cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15170561
title: Global and U.S. Box Office Performance Data

description: This dataset, titled Global and U.S. Box Office Performance Data, was created as part of an academic project focused on the automated extraction of financial performance data from the film industry. The data was collected from Box Office Mojo by IMDbPro, a widely recognized source for box office statistics. The project uses a custom web scraping pipeline developed in Python, combining Selenium and BeautifulSoup to systematically explore various sections of the website (e.g., brands, franchises, weekly/monthly reports) and extract structured information from HTML tables.

The dataset contains 14,086 records with 35 fields, covering key financial and commercial metadata of movies such as lifetime gross, opening weekend revenue, release date, number of theaters, distributor, and more. Each entry includes a source URL and a category field that indicates the specific section of the website where the data was obtained. The dataset spans from 1972 to early 2025, with a particular focus on daily, monthly, and quarterly data from 2024–2025 and aggregated statistics by brand, genre, holiday, and franchise.

This dataset can support various use cases, including market analysis, trend detection in the film industry, or the development of predictive models for commercial movie success. Due to the heterogeneity of the original website, the data has not been extensively cleaned or normalized—allowing future users to define their own preprocessing steps depending on the analytical goal.

Important Note: The dataset was created for educational purposes only and follows ethical guidelines including minimal server load, respect for website structure, and explicit non-commercial intent. The scraping process was limited in scope and rate, and all data references the original source (IMDb) with proper attribution. The dataset is distributed under the Creative Commons BY-NC-ND 4.0 license with additional restrictions detailed in the LICENSE file of the project’s GitHub repository.
DOI: 10.5281/zenodo.15170588
title: F1 Race Statistics

description: This dataset contains different information about all F1 races that have happened since 1950. The columns are: Date, Race, Circuit, Winner, Pole Position, Constructor, Time, Grid Position, Laps, Fastest Lap, Fastest Lap Time, Fastest Pitstop and Fastest Pitstop Time.
DOI: 10.5281/zenodo.15170589
title: F1 Race Statistics

description: This dataset contains different information about all F1 races that have happened since 1950. The columns are: Date, Race, Circuit, Winner, Pole Position, Constructor, Time, Grid Position, Laps, Fastest Lap, Fastest Lap Time, Fastest Pitstop and Fastest Pitstop Time.
DOI: 10.22003/xfel.eu-data-008012-00
title: Multi-frame radiography of high-speed hydrodynamic instability growth driven by a kJ pulsed power platform – from the MHz to the GHz
DOI: 10.22003/xfel.eu-data-009156-00
title: Investigation of Photoinduced Charge Transfer in Cu Compounds Using RIXS Spectroscopy
DOI: 10.6084/m9.figshare.28746131
title: Meistere.xlsx

description: 2692 panoramic radiographs of adolescent patients were analyzed to determine the prevalence of hypodontia. Patients (N=156) with at least one mandibular permanent 2<sup>nd</sup> premolar agenesis were further explored to determine the presence and condition of retained primary tooth. Teeth were classified as good or poor based on root resorption, infra-occlusion, caries, and restorations.
DOI: 10.5281/zenodo.15170531
title: Scripts and Dataset for "Niche Structure and Amphibians' Responses to Habitat Alteration"; Cordier et al., 2025

description: Scripts and Dataset for “Niche Structure and Amphibians' Responses to Habitat Alteration”; Cordier et al., 2025Please check the README for detailed instructions in how-to-use the provided datasets and scripts.
DOI: 10.5281/zenodo.15170532
title: Scripts and Dataset for "Niche Structure and Amphibians' Responses to Habitat Alteration"; Cordier et al., 2025

description: Scripts and Dataset for “Niche Structure and Amphibians' Responses to Habitat Alteration”; Cordier et al., 2025Please check the README for detailed instructions in how-to-use the provided datasets and scripts.
DOI: 10.6084/m9.figshare.28742870
title: Data from: A leaf phenomics approach to estimating below-ground traits in North American Licorice

