cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/uaoasj
title: Replication Data for: Counting the Uncounted: How Indicators Hide Carbon and Territory in Brazil’s National Logistics Plan

description: Description:
This dataset contains the primary documentary sources underpinning the analysis in this article:

PNL 2035 Report (Portuguese & English): The official executive report of Brazil’s National Logistics Plan 2035, as published by the Ministry of Transport.

PNL 2050 Indicator Methodology (Portuguese): The preliminary methodological guide for indicators (β₁–β₆), released under public consultation.

PNL 2050 Indicator Spreadsheet (Portuguese): The spreadsheet providing corridor-level base scenario data for carbon intensity, protected areas, Indigenous and quilombola territories, and speleological overlap.

About the PNL 2050 materials:
The methodology and indicator spreadsheet were released as part of the “Diagnóstico – Parte II: Corredores de mercado doméstico e indicadores do cenário-base” public consultation (Process: 50000.014132/2025-53), coordinated by the Subsecretaria de Fomento e Planejamento (SFPLAN/SE/MT) of the Ministry of Transport. The consultation was open from 30/05/2025 to 29/06/2025, and aimed to collect societal contributions for the intermediate stages of the PNL 2050 development, in accordance with Decree nº 12.022/2024 establishing the Integrated Transport Planning (PIT). More details and open data can be accessed through the official PIT Portal (https://pit.infrasa.gov.br/dados-abertos/) and the public consultation page (https://www.gov.br/participamaisbrasil/diagnostico-do-pnl-2050).

All documents are public and serve to support transparency, social participation, and reproducibility of all analytical results presented in this study.
DOI: 10.15468/dl.6ztxcb
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa rubiginosa L.",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 252 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081820-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2df7w
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa rubiginosa L.",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081821-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhujuv
title: Occurrence Download

description: A dataset containing 1553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa rubiginosa L.",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1553 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081822-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pju9ty
title: Occurrence Download

description: A dataset containing 1874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedyosmum mexicanum Cordem. ex Baill."
 ]
}

 The dataset includes 1874 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081823-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n2mur
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum coulteri S.Watson"
 ]
}

 The dataset includes 261 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081824-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qmf7b
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Anolis evermanni Stejneger, 1904"
 ]
}

 The dataset includes 611 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081826-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6zykh
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Ara ambiguus (Bechstein, 1811)"
 ]
}

 The dataset includes 121 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081828-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95dtsw
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa rubiginosa L.",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 223 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081829-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4rpak
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa rubiginosa L.",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1018 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081830-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2ak2h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Vascular Plants of Canada (VASCAN)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081827-250525065834625/datasets/export for details.
DOI: 10.5066/p14rschz
title: Polychlorinated biphenyls (PCB) and geochemical concentrations of source and target sediment and sediment cores and PCB concentrations in sediment porewater collected from the Back River watershed, Maryland 2023

description: These data were collected as part of a study that used a sediment fingerprinting model to better understand sources of PCB-contaminated suspended sediments within stormflow in the Back River watershed. This metadata record contains 4 tables of data used to model and assess the source of storm sediment collected within the Back River watershed in Maryland in 2023. Included in the dataset are analytical results from sediment samples collected from the landscape, in stream banks, during storms using passive samplers, and intact cores, and analyzed for (1) PCB, (2) elemental metals and carbon content, and (3) grain size. Also included are calculated PCB concentrations in porewater using sediment concentration from storm and core samples.
DOI: 10.15468/dl.utc5ad
title: Occurrence Download

description: A dataset containing 113971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Merops pusillus P.L.S.Müller, 1776",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 113971 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081811-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15777422
title: Data for "Postselection-free experimental observation of the measurement-induced phase transition in circuits with universal gates"

description: This repository contains code and supporting data for the paper "Postselection-free experimental observation of the measurement-induced phase transition in circuits with universal gates". Please see the README.md file for detailed instructions regarding the data analysis pipeline.
DOI: 10.3886/e216041
title: Replication Data and Code for Underbidding for Oil and Gas Tracts

