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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.

  • 2,545 Topics
  • 8,899 Replies
2545 Topics
D
Planeteer 🌎
dianeluPlaneteer 🌎
published in Sentinel Hub
Access new tools for analyzing your Planet data on Sentinel HubNews

If you are a Planet customer who does not currently have paid access to Sentinel Hub, you can try it with a 30 day trial. You can use this access to explore new features for analyzing Planet data.To sign up for the trial, you can go to My Settings and click Access Sentinel Hub in your account page or visit the Sentinel Hub pricing page to learn more. With Sentinel Hub, you will be able to: Deliver your Planet data to be hosted in the Planet cloud, so you don’t need to download or manage your data elsewhere Analyze data with processing and statistical data analysis tools, through the EO Browser web applications or APIs Access and analyze public datasets like Sentinel and Landsat Explore Sandbox Data from Planet to see new data layers like Planetary Variables and Analysis-Ready PlanetScope. You can also go to EO Browser to explore Sandbox Data that we’ve made available for you to explore. During the trial, you will have access to:Applications including EO Browser and Request Builder API’

14862
Makongo
7 months ago
elyhienrich
Community Manager 🌎
elyhienrichCommunity Manager 🌎
posted in Sentinel Hub
Welcome to the Sentinel Hub Subforum!

The Sentinel Hub Community will continue to thrive within Planet Community. We would like to encourage you to share your work, ask questions, provide product ideas and collaborate with the larger community. Should you have any technical issues or questions related to your account, please send them to support@planet.com.    For anything related to Copernicus, ESA, and Sentinel Hub APIs hosted on Copernicus Data Space Ecosystem, please ask those questions on the Copernicus Data Space Ecosystem Community  forum!  Please let us know if you have any questions!

1460
elyhienrich
Community Manager 🌎
8 months ago
S.shagun
S.shagun‎‎ 🌱
asked in Sentinel Hub
How to access ARPS for my area of interest if i have planet subscription

Hi,I am a researcher in University of New South Wales. I have planet insight subscription and have linked my account to Sentinel hub through Planet insight platform. I am not able to access ARPS ( Analysis ready Planet scope) dataset for my analysis. The sentinel hub dashboard shows me that I am on trial and Also, under the plans it shows me Import of commercial/third-party data into Sentinel Hub is only available to subscribed Sentinel Hub users. So can you please let me know whether I can access ARPS images for my dataset ( Commercial dataset) or I need to subscribed to sentinel hub separately, as I have already subscribed to Planet scope. .  

541
matt.ballard
Planeteer 🌎
1 month ago
Viet Hung Vu
Viet Hung Vu‎‎ 🌱
asked in Sentinel Hub
Cannot find products in the create order step

Hi,I'm currently new to EO Browser. I want to order some products in Thanh Hoa, Vietnam, but every time I tried to create an order with a product I just queried, it just showed an error '404 error Product not found.' Detail is in this GG doc link: Details on how I ordered my product.I also posted a topic on the Sentinel Hub forum, but it took really long for someone to reply to me: Topic: Cannot find products in the create order step.I really need someone to help me on this problem. I need the data soon to test on my project. Thank you very much 

711
elyhienrich
Community Manager 🌎
2 months ago
williamray
Planeteer 🌎
williamrayPlaneteer 🌎
posted in Sentinel Hub
NEW Planet University Course: Introduction to Custom Scripts on the Planet Insights Platform

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!

620
williamray
Planeteer 🌎
2 months ago
carlodef
carlodef‎‎ 🌱
asked in Sentinel Hub
Missing Sentinel-2 L2A Collection 1 products

Hi,I originally raised this question on the Sentinel-Hub forum under the Sentinel@AWS category, but got no replies. Perhaps I’ll get more luck here? It seems that several S2 L2A products with baseline 05.00 (collection 1) are missing from the AWS bucket sentinel-s2-l2a.Let’s take as an example product S2B_MSIL2A_20220108T174719_N0500_R098_T13SER_20230205T190405:It is available on CDSE.But it is not on AWS, instead only the older version of the product, with baseline 03.01, is there (s3://sentinel-s2-l2a/products/2022/1/8/S2B_MSIL2A_20220108T174719_N0301_R098_T13SER_20220108T214244/)This is the case for many, if not all, collection 1 products from 2022.Are there any plans to add these products on AWS?Many thanksCarlo

