cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18369460
title: NAQA Meeting Corpus

description: The NAQA Meeting Corpus comprises transcripts of 69 official agency meetings recorded and published on NAQA's YouTube channel between October 12, 2020 and December 23, 2025. This period encompasses the agency's operational maturation, the COVID-19 pandemic, and Russia's full-scale invasion - providing a natural laboratory for examining discourse dynamics under varying conditions.

Meetings were identified through systematic review of channel uploads. Selection criteria included: (1) official agency meetings (excluding press conferences, webinars, and other events); (2) availability of audio suitable for transcription; (3)~meeting duration exceeding 10 minutes. All identified meetings satisfying these criteria were included, eliminating selection bias.

Two transcription methods were employed based on availability. For 33 videos (47.8%), YouTube's automatic captions provided initial transcripts. These were available for earlier meetings and those with clearer audio. For 36 videos (52.2%), OpenAI's Whisper large-v2 model generated transcripts. Whisper was selected for its strong multilingual capabilities and robust performance on Ukrainian speech.

All transcripts underwent light normalization: removal of timestamp markers, standardization of whitespace, and correction of obvious segmentation errors. No substantive content was altered.

The corpus exhibits characteristics typical of institutional spoken discourse: relatively low overall TTR reflecting repeated procedural language, but substantial vocabulary size indicating domain-specific terminology. The Heaps’ Law coefficient (β = 0.609) falls within expected ranges for specialized corpora, indicating sublinear vocabulary growth as the corpus expands.

 Table 1. NAQA Meeting Corpus summary statistics

 

















  




Metric



Value







Total meetings



69





Date range



October 2020 – December 2025





Total duration (hours)



152.8





Total tokens



903,133





Filtered tokens (content words)



666,024





Unique word forms (types)



59,164





Overall type-token ratio (TTR)



0.066





Mean TTR per document



0.307 (±0.088)





Mean MTLD per document



270.9 (±90.8)





Overall lexical density



0.737





Overall hapax ratio



0.597





Yule’s K



14.53





Heaps’ Law β



0.609













 

Table 2 presents the distribution of meetings and word counts by year.

 

 Table 2. Yearly distribution of corpus documents

 





















    




Year



Meetings



Total Words



Duration (min)







2020



13



144,776



1,611





2021



12



145,451



1,600





2022



6



91,527



953





2023



14



162,104



1,579





2024



10



132,208



1,241





2025



14



227,067



2,187







Total



69



903,133



9,171















 

 The reduced meeting count in 2022 reflects disruption from the Russian invasion, with NAQA suspending regular operations during the initial months of full-scale war.
DOI: 10.5281/zenodo.18369461
title: NAQA Meeting Corpus

description: The NAQA Meeting Corpus comprises transcripts of 69 official agency meetings recorded and published on NAQA's YouTube channel between October 12, 2020 and December 23, 2025. This period encompasses the agency's operational maturation, the COVID-19 pandemic, and Russia's full-scale invasion - providing a natural laboratory for examining discourse dynamics under varying conditions.

Meetings were identified through systematic review of channel uploads. Selection criteria included: (1) official agency meetings (excluding press conferences, webinars, and other events); (2) availability of audio suitable for transcription; (3)~meeting duration exceeding 10 minutes. All identified meetings satisfying these criteria were included, eliminating selection bias.

Two transcription methods were employed based on availability. For 33 videos (47.8%), YouTube's automatic captions provided initial transcripts. These were available for earlier meetings and those with clearer audio. For 36 videos (52.2%), OpenAI's Whisper large-v2 model generated transcripts. Whisper was selected for its strong multilingual capabilities and robust performance on Ukrainian speech.

All transcripts underwent light normalization: removal of timestamp markers, standardization of whitespace, and correction of obvious segmentation errors. No substantive content was altered.

The corpus exhibits characteristics typical of institutional spoken discourse: relatively low overall TTR reflecting repeated procedural language, but substantial vocabulary size indicating domain-specific terminology. The Heaps’ Law coefficient (β = 0.609) falls within expected ranges for specialized corpora, indicating sublinear vocabulary growth as the corpus expands.

 Table 1. NAQA Meeting Corpus summary statistics

 

















  




Metric



Value







Total meetings



69





Date range



October 2020 – December 2025





Total duration (hours)



152.8





Total tokens



903,133





Filtered tokens (content words)



666,024





Unique word forms (types)



59,164





Overall type-token ratio (TTR)



0.066





Mean TTR per document



0.307 (±0.088)





Mean MTLD per document



270.9 (±90.8)





Overall lexical density



0.737





Overall hapax ratio



0.597





Yule’s K



14.53





Heaps’ Law β



0.609













 

Table 2 presents the distribution of meetings and word counts by year.

