cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10829577
title: Human ancestral structure data from cobraa

description: This is the data for our paper on human ancestral population structure, using the new structured coalescent method cobraa. We provide a) the 1000GP processed multihetsep files, b) summary of the posterior decoding from our HMM, and c) various gene ontology analysis statistics.
DOI: 10.6073/pasta/8a3f3fd26798960bcee5f941c88472c3
title: UCSB SONGS Mitigation Monitoring: Reef Performance Standard - Fish Standing Stock

description: These data describe annual estimates of fish standing stock (in tons) supported by the artificial reef, Wheeler North Reef, in Orange County, CA (33.40210N, 117.62420W). 
Data collection began in 2009 to evaluate the ability of Wheeler North Reef to compensate for losses of kelp forest habitat and associated biota caused by the operation of the San Onofre Nuclear Generating Station (SONGS).
DOI: 10.5281/zenodo.10573970
title: Scripts and data for freshwater calcium concentration and pH interpolations covering Canada and the USA

description: Initial release of scripts and data for associated publications
DOI: 10.5281/zenodo.10573971
title: Scripts and data for freshwater calcium concentration and pH interpolations covering Canada and the USA

description: Initial release of scripts and data for associated publications
DOI: 10.5517/ccdc.csd.cc1z0wd8
title: CCDC 1818100: Experimental Crystal Structure Determination

description: Related Article: Nilgün Şen, Nazife Aslan, Bayram Yüksel, Irem Teciman|2023|Struct.Chem.|35|553|doi:10.1007/s11224-023-02200-5
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.10840053
title: Data for umbrella sampling windows for polyleucine partitioning in thickness gradient

description: Water removed from trajectories

30 microseconds per window

Martini 2.2

https://www.biorxiv.org/content/10.1101/2024.02.02.578561v1.abstract
DOI: 10.5281/zenodo.10840054
title: Data for umbrella sampling windows for polyleucine partitioning in thickness gradient

description: Water removed from trajectories

30 microseconds per window

Martini 2.2

https://www.biorxiv.org/content/10.1101/2024.02.02.578561v1.abstract
DOI: 10.34740/kaggle/dsv/7888521
title: Data for MMoE prediction
DOI: 10.6073/pasta/6504e312c65d2c42e7614101846faa30
title: UCSB SONGS Mitigation Monitoring: Reef Performance Standard - Fish Abundance and Richness

description: These data describe annual estimates of the density and species richness (evaluated as species density) of young-of-year (less than 1 year old) and resident (greater than 1 year old) reef fish from replicate transects at three subtidal reefs. 
Data collection began in 2009 at an artificial reef (Wheeler North Reef in Orange County, CA) and two natural reference reefs (San Mateo Kelp in Orange County, CA and Barn Kelp in San Diego County, CA) to evaluate the ability of Wheeler North Reef to compensate for losses of kelp forest habitat and associated biota caused by the operation of San Onofre Nuclear Generating Station (SONGS).
DOI: 10.34740/kaggle/dsv/7888610
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.6084/m9.figshare.25403608
title: W-RNSS_data

description: Development and Validation of the Workplace Relational Needs Satisfaction Scale (W-RNSS)
DOI: 10.6084/m9.figshare.25403608.v2
title: W-RNSS_data

description: Development and Validation of the Workplace Relational Needs Satisfaction Scale (W-RNSS)
DOI: 10.6084/m9.figshare.25403608.v1
title: W-RNSS_data

description: Development and Validation of the Workplace Relational Needs Satisfaction Scale (W-RNSS)
DOI: 10.18434/mds2-3138
title: Data for Filtering Organized 3D Point Clouds for Bin Picking Applications
DOI: 10.60859/w9c7-r127
title: NG00156
DOI: 10.34740/kaggle/dsv/7888647
title: Data for MMoE prediction
DOI: 10.5063/f1nk3cg5
title: Cyclone–fire interactions enhance fire extent and severity in a tropical montane pine forest

