cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/nv3rpsxhhk.1
title: Tennis Player Actions Dataset for Human Pose Estimation

description: The dataset comprises 4 different actions in tennis, each action has 500 images and a COCO-format JSON files.
The images in the dataset were extracted frame by frame from videos that were self-recorded, and manually classified according to different tennis actions.

The actions in this dataset, the action categories name in COCO-format is in brackets:
1. backhand shot (backhand)
2. forehand shot (forehand)
3. ready position (ready_position)
4. serve (serve)

We organize two main directories: annotations and images.
- annotations: the JSON files of the actions (COCO-format)
- images: the images of the actions (according four actions classify to four folders)

We use COCO-Annotator to annotating and categorizing human actions. And we annotate the key points are in following (refer to OpenPose's annotation): 
["nose", "left_eye", "right_eye", "left_ear", "right_ear", "left_shoulder", "right_shoulder", "left_elbow", "right_elbow", "left_wrist", "right_wrist", "left_hip", "right_hip", "left_knee", "right_knee", "left_ankle", "right_ankle", "neck"]

If you want to train to capture the tennis, you can annotate yourself.
DOI: 10.3535/3k6-8fa-98c
title: †Rectella Neckaja, 1958

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m4p-v30-b26
title: Phlebolepis elegans (Pander, 1856)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p0v-35q-92x
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.4775416.v1
title: Long fuse phylogeny w species-level branching

description: The long fuse phylogeny from the amino acid supermatrix by Meredith et al. (Science, 2011), onto which I appended the intra-family branching patterns from the short fuse phylogeny by Bininda-Emonds et al. (Nature, 2007) and Fritz et al. (Ecology Letters 2009).
DOI: 10.3535/mp9-5db-ln8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/px7-ycb-jfb
title: Phlebolepis elegans (Pander, 1856)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1v6-85q-xc4
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4zs-s13-73j
title: Osteostraci

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/54bw9mndxv
title: LINF_120011700

description: MINDY-3/4-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.3535/cbj-bkm-9d9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d8m-apc-1ef
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.4121/13109924.v1
title: Survey of housing, energy consumption and refurbishment in Vietnam.

description: This dataset contains data collected during a housing survey conducted in 2016, as part of Phan Anh Nguyen PhD Thesis project.It is being made public both to act as supplementary data for publications and the PhD thesis of Phan Anh Nguyen and in order for other researchers to use this data in their own work.This research project was made possible by a grant from the Vietnamese Government Scholarship 911.
DOI: 10.15468/dl.htx25d
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beesia Balf.f. & W.Sm."
 ]
}

 The dataset includes 1057 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009644-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jrk-dm9-n7r
title: †Lophospira Whitfield, 1886

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6pg-gqp-mf6
title: rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/deg-6mr-8nn
title: Epidote

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/fwrsynzwk7
title: Relativistic central-field Green's functions for the Ratip package

description: Abstract From perturbation theory, Green's functions are known for providing a simple and convenient access to the (complete) spectrum of atoms and ions. Having these functions available, they may help carry out perturbation expansions to any order beyond the first one. For most realistic potentials, however, the Green's functions need to be calculated numerically since an analytic form is known only for free electrons or for their motion in a pure Coulomb field. Therefore, in order to facilitate the ... Title of program: Xgreens Catalogue Id: ADWM_v1_0 Nature of problem In atomic perturbation theory, Green's functions may help carry out the summation over the complete spectrum of atom and ions, including the (summation over the) bound states as well as an integration over the continuum [1]. Analytically, however, these functions are known only for free electrons (V(r) === 0) and for electrons in a pure Coulomb field (V(r) = -Z/r). For all other choices of the potential, in contrast, the Green's functions must be determined numerically. Versions of this program held in the CPC repository in Mendeley Data ADWM_v1_0; Xgreens; 10.1016/j.cpc.2005.01.023 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.3535/9td-kx4-td1
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nt5-pk9-xjs
title: Brahin meteorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gdn-dlg-g8k
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cmn-dy0-26d
title: Plantae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cmr-evl-b0y
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n2a-2lk-223
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28550588.v2
title: Dataset for: Over or under: New phylogenetic insights in the evolution of head scratching in birds

