cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/mxp-1zg-yre
title: Micranthes nivalis (L.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-cyq-hrm
title: Juncus arcticus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-dap-chg
title: Amaranthus tuberculatus (Moq.) J. D. Sauer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-eab-rrr
title: Alopecurus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-l5w-nyw
title: Potamogeton perfoliatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-la2-5wb
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-rhp-096
title: Luzula multiflora subsp. multiflora

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-sl4-6tc
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-0cp-vl2
title: Juniperus communis x ssp. communis × ssp. nana

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-9kd-824
title: Trifolium spadiceum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxp-6t3-a8q
title: Viscaria vulgaris Röhl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-75j-mf9
title: Stellaria longifolia (Regel) Muhl. ex Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-ggt-aph
title: Trifolium montanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-hrr-h22
title: Trisetum flavescens subsp. flavescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-jrw-1ag
title: Polystichum lonchitis (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-mfj-gxt
title: Trichophorum cespitosum (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-r4z-ta2
title: Saxifraga granulata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-rx6-b9h
title: Juncus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxq-tfd-k03
title: Alisma plantago-aquatica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-2s3-kh3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-45s-2p1
title: Agrostis capillaris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-57h-y1v
title: Saxifraga hirculus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-6pk-t33
title: Zannichellia palustris subsp. pedicellata (Rosén & Wahlenb.) Arcang.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-6xj-bwe
title: Carex chordorrhiza L.f.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-85k-l7g
title: Carex bigelowii subsp. bigelowii

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-hs9-7b0
title: Silene × hampeana Meusel & Werner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-kn7-hat
title: Camelina alyssum (Mill.) Thell.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-l7y-jg7
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-lfr-xje
title: Micranthes nivalis (L.) Small

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-ly3-l0z
title: Lycopodium clavatum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-me8-q8l
title: Trichophorum cespitosum (L.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-mra-3ra
title: Typha latifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-n0j-kgs
title: Cerastium arvense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxr-pll-1fs
title: Carex acutiformis Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-274-g08
title: Sparganium gramineum Georgi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-69k-49b
title: Carex L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-exh-l9c
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-fr3-34n
title: Alchemilla L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-lhr-0e6
title: Capsella bursa-pastoris (L.) Medik.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-qdg-yhg
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mxs-v4m-h0m
title: Epipactis helleborine (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.bz3u6n
title: Occurrence Download

description: A dataset containing 819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Orchidaceae",
 "Year 2019-2022"
 ]
}

 The dataset includes 819 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212033-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65z46w
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vatica flavovirens Slooten"
 ]
}

 The dataset's 1 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017541-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pymjms
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena stricta Vent.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1369 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272543-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs7cda
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon larselli Burns, 1954",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 2000",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025102-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpkyru
title: Occurrence Download

description: A dataset containing 1413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parietaria pensylvanica Muhl. ex Willd.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1413 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272522-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hskyyr
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Typhonium acetosella Gagnep."
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025086-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkd9ta
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola bakeri Greene",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 99 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272549-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2baq8n
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Typhonium adnatum Hett. & Sookch."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025089-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv7b8d
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola epipsila Ledeb.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 228 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272558-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf2qsq
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didymodon norrisii R.H.Zander"
 ]
}

 The dataset includes 231 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000935-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agu8a3
title: Occurrence Download

description: A dataset containing 987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola nephrophylla Greene",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 987 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272569-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8q58b
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters is less than or equal to 1000.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Androsace cylindrica DC."
 ]
}

 The dataset includes 206 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000937-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhq8gq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.51243 0.27135,-68.33828 0.27135,-68.33828 3.54658,-76.51243 3.54658,-76.51243 0.27135))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco deiroleucus Temminck, 1825",
 "Year 2016-2022"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0421815-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pqvx7
title: Occurrence Download

description: A dataset containing 2167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbena hastata L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 2167 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272537-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmwqcf
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola novae-angliae House",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 93 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272570-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a7tsf
title: Occurrence Download

description: A dataset listing the 43 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Endemic flora of Nepal at KATH"
 ]
}

 The dataset's 43 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275809-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr2sru
title: Occurrence Download

description: A dataset containing 2195256345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2195256345 records from 31026 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003548-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g6cm3v3wdp
title: HydroGrowNet of Batavia Dataset

description: Over a three-month period, we conducted three consecutive 30-day experiments to monitor Batavia lettuce growth under varying conditions (water temperature, electrical conductivity, and pH). Each day, a dual-camera system traversed the hydroponic channels, capturing high-resolution images of every plant. In total, the dataset contains over 390,000 images, each annotated with environmental and water-quality metadata, forming a robust resource for machine learning–based growth prediction and anomaly detection in hydroponic farming. This data is provided after segmentation of yolo-v8.

The HydroGrowNet dataset is a comprehensive multi-modal dataset designed for hydroponic farming research, particularly for plant growth prediction, anomaly detection, and environmental impact analysis. It integrates sensor-based environmental and water quality measurements with high-resolution plant growth images, providing a rich dataset for machine learning (ML) applications in controlled environment agriculture (CEA).

