cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21223/wjwmzb
title: Dataset for: Remote sensing and agronomic data for drought trials evaluated at Umbeluzi Research Station in 2019 (1st experiment).

description: The trial had 24 clones. Check clones were 199062.1, Nhacoongo 1, Caromex, Xiadlaxakau, TIS2534, Irene and Xitsekele. The remaining 17 are parents from Gurue and Umbeluzi. The trials were planted at Umbeluzi from 20 to 23 December 2018. Each plot was 25m2. In this trial, there were 5 treatments namely, (i) optimum irrigation fertilizer (ii) optimum irrigation (iii) early season drought (iv) mid-season drought (v) late season drought. The treatments are defined as follows; (i) Irrigation + fertilizer – no water stress and fertilizer (NPK) applied at 35 days after planting in the treatment. (irrigation to water holding capacity of the soil) (ii) Irrigation – no water stress in the treatment (irrigation to water holding capacity of the soil) (iii) Early season drought – water withheld at 40 days after planting for 15 days. Drought intensity targetted is moderate to severe (40 to 70 % stress). Irrigation resumed at 50 to 56 days after planting. (iv) Mid-season drought – water withheld at 65 days after planting for 15 days. Drought intensity targetted is moderate to severe (40 to 70 % stress). Irrigation resumed at 80 to 86 days after planting. (v) Terminal drought - water withheld at 120 days after planting. No irrigation applied thereafter. Drought intensity targetted is moderate to severe (40 to 70 % stress). Experimental design: row column design (6 rows x 8 columns per each treatment), 2 replications per treatment. Soil analysis done for each field. The trial was mainly supported by irrigation.
DOI: 10.5281/zenodo.2585456
title: A labeled Ecore metamodel dataset for domain clustering

description: Manually labeled 555 metamodels mined from GitHub in April 2017. 

Domains: (1) bibliography, (2) conference management, (3) bug/issue tracker, (4) build systems, (5) document/office products, (6) requirement/use case, (7) database/sql, (8) state machines, (9) petri nets

Procedure for constructing the dataset: fully manual, by searching for certain keywords and regexes (e.g. "state" and "transition" for state machines) in the metamodels and inspecting the results for inclusion. 

Format for the file names: ABSINDEX_CLUSTER_ITEMINDEX_name_hash.ecore
DOI: 10.5281/zenodo.4731058
title: VIC parameter over the Colorado River Basin (netcdf format)

description: This parameter file is for VIC5 baseline simulation over the Colorado River basin. The spatial resolution is 1/16 degree. A few extra grid cells in the Mexico near the boarder is also unnecessarily included, which do not drainage to the CRB. Users can get rid of those pixels with a more precise domain mask.
DOI: 10.5281/zenodo.7219891
title: Variable Optical True Time Delay Line Breaking Bandwidth-Delay Constraints - Dataset

description: Dataset for the Letter "Variable Optical True Time Delay Line Breaking Bandwidth-Delay Constraints", in Optics Letters
DOI: 10.5281/zenodo.7397288
title: Histological Dataset

description: Dataset histological picture and definition of histological results
DOI: 10.5281/zenodo.806813
title: A Collection Of Novice Interactions With The Ocaml Top-Level System

description: See the included README.md for details on the file format.
DOI: 10.6084/m9.figshare.16837216.v1
title: Fig1 gtdb tree and alignment

description: This items are the gtdb generated alignment for figure 1 and the results phylogeny, generated by iqtree.<br>
DOI: 10.6084/m9.figshare.21640610
title: Supplementary Material for: Long-Term Follow-Up on Bilateral Posterior Hypothalamic Deep Brain Stimulation for Treating Refractory Aggressive Behavior in a Patient with Cri du Chat Syndrome: Analysis of Clinical Data, Intraoperative Microdialysis, and Imaging Connectomics

description: Posterior hypothalamic-deep brain stimulation (pHyp-DBS) has been reported as a successful treatment for reducing refractory aggressive behaviors in patients with distinct primary diagnoses. Here, we report on a patient with cri du chat syndrome presenting severe self-injury and aggressive behaviors toward others, who was treated with pHyp-DBS. Positive results were observed at long-term follow-up in aggressive behavior and quality of life. Intraoperative microdialysis and imaging connectomics analysis were performed to investigate possible mechanisms of action. Our results suggest the involvement of limbic and motor areas and alterations in main neurotransmitter levels in the targeted area that are associated with positive results following treatment.
DOI: 10.17632/f63ggczpmf.2
title: Turkish Word embedding benchmark seed dataset

description: It is a seed dataset for creating analogies for morphological and semantic relations. The dataset contains all the relations of SemEval 2012 task.
DOI: 10.25790/bml0cm.114
title: Eagle Atlas Compilation for Vestibular Research
DOI: 10.4121/21588189.v1
title: Dataset on surface water features of the Júcar River Basin, Valencia (Spain) to predict nitrate concentration.