1916
carlodef
3 months ago
Denisa
Denisa‎‎ 🌱
asked in Sentinel Hub
AWS_LTML2

Hello everyone, as I am downloading scenes for analysis of area I study in my diploma thesis, there has started to occure an error “There was an issue fetching data for AWS_LTML2” when I click on Search button. I need to download data from Landsat 4-5 TM, until now it worked perfectly fine. Could anyone please help me with this issue? Thanks 

2053
elyhienrich
Community Manager 🌎
3 months ago
S
SentinelHub User
posted in Sentinel Hub
Request failed with status code 500

I have tried multiple times to get Airbus satellite imagery from multiple locations, yet i still receive the same error every time. can you please explain to me a way to solve the problem? Request failed with status code 500 DATA_PROVIDER_ERROR Error occurred while accessing data provider: [403 Forbidden]. Please contact support. {“providerError”:{“status”:403}}

1404
williamray
Planeteer 🌎
5 months ago
D
daniel1uno‎‎ 🌱
asked in Sentinel Hub
What's the best way to add Sentinel imagery into web app (created with arcgis sdk js)?

I’m trying to add imagery to a map element created with arcgis sdk for js 4.X. My plan is to consume the OGC API from sentinel hub and pass the “geometry” custom parameter combined with format: image/png (so the image is transparent outside my aoi). i’m using WMTS layer, below is part of my code: import WMTSLayer from "@arcgis/core/layers/WMTSLayer.js"; const map = new Map({      basemap: "osm",    }); async addWmtsLayer() {    const coordinates = //WKT POLYGON string    const layer = new WMTSLayer({      url: "https://services.sentinel-hub.com/ogc/wmts/myinstanceid?", // url to the service      activeLayer: {        id: FALSE-COLOR,      },      customParameters: {        GEOMETRY: coordinates        CRS: "CRS:84",        TIME: "2024-01-28/2024-06-28",        FORMAT: "image/png",      },      visible: false,    });     await layer.load();    map.add(layer); The above code works but I’m getting an strange behavior, whenever I add the wmts layer, the requested image appears inside my ao

2062
D
6 months ago
M
m-lindman‎‎ 🌱
asked in Sentinel Hub
PlanetScope cloud filtering

Hi there,I recently created a collection of PlanetScope imagery using the Planet Subscriptions API and applied a 50% cloud filter. I’m now using that collection in the Statistical API and would like to only consider imagery with 20% cloud cover (i.e., 80% clear pixels). Let me know if you have any tips for filtering these data.Thank you!

1851
matt.ballard
Planeteer 🌎
6 months ago
matt.ballard
Planeteer 🌎
matt.ballardPlaneteer 🌎
posted in Sentinel Hub
How to Deliver Planet Data to Sentinel Hub

​If you want to use Planet data with Sentinel Hub tools and APIs, then you need to first deliver data to a Sentinel Hub collection. This post is a primer on how to deliver data to Sentinel Hub collections. First though, what is a collection? A collection is a way of organizing imagery on Planet Insights Platform so that it can be used in APIs such as the Catalog, Process, Statistics, and OGC APIs.  Collections consist of imagery that is all the same sensor and format.  This means that a collection can’t mix PlanetScope and SkySat, or 8-band and 4-band imagery. For some datasets, collections are ready to be used, such as those for public missions like Sentinel and Landsat. However, for Planet data products, you must first order your data and send it to your own personal collection.  Below are the different ways to accomplish this.Note: To do any of these workflows, you will need a Sentinel Hub account.  All Planet customers can create Sentinel Hub accounts and receive limited access at

1970
matt.ballard
Planeteer 🌎
7 months ago
cholmes
Planeteer 🌎
cholmesPlaneteer 🌎
posted in Sentinel Hub
Recommendations for COG / tile sizes for BYOC?

I’m working on getting an interesting derived dataset into Sentinel Hub, that’s distributed as 2600+ non-COG geotiffs, totaling 26gb, but only 834 mb zipped up. So it’s not well compressed - if I process those with ‘deflate’ then it comes down to 11gb. See https://zenodo.org/records/10907151 for the data.I’m working with a few of these types of datasets, some with more data, and am mostly just wondering how I should reason about putting it all in one COG vs many small files / COG’s that I’d register as ‘tiles’? Like at the extreme I could take these 2600 geotiff’s, turn them into COGs and make each of them a ‘tile’? But it seems like that probably won't work all that well as there’s no dataset-wide ‘overview’ (unless SH generates something like that? At the other end I could try to put them all into a single COG, maybe it ends up 15 gigabytes or something? With overviews it seems like it should perform decently, and is easier conceptually.But then I’m curious if there’s an upper limit

