README.md (4407B)
1 This file explains how the carbon footprint of Highlights'26 was computed. 2 3 ## Data collection 4 5 We collected information about the travel plans of participants via the 6 registration form, containing the following fields: 7 8 - Arriving from… 9 - Arriving by… 10 - Leaving to... 11 - Leaving by… 12 13 Unfortunately, this year, the form was only completed with these fields after 14 participants had registered. So participants were asked during the conference to complete the extra fields, but not everyone did so. The missing fields were extrapolated as explained below. 15 16 There are 155 participants, of which 37 are local and 118 are nonlocal. 17 18 For those participants that did not provide complete travel information (36 of 19 them), I assumed that they were travelling to and from the institution to which 20 they were affiliated. Further, based on Highlights'25 data, I assumed that trips 21 of <=600km were done by train, and trips of >600km were done by plane. I checked 22 that the computation was not too sensitive to this choice. 23 24 We prepared a file with the following tab-separated fields: 25 - field 0 is the origin 26 - field 1 is the transportation mode 27 - field 2 is the destination 28 - field 3 is the transportation mode 29 30 (These files are not versioned because they can be considered private 31 information.) 32 33 We run: 34 35 ./generate_trips.py 48.198964 16.369916 0.2 36 37 Where the arguments are the latitude and longitude of the conference venue, and 38 0.2 is the noise to add. This generates a file trips_anonymized.csv containing, 39 for each trip leg, the mode ("plane", "train", "bus/coach"), the distance (in 40 km, rounded, with noise), and the information about extended stays. A file 41 trips.csv is also produced for debugging (with the data without noise and with 42 personal information). A file map.geojson is also produced with the map of 43 participants and transportation modes and private information (to be used as an 44 image only). 45 46 The file trips_anonymized.csv can then be fed to co2.py which computes the 47 carbon footprint (see below). This gives (from the anonymized data): 48 49 total CO2e emissions (tons): 33.435452 50 for mode train: CO2e emissions (tons): 2.391939 51 for mode plane: CO2e emissions (tons): 30.958393 52 for mode bus/coach: CO2e emissions (tons): 0.085120 53 for distances <2000 km, plane is used for 107/222 trips 54 for distances >=2000 km, plane is used for 14/14 trips 55 flights of over 2000 km account for 7.821959 CO2e emissions (tons) i.e. 23.394207 percent of total for 14/236 total legs 56 distance by plane: 152714 57 num by mode train: 108 58 num by mode plane: 121 59 num by mode bus/coach: 7 60 dist by mode train: 64647 61 dist by mode plane: 152714 62 dist by mode bus/coach: 3040 63 64 Hence, the total CO2 footprint is 33 tons CO2e (it is the same with the 65 non-anonymized file). Around 93% of emissions are due to plane travel. 66 67 The average footprint per onsite non-local participant (118) is around 68 283 kgCO2e. The average footprint per onsite participant (155) is around 69 216 kgCO2e. (These figures are computed from the anonymized data.) 70 71 ### Carbon footprint (unchanged from 2024) 72 73 Like in 2022, we compute the CO2 fotprint following the 74 [labos1point5](https://labos1point5.org/ges-1point5) data, which is adapted from 75 the French agency [Ademe](https://www.ademe.fr/). We use the values from 2022 76 without updating them to ensure that the methodology is comparable. 77 78 - For train, we count **37 gCO2e/pkm** (international train). This is pessimistic in France, very 79 pessimistic for TGV, but similar to the 41 gCO2e/pm for national (UK) rail 80 given by [Our World in 81 Data](https://ourworldindata.org/travel-carbon-footprint). 82 - Plane is counted following 83 [labos1point5](https://labos1point5.org/ges-1point5), including the effect 84 of contrails: 85 - 258 gCO2e/pkm for less than 1000km 86 - 187 gCO2e/pkm between 1001km and 3500km 87 - 152 gCO2e/pkm above 3500km. This value is consistent to the 150 gCO2e/pkm 88 value for long-haul flight given by [Our World in 89 Data](https://ourworldindata.org/travel-carbon-footprint) (also including 90 contrails) 91 - For bus/coach, we count 28 gCO2e/pkm as the coach value given by [Our World in 92 Data](https://ourworldindata.org/travel-carbon-footprint) as there is no 93 value in labos1point5. 94 95 ## Trends relative to 2025 96 97 The footprint is slightly more than the one estimated in 2025 (29 tCO2e), but in 98 the low range of the footprints since 2022 (27-42 tCO2e). 99