Methodology & sources

Clear numbers need
clear boundaries.

This site is designed for intuition and conversation. It is not a substitute for a formal greenhouse-gas inventory.

Three related—not interchangeable—ideas

CO₂

One gas

Carbon dioxide is a heat-trapping gas released by activities such as burning fossil fuels and changing land use.

CO₂e

One warming scale

Carbon-dioxide equivalent expresses different greenhouse gases on a common warming scale. The calculators report emissions in CO₂e.

PPM

A concentration

Parts per million describes atmospheric CO₂ concentration. It is not an emissions amount and cannot be converted directly into kg CO₂e.

GWP100 and the meaning of CO₂e

Global warming potential compares the warming effect of a greenhouse gas with carbon dioxide over a stated period. The most common accounting convention is GWP100: a 100-year time horizon. It makes gases addable on one CO₂e scale, but does not mean they behave the same way in the atmosphere. Methane, for example, has a stronger near-term effect and a shorter atmospheric lifetime than CO₂.

The IPCC learning module uses GWP100 from IPCC AR6 Working Group I and records its assessment year. Calculator and comparison factors retain the basis of the cited source. When a source does not identify the GWP assessment used, Carbon in Context does not silently relabel the number as AR6.

How to read a result

01

“About” is important

Real emissions vary. We show a central illustrative estimate and keep the assumptions close by.

02

Quantities matter

Explore cards use different base units. The comparison tray asks for quantities before placing results side by side.

03

Boundaries differ

Food and purchases use lifecycle estimates; direct fuel use may cover a narrower boundary. Each factor says what is included.

Why results vary

One kg CO₂e is the same emissions amount anywhere. What changes is how much of an activity produces it. Carbon in Context marks directly electricity-dependent estimates as Grid-sensitive and always shows the electricity geography and data year used.

A location-based electricity estimate uses the average emissions intensity of a grid within a defined geography and period. That means the same charge, wash or kWh can have a different footprint on a lower- or higher-carbon grid. This follows the principle described in the GHG Protocol Scope 2 guidance ↗.

GRID

Electricity

Country, region, season and year can change grid intensity. The labelled average is a transparent reference, not an assumption about the visitor’s location.

FUEL

Vehicles and heating

Fuel type, vehicle efficiency, traffic, boiler efficiency, water flow and temperature alter direct-fuel results.

PRODUCT

Manufactured goods

Factory location, production energy, recycled content, material weight, transport, product lifetime and lifecycle boundary all matter.

FOOD + TRAVEL

Supply chains and routes

Farm systems, land use, serving size, route, cabin, aircraft and occupancy can create meaningful variation around a central estimate.

Common questions

Good context starts
with honest limits.

01What does CO₂e mean?

Carbon-dioxide equivalent, or CO₂e, places different greenhouse gases on one warming scale so they can be added and compared. The site keeps the GWP basis used by each cited source rather than silently treating every factor as an AR6 value.

02How accurate are the estimates?

Each result is a central educational estimate labelled “About.” Real footprints vary with location, technology, production, route and behaviour, so the assumptions, boundary, confidence and source are shown beside the result.

03Does the website store dates or calculator inputs?

No. Birthday dates, airport searches, calculator values and scenarios are processed in your browser and are not placed in a personal database. Only the selected unit preference may remain on your device. A shared URL can reveal the values encoded in it.

04Which information updates automatically?

Recent atmospheric CO₂ and global emissions views check same-site refresh layers backed by NOAA and Our World in Data, then fall back to bundled snapshots if needed. Emissions factors remain reviewed, versioned snapshots so calculator results do not change silently.

05Can these results be used for formal carbon reporting?

No. Carbon in Context is designed for learning, intuition and conversation. Formal inventories require organisation-specific boundaries, activity data, audit controls and reporting standards that these tools do not provide.

Comparison register

Every comparison is a defined reference unit—not a claim that every product or activity has the same footprint. The AI prompt is Google’s measured Gemini median, the hot wash is a 60°C European scenario, and the shower minute is a reproducible UK gas-heating scenario. Their cards keep those boundaries visible.

