cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5mww8rb9td.1
title: Dhaka Stock Exchange Historical Data (1999-2025)

description: This dataset contains historical technical data from the Dhaka Stock Exchange (DSE), primarily collected from the official DSE website and supplemented with other publicly available online sources. It is intended solely for informational and research purposes. While every effort has been made to ensure the accuracy and completeness of the data, some inconsistencies or errors may still exist. Users are advised to independently verify any critical information before use.

Data Summary:
This dataset provides historical trading data for over 700 listed companies on the Dhaka Stock Exchange (DSE), covering the period from January 1999 to April 2025. The dataset consists of 1,684,249 rows and 7 columns, including the following fields:
- Trading Code: Ticker symbol of the company
- Date: Trading date
- Open: Opening price
- High: Highest price during the day
- Low: Lowest price during the day
- Close: Closing price
- Volume: Total shares traded on that day

Notable Findings:
The dataset reflects significant market cycles, including bullish and bearish trends, over two decades. Includes major economic events, such as:
- 2008 global financial crisis impact on DSE
- The 2010-11 market crash in Bangladesh
- The effects of COVID-19 (2020–21) on trading volume and volatility
- Historical price trajectories of major companies like BEXIMCO, SQUARE, GP, BATBC, etc., are well captured.

Value of the Data:
- Offers a comprehensive, time-rich view of Bangladesh’s capital market over 25+ years.
- Useful for quantitative finance, econometrics, and machine learning applications in time series forecasting.
- Enables comparative studies across sectors like banking, pharmaceuticals, telecom, textiles, etc.
- Suitable for academic research, policy analysis, and investment strategy development.
- Acts as a benchmark dataset for algorithm testing, especially in emerging market scenarios.

Potential Use Cases:
- Financial modeling and stock price forecasting using machine learning
- Volatility and risk analysis across different timeframes
- Impact studies of global/regional events on stock performance
- Development of automated trading systems for the Bangladesh market
- Training data for university courses in finance, statistics, or data science
- Backtesting investment strategies and portfolio simulations
- Data visualization projects to explore long-term market trends
DOI: 10.17632/23tyd8648p.1
title: Data for: Temperature-dependent modulation of the methylation degree of (tetra)ester-linked membrane-spanning lipids in an Acidobacterium

description: Raw data for all figures in the manuscript and supplementary materials by Chen et al. to be submitted to Geochimica et Cosmochimica Acta as "Temperature-dependent modulation of the methylation degree of (tetra)ester-linked membrane-spanning lipids in an Acidobacterium".
DOI: 10.17632/2b6z9796wg.1
title: Hot hand experimental data

description: That is the Raw Data of the manuscript “Does the hot hand belief endogenously affect individual portfolio selection?”. Two Research Ethics Committees approved the experiment used in the paper, one by technical decision No 2.558.540 of the University of Brasilia (UnB), and the other by technical decision No 2.850.741 of the Federal University of Tocantins (UFT). We recruited two hundred twenty-six (226) undergraduate students of various majors from the UFT and the UnB. The final sample contained two hundred eight (208) individuals, one hundred and six (106) students comprised the treatment I group, and one hundred two (102) in the treatment II group.
DOI: 10.17632/yrxp6gpjw2.1
title: Blue Light Metabolic

description: This data contains the results of an experimental project that investigates the effect of blue light on rats exposed to different sources. There are biochemical, ELISA, weight and estrous cycle parameters.
DOI: 10.17632/p7frn3xk4j.1
title: Traditional medicine perception and use among conventional medicine practitioners and their collaboration with traditional healers in Lubumbashi (Democratic Republic of Congo)

description: The lack of information about collaboration or interactions between conventional and traditional medicine caregivers is among the major barriers in planning actions and strategies to achieve integrative medicine in the Democratic Republic of Congo. The present investigation aimed to study the perception and use of TM by conventional medicine caregivers, their collaboration with traditional healers (THs), and their opinions on a possible integration of tTHs into the conventional hospitals or health centers.
Semi-structured interview surveys were carried out over two years, in Lubumbashi among 970 and 116 conventional and traditional medicine caregivers respectiveky.
The attached files present the data recorded during interviews with conventional and traditional medicine caregivers. All personal identifying information has been removed.
DOI: 10.17632/23tyd8648p.2
title: Data for: Temperature-dependent modulation of the methylation degree of (tetra)ester-linked membrane-spanning lipids in an Acidobacterium

