cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/bxxyw4
title: FRPV - Presence of Rooftop Photovoltaic (RPV) systems on French buildings.

description: IMPORTANT INFORMATION: This version (V3) of the dataset is based on aerial imagery from 2024 (month depends on department) and cadastral data from January 2025. It features: updates for 27 departments: 01, 02, 04, 11, 17, 23, 24, 29, 30, 33, 34, 38, 40, 47, 56, 60, 62, 64, 66, 67, 68, 73, 80, 84, 87, 2A, 2B 7 new departments: 77, 78, 91, 92, 93, 94, 95 Data for other departments is not reuploaded in this version of the dataset. Please use the version selector and goes to V2 to access older data for these departments. This dataset is the result of a convolutional neural network (CNN) trained for the detection of Rooftop Photovoltaic systems. It contains the geographical locations of the Rooftop PhotoVoltaic systems in France as predicted by the model. This dataset is related to the scientific publication "Thebault, Nerot, Govehovitch, Ménézo - A comprehensive building-wise Residential Photovoltaic system detection in heterogeneous urban and rural areas: application to French territories" Applied Energy, 2025, doi.org/10.1016/j.apenergy.2025.125630 It contains the results of applying a CNN classification model to the buildings of each French department. The results are provided as geospatial vector data (in shapefile format: [Shapefile](https://en.wikipedia.org/wiki/Shapefile)). Among other information described in the Readme file, the 'Score' column/attribute corresponds to the predictive model's output for the corresponding building, representing the likelihood of a PV system being present. The score is a scalar value between 0 (the model is certain that there are no PV system) and 1 (the model is certain that a PV system is present). In the associated publication we consider a threshold of 0.5 (if Score &lt; 0.5, we consider that there is no PV system; if Score &gt; 0.5, we consider that a PV system is present). As discussed in the associated publication, this threshold value can be adjusted depending on the application of the results. Important information 1) A large part of the French metropolitan buildings are covered. In a further version all the French departments should be covered 2) Reliability of the results : It is important to refer to the associated publication to understand how reliable are the results. The 'Score' discuss above provide a quantification on the model's confidence in his classification. Additionnaly, the user can refer to Figure 18 and 19 of the associated publication to assess whether the models is in accordance with official registers of the energy provider.
DOI: 10.5281/zenodo.15055491
title: Bag of Lies: Robustness in Continuous Pre-training BERT

description: This is the dataset accompanying the paper "Bag of Lies: Robustness in Continuous Pre-training BERT". 

In this work, we evaluate to what extent entity knowledge about COVID-19 can be learned by BERT through continous pre-training, and how robust this process is. The two files in this dataset (small: litcov200 and large: litcov10K) are used to continue pre-training BERT. There are three variants in each file: "LitCovid original", which are texts extracted from the LitCovid repositor; "LitCovid falsified", which are texts in which the truthfulness of the original is reversed using GPT-4Turbo; and "LitCovid paraphrased", in which the original texts are paraphrased using GPT-4Turbo.
DOI: 10.5281/zenodo.15055492
title: Bag of Lies: Robustness in Continuous Pre-training BERT

description: This is the dataset accompanying the paper "Bag of Lies: Robustness in Continuous Pre-training BERT". 

In this work, we evaluate to what extent entity knowledge about COVID-19 can be learned by BERT through continous pre-training, and how robust this process is. The two files in this dataset (small: litcov200 and large: litcov10K) are used to continue pre-training BERT. There are three variants in each file: "LitCovid original", which are texts extracted from the LitCovid repositor; "LitCovid falsified", which are texts in which the truthfulness of the original is reversed using GPT-4Turbo; and "LitCovid paraphrased", in which the original texts are paraphrased using GPT-4Turbo.
DOI: 10.15468/dl.vbq65g
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ITA.1_1, ITA.8_1, ITA.11_1, ITA.12_1, ITA.18_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fabriciana niobe (Linnaeus, 1761)"
 ]
}

 The dataset includes 43 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018308-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsa3a6
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea tentaculigera Prain & Burkill"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018311-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15056116
title: Capillary rise through bio-stabilized rammed earth samples data

description: Mass intake for capillary rise and compression test data (in French).

Rammed earth samples label:

REF: reference (unstabilized)

W: rammed earth with wool stabilizer

L: rammed earth with lignin sulphonate stabilizer

T: rammed earth with tannin stabilizer
DOI: 10.5281/zenodo.15056117
title: Capillary rise through bio-stabilized rammed earth samples data

description: Mass intake for capillary rise and compression test data (in French).

Rammed earth samples label:

REF: reference (unstabilized)

W: rammed earth with wool stabilizer

L: rammed earth with lignin sulphonate stabilizer

T: rammed earth with tannin stabilizer
DOI: 10.15468/dl.s89pps
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthoscelides macrophthalmus (Schaeffer, 1907)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018312-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9f8x4f
title: Occurrence Download

description: A dataset containing 6468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Pongamia pinnata (L.) Pierre"
 ]
}

 The dataset includes 6468 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018313-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyj2vm
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is UMCS Entomological Collection",
 "TaxonKey is one of (Phengaris arion (Linnaeus, 1758), Colias myrmidone (Esper, 1781), Colias balcanica Zuellich, 1936)"
 ]
}

 The dataset includes 201 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018314-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhnjyv
title: Occurrence Download

description: A dataset containing 2196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Entacmaea quadricolor (Leuckart, 1828))",
 "EventDate is greater than or equal to 1950"
 ]
}

