cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25919/m65c-w016
title: Parkes observations for project P630 semester 2011APRS_02

description: We propose to carry out the most ambitious and comprehensive all-sky survey for pulsars and transient sources to date. Using the 20cm multibeam and a new digital filterbank array this survey will create a petabyte digital record of the sky that can be data mined in the future and used to search for relativistic binary and millisecond pulsars, RRATs, and extragalactic radio bursts. The survey should discover 100s of new millisecond and normal pulsars and help define the lower limit to pulsar periods, test theories of relativistic gravity, find transients and provide pulsars for gravitational wave detection.
DOI: 10.15468/dl.hzjybu
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Kniphofia caulescens Baker, Kniphofia caulescens Baker ex Hook.f.)"
 ]
}

 The dataset includes 249 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075552-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhauuw
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013402-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upqjd3
title: Occurrence Download

description: A dataset containing 6286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Potamogeton perfoliatus L."
 ]
}

 The dataset includes 6286 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013430-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhpxww
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Micranthocereus auriazureus Buining & Brederoo"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006117-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjro7u
title: Occurrence Download

description: A dataset containing 55503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amazona albifrons (Sparrman, 1788)"
 ]
}

 The dataset includes 55503 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013403-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ss7xp
title: Occurrence Download

description: A dataset containing 594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus wallichiana A.B.Jacks.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 594 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021162-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ibzcjp
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizolobium Vogel"
 ]
}

 The dataset includes 1369 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006118-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.563v4q
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013408-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpmt5q
title: Occurrence Download

description: A dataset containing 1577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juniperus chinensis L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1577 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021165-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxw2s1
title: Occurrence Download

description: A dataset containing 1336 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drepananthus"
 ]
}

 The dataset includes 1336 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003375-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ogiwzi
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013467-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf1tq0
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013427-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7pbsf
title: Occurrence Download

description: A dataset listing the 20367 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince ~santander"
 ]
}

 The dataset's 20367 records were derived from 523 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070784-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkryg9
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chromis pamae Randall & McCosker, 1992"
 ]
}

 The dataset includes 56 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070787-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwrobd
title: Occurrence Download

description: A dataset containing 208203728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY 4.0"
 ]
}

 The dataset includes 208203728 records from 11467 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001704-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3-b1f4-0t36
title: Boardex Reports - Company Network ROW - 2021 November
DOI: 10.34740/kaggle/dsv/11818744
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.29069243
title: Reinforcement Learning for Assessing Route Instruction Usability in Complex Indoor Spaces

description: Wayfinding in complex indoor spaces is challenging, particularly when route instructions are incomplete or ambiguous. While humans often successfully navigate under such conditions by leveraging past experiences, computationally modeling this adaptive skill remains an open research area. This paper addresses the problem of assessing the usability of incomplete route instructions in unknown indoor environments. The objective is to determine if Reinforcement Learning (RL) agents, trained in diverse settings, can acquire transferable wayfinding skills to navigate effectively despite missing information. We demonstrate a novel computational approach using RL, specifically Proximal Policy Optimization (PPO), to model the acquisition and transfer of wayfinding skills. Agents are trained via a curriculum learning approach in simulated text-based indoor environments of varying complexity and with different turn-based instruction grammars. Their ability to navigate with both complete and incomplete instructions is then evaluated in seen and unseen environments. Our results show that RL agents successfully learn to navigate even with incomplete instructions, significantly outperforming random agents. Agents trained on diverse environments generalize well to novel settings, although performance decreases with higher environmental complexity and finer-grained instruction grammars when instructions are incomplete. Step-cost reward structures yielded better learning outcomes. This research offers a probabilistic framework for quantifying route instruction usability. The framework reframes route evaluation from deterministic error checking to probabilistic risk assessment. It lets designers gauge when `imperfect’ instructions remain usable, optimise wording and grammar, and develop adaptive indoor navigation, evacuation, or accessibility aids. By quantifying skill transfer across layouts, it also provides an experimental testbed for cognitive theories of heuristic learning and spatial knowledge acquisition
DOI: 10.15468/dl.ue46j8
title: Occurrence Download

description: A dataset containing 30537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Enterolobium Mart."
 ]
}

