cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8672
title: Time Series Of Epileptic Seizures In A 8Yo Male On A Cannabidiol Trial

description: Time series of epileptic seizures in a 8yo male with idiopathic catastrophic epilepsy (probably of mitochondrial origin) in a cannabidiol (CBD) trial.

The data are of <strong>observed seizures </strong>during each day by the patient's parents and caregivers and thus are not exact values for total daily seizure activity; the values in this dataset are best considered a lower bound. However, observation effort was essentially constant over the time series, so the data likely reflect overall trends even though precise daily seizure counts are not available.

The time series includes a 21-day baseline period and a 36-day trial period. The CBD was administered via g-tube in an olive oil base. Dosage was approximately 7.5 mg/kg/day for two weeks, and approximately 8 mg/kg/day for three weeks.

Each 1ml of oil contained 10.00mg of total CBD and 0.42mg of total THC, for a CBD:THC ratio of approximately 20:1 (analysis by HPLC).

<strong><em>Data Dictionary</em></strong>


	<strong>Date</strong>: YYYY-MM-DD
	<strong>Tonic</strong>: tonic seizure count (http://www.epilepsy.com/learn/types-seizures/tonic-seizures)
	<strong>Tonic-Clonic</strong>: tonic-clonic (aka "grand mal") seizure count (http://www.epilepsy.com/learn/types-seizures/tonic-clonic-seizures)
	<strong>Spasms</strong>: myoclonic seizure count (http://www.epilepsy.com/learn/types-seizures/myoclonic-seizures)
	<strong>Total</strong>: total number of seizures (sum of above)
	<strong>Notes</strong>: notes by parents
DOI: 10.5281/zenodo.1028933
title: Cb120 Unc-4(E120)Ii | 2011-11-04T10:10:09+00:00

description: This experiment is part of the <em>C.elegans behavioural database</em>. For more information and the complete collection of experiments visit http://movement.openworm.org



<b>preview link</b> : https://www.youtube.com/watch?v=isHorOBEMQc
<b>strain</b> : CB120
<b>timestamp</b> : 2011-11-04T10:10:09+00:00
<b>gene</b> : unc-4
<b>chromosome</b> : II
<b>allele</b> : e120
<b>strain_description</b> : unc-4(e120)II
<b>sex</b> : hermaphrodite
<b>stage</b> : adult
<b>ventral_side</b> : clockwise
<b>media</b> : NGM agar low peptone
<b>arena</b> :   
  <b>style</b> : petri
  <b>size</b> : 35
  <b>orientation</b> : away
  

<b>food</b> : OP50
<b>habituation</b> : 30m wait
<b>who</b> : Laura Grundy
<b>protocol</b> : Method in E. Yemini et al. doi:10.1038/nmeth.2560. Worm transferred to arena 30 minutes before recording starts.
<b>lab</b> :   
  <b>name</b> : William R Schafer
  <b>location</b> : MRC Laboratory of Molecular Biology, Hills Road, Cambridge, CB2 0QH, UK
  

<b>software</b> :   
  <b>name</b> : tierpsy (https://github.com/ver228/tierpsy-tracker)
  <b>version</b> : cbfc23eb4f1ac2f29be75ade7a937eed58a5b219
  <b>featureID</b> : @OMG
  

<b>base_name</b> : unc-4 (e120)II on food L_2011_11_04__10_10_09___8___2
<b>total time (s)</b> : 898.967
<b>frames per second</b> : 30.03
<b>video micrometers per pixel</b> : 4.9828
<b>number of segmented skeletons</b> : 8119
DOI: 10.5281/zenodo.1256837
title: Comparison Of Brittle- And Viscous Creep In Quartzites: Implications For Semi-Brittle Flow Of Rocks

description: A data compilation of deformation experiments performed on quartzites in .pdf and .xlsx formats.
DOI: 10.5281/zenodo.6685649
title: Molecular Models of hematite, goethite, kaolinite, and quartz surfaces

description: Molecular models for hematite, quartz, goethite and kaolinite surfaces according to different terminations.
DOI: 10.1594/pangaea.735614
title: Isotopic composition of water in fog, rain, throughfall and stemflow in the Monte Verde, Costa Rica

