cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.humcgk
title: Occurrence Download

description: A dataset containing 1081412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2005",
 "DecimalLongitude is greater than or equal to 7.0",
 "DecimalLongitude is less than or equal to 15.5",
 "DecimalLatitude is greater than or equal to 54.5",
 "DecimalLatitude is less than or equal to 58.0"
 ]
}

 The dataset includes 1081412 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017110-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26138/sxs:bbh:3266v3.0
title: Binary black-hole simulation SXS:BBH:3266
DOI: 10.26138/sxs:bbh:2890v3.0
title: Binary black-hole simulation SXS:BBH:2890
DOI: 10.17632/h6cjmr6srn.1
title: Komunitas Lima Gunung Magelang

description: Komunitas Lima Gunung Magelang
DOI: 10.26138/sxs:bbh:2821v3.0
title: Binary black-hole simulation SXS:BBH:2821
DOI: 10.26138/sxs:bbh:2926v3.0
title: Binary black-hole simulation SXS:BBH:2926
DOI: 10.26138/sxs:bbh:3007v3.0
title: Binary black-hole simulation SXS:BBH:3007
DOI: 10.26138/sxs:bbh:3356v3.0
title: Binary black-hole simulation SXS:BBH:3356
DOI: 10.26138/sxs:bbh:2853v3.0
title: Binary black-hole simulation SXS:BBH:2853
DOI: 10.26138/sxs:bbh:2963v3.0
title: Binary black-hole simulation SXS:BBH:2963
DOI: 10.26138/sxs:bbh:3415v3.0
title: Binary black-hole simulation SXS:BBH:3415
DOI: 10.26138/sxs:bbh:2948v3.0
title: Binary black-hole simulation SXS:BBH:2948
DOI: 10.26138/sxs:bbh:2858v3.0
title: Binary black-hole simulation SXS:BBH:2858
DOI: 10.5284/1127206
title: Images from an Archaeological Watching Brief at Sulby Abbey Farm, Naseby Road, Welford, Northamptonshire, 2020

description: This collection comprises of images from an archaeological watching brief, which was carried out by University of Leicester Archaeological Services (ULAS) during groundworks for a new extension at Sulby Abbey Farm, Naseby Road, Sulby, Northamptonshire, NN6 6JA. No archaeological deposits were encountered during this work.
DOI: 10.26138/sxs:bbh:3318v3.0
title: Binary black-hole simulation SXS:BBH:3318
DOI: 10.26138/sxs:bbh:3393v3.0
title: Binary black-hole simulation SXS:BBH:3393
DOI: 10.17632/dhkd224jrp.1
title: Heart Failure Medical Records

description: This datasets is compilation of heart failure medical records, that have been collected from March 2024 to August 2024.
The atributte of the datasets is : No RM Usia BB (kg) TB (cm) Nilai LVEF (%) Kode Diagnosa Keterangan Kode Sekunder Keterangan Indonesia (Keluhan) English (Complain) Cor Pulmo Abdomen Ext Lain-lain TD (mmHg) HR (bpm) Kode Obat Nama Obat Kalium Natrium Kreatinin.
The language of this datasets is Bahasa Indonesia
An consist of 9694 rows
DOI: 10.26138/sxs:bbh:3223v3.0
title: Binary black-hole simulation SXS:BBH:3223
DOI: 10.26138/sxs:bbh:3312v3.0
title: Binary black-hole simulation SXS:BBH:3312
DOI: 10.26138/sxs:bbh:3202v3.0
title: Binary black-hole simulation SXS:BBH:3202
DOI: 10.26138/sxs:bbh:3028v3.0
title: Binary black-hole simulation SXS:BBH:3028
DOI: 10.26138/sxs:bbh:3453v3.0
title: Binary black-hole simulation SXS:BBH:3453
DOI: 10.26138/sxs:bbh:3133v3.0
title: Binary black-hole simulation SXS:BBH:3133
DOI: 10.26138/sxs:bbh:3083v3.0
title: Binary black-hole simulation SXS:BBH:3083
DOI: 10.26138/sxs:bbh:3548v3.0
title: Binary black-hole simulation SXS:BBH:3548
DOI: 10.26138/sxs:bbh:3178v3.0
title: Binary black-hole simulation SXS:BBH:3178
DOI: 10.26138/sxs:bbh:3105v3.0
title: Binary black-hole simulation SXS:BBH:3105
DOI: 10.26138/sxs:bbh:3099v3.0
title: Binary black-hole simulation SXS:BBH:3099
DOI: 10.26138/sxs:bbh:4055v3.0
title: Binary black-hole simulation SXS:BBH:4055
DOI: 10.26138/sxs:bbh:4207v3.0
title: Binary black-hole simulation SXS:BBH:4207
DOI: 10.26138/sxs:bbh:4241v3.0
title: Binary black-hole simulation SXS:BBH:4241
DOI: 10.26138/sxs:bbh:4106v3.0
title: Binary black-hole simulation SXS:BBH:4106
DOI: 10.26138/sxs:bbh:4146v3.0
title: Binary black-hole simulation SXS:BBH:4146
DOI: 10.26138/sxs:bbh:4171v3.0
title: Binary black-hole simulation SXS:BBH:4171
DOI: 10.26138/sxs:bbh:4057v3.0
title: Binary black-hole simulation SXS:BBH:4057
DOI: 10.26138/sxs:bbh:4117v3.0
title: Binary black-hole simulation SXS:BBH:4117
DOI: 10.26138/sxs:bbh:4157v3.0
title: Binary black-hole simulation SXS:BBH:4157
DOI: 10.26138/sxs:bbh:4255v3.0
title: Binary black-hole simulation SXS:BBH:4255
DOI: 10.17632/cdhpc4ys8x.1
title: Supporting information for “Geochemical and Sr-Nd isotopic characteristics of volcanic rocks from the Iheya Ridge, the middle Okinawa Trough: mantle source and petrogenesis”.

