cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7925/drs1.duchas_4925569
title: Story

description: Story collected by Annie Mc Cormack, a student at Rooskey school (Roosky, Co. Roscommon) from informant Mrs Conboy.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058127
title: Story

description: Story collected by Sylvie Barrett, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Tom Meer.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651025
title: Local Songs

description: Story collected by Rose Cole, a student at Broca school (Brockagh Lower, Co. Leitrim) from informant Pat Mc Morrow.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Gallchobhair.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925619
title: Story

description: Story collected by Sheila Treacy, a student at Rooskey school (Roosky, Co. Roscommon) from informant Mrs Bridget Flanagan.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651026
title: Local Songs

description: Story collected by Kathleen Keany, a student at Broca school (Brockagh Lower, Co. Leitrim) from informant James Maguire.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Gallchobhair.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058128
title: Story

description: Story collected by Christy O' Shea, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Mrs M. O' Shea.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925620
title: True Story

description: Story collected by Brendan Croghan, a student at Roxboro school (Roxborough, Co. Roscommon) from informant Ned Corcoran.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Donncha Ó Ruairc.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925623
title: Old Fort

description: Story collected by Pamela Mulligan, a student at Roxboro school (Roxborough, Co. Roscommon) from informant Miss L. Kenny.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Donncha Ó Ruairc.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058129
title: Story

description: Story collected by Brendan Walle, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Lot Malone.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651027
title: Forge

description: Story collected by Robert Clancy, a student at Broca school (Brockagh Lower, Co. Leitrim) from informant John Mc Hugh.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Gallchobhair.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058130
title: Story

description: Story collected by Thomas O' Connor, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Michael Hoare.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651048
title: Local Heroes

description: Story collected by Cyril Masterson, a student at Druim Snámha school (Drumsna, Co. Leitrim) from informant Miss Masterson.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Haodha.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925624
title: Story

description: Story collected by Bridget Healy, a student at Rooskey school (Roosky, Co. Roscommon) from Healy.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.5281/zenodo.5090509
title: Predicting the skin sensitization potential of small molecules with machine learning models trained on biologically meaningful descriptors

description: In recent years a number of machine learning models for the prediction of the skin sensitization potential of small organic molecules have been reported and become available. These models generally perform well within their applicability domains but, as a result of the use of molecular fingerprints and other non-intuitive descriptors, the interpretability of the existing models is clearly limited. The aim of this work is to develop a strategy to replace the non-intuitive features by predicted outcomes of bioassays. We show that such replacement is indeed possible and that as few as ten interpretable, predicted bioactivities are sufficient to reach competitive performance. On a holdout data set of 257 compounds, the best model ("Skin Doctor CP:Bio") obtained an efficiency of 0.82 and an MCC of 0.52 (at the significance level of 0.20). Skin Doctor CP:Bio is available from the authors free of charge for academic research. The modeling strategies explored in this work are easily transferable and could be adopted for the development of more interpretable machine learning models for the prediction of the bioactivity and toxicity of small organic compounds.


The corresponding research article has been published in Pharmaceuticals 2021, 14(8), 790, DOI: https://doi.org/10.3390/ph14080790
DOI: 10.5281/zenodo.5101594
title: Predicting the skin sensitization potential of small molecules with machine learning models trained on biologically meaningful descriptors

description: In recent years a number of machine learning models for the prediction of the skin sensitization potential of small organic molecules have been reported and become available. These models generally perform well within their applicability domains but, as a result of the use of molecular fingerprints and other non-intuitive descriptors, the interpretability of the existing models is clearly limited. The aim of this work is to develop a strategy to replace the non-intuitive features by predicted outcomes of bioassays. We show that such replacement is indeed possible and that as few as ten interpretable, predicted bioactivities are sufficient to reach competitive performance. On a holdout data set of 257 compounds, the best model ("Skin Doctor CP:Bio") obtained an efficiency of 0.82 and an MCC of 0.52 (at the significance level of 0.20). Skin Doctor CP:Bio is available from the authors free of charge for academic research. The modeling strategies explored in this work are easily transferable and could be adopted for the development of more interpretable machine learning models for the prediction of the bioactivity and toxicity of small organic compounds.


The corresponding research article has been published in Pharmaceuticals 2021, 14(8), 790, DOI: https://doi.org/10.3390/ph14080790
DOI: 10.7925/drs1.duchas_4651050
title: Weather-Lore

description: Story collected by Annie Flynn, a student at Ceis Carraigín school (Keshcarrigan, Co. Leitrim) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Mag Fhionnáin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058131
title: Story

description: Story collected by Thomas O' Connor, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Michael Hoare.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925626
title: Old Beliefs

description: Story collected by Pamela Mulligan, a student at Roxboro school (Roxborough, Co. Roscommon) from informant Miss L. Kenny.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Donncha Ó Ruairc.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651051
title: Weather-Lore

description: Story collected by Tom Kelleher, a student at Ceis Carraigín school (Keshcarrigan, Co. Leitrim) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Mag Fhionnáin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058132
title: Story

description: Story collected by William Neylon, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Mrs Mary Neylon.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925627
title: Mooneenbeg

description: Story collected by Lillie Lannon, a student at Rooskey school (Roosky, Co. Roscommon) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058133
title: Story

description: Story collected by Bernie O' Shea, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant John O' Dea.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925629
title: Story

description: Story collected by Teresa Lannon, a student at Rooskey school (Roosky, Co. Roscommon) from informant Mr T. Owens.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651052
title: Weather-Lore

description: Story collected by Conn O' Boy, a student at Ceis Carraigín school (Keshcarrigan, Co. Leitrim) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Mag Fhionnáin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925632
title: Tommy Hopkins was a fair man who assisted Pat King at the great big fairs of Strokestown.

description: Story collected by a student at Carniska school (Carrownaskeagh, Co. Roscommon) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Richard Healy.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058134
title: Story - Biddy Earley

description: Story collected by Sylvie Barrett, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Tom Meer.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651053
title: Local Roads

description: Story collected by Michael Gray, a student at Druim Snámha school (Drumsna, Co. Leitrim) from informant Peter Moran.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Haodha.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058135
title: Story

description: Story collected by Brendan Walle, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Lot Malone.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651056
title: Hedge-Schools

description: Story collected by Henry Lenehan, a student at Druim Snámha school (Drumsna, Co. Leitrim) from informant Bernard Lenehan.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Haodha.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925634
title: Feet

description: Story collected by a student at Carniska school (Carrownaskeagh, Co. Roscommon) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Richard Healy.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651057
title: Hidden Treasures

description: Story collected by Michael Mc Niff, a student at Druim Snámha school (Drumsna, Co. Leitrim) from informant James Mc Niff.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Haodha.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058136
title: Story

description: Story