cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/2gsjv8m7ch
title: Stress Indicators Dataset for Mental Health Classification

description: This dataset captures responses from 2,000 students regarding their experiences with stress, health, academics, and emotional well-being. The original dataset was collected via Google Forms survey and later expanded to ensure sufficient sample size for machine learning research. The survey items used a five-point Likert scale (1 = Not at all to 5 = Extremely). All responses have been anonymized to protect participants’ privacy.

The dataset is suitable for:

Stress detection and classification (Eustress vs. Distress).

Analyzing correlations between psychological, academic, and social stressors.

Developing machine learning models for student mental health monitoring.

🔑 Key Features
👤 Demographics

gender: 0 = Male, 1 = Female

age: Numeric (18–22)

🧠 Emotional & Stress Indicators

stress_experience

heartbeat_palpitations

anxiety_tension

sleep_problems

restlessness

irritability

sadness_low_mood

loneliness_isolation

concentration_problems

🩺 Physical & Health Indicators

headaches

health_issues

weight_changes

📚 Academic & Environment Stressors

academic_overload

peer_competition

low_academic_confidence

subject_confidence

academic_conflicts

class_attendance

professor_difficulties

work_environment

home_environment

💬 Social & Relationship Factors

relationship_stress

lack_relaxation_time

🎯 Target Variable

stress_type (encoded):

0 = Distress (Negative Stress)

1 = Eustress (Positive Stress)

2 = Other / Mixed Stress

📂 Dataset File

File: Stress_Dataset_Polished_Encoded.csv

Rows: 2,000

Columns: 26

Missing Values: None

Duplicates: None

Target Variable: stress_type (3 classes)
DOI: 10.17632/2gsjv8m7ch.2
title: Stress Indicators Dataset for Mental Health Classification

description: This dataset captures responses from 2,000 students regarding their experiences with stress, health, academics, and emotional well-being. The original dataset was collected via Google Forms survey and later expanded to ensure sufficient sample size for machine learning research. The survey items used a five-point Likert scale (1 = Not at all to 5 = Extremely). All responses have been anonymized to protect participants’ privacy.

The dataset is suitable for:

Stress detection and classification (Eustress vs. Distress).

Analyzing correlations between psychological, academic, and social stressors.

Developing machine learning models for student mental health monitoring.

🔑 Key Features
👤 Demographics

gender: 0 = Male, 1 = Female

age: Numeric (18–22)

🧠 Emotional & Stress Indicators

stress_experience

heartbeat_palpitations

anxiety_tension

sleep_problems

restlessness

irritability

sadness_low_mood

loneliness_isolation

concentration_problems

🩺 Physical & Health Indicators

headaches

health_issues

weight_changes

📚 Academic & Environment Stressors

academic_overload

peer_competition

low_academic_confidence

subject_confidence

academic_conflicts

class_attendance

professor_difficulties

work_environment

home_environment

💬 Social & Relationship Factors

relationship_stress

lack_relaxation_time

🎯 Target Variable

stress_type (encoded):

0 = Distress (Negative Stress)

1 = Eustress (Positive Stress)

2 = Other / Mixed Stress

📂 Dataset File

File: Stress_Dataset_Polished_Encoded.csv

Rows: 2,000

Columns: 26

Missing Values: None

Duplicates: None

Target Variable: stress_type (3 classes)
DOI: 10.17632/sty764x4yz
title: Levantamento de peixes do Tapajós para popularização

description: Os dados se referem ao levantamento realizado no Laboratório de Ictiologia da UFOPA com o recorte das espécies de peixe da Bacia do Rio Tapajós para popularização do conhecimento sobre a diversidade de peixes dessa região amazônica.
DOI: 10.17632/sty764x4yz.1
title: Levantamento de peixes do Tapajós para popularização

description: Os dados se referem ao levantamento realizado no Laboratório de Ictiologia da UFOPA com o recorte das espécies de peixe da Bacia do Rio Tapajós para popularização do conhecimento sobre a diversidade de peixes dessa região amazônica.
DOI: 10.17632/33ndxrnc5c
title: Supplementary AI Dermpath Sources

description: AI Dermpath Sources
DOI: 10.17632/33ndxrnc5c.1
title: Supplementary AI Dermpath Sources

description: AI Dermpath Sources
DOI: 10.15468/dl.cfsxzb
title: Occurrence Download

description: A dataset containing 52139074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fungi"
 ]
}

