cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/qamd-xj72
title: A123's Lithium Iron Phosphate (ANR26650M1-B) Battery Cell Data

description: A computational efficient battery pack model with thermal consideration is essential for simulation before real-time embedded implementation. The proposed temperature-dependent battery model (LiFePO4 battery cell, ANR26650M1-B from A123 Systems) will increase the lifespan of the battery. The simulation outputs are validated by a set of independent experimental data at a different ambient temperature using the dataset collected at 5 °C, 15 °C, 25 °C, 35 °C and 45 °C.
DOI: 10.17632/78ng4tmj75.2
title: Bayesian Force Inference package for Matlab

description: This package allows the user to perform 2D Bayesian Force Inference in Matlab Reference: Experimental validation of force inference in epithelia from cell to tissue scale W. Kong, O. Loison, P. Shivakumar, E.H. Chan, M. Saadaoui, C. Collinet, P.-F. Lenne, R. Clément Scientific Reports, 2019
DOI: 10.21227/fjme-a917
title: Noise Data for Offshore Platform

description: Noise control is required to ensure crew habitability onboard anoffshore platform. Applying noise prediction is important to identifythe potential noise problem at the early stage of the offshore platform design to avoid costly retrofitting in the implementation stage. Noise data were collected.The 4 output targets are namely: spatial sound pressure level (SPL), spatial average SPL, structure-borne noise and airborne noise at different octave frequencies (e.g. 125Hz, 250Hz, 500Hz, 1000Hz, 2000Hz, 4000Hz, 8000 Hz). The spatial SPL consists of both direct and diffuse field (or reverberant field) obtained from a commercial SEA modeling software called VAOne ™ and MATLAB™, respectively. The spatial SPL is achieved from the logarithmic sum of both the direct field and reverberant component. The 13 inputs are the parameters of the rooms in the offshore platform.
DOI: 10.5285/6ad6792f44c84c228651b01d182d9d73
title: MIDAS Open: UK daily weather observation data, v201908

description: The UK daily weather observation data contain meteorological values measured on a 24 hour time scale. The measurements of sunshine duration, concrete state, snow depth, fresh snow depth, and days of snow, hail, thunder and gail were attained by observation stations operated by the Met Office across the UK operated and transmitted within DLY3208, NCM, AWSDLY and SYNOP messages. The data span from 1889 to 2018. For details of observations see the relevant sections of the MIDAS User Guide linked from this record for the various message types. This version supersedes the previous version of this dataset and a change log is available in the archive, and in the linked documentation for this record, detailing the differences between this version and the previous version. The change logs detail new, replaced and removed data. This dataset is part of the Midas-open dataset collection made available by the Met Office under the UK Open Government Licence, containing only UK mainland land surface observations owned or operated by the Met Office. It is a subset of the fuller, restricted Met Office Integrated Data Archive System (MIDAS) Land and Marine Surface Stations dataset, also available through the Centre for Environmental Data Analysis - see the related dataset section on this record. Currently this represents approximately 95% of available daily weather observations within the full MIDAS collection.
DOI: 10.5281/zenodo.3522213
title: Loading-Dependent Structural Model of Polymeric Micelles Encapsulating Curcumin by Solid-State NMR Spectroscopy

description: (Raw) experimental and calculation data, which was the basis for this publication. DOSY solid-state NMR PXRD Dissolution Rates GIPAW (CASTEP) calculations
DOI: 10.21227/cx55-6v03
title: IMU and RSS measurement data