description: <i>Premise of the study:</i> Thousands of years of selective breeding has prioritized above-ground yield, with little regard for changes happening below-ground. Despite their central role in plant success and resilience, our knowledge of roots lags behind above-ground structures. Accurately phenotyping root traits is often labor-intensive, expensive, and destructive. In order to advance understanding of the fundamental biology underlying root systems, and to integrate hard-to-measure root traits into breeding programs, high-throughput non-destructive methods are required.<i>Methods: </i>This study uses American licorice (<i>Glycyrrhiza lepidota </i>Pursh.), a perennial legume with a rich ethnobotanical history, as a model to investigate root system phenotypes. We assess root traits across multiple populations, analyze relationships between above- and below-ground phenotypes, and test the use of multidimensional leaf traits, including spectral reflectance, in predicting root traits.<i>Key results: </i>American licorice displays significant variation in root traits across source populations and strong correlations between above- and below-ground traits. Leaf spectral reflectance and elemental composition show promise in modeling below-ground traits, though the isometric relationship between plant size and root traits complicates model accuracy. <i>Conclusions</i>: These findings demonstrate the use of high-dimensional leaf traits as a proxy for root traits, with potential applications for understanding foundational questions in plant biology and in breeding programs targeting the below-ground structures of perennial herbaceous species. Further optimization and larger studies are needed to improve predictive models.
DOI: 10.6084/m9.figshare.28746092
title: Source data for PMID: 35878552

description: Source data for PMID: 35878552
DOI: 10.6084/m9.figshare.28744412
title: Datasheets

description: <b>KU Mammalogy's current "FN" Datasheet</b> (FN = Field Number) - one sheet/number assigned per sampled animal to ensure all appropriate metadata are collected and correctly associated with the ID and metadata for that organism<b>Gazetteer </b><b>datasheet</b> - includes details about the individuals on a field expedition<b>Ancillary datasheet</b> - used to collect reproductive details and parasite information<b>Trapline datasheet</b> - records location, habitat details, number and types of traps set, and duration<b>Bat net datashee</b><b>t</b> - records location, habitat details, net specifications, and duration
DOI: 10.6084/m9.figshare.28746137
title: Database CT oncology.xlsx

description: Clinical Oncology Trials through Averted Costs
DOI: 10.6084/m9.figshare.28746137.v1
title: Database CT oncology.xlsx

description: Clinical Oncology Trials through Averted Costs
DOI: 10.6084/m9.figshare.28744844
title: Protocols

description: Concentrating and diluting - spreadsheet that automatically calculates concentration and dilutions based on quantification values (ng/uL), used during 2024 MEPA Field+Genomics WorkshopConcentration protocol - in-house DNA concentration protocol used during 2024 MEPA Field+Genomics WorkshopExtraction protocol - MagAttract HMW DNA extraction kit from Qiagen used during 2024 MEPA Field+Genomics WorkshopFlow cell wash kit (EXP-WSH004) used during the 2024 MEPA Field+Genomics WorkshopLibrary preparation protocol (SQK-NBD114.24) used during the 2024 MEPA Field+Genomics Workshop
DOI: 10.6084/m9.figshare.28744208
title: Workshop resources

description: Workshop Resources:<br>1. MEPA Workshop Application2. Code of conduct<br>3. Field Waiver4. Participant emails (sent pre-workshop to establish expectations and communicate logistics)<br>5. MEPA Workshop Equipment List and Budget<br>6. MEPA Workshop Evaluation (English)<br>7. MEPA Workshop Evaluation (Español)
DOI: 10.5281/zenodo.15170624
title: Dades climàtiques de 2024 a la Comunitat Valenciana