description: Raw data for all figures in the manuscript and supplementary materials by Chen et al. to be submitted to Geochimica et Cosmochimica Acta as "Temperature-dependent modulation of the methylation degree of (tetra)ester-linked membrane-spanning lipids in an Acidobacterium".
DOI: 10.17632/2b6z9796wg.2
title: Hot hand experimental data

description: That is the Raw Data of the research "The hot-hand belief and the loss aversion investor". Two Research Ethics Committees approved the experiment used in the paper, one by technical decision No 2.558.540 of the University of Brasilia (UnB), and the other by technical decision No 2.850.741 of the Federal University of Tocantins (UFT). We recruited two hundred twenty-six (226) undergraduate students of various majors from the UFT and the UnB. The final sample contained two hundred eight (208) individuals.
DOI: 10.17632/k9m8vg65sz.1
title: SPATIAL ABILITY AND COGNITIVE LOAD IN MULTIMEDIA LEARNING

description: Data for manuscript, SPATIAL ABILITY AND COGNITIVE LOAD IN MULTIMEDIA LEARNING. This includes:
*Four spatial ability measures (HPT, PFT, WLT, OOT)
*Learning task scores (per question and total)
*Self-report cognitive load (Intrinsic, Germane, & Extraneous) per learning task
DOI: 10.17632/nz6hrryn55.1
title: LINF_120016900

description: arginine N-methyltransferase-like protein; Leishmania infantum
DOI: 10.17632/nz6hrryn55.2
title: LINF_120016900

description: arginine N-methyltransferase-like protein; Leishmania infantum
DOI: 10.17632/xmwrts224c.1
title: LINF_120017200

description: MYND finger/SET domain containing protein; Leishmania infantum
DOI: 10.15468/dl.hf2vuq
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia cavaleriei H.Lév."
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012381-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xmwrts224c.2
title: LINF_120017200

description: SET3; Leishmania infantum (strain JPCM5)
DOI: 10.17632/krdy6nbgnf.1
title: LINF_130005800

description: carboxypeptidase | CP1; Leishmania infantum
DOI: 10.17632/krdy6nbgnf.2
title: LINF_130005800

description: Carboxypeptidase | CP1; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.14698802
title: Co-UDlabs \ USFD-08-RTCRIG-GUTIERREZ

description: Project Co-UDlabs "Building collaborative Urban Drainage research labs communities". 

TA project title: Evaluating level sensor methods and computational advanced modelling simulations for estimating flow in combined sewer overflows (CSO).

Uploaded data: 

- Raw data of the experiments conducted in the RTC Rig in University of Sheffield. 

- It also included the calibration data
DOI: 10.15468/dl.98wdku
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolbostemma paniculatum (Maxim.) Franquet"
 ]
}

 The dataset includes 168 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012370-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rgby35488c.1
title: BANCO DE DADOS DA OCORRÊNCIA DAS ESPÉCIES Mesoclemmys perplexa, Mesoclemmys tuberculata E Phrynops geoffroanus NO BRASIL

description: Os bancos de dados oferecem organização e armazenamento das informações, sejam elas biológicas ou ecológicas, com o intuito de facilitar o acesso a dados sobre as espécies. Diante disso, o presente banco de dados apresenta informações sobre a distribuição das espécies de M. perplexa, M. tuberculata e P. geoffroanus. Para a construção do banco de dados, foram realizadas buscas iniciais nas principais bases de dados online, como o GBIF, ICMBio e SpeciesLink, utilizando critérios de filtragem e ordem de prioridade para selecionar as informações. Em seguida, os dados foram organizados em uma planilha do formato Excel, contendo 11 colunas com informações pertinentes. Foram obtido o total de 599 registros das espécies para o Brasil, sendo: 42 ara Mesoclemmys perplexa, 76 M. tuberculata e 481 Phrynops geoffroanus, das quais 254 foram provenientes de coleções zoológicas, 232 bancos de dados online e 113 de publicações. O conhecimento acerca da distribuição dessas espécies é de suma importância, uma vez que, contribuem para a elaboração de planos de manejo visando a conservação dessas espécies.
DOI: 10.25403/upresearchdata.28748543
title: Assessment of drivers of habitat heterogeneity in a savanna ecosystem : Rao's Q and predictor variables