 The dataset includes 30537 records from 486 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032516-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/a57n-wz83
title: Parkes observations for project P1338 semester 2025APRS_18

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.5281/zenodo.15410663
title: Sorrell and Wilson et al 2025 data

description: Dataset for Sorrell and Wilson et al. 2025, "An optical brain-machine interface reveals a causal role of posterior parietal cortex in goal-directed navigation". Files should be placed in folders with the same name from the code repository.
DOI: 10.5281/zenodo.15410664
title: Sorrell and Wilson et al 2025 data

description: Dataset for Sorrell and Wilson et al. 2025, "An optical brain-machine interface reveals a causal role of posterior parietal cortex in goal-directed navigation". Files should be placed in folders with the same name from the code repository.
DOI: 10.15468/dl.pukkq7
title: Occurrence Download

description: A dataset containing 608 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acipenser baerii Brandt, 1869"
 ]
}

 The dataset includes 608 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032517-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rj5yu
title: Occurrence Download

description: A dataset containing 46464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Entolasia Stapf"
 ]
}

 The dataset includes 46464 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032521-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15168134
title: Data tables for manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests"

description: This upload contains data tables applicable to the manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests" by Chui et al. which was submitted for review.
DOI: 10.5281/zenodo.15421716
title: Data tables for manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests"

description: This upload contains data tables applicable to the manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests" by Chui et al. which was submitted for review.
DOI: 10.5281/zenodo.15168133
title: Data tables for manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests"

description: This upload contains data tables applicable to the manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests" by Chui et al. which was submitted for review.
DOI: 10.5281/zenodo.15421730
title: Data tables for manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests"

description: This upload contains data tables applicable to the manuscript titled "Assessing resin source availability and chemical diversity over space and time for stingless bees in dipterocarp forests" by Chui et al. which was submitted for review.
DOI: 10.4228/zalf-bye4-dpr2
title: Soil profile 'RIGG_01'

description: null
DOI: 10.7939/r3bp2m
title: Sustainalytics, 2012-2015

description: Social and environmental profiles of companies listed in the TSX Composite Index. Date coverage: 2012-2015. UAL subscription to Sustainalytics historical data files ceased 3/2019.
DOI: 10.4228/zalf-rh1f-n34x
title: Soil profile 'RIGG_07'
DOI: 10.15468/dl.ct5kt5
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "DatasetKey is RU-BIRDS.RU, Birds observations database from Russia and neighboring regions. Zoological Museum of M.V. Lomonosov Moscow State University.",
 "Geometry POLYGON((87.14965 53.88209,87.15736 53.87979,87.15206 53.87628,87.15381 53.86842,87.15182 53.86556,87.15326 53.86388,87.14297 53.85806,87.13603 53.8491,87.12802 53.82914,87.12818 53.82455,87.13887 53.81081,87.13908 53.78439,87.14034 53.78053,87.15479 53.76962,87.17337 53.76263,87.17563 53.76524,87.17485 53.77247,87.18421 53.7777,87.17683 53.78114,87.18844 53.78981,87.18307 53.79652,87.17802 53.79971,87.16898 53.80083,87.17091 53.80475,87.1787 53.80817,87.19401 53.81149,87.20396 53.81701,87.20204 53.81911,87.19008 53.81865,87.1916 53.82165,87.20021 53.82763,87.22846 53.83574,87.23495 53.83505,87.23768 53.82965,87.22828 53.82227,87.22848 53.82073,87.23957 53.82144,87.24826 53.81981,87.25279 53.82208,87.24953 53.82446,87.23813 53.82772,87.23722 53.82917,87.23856 53.82982,87.23566 53.83519,87.22987 53.83605,87.22745 53.84321,87.23348 53.84586,87.23861 53.84232,87.24191 53.84201,87.24412 53.84398,87.23674 53.84833,87.23988 53.85235,87.23329 53.85262,87.24242 53.86224,87.25472 53.86699,87.26033 53.8616,87.26257 53.86179,87.26033 53.86924,87.28648 53.87956,87.30537 53.87712,87.33182 53.85857,87.34373 53.86048,87.30959 53.88001,87.30957 53.88586,87.34763 53.88822,87.34438 53.89217,87.34061 53.89301,87.33509 53.89995,87.33524 53.90577,87.33981 53.90775,87.33874 53.90915,87.33396 53.90932,87.33641 53.91124,87.3313 53.91461,87.33177 53.91834,87.32869 53.9255,87.32737 53.92568,87.33059 53.92872,87.31222 53.92938,87.30519 53.93195,87.29196 53.92977,87.27151 53.92336,87.26758 53.92419,87.26729 53.92679,87.25119 53.92928,87.24658 53.92611,87.22492 53.92264,87.22418 53.92013,87.2216 53.91855,87.21498 53.91663,87.21185 53.91386,87.20799 53.91384,87.20609 53.91147,87.19919 53.9098,87.19933 53.90876,87.18695 53.90531,87.17727 53.89823,87.16048 53.89357,87.15251 53.88694,87.14965 53.88209))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 300 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032523-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29069237
title: Exploring Obscenity in Nigerian Afro-Pop Music: A Sociocultural Analysis of Yoruba Youth and Social Norms.