description: Dataset on water quality composition, ecological indicators, weather, hydrological and hydrogeological, features to predict nitrate concentration in a Júcar River Basin, Valencia (Spain)
DOI: 10.22008/fk2/fw9wfv
title: Data set to: "Sea surface temperature evolution of the Atlantic Ocean across the Eocene-Oligocene Transition"

description: Data set includes 1. Age model (site 647) 2. Tex86 - raw data 3. Bayspar TEX86 calculation 4. Uk37 - raw data 5. Sea Surface Temperature: model vs. data
DOI: 10.6084/m9.figshare.20417526.v1
title: Bristol et al. Meta-data Figshare.xlsx

description: Data used in the meta-analysis Bristol et al. 2022 which includes; Author, citation, experimental type, ecosystem type, annual MAP, annual mean temp, lattitude and longitude, experimental time, replicates, treatment effect %, trophic groups and treatment data. Raw nematode count data from 'Bristol et al. Unpublished' that was included in the analysis is included. Furthermore, packages and codes used in the meta-analysis and data visualization is included.
DOI: 10.17188/1199529
title: Materials Data on K2RuCl6 by Materials Project

description: K2(RuCl6) crystallizes in the cubic Fm-3m space group. The structure is three-dimensional. K1+ is bonded to twelve equivalent Cl1- atoms to form KCl12 cuboctahedra that share corners with twelve equivalent KCl12 cuboctahedra, faces with six equivalent KCl12 cuboctahedra, and faces with four equivalent RuCl6 octahedra. All K–Cl bond lengths are 3.50 Å. Ru4+ is bonded to six equivalent Cl1- atoms to form RuCl6 octahedra that share faces with eight equivalent KCl12 cuboctahedra. All Ru–Cl bond lengths are 2.35 Å. Cl1- is bonded in a distorted single-bond geometry to four equivalent K1+ and one Ru4+ atom.
DOI: 10.17632/9ksxs85d9t.1
title: Supporting_information_Koshnaw_etal_SolidEarth

description: Tables include sample information, zircon U-Pb data set, and zircon (U-Th)/He data set
DOI: 10.21227/52d9-8y30
title: Accelerometer, Gyroscope, and Magnetometer Sensors based Data for Recognizing Handwritten Digits

description: This dataset consists of sensory data of digits, i.e., from 0 to 9. The dataset is collected from 20 volunteers by using a 9−axis Inertial Measurement Unit (IMU) equipped marker pen. The objective of this dataset is to design classification algorithms for recognizing a handwritten digit in real-time.
DOI: 10.21415/t50c7h
title: CHILDES Spanish-English Deuchar Corpus
DOI: 10.3886/e119549v1
title: Data and Code for Money Mining and Price Dynamics

description: The deposit contains the data and computer code for the paper "Money mining and price dynamics" written by Michael Choi and Guillaume Rocheteau.
DOI: 10.3886/e120321v11
title: COVID-19 Twitter Dataset with Latent Topics, Sentiments and Emotions Attributes

description: This project aims to present a large dataset for researchers to discover public conversation on Twitter surrounding the COVID-19 pandemic. From 28 January 2020 to 1 September 2021, we collected over 198 million Twitter posts from more than 25 million unique users using four keywords: “corona”, “wuhan”, “nCov” and “covid”. Leveraging topic modeling techniques and pre-trained machine learning-based emotion analytic algorithms, we labeled each tweet with seventeen semantic attributes, including a) ten binary attributes indicating the tweet’s relevance or irrelevance to the top ten detected topics, b) five quantitative emotion attributes indicating the degree of intensity of the valence or sentiment (from 0: very negative to 1: very positive), and the degree of intensity of fear, anger, happiness and sadness emotions (from 0: not at all to 1: extremely intense), and c) two qualitative attributes indicating the sentiment category (very negative, negative, neutral or mixed, positive, very positive) and the dominant emotion category (fear, anger, happiness, sadness, no specific emotion) the tweet is mainly expressing.
description: Twitter posts.
description: The latest version has data updated up to 1 Sep 2021, including additional csv downloads for 29 countries)
DOI: 10.5281/zenodo.6456606
title: What is a Good School, and Can Parents Tell? Evidence on the Multidimensionality of School Output

