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

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhodiola crenulata"
 ]
}

 The dataset includes 206 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068283-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kt8k7
title: Occurrence Download

description: A dataset containing 784916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamaea fasciata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 784916 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068270-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pja5wf
title: Occurrence Download

description: A dataset containing 807564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguillidae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 807564 records from 754 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068272-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgcn4x
title: Occurrence Download

description: A dataset containing 3754855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3754855 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068274-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18081089
title: Dataset for Diffusion Map Kernel Regression Model of Pitching and Plunging Flat Plate

description: This dataset contains pitching–plunging flat-plate flow simulations generated using the Immersed Boundary Projection Method (IBPM). It supports the construction, training, validation, and benchmarking of kernel ridge regression (KRR) models using Diffusion Map (DM) and Radial Basis Function (RBF) kernels, as well as the Residual Dynamic Mode Decomposition (ResDMD) model. The paper can be found here: https://arxiv.org/abs/2512.17203.

The dynamics of the system are governed by two key parameters: the pitching phase and the plunging phase. In this dataset, the pitching phase is fixed at 0°, while the plunging phase varies across 16 trajectories, spanning phases from 0° to 330°.

All data are stored as Python pickle files, with each file representing a single trajectory. The filename convention follows:



PhaseA_X → pitching phase (fixed at 0)

PhaseH_Y → plunging phase (varies across trajectories)


A total of 16 trajectories are included. The trajectories with plunging phases except 135° are used for model training and validation, while the trajectory at 135° plunging phase is reserved exclusively for out-of-sample testing. Each training/validation trajectory consists of 200 x 299 x 599 where 200 is the number of time steps, and 299 and 599 are the vertical and horizontal spatial grid points. The test trajectory has the same spatial grid but 801 time steps. All the trajectories are generated with dt=0.01 second and downsampled at dt=0.1 second.
DOI: 10.5281/zenodo.18081765
title: Plots coodinates, raw data, and calculation

description: I provided the data related to my submitted paper entitled "Baseline ecological insights of vegetation assessment and carbon stock estimation in natural mangrove forests of Probolinggo Regency, Indonesia". These supplementary materials included plots coordinates, raw data of plants height and DBH, calculation of Important Value Index (IVI), diversity index, and estimation of biomass and carbon stock.
DOI: 10.5281/zenodo.18081764
title: Plots coodinates, raw data, and calculation

description: I provided the data related to my submitted paper entitled "Baseline ecological insights of vegetation assessment and carbon stock estimation in natural mangrove forests of Probolinggo Regency, Indonesia". These supplementary materials included plots coordinates, raw data of plants height and DBH, calculation of Important Value Index (IVI), diversity index, and estimation of biomass and carbon stock.
DOI: 10.15468/dl.fs593a
title: Occurrence Download

description: A dataset listing the 37 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "OccurrenceStatus is Present",
 "TaxonKey is Polytrichum"
 ]
}

 The dataset's 37 records were derived from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068280-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7365
title: midisim-embeddings
DOI: 10.5281/zenodo.18081844
title: Table S1. Whole-rock major (wt. %) and trace (ppm) elemental compositions of six deposits.
DOI: 10.5281/zenodo.18081845
title: Table S1. Whole-rock major (wt. %) and trace (ppm) elemental compositions of six deposits.
DOI: 10.5281/zenodo.18081405
title: EMS-OM-Data
DOI: 10.5281/zenodo.18081406
title: EMS-OM-Data
DOI: 10.5281/zenodo.18081891
title: Table S2. Summary of the main geological and geochemical characteritics of  six tin deposits.
DOI: 10.5281/zenodo.18081892
title: Table S2. Summary of the main geological and geochemical characteritics of  six tin deposits.
DOI: 10.15468/dl.ukpefd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.19649 41.22494,13.72972 41.23206,13.72423 41.51365,13.1887 41.50646,13.19649 41.22494))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Chiropteranoetus, Sciurus, Vipera)",
 "Year 1990-2025"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18081909
title: Table S3. Elemental compositions (ppm) of cassiterite from six deposits.
DOI: 10.5281/zenodo.18081910
title: Table S3. Elemental compositions (ppm) of cassiterite from six deposits.
DOI: 10.15468/dl.8hpuhc
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ophiocordyceps sinensis"
 ]
}

