cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48726/1kgbc-9d358
title: Currents and CTD measurements data in the vicinity of Keri Island in 2018

description: Data description of currents and temperature and salinity profiles in the vicinity of Keri Island in the Gulf of Finland in the Baltic Sea in summer/autumn 2018.
Oceanographic measurements, encompassing currents, water temperature, and salinity, were conducted at two proximate locations near Keri Island. The bottom-mounted ADCP (Acoustic Doppler Current Profiler, Workhorse Sentinel, Teledyne RDI, 300 kHz) measured current profiles for two months, from August to September 2018, at the KeriN measurement station, approximately 2 km north of Keri Island. Simultaneously, temperature and salinity profiles were recorded for nearly one month by a bottom-mounted autonomous CTD profiler (Flydog Solutions) at the KeriN from 26 July 2018 to 17 August 2018. CTD (Conductivity, Temperature, Depth) profiles were recorded from 3 to 98 meters at 3-hour intervals and ADCP data from 8 to 106 meters at 1-hour intervals. The horizontal separation between the locations of CTD and ADCP profilers was 60 m.
The bottom-mounted RDCP (Recording Doppler Current Meter, Aanderaa Data Instruments AS) measured current profiles for one month, spanning 28 August to 2 October 2018, at the KeriS measurement station, approximately 1.1 km east of the island. Simultaneously, temperature and salinity profiles were obtained for two months by a buoy-mounted automatic CTD profiler (Idronaut) at the KeriS from 28 August 2018 to 5 October 2018. CTD data, available at 6-hour intervals, covered depths from 2 to 44 meters, and RDCP data spanned depths from 6.8 to 42 meters at 1-hour intervals. The separation between the locations of CTD and RDCP profilers was 300 m.
High-resolution wind data for the measurement period were obtained from the Tallinnamadal Lighthouse, about 20 km west of the measurement site. Wind speed and direction sensors (Aanderaa) at a height of 31 m recorded data every 5 minutes.
DOI: 10.48726/31rdm-wms86
title: Simulated gait dataset for abnormality detection

description: The dataset is created by collecting volunteers walking data using inertial motion units (IMU) placed on the forefoot. Data collection device was Shimmer S3 IMU.
Volunteers simulated eight different common gait deviations focusing on lower extremities.
Simulation was recreating actual patients' gait patterns, under the instructions of professional physiotherapist.
Each gait recording contains normal ("ok") and abnormal ("ab") step patterns, as well as turn ("turn") steps.
Start of the recording is shown by label "start" and "stop" of the recording is shown by label stop.
In total, there are 22 different persons, who simulated different combinations of abnormal step patterns. 
Data was annotated by the definitive shapes of step patterns using gyroscope magnitude and gait recording videos for reference.
 
In the main folder of "depersonalyzed_data" are folders containing data for each person separately.
Then for each person folder, there are folders named after gait types, which were simulated.
In each gait type folder, there are one to several gait recordings in CSV files, and corresponding labels in the txt files.
The delimiter in the CSV file is tab. In the TXT file, each label is on the new line.
 
CSV file has the following structure. Columns: time in ms, accelerometer axis x,y,z in m/(s^2) and gyroscope axis x,y,z in deg/s. Rows: first row is containing standard Shimmer values, which are unique for each column.
Second row contains units of measurement, starting from third row is data itself, where decimal is separated by full stop.
Sampling rate is set to 256Hz. Accelerometer range is 8G and gyroscope range is 1000 deg/s.
 
TXT file has the following structure. Columns: start of the label, end of label and value of the label.
 
Data has been used in the publications listed below, first for classification and then for real-time in-step anomaly detection.
The studies approved by Estonian Research Ethics Committee of the National Institute for Health Development, permission No.818. The participants provided their written informed consent to participate in this study.
 
To access the data please use link below:
https://drive.google.com/drive/folders/10FDCG4xpRwhuYfh9eatbPI0D0JsHxOe_?usp=sharing
DOI: 10.15468/dl.wac4da
title: Occurrence Download

description: A dataset containing 6396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Buteo lineatus (Gmelin, 1788)"
 ]
}

 The dataset includes 6396 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006391-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48726/t22h5-jkx78
title: Seasonal dynamics and regional distribution patterns of CO2 and CH4 in the north-eastern Baltic Sea

description: We evaluate the variability of carbon dioxide and methane in the surface layer of the north-eastern basins of the Baltic Sea in 2018.
Dataset contains background meteorological information (files ERA5_longterm_monthly.nc and ERA5_2018_hourly.nc), from CTD profiles calculated upper mixed layer depth information (file UML_CTD2018_sub.xlsx) and continuous surface water pCO2 and cCH4 measurements and calculated fluxes (file Continuous surface water measurements_sub.xlsx).Published research article available: https://bg.copernicus.org/articles/21/4495/2024/
DOI: 10.48726/d53kh-23h60
title: Dataset for Performance Evaluation of UWB Active-Passive Two-Way Ranging Distance Estimation Matrix Weighting Methods

description: The dataset used for testing the proposed UWB AP-TWR distance estimation matrix weighting methods.
This project has received funding from the European Union's Horizon Europe research and innovation programme under the Grant Agreement 101058505.
DOI: 10.15468/dl.bzfmwh
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Arachnothryx leucophylla (Kunth) Planch."
 ]
}