description: This supporting information provides the data tables for Sample location, whole-rock major and trace elements (Table S1) , Mineral composition (Table S2) and Sr-Nd isotope (Table S3).
DOI: 10.26138/sxs:bbh:4193v3.0
title: Binary black-hole simulation SXS:BBH:4193
DOI: 10.26138/sxs:bbh:4189v3.0
title: Binary black-hole simulation SXS:BBH:4189
DOI: 10.26138/sxs:bbh:4284v3.0
title: Binary black-hole simulation SXS:BBH:4284
DOI: 10.26138/sxs:bbh:4288v3.0
title: Binary black-hole simulation SXS:BBH:4288
DOI: 10.17632/m9s6vjdf97.1
title: Supplementary materials for: A high-resolution lithospheric magnetic field model of China and surroundings

description: The R-SCH harmonic coefficients and predicted grid datasets at various altitudes are provided separately in ".txt" format.
DOI: 10.17632/m9s6vjdf97.2
title: Supplementary materials for: A high-resolution lithospheric magnetic field model of China and surroundings

description: The R-SCH harmonic coefficients and predicted grid datasets at various altitudes are provided separately in ".txt" format.
DOI: 10.26138/sxs:bbh:4276v3.0
title: Binary black-hole simulation SXS:BBH:4276
DOI: 10.26138/sxs:bbh:4279v3.0
title: Binary black-hole simulation SXS:BBH:4279
DOI: 10.26138/sxs:bbh:4281v3.0
title: Binary black-hole simulation SXS:BBH:4281
DOI: 10.26138/sxs:bbh:4260v3.0
title: Binary black-hole simulation SXS:BBH:4260
DOI: 10.26138/sxs:bbh:4050v3.0
title: Binary black-hole simulation SXS:BBH:4050
DOI: 10.26138/sxs:bbh:4111v3.0
title: Binary black-hole simulation SXS:BBH:4111
DOI: 10.26138/sxs:bbh:4151v3.0
title: Binary black-hole simulation SXS:BBH:4151
DOI: 10.26138/sxs:bbh:4118v3.0
title: Binary black-hole simulation SXS:BBH:4118
DOI: 10.26138/sxs:bbh:4077v3.0
title: Binary black-hole simulation SXS:BBH:4077
DOI: 10.26138/sxs:bbh:4210v3.0
title: Binary black-hole simulation SXS:BBH:4210
DOI: 10.26138/sxs:bbh:4234v3.0
title: Binary black-hole simulation SXS:BBH:4234
DOI: 10.17632/253fsfkjf3.1
title: Why Providing More Feedback to Parents May Not Always Improve Children's Education Outcomes: Lessons from a Study in China