description: This dataset contains the Rao's Q values of each pixel (465 m x 465 m) covering the Kruger National Park. Each pixel also contains a value for each predictor variable (~ 12 variables). Var Rao's Q - variation in Rao's Q (Temporal heterogeneity) and Average Rao's Q - mean Rao's Q (Spatial heterogeneity).<b>Predictor variable name</b><b>Predictor code</b>NorthnessNorthnessElevationElevationGeologyGeologyVariation in slopeVarSlopeVariation in soil clay contentVarClayMean minimum monthly temperatureMintempmeanMean maximum monthly temperatureMaxtempmeanStandard deviation in minimum monthly temperatureSDMinTempStandard deviation in maximum monthly temperatureSDMaxTempSpatial variation in minimum monthly temperatureSpatialMintempSpatial variation in maximum monthly temperature estimatesSpatialMaxtempMean annual rainfallAnnual rainfallStandard deviation in annual rainfallSDRainfallSpatial Variation in annual rainfallSpatialSDRainfallDistance to the closest water sourceDTCWSFire frequencyFire frequencyElephant herd densityHerdDensityElephant bull densityBullDensityDistance to the closest roadDTCRoadLongitude and latitudeX and Y variables<br>
DOI: 10.17632/3dngby9nhx.1
title: Comparing combination and single-agent therapy for the treatment of pemphigus: a retrospective cohort study

description: Supplementary data (figure and tables) to the reterospective cohort study:
- Address issues in clinical practice – Mono vs multi-modal therapy is given in terms of multiple therapeutic agents in pemphigus vulgaris and foliaceous.
DOI: 10.17632/3dngby9nhx.2
title: Comparing combination and single-agent therapy for the treatment of pemphigus: a retrospective cohort study

description: Supplementary data (figure and tables) to the reterospective cohort study:
- Address issues in clinical practice – Mono vs multi-modal therapy is given in terms of multiple therapeutic agents in pemphigus vulgaris and foliaceous.
DOI: 10.15468/dl.wvrjm9
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Teinopalpus imperialis Hope, 1843"
 ]
}

 The dataset includes 47 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012372-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g9cb36j5hr.1
title: Dataset: Improved out-of-plane properties through alternative print path and in-layer heating

description: Dataset from tensile tests, thermal meaurements
- "Temperature.xlsx": Temperatures measured along with what heights they were captured
- "Mechanical.xlsx": Maximum load, sample cross-section, UTS, strain and Tensile modulus
DOI: 10.17632/g9cb36j5hr.2
title: Dataset: Improved out-of-plane properties through alternative print path and in-layer heating

description: Dataset from tensile tests, thermal meaurements
- "Temperature.xlsx": Temperatures measured along with what heights they were captured
- "Mechanical.xlsx": Maximum load, sample cross-section, UTS, strain and Tensile modulus
DOI: 10.15468/dl.mhwhwd
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Teinopalpus imperialis Hope, 1843"
 ]
}

 The dataset includes 47 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012389-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7281/t1/bdlmjg
title: Field notes, interview transcripts and other data associated with the dissertation titled 'Modernity’s garbage: Struggles over municipal solid waste in urban India'

description: This collection contains three primary types of data: (a) interview notes and transcripts with a range of stakeholders including informal waste sector actors (e.g. waste pickers), waste management firms, non-governmental organizations (NGOs), technical experts from a range of organizations, recycling companies, plastics industry, and municipal staff; (b) field notes from various conferences, symposia, and workshops related to waste management; and (c) comments from various organizations on the draft versions of the Municipal Solid Waste (Management and Handling) Rules.
DOI: 10.17632/psyhpvy88h.1
title: LOS and NLOS Signal Strength data, Mizoram

description: Signal strength data of 203.25 MHz taken across the four cardinal directions of the transmitter located at Durtlang Aizawl, Mizoram, India. The signal strength data were selected specifically from sites having a clear Line of Sight (LoS) and Single terrain obstructed sites (NLoS), provided separately on different tabs in excel sheet. The signal strength data were measured in dBuV/m and the distance of separation between the mobile antenna and the transmitter in kilometer. The altitude of every measurement site above sea level is provided in meter. The parameters and unit used are well indicated within the dataset file.
DOI: 10.5281/zenodo.15087105
title: DIA-BERT Source Data and Supplementary Data

description: Source Data.xlsx includes the raw data for all figures from the main manuscript and Supplementary Information. The data is organized by each figure in separate sheets within the Excel file.

 

Supplementary Data.zip contains five seperate Excels:

File Name: Supplementary Data 1

Description: Comparison summary of identification between DIA-NN and DIA-BERT

 

File Name: Supplementary Data 2

Description: Identified peptide precursors and proteins using DIA-NN (in library-based mode) and DIA-BERT

 

File Name: Supplementary Data 3

Description: Parameters for simulated data by modified Synthedia

 

File Name: Supplementary Data 4

Description: Quantification of peptide precursors and proteins using DIA-NN (in library-based mode) and DIA-BERT in combined search

 

File Name: Supplementary Data 5

Description: Comparison of quantification performance on the three-species dataset using DIA-BERT with different quantification models and DIA-NN.
DOI: 10.5281/zenodo.15132009
title: DIA-BERT Source Data and Zenodo files

description: Source Data.xlsx includes the raw data for all figures from the main manuscript and Supplementary Information. The data is organized by each figure in separate sheets within the Excel file.

