cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/kk82-dz92
title: NIU-28 [Lorne Johnson Farm] [NIU-28] vertebrate fauna dataset

description: Raw data for the NIU-28 [Lorne Johnson Farm] [NIU-28] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/grmecg
title: PDB: 5DK3, Crystal Structure of Pembrolizumab, a full length IgG4 antibody random seed # 1 (310K, 37°C, 500 ns)

description: 5DK3, Crystal Structure of Pembrolizumab, a full length IgG4 antibody random seed #1 (310K, 37°C, 500 ns), PDBs obtained every 50 ns.
DOI: 10.7910/dvn/itfyac
title: Replication Data for: Election Outcomes, Legislative Representation, and Satisfaction with Democracy

description: This paper disentangles the relationship between election outcomes and satisfaction with democracy. As the first comparative study to employ a measure of satisfaction immediately before and after elections, we can be unusually confident that any changes we observe are attributable to election outcomes. Following previous work, we affirm that voting for parties that win more votes, more legislative seats, and more cabinet seats boosts satisfaction with democracy. In addition, we demonstrate for the first time that voters are sensitive to deficits in representation; satisfaction with democracy decreases when one’s party’s seat share falls short of its vote share.
DOI: 10.7910/dvn/rwpomi
title: Replication Data for: The Moderating Effect of Socioeconomic Status on the Nonlinear Relationship between Job Quality and Quality of Life

description: Current Psychology
DOI: 10.21233/axet-5p96
title: TK-26 water chemistry dataset

description: Raw data for the TK-26 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/g4fekq
title: ZigBee-based Parameter Monitoring and Controlling Scheme for Multiple DC Motors

description: Abstract
Objective/aim: This study suggests a safe and economical wireless control and monitoring system for multiple DC motors based on ZigBee wireless communication.

Methods: A set of sensors is used to control and monitor the information regarding the multiple DC motors parameters such as voltage, speed, temperature, and over-current and then transmit this information through the wireless ZigBee Protocol. A microcontroller is used for information collection and storage. According to monitored information, the DC motor will be stopped or started by the control signal via the computer interface produced with ZigBee when a certain condition is accomplished.

Findings: The developed system can perform various operations like the automatic on/off of multiple DC motors, forward & reverse, speed control, checking overload condition, current measuring, and voltage measuring. The parameters: voltage, current, temperature, revolution per minute (RPM) can be detected in real-time by sensors and transferred to the host computer, displayed and store in an excel file. A ZigBee device is used to receive and transmit data efficiently from microcontroller to the PC and vice versa. In the past, similar systems were used for a single DC motor which was expensive such as PLC and Wi-Fi. In this work, a cost-effective ZigBee-based system is used for multiple DC motors.

Applications/improvements: The proposed system can be further improved and modified for the real-time measuring system for AC machines. Moreover, the proposed wireless monitoring system can be enhanced with artificial intelligence.

Keyword: DC Motor, Wireless Control and ZigBee Module, Microcontroller, Monitoring System.
DOI: 10.7910/dvn/mn8oh2
title: Replication Code and Data for Bank Debt, Mutual Fund Equity, and Swing Pricing in Liquidity Provision

description: Replication Code and Data for "Bank Debt, Mutual Fund Equity, and Swing Pricing in Liquidity Provision" by Yiming Ma, Kairong Xiao, and Yao Zeng
DOI: 10.21233/cack-ns28
title: Blackman Lake water chemistry dataset

description: Raw data for the Blackman Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/gs6n40
title: Replication Data for: Replication Data for: News Cycles and Satisfaction With Democracy: How the Pandemic Short-Circuited Media Polarization

description: Replication Files for: Hammoud-Gallego, O., Foa, R.S. & Romero Vidal, X. (2025) News Cycles and Satisfaction With Democracy: How the Pandemic Short-Circuited Media Polarization, British Journal of Political Science.
DOI: 10.21233/d8k4-yw65
title: Casa Chiquita,  San Juan Co., NM vertebrate fauna dataset

description: Raw data for the Casa Chiquita,  San Juan Co., NM vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/5rzzhp
title: Dataset on the development of residential building renovation strategies

description: The dataset provides insights into the early design and parametrization of six building renovation strategies for a single-family dwelling in Belgium. Detailed focus group reports capturing the conceptualization of the retrofit scenarios are provided. This preliminary information is used for the energy modeling of the proposed retrofit scenarios in DesignBuilder and the subsequent sensitivity analyses. The energy models of the retrofit scenarios provided here are derived from the model of Attia et al. [1].

