cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6xrzqh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((117.043 4.565159, 116.972515 4.559589, 116.903769 4.543016, 116.838458 4.51585, 116.77819 4.478759, 116.724453 4.43266, 116.678569 4.378688, 116.641667 4.318174, 116.614655 4.252609, 116.598195 4.183609, 116.59269 4.112873, 116.598273 4.042143, 116.614804 3.97316, 116.641872 3.907623, 116.67881 3.847144, 116.724707 3.79321, 116.778432 3.747149, 116.838663 3.710094, 116.903919 3.682955, 116.972594 3.6664, 117.043 3.660836, 117.113406 3.6664, 117.182081 3.682955, 117.247337 3.710094, 117.307568 3.747149, 117.361293 3.79321, 117.40719 3.847144, 117.444128 3.907623, 117.471196 3.97316, 117.487727 4.042143, 117.49331 4.112873, 117.487805 4.183609, 117.471345 4.252609, 117.444333 4.318174, 117.407431 4.378688, 117.361547 4.43266, 117.30781 4.478759, 117.247542 4.51585, 117.182231 4.543016, 117.113485 4.559589, 117.043 4.565159))"},{"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/0004141-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18333185
title: The Digital Stoic Library

description:  Project Description: The Digital Stoic Library

This dataset contains a computationally enriched edition of three foundational texts of Roman Stoicism: Epictetus’s Enchiridion, Epictetus's Discourses, and Marcus Aurelius’s Meditations. The data was produced using a novel "Deep Matching" framework that bridges the gap between raw Ancient Greek source material and technical English philosophical translation.

The dataset is provided in a cleaned, machine-readable JSON format, suitable for immediate use in thematic lexical analysis, natural language processing (NLP), or educational application development.



Methodology

The data was generated through a four-stage pipeline:





Source Acquisition: Greek text (edition perseus-grc2) was harvested from the Scaife Viewer CTS API. A robust parsing methodology using .itertext() was employed to ensure that internal XML markers (such as line and page breaks) did not truncate the primary source text.




Contextual Translation: English translations and commentary were generated using the Gemini 3 Pro reasoning model, employing a sliding context window to maintain narrative continuity across chapter boundaries.




Lexical Lemmatization: Passages were enriched with a thematic_lexicon to map core Stoic technical terms (e.g., prohairesis, logos, eph’ hēmin) back to their original Greek lemmas, regardless of grammatical inflection.




Refinement & Audit: Automated post-processing removed model artifacts, followed by a bit-for-bit audit against the Scaife Viewer API to verify that the final Greek strings match the authoritative primary source exactly.





Contents





discourses_final_clean.json: The complete Discourses of Epictetus (Books 1–4, plus Arrian's Preface) with verified Greek text, English translation, scholarly notes, and thematic lexical tags.




enchiridion_final_clean.json: The complete Enchiridion (53 chapters) with verified Greek text, English translation, Stoic notes, and thematic lexical tags.




meditations_final_clean.json: The complete Meditations (12 books) with verified Greek text, reflective English translation, commentary, and thematic lexical tags.





Use Cases





Thematic Research: Quantitative analysis of technical Stoic vocabulary distribution across different authors and works.




Educational Tools: Development of interactive readers that highlight the relationship between original Greek and modern translation through the integrated thematic lexicon.





Citation

Moss, W. (2026). Data Paper: The Digital Stoic Library. Knowledge Commons. https://doi.org/10.5281/zenodo.18273320
DOI: 10.5281/zenodo.18273319
title: The Digital Stoic Library

description:  Project Description: The Digital Stoic Library

This dataset contains a computationally enriched edition of three foundational texts of Roman Stoicism: Epictetus’s Enchiridion, Epictetus's Discourses, and Marcus Aurelius’s Meditations. The data was produced using a novel "Deep Matching" framework that bridges the gap between raw Ancient Greek source material and technical English philosophical translation.

The dataset is provided in a cleaned, machine-readable JSON format, suitable for immediate use in thematic lexical analysis, natural language processing (NLP), or educational application development.