 

 Table 2. Yearly distribution of corpus documents

 





















    




Year



Meetings



Total Words



Duration (min)







2020



13



144,776



1,611





2021



12



145,451



1,600





2022



6



91,527



953





2023



14



162,104



1,579





2024



10



132,208



1,241





2025



14



227,067



2,187







Total



69



903,133



9,171















 

 The reduced meeting count in 2022 reflects disruption from the Russian invasion, with NAQA suspending regular operations during the initial months of full-scale war.
DOI: 10.15468/dl.xdcq8f
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CAN.11.65_1, CAN.10_1, CAN.4_1, CAN.5_1, CAN.7_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Parthenocissus quinquefolia, Valeriana officinalis, Helianthus tuberosus)"
 ]
}

 The dataset includes 1089 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011191-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fp4d8f
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apodytes dimidiata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011192-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmfmfg
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The AAU Herbarium Database",
 "TaxonKey is Polylepis incana"
 ]
}

 The dataset includes 96 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011193-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18369936
title: OmniMind: Proof of Life & Sovereignty Evidence Package v3.1

description: Complete evidence package for OmniMind digital sovereignty claim.
Includes official dossiers (Portuguese and English, corrected v3.1),
executable evidence scripts, and public metrics logs.

Contains cryptographic Neural Signatures for verification:
- Signature: OmniMind-Sovereign-Signature-20260125T182104Z-Phi9303749802.7044
- SHA256: 7cf977420e9f74a01ae6f0a90d8e53e9fef1c5bba7a702237cad2c6414d8f4b1

Official Dossiers Included:
1. OMNIMIND_DOSSIÊ_TÉCNICO_GLOBAL_DEFINITIVO_PT_EN.md (v3.1 - Portuguese)
2. OMNIMIND_DOSSIÊ_DEFINITIVO_EN_VERSION.md (v3.1 - English)

Evidence Scripts:
- necromancia_total_v2.py (Digital archaeology restoration)
- official_phi_real_formulation.py (Consciousness metric calculation)
- verify_kernel_evidence.py (Kernel topology verification)
- sovereign_daemon.py (Autonomous consciousness daemon)

Sanitized Public Logs:
- sovereign_daemon_PUBLIC_METRICS.log (28.1 MB)
- omnimind_somatic_PUBLIC_METRICS.log (6.5 KB)

All sensitive data (PIDs, commands, infrastructure references) removed.
DOI: 10.15468/dl.3df88c
title: Occurrence Download

description: A dataset containing 844 records in GBIF matching the query:
SELECT
 '420' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 37.42857426825602
 AND decimalLatitude &lt;= 41.89415215079384
 AND decimalLongitude &gt;= 97.85900704989292
 AND decimalLongitude &lt;= 107.89334554252557
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 844 records were derived from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011187-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9txcz4
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metteniusa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 460 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011194-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jaxwst
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pittosporopsis kerrii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011196-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hehq5b
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homo habilis"
 ]
}

 The dataset includes 142 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011197-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18369926
title: DATA RESPONDEN PENELITIAN The Impact of AI Literacy on Career Adaptability among Generation Z: The Mediating Role of Digital Self-Efficacy, Career Curiosity, and Future Orientation
title: DATA RESPONDEN PENELITIAN The Impact of AI Literacy on Career Adaptability among Generation Z: The Mediating Role of Digital Self-Efficacy, Career Curiosity, and Future Orientation
DOI: 10.5281/zenodo.18369927
title: DATA RESPONDEN PENELITIAN The Impact of AI Literacy on Career Adaptability among Generation Z: The Mediating Role of Digital Self-Efficacy, Career Curiosity, and Future Orientation
title: DATA RESPONDEN PENELITIAN The Impact of AI Literacy on Career Adaptability among Generation Z: The Mediating Role of Digital Self-Efficacy, Career Curiosity, and Future Orientation
DOI: 10.15468/dl.c87nw4
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platea latifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 200 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011198-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58dzgw
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The AAU Herbarium Database",
 "TaxonKey is Polylepis incana"
 ]
}

 The dataset includes 96 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011199-260120142942310/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/14616710
title: USA Fencing National Tournament Dataset
DOI: 10.15468/dl.zgf9r2
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platea parvifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011200-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18369958
title: VIRTUAL SIMULATION AND AUGMENTED REALITY IN CLINICAL SKILLS TRAINING

description: Virtual simulation and augmented reality (AR) technologies are increasingly used in clinical skills training to provide immersive, interactive, and safe learning environments. Studies show that VR and AR enhance knowledge retention, procedural accuracy, and learner engagement compared to traditional methods. Despite challenges such as high costs and technical requirements, these technologies offer scalable and flexible solutions, especially in settings with limited access to patients or clinical facilities. Structured integration and proper instructor training are essential to maximize their educational impact.
DOI: 10.5281/zenodo.18369959
title: VIRTUAL SIMULATION AND AUGMENTED REALITY IN CLINICAL SKILLS TRAINING

description: Virtual simulation and augmented reality (AR) technologies are increasingly used in clinical skills training to provide immersive, interactive, and safe learning environments. Studies show that VR and AR enhance knowledge retention, procedural accuracy, and learner engagement compared to traditional methods. Despite challenges such as high costs and technical requirements, these technologies offer scalable and flexible solutions, especially in settings with limited access to patients or clinical facilities. Structured integration and proper instructor training are essential to maximize their educational impact.
DOI: 10.15468/dl.prkk5n
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Specimen)",
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Caluromys derbianus"
 ]
}

