cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.scp33g
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "TaxonKey is Pennisetum Rich."
 ]
}

 The dataset includes 312 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014248-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gk7epe
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.9_1",
 "TaxonKey is Liatris spicata (L.) Willd."
 ]
}

 The dataset includes 306 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014251-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15131/shef.data.27377670
title: Collated rating data: Ratings of importance of emotions, valence and arousal of emotions and perceived emotions in music

description: This data is the collated data containing five subsets of data: Ratings of the importance of listed emotions in musicRatings of the arousal of listed emotionsRatings of the valence of listed emotions Ratings of the perception of listed emotions in 8 excerpts of Western Classical music Ratings of the perception of listed emotions in 8 excerpts of North American Jazz. Each subset includes the evaluation of 12 emotion pairs as indicated in the names using the following key:1 anger, aggression -- ang2 confidence, pride -- con3 enthusiasm, interest -- ent4 indifference, boredom -- ind5 joy, happiness -- joy6 longing, nostalgia -- lon7 relaxation, calmness -- rel8 repulsion, aversion -- rep9 sadness, depression -- sad10 spirituality, transcendence -- spi11 tenderness, love -- ten12 tense, unease -- tns<br><br>Eight excerpts of WC (western classical music), and NJ (north american jazz) were presented to participants. The key for these excerpts are:j=joy (or positive valence and high arousal), c=calm (or positive valence and low arousal), s=sad (or negative valence and low arousal), t=tension (or negative valence and high arousal). Additionally, these indicators are qualified by an m=moderate and e=extreme, indicating a more moderate and extreme version. Four groups of participants participated in the research: younger (18-30) and older (56-68) participants from Japan or UK. This research obtained ethics approval via the University of Sheffield, under ethics number: 056099
DOI: 10.15131/shef.data.27377670.v1
title: Collated rating data: Ratings of importance of emotions, valence and arousal of emotions and perceived emotions in music

description: This data is the collated data containing five subsets of data: Ratings of the importance of listed emotions in musicRatings of the arousal of listed emotionsRatings of the valence of listed emotions Ratings of the perception of listed emotions in 8 excerpts of Western Classical music Ratings of the perception of listed emotions in 8 excerpts of North American Jazz. Each subset includes the evaluation of 12 emotion pairs as indicated in the names using the following key:1 anger, aggression -- ang2 confidence, pride -- con3 enthusiasm, interest -- ent4 indifference, boredom -- ind5 joy, happiness -- joy6 longing, nostalgia -- lon7 relaxation, calmness -- rel8 repulsion, aversion -- rep9 sadness, depression -- sad10 spirituality, transcendence -- spi11 tenderness, love -- ten12 tense, unease -- tns<br><br>Eight excerpts of WC (western classical music), and NJ (north american jazz) were presented to participants. The key for these excerpts are:j=joy (or positive valence and high arousal), c=calm (or positive valence and low arousal), s=sad (or negative valence and low arousal), t=tension (or negative valence and high arousal). Additionally, these indicators are qualified by an m=moderate and e=extreme, indicating a more moderate and extreme version. Four groups of participants participated in the research: younger (18-30) and older (56-68) participants from Japan or UK. This research obtained ethics approval via the University of Sheffield, under ethics number: 056099
DOI: 10.15468/dl.v584hd
title: Occurrence Download

description: A dataset containing 1842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.6553 40.62859,-8.6449 40.6239,-8.6371 40.6307,-8.646 40.6366,-8.6553 40.62859))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1842 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014252-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3fp6c
title: Occurrence Download

description: A dataset containing 12375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Margaritifera margaritifera (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12375 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064761-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8u8qs
title: Occurrence Download

description: A dataset containing 4053 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chlosyne theona (Ménétriés, 1855)"
 ]
}

 The dataset includes 4053 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048365-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k292p4
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anemone tuberosa Rydb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 795 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056851-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nubr4z
title: Occurrence Download

description: A dataset containing 2106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "Year 2019-2019",
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068880-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ygeyv
title: Occurrence Download

description: A dataset containing 18854 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "TaxonKey is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 18854 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064762-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6b8x8
title: Occurrence Download

description: A dataset containing 7019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anemonastrum canadense (L.) Mosyakin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7019 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056846-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7sttf
title: Occurrence Download

description: A dataset containing 258764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.16574 49.16382,13.14102 49.0567,13.21243 48.99902,13.30582 48.90564,13.37448 48.85345,13.44589 48.86169,13.54752 48.79852,13.63541 48.83972,13.66013 48.93311,13.57224 49.00726,13.48984 49.00726,13.42392 49.0567,13.36075 49.13086,13.26187 49.16931,13.20145 49.18579,13.16574 49.16382))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 258764 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056172-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgjqrq
title: Occurrence Download

description: A dataset containing 142295 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala vulgaris L."
 ]
}