description: Dataset of scratching method for 1158 species of birds. Includes source of the data.
DOI: 10.17632/225w7sjwr3
title: Data for: Inflammation is a stronger predictor of psychological trauma exposure than behavior in repeated social defeat

description: Mesoscale 29 VPlex Mouse cytokine array performed on plasma of mice run through 10-day social defeat paradigm (RSDS) or controls. Social interaction test and elevated zero maze parameters also provided.
DOI: 10.3535/25p-y3g-hpq
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bvy-1z9-zk7
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j0s-34m-ll7
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n9l-l4d-yy8
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ew4-23s-lgb
title: Thelodus laevis (Pander, 1856)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.21098884.v2
title: Metabolome analysis of sugarcane root inoculated by nitrogen fixing bacteria GXS16

description: Sugarcane growth and yield are complex biological processes influenced by endophytic nitrogen-fixing bacteria, for which the molecular mechanisms involved are largely unknown. In this study, integrated metabolomic and transcriptomic analyses were conducted to investigate the interaction between an endophytic bacterial strain, <em>Burkholderia</em> GXS16, and sugarcane tissue culture seedlings at four different stages.
DOI: 10.6084/m9.figshare.3544343.v1
title: Appendix C. Multiple regression models and AIC values for the relationship of elevational diversity, abundance, and the MTE temperature.

description: Multiple regression models and AIC values for the relationship of elevational diversity, abundance, and the MTE temperature.
DOI: 10.17632/tgjj9248wm
title: Countries

description: This dataset is extracted from the World Bank and Uppsala Conflict datasets. I take data related to the augmented Solow Growth Model (capital, education, labor, and GDP/Output) along with military spending data. I transform the data so that it's as a % of GDP. I exclude the technology factor as there is not enough sufficient data to account for this factor. I also use interstate war data using 0s and 1s for the "war presence" variable and 0s, 1s, and 2s for the "war intensity" variable. There are 97 countries included in this dataset. These countries can be found in my paper in the Appendix. For missing data, I use predictive mean imputation to fill in the gaps. I test whether the data for each variable is significantly different or not. I find that none of them are. In addition to this, I take the log transformations for GDP, labor, military spending, and capital. 

I find that there is autocorrelation when testing, thus I take the first difference of all the variables. This results in a growth metric. I find that military spending accounts for a large part of the explanatory power of the model. I also find that non-linear (quadratic) military spending is significant, as well as linear military spending. This implies that there are diminishing returns as a country spends more on its military in relationship to its GDP per capita growth (log).
DOI: 10.3535/0h5-39a-4px
title: Plantae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1vl-sn7-3jg
title: Plantae

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.25886572.v1
title: IJSEM 73:006073

description: Data and bioinformatic script for https://doi.org/10.1099/ijsem.0.006073 entitled "<i>Mesoterricola silvestris</i> gen. nov., sp. nov., <i>Mesoterricola sediminis</i> sp. nov., <i>Geothrix oryzae</i> sp. nov., <i>Geothrix edaphica</i> sp. nov., <i>Geothrix rubra</i> sp. nov., and <i>Geothrix limicola</i> sp. nov., six novel members of <i>Acidobacteriota</i> isolated from soils"
DOI: 10.6084/m9.figshare.28573295.v1
title: Supplementary Data File 1.pdf

description: Supplementary data file
DOI: 10.17632/74sgvstg4f
title: Data for: Information Exchange Links, Knowledge Exposure, and Adoption of Agricultural Technologies in Northern Uganda

description: The dataset contains variables on household characteristics, social distance, adoption, and knowledge about agricultural technologies
DOI: 10.3535/3w6-we1-wda
title: Achanthoides gen. st sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g4t-q4p-542
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tx8-tsj-q6p
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/96s-1z4-55y
title: Primitophyllum primum Kaljo, 1956

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.3554376.v1
title: Appendix A. List of studies used in the meta-analysis indicating aboveground (AG) and belowground (BG) herbivore, herbivore type, plant species, performance parameter, and which herbivore was affected.

description: List of studies used in the meta-analysis indicating aboveground (AG) and belowground (BG) herbivore, herbivore type, plant species, performance parameter, and which herbivore was affected.
DOI: 10.17632/fh7sk5ksmk
title: Supplemental Online Content - Development and validation of a deep learning model for improving detection of non-melanoma skin carcinomas treated with Mohs micrographic surgery

description: Supplemental Online Content

sTable 1. CLEAR Derm statement.

