cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17204591
title: A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption

description: The Excel file "A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption" is structured to document a systematic review process. It contains six sheets, each representing a stage in the literature review. Here's a breakdown of each sheet:

1. Initial Set





Contains the raw collection of research articles from databases like Scopus.




Includes fields like: title, author, journal, year, source, and abstract.



2. Duplicates Removed





Similar to the Initial Set but with duplicate entries removed.




Retains the same structure and content fields.



3. Abstract Screened





Articles that passed the abstract screening stage.




Same format as above, suggesting relevance was judged based on abstract content.



4. Corpus Screened





Articles that passed a deeper screening phase.




Likely assessed on fuller content, with some articles having missing abstracts (None values present).



5. Quality Assessment





Evaluates articles based on 10 quality criteria (e.g., clarity of objectives, use of visuals, replicability).




Scores are numerical (0–1) and include calculated metrics like Quality of the report, Credibility, Rigor, and Relevance.



6. Final Set





The most relevant and high-quality studies selected for the review.




Detailed columns include:





ML Technique (MLT)




MLT Characteristic




Type of Evaluation




Selection Factors




Benefits and Challenges




Type of Publication and DOI
DOI: 10.3886/e209822v3-188583
title: cases of school bullying in China

description: Collect and sort out some typical cases of school bullying in China<br>
DOI: 10.15468/dl.vycxsk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus murinus",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017682-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvqb46
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus murinus",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017680-250920141307145/datasets/export for details.
DOI: 10.15468/dl.463zjs
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kuhlia rupestris",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 132 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017679-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnjvxs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus murinus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017681-250920141307145/datasets/export for details.
DOI: 10.6084/m9.figshare.30214960
title: This record is an updated version of my earlier prediction about comet 3I/ATLAS, the third confirmed interstellar visitor to our solar system. In August 2025, I predicted that the comet’s path would show measurable deviations caused by Baryonic Matter effects. Since then, more than 4,000 new observations have shown that before October, the comet’s path matches standard gravitational models to within 0.028 arcseconds — a very tight limit.Because of this, I am refining my prediction: the expected deviations will now be smaller in size and will appear mainly <b>after the comet passes closest to the Sun in late October 2025</b>. If these post-perihelion changes are detected, it will strongly support the Baryonic Matter framework. If not, this revised version will be falsified.titled Item

description: This dataset provides the <b>second version (v2)</b> of my prediction regarding trajectory deviations in <b>3I/ATLAS (C/2025 N1)</b>, the third confirmed interstellar comet to enter the solar system. The prediction is based on a <b>Baryonic Matter (BM) dynamics framework</b>, which extends classical gravitational models by incorporating barycenter coupling and field-compression effects.<b>What is new in Version 2:</b>Incorporates &gt;4,000 astrometric measurements through <b>September 23, 2025</b>, which constrain pre-perihelion deviations to <b>≤0.028″</b>.Revises the forecast by scaling down amplitude, delaying onset of measurable drift until <b>post-perihelion</b>, and specifying a falsifiable <b>RA·cos(Dec) offset signature</b> of ~0.26″ emerging between <b>November–December 2025</b>.Retains the same falsifiable character as Version 1: if residuals remain within ±0.05″ through December 15, the BM-corridor hypothesis in this form is ruled out.<b>Why this matters:</b><br>This is one of the few advance predictions ever made for an interstellar object. If the deviations appear as forecast, it will provide strong evidence for Baryonic Matter as a driver of orbital dynamics. If not, the prediction is falsified, demonstrating transparency and accountability in testing new physics.
DOI: 10.6084/m9.figshare.30214960.v1
title: This record is an updated version of my earlier prediction about comet 3I/ATLAS, the third confirmed interstellar visitor to our solar system. In August 2025, I predicted that the comet’s path would show measurable deviations caused by Baryonic Matter effects. Since then, more than 4,000 new observations have shown that before October, the comet’s path matches standard gravitational models to within 0.028 arcseconds — a very tight limit.Because of this, I am refining my prediction: the expected deviations will now be smaller in size and will appear mainly <b>after the comet passes closest to the Sun in late October 2025</b>. If these post-perihelion changes are detected, it will strongly support the Baryonic Matter framework. If not, this revised version will be falsified.titled Item