description: The package contains all the code necessary to reproduce the figures and tables in Beuermann, Jackson, Navarro-Sola and Pardo (forthcoming). "What is a Good School, and Can Parents Tell? Evidence on the Multidimensionality of School Output." Review of Economic Studies. Detailed instructions are also given about requesting access to the raw data.
DOI: 10.5441/002/icdt.2014.15
title: Conjunctive Context-Free Path Queries
DOI: 10.25835/176pl6eq
title: Implementation of thermodynamic topology optimization for sequential additive manufacturing including structural self-weight in MATLAB

description: The development of engineering components often starts digitally and a topology optimization can be the very first step. However, it is important to account for manufacturing properties during the optimization of these structures. For a step-by-step additive manufacturing, we developed a sequential thermodynamic topology optimization and implemented it into the software MATLAB [1]. This optimization process runs step-by-step through predefined sequences. For each sequence, the boundary conditions are updated due to the changed manufacturing load. Furthermore, the design space can be extended and/or reinitialized. Therefore, the optimization properties 1) fixed design, 2) only material can be added or 3) free optimization can be chosen. The next sequence starts when the optimization of the previous sequence converges. Using this MATLAB code, we computed the numerical results for a bridge-like structure in [2]. The given MATLAB code is divided into two files: 1) “topTTO.m” contains the optimization function for a rectangular design space discretized by 4-node square elements and 2) “executer.m” contains the function calls to compute the sequential optimization for the examples in [2]. [1] MATLAB programming language, www.mathworks.com. [2] Miriam Kick, Dustin R. Jantos and Philipp Junker. _Thermodynamic topology optimization for sequential additive manufacturing including structural self-weight._ Submitted. (2022)
DOI: 10.3886/e138741v1
title: Data and code for: The intergenerational effects of a large wealth shock: White Southerners after the Civil War

description: The nullification of slave wealth after the U.S. Civil War (1861-65) was one of the largest episodes of wealth compression in history. We document that white Southern households holding more slave assets in 1860 lost substantially more wealth by 1870, relative to Southern households that had been equally wealthy before the war. Yet, their sons almost entirely recovered from this wealth shock by 1900, and their grandsons completely converged by 1940. Marriage networks and connections to other elite families may have aided in recovery, whereas transmission of entrepreneurship and skills appear less central.
DOI: 10.48370/ofd/p94mtq
title: Martes martes - 31348, Zoological collection of the Mammal Research Institute, PAS

description: Martes martes (European pine marten) from Zoological collection of the Mammal Research Institute PAS. Collected 1963-02-16, in: Orle, Poland. Material type: skull, jaw
DOI: 10.5281/zenodo.5914757
title: Data related to a study on adaptive management of Nile infrastructure

description: Economy-related data of Ethiopia, Sudan, and Egypt.
DOI: 10.7479/myw2-9584
title: Citizen Science Strategies in Europe - preliminary findings from the pan-European Survey of Citizen Science Strategies and initiatives in Europe as part of a joint initiative of the COST ACTION 15212 and the JRC discussed in Cēsis, Latvia, 4th June 2019

description: On the occasion of the Management Committee (MC) and Working Group Meeting of the COST Action 15212 Citizen Science to promote creativity, scientific literacy, and innovation throughout Europe, preliminary results of a survey on Citizen Science (CS) strategies in Europe were discussed. The online survey was mainly developed by the Joint Research Institute (JRC) of the European Commission (EC) and the Policy Working Group of the COST Action. It aimed to develop an overall idea of Citizen Science strategies in Europe, i.e. to which degree national, regional, and local entities support Citizen Science, and what is the understanding of the added value of Citizen Science in the different regions of Europe. It turned out that the understanding, i.e. terms and concepts, widely differs between regions and countries. There are few countries where strategic support is documented. Albeit we already have 43 answers from 31 countries across Europe, mainly from COST Action MC members, the survey does not provide representative results due to the high heterogeneity. What it does offer is a valuable starting point to and a rich collection of practical suggestions for exploring options and functions of Citizen Science for science, policy, economy, and the broader society in more detail in future studies.
DOI: 10.15784/601421
title: Meteoric 10Be data of soils from the Shackleton Glacier region