description: The inertial measurement unit (IMU) data include tri-axial accelerometers and gyroscopes measurements for two routes. Received signal strengh (RSS) data contain RF signal measurements fortwo routes.
DOI: 10.25345/c5k664
title: MassIVE MSV000084515 - TRIP13 Regulates DNA Repair Pathway Choice through REV7 Conformational Change
title: Tandem Affinity Purification of REV7 (MAD2B) from HeLa S3 cells.
DOI: 10.25934/00003562.0
title: Available IPD datapackage for study 'An 8-week Randomised, Double-blind Study to Compare the Fixed-dose Combination of Telmisartan 80 mg Amlodipine 10mg Versus Telmisartan 80 mg Monotherapy or Amlodipine 10 mg Monotherapy as First Line Therapy in Patients With Severe Hypertension (Grade 3).'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/00003562.1
title: IPD datapackage for study 'An 8-week Randomised, Double-blind Study to Compare the Fixed-dose Combination of Telmisartan 80 mg Amlodipine 10mg Versus Telmisartan 80 mg Monotherapy or Amlodipine 10 mg Monotherapy as First Line Therapy in Patients With Severe Hypertension (Grade 3).' and research request: 'Assessment of Matching Methods for Causal Analysis'

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.5281/zenodo.3522212
title: Loading-Dependent Structural Model of Polymeric Micelles Encapsulating Curcumin by Solid-State NMR Spectroscopy

description: (Raw) experimental and calculation data, which was the basis for this publication. DOSY solid-state NMR PXRD Dissolution Rates GIPAW (CASTEP) calculations
DOI: 10.21227/v5wp-ek15
title: IMU and RSS measurement data

description: The inertial measurement unit (IMU) data include tri-axial accelerometers and gyroscopes measurements for two routes. Received signal strengh (RSS) data contain RF signal measurements fortwo routes.
DOI: 10.5285/6c441aea187b44819b9e929e575b0d7e
title: MIDAS Open: UK hourly weather observation data, v201908

description: The UK hourly weather observation data contain meteorological values measured on an hourly time scale. The measurements of the concrete state, wind speed and direction, cloud type and amount, visibility, and temperature were recorded by observation stations operated by the Met Office across the UK and transmitted within SYNOP, DLY3208, AWSHRLY and NCM messages. The sunshine duration measurements were transmitted in the HSUN3445 message. The data spans from 1875 to 2018. This version supersedes the previous version of this dataset and a change log is available in the archive, and in the linked documentation for this record, detailing the differences between this version and the previous version. The change logs detail new, replaced and removed data. For details on observing practice see the message type information in the MIDAS User Guide linked from this record and relevant sections for parameter types. This dataset is part of the Midas-open dataset collection made available by the Met Office under the UK Open Government Licence, containing only UK mainland land surface observations owned or operated by Met Office. It is a subset of the fuller, restricted Met Office Integrated Data Archive System (MIDAS) Land and Marine Surface Stations dataset, also available through the Centre for Environmental Data Analysis - see the related dataset section on this record. Note, METAR message types are not included in the Open version of this dataset. Those data may be accessed via the full MIDAS hourly weather data.
DOI: 10.6073/pasta/34f6d20972211c75c66394a254d4a3e7
title: Water oxygen-18 and deuterium data for Green Lakes Valley, 1989 - 1990.

description: Isotopic signatures of deuterium and delta-O18 ratios were determined for surface flow, groundwater, and precipitation samples collected from within the Green Lakes Valley in 1990. Surface water was collected from lake inlets, lake outlets, and streams. Groundwater was collected in zero-tension and tension samplers at several depths from within several soil series and topographic situations.
DOI: 10.21227/6dzp-j356
title: Marine Fouling Image

description: Attempts to prevent invasion of marine biofouling on marine vessels are demanding. By developing a system to detect marine fouling on vessels in an early stage of fouling is a viable solution. However, there is a lack of database for fouling images for performing image processing and machine learning algorithm.
DOI: 10.21227/ften-hr26
title: IMU and RSS measurement data

description: The inertial measurement unit (IMU) data include tri-axial accelerometers and gyroscopes measurements for two routes. Received signal strengh (RSS) data contain RF signal measurements fortwo routes.
DOI: 10.21227/k07g-3t57
title: Marine Fouling Image

description: Attempts to prevent invasion of marine biofouling on marine vessels are demanding. By developing a system to detect marine fouling on vessels in an early stage of fouling is a viable solution. However, there is a lack of database for fouling images for performing image processing and machine learning algorithm.
DOI: 10.21227/0e7h-r986
title: Marine Fouling Images