sTable 2. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD) statement.

sFigure 3. Convolutional Neural Network Image Classification with a Deep Learning Model Architecture.

sFigure 4. Evaluation of Model Performance for Lesion Detection in Mohs frozen section Images.

sFigure 5. Evaluation of concordance in pathology review.

sTable 6. Evaluation of leave-one-out cross-validation for patient-level performance in the development cohort.

sTable 7. Performance of prediction models in temporal validation cohort stratified by BCC subtypes.
DOI: 10.3535/87d-4ha-x2f
title: Byssacanthus dilatatus (Eichwald, 1844)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fvh-0tq-94a
title: †Pentameridae McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.5522/04/23661813.v1
title: RP-PCR Traces

description: C9orf72 expanions tested by RP-PCR. Traces were generated by running the PCR products through the ABI 3730 machine for capillary electrophoresis. A PCR Mastermix was prepared by mixing 12.5ul of Amplitaq Gold 360 Master Mix (ThermoFisher), 9.5ul of 5M Betaine (ThermoFisher), 1 ul of 10pmol/ul FAM labelled Forward primer (5'-TGTAAAACGACGGCCAGTCAAGGAGGGAAACAACCGCAGCC-3'), 1 ul of 10pmol/ul Reverse primer (5'-CAGGAAACAGCTATGACC-3'),1ul of 10pmol/ul repeat specific reverse primer (5'-CAGGAAACAGCTATGACCGGGCCCGCCCCGACCACGCCCCGGCCCCGGCCCCGG-3') and 1ul of 100ng/ul DNA. Samples were amplified with an initial heat denaturation of 95°C for 10 minutes, followed by 10 cycles of 95°C for 30 seconds, 58°C for 2 minutes, 72°C for 2 minutes, and then 25 cycles of 95°C for 10 minutes, followed by 10 cycles of 95°C for 30 seconds, 58°C for 2 minutes, 72°C for 2 minutes with a 20seconds increase per cycle. The final extension step was 72°C for 7 minutes. The PCR was run on a 9700 Block, at ramp speed 9600. After PCR, 1ul of the reaction product was addedd to a mix with 9.2ul of Formamide (Roche) and 0.1 ul of GeneScan 500 LIZ Size Standard (ThermoFisher).
DOI: 10.6084/m9.figshare.28509779.v1
title: cover80_filter600_concatenation.fas

description: This dataset is based on 27 samples from 22 species of the genus <i>Epimedium</i> within the family Berberidaceae. It contains a concatenated alignment matrix of single-copy nuclear genes, intended for subsequent phylogenetic analysis or other genomic studies.
DOI: 10.17632/bpbmt49ckh
title: Data for: A New Diffusion Effect Correction Method in Pulsed Neutron Capture Logging

description: Research data on diffusion effect correction method in pulsed neutron capture logging
DOI: 10.3535/bes-tdv-zcr
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v2b-a8n-chm
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/mcpnrmskdh
title: Calculation of QED graphs with the spinor technique

description: Abstract QED tree diagrams are calculated with the spinor technique using symbolic algebra. A first program SPINORP1 calculates all topologically distinct diagrams. The input are the number and kinds of particles. A second program SPINORP2 generates a REDUCE source program to evaluate the spinor amplitude for all possible polarizations of the external particles. Title of program: SPINORP Catalogue Id: ABLN_v1_0 Nature of problem Symbolic calculation of QED tree diagrams with the help of the spinor product method. Versions of this program held in the CPC repository in Mendeley Data ABLN_v1_0; SPINORP; 10.1016/0010-4655(90)90021-R This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.3535/qnp-h59-a3n
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x3c-g3l-mzc
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.11897991.v1
title: Data dictionary.xlsx