 The dataset includes 215 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068287-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28219331
title: Data, models and codes of AI Cube server

description: Data, models and codes used in the paper "Towards an AI Cube: Enriching Geospatial Data Cube with AI Inference Capabilities"
DOI: 10.6084/m9.figshare.28219331.v2
title: Data, models and codes of AI Cube server

description: Data, models and codes used in the paper "Towards an AI Cube: Enriching Geospatial Data Cube with AI Inference Capabilities"
DOI: 10.6084/m9.figshare.28219331.v1
title: Data, models and codes of AI Cube server

description: Data, models and codes used in the paper "Towards an AI Cube: Enriching Geospatial Data Cube with AI Inference Capabilities"
DOI: 10.57760/sciencedb.21999
title: Coal mine Utility-area Personnel Occlusion-aware Dataset
title: 矿井遮挡人员跟踪数据集

description: 该数据集由 28 个数据段组成，每个数据段包含 3 个部分：（1）det.txt文件存储了目标检测算法生成的检测结果。这些字段包括相应数据段的图像帧编号、运动轨迹 ID、目标位置坐标、边界框宽度和高度以及范围标志值。(2)gt.txt 文件包含图像每一帧的跟踪注释数据。标注包括对应数据段中每个时间点的图像帧号、运动轨迹 ID、目标位置坐标、边界框宽高、遮挡状态、类 ID、能见度等信息。(3)img1 文件夹包含视频序列中每个帧的图像数据。
description: 该数据集由 28 个数据段组成，每个数据段包含 3 个部分：（1）det.txt文件存储了目标检测算法生成的检测结果。这些字段包括相应数据段的图像帧编号、运动轨迹 ID、目标位置坐标、边界框宽度和高度以及范围标志值。(2)gt.txt 文件包含图像每一帧的跟踪注释数据。标注包括对应数据段中每个时间点的图像帧号、运动轨迹 ID、目标位置坐标、边界框宽高、遮挡状态、类 ID、能见度等信息。(3)img1 文件夹包含视频序列中每个帧的图像数据。
DOI: 10.5281/zenodo.18081733
title: JRS_code

description: In addition to the old version, the source code for Benchmark examples are also included.
DOI: 10.5281/zenodo.15685728
title: JRS_code

description: In addition to the old version, the source code for Benchmark examples are also included.
DOI: 10.5281/zenodo.18081931
title: Table S4. Sn isotopic compositions (‰) of cassiterite from six deposits.
DOI: 10.5281/zenodo.18081932
title: Table S4. Sn isotopic compositions (‰) of cassiterite from six deposits.
DOI: 10.6084/m9.figshare.30962267
title: Dataset for China's SC-MRIO tables

description: Raw data and processed data for China's SC-MRIO tables, provided by Xu Duo, Beijng Normal University.
DOI: 10.6084/m9.figshare.30962267.v1
title: Dataset for China's SC-MRIO tables

description: Raw data and processed data for China's SC-MRIO tables, provided by Xu Duo, Beijng Normal University.
DOI: 10.15468/dl.uwfw9e
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthopagrus pacificus"
 ]
}

 The dataset includes 525 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068288-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18081948
title: Table S5. Trace elemental compositions (ppm)  in zircons from five deposits and calculated oxygen fugacities.
DOI: 10.5281/zenodo.18081947
title: Table S5. Trace elemental compositions (ppm)  in zircons from five deposits and calculated oxygen fugacities.
DOI: 10.15468/dl.65z5uv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((111.357 21.461,115.422 21.461,115.422 24.392,111.357 24.392,111.357 21.461))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Prionodon pardicolor"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068289-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18081963
title: Table S6. Values of 1000ln124/116β of Sn species (200–500 °C).
DOI: 10.5281/zenodo.18081962
title: Table S6. Values of 1000ln124/116β of Sn species (200–500 °C).
DOI: 10.5281/zenodo.17841026
title: Summary of the sampled deposits and their geological characteristics.
DOI: 10.15468/dl.vs9m2p
title: Occurrence Download

description: A dataset containing 827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((73 18,135 18,135 53,73 53,73 18))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Institution match fuzzy, Country derived from coordinates)",
 "TaxonKey is Hirundo rustica",
 "Year 2018-2023"
 ]
}

