cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/tk3tv
title: Senate Unpassed Legislation 1839, Docket 10525, SC1/series 231, Petition of Elizabeth Emery

description: &lt;p&gt;Petition subject: To abolish slavery in Washington D.C. &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11857957"&gt;http://nrs.harvard.edu/urn-3:FHCL:11857957&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Andover &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Thomas C. Foster, Andover &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Elizabeth Emery&lt;/li&gt;&lt;li&gt;Lucretia Richardson&lt;/li&gt;&lt;li&gt;Mary S. Jenkins&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 181 &lt;/p&gt; &lt;p&gt;Female signatures: 181 &lt;/p&gt; &lt;p&gt;Female only signatures: Yes &lt;/p&gt; &lt;p&gt;Identifications of signatories: women, [females] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1839, Docket 10525 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/ufxgol
title: Replication Data for: Do Identity Frames Impact Support for Multiracial Candidates? The Case of Kamala Harris

description: The number of multiracial candidates seeking office is growing in an increasingly diverse America. This raises questions about how the media frame candidates with potentially complex racial backgrounds and how voters respond to these frames. We investigate the impact of media frames that emphasize race and gender attributes using survey experiments on Kamala Harris---the first Black woman and first Asian woman vice president. Our findings are mixed. In a survey experiment conducted after her nomination, headlines emphasizing different elements of Harris's race or gender had no impact on public attitudes. In an experiment conducted after Harris was inaugurated, however, headlines that cued her gender only or both her gender and her Black racial background boosted popular support. Taken together, these findings suggest that some types of identity-based cues may matter, but the effects are sensitive to experimental settings and contexts.
DOI: 10.7910/dvn/pp6qrq
title: Replication Data for: Mortality after inpatient treatment for diarrhea in children: a cohort study

description: &lt;p&gt;This was analysis of data from children aged 2 to 59months admitted at Kilifi County hospital from 2007 to 2015 and linked with Kilifi Health and Demographic Surveillance System (KHDSS). Children were included in this study if they were admitted with diarrheal disease. The aim of this data analysis was to evaluate estimate inpatient and 1-year post-discharge mortality and to describe risk factors for an increased risk of death. Variables include: participant demographics, clinical and laboratory test parameters&lt;/p&gt;
description: StataIC, 15.1
description: Access to the datasets is restricted as it contains sensitive information on participants. 
Accompanying documentation is available under open access. For more detailed information beyond the metadata and documentation provided, there is a process of managed access requiring submission of a request form for consideration by our Data Governance Committee ( http://kemri-wellcome.org/about-us/#ChildVerticalTab_15 )
DOI: 10.7910/dvn/tln4zy
title: Pregnancy Nutrition Surveillance System (PNSS)
title: Centers for Disease Control and Prevention (CDC)

description: Users can download data tables to gather information regarding risk factors associated with poor birth outcomes among low-income women.
&lt;p&gt;&lt;b&gt;Background&lt;/b&gt;&lt;/p&gt; The Pregnancy Nutritional Surveillance System (PNSS) is part of the Centers for Disease Control and Prevention (CDC). The PNSS gathers data on the nutritional and behavioral risk factors that are associated with infant mortality and other poor birth outcomes among low-income pregnant women in the United States. PNSS data includes: pre-pregnancy weight status, weight gain, parity, interpregnancy intervals, anemia, WIC enrollment, vitamin consumption, smoking, and drinking
. &lt;p&gt;&lt;b&gt;User Functionality&lt;/b&gt;&lt;/p&gt; Users can view and download static data tables, which are organized by table number, health indicator and type of analysis. &lt;p&gt;&lt;b&gt;Data Notes&lt;/b&gt;&lt;/p&gt; Participants are low-income pregnant women who utilized federally funded maternal and child health and nutrition programs. Data sources include: Supplemental Nutrition Program for Women, Infants and Children (WIC) and Title V Maternal and Child Health Program. Data is available in PDF and HTML formats. The latest
data is available from 2009 and there is no indication as to when they will update the data.
DOI: 10.7910/dvn/ue7xij
title: Harmonized Income Dataset

description: The Harmonized Income Dataset provides harmonized individual-level survey variables on personal and household income from 19 major cross-national survey projects, as well as technical variables necessary to match them to the Survey Data Recycling Master File version 1 (SDR v.1, DOI:10.7910/DVN/VWGF5Q), which contains harmonized survey items on political participation, political attitudes, as well as their selected correlates.
DOI: 10.15468/dl.j2r6cv
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "GbifRegion is Europe and Central Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Tetramorium immigrans Santschi, 1927",
 "Year 2000-2025"
 ]
}

