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cogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofTILER WITH AUTH
Tiler with Auth. Goal: Add simple token auth. requirements: titiler.core, python-jose. Learn more about security over FastAPI documentation. 1 - Security settings (secret key) WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
MARTHA MORRISSEY
Martha is a machine learning engineer at Development Seed. She brings expertise around applying ML models to solve urban challenges and is expanding our modeling capabilities for detecting urban infrastructure like uncommon building types and energy grids faster and moreefficiently.
LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofTILER WITH AUTH
Tiler with Auth. Goal: Add simple token auth. requirements: titiler.core, python-jose. Learn more about security over FastAPI documentation. 1 - Security settings (secret key) WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
MARTHA MORRISSEY
Martha is a machine learning engineer at Development Seed. She brings expertise around applying ML models to solve urban challenges and is expanding our modeling capabilities for detecting urban infrastructure like uncommon building types and energy grids faster and moreefficiently.
LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
LAUNCHING HEALTHCARE.GOV Powering Heathcare.gov is a beautiful, fast, and completely CMS-free new website, developed using our approach to low-cost, low-maintenance web development, that has radically disruptive potential for traditional content management web projects. We built theINTRODUCING PEARL
Development Seed and Microsoft AI for Earth are launching PEARL, an AI-accelerated platform for fast land cover mapping, for experimental use.PEARL represents a new approach to combining human intelligence and scalable AI for fast, accurate land cover mapping. SATELLITE IMAGERY POWER TOOLS Landsat-util is a command line utility that makes it easy to search, download, and process Landsat imagery. It helps NGOs, small government agencies, and researchers to benefit from open satellite data. The Landsat Program has provided continuous imagery of the earth to thepublic since 1972.
CONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument). MEXICAN GOVERNMENT OPEN DATA The Mexican Government is investing heavily in open data to directly make government more effective and the country more productive. As part of this strategy the Government of Mexico created datos.gob.mx a massive data portal with open public data from across the Government. We worked with the Office of the President of Mexico to build a mapping tool that integrates directly with datos.gob.mxOLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind of FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind of FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files BLOG — DEVELOPMENT SEED Analysis of 1129 US cities and counties shows diverging patterns in the relationship between mobility and infection. This blog is the fifth in a series called “COG Talk”, which looks at ways to use Cloud-Optimized GeoTIFFs to efficiently render and analyze planetary-scale remote sensing data”. PEARL is a new approach tocombining human
BUILDING A BETTER ROAD NETWORK Openroads is a suite of road mapping and planning tools that empowers road managers to make better investment decisions. Development Seed is partnering with the World Bank to deploy Openroads in Vietnam and the Philippines. Openroads leverages tools from Taurus to build a better roadmap for road planners. At it’s core is Macrocosm, a powerfulOLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
MEXICAN GOVERNMENT OPEN DATA The Mexican Government is investing heavily in open data to directly make government more effective and the country more productive. As part of this strategy the Government of Mexico created datos.gob.mx a massive data portal with open public data from across the Government. We worked with the Office of the President of Mexico to build a mapping tool that integrates directly with datos.gob.mxCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities. WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
DEPENDENCIES
A lightweight service for creating map tiles from Cloud-OptimizedGeoTiff
CUSTOM SENTINEL 2 TILER 1. Create the CustomTiler. In order to create our custom tiler we will use the rio-tiler-pds S2COGReader and the different Tiler Factories from titiler. """ Sentinel 2 (COG) Tiler. Based on rio-tiler-pds and titiler >>> pip install titiler rio-tiler-pds """ from titiler.core.factory import MultiBandTilerFactory from titiler.core.dependenciesTHE GREENHOUSE
Innovation Bringing modern machine learning algorithms to satellite imagery. Skynet is an application of Segnet, a convolutional neural network approach for semantic segmentation.We've built a suite of tools around Skynet to collect and manage training data, inventory trained models, produce useful vectorized data outputs, and optimize cleaning of that data. WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind of FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
PERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind of FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files BLOG — DEVELOPMENT SEED Analysis of 1129 US cities and counties shows diverging patterns in the relationship between mobility and infection. This blog is the fifth in a series called “COG Talk”, which looks at ways to use Cloud-Optimized GeoTIFFs to efficiently render and analyze planetary-scale remote sensing data”. PEARL is a new approach tocombining human
BUILDING A BETTER ROAD NETWORK Openroads is a suite of road mapping and planning tools that empowers road managers to make better investment decisions. Development Seed is partnering with the World Bank to deploy Openroads in Vietnam and the Philippines. Openroads leverages tools from Taurus to build a better roadmap for road planners. At it’s core is Macrocosm, a powerfulOLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
