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

description: A dataset containing 343569 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 2025-01-08",
 "EventDate is less than or equal to 2025-02-07",
 {
 "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 343569 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006388-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gh448p
title: Occurrence Download

description: A dataset containing 5166350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Australia",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 5166350 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006386-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qu42ke
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis menta Ayala, Harris & Williams, 1984"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006396-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6c8fm7s4y2.1
title: Datasets used to train and test prediction model to predict scores in terms of SDG 7 realization

description: The datasets used in this research work refer to the aims of Sustainable Development Goal 7. These datasets were used to train and test machine learning model based on artificial neural network and other machine learning regression models for solving the problem of prediction scores in terms of SDG 7 aims realization. Train dataset was created based on data from 2013 to 2021 and includes 261 samples. Test dataset includes 29 samples. Sources data from 2013 to 2022 are available in 10 XLSX and CSV files. Train and test datasets are available in XLSX and CSV files. Detailed description of data is available in PDF file.
DOI: 10.48726/pgzwd-e3x85
title: Baltic Sea Cod Reproductive Volume from Reanalysis

description: Generated using E.U. Copernicus Marine Service Information;https://doi.org/10.48670/moi-00013
DOI: 10.15468/dl.mpvdq7
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Ponthieva diptera Linden & Rchb.f."
 ]
}

 The dataset includes 113 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006395-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48726/4cmfg-1ww23
title: Baltic Sea Biogeochemical reanalysis (2007-2022)

description: This dataset contains biochemical variables for the Baltic Sea (2007-2022). Raw data was from the Copernicus Marine Environment Monitoring Service (CMEMS) and includes indicators of water quality, biological productivity, and carbon dynamics. Each dataset was downsized and transformed into monthly climatological statistical summaries to aid in further analysis and visualization of marine biogeochemical processes.
DOI: 10.17632/d5x37h2g69
title: Thermo-Hydro-Mechanical behavior of frozen soils: a comprehensive analysis using the Ghoreishian Amiri constitutive model and its implications for cold region engineering

description: this are two excel files which contain export data of plaxis models (case studies in the article) and their charts.
DOI: 10.17632/d5x37h2g69.1
title: Thermo-Hydro-Mechanical behavior of frozen soils: a comprehensive analysis using the Ghoreishian Amiri constitutive model and its implications for cold region engineering

description: this are two excel files which contain export data of plaxis models (case studies in the article) and their charts.
DOI: 10.48726/0cbhk-adt48
title: Ice Climatology

description: This report presents an analysis of sea ice coverage in the coastal areas of Estonia. The data for this analysis was sourced from the Copernicus Marine Service and covers the period from 2000 to 2019.
DOI: 10.17632/bs35yn7nkn.1
title: The Role of Green Transformational Leadership and Individual Green Values in Shaping Firm Reputation: The Mediating Effect of Green Supply Chain Management

description: Data on The Role of Green Transformational Leadership and Individual Green Values in Shaping Firm Reputation: The Mediating Effect of Green Supply Chain Management.
DOI: 10.48726/ra8sr-3yj90
title: Sea surface temperature analysis in the Baltic Sea

description: This analysis examines sea surface temperature (SST) dynamics over the Baltic Sea and Pärnu Bay from 01.01.2013–31.12.2022. Using data extracted from the Copernicus Marine Environment Monitoring Service (CMEMS), it focuses on:

The number of average days in a year when SST exceeds a reference temperature (T0).
Year-month mean SST time series for both the Baltic Sea and Pärnu Bay.
The extracted data includes precise coordinates and variables, such as seawater potential temperature (thetao) at a depth of 1.5 meters. The analysis highlights temporal trends and temperature variability, with visualizations generated using Python script generated by ChatGPT model 4o. This work contributes to understanding the region's SST patterns over a decade.
DOI: 10.48726/v9t09-e5b93
title: Black ice occurence analysis in Estonia

description: Analysis of when and where black ice is most likely to occur in Estonian region.
DOI: 10.48726/srwy2-0rs75
title: Ice Dynamics in the Gulf of Riga and Gulf of Finland from 2000 to 2015

description: This report presents an analysis of sea ice extent in the Gulf of Riga (GoR) and the Gulf of Finland (GoF) from 2000 to 2015. The primary objectives were to generate a map of average ice days per year and to compute the mean and standard deviation of yearday timeseries of ice extent in both regions.
DOI: 10.17632/byh8mtbs8y.1
title: Supplement to Ramos-Alvarez et al feedback 2025