description: Attempts to prevent invasion of marine biofouling on marine vessels are demanding. By developing a system to detect marine fouling on vessels in an early stage of fouling is a viable solution. However, there is a lack of database for fouling images for performing image processing and machine learning algorithm.
DOI: 10.21227/5hak-7f59
title: IMU and RSS measurement data

description: The inertial measurement unit (IMU) data include tri-axial accelerometers and gyroscopes measurements for two routes. Received signal strengh (RSS) data contain RF signal measurements fortwo routes.
DOI: 10.3886/e115229
title: The South African Early Grade Reading Study Wave 4

description: We experimentally compare two modes of in-service professional development for South African public primary school teachers. In both modes teachers received the same learning materials and daily lesson plans, aligned to the official literacy curriculum. Students exposed to two years of the program improved their reading proficiency by 0.12 standard deviations if their teachers received centralized Training, compared to 0.24 if their teachers received in-class Coaching. Classroom observations reveal that teachers were more likely to split students into smaller reading groups, which enabled individualized attention and more opportunities to practice reading. Results vary by class size and baseline student reading proficiency.
description: Response Rates: A panel study, with attrition of 16.6% at endline.
description: face-to-face interview~~on-site questionnaire~~
description: Smallest Geographic Unit: School
description: The study is set in two districts in South Africa’s North West Province, in which the main home language is Setswana. This province is relatively homogeneous linguistically and is one of the country’s poorer provinces. Our sample is restricted to non-fee public schools that use Setswana as the main language of instruction, and were identified as unlikely to practice multi-grade teaching.[1] We randomly drew a sample of 230 schools from this population and created 10 strata of 23 similar schools based on school size, socio-economic status, and previous performance in the national standardized exam, the Annual National Assessments (ANA). Within each stratum we randomly assigned five schools to each treatment group and eight to the control group.[2] All treatment schools with exception of one in the Coaching arm agreed to participate in the program. Results of this paper should therefore be interpreted as an intent-to-treat. <br> We chose to exclude schools that practice multi-grade classes, since the interventions are grade- specific and unlikely to work in multi-grade settings, but we were unable to exclude all those schools ex ante. Roughly 6 percent of grade two teachers in each treatment arm reported teaching students from multiple grades in the same classroom. For sake of transparency we report results on both the full sample and the restricted sample- i.e. the sample that excludes students who were taught in a multi-grade setting.
DOI: 10.3886/e115229v1
title: How to Improve Teaching Practice? An Experimental Comparison of Centralized Training and In-Classroom Coaching

description: We experimentally compare two modes of in-service professional development for South African public primary school teachers. In both modes teachers received the same learning materials and daily lesson plans, aligned to the official literacy curriculum. Students exposed to two years of the program improved their reading proficiency by 0.12 standard deviations if their teachers received centralized Training, compared to 0.24 if their teachers received in-class Coaching. Classroom observations reveal that teachers were more likely to split students into smaller reading groups, which enabled individualized attention and more opportunities to practice reading. Results vary by class size and baseline student reading proficiency.
description: Response Rates: A panel study, with attrition of 16.6% at endline.
description: face-to-face interview~~on-site questionnaire~~
description: Smallest Geographic Unit: School
description: The study is set in two districts in South Africa’s North West Province, in which the main home language is Setswana. This province is relatively homogeneous linguistically and is one of the country’s poorer provinces. Our sample is restricted to non-fee public schools that use Setswana as the main language of instruction, and were identified as unlikely to practice multi-grade teaching.[1] We randomly drew a sample of 230 schools from this population and created 10 strata of 23 similar schools based on school size, socio-economic status, and previous performance in the national standardized exam, the Annual National Assessments (ANA). Within each stratum we randomly assigned five schools to each treatment group and eight to the control group.[2] All treatment schools with exception of one in the Coaching arm agreed to participate in the program. Results of this paper should therefore be interpreted as an intent-to-treat. <br> We chose to exclude schools that practice multi-grade classes, since the interventions are grade- specific and unlikely to work in multi-grade settings, but we were unable to exclude all those schools ex ante. Roughly 6 percent of grade two teachers in each treatment arm reported teaching students from multiple grades in the same classroom. For sake of transparency we report results on both the full sample and the restricted sample- i.e. the sample that excludes students who were taught in a multi-grade setting.
DOI: 10.21227/xa35-gj85
title: Proprioceptive Sensor Dataset for Quadruped Robots