 The dataset includes 52139074 records from 4765 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003822-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9ykvq
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hupodonta corticalis Butler, 1866",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 88 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190739-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztnwhq
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Senecio inaequidens DC."
 ]
}

 The dataset's 1 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011954-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3we53r
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Secale cereale L.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192466-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yp554
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neoporphyra haitanensis (T.J.Chang & B.F.Zheng) J.Brodie & L.-E.Yang, 2020"
 ]
}

 The dataset includes 469 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011940-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epf2jh
title: Occurrence Download

description: A dataset containing 819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Notocitellus adocetus (Merriam, 1903)"
 ]
}

 The dataset includes 819 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192467-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esm6eu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithospermum tubiliflorum Greene"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011948-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.npukqu
title: Occurrence Download

description: A dataset containing 985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa stagnina (Retz.) P.Beauv.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 985 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037765-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekebcu
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithospermum strictum Lehm."
 ]
}

 The dataset includes 413 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011945-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvf7ng
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium ×wakegi Araki",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193725-220831081235567/datasets/export for details.
DOI: 10.15468/dl.q8xsm3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sprekelia formosissima (L.) Herb.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193755-220831081235567/datasets/export for details.
DOI: 10.15468/dl.8sttak
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is George Mason University, Ted R. Bradley Herbarium",
 "MediaType is Image",
 "TaxonKey is one of (Centaurea stoebe L., Centaurea micranthos (Griseb.) Hayek, Centaurea pseudomaculosa Dobrocz, Centaurea biebersteinii DC., Centaurea australis Poepp., Centaurea stoebe Ledeb., Centaurea stoebe subsp. tartarea (Velen.) Stoj. & Acht., Centaurea rhenana subsp. pseudomaculosa (Dobrocz.) Dostál, Centaurea stoebe subsp. micranthos (S.G.Gmel. ex Gugler) Hayek, Centaurea maculosa Eichw., Centaurea stoebe subsp. australis (Pancic ex A.Kern.) Greuter, Centaurea stoebe Tausch, Centaurea stoebe subsp. serbica (Prodan) Ochsmann, Centaurea valesiaca (DC.) Jord., Centaurea rhenana Boreau ex Nyman, 1879, Centaurea rhenana Boreau, Centaurea maculosa Noë, Centaurea maculosa Lam., Centaurea maculosa Guss., 1826, Centaurea stoebe Ten., Centaurea australis Pancic ex A.Kern., Centaurea rhenana var. rhenana, Centaurea maculosa subsp. rhenana (Boreau) Gugler, Centaurea stoebe subsp. rhenana (Boreau) Schinz & Thell., Centaurea stoebe subsp. stoebe, Centaurea micranthos J.F.Gmel., Centaurea micranthos S.G.Gmel., Acosta stoebe (L.) Soják, Acosta rhenana (Jord. ex Boreau) Soják)"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021587-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4873m
title: Occurrence Download

description: A dataset containing 1561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryophytes euphorbiaceus (Günther, 1858)"
 ]
}

 The dataset includes 1561 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193761-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8n8h6q
title: Occurrence Download

description: A dataset containing 8527 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)"
 ]
}