 The dataset includes 87 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017921-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/79dqsr
title: Participantes da política pública de estímulo à Cidadania Fiscal (CSNVD)

description: Amostra de 391 usuários participantes da campanha "Sua Nota Vale Dinheiro", promovida pelo estado do Ceará - Brasil , coletada para fins mensurar a influência desta política pública na conscientização tributária de seus participantes. Composta de variáveis comportamentais, socioeconômicas e relacionadas à avaliação do grau de satisfação dos usuários com a política.
DOI: 10.7910/dvn/u39hoq
title: Replication Data for: DeepMiner: Discovering Interpretable Representations for Mammogram Classification and Explanation

description: This dataset contains the preprocessed DDSM data and pretrained CNN models used in the publication "DeepMiner: Discovering Interpretable Representations for Mammogram Classification and Explanation." These files are also hosted in our GitHub code release (https://github.com/jimmyyhwu/ddsm-visual-primitives). This copy on Dataverse is intended to be a source of redundancy in case the main data source becomes unavailable.
DOI: 10.7910/dvn/tz6t3i
title: Wright Files I-Z Edited; Docketed Case: 82-1500
DOI: 10.7910/dvn/ufgfy2
title: Replication Data for: Electrically Tunable Low Density Superconductivity in a Monolayer Topological Insulator

description: Data repository for: Electrically Tunable Low Density Superconductivity in a Monolayer Topological Insulator
DOI: 10.7910/dvn/78qfzh
title: MeganePro dataset 2 (MDS2)

description: &lt;h1&gt; General Information &lt;/h1&gt; The dataset contains the data of the visually-guided pointing task (Exercise 2) acquired during the &lt;a href='http://ninaweb.hevs.ch/MeganePro'&gt;Myo-Electricity, Gaze And Artificial-intelligence for Neurocognitive Examination & Prosthetics (MeganePro) project&lt;/a&gt;.The data were collected to advance our understanding of the multimodal mechanisms underlying eye-hand and eye-phantom limb coordination. Motor imagery and motor execution were both considered. The dataset includes surface electromyography (sEMG), accelerometry, gaze, and video of scene in first-person perspective. &lt;h1&gt; Acquisition Protocol &lt;/h1&gt; In amputees: &lt;br&gt; &lt;ul&gt; &lt;li&gt; Motor imagery of the phantom limb &lt;br&gt; &lt;/li&gt; &lt;li&gt; Motor imagery of the intact hand &lt;/li&gt; &lt;/ul&gt; In able-bodied participants: &lt;ul&gt; &lt;li&gt; Motor imagery of the intact hand &lt;/li&gt; &lt;li&gt; Motor execution of the intact hand &lt;/li&gt; &lt;/ul&gt; &lt;h1&gt; Data Information &lt;/h1&gt; &lt;h2&gt; Data type &lt;/h2&gt; &lt;ul&gt; &lt;li&gt; Surface electromyography (sEMG) &lt;/li&gt; &lt;li&gt; Accelerometry &lt;/li&gt; &lt;li&gt; Gaze &lt;/li&gt; &lt;li&gt; Video of scene in the participant's first-person perspective &lt;/li&gt; &lt;/ul&gt; &lt;h2&gt; Data format &lt;/h2&gt; &lt;ul&gt; &lt;li&gt; MAT-file format containing the standard data record &lt;br&gt;&lt;/li&gt; &lt;li&gt; MAT-file format containing the auxiliary data record with original sampling &lt;br&gt;&lt;/li&gt;&lt;li&gt; MPEG-4 files for the video of the scene &lt;/ul&gt;
DOI: 10.7910/dvn/fiw5bj
title: L1455 IRS2 (EDJ2009-133)

description: VLA Ka-band data for L1455 IRS2 (EDJ2009-133)
DOI: 10.7910/dvn/mnsynf
title: Replication Data for: Molecular Evolutionary Dynamics of Respiratory Syncytial Virus Group A in Recurrent Epidemics in Coastal Kenya

description: &lt;p&gt;
The data is from an on-going study aimed at understanding the epidemiology and disease burden of RSV-associated pneumonia cases in Kilifi. This report details the evolutionary dynamics of RSV-A genotype in Kilifi. Respiratory swab samples (combined nasopharyngeal and oropharyngeal) were collected from January 2000 to December 2012 from: (i) LRTI cases for children &lt;5 years admitted to Kilifi County Hospital (KCH) collected over the period from 2000 to 2012 (3, 24), (ii) KCH outpatient presentations for children &lt;5 years with acute respiratory infection (ARI) from April to August 2002 (25, 26), and (iii) the Kilifi RSV birth cohort (KBC) ARI cases identified between January 2002 to August 2003. The samples were screened for RSV and G-gene sequenced (RSV positives) using the Sanger method. Also included is a global RSV-A contemporenous comparison sequence dataset used in the analyses.
&lt;/p&gt;
description: Data Availability
GenBank accession numbers. The newly generated sequences analyzed here have been deposited in GenBank under accession numbers KT765213 to KT765836. The previously sequenced and reported RSV-A sequences from Kilifi added to this analysis had been archived in GenBank under accession numbers AY524573 to AY524663 and AY660667 to AY660684.
DOI: 10.7910/dvn/qq31hm
title: Replication Data for: Origin of performance enhancement of superconducting nanowire single-photon detectors by He-ion irradiation