description: Fog deposition, precipitation, throughfall and stemflow were measured in a windward tropical montane cloud forest near Monteverde, Costa Rica, for a 65-day period during the dry season of 2003. Net fog deposition was measured directly using the eddy covariance (EC) method and it amounted to 1.2 ± 0.1 mm/day (mean ± standard error). Fog water deposition was 5–9% of incident rainfall for the entire period, which is at the low end of previously reported values. Stable isotope concentrations (d18O and d2H) were determined in a large number of samples of each water component. Mass balance-based estimates of fog deposition were 1.0 ± 0.3 and 5.0 ± 2.7 mm/day (mean ± SE) when d18O and d2H were used as tracer, respectively. Comparisons between direct fog deposition measurements and the results of the mass balance model using d18O as a tracer indicated that the latter might be a good tool to estimate fog deposition in the absence of direct measurement under many (but not all) conditions. At 506 mm, measured water inputs over the 65 days (fog plus rain) fell short by 46 mm compared to the canopy output of 552 mm (throughfall, stemflow and interception evaporation). This discrepancy is attributed to the underestimation of rainfall during conditions of high wind.
description: Swiss National Science Foundation project 2100-068051.02
description: Supplement to: Schmid, Simone; Burkard, Reto; Frumau, K F A; Tobón, C; Bruijnzeel, L Adrian; Siegwolf, Rolf T E; Eugster, Werner (2011): Using eddy covariance and stable isotope mass balance techniques to estimate fog water contributions to a Costa Rican cloud forest during the dry season. Hydrological Processes, 25, 429-437
DOI: 10.1594/pangaea.78890
title: Chlorophyll-a at UR03_Adria3a
DOI: 10.5281/zenodo.6510854
title: Gold and Bitcoin Prices

description: 这些数据来自数学建模竞赛,描述了2016年至2021年黄金和比特币的价格。
DOI: 10.5281/zenodo.3359645
title: Sichuan Dataset for GRASS GIS

description: <strong>Sichuan Dataset for GRASS GIS</strong><br> This geospatial dataset contains raster and vector data for Sichuan Province, China. The top level directory <em>sichuan-dataset</em> is a GRASS GIS location for WGS 84 / UTM zone 48N with EPSG code 32648. Inside the location there is the <em>PERMANENT</em> mapset, color tables, category tables, a license file, and readme file. <strong>Instructions</strong><br> Install GRASS GIS, unzip this archive, and move the location into your GRASS GIS database<br> directory. If you are new to GRASS GIS read the first time users guide. <strong>Data Sources</strong> ALOS Global Digital Surface Model Anthromes NASA Shuttle Radar Topography Mission (SRTM) ESA CCI Landcover European Soil Data Centre (ESDAC) Database of Global Administrative Areas (GADM) Harvard World Map IUCN Red List Protected Planet NASA Blue Marble Natural Earth Open Street Map WWF HydroSHEDS WWF Terrestrial Ecoregions of the World <strong>License</strong><br> This dataset is licensed under the ODC Public Domain Dedication and License 1.0 (PDDL) by Brendan Harmon.<br>
DOI: 10.5281/zenodo.4263692
title: Houses Dataset

description: The current health crisis has had a major impact not only on the national and global economy, but also in the requirements to housing (windows, terraces, space). In order to evaluate both aspects, the idea of comparing the apartments for sale nationwide. Whose data, will allow answer the following questions, among others:<br> - What is the average price per square meter in the cities?<br> - Does it vary from smaller locations?<br> - How is the price vs. surface area?<br> - Does the greater the number of rooms, the higher the price? The dataset is focused on Spanish market.
DOI: 10.5281/zenodo.4544319
title: A Harmonized Global Land Evaporation Dataset from Reanalysis Products Covering 1980-2017

description: A long-term (1980-2017) daily land evaporation product with a spatial resolution of 0.5 degree. Reliability Ensemble Averaging (REA) method that minimizes the uncertainty of land evaporation is used to combine three reanalysis products. These include the fifth-generation ECMWF Re-Analysis (ERA5), the second Modern-Era Retrospective analysis for Research and Applications (MERRA2) and Global Land Data Assimilation System (GLDAS).
DOI: 10.5281/zenodo.6761111
title: Triaxial cycling loading of Westerly granite: Mechanical and Ultrasonic data

description: Data obtained from triaxial cyclic loading experiments conducted on dry Westerly granite at confining pressure ranging from 40 to 120 MPa. Text files (.txt) are raw, unprocessed time series of mechanical data including load, shortening and radial and axial strain gauge measurements. Except noted, units are in Volts. Strain gauge voltages can be converted into strain using gauge factor of 2.11 and amplification factor of 40. External shortening can be converted to sample shortening using a machine stiffness of 480 kN/mm. Raw ultrasonic data are combined in folders named BSF*. Data format is binary, and can be read using ASC ltd. software "Insite". Files "sensors.txt" contain ultrasonic sensor positions and time offset corrections.
DOI: 10.1594/pangaea.934141
title: Age determination of Zoige Wagen (ZB08-s4) peat core from Tibetan Plateau, China