description: We examined cyclone–fire interactions in a monodominant tropical montane pine forest in the Dominican Republic using remotely-sensed imagery to quantify damage from fires between 1986–2004, a category 1 cyclone in 1998, and an extensive wildfire in 2005. We also measured forest structure and composition 14.7 years after the 2005 fire across a gradient of cyclone-fire disturbance interaction combinations. The datasets provided contain the severity and occurrence of cyclone and fire disturbance within our study site based on the remote-sensed imagery (i.e. RegionalData_compacted and LandscapeData_compacted) as well as the field data collected from vegetation plots across the study site 14.7 years after the 2005 fire (i.e. .csv files for Overstory, Saplings, Seedlings, Quadrats, and Plot_Info).
DOI: 10.60859/2k6n-9b61
title: NG00103
DOI: 10.25345/c5h708b5s
title: MassIVE MSV000094363 - Junctophilin 2 protein complex in WT and FKBP12 deficient mice heart
title: To determine if the absence of FKBP12 in cardiac tissue alters JPH2 interactions with other dyadic proteins, we immunoprecipitated JPH2 from hearts of FL, MCK-FKD, MHC-Cre+ only, and MHC-FKD mice. Specific proteins were identified in the IPs from the FL mice and included JPH2, CASQ2 , SPEG, RYR2, CACNA1c, CACNB2, ESD, CMYA5, and LRRC10.
DOI: 10.34740/kaggle/dsv/7888686
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.6073/pasta/459fd942ebaf28c155f8ab5a62c5e1ae
title: Sevilleta LTER Vegetation Sample Catalog- Ground Samples for Chemical Analysis

description: Several long-term studies at the Sevilleta LTER measure net primary production (NPP) across ecosystems and treatments. Net primary production is a fundamental ecological variable that quantifies rates of carbon consumption and fixation. Estimates of NPP are important in understanding energy flow at a community level as well as spatial and temporal responses to a range of ecological processes. The NPP weight data (SEV 157) is obtained by harvesting a series of covers for species observed during plot sampling. These species are always harvested from habitat comparable to the plots in which they were recorded. This data is then used to make volumetric measurements of species and build regressions correlating biomass and volume. From these calculations, seasonal biomass and seasonal and annual NPP are determined. These sampled are then vouchered for use to do analyses of inorganic and organic components such as carbon, nitrogen, and phosphorous as well as and other macro and micro nutrients and organic components such as cellulose and lignin.
DOI: 10.21966/35tn-w772
title: Northwest Calvert Substrate Mapping
title: Cartographie des substrats du calvert

description: This dataset includes a classified 1m resolution seafloor substrate surface covering the northwestern portion of Calvert Island, B.C., Canada.

Initial bathymetry / backscatter data was collected using a Teledyne Reson Seabat T50-R Multibeam. 

The marine substrate in the survey area was truthed using a Deeptrekker DTX2 ROV. 

The purpose of this project was to generate a seafloor substrate model of the northwestern area of Calvert Island.

Data collection by Hakai Institute. Field dates:  June 6th, 2018 – August 12th 2018
description: Ce jeu de données comprend une surface de substrat de fond marin d'une résolution classée de 1 m couvrant la partie nord-ouest de l'île Calvert, en Colombie-Britannique, au Canada.

Les données bathymétriques initiales et rétrodiffusées ont été recueillies à l'aide d'un multifaisceau Teledyne Reson Seabat T50-R. 

Le substrat marin dans la zone de relevé a été vérifié à l'aide d'un ROV Deeptrekker DTX2. 

Le but de ce projet était de générer un modèle de substrat du fond marin de la zone nord-ouest de l'île Calvert.

