cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57830/2313001
title: Mojave Desert Network (MOJN) Desert Springs (DS) Data Package (2016-2025)

description: This data package contains discrete data collected for the Mojave Desert Network Inventory and Monitoring Program Desert Springs protocol. This protocol is designed to monitor hydrological and ecological condition at 250 springs in Death Valley National Park (DEVA), Joshua Tree National Park (JOTR), Lake Mead National Recreation Area (LAKE), Mojave National Preserve (MOJA), and Parashant National Monument (PARA). Collected data include water quantity and water quality measurements as well as site condition information about dominant vegetation, invasive plants, disturbance, and wildlife evidence.
DOI: 10.15468/dl.qndagf
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA, CAN)",
 "TaxonKey is Acorus americanus (Raf.) Raf."
 ]
}

 The dataset includes 1227 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008237-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.959r4w
title: Occurrence Download

description: A dataset containing 3421 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Calathus advena (LeConte, 1846)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 3421 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008238-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5err4w
title: Occurrence Download

description: A dataset containing 1239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Nypa Steck"
 ]
}

 The dataset includes 1239 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008239-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5uhn4k
title: Occurrence Download

description: A dataset containing 2325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Glyptemys insculpta (Le Conte, 1830)"
 ]
}

 The dataset includes 2325 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008240-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tzmap
title: Occurrence Download

description: A dataset containing 1195 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pterostichus restrictus (Casey, 1918)",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 1195 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008241-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jur7ru
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Obetia Gaudich."
 ]
}

 The dataset includes 1142 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008243-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5gwk8
title: Occurrence Download

description: A dataset containing 7796 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clemmys guttata (Schneider, 1792)"
 ]
}

 The dataset includes 7796 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008244-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1384069
title: ORKG Public Display Comparison

description: This Comparison is part of a Bachelor Thesis with the goal to determine, whether ORKG.org is a suitable platform for academic research support.

Interactive Public Displays are used for various types of information transmission in different contexts, such as advertising, community engagement, navigation, various kinds of information retrieval and sharing.

The research around Public Displays focuses on their social and environmental impact and the ways to improve their usability and usefulness in society.
DOI: 10.15468/dl.urn7rj
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Ochanostachys Mast."
 ]
}

 The dataset includes 498 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008247-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.445cay
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cymindis unicolor Kirby, 1837",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 535 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008246-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jygc2j
title: Occurrence Download

description: A dataset containing 9798 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malaclemys terrapin (Schoepff, 1793)"
 ]
}

 The dataset includes 9798 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008248-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15467818
title: Dataset for Terrestrial Photoelectron Flux Calculation using High-Resolution Photoionization and Photoabsorption Cross Sections and Solar Irradiance

description: Geomagnetic and Solar Indices (year 1975,2000,2008)

Atmospheric Explorer-E data (orbit 483) and corresponding AURIC simulations

Fast Auroral Snapshot data (orbit 15446 and 47345) and corrsponding AURIC simulations

Example of high-resolution solar EUV flux used in AURIC
DOI: 10.15468/dl.ke7twj
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma mabeei Bishop, 1928"
 ]
}

 The dataset includes 898 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008250-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ben2dz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salix rhaetica A.Kern. ex Andersson"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008253-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a29j33
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Taxus baccata L.",
 "Year 1975-2025"
 ]
}

 The dataset includes 153 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008249-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3vtv5
title: Occurrence Download

description: A dataset containing 18628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Ochna L."
 ]
}

 The dataset includes 18628 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008251-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7ks6j
title: Occurrence Download

description: A dataset containing 916 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Farancia erytrogramma (Palissot De Beauvois, 1802)"
 ]
}

 The dataset includes 916 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008254-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jvxgd
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Amara lindrothi Hieke, 1990",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 313 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008252-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v9qy8
title: Occurrence Download

description: A dataset containing 11385 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Theobroma cacao L."
 ]
}

 The dataset includes 11385 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008256-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqqhzm
title: Occurrence Download

description: A dataset containing 3550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microcystis aeruginosa"
 ]
}

 The dataset includes 3550 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040402-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqjqg4
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schinus pearcei"
 ]
}

 The dataset includes 81 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040403-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30644060
title: deta

description: In this retrospective cohort from two hospitals (January 2021 to December 2024), 787 unique DKD admissions were randomly split into training (70%) and test (30%) sets. AF at index admission was ascertained from electrocardiograms, Holter monitoring when available, and ICD-10 codes with physician adjudication. Candidate predictors were routine clinical, laboratory, and echocardiographic variables.
DOI: 10.6084/m9.figshare.30644060.v1
title: deta

description: In this retrospective cohort from two hospitals (January 2021 to December 2024), 787 unique DKD admissions were randomly split into training (70%) and test (30%) sets. AF at index admission was ascertained from electrocardiograms, Holter monitoring when available, and ICD-10 codes with physician adjudication. Candidate predictors were routine clinical, laboratory, and echocardiographic variables.
DOI: 10.15468/dl.79hxrf
title: Occurrence Download

description: A dataset containing 56239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2019"
 ]
}