 

Files.zip contains five seperate Excels:

File Name: File 1

Description: Comparison summary of identification between DIA-NN and DIA-BERT

 

File Name: File 2

Description: Identified peptide precursors and proteins using DIA-NN (in library-based mode) and DIA-BERT

 

File Name: File 3

Description: Parameters for simulated data by modified Synthedia

 

File Name: File 4

Description: Quantification of peptide precursors and proteins using DIA-NN (in library-based mode) and DIA-BERT in combined search

 

File Name: File 5

Description: Comparison of quantification performance on the three-species dataset using DIA-BERT with different quantification models and DIA-NN.
DOI: 10.17632/79bmb9vkwk.1
title: Commodity Prices and Weather Data in Kota Singkawang

description: This dataset contains historical data on chili prices and weather conditions in Kota Singkawang. It includes monthly records of various chili prices, shallot and garlic prices, rainfall levels, number of rainy days, and inflation rates. This Data is associated to the paper "PREDICTION OF FOOD COMMODITY PRICES IN KOTA SINGKAWANG USING MACHINE LEARNING: A COMPARATIVE STUDY OF RANDOM FOREST, LINEAR REGRESSION, AND XGBOOST" by Lestari, D. , Bangun, E., Gaol, F. and Matsuo, T.
DOI: 10.17632/79bmb9vkwk.2
title: Commodity Prices and Weather Data in Kota Singkawang

description: This dataset contains historical data on chili prices and weather conditions in Kota Singkawang. It includes monthly records of various chili prices, shallot and garlic prices, rainfall levels, number of rainy days, and inflation rates. This dataset is a cleaned and merged version of several publicly available datasets from Statistics Indonesia (BPS). See the attached README file for detailed sources and descriptions. This Data is associated to the paper "PREDICTION OF FOOD COMMODITY PRICES IN KOTA SINGKAWANG USING MACHINE LEARNING: A COMPARATIVE STUDY OF RANDOM FOREST, LINEAR REGRESSION, AND XGBOOST" by Lestari, D. , Bangun, E., Gaol, F. and Matsuo, T.
DOI: 10.17632/79bmb9vkwk.3
title: Commodity Prices and Weather Data in Kota Singkawang

description: This dataset contains historical data on chili prices and weather conditions in Kota Singkawang. It includes monthly records of various chili prices, shallot and garlic prices, rainfall levels, number of rainy days, and inflation rates. This dataset is a cleaned and merged version of several publicly available datasets from Statistics Indonesia (BPS). See the attached README file for detailed sources and descriptions. 

This Data is associated to the paper "PREDICTION OF FOOD COMMODITY PRICES IN KOTA SINGKAWANG USING MACHINE LEARNING: A COMPARATIVE STUDY OF RANDOM FOREST, LINEAR REGRESSION, AND XGBOOST" by Lestari, D. , Bangun, E., Gaol, F. and Matsuo, T.
DOI: 10.17632/nw9yp22mfk.1
title: RNAseq analysis results

description: Results obtained from transcriptional profiling of genes of the isolated yeast strains using RNAseq analysis
DOI: 10.17632/nw9yp22mfk.2
title: RNAseq analysis results

description: Results obtained from transcriptional profiling of genes of the isolated yeast strains using RNAseq analysis. Excel file with differential expression of genes and counts per million of yeast genes for the studied strains
DOI: 10.15468/dl.fpt497
title: Occurrence Download

description: A dataset containing 5661012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "Year 2000-2024"
 ]
}

 The dataset includes 5661012 records from 3326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012326-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpf6vk
title: Occurrence Download

description: A dataset listing the 58 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 {
 "or" : [
 "Geometry POLYGON((30.92355 48.04694,30.94228 48.04694,30.94228 48.04841,30.92355 48.04841,30.92355 48.04694))",
 "Geometry POLYGON((30.92343 48.02732,30.97622 48.02714,30.97591 48.05108,30.92343 48.05108,30.92343 48.02732))"
 ]
 },
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 58 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020947-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1085448.10fu
title: SH1085448.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1085450.10fu
title: SH1085450.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.