cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mjbt8hdvmz
title: 102 Isen-Isen Batik Lasem

description: This study hypothesizes that isen-isen motifs—complex filler patterns in Lasem batik—have essential cultural, symbolic, and historical value that is at risk of being lost, and therefore must be systematically documented to support the sustainability of Indonesia's intangible cultural heritage. This study presents a dataset of 102 digitized isen-isen motifs collected from three batik workshops in Lasem District (Batik Pesona Canting, KUB Srikandi, and Pusaka Beruang) through field research, interviews with artisans and cultural observers, and photographic documentation. These motifs were digitized through cutting and vector tracing in Adobe Illustrator at a resolution of 300 px/cm and saved in JPEG format with a size of 400×400 px and RGB color profile. The motifs were classified into five thematic categories—flora (50 motifs), fauna (22), daily life in Lasem (34), Javanese-Chinese acculturation (5), and historical narratives (6)—indicating that over 70% of the motifs reflect natural elements, while the remainder encode daily experiences, intercultural history, and philosophical teachings. Rich symbolic meanings emerge, such as prosperity (Gunung Ringgit), resilience (Ungker), transformation (Kricak), and ecological harmony (Latoh). The database was verified through collaboration with anthropologists and textile curators and has two functions, including visual education, design resources, ethnographic analysis, and digital heritage preservation. Interpretation of motifs depends on oral history and local cultural knowledge, making the database valuable for pattern recognition, semantic annotation, and participatory digital archiving. This visual database bridges traditional wisdom with technological innovation, ensuring that these small yet profound visual elements are preserved for interdisciplinary research and future generations.
DOI: 10.17632/mjbt8hdvmz.7
title: 102 Isen-Isen Batik Lasem

description: This study hypothesizes that isen-isen motifs—complex filler patterns in Lasem batik—have essential cultural, symbolic, and historical value that is at risk of being lost, and therefore must be systematically documented to support the sustainability of Indonesia's intangible cultural heritage. This study presents a dataset of 102 digitized isen-isen motifs collected from three batik workshops in Lasem District (Batik Pesona Canting, KUB Srikandi, and Pusaka Beruang) through field research, interviews with artisans and cultural observers, and photographic documentation. These motifs were digitized through cutting and vector tracing in Adobe Illustrator at a resolution of 300 px/cm and saved in JPEG format with a size of 400×400 px and RGB color profile. The motifs were classified into five thematic categories—flora (50 motifs), fauna (22), daily life in Lasem (34), Javanese-Chinese acculturation (5), and historical narratives (6)—indicating that over 70% of the motifs reflect natural elements, while the remainder encode daily experiences, intercultural history, and philosophical teachings. Rich symbolic meanings emerge, such as prosperity (Gunung Ringgit), resilience (Ungker), transformation (Kricak), and ecological harmony (Latoh). The database was verified through collaboration with anthropologists and textile curators and has two functions, including visual education, design resources, ethnographic analysis, and digital heritage preservation. Interpretation of motifs depends on oral history and local cultural knowledge, making the database valuable for pattern recognition, semantic annotation, and participatory digital archiving. This visual database bridges traditional wisdom with technological innovation, ensuring that these small yet profound visual elements are preserved for interdisciplinary research and future generations.
DOI: 10.7910/dvn/fouzs3
title: Estatísticas populacionais dos municípios do Estado de São Paulo (1836-2022)
title: Population Statistics of the Municipalities of the State of São Paulo (1836-2022)

description: Estatísticas populacionais dos municípios do Estado de São Paulo (1836-2022) consolida diversas informações regionais e desdobramentos territoriais de São Paulo, juntando fontes demográficas, cartográficas e econômicas e de saúde dos municípios do Estado de São Paulo durante o período 1836 a 2022, provenientes de diversas fontes.
description: Consolidates various regional information and territorial developments of São Paulo, bringing together demographic, cartographic, economic, and health sources from the municipalities of the State of São Paulo during the period 1836 to 2022, originating from various sources.
DOI: 10.7910/dvn/8l55ov
title: California Public Patient Discharge Data, January - December, 1996

