cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5cwa79
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Villaria glomerata"
 ]
}

 The dataset includes 77 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052964-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gz8y7
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((120 60,150 60,150 90,120 90,120 60))"
 ]
}

 The dataset includes 506 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052961-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpbae8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus botryoides",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052962-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.459b9m
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus botryoides",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052963-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sfg29
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Australia",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Ecklonia radiata",
 "Year 2010-2019"
 ]
}

 The dataset includes 234 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052965-250920141307145/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.30284005
title: <b>The mediating role of Rumination between cynicism and Forgiveness among Young Adults</b>

description: RAW DATE RELATED TO THE STUDY ON CYNICISM, FORGIVENESS AND RUMINATION AMONG YOUNG ADULTS
DOI: 10.6084/m9.figshare.30284005.v1
title: <b>The mediating role of Rumination between cynicism and Forgiveness among Young Adults</b>

description: RAW DATE RELATED TO THE STUDY ON CYNICISM, FORGIVENESS AND RUMINATION AMONG YOUNG ADULTS
DOI: 10.15468/dl.7k48pu
title: Occurrence Download

description: A dataset containing 626564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 60,30 60,30 90,0 90,0 60))"
 ]
}

 The dataset includes 626564 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052946-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h96uue
title: Occurrence Download

description: A dataset containing 2029 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chionanthus retusus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2029 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052967-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atjjeg
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 60,180 60,180 90,150 90,150 60))"
 ]
}

 The dataset includes 292 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052966-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bechg
title: Occurrence Download

description: A dataset containing 6265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Centropus sinensis",
 "Year 1980-2025"
 ]
}

 The dataset includes 6265 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052969-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp9v2f
title: Occurrence Download

description: A dataset containing 1074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 30,-150 30,-150 60,-180 60,-180 30))"
 ]
}

 The dataset includes 1074 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052970-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/87n8-35t6-re0c
title: VOCALS: NOAA R/V Ron Brown Fourier Transform Infrared Spectroscopy (FTIR) Data. Version 1.0

description: This file contains the Fourier Transform Infrared Spectroscopy (FTIR) Spectroscopy Data from NOAA R/V Ronald H. Brown ship during VOCALS-REx 2008.
DOI: 10.15468/dl.ecasvb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus coccifera",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052971-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ywwj8
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austropotamobius italicus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052972-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/3d08ee40-04f3-4b8f-94c1-018090ad2a09
title: Data and scripts underlying the manuscript: Quantifying water content of a landfill with ERT data by Bayesian evidential learning

description: This file includes the scripts and data used in the manuscript: Quantifying water content of a landfill with ERT data by Bayesian evidential learning. The raw data are 4 ERT measurement datasets. We want to estimate the total water content of the subsurface based on these measurement data. The Python scripts included are used to implement the Bayesian evidential learning algorithm and make predictions. The users can use a1_XX.py to generate samples, use a2_XXX to perform the falsification, and use b_bnn to run the regression.
DOI: 10.4121/3d08ee40-04f3-4b8f-94c1-018090ad2a09.v2
title: Data and scripts underlying the manuscript: Quantifying water content of a landfill with ERT data by Bayesian evidential learning

description: This file includes the scripts and data used in the manuscript: Quantifying water content of a landfill with ERT data by Bayesian evidential learning. The raw data are 4 ERT measurement datasets. We want to estimate the total water content of the subsurface based on these measurement data. The Python scripts included are used to implement the Bayesian evidential learning algorithm and make predictions. The users can use a1_XX.py to generate samples, use a2_XXX to perform the falsification, and use b_bnn to run the regression.
DOI: 10.15468/dl.temk9a
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Guangxi Province",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 373 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052977-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r62yhg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Villaria lanceolata"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052976-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyvjjh
title: Occurrence Download

description: A dataset containing 1148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Choerospondias axillaris)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1148 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052975-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/vvpw-0fed-1t0d
title: VOCALS: NOAA R/V Ron Brown X-ray Fluorescence (XRF) Data. Version 1.0

description: This file contains the X-ray Fluorescence (XRF) Data from NOAA R/V Ronald H. Brown ship during VOCALS-REx 2008.
DOI: 10.15468/dl.nss5ch
title: Occurrence Download

description: A dataset containing 16295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polypodiopsida)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 30,-30 30,-30 60,-60 60,-60 30))"
 ]
}

