cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mh2uq8
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olea lancea Lam."
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001339-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-6611
title: Requests for Commission reports [3], 1991-07-10/1991-07-25

description: Requests for Commission reports, 1991-07-10/1991-07-25. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.rfrerm
title: Occurrence Download

description: A dataset containing 62771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maianthemum bifolium (L.) F.W.Schmidt",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62771 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001339-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32us7w
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Thibaudia costaricensis Hoerold"
 ]
}

 The dataset includes 285 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004237-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-6548
title: Requests for Commission reports [3], 1991-07-10/1991-07-25

description: Requests for Commission reports, 1991-07-10/1991-07-25. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.we5hiy
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chanos chanos (Forsskål, 1775)"
 ]
}

 The dataset includes 1247 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001339-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7gzyzmn54s.1
title: CT‑based radiogenomics for improving survival prediction in locally advanced head and neck squamous cell carcinoma with neoadjuvant therapy

description: The anonymised spreadsheets of radiomics features, clinical out comes and RNA-seq data used to generate the nomogram model are deposited into the Mendeley database
DOI: 10.17632/gw2w9ggcds.1
title: WasteClustering

description: Datos para Wasteweclustering en residuos solidos
DOI: 10.5281/zenodo.14841602
title: Oversize files for JUNIPER: Reconstructing Transmission Events from Next-Generation Sequencing Data at Scale
DOI: 10.5281/zenodo.14841603
title: Oversize files for JUNIPER: Reconstructing Transmission Events from Next-Generation Sequencing Data at Scale
DOI: 10.17632/2jd6y5c7k4.1
title: Data for "Durability behavior of concrete incorporating reclaimed asphalt pavement as aggregates: a comprehensive review" paper

description: data used in the paper named: Durability behavior of concrete incorporating reclaimed asphalt pavement as aggregates: a comprehensive review
DOI: 10.15468/dl.bjwd8w
title: Occurrence Download

description: A dataset containing 147027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lycium ferocissimum Miers"
 ]
}

 The dataset includes 147027 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003079-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryy9dm
title: Occurrence Download

description: A dataset containing 619 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Teucrium vesicarium Mill.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 619 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003147-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x638j5zpxp.1
title: Supporting document for the manuscript entitled "A Cross-Case Study of Children’s School Readiness Priorities in Mainland China"

description: This supporting document illustrates the themes and coding results derived from the child interviews.
DOI: 10.17632/d843wgpj6s.1
title: The Interplay of Attitude and Environmental, Health, and Quality Concerns in predicting Consumer Intentions for Organic Food Purchases: A SOBC Model Perspective from India

description: This dataset represent Indian food consumers the intention of collecting this dataset is to use it in the investigation of consumers' purchase intention towards organic food with respect to environment, health, quality and attitude. 306 Indian consumers were surveyed through online convenient survey and created the dataset.
DOI: 10.17632/fs5vv85td9
title: Supplementary data and material for “Fracture properties and creep behavior of humic and sapropelic coals from nanoindentation measurements”

description: The data and material for "Fracture properties and creep behavior of humic and sapropelic coals from nanoindentation measurements".
DOI: 10.17632/fs5vv85td9.1
title: Supplementary data and material for “Fracture properties and creep behavior of humic and sapropelic coals from nanoindentation measurements”

description: The data and material for "Fracture properties and creep behavior of humic and sapropelic coals from nanoindentation measurements".
DOI: 10.17632/x5gssvnbnn.1
title: PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth

description: Raw data for Western blot in the paper "PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth".
DOI: 10.17632/x5gssvnbnn.2
title: PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth

description: Raw data for Western blot in the paper "PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth".
DOI: 10.17632/x5gssvnbnn.3
title: PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth

description: Raw data for Western blot in the paper "PI3Kβ functions as a protein kinase to promote cellular protein O-GlcNAcylation and acetyl-CoA production for tumor growth".
DOI: 10.17632/8m7mptk249
title: Performance of coffee husk biochar in sulfadiazine retention and remediation of soil water contamination: a batch and column study_Article

description: This research aimed to analyse the effect of biochar as a filtering layer in the transfer mechanisms of Sulfadiazine (SDZ), an antibiotic found in urban surface waters. Laboratory tests of kinetics and sorption isotherms of SDZ with biochar were conducted in batch conditions. Additionally dynamic adsorption analyse was performed on sand column experiments and breakthrough curves were established. As it is fundamental for understanding the SDZ transport dynamics, simulations of the breakthrough curves were performed using Hydrus-1D, for comparison. The results suggest that the biochar significantly improves the SDZ sorption rates. With a biochar filtering layer into the column, a rapid increase in sorption was observed throughout the first hours, reaching the equilibrium condition within 24 hours, and the experimental data were best fitted through a pseudo-second-order model. Additionally, a markable dependency was observed for the loading capacity of the biochar with the experimental condition of the sorption test, as the loading value without batch (41%) was below the obtained in the batch trials (53%). The simulations also showed that the Convection Dispersion Equation and the two site sorption models best fit the observed data, indicating no chemical equilibrium. Furthermore, the adjustments of the kinetics and sorption isotherms suggest that chemisorption in multiple layers was the predominant mechanism in sorption. Consequently, it is possible to infer that despite the risk SDZ represents to the environment and humans, the coffee husk biochar can be an effective alternative to mitigate its presence, or even more, to remove this contaminant from urban waters.
DOI: 10.17632/8m7mptk249.1
title: Performance of coffee husk biochar in sulfadiazine retention and remediation of soil water contamination: a batch and column study_Article