description: Common values auction models, where bidder decisions depend on noisy
signals of common values, provide predictions about Bayesian Nash
equilibrium (BNE) outcomes. In settings where these common values
can be estimated, these predictions can be tested. We propose a series
of tests, robust to assumptions about the signal structure, to determine
whether the observed data could have been generated by a Bayesian
Nash equilibrium. In the setting of oil and gas lease auctions in
New Mexico, we find evidence that participation decisions are correlated
and that participants systematically underbid in light of ex post
outcomes.<br>
description: Oil and Gas Lease Sales, held monthly by the New Mexico State
Land Office (NMSLO) <br>.
DOI: 10.3886/e216041v1
title: Replication Data and Code for Underbidding for Oil and Gas Tracts

description: Common values auction models, where bidder decisions depend on noisy
signals of common values, provide predictions about Bayesian Nash
equilibrium (BNE) outcomes. In settings where these common values
can be estimated, these predictions can be tested. We propose a series
of tests, robust to assumptions about the signal structure, to determine
whether the observed data could have been generated by a Bayesian
Nash equilibrium. In the setting of oil and gas lease auctions in
New Mexico, we find evidence that participation decisions are correlated
and that participants systematically underbid in light of ex post
outcomes.<br>
description: Oil and Gas Lease Sales, held monthly by the New Mexico State
Land Office (NMSLO) <br>.
DOI: 10.15468/dl.zmyjur
title: Occurrence Download

description: A dataset containing 1492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Merops revoilii Oustalet, 1882",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1492 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081831-250525065834625/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.29420804.v1
title: Macro- and Micro-injury Define the Heart Failure Progression after Permanent Coronary Ligation or Ischemia-Reperfusion in Risk-Free Mice

description: S-Figure 1-4
DOI: 10.15468/dl.n9837p
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum patens Hemsl."
 ]
}

 The dataset includes 205 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081832-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.racesa
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus ulmifolius Schott",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081834-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxryb2
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus ulmifolius Schott",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081833-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgma6u
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus ulmifolius Schott",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 333 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081836-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbxw47
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.06689 41.17638,1.04898 41.15771,1.06191 41.1358,1.10313 41.12302,1.13707 41.1285,1.15405 41.14311,1.1492 41.16745,1.12346 41.18307,1.06689 41.17638))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1000-1917"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081835-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e215841
title: Data and Code for: The Negligible Effect of Free Contraception on Fertility: Experimental Evidence from Burkina Faso

description: This package contains the survey data and documentation for “The Negligible Effect of Free Contraception on Fertility: Experimental Evidence from Burkina Faso,” by Pascaline Dupas, Seema Jayachandran, Adriana Lleras-Muney,and Pauline Rossi. It contains all data and code necessary for replicating the tables and figures in the paper. The data files are in Stata (.dta), and the replication code was written in Stata. The abstract of the paper is as follows:<br><br>We conducted a randomized trial among 14,545 households in rural Burkina Faso to test the oft-cited hypothesis that limited access to contraception is an important driver of high fertility rates in West Africa. We do not find support for this hypothesis. Women who were given free access to modern contraception for three years did not have lower birth rates; we can reject even modest effects. We cross-randomized additional interventions to address inefficiencies that might depress demand for free contraception, specifically misperceptions about the child mortality rate and social norms. Free contraception did not significantly influence fertility even in combination with these interventions.
description: The villages within the catchment areas of 100 public health centers across 20 provinces in Burkina Faso.
DOI: 10.3886/e215841v1
title: Data and Code for: The Negligible Effect of Free Contraception on Fertility: Experimental Evidence from Burkina Faso

description: This package contains the survey data and documentation for “The Negligible Effect of Free Contraception on Fertility: Experimental Evidence from Burkina Faso,” by Pascaline Dupas, Seema Jayachandran, Adriana Lleras-Muney,and Pauline Rossi. It contains all data and code necessary for replicating the tables and figures in the paper. The data files are in Stata (.dta), and the replication code was written in Stata. The abstract of the paper is as follows:<br><br>We conducted a randomized trial among 14,545 households in rural Burkina Faso to test the oft-cited hypothesis that limited access to contraception is an important driver of high fertility rates in West Africa. We do not find support for this hypothesis. Women who were given free access to modern contraception for three years did not have lower birth rates; we can reject even modest effects. We cross-randomized additional interventions to address inefficiencies that might depress demand for free contraception, specifically misperceptions about the child mortality rate and social norms. Free contraception did not significantly influence fertility even in combination with these interventions.
description: The villages within the catchment areas of 100 public health centers across 20 provinces in Burkina Faso.
DOI: 10.15468/dl.g9tbwr
title: Occurrence Download

description: A dataset containing 11938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.06689 41.17638,1.04898 41.15771,1.06191 41.1358,1.10313 41.12302,1.13707 41.1285,1.15405 41.14311,1.1492 41.16745,1.12346 41.18307,1.06689 41.17638))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11938 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081837-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cpd9s
title: Occurrence Download

description: A dataset containing 1352 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clethra lanata M.Martens & Galeotti"
 ]
}