MEXICAN GOVERNMENT OPEN DATA The Mexican Government is investing heavily in open data to directly make government more effective and the country more productive. As part of this strategy the Government of Mexico created datos.gob.mx a massive data portal with open public data from across the Government. We worked with the Office of the President of Mexico to build a mapping tool that integrates directly with datos.gob.mxCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities. WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
DEPENDENCIES
A lightweight service for creating map tiles from Cloud-OptimizedGeoTiff
CUSTOM SENTINEL 2 TILER 1. Create the CustomTiler. In order to create our custom tiler we will use the rio-tiler-pds S2COGReader and the different Tiler Factories from titiler. """ Sentinel 2 (COG) Tiler. Based on rio-tiler-pds and titiler >>> pip install titiler rio-tiler-pds """ from titiler.core.factory import MultiBandTilerFactory from titiler.core.dependenciesTHE GREENHOUSE
Innovation Bringing modern machine learning algorithms to satellite imagery. Skynet is an application of Segnet, a convolutional neural network approach for semantic segmentation.We've built a suite of tools around Skynet to collect and manage training data, inventory trained models, produce useful vectorized data outputs, and optimize cleaning of that data. WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities.LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARE Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities.LIBRA
: 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files TEAM — DEVELOPMENT SEED Ruben leads our Data Team in Ayacucho and builds tools for better mapping workflows. Drew is a data analyst and developer at Development Seed building tools that tell rich data stories. Junior is part of the Data Team and is an active contributor to the OpenStreetMap community. TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
GENERAL APPLICATION
Development Seed embraces diversity and equal opportunity in a serious way. We are committed to building a team that represents a variety of backgrounds, perspectives, and skills. The more inclusive we are, the better our work will be. Apply now. Take DevSeed to the next level ofPERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings. SKYNET - MACHINE LEARNING FOR SATELLITE IMAGERY Skynet is our machine learning platform. It quickly scans vast archives of satellite and drone imagery and delivers usable insights to decisionmakers. Our partners use Skynet to reliably extract roads and buildings from images that NASA, ESA, and private satellites and drones record daily. The tool is remarkably versatile.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
MAPPING THE ELECTRIC GRID Using ML to augment human tracing of HV infrastructure. Many people in the world still do not have access to electricity. In developing nations, this problem is especially acute as it limits participation in modern economy and culture. WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARECANNABIS SEED DEVELOPMENTPLANT SEED DEVELOPMENTSEED DEVELOPMENT PDFSOYBEAN SEED DEVELOPMENTFERTILIZATION AND SEED DEVELOPMENT STEPS Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities. LIBRASEED DEVELOPMENT PDFSTAGES OF SEED DEVELOPMENTFERTILIZATION AND SEED DEVELOPMENT STEPS : 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files WELCOME — DEVELOPMENT SEEDLABSTEAMCUMULUSSATELLITE IMAGERY POWER TOOLSSKYNETLAUNCHING HEALTHCARECANNABIS SEED DEVELOPMENTPLANT SEED DEVELOPMENTSEED DEVELOPMENT PDFSOYBEAN SEED DEVELOPMENTFERTILIZATION AND SEED DEVELOPMENT STEPS Our tools deliver streaming insights on the planet and populations, delivered when, where, and how decisions are made. Accelerated and accessible earth science and geospatial analysis. Planetary AI for a rapidly changing planet. Empower doers and decisionmakers with TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
OUTPUT DATA FORMAT
Output data format. TiTiler supports the common output format for map tiles: JPEG, PNG and WEBP. While some formats (e.g PNG) are able to encode Uint16 or Float datatypes, most web browsers only supports 8 bit data (meaning that it has to be between 0 and 255). It's on the user to know what datatype is the input source (COG), and what kind ofCONNECTIVITY ATLAS
Connectivity Atlas. Infrastructure connects and defines us. The roads, pipelines and Internet cables that deliver our services also shape our opportunities, our vulnerabilities and our identities. LIBRASEED DEVELOPMENT PDFSTAGES OF SEED DEVELOPMENTFERTILIZATION AND SEED DEVELOPMENT STEPS : 0° - 180° +-Leaflet | © OpenStreetMap contributors | © OpenStreetMap contributors ↓TILER WITH AUTH
Goal: Add simple token auth. requirements: titiler.core, python-jose Learn more about security over FastAPI documentation. 1 - Security settings (secret key) """Security Settings. app/settings.py """ from pydantic import BaseSettings class AuthSettings(BaseSettings): """Application settings""" # Create secretkey using `openssl
CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
FACTORY - TITILER - DEVELOPMENT SEED This Method register routes to the router. Because we wrap the endpoints in a class we cannot define the routes as methods (because of the self argument).OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
CONNECTIVITY ATLAS
Connectivity Data. The connectivity Atlas is a collaborative data project. The Atlas is incomplete. Please help us to make it better by contributing data. All of the datadata on the Connectiviy Atlas is open and available for reuse. For most datasets we link to the original source files TEAM — DEVELOPMENT SEED Ruben leads our Data Team in Ayacucho and builds tools for better mapping workflows. Drew is a data analyst and developer at Development Seed building tools that tell rich data stories. Junior is part of the Data Team and is an active contributor to the OpenStreetMap community. TITILER - DEVELOPMENT SEED TiTiler. A modern dynamic tile server built on top of FastAPI and Rasterio/GDAL. Titiler, pronounced tee-tiler ( ti is the diminutive version of the french petit which means small), is a set of python modules that focus on creating FastAPI application for dynamic tiling. Note: This project is the descendant of cogeo-tiler andcogeo-mosaic-tiler.
