cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.20072177.v1
title: A rice gene expression matrix derived from large-scaled RNA-seq datasets

description: This dataset contains a gene expression matrix used to construct rice gene co-expression networks. The matrix has expression values (log2(cpm+1)) for 33,846 genes derived from 8,456 publicaly available high-quality rice RNA-seq runs, which were downloaded from the NCBI SRA database as of June 2021.
DOI: 10.6084/m9.figshare.5872653.v1
title: Tumor0909 slide 2

description: This is the single-cell western blot image data showing primary Tumor0909 cells immunoprobed by:HER2 antibody (488 nm laser channel)GAPDH antibody (532 nm laser channel)Actinin antibody (635 nm laser channel)rs6 antibody (488 nm laser channel)p-rs6 antibody (635 nm laser channel)<br><br>
DOI: 10.11583/dtu.20694964.v1
title: DFT energies with TZP basis of molecules and bond lists

description: This dataset contains the bond types and numbers of each bond of each molecule. It also contains the post-SCF energies with TZP basis sets. This item is part of the collection MultiXC-QM9 with DOI: 10.11583/DTU.c.6185986
DOI: 10.3535/h3d-fy1-9ke
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yyk-qqr-kg3
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aab-6wt-rrw
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/laq-770-lv3
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28588730.v1
title: The role of Trees of Fragmenting Granules (TFG) in the formation of the solar supergranulation: a comparison between simulation and Hinode results

description: We present an exceptional scientific dataset allowing to investigate the structure and evolution of the interior of the solar supergranulation cells. Trees of Fragmenting Granules (TFG) and associated horizontal flows were evidenced from a 24 H MHD simulation and a 48 H duration sequence of Hinode (JAXA/NASA) observations. The simulation and observations are in agreement and show that the TFG generate horizontal flows with lifetime of 1-2 hours over a scale of 10 arcsec (the mesogranulation). These flows act on the diffusion of the intranetwork magnetic elements and corks migrate towards the cell boundaries. Hence, the TFG appear as one of the major elements involved in supergranular formation and evolution.
DOI: 10.3535/s9v-1j9-pt8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.c.3815605_d6.v1
title: Additional file 15: of Evolution of strigolactone receptors by gradual neo-functionalization of KAI2 paralogues

description: MAX2 alignment. Nexus file containing all MAX2 sequences in alignment. (NEX 175Â kb)
DOI: 10.15468/dl.b6tny4
title: Occurrence Download

description: A dataset containing 4401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "TaxonKey is Rana sauteri Boulenger, 1909"
 ]
}

 The dataset includes 4401 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009899-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/lpw-y5x-8tx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p8e-ff5-sdl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.yd3nm2
title: Occurrence Download

description: A dataset containing 71653 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Coenonympha tullia Müller, 1764, Olethreutes deprecatoria Heinrich, 1926, Ancylis rhoderana (McDunnough, 1954))"
 ]
}

 The dataset includes 71653 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009888-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7mp-nz8-njq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c9n-qyy-13b
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l8z-l6d-xed
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lfc-whw-v57
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.26790493.v1
title: Supplementary tables

description: Supplementary tables for <b>Optimal methods for analyzing targeted pairwise knockout screens</b>
DOI: 10.3535/c4j-g05-hqm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j2x-8ww-es9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.12075312.v1
title: Pediatric Reference Ranges for Ultradistal Radius Bone Density: Results from the Bone Mineral Density in Childhood Study

description: Ultradistal radius bone mineral density LMS values and reference percentiles for African American and non-African American males and females.
DOI: 10.3535/gjb-lsx-z6j
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lba-qjt-0w1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0ps-h3s-8tf
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ndl-70g-ya1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.27201966.v1
title: Data on the Non coding RNAs of Zhongmu No.1 and their interaction and co expression networks.

description: Non coding RNAs of Zhongmu No.1 and their interaction and co expression networks.
DOI: 10.3535/pkw-wkd-c5c
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tvl-twh-4zx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8h3-4t7-08j
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eqb-cg8-alh
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.21404142.v4
title: Imagery-CBM Integration

description: Experiment-related software, analysis scripts, and data for the paper "An experimental test of integrating imagery with approach bias modification for alcohol: A cautionary tale".
DOI: 10.6084/m9.figshare.8679095.v1
title: DNN Models based on Dimensionality Reduction for Stock Trading