description: We collected soil surface samples (n = 21) and depth profiles (n = 25) every 5 cm to refusal (up to 30 cm) from eleven ice-free areas along the Shackleton Glacier, a major outlet glacier of the East Antarctic Ice Sheet (EAIS). We measured meteoric 10Be concentrations, which were later used to estimate relative surface exposure ages of the soils from seven locations.
DOI: 10.17031/1652
title: 2020 Marine Biological Association of the UK (MBA) CPR Data request Stella Alexandroff Exeter University July 2020

description: North Atlantic area, from January 1958 to December 2018, Phytoplankton Color Index, Total diatoms, Total dinoflagellates, Total large copepods, Total small copepods, Calanus finmarchicus, calanus helgolandicus, Acartia spp., Calanlus I to IV.
DOI: 10.5066/p9erj5z4
title: Simulated annual area burned for eleven extensively forested ecoregions in the western United States for 1980 - 2099

description: This data release provides output produced by a statistical, aridity threshold fire model for 11 extensively forested ecoregions in the western United States. We identified thresholds in fire-season climate water deficit (FSCWD) that distinguish years with limited, moderate, and extensive area burned for each ecoregion. We developed a new area burned model using these relationships and used it to simulate annual area burned using historical climate from 1980 - 2020 and output from global climate models (GCMs) from 1980 - 2099. The data release includes a comparison of mean annual FSCWD for 13 GCMs that we used to select five GCMs that bracket the range of conditions projected for the RCP 8.5 emissions scenario. We used the aridity thresholds to classify each simulation year as having limited, moderate, or extensive area burned and defined fire-size distributions from historical fire records for these categories. We simulated individual fires from a regression relating fire season aridity to the annual number of fires and drew fire sizes from the corresponding fire-size distributions. For each ecoregion, we produced 1000 replicate simulations of annual area burned (ha).
DOI: 10.6084/m9.figshare.7413365
title: BioShifts: a global geodatabase of climate-induced species redistribution over land and sea

description: BioShifts.zip provides the BioShifts database including (1) the species range shifts extracted from the literature (BioShifts.csv), (2) associated reference list (References.csv), and (3) an ArcGIS File Geodatabase (Study_Areas.gdb) containing one shapefile for each of the study area (Source).<br>Lenoir_et_al.zip provides the R scripts used to conduct the analyses in Lenoir et al., including (1) the taxonomic harmonization (/Analysis/0_Script_taxonomy), (2) the estimates per taxonomic class (/Analysis/1_InferRangeShiftByClass.R), and (3) the coupling with the velocity of climate change at the species level (/Analysis/2_SpRangeShiftExplanation.R).
DOI: 10.6084/m9.figshare.21304992
title: COPD .sav

description: SPSS file for COPD exacerbation related admission analysis
DOI: 10.17632/9w5z9zgm4g.3
title: What really matters in multi-storey building design?  A simultaneous sensitivity study of embodied carbon, construction cost, and operational energy — Supplementary Data

description: This data supports the paper "What really matters in multi-storey building design? A simultaneous sensitivity study of embodied carbon, construction cost, and operational energy", by the same authors, submitted in 2022. 
It comprises:
- the raw data (dataset of generated building designs) from which the figures in the paper were derived
- a list of anonymised span tables which are used as input data for the results presented in the paper
- an exemplary IDF file used for building energy modelling with EnergyPlus
- a vailidation of the energy modelling using a results from literature as described in the SI of the paper
DOI: 10.18112/openneuro.ds001226.v1.0.0
title: BTC_preop
DOI: 10.5281/zenodo.7053115
title: Thermochronology dataset for Himalaya

description: Dataset from the Himalaya comprises 1785 thermochronologic ages compiled from papers published through July 2022; full data sources are provided in the associated file. We have excluded some reported ages from the Siwaliks (Sub-Himalayan fold-thrust belt), as that sedimentary unit commonly yields unreset ages. We have also excluded the western and eastern syntaxis regions, where extremely rapid exhumation is driven by processes that are different from those in the main part of the Himalaya (Zeitler et al., 2014; Butler, 2019). Finally, we exclude any pre-Himalayan ages (&gt; 60 Ma), as these are not directly linked to exhumation during Himalayan mountain building. The dataset comprises 345 white mica <sup>40</sup>Ar/<sup>39</sup>Ar ages, 236 ZFT ages, 783 AFT ages, 281 ZHe ages, and 140 AHe ages. Data are provided in an Excel worksheet.
DOI: 10.5281/zenodo.7388133
title: Supporting data for GP_2021_3