description: The data in this repository is from a field experiment conducted in an elementary school in Shenzhen. Parents of five classes were randomly selected to receive more feedback about their children's in-school performance. The main hypothesis to test is whether providing information helps students achieve better scores. There are scores of four subjects and 6 semesters in this dataset. The experiment were conducted in the 4th and 5th semester.
DOI: 10.26138/sxs:bbh:4145v3.0
title: Binary black-hole simulation SXS:BBH:4145
DOI: 10.26138/sxs:bbh:4025v3.0
title: Binary black-hole simulation SXS:BBH:4025
DOI: 10.26138/sxs:bbh:4280v3.0
title: Binary black-hole simulation SXS:BBH:4280
DOI: 10.26138/sxs:bbh:4141v3.0
title: Binary black-hole simulation SXS:BBH:4141
DOI: 10.26138/sxs:bbh:4087v3.0
title: Binary black-hole simulation SXS:BBH:4087
DOI: 10.26138/sxs:bbh:4262v3.0
title: Binary black-hole simulation SXS:BBH:4262
DOI: 10.26138/sxs:bbh:4192v3.0
title: Binary black-hole simulation SXS:BBH:4192
DOI: 10.26138/sxs:bbh:4290v3.0
title: Binary black-hole simulation SXS:BBH:4290
DOI: 10.26138/sxs:bbh:4162v3.0
title: Binary black-hole simulation SXS:BBH:4162
DOI: 10.26138/sxs:bbh:4101v3.0
title: Binary black-hole simulation SXS:BBH:4101
DOI: 10.26138/sxs:bbh:4256v3.0
title: Binary black-hole simulation SXS:BBH:4256
DOI: 10.26138/sxs:bbh:4221v3.0
title: Binary black-hole simulation SXS:BBH:4221
DOI: 10.15468/dl.7mrgw8
title: Occurrence Download

description: A dataset containing 9283055 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora von Deutschland (Phanerogamen)"
 ]
}

 The dataset includes 9283055 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017112-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26138/sxs:bbh:4224v3.0
title: Binary black-hole simulation SXS:BBH:4224
DOI: 10.26138/sxs:bbh:4135v3.0
title: Binary black-hole simulation SXS:BBH:4135
DOI: 10.17632/spz4b8tbzt.1
title: Fundus dataset of MCTN

description: classified, dataset of Myopia, Choroidal Neovascularization, Tessellation, Normal fundus Images
DOI: 10.26138/sxs:bbh:4126v3.0
title: Binary black-hole simulation SXS:BBH:4126
DOI: 10.26138/sxs:bbh:4076v3.0
title: Binary black-hole simulation SXS:BBH:4076
DOI: 10.26138/sxs:bbh:4040v3.0
title: Binary black-hole simulation SXS:BBH:4040
DOI: 10.26138/sxs:bbh:4029v3.0
title: Binary black-hole simulation SXS:BBH:4029
DOI: 10.26138/sxs:bbh:4153v3.0
title: Binary black-hole simulation SXS:BBH:4153
DOI: 10.26138/sxs:bbh:4035v3.0
title: Binary black-hole simulation SXS:BBH:4035
DOI: 10.26138/sxs:bbh:4203v3.0
title: Binary black-hole simulation SXS:BBH:4203
DOI: 10.26138/sxs:bbh:4159v3.0
title: Binary black-hole simulation SXS:BBH:4159
DOI: 10.26138/sxs:bbh:4269v3.0
title: Binary black-hole simulation SXS:BBH:4269
DOI: 10.26138/sxs:bbh:4061v3.0
title: Binary black-hole simulation SXS:BBH:4061
DOI: 10.26138/sxs:bbh:4174v3.0
title: Binary black-hole simulation SXS:BBH:4174
DOI: 10.26138/sxs:bbh:4245v3.0
title: Binary black-hole simulation SXS:BBH:4245
DOI: 10.26138/sxs:bbh:4142v3.0
title: Binary black-hole simulation SXS:BBH:4142
DOI: 10.26138/sxs:bbh:4110v3.0
title: Binary black-hole simulation SXS:BBH:4110
DOI: 10.26138/sxs:bbh:4121v3.0
title: Binary black-hole simulation SXS:BBH:4121
DOI: 10.26138/sxs:bbh:4278v3.0
title: Binary black-hole simulation SXS:BBH:4278
DOI: 10.26138/sxs:bbh:4194v3.0
title: Binary black-hole simulation SXS:BBH:4194
DOI: 10.26138/sxs:bbh:4254v3.0
title: Binary black-hole simulation SXS:BBH:4254
DOI: 10.26138/sxs:bbh:4051v3.0
title: Binary black-hole simulation SXS:BBH:4051
DOI: 10.26138/sxs:bbh:4283v3.0
title: Binary black-hole simulation SXS:BBH:4283
DOI: 10.26138/sxs:bbh:4070v3.0
title: Binary black-hole simulation SXS:BBH:4070
DOI: 10.26138/sxs:bbh:4150v3.0
title: Binary black-hole simulation SXS:BBH:4150
DOI: 10.26138/sxs:bbh:4185v3.0
title: Binary black-hole simulation SXS:BBH:4185
DOI: 10.17632/655z9db5c5.1
title: Persistence of primitive reflexes and associated Balance and Coordination problems among healthy preschool children