2746
A
Planeteer 🌎
7 months ago
elyhienrich
Community Manager 🌎
elyhienrichCommunity Manager 🌎
posted in Sentinel Hub
Check out this exercise: Subscriptions API - Sentinel Hub Hosting

The notebook demonstrates using the Sentinel Hub hosting block in the Planet Subscriptions API. It should take approximately 20 minutes to complete. It is divided into two sections.Creating PlanetScope subscriptions and delivering data to Sentinel Hub Creating the Subscription payloads Submitting the payload to create the subscriptions Checking the status of Subscriptions Using the data that was delivered to calculate statistics and create visualizations Creating NDVI time series and filtering out cloudy images Requesting true color imagery over cloud free days Performing multi-temporal analysis by calculating the median NDVI from cloud-free images CLICK HERE FOR IT! 

620
elyhienrich
Community Manager 🌎
7 months ago
J
japolo‎‎ 🌱
asked in Sentinel Hub
Data fusion sample script Sen-1 over Sen-2 clouds

I am not much of a Python programmer and haven’t used this GET API before, so I keep running into basic questions. At the moment, I’m curious what “samples” refers to in “function evaluatePixel(samples)”? The source of the script is here. function evaluatePixel(samples) { var S2L1C = samples.S2L1C[0]; var S1 = samples.S1GRD[0]; let WAT = 25; // Water Threshold for SAR let CLP = S2L1C.CLP / 2.55; // Cloud Propability let CLPT = 70; // Cloud Propabilty Threshold in percent if ((CLP > CLPT && S1.VV / S1.VH <= WAT)) { return { default: [S1.VV * 3.0, S1.VV * 1.1 + S1.VH * 8.75, S1.VH * 1.75] } } if ((CLP > CLPT && S1.VV / S1.VH > WAT)) { return { default: [S1.VV * 1, S1.VV * 8, 0.5 + S1.VV * 3 + S1.VH * 2000] } } let val = [3 * S2L1C.B04, 3 * S2L1C.B03, 3 * S2L1C.B02]; return { default: val }} As I’m trying to develop my script, if I have an AOI, would I replace “samples” with whatever I’ve named my AOI? Or with the Sentinel-2

1141
williamray
Planeteer 🌎
7 months ago
cholmes
Planeteer 🌎
cholmesPlaneteer 🌎
asked in Sentinel Hub
Unable to install byoc-tool

I’m trying to get started with the byoc-tool, but seem unable to to even get it built. I’m on OS/X (13.6.6) with apple silicon, and just installed docker and java. Docker version is 26.1.3, build b72abbb6f0. And I get:  % docker build --tag byoctool .[+] Building 169.5s (9/12)                                                                                                                                                                       docker:desktop-linux => [internal] load build definition from Dockerfile                                                                                                                                                             0.0s => => transferring dockerfile: 413B                                                                                                                                                                             0.0s => [internal] load .dockerignore                                                                 

3651
T
Planeteer 🌎
7 months ago
S
SentinelHub User
posted in Sentinel Hub
What is a deployment'? Technical explanation'

Hi! I’m a student getting into satellite imagery for my thesis. Here (https://docs.sentinel-hub.com/api/latest/data/) I read that… " Sentinel Hub API is available in several deployments." What is exactly a “deployment”? Is it a set of satellites available in a certain region? Or is it much more? How would you define it in a technical way? I know this could sound more like a lexical question, but I need to understand it better to explain it in the best way possible in my essay. Thanks a lot for your help.

1084
J
7 months ago
S
SentinelHub User
posted in Sentinel Hub
WMS/WMTS on ArcGIS Online

Is anybody else having any issues with adding WMS/WMTS services to ArcGIS Online? I am able to add a WMS service and it appears in the content but no imagery is shown. I have no issue with adding these WMS/WMTS to QGis, ArcPro, or ArcGIS Portal running on Azure. Thanks, Christian

1894
matt.ballard
Planeteer 🌎
8 months ago
S
SentinelHub User
posted in Sentinel Hub
How to “remove” the clouds in an NDVI image AND return as 1 band

I am trying to download NDVI as 1 band with a Cloud mask. Esssentially I am trying to combine these two scripts and need some assistance. Cloud mask //VERSION=3 function setup() { return { input: ["B02", "B03", "B04", "CLM"], output: { bands: 1 } } } function evaluatePixel(sample) { if (sample.CLM == 1) { return [0.75 + sample.B04, sample.B03, sample.B02] } return [ 2.5*sample.B04, 2.5*sample.B03, 2.5*sample.B02]; } 1 band NDVI //VERSION=3 function setup() { return { input: ["B08", "B04"], output: { bands: 1 } }; } function evaluatePixel(sample) { var ndvi = (sample.B08 - sample.B04) / (sample.B08 + sample.B04); return [ndvi]; } It does not have to be these two scripts specifically, but if anyone has any suggestions on how to effectively combine these two i’d appreciate it. Thank you!