Collecte de données par le Hakai Institute. Dates de terrain : du 6 juin 2018 au 12 août 2018
DOI: 10.25810/yr7w-5c22.17
title: Korean Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 130 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.6073/pasta/45777fd4132318ca36bb5173bc87d3ea
title: UCSB SONGS Mitigation Monitoring: Reef Performance Standard - Benthic Algae and Macroinvertebrate Cover, Abundance, and Richness

description: These data describe annual estimates of the percent cover, abundance, and species richness (evaluated as species density) of benthic macroalgae and macroinvertebrates from replicate transects at three subtidal reefs. 
Data collection began in 2009 at an artificial reef (Wheeler North Reef in Orange County, CA) and two natural reference reefs (San Mateo Kelp in Orange County, CA and Barn Kelp in San Diego County, CA) to evaluate the ability of Wheeler North Reef to compensate for losses of kelp forest habitat and associated biota caused by the operation of the San Onofre Nuclear Generating Station (SONGS).
DOI: 10.25934/pr00008564
title: Development of Immune Phenotype-specific Immune Checkpoint Inhibitor Response (anti-programmed death ligand-1) Prediction Algorithm

description: Renal cell carcinoma (RCC), or kidney cancer, was the 14th most common cancer worldwide in 2020 (2.4% of worldwide). It is the 9th most common cancer in men and the 14th most common cancer in women. RCC caused approximately 179,368 deaths in 2020 and has a terrible prognosis with 30% of patients having metastatic disease upon diagnosis. 

The main treatment for RCC is surgery, and chemotherapy isn't generally used. Immunotherapy, the latest treatment to be used for tumors, is a form of medicine that strengthens the immune system so that it can combat foreign cells like cancer cells. The tumor microenvironment (TME), or the cells and tissues that surround a tumor inside the body, has been the focus of personalized immunotherapy since the 2000s. Immune checkpoint inhibitors (ICIs) are one type of immunotherapy. Although ICIs have been shown to be useful in some tumors, such as non-small cell lung cancer, the benefit is minimal for the majority of cancer patients. ICIs destroy proteins that allow cancer cells to avoid detection by the immune system. Tumor characteristics, including genetic changes to the tumor cells and the TME, are recognized as major factors that indicate whether a tumor will respond to ICI. It has been demonstrated that ICI therapy is more effective on tumors with higher numbers of genetic mutations.

Understanding patients' TME has enabled us to personalize treatments to individuals. It's essential to discover new accurate biomarkers (molecules found in blood, other body fluids, or tissues that can be used to predict well the body will respond to a treatment) in order to predict treatment effectiveness as well as provide patients with the most efficient care. In order to increase the effectiveness of personalized immunotherapy for a patient, we intend to develop an algorithm to predict patient’s TME and also to evaluate treatment response based on a patient’s TME.
DOI: 10.34740/kaggle/dsv/7888735
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.25810/fq7x-q521.51
title: Middle Eastern Newspaper Coverage of Climate Change or Global Warming, 2004-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.6084/m9.figshare.25438576
title: Spirituality and Stress Study Final Dataset

description: raw data from COVID-19 spirituality and stress study
DOI: 10.6084/m9.figshare.25438570
title: Viral Vectors for "Kit Ligand and Kit receptor tyrosine kinase sustain synaptic inhibition of Purkinje Cells"

description: A collection of lentivirus and adeno-associated virus transfer vectors for the constitutive and or Cre-On expression of the res fluorescent protein mCherry and or mouse Kit Ligand isoform 2.
DOI: 10.6084/m9.figshare.25438570.v1
title: Viral Vectors for "Kit Ligand and Kit receptor tyrosine kinase sustain synaptic inhibition of Purkinje Cells"

description: A collection of lentivirus and adeno-associated virus transfer vectors for the constitutive and or Cre-On expression of the res fluorescent protein mCherry and or mouse Kit Ligand isoform 2.
DOI: 10.34740/kaggle/dsv/7888758
title: March Madness Insights
DOI: 10.34740/kaggle/dsv/7888779
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.21966/j99c-9c14
title: High-resolution hydrometeorological data from seven small coastal watersheds, British Columbia, Canada, 2013-2019
title: Données hydrométéorologiques à haute résolution provenant de sept petits bassins versants côtiers, Colombie-Britannique, Canada, 2013-2019

