cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q6sztx
title: Occurrence Download

description: A dataset containing 1 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Robertus kuehnae Bauchhenss & Uhlenhaut, 1993",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090186-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb5mva
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvelinus grayi (Günther, 1862))",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090189-240626123714530/datasets/export for details.
DOI: 10.15468/dl.gmex6b
title: Occurrence Download

description: A dataset containing 2216 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Anagrus daanei Triapitsyn, 1998",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 2216 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090188-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmbzu9
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Ceratosphys vicenteae Mauriès, 1990",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090190-240626123714530/datasets/export for details.
DOI: 10.15468/dl.x52zvf
title: Occurrence Download

description: A dataset containing 261 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Melanapion minimum (Herbst, 1797)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 261 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090191-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phxj9m
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Robertus monticola Simon, 1914",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090192-240626123714530/datasets/export for details.
DOI: 10.15468/dl.prmakt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvelinus lonsdalii Regan, 1909)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090193-240626123714530/datasets/export for details.
DOI: 10.15468/dl.tx93y2
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Systole albipennis Walker, 1832",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090195-240626123714530/datasets/export for details.
DOI: 10.15468/dl.bnbyur
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Ceratosphys vasconicum Ribaut, 1927",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090197-240626123714530/datasets/export for details.
DOI: 10.15468/dl.4cqpsh
title: Occurrence Download

description: A dataset containing 163 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Kalcapion semivittatum (Gyllenhal, 1833)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 163 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090196-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh9pa7
title: Occurrence Download

description: A dataset containing 58 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Robertus mazaurici (Simon, 1901)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 58 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090198-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdq3fc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvelinus obtusus Regan, 1908)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090200-240626123714530/datasets/export for details.
DOI: 10.15468/dl.zcg9j5
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyalinobatrachium tatayoi Castroviejo-Fisher, Ayarzagüena & Vilà, 2007"
 ]
}

 The dataset includes 354 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090199-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvfmty
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Tetracnemoidea indica (Ayyar, 1932)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090202-240626123714530/datasets/export for details.
DOI: 10.15468/dl.fbjaqa
title: Occurrence Download

description: A dataset containing 0 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Ceratosphys hispanica Ribaut, 1920",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090204-240626123714530/datasets/export for details.
DOI: 10.15468/dl.egn5ec
title: Occurrence Download

description: A dataset containing 166 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Kalcapion pallipes (Kirby, 1808)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 166 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090203-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgdpdr
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Viet Nam, Myanmar)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhododendron valentinianum Forrest ex Hutch."
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090205-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pds2xu
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mozambique",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochna angustata N.Robson"
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090206-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uycvwg
title: Occurrence Download

description: A dataset containing 94 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Robertus lyrifer Holm, 1939",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 94 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090207-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew6mgj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Proterorhinus tataricus Freyhof & Naseka, 2008)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090208-240626123714530/datasets/export for details.
DOI: 10.15468/dl.u7eauw
title: Occurrence Download

description: A dataset containing 22 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Tachinaephagus zealandicus Ashmead, 1904",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090210-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsxp8t
title: Occurrence Download

description: A dataset containing 79 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Ceratosphys amoena Ribaut, 1920",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 79 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090211-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bf7wn
title: Occurrence Download

description: A dataset containing 767 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Taeniapion urticarium (Herbst, 1784)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 767 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090212-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdgwha
title: Occurrence Download

description: A dataset containing 566 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Robertus scoticus Jackson, 1914",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 566 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090214-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rysrnb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Iberochondrostoma almacai (Coelho, Mesquita & Collares-Pereira, 2005))",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090216-240626123714530/datasets/export for details.
DOI: 10.17197/u19012
title: U19012 Malaria och klimatförändring 1749–1859

description: Utredare och systemutvecklare vid CEDAR, avdelningen för Demografiska databasen, har arbetat med att sammanställa och kvalitetsgranska data från databasen TABVERK för att möjliggöra studier om malaria och klimatförändringar. Tidigare forskning har visat tydlig relation mellan malaria och sommartemperatur. Syftet med detta projekt är bland annat att genomföra en malariasfallstudie genom att använda dödsfall i malaria i Sverige med hjälp av data från Tabellverket samt undersöka hur klimatförändringar har påverkat människans sjukdomshistoria. Tabellverket bildades 1749 och var verksamt fram till 1859, då Kungliga Statistiska Centralbyrån inrättades och övertog insamlandet av befolkningsstatistiken. Databasen TABVERK innehåller information om ca 2 500 församlingar, samtliga i Sverige. Informationen täcker en stor mängd uppgifter om, för att nämna några, antal födda och döda, yrken, vigslar och - inte minst - dödsorsaker.
DOI: 10.5281/zenodo.1453330
title: Two millennia of Main region (southern Germany) hydroclimate variability

