cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30251800
title: Collocation and Contextual Analysis of 'Anglais' in Algerian and French Press Corpora

description: This file contains a collocate analysis dataset for the term "anglais" (English) across three corpora: AlgPress, FrenPress, and OppPress. Each row represents a collocate (a word frequently appearing near "anglais") with associated metrics. Columns include:- **Index**: Unique identifier for each collocate entry.- **Corpus**: Source corpus (AlgPress, FrenPress, or OppPress).- **Position**: Position of the collocate relative to the node word ("L" for left, "R" for right, "M" for mixed).- **Collocate**: The word co-occurring with "anglais."- **Stat**: Statistical measure of association strength (likely log-likelihood or similar).- **LogDice**: LogDice score, a measure of collocation strength.- **Freq (coll)**: Frequency of the collocate in the context of "anglais."- **Freq (corpus)**: Total frequency of the collocate in the corpus.<br>The dataset is useful for linguistic research, particularly in analyzing the contextual use of "anglais" in Algerian and French press corpora, focusing on educational and linguistic policy discussions. It supports studies in corpus linguistics, sociolinguistics, and language policy in multilingual contexts.Usage Notes: The file is in CSV format, suitable for analysis with tools like R, Python (pandas), or spreadsheet software. Researchers should note the specific statistical measures (Stat and LogDice) for interpreting collocation significance. The data can be used to compare linguistic patterns across the three corpora, reflecting different perspectives on English language adoption in Algeria.
DOI: 10.6084/m9.figshare.30251800.v2
title: Collocation and Contextual Analysis of 'Anglais' in Algerian and French Press Corpora

description: This file contains a collocate analysis dataset for the term "anglais" (English) across three corpora: AlgPress, FrenPress, and OppPress. Each row represents a collocate (a word frequently appearing near "anglais") with associated metrics. Columns include:- **Index**: Unique identifier for each collocate entry.- **Corpus**: Source corpus (AlgPress, FrenPress, or OppPress).- **Position**: Position of the collocate relative to the node word ("L" for left, "R" for right, "M" for mixed).- **Collocate**: The word co-occurring with "anglais."- **Stat**: Statistical measure of association strength (likely log-likelihood or similar).- **LogDice**: LogDice score, a measure of collocation strength.- **Freq (coll)**: Frequency of the collocate in the context of "anglais."- **Freq (corpus)**: Total frequency of the collocate in the corpus.<br>The dataset is useful for linguistic research, particularly in analyzing the contextual use of "anglais" in Algerian and French press corpora, focusing on educational and linguistic policy discussions. It supports studies in corpus linguistics, sociolinguistics, and language policy in multilingual contexts.Usage Notes: The file is in CSV format, suitable for analysis with tools like R, Python (pandas), or spreadsheet software. Researchers should note the specific statistical measures (Stat and LogDice) for interpreting collocation significance. The data can be used to compare linguistic patterns across the three corpora, reflecting different perspectives on English language adoption in Algeria.
DOI: 10.6084/m9.figshare.30251800.v1
title: Collocate Analysis and KWIC of Anglais

description: This file contains a collocate analysis dataset for the term "anglais" (English) across three corpora: AlgPress, FrenPress, and OppPress. Each row represents a collocate (a word frequently appearing near "anglais") with associated metrics. Columns include:- **Index**: Unique identifier for each collocate entry.- **Corpus**: Source corpus (AlgPress, FrenPress, or OppPress).- **Position**: Position of the collocate relative to the node word ("L" for left, "R" for right, "M" for mixed).- **Collocate**: The word co-occurring with "anglais."- **Stat**: Statistical measure of association strength (likely log-likelihood or similar).- **LogDice**: LogDice score, a measure of collocation strength.- **Freq (coll)**: Frequency of the collocate in the context of "anglais."- **Freq (corpus)**: Total frequency of the collocate in the corpus.<br>The dataset is useful for linguistic research, particularly in analyzing the contextual use of "anglais" in Algerian and French press corpora, focusing on educational and linguistic policy discussions. It supports studies in corpus linguistics, sociolinguistics, and language policy in multilingual contexts.Usage Notes: The file is in CSV format, suitable for analysis with tools like R, Python (pandas), or spreadsheet software. Researchers should note the specific statistical measures (Stat and LogDice) for interpreting collocation significance. The data can be used to compare linguistic patterns across the three corpora, reflecting different perspectives on English language adoption in Algeria.
DOI: 10.15468/dl.fmhkhn
title: Occurrence Download

description: A dataset containing 5970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Battus philenor",
 "Year 1965-2015"
 ]
}