“Homes’ electricity” means the annual electricity-related emissions of an average US home, not its total household footprint. A “tree-year” is one year of estimated absorption by one medium-growth tree in a dispersed US urban or suburban setting. EPA’s method averages across the first ten years and applies survival probabilities: 60 kg CO₂ ÷ one tree-year. It is an equivalency, not a planting prescription or a guarantee for an individual tree.

ComparisonCO₂e per unitGeographyAssumptionSource
mugs of black coffee430 g CO₂eGlobal average15 g ground coffee, excluding milkPoore & Nemecek, via OWID (2018) ↗
smartphone charges12.4 g CO₂eUS equivalencyRepresentative full charge using 2022 US electricity dataEPA equivalencies methodology (2026) ↗
cotton T-shirts produced3 kg CO₂eGlobal production modelProduction of one 154 g cotton T-shirt, from raw-material extraction through final assembly; use and disposal excludedSchmutz, Hischier & Som lifecycle study (2021) ↗
lightweight single-use plastic grocery bags25.3 g CO₂eUK lifecycle modelOne 8.12 g HDPE supermarket bag used once; 2.082 kg CO₂e for the study's 82.14-bag reference flow, without secondary reuseUK Environment Agency carrier-bag LCA (2011) ↗
aluminium drinks cans produced77.1 g CO₂eNorth American industry averageAverage 13.6 fl oz can, raw-material extraction through finished-can production; beverage, use and end of life excludedAluminum Association North American can LCA (2021) ↗
km driven in an average petrol (gasoline) car161.5 g CO₂eUK factorAverage UK petrol car; direct tailpipe CO₂e, excluding fuel productionUK Government 2026 flat factors (2026) ↗
one-way London–Paris economy passenger trips43.3 kg CO₂eUK factorOne passenger in one economy seat, one way; route distance and non-CO₂ aviation uplifts includedUK Government 2026 flat factors (2026) ↗
one-way London–New York economy passenger trips648.4 kg CO₂eUK factorOne passenger in one economy seat, one way; route distance and non-CO₂ aviation uplifts includedUK Government 2026 flat factors (2026) ↗
beef burgers5.97 kg CO₂eGlobal average60 g beef patty using the global beef-herd meanPoore & Nemecek, via OWID (2018) ↗
servings of chicken produced990 g CO₂eGlobal averageLifecycle emissions of producing a 100 g serving; global-average full supply chainPoore & Nemecek, via OWID (2018) ↗
days of average US home energy20.4 kg CO₂eUS equivalencyEPA’s 7.45 t CO₂ per home-year for electricity and household fuels, divided by 365EPA equivalencies methodology (2026) ↗
average US homes’ electricity for a year4.8 tonnes CO₂eUS equivalencyEPA’s 4.798 t CO₂ per average US home-year, based on 2022 electricity use and grid dataEPA equivalencies methodology (2026) ↗
hot 60°C laundry loads510 g CO₂e23-country European averageMedian operational electricity emissions for a 60°C-or-higher wash; based on 2014 behaviour and 2012 grids, with detergent, tumble drying and appliance manufacture excludedShahmohammadi et al. laundry-washing LCA (2018) ↗
minutes of a gas-heated hot shower51.6 g CO₂eUK gas-heating scenarioReproducible scenario: 7.3 L/min, water heated from 10°C to 40°C by a 90%-efficient gas boiler; UK 2026 combustion factor; water supply and toiletries excludedShahmohammadi et al. shower model + UK Government factor (2026) ↗
iPhone 16 phones made and used56 kg CO₂eProduct-specific lifecycle assessment128 GB model, cradle to graveApple product environmental report (2025) ↗
13-inch MacBook Air M4 lifecycles120 kg CO₂eProduct-specific lifecycle assessment256 GB configuration, cradle to graveApple product environmental report (2025) ↗
hours of video streaming36 g CO₂eGlobal estimateIEA 2019 central estimateInternational Energy Agency (2020) ↗
median Gemini AI text prompts0.03 g CO₂eGoogle fleet measurementGoogle's May 2025 median Gemini Apps text prompt; operational inference only. This is one measured text-prompt benchmark, not a universal AI-query factor: text length, model and provider can differ greatlyGoogle AI inference measurement (2025) ↗
EPA tree-years of CO₂ absorption60 kg CO₂eUS equivalencyOne tree-year means about 60 kg CO₂ absorbed by one medium-growth urban tree in an average year across its first decade; survival-weighted, not a planting prescriptionEPA urban-tree equivalency (2026) ↗