description: Supplementary materials, including raw participant data, computational and statistical details for all indices, and the R code for statistical analyses, supplement of: "Dissociating Sensory and Decision Processes in Tasting: Intensity Affects Sensitivity, while Expectancies and Feedback Interact, Affecting Decision Criteria"
Manuel M. Ramos-Álvarez, Teresa L. Martín-Guerrero, and Juan M. Rosas
DOI: 10.48726/m6x5e-27202
title: Average amount of days in the years 1993 to 2021 where coastal sea surface temperatures around Estonia are higher than 18 deg C

description: By analyzing sea surface temperature (SST) data from Baltic Sea Physics Reanalysis datasets, a timeline of average days where coastal water temperatures were higher than a certain level can be made. In this instance, the minimum temperature was set at 18°C. Further comparisons that can be made from this data include seasonal averages for each year, the number of days with an SST of 18+ degrees that have occurred from 1993 to 2021 as well as the likelihood of having days with higher water temperatures per season.
DOI: 10.48726/9e9tf-fqb69
title: Heat Potential Energy (Sea Surface Temperature) Reanalysis In Baltic Sea

description: Here is a small reanalysis of Average days per year when (SST - T0) > 0. (Baltic Sea year 2000) and Year-month mean time series (@Tallinn Bay) from 2000 to 2009 (10 years). Main script: Minutehtudfail.ipynb
DOI: 10.48726/t7tyc-he988
title: Baltic Sea Ice Analysis (1989-2019)

description: This study examines the dynamics of sea ice by utilizing daily sea ice fraction data obtained from satellites between 1989 and 2019 for the Baltic Sea area (21–30°E, 57–61°N). The raw data is transformed into various outputs, including annual and multi-year datasets, climatological overviews, and statistics on ice extent for specific regions such as the Gulf of Riga and Finland. Through this processing, the analysis offers valuable insights into the patterns of ice coverage both spatially and temporally.
DOI: 10.5281/zenodo.14976589
title: Proclitic-enclitic sequences in early Old Russian

description: This paper is addressed the issues in Slavic clitic syntax, with focus on clausal-initial proclitic-enclitic sequences in Old Russian. I argue that Early Old Russian in XI-XII centuries had a parameter setting licensing free clause-level accusative clitics including the reflexive marker ся and 1-3 p. clitic auxiliaries есмь, еси, есть, etc. after the clausal-initial conjunctions like и, a, нъ, да.
DOI: 10.5281/zenodo.14976590
title: Proclitic-enclitic sequences in early Old Russian

description: This paper is addressed the issues in Slavic clitic syntax, with focus on clausal-initial proclitic-enclitic sequences in Old Russian. I argue that Early Old Russian in XI-XII centuries had a parameter setting licensing free clause-level accusative clitics including the reflexive marker ся and 1-3 p. clitic auxiliaries есмь, еси, есть, etc. after the clausal-initial conjunctions like и, a, нъ, да.
DOI: 10.48726/akqfc-f5h79
title: Heat potential sea surface temperature (SST) reanalysis in the Baltic Sea

description: My reanalysis focuses on the Gulf in Finland with coordinates 58°34′00′′N, 60°45′00′′N, 21°56′00′′E, 30°20′00′′E on years 1993-2003. Extracted variables are coordinate variables, time and thetao at a depth of 1.5013654m. Mean yearday time series and average days when (SST > 0) are ploted
DOI: 10.48726/p0b8w-w1w64
title: Mikk-Markus Imala open access data_01.2025

description: Open access data for article: "Higher-order shear deformation formulation for the structural response of a multideck ship"
DOI: 10.48726/nd3hb-npy26
title: Baltic Sea Ice Analysis (2002-2012)

description: This analysis focuses on sea ice dynamics using satellite-derived daily sea ice fraction data from 2002 to 2012 for the Baltic Sea region (21–30°E, 57–61°N). It processes raw data into multiple outputs, including yearly and multi-year datasets, climatological summaries, and ice extent statistics for specific subregions like the Gulf of Riga and Finland. The analysis provides insights into spatial and temporal ice coverage patterns.
DOI: 10.48726/zss0c-0dx49
title: Baltic Sea Ice Analysis Toolkit: 2000–2015 (Copernicus Marine Data)
DOI: 10.48726/7z16r-wcq69
title: Ice extent analysis of coastal areas of Estonia