description: This dataset contains historical weather data collected from AVAMET (Associació Valenciana de Meteorologia i Josep Peinado) weather stations throughout the Valencian Community, Spain, during 2024. The data includes measurements of temperature, precipitation, humidity, wind speed, and other meteorological variables recorded by AVAMET's network of stations. Additionally, the dataset includes metadata about the weather stations, such as their geographical location, altitude, and equipment type.
DOI: 10.5281/zenodo.15170625
title: Dades climàtiques de 2024 a la Comunitat Valenciana

description: This dataset contains historical weather data collected from AVAMET (Associació Valenciana de Meteorologia i Josep Peinado) weather stations throughout the Valencian Community, Spain, during 2024. The data includes measurements of temperature, precipitation, humidity, wind speed, and other meteorological variables recorded by AVAMET's network of stations. Additionally, the dataset includes metadata about the weather stations, such as their geographical location, altitude, and equipment type.
DOI: 10.6084/m9.figshare.28746107
title: AFM data for S1 and S4

description: This is AFM image data for S1 (Carbazole + TPPO) and S4 (TPA + DPPO)
DOI: 10.6084/m9.figshare.28746167
title: Price et al Figure Data

description: Data used to generate figures in Price et al.
DOI: 10.5281/zenodo.15127445
title: Data and code from: Impacts of land use on bird communities in the Western Himalaya: Insights from a two-decade-long monitoring program
DOI: 10.5281/zenodo.15170653
title: Data and code from: Impacts of land use on bird communities in the Western Himalaya: Insights from a two-decade-long monitoring program
DOI: 10.6084/m9.figshare.24579109
title: Blastocystis genomes

description: Blastocystis tortoise isolate Rus-B (Blastoise) genome, Blastocystis ST1 JDR genome, Blastocystis ST1 NandII genome, Blastocystis ST3 DL genome, Blastocystis ST3 NMH genome, Blastocystis ST4 BT1 genome, Blastocystis Hermann's tortoise isolate, Blastocystis Rus-S (Steve) genome
DOI: 10.5281/zenodo.15170133
title: Dataset web scraping para obtención de precios de drones DJI en tiendas online

description: Este dataset es el resultado de la realización de web scraping de diversos comercios online españoles (Media Markt, El Corte Inglés y DJI Store oficial) sobre diferentes modelos de gama media de la marca DJI y sus variantes. El objetivo del proyecto es realizar una comparativa de precios y disponibilidad de modelos DJI en distintos canales de distribución. La recolección se ha realizado respetando las buenas prácticas del scraping ético, verificando los archivos robot.txt y evitando la sobrecarga de servidores.

En el dataset se podrán encontrar las siguientes columnas:



tienda: Nombre de la tienda origen

producto: Nombre del producto

precio: Precio extraído en el momento de la captura

url: Enlace al producto

fecha_extraccion: Fecha y hora de la extracción
DOI: 10.5281/zenodo.15170134
title: Dataset web scraping para obtención de precios de drones DJI en tiendas online

description: Este dataset es el resultado de la realización de web scraping de diversos comercios online españoles (Media Markt, El Corte Inglés y DJI Store oficial) sobre diferentes modelos de gama media de la marca DJI y sus variantes. El objetivo del proyecto es realizar una comparativa de precios y disponibilidad de modelos DJI en distintos canales de distribución. La recolección se ha realizado respetando las buenas prácticas del scraping ético, verificando los archivos robot.txt y evitando la sobrecarga de servidores.