Atmospheric CO₂

For dates with a valid NOAA daily mean, we show that measurement. Otherwise we use the corresponding NOAA monthly mean. Before the continuous Mauna Loa record, we interpolate between annual historical anchors derived from NOAA-hosted Antarctic ice-core and firn records. Historical results are labelled estimates and never presented with false day-level precision. The deep-time chart uses NOAA’s revised Antarctic 800,000-year composite (Bereiter et al., 2015; dataset DOI 10.25921/ff81-7s34).

Live when available, bundled for reliability

The site’s same-origin atmospheric data layer checks NOAA’s public record and caches successful responses for six hours. The emissions learning layer checks four fixed Our World in Data chart endpoints once per day. Neither receives a selected date, country choice or visitor input. If either source is unavailable, the browser automatically uses a versioned bundled snapshot. Airport search always uses a bundled public-domain OurAirports directory, and no visitor location is detected.

Freshness: every automatically refreshed view displays its newest available data year or month and upstream update date. Annual emissions estimates are never presented as real-time measurements. Factors remain versioned separately and never change silently.

Source review and corrections

Automatic NOAA and OWID feeds are checked for structure, freshness, parsing failures and fallback behaviour every quarter. Manually curated emissions factors are reviewed every six months and receive a new version whenever a value, boundary, geography or source changes. IPCC material receives an annual source and errata review, plus a major review when a new assessment becomes available.

Methodology changes are recorded even when a numerical value stays the same. Time-sensitive social material expires when a newer underlying dataset is published; evergreen material is reviewed annually. If a material source or calculation error is found, affected material is replaced or withdrawn and a dated correction note records the cause and remedy.

Global emissions learning data

The Learn page uses production-based CO₂ emissions from fossil fuels and industry, excluding land-use change, from the Global Carbon Budget through Our World in Data. Its sector view is a separate Climate Watch dataset covering carbon dioxide, methane and nitrous oxide on a 100-year CO₂e scale. Because those boundaries and gases differ, the page does not compare the sector total directly with the CO₂-only total. Country figures are territorial estimates; international aviation and shipping are included only in the world total.

IPCC AR6 learning snapshot

The gases, sector, regional-contribution and pathway modules are a bundled, versioned snapshot of the Sixth Assessment Report. They do not call an IPCC service at runtime and therefore cannot silently change. Pathways are modelled ranges, not predictions. The policy baseline is permanently labelled as reflecting policies implemented through the end of 2020.

Dataset: ipcc-ar6-learning, version ar6-2022.1; assessed 2022; reviewed 2026-08-05. Regional shares and pathway values can differ slightly from 100% or the displayed global total because published IPCC values are rounded and land-use estimates carry substantial uncertainty.

Regional electricity profiles

Electricity calculations use power-sector carbon intensity per kWh generated, not a full lifecycle factor. The world average is the default; choosing a region changes only the electricity factor and is encoded in the shareable URL. A lower-carbon factor reduces the calculated emissions for the same electricity use; a higher-carbon factor increases them.

