cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18710/zzpunj/u5ksea
title: 2B_NoWave.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.18710/zzpunj/1j9uu8
title: 2B2_e015.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.18710/zzpunj/5ndjjn
title: 2B1_e007.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.18710/zzpunj/fpjy2p
title: 2B1_e017.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.5281/zenodo.18619371
title: Dataset of "Dynamical symbiosis of solar cell and memristor"

description: This dataset contains the raw data supporting the article "Dynamical symbiosis of solar cell and memristor".

For a detailed description of files and methods, see the accompanying Readme.txt.
DOI: 10.18710/zzpunj/sgn9eq
title: 2B2_e019.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.18710/zzpunj/nq7iqk
title: 2B2_e021.zip

description: More info in 00_ReadMe_Exp2.txt
DOI: 10.18710/zzpunj/rhutjb
title: 3A_NoWave.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.5281/zenodo.18619370
title: Dataset of "Dynamical symbiosis of solar cell and memristor"

description: This dataset contains the raw data supporting the article "Dynamical symbiosis of solar cell and memristor".

For a detailed description of files and methods, see the accompanying Readme.txt.
DOI: 10.18710/zzpunj/dbk2pl
title: 3A_e011_I.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/sah8sv
title: 3A_e011_II.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/zgbnba
title: 3A_e011_III.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/cldcyl
title: 3A_e011_IV.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/oxecqj
title: 3A_e011_V.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/szwzcb
title: 3A_e011_VI.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/onnluv
title: 3A_e018_I.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/i970kk
title: 3A_e018_II.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/bccovk
title: 3A_e018_III.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/o3wtsu
title: 3A_e018_IV.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/z8rwbp
title: 3A_e018_V.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/vpxcsa
title: 3A_e018_VI.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/ajuovj
title: 3B_e011_I.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.15468/dl.fnnab2
title: Occurrence Download

description: A dataset containing 2392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnema sylvestre",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2392 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011040-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18710/zzpunj/dyzwki
title: 3B_e011_III.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/fs8o2r
title: 3B_e011_II.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/cosupo
title: 3B_e011_IV.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/om5fc4
title: 3B_e011_V.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/k1brbn
title: 3B_e011_VI.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/9iounx
title: 3B_e018_II.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/lhhwkf
title: 3B_e018_I.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/ct3yuu
title: 3B_e018_III.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/p44mij
title: 3B_e018_IV.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/l1udwq
title: 3B_NoWave.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/sutn7n
title: 3B_e018_VI.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/acan3g
title: 3B_e018_V.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/yk4ugv
title: 3B_e018_WaveProbes.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/8o5fve
title: 3A_e011_WaveProbes.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/mz7tgw
title: 3A_e018_WaveProbes.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/rvsaek
title: 3B_e011_WaveProbes.zip

description: More info in 00_ReadMe_Exp3.txt
DOI: 10.18710/zzpunj/hudlbm
title: 01_PlotExample_Exp2.m

description: Example plot of experiment 2
DOI: 10.18710/zzpunj/5sqky9
title: 01_PlotExample_Exp3.m

description: Example plot of experiment 3
DOI: 10.18710/zzpunj/hxu4u0
title: 00_ReadMe_Exp1.txt

description: Data Description for experiment 1
DOI: 10.18710/zzpunj/s3xz1n
title: 00_ReadMe_Exp2.txt

description: Data Description for experiment 2
DOI: 10.18710/zzpunj/rj7td5
title: 00_ReadMe_Exp3.txt

description: Data Description for Experiment 3
DOI: 10.18710/zzpunj
title: Replication Data for: Turbulence-induced anti-Stokes flow: experiments and theory

description: This set contains snapshots of the 2D velocity fields in a vertical- streamwise plane in the water phase of the recirculating water channel in Strømningsteknisk at NTNU with surface gravity waves traveling upstream on the flow. Particle image velocimetry (PIV) is used to capture the velocities. The set contains four different turbulent conditions (referred to as 2A, 2B, 3A and 3B) with different combinations of wave number (6-12 rad/m) and steepness (0.07-0.21) traveling on top. Measurements without waves are also captured. The dataset represents experiments 2 and 3 in the original article.
DOI: 10.17630/c57c82bf-e70c-4f3d-befe-ea150d00a15f
title: The role of ecology in sexual selection in the Heteroptera (thesis data)

description: Data from chapters 3 to 6. All data can be accessed using Excel and analysed in R. All data can be found in the thesis appendix. 
Chapter 3: The raw data of habitats and sexual signalling modes identified for each heteropteran family. Some families exhibit more than one signalling mode or habitat type. 
Chapter 4: The raw data from experiments 1 and 2. Experiment 1 data pertains to the natural variation in female body size and the number of internal eggs. Experiment 2 data was collected before and after body size manipulation using saline injections and included mating experiment data. 
Chapter 5: The raw data from experiments 1 and 2, each with two experimental repeats. Different measures of life history, fecundity and fertility data were collected for experiments 1 and 2.
Chapter 6: The raw data for each effect size taken from papers included in the meta-analysis. See Chapter 6 methods for definitions. Data are those recorded from text, statistical analyses and figures, and include the results of Fisher’s Z transformation.
DOI: 10.5281/zenodo.18619387
title: Sugarcane-PK v1.0: A Scale-Referenced Dataset and MATLAB Implementation for Precision Phenotyping of Pakistani Sugarcane Varieties

description: Abstract This repository contains the official dataset structure and MATLAB implementation for Sugarcane-PK v1.0, a curated subset of 7,362 scale-referenced RGB images covering five major Pakistani sugarcane varieties. The project facilitates reproducible research in plant phenotyping, precision agriculture, and Edge-AI deployment.

