cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3pygxf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterionella formosa Hassall, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056004-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15694759
title: Universal Nanohertz Gravitational Wave Background from Topological Phase Transitions

description: We present a unified model explaining the nanohertz gravitational wave (GW) background observed by pulsar timing arrays (PTAs). The signal arises fromubiquitous topological phase transitions between spherical (S2) and toroidal (T 2) spacetime configurations mediated by graviton surgeons. Unlike conventional binary black hole mergers, this mechanism produces a characteristic f ^(−1) spectrum through continuous vacuum oscillations and defect dynamics. The model predicts anisotropic correlations with large-scale structure and spectral features testable with next-generation PTAs. Fundamental implications for quantum gravity anddark energy are discussed.
DOI: 10.5281/zenodo.15694761
title: Universal Nanohertz Gravitational Wave Background from Topological Phase Transitions

description: We present a unified model explaining the nanohertz gravitational wave (GW) background observed by pulsar timing arrays (PTAs). The signal arises fromubiquitous topological phase transitions between spherical (S2) and toroidal (T 2) spacetime configurations mediated by graviton surgeons. Unlike conventional binary black hole mergers, this mechanism produces a characteristic f ^(−1) spectrum through continuous vacuum oscillations and defect dynamics. The model predicts anisotropic correlations with large-scale structure and spectral features testable with next-generation PTAs. Fundamental implications for quantum gravity anddark energy are discussed.
DOI: 10.21227/214v-an52
title: "ElecBench"

description: "In response to the challenges of grid stability, renewable energy integration, and electricity market dynamics, power grid dispatch is increasingly adopting large language models (LLMs) for their potential to improve efficiency and intelligence. However, the lack of specific performance benchmarks has limited their effective application. To fill this gap, we introduce \u201cElecBench\u201d, an evaluation benchmark designed for LLMs in power grid dispatch. ElecBench comprehensively covers sector-specific scenarios and deepens the testing of professional knowledge, focusing on six primary metrics: factuality, logicality, stability, security, fairness, and expressiveness, divided into 24 sub-metrics. This framework offers detailed insights into the capabilities and limitations of LLMs in power grid dispatch. We publicly release the test set and evaluate eight LLMs across various scenarios and metrics. ElecBench aims to become the standard benchmark for LLM applications in power grid dispatch, encouraging continuous updates and driving technological progress."
DOI: 10.5281/zenodo.15691780
title: CARDAMOM code and files to accompany "Satellite constrained reanalysis reveals CO2 versus climate process compensation across the global land carbon sink"
DOI: 10.5281/zenodo.15691781
title: CARDAMOM code and files to accompany "Satellite constrained reanalysis reveals CO2 versus climate process compensation across the global land carbon sink"
DOI: 10.7273/000007300
title: U.S. Policy Applicability and Value Estimation Tool

description: This spreadsheet is a tool to assist users in determining the applicability of federal and state U.S. policies that support renewable fuels. Users can create scenarios using a series of drop-down menus and entering specific carbon intensity values to determine if fuels are eligible for a policy as well as an estimated value of that policy. Estimated values are for informational purposes only and should not be used to make specific business decisions.
DOI: 10.15468/dl.sf96wa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((103.4458 0.96076,103.44367 0.96108,103.44101 0.96145,103.43848 0.96159,103.43731 0.96135,103.43532 0.96033,103.43428 0.95946,103.43254 0.95838,103.43281 0.95791,103.43315 0.95733,103.43305 0.95724,103.43314 0.95706,103.44149 0.95037,103.44991 0.94943,103.45363 0.95673,103.45395 0.95805,103.44998 0.95956,103.44844 0.96018,103.4458 0.96076))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056006-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4qunn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterionella formosa Hassall, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056007-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cw6nf8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterionella formosa Hassall, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056009-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ag3ta2
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mesoheros gephyrus (Eigenmann, 1922)"
 ]
}

 The dataset includes 22 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056010-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yt8bu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asterionella formosa Hassall, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056011-250525065834625/datasets/export for details.
DOI: 10.15468/dl.32xdkk
title: Occurrence Download

description: A dataset containing 2104938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Orthilia secunda (L.) House, Dianthus superbus L., Rumex acetosella L., Lysimachia vulgaris L., Ranunculus repens L.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 2104938 records from 2203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056000-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yr77ar
title: Occurrence Download

description: A dataset containing 14933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrilla verticillata (L.f.) Royle",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 14933 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036475-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xccnrq
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Venezuela (Bolivarian Republic of)",
 "TaxonKey is Cuniculus taczanowskii (Stolzmann, 1865)"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036476-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn87cv
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lysimachia ×doerfleri (Ronniger) Stace)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036477-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfh3f4
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kappaphycus alvarezii (Doty) Doty ex P.C.Silva",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 201 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036479-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8p2th
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphyes vestris harbisoni J.Brown & McGuire, 1983"
 ]
}