RegionFactorSnapshot yearSource
World average0.45829 kg CO₂e / kWh2025Ember, via Our World in Data ↗
United Kingdom0.21741 kg CO₂e / kWh2025Ember, via Our World in Data ↗
United States0.3844 kg CO₂e / kWh2025Ember, via Our World in Data ↗
European Union0.2099 kg CO₂e / kWh2025Ember, via Our World in Data ↗
United Arab Emirates0.46751 kg CO₂e / kWh2024Ember, via Our World in Data ↗
India0.67013 kg CO₂e / kWh2025Ember, via Our World in Data ↗
Australia0.52518 kg CO₂e / kWh2025Ember, via Our World in Data ↗
Brazil0.10995 kg CO₂e / kWh2025Ember, via Our World in Data ↗

Factor register

ActivityFactorBoundary / confidenceSource / version
Petrol carTravel0.16152 kg CO₂e / kmDirect tailpipe CO₂e for an average UK petrol car; fuel production is excluded
UK average used as an illustrative default
High confidence. Vehicle efficiency, occupancy, traffic and driving style change the result.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Short-haul economy flightTravel0.12576 kg CO₂e / passenger-kmDirect passenger-flight CO₂e including the official 8% distance uplift and 1.7 non-CO₂ aviation multiplier; fuel production is excluded
UK short-haul economy method
High confidence. Route, aircraft, loading, weather and the treatment of non-CO₂ effects can materially change the estimate.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Medium-haul economy flightTravel0.12576 kg CO₂e / passenger-kmThe official short-haul economy factor used as a transparent proxy, including distance and aviation uplifts
UK short-haul economy proxy
Medium confidence. This is a distance-band proxy; use the airport calculator for a route-specific estimate.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Long-haul economy flightTravel0.11704 kg CO₂e / passenger-kmDirect passenger-flight CO₂e including the official 8% distance uplift and 1.7 non-CO₂ aviation multiplier; fuel production is excluded
UK long-haul economy method
High confidence. Route, aircraft, loading, weather and the treatment of non-CO₂ effects can materially change the estimate.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
London → Paris · one-way economy passengerTravel43.26 kg CO₂e / one-way passenger tripOne passenger in one economy seat, one way over an estimated 344 km route; official distance and aviation uplifts included
UK economy-cabin method
Medium confidence. Use the airport calculator for passenger, cabin and return-trip choices.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
London → New York · one-way economy passengerTravel648.4 kg CO₂e / one-way passenger tripOne passenger in one economy seat, one way over an estimated 5,540 km route; official distance and aviation uplifts included
UK economy-cabin method
Medium confidence. Use the airport calculator for passenger, cabin and return-trip choices.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
London → Dubai · one-way economy passengerTravel644.31 kg CO₂e / one-way passenger tripOne passenger in one economy seat, one way over an estimated 5,505 km route; official distance and aviation uplifts included
UK economy-cabin method
Medium confidence. Use the airport calculator for passenger, cabin and return-trip choices.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Dubai → Singapore · one-way economy passengerTravel683.51 kg CO₂e / one-way passenger tripOne passenger in one economy seat, one way over an estimated 5,840 km route; official distance and aviation uplifts included
UK economy-cabin method
Medium confidence. Use the airport calculator for passenger, cabin and return-trip choices.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
New York → Los Angeles · one-way economy passengerTravel465.12 kg CO₂e / one-way passenger tripOne passenger in one economy seat, one way over an estimated 3,974 km route; official distance and aviation uplifts included
UK economy-cabin method
Medium confidence. Use the airport calculator for passenger, cabin and return-trip choices.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Grid electricityHome0.45829 kg CO₂e / kWhPower-sector carbon intensity per kWh generated; not a full lifecycle factor
World average default; regional options available
High confidence. Grid intensity changes by country, season and hour; this uses a yearly central estimate.
Ember yearly electricity data, via Our World in Data (2025) ↗
Version 2026.07.30; reviewed 2026-07-30
Natural gasHome0.18231 kg CO₂e / kWhDirect combustion CO₂e on the gross calorific-value basis normally used for UK gas bills; upstream supply is excluded
UK average used as an illustrative default
High confidence. Boiler efficiency and upstream methane leakage vary; this factor covers combustion, not useful heat delivered.
UK Government 2026 flat conversion-factor file (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Beef servingFood9.95 kg CO₂e / 100 g servingFull supply chain including land-use change; derived from 99.48 kg CO₂e per kg beef-herd product
Global mean