The dataset was collected from a Nutrient Film Technique (NFT) hydroponic system cultivated with Batavia lettuce (Lactuca sativa L.) over a three-month period. It consists of structured numerical sensor data and unstructured image data, synchronized via timestamps, allowing for detailed growth analysis and fusion-based machine learning applications.
Please check and cite our publication at DOI: 10.1016/j.engappai.2025.111214

We encourage expanding our dataset by adding more plants growth data other than Batavia lettuce, for more collaboration please contact omar.o.shalash@aast.edu or prof.mail.metwalli@gmail.com or n.abass@plugngrow.me.
DOI: 10.17632/g6cm3v3wdp.5
title: HydroGrowNet of Batavia Dataset

description: Over a three-month period, we conducted three consecutive 30-day experiments to monitor Batavia lettuce growth under varying conditions (water temperature, electrical conductivity, and pH). Each day, a dual-camera system traversed the hydroponic channels, capturing high-resolution images of every plant. In total, the dataset contains over 390,000 images, each annotated with environmental and water-quality metadata, forming a robust resource for machine learning–based growth prediction and anomaly detection in hydroponic farming. This data is provided after segmentation of yolo-v8.

The HydroGrowNet dataset is a comprehensive multi-modal dataset designed for hydroponic farming research, particularly for plant growth prediction, anomaly detection, and environmental impact analysis. It integrates sensor-based environmental and water quality measurements with high-resolution plant growth images, providing a rich dataset for machine learning (ML) applications in controlled environment agriculture (CEA).

The dataset was collected from a Nutrient Film Technique (NFT) hydroponic system cultivated with Batavia lettuce (Lactuca sativa L.) over a three-month period. It consists of structured numerical sensor data and unstructured image data, synchronized via timestamps, allowing for detailed growth analysis and fusion-based machine learning applications.
Please check and cite our publication at DOI: 10.1016/j.engappai.2025.111214

We encourage expanding our dataset by adding more plants growth data other than Batavia lettuce, for more collaboration please contact omar.o.shalash@aast.edu or prof.mail.metwalli@gmail.com or n.abass@plugngrow.me.
DOI: 10.17632/72gv8kkwyd
title: Supplementary data file

description: Content List:
1. Supplementary figure 1 (SF1): Morphological characters of C. stocksiana.
2. Supplementary Table 1(ST1): Tentative* metabolites list for C. stocksiana via Library database
search.
* the metabolites may be very similar in structure
3. The ms/ms table of three tentatively identified metabolites are provided here, the others can be
made available upon request
DOI: 10.17632/72gv8kkwyd.1
title: Supplementary data file

description: Content List:
1. Supplementary figure 1 (SF1): Morphological characters of C. stocksiana.
2. Supplementary Table 1(ST1): Tentative* metabolites list for C. stocksiana via Library database
search.
* the metabolites may be very similar in structure
3. The ms/ms table of three tentatively identified metabolites are provided here, the others can be
made available upon request
DOI: 10.17632/x257nt6mcs
title: Effect of inhaled peppermint essential oil aromatherapy on postoperative nausea and vomiting in patients undergoing laparoscopic gynecologic surgery

description: Aromatherapy reduced the incidence of nausea and vomiting within 24 hours after surgery. The incidence of PONV decreased over time. The intervention in the PEO group showed statistical significance within 0-1 hours. The SAI anxiety score decreased within 0-24 hours and 24-48 hours after surgery, and the PCS catastrophizing score and the incidence of abdominal distension decreased within 0-24 hours after surgery.
DOI: 10.17632/x257nt6mcs.1
title: Effect of inhaled peppermint essential oil aromatherapy on postoperative nausea and vomiting in patients undergoing laparoscopic gynecologic surgery

description: Aromatherapy reduced the incidence of nausea and vomiting within 24 hours after surgery. The incidence of PONV decreased over time. The intervention in the PEO group showed statistical significance within 0-1 hours. The SAI anxiety score decreased within 0-24 hours and 24-48 hours after surgery, and the PCS catastrophizing score and the incidence of abdominal distension decreased within 0-24 hours after surgery.
DOI: 10.17632/fhkx6j8ndt
title: Sexual and Reproductive Health Issues among Married Working Women in Jaipur, India: A Mixed-Methods Dataset

description: This dataset is part of a mixed-methods research study exploring sexual and reproductive health (SRH) issues faced by married working women aged 21–49 employed in academic institutions in Jaipur city, India. The quantitative component includes structured survey responses from 104 participants collected through stratified random sampling, capturing demographic profiles, menstrual and reproductive health status, contraceptive use, health-seeking behavior, and work-life balance. The qualitative component consists of anonymized interview excerpts that provide deeper insights into women's lived experiences, sociocultural constraints, and coping mechanisms regarding SRH concerns.
The dataset aims to contribute to gender-sensitive health research and policy interventions focused on urban working women’s health in India.

Keywords: Sexual and reproductive health, working women, India, gender and health, mixed-methods, Jaipur, Working women, menstrual health, contraception, reproductive autonomy, qualitative interviews