 The dataset includes 827 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068290-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18072102
title: scGen, scPRAM, and CellOT Benchmarking: Processed Datasets and Results

description: Pre-computed results and processed datasets for benchmarking scGen, scPRAM, and CellOT/Mean Delta perturbation prediction methods on Kang and Dong IFN-β PBMC datasets. Includes internal benchmarking and cross-study extrapolation results using scVI and Scanorama integration strategies.
DOI: 10.5281/zenodo.18072101
title: scGen, scPRAM, and CellOT Benchmarking: Processed Datasets and Results

description: Pre-computed results and processed datasets for benchmarking scGen, scPRAM, and CellOT/Mean Delta perturbation prediction methods on Kang and Dong IFN-β PBMC datasets. Includes internal benchmarking and cross-study extrapolation results using scVI and Scanorama integration strategies.
DOI: 10.5281/zenodo.17841076
title: Whole-rock major- and trace-element analytical data of the studied granites in South China.
DOI: 10.6084/m9.figshare.30958895
title: Supplementary information

description: The file consist of a spectral data of synthesized organic compounds <br>
DOI: 10.6084/m9.figshare.30958895.v1
title: Supplementary information

description: The file consist of a spectral data of synthesized organic compounds <br>
DOI: 10.15468/dl.skju4n
title: Occurrence Download

description: A dataset containing 4771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthopagrus butcheri"
 ]
}

 The dataset includes 4771 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068291-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17841101
title: W-isotopic signatures (‰) of the studied granites in South China.
DOI: 10.15468/dl.wwz28q
title: Occurrence Download

description: A dataset containing 1207917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daptrius",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 1207917 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068284-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71883/6gj4-ae41
title: โรคข้าว: โรคใบไหม้
title: [Rice disease: Leaf blight disease]

description: อาการแผลจุดสีน้ำตาลรูปทรงรีหัวท้ายค่อนข้างแหลมมีขอบแผลสีเหลืองที่ใบของโรคไหม้
DOI: 10.5281/zenodo.17412113
title: Development of monthly groundwater well observation dataset in India

description: The long-term continuous groundwater depth (GWD) data are essential for the sustainable management of groundwater resources and for groundwater modeling. The Central Ground Water Board (CGWB) provides quarterly GWD data for the Indian region through the India Water Resources Information System (India-WRIS). However, continuous records of GWD are largely incomplete due to a high number of missing values. To address this gap, we reconstructed quarterly and monthly GWD datasets covering 2002–2021 using the Extra Trees machine learning model and the Chow-Lin disaggregation method. The reconstruction was developed using hydroclimatic variables along with surface and subsurface geological properties. Evaluation of the predicted GWD against in-situ measurements shows that the reconstructed data effectively capture local groundwater depth behavior and can support water resources management, especially during drought periods.
DOI: 10.71883/16j6-be62
title: โรคข้าว: โรคไหม้คอรวง
title: [Rice disease: Neck blast]

description: อาการคอรวงเป็นแผลช้ำเป็นสีน้ำตาล
DOI: 10.48668/dovlys/sjbybq
title: Meretrix_meretrix_genomic.fna.gz

description: Genome sequence of Meretrix meretrix.
DOI: 10.48668/dovlys/8blog8
title: Meretrix_meretrix.repeat_anno.gff.gz

description: Repeat annotation of Meretrix meretrix.
DOI: 10.48668/dovlys/thqf6n
title: Meretrix_lamarckii.gene_anno.gtf.gz

description: Genome annotation of Meretrix lamarckii.
DOI: 10.48668/dovlys/b9yiyb
title: Meretrix_lamarckii.gene_anno.protein.aa.gz

description: Predicted gene models (amino acid sequences) of Meretrix lamarckii.
DOI: 10.48668/dovlys/i03hsr
title: Meretrix_meretrix.gene_anno.protein.aa.gz

description: Predicted gene models (amino acid sequences) of Meretrix meretrix.
DOI: 10.48668/dovlys/xzvfd0
title: Meretrix_lamarckii.repeat_anno.gff.gz

description: Repeat annotation of Meretrix lamarckii.
DOI: 10.48668/dovlys/lvigup
title: Meretrix_lamarckii.gene_anno.protein.longest-transcript.fa.gz

description: Longest-transcripts filtered from predicted gene models (amino acid sequences) of Meretrix lamarckii.
DOI: 10.48668/dovlys/ugebxm
title: Meretrix_meretrix.gene_anno.protein.longest-transcript.fa.gz

description: Longest-transcripts filtered from predicted gene models (amino acid sequences) of Meretrix meretrix.
DOI: 10.48668/dovlys/wa4i7i
title: Meretrix_meretrix.gene_anno.gtf.gz

description: Genome annotation of Meretrix meretrix.
DOI: 10.48668/dovlys/cdqsh0
title: Meretrix_meretrix.raw_reads.OmniC_2.fq.gz