 The dataset includes 5970 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034479-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17236152
title: Biocompatibility and Long-Term Stability of DNA-Based Organic Mixed Conductors for Bioelectronics
DOI: 10.5281/zenodo.17236153
title: Biocompatibility and Long-Term Stability of DNA-Based Organic Mixed Conductors for Bioelectronics
DOI: 10.15468/dl.8vhd98
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium hirtum",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034494-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13221355
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17176765
title: Pan-European Functional Connectivity and Corridor Prioritization for Terrestrial Vertebrates

description: This dataset includes functional connectivity data layers for all terrestrial vertebrates within and surrouding the European Union. These data were produced by the Horizion EU project NaturaConnect (Task 6.3) as detailed in Deliverable 6.2 "Protected area connectivity: prioritising trans-European ecological connectivity". These data are derived from a novel framework that integrates Omniscape, graph-theory metrics, and randomized shortest paths (RSP) to identify key connectivity pinch points and prioritize ecological corridors for 30 terrestrial vertebrate archetypes hat constitute all vertebrate species in the EU.

The dpc_nodes.zip contains a .RDS point spatial layer for each archetype. These are the protected area nodes and their corresponding dPC values that were used for RSP analysis. The omniscape.zip folders are divided by major taxonomic groups. They contain cumulative current density and normalized current density maps for each archetype. 

The cumulative_rsp.zip contains archetype-specific RSP shapefiles and a merged all vertebrate species shapefile. The "cmltv_n" attribute column should be treated as the integrated corridor priority value.
DOI: 10.5281/zenodo.17234886
title: Structural connectivity of terrestrial level 3 EUNIS habitats

description: An analysis workflow quantifies the connectivity of terrestrial habitat types by combining continuous habitat-probability surfaces with fragmentation pressures-road infrastructure—and masking land-cover mismatches. A consistent Europe-wide set of maps quantifies structural connectivity for EUNIS Level-3 habitats, derived from 100 m habitat-probability surfaces (0–1) produced by NaturaConnect (Si-Moussi et al., 2024; Horizon EU, Task 6.3, Deliverable 6.2).Connectivity is measured using probability-weighted, normalized Effective Mesh Size (Meff_pw_norm; Jaeger, 2000) in a moving-window approach. Pixels with low probability (P < 0.1) are excluded; land-cover mismatches are masked using a CLC–EUNIS crosswalk (Si-Moussi et al., 2024) with CORINE Land Cover 2018 (EEA, 2021); and road corridors are removed using a binary OpenStreetMap roads raster. Meff is computed on probability-weighted connected components within a 10.1 × 10.1 km window and divided by the window area (102.01 km²), yielding a 0–1 fraction of effectively connected habitat per pixel.The resulting dataset offers a practical, comparable basis to describe the state of ecological connectivity for habitats of interest, including those protected under the Natura 2000 network.
DOI: 10.5281/zenodo.17238246
title: Images from carotid artery patients

description: This dataset contains coregistered ultrasound and multispectral optoacoustic tomography (MSOT) carotid artery images from a set of 10 participants. MSOT data contains model-based multiwavelength reconstructions and unmixed images of deoxyhemoglobin, oxyhemoglobin, lipids, and water. This data is used for assessing image quality performance and extraction of unmixed values in the carotid.
DOI: 10.5281/zenodo.17238247
title: Images from carotid artery patients

description: This dataset contains coregistered ultrasound and multispectral optoacoustic tomography (MSOT) carotid artery images from a set of 10 participants. MSOT data contains model-based multiwavelength reconstructions and unmixed images of deoxyhemoglobin, oxyhemoglobin, lipids, and water. This data is used for assessing image quality performance and extraction of unmixed values in the carotid.
DOI: 10.15468/dl.ypd89d
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Avifauna Asociadas al Cerro Tacarcuna-Chocó, en el marco del proyecto Colombia BIO 2017"
 ]
}

 The dataset includes 195 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034496-250920141307145/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.27325635.v2
title: Manual Check of Collected Logs through 100 commits sampleIf the file is deleted completely, we will mark that as n/a as it would be filtered out by our static analysis pipeline.

