OpenAQ

Tutorials

• Accessing data from the OpenAQ archive by OpenAQ
  Amazon S3
• OpenaQ direct file access ObservableHQ notebook by OpenAQ
  Amazon S3
• Querying with AWS Athena by OpenAQ
  Amazon Athena

Tools & Applications

• OpenAQ Aggregator by Kapil Sreedharan
  
• ropenaq R package by Maëlle Salmon
  
• Smokey: Air Quality Bot by Amrit Sharma
  

Publications

• Enabling rapid COVID-19 and air pollution analysis across the globe with OpenAQ and AWS by Christa Hasenkopf
  

Scottish Public Sector LiDAR Dataset

Tutorials

• LiDAR Tutorial using QGIS by Michal Michalski
  
• LiDAR Tutorial using R by Michal Michalski
  

Tools & Applications

• Scottish Remote Sensing Portal by Scottish Government and Joint Nature Conservation Committee (JNCC)
  

Publications

• Large area archaeological survey in the age of big data and machine learning by Dave Cowley, George Geddes, Łukasz Banaszek, Kirsty Millican and Iris Kramer
  
• Making LiGHT Work of Large Area Survey? Developing Approaches to Rapid Archaeological Mapping and the Creation of Systematic National-scaled Heritage Data by Dave Cowley, Łukasz Banaszek, George Geddes, Angela Gannon, Mike Middleton and Kirsty Millican
  
• New light on medieval settlement in lowland Scotland by Dave Cowley and Piers Dixon
  
• Towards National Archaeological Mapping. Assessing Source Data and Methodology - A Case Study from Scotland by Łukasz Banaszek, Dave Cowley and Mike Middleton
  

New York City Taxi and Limousine Commission (TLC) Trip Record Data

Tutorials

• Build a Real-time Stream Processing Pipeline with Apache Flink on AWS by Steffen Hausmann
  
• Build and run streaming applications with Apache Flink and Amazon Kinesis Data Analytics for Java Applications by Steffen Hausmann
  
• Deep Dive on Flink & Spark on Amazon EMR by Keith Steward
  
• Exploring data with Python and Amazon S3 Select by Manav Sehgal
  
• Machine learning on distributed Dask using Amazon SageMaker and AWS Fargate by Ram Vittal
  
• Optimizing data for analysis with Amazon Athena and AWS Glue by Manav Sehgal
  

End-Use Load Profiles for the U.S. Building Stock

Tutorials

• BuildStockQuery: a python library designed to simplify and streamline the process of querying datasets generated by ResStock and ComStock by National Renewable Energy Laboratory (NREL)
  
• Tutorials, how-to guides, explanations, and reference material for users of the ComStock dataset. by National Renewable Energy Laboratory (NREL)
  

Tools & Applications

• Web-Based Data Viewer for Commercial Load Profiles by National Renewable Energy Laboratory (NREL)
  
• Web-Based Data Viewer for Residential Load Profiles by National Renewable Energy Laboratory (NREL)
  

Publications

• End-Use Load Profiles for the U.S. Building Stock by E. Wilson, A. Parker, A. Fontanini, et al.
  

Prefeitura Municipal de São Paulo (PMSP) LiDAR Point Cloud

Tools & Applications

• Entwine by Hobu, Inc.
  
• Fusion by US Department of Agriculture - Forest Service
  
• LAStools by rapidlasso GmbH, GERMANY
  
• PDAL - Point Data Abstraction Library by PDAL Contributors
  

Publications

• Describing the Vertical Structure of Informal Settlements on the Basis of LiDAR Data – A Case Study for Favelas (Slums) in Sao Paulo City by S. C. L. Ribeiro, M. Jarzabek-Rychard, J. P. Cintra, H.-G. Maas
  

Sanborn Maps Data Package

Tutorials

• Fire Insurance Maps at the Library of Congress: A Resource Guide by Julie Stoner, Reference Librarian, Geography and Map Division, Library of Congress
  
• README data cover sheet by Library of Congress
  
• Sanborn Map Data Python Tutorial (Jupyter notebook) by Library of Congress
  

Tools & Applications

• Sanborn Atlas Volume Finder by Julie Stoner and Meagan Snow, Geography and Map Division, Library of Congress
  

Publications

• Introduction to the Collection by Walter W. Ristow
  

Speedtest by Ookla Global Fixed and Mobile Network Performance Maps

Tutorials

• Bootstrapping Dask on 1000 cores with AWS Fargate by Imri Paran
  AWS FargateAmazon EKS
• How to deliver performant GIS desktop applications with Amazon AppStream 2.0 by Ethan Fahy and Spencer DeBrosse
  Amazon AppStream 2.0Amazon RDS
• Launching Lonboard - A Python library for extremely fast geospatial vector data visualization in Jupyter by Kyle Barron
  
• New Year, Great Data: The Best Ookla Open Data Projects We’ve Seen So Far by Katie Jolly
  

Open City Model (OCM)

Tutorials

• Investigating environmental characteristics of US cities using publicly available ASDI datasets by Darren Ko
  
  Amazon SageMaker Studio Lab
• Running queries on Open City Model using AWS Athena by Allen Gilliland
  Amazon Athena
• Using Open City Model with the 3dCityDB by Allen Gilliland
  

Swiss Public Transport Stops

Tools & Applications

• Map Viewer by Swiss Geoportal