description: This dataset provides the <b>second version (v2)</b> of my prediction regarding trajectory deviations in <b>3I/ATLAS (C/2025 N1)</b>, the third confirmed interstellar comet to enter the solar system. The prediction is based on a <b>Baryonic Matter (BM) dynamics framework</b>, which extends classical gravitational models by incorporating barycenter coupling and field-compression effects.<b>What is new in Version 2:</b>Incorporates &gt;4,000 astrometric measurements through <b>September 23, 2025</b>, which constrain pre-perihelion deviations to <b>≤0.028″</b>.Revises the forecast by scaling down amplitude, delaying onset of measurable drift until <b>post-perihelion</b>, and specifying a falsifiable <b>RA·cos(Dec) offset signature</b> of ~0.26″ emerging between <b>November–December 2025</b>.Retains the same falsifiable character as Version 1: if residuals remain within ±0.05″ through December 15, the BM-corridor hypothesis in this form is ruled out.<b>Why this matters:</b><br>This is one of the few advance predictions ever made for an interstellar object. If the deviations appear as forecast, it will provide strong evidence for Baryonic Matter as a driver of orbital dynamics. If not, the prediction is falsified, demonstrating transparency and accountability in testing new physics.
DOI: 10.15468/dl.jrvad4
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lates calcarifer",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017687-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqgy86
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus murinus",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017688-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xc6wx
title: Occurrence Download

description: A dataset containing 1214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Nannotrigona perilampoides"
 ]
}

 The dataset includes 1214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017686-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsdtx4
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus murinus",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017689-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13174075
title: Harry Potter World Dataset
DOI: 10.15468/dl.5zkggt
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is Panama",
 "TaxonKey is Lepidoptera",
 "Year 2023-2025"
 ]
}

 The dataset includes 550 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017690-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zu6y9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae",
 "Country is Cambodia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017693-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ndgasz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deveximentum insidiator",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017691-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwwp7b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017692-250920141307145/datasets/export for details.
DOI: 10.15468/dl.rve5xe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017694-250920141307145/datasets/export for details.
DOI: 10.15468/dl.7rbxpg
title: Occurrence Download

description: A dataset containing 17303 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Aves del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-A)"
 ]
}

 The dataset includes 17303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017695-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xm4nv8
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Loxopterygium huasango"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017696-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhrjuf
title: Occurrence Download

description: A dataset containing 144459 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Campanula glomerata)"
 ]
}

 The dataset includes 144459 records from 1003 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017664-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4247q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae",
 "Country is Malawi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017697-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3ynu3n
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vibrio cholerae",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017698-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvtyzc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deveximentum",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017699-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4d3py
title: Occurrence Download

description: A dataset containing 2047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anaxyrus debilis"
 ]
}

 The dataset includes 2047 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017700-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxfzw3
title: Occurrence Download

description: A dataset containing 461511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Speleomantes italicus, Eurycea cirrigera, Rana japonica, Litoria cyclorhyncha, Limnodynastes dorsalis, Hyla intermedia, Euphlyctis ehrenbergii, Ommatotriton ophryticus, Eleutherodactylus cystignathoides, Ololygon perpusilla, Lissotriton helveticus, Lissotriton vulgaris, Necturus maculosus)"
 ]
}

 The dataset includes 461511 records from 2706 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017673-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnos7k
title: Occurrence Download

description: A dataset containing 1270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea arborescens L."
 ]
}

 The dataset includes 1270 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yst9n9
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia peltieri Bosser & R.Rabev"
 ]
}

 The dataset includes 298 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020474-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmdyne
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is false",
 "TaxonKey is Heliconia huilensis Abalo & G.Morales"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3595k
title: Occurrence Download

description: A dataset containing 830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Fauna y flora del Noroccidente de Antioquia"
 ]
}

 The dataset includes 830 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041478-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pgxcpf
title: Occurrence Download

description: A dataset containing 87048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120.25 -26.89,-120.25 17.86,-30.75 17.86,-30.75 -26.89,-120.25 -26.89))",
 "HasCoordinate is true",
 "TaxonKey is Piper L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87048 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smxrkc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria nudiflora Polhill"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153263-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6i8np4
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ghana",
 "TaxonKey is Aubregrinia taiensis (Aubrév. & Pellegr.) Heine"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tm4k2s
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria onobrychis A.Rich."
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153277-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.438m6w
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria nyikensis Baker"
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153265-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oaf37p
title: Occurrence Download

description: A dataset containing 71135 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Peru",
 "Country is Colombia",
 "Country is Brazil",
 "Country is Ecuador",
 "Country is Venezuela (Bolivarian Republic of)"
 ]
 },
 "TaxonKey is Cricetidae"
 ]
}

 The dataset includes 71135 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwzaje
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerrophidion tzotzilorum (Campbell, 1985)",
 "Country is Mexico"
 ]
}

 The dataset includes 57 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005992-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mse2m2
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria oligostachya Baker"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153276-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.