 The dataset includes 56239 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040368-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.379u7f
title: Occurrence Download

description: A dataset listing the 87 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((176.31486 -38.00978,176.3295 -38.00783,176.34998 -37.99977,176.35881 -37.99437,176.37511 -37.97788,176.3899 -37.96992,176.39927 -37.96081,176.41237 -37.94118,176.41926 -37.92265,176.42001 -37.91124,176.41768 -37.88536,176.41298 -37.87263,176.40595 -37.86229,176.38576 -37.84615,176.36971 -37.83886,176.35029 -37.83596,176.33555 -37.83715,176.3217 -37.84132,176.30968 -37.84819,176.30031 -37.8573,176.29102 -37.87289,176.2809 -37.88033,176.26787 -37.89831,176.26163 -37.92095,176.25327 -37.93281,176.24993 -37.94426,176.25045 -37.95601,176.25942 -37.98069,176.27119 -37.99559,176.28269 -38.00302,176.30007 -38.00866,176.31486 -38.00978))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Arachnida, Onychophora, Diplopoda, Insecta, Rhytididae, Athoracophoridae, Chilopoda)"
 ]
}

 The dataset's 87 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040393-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/stou.the.2017.218
title: แนวทางการส่งเสริมการผลิตเมล็ดพันธ์ุข้าว กข6 ของเกษตรกรสมาชิกโครงการส่งเสริมการเกษตรแบบแปลงใหญ่ จังหวัดอุดรธานี

description: การวิจัยนี้ มีวัตถุประสงค์เพื่อศึกษา (1) สภาพสังคม เศรษฐกิจ และปัจจัยอื่นๆ ของเกษตรกร จังหวัดอุดรธานี (2) การผลิตเมล็ดพันธุ์ข้าว กข6 ของเกษตรกร จังหวัดอุดรธานี (3) ปัญหาและข้อเสนอแนะเกี่ยวกับการผลิตเมล็ดพันธุ์ข้าว กข6 ของเกษตรกร จังหวัดอุดรธานี (4) แนวทางในการส่งเสริมการผลิตเมล็ดพันธุ์ข้าว กข6 ของเกษตรกร จังหวัดอุดรธานี ผลการศึกษา พบว่า (1) เกษตรกรส่วนใหญ่เป็นเพศชาย มีอายุเฉลี่ย 56.43 ปี จบการศึกษาระดับประถมศึกษาปีที่ 4 มีประสบการณ์ในการทำนาเฉลี่ย 36.77 ปี มีประสบการณ์ในการผลิตเมล็ดพันธุ์ข้าวเฉลี่ย 3.46 ปี มีรายได้จากการขายเมล็ดพันธุ์ข้าวเฉลี่ย 19,272.35 บาท มีจำนวนแรงงานในครัวเรือนเฉลี่ย 2.62 คน มีพื้นที่ในการผลิตเมล็ดพันธุ์ข้าวเฉลี่ย 9.17 ปี และมีความรู้ในการผลิตเมล็ดพันธุ์ข้าว กข6 ระดับมากที่สุด (2) เกษตรกรส่วนใหญ่ปฏิบัติตามกิจกรรมต่างๆ ในการผลิตเมล็ดพันธุ์ข้าว กข6 โดยกิจกรรมที่ปฏิบัติน้อยที่สุด คือ มีการทดสอบความงอกของเมล็ดพันธุ์ข้าว ก่อนนำไปเพาะปลูก และคำนวณปริมาณการใส่ปุ๋ยในแปลงเมล็ดพันธุ์ข้าว (3) ปัญหาด้านการผลิตเมล็ดพันธุ์ข้าว กข6 มากที่สุด คือ ค่าใช้จ่ายแรงงานในการปลูกข้าว และปัญหาต้นข้าวล้ม ปัญหาด้านการส่งเสริมการผลิตเมล็ดพันธุ์ข้าว กข6 มากที่สุด คือ ขาดการระดมสมองด้านการผลิตเมล็ดพันธุ์ข้าว ปัญหาด้านการสนับสนุนการผลิตเมล็ดพันธุ์ข้าว กข6 มากที่สุด คือ ขาดการสนับสนุนด้านการตลาด ข้อเสนอแนะด้านการผลิตเมล็ดพันธุ์ข้าว กข6 มากที่สุด คือ ควรมีการส่งเสริมเมล็ดพันธุ์ข้าวทุกปี ข้อเสนอแนะด้านการส่งเสริมการผลิตเมล็ดพันธุ์ข้าว กข6 มากที่สุด คือ เจ้าหน้าที่มาติดตามให้คำแนะนำอย่างสมํ่าเสมอ ข้อเสนอแนะด้านการสนับสนุนการผลิตเมล็ดพันธุ์ข้าว กข6 คือ เสนอแนะต้องการให้รัฐบาลสนับสนุนช่วยเหลือเรื่องราคาข้าว (4) แนวทางการส่งเสริมที่เกษตรกรส่วนใหญ่ต้องการ ด้านประเด็นการส่งเสริมการผลิตเมล็ดพันธุ์ข้าว กข6 คือ มีการอบรมให้ความรู้เกี่ยวกับการปรับปรุงบำรุงดิน ด้านวิธีการส่งเสริมการผลิตเมล็ดพันธุ์ข้าว กข6 คือ ควรมีการจัดประชุมกลุ่มเป็นประจำ ด้านการสนับสนุนการผลิตเมล็ดพันธุ์ข้าว กข6 คือ ควรมีการหาตลาดรองรับเมล็ดพันธุ์
DOI: 10.57783/0ggp-3508
title: LibreChat-TEST
DOI: 10.15468/dl.kurrte
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Azorella diapensioides"
 ]
}

