cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.d8fse3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ctenocidaris geliberti (Koehler, 1912)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189359-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2ibs5
title: Occurrence Download

description: A dataset containing 4591 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WII Herbarium Dataset"
 ]
}

 The dataset includes 4591 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030253-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns6wxa
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Pristimantis aemulatus (Ruiz-Carranza, Lynch & Ardila-Robayo, 1997)"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029626-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn4y7v
title: Occurrence Download

description: A dataset containing 3533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-69.16992 -67.58789,-30.49805 -67.76367,-20.83008 -40.51758,-16.08398 -8.34961,-31.37695 10.45898,-52.29492 29.44336,-72.33398 35.5957,-83.75977 34.7168,-97.29492 29.9707,-100.63477 24.52148,-96.24023 17.31445,-89.73633 16.78711,-84.46289 12.56836,-80.94727 8.70117,-69.16992 10.45898,-62.49023 6.41602,-57.39258 5.36133,-51.24023 -0.26367,-41.74805 -6.06445,-37.35352 -6.76758,-40.51758 -19.07227,-47.02148 -22.23633,-50.88867 -27.68555,-57.39258 -33.66211,-63.54492 -36.47461,-67.58789 -42.09961,-69.87305 -49.83398,-70.40039 -59.85352,-69.16992 -67.58789))",
 "TaxonKey is Charophyta"
 ]
}

 The dataset includes 3533 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006305-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1gmt16
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola portalesia var. integerrima (Phil.) Reiche"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030254-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghxkb7
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Moquilea egleri (Prance) Sothers & Prance, Licania egleri Prance)"
 ]
}

 The dataset includes 610 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029654-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-03.3076130/2556212
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076131/2556213
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076132/2556214
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076133/2556215
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076134/2556216
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076137/2556217
title: Data for EMSL Project 60473 from March 2024
DOI: 10.25582/data.2024-03.3076138/2556218
title: Data for EMSL Project 60473 from March 2024
DOI: 10.57934/0b01e410807a506f
title: Verleende bouwvergunningen van alle gemeenten in Nederland
DOI: 10.25582/data.2024-03.3076139/2556219
title: Data for EMSL Project 60473 from March 2024
DOI: 10.15468/dl.kxy95d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is APIS - Antarctic Pack Ice Seals 1994-1999, plus historical data from the 1980's"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180527-200613084148143/datasets/export for details.
DOI: 10.15468/dl.z2vqok
title: Occurrence Download

description: A dataset containing 1547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sequoiadendron giganteum (Lindl.) J.T.Buchholz",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1547 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035198-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntqjig
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicer acanthophyllum Boriss."
 ]
}

 The dataset includes 45 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035199-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsdp3b
title: Occurrence Download

description: A dataset containing 9584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is one of (United States of America, Canada)",
 "Geometry POLYGON((-154.35386 22.18463,-41.98098 22.18463,-41.98098 67.18463,-154.35386 67.18463,-154.35386 22.18463))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulmus L."
 ]
}

 The dataset includes 9584 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022371-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huvqfk
title: Occurrence Download

description: A dataset containing 14720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diglossa baritula Wagler, 1832"
 ]
}

 The dataset includes 14720 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192373-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cwtrq
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Homalium guianense (Aubl.) Oken, Homalium densiflorum Spruce ex Benth., Homalium chocoense Cuatrec., Homalium mattogrossense Malme, Homalium puberulum Klotzsch ex Eichler, Homalium surinamense Steud., Homalium racoubea Sw.)"
 ]
}

 The dataset includes 1054 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022377-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pczpqe
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Glyptostrobus pensilis (Staunton ex D.Don) K.Koch",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035200-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgp56d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Arcuatula senhousia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192369-200613084148143/datasets/export for details.
DOI: 10.15468/dl.spc2cf
title: Occurrence Download

description: A dataset containing 22123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Struthanthus Mart."
 ]
}

 The dataset includes 22123 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029362-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pqgur
title: Occurrence Download

description: A dataset containing 31683 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is MSB Parasite Collection (Arctos)"
 ]
}

 The dataset includes 31683 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180530-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwihsm
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicer anatolicum Alef."
 ]
}

 The dataset includes 165 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035200-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qm5lb
title: Occurrence Download

description: A dataset containing 41058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-98.62976 15.52368,-93.34534 15.52368,-93.34534 18.62183,-98.62976 18.62183,-98.62976 15.52368))",
 "HasCoordinate is true",
 "TaxonKey is Reptilia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41058 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035201-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kchtb
title: Occurrence Download

description: A dataset containing 15781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiomnium affine (Blandow ex Funck) T.J.Kop.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 15781 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022318-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ts8th
title: Occurrence Download

description: A dataset containing 28477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diglossa albilatera Lafresnaye, 1843"
 ]
}

 The dataset includes 28477 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192372-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cszk4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Craugastor blairi (Barbour, 1928)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022361-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.81d7ca
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "Geometry POLYGON((-113.59932 31.55342,-111.83739 31.55342,-111.83739 32.74132,-113.59932 32.74132,-113.59932 31.55342))",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035202-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3b2bm7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bonnetia ptariensis Steyerm."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147294-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4v9kfr
title: Occurrence Download

description: A dataset containing 5741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudochazara de Lesse, 1951"
 ]
}