 The dataset includes 16295 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052978-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnsj9m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus cornuta",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052979-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17275878
title: Geographical word lists for pedagogical purposes

description: The dataset was created for the purposes of the author's PhD thesis, titled “Teaching English Geographical Vocabulary with the Use of a Corpus-based List and Pedagogical Translation”, supervised by Monika Kavalir and Darja Mertelj. Part of the study was published in the journal English for Specific Purposes in an academic paper titled “Compiling a Custom Corpus and Word List for ESAP: The Case of English for Geographers”, authored by Andreja Drašler and Monika Kavalir.

The dataset includes four word lists:

1.      Geographical word list for pedagogical purposes – single words (ranked by keyness score)

2.      Geographical word list for pedagogical purposes – multi-word items (ranked by keyness score)

3.      Geographical word list for pedagogical purposes – single words (ranked by document frequency)

4.      Geographical word list for pedagogical purposes – multi-word items (ranked by document frequency)
DOI: 10.4121/5e840d08-55f6-4daa-a639-048cebcd8266
title: Dataset for 'Identifying Key Drivers of Product Formation in Microbial Electrosynthesis with a Mixed Linear Regression Analysis'

description: The analysed data and complete scripts for the permutation tests and mixed linear regression models (MLRMs) used in the paper 'Identifying Key Drivers of Product Formation in Microbial Electrosynthesis with a Mixed Linear Regression Analysis'.Python version 3.10.13 with packages numpy, pandas, os, scipy.optimize, scipy.stats, sklearn.metrics, matplotlib.pyplot, statsmodels.formula.api, seaborn are required to run the .py files. Ensure all packages are installed before running the scripts. Data files required to run the code (.xlsx and .csv format) are included in the relevant folders.
DOI: 10.4121/5e840d08-55f6-4daa-a639-048cebcd8266.v1
title: Dataset for 'Identifying Key Drivers of Product Formation in Microbial Electrosynthesis with a Mixed Linear Regression Analysis'

description: The analysed data and complete scripts for the permutation tests and mixed linear regression models (MLRMs) used in the paper 'Identifying Key Drivers of Product Formation in Microbial Electrosynthesis with a Mixed Linear Regression Analysis'.Python version 3.10.13 with packages numpy, pandas, os, scipy.optimize, scipy.stats, sklearn.metrics, matplotlib.pyplot, statsmodels.formula.api, seaborn are required to run the .py files. Ensure all packages are installed before running the scripts. Data files required to run the code (.xlsx and .csv format) are included in the relevant folders.
DOI: 10.3535/htr-4hh-2vk
title: Elymus repens (L.) Gould

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/vnc-p7q-1qg
title: Rhinanthus glacialis Personnat

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/e4v-vpn-693
title: Leymus arenarius (L.) Hochst.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/yzd-kjm-yge
title: Bolboschoenus maritimus (L.) Palla

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/j73s4z6mnv
title: IMU and Servomotor Signal Dataset for Indoor Surface Classification

description: This dataset contains inertial measurement unit signals (Xsens MTi-3 IMU) and servomotor data (Dynamixel XL430-W250) collected from a small differential-drive mobile robot operating on multiple indoor surfaces. The dataset was created to support research on terrain classification and adaptive control for mobile robots.
Experiments were conducted across 10 surfaces: laminate flooring, short carpet (6 mm pile), long carpet (15 mm pile), artificial grass, PVC foamboard, linoleum, ceramic tiles, OSB, foam underlayment (2 mm thick), and EVA foam tiles. The robot was used in two different configurations, a four-wheeled (4W) and a six-wheeled (6W) version. All runs were performed along an 8-shaped path consisting of two circles with a diameter of 0.4 m each. The trajectory execution was automated: a control script commanded the robot motion in real time, using feedback from a Vicon motion capture system to ensure precise tracking of the predefined path. During data collection, the robot’s onboard IMU recorded three-axis linear acceleration and angular velocity, while servomotor sensors provided angular velocity and estimated load torque, which can be related to power consumption. The dataset contains 669 runs, each one recorded on a single surface. Of these, there are 349 runs performed using the 4W robot configuration and 320 using the 6W configuration.
This dataset was used to demonstrate that incorporating estimated power consumption features from servomotors can improve IMU-based classification accuracy. The data is suitable for applications such as terrain-aware navigation, adaptive control, slip detection, and energy-efficient path planning.
The corresponding code (data processing and model training) can be found in the paper respository: https://github.com/lukasz-kedzierski/surface-classification
DOI: 10.3535/23p-5al-04c
title: Juncus ranarius Songeon & E. P. Perrier