🔬 Project Overview In tropical South Asian contexts, manual varietal identification at sugar mills is prone to error (15–25% misidentification rates), leading to significant economic losses. Sugarcane-PK v1.0 provides a standardized, scale-aware dataset designed to train computer vision models capable of identifying varieties in less than 30 seconds.

Key Features





5 Major Varieties: CP77-400, CPF-237, CPF-250, CPF-251, and CPF-253.




8 Morphological Categories: Comprehensive phenotyping including Bud morphology, Internode geometry, Leaf width, Leaf pattern, Cross-section, Bulk cane, Bulk-near distance, and Individual stalks.




Scale-Aware Calibration: Every image includes an in-frame metric ruler, enabling precise pixel-to-millimeter calibration for geometric analysis.




Real-World Acquisition: Captured using multiple mobile devices across diverse agro-climatic zones in Punjab, Pakistan (Mianwali and Bhakhar) to ensure model robustness.



📂 Repository Structure The repository is organized to support direct integration into deep learning pipelines:









.
├── datasets/sugarcane_PK_V1.0/
│   ├── annotations/          # COCO-style JSON annotations
│   ├── metadata/             # CSV and Parquet manifests (SHA-256 hashes)
│   ├── [FeatureFolders]/     # Images organized by morphology (e.g., bud, leaf)
│   └── DATASET_CARD.md       # Detailed data specifications
├── code/                     # MATLAB source code
│   ├── train_resnet50.m      # Training script for ResNet-50
│   ├── train_mobilenetv2.m   # Training script for MobileNetV2
│   ├── evaluate_model.m      # Performance metrics and Confusion Matrix
│   └── run_all.m             # Master script for reproducibility
└── README.md







Implementation Details The included MATLAB code provides a baseline for varietal classification using Transfer Learning. It includes scripts for training ResNet-50 and MobileNetV2 architectures, along with evaluation metrics to benchmark performance against the dataset.



3. Keywords (Add these to the "Keywords" section to improve search ranking)





Precision Agriculture




Plant Phenotyping




Computer Vision




Sugarcane




Deep Learning




MATLAB




Edge AI




Dataset
DOI: 10.5281/zenodo.18619386
title: Sugarcane-PK v1.0: A Scale-Referenced Dataset and MATLAB Implementation for Precision Phenotyping of Pakistani Sugarcane Varieties

description: Abstract This repository contains the official dataset structure and MATLAB implementation for Sugarcane-PK v1.0, a curated subset of 7,362 scale-referenced RGB images covering five major Pakistani sugarcane varieties. The project facilitates reproducible research in plant phenotyping, precision agriculture, and Edge-AI deployment.

🔬 Project Overview In tropical South Asian contexts, manual varietal identification at sugar mills is prone to error (15–25% misidentification rates), leading to significant economic losses. Sugarcane-PK v1.0 provides a standardized, scale-aware dataset designed to train computer vision models capable of identifying varieties in less than 30 seconds.

Key Features





5 Major Varieties: CP77-400, CPF-237, CPF-250, CPF-251, and CPF-253.




8 Morphological Categories: Comprehensive phenotyping including Bud morphology, Internode geometry, Leaf width, Leaf pattern, Cross-section, Bulk cane, Bulk-near distance, and Individual stalks.




Scale-Aware Calibration: Every image includes an in-frame metric ruler, enabling precise pixel-to-millimeter calibration for geometric analysis.




Real-World Acquisition: Captured using multiple mobile devices across diverse agro-climatic zones in Punjab, Pakistan (Mianwali and Bhakhar) to ensure model robustness.



📂 Repository Structure The repository is organized to support direct integration into deep learning pipelines:









.
├── datasets/sugarcane_PK_V1.0/
│   ├── annotations/          # COCO-style JSON annotations
│   ├── metadata/             # CSV and Parquet manifests (SHA-256 hashes)
│   ├── [FeatureFolders]/     # Images organized by morphology (e.g., bud, leaf)
│   └── DATASET_CARD.md       # Detailed data specifications
├── code/                     # MATLAB source code
│   ├── train_resnet50.m      # Training script for ResNet-50
│   ├── train_mobilenetv2.m   # Training script for MobileNetV2
│   ├── evaluate_model.m      # Performance metrics and Confusion Matrix
│   └── run_all.m             # Master script for reproducibility
└── README.md







Implementation Details The included MATLAB code provides a baseline for varietal classification using Transfer Learning. It includes scripts for training ResNet-50 and MobileNetV2 architectures, along with evaluation metrics to benchmark performance against the dataset.