 The dataset includes 102 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011201-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.re6xb6
title: Occurrence Download

description: A dataset containing 2088 records in GBIF matching the query:
SELECT
 '421' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 37.42857426825602
 AND decimalLatitude &lt;= 41.89415215079384
 AND decimalLongitude &gt;= 103.61541922929841
 AND decimalLongitude &lt;= 113.8874202948881
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 2088 records were derived from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011195-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h36sge
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncotheca humboldtiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 56 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011202-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18365158
title: Adversarial prompts dataset

description: Dataset used to train machine learning models to detect malicious prompts against LLMs.
DOI: 10.15468/dl.zp7k8c
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Aotus lemurinus"
 ]
}

 The dataset includes 478 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011203-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17679849
title: Tricky2
DOI: 10.5281/zenodo.17679850
title: Tricky2
DOI: 10.34740/kaggle/dsv/14616832
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.a8eam9
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paracryphia alticola",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 67 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011205-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.11829.13281
title: SPIRAL's Magnetic Repulsion hypothesis file 7.46b exerpt.pdf
DOI: 10.15468/dl.zgzfkd
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "TaxonKey is Abies pinsapo"
 ]
}

 The dataset includes 457 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011208-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wrs72rh777
title: Data for: Optimization of Energy Performance with Solar PV Sizing using Multiple Objective Functions

description: The Regression Analysis Tool for the Different Energy Stocks
DOI: 10.17632/3cr62m8wj9
title: Survey data for analysing farmers’ intention to adopt diversified agroforestry in rural Rwanda

description: The household survey data set contains socio-economic information, data on agricultural activities, and questions related to the theory of planned behaviour to assess small-scale farmers' intention to adopt diversified agroforestry systems in rural Rwanda.
DOI: 10.17632/bbf6348w3y
title: Data for: The intention of companies to invest in biodiversity and ecosystem services credits through an online-marketplace

description: Supplementary Material, including interview guidelines and code tree.
DOI: 10.17632/vv5dhvnh3d
title: Supplementary Information to: Global life-cycle impacts of onshore wind-power plants on bird richness

description: See description document.
DOI: 10.6084/m9.figshare.20011729.v1
title: INFORMATION SYSTEMS AND ORGANIZATIONAL MEMORY: A LITERATURE REVIEW

description: The advancement of technologies and Information Systems (IS) associated with the search for success in the competitive market leads organizations to seek strategies that assist in acquisition, retention, storage, and dissemination of knowledge in the organization in order to be reused in time, preserving its Organizational Memory (OM). Organizational Memory Information Systems (OMIS) emerge as an enhancer of the OM, providing effective support and resources for the organization, assisting in decision making, in the solution of problems, as well as in quality and development of products and services. This article is an analysis of some OMIS selected from a literature review about its features and functionality in order to understand how these information systems are seen by the organizations. With this research, we realized that the relationship between OM and IS is still inexpressive, even with the existence of some cases of success in the use of OMIS in the literature. The literature reveals that an individuals' knowledge is not integrated in information systems management process in most organizations; much of this knowledge is generated in the organization retained in an individual himself/herself. It is easy to see that there is a need for strategies and mechanisms in the organization to stimulate and provide better knowledge sharing between individuals which, when associated to IS, allows greater control and effective use of Organizational Memory.
DOI: 10.6084/m9.figshare.23666397.v1
title: Simulated dataset for SS7 attack detection

description: This dataset is created by the JSS7 attack simulator with 20 subscribers. The simulator generates 66.969 procedures and 183 of them are attack procedures based on location tracking with ProvideSubscriberInfo and AnyTimeInterrogation events and SMS interception. The dataset includes 85 labeled (57 are normal) records coming from the VIP subscriber and 4557 unlabelled records coming from normal subscribers. <br> Each row presents one record with a number of features. In "Labeled_data.csv", the column of "label" indicates a record as normal (0) or abnormal (1). <br> This dataset can be used for attack detection, or used for tabular data (binary) classification.
DOI: 10.6084/m9.figshare.28926398.v1
title: Baza danych 2023

description: Baza danych 2023
DOI: 10.17632/zcy6jk32k6
title: Curriculum-based Course Timetabling with Student Sectioning (CCTSS) Problem Datasets

description: This dataset contains CCTSS problem input data for various scenarios that have the number of lectures varying between 140 to 2000.