description: This data set contains the first five water years (Oct 1, 2013 – Sep 30, 2019) of continuous stream discharge, rain, total precipitation, snow depth, air temperature, wind, relative humidity and solar radiation records from seven hydrometric and fourteen meteorological stations for seven small watersheds at Calvert and Hecate Islands, British Columbia, Canada. Hydrometric stations are installed near the outlet and meteorological stations are installed in a tight network spanning the entire elevation gradient. The stations are connected to a telemetry network facilitating online data storage to overcome accessibility issues related to the observatory’s remote setting. Streamflow was measured using a novel automated method, and quantitative uncertainty estimations are provided with the streamflow data. All data are provided at the hourly time-step. High data quality is assured through systematic and thorough quality control methods.
description: Cet ensemble de données contient les cinq premières années d'eau (du 1er octobre 2013 au 30 septembre 2019) de débit continu, de pluie, de précipitations totales, d'épaisseur de neige, de température de l'air, de vent, d'humidité relative et de rayonnement solaire provenant de sept stations hydrométriques et quatorze stations météorologiques pour sept petits bassins versants à Îles Calvert et Hécate, Colombie-Britannique, Canada. Des stations hydrométriques sont installées à proximité de la sortie et des stations météorologiques sont installées dans un réseau étroit couvrant tout le gradient d'altitude. Les stations sont connectées à un réseau de télémétrie facilitant le stockage des données en ligne afin de résoudre les problèmes d'accessibilité liés au réglage à distance de l'observatoire. Le débit a été mesuré à l'aide d'une nouvelle méthode automatisée, et des estimations d'incertitude quantitatives sont fournies avec les données sur le débit fluvial. Toutes les données sont fournies au pas horaire. La haute qualité des données est assurée par des méthodes de contrôle qualité systématiques et approfondies.
DOI: 10.25810/gyv-zg57.71
title: New Zealand Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.3886/e194504
title: Redesigning the US Army's Branching Process: A Case Study in Minimalist Market Design

description: We present a proof-of-concept for minimalist market design (Sönmez, 2023) as an effective methodology to enhance an institution based on stakeholders’ desiderata with minimal interference. Four objectives – respecting merit, increasing retention, aligning talent, and enhancing trust – guided reforms to the US Army’s centralized branching process of cadets to military specialties since 2006. USMA’s mechanism for the Class of 2020 exacerbated challenges in implementing these objectives. Formulating the Army’s desiderata as rigorous axioms, we analyze their implications. Under our minimalist approach to institution redesign, the Army’s objectives uniquely identify a branching mechanism. Our design is now adopted at USMA and ROTC.
DOI: 10.3886/e194504v1
title: Redesigning the US Army's Branching Process: A Case Study in Minimalist Market Design

description: We present a proof-of-concept for minimalist market design (Sönmez, 2023) as an effective methodology to enhance an institution based on stakeholders’ desiderata with minimal interference. Four objectives – respecting merit, increasing retention, aligning talent, and enhancing trust – guided reforms to the US Army’s centralized branching process of cadets to military specialties since 2006. USMA’s mechanism for the Class of 2020 exacerbated challenges in implementing these objectives. Formulating the Army’s desiderata as rigorous axioms, we analyze their implications. Under our minimalist approach to institution redesign, the Army’s objectives uniquely identify a branching mechanism. Our design is now adopted at USMA and ROTC.
DOI: 10.34740/kaggle/dsv/7888843
title: Balochi Language to English Translation Dataset
DOI: 10.25810/gtp-yy33.50
title: North American Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.21966/xnh1-tp28
title: Precipitation time-series – Central Coast and Quadra Island – 2013 - 2019 Version 1.0
title: Série chronologique des précipitations — Côte centrale et île Quadra — 2013 - 2019 Version 1.0

description: This data package consists of 5 years of quality controlled precipitation data collected at 18 metrological stations on Calvert and Hecate Islands, 1 on the Koeye River, 1 on Ethel Island in Rivers Inlet, and 1 on Quadra Island on British Columbia’s coast. Methods for data quality control and assurance are outlined in the companion README document. 