3. Keywords (Add these to the "Keywords" section to improve search ranking)





Precision Agriculture




Plant Phenotyping




Computer Vision




Sugarcane




Deep Learning




MATLAB




Edge AI




Dataset
DOI: 10.15468/dl.z624jy
title: Occurrence Download

description: A dataset containing 762 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus bulbosus"
 ]
}

 The dataset includes 762 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011042-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkakm8
title: Occurrence Download

description: A dataset containing 6467857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Localización de táxones botánicos de interés para la identificación de hábitats de la REDIAM (Secretaría General de Medio Ambiente, Agua y Cambio Climático)",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 6467857 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011024-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4my2wh
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farlowella gianetii",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011043-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16635114
title: Dataset to accompany "Far-red Chlorophyll d Clusters Extend Photosystem I Absorption Towards the Red Limit".

description: Source datatset to accompany publication "Far-red Chlorophyll d Clusters Extend Photosystem I Absorption Towards the Red Limit".
DOI: 10.5281/zenodo.16635113
title: Dataset to accompany "Far-red Chlorophyll d Clusters Extend Photosystem I Absorption Towards the Red Limit".

description: Source datatset to accompany publication "Far-red Chlorophyll d Clusters Extend Photosystem I Absorption Towards the Red Limit".
DOI: 10.15468/dl.gnxub6
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fritillaria unibracteata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011044-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cr2hdb
title: Occurrence Download

description: A dataset containing 4783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagerstroemia indica",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4783 records from 352 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011045-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fbqyd
title: Occurrence Download

description: A dataset containing 76861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cobitis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 76861 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010986-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc376t
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farlowella gracilis",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011046-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qxr7r
title: Occurrence Download

description: A dataset containing 3718 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus capitatus"
 ]
}

 The dataset includes 3718 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011047-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18619361
title: Loss of GPRC5D enhances the proliferative capacity and competitive fitness of myeloma upon anti-GPRC5D immunotherapy
DOI: 10.5281/zenodo.18619360
title: Loss of GPRC5D enhances the proliferative capacity and competitive fitness of myeloma upon anti-GPRC5D immunotherapy
DOI: 10.5281/zenodo.18619241
title: Thermal and Depth Image Dataset
title: Thermal Image Refinement with Depth Estimation using Recurrent Networks for Monocular ORB-SLAM3
DOI: 10.5281/zenodo.18619466
title: Precision test of bound-state QED at intermediate Z with kaonic neon
DOI: 10.5281/zenodo.18619465
title: Precision test of bound-state QED at intermediate Z with kaonic neon
DOI: 10.15468/dl.thzqpn
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lilium sargentiae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 216 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011048-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc96ej
title: Occurrence Download

description: A dataset containing 3835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is Cirl bunting national surveys in the UK",
 "OccurrenceStatus is Present",
 "TaxonKey is Emberiza cirlus"
 ]
}

 The dataset includes 3835 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011049-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17426184
title: Tracking country-level mitigation progress using NGHGI-consistent carbon budgets – scripts and data

description: This repository provides script and underlying data for the manuscript “Tracking country-level mitigation progress using NGHGI-consistent carbon budgets” (https://www.nature.com/articles/s41467-026-69078-9). It includes a dataset of national remaining carbon budgets (RCBs) consistent with national greenhouse gas inventories (NGHGIs) with global scope going back to 1990. RCBs are computed using multiple allocation approaches and include both absolute and per-capita values.

The results are based on data available in spring 2025 – with updated input data, certain results may change slightly.

For questions, please contact: <konstantin.weber[at]env.ethz.ch>
DOI: 10.15468/dl.byq8s3
title: Occurrence Download

description: A dataset containing 2780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Santalum album",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2780 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011050-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.876scd
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farlowella hasemani",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011052-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18619473
title: Overview and documentation of relevant data for the calculation of the externalities of food: the FOODCOST collection of data on food externalities

description: The report, Overview and documentation of relevant data for the calculation of the externalities of food: the FOODCOST collection of data on food externalities, available online in Q3 or Q4 2026, overviews the collection of over 340 data sources for the calculation of the externalities and potential market failures from food system activities. The attributes of the collection are described, indicating the nature and rationale of the information documented about each data source. Observations and statistics of the collection, such as the availability of open source versus commercial data, are made.

This is the collection itself, available in 3 spreadsheets.
DOI: 10.5281/zenodo.17151468
title: Overview and documentation of relevant data for the calculation of the externalities of food: the FOODCOST collection of data on food externalities

description: The report, Overview and documentation of relevant data for the calculation of the externalities of food: the FOODCOST collection of data on food externalities, available online in Q3 or Q4 2026, overviews the collection of over 340 data sources for the calculation of the externalities and potential market failures from food system activities. The attributes of the collection are described, indicating the nature and rationale of the information documented about each data source. Observations and statistics of the collection, such as the availability of open source versus commercial data, are made.

This is the collection itself, available in 3 spreadsheets.
DOI: 10.15468/dl.6g6uxg
title: Occurrence Download

description: A dataset containing 477 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyperus castaneus"
 ]
}

 The dataset includes 477 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011053-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.