 The dataset includes 450 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006390-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fuwk9u
title: Occurrence Download

description: A dataset containing 37193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-02-08",
 "EventDate is less than or equal to 2025-03-10",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 37193 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006398-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48726/ehrhf-3cn55
title: Promotional materias for FinEst pilot project GreenTwins

description: Promotional materials were produced for FinEst pilot project entitled GreenTwins.
The data set contains:

General project presentations (Prilenska & Andresson, 2023; Staffans et al., 2023);
Promotional video (Miltton, 2023);
Communication plan;
Urban Tempo COVISE module (visualisation application) videos and description;
Virtual Green Planner (co-planning application) videos and screenshots;
Dynamic digital plant library (local tree models of different ages and LOD levels) presentations and videos.
DOI: 10.48726/g4v0j-kqn89
title: Green Twins species data base

description: Data base architecture: SpeciesDB - dbdiagram.io
DOI: 10.48726/6pfng-99931
title: User research data for FinEst pilot project GreenTwins

description: This record contatins the data on user research in the framework of FinEst pilot project entitled GreenTwins for (1) AvaLinn Smart City Planning Hub, (2) dynamic digital plant library (local tree models of different ages and LOD levels), (3) Urban Tempo (visualisation application), (4) Virtual Green Planner (co-planning application). The data is RESTRICTED access due to GDPR considerations.
User research process and results are described in the publication: Nummi, P, Prilenska, V, Grisakov, K, Fabritius, H, Ilves, L, Kangassalo, P, Staffans, A, & Tan, X 2022, 'Narrowing the Implementation Gap: User-Centered Design of New E-Planning Tools', International Journal of E-Planning Research (IJEPR), 11(1), pp. 1-22. doi: http://doi.org/10.4018/IJEPR.315804 
The data atteched to this record contains:
README file with a brief description of user research process & list of workshops (participants per WS, methods, process & organization of teams, timeline).
ZIP files with workshop related data:

WS1 & WS2: Online workshops for Helsinki and Tallinn: Summaries of user needs  
WS3, WS4, WS5: VGP Online events for citizens: Summary of discussions, Analysis report  
WS6: Hub workshop in Tallinn: Summary, Images from the WS 
Developer interviews: Summaries 
Prioritization workshop: Prioritization boards 1 and 2  
WS7: Tallinn Hub workshop: Documentation of the analysis session, Images from the WS 
VGP user testing 1: Report of the feedback questionnaire, Images from the testing  
Interviews with Tallinn city employees: Notes from the interview 
WS8 and WS9: Expert elicitations in Helsinki and Tallinn: Questionnaire results from Helsinki and Tallinn, Presentation material in Helsinki WS, Images from the field visit 
VGP user testing 2: Report
DOI: 10.48726/297eg-k0050
title: Plant inventory of GreenTwins project pilot areas in Tallinn and Helsinki

description: This dataset contains vegetation data collected and/or curated at the project's pilot areas in Tallinn, Estonia (59.438453 N, 24.736159 E), and Helsinki, Finland (60.199457 N, 24.978951 E). The project had two pilot areas in both cities: a large pilot area ranging from 400 ha (Tallinn) to 600 ha (Helsinki), used for testing the application Virtual Green Planner, and a small pilot area, ranging from 14.5 ha (Toompark, Tallinn) to 60.9 ha (Hermannin rantapuisto, Helsinki), used for testing the application Urban Tempo. Borders of the pilot areas are presented in an included file, and the datasets have their respective readme files for further information on the included parameters. Vegetation data of the Large pilot area, Tallinn, is not inlcuded in this package.
The data of Helsinki pilot areas and the Tallinn Toompark were collected as follows:

Hermannin rantapuisto, Helsinki: Data on trees, shrubs and herbaceous plants were collected using a field inventory. The data contain a description of the fieldwork and the resulting raw and curated data. In the curated data, data layers are split into individual trees (point data) and plant cover data consisting of trees and herbaceous vegetation types (polygon data).
Large pilot area, Helsinki: The base data on trees were obtained from the City of Helsinki open data repositories: The maintainer of the Urban tree database of the City of Helsinki dataset is Helsingin kaupunkiympäristön toimiala / Maankäyttö ja kaupunkirakenne / Kaupunkitila ja maisemasuunnittelu. The maintainer of the Lidar datasets of the city of Helsinki dataset is Helsingin kaupunkiympäristön toimiala / Kaupunkimittauspalvelut. The maintainer of the Orthophotos of the Helsinki metropolitan area dataset is Helsingin seudun ympäristöpalvelut HSY. The datasets have been downloaded from Helsinki Region Infoshare service under the license Creative Commons Attribution 4.0. A multi-algorithm approach (Yao, C. Fabritius, H., Fricker, P. & F. Dembski: Multi-Algorithm-Based Urban Tree Information Extraction and Its Applications in Urban Planning. A manuscript in revision) was used to identify individual tree locations and species form these data.
Toompark, Tallinn: Data on herbaceous plants were obtained in the form of green area polygons by the City of Tallinn, assigned to different vegetation types by local experts in botany in collaboration with the City of Tallinn. Tree data were extracted algorithmically using the same method as for Helsinki from  Estonia Land Board Orthophotos (https://geoportaal.maaamet.ee/eng/Spatial-Data/Orthophotos-p309.html) and LIDAR (https://geoportaal.maaamet.ee/est/Ruumiandmed/Korgusandmed/Aerolaserskaneerimise-korguspunktid-p499.html) data. Tree species were determined by field investigation.
DOI: 10.15468/dl.azxw2q
title: Occurrence Download

description: A dataset containing 4204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Theobroma L.",
 "HasCoordinate is true",
 "Country is Colombia"
 ]
}

 The dataset includes 4204 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006399-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48726/6es0s-qmq30
title: Urban Green CityJSON Extension draft

description: Urban Green CityJSON Extension draft created in the GreenTwins pilot
DOI: 10.48726/79gzr-qse21
title: Liivi lahe jääolude ajalis-ruumiline muutlikkus : andmed ja scriptid

description: Bakalaurusetöös "Liivi lahe jääolude ajalis-ruumiline muutlikkus" kasutatud andmed, scriptid ja joonised. Originaalandmed on võetud Copernicus Marine kodulehelt.
DOI: 10.48726/gm0pa-9h938
title: Kanepikiu keemilise eeltöötluse mõju kiu hüdrofiilsusele
DOI: 10.15468/dl.etyvmf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis mirus Williams, 1963"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006392-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwayzy
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Ponthieva maculata Lindl."
 ]
}

 The dataset includes 160 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006400-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48726/1ydex-26d39
title: Geoprocess of geospatial urban data in Tallinn, Estonia
DOI: 10.48726/j4gda-mjn32
title: Data: CFD Comparison of the influence of casting of samples on the fiber orientation distribution

description: The fiber orientation distributions in short fiber reinforced concrete test specimen according to EN 14651 are simulated by use of Computational Fluid Dynamics and compared for different flowabilities of the concrete mass. To estimate their influence, some possible deviations from the prescribed casting method are simulated. The simulations show that the final fiber orientation distribution may significantly vary.
DOI: 10.15468/dl.hs3b3p
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.55315 38.32193,-3.54233 38.32193,-3.54233 38.329,-3.55315 38.329,-3.55315 38.32193))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, NT, NE)"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006401-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh35fx
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis nicefori (Dunn, 1944)"
 ]
}

 The dataset includes 108 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006396-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuk9x2
title: Occurrence Download

description: A dataset containing 324293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ipomoea L.",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 324293 records from 1350 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006390-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwfuew
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Creagrutus brevipinnis Eigenmann, 1913",
 "Country is Colombia"
 ]
}

 The dataset includes 81 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002355-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40587
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.3yvq38
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia annua L."
 ]
}

 The dataset's 7 records were derived from 518 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007594-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9budm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is × Helioselenius maynardiae (Paxton) G.D.Rowley",
 "ScientificName is × Helioselenius maynardiae",
 "ScientificName is x Helioselenius maynardiae",
 "ScientificName is × Helioselenius maynardiae (Paxton) G.D.Rowley",
 "ScientificName is × Helioselenius maynardiae (Paxton) G.D.Rowley",
 "ScientificName is × Helioselenius maynardiae (Paxton) G.D.Rowley"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006225-160803222355964/datasets/export for details.
DOI: 10.25549/independent-c69-40562
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.s2d9zu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is × Ferenocactus Doweld",
 "ScientificName is × Ferenocactus",
 "ScientificName is x Ferenocactus",
 "ScientificName is × Ferenocactus Doweld",
 "ScientificName is × Ferenocactus Doweld",
 "ScientificName is × Ferenocactus Doweld"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006236-160803222355964/datasets/export for details.
DOI: 10.15468/dl.t7pu3f
title: Occurrence Download

description: A dataset containing 2960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is da86174a-a605-43a4-a5e8-53d484152cd3",
 "TaxonKey is Malva alcea L."
 ]
}

 The dataset includes 2960 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007596-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40579
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-35721
title: Claims (GX 12810 - GX 13105), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.zkc9fh
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenarytaina eucalypti (Maskell, 1890)"
 ]
}

 The dataset includes 371 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011476-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.