description: Newborn's primitive reflexes, such as TLR, STNR, and ATNR, are crucial for their development, enabling them to move against gravity and gradually transition into voluntary movement. Postural reflexes help infants adapt to their surroundings, but persistent reflexes can impair brain processing and affect the vestibular system and cerebellum which can cause balance and coordination problems in children. Purpose isTo determine the prevalence of persistent primitive reflexes and associated balance and coordination problems among healthy preschool going children. Total 236 healthy school going children between the age of 4-6 years will be recruited on the basis of inclusion and exclusion criteria. Subjects will be screened by Sally Goddard 5-point rating scale to evaluate the persistence of primitive reflex. Pediatric berg balance scale and equilibrium tests will be used to assess balance and coordination. Normality will be checked using the Kolmogorov-Smirnov test. If the data is normally distributed it will be presented as mean ± SD, and Pearson correlation tests will be used. If data is not-normally distributed it will be presented as Median (Interquartile range) and Spearman’s correlation test will be used for analysis
DOI: 10.26138/sxs:bbh:4168v3.0
title: Binary black-hole simulation SXS:BBH:4168
DOI: 10.26138/sxs:bbh:4188v3.0
title: Binary black-hole simulation SXS:BBH:4188
DOI: 10.26138/sxs:bbh:4164v3.0
title: Binary black-hole simulation SXS:BBH:4164
DOI: 10.26138/sxs:bbh:4092v3.0
title: Binary black-hole simulation SXS:BBH:4092
DOI: 10.26138/sxs:bbh:4104v3.0
title: Binary black-hole simulation SXS:BBH:4104
DOI: 10.26138/sxs:bbh:4282v3.0
title: Binary black-hole simulation SXS:BBH:4282
DOI: 10.26138/sxs:bbh:4074v3.0
title: Binary black-hole simulation SXS:BBH:4074
DOI: 10.26138/sxs:bbh:4178v3.0
title: Binary black-hole simulation SXS:BBH:4178
DOI: 10.17632/fgy2b78k4f.1
title: Data used for studying the seasonal variability of internal tides in the Eastern Arabian Sea

description: The following datasets are used for studying the variability of internal tides in the Eastern Arabian Sea:
1. In-situ observations collected from AD08, AD09 and AD10 buoy.
2. Barotropic tide extracted from TPXO9.2 at AD08 (12°N, 68.65°E), AD09 (8.22⁰N, 73.28⁰E), and AD10 (10.34⁰N,72.58⁰E)
3.In-situ tide gauge data of sea surface elevation at JNPT (Mumbai) (18.9⁰N, 72.8⁰E), Karwar (14.8⁰N, 74.1⁰E), Mangaluru (12.9⁰N, 74.8⁰E), and Kochi (9.9⁰N, 76.3⁰E).
DOI: 10.26138/sxs:bbh:4098v3.0
title: Binary black-hole simulation SXS:BBH:4098
DOI: 10.26138/sxs:bbh:4261v3.0
title: Binary black-hole simulation SXS:BBH:4261
DOI: 10.26138/sxs:bbh:4160v3.0
title: Binary black-hole simulation SXS:BBH:4160
DOI: 10.26138/sxs:bbh:4075v3.0
title: Binary black-hole simulation SXS:BBH:4075
DOI: 10.26138/sxs:bbh:4204v3.0
title: Binary black-hole simulation SXS:BBH:4204
DOI: 10.26138/sxs:bbh:4175v3.0
title: Binary black-hole simulation SXS:BBH:4175
DOI: 10.26138/sxs:bbh:4200v3.0
title: Binary black-hole simulation SXS:BBH:4200
DOI: 10.18150/u4rxna
title: Processing fluid in the laboratory diagnostics of PRRSV infection and the impact of sample pooling