description: This research aimed to analyse the effect of biochar as a filtering layer in the transfer mechanisms of Sulfadiazine (SDZ), an antibiotic found in urban surface waters. Laboratory tests of kinetics and sorption isotherms of SDZ with biochar were conducted in batch conditions. Additionally dynamic adsorption analyse was performed on sand column experiments and breakthrough curves were established. As it is fundamental for understanding the SDZ transport dynamics, simulations of the breakthrough curves were performed using Hydrus-1D, for comparison. The results suggest that the biochar significantly improves the SDZ sorption rates. With a biochar filtering layer into the column, a rapid increase in sorption was observed throughout the first hours, reaching the equilibrium condition within 24 hours, and the experimental data were best fitted through a pseudo-second-order model. Additionally, a markable dependency was observed for the loading capacity of the biochar with the experimental condition of the sorption test, as the loading value without batch (41%) was below the obtained in the batch trials (53%). The simulations also showed that the Convection Dispersion Equation and the two site sorption models best fit the observed data, indicating no chemical equilibrium. Furthermore, the adjustments of the kinetics and sorption isotherms suggest that chemisorption in multiple layers was the predominant mechanism in sorption. Consequently, it is possible to infer that despite the risk SDZ represents to the environment and humans, the coffee husk biochar can be an effective alternative to mitigate its presence, or even more, to remove this contaminant from urban waters.
DOI: 10.17632/s4h2p5k7zh.1
title: SchynsLab - MEG - Third Pathway

description: This dataset contains data for The Brain Computes Dynamic Facial Movements for Emotion Categorization Using a Third Pathway, including experimental code, raw behavior data, analyzed data and analysis code.
DOI: 10.17632/s4h2p5k7zh.2
title: SchynsLab - MEG - Third Pathway

description: This dataset contains code and data for The Brain Computes Dynamic Facial Movements for Emotion Categorization Using a Third Pathway, including behvioral data, analyzed MEG data, experimental code, preprocessing code and analysis code.
DOI: 10.6084/m9.figshare.28520372
title: MPI-ESM1-2-LR IVT

description: MPI-ESM1-2-LR IVT
DOI: 10.15468/dl.s2vj55
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.26716 4.86402,-73.26571 4.85861,-73.25989 4.85607,-73.25609 4.86158,-73.25797 4.86628,-73.26716 4.86402))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003085-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hjxg9vpvtv.1
title: Sugar response and gustatory gene expression in the stingless bee Tetragonisca fiebrigi

description: Sugar detection and gustatory responsiveness are critical for foraging success in bees, influencing their ability to locate and exploit nectar and pollen sources. Here, we investigated the sugar response thresholds and the expression of two candidate gustatory receptor genes (TfieGr1 and TfieGr3) in the antennae and proboscises of foragers of the stingless bee Tetragonisca fiebrigi. Proboscis extension assays revealed that returning pollen foragers (PF) exhibited lower sugar response thresholds and higher sensitivity to sucrose, glucose, and fructose than returning nonpollen foragers (NPF), suggesting that NPF could be mainly engaged in finding high-quality nectar sources. In addition, more than 60% of PF responded to all sugars tested while NPF showed a strong preference for sucrose and glucose, with only 4% responding to fructose. Molecular experiments revealed no significant differences in TfieGr1 and TfieGr3 expression levels between PF and NPF in either sensory tissue. These findings suggest that other gustatory receptors or mechanisms, such as central processing or internal nutrient sensing, may underlie the observed behavioral differences. Our results highlight potential species-specific adaptations in sugar detection mechanisms and underscore the importance of integrating behavioral, molecular, and ecological approaches to understanding foraging strategies in stingless bees.
DOI: 10.17632/b6b4sdxy95.1
title: Temporal Evolution of Urban Physical Disorder in China

description: These zip files contain data from the paper " Measuring Temporal Evolution of National-Wide Urban Physical Disorder: An Approach Combining Time-Series Street View Imagery with Deep Learning". The data comes from a large-scale analysis of urban physical disorder in 698 natural cities in China using street view imagery and deep learning models.