En el dataset se podrán encontrar las siguientes columnas:



tienda: Nombre de la tienda origen

producto: Nombre del producto

precio: Precio extraído en el momento de la captura

url: Enlace al producto

fecha_extraccion: Fecha y hora de la extracción
DOI: 10.6084/m9.figshare.28746188
title: Source data for PMID: 37253099

description: Source data for PMID: 37253099
DOI: 10.6084/m9.figshare.28746185
title: Tabla 6 Dimensiones (traslate

description: Dimensiones
DOI: 10.6084/m9.figshare.28746185.v1
title: Tabla 6 Dimensiones (traslate

description: Dimensiones
DOI: 10.6084/m9.figshare.26837575
title: Price et al data

description: Campaign constraints for modeling OH concentrations and data in figures
DOI: 10.6084/m9.figshare.28698539
title: PalaMesa.zip

description: Download our Sentinel-2 imagery dataset to facilitate your model training processes. This high-resolution, multispectral collection is ideal for applications in emergency response, transportation, and wildfire detection. This training area covers the community of Pala Mesa, California.
DOI: 10.5281/zenodo.15169874
title: REGENIE results of brain IDP GWAS (Part 11)

description: ❯ find . -maxdepth 1 -type f | grep -E '(n1|sn).*qsm' | xargs md5sumd6453bd8208961b8f891c30bb5971413  ./dcf_rickidps_single_20241220_wbr_sn_r_qsm_idps_MNI2006a_50th.regenie.gz915879a6218fe73b972c5b71b818fe22  ./dcf_rickidps_single_20241220_wbr_sn_l_qsm_idps_MNI2006a_50th.regenie.gz9ce0b146dbc33df065357a7b6e6b62ae  ./dcf_rickidps_single_20241220_wbr_n1_r_qsm_idps_MNI2006a_50th.regenie.gze684b923ec3849550b2c89612696a1c6  ./dcf_rickidps_single_20241220_wbr_n1_l_qsm_idps_MNI2006a_50th.regenie.gz

❯ md5sum dcf_rickidps_single_20241220_wbr_xage_part1.zipb39c82f6cd5d264089ef35e660bd3927  dcf_rickidps_single_20241220_wbr_xage_part1.zip
DOI: 10.5281/zenodo.15169875
title: REGENIE results of brain IDP GWAS (Part 11)

description: ❯ find . -maxdepth 1 -type f | grep -E '(n1|sn).*qsm' | xargs md5sumd6453bd8208961b8f891c30bb5971413  ./dcf_rickidps_single_20241220_wbr_sn_r_qsm_idps_MNI2006a_50th.regenie.gz915879a6218fe73b972c5b71b818fe22  ./dcf_rickidps_single_20241220_wbr_sn_l_qsm_idps_MNI2006a_50th.regenie.gz9ce0b146dbc33df065357a7b6e6b62ae  ./dcf_rickidps_single_20241220_wbr_n1_r_qsm_idps_MNI2006a_50th.regenie.gze684b923ec3849550b2c89612696a1c6  ./dcf_rickidps_single_20241220_wbr_n1_l_qsm_idps_MNI2006a_50th.regenie.gz

❯ md5sum dcf_rickidps_single_20241220_wbr_xage_part1.zipb39c82f6cd5d264089ef35e660bd3927  dcf_rickidps_single_20241220_wbr_xage_part1.zip
DOI: 10.3886/e225881
title: Standards of Care Delivery in Team-based Risk Stratification of African Americans with Congestive Heart Failure

description: Prevalence and mortality risk are nearing twice the national average in many Arkansas counties. Arkansas also has the third highest concentration of CHF death rates of all 50 states. Furthermore, care delivery systems (i.e., hospitals, and nurses) are struggling to balance the needs of CHF patients against the variability of unplanned critical care needs in the ongoing, large-scale communicable disease outbreaks. However, the routine, preventive, and urgent care needs of AAs with CHF can not be deprioritized because of health system inelasticity. If so, health disparities in AAs will be further exacerbated. Since the "one-size-fits-all" approach to care delivery (i.e., the same level of resources provided to all patients) is clinically ineffective and wasteful, the efficient allocation of clinical resources (e.g., nurses) fuels the need for more innovative, evidence-based and nurse-led approaches to stratifying risks among AA patients. <br>
DOI: 10.3886/e225881v1
title: Standards of Care Delivery in Team-based Risk Stratification of African Americans with Congestive Heart Failure