 The dataset includes 8527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021593-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqd2ev
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pouteria campechiana (Kunth) Baehni",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190723-220831081235567/datasets/export for details.
DOI: 10.15468/dl.kte5q2
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Bothriochloa torreyana (Steud.) Scrivanti & Anton"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021603-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gamx28
title: Occurrence Download

description: A dataset containing 318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrilla verticillata (L.f.) Royle",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 318 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190738-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bz6s7
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piptolepis leptospermoides (Mart. ex DC.) Sch.Bip."
 ]
}

 The dataset includes 108 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047722-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeh7md
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melanostoma orientale (Wiedemann, 1824)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192495-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sywfdw
title: Occurrence Download

description: A dataset containing 21589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Balaenoptera musculus (Linnaeus, 1758)"
 ]
}

 The dataset includes 21589 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011944-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bds3ru
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysoteuchia porcelanellus Motschulsky, 1860",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190741-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwnh4x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is incertae sedis",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((8.57687 39.824715,8.576834 39.823071,8.577113 39.822022,8.577025 39.821602,8.576529 39.82111,8.574542 39.819564,8.574363 39.819213,8.574183 39.818828,8.574187 39.818303,8.573563 39.816376,8.573343 39.815396,8.572613 39.815918,8.568531 39.815798,8.568443 39.815413,8.567354 39.815374,8.567265 39.815164,8.565813 39.815088,8.565724 39.814808,8.564681 39.814839,8.564692 39.81309,8.563331 39.81305,8.563271 39.815324,8.557282 39.815371,8.557234 39.816318,8.549923 39.816778,8.550009 39.817653,8.550365 39.818633,8.550408 39.818984,8.550857 39.81972,8.551303 39.820981,8.5513 39.821366,8.551524 39.821822,8.551835 39.822942,8.551958 39.824972,8.552263 39.826793,8.55235 39.827493,8.552571 39.828298,8.552658 39.828963,8.552791 39.829419,8.552927 39.829489,8.55329 39.829456,8.553878 39.829773,8.553919 39.830368,8.554145 39.830543,8.554281 39.830614,8.554737 39.830196,8.555601 39.829989,8.55601 39.829781,8.556646 39.829818,8.557781 39.829683,8.558189 39.829719,8.559592 39.830354,8.560545 39.830323,8.562541 39.830365,8.563584 39.830474,8.56413 39.830336,8.564539 39.830128,8.565452 39.829361,8.566089 39.829084,8.567588 39.828775,8.568634 39.828359,8.570137 39.827489,8.570729 39.827107,8.571548 39.826795,8.572232 39.826343,8.573051 39.825961,8.573414 39.825857,8.574098 39.825335,8.575915 39.824957,8.57687 39.824715)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027522-230530130749713/datasets/export for details.
DOI: 10.15468/dl.abvd2s
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Dillenia pentagyna Roxb."
 ]
}

 The dataset includes 80 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218404-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8ta9b
title: Occurrence Download

description: A dataset containing 2297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchis olbiensis Reut. ex Gren."
 ]
}

 The dataset includes 2297 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054088-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vccs32
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphecodes nippon Meyer, 1922",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225850-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5fmub
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achillea multifida (DC.) Griseb."
 ]
}

 The dataset includes 92 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296807-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkxsep
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vincetoxicum glabrum (Nakai) Kitag.",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193733-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8w3u9
title: Occurrence Download

description: A dataset containing 19977 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orthotomus ruficeps (Lesson, 1830))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19977 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296812-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdq93v
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithospermum subsetosum (Mack. & Bush) Weakley"
 ]
}

 The dataset includes 219 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011946-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skdy4t
title: Occurrence Download

description: A dataset containing 829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Persicaria hydropiper (L.) Spach",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 829 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190734-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgz5qr
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panorpodes paradoxus MacLachlan, 1875",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190751-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73b6pf
title: Occurrence Download

description: A dataset listing the 9 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Peltigera cyanolichens from Southern Chile"
 ]
}

 The dataset's 9 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054084-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yxepd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchis ×palanchonii G.Foelsche & W.Foelsche"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054089-230530130749713/datasets/export for details.