description: <br>The dataset contains information on Yoruba youths' attitudes and experiences with Afro-pop music. It consists of survey responses and demographic data. The survey asked about listening habits, emotional responses, playlist preferences, vulgarity in music, and impact on society. Demographic info was also collected. The dataset provides researchers with valuable insights into cultural values and the erosion of traditional values among Yoruba youths. It enables further analysis on the relationship between Afro-pop music, vulgarism, and cultural dynamics in Nigeria. <b>Note:</b> Due to the sensitivity of the topic and the potential for identification of participants, personal identifiers were not collected to ensure confidentiality and privacy, adhering to ethical guidelines and safeguarding the privacy of the participants.
DOI: 10.6084/m9.figshare.29069237.v1
title: DataSet

description: <br>The dataset contains information on Yoruba youths' attitudes and experiences with Afro-pop music. It consists of survey responses and demographic data. The survey asked about listening habits, emotional responses, playlist preferences, vulgarity in music, and impact on society. Demographic info was also collected. The dataset provides researchers with valuable insights into cultural values and the erosion of traditional values among Yoruba youths. It enables further analysis on the relationship between Afro-pop music, vulgarism, and cultural dynamics in Nigeria. <b>Note:</b> Due to the sensitivity of the topic and the potential for identification of participants, personal identifiers were not collected to ensure confidentiality and privacy, adhering to ethical guidelines and safeguarding the privacy of the participants.
DOI: 10.15468/dl.ax8zsv
title: Occurrence Download

description: A dataset containing 433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acipenser brevirostrum Lesueur, 1818"
 ]
}

 The dataset includes 433 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032525-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15299443
title: Driving towards net-zero: The impact of electric vehicle flexibility participation on a future Norwegian electricity system

description: This dataset contains all the data needed to run the model used for the study Driving towards net-zero: The impact of electric vehicle flexibility participation on a future Norwegian electricity system.

The model is available on GitHub (https://github.com/tobiasvh15/highRES-Norway/tree/NUANCE), where instructions on how to run the model is also provided.
DOI: 10.5281/zenodo.15299444
title: Driving towards net-zero: The impact of electric vehicle flexibility participation on a future Norwegian electricity system

description: This dataset contains all the data needed to run the model used for the study Driving towards net-zero: The impact of electric vehicle flexibility participation on a future Norwegian electricity system.

The model is available on GitHub (https://github.com/tobiasvh15/highRES-Norway/tree/NUANCE), where instructions on how to run the model is also provided.
DOI: 10.7939/r3-r2hy-sp06
title: BoardEx Reports - SMDEs Profiles - Set 3 - 2019 April

description: SMDE - senior management, disclosed earners - profiles. Includes: Rest of World (ROW) - SMDEs Profile - Characteristics; Rest of World (ROW) - SMDEs Profile - Education & Achievements; Rest of World (ROW) - SMDEs Profile - Employment Current Board; Rest of World (ROW) - SMDEs Profile - Employment Current NonBoard; Rest of World (ROW) - SMDEs Profile - Employment Historical Board; Rest of World (ROW) - SMDEs Profile - Employment Historical NonBoard; and Rest of World (ROW) - SMDEs Profile - Other Activities;