 The dataset includes 2196 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018315-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94qe2r
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "TaxonKey is Erythroxylum cuneatum (Miq.) Kurz"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018316-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15056170
title: Does the Snow Queen Like Black? Nanocarbon and Biosilica-Reinforced THV-Based Anti-Icing Sponges
DOI: 10.5281/zenodo.15056171
title: Does the Snow Queen Like Black? Nanocarbon and Biosilica-Reinforced THV-Based Anti-Icing Sponges
DOI: 10.15468/dl.w6jahm
title: Occurrence Download

description: A dataset listing the 2646851 species recorded in GBIF matching the query:
{
 "Year" : [
 "1743-2013"
 ]
}

 The dataset's 2646851 records were derived from 35244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018309-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lopw53
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chilomycterus antennatus (Cuvier, 1816)",
 "Country is Colombia"
 ]
}

 The dataset includes 7 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qm8xvr
title: Occurrence Download

description: A dataset containing 5281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acacia cyclops A.Cunn. ex G.Don)"
 ]
}

 The dataset includes 5281 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003570-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q24rxa
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum brachyrepens Hágsater"
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193428-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4irrxe
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Engelhardtia fenzlii Merr."
 ]
}

 The dataset includes 202 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000453-170822121629195/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w83ab
title: Occurrence Download

description: A dataset containing 1350 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cinchona officinalis L."
 ]
}

 The dataset includes 1350 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007637-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v0djlb
title: Occurrence Download

description: A dataset containing 584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viburnum costaricanum (Oerst.) Hemsl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 584 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvyij9
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galictis vittata (Schreber, 1776)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 100 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150210113312293/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqmsgb
title: Occurrence Download

description: A dataset containing 4274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "StateProvince is Casanare",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 4274 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060309-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4mnzz
title: Occurrence Download

description: A dataset containing 25735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Country is Cuba"
 ]
}

 The dataset includes 25735 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150211104439307/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rggf8
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "License is CC0 1.0",
 "MediaType is one of (Video, Image)",
 "TaxonKey is Phylloscopus bonelli (Vieillot, 1819)"
 ]
}

 The dataset includes 88 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193402-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hlqzps
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dytiscidae",
 "Geometry POLYGON((-88.308105 42.358543,-88.308105 41.054501,-87.473144 41.054501,-87.473144 42.358543,-88.308105 42.358543))"
 ]
}

 The dataset includes 161 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150216165555722/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9xfzh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum brachyblastum Hágsater & Dodson"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193403-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ulw6rz
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Country is Mali",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 186 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58dx4a
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum braccigerum Rchb.f."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193398-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6a4w9
title: Occurrence Download

description: A dataset containing 22753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pelodytes punctatus (Daudin, 1802)"
 ]
}

 The dataset includes 22753 records from 563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193433-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aopxsx
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithobates magnaocularis (Frost & Bagnara, 1974)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 268 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150304104939900/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bczx7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epidendrum brachypodum Hágsater"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193427-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbjxuw
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 },
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Pteropus giganteus (Brünnich, 1782)",
 "TaxonKey is Pteropus giganteus ariel G.M.Allen, 1908",
 "TaxonKey is Pteropus giganteus giganteus",
 "TaxonKey is Pteropus giganteus leucocephalus Hodgson, 1835",
 "TaxonKey is Pteropus giganteus leucocephalus Gray, 1871",
 "TaxonKey is Pteropus giganteus chinghaiensis Wang & Wang, 1962"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 127 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000919-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zabj5
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((8.01212 41.18926,8.01212 38.74617,9.96797 38.76706,9.91438 41.35036,8.01212 41.18926))",
 "HasGeospatialIssue is false",
 "TaxonKey is Ribes sardoum Martelli"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193410-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xau4k
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Encephalartos ferox G.Bertol",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 84 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000919-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dadpu6
title: Occurrence Download

description: A dataset containing 7697 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus rubra Bong."
 ]
}

 The dataset includes 7697 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193437-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ihgd3b
title: Occurrence Download

description: A dataset containing 1419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleurochaete squarrosa (Brid.) Lindb.",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-17.578125 69.162557,-30.234375 63.860035,-30.234375 57.326521,-33.75 46.558860,-34.453125 36.031331,-33.75 27.683528,-25.3125 23.885837,-17.578125 25.165173,-11.25 31.353636,-3.515625 34.307143,7.03125 34.307143,14.765625 33.137551,20.390625 30.751277,28.828124 29.535229,33.046875 30.145127,33.046875 30.145127,33.046875 30.145127,33.046875 30.145127,40.078125 33.724339,39.375 40.446947,40.78125 47.989921,57.656249 48.458351,71.015625 62.915233,74.53125 73.022591,75.234375 77.767582,75.234375 81.823794,56.25 82.940326,34.453125 82.494823,6.328125 81.723187,1.40625 79.432370,-17.578125 69.162557))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1419 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8wthd
title: Occurrence Download

description: A dataset containing 2363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Annona cherimola Mill."
 ]
}

 The dataset includes 2363 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193451-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m0go6p
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithrea molleoides (Vell.) Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 95 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65vtby
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "License is CC0 1.0",
 "MediaType is one of (Video, Image)",
 "TaxonKey is Oenanthe pleschanka (Lepechin, 1770)"
 ]
}

 The dataset includes 434 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193409-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ghwcb
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ludwigia repens J.R.Forst."
 ]
}

 The dataset includes 489 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000452-150407101314760/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.