description: These datasets are of the hydraulically actuated robot HyQ’s proprioceptive sensors. They include absolute and relative encoders, force and torque sensors, and MEMS-based and fibre optic-based inertial measurement units (IMUs). Additionally, a motion capture system recorded the ground truth data with millimetre accuracy. In the datasets HyQ was manually controlled to trot in place or move around the laboratory. The sequence includes: forward and backwards motion, side-to-side motion, zig-zags, yaw motion, and a mix of linear and yaw motion. All of the datasets are at least five minutes long. The aim of these datasets is to test state estimation using only proprioceptive sensors.
DOI: 10.21227/y27t-d010
title: IMU and RSS measurement data

description: The inertial measurement unit (IMU) data include tri-axial accelerometers and gyroscopes measurements for two routes. Received signal strengh (RSS) data contain RF signal measurements fortwo routes.
DOI: 10.5281/zenodo.3523221
title: JazzICat Dataset

description: <strong>Description of the provided files:</strong> <strong>1. databrick_aggr_nflat_non_augm.tar.gz</strong><br> Derived from the initial dataset ( https://github.com/wayne391/lead-sheet-dataset ), our file above, stores all the information of the initial dataset -- beat information, melody / accompaniment chord channels and compact chord information ( 275 features ), as a numpy array of shape ( features, time steps ). <strong>2. samples.tar.gz</strong><br> This is our final dataset, including all the pieces of length less or equal to 145 time steps, in their original pitch, first and then transposed each one of the rest of the 12 pitches. Each of those parts (pieces) with num N, stored in a separate folder ( samples/partN/partN.npz ), in ".npz" file format, with time resolution of 1/2 of a quarter note, beat information, flattened melody and accompaniment channels, compact representation of chord information ( 21 features ), enriched accompaniment channel, as a numpy array with shape ( features, time steps ). <strong>3. parts_harmony_chord2int_dict.pkl</strong><br> The dictionary of all the unique accompaniment chords in the training set, which encodes the 128-vector of each chord to its class number. <strong>4. parts_harmony_int2chord_dict.pkl</strong><br> The decoding dictionary of the accompaniment channel, which decodes a chord class number to the 128-vector representation of the chord.
DOI: 10.5281/zenodo.3523222
title: JazzICat Dataset

description: <strong>Description of the provided files:</strong> <strong>1. databrick_aggr_nflat_non_augm.tar.gz</strong><br> Derived from the initial dataset ( https://github.com/wayne391/lead-sheet-dataset ), our file above, stores all the information of the initial dataset -- beat information, melody / accompaniment chord channels and compact chord information ( 275 features ), as a numpy array of shape ( features, time steps ). <strong>2. samples.tar.gz</strong><br> This is our final dataset, including all the pieces of length less or equal to 145 time steps, in their original pitch, first and then transposed each one of the rest of the 12 pitches. Each of those parts (pieces) with num N, stored in a separate folder ( samples/partN/partN.npz ), in ".npz" file format, with time resolution of 1/2 of a quarter note, beat information, flattened melody and accompaniment channels, compact representation of chord information ( 21 features ), enriched accompaniment channel, as a numpy array with shape ( features, time steps ). <strong>3. parts_harmony_chord2int_dict.pkl</strong><br> The dictionary of all the unique accompaniment chords in the training set, which encodes the 128-vector of each chord to its class number. <strong>4. parts_harmony_int2chord_dict.pkl</strong><br> The decoding dictionary of the accompaniment channel, which decodes a chord class number to the 128-vector representation of the chord.
DOI: 10.5281/zenodo.3520348
title: Observation of quantum many-body effects due to zero point fluctuations in superconducting circuits