description: The data set contains original measurements of total ring width (TRW) from living, historical and subfossil oak trees from the Main region (southern Germany). Citation Research article:<br> Authors: Alexander Land, Sabine Remmele, Jutta Hofmann, Daniel Reichle, Margaret Eppli, Christian Zang, Allan Buras, Sebastian Hein, Reiner Zimmermann<br> Year: 2019 <br> Title: Two millennia of Main region (southern Germany) hydroclimate variability<br> Journal: Climate of the Past<br> Volume: 15<br> Pages: 1677-1690<br> DOI: 10.5194/cp-15-1677-2019 Latitude: 49.3–50.8°N Longitude: 8.2–12.2°E. Resolution of measurement: 0.01mm File format: Tucson (.tuc)
DOI: 10.15121/1897035
title: Python Codebase and Jupyter Notebooks - Applications of Machine Learning Techniques to Geothermal Play Fairway Analysis in the Great Basin Region, Nevada

description: Git archive containing Python modules and resources used to generate machine-learning models used in the "Applications of Machine Learning Techniques to Geothermal Play Fairway Analysis in the Great Basin Region, Nevada" project. This software is licensed as free to use, modify, and distribute with attribution. Full license details are included within the archive. See "documentation.zip" for setup instructions and file trees annotated with module descriptions.
DOI: 10.23728/b2share.4806f852f25541b4a3206b0d8110907c
title: Sediment-discharge event types in Vent-Rofental, Austria

description: Tables:
events_list_vent.csv - list of automatically detected events with start and end times
training_data.csv - the 16 sediment-discharge event metrics used as input for principal component analysis (PCA) for each event
training_data_reduced.csv - the 7 principal components from the PCA for each event, used for clustering
event_cluster_labels.csv - assigned labels for each event from the clustering
catchment_metrics.csv - hydrometeorological catchment metrics used to interpret event clusters
event_type_annual_sediment_yield.csv - annual suspended sediment yield in metric tonnes for each event type and from non-events

Figures:
cluster0_event_hystersis_plots.pdf - hydrograph, sedigraph, and hysteresis plots of each event in cluster 0
cluster1_event_hystersis_plots.pdf - hydrograph, sedigraph, and hysteresis plots of each event in cluster 1
cluster2_event_hystersis_plots.pdf - hydrograph, sedigraph, and hysteresis plots of each event in cluster 2
cluster3_event_hystersis_plots.pdf - hydrograph, sedigraph, and hysteresis plots of each event in cluster 3
cluster0_event_precip_swe_plots.pdf - plots of event streamflow, suspended sediment concentrations (SSC), precipitation, snow water equivalents (SWE), and catchment temperature for each event in cluster 0
cluster1_event_precip_swe_plots.pdf - plots of event streamflow, SSC, precipitation, SWE, and catchment temperature for each event in cluster 1
cluster2_event_precip_swe_plots.pdf - plots of event streamflow, SSC, precipitation, SWE, and catchment temperature for each event in cluster 2
cluster3_event_precip_swe_plots.pdf - plots of event streamflow, SSC, precipitation, SWE, and catchment temperature for each event in cluster 3
description: This data repository contains the data of the key results from the scientific paper "Inferring sediment-discharge event types in an alpine catchment from sub-daily time series" submitted to HESS.
description: Sediment-discharge events were identified with an automatic detection routine using 15-min suspended sediment concentration and streamflow time series (event_list_vent.csv). The events were characterised with 16 sediment-discharge event metrics (training_data.csv), which were transformed and reduced with a principal component analysis to 7 principal components (training_data_reduced.csv). These were clustered a Gaussian mixture model (event_cluster_labels.csv). The clusters were interpreted with hydrometeorological catchment metrics (catchment_metrics.csv) into event types. The contribution of each event type to annual suspended sediment yield in metric tonnes (event_type_annual_sediment_yield.csv).
Figures for all events in each cluster can be found in the PDFs.
DOI: 10.3886/e196043v1
title: Replication files for "Monopsony Power during the Great Depression"

description: Replication files for "Monopsony Power during the Great Depression"
DOI: 10.5281/zenodo.8400425
title: PyEBSDIndex Demo

description: Data use to demonstrate PyEBSDIndex, a electron backscattered diffraction (EBSD) indexing algorithm. Jupyter notebooks are included to create simulated patterns of known orientation with varying levels of noise, which then can be indexed, with the index orientation compared to the simulated orientation. Additionally, a test Ti64 dataset is included, with a Jupyter notebook, that is used to demonstrate typical usage of PyEBSDIndex.