[1] Attia, S. (2021). Benchmark models for post-world war II residential buildings (Version V3) [Dataset]. Harvard Dataverse. https://doi.org/10.7910/DVN/MNWQZH
DOI: 10.7910/dvn/jhk49d
title: Data release for A search for extremely-high-energy neutrinos and first constraints on the ultra-high-energy cosmic-ray proton fraction with IceCube

description: &lt;h1 id="summary"&gt;Summary&lt;/h1&gt;
&lt;p&gt;Title: Data Release for A search for extremely-high-energy neutrinos and first constraints on the ultra-high-energy cosmic-ray proton fraction with IceCube&lt;/p&gt;
&lt;p&gt;The IceCube observatory analyzed 12.6 years of data 
in search of extremely-high-energy (EHE) neutrinos above 5 PeV.
The resultant limit of the search (Fig 1), 
and the effective area of the event selection (Fig 7),
are provided in this data release.&lt;/p&gt;
&lt;h1 id="contents"&gt;Contents&lt;/h1&gt;
&lt;ul&gt;
&lt;li&gt;&lt;p&gt;README file: this file&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;differential_limit_and_sensitivity.csv&lt;/code&gt;: a comma separated value file,
giving the observed experimental differential limit, 
and sensitivity, of the search as a function of neutrino energy.
This is the content of Fig 1 in the paper.
The first column is the neutrino energy in GeV.
The second column is the limit in units of GeV/cm2/s/sr.
The third column is the sensitivity in units of GeV/cm2/s/sr.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;effective_area.csv&lt;/code&gt;: a comma separated value file,
giving the effective area of the search as a function of energy.
This is the content of Fig 7 in the paper.
The first column is the neutrino energy in GeV.
The second column is the total effective area of the search, 
summed across neutrino flavors, 
and averaged across neutrinos and antineutrinos, in meters-squared.
The third column is the effective area of the search for the average of electron neutrino and electron antineutrinos in units of meters-squared.
The fourth column is the same as the third, but for muon-flavor neutrinos.
The fifth column is the same as the third and fourth, but for tau-flavor neutrinos.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;code&gt;demo.py&lt;/code&gt;: a short python script to demonstrate how to read the files.
Run like &lt;code&gt;python demo.py&lt;/code&gt;. A standard base python installation is sufficient,
as the only dependencies are numpy and matplotlib.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h1 id="contacts"&gt;Contacts&lt;/h1&gt;
&lt;p&gt;For any questions about this data release, please write to analysis@icecube.wisc.edu&lt;/p&gt;
DOI: 10.7910/dvn/mrxesb
title: Raw data from "Binocular integration of prey stimuli in the zebrafish visual system"

description: This dataset contains two-photon (2P) calcium imaging data, simultaneously recorded behavioral videos and associated metadata for one &lt;i&gt;Tg(elavl3:Hsa.H2B-GCaMP6s)jf5Tg&lt;/i&gt; fish presented with circulating prey-like stimuli across 8 recording sessions. For details on the experimental setup and data acquisition, please refer to the associated publication.

&lt;p&gt;The dataset is organized as follows:

&lt;ul&gt;
 &lt;li&gt;&lt;code&gt;2p_&lt;session&gt;.zarr.tar.part*&lt;/code&gt;: Split archives of .zarr files containing 2P imaging data in TCZYX order.&lt;/li&gt;
 &lt;li&gt;&lt;code&gt;2p_timestamps.npy&lt;/code&gt;: Numpy array of shape (n_sessions, n_frames, n_planes) containing 2P imaging timestamps in seconds.&lt;/li&gt;
 &lt;li&gt;&lt;code&gt;behavior_&lt;session&gt;.mp4&lt;/code&gt;: HEVC-encoded behavioral video recordings.&lt;/li&gt;
 &lt;li&gt;&lt;code&gt;behavior_timestamps.npy&lt;/code&gt;: Numpy array of shape (n_sessions, n_frames) containing behavioral recording timestamps in seconds.&lt;/li&gt;
 &lt;li&gt;&lt;code&gt;zstack_channel_&lt;channel&gt;.nii.gz&lt;/code&gt;: Z-stack images in NIfTI format.&lt;/li&gt;
 &lt;li&gt;&lt;code&gt;trials_info.parquet&lt;/code&gt;: Dataframe containing trial information (e.g., ocular condition, stimulus azimuth, stimulus onset times).&lt;/li&gt;
&lt;/ul&gt;