description: 14C and 210Pb age determination of a high-resolution peat core from the Past Global Changes - Carbon in Peat on EArth through Time (PAGES_C-PEAT) Project.
DOI: 10.1594/pangaea.741606
title: Lithology of sediment core ODENSEE, Ödenseemoor, Austria

description: This dataset was archived on 2010-05-11 from the EPD database.
DOI: 10.1594/pangaea.817571
title: (Table 2) Summary of triaxial experiments at DSDP Holes 67-495 and 67-499B

description: Sediment depth is given in mbsf. Samples deformed are all lower Miocene chalks. All experiments were done at room temperature and a strain rate of 10**-4 s**-1. All were tested room dry unless stated otherwise.
DOI: 10.5281/zenodo.3886553
title: PCB DSLR DATASET

description: The PCB DSLR dataset is meant to facilitate research on computer-vision-based Printed Circuit Board (PCB) analysis, with a focus on recycling-related applications. The dataset contains 748 images of PCBs from a recycling facility, captured under representative conditions using a professional DSLR camera. All images come with accurate PCB segmentation information as well as bounding box information for all Integrated Circuit (IC) chips (9313 samples). Statistics Please refer to [1] for detailed statistics. Camera: Nikon D4 with f/2.8 lens and polarization filter Image resolution: 4928×3280 (about 220 ppi) 165 different PCBs, 3 to 5 images per PCB, 748 images in total 2048 unique labeled ICs, 9313 labeled ICs in total 1740 ICs with label information in total Download The dataset is split into 8 parts. APIs for convenient use from Matlab, Python2, and C++ are available on github. The dataset is freely available for non-commercial research use. Please cite [1] when using the dataset. References [1] C. Pramerdorfer and M. Kampel, “A dataset for computer-vision-based PCB analysis,” 14th IAPR International Conference on Machine Vision Applications (MVA), Tokyo, 2015, pp. 378-381, doi: 10.1109/MVA.2015.7153209. 2015.
description: {"references": ["C. Pramerdorfer and M. Kampel, \"A dataset for computer-vision-based PCB analysis,\" 14th IAPR International Conference on Machine Vision Applications (MVA), Tokyo, 2015, pp. 378-381, doi: 10.1109/MVA.2015.7153209. 2015."]}
DOI: 10.5281/zenodo.5259138
title: Yelp Reviews Full (YELP) 2015

description: Yelp Reviews Full (YELP): It was obtained from the Yelp Data Challenge of 2015, containing about 700K reviews on differentkinds of businesses, including restaurants, shopping, home services, etc. <br> The files:<br> texts.txt: Document set (text). One per line.<br> score.txt: Document class whose index is associated with texts.txt<br> split_&lt;k&gt;.pkl: pandas DataFrame with k-cross validation partition.
description: {"references": ["https://doi.org/10.1016/j.ipm.2020.102263", "https://doi.org/10.1016/j.ipm.2020.102481"]}
DOI: 10.5281/zenodo.5709835
title: 气象卫星元数据

description: 包含风云3号、4号卫星风云三号气象卫星全球MERSI数据集、风云四号气象卫星1级数据集、气象卫星青藏高原气候产品历史数据集
description: 无
DOI: 10.5281/zenodo.191887
title: Fnirs, Eeg And Eog Classification Accuracy Used To Generate Fig 3

description: fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculogram) classification accuracy of different sessions performed by Patient G, was used to generate Fig 3.
DOI: 10.5281/zenodo.5570889
title: Image Annotation Datasets

description: This folder contains four Image Annotation Datasets (ESPGame, IAPR-TC12, ImageCLEF 2011, ImagCLEF 2012). Each dataset has sub-folders of training images, testing images, ground truth, labels. Moreover, labels are the limited number of labels the dataset could assign to an image. While the ground is the correct labeling for each image.
DOI: 10.5281/zenodo.7382983
title: Vulnerability Report Dataset

description: This release contains a large dataset of vulnerability reports generated. The reports where dumped from mongodb version 5.0.3 via <pre><code class="language-bash">mongodump --uri="mongodb://localhost:27017" --db='security_findings' --collection='findings_entry'</code></pre> The dump is then compressed using: <pre><code class="language-bash">tar -czvf dump.tar.gz dump</code></pre> Since uploading a 12GB file is a pain, we split the file into 1GB sizes files: <pre><code class="language-bash">split -b 1G dump.tar.gz "dump.tar.gz.part"</code></pre> After downloading, concatenate the file fragments before uncompressing: <pre><code class="language-bash">cat dump.tar.gz.parta* &gt; dump.tar.gz</code></pre>
DOI: 10.5281/zenodo.4746506
title: OH (3-1) nightglow volume emission rate and its characteristics based on OSIRIS measurements

