cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15482/usda.adc/25371154.v1
title: Data from: Predicted range expansion of the larger grain borer, <i>Prostephanus truncatus </i>(Coleoptera: Bostrichidae), under projected climate change scenarios

description: The larger grain borer (<i>Prostephanus truncatus</i> [Horn] [Coleoptera: Bostrichidae]) is a wood-boring insect native to Central America but has adapted to stored maize and cassava. It was accidentally introduced to Tanzania and became a pest across central Africa. Unlike many grain pests, <i>P. truncatus </i>populations can establish and move within forested habitats. Consequently, novel infestations can occur without human influence. The objectives of our study were to (1) develop an updated current suitability projection for <i>P. truncatus</i> (2) assess its potential future distribution under different climate change scenarios, and (3) identify climate variables that best inform the model. We used WALLACE and MaxEnt to predict potential global distribution by incorporating bioclimatic variables and occurrence records. Future models were projected to 2050 and 2070 with Representative Concentration Pathways (RCP) 2.6 (low warming) and 8.5 (high warming). Distribution was most limited by high precipitation and cold temperatures. Globally, highly suitable areas (&gt;75%) primarily occurred along coastal and equatorial regions with novel areas in northern South America, India, southeastern Asia, Indonesia, and the Philippines, totaling 7% under current conditions. Highly suitable areas at RCP 2.6 and 8.5 are estimated to increase to 12 and 15%, respectively, by 2050 and increase to 19% in 2070 under RCP 8.5. Centroids of highly suitable areas show the distribution centers move more inshore and away from the equator. Notably, the result is a range expansion, not shift. These results can be used to decrease biosecurity risks through more spatially explicit and timely surveillance programs for targeting the exclusion of this pest.
DOI: 10.15468/dl.szram9
title: Occurrence Download

description: A dataset containing 1911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anas platyrhynchos Linnaeus, 1758, Anser anser (Linnaeus, 1758), Asplenium scolopendrium subsp. scolopendrium, Bos taurus Linnaeus, 1758, Bubulcus ibis (Linnaeus, 1758), Capra hircus Linnaeus, 1758, Columba livia J.F.Gmelin, 1789, Diplocephalus cristatus (Blackwall, 1833), Dryopteris dilatata (Hoffm.) A.Gray, Dryopteris filix-mas (L.) Schott, Lycalopex gymnocercus (G.Fischer, 1814), Equus caballus Linnaeus, 1758, Felis catus Linnaeus, 1758, Lama glama guanicoe (Müller, 1776), Lepus europaeus Pallas, 1778, Lontra felina (Molina, 1782), Lontra provocax (Thomas, 1908), Mus musculus Linnaeus, 1758, Oryctolagus cuniculus (Linnaeus, 1758), Ovis aries musimon (Pallas, 1811), Passer domesticus (Linnaeus, 1758), Rangifer tarandus tarandus, Rattus norvegicus (Berkenhout, 1769), Rattus rattus (Linnaeus, 1758), Salvelinus fontinalis (Mitchill, 1814), Suillus granulatus (L.) Roussel, Sus scrofa Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 },
 "Geometry POLYGON ((-57.76861 -51.87551, -57.61542 -51.81075, -57.60585 -51.8019, -57.55979 -51.71396, -57.59174 -51.61489, -57.70121 -51.54285, -57.86911 -51.51809, -58.01469 -51.55078, -58.11323 -51.62427, -58.1419 -51.71397, -58.08193 -51.81186, -57.93487 -51.87319, -57.76861 -51.87551))"
 ]
}

 The dataset includes 1911 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009416-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10697546
title: Purple is the New Green: Biopigments and Spectra of Earth-like Purple Worlds

description: With more than 5,500 detected exoplanets, the search for life is entering a new era. Using life on Earth as our guide, we look beyond green landscapes to expand our ability to detect signs of surface life on other worlds. While oxygenic photosynthesis gives rise to modern green landscapes, bacteriochlorophyll-based anoxygenic phototrophs can also color their habitats and could dominate a much wider range of environments on Earth-like exoplanets. Here we characterize the reflectance spectra of a collection of purple sulfur and purple non-sulfur bacteria from a variety of anoxic and oxic environments. We present models for Earth-like planets where purple bacteria dominate the surface and show the impact of their signatures on the reflectance spectra of terrestrial exoplanets. Our research provides a new resource to guide the detection of purple bacteria and improves our chances of detecting life on exoplanets with upcoming telescopes. Our biological pigment database for purple bacteria and the high-resolution spectra of Earth-like planets, including ocean worlds, snowball planets, frozen worlds, and Earth analogs, are available online, providing a tool for modelers and observers to train retrieval algorithms, optimize search strategies, and inform models of Earth-like planets, where purple is the new green.