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.17632/j73s4z6mnv.1
title: IMU and Servomotor Signal Dataset for Indoor Surface Classification

description: This dataset contains inertial measurement unit signals (Xsens MTi-3 IMU) and servomotor data (Dynamixel XL430-W250) collected from a small differential-drive mobile robot operating on multiple indoor surfaces. The dataset was created to support research on terrain classification and adaptive control for mobile robots.
Experiments were conducted across 10 surfaces: laminate flooring, short carpet (6 mm pile), long carpet (15 mm pile), artificial grass, PVC foamboard, linoleum, ceramic tiles, OSB, foam underlayment (2 mm thick), and EVA foam tiles. The robot was used in two different configurations, a four-wheeled (4W) and a six-wheeled (6W) version. All runs were performed along an 8-shaped path consisting of two circles with a diameter of 0.4 m each. The trajectory execution was automated: a control script commanded the robot motion in real time, using feedback from a Vicon motion capture system to ensure precise tracking of the predefined path. During data collection, the robot’s onboard IMU recorded three-axis linear acceleration and angular velocity, while servomotor sensors provided angular velocity and estimated load torque, which can be related to power consumption. The dataset contains 669 runs, each one recorded on a single surface. Of these, there are 349 runs performed using the 4W robot configuration and 320 using the 6W configuration.
This dataset was used to demonstrate that incorporating estimated power consumption features from servomotors can improve IMU-based classification accuracy. The data is suitable for applications such as terrain-aware navigation, adaptive control, slip detection, and energy-efficient path planning.
The corresponding code (data processing and model training) can be found in the paper respository: https://github.com/lukasz-kedzierski/surface-classification
DOI: 10.3535/2x3-sdc-9fd
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/srb-m7y-emf
title: Euphrasia minima Jacq. ex DC.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/1ce-z64-tv6
title: Noccaea rotundifolia (L.) Moench

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/lv6-pmx-p93
title: Astragalus cicer L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.5281/zenodo.17407938
title: Antenatal Risk Stratification Tool Design: Dataset from Pretesting and Usability Studies

description: Overview

This repository contains datasets generated during the usability testing and pretesting of the Antenatal Risk Stratification (ARS) Tool — a digital tool developed to improve maternal health outcomes through individualized antenatal risk assessment.The data were collected as part of the evaluation of the tool’s clarity, usability, and respondent cognition in Kano and Lagos States, Nigeria.

Files Included

1. ARS_TOOL_USABILITY_TEST.pdf

This file contains data collected during the usability testing phase of the ARS Tool.It documents:



Interview metadata (start and end times, duration, and respondent category)

Completion time for each section of the ARS tool

Respondent feedback on:



Ease of use and navigation

Layout and design quality

Willingness to reuse or recommend the tool

Suggested improvements and overall impressions




Highlights:



Participants were drawn from Kano and Lagos States across multiple respondent categories.

Most respondents rated the tool as “Easy” to “Very Easy” to use.

Common feedback included shortening the number of questions for improved efficiency.


2. ARS Pretesting DataSet.pdf

This file presents detailed pretest results used to refine the ARS questionnaire before large-scale deployment.It includes observations of:



Question comprehension (clarity and cognitive understanding)

Time (seconds) taken per question

Difficulty level and identification of ambiguous or confusing terms

Respondent confidence while answering

Interviewer debriefs and overall impressions


Highlights:



Conducted in Lagos and Kano States among pregnant women.

Questions covered topics such as:



Biodata and obstetric history

Pregnancy symptoms and medical/surgical history

Investigation results and interviewer debriefs
DOI: 10.3535/pg5-jtz-g3k
title: Luzula sylvatica subsp. sieberi (Tausch) K. Richt.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/00w-axy-res
title: Mutellina adonidifolia (J. Gay) Gutermann

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/nk7-8f3-md6
title: Betonica officinalis subsp. officinalis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.