WELCOME TO CAT!
Your Data Toolkit for Emissions Scenario Management
BY GAO LABS @ CORNELL UNIVERSITY

QUANTIFY YOUR EMISSIONS

HASSLE-FREE

Your one-stop shop for estimating emissions from transportation, all from your web browser!
  • Visualize your emissions
  • Draft your emissions report
  • Find your optimal emissions scenario
  • Order estimates for your custom scenario
Featured
VISUALIZER TRY IT
Our tools make reporting emissions easier than ever
CAT lets you access our powerful set of emissions estimators and visualizers right in your browser – no complex setup required. Individual users only need a browser - we handle everything else.
Friction Free
Analyze, visualize, and report emissions from transportation, directly from your browser.
VISUALIZER
Dashboard for visualizing emissions metrics for your county or states.
CALCULATOR
Dashboard for quick emissions scenario comparisons, powered by CATSERVER.
CAT API
Public Web API for Custom Queries of Emissions Data
Endless customizability
Customize your emissions analytics with our suite of data science packages. Predict and optimize emissions with the ease of a few keystrokes in your preferred coding environment, using containerized packages.
MOVESLite
R package for fast emissions estimation from models of Pre-Run MOVES estimates
Policy Optimizer
R package for Optimization for Cost-Effective Reduction of Transportation Emissions in US Counties
MOVES Anywhere
Docker Image for containerized MOVES Emissions estimation, with simplified data input and output.
About us

Climate Action in Transportation (CAT) is a platform of software tools that help decision-makers measure, visualize, and act to reduce emissions from on-road transportation, for US states, counties, and metropolitan planning organizations. This web-based platform (1) estimates any county’s emissions, (2) visualizes emissions with dashboards and downloadable content, and (3) identifies optimal low-carbon transportation policies for that county.

This platform is powered by ‘CATSERVER’, our growing database of emissions estimates for numerous pollutants for most every county in the United States. CATSERVER and CAT products use estimates generated by the EPA’s MOVES software - the gold standard for emissions estimation in the US - or validated models derived from MOVES.

Housed at Cornell University, our team includes researchers, postdocs, PhD students, and Masters students from many disciplines, led by Lead Developer Dr. Tim Fraser and Principal Investigator Dr. H. Oliver Gao.

What we are doing

Throughout the US, state, county, and city decision-makers are using the EPA’s MOVES software to estimate emissions from transportation as they design and upgrade their transportation systems. But running MOVES requires significant computing resources, time, and technical expertise, posing prohibitive barriers to effective climate action. Then, drawing conclusions from raw MOVES databases requires significant data analytics and visualization expertise. The CAT platform and its suite of software products help decision-makers access MOVES’s insights without these barriers, applying data analytics and visualization tools to (1) pre-run MOVES estimates, (2) real-time MOVES estimates with distributed cloud computing, and (3) ML and AI models of MOVES data.

Our objective is to bridge these twin (a) data access and (b) data communication problems to accelerate climate action in transportation, by offering policymakers a faster, more accessible, and credible platform for assessing the impacts of transportation decisions on greenhouse gas emissions.

TechStack
Our tech stack is designed to handle cloud computing and web app serving at scale. We are updating our tech stack according to ongoing needs and recent industrial developments.
  • Databases: MySQL, MariaDB
  • Mapping: TIGRIS API, R, sf
  • AI & ML: Python/R, TensorFlow
  • App Development: R ShinyApps, Plumber APIs, HTML, CSS
  • Cloud: Google Cloud Run Jobs, Web Services, Workflows, Cloud MySQL, Docker
  • Daily: Git, Github, Slack, Google Drive
Contact Us

For any questions or to discuss our research in more detail, please feel free to reach out to:

Tim Fraser, PhD

CAT Lead Developer

tmf77@cornell.edu