cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/9st-l7y-k3q
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c1t-v58-plz
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k2p-j2s-hxh
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ejv-td4-rvs
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xpr-s2s-pjz
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yf4-0fn-a62
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z8l-htl-402
title: Xestia (Pachnobia) gelida Sparre Schneider, 1883

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zhm-esb-gzh
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q0a-zyy-tjc
title: Catoptria permutatellus Herrich-Schäffer, 1849

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/y1w-7nt-69t
title: Oligia latruncula ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z05-f7k-hcn
title: Phycitodes albatella Ragonot, 1887

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nnw-qpc-3sc
title: Indalia lutarella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3ev-qws-p2k
title: Diacrisia purpurata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4lz-tfw-95m
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jsx-hde-k08
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/60j-r6s-yyz
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/75g-rjg-834
title: Arctia (Arctia) caja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hsx-k92-ny4
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kxf-7jj-ctw
title: Lycia hirtaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7xj-mv8-fgv
title: Arctia (Arctia) caja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k4z-1x8-95s
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2az-fyp-1kx
title: Patania Moore, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qff-wqs-g5v
title: Longalatedes elymi Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v42-8nx-909
title: Lycia hirtaria (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z08-9qr-6tf
title: Orthosia (Monima) cruda [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2kd-4sp-509
title: Hylea fasciaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3h0-vbx-k5c
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1tq-gc9-0g0
title: Lycaena phlaeas (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/me0-sev-wzy
title: Patania Moore, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/s2gxmnjrt8.1
title: Bengali Spam Comment Dataset for Social Media Content Moderation

description: This dataset contains 9,000 balanced Bengali comments labeled for spam classification on social media platforms. Each entry includes the original comment, its spam classification label, and a processed version suitable for machine learning model training. The dataset is structured into three columns: COMMENTS, CLASS, and COMMENTS_PROCESSED, providing a comprehensive resource for developing spam detection systems in Bengali language processing.

Dataset Structure

COMMENTS – A text field containing original, unmodified comments written in Bengali (Bangla). These comments are collected from popular social media platforms and include expressions of engagement, promotional content, personal communication, generic engagement-boosting messages, bot-generated posts, and scam-related content typical of social media interactions. This column preserves the raw data as originally collected from social media sources.
CLASS – A categorical variable indicating whether the comment is spam or non-spam. Binary classification with the following labels:

1 (Spam): Comments containing promotional content with money-making schemes, suspicious links/URLs, generic engagement-boosting comments, bot-generated repetitive messages, or scam-related content promising unrealistic financial returns
0 (Non-Spam): Comments that are contextually relevant, show genuine user engagement, and contribute meaningfully to discussions

COMMENTS_PROCESSED – A preprocessed version of the original comments optimized for machine learning and NLP model training. This column contains the cleaned, normalized text after applying a comprehensive Bengali-specific preprocessing pipeline while preserving semantic meaning.

Key Features
1. Total Records: 9,000 balanced comments
2. Language: Bengali (Bangla)
3. Class Distribution: 4,500 spam comments (50%) and 4,500 non-spam comments (50%)
4. Classification Type: Binary spam classification
5. Data Collection Period: Recent social media activity
6. Average Comment Length: 17 words (std. dev. ± 15 words)

Spam comments: Average 20 words
- Non-spam comments: Average 18 words
- Comment Length Range: Minimum 1 word, Maximum 52 words
- Missing Values: None (all 9,000 records contain values in all three columns)

Data Types:
- COMMENTS (string)
- CLASS (integer: 0 or 1)
- COMMENTS_PROCESSED (string)

Data Collection Sources

Comments were systematically collected from:
1. Platforms: Facebook pages and YouTube channels
2. Content Domains: News, entertainment, sports, technology, and lifestyle
3. Notable Sources: Jamuna TV, Ekattor TV, Bongo BD, 10 Minute School, and other high-traffic Bengali content channels
4. Collection Method: Official Facebook Graph API and YouTube API for publicly accessible comments
5. Privacy Protection: All personal details (usernames, phone numbers, email addresses) have been scrubbed in both raw and processed versions
Here two csv files are given one with the original comments and another with processed ones.
DOI: 10.3535/b52-kjw-clc
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/etc-442-tjv
title: Celaena haworthii Curtis, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ff5-224-x2x
title: Arctia (Arctia) caja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ta8-vyd-xte
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dmf-sgq-dmw
title: Helotropha leucostigma Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/4ny2s2yt2w
title: M.V Datos

description: M.V datos
DOI: 10.3535/syt-1vf-v1l
title: Orthosia (Monima) cruda [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wfy-kcy-r51
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0w8-h88-7nl
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j1h-1v2-879
title: Hylea fasciaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/4ny2s2yt2w.1
title: M.V Datos

description: M.V datos
DOI: 10.3535/r2p-1mp-34h
title: Orthosia (Orthosia) incerta Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6jf-y70-w8b
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s3d-cz0-qpm
title: Epipsilia grisescens Fabricius, 1794

