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

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Azolla filiculoides Lam."
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068372-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kd3vrf
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leochilus oncidioides Knowles & Westc."
 ]
}

 The dataset includes 111 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053340-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuwq2p
title: Occurrence Download

description: A dataset containing 19487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lecythidaceae)",
 "Country is one of (Colombia)",
 "HasCoordinate is one of (true)"
 ]
}

 The dataset includes 19487 records from 287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014482-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nh9a7
title: Occurrence Download

description: A dataset containing 33186821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 33186821 records from 4563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060274-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r9m98
title: Occurrence Download

description: A dataset containing 1654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Turdus feae (Salvadori, 1887))",
 "BasisOfRecord is one of (Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 1654 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008016-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpqcc3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centrocercus minimus Young, C.Braun, Oyler-McCance, Hupp & Quinn, 2000",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0365635-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zq43v2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Presbytis natunae (Thomas & Hartert, 1894))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062003-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhmmtn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Urtica taiwaniana S.S.Ying",
 "Year 2020-2022"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0365637-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.776yce
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Onychodactylus tsukubaensis Yoshikawa & Matsui, 2013)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062017-230224095556074/datasets/export for details.
DOI: 10.15468/dl.n847po
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laevicaulis Simroth, 1913"
 ]
}

 The dataset includes 395 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001670-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd8gd2
title: Occurrence Download

description: A dataset containing 8143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aesculus pavia L."
 ]
}

 The dataset includes 8143 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0361661-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc6j5c
title: Occurrence Download

description: A dataset containing 29121 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "TaxonKey is Anastomus lamelligerus Temminck, 1823"
 ]
}

 The dataset includes 29121 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190149-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ykr3d
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Raorchestes agasthyaensis Zachariah, Dinesh, Kunhikrishnan, Das, Raju, Radhakrishnan, Palot & Kalesh, 2011)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062000-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzy44s
title: Occurrence Download

description: A dataset containing 3984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Inocybe lacera (Fr.) P.Kumm., Inocybe villosa Bandini, B.Oertel & U.Eberh., Inocybe salicis Kühner)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3984 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320106-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6svrhu
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus okinawensis Koidz."
 ]
}

 The dataset includes 153 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106558-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va3283
title: Occurrence Download

description: A dataset containing 67719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Basidiomycota"
 ]
}

 The dataset includes 67719 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190161-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuwwc4
title: Occurrence Download

description: A dataset containing 6694 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna alata (L.) Roxb."
 ]
}

 The dataset includes 6694 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0360820-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13019/ahzr-4843
title: A Gridded Dataset for Groundwater Sustainability Restriction Policy Scenarios for the Contiguous U.S.

description: Three scenarios of “low”, “medium”, and “high” levels of restriction on groundwater are developed. This dataset includes likely groundwater sustainability restriction policies (GSPs) considering 2010 levels
DOI: 10.15468/dl.4dwrys
title: Occurrence Download

description: A dataset containing 8256 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "CoordinateUncertaintyInMeters 0.0-689200.0",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "TaxonKey is Pica hudsonia (Sabine, 1823)"
 ]
}

 The dataset includes 8256 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0426605-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6uwuk
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ololygon trapicheiroi (A.Lutz & B.Lutz, 1954))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061979-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4bqjr
title: Occurrence Download

description: A dataset containing 122740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthyllis vulneraria Schiw. ex DC., 1825, Aquilegia alpina L., Aquilegia vulgaris L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 122740 records from 465 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157924-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3gkyv
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirripectes kuwamurai Fukao, 1984"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068297-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hd5n9u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gerbillus muriculus (Thomas & Hinton, 1923))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061960-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmwpen
title: Occurrence Download

description: A dataset containing 956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana magnaocularis Frost & Bagnara, 1974"
 ]
}

 The dataset includes 956 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157949-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zajsnh
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Radulina hamata (Dozy & Molk.) W.R.Buck & B.C.Tan"
 ]
}

 The dataset includes 89 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008853-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.harads
title: Occurrence Download

description: A dataset containing 13938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tayassu pecari (Link, 1795))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13938 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062056-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5gd3t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hynobius takedai Matsui & Miyazaki, 1984)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061977-230224095556074/datasets/export for details.
DOI: 10.15468/dl.pcpxmz
title: Occurrence Download

description: A dataset containing 114445 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phascolarctos cinereus (Goldfuss, 1817)"
 ]
}

 The dataset includes 114445 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143656-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sb7wxz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "OccurrenceStatus is Present",
 "TaxonKey is Mauremys caspica (Gmelin, 1774)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0360828-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3yyt8wtkhx.1
title: Computational Study Instances of the Pickup and Delivery Problem with Multi-visit Drones Considering Soft Time Windows

description: The set includes all instances used in the pickup and delivery problem with multi-visit drones considering soft time windows:
1. Small instances 
2. Large instances
3. Instances for sensitivity analysis
DOI: 10.17632/3yyt8wtkhx.2
title: Computational Study Instances of the Pickup and Delivery Problem with Multi-visit Drones Considering Soft Time Windows

description: The set includes all instances used in the pickup and delivery problem with multi-visit drones considering soft time windows:
1. Small instances 
2. Large instances
3. Instances for sensitivity analysis
DOI: 10.17632/3yyt8wtkhx.3
title: Computational Study Instances of the Pickup and Delivery Problem with Multi-visit Drones Considering Soft Time Windows

description: The set includes all instances used in the pickup and delivery problem with multi-visit drones considering soft time windows:
1. Small instances 
2. Large instances
3. Instances for sensitivity analysis
DOI: 10.15468/dl.rxupte
title: Occurrence Download

description: A dataset containing 6389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala sanguinea L."
 ]
}

 The dataset includes 6389 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030129-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15621735
title: Lex_Veritas_Supplementary_Evidence.zip

description: This dataset contains the supplementary evidence files accompanying the manuscript “Lex Veritas: Cryptographic Proofs and Evidentiary Integrity in Constitutional AI” (SPQR Technologies, 2025). It includes:





Demonstration videos of system enforcement, ethics validation, and autonomous shutdown.




Cryptographic logs and forensic receipts.




Verification pipeline outputs and zero-knowledge proof artifacts.



All files are sealed with SHA3-512 digests, providing an immutable audit trail for external verification. The dataset demonstrates the operational feasibility of cryptographically enforced ethics in autonomous AI governance. See the manuscript and appendices for context and detailed descriptions.

SHA3-512 of Zip Archive:

d09ce30afe10b5f6c77d6747bc137ce85e7a93688f0419b214e69dea947d9ff2d6f27e3fc6d1dbc00290983c8f9b397ee5ccf6a0cdfe0cca6cbd267737b4cdd5

Intellectual Property Notice:

This dataset and its contents describe systems, methods, and architectures developed by SPQR Technologies Inc., currently protected under one or more pending United States patent applications. Specifically, nine applications have been filed with the USPTO covering the cryptographic governance mechanisms, enforcement kernels, zero-knowledge pipelines, and sovereign ethics frameworks presented herein.

The publication of this dataset, in whole or in part, does not constitute a waiver of any intellectual property rights. Unauthorized commercial use, reproduction, or derivative implementation of the protected systems is strictly prohibited. This protection applies internationally under applicable treaty jurisdictions, including the European Patent Convention and the Patent Cooperation Treaty (PCT).

Patent Status:

Patent pending. Applications filed with the USPTO. For specific application numbers or licensing inquiries, contact: legal@spqrtech.ai.

 

Copyright © 2025 SPQR Technologies Inc.