Methodology

The data was generated through a four-stage pipeline:





Source Acquisition: Greek text (edition perseus-grc2) was harvested from the Scaife Viewer CTS API. A robust parsing methodology using .itertext() was employed to ensure that internal XML markers (such as line and page breaks) did not truncate the primary source text.




Contextual Translation: English translations and commentary were generated using the Gemini 3 Pro reasoning model, employing a sliding context window to maintain narrative continuity across chapter boundaries.




Lexical Lemmatization: Passages were enriched with a thematic_lexicon to map core Stoic technical terms (e.g., prohairesis, logos, eph’ hēmin) back to their original Greek lemmas, regardless of grammatical inflection.




Refinement & Audit: Automated post-processing removed model artifacts, followed by a bit-for-bit audit against the Scaife Viewer API to verify that the final Greek strings match the authoritative primary source exactly.





Contents





discourses_final_clean.json: The complete Discourses of Epictetus (Books 1–4, plus Arrian's Preface) with verified Greek text, English translation, scholarly notes, and thematic lexical tags.




enchiridion_final_clean.json: The complete Enchiridion (53 chapters) with verified Greek text, English translation, Stoic notes, and thematic lexical tags.




meditations_final_clean.json: The complete Meditations (12 books) with verified Greek text, reflective English translation, commentary, and thematic lexical tags.





Use Cases





Thematic Research: Quantitative analysis of technical Stoic vocabulary distribution across different authors and works.




Educational Tools: Development of interactive readers that highlight the relationship between original Greek and modern translation through the integrated thematic lexicon.





Citation

Moss, W. (2026). Data Paper: The Digital Stoic Library. Knowledge Commons. https://doi.org/10.5281/zenodo.18273320
DOI: 10.15468/dl.2ctvnn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((96.443 4.568159, 96.37251500000001 4.562589, 96.303769 4.546016, 96.238457 4.518849, 96.178189 4.481759, 96.12445099999999 4.43566, 96.07856700000001 4.381688, 96.04166499999999 4.321173, 96.014653 4.255609, 95.998193 4.186608, 95.992689 4.115872, 95.998272 4.045143, 96.014802 3.97616, 96.041871 3.910623, 96.07880900000001 3.850144, 96.12470500000001 3.79621, 96.178431 3.750149, 96.23866200000001 3.713094, 96.303918 3.685955, 96.37259400000001 3.6694, 96.443 3.663836, 96.513406 3.6694, 96.582082 3.685955, 96.647338 3.713094, 96.70756900000001 3.750149, 96.761295 3.79621, 96.807191 3.850144, 96.844129 3.910623, 96.87119800000001 3.97616, 96.887728 4.045143, 96.893311 4.115872, 96.887807 4.186608, 96.871347 4.255609, 96.844335 4.321173, 96.807433 4.381688, 96.761549 4.43566, 96.70781100000001 4.481759, 96.647543 4.518849, 96.58223099999999 4.546016, 96.513485 4.562589, 96.443 4.568159))"},{"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/0004144-260120142942310/datasets/export for details.
DOI: 10.15468/dl.j4mrfe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.76795300000001 24.223555, 88.69095299999999 24.217978, 88.61586800000001 24.201386, 88.544566 24.174191, 88.478815 24.13707, 88.420243 24.090944, 88.370296 24.036958, 88.33019899999999 23.97645, 88.300932 23.910918, 88.28319999999999 23.841982, 88.277423 23.771342, 88.28372299999999 23.70074, 88.30192700000001 23.631912, 88.331569 23.56655, 88.371906 23.506255, 88.421936 23.452506, 88.480425 23.406617, 88.545935 23.369709, 88.616863 23.342684, 88.69147599999999 23.3262, 88.76795300000001 23.320661, 88.84443 23.3262, 88.919043 23.342684, 88.989971 23.369709, 89.055481 23.406617, 89.11396999999999 23.452506, 89.164 23.506255, 89.204337 23.56655, 89.23397900000001 23.631912, 89.252183 23.70074, 89.258483 23.771342, 89.252706 23.841982, 89.23497399999999 23.910918, 89.205707 23.97645, 89.16561 24.036958, 89.115663 24.090944, 89.057091 24.13707, 88.99133999999999 24.174191, 88.92003800000001 24.201386, 88.844953 24.217978, 88.76795300000001 24.223555))"},{"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/0004143-260120142942310/datasets/export for details.
DOI: 10.15468/dl.py4pxs
title: Occurrence Download