 The dataset includes 178 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040404-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s77f4v
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parahancornia peruviana"
 ]
}

 The dataset includes 153 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040405-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636355
title: Data for the submitted paper "Electron Spin Resonance Thermochronometry Indicates Quaternary Activity of the Brenner Fault (Eastern Alps)" by Argante et al

description: In this folder, we have stored all raw ESR data, Matlab scripts for the thermokinematic modelling, and a short description of the scripts for "Electron Spin Resonance Thermochronometry Indicates Quaternary Activity of the Brenner Fault (Eastern Alps)" by Argante et al. which was submittted to G-cubed.
DOI: 10.5281/zenodo.15634205
title: Data for the submitted paper "Electron Spin Resonance Thermochronometry Indicates Quaternary Activity of the Brenner Fault (Eastern Alps)" by Argante et al

description: In this folder, we have stored all raw ESR data, Matlab scripts for the thermokinematic modelling, and a short description of the scripts for "Electron Spin Resonance Thermochronometry Indicates Quaternary Activity of the Brenner Fault (Eastern Alps)" by Argante et al. which was submittted to G-cubed.
DOI: 10.15468/dl.kry4fh
title: Occurrence Download

description: A dataset containing 11762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glyptocephalus zachirus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 11762 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040406-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr6b6a
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aiphanes spicata"
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040407-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17625676
title: Electronic supplementary materials for the manuscript "Prospective life cycle assessment of circular energy and waste systems in university buildings: a scalable workflow using openLCA and Brightway2"

description: This Zenodo record provides the electronic supplementary resources for the manuscript:

“Prospective life cycle assessment of circular energy and waste systems in university buildings: a scalable workflow using openLCA and Brightway2.”

 

The package contains five files:

 

1. Online Resource 2 — Guide.txt

   A README and navigation guide. It maps each online resource to the corresponding tables and figures in the manuscript, and clarifies the respective roles of openLCA (Monte Carlo baselines) and the algebraic metamodel (diagnostics and cross-tool consistency).

 

2. Online Resource 3 — openLCA outputs.xlsx

   - `MC_Summary`: scenario means, P5, P50, P95, standard deviations and sample sizes from openLCA Monte Carlo runs (independent sampling, n = 2,000 per scenario; unit: kg CO₂-eq·yr⁻¹, rounded to 10³). Used for Table 1 and Figure 2. 

   - `Deltas`: two grid-exchange deltas (Queensland-2050 vs current grid at 64 % and 77 % diversion). Used for the grid rows in Table 2.

 

3. Online Resource 4 — Metamodel and Sensitivity.xlsx 

   - `Summary_GUI_aligned` and `Consistency_S4`: GUI-aligned metamodel statistics and cross-tool consistency checks (openLCA vs algebraic metamodel, agreement within ±0.5 %). 

   - `CRN_Paired_Contrasts`: CRN-paired metamodel deltas for diversion (77 % vs 64 %, seed = 2025; n = 3,000). Used for the diversion rows in Table 2 and for sensitivity analysis (Figure 3).

 

4. Online Resource 5 — Code.py 

   A minimal algebraic metamodel (Brightway2-style) implementing closed-form annual GWP calculations, CRN pairing and GUI-factor-aligned consistency checks. Running this script generates per-scenario samples, summary CSV/PNG outputs and consistency tables. Reported values remain anchored to openLCA GUI factors.

 

5. Online Resource 6 — Requirements.txt

   Minimal Python environment needed to run `Code.py` (Python ≥ 3.10; numpy, pandas, scipy, statsmodels, matplotlib).

 

Reproduction (quick start)

- Install environment: `pip install -r "Online Resource 6 — Requirements.txt"` 

- Run: `python "Online Resource 5 — Code.py"` (outputs are written to an `outputs/` directory).