Medium confidence. Farm systems differ enormously; this global mean is context, not a product label.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Chicken servingFood0.99 kg CO₂e / 100 g servingFull supply chain; derived from 9.87 kg CO₂e per kg poultry meat
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Cheese servingFood2.39 kg CO₂e / 100 g servingFull supply chain; derived from 23.88 kg CO₂e per kg cheese
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Tofu servingFood0.32 kg CO₂e / 100 g servingFull supply chain; derived from 3.16 kg CO₂e per kg tofu
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Bean servingFood0.18 kg CO₂e / 100 g servingFull supply chain; the dataset’s pulses category is used as the proxy
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Two eggsFood0.47 kg CO₂e / two-egg servingFull supply chain; assumes about 100 g edible product
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Rice portionFood0.33 kg CO₂e / 75 g dry servingFull supply chain; derived from 4.45 kg CO₂e per kg dry rice
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Glass of dairy milkFood0.79 kg CO₂e / 250 ml glassFull supply chain; derived from 3.15 kg CO₂e per kg milk
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Mug of black coffeeFood0.43 kg CO₂e / mugCoffee supply chain; assumes 15 g ground coffee and excludes milk
Global mean
Indicative confidence. Serving size, farming and preparation vary; adding milk changes the footprint.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Dark chocolate barFood2.33 kg CO₂e / 50 g barFull supply chain; derived from 46.65 kg CO₂e per kg dark chocolate
Global mean
Medium confidence. A representative central estimate; real results vary with supplier, technology, place and behaviour.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.07.30; reviewed 2026-07-30
Smartphone chargeDigital0.0124 kg CO₂e / full chargeElectricity for one representative full charge
US national electricity estimate using 2022 grid data
Indicative confidence. Battery size, charger losses and electricity source vary.
EPA GHG Equivalencies calculations and references (2026) ↗
Version 2026.07.30; reviewed 2026-07-30
Video streamingDigital0.036 kg CO₂e / hourOperational electricity for device, network and data centre
Global central estimate for 2019
Indicative confidence. Device, resolution, network and electricity mix matter; technology changes quickly.
IEA streaming video fact check (2020) ↗
Version 2026.07.30; reviewed 2026-07-30
iPhone 16 (128 GB)Purchases56 kg CO₂e / phoneManufacturer cradle-to-grave product carbon footprint
Model-specific global lifecycle assessment
High confidence. This is one model and storage size; other phones and lifetimes differ.
Apple iPhone 16 Product Environmental Report (2025) ↗
Version 2026.07.30; reviewed 2026-07-30
13-inch MacBook Air M4 (256 GB)Purchases120 kg CO₂e / laptopManufacturer cradle-to-grave product carbon footprint including accessories
Model-specific global lifecycle assessment
High confidence. This is one model and configuration; other laptops, storage sizes and lifetimes differ.
Apple M4 MacBook Air Product Environmental Report (2025) ↗
Version 2026.07.30; reviewed 2026-07-30
Pair of 501 jeansPurchases33.4 kg CO₂e / pairCradle-to-grave lifecycle including consumer care
Representative product lifecycle
Medium confidence. Fibre, factory, transport, washing and lifespan alter the result.
Levi Strauss 501 lifecycle assessment (2015) ↗
Version 2026.07.30; reviewed 2026-07-30
Cotton T-shirtPurchases15 kg CO₂e / shirtIllustrative lifecycle for 50 wears, assuming a hot-water wash after each wear
Global representative model
Indicative confidence. This is an older scenario model; cotton source, garment weight, washing, drying and lifespan can change the result substantially.
Carbon Trust International Carbon Flows — Clothing (2011) ↗
Version 2026.07.30; reviewed 2026-07-30
ApplesFood0.043 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.43 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
BananasFood0.086 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.86 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
BarleyFood0.118 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.18 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Beef from a dairy herdFood3.3299999999999996 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 33.3 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Beet sugarFood0.181 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.81 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Berries and grapesFood0.153 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.53 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
BrassicasFood0.051000000000000004 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.51 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Cane sugarFood0.32 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 3.2 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