description: Results of ELISA test from boar sera and their corresponding processing fluids, and from gilt sera in the form of optical density and sample to positive ratio regarding the detection of antibodies against porcine reproductive and respiratory syndrome virus (PRRSV). Results of real-time reverse-transcription PCR test from boar sera and their corresponding processing fluids, and from gilt sera in the form of Cycle treshold regarding the detection of RNA of PRRSV. The impact of pooling of one processing fluid sample (low-, medium- and high-positive) with 4, 9, 19, 39 and 79 negative processing fluid samples on the ELISA results regarding PRRSV. The impact of pooling one processing fluid sample (low-, medium- and high-positive) with 9, 19, 39, 79, 159 and 319 negative processing fluid samples on the real-time reverse-transcription PCR results regarding PRRSV (Cycle treshold).
DOI: 10.26138/sxs:bbh:4244v3.0
title: Binary black-hole simulation SXS:BBH:4244
DOI: 10.15468/dl.kmwtgz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptophis ahaetulla marginatus (Cope, 1862)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017123-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26138/sxs:bbh:4109v3.0
title: Binary black-hole simulation SXS:BBH:4109
DOI: 10.26138/sxs:bbh:4154v3.0
title: Binary black-hole simulation SXS:BBH:4154
DOI: 10.26138/sxs:bbh:4060v3.0
title: Binary black-hole simulation SXS:BBH:4060
DOI: 10.26138/sxs:bbh:4028v3.0
title: Binary black-hole simulation SXS:BBH:4028
DOI: 10.26138/sxs:bbh:4220v3.0
title: Binary black-hole simulation SXS:BBH:4220
DOI: 10.26138/sxs:bbh:4127v3.0
title: Binary black-hole simulation SXS:BBH:4127
DOI: 10.26138/sxs:bbh:4140v3.0
title: Binary black-hole simulation SXS:BBH:4140
DOI: 10.5281/zenodo.15052365
title: Molecular structure and primary NMR files for ovatifolin

description: The data set contains primary NMR FID files for the germacranolide natural product ovatifolin
DOI: 10.5281/zenodo.15052366
title: Molecular structure and primary NMR files for ovatifolin

description: The data set contains primary NMR FID files for the germacranolide natural product ovatifolin
DOI: 10.26138/sxs:bbh:4225v3.0
title: Binary black-hole simulation SXS:BBH:4225
DOI: 10.26138/sxs:bbh:4034v3.0
title: Binary black-hole simulation SXS:BBH:4034
DOI: 10.26138/sxs:bbh:4041v3.0
title: Binary black-hole simulation SXS:BBH:4041
DOI: 10.26138/sxs:bbh:4230v3.0
title: Binary black-hole simulation SXS:BBH:4230
DOI: 10.26138/sxs:bbh:4134v3.0
title: Binary black-hole simulation SXS:BBH:4134
DOI: 10.26138/sxs:bbh:4267v3.0
title: Binary black-hole simulation SXS:BBH:4267
DOI: 10.26138/sxs:bbh:4197v3.0
title: Binary black-hole simulation SXS:BBH:4197
DOI: 10.26138/sxs:bbh:4114v3.0
title: Binary black-hole simulation SXS:BBH:4114
DOI: 10.15468/dl.95ka39
title: Occurrence Download

description: A dataset listing the 504 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2018-2018"
 ]
}

 The dataset's 504 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017120-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26138/sxs:bbh:4169v3.0
title: Binary black-hole simulation SXS:BBH:4169
DOI: 10.26138/sxs:bbh:4273v3.0
title: Binary black-hole simulation SXS:BBH:4273
DOI: 10.26138/sxs:bbh:4251v3.0
title: Binary black-hole simulation SXS:BBH:4251
DOI: 10.26138/sxs:bbh:4209v3.0
title: Binary black-hole simulation SXS:BBH:4209
DOI: 10.26138/sxs:bbh:4047v3.0
title: Binary black-hole simulation SXS:BBH:4047
DOI: 10.26138/sxs:bbh:4148v3.0
title: Binary black-hole simulation SXS:BBH:4148
DOI: 10.26138/sxs:bbh:4059v3.0
title: Binary black-hole simulation SXS:BBH:4059
DOI: 10.26138/sxs:bbh:4155v3.0
title: Binary black-hole simulation SXS:BBH:4155
DOI: 10.26138/sxs:bbh:4108v3.0
title: Binary black-hole simulation SXS:BBH:4108
DOI: 10.26138/sxs:bbh:4082v3.0
title: Binary black-hole simulation SXS:BBH:4082
DOI: 10.26138/sxs:bbh:4065v3.0
title: Binary black-hole simulation SXS:BBH:4065
DOI: 10.17632/n8hkhdkdwj.1
title: IRASET 2025 - EVALUATION OF THE USE OF ELECTRONIC APPLICATION