1112
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
How to get evalscript that calculates NDVI for each available satellite repectively

in the project i am working on, i should calculate the ndvi for all satellite missions. i know how to structure and build the request, but it seems the evalscript through which the ndvi is calculated differs according to the selected satellite mission. my question is, can i refer to EO Browser and copy the evalscript from it? i mean, one can check the evalscript used in the latterly mentioned link, can i simply copy the evalscript from it and paste it in my code?! is that possible

12913
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
Download multiple images causes rate limit exception

I am using process API [Preformatted text](https://services.sentinel-hub.com/api/v1/process) but I have to fetch the data for 500 places in less than 30 seconds. So according to my knowledge, SentinalHub doesn’t support multiple (png/jpeg) images in 1 request. So we have to loop the coordinates and hit the API for each image. Problem: The issue is API fails and returns the Rate Limit exception. Is there any way through which we can hit 500 requests in less than 30 sec, or hit a simple call and get 500 images? Our request payload is below: const input = { input: { bounds: { properties: { crs: "http://www.opengis.net/def/crs/OGC/1.3/CRS84", }, geometry: { type: "Polygon", coordinates: [coordinates], }, }, data: [ { type: "S2L2A", dataFilter: { timeRange, mosaickingOrder: "leastCC", }, }, ], }, output: { width: w, height: basSize, responses: [ {

13512
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
NDWI: custom script for QGIS to match the EO browser

Hi!I am having trouble in obtaining the same image in the QGIS throgh the plugin compared to the EO browser for the NDWI. I have gone through some posts and the proposed scripts but it does shows the same image still… neither the custom scripts stored in the custom scripts repository, it is all black in the background.I would really appreciate some help, I am quite new with the tool.Thanks in advance! 

743
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
Cloud pixel percentage

I’m trying to create function to return cloud pixel percentage based on SCL Sentinel 2 L2A following these functions: //VERSION=3 function setup() { return { input: ["B02", "B03", "B04", "SCL"], output: { bands: 1 } }; } function calcCloudPercentage(SCL) { var cloudCount = 0; var totalPixels = SCL.length; for (var i = 0; i < totalPixels; i++) { if (SCL[i] === 3 || SCL[i] === 8 || SCL[i] === 9 || SCL[i] === 10) { cloudCount++; } } return cloudCount / totalPixels * 100; } function evaluatePixel(sample) { var cloudPercentage = calcCloudPercentage(sample.SCL); return [cloudPercentage]; } However, the functions always return “null”. Anyone could help to understand why this return?

2055
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
Accessing Sentinel data for lakes

Hi, While trying to explore the EO browser, I understood that there are images related to Chlorophyll index values (Ullysis Water Quality Viewer). Is there a possibility that I can directly access the raw data associated to the RGB images, directly from Sentinel-2. How do we download them into CSV format? We need it for location Devils Lake, North Dakota from the years 2016-2022 (May - Nov) or atleast one year or summer. Thanks,

1242
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
Statistical API: Exceeding width and length limits with goal of calculating tile statistics

Hi team, I want to calculate the percentage of clouds in a tile. However, I’ve encountered that the tile’s width exceeds the allowed 2,500 range. Would the most effective approach be to split the polygons into smaller chunks and process iteratively, or is there a more efficient workaround anyone can suggest on the tile level? I’m keen to maintain accuracy but also want to avoid excessive overhead if possible. Thanks in advance for any insights!

1164
S
8 months ago
S
SentinelHub User
posted in Sentinel Hub
Techniques to get high resolution images of given coordinates through EO Browser or Python package

Hello everyone, I am tackling a deep learning project and I need satellite images such as this one. Given I have a set of known coordinates, how and where can I get images of this resolution? Trying through EO Browser the best I get is with bilinear/bicubic upsampling and it is still blurry and not usable. The same with sentinelhub-py. Any advice on improving resolution of Sentinel products will be most welcome. My last resort will be super-resolution though I don’t think I will get much with it. Please note that I am not looking for commercial products (Pleiades etc).

882
S
8 months ago
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