegardsIsaac 

I am using “ogc/wms/” api and NDVI layer i am using //VERSION=3function setup() {    return {        input: ["B04", "B08", "SCL","dataMask"],        output: [            { id: "default", bands: 4 },            { id: "index", bands: 1, sampleType: "FLOAT32" },            { id: "eobrowserStats", bands: 2, sampleType: 'FLOAT32' },            { id: "dataMask", bands: 1 }        ]      };}function evaluatePixel(samples) {    let val = index(samples.B08, samples.B04);    let imgVals = null;    // The library for tiffs works well only if there is only one channel returned.    // So we encode the "no data" as NaN here and ignore NaNs on frontend.    const indexVal = samples.dataMask === 1 ? val : NaN;      if (val<-0.5) imgVals = [0.05,0.05,0.05,samples.dataMask];    else if (val<-0.2) imgVals = [0.75,0.75,0.75,samples.dataMask];    else if (val&

We are introducing product identifiers (product IDs) to the scenes.tiles metadata in evalscripts. These product IDs are named after collections and offer consistent, collection-specific identifiers for each product.Learn more about the scenes.tiles metadata.Product ID Fields by Collection Collection

We've recently fixed an issue affecting brightness temperature values for Landsat 9 OLI-TIRS Level 1 data, specifically applied to bands 10 and 11.Previously, the brightness temperatures were derived using the radiance multiplicative scaling factor, radiance additive scaling factor and thermal constants (K1 and K2) from Landsat 8 instead of Landsat 9. This led to small, but noticeable differences in the temperature values, typically by a few degrees.The correction has now been applied, so you should see more accurate brightness temperature values moving forward.Thank you for your understanding!

I'm trying to download Sentinel-2 L2A products using Sentinel Hub, but it's not working as expected. Currently, I'm specifying the area of interest using a BBOX, but ideally, I would like to specify a Tile ID and download all bands of the Sentinel-2 images captured during a specific time period.Is it possible to download data by specifying the Tile ID instead of a BBOX?If so, how can I do that?I'm using Python, and here is my current code, but I got an error ‘DownloadFailedException: Failed to download from:https://services.sentinel-hub.com/api/v1/processwith HTTPError:400 Client Error: Bad Request for url: https://services.sentinel-hub.com/api/v1/processServer response: "{"status": 400, "reason": "Bad Request", "message": "Your request of 90442.42 meters per pixel exceeds the limit 1500.00 meters per pixel of the collection S2L2A. Please revise the resolution (or corresponding width/height) to make sure i

 I would like to download Sentinel-2 bands using Python and the Sentinel Hub API.Below is my code, first the two functions, and then the request.def download_function(start_date: datetime, end_date: datetime, save_folder: str, eval_script: str, aoi_box: tuple, config, time_step=2): """ DOC STRINGS Definition: Utilization of a while loop to define start/end dates (by default 2 week windows) in which to

Hi,I have been using the Sentinel 3 SLSTR and Sentinel 5P collections for the past months but it has been a couple of weeks I am not able to download the latest data anymore.My python script (which have always worked for Sentinel 5P until now) is the following config = SHConfig()# OAuth client ID associated after secret creationconfig.sh_client_id = os.getenv('CLIENT_ID')# OAuth secret created onlineconfig.sh_client_secret = os.getenv('CLIENT_SECRET')config.sh_base_url = "https://creodias.sentinel-hub.com"sh_catalog = SentinelHubCatalog(config=config)search_iterator = sh_catalog.search( DataCollection.SENTINEL5P, bbox=city_bbox, time=(args.FROM, args.TO), fields={"include": ["id", "properties.datetime", "properties.eo:cloud_cover"], "exclude": []}, ) unique_timestamps = sh.filter_times(search_iterator.get_tim