Data is collected as part of the Hakai climate and hydrometric observation network which is an ongoing monitoring network that collects near-real time data providing many operational uses for the general public and for marine and air traffic.
description: Cet ensemble de données comprend 5 ans de données de précipitations de qualité contrôlée recueillies à 18 stations métrologiques sur les îles Calvert et Hécate, 1 sur la rivière Koeye, 1 sur l'île Ethel à Rivers Inlet, et 1 sur l'île Quadra sur la côte de la Colombie-Britannique. Les méthodes de contrôle et d'assurance de la qualité des données sont décrites dans le document README d'accompagnement. 

Les données sont collectées dans le cadre du réseau d'observation climatique et hydrométrique de Hakai, qui est un réseau de surveillance continue qui collecte des données en temps quasi réel fournissant de nombreuses utilisations opérationnelles pour le grand public et pour le trafic maritime et aérien.
DOI: 10.25810/00zk-yj28.59
title: Norwegian Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.5281/zenodo.10839788
title: Data Supplement for "Microscopic derivation of the thin film equation using the Mori-Zwanzig formalism"

description: Data set and python code to recreate the figures of "Microscopic derivation of the thin film equation using the Mori-Zwanzig formalism".
DOI: 10.5281/zenodo.10839789
title: Data Supplement for "Microscopic derivation of the thin film equation using the Mori-Zwanzig formalism"

description: Data set and python code to recreate the figures of "Microscopic derivation of the thin film equation using the Mori-Zwanzig formalism".
DOI: 10.5281/zenodo.10840283
title: Chlorine

description: This dataset was originally defined in a PhD thesis by Lei Li (Carnegie Mellon University). It was produced by EPANET that models the hydraulic and water quality behavior of water distribution piping systems. EPANET can track, in a given water network, the water level and pressure in each tank, the water flow in the pipes and the concentration of a chemical species (Chlorine in this case) throughout the network within a simulated duration. The data set consists of 166 nodes (pipe junctions) and measurement of the Chlorine concentration level at all these nodes during 15 days (one measurement for every 5 minutes, a total of 4310 time ticks).

This is a modified and preprocessed version of the dataset saved in numpy format. The original dataset was obtained from here.

The dataset consists of univariate time series associated with a class label. It can be loaded as follows:

loaded_data = np.load("Chlorine.npz")
Xtr = loaded_data['Xtr'] # Training data of shape (467, 166)
Ytr = loaded_data['Ytr'] # Training labels of shape (467, 1)
Xte = loaded_data['Xte'] # Test data of shape (3840, 166)
Yte = loaded_data['Yte'] # Test labels of shape (3840, 1)
DOI: 10.5281/zenodo.10840284
title: Chlorine

description: This dataset was originally defined in a PhD thesis by Lei Li (Carnegie Mellon University). It was produced by EPANET that models the hydraulic and water quality behavior of water distribution piping systems. EPANET can track, in a given water network, the water level and pressure in each tank, the water flow in the pipes and the concentration of a chemical species (Chlorine in this case) throughout the network within a simulated duration. The data set consists of 166 nodes (pipe junctions) and measurement of the Chlorine concentration level at all these nodes during 15 days (one measurement for every 5 minutes, a total of 4310 time ticks).

This is a modified and preprocessed version of the dataset saved in numpy format. The original dataset was obtained from here.

The dataset consists of univariate time series associated with a class label. It can be loaded as follows:

loaded_data = np.load("Chlorine.npz")
Xtr = loaded_data['Xtr'] # Training data of shape (467, 166)
Ytr = loaded_data['Ytr'] # Training labels of shape (467, 1)
Xte = loaded_data['Xte'] # Test data of shape (3840, 166)
Yte = loaded_data['Yte'] # Test labels of shape (3840, 1)
DOI: 10.5281/zenodo.10840349
title: erica_azorica_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10840350
title: erica_azorica_spades_01.fasta.gz

description: .
DOI: 10.25810/zb7c-gf43.50
title: Oceania Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - February 2024

description: The Media and Climate Change Observatory Data monitors 127 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.34740/kaggle/dsv/7888957
title: Daily Public Opinion on Israel-Palestine War