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/rww5xtc9rd
title: Replication_SCF_Labor income share_China

description: How supply chain finance policy reduces labor income share of core enterprises ?Evidence from China
DOI: 10.3535/w3p-903-jmk
title: Longalatedes elymi Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/rww5xtc9rd.1
title: Replication_SCF_Labor income share_China

description: How supply chain finance policy reduces labor income share of core enterprises ?Evidence from China
DOI: 10.3535/3tl-v5f-3tf
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ct5-m83-y3d
title: Mesapamea secalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vjn-v3d-dzf
title: Phalera (Phalera) bucephala (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/agn-31d-2e9
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.a3c66y
title: Occurrence Download

description: A dataset containing 13552798 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NSW BioNet Atlas"
 ]
}

 The dataset includes 13552798 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080371-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99jgz4
title: Occurrence Download

description: A dataset containing 20119 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Veronica filiformis Sm."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20119 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021193-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nx33b7
title: Occurrence Download

description: A dataset containing 14450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus parviflorus Nutt."
 ]
}

 The dataset includes 14450 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0186764-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6krfvh
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habenaria tridens Lindl."
 ]
}

 The dataset includes 77 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017441-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c1yvi7
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Veronica dieffenbachii Benth."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 180 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021194-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r22jwz
title: Occurrence Download

description: A dataset containing 250491 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex sylvatica Huds."
 ]
}

 The dataset includes 250491 records from 563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004887-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2nw2r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aonidiella pini Young",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0393358-210914110416597/datasets/export for details.
DOI: 10.15468/dl.jnofpe
title: Occurrence Download

description: A dataset containing 1113454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Repatriated is true"
 ]
}

 The dataset includes 1113454 records from 1105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021194-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75ppck
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vipera eriwanensis (Reuss, 1933)"
 ]
}

 The dataset includes 28 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280131-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug2w66
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tomistoma schlegelii (Müller, 1838)"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021772-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fspp7f
title: Occurrence Download

description: A dataset containing 9334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Europe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Caretta caretta (Linnaeus, 1758)"
 ]
}

 The dataset includes 9334 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128660-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk7my6
title: Occurrence Download

description: A dataset containing 11244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Poeciliopsis Regan, 1913"
 ]
}

 The dataset includes 11244 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273508-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2jgwh
title: Occurrence Download

description: A dataset containing 2896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DNK",
 "TaxonKey is Lacerta agilis Linnaeus, 1758"
 ]
}

 The dataset includes 2896 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015705-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh7qp3
title: Occurrence Download

description: A dataset containing 4643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Crioceris asparagi (Linnaeus, 1758), Brontispa longissima (Gestro, 1885))"
 ]
}

 The dataset includes 4643 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128640-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jz2rhz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diploglossus montisilvestris Myers, 1973"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280143-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hebn2a
title: Occurrence Download

description: A dataset containing 31003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gammarus pulex (Linnaeus, 1758)"
 ]
}

 The dataset includes 31003 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021783-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6y98a
title: Occurrence Download

description: A dataset containing 83868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium ursinum L.",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1000",
 "CoordinateUncertaintyInMeters is less than 1000"
 ]
}

 The dataset includes 83868 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128635-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thztjq
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cnemaspis barbouri Perret, 1986"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273500-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muazhx
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.42371 19.70466,-87.09412 20.4579,-86.77551 20.75611,-86.6272 21.105,-88.91235 21.064,-88.80249 19.60119,-87.42371 19.70466))",
 "HasCoordinate is true",
 "TaxonKey is Smilisca baudinii (Duméril & Bibron, 1841)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 200 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001898-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7nraw
title: Occurrence Download

description: A dataset containing 1856 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus prieurii (Kunth) Maire"
 ]
}

 The dataset includes 1856 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128658-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ft9tkf
title: Occurrence Download

description: A dataset containing 2555 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenotus helenae (Storr, 1969)"
 ]
}

 The dataset includes 2555 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281751-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r9wf3
title: Occurrence Download

description: A dataset containing 1116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.8.32_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1116 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069508-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/n9b8-3721
title: DL-training set: ngc104 f555w WFPC2

description: WFPC2 F555W 160-s exposures at core of NGC104 used to train the Deep Learning centering model.
DOI: 10.15468/dl.9xexb6
title: Occurrence Download

description: A dataset containing 108670 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachyramphus marmoratus (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 108670 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128638-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6j65k
title: Occurrence Download

description: A dataset containing 1958 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nephrurus laevissimus Mertens, 1958"
 ]
}

 The dataset includes 1958 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281718-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.