cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29207228.v5
title: Evolving Equity Consciousness: Intended and Emergent Outcomes of Faculty Development for Inclusive Excellence

description: As diversity, equity, and inclusion (DEI) efforts in higher education face increasing political resistance, it is critical to understand how equity-focused institutional change is fostered, and who is transformed in the process. This study examines the intended and emergent outcomes of faculty professional development initiatives implemented through the Howard Hughes Medical Institute’s Inclusive Excellence (HHMI IE) program. We analyzed annual institutional reports and anonymous reflections from four public universities in a regional Peer Implementation Cluster (PIC), focusing on how change occurred at individual, community, and institutional levels. Guided by Kezar’s Shared Equity Leadership (SEL) framework, our thematic analysis revealed that while initiatives were designed to improve student outcomes through inclusive pedagogy, the most profound outcome was the development of equity consciousness among faculty. Defined as a growing awareness of systemic inequities and a sustained commitment to address them, equity consciousness emerged as the most frequently coded theme across all levels of change. These findings suggest that equity-focused faculty development can serve as a catalyst for institutional transformation, not only by shifting teaching practices but also by building distributed leadership and deeper organizational engagement with equity. This effort also emphasizes that documenting emergent outcomes is essential for recognizing the holistic impact of sustained institutional change.
DOI: 10.15468/dl.wdybxm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria discoidea",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001646-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hny2nd
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anodus melanopogon"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001647-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hfddf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of ()",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001648-250711103210423/datasets/export for details.
DOI: 10.15468/dl.7j9gch
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eigenmannina melanopogon"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001650-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zap8vx
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cirrhinus microlepis)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001651-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpt4d2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rudbeckia laciniata",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001652-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f64yef
title: Occurrence Download

description: A dataset containing 7739 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer japonicum"
 ]
}

 The dataset includes 7739 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001653-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqpve2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elopomorphus jordanii"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001654-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc4k5b
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cirrhinus molitorella)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 173 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001655-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4v6c7s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001656-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4byvug
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clarias fuscus)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 146 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001658-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5hut6
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW1184"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001657-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33en92
title: Occurrence Download

description: A dataset containing 616583 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegopodium podagraria"
 ]
}

 The dataset includes 616583 records from 1447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001600-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jb94f
title: Occurrence Download

description: A dataset containing 35389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Piciformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 -30,120 -30,120 0,90 0,90 -30))"
 ]
}

 The dataset includes 35389 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001885-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh5d42
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rorippa anceps",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001888-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2qr4ns7b
title: Global Vegetation Greenness Normalized Difference Vegetation Index (NDVI) from Advanced Very High Resolution Radiometer (AVHRR) Global Inventory Modeling and Mapping Studies-3rd Generation (GIMMS-3G+), 1981-2022

description: This dataset holds the Global Inventory Modeling and Mapping Studies-3rd Generation V1.2 (GIMMS-3G+) data for the Normalized Difference Vegetation Index (NDVI). NDVI was based on corrected and calibrated measurements from Advanced Very High Resolution Radiometer (AVHRR) data with a spatial resolution of 0.0833 degree and global coverage for 1982 to 2022. Maximum NDVI values are reported within twice monthly compositing periods (two values per month). The dataset was assembled from different AVHRR sensors and accounts for various deleterious effects, such as calibration loss, orbital drift, and volcanic eruptions. The data are provided in NetCDF format. This dataset provides one of the longest continuous records of global vegetation productivity. It has been widely used by the remote sensing community and has supported many scientific publications.
DOI: 10.34740/kaggle/dsv/11910629
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.tczyd6
title: Occurrence Download

description: A dataset containing 7970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Palisada K.W.Nam, 2007"
 ]
}

 The dataset includes 7970 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006952-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au6nte
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001001-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kewa82
title: Occurrence Download

description: A dataset containing 546139776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 546139776 records from 12284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015846-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zumed3
title: Occurrence Download

description: A dataset containing 39072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cupido comyntas"
 ]
}

 The dataset includes 39072 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051409-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gdwzb
title: Occurrence Download

description: A dataset containing 8356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica persica",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8356 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051410-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.re3zt4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051411-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xh48a
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sagamichthys schnakenbecki"
 ]
}

 The dataset includes 257 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051412-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezhuym
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051415-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2z24y
title: Occurrence Download

description: A dataset containing 2236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica persica",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2236 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051414-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtdxvf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051416-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ssvn9g
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051417-250717081556266/datasets/export for details.
DOI: 10.15468/dl.hx3cku
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051418-250717081556266/datasets/export for details.
DOI: 10.15468/dl.yn4qpm
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera biennis",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1192 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051420-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16451922
title: GUI-ReRank Dataset: Annotations and Embeddings for the Rico GUI Dataset

description: Rico Annotation and Embedding Dataset for GUI-ReRank:

This dataset contains all annotation and embedding files required to import the Rico dataset into GUI-ReRank. It includes multi-dimensional annotations and precomputed embeddings for each GUI in the Rico dataset, enabling advanced search and reranking functionality within the GUI-ReRank system.



Contents:



annotations.json: Main annotation file mapping Rico GUI IDs to their multi-dimensional text annotations.




design.npy, domain.npy, functionality.npy, general_description.npy, gui_components.npy, text.npy: Numpy arrays containing embeddings for each search dimension.




failed_files.json: List of Rico GUIs that could not be processed.




index_mapping.json, inverse_index_mapping.json: Mappings between dataset indices and Rico GUI IDs.




meta.json: Metadata about the dataset and annotation process.



Usage:

Download and extract all files into the /rico/dataset directory of your GUI-ReRank installation. This dataset is required for importing the Rico dataset and enabling multi-dimensional GUI search and reranking.
DOI: 10.5281/zenodo.16451923
title: GUI-ReRank Dataset: Annotations and Embeddings for the Rico GUI Dataset

description: Rico Annotation and Embedding Dataset for GUI-ReRank:

This dataset contains all annotation and embedding files required to import the Rico dataset into GUI-ReRank. It includes multi-dimensional annotations and precomputed embeddings for each GUI in the Rico dataset, enabling advanced search and reranking functionality within the GUI-ReRank system.



Contents:



annotations.json: Main annotation file mapping Rico GUI IDs to their multi-dimensional text annotations.




design.npy, domain.npy, functionality.npy, general_description.npy, gui_components.npy, text.npy: Numpy arrays containing embeddings for each search dimension.




failed_files.json: List of Rico GUIs that could not be processed.




index_mapping.json, inverse_index_mapping.json: Mappings between dataset indices and Rico GUI IDs.




meta.json: Metadata about the dataset and annotation process.



Usage:

Download and extract all files into the /rico/dataset directory of your GUI-ReRank installation. This dataset is required for importing the Rico dataset and enabling multi-dimensional GUI search and reranking.
DOI: 10.15468/dl.nr53s7
title: Occurrence Download

description: A dataset containing 1211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica persica",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1211 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051421-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3jr99
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051422-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwh6wj
title: Occurrence Download

description: A dataset containing 5520 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarda sarda"
 ]
}

 The dataset includes 5520 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051423-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmuhzd
title: Occurrence Download

description: A dataset containing 2419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica persica",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2419 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051425-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg8mzh
title: Occurrence Download

description: A dataset containing 926152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dendrocygna autumnalis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 926152 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051392-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a28me7
title: Occurrence Download

description: A dataset containing 5920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5920 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051426-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vjbhsn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051427-250717081556266/datasets/export for details.
DOI: 10.15468/dl.gqe7ke
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051428-250717081556266/datasets/export for details.