 The dataset includes 142295 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058623-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwbd0z
title: Occurrence Download

description: A dataset containing 9576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "Year 2009-2019",
 "TaxonKey is Luscinia luscinia (Linnaeus, 1758)"
 ]
}

 The dataset includes 9576 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013571-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8wx7er
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cecropterus dorantes dorantes"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057468-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwjq38
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesotriton alpestris alpestris"
 ]
}

 The dataset includes 74 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073994-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpvffm
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is Micropholis crassipedicellata (Mart. & Eichler) Pierre"
 ]
}

 The dataset includes 102 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024899-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bx4fd
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Antennaria microphylla Rydb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1247 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056868-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5vjt9n
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Potamochoerus larvatus (F.Cuvier, 1822)"
 ]
}

 The dataset includes 38 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004500-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtp6ck
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Phoxinus perenurus (Pallas, 1814)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004018-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzgpq9
title: Occurrence Download

description: A dataset listing the 16790 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-114.05 37.6, -114.2 37.65, -114.05 38.2, -114.35 38.35, -114.65 38.3, -114.55 37.7, -114.75 37.55, -114.75 37.25, -114.95 37.25, -115.05 37.45, -114.9 37.95, -115.05 39.8, -114.9 39.95, -114.85 40.55, -114.6 40.6, -114.55 41.05, -115 41.45, -114.7 41.5, -114.5 41.85, -114.1 41.7, -113.9 41.9, -113.75 41.75, -113.25 41.9, -113.1 42.2, -112.8 42.25, -112.7 42.45, -112.55 42.35, -112.35 42.5, -112.1 42.3, -111.7 42.8, -111.5 42.8, -111.25 42.5, -110.7 42.6, -110.8 41.95, -110.6 41.75, -110.9 41.7, -110.9 41.35, -110.7 41.2, -110.65 40.9, -111.3 40.3, -111.1 39.9, -111.35 39.85, -111.45 38.85, -111.9 38.35, -111.7 38, -111.95 37.7, -112.15 37.7, -112.3 37.4, -112.35 37.5, -112.7 37.4, -112.85 37.6, -113.45 37.45, -113.9 37.45, -114.05 37.6))",
 "HasCoordinate is true",
 "Year is greater than or equal to 1960",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 16790 records were derived from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049025-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vjx74
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Rhabdochona"
 ]
}

 The dataset includes 463 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030689-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvuk5d
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremias arguta (Pallas, 1773)"
 ]
}

 The dataset includes 425 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064773-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn8ev8
title: Occurrence Download

description: A dataset listing the 29 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is French Polynesia",
 "Geometry POLYGON((-151.48533 -16.57288,-151.53889 -16.57837,-151.56429 -16.623,-151.52584 -16.68137,-151.45443 -16.69235,-151.42628 -16.62918,-151.43246 -16.60378,-151.48533 -16.57288))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset's 29 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108426-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3kgqg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriophyes junipereti Keifer, 1960"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056174-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykhfgg
title: Occurrence Download

description: A dataset containing 21893 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ensatina eschscholtzii Gray, 1850"
 ]
}

 The dataset includes 21893 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032083-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx2fpg
title: Occurrence Download

description: A dataset containing 60118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((95.22949 5.26601,98.83301 5.26601,99.71191 24.76678,95.93262 24.68695,95.22949 5.26601))",
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60118 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014454-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjys68
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyrinchium montanum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005392-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3jbdm
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyrinchium montanum",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005393-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqzffz
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sisyrinchium montanum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005394-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17174675
title: Observation of a Significant Deficit at 182.4 GeV in CMS Open Data: Evidence for Beyond Standard Model Physics at   the Z-Pair Threshold

description: We report the observation of a statistically significant deficit of events at 182.4 GeV (exactly 2×M_Z) in the  analysis of 114,431 collision events from CMS Open Data (7 TeV, 2011). The deficit shows -8.89σ local significance   with 375 missing events relative to Standard Model predictions. Comprehensive validation using 49 independent  statistical methods confirms significances ranging from 8-65σ. All five major Monte Carlo generators (PYTHIA8,  MadGraph5, HERWIG7, POWHEG, Sherpa) fail to reproduce this deficit. The anomaly violates weak isospin and  hypercharge conservation while preserving other quantum numbers. Z-pair reconstruction shows complete suppression  at this mass point (0 observed vs 15-20 expected, >5σ). The deficit exhibits a cascade structure extending from  M_Z/2 to >1 TeV with additional BSM features at 400-500 GeV. This discovery suggests new physics at the  electroweak scale, potentially indicating compositeness (Λ_c ≈ 290-410 GeV) or extra dimensions. Complete analysis   code, processed results, and documentation are provided for full reproducibility. Raw ROOT files (47.3 GB) are  available separately via DOI:10.7483/OPENDATA.CMS.6036. 