description: Prevalence and mortality risk are nearing twice the national average in many Arkansas counties. Arkansas also has the third highest concentration of CHF death rates of all 50 states. Furthermore, care delivery systems (i.e., hospitals, and nurses) are struggling to balance the needs of CHF patients against the variability of unplanned critical care needs in the ongoing, large-scale communicable disease outbreaks. However, the routine, preventive, and urgent care needs of AAs with CHF can not be deprioritized because of health system inelasticity. If so, health disparities in AAs will be further exacerbated. Since the "one-size-fits-all" approach to care delivery (i.e., the same level of resources provided to all patients) is clinically ineffective and wasteful, the efficient allocation of clinical resources (e.g., nurses) fuels the need for more innovative, evidence-based and nurse-led approaches to stratifying risks among AA patients. <br>
DOI: 10.6084/m9.figshare.28746173
title: Annotated SdiA protein structure - ribbon diagram

description: Attached is the ribbon diagram of the sdiA protein annotated. The Swiss model was used to predict protein structure https://swissmodel.expasy.org/. The ligands represent binding sites, which can be essential cues to inhibit quorum sensing. Although derived from <i>E.coli,</i> protein homology between <i>Salmonella</i> species and <i>E.coli</i> is very high as they are both from the Enterobacteriaceae family and use the <i>sdiA</i> gene to detect QSM produced from other organisms.
DOI: 10.6084/m9.figshare.28746173.v1
title: Annotated SdiA protein structure - ribbon diagram

description: Attached is the ribbon diagram of the sdiA protein annotated. The Swiss model was used to predict protein structure https://swissmodel.expasy.org/. The ligands represent binding sites, which can be essential cues to inhibit quorum sensing. Although derived from <i>E.coli,</i> protein homology between <i>Salmonella</i> species and <i>E.coli</i> is very high as they are both from the Enterobacteriaceae family and use the <i>sdiA</i> gene to detect QSM produced from other organisms.
DOI: 10.5281/zenodo.15070573
title: Signatures of pyrethroid intense-resistance in Anopheles funestus in Cameroon

description: These data represent the supplementary materials for the manuscript titled "PoolSeq Genome-wide Association Studies and Microbial Signature Analyses Identify Novel Candidates Associated with Pyrethroid Resistance Evolution in Anopheles funestus in Cameroon."

The supplementary materials consist of five files, labeled Extended Data 1 to 5:





Extended Data 1 (Fig_S1-10.pdf) – Contains ten supplementary figures.




Extended Data 2 (Fig_S11.pdf) – Provides a visualization of complex genomic rearrangements associated with pyrethroid resistance evolution in An. funestus from Mibellon.




Extended Data 3 (Table_S1-8.pdf) – Includes eight supplementary tables.




Extended Data 4 (Table_S9.xlsx) – Lists single nucleotide polymorphisms (SNPs) associated with pyrethroid resistance escalation.




Extended Data 5 (Table_S10.xlsx) – Contains bacterial species linked to the evolution of pyrethroid resistance in An. funestus.
DOI: 10.5281/zenodo.15170666
title: 20250407_GO_DOM_initial_run_Kenneth_Tilman
DOI: 10.5281/zenodo.15170667
title: 20250407_GO_DOM_initial_run_Kenneth_Tilman
DOI: 10.5281/zenodo.15170630
title: Data from: "Climate and Landscape Modification Facilitate Range Expansion in Spinus psaltria (Lesser Goldfinch) across the Pacific Northwest"

description: This dataset contains all data used in analyses for "Climate and Landscape Modification Facilitate Range Expansion in Spinus psaltria (Lesser Goldfinch) across the Pacific Northwest" (Maron et al. 2025). It includes site, date, and species count data from Project FeederWatch, climate data from PRISM, urban proportion data from the National Land Cover Database, housing density data from the US Census, and major river data from the Commission for Environmental Cooperation, as well as historical/expanded range definitions derived from Robbins et al. (1966) as cited in the source paper. Associated R code for the preparation of the Project FeederWatch data is available at https://github.com/Visorbearer/PFWDataPrep.
DOI: 10.5281/zenodo.15170631
title: Data from: "Climate and Landscape Modification Facilitate Range Expansion in Spinus psaltria (Lesser Goldfinch) across the Pacific Northwest"