description: In order to avoid missing representative features, we should select a lot of features as far as possible when using machine learning algorithms in stock trading. Meanwhile, these high dimensional features can lead to redundancy of information and reduce the efficiency, and accuracy of learning algorithms. It is worth noting that dimensionality reduction operation (DRO) is one of the main means to deal with stock high-dimensional data. However, there are few studies on whether DRO can significantly improve the trading performance of deep neural network (DNN) algorithms. Therefore, this paper selects large-scale stock datasets in the American market and in the Chinese market as the research objects. For each stock, we firstly apply four most widely used DRO, namely principal component analysis (PCA), least absolute shrinkage and selection operator (LASSO), classification and regression trees (CART), and autoencoder (AE) to deal with original features respectively, and then use the new features as inputs of the most six popular DNN algorithms such as Multilayer Perceptron (MLP), Deep Belief Network (DBN), Stacked Auto-Encoders(SAE), Recurrent Neural Network(RNN), Long Short-Term Memory(LSTM), Gated Recurrent Unit(GRU) to generate trading signals. Finally, we apply the trading signals to conduct a lot of daily trading back-testing and non-parameter statistical testing. The experiments show that LASSO can significantly improve the performance of RNN, LSTM, and GRU. In addition, any DRO mentioned in this paper do not significantly improve trading performance and the speed of generating trading signals of the other DNN algorithms.
DOI: 10.3535/b0y-s9n-cq4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/md0-2t5-nnl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.1312994.v1
title: A novel electronic assessment strategy to support applied Drosophila genetics training on university courses

description: These are the support files for an article which just appeared in the G3 journal (first link below). Abstract: The advent of "omic" technologies has revolutionised Genetics and created a demand to focus classical genetics on its present-day applications (Redfield, 2012, PLoS Biol 10, e1001356ff.). This demand can be met by training students in <em>Drosophila</em> mating scheme design, which is an important problem solving skill routinely applied in many modern research laboratories. It requires thorough understanding and application of classical genetics rules, whilst also introducing to transgenic technologies and the use of model organisms. As we show here, such training can be implemented as a flexible and concise module (~1 day home study, ~8 hours course time) on university courses by using our previously published training package designed for fly researchers (Roote & Prokop, 2013, G3/Bethesda 3, 353ff.). However, assessing this training to make it an accredited course element, is difficult especially on large courses. Here, we present a powerful assessment strategy based on a novel hybrid concept where students solve crossing tasks initially on paper and then answer automatically marked questions on the computer (1.5 hours in total). This procedure can examine student performance on more complex tasks than conventional e-assessments and is more versatile, time-saving and fairer than standard paper-based assignments. Our evaluation shows that the hybrid assessment is effective and reliably detects varying degrees of understanding amongst students. It may be applicable also in other disciplines requiring complex problem solving, such as mathematics, chemistry, physics or informatics. Here, we describe our strategies in detail and provide all resources needed for their implementation.To take the test exam do the following: • go to: www.coursesites.com (link below)<br>• log on: username "flyfacility", password "prokop"<br>• click "Fly Facility" in the "My courses" box<br>• read the texts carefully, then click on "Drosophila Genetics Assessment" and start<br>
DOI: 10.6084/m9.figshare.19471001.v1
title: Supplementary Data for map-based driver proportions at the national level.xlsx

description: Proportions and confidential intervals (CIs) of forest disturbance drivers and forest with zero or minor loss at the national scale. Mean, Lower of 95% CI and Upper of 95% CI: mean, 0.025 percentile and 0.975 percentile of proportions among the 1000 replications of randomly drawn accuracies. Original proportion: original driver proportion based on the global driver map of Curtis et al. (2018). All species range: mean driver proportion within all threatened species’ ranges. Forest specialist, Mammal, Bird, Reptile, Amphibian, NT, VU, EN, and CR: driver proportion within the ranges of such species. <br>
DOI: 10.3535/7rw-jl5-ah7
title: †Orthidae Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nr0-d5g-7g4
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.25884313.v1
title: Training data for arXiv:2401.04070

description: The pickle file contains the training data for arXiv:2401.04070<br><br>To access it, use a python script with the following <br>```pythonimport picklewith open("train_val_test.p", "rb") as f: data = pickle.load(f)```<br>This will give a huge dictionary with the following structure{"train": {"structures": [], "energies": [], "forces": [], "stresses":[], "id": []}, "validation": xxx, "test": ...
DOI: 10.6084/m9.figshare.7650080.v1
title: 2017-FUNGImetadata.txt

description: Maple Fungi Metadata
DOI: 10.3535/hze-jpz-l25
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/47n-1kh-s8z
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sk0-cfk-s5a
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.21529488.v2
title: Gap free genome assembly of anadromous Chinese tapertail anchovy, Coilia nasus

description: The gap free genome assembly and gene annotation of Coilia nasus
DOI: 10.6084/m9.figshare.26838976.v1
title: RNA-seq of peach with different CR

description: The RNA-seq analysis of peach with different CR.
DOI: 10.3535/3gn-t2a-3xx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yz5-7x2-nqx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bcf-gn8-lt1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c14-a1p-0hv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2tv-r83-hd0
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lwx-t4d-6tr
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9n2-7qm-mep
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jv2-ry3-1jq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15131/shef.data.16832710.v1
title: Ratesetter+ dataset and plotting scripts