description: A dataset containing 442529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-11-26",
 "EventDate is less than or equal to 2025-12-26",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 442529 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004122-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwedxs
title: Occurrence Download

description: A dataset containing 38464302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 38464302 records from 4618 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004111-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mjahp
title: Occurrence Download

description: A dataset containing 54624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Algeria, Egypt, Sudan, Libya, Tunisia, Morocco, Mauritania, Jordan, Saudi Arabia, United Arab Emirates, Oman, Bahrain, Qatar, Kuwait, Iraq, Syrian Arab Republic, Lebanon, Palestine, State of, Yemen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 54624 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008187-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j29b5k
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alstroemeria angustifolia"
 ]
}

 The dataset includes 159 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008229-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jqfu7
title: Occurrence Download

description: A dataset containing 243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperoleucus venustus"
 ]
}

 The dataset includes 243 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008228-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdq86s
title: Occurrence Download

description: A dataset containing 25261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 25261 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008230-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z85ukp
title: Occurrence Download

description: A dataset containing 720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus",
 "Year 2015-2025"
 ]
}

 The dataset includes 720 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008231-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17714936
title: TABLE 1. — Differences between Goneplax s. str. and Diuplax n in Notes on the taxonomy of Frevillea A. Milne-Edwards, 1880 (Crustacea, Brachyura, Goneplacoidea), with the description of a new genus for F. sigsbei A. Milne-Edwards, 1880

description: TABLE 1. — Differences between Goneplax s. str. and Diuplax n. gen.
Goneplax S. STr.Diuplax n. gen.CarapaceDistinctly hexagonal (Fig. 7A)Broadly trapezoidal (Fig. 5A, B, D, F, G)Anterolateral marginLateral tooth positioned some distance from the external orbital tooth, c. one-third length of lateral margin (Fig. 7A)Lateral tooth adjacent to the external orbital tooth (Figs 5A, B, D, F, G; 6A, B)Posterior margin of epistomeRelatively narrower transversely, margin gently sinuous (Fig. 7B)Relatively wide transversely, margin almost straight (Fig. 6A, B)EyesOcular peduncle long, c. 4 times length of cornea (Fig. 7A, B)Ocular peduncle shorter, c. 2 times length of cornea (Figs 5A, B, D, F, G; 6A, B)Male thoracic sternite 8Sternite 8 visible as wide subhexagonal plate when pleon closed; pleonal somite 1 not reaching coxa of fourth ambulatory leg (Fig. 7E)Sternite 8 visible as triangular plate when pleon closed; pleonal somite 1 reaching coxa of fourth ambulatory leg (Fig. 6D)Male pleonRelatively wide transversely, especially across somites 3-6 (Fig. 7D)Relatively narrower transversely (Fig. 5E)Adult male chelipedProminently elongated (Fig. 7F; Guinot & Castro 2007: figs 1, 2.)Short (Fig. 5D, E)Fourth ambulatory dactylusStyliform (Fig. 7G)Spatuliform (Fig. 5A, B, D)G1Relatively long, slender, almost straight, with distal flap-like part clearly demarcated; tip rounded (cf. Guinot & Castro 2007: fig. fig. 3C)Relatively short, C-shaped, tapering gradually to sharp tip (Fig. 6F, G)G2Distal part of flagellum straight or almost so (cf. Guinot & Castro 2007: fig. 3D)Distal part of flagellum strongly recurved (Fig. 6H, I)
description: Published as part of Ng, Peter K. L., Castro, Peter & Rodríguez Moreno, Paula A., 2024, Notes on the taxonomy of Frevillea A. Milne-Edwards, 1880 (Crustacea, Brachyura, Goneplacoidea), with the description of a new genus for F. sigsbei A. Milne-Edwards, 1880, pp. 743 in Zoosystema 46 (29) on page 743, DOI: 10.5252/zoosystema2024v46a29, http://zenodo.org/record/14132095
DOI: 10.5281/zenodo.17714935
title: TABLE 1. — Differences between Goneplax s. str. and Diuplax n in Notes on the taxonomy of Frevillea A. Milne-Edwards, 1880 (Crustacea, Brachyura, Goneplacoidea), with the description of a new genus for F. sigsbei A. Milne-Edwards, 1880

