cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7626487
title: Artificial Dataset of Molecular Enthalpies of Formation

description: This repository contains an artificial dataset constructed for the study of uncertainty characterization and quantification in chemical ML applications. The data are designed to be noise-free and represent group-additivity calculations of enthalpy of formation, rather than calculated or measured enthalpy of formation directly. Where did the targets come from:<br> These data files contain SMILES and targets for a simple group additivity calculation of enthalpy of formation at 298 K. The group additivity coefficients were fitted to the molecules of the qm9 computational chemistry database. Fragments were only considered that appeared in at least 100 molecules. These coefficients were rounded to 3 decimals. Groups only consider a bond radius of 1 from the central atom. Where did the SMILES come from:<br> The group additivity coefficients were applied to the gdb11 computational chemistry dataset. The gdb11 dataset contains 26.4M molecular SMILES, attempting to cover all possible organic molecules up to 11 heavy atoms with the atoms C, H, O, N, F. Molecules that contained groups that were not represented in the group additivity coefficients were excluded, resulting in 7,906,815 SMILES. Though these SMILES contain chiral centers, they are not chirally specified. No SMILES repeats are present. Scripts used for generating data subsets and added-noise datasets are also included.
DOI: 10.5517/ccdc.csd.cc2dpxbc
title: CCDC 2225593: Experimental Crystal Structure Determination

description: Related Article: Lei Xiao, Lvnan Jin, Yunbo Zhao, Jing Guo, Douglas W. Stephan|2023|Chem.Commun.|59|1833|doi:10.1039/D2CC06744G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dpxcd
title: CCDC 2225594: Experimental Crystal Structure Determination

description: Related Article: Lei Xiao, Lvnan Jin, Yunbo Zhao, Jing Guo, Douglas W. Stephan|2023|Chem.Commun.|59|1833|doi:10.1039/D2CC06744G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2f3mfm
title: CCDC 2237810: Experimental Crystal Structure Determination

description: Related Article: T.E. Smith, A.V. Astashkin, D.R. Albert, E. Rajaseelan|2023|IUCrData|8|x230064|doi:10.1107/S2414314623000640
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2f3p9k
title: CCDC 2237868: Experimental Crystal Structure Determination

description: Related Article: N. Ziani, B. Ouarda, S. Kadri, E. Jeanneau, I. Warad, A. Djedouani|2023|IUCrData|8|x230065|doi:10.1107/S2414314623000652
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2f3tv7
title: CCDC 2238009: Experimental Crystal Structure Determination

description: Related Article: H.P. Yennawar, S.L. Lowe, M.M. Mammen, C.R. Verhagen, L.J. Silverberg|2023|Acta Crystallogr.,Sect.E:Cryst.Commun.|79|120|doi:10.1107/S2056989023000695
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2f3tw8
title: CCDC 2238010: Experimental Crystal Structure Determination

description: Related Article: H.P. Yennawar, S.L. Lowe, M.M. Mammen, C.R. Verhagen, L.J. Silverberg|2023|Acta Crystallogr.,Sect.E:Cryst.Commun.|79|120|doi:10.1107/S2056989023000695
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.34943/18497dd3-7ff5-4b26-99cd-28838d8c5a8a
title: Barkley Canyon Multibeam Non-rotating Sonar Deployed 2022-05-20

description: The Didson 3000 SN374 was deployed on 2022-05-20 at Barkley Canyon. Barkley Canyon is a submarine canyon located on the continental shelf and slope break. Features include exposed gas hydrates and their associated ecosystems. Accumulation and movement of sediment, upwelling, and plankton blooms are studied in this area. This device is a Multibeam Non-rotating Sonar. Multibeam non-rotating sonars transmit a pulse at a certain frequency along a number of narrow beams. The sonar processor looks at the return signal for each pulse and decides where along that pulse return time lays the strongest return, giving a single point in space, such as water column depth. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/1a6080e7-f741-4fcb-a8f0-8274e5df05ae
title: Barkley Canyon Multibeam Non-rotating Sonar Deployed 2022-05-20

