cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15482/usda.adc/29066444
title: Data and Images from: Numerical Signature Dataset of Thoracic and Elytral Fragments from Curculionidae and Tenebrionidae Beetles for AI-Based Species Identification

description: This dataset presents curated and annotated 256×256 pixel image fragments of thoracic and elytral regions from six economically significant species within the beetle families Curculionidae and Tenebrionidae. These anatomical fragments were extracted from high-resolution trap images to support numerical signature generation for species-level classification. The dataset enables researchers to develop and validate image-based machine learning pipelines for pest identification in stored product environments. All samples are standardized and include metadata indicating species, anatomical region, and imaging parameters. This work contributes to advancing computational entomology, post-harvest pest management, and real-time automated monitoring systems.Insect pest detection in post-harvest storage environments is crucial for mitigating economic losses and ensuring food security. Traditional identification approaches are labor-intensive and rely on full-body morphological features. This dataset introduces a fragment-based classification framework using annotated thoracic and elytral sections of stored-product beetles. Species included are:<i>Sitophilus zeamais</i><i>Sitophilus oryzae</i><i>Sitophilus granarius</i><i>Tribolium castaneum</i><i>Latheticus oryzae</i><i>Tribolium confusum</i>Folder abbreviations for the insects are <i>Sitophilus zeamais</i> (mw); <i>Sitophilus oryzae</i> (rw); <i>Sitophilus granarius</i> (ww); <i>Tribolium castaneum</i> (tc); <i>Latheticus oryzae</i> (lo); and <i>Tribolium confusum</i> (tco).Key numerical signature descriptors were computed for each fragment:<b>Skewness</b> – Asymmetry of pixel intensity distribution<b>Kurtosis</b> – Sharpness of contour distributions<b>Entropy</b> – Texture complexity<b>Standard Deviation</b> – Pixel intensity variation
DOI: 10.15482/usda.adc/29066444.v1
title: Data and Images from: Numerical Signature Dataset of Thoracic and Elytral Fragments from Curculionidae and Tenebrionidae Beetles for AI-Based Species Identification

description: This dataset presents curated and annotated 256×256 pixel image fragments of thoracic and elytral regions from six economically significant species within the beetle families Curculionidae and Tenebrionidae. These anatomical fragments were extracted from high-resolution trap images to support numerical signature generation for species-level classification. The dataset enables researchers to develop and validate image-based machine learning pipelines for pest identification in stored product environments. All samples are standardized and include metadata indicating species, anatomical region, and imaging parameters. This work contributes to advancing computational entomology, post-harvest pest management, and real-time automated monitoring systems.Insect pest detection in post-harvest storage environments is crucial for mitigating economic losses and ensuring food security. Traditional identification approaches are labor-intensive and rely on full-body morphological features. This dataset introduces a fragment-based classification framework using annotated thoracic and elytral sections of stored-product beetles. Species included are:<i>Sitophilus zeamais</i><i>Sitophilus oryzae</i><i>Sitophilus granarius</i><i>Tribolium castaneum</i><i>Latheticus oryzae</i><i>Tribolium confusum</i>Folder abbreviations for the insects are <i>Sitophilus zeamais</i> (mw); <i>Sitophilus oryzae</i> (rw); <i>Sitophilus granarius</i> (ww); <i>Tribolium castaneum</i> (tc); <i>Latheticus oryzae</i> (lo); and <i>Tribolium confusum</i> (tco).Key numerical signature descriptors were computed for each fragment:<b>Skewness</b> – Asymmetry of pixel intensity distribution<b>Kurtosis</b> – Sharpness of contour distributions<b>Entropy</b> – Texture complexity<b>Standard Deviation</b> – Pixel intensity variation
DOI: 10.3535/0ff-7zf-efw
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-g4g-86x
title: Salix myrsinifolia × myrsinites x myrsinifolia ssp. myrsinifolia × myrsinites

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-hxf-y89
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-l1x-ebh
title: Filipendula ulmaria (L.) Maxim.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-lwz-jyw
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-maf-nez
title: Stellaria nemorum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-q6m-763
title: Avena fatua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-qhy-p3p
title: Sagittaria natans Pall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.3xu8hp
title: Occurrence Download

description: A dataset containing 12006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museum of Comparative Zoology, Harvard University",
 "Country is Chile"
 ]
}

 The dataset includes 12006 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060702-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0ff-vbh-a4x
title: Juncus stygius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-w8w-bjm
title: Holcus lanatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0ff-zzg-58k
title: Dactylorhiza maculata (L.) Soó

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-4ps-bdh
title: Cochlearia danica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-cg5-5yd
title: Cerastium glomeratum Thuill.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-mbw-cwa
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-sqc-nhn
title: Salix glauca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-02e-1ds
title: Cardamine polemonioides Rouy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-fft-8ya
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-k0t-2dn
title: Carex diandra Schrank

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-7yx-19k
title: Lepidium perfoliatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fg-g9s-ekr
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-md7-jrn
title: Rumex longifolius DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-qrh-fjd
title: Carex mackenziei V.I.Krecz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-rtk-00r
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fh-vdl-0z0
title: Corydalis solida (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-0c7-jqc
title: Colchicum autumnale L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-2ya-j7e
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-9tl-h7c
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-b1k-k8h
title: Calypso bulbosa (L.) Oakes

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-bpn-t7w
title: Eriophorum scheuchzeri Hoppe