description: The California Office of Statewide Health Planning and Development (OSHPD) collects inpatient data from licensed hospitals in California. The dataset consists of a record for each inpatient discharged from a California licensed hospital, including general acute care, acute psychiatric, chemical dependency recovery, and psychiatric health facilities. Items recorded include type of care, demographics (some items are masked to protect privacy and confidentiality), admission details, length of stay, source(s) of payment, diagnosis, conditions and procedures. because of the amount of data, the data is divided into three separate files; Los Angeles County, Southern California, Northern California.
description: California Public Patient Discharge Data
description: Version Date: nullVersion Text: Version 1 Subject: STANDARD DEPOSIT TERMS 1.0 Type: DATAPASS:TERMS:STANDARD:1.0 Notes: The UCLA Social Science Data Archive (“the Archive”) gives permission and any required licenses to Data-PASS to make the Content available for archiving, preservation and access (with permission of the Archive), within the Data Preservation Alliance for the Social Sciences ("Data-PASS") in accordance with the Data-PASS terms (the "Terms") of use (available from: http://www.icpsr.org/Data-PASS). Including permission to: (a) redisseminate copies of the Data Collection in a variety of distribution formats only according to the standard terms of use of the Archive; (b) promote and advertise the Data Collection in any publicity (in any form) for Data-PASS and the Archive; (c) describe, catalog, validate and document the Content; (d) store, translate, copy or re-format the Data Collection in any way to ensure its future preservation and accessibility, improve usability and/or protect respondent confidentiality; (e) incorporate metadata (cataloging information) or documentation regarding this study into public access catalogues. The Archive represents and warrants that the Content conforms to all Terms and that the Archive is lawfully entitled and has full authority to license Data-Pass to use the Materials in the ways described in the Terms.;
DOI: 10.7910/dvn/tpqh0c
title: A17_33736.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f8f8664f-7829-4f60-bd39-e62cc3e11755'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f8f8664f-7829-4f60-bd39-e62cc3e11755
DOI: 10.7910/dvn/6rddqh
title: Replication data for "Impacts of Chilean forest subsidies on forest cover, carbon and biodiversity"

description: Replication data for "Impacts of Chilean forest subsidies on forest cover, carbon and biodiversity," published in Nature Sustainability. Replication code is available at https://github.com/rheilmayr/chile_subsidies.
DOI: 10.7910/dvn/fpkw5k
title: Farmer demand for quality seed and adoption of improved varieties: The case of rice, legumes and oilseeds in the dry zone of Myanmar

description: This data set includes data from a survey conducted in the Dry Zone in Myanmar encompassing following regions and townships--Sagaing region (Myinmu and Monywa), Magway region (Magway and Pwint Phyu) and Mandalay region (Madaya and Kyaukse). The purpose of this survey was to assess the demand for quality seed and varietal adoption by smallholder farmers. The study covered the following 8 crops: paddy, sunflower, black gram, greengram, groundnut, sesame, pigeon pea and chickpea.
description: Funding for data collection and analysis was generously provided by USAID Burma and the Livelihoods and Food Security (LIFT) Fund.
DOI: 10.7910/dvn/uunxxx
title: Encuesta de Seguridad Alimentaria y Alimentación - Colombia 2020

description: La Encuesta de Seguridad Alimentaria y Alimentación (ESAA), enmarcada en el Proyecto Siembra Desarrollo. Pequeña Agricultura y Alimentación resilientes al Covid-19, que cuenta con el apoyo del Centro Internacional de Investigación para el Desarrollo (IDRC) de Canadá y tiene como propósito recopilar en forma sistemática y de acuerdo con una metodología científica, antecedentes y conocimientos útiles o necesarios para incidir en distintas esferas de la acción pública, que permitan impulsar procesos de desarrollo en países de América Latina.