The zarr store for each session can be reconstructed by concatenating the split archives and extracting the contents using tar. For example, to reconstruct the zarr store for the first session:
&lt;pre&gt;
cat 2p_0.zarr.tar.part* | tar -xvf -
&lt;/pre&gt;
DOI: 10.21233/jv7h-4s86
title: LDDsite3570 water chemistry dataset

description: Raw data for the LDDsite3570 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/jhkeat
title: CD36-mediated endocytosis of proteolysis-targeting chimeras

description: Original raw data of immunoblotting images, SPR, MTT assays, in vivo assays, and chemical synthesis and characterization.
DOI: 10.7910/dvn/thpq2o
title: joint_RO_estimation_NHP

description: In-vivo results of joint direct parametric reconstruction for PET receptor occupancy studies
DOI: 10.7910/dvn/5jqxyl
title: Replication Data for: The Hidden Costs of Dismissal: Behavioral Consequences of Impending Termination

description: This is the replication package for "The Hidden Costs of Dismissal: Behavioral Consequences of Impending Termination," accepted in 2025 by the Journal of Labor Economics.
DOI: 10.21233/8kb0-bp52
title: Harrisonville Lake diatom surface sample dataset

description: Raw data for the Harrisonville Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/cxt4yn
title: Replication Data for: Group Prototypicality and Boundary Definition: Comparing White and Black Perceptions of Whether Latinos are American

description: Examining group boundaries is instrumental to understanding inter-group relations, particularly differences in boundary drawing between prototypical and peripheral group members. Whether identity strength and prototypicality have an interactive effect on how group members draw boundaries has been underexplored. We also know less about how different Latinos are viewed, despite the group’s vast diversity. This paper takes up these questions and compares White and Black Americans’ views of Latinos as American. Strikingly, among all respondents, U.S.-born Latinos are seen as less American when their parent is undocumented. Results suggest that Black Americans are driven by economic and political concerns, and perceive greater commonality with more marginalized Latinos. Whites are driven by cultural concerns and prefer those who will not challenge their prototypicality. This illustrates a divergence in how Latinos are received among each group.
description: <strong>APSR Data Editors' Note:</strong> APSR Data Editors have reviewed included documentation for completeness and have successfully reproduced all figures and tables in the article using the code and data included in this deposit. Data editors do not review results presented in appendices or supplementary materials.
DOI: 10.7910/dvn/sekobv
title: A86_1016.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f6f815e8-6b88-f41a-7eeb-a81db1dd39e7'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f6f815e8-6b88-f41a-7eeb-a81db1dd39e7
DOI: 10.7910/dvn/gsfyaw
title: Global 2050 suitability for Aedes aegypti transmitted Zika at 97.5% CI (5 arc minutes), RCP 4.5, HadGEM2-ES

description: This dataset contains the 2050 global distributed predicted number of months suitable for transmission of Zika by Aedes aegypti mosquitoes per pixel (5 arc minutes - approximately 10km sq at the equator), under RCP 4.5, GCM HadGEM2-ES. Please refer to the accompanying publication for details.
description: This coverage appears in Figure 2a of the above publication.
DOI: 10.7910/dvn/fxqzox
title: Replication Data for: Uncovering African Agency: Non-State Actors and Sino-Ghana Relations

description: The burgeoning ‘ChinAfrica’ debates often fail to consider questions of African agency
and in particular, the role played by civil society organizations (CSOs), the media and
local groupings to give greater voice to African agency in Sino-African relations.
Drawing on qualitative methods (interviews and content analysis), the study examines
the relationship and focuses primarily on the case of Ghana to investigate how CSOs
and the media engage, negotiate, influence, and resist Chinese actors' involvement in
Africa. The findings posit that both Ghanaian state and non-state actors make efforts to
influence and shape their engagement with the Chinese. Significantly, the media and
CSOs, local community and private groupings exert greater agency and prompt state-
level agency in Sino-African relations. Strikingly, it is revealed that while the media are
more proactive, some local communities are sometimes complicit in the whole attempt
at challenging and exposing Chinese illegal activities in Ghana, especially in the mining
and retail sectors. This is because they are either employees of or have interest in
Chinese businesses as shareholders and therefore conceal information regarding
Chinese illegal activities.
DOI: 10.21233/2ysv-4c06
title: Beck Shelter [23HI247] macroinvertebrate dataset

description: Raw data for the Beck Shelter [23HI247] macroinvertebrate dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/iifbyd
title: Replication Data for: Employment Protection Legislation and Informality: Theory and Evidence from India

description: This is the replication package for "Employment Protection Legislation and Informality: Theory and Evidence from India," accepted in 2024 by the Journal of Political Economy: Microeconomics.
DOI: 10.21233/kwv8-bt94
title: Deep Lake ostracode surface sample dataset

description: Raw data for the Deep Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/dckklw
title: Replication data for: When Transparency Fails: Financial Incentives for Local Banking Agents in Indonesia

description: This repositoy contains the information to replicate the results in Deserranno, et. al. (2023) "When Transparency Fails: Financial Incentives for Local Banking Agents in Indonesia"
description: Volume XX, Issue X
DOI: 10.7910/dvn/5cv60w
title: modbm_us_10703_17_008