This folder contains the results of the multi-scale urban physical disorder measurement. Three shapefiles "point_result.shp", "subdistrict_result.shp" and "city_result.shp" record unique IDs and urban physical disorder levels for 2,643,959 sampling points, 11,422 subdistricts, and 698 natural cities for two time periods, period1(UPD_P1) and period2(UPD_P2), respectively.
DOI: 10.17632/fv5smjzrb8
title: Results of pollen monitoring in Kazan for 2024 using portable and stationary pollen traps

description: This table presents data on the amount of pollen of different taxa in samples obtained using Pollenlab Samler and Lanzoni VPPS pollen traps. 
Monitoring info 
Country: Russian Federation
City: Kazan
District: Moskovsky dist.
Period: 2024
 
Abbreviations 
Locations Abbreviations: 
Tun - Tunakova st
Vos - Vosstaniya st
Ut - Uritsky park
 
Pollen traps Abbreviations 
LNZ - Lanzoni VPPS
PLS - Pollenlab Sampler
 
num -quantity
ln -natural logarithm
 
Tabs 
"Pollenlab Sampler and Lanzoni": Data on the number of pollen particles of different taxa collected over 30 days of monitoring with pollen traps are provided. 
"Betula pollen": The data on the number of Betula pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Alnus pollen": The data on the number of Alnus pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Corylus pollen": The data on the number of Corylus pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Gramineae pollen": The data on the number of Gramineae pollen particles collected for the entire 2024 monitoring year by pollen traps are provided.
DOI: 10.17632/fv5smjzrb8.1
title: Results of pollen monitoring in Kazan for 2024 using portable and stationary pollen traps

description: This table presents data on the amount of pollen of different taxa in samples obtained using Pollenlab Samler and Lanzoni VPPS pollen traps. 
Monitoring info 
Country: Russian Federation
City: Kazan
District: Moskovsky dist.
Period: 2024
 
Abbreviations 
Locations Abbreviations: 
Tun - Tunakova st
Vos - Vosstaniya st
Ut - Uritsky park
 
Pollen traps Abbreviations 
LNZ - Lanzoni VPPS
PLS - Pollenlab Sampler
 
num -quantity
ln -natural logarithm
 
Tabs 
"Pollenlab Sampler and Lanzoni": Data on the number of pollen particles of different taxa collected over 30 days of monitoring with pollen traps are provided. 
"Betula pollen": The data on the number of Betula pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Alnus pollen": The data on the number of Alnus pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Corylus pollen": The data on the number of Corylus pollen particles collected for the entire 2024 monitoring year by pollen traps are provided. 
"Gramineae pollen": The data on the number of Gramineae pollen particles collected for the entire 2024 monitoring year by pollen traps are provided.
DOI: 10.17632/m5jk7wzyg7.1
title: Food Delivery Apps (DoorDash, Grubhub & UberEats) Reviews

description: This dataset contains user-generated reviews collected from the Google Play Store for three major food delivery applications: DoorDash, Grubhub, and Uber Eats. The dataset was compiled through web scraping on November 10, 2023, and includes various attributes that capture user sentiments, textual content, and keyword-based analysis related to the Technology Acceptance Model (TAM).
Data Collection Process:

 Source: Google Play Store user reviews 
 Scraping Method: A Python-based web scraping script
 Language: English-language reviews from the US were retained
 Final Dataset Size (after cleaning): 1,694,581 reviews
 Processing Tools: Python (pandas, NRCLex, nltk, seaborn, sklearn, vaderSentiment, numpy, matplotlib)
 Sentiment Classification:
 Positive: 4-5 star ratings
 Neutral: 3-star ratings
 Negative: 1-2 star ratings
 Lexicon-Based Sentiment Analysis: VADER and AFINN scores were calculated to enhance sentiment classification accuracy.

Dataset Columns & Descriptions:
Column Name Description
content The full text of the user review.
score The star rating given by the user (1-5).
thumbsUpCount The number of likes (thumbs up) a review received.
Apps The app to which the review belongs (DoorDash, Grubhub, or Uber Eats).
sentiment The sentiment category assigned based on the star rating (Positive, Neutral, Negative).
afinn_score Sentiment score based on the AFINN lexicon (higher values indicate positive sentiment, lower values indicate negative sentiment).
vader_neg Negative sentiment score assigned by VADER (closer to 1 indicates stronger negativity).
vader_neu Neutral sentiment score assigned by VADER (closer to 1 indicates a more neutral review).
vader_pos Positive sentiment score assigned by VADER (closer to 1 indicates stronger positivity).
vader_compound Overall sentiment score from VADER.
word_count The total number of words in the review .
Ease_of_Use A value indicating whether the review contains keywords related to perceived ease of use (1 = present and positive, -1 = present and negative, 0 = absent).
Intention_to_Use A value indicating whether the review contains keywords related to perceived intention to use the app (1 = present and positive, -1 = present and negative, 0 = absent).
Usefulness A value indicating whether the review contains keywords related to perceived usefulness of the app (1 = present and positive, -1 = present and negative, 0 = absent).

Potential Use Cases:
 Sentiment Analysis of user experiences with food delivery apps.
 User Behavior Analysis to identify factors influencing app adoption.
 TAM Model Validation in the context of online food delivery services.
 Comparative Analysis of DoorDash, Grubhub, and Uber Eats based on user feedback.
 Natural Language Processing (NLP) & Machine Learning Applications for review classification.
DOI: 10.15468/dl.s9hqfp
title: Occurrence Download

description: A dataset containing 1306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Ionopsis utricularioides (Sw.) Lindl."
 ]
}

 The dataset includes 1306 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003086-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztgxby
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Themeda arguens (L.) Hack.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 659 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003148-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.