 The dataset includes 5741 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0189676-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnv1ru
title: Occurrence Download

description: A dataset containing 27264 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Formidabel; Belgian Ants Database"
 ]
}

 The dataset includes 27264 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035203-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2d4b5f
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Megophrys brachykolos Inger & Romer, 1961"
 ]
}

 The dataset includes 232 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022368-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3krrm
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ariocarpus fissuratus (Engelm.) K.Schum."
 ]
}

 The dataset includes 702 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147295-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3f8wfz
title: Occurrence Download

description: A dataset containing 10955 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lupinus bicolor Lindl."
 ]
}

 The dataset includes 10955 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192371-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddu8ac
title: Occurrence Download

description: A dataset containing 108227537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 108227537 records from 1090 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196683-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/cnjbcp
title: PAN-00163949 - terra sigillata bowl type Drag. 37 (SG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00163949&lt;/p&gt;
description: Modified: 2025-10-18T16:30:12+02:00
DOI: 10.15468/dl.7vyuzb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.045 1.431183, 100.974715 1.425615, 100.906162 1.409048, 100.841029 1.381891, 100.780921 1.344812, 100.727318 1.298725, 100.68154 1.244765, 100.644714 1.184261, 100.617745 1.118704, 100.601298 1.049707, 100.595777 0.97897, 100.601317 0.908234, 100.617781 0.839241, 100.644762 0.773691, 100.681597 0.713195, 100.727378 0.6592440000000001, 100.780979 0.613166, 100.841078 0.5760960000000001, 100.906198 0.548945, 100.974734 0.5323830000000001, 101.045 0.526816, 101.115266 0.5323830000000001, 101.183802 0.548945, 101.248922 0.5760960000000001, 101.309021 0.613166, 101.362622 0.6592440000000001, 101.408403 0.713195, 101.445238 0.773691, 101.472219 0.839241, 101.488683 0.908234, 101.494223 0.97897, 101.488702 1.049707, 101.472255 1.118704, 101.445286 1.184261, 101.40846 1.244765, 101.362682 1.298725, 101.309079 1.344812, 101.248971 1.381891, 101.183838 1.409048, 101.115285 1.425615, 101.045 1.431183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041147-251120083545085/datasets/export for details.
DOI: 10.15468/dl.d3yxxm
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphitetranychus viennensis"
 ]
}

 The dataset includes 221 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041148-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15423562
title: DATASET: Open RGB Imaging Workflow for Morphological and Morphometric Analysis of Fruits using AI: A Case Study on Almonds

description: # Almond Kernel and Shell Image Dataset (2022–2023)


This dataset contains RGB images of almond kernels and shells collected during the 2022 and 2023 harvest seasons.


## 📁 Dataset Structure


The dataset is organized into four main folders:


Each image represents a sample (either kernel or shell).


- `Kernel_almond_2022/`: Almond kernel images collected in 2022.

- `Kernel_almond_2023/`: Almond kernel images collected in 2023.

- `Shell_almond_2022/`: Almond shell images collected in 2022.

- `Shell_almond_2023/`: Almond shell images collected in 2023.


## 🧬 Metadata Description


Two metadata files are provided to accompany the image collection, each containing detailed information on the corresponding almond samples.


### `almond_metadata_1.csv` – Morphometric Features from Image Analysis


This file includes sample-level descriptors extracted from RGB images of individual fruits (kernels or shells):


- **Picture**: Name of the image file.

- **Fruit**: Type of fruit (e.g., kernel or shell).

- **ID**: Unique identifier for each sample.

- **Year**: Year of harvest (2022 or 2023).

- **Population**: Breeding population or genetic group.

- **Parent_1**, **Parent_2**: Parental genotype codes.

- **Fruit_number**: Within-plant fruit number or replicate.

- **Length**, **Width**, **Width_25**, **Width_50**, **Width_75**: Morphometric measurements (mm).

- **Area**, **Perimeter**, **Hull_area**: Geometric descriptors (mm² or mm).

- **Solidity**, **Circularity**, **Ellipse_Ratio**, **Aspect_ratio**: Shape descriptors.

- **L**, **a**, **b**: CIELAB color components.

- **Symmetry_v**, **Symmetry_h**, **Shoulder_symmetry**: Symmetry metrics.

- **PB_PC1** to **PB_PC10**: Principal components pixel-based traits.

- **EF_PC1** to **EF_PC6**: Principal components from EFourier descriptors.


### `almond_metadata_2.csv` – Physical Measurements and Weight Ratios


This file contains physical measurements and mean values for almond kernels and shells:


- **ID**: Unique identifier for each sample (matching `almond_metadata_1.csv`).

- **Year**: Year of harvest.

- **Kernel_Width**: Width of the kernel (mm).

- **Kernel_Thickness**: Thickness of the kernel (mm).

- **Kernel_Globosity**: Sphericity index of the kernel.

- **Kernel_Weight_mean**: Mean kernel weight (g).

- **Shell_Weight_mean**: Mean shell weight (g).

- **Ratio_weight_kernel_shell**: Kernel-to-shell weight ratio.


Both files can be linked through the shared **ID** field.


Gaps in the data are related to the unavailability of the data. In the case of the CIELAB color components, values from certain images were removed due to detected issues with lighting and proper functioning.