description: Occasional discourse on the nigger question
description: URN-3:FHCL.HOUGH:100509876
DOI: 10.21233/a0vp-c683
title: Goat Lake pollen surface sample dataset

description: Raw data for the Goat Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/jx99al
title: A Review of Studies Examining the Effect of Education on Levels and Distributions of Democratic Competences

description: Our review represents the first attempt to cover all relevant educational aspects and all democratic competences. Its comprehensive nature is further underlined by its effort to not only review studies examining the effect of education on levels of democratic competences but also those that explore how education can diminish inequalities in such competences. After selecting and reviewing 365 studies, we find that the citizenship education curriculum, a participatory pedagogy, extending compulsory education and educational attainment have win-win effects, in terms of promoting both levels of and equality in democratic competences. By contrast, tracking, school autonomy and summative assessment have either null or negative effects.

Highlights:
1. Comprehensive review on how education promotes democratic competences.
2. Examines all dimensions of democratic competences.
3. Addresses education's impact on both level and distribution of competences.
4. Curriculum, pedagogy and required education raise competence levels and equality.
5. Tracking raises inequality without increasing competence levels.
DOI: 10.7910/dvn/cyhdku
title: Replication Data for: Emotion1

description: Access to the dataset only for the reviewers of the article submitted to the journal to verify the correctness of the statistical analyses performed. The use of the data for any other purposes is not permitted and requires the written consent of the author.
DOI: 10.7910/dvn/5d2bh3
title: Executive Agreements Database, Background Statement Concerning the 1992 Amendments to the Annex of the Protocol Of 1978 Relating to the International Convention For The Prevention Of Pollution From Ships, 1973 Adopted Act London March 6, 1992 Entered Into Force July 6, 1993

description: KAV 3603 cover memo
DOI: 10.21233/6h65-1h68
title: Withlacoochee River 7A vertebrate fauna dataset

description: Raw data for the Withlacoochee River 7A vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/jwz75l
title: Replication Data for: “Fixed Effects, Lagged Dependent Variables, and Bracketing: Cautionary Remarks” (Demetrescu, Frondel, Tomberg, and Vance, 2025)

description: This folder contains the code necessary to replicate the results in “Fixed Effects, Lagged Dependent Variables, and Bracketing: Cautionary Remarks” (Demetrescu, Frondel, Tomberg, and Vance, 2025).
DOI: 10.7910/dvn/cx522l
title: Hip Data

description: Hip data
DOI: 10.7910/dvn/setyu7
title: Replication Data for: Do States Constrain Non-State Hackers?: International Telecommunication Union Elections and Non-State Cyber Aggression

description: Do states constrain non-state hackers? This article extends research on the role of transnational cyber aggression in international relations, showing that governments can be incentivized to mitigate non-state hacking. To test this argument, I leverage competitive elections to the International Telecommunication Union (ITU), which requires states to campaign on their cybersecurity record. By exploiting this variation, I demonstrate that states are responsive to incentives. Candidates reduce non-state cyber aggression to increase their likelihood of election. This finding demonstrates the potential utility of international institutions as a policy solution to transnational hacking, suggesting that structural incentives can induce states to constrain hackers operating in their territory. Replication data for article forthcoming in Journal of Conflict Resolution.
DOI: 10.7910/dvn/tht5gs
title: Mapping the Landscape of Land Inequality: A Multi-Level, Data-Driven Exploration of Land Inequality in South Korea's Urban and Regional Spheres

description: PLOS ONE
DOI: 10.21233/ftb0-af85
title: Lilbourn [23NM38] vertebrate fauna dataset

description: Raw data for the Lilbourn [23NM38] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/msqbx8
title: Flagship plant communities in restored wetlands exhibited rapid vegetation recovery and substantial gain in surface-water extents

description: Dataset Description:
This dataset comprises the remote sensing and field survey data used to assess the effectiveness of wetland restoration on retired cranberry farms. It includes:

- Remote Sensing Data:
 - Sentinel-2–derived enhanced vegetation index (EVI) and normalized difference water index (NDWI) measurements.
 - Spatial and temporal metadata detailing image acquisition dates, sensor specifications, and processing parameters.

- Field Survey Data:
 - Ground‐surveyed point locations used for in-situ validation of image‐based plant community identification.
 - Pre-restoration (May 2019) and post-restoration data corresponding to the same set of ground‐surveyed points.

- Study Scope:
 - Data cover various wetland plant communities, including reference wetlands, and sites restored in 2016 and 2020.
 - The dataset enables quantification of temporal dynamics in vegetation recovery and surface-water cover, and supports comparisons of spectral distinctions among restored and reference wetland communities.

This dataset provides a robust basis for analyzing wetland restoration outcomes, facilitating evidence-based assessments of vegetation recovery and hydrological changes in degraded ecosystems.
description: contact the authors before using this dataset