description: This package contains raw and processed datasets used to support the conclusions of "Length Biases in Single-Cell RNA Sequencing of pre-mRNA" by Gennady Gorin and Lior Pachter. GP_2021_3_raw_data.tar.gz: raw <em>loom</em> files. GP_2021_3_fits.tar.gz: fits generated with <em>Monod</em>. GP_2021_3-zenodo.zip: copy of the GitHub repository (as of Dec 1, 2022) with all analysis scripts and notebooks.
DOI: 10.12760/01-2014-2-07
title: Potential applications of the Sentinel-2 multispectral sensor and the Enmap hyperspectral sensor in mineral exploration.

description: Imaging spectroscopy is a widely used tool in mineral exploration today where exploration companies offer the full service package to their clients (data acquisition, preprocessing and product delivery). 
These exploration projects rely mainly on airborne imaging spectrometers such as Hymap, 
AISA or HySpex. This data is usually scarce and expensive and may not be available to 
academic research. The only operational spaceborne imaging spectrometer that covers 
the full spectral range from the visible to the shortwave infrared is Hyperion aboard 
EO-1, which has been providing data for over a decade now. New and advanced spaceborne 
imaging spectrometers such as the Environmental Mapping and Analysis Program (EnMAP) 
will provide new data for research in the field of imaging spectroscopy for mineral 
exploration. This study presents a comparison of the mapping capabilities between 
the Hyperion and EnMAP sensors, on the basis of simulated EnMAP data. This is shown 
with an example from a porphyry copper complex in southern Namibia (Haib River). 
Results from multispectral sensors (Landsat-8 OLI, EO-1 ALI and simulated data from 
the next generation Sentinel-2) are shown to illustrate their potential to map the 
gossan-outcrops at the Haib River Complex using the Iron Feature Depth (IFD).
DOI: 10.5281/zenodo.7540561
title: MUSES Fractional Vegetation Coverage (FVC) 8-Day Global 250m SIN Grid in 2007 (185–361)

description: The MUltiscale Satellite remotE Sensing (MUSES) product suite includes products with different spatial and temporal resolutions for parameters such as Normalized Difference Vegetation Index (NDVI), Near-Infrared Reflectance of Vegetation (NIRv), Leaf Area Index (LAI), Fraction of Absorbed Photosynthetically Active Radiation (FAPAR), Fractional Vegetation Coverage (FVC), Gross Primary Production (GPP), Net Primary Production (NPP). For more information about the MUSES products, please refer to this website (https://muses.bnu.edu.cn/). This dataset is the MUSES global FVC product at 250m spatial resolution and 8-day temporal resolution. The MUSES FVC product is provided on a Sinusoidal grid and spans from 2000 to 2019 (continuously updated). It was generated from the MUSES LAI product at 250m resolution and other ancillary information using the complement to unity of the transmittance of light through the entire canopy in the nadir viewing direction (Xiao <em>et al</em>., 2016). The MUSES FVC values are physically consistent with the corresponding MUSES LAI values. The MUSES FVC product is spatially complete and temporally continuous. This dataset is the MUSES FVC product in 2007 (185–361). <em>Please <strong>click here</strong> to download the MUSES FVC product <strong>in 2007 (001–177)</strong> and <em><strong>click here</strong> to download the MUSES FVC produ</em>ct <strong>in 2008 (001–177)</strong></em>. <strong>Dataset Characteristics:</strong> Spatial Coverage: Global Temporal Coverage: 2007 (185–361) Spatial Resolution: 250m Temporal Resolution: 8 days Projection: Sinusoidal Data Format: HDF Scale: 0.01 Valid Range: 0 – 100 <strong>Citation </strong>(Please cite this paper whenever these data are used)<strong>:</strong> Xiao Zhiqiang, <em>et a</em>l. (2016). Estimating the Fractional Vegetation Cover from GLASS Leaf Area Index Product. <em>Remote Sensing</em>, 8, 337. If you have any questions, please contact Prof. Zhiqiang Xiao (zhqxiao@bnu.edu.cn).