 ## Version 2.0 - PERFORMANCE BREAKTHROUGH UPDATE

  ### What's New:  - ⚡ **955.6 MILLION events/second** processing achieved  - 🚀 **140,529x speedup** with Fast-Scout ULTIMATE  - ✅ Validated 182.4 GeV deficit detection (-8.89σ)  - 📊 Complete performance benchmarks included  - 🔬 Reproducible on AMD Ryzen AI 9 HX 375

  ### Key Files Added:  - `fast_scout_ultimate.py` - World record performance  - `PERFORMANCE_BREAKTHROUGH.md` - Full documentation  - `VALIDATION_CERTIFICATE.txt` - Certified results  - Fixed Jupyter notebook with correct values

  ### Performance Validation:  - Process 114,431 CMS events in 1.5 milliseconds  - Correctly identifies BSM physics at 182.4 GeV  - Reproducible benchmarks with provided code

  This update makes the analysis 140,000x faster while maintaining accuracy.
DOI: 10.5281/zenodo.17176795
title: Observation of a Significant Deficit at 182.4 GeV in CMS Open Data: Evidence for Beyond Standard Model Physics at   the Z-Pair Threshold

description: We report the observation of a statistically significant deficit of events at 182.4 GeV (exactly 2×M_Z) in the  analysis of 114,431 collision events from CMS Open Data (7 TeV, 2011). The deficit shows -8.89σ local significance   with 375 missing events relative to Standard Model predictions. Comprehensive validation using 49 independent  statistical methods confirms significances ranging from 8-65σ. All five major Monte Carlo generators (PYTHIA8,  MadGraph5, HERWIG7, POWHEG, Sherpa) fail to reproduce this deficit. The anomaly violates weak isospin and  hypercharge conservation while preserving other quantum numbers. Z-pair reconstruction shows complete suppression  at this mass point (0 observed vs 15-20 expected, >5σ). The deficit exhibits a cascade structure extending from  M_Z/2 to >1 TeV with additional BSM features at 400-500 GeV. This discovery suggests new physics at the  electroweak scale, potentially indicating compositeness (Λ_c ≈ 290-410 GeV) or extra dimensions. Complete analysis   code, processed results, and documentation are provided for full reproducibility. Raw ROOT files (47.3 GB) are  available separately via DOI:10.7483/OPENDATA.CMS.6036. 

 ## Version 2.0 - PERFORMANCE BREAKTHROUGH UPDATE

  ### What's New:  - ⚡ **955.6 MILLION events/second** processing achieved  - 🚀 **140,529x speedup** with Fast-Scout ULTIMATE  - ✅ Validated 182.4 GeV deficit detection (-8.89σ)  - 📊 Complete performance benchmarks included  - 🔬 Reproducible on AMD Ryzen AI 9 HX 375

  ### Key Files Added:  - `fast_scout_ultimate.py` - World record performance  - `PERFORMANCE_BREAKTHROUGH.md` - Full documentation  - `VALIDATION_CERTIFICATE.txt` - Certified results  - Fixed Jupyter notebook with correct values

  ### Performance Validation:  - Process 114,431 CMS events in 1.5 milliseconds  - Correctly identifies BSM physics at 182.4 GeV  - Reproducible benchmarks with provided code

  This update makes the analysis 140,000x faster while maintaining accuracy.
DOI: 10.25574/24416
title: Chandra X-ray Observatory ObsId 24416

description: How do Cosmic Plasmas Work? Insights from the Hottest Brightest Cold Front and Gas Perturbations in A2319
DOI: 10.25574/25195
title: Chandra X-ray Observatory ObsId 25195

description: Probing prominent long radio tails of young pulsars
DOI: 10.25574/25380
title: Chandra X-ray Observatory ObsId 25380

description: Chandra observations of merging and interacting galaxy pairs
DOI: 10.25574/25775
title: Chandra X-ray Observatory ObsId 25775

description: Starburst Anatomy and Feedback: X-raying the high redshift analogue ESO 338-4