 The dataset includes 1352 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081838-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdrsww
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Anolis pulchellus Duméril & Bibron, 1837"
 ]
}

 The dataset includes 387 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081839-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2d4cac
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus ulmifolius Schott",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081842-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxjfdg
title: Occurrence Download

description: A dataset containing 15198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Merops superciliosus Linnaeus, 1766",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 15198 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081840-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn6jzt
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus ulmifolius Schott",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 403 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081841-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15391944
title: Dataset - Noninvasive real-time monitoring of cellular spatiotemporal dynamics via machine learning-enhanced electrical impedance spectroscopy

description: This dataset contains experimental data collected from Electrical Impedance Spectroscopy (EIS) measurements and image-based cell segmentation under three different conditions: monoculture-1 (MC1), monoculture-2 (MC2), and co-culture (CC). The dataset includes observations for MCF10A, MCF7, and MCF10A-Ac cell types, as well as their co-cultures.

Data Description

Each row in the dataset corresponds to a single measurement or observation. The columns are as follows:





exp_kind: Type of experiment (MC1, MC2, CC).




exp_num: Unique experiment identifier.




cell_type: Type of cells used (MCF10A, MCF7, MCF10A-Ac, or mixed).




xy: Position on the electrode array (indexed 1–25 from top-left to bottom-right).




t: Time point index during data acquisition.




elapsed_time: Time (in seconds) elapsed since the start of the experiment.




freq: Array of frequency points used in the EIS measurement.




modulus, phase, real, imag: Raw EIS measurement values across frequencies.




cal_modulus, cal_phase, cal_real, cal_imag: Calibrated EIS values after open-load compensation (used for model predictions).




cell_density: Cell density measured in cells/mm².




covered_area: Fraction of the electrode area covered by cells (range: 0–1).




mean_cell_diameter: Average diameter of segmented cells in micrometers (µm).




percentage_n_vs_c: Percentage of normal (MCF10A/MCF10A-Ac) versus cancerous (MCF7) cells in co-culture conditions.
DOI: 10.5281/zenodo.15391943
title: Dataset - Noninvasive real-time monitoring of cellular spatiotemporal dynamics via machine learning-enhanced electrical impedance spectroscopy

description: This dataset contains experimental data collected from Electrical Impedance Spectroscopy (EIS) measurements and image-based cell segmentation under three different conditions: monoculture-1 (MC1), monoculture-2 (MC2), and co-culture (CC). The dataset includes observations for MCF10A, MCF7, and MCF10A-Ac cell types, as well as their co-cultures.

Data Description

Each row in the dataset corresponds to a single measurement or observation. The columns are as follows:





exp_kind: Type of experiment (MC1, MC2, CC).




exp_num: Unique experiment identifier.




cell_type: Type of cells used (MCF10A, MCF7, MCF10A-Ac, or mixed).




xy: Position on the electrode array (indexed 1–25 from top-left to bottom-right).




t: Time point index during data acquisition.




elapsed_time: Time (in seconds) elapsed since the start of the experiment.




freq: Array of frequency points used in the EIS measurement.




modulus, phase, real, imag: Raw EIS measurement values across frequencies.




cal_modulus, cal_phase, cal_real, cal_imag: Calibrated EIS values after open-load compensation (used for model predictions).




cell_density: Cell density measured in cells/mm².




covered_area: Fraction of the electrode area covered by cells (range: 0–1).




mean_cell_diameter: Average diameter of segmented cells in micrometers (µm).




percentage_n_vs_c: Percentage of normal (MCF10A/MCF10A-Ac) versus cancerous (MCF7) cells in co-culture conditions.
DOI: 10.34740/kaggle/dsv/12333458
title: Peer-to-Peer Boliviano (BOB) Exchange Data