 The dataset includes 109 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036480-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfm3zt
title: Occurrence Download

description: A dataset containing 1566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lysurus mokusin (L.) Fr.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1566 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036481-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26376412
title: Global Estimate of Mesopelagic Mesozooplankton Biomass data

description: The scripts and data used in this study are available online at <i>https://github.com/yuliaUU/Mesopel-Zoop-Biom</i>.
DOI: 10.15468/dl.4vp78q
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laurencia caduciramulosa Masuda & Kawag.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036482-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qxpqp
title: Occurrence Download

description: A dataset containing 2486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nymphaea nouchali Burm.fil.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 2486 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036483-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnczm6
title: Occurrence Download

description: A dataset containing 3066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lythrum alatum Pursh)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3066 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036484-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqg2m3
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Samastacus Riek, 1971",
 "Year 1950-2024"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036485-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qrng3
title: Occurrence Download

description: A dataset containing 4276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nymphoides indica (L.) Kuntze",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 4276 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036486-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw89rs
title: Occurrence Download

description: A dataset containing 1857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lythrum borysthenicum (M.Bieb. ex Schrank) Litv.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1857 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036487-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuw5as
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.43_1",
 "Month is July",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus strobus L."
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036488-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzb6z7
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyropia suborbiculata (Kjellm.) J.E.Sutherl., H.G.Choi, M.S.Hwang & W.A.Nelson",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 308 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036489-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kp6cjr
title: Occurrence Download

description: A dataset containing 28460289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 28460289 records from 1178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036474-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tdpr8
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Avicennia bicolor Standl."
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003264-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ff9e29
title: Occurrence Download

description: A dataset containing 10848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Issue is Continent derived from coordinates",
 "TaxonKey is Membracidae"
 ]
}

 The dataset includes 10848 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003265-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfehcg
title: Occurrence Download

description: A dataset containing 2288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anopheles pseudopunctipennis Theobald, 1901"
 ]
}

 The dataset includes 2288 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003266-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a259ux
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Conocarpus erectus f. sericeus (DC.) Stace"
 ]
}

 The dataset includes 105 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003267-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69m2gz
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((121.51037 24.60443,146.62395 24.60443,146.62395 42.15469,121.51037 42.15469,121.51037 24.60443))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tsuga sieboldii Carrière"
 ]
}

 The dataset includes 394 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003268-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14692025
title: BFDB: A dataset of British Folk melodies in ABC Format.

description: The British Folk Database (BFDB) is a collection of 13,835 dated folk tunes (monophonic melodies) in 'ABC' format, a text-based music notation system widely used for folk music.

These tunes were collected from online resources of ABC notation. Each tune comes with a corresponding date of collection, which is the year that the tune was originally collected and/or published. Most of these tunes come from 'tune books' which were subsequently digitised into ABC format.

This dataset may be helpful for computational musicology tasks, MIR and music evolution analysis.

File Structure

1. tune_abc_files/



This folder contains all the folk tunes in ABC format.

Each file is named using the pattern:yearOfCollection_Title.abcExample: 1740_Welch March.abc.


2. dataset.csv



This file provides metadata for each tune:



filename: Filename of each tune

year: Year that the tune was originally collected

title: Title of each tune

source: URL to where the tune was found online and where applicable, the name of the tune book that it comes from

composer/performer: Composer/Perfomer/Collector of the tune

metre: Metre of the tune

key: Musical key of the tune

tempo: Suggested performance speed

style: Genre or style of the tune (e.g., jig, reel, march)

digital_transcriber: Name of the person who transcribed the tune in ABC format



If any of these details are unavailable, the value is marked as N/A.


3. tune_pitch_rhythm_vectors.tsv



This file contains pitch and rhythm vectors extracted from each tune.



Pitch Vectors: Represent the relative intervals between successive notes.

Rhythm Vectors: Represent the relative note values, e.g. in 4/4 time:



A quarter note = 1.0

A semi-quaver = 0.5