BEAUTIFUL IMAGERY BROWSING Libra makes this powerful resource accessible to more organization by making it radically easier to find, download and begin working with Landsat imagery. Libra is a continuation of Development Seed’s ongoing efforts to make satellite imagery more accessible. Libra was born out of work with Astro Digital to create the most usable imagerybrowser.
GENERAL APPLICATION
Development Seed embraces diversity and equal opportunity in a serious way. We are committed to building a team that represents a variety of backgrounds, perspectives, and skills. The more inclusive we are, the better our work will be. Apply now. Take DevSeed to the next level ofPERFORMANCE TUNING
Performance Tuning Overview¶. Titiler makes use of several great underlying libraries, including GDAL and Python bindings to GDAL.An effective deployment of titiler generally requires tweaking GDAL configuration settings. SKYNET - MACHINE LEARNING FOR SATELLITE IMAGERY Skynet is our machine learning platform. It quickly scans vast archives of satellite and drone imagery and delivers usable insights to decisionmakers. Our partners use Skynet to reliably extract roads and buildings from images that NASA, ESA, and private satellites and drones record daily. The tool is remarkably versatile.CONNECTIVITY ATLAS
Explore how global infrastructure links us all with the ConnectivityAtlas.
MAPPING THE ELECTRIC GRID Using ML to augment human tracing of HV infrastructure. Many people in the world still do not have access to electricity. In developing nations, this problem is especially acute as it limits participation in modern economy and culture. WORKING WITH MOSAICJSON Working With MosaicJSON¶. MosaicJSON¶. MosaicJSON is a specification created by DevelopmentSeed which aims to be an open standard for representing metadata about a mosaic of Cloud-Optimized GeoTIFF (COG)files.
OLAF VEERMAN
Location. Lisbon, Portugal. Pronouns. he/him. Olaf leads project operations at Development Seed, making sure our engineers and designers are set up to build high quality products for our partners. Since joining in 2015, Olaf has led out project strategy and implementation of some of our biggest and most complex projects withpartners like NASA
DEVELOPMENT SEED
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TO UNDERSTAND A CHANGING PLANET WE CREATE, ANALYZE AND DISTRIBUTE MASSIVE AMOUNTS OF DATA. WITH POWERFUL NEW TOOLS, WE CAN SEE THE PLANET, LIVE, LIKE NEVERBEFORE.
Rapid advances in machine learning, coupled with cheap cloud computing, allow us to draw meaningful insights in real time from satellites, sensors, and phones. MACHINE LEARNING FOR SATELLITE IMAGERY Our machine learning tools scan satellite and drone imagery, detecting buildings, roads, and crops. From road management to disaster response, we can quickly provide situational awareness in the mostremote areas.
PLANETARY DATA IN THE CLOUD NASA's earth science data archive is massive. They manage 25 petabytes across 6 700 products, producing terabytes more every day. We're helping move their data production and archival operations to thecloud.
MAPPING THE PLANET
Our world-class data team creates and curates geospatial data with high speed and accuracy. We can quickly map your city or project area. We create pixel-perfect training data for machine learning.Learn more
WORKING FOR THE PEOPLE WHO WORK ON THE WORLD'S HARDEST PROBLEMS. We roll our tools into fully automated pipelines, and deliver real-time monitoring and forecasting at a global scale. ROAD INFRASTRUCTURE PLANNING The World Bank and its partners use Development Seed tools to detect, manage, and plan roads investments that serve all citizens. REAL-TIME DISASTER DATA We'll be at State of the Map sharing a vision for using machine learning to help disaster mappers work faster and more accurately.Learn more
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We are crunching decades of satellite imagery and radar data to help energy planners connect the 1.1 billion unplugged.Learn more
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