description: In order to obtain data for this study, questionnaire responses had to be gathered. In addition to examining the effects of facility conditions and behavioral intentions on the behavior of using the Electronic Application of Unified Income Tax Withholding Slip, the study aimed to test and analyze the effects of performance expectations, effort expectations, and social influence on the behavioral intentions of users. Out of the 303 questionnaires that were distributed, 294 may be analyzed, and the information acquired may be used to create research samples.Users' conduct on the Electronic Application of Unified Income Tax Withholding Slip is positively influenced by the variables of Performance Expectations and Effort Expectations. Meanwhile, social impact and facility circumstances have no effect on the behavioral intentions of users of the Electronic Application of Unified Income Tax Withholding Slip, and their action has no effect on their behavioral intentions. The primary data is distributed via questionnaires sent to users of the Electronic Application of Unified Income Tax Withholding Slip. In this study, multiple regression analysis was applied.The results of the study indicate that the Electronic Application of Unified Income Tax Withholding Slip has little to no influence on enhancing the efficacy and efficiency of the income tax administration procedure.
DOI: 10.17632/tw2jm3fh3g.1
title: Replication Package for "Collateral Value Uncertainty and Mortgage Credit Provision"

description: Replication package for "Collateral Value Uncertainty and Mortgage Credit Provision” by Erica Xuewei Jiang and Anthony Lee Zhang.
DOI: 10.21227/anmp-va09
title: Readability-Aware Summarization Dataset for Turkish

description: This dataset is constructed in a study that addresses the gap between text summarization and content readability for diverse Turkish-speaking audiences. It contains paired original texts and corresponding summaries optimized for different readability levels using the YOD (Yeni Okunabilirlik Düzeyi) formula.YOD Readibility Metric: Bezirci-Yılmaz readability formula defines the YOD readability metric specifically designed for Turkish texts. It calculates the readability score based on the average number of polysyllabic words (three or more syllables) per sentence. The metric assigns weights to these polysyllabic words and combines them with the average sentence length, providing an assessment of text complexity.Dataset Creation Logic: To create the dataset, VBART-Large-Paraphrasing model was employed to enhance the existing datasets by generating paraphrased variations at both the sentence and full- text levels. This approach permitted the derivation of content with a more extensive range of YOD values, encompassing both higher and lower values, from the same source material. To maintain semantic integrity, each paraphrase was compared to the original summary using BERTScore to verify that the synthetic data achieved the intended readability adjustments while remaining faithful to the source. In addition, ChatGPT’s API was also used for synthetic data generation, enriching the dataset with diverse and high-quality rewritten summaries. Dataset Creation: The dataset is compiled from multiple sources: XLSUM (970 entries), TRNews (5,000 entries), MLSUM (1,033 entries), LR-SUM (1,107 entries), and Wikipedia-trsummarization (3,024 entries). Sampling is done hierarchically from longest text that can fit into the tokenizer(vngrs-ai/VBART-Large-Paraphrasing) without truncation to the shortest content. After the synthetic data generation process, the dataset is significantly expanded to include 76,759 summaries. To guarantee a thorough evaluation, 200 samples for each YOD level are allocated to both the test and validation sets, resulting in a total of 3200 examples for both test and evaluation.
DOI: 10.17632/bm9r35sp53.1
title: Research Material For Predicting Working Poor and Total Employment in Kenya in-line with SDG Norms

description: The dataset contains the following features: Year, Industry Type, Contribution to GDP, Growth by GDP, Employment Types, and Total Employment of Kenya. This dataset was extracted from Statistical reports published by Kenya National Bureau of Statistics reports from 2011 to 2023. Researchers utilised advanced statistical techniques, machine and deep learning algorithms to predict the current extent of working poverty in Kenya, and assist policy makers in making informed decisions for future policy formulations.
DOI: 10.15468/dl.mnq37k
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Liolaemus wiegmannii (Duméril & Bibron, 1837)"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017124-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kmcsfh4xm3.1
title: Psychological Distress in Women After First and Repeated Cesarean Sections: A Comparative Study in a Tertiary Care Setting

description: Data for my paper