description: The Didson 3000 SN374 was deployed on 2022-05-20 at Barkley Canyon. Barkley Canyon is a submarine canyon located on the continental shelf and slope break. Features include exposed gas hydrates and their associated ecosystems. Accumulation and movement of sediment, upwelling, and plankton blooms are studied in this area. This device is a Multibeam Non-rotating Sonar. Multibeam non-rotating sonars transmit a pulse at a certain frequency along a number of narrow beams. The sonar processor looks at the return signal for each pulse and decides where along that pulse return time lays the strongest return, giving a single point in space, such as water column depth. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.18112/openneuro.ds004473.v1.0.1
title: sEEG Forced Two-Choice Task
DOI: 10.5281/zenodo.5015084
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5080570
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5589776
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5590786
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.6084/m9.figshare.21939632
title: Trait sources database

description: Information on the sources were trait information was retrieved.
DOI: 10.5281/zenodo.5593657
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5598280
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5600527
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5600620
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.4949925
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.6426289
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.4731194
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.4731203
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5080574
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.5590789
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.4731192
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.4731201
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.4737894
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5080566
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5589779
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5606418
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.7063202
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.7199869
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.6426288
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.7063195
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.7199867
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.7619132
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.7626558
title: R2D Tool Example E10SiteResponse

description: R2D Tool Example E10SiteResponse
DOI: 10.5281/zenodo.4737897
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5080573
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5589777
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5590787
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5593658
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.4731205
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.4737898
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.5593661
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.5598284
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.5600644
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.4726146
title: R2D Tool Example /home/runner/work/R2DExamples/R2DExamples/E1BasicHAZUS

description: R2D Tool Example /home/runner/work/R2DExamples/R2DExamples/E1BasicHAZUS
DOI: 10.5281/zenodo.4731190
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5590788
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5593660
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.7619130
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5598281
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5015083
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.7626552
title: R2D Tool Example E7HurricaneWindWater

description: R2D Tool Example E7HurricaneWindWater
DOI: 10.5281/zenodo.5600528
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5080569
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.5589781
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.5590790
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.7063201
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.7199866
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.4731202
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5598283
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5600625
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.4731193
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.7063200
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.7199864
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.7626557
title: R2D Tool Example E2MDOFBuildingResponse

description: R2D Tool Example E2MDOFBuildingResponse
DOI: 10.5281/zenodo.5593663
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.5598286
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.7619131
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.5600537
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.5600653
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.7063198
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.4731208
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.4737895
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5080565
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5589780
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5593662
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5600533
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5600639
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.7063197
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.7199870
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.4731204
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.7199862
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.7626561
title: R2D Tool Example E5GroundShakingAndLiquefaction

description: R2D Tool Example E5GroundShakingAndLiquefaction
DOI: 10.5281/zenodo.4949924
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.7626556
title: R2D Tool Example E6ShakemapScenario

description: R2D Tool Example E6ShakemapScenario
DOI: 10.5281/zenodo.5598285
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.4731191
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.7622573
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.7626555
title: R2D Tool Example E3PhysicsBasedGroundMotions

description: R2D Tool Example E3PhysicsBasedGroundMotions
DOI: 10.5281/zenodo.5600536
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.5600647
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7063196
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7121061
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7199861
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7537399
title: The effect of pulmonary hypertension on mortality and intensive care unit admission in patients with SARS-CoV-2 infection: a systematic review and meta-analysis

description: Dataset & R script for all analyses performed.
DOI: 10.5281/zenodo.7537400
title: The effect of pulmonary hypertension on mortality and intensive care unit admission in patients with SARS-CoV-2 infection: a systematic review and meta-analysis

description: Dataset & R script for all analyses performed.
DOI: 10.5281/zenodo.4726145
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7626562
title: R2D Tool Example E1BasicHAZUS