description: Manual Check of Collected Removed Logs through 100 commits sample
DOI: 10.6084/m9.figshare.27325635.v3
title: Manual Check of Collected Logs through 100 commits sample across three languages

description: Manual Check of Collected Removed Logs through 100 commits sampleIf the file is deleted completely, we will mark that as n/a as it would be filtered out by our static analysis pipeline.
DOI: 10.5281/zenodo.17238445
title: PGS weights - Westerman 2025 Cell Genomics
DOI: 10.5281/zenodo.17238446
title: PGS weights - Westerman 2025 Cell Genomics
DOI: 10.15468/dl.9ap7cz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hendecaphylla",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034499-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7x4f9p
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hendecaphylla",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034498-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17238431
title: Dataset for "What loss functions do humans optimize when they perform regression and classification"
DOI: 10.5281/zenodo.17238432
title: Dataset for "What loss functions do humans optimize when they perform regression and classification"
DOI: 10.15468/dl.yjbv34
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hendecaphylla",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034497-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myry3h
title: Occurrence Download

description: A dataset containing 2301 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna asociada a las áreas de compensación por pérdida de biodiversidad del proyecto de Construcción de la segunda calzada del corredor vial Sincelejo-Toluviejo desde el PR1+500 al PR17+000, ubicado en el departamento de Sucre a cargo de La sociedad Autopistas de la Sabana S.A.S."
 ]
}

 The dataset includes 2301 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034500-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59t6nb
title: Occurrence Download

description: A dataset containing 1099 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización biológica de la ventana de biodiversidad del Complejo Cenagoso de Zapatosa, Municipio de Chimichagua, Cesar, Colombia"
 ]
}

 The dataset includes 1099 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034501-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69xmuw
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tejidos colectados en la expedición al municipio Cimitarra, Santander - Proyecto Santander BIO"
 ]
}

 The dataset includes 813 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034502-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/7lgfdy
title: Replication Data for: Age at Immigrant Arrival and Career Mobility: Evidence from Vietnamese Refugee Migration and the Amerasian Homecoming Act

description: This is the replication package for "Age at Immigrant Arrival and Career Mobility: Evidence from Vietnamese Refugee Migration and the Amerasian Homecoming Act," accepted in 2025 by the Journal of Political Economy: Microeconomics.
description: The replication package contains two parts. For analyses using public data, we provide the data and replication code. For analyses using confidential Census Bureau data, we provide replication code only.
DOI: 10.15468/dl.hywnp9
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.63208 -15.24931,-71.21854 -17.6742,-69.98908 -17.20024,-69.6774 -14.47034,-74.39152 -13.34723,-75.63208 -15.24931))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiotheretes striaticollis",
 "Year 2020-2025"
 ]
}

 The dataset includes 110 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034503-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ux3r5m
title: Occurrence Download

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

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034506-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r85gy
title: Occurrence Download

description: A dataset containing 736 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tejidos colectados en la expedición al municipio Santa Bárbara, Santander - Proyecto Santander BIO"
 ]
}

 The dataset includes 736 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034505-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhf4s4
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hirsuta",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 216 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034507-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jth92h
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hirsuta",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 57 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034509-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr3jmg
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Senna obtusifolia"
 ]
}

 The dataset includes 123 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034512-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg8mnz
title: Occurrence Download

description: A dataset containing 100152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bromus inermis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100152 records from 885 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034489-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rerf57
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hirsuta",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034513-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssbgth
title: Occurrence Download

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

 The dataset includes 107 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034514-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97rurw
title: Occurrence Download

description: A dataset containing 1463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrolagus colliei"
 ]
}

 The dataset includes 1463 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034508-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3rp25
title: Occurrence Download

description: A dataset containing 1941 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversidad en la Central Térmica Cartagena"
 ]
}

 The dataset includes 1941 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034515-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sb69x
title: Occurrence Download

description: A dataset containing 7822 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Proyecto COL88611 para la conservación y uso sostenible de ecosistemas secos"
 ]
}

 The dataset includes 7822 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034516-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13221403
title: Clientes Sintéticos para Análise de Personas
DOI: 10.15468/dl.bja3gv
title: Occurrence Download

description: A dataset containing 79729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pomacentrus"
 ]
}

 The dataset includes 79729 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034473-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j3g8y
title: Occurrence Download

description: A dataset containing 3871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Bythotrephes longimanus"
 ]
}

 The dataset includes 3871 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034517-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdffek
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera hirsuta",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 339 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034518-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.