description: Average ice days per year for coastal areas of Estonia and mean & std time series of ice extent of Gulf of Riga and Gulf of Finland.
DOI: 10.48726/3ytc7-2z453
title: Synthetic dataset for warehouse equipment and pallet recognition (Camera 2)

description: This dataset provides a collection of synthetic images simulating various warehouse scenarios, specifically designed for training and evaluating computer vision models for equipment and pallet recognition tasks. The images feature a diverse range of warehouse environments, including different lighting conditions, object arrangements, and occlusions.
This dataset was created as part of a project funded by AI & ROBOTICS ESTONIA (EDIH)
Due to upload size limits the dataset was split into 4 pieces.

Camera 1
Camera 2
Models
Videos
For an in depth explaination about the dataset creation and model training process see the thesis in Related works.
description: Format: COCO
Dataset description:Both camera 1 and 2 contain images from the same virtual warehouse.The difference between the two sets in how much the camera position is randomized between frames.Camera 1 has a wide movement and rotation range to capture objects of interest from as many different angles as possible.Camera 2 mimics a security camera - staying high up and looking down. Its position and orientation is randomized somewhat but it is much more constrained.
Split:

Train -  2208 (65%)
Test - 679 (20%)
Val -  509 (15%) 
Total: 3396
Classes:

person
pallet_jack_empty
mover_pallet
forklift
forklift_full
pallet_jack
pallet_jack_full
stacker
stacker_full
forklift_empty
stacker_empty
DOI: 10.48726/nmw7y-41a87
title: Synthetic dataset for warehouse equipment and pallet recognition (Camera 1)

description: This dataset provides a collection of synthetic images simulating various warehouse scenarios, specifically designed for training and evaluating computer vision models for equipment and pallet recognition tasks. The images feature a diverse range of warehouse environments, including different lighting conditions, object arrangements, and occlusions.
This dataset was created as part of a project funded by AI & ROBOTICS ESTONIA (EDIH)
Due to upload size limits the dataset was split into 4 pieces.

Camera 1
Camera 2
Models
Videos
For an in depth explaination about the dataset creation and model training process see the thesis in Related works.
description: Format: COCO
Dataset description:Both camera 1 and 2 contain images from the same virtual warehouse.The difference between the two sets in how much the camera position is randomized between frames.Camera 1 has a wide movement and rotation range to capture objects of interest from as many different angles as possible.Camera 2 mimics a security camera - staying high up and looking down. Its position and orientation is randomized somewhat but it is much more constrained.
Split:

Train -  2236 (65%)
Test - 686 (20%)
Val -  514 (15%) 
Total: 3436
Classes:

person
pallet_jack_empty
mover_pallet
forklift
forklift_full
pallet_jack
pallet_jack_full
stacker
stacker_full
forklift_empty
stacker_empty
DOI: 10.15468/dl.bg2c3t
title: Occurrence Download

description: A dataset containing 97782 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynephorus canescens (L.) P.Beauv."
 ]
}

 The dataset includes 97782 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003903-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atwvm5
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera pardus orientalis (Schlegel, 1857)"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003906-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hx557
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aportes al conocimiento de la biodiversidad de aguas profundas del mar Caribe colombiano"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003905-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52kmt9
title: Occurrence Download

description: A dataset containing 5309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus Pallas, 1780",
 "Year 2000-2025"
 ]
}

 The dataset includes 5309 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003907-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7303/syn52659564
title: sarek_JH_WU_mixed_kit_samples.csv
DOI: 10.15468/dl.qxdbjm
title: Occurrence Download

description: A dataset containing 97782 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynephorus canescens (L.) P.Beauv."
 ]
}

 The dataset includes 97782 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003902-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gec3bf
title: Occurrence Download

description: A dataset containing 97782 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corynephorus canescens (L.) P.Beauv."
 ]
}

 The dataset includes 97782 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003908-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmtup4
title: Occurrence Download

description: A dataset containing 748 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Données Mammifères de l'Association pour les terroirs, les hommes et la nature (Athena) - Occurrence de Mammifères l'Association ATHENA (41) du Perche en Région Centre"
 ]
}