description: TABLE 1. — Differences between Goneplax s. str. and Diuplax n. gen.
Goneplax S. STr.Diuplax n. gen.CarapaceDistinctly hexagonal (Fig. 7A)Broadly trapezoidal (Fig. 5A, B, D, F, G)Anterolateral marginLateral tooth positioned some distance from the external orbital tooth, c. one-third length of lateral margin (Fig. 7A)Lateral tooth adjacent to the external orbital tooth (Figs 5A, B, D, F, G; 6A, B)Posterior margin of epistomeRelatively narrower transversely, margin gently sinuous (Fig. 7B)Relatively wide transversely, margin almost straight (Fig. 6A, B)EyesOcular peduncle long, c. 4 times length of cornea (Fig. 7A, B)Ocular peduncle shorter, c. 2 times length of cornea (Figs 5A, B, D, F, G; 6A, B)Male thoracic sternite 8Sternite 8 visible as wide subhexagonal plate when pleon closed; pleonal somite 1 not reaching coxa of fourth ambulatory leg (Fig. 7E)Sternite 8 visible as triangular plate when pleon closed; pleonal somite 1 reaching coxa of fourth ambulatory leg (Fig. 6D)Male pleonRelatively wide transversely, especially across somites 3-6 (Fig. 7D)Relatively narrower transversely (Fig. 5E)Adult male chelipedProminently elongated (Fig. 7F; Guinot & Castro 2007: figs 1, 2.)Short (Fig. 5D, E)Fourth ambulatory dactylusStyliform (Fig. 7G)Spatuliform (Fig. 5A, B, D)G1Relatively long, slender, almost straight, with distal flap-like part clearly demarcated; tip rounded (cf. Guinot & Castro 2007: fig. fig. 3C)Relatively short, C-shaped, tapering gradually to sharp tip (Fig. 6F, G)G2Distal part of flagellum straight or almost so (cf. Guinot & Castro 2007: fig. 3D)Distal part of flagellum strongly recurved (Fig. 6H, I)
description: Published as part of Ng, Peter K. L., Castro, Peter & Rodríguez Moreno, Paula A., 2024, Notes on the taxonomy of Frevillea A. Milne-Edwards, 1880 (Crustacea, Brachyura, Goneplacoidea), with the description of a new genus for F. sigsbei A. Milne-Edwards, 1880, pp. 743 in Zoosystema 46 (29) on page 743, DOI: 10.5252/zoosystema2024v46a29, http://zenodo.org/record/14132095
DOI: 10.15468/dl.7mqwxg
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heloderma horridum",
 "Year 1970-2025"
 ]
}

 The dataset includes 531 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008233-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qrfd6
title: Occurrence Download

description: A dataset containing 8842785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 1999"
 ]
}

 The dataset includes 8842785 records from 839 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008201-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu9van
title: Occurrence Download

description: A dataset containing 1600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 1600 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxhvmd
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heloderma horridum",
 "Year 1970-2025"
 ]
}

 The dataset includes 531 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008235-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/7ftacv
title: Replication Data for: Monitoring Coalition Partners in the EU: Strategic Committee Appointments in the European Parliament

description: Policymaking in the EU requires member states to delegate negotiations to individual ministers. For coalition governments, this creates information asymmetries because parties holding the relevant ministerial portfolio gain privileged access while their coalition partners are sidelined. This paper argues that bicameralism in the EU mitigates this problem: sidelined parties can shadow their coalition partners through the committees of the European Parliament. Committees allow parties to monitor legislative processes and negotiations in the Council, which is particularly attractive for sidelined parties. Analyzing original data on committee and rapporteur assignments between 2004 and 2024, I find that MEPs systematically shadow their coalition partners in policy areas where their national party lacks direct representation in the Council and is misaligned with its coalition partners.