Energy Carbon Intensity

Definition

Average Carbon Intensity

Average number of grams of carbon dioxide that is emitted by energy consumption in a specific time frame (e.g. one hour). Location-based accounting is used, not market-based.

Marginal Carbon Intensity

Grams of carbon dioxide that is emitted caused by an additional energy consumption (e.g. if workloads are shifted to a different time).

Sources with real-time grid data

Electricity Maps

Electricity Maps Visualization

https://app.electricitymaps.com/

updated hourly, 50+ countries

Visualization is open source: https://github.com/electricitymaps/electricitymaps-contrib

CO2signal API

https://www.co2signal.com/

API to get the most recent carbon intensity numbers for any country on Electricity Maps.
Free for individual users and developers.

API documentation: https://docs.co2signal.com

WattTime

https://www.watttime.org/explorer/#4/51.34/10.45

Live global coverage map

Code is provided open source by bluehands and data is published as CC0 by Fraunhofer (see section #Energy Charts below).

https://www.carbon-aware-computing.com/

https://github.com/bluehands/Carbon-Aware-Computing

Actual Grid Intensity (Swagger UI): https://intensity.carbon-aware-computing.com/swagger/UI

Forecast API (Swagger UI): https://forecast.carbon-aware-computing.com/swagger/UI

Carbon Intensity API (UK only)

https://www.carbonintensity.org.uk/

Open Grid Emissions by Singularity (US only)

https://singularity.energy/open-grid-emissions

Sources with aggregated data

Energy Charts

https://www.energy-charts.info/

Die Rohdaten werden von Wissenschaftlern des Fraunhofer-Institut für Solare Energiesysteme ISE aus zahlreichen Quellen stündlich oder täglich abgerufen und für die Darstellung aufbereitet.

Agorameter

https://www.agora-energiewende.de/en/service/recent-electricity-data/

All data is usually entered within 48 hours.

Ember

Ember provides electricity demand, generation, capacity and CO2 data by country for free. The data is updated monthly.

Ember API

https://ember-energy.org/data/api/

API for open electricity data on yearly and monthly electricity generation, demand, power sector emissions and carbon intensity

Electricity Data Explorer

https://ember-climate.org/data/data-tools/data-explorer/

Many datasets including yearly CO2 intensity data per country.
Can also be used to compare countries or regions.

Our World in Data

https://ourworldindata.org/grapher/carbon-intensity-electricity

Chart and Map based on the data from Ember.

Visualizations

Animation: Carbon intensity of electricity consumption of the last 25 days (Twitter)

ElectricityMap Visualisations in R | by Grant Chalmers | The Kernel | Medium

Energy Carbon Intensity-1687858260740.jpeg

Source: https://www.linkedin.com/posts/grant-chalmers_rstats-ggplot2-tidyverse-activity-7079284552275279872-ElfA

Usages

Carbon-Aware Computing

Values per Energy Source

Carbon emissions of different electricity supply technologies