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-nyg-ra3
title: Rhodiola rosea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-p9m-s9d
title: Anthyllis vulneraria subsp. vulneraria

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-s89-ht0
title: Fragaria vesca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-v3k-fsj
title: Geranium bohemicum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-vg9-10r
title: Cardamine pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fj-xkc-eel
title: Anthoxanthum nitens (Weber) Y.Schouten & Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-4xz-jcb
title: Briza media L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-5f7-fa1
title: Sagittaria Ruppius ex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-741-3kr
title: Sparganium angustifolium Michx.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-abl-zrn
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-b10-z9c
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-enp-a9n
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-frd-zvn
title: Euphorbia exigua L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-lfw-3jc
title: Thelypteris palustris Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-y2z-nbr
title: Hordeum jubatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-yrc-h1j
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-2dt-zvb
title: Eriophorum latifolium Hoppe

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-jyf-0d5
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-enw-2d2
title: Juncus effusus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-k06-5t7
title: Montia fontana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-k74-dez
title: Alopecurus aequalis Sobol.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-mrx-70j
title: Cypripedium calceolus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-wpp-kjd
title: Trifolium montanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fk-xy7-x3c
title: Spinulum annotinum (L.) A. Haines

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-qwa-9lp
title: Drymocallis rupestris (L.) Soják

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-scb-p6d
title: Botrychium lunaria (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-vb9-xrl
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-xnx-6y4
title: Lotus corniculatus subsp. corniculatus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-173-hea
title: Persicaria lapathifolia (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-fm3-pkt
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.a5qc2n
title: Occurrence Download

description: A dataset containing 22670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is CHN.15.4_1"
 ]
}

 The dataset includes 22670 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060703-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0fm-khy-s2f
title: Carex recta Boott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-m0d-lm0
title: Arrhenatherum elatius subsp. elatius

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-n5b-esq
title: Potentilla erecta (L.) Raeusch.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-sea-9wc
title: Viscaria vulgaris Röhl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fm-zbx-nrm
title: Linum catharticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fn-3f1-e4h
title: Avena sativa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fn-3jw-zx2
title: Lolium pratense (Huds.) Darbysh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fn-f2m-2eh
title: Micranthes nivalis (L.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-prb-3my
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fl-s40-qec
title: Silene viscosa (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fn-np1-s0t
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-4cx-1m7
title: Cochlearia danica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-6ba-3bc
title: Carex flava × viridula x flava × viridula var. bergrothii

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-8mb-epk
title: Allium oleraceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-czm-k0z
title: Taxus baccata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-e1d-lb0
title: Moehringia trinervia (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-gmk-mv1
title: Bunias orientalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-s6c-fa0
title: Alisma plantago-aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-vjx-sf5
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-wf3-vyf
title: Crassula aquatica (L.) Schönland

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-3d4-x29
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-4gd-f9a
title: Carex lepidocarpa var. lepidocarpa

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-7rg-be1
title: Sisymbrium loeselii L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-801-fzc
title: Salix repens var. ssp. repens var. repens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-8zy-wpt
title: Lathyrus sylvestris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-eys-swa
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fp-em6-kf6
title: Carex echinata Murray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-ees-ka1
title: Agropyron cristatum (L.) Gaertn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-l14-c3q
title: Montia fontana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-nds-0ph
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-pbg-akm
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-x2b-axm
title: Sparganium emersum Rehmann

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fq-xb6-azc
title: Filipendula vulgaris Moench

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-07f-fzx
title: Oxytropis campestris (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-2c2-j7w
title: Juncus compressus Jacq.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-3hf-b0v
title: Lepidium didymum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-470-96v
title: Erodium cicutarium (L.) L'Hér.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-98j-8d9
title: Carex vaginata Tausch

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-9ay-zbr
title: Carex aquatilis Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-ey7-a66
title: Actaea spicata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.fw7u3j
title: Occurrence Download

description: A dataset containing 61142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Koeleria macrantha",
 "HasCoordinate is true"
 ]
}

 The dataset includes 61142 records from 680 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060686-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0fr-fqz-yg8
title: Calamagrostis canescens (Weber) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-xk7-et8
title: Salix phylicifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fs-10b-xa2
title: Micranthes stellaris (L.) Galasso, Banfi & Soldano

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fs-1hq-y3k
title: Vicia ervilia (L.) Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fs-8hr-mb5
title: Juncus balticus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fs-9e6-jvh
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fr-33r-lnz
title: Rorippa sylvestris (L.) Besser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0fs-aqj-y92
title: Juncus alpinoarticulatus subsp. rariflorus (Hartm.) Breistr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.30920966
title: Read-Mapping Signatures for Molecular Characterization of Transgenic DNA Insertions in Paired-End Illumina Data

description: This dataset contains simulated Illumina paired-end whole-genome sequencing (WGS) data, reference sequences, alignment files (BAM), and supplementary materials supporting the methodological framework for read-mapping-based molecular characterization of transgenic DNA insertions. Datasets represent diverse transformation outcomes (e.g., single-copy inserts, multiple insertions, backbone co-integration, structural rearrangements, and contamination scenarios) generated using BBMap tools. Included are FASTQ reads (~75× coverage), transformation construct and host genome FASTA references, pre-mapped BAM files for IGV visualization, junction sequence alignments, and flanking sequence mappings. These resources enable reproduction of all figures and examples in the associated publication, providing a pedagogical tool for researchers and regulators implementing WGS-based transgenic event characterization.