description: R2D Tool Example E1BasicHAZUS
DOI: 10.5281/zenodo.7626110
title: Dataset from Shrestha et al., JCI Insight (2021)

description: This seurat object contains single cell RNAseq data of human pancreatic islets from 5 healthy donors published in Shrestha et al., JCI Insight 2021(https://doi.org/10.1172/jci.insight.151621). It contains profile of 40,000 cells from whole islet tissue post quality filters. Inferred cell types from this data include Alpha, Beta, Delta, Gamma, Epsilon, Acinar, Ductal, Endothelial, Stellate, Immune and are added to metadata column "CellTypes". Donor's age has been added to metadata column "Age".
DOI: 10.5281/zenodo.7626109
title: Dataset from Shrestha et al., JCI Insight (2021)

description: This seurat object contains single cell RNAseq data of human pancreatic islets from 5 healthy donors published in Shrestha et al., JCI Insight 2021(https://doi.org/10.1172/jci.insight.151621). It contains profile of 40,000 cells from whole islet tissue post quality filters. Inferred cell types from this data include Alpha, Beta, Delta, Gamma, Epsilon, Acinar, Ductal, Endothelial, Stellate, Immune and are added to metadata column "CellTypes". Donor's age has been added to metadata column "Age".
DOI: 10.15783/c7pk5m
title: CRAWDAD dataset kyutech/throughput (v. 2015-06-16)

description: While recent LTE provider promise very high rates, end users often complain that HTTP throughput is not sufficient for rich multimedia, even as non-demanding as YouTube.  It is interesting that this artifact can be found in both 3G and LTE providers.  For example, it is not uncommon for a YouTube video to freeze on a terminal with LTE connection.  The main cause of such artifacts is the congestion due to high and further increasing number of subscribers.  Congestion can happen at several points inside a given 3G/LTE provider, but it is not important to end user because content is commonly found outside of 3G/LTE providers, guaranteeing that all subscribers have to do through the bottleneck. 

This dataset contains measurements conducted on 3 (anonymized) 3G/LTE providers in Japan in April-May 2013.  The measurement design was very simple -- a webapp running on 3 terminals (that were tweaked not to go to sleep and not used for anything else) would regularly send web requests to a web server placed within a university campus and measure the round-trip time of the request.  Bulk size was randomly selected from a number of preset values and was always downloaded (HTTP get request with bulk returning in reply).  It was verified that the wired part of the e2e connection was never the bottleneck, implying the throughput was always impaired within a given 3G/LTE provider.
description: Changelog: the initial version
DOI: 10.15783/c7t88w
title: CRAWDAD dataset kyutech/interference (v. 2015-06-16)

description: The common wisdom tells one not to attach more than 5-10 wireless devices to an access point.  This is a problem in wireless educational classes, one can get between 10 and 50 students in the same room.  Such spaces are referred to as dense wireless networks.   While there are several methods that can be used to deal with dense wireless environments, installing multiple APs and separating them by channel is arguably the most readily available method today.  In 802.11g/n the practical advice is to assign CH1, CH5 and CH9 to the three APs.  

However, even in such environments, wireless channels can become congested.  It was noticed that tablet terminals would often fail to complete HTTP requests or fail getting access to the wireless channel entirely.  In order to deal with this reliability problem, educational webapps had to be updated in such a way that they would detect failed requests and repeat them multiple times until a valid reply comes back. 

This dataset contains measurements which can help model such environments and the related application logic.   The dataset has slightly non-trivial metrics which described failed/repeated. The experiment was run over multiple parameters and with on-the-fly changes in the layout.  The measurement itself was simple -- a web application (in browser) on user terminal would send a GET request to the web server and would download bulk of a randomly selected size.  All the performance metrics were recorded at user terminals and gradually uploaded to the server -- specifically, each new request would also contain the variables containing the results of the previous request, which had negligible effect on size but facilitated efficient log-keeping.
description: Changelog: the initial version