description: This dataset contains all (evaluated and raw) data necessary to create the figures in the publication "Origin of performance enhancement of superconducting nanowire single-photon detectors by He-ion irradiation".
DOI: 10.7910/dvn/pxbki
title: House Unpassed Legislation 1836, Docket 86, SC1/series 230, Petition of Shipley W. Willson

description: &lt;p&gt;Petition subject: Against the resolutions of the slave-holding states &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:10935284"&gt;http://nrs.harvard.edu/urn-3:FHCL:10935284&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Andover &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Solomon Holt, Andover &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Shipley W. Willson&lt;/li&gt;&lt;li&gt;Charles Richardson&lt;/li&gt;&lt;li&gt;Daniel Bodwell&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 205 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 205 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: citizens &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1836, Docket 86 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/tnmr5y
title: Benin (2011): EVALUATION DES ACTIVITES DE COMMUNICATION SUR L'UTILISATION DU PRODUIT DE TRAITEMENT DE LA DIARRHEE ORASEL ZINC ET LES FACTEURS QUI INFLUENCENT CETTE UTILISATION DANS LES ZONES D'INTERVENTION DU PROJET IMPACT

description: Dans le cadre de son programme de survie de l'enfant au Benin, et grace au financement de l'USAID, l'ABMS/PSI a realise en 2009 un etude de base sur lalutte contre les maladies diarrheiques. La presente etude, realisee dans la meme zone qu'en 2009, vise a fournir des informations actualisees sur l'utilisation et les facteurs lies a l'utilisation d'Orasel-Zinc pour le traitement de la diarrhee. L'etude vise aussi a evaluer l'impact des activites de communication de l'ABMS/PSI. Cette etude transversale a ete realisee aupres des meres ou femmes en charge des enfants de moins de 5 ans ayant fait la diarrhee au cours de deux dernieres semaines. Au total, 392 participants ont ete interviewees. La procedure ANOVA a permis d'analyser l'evolution des indicateurs dans le temps et l'association entre l'utilisation d'Orasel-Zinc et les facteurs d'opportunite, de capacite, de motivation, et l'exposition aux interventions.
DOI: 10.7910/dvn/79t40f
title: Replication Data for: Are Politicians More Responsive Towards Men’s or Women’s Service Delivery Requests? A Survey Experiment with Ugandan Politicians

description: This study examines whether politicians exhibit gender bias in responsiveness to constituents’ requests for public service delivery improvements in Uganda. We leverage an in-person survey experiment conducted with 333 subnational politicians, of which 1/3 are elected to women’s reserved seats. Politicians hear two constituents request improvements in staff absenteeism in their local school and health clinic and must decide how to allocate a fixed (hypothetical) budget between the two improvements. The voices of the citizens are randomly assigned to be (1) male-school, female-health, or (2) female-school, male-health. We find no evidence of gender bias toward men versus women, or toward same-gender constituents. This study expands on the mixed results of prior studies examining gender bias in politician responsiveness (typically over email) by adding a critical new case: a low-income context with women’s reserved seats.
DOI: 10.7910/dvn/78wxrz
title: Replication Data for: Sanctuaries or Battlegrounds - State Penetration in Places of Worship, University Campuses, and State Bureaucracy for Pro-Government Mobilization Evidence from Iran (2015-2019)

description: Replication data for: Sanctuaries or Battlegrounds - State Penetration in Places of Worship, University Campuses, and State Bureaucracy for Pro-Government Mobilization Evidence from Iran (2015-2019), Comparative Political Studies
DOI: 10.7910/dvn/8xu5r6
title: Replication code for: Government assistance protects low-income families from eviction

description: A lack of affordable housing is a pressing issue for many low-income American families and can lead to eviction from their homes. Housing assistance programs to address this problem include public housing and other assistance, including vouchers, through which a government agency offsets the cost of private market housing. This paper assesses whether the receipt of either category of assistance reduces the probability that a family will be evicted from their home in the subsequent six years. Because no randomized trial has assessed these effects, we use observational data and formalize the conditions under which a causal interpretation is warranted. Families living in public housing experience less eviction conditional on pre-treatment variables. We argue that this evidence points toward a causal conclusion that assistance, particularly public housing, protects families from eviction.
DOI: 10.15468/dl.xwbvpt
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pterocarpus monophyllus Klitg., L.P.Queiroz & G.P.Lewis"
 ]
}