Específicamente, el proyecto busca impulsar cambios institucionales y de políticas para fortalecer la participación de la agricultura familiar en los sistemas agroalimentarios y avanzar en su sostenibilidad, inclusividad y resiliencia, así como mitigar los efectos negativos sobre la seguridad alimentaria, a partir de la generación de evidencia empírica y el establecimiento de espacios de diálogo de políticas y herramientas de asistencia técnica a gobiernos. En particular: 1) Generar evidencia sobre los impactos del Covid-19 en los sistemas agroalimentarios y la agricultura de pequeña y mediana escala en 10 territorios urbano-rurales latinoamericanos; 2) Apoyar, a través de asistencia técnica, la implementación de medidas de protección que mitiguen el impacto de la pandemia en la seguridad alimentaria de los grupos más vulnerables, tanto urbano como rurales; 3) Promover cambios institucionales y/o de política pública mediante la generación de diálogo basado en evidencia que fortalezcan la participación de la agricultura familiar de pequeña y mediana escala en el sistema agroalimentario de una manera inclusiva, sostenible y con enfoque de género.
DOI: 10.7910/dvn/6osoae
title: Wright Casebook Edited; Docketed Case: 20,371
DOI: 10.7910/dvn/6rcydu
title: Replication Data for: Building a Better Speed Trap: Measuring Policy Adoption Speed in the American States

description: A comparative approach to policy diffusion work has recently yielded new and interesting results, as well as theoretical advancements, for policy innovation diffusion research. Specifically, punctuated equilibrium theory has been offered as an explanation for why some policies spread quickly, while others do so normally, and still others are adopted very slowly. Studies of adoption speed, however, currently rely on careful case selection or a dichotomous categorization of adoptions as fast or slow in order to test why policies diffuse at different speeds. Building on this foundational work, I propose a method for measuring adoption speed as a continuous concept, so that it can be modeled directly as an important outcome of interest to diffusion scholars. I then use the new measure to evaluate how adoption speed varies across time and policy domain. I further demonstrate the utility of the measure as a dependent variable by replicating past results, including the interactive effect of complexity and salience on adoption speed and positive effect of federal incentives, as well as finding preliminary evidence that policy clusters spread more rapidly than the average stand-alone policy.
DOI: 10.7910/dvn/tnsz3n
title: Comparative Constitutional Compliance Database v2.0

description: The final version of the database before publication.
DOI: 10.17632/zx8vctm7dv
title: MTP parameter files for α-Ag2S with different lev_max settings

description: The numeric suffix of the MTP parameter file indicates the value of lev_max selected.
DOI: 10.17632/zx8vctm7dv.1
title: MTP parameter files for α-Ag2S with different lev_max settings

description: The numeric suffix of the MTP parameter file indicates the value of lev_max selected.
DOI: 10.7910/dvn/6r8f7u
title: PGC Map Catalog

description: The PGC Map Catalog holds an archive of historical and contemporary polar maps.
&lt;br&gt;&lt;br&gt;
PGC obtains libraries of paper maps, scans them at a very high resolution, and provides digital copies in many formats, most with accompanying georeferencing information.
description: Maps available for search and download at http://maps.apps.pgc.umn.edu.
DOI: 10.7910/dvn/8cotfk
title: Replication Data for: Immigration and Preferences for Redistribution in Europe (2021)

description: Replication data and Stata do-files for the paper Immigration and Preferences for Redistribution in Europe (2021) joint with Alberto Alesina and Hillel Rapoport
DOI: 10.7910/dvn/tnq7ei
title: Replication Data for: Political Solutions to Discriminatory Behavior

description: Discriminatory treatment of minorities by public authorities remains a serious challenge and breaks with the central principles of impartiality. However, little research examines how discrimination can be reduced through political means. This article argues that discrimination occurs when the perceived marginal cost of serving a minority citizen exceeds the funding per user and/or when excess of demand forces the provider to prioritize which citizens to serve. This also suggests that increasing the funding per user and increasing supply to meet demand might reduce differential treatment. These predictions are tested in a high school enrollment system where the funding is linked to the number of students enrolled. Unique, fine-grained administrative data shows that minority applicants are 9 percentage points less likely to be enrolled in their preferred high school. More importantly, an administrative reform shows how increasing the supply side flexibility and pay-per-user cuts the difference in half.
DOI: 10.7910/dvn/8lwgfa
title: Prevalence Of Anxiety, Depression, and Insomnia Among Allied Health Professionals During The Pandemic Outbreak: A Systematic Review And Meta-Analysis

description: This systematic review and meta-analysis, conducted by Dr. Leena R David and colleagues, aimed to assess the prevalence of anxiety, depression, and insomnia among allied health professionals (AHPs) during the COVID-19 pandemic and other infectious disease outbreaks. The study identified a critical gap in the existing literature concerning the mental health of AHPs during such crises.