description: This dataset contains all data used in analyses for "Climate and Landscape Modification Facilitate Range Expansion in Spinus psaltria (Lesser Goldfinch) across the Pacific Northwest" (Maron et al. 2025). It includes site, date, and species count data from Project FeederWatch, climate data from PRISM, urban proportion data from the National Land Cover Database, housing density data from the US Census, and major river data from the Commission for Environmental Cooperation, as well as historical/expanded range definitions derived from Robbins et al. (1966) as cited in the source paper. Associated R code for the preparation of the Project FeederWatch data is available at https://github.com/Visorbearer/PFWDataPrep.
DOI: 10.6084/m9.figshare.16455545
title: Advantages of Spike and Slab Priors for Detecting Differential Item Functioning Relative to Other Bayesian Regularizing Priors and Frequentist Lasso

description: An important step in scale development and assessment is to evaluate differential item functioning (DIF) across segments of the population. Recent approaches use lasso regularization to simultaneously detect DIF in all items and avoid incorrect anchor item assumptions that incur inflated error rates for classical DIF evaluation methods. Although promising, lasso methods cause underestimated standard errors and incorrect <i>p</i>-values. An alternative is Bayesian regularization that provides empirical standard errors. However, we point out that using empirical criteria such as credible intervals for selecting DIF parameters has limited validity. We argue that using a spike-and-slab prior with an inclusion probability criterion provides more theoretically coherent DIF selection and inference over Bayesian regularizing priors with empirical selection rules or frequentist lasso. We demonstrate this by simulation studies with Multi-group Item Response Theory and Moderated Nonlinear Factor Analysis models. Practical utility of the spike-and-slab prior selection criterion is discussed.
DOI: 10.6084/m9.figshare.16455545.v1
title: Advantages of Spike and Slab Priors for Detecting Differential Item Functioning Relative to Other Bayesian Regularizing Priors and Frequentist Lasso

description: An important step in scale development and assessment is to evaluate differential item functioning (DIF) across segments of the population. Recent approaches use lasso regularization to simultaneously detect DIF in all items and avoid incorrect anchor item assumptions that incur inflated error rates for classical DIF evaluation methods. Although promising, lasso methods cause underestimated standard errors and incorrect <i>p</i>-values. An alternative is Bayesian regularization that provides empirical standard errors. However, we point out that using empirical criteria such as credible intervals for selecting DIF parameters has limited validity. We argue that using a spike-and-slab prior with an inclusion probability criterion provides more theoretically coherent DIF selection and inference over Bayesian regularizing priors with empirical selection rules or frequentist lasso. We demonstrate this by simulation studies with Multi-group Item Response Theory and Moderated Nonlinear Factor Analysis models. Practical utility of the spike-and-slab prior selection criterion is discussed.
DOI: 10.5281/zenodo.15170632
title: An Investigation of the Impact of Online Speaking Activities among Turkish EFL Learners in Interacting with Other English Learners (Yabancı dil olarak İngilizce öğrenen Türk öğrenciler ile yabancı öğrencilerin çevrimiçi konuşma aktivitelerinin etkisinin incelenmesi) (Yanıtlar)
DOI: 10.5281/zenodo.15170633
title: An Investigation of the Impact of Online Speaking Activities among Turkish EFL Learners in Interacting with Other English Learners (Yabancı dil olarak İngilizce öğrenen Türk öğrenciler ile yabancı öğrencilerin çevrimiçi konuşma aktivitelerinin etkisinin incelenmesi) (Yanıtlar)