Min publication:https://doi.org/10.1093/mnras/stae601lc992@cornell.edu
description: Nomenclature

Files are named as the samples found in the main publication.Calibration means the instrument calibration as explained in FieldSpec 4 Hi-res website (link below*) and as described by Hegde et al., 2025 (10.1073/pnas.1421237112).

 

*https://www.malvernpanalytical.com/en/products/product-range/asd-range/fieldspec-range/fieldspec-4-hi-res-ng-spectroradiometer
DOI: 10.5281/zenodo.10697545
title: Purple is the New Green: Biopigments and Spectra of Earth-like Purple Worlds

description: With more than 5,500 detected exoplanets, the search for life is entering a new era. Using life on Earth as our guide, we look beyond green landscapes to expand our ability to detect signs of surface life on other worlds. While oxygenic photosynthesis gives rise to modern green landscapes, bacteriochlorophyll-based anoxygenic phototrophs can also color their habitats and could dominate a much wider range of environments on Earth-like exoplanets. Here we characterize the reflectance spectra of a collection of purple sulfur and purple non-sulfur bacteria from a variety of anoxic and oxic environments. We present models for Earth-like planets where purple bacteria dominate the surface and show the impact of their signatures on the reflectance spectra of terrestrial exoplanets. Our research provides a new resource to guide the detection of purple bacteria and improves our chances of detecting life on exoplanets with upcoming telescopes. Our biological pigment database for purple bacteria and the high-resolution spectra of Earth-like planets, including ocean worlds, snowball planets, frozen worlds, and Earth analogs, are available online, providing a tool for modelers and observers to train retrieval algorithms, optimize search strategies, and inform models of Earth-like planets, where purple is the new green.

Min publication:https://doi.org/10.1093/mnras/stae601lc992@cornell.edu
description: Nomenclature

Files are named as the samples found in the main publication.Calibration means the instrument calibration as explained in FieldSpec 4 Hi-res website (link below*) and as described by Hegde et al., 2025 (10.1073/pnas.1421237112).

 

*https://www.malvernpanalytical.com/en/products/product-range/asd-range/fieldspec-range/fieldspec-4-hi-res-ng-spectroradiometer
DOI: 10.15468/dl.wpmp9q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((148.161 -8.316915, 148.089994 -8.322475000000001, 148.020731 -8.339017, 147.95491 -8.366135, 147.894148 -8.403164, 147.839937 -8.449194, 147.793613 -8.503095999999999, 147.756316 -8.563544, 147.728968 -8.629054, 147.712245 -8.698013, 147.706566 -8.768727, 147.712075 -8.839453000000001, 147.728645 -8.908450999999999, 147.755872 -8.974019999999999, 147.793091 -9.034542999999999, 147.839388 -9.088526999999999, 147.893625 -9.134639999999999, 147.954465 -9.171744, 148.020408 -9.198921, 148.089824 -9.215501, 148.161 -9.221074, 148.232176 -9.215501, 148.301592 -9.198921, 148.367535 -9.171744, 148.428375 -9.134639999999999, 148.482612 -9.088526999999999, 148.528909 -9.034542999999999, 148.566128 -8.974019999999999, 148.593355 -8.908450999999999, 148.609925 -8.839453000000001, 148.615434 -8.768727, 148.609755 -8.698013, 148.593032 -8.629054, 148.565684 -8.563544, 148.528387 -8.503095999999999, 148.482063 -8.449194, 148.427852 -8.403164, 148.36709 -8.366135, 148.301269 -8.339017, 148.232006 -8.322475000000001, 148.161 -8.316915))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000724-260119153935675/datasets/export for details.
DOI: 10.15468/dl.cd5n6s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((111.525 2.892175, 111.454648 2.886606, 111.386031 2.870036, 111.320839 2.842875, 111.260679 2.80579, 111.207033 2.759697, 111.161222 2.705731, 111.124374 2.645222, 111.097396 2.57966, 111.080949 2.510662, 111.075438 2.439924, 111.080995 2.369191, 111.097484 2.300203, 111.124496 2.234658, 111.161365 2.174169, 111.207183 2.120226, 111.260822 2.074156, 111.32096 2.037092, 111.386119 2.009947, 111.454695 1.993387, 111.525 1.987822, 111.595305 1.993387, 111.663881 2.009947, 111.72904 2.037092, 111.789178 2.074156, 111.842817 2.120226, 111.888635 2.174169, 111.925504 2.234658, 111.952516 2.300203, 111.969005 2.369191, 111.974562 2.439924, 111.969051 2.510662, 111.952604 2.57966, 111.925626 2.645222, 111.888778 2.705731, 111.842967 2.759697, 111.789321 2.80579, 111.729161 2.842875, 111.663969 2.870036, 111.595352 2.886606, 111.525 2.892175))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000726-260119153935675/datasets/export for details.
DOI: 10.15468/dl.yd3mjz
title: Occurrence Download