The researchers systematically searched major databases and identified 267 relevant articles, of which five met the inclusion criteria for review. These studies collectively involved 11,148 healthcare professionals, with 831 (7.54%) being AHPs. The selected studies utilized various mental health assessment tools and reported prevalence rates of anxiety and depression among AHPs.

The meta-analysis focused on three of the studies, revealing a pooled effect size of 0.21 for psychological stress and 0.19 for anxiety among AHPs. The results indicated that AHPs experienced moderate levels of psychological distress during infectious disease outbreaks.

Several risk factors were identified, including younger age, gender, social support, and occupational characteristics. The role of supervisors and the provision of accurate information were also highlighted as crucial in managing AHPs' mental health.

Despite the limitations of this study, including potential publication bias and heterogeneity among the selected studies, it provides valuable insights into the mental health challenges faced by AHPs during pandemics. The authors emphasize the need for further research with larger sample sizes and validated measurement tools to better understand and address the mental health of AHPs.

In conclusion, this study underscores the importance of monitoring and supporting the mental well-being of AHPs, who play a vital role in healthcare delivery during infectious disease outbreaks. Policymakers and healthcare organizations are urged to take action to mitigate the impact on AHPs' mental health and ensure their readiness and resilience in facing future public health crises.
DOI: 10.7910/dvn/tqiowq
title: TAPS data, March 2015

description: TAPS data, March 2015
DOI: 10.7910/dvn/n7q7rl
title: Replication Data for: Developing Informed Decision-Making Tools for Food Waste Management via Spatially Explicit Integration of Experimental Data and Computational Models

description: The dataset contains the code and the data used for the techo economic model described in the paper. The code can be easily be modified to extend the study to particular locations for the comparison of different technoeconomic metrics.

Requirements to run the script 
- The script is OS independent, so it should run on Windows, MacOS, Linux
- Python 3.10.2 (avoids issues related to the geopandas installation)
- Packages to be installed: numpy, pandas, matplotlib, seaborn, pathlib, datetime, itertools, geopandas
- Download and unzip the folder. Run the script

The script loads the original xlsx. files with HTC (hydrothermal carbonization) data and the .shp for USA state shapes data and performs all the computations required by the analysis. 
The plot used in the manuscript (and many more for the reader convenience) are generated in the output folder (created by the script itself on the first run).
DOI: 10.7910/dvn/upx9te
title: National Survey of Latinos
title: Pew Hispanic Center

description: Users can download data regarding the experiences and attitudes of Latinos in the United States.
&lt;p&gt;&lt;b&gt;Background&lt;/b&gt;&lt;/p&gt;The National Survey of Latinos was conducted by the Pew Hispanic Center. This survey explores the attitudes and experiences of Latinos in the United States. Survey topics include: attitudes towards immigrants, perceptions of discrimination, language ability, language preference, education, experiences with the health care system, fears of deportation, and attitudes about enforcement policy. &lt;p&gt;&lt;b&gt;User Functionality&lt;/b&gt;&lt;/p&gt;Users can download the dataset directly into SPS
S statistical software. &lt;p&gt;&lt;b&gt;Data Notes&lt;/b&gt;&lt;/p&gt;A nationally representative sample of adult Latinos (age 18 and older) was surveyed in 2002, 2004, 2006 and 2007. Telephone surveys were completed among respondents with a landline or cell phone. Surveys do not include all questions asked in previous surveys. National and state-level information is available.
DOI: 10.7910/dvn/6ovund
title: A12_21170.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/ea53125f-e9f5-4f94-9ba5-9ee37b0df6fe'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ea53125f-e9f5-4f94-9ba5-9ee37b0df6fe
DOI: 10.7910/dvn/pibwip
title: Optimization of CFRP for reinforced concrete beam