description: The nightglow emission originating from the vibrationally excited hydroxyl layer (about 85 km altitude) has been measured by the infrared imager (IRI) on the Odin satellite for more than 15 years. The calibrated limb radiance is used to derive the volume emission rate (VER) profile using the optimal estimation method. The resulting VER profiles are from 60 to 95 km with a 1 km resolution. Each profile is used to estimate the nightglow layer peak intensity, peak height and thickness by fitting a Gaussian function using the nonlinear weighted least-square method. Detailed retrieval steps are described in Li et al. 2021. Data sets are structured in one year per file in NetCDF format. File names are in the format of `iri_ch1_ver_(year).nc', such as `iri_ch1_ver_2008.nc' for data collected in 2008. The individual parameters included are described in the README.pdf file.
DOI: 10.5281/zenodo.5587754
title: Rapeseed Map Example data

description: This dataset provides 30m-grid rapeseed map example data. *** The data file is in “.tif" format *** Temporal Resolution: Yearly *** Pixel size: 30 m *** Projection information: EPSG: 4326 Scenario 1 (flowering stage), Scenario 2 (pod stage), Scenario 3 (flowering-to-pod stage)
description: beijing normal university
DOI: 10.5281/zenodo.1186609
title: Business Popularity In Yelp

description: Postprocessed Yelp data for business popularity prediction.
DOI: 10.5281/zenodo.6507706
title: Reconstructed daily ground-level MDA8 O3 over 2005-2021 in China

description: This daily ground-level MDA8 O3 dataset covers a long time period (2005-2021) with 0.1°×0.1° gap-free grids. Here we upload the monthly and annual mean datasets. If you want to apply for the daily O3 dataset, please contact me (20482795@life.hkbu.edu.hk).
DOI: 10.57760/sciencedb.08168
title: 文件系统文件系统
title: 文件系统文件系统

description: 文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1
description: 文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1文件系统1
DOI: 10.1594/pangaea.805268
title: (Table 1) Compressional and shear wave velocities and elastic constants of DSDP Hole 83-504B basalts

description: Compressional and shear wave velocities at confining pressures to 6 kb, densities, and porosities were measured for 32 samples obtained from 836 to 1350 m below seafloor (BSF) in Hole 504B, the section drilled on Leg 83 of the Deep Sea Drilling Project. These data in combination with similar measurements on 28 basalt samples from the section from 274.5 to 836 m, drilled on Legs 69 and 70, provide a comprehensive set of physical property data for over 1000 m of oceanic crust. The velocities, densities, and porosities measured in the laboratory exhibit greater variability in the upper portion of the hole. In general, compressional and shear wave velocities and densities increase with depth, reaching average values at 1 kbar of Vp = 6.45 km/s, Ks = 3.45 km/s and p = 2.94 g/cm3 within the sheeted dike section. Porosities decrease with depth to values generally less than 1% near the bottom of the hole
description: Supplement to: Christensen, Nikolas I; Salisbury, Matthew H (1985): Seismic velocities, densities, and porosities of Layer 2B and Layer 2C basalts from Hole 504B. In: Anderson, RN; Honnorez, J; Becker, K; et al. (eds.), Initial Reports of the Deep Sea Drilling Project, Washington (U.S. Govt. Printing Office), 83, 367-370
DOI: 10.5281/zenodo.191884
title: Fnirs, Eeg And Eog Classification Accuracy Used To Generate Fig 2

description: fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculogram) classification accuracy of different sessions performed by Patient F, was used to generate Fig 2.
DOI: 10.5281/zenodo.4648082
title: Trauma and mental health

description: Data concerning the study entitled "Common occupational trauma: is there a relationship with workers’ mental health?"
DOI: 10.5281/zenodo.6476753
title: TocoDecoy: a new approach to design unbiased datasets for training and benchmarking machine-learning scoring functions