 The dataset includes 38 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017922-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/8psqml
title: Benin (2010): Mesure de la couverture et de la qualite de couverture des preservatifs Prudence Plus et KOOOL dans les departements de l'Atacora et de la Donga au Benin ROUND 2

description: Les principaux objectifs de PSI/Benin a l'enquete de 2010 ont ete de determiner la couverture et la qualite de la couverture des preservatifs d'ABMS/PSI et de mesurer le taux de penetration du marche de Prudence Plus et KOOOL dans les departement de l'Atacora et de la Donga. Les etudes MAP utilisent la technique de l'Echantillonage pour l'Assurance de la Qualite par Lot (LQAS) pour tirer un echantillon aleatoire de 19 villages/quartiers de ville dans chacune des zones concernees par l'etude. Le LQAS fournit une estimation de base de la couverture mais egalement de la qualite de couverture disposant du produit avec un minimum de standards.
DOI: 10.7910/dvn/tjvhth
title: A10_18090.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d43d46b1-1e69-43a0-9128-f5539099d73e'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d43d46b1-1e69-43a0-9128-f5539099d73e
DOI: 10.7910/dvn/u4oaok
title: Inclusion, Dispersion and Constraints Powersharing Dataset 1975-2019: Version 2.0

description: This dataset updates the Inclusion, Dispersion and Constraint power sharing data first introduced by Strøm, Gates, Graham, and Strand (2017). This updated dataset also includes new and improved estimates of power sharing indices.
DOI: 10.7910/dvn/uguizr
title: A89_3108.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/fbc70861-6bb8-7f92-cb13-2f441dcb3bc2'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/fbc70861-6bb8-7f92-cb13-2f441dcb3bc2
DOI: 10.7910/dvn/tmefmm
title: House Unpassed Legislation 1873, H 141 adopted resolutions, SC1/series 230, Petition of J.S. & E. Wright & Co.

description: &lt;p&gt;Petition subject: Charles Sumner resolution &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25950404"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950404&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Boston &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Willard P. Phillips, Salem &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;J.S. & E. Wright & Co.&lt;/li&gt;&lt;li&gt;Hogg Brown & Taylor&lt;/li&gt;&lt;li&gt;Dexter Abbot & Co.&lt;/li&gt;&lt;li&gt;Joy Langdon Co.&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1873-03-13 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on March 13, 1873 and placed on file &lt;/p&gt; &lt;p&gt;Total signatures: 21 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, placed on file &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 21 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: ["other business firms of Boston"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: To rescind and annul the censure of Charles Sumner for resolution on Civil War battle honors on regimental flags &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1873, H 141 adopted resolutions &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/tm7zkd
title: Replication Data for: Are chatbots reliable text annotators? Sometimes

description: &lt;b&gt;NB:&lt;/b&gt; In order to reproduce figures found in the article in the simplest manner, one should clone the GitHub repository and run the plotting script directly after installing necessary requirements. The corresponding files used for making these plots can also be found here under "output.zip". &lt;br&gt;&lt;br&gt;

Classifying tweets with large language models with zero- and few-shot learning with custom and generic prompts, as well as supervised learning algorithms for comparison. &lt;br&gt;&lt;br&gt;

The full GitHub repository for this data can be found at &lt;a href="https://github.com/centre-for-humanities-computing/llm-tweet-classification"&gt;this URL&lt;/a&gt; or by following the link under the "metadata" tab. This GitHub repo contains an extensive README file explaining how to run the code and reproduce the results and plots found in the article. &lt;br&gt;&lt;br&gt;

The present Dataverse repository contains all code and prompts used to generate predictions on the human annotated data, as well as the code book used by human annotators on this data. &lt;br&gt;&lt;br&gt;

Due to data sharing policies at X (formerly Twitter), we are unable to share full texts from the Tweets used in our study. Instead, we have provided Tweet IDs, unique identifiers for all 2000 tweets used in our experiments (1000 of each annotation type) which can be used to re-scrape the data if desired.
description: NB: In order to reproduce figures with the script plotting.py, the user must first unzip the files called predictions.zip and run the plotting script from within the unzipped folder. <br><br>
DOI: 10.7910/dvn/thceuq
title: Dataset from EmONC surveys 2007 and 2012

description: Dataset for changes in the availability, use, and quality of emergency obstetric and newborn care surveys (2007 and 2012).
2007 survey covered full year; 2012 only last 3 months.
Also here we provide estimates of populations used for PlosONE manuscript.
DOI: 10.7910/dvn/ugaj4f
title: Replication Data for: Challenges Of The Quadruple Helix Innovation To Improve Smart Business Sustainability

description: The data for this research is based on data IMD from 2019-2023. This research uses the IMD indicators to analyze the development of smart cities in Indonesia, especially in the cities of Jakarta, Medan and Makassar. The indicator data is then based on quadruple helix model analysis