CassavaFood0.132 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.32 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Citrus fruitFood0.039 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.39 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Farmed fishFood1.363 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 13.63 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
GroundnutsFood0.323 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 3.23 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Lamb and muttonFood3.972 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 39.72 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
MaizeFood0.16999999999999998 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.7 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Nuts (dataset category)Food0.043 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.43 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
OatmealFood0.248 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 2.48 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Onions and leeksFood0.05 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.5 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Other fruit (dataset category)Food0.10500000000000001 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.05 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Other vegetables (dataset category)Food0.053000000000000005 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.53 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
PeasFood0.098 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.98 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
PorkFood1.231 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 12.31 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
PotatoesFood0.046 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.46 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Farmed prawnsFood2.6870000000000003 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 26.87 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Root vegetablesFood0.043 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.43 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Soya milkFood0.098 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 0.98 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
TomatoesFood0.209 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 2.09 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Wheat and ryeFood0.157 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.57 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
WineFood0.179 kg CO₂e / 100 g ingredient portionSupply chain including land-use change; 1.79 kg CO₂e per kg product × 0.1 kg. Household cooking is not added.
Global mean
Medium confidence. A global category mean, not a recipe or product label. Farming and preparation differ. Aliases for grouped foods refer to the group, not a separate measurement.
Poore & Nemecek (2018), OWID food impacts dataset (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M4 13-inch (512 GB)Purchases128 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M4 15-inch (256 GB)Purchases147 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M4 15-inch (512 GB)Purchases155 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Pro M4 14-inch (512 GB)Purchases198 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Pro Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Pro M4 Pro 14-inch (512 GB)Purchases218 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Pro Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Pro M4 Max 14-inch (1 TB)Purchases248 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Pro Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M3 13-inch (256 GB)Purchases135 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M3 13-inch (512 GB)Purchases144 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M3 15-inch (256 GB)Purchases158 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M3 15-inch (512 GB)Purchases167 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2024) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M2 15-inch (256 GB)Purchases139 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2023) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M2 15-inch (512 GB)Purchases152 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2023) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M1 13-inch (256 GB)Purchases161 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2020) ↗
Version 2026.10.01; reviewed 2026-10-01
MacBook Air M1 13-inch (512 GB)Purchases181 kg CO₂e / laptopManufacturer cradle-to-grave footprint including accessories, packaging, distribution, four years of modelled use and end of life.
Apple US configuration; modelled regional product use
High confidence. Modelled for this configuration, not measured for your own device. Electricity, use and lifespan differ. Older reports remain dated snapshots.
Apple MacBook Air Product Environmental Report (2020) ↗
Version 2026.10.01; reviewed 2026-10-01