description: Thsi dataset is generated via metaheuristic algorithm to optimize the CFRP design for reinforced cocnrete beams.
DOI: 10.17632/ktfnhjspjn.1
title: TFDD: A Comprehensive Image dataset for Accurate Tomato Fruit Disease Detection and Classification

description: Tomatoes are one of the most widely cultivated and economically significant crops worldwide. However, their productivity and quality are significantly affected by various diseases, including bacterial, viral, and fungal infections. Tomato Fruit Disease Detection (TFDD) dataset designed to support the development and evaluation of object detection models. The dataset contains 285 original images. This dataset is collected from a local tomato field in Bhashanchar, Faridpur, Bangladesh. It consists of high-resolution images of tomatoes affected by different diseases, captured under natural field conditions such as Anthracnose, Blossom End Rot, Fruit Worm, Fruit Cracking, Late Blight, Mold, Early Blight, and Healthy. To enhance dataset diversity and improve model generalization, we applied several augmentation techniques, including horizontal and vertical flipping, rotations between -12° and +12°, shearing up to ±7° in both directions, brightness adjustments from -10% to +10%, and saturation variations between -7% and +7%. We augmented (3x) of the training images only. After augmentation we obtained 670 images (579 images for training, 58 images for validation, and 33 images for testing).
DOI: 10.7910/dvn/6p9sus
title: Replication Data for: Billionaire Politicians: A Global Perspective

description: This article introduces an original dataset of formal political participation for over 2,000 individuals included in the Forbes Billionaires List. We find that billionaire politicians are a surprisingly common phenomenon: Over 11% of the world’s billionaires have held or sought political office. Even compared to other elite groups known for producing politicians from their ranks, this is a high rate of political participation. Moreover, billionaires focus their political ambitions on influential positions, have a strong track record of winning elections, and lean to the right ideologically. We also document substantial cross-national variation: A country’s number of billionaire politicians is not simply a product of its total number of billionaires but is instead related to regime type. Indeed, billionaires formally enter the political sphere at a much higher rate in autocracies than in democracies. We conclude by discussing the normative implications of our findings and outlining a new research agenda on billionaire politicians.
DOI: 10.7910/dvn/uvc4ci
title: Diplomacy Through Agents

description: Leaders generally conduct diplomacy through relatively autonomous agents. I argue that delegating diplomacy allows for credible communication by constraining leaders’ ability to bluff. Specifically, leaders can choose diplomats who place some value on the interests of their host countries. Such diplomats will only oppose foreign government policies when these impose large costs on their home country. Consequently, a message from such a diplomat enjoys greater credibility than one from a diplomat whose preferences mirror those of the leader. This gain in credibility increases the leader’s chances of obtaining concessions when the diplomat opposes foreign policies and reduces the probability of conflict. I show formally that, for the leader, the optimal diplomat is always biased in this way because the increased credibility offsets the diplomat’s occasional failure to support the leader’s position. I conclude with a case study focused on the career of Ambassador Walter Hines Page.
DOI: 10.7910/dvn/6r78hr
title: Namibia University of Science and Technology Maize Dataset

description: The dataset was collected as part of funding by Lacuna to create an open-source dataset for machine learning for agriculture. Datasets for computer vision in agriculture are time-consuming to collect and curate datasets, this dataset was created to bridge the gap of availability of datasets for research. This dataset was created for disease classification and object detection for maize.
DOI: 10.7910/dvn/eynsnp
title: HR Practices and Turnover Intention: The Mediating Role of Organizational Commitment in Tehran

description: This is the data file for the study "HR Practices and Turnover Intention: The Mediating Role of Organizational Commitment in Tehran".
DOI: 10.7910/dvn/nigqbx
title: Replication Data for: Money in Exile: Campaign Contributions and Committee Access

description: Replication data for the ``Money in Exile: Campaign Contributions and Committee Access" Eleanor Powell and Justin Grimmer