description: A dataset containing 3609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geum urbanum, Geum urbanum, Geum urbanum)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 3609 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000725-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14552239
title: Dataset Objects Launched into Outer Space UNOOSA
DOI: 10.15468/dl.tfgums
title: Occurrence Download

description: A dataset containing 99396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteropus poliocephalus"
 ]
}

 The dataset includes 99396 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000684-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anxubm
title: Occurrence Download

description: A dataset containing 321229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinus pinea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is Europe"
 ]
}

 The dataset includes 321229 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000712-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hut8gh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((148.199 -8.290915, 148.127999 -8.296474, 148.05874 -8.313015999999999, 147.992923 -8.340134000000001, 147.932165 -8.377164, 147.877959 -8.423194000000001, 147.831638 -8.477096, 147.794344 -8.537544, 147.766997 -8.603054, 147.750276 -8.672014000000001, 147.744597 -8.742728, 147.750107 -8.813454, 147.766675 -8.882452000000001, 147.793901 -8.948021000000001, 147.831117 -9.008544000000001, 147.877411 -9.062528, 147.931644 -9.108641, 147.99248 -9.145745, 148.058418 -9.172922, 148.12783 -9.189501999999999, 148.199 -9.195074, 148.27017 -9.189501999999999, 148.339582 -9.172922, 148.40552 -9.145745, 148.466356 -9.108641, 148.520589 -9.062528, 148.566883 -9.008544000000001, 148.604099 -8.948021000000001, 148.631325 -8.882452000000001, 148.647893 -8.813454, 148.653403 -8.742728, 148.647724 -8.672014000000001, 148.631003 -8.603054, 148.603656 -8.537544, 148.566362 -8.477096, 148.520041 -8.423194000000001, 148.465835 -8.377164, 148.405077 -8.340134000000001, 148.33926 -8.313015999999999, 148.270001 -8.296474, 148.199 -8.290915))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000727-260119153935675/datasets/export for details.
DOI: 10.5281/zenodo.18305616
title: Rubus sellowii Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18305617
title: Rubus sellowii Cham. & Schltdl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.cnnf3m
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gladiolus palustris)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 178 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000730-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bacakn
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.003 2.917175, 101.932647 2.911606, 101.864028 2.895036, 101.798834 2.867874, 101.738673 2.83079, 101.685026 2.784696, 101.639215 2.73073, 101.602366 2.670221, 101.575387 2.60466, 101.55894 2.535661, 101.553429 2.464924, 101.558987 2.39419, 101.575476 2.325202, 101.602489 2.259657, 101.639359 2.199169, 101.685178 2.145226, 101.738817 2.099156, 101.798957 2.062092, 101.864117 2.034947, 101.932694 2.018388, 102.003 2.012822, 102.073306 2.018388, 102.141883 2.034947, 102.207043 2.062092, 102.267183 2.099156, 102.320822 2.145226, 102.366641 2.199169, 102.403511 2.259657, 102.430524 2.325202, 102.447013 2.39419, 102.452571 2.464924, 102.44706 2.535661, 102.430613 2.60466, 102.403634 2.670221, 102.366785 2.73073, 102.320974 2.784696, 102.267327 2.83079, 102.207166 2.867874, 102.141972 2.895036, 102.073353 2.911606, 102.003 2.917175))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 543 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000729-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/tmoa1a
title: Danish Sperm Quality