10 W LED lightHome0.0045829 kg CO₂e / hourConstant-power scenario: 10 W × 60 minutes ÷ 60,000 = 0.01 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
60 W incandescent lightHome0.027497399999999998 kg CO₂e / hourConstant-power scenario: 60 W × 60 minutes ÷ 60,000 = 0.06 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
100 W televisionHome0.045829 kg CO₂e / hourConstant-power scenario: 100 W × 60 minutes ÷ 60,000 = 0.1 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
50 W laptop useHome0.0229145 kg CO₂e / hourConstant-power scenario: 50 W × 60 minutes ÷ 60,000 = 0.05 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
2,000 W electric kettleHome0.045829 kg CO₂e / 3-minute useConstant-power scenario: 2000 W × 3 minutes ÷ 60,000 = 0.1 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
50 W electric fanHome0.0229145 kg CO₂e / hourConstant-power scenario: 50 W × 60 minutes ÷ 60,000 = 0.05 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
2,000 W electric heaterHome0.91658 kg CO₂e / hourConstant-power scenario: 2000 W × 60 minutes ÷ 60,000 = 2 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
1,000 W microwave inputHome0.03819083333333333 kg CO₂e / 5-minute useConstant-power scenario: 1000 W × 5 minutes ÷ 60,000 = 0.08333333333333333 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
1,500 W hairdryerHome0.05728625 kg CO₂e / 5-minute useConstant-power scenario: 1500 W × 5 minutes ÷ 60,000 = 0.125 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
800 W vacuum cleanerHome0.091658 kg CO₂e / 15-minute useConstant-power scenario: 800 W × 15 minutes ÷ 60,000 = 0.2 kWh. Excludes manufacture and disposal.
Selected electricity region; world average default
Indicative confidence. Power and duration are illustrative assumptions, not appliance averages. Cycling and settings change results. kWh = watts × hours ÷ 1,000 (EIA electricity units).
Ember 2025 electricity intensity, via OWID; stated power × time assumption (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
Cotton T-shirt productionPurchases3 kg CO₂e / shirtProduction of one 154 g cotton T-shirt, from raw-material extraction through final assembly; use and disposal excluded
Global production model
Medium confidence. Production of one 154 g cotton T-shirt, from raw-material extraction through final assembly; use and disposal excluded
Schmutz, Hischier & Som lifecycle study (2021) ↗
Version 2026.10.01; reviewed 2026-10-01
Lightweight plastic grocery bagPurchases0.025346968590211832 kg CO₂e / bagOne 8.12 g HDPE supermarket bag used once; 2.082 kg CO₂e for the study's 82.14-bag reference flow, without secondary reuse
UK lifecycle model
Indicative confidence. One 8.12 g HDPE supermarket bag used once; 2.082 kg CO₂e for the study's 82.14-bag reference flow, without secondary reuse
UK Environment Agency carrier-bag LCA (2011) ↗
Version 2026.10.01; reviewed 2026-10-01
Aluminium drinks can productionPurchases0.0771 kg CO₂e / canAverage 13.6 fl oz can, raw-material extraction through finished-can production; beverage, use and end of life excluded
North American industry average
High confidence. Average 13.6 fl oz can, raw-material extraction through finished-can production; beverage, use and end of life excluded
Aluminum Association North American can LCA (2021) ↗
Version 2026.10.01; reviewed 2026-10-01
Gemini text prompt (May 2025 median)Digital0.00003 kg CO₂e / promptGoogle's May 2025 median Gemini Apps text prompt; operational inference only. This is one measured text-prompt benchmark, not a universal AI-query factor: text length, model and provider can differ greatly
Google fleet measurement
Indicative confidence. Google's May 2025 median Gemini Apps text prompt; operational inference only. This is one measured text-prompt benchmark, not a universal AI-query factor: text length, model and provider can differ greatly
Google AI inference measurement (2025) ↗
Version 2026.10.01; reviewed 2026-10-01
Hot 60°C laundry loadHome0.51 kg CO₂e / loadMedian operational electricity emissions for a 60°C-or-higher wash; based on 2014 behaviour and 2012 grids, with detergent, tumble drying and appliance manufacture excluded
23-country European average
Indicative confidence. Median operational electricity emissions for a 60°C-or-higher wash; based on 2014 behaviour and 2012 grids, with detergent, tumble drying and appliance manufacture excluded
Shahmohammadi et al. laundry-washing LCA (2018) ↗
Version 2026.10.01; reviewed 2026-10-01
Gas-heated hot showerHome0.051583264055555564 kg CO₂e / minuteReproducible scenario: 7.3 L/min, water heated from 10°C to 40°C by a 90%-efficient gas boiler; UK 2026 combustion factor; water supply and toiletries excluded
UK gas-heating scenario
Indicative confidence. Reproducible scenario: 7.3 L/min, water heated from 10°C to 40°C by a 90%-efficient gas boiler; UK 2026 combustion factor; water supply and toiletries excluded
Shahmohammadi et al. shower model + UK Government factor (2026) ↗
Version 2026.10.01; reviewed 2026-10-01

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