description: This dataset file contains TocoDecoy datasets generated based on the targets and active ligands of LIT-PCBA. 1_property_filtered.zip : TD set: the ligand file name, 2D T-sne vectors, Smiles, molecular weight (MW), Wildman-Crippen partition coefficient (log P), number of rotatable bonds (RB), number of hydrogen-bond acceptors (HBA), number of hydrogen-bond donors (HBD), number of halogens (HAL), topology similarities of decoys to the seed active ligands, active label (active or inactive) and training set label (whether belongs to training set or test set) <strong>OF active ligands and their topologically dissimilar decoys</strong> CD set: the decoy conformations with low docking scores generated by docking active ligands into protein pockets using Glide, Schrödinger.
DOI: 10.5281/zenodo.191899
title: Fnirs, Eeg And Eog Classification Accuracy Used To Generate Fig 5

description: fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculogram) classification accuracy of different sessions performed by Patient W, was used to generate Fig 5.
DOI: 10.5281/zenodo.4268407
title: Brittle faulting of ductile rock induced by pore fluid pressure build-up

description: his is the ReadMe file corresponding to the study entitled: "Brittle faulting of ductile rock induced by pore fluid pressure build-up" By Noël C., Passelègue X. F., Violay M. This study is under review at JGR: Solid Earth This Read-Me file has been last edited in November 2020 This readme file describes the data repository and supplementary files accompanying the above publication. <br> For any further queries please contact corentin.noel@epfl.ch
DOI: 10.5281/zenodo.245173
title: De Novo Genome Assembly Of The Lncap Human Prostate Cancer Cell Line

description: Whole-genome sequencing reads from the LNCaP human prostate cancer cell line were used to generate a <em>de novo </em>assembly with SGA v0.10.15. Please see https://github.com/sciseim/PCaWGS for associated scripts. Library preparation was performed using a TruSeq Nano DNA kit (Illumina) with a target insert size of 350bp. Paired-end libraries (150bp) were sequenced using a HiSeqX sequencer (Illumina).
DOI: 10.5281/zenodo.2673444
title: Monthly precipitation in mm at 1 km resolution based on SM2RAIN-ASCAT 2007-2018, IMERGE, CHELSA Climate and WorldClim

description: Monthly precipitation in mm based on SM2RAIN-ASCAT 2007-2018 (https://doi.org/10.5281/zenodo.2615278). Downscaled to 1 km resolution using gdalwarp (cubic splines) and an average between WorldClim (http://biogeo.ucdavis.edu/data/worldclim/v2.0/), CHELSA Climate (https://www.wsl.ch/lud/chelsa/data/climatologies/prec/) and IMERGE monthly product (ftp://jsimpson.pps.eosdis.nasa.gov/NRTPUB/imerg/gis/ see files e.g. "3B-MO-L.GIS.IMERG.20180601.V05B.tif"). Processing steps are available <strong>here</strong>. Antartica is not included.

To access and visualize maps use: <strong>https://landgis.opengeohub.org</strong>

If you discover a bug, artifact or inconsistency in the LandGIS maps, or if you have a question please use some of the following channels:


	Technical issues and questions about the code: https://github.com/Envirometrix/LandGISmaps/issues 
	General questions and comments: https://disqus.com/home/forums/landgis/


All files internally compressed using "COMPRESS=DEFLATE" creation option in GDAL. File naming convention:


	clm = theme: climate,
	precipitation = variable: precipitation,
	sm2rain.oct = determination method: SM2RAIN-ASCAT long-term average values for October,
	m = mean value,
	1km = spatial resolution / block support: 1 km,
	s0..0cm = vertical reference: land surface,
	2007..2018 = time reference: from 2007 to 2018,
	v0.2 = version number: 0.2,
description: {"references": ["Brocca, L., Filippucci, P., Hahn, S., Ciabatta, L., Massari, C., Camici, S., Sch\u00fcller, L., Bojkov, B., Wagner, W. (2019). SM2RAIN-ASCAT (2007-2018): global daily satellite rainfall from ASCAT soil moisture. submitted to Earth System Science Data.", "Karger, D. N., Conrad, O., B\u00f6hner, J., Kawohl, T., Kreft, H., Soria-Auza, R. W., ... & Kessler, M. (2017). Climatologies at high resolution for the earth's land surface areas. Scientific data, 4, 170122.", "Huffman, G. J., D. T. Bolvin, D. Braithwaite, K. Hsu, R. Joyce, and P. Xie, (2014). NASA Global Precipitation Measurement (GPM) Integrated Multi-satellitE Retrievals for GPM (IMERG), Algorithm Theoretical Basis Document (ATBD). https://storm- pps.gsfc.nasa.gov/storm/IMERG_ATBD_V4.pdf", "Fick, S. E., & Hijmans, R. J. (2017). WorldClim 2: new 1\u2010km spatial resolution climate surfaces for global land areas. International Journal of Climatology, 37(12), 4302-4315."]}