description: These data were collected from 4 laboratory visits and from one screening survey prior to participation. Participant consent to provide personal information was obtained prior to the screening survey and informed consent was obtained before participation in study procedures. All study procedures were approved by the Institutional Review Board at the University at Buffalo. This study tested delay discounting, relative reinforcement of snack food and <i>ad libitum</i> energy intake following one engagement of episodic future thinking (EFT), or the control episodic recent thinking (ERT). Visits 1 and 2 occurred prior to one week of daily engagement in EFT or ERT, and visits 3 and 4 occurred following 1 week of daily engagement in EFT or ERT. Anthropometric data and participant characteristics were collected on visit 1 along with a delay discounting task (Rollins, Dearing, Epstein, 2010), and snack food buffet to test <i>ad libitum</i> energy intake. The delay discounting task and snack food buffet were repeated on visit 4. Relative reinforcement value (RRV) of high energy dense (HED) compared to low energy dense (LED) snack food was measured on visit 2 and again on visit 3. The dependent variables, described in more detail in the full manuscript, analyzed from these tasks are listed below:Delay discounting task: area under the curve (AUC) calculated by plotting indifference points at 7 delays. Greater AUC= less discounting<i>Ad libitum</i> buffet: total energy intake, energy from HED food and energy from LED food (all in terms of kilocalories)RRV: breakpoint, or the highest schedule of reinforcement completed for HED and LED food.During the study, participants also completed a self report measure of impulsivity, the Barratt Impulsiveness Scale (BIS) (Patton, 1995). This scale was administered upon screening, during visit 1 and again on visit 4. They also completed a digital adjusting delay task (Koffarnus and Bickel, 2014) every day after engaging in EFT or ERT, and the natural log of k, the discount rate, was analyzed as the primary dependent measure from this task. <br><br>
DOI: 10.6084/m9.figshare.25836841.v1
title: ICSC_3d_1

description: Corticospinal tract neurons from adult mice, three after either cervical spinal cord injury, intracortical axotomy within one millimeter of the cell bodies, or no injury with single nuclei libraries prepared on a 10X platform. Molecular barcodes distinguish the treatment groups.
DOI: 10.3535/k95-5ac-lfk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yhr-l2s-ly4
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7l9-j7b-5kv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zhx-7a6-zl7
title: Plantae

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

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s0e-3x4-rnp
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.5522/04/25805008.v1
title: Transcribed newspaper articles from the NCSE collection

description: CLOCR-C: Transcribed newspaper articles from the NCSE collectionThis dataset contains 91 pairs of newspaper articles from the Nineteenth Century Serials Edition (NCSE). The articles are the original OCR from the NCSE and the transcribed equivalent. The data was used in "CLOCR-C: Context Leveraging OCR Correction with Pre-trained Language Models" to demonstrate that pre-trained language models are able to perform post-OCR correction improve the accuracy of corrupted OCR text. The paper is can be found on arxiv at https://arxiv.org/abs/2408.17428Data DetailsThe data set comes from 6 different publications, and is made up of 91 articles, containing a total of 40712 words distributed across the 19th Century.The dataset is zip file made up of two sub-files containing 91. Each file shares its name with a corresponding file in the other folder.transcription_files: contains .txt files of the transcribed articlestranscription_raw_ocr: contains .txt files of the original OCR<br><br>
DOI: 10.6084/m9.figshare.3520919.v1
title: Supplement 1. R code for simulation implementation and parameter estimation.

description: File List EstimationComparison.R (MD5: 5055e25ebc61fe8dbf012b48198eadda) Simulations.R (MD5: 56eef6b34cb59a85d5072b0b20e645ec) CreateFigures.R (MD5: 2c19a14d1ac5887ba544c2937d8639ca) Description EstimationComparison.R - This code was used to simulate time-series of length 30 time-step and either 1, 2, or 3 replicated observations at each time-step. Parameters were then estimated using three different methodologies: restricted maximum likelihood (REML) based on first differences, REML based on second differences and maximum likelihood using the Kalman filter, as implemented in the MARSS R package. Simulations.R - This code was used to simulate time-series of varying length, with varying numbers of replicated observations, under two different rates of decline and several different process and non-process error variances. Estimates of trend, process and non-process error variances were then made with the MARSS R package. CreateFigures.R - This code was used to create the figures that appear in the manuscript and appendices.
DOI: 10.3535/b98-jnh-k3j
title: †Pilina Koken, 1925

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vhk-9y5-74s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.1430577.v2
title: Weekly data for 2013

description: Weekly data for 2013
DOI: 10.6084/m9.figshare.25426165.v1
title: Exploring the antecedents and consequences of vicarious animosity – an international perspective on Russia’s invasion of Ukraine.csv

description: The dataset contains coded data used for all analysis purposes, including the creation of a model using SEM software.