description: Data and code for a study of human sperm quality from donors to Cryos International in four cities in Denmark from 2017-2022
DOI: 10.15468/dl.9y7zeg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((146.642 -6.128871, 146.571335 -6.134433, 146.502406 -6.150981, 146.436905 -6.178109, 146.376443 -6.215151, 146.322506 -6.261197, 146.276421 -6.315114, 146.239325 -6.375578, 146.212131 -6.441102, 146.195512 -6.510073, 146.189883 -6.580796, 146.195386 -6.651528, 146.21189 -6.720528, 146.238994 -6.786096, 146.276033 -6.846615, 146.322097 -6.900595, 146.376054 -6.946702, 146.436574 -6.9838, 146.502165 -7.010973, 146.571209 -7.02755, 146.642 -7.033121, 146.712791 -7.02755, 146.781835 -7.010973, 146.847426 -6.9838, 146.907946 -6.946702, 146.961903 -6.900595, 147.007967 -6.846615, 147.045006 -6.786096, 147.07211 -6.720528, 147.088614 -6.651528, 147.094117 -6.580796, 147.088488 -6.510073, 147.071869 -6.441102, 147.044675 -6.375578, 147.007579 -6.315114, 146.961494 -6.261197, 146.907557 -6.215151, 146.847095 -6.178109, 146.781594 -6.150981, 146.712665 -6.134433, 146.642 -6.128871))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000732-260119153935675/datasets/export for details.
DOI: 10.15468/dl.wkjgqa
title: Occurrence Download

description: A dataset containing 2488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is one of (United States of America, Canada, Mexico)",
 "Year is greater than or equal to 1990",
 "TaxonKey is Viola nuttallii"
 ]
}

 The dataset includes 2488 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000734-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/805
title: Daily IASI/Metop-C ULB-LATMOS ozone (O3) L2 product (vertical profile and columns – AC SAF/EUMETSAT processing)

description: The daily IASI/Metop-C ozone (O<sub>3</sub>) dataset is processed by EUMETSAT Application Ground Segment using the Fast Optimal Retrievals on Layers for IASI (FORLI) software [(Hurtmans et al., 2012)](https://doi.org/10.1016/j.jqsrt.2012.02.036) in the [AC SAF](https://acsaf.org/) framework. The IASI O<sub>3</sub> retrievals are performed in the 1025-1075 cm<sup>-1</sup> spectral range using the optimal estimation method and tabulated absorption cross sections at various pressures and temperatures to speed up the radiative transfer calculation. A single a priori is used in the retrieval scheme. The temperature, pressure, humidity profiles and cloud fractions used in FORLI are those from the EUMETSAT Level 2 processor. Only pixels associated with cloud fraction below 13 % are processed. The IASI O<sub>3</sub> product is a vertical profile given as partial columns in moles per square meter in 40 layers between the surface and 40 km, with an extra layer from 40 km to the top of the atmosphere. The dataset consists in 2 files per day of observation:
 
- a file containing the total, tropospheric and 0-6km partial columns along with their total error associated. 
- a file containing the retrieved profile, the pressure levels associated with retrieval layers, and other relevant information such as a general quality flag, the a priori profile, the total error profile, the air partial column profile, and the averaging kernel (AK) matrix, on the same vertical grid. Total or partial columns can be directly calculated from the retrieved vertical profile by summing ozone partial columns on the ad hoc layers.

Version of EUMETSAT Level 2 O<sub>3</sub> product (along with the FORLI algorithm version used for the processing):

- Version 6.5 (FORLI v20151001): from 4 December 2019 till 30 March 2023
- Version 6.7 (FORLI v20151001): from 31 March 2023 till present

The dataset consists of a consistent record, processed using the same version of the EUMETSAT Level 2 processor and FORLI software (FORLI v20151001):

- Interim Climate Data Record (ICDR): available from December 2019 to present. The ICDR product includes more recent data with a 1-day latency, enabling near-real-time climate monitoring. It is built from the EUMETSAT near-real-time Level 2 O<sub>3</sub> product, processed with Version 6.5 (from 4 December 2019 to 30 March 2023) and Version 6.7 (31 from March 2023 to present).

Note: The two EUMETSAT version numbers (6.5 and 6.7) have no impact on the O<sub>3</sub> data retrievals, therefore both records can be used together.

Disclaimers: The ICDR data file of day D can still be updated until day D+30 because of some potential missing data.