description: Scripts used for the data treatment of sample A
DOI: 10.5281/zenodo.3520349
title: Observation of quantum many-body effects due to zero point fluctuations in superconducting circuits

description: Scripts used for the data treatment of sample A
DOI: 10.6073/pasta/04e5c140a930db880fead4d108bbbabe
title: Litterfall at Harvard Forest HEM and LPH Towers since 2002

description: We measure the dry mass and estimated carbon content of leaves and fine twigs that abscise each year. These data are used to quantify one component of annual net primary productivity (ANPP), an important measure of ecosystem productivity and carbon cycling. Leaf area index (LAI) can also be estimated from these data, if area-to-mass ratios are calculated for leaves of each species. This was done for 2002 and 2003 leaf litterfall at the Little Prospect Hill (LPH) site. The fraction of total leaf mass or estimated total leaf area that is formed by leaves of each species also shows the species composition of the forest canopy. If repeated over many years, these data can indicate whether the forest canopy species composition is changing over time.
DOI: 10.18112/openneuro.ds002014.v1.0.1
title: Language Production fMRI
DOI: 10.3886/e115229v2
title: The South African Early Grade Reading Study Wave 4

description: We experimentally compare two modes of in-service professional development for South African public primary school teachers. In both modes teachers received the same learning materials and daily lesson plans, aligned to the official literacy curriculum. Students exposed to two years of the program improved their reading proficiency by 0.12 standard deviations if their teachers received centralized Training, compared to 0.24 if their teachers received in-class Coaching. Classroom observations reveal that teachers were more likely to split students into smaller reading groups, which enabled individualized attention and more opportunities to practice reading. Results vary by class size and baseline student reading proficiency.
description: Response Rates: A panel study, with attrition of 16.6% at endline.
description: face-to-face interview~~on-site questionnaire~~
description: Smallest Geographic Unit: School
description: The study is set in two districts in South Africa’s North West Province, in which the main home language is Setswana. This province is relatively homogeneous linguistically and is one of the country’s poorer provinces. Our sample is restricted to non-fee public schools that use Setswana as the main language of instruction, and were identified as unlikely to practice multi-grade teaching.[1] We randomly drew a sample of 230 schools from this population and created 10 strata of 23 similar schools based on school size, socio-economic status, and previous performance in the national standardized exam, the Annual National Assessments (ANA). Within each stratum we randomly assigned five schools to each treatment group and eight to the control group.[2] All treatment schools with exception of one in the Coaching arm agreed to participate in the program. Results of this paper should therefore be interpreted as an intent-to-treat. <br> We chose to exclude schools that practice multi-grade classes, since the interventions are grade- specific and unlikely to work in multi-grade settings, but we were unable to exclude all those schools ex ante. Roughly 6 percent of grade two teachers in each treatment arm reported teaching students from multiple grades in the same classroom. For sake of transparency we report results on both the full sample and the restricted sample- i.e. the sample that excludes students who were taught in a multi-grade setting.
DOI: 10.5281/zenodo.3258828
title: Investigating CNN-Based Instrument Family Recognition for Western Classical Music Recordings

description: This repository contains the data used for experiment 2 (both patch- and file-based) to reproduce the results from the ISMIR paper. If you wish to know more about the dataset and experiment 1, please contact us.
DOI: 10.5281/zenodo.3258829
title: Investigating CNN-Based Instrument Family Recognition for Western Classical Music Recordings

description: This repository contains the data used for experiment 2 (both patch- and file-based) to reproduce the results from the ISMIR paper. If you wish to know more about the dataset and experiment 1, please contact us.
DOI: 10.5519/qd.v6yrlnci
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (166 records)
DOI: 10.25387/g3.9989801
title: Supplemental Material for Reynolds-Peterson et al., 2019

description: Supplemental Materials include Table S1, and three supplemental figures, Figure S1, Figure S2 and Figure S3. Legends accompany each elements separately.<br>