description: Omni-C raw reads of Meretrix meretrix (R2 reads).
DOI: 10.48668/dovlys/ofjgap
title: Meretrix_lamarckii.raw_reads.OmniC_2.fq.gz

description: Omni-C raw reads of Meretrix lamarckii (R2 reads).
DOI: 10.48668/dovlys/n59ses
title: Meretrix_lamarckii.raw_reads.OmniC_1.fq.gz

description: Omni-C raw reads of Meretrix lamarckii (R1 reads).
DOI: 10.48668/dovlys/2pqow6
title: Meretrix_meretrix.raw_reads.OmniC_1.fq.gz

description: Omni-C raw reads of Meretrix meretrix (R1 reads).
DOI: 10.48668/dovlys/psqsgn
title: Meretrix_meretrix.raw_reads.PacBio_HiFi.subfile1.fastq.gz

description: PacBio HiFi raw reads of Meretrix meretrix (subfile1).
DOI: 10.48668/dovlys/w4ejyc
title: Meretrix_meretrix.raw_reads.PacBio_HiFi.subfile2.fastq.gz

description: PacBio HiFi raw reads of Meretrix meretrix (subfile 2).
DOI: 10.48668/dovlys/pcnr6i
title: Meretrix_meretrix.raw_reads.PacBio_HiFi.subfile3.fastq.gz

description: PacBio HiFi raw reads of Meretrix meretrix (subfile4).
DOI: 10.48668/dovlys/qrt9kq
title: Meretrix_meretrix.raw_reads.PacBio_HiFi.subfile4.fastq.gz

description: PacBio HiFi raw reads of Meretrix meretrix (subfile 4).
DOI: 10.48668/dovlys/zws1ue
title: Meretrix_lamarckii.raw_reads.PacBio_Hifi.subfile1.fastq.gz

description: PacBio HiFi raw reads of Meretrix lamarckii (subfile1).
DOI: 10.48668/dovlys/f5bxeb
title: Meretrix_lamarckii.raw_reads.PacBio_Hifi.subfile2.fastq.gz

description: PacBio HiFi raw reads of Meretrix lamarckii (subfile2).
DOI: 10.48668/dovlys/ocflw8
title: Meretrix_lamarckii.raw_reads.PacBio_Hifi.subfile3.fastq.gz

description: PacBio HiFi raw reads of Meretrix lamarckii (subfile3).
DOI: 10.48668/dovlys/xwusxr
title: Meretrix_lamarckii.raw_reads.PacBio_Hifi.subfile4.fastq.gz

description: PacBio HiFi raw reads of Meretrix lamarckii (subfile4).
DOI: 10.48668/dovlys/w2dg9x
title: Meretrix_lamarckii_genomic.fna.gz

description: Genome sequence of Meretrix lamarckii.
DOI: 10.48668/dovlys
title: Chromosome-level genomes of hard clams Meretrix lamarckii (Deshayes, 1853) and Meretrix meretrix (Linnaeus, 1758)

description: The genus Meretrix contains marine bivalve molluscs commonly known as the Venus clams or hard clams, which can be found in the estuarine and marine habitats in Asia. Given their edibility, they have been exploited in clam digging activities and also been farmed in some places. Here, we provide two new high-quality genomes of species M. meretrix and M. lamarckii. Utilising a combination of PacBio HiFi and Omni-C sequencing technologies, genome assemblies of M. meretrix and M. lamarcki are obtained with sizes 835.1 Mb (scaffold N50 = 46Mb) and 890.4 Mb (scaffold N50 = 46Mb), respectively. More than 99% of sequences were anchored to 19 pseudochromosomes, and high completeness was also obtained estimated by BUSCO scores (~99.5%, mollusca_odb12). The two new genomic resources provided in this study will be useful for further understanding biology, ecology, and evolution of edible clams.
DOI: 10.5281/zenodo.18081991
title: Supplemental Dataset
DOI: 10.5281/zenodo.18081992
title: Supplemental Dataset
DOI: 10.34740/kaggle/dsv/14328839
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.71883/ay69-yv82
title: โรคข้าว: โรคดอกกระถิน
title: [Rice disease: False smut]