description: The following datasets are the modelling output generated from an agent-based simulation of passenger movement at the platform-train interface. <br>For validation of the numerical modelling, comparison was made to observed passenger behaviours from CCTV footage taken from mainline GB stations. The comparisons between the measured passenger flow times and the model predictions are contained with the file 'Validation Data.xlsx'. Each of the sheets contained correspond to individual stations from which CCTV was obtained and the column headings indicate the time and train type that was observed. <br>The predicted data as a response to social distancing variations is contained within 'Predicted flow times_scatter data'. For each level of social distancing (0, 0.75, 1 or 2 m), the predicted flow time for each of the combined number of passengers passing through each of the train doors is given. Each train stock type and platform width is given in an individual sheet.<br><br>The files marked 'Ratesetter Data_[train type platform width].xlsx', contain the tabular data for the predicted passenger flow times for each of the train stock types and platform widths. In each file, a corresponding sheet contains the data for the differing levels of passenger social distancing. The rows and columns in each of the files indicate the number of passengers boarding and alighting respectively in each of the simulated cases.<br>The README file gives the scripts used in MATLAB to produce graphical output of each of the datasets. The scripts can be compiled in MATLAB directly after ensuring each of the datasets are placed in the correct MATLAB path.<br>The ethics approval number is No 036472 RateSetter+ Social Distancing.<br>
DOI: 10.3535/3ac-bmh-1g7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/571-9t3-rst
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8ap-e7g-yn7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jyb-pjl-p2m
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/86f-wr0-jf9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pxw-yx1-tft
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19394627.v2
title: Datasheet laboratory examination of research subject-Lisa Adhia Garina

description: Datasheet laboratory examination of research subject-Lisa Adhia Garina
DOI: 10.6084/m9.figshare.28607009.v3
title: Stacked cross-correlation functions data for: Internal structure of the Mantle Transition Zone beneath the contiguous U.S.: Insights from the 520-km discontinuity revealed by ambient noise correlations.

description: This repository contains pre-processed ambient seismic noise cross-correlation function data (ccf_tempstack_0310_svd6_thresh000.hdf5) and stacked cross-correlation function data (output_400_520_0310_USSL2014) associated with the paper Aiman et al. (2025), submitted to the Geophysical Research Letters (preprint available: https://essopenarchive.org/users/877771/articles/1270699-internal-structure-of-the-mantle-transition-zone-beneath-the-contiguous-u-s-insights-from-the-520-km-discontinuity-revealed-by-ambient-noise-correlations).<br><br>The CCF data is self-explanatory. <br>The regionally stacked data is organized into folders, each corresponding to a specific profile measurement (e.g., 'N2600' represents a profile along 26 degrees latitude). Within each folder, data is stored in HDF5 format, with individual files containing regionally stacked cross-correlation functions for each grid point.
DOI: 10.6084/m9.figshare.6216266.v2
title: Simulated data and expetimental data for the FTIR spectra with different SNR

description: The simulated data is generated based on the QAsoft database,and the experimental data of Hydrogen Chloride with different concentrations measured by FTIR.
DOI: 10.3535/cjk-jgn-p75
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rhb-13v-9dt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j57-fqq-hev
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e67-36n-82l
title: †Orthidae Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/max-gns-psx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ajg-trr-rdl
title: †Orthoidea Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w42-3rx-rtd
title: †Orthidae Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7q7-het-ma4
title: †Orthidae Woodward, 1852

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hmy-v9n-c5v
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y59-q7x-7a1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.18585089.v1
title: December 2021 Covid-19 Vaccines Twitter Streaming Dataset

description: The file contains Tweet IDs* for COVID-19 related tweets containing at <b>least one vaccine-related word</b> (i.e., words that start with vaccin*, vacin*, or vax*) collected in <b>December, 2021</b> from <b>Twitter's COVID-19 Streaming Endpoint </b>via a custom script developed by the <b>Social Media Lab (https://socialmedialab.ca/)</b>.<br>Visit <b>our interactive dashboard at https://stream.covid19misinfo.org</b>/ for a preview and some general stats about this COVID-19 Twitter streaming dataset.<br>For more info about <b>Twitter's COVID-19 Streaming Endpoint</b>, visit <b>https://developer.twitter.com/en/docs/labs/covid19-stream/overview</b><br><b>Note</b>: In accordance with Twitter API Terms, the dataset only includes Tweet IDs (as opposed to the actual tweets and associated metadata). To recollect tweets contained in this dataset, you can use programs such as Hydrator (https://github.com/DocNow/hydrator/) or the Python library Twarc (https://github.com/DocNow/twarc/).
DOI: 10.3535/ma5-p5z-fb9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.14459/2025mp1772581.001
title: Pseudo-Localized-High-Concentration Electrolyte with Lithium Nitrate as the Only Salt for Lithium Metal Batteries

description: The dataset could be divided into the raw data (Electrochemical test, Battery test, Raman result, FTIR result and XPS result), analyzed data (Fitting peak, main peak position), calculated data (RDF, Adsorption energy) and final images (sketch, all images involved)
DOI: 10.3535/3js-jl2-gmy
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vpb-g7b-54l
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/67y-xz7-emx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kg0-bwr-j8z
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0gv-s32-nk5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.