 The dataset includes 748 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014306-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h9mhv
title: Occurrence Download

description: A dataset containing 328676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, United Kingdom of Great Britain and Northern Ireland, Svalbard and Jan Mayen, Norway, Sweden, Finland, Estonia, Latvia, Lithuania, Portugal, Spain, France, Germany, Belgium, Netherlands, Switzerland, Austria, Italy, Greece, Cyprus, Türkiye, Russian Federation, Belarus, Ukraine, Poland, Czechia, Hungary, Slovakia, Romania, Bulgaria, North Macedonia, Albania, Montenegro, Serbia, Kosovo, Bosnia and Herzegovina, Slovenia, Croatia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salix cinerea L."
 ]
}

 The dataset includes 328676 records from 1477 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060270-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnsnvs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-95.8754598999999956 41.2544826000000029, -95.8754598999999956 41.2559067099999979, -95.8754598999999956 41.2573927500000011, -95.8754598999999956 41.2586311100000032, -95.8754598999999956 41.2596217899999971, -95.8754598999999956 41.2606743999999992, -95.8744091500000053 41.2606743999999992, -95.8731113200000067 41.2606743999999992, -95.8711954599999956 41.2606743999999992, -95.8694032100000015 41.2606743999999992, -95.8681053800000029 41.2606743999999992, -95.8672401500000007 41.2606743999999992, -95.8659422000000063 41.2606743999999992, -95.8659422000000063 41.2592502899999971, -95.8659422000000063 41.2583834300000021, -95.8659422000000063 41.2570831600000005, -95.8659422000000063 41.2562162999999984, -95.8659422000000063 41.2551636999999971, -95.8659422000000063 41.2544826000000029, -95.8678581700000052 41.2544826000000029, -95.8688470000000024 41.2544826000000029, -95.8699594299999944 41.2544826000000029, -95.8710100600000033 41.2544826000000029, -95.8724933000000021 41.2544826000000029, -95.8734821299999993 41.2544826000000029, -95.8747181600000005 41.2544826000000029, -95.8754598999999956 41.2544826000000029))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094831-210914110416597/datasets/export for details.
DOI: 10.15468/dl.tglbus
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Syzygium jambos (L.) Alston"
 ]
}

 The dataset includes 342 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027334-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9jkch
title: Occurrence Download

description: A dataset containing 728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-122.6815565999999933 45.5770210000000020, -122.6815565999999933 45.5776544599999980, -122.6815565999999933 45.5785594000000032, -122.6815565999999933 45.5791023600000003, -122.6815565999999933 45.5796905699999968, -122.6815565999999933 45.5805502700000034, -122.6815565999999933 45.5815456999999995, -122.6809689699999950 45.5815456999999995, -122.6800649900000053 45.5815456999999995, -122.6790706099999966 45.5815456999999995, -122.6784830200000016 45.5815456999999995, -122.6774434400000047 45.5815456999999995, -122.6765394600000008 45.5815456999999995, -122.6751834899999949 45.5815456999999995, -122.6740083199999987 45.5815456999999995, -122.6731495399999972 45.5815456999999995, -122.6720647599999978 45.5815456999999995, -122.6714319799999942 45.5815456999999995, -122.6701212100000049 45.5815456999999995, -122.6693076199999979 45.5815456999999995, -122.6682227999999952 45.5815456999999995, -122.6682227999999952 45.5805955100000020, -122.6682227999999952 45.5799620599999997, -122.6682227999999952 45.5793285999999966, -122.6682227999999952 45.5787403900000001, -122.6682227999999952 45.5779711899999995, -122.6682227999999952 45.5770210000000020, -122.6693528200000003 45.5770210000000020, -122.6702116000000018 45.5770210000000020, -122.6709799900000064 45.5770210000000020, -122.6721551600000026 45.5770210000000020, -122.6730591400000066 45.5770210000000020, -122.6740083199999987 45.5770210000000020, -122.6745959099999936 45.5770210000000020, -122.6754094900000069 45.5770210000000020, -122.6767202599999962 45.5770210000000020, -122.6777146400000049 45.5770210000000020, -122.6783926199999968 45.5770210000000020, -122.6793418000000031 45.5770210000000020, -122.6801553800000022 45.5770210000000020, -122.6815565999999933 45.5770210000000020))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 728 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098757-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.