description: อาการ จะพบเชื้อราจะที่เมล็ดข้าว เริ่มต้นเห็นเป็นก้อนเส้นใยสีขาว ต่อมาเชื้อสร้างสีเหลือง เมล็ดที่เป็นดอกกระถินจะมีขนาดใหญ่ขึ้น จนคลุมเมล็ดข้าวทั้งเมล็ด เมื่อเชื้อราเจริญต่อไป เยื่อหุ้มจะแตกออก เชื้อราจะเปลี่ยนเป็นสีส้ม สุดท้ายก้อนเชื้อราดอกกระถินจะมีสีเขียวเข้มปนเหลืองหรือสีดำ
DOI: 10.71883/xbna-1p08
title: โรคข้าว: โรครากปม
title: [Rice disease: Root-knot disease]

description: ปลายรากบวมเป็นปม
DOI: 10.71883/r8ce-m050
title: ชุดข้อมูลผลงานวิจัยของมหาวิทยาลัยเกษตรศาสตร์ ด้านข้าวโพด ในคลังความรู้ดิจิทัลมหาวิทยาลัยเกษตรศาสตร์ ปี 2558–2562
title: Dataset of corn-related research outputs of Kasetsart University in the Kasetsart University Knowledge Repository (2015–2019)

description: ชุดข้อมูลนี้รวบรวมผลงานวิจัยของมหาวิทยาลัยเกษตรศาสตร์ที่เกี่ยวข้องกับ ข้าวโพด ซึ่งเผยแพร่ในช่วงปี 2558–2562 จากคลังความรู้ดิจิทัลมหาวิทยาลัยเกษตรศาสตร์ โดยประกอบด้วยรายละเอียดของงานวิจัย เช่น ชื่อเรื่อง ปีที่เผยแพร่ หมวดหมู่ด้านการเกษตร และคำสำคัญที่เกี่ยวข้อง ชุดข้อมูลนี้สะท้อนถึงองค์ความรู้และการพัฒนาเชิงวิชาการในด้านการเกษตร พันธุศาสตร์ การปรับปรุงพันธุ์ เทคโนโลยีการผลิต การจัดการศัตรูพืช การแปรรูป และการจัดการทรัพยากรที่เกี่ยวข้องกับข้าวโพด ซึ่งเป็นพืชเศรษฐกิจที่มีบทบาทสำคัญทั้งในด้านอาหาร คน สัตว์ และอุตสาหกรรมของประเทศไทย
DOI: 10.21227/e5z9-y726
title: "AutoFEnergy -- Synthetic Data Used to Teach LLM Feature Engineering for Energy"

description: "The synthetic AutoFEnergy dataset is the first publicly available dataset designed to train LLMs with engineer-level feature-engineering tool-calling capabilities in the energy domain, capabilities that are not inherently present in general-purpose LLMs.This work is submitted as a dataset entry to the ``Good Datasets for AI Model Training in the Power and Energy Domain'' competition, with the goal of facilitating research understanding and reproducibility.The AutoFEnergy dataset aims to advance feature-engineering tasks across a wide range of forecasting and classification scenarios in the energy domain toward LLM-based end-to-end automation, thereby reducing reliance on experienced engineers and significantly lowering both human labor costs and time expenditure.All data generation, fine-tuning, and validation procedures are implemented through reproducible, open-source Python workflows, and are accompanied by accuracy evaluations to verify the effectiveness of the dataset."
DOI: 10.71883/jvzf-7h84
title: ชุดข้อมูลผลงานวิจัยของมหาวิทยาลัยเกษตรศาสตร์ ด้านข้าวโพด ในคลังความรู้ดิจิทัลมหาวิทยาลัยเกษตรศาสตร์ ปี 2563–2567
title: Dataset of corn-related research outputs of Kasetsart University in the Kasetsart University Knowledge Repository (2020–2024)

description: ชุดข้อมูลนี้รวบรวมผลงานวิจัยของมหาวิทยาลัยเกษตรศาสตร์ที่เกี่ยวข้องกับ ข้าวโพด ซึ่งเผยแพร่ในช่วงปี 2563–2567 จากคลังความรู้ดิจิทัลมหาวิทยาลัยเกษตรศาสตร์ โดยประกอบด้วยรายละเอียดของงานวิจัย เช่น ชื่อเรื่อง ปีที่เผยแพร่ หมวดหมู่ด้านการเกษตร และคำสำคัญที่เกี่ยวข้อง ชุดข้อมูลนี้สะท้อนถึงองค์ความรู้และความก้าวหน้าทางวิชาการในด้านการเกษตร ที่เกี่ยวข้องกับข้าวโพด ซึ่งเป็นพืชเศรษฐกิจสำคัญของประเทศที่มีบทบาททั้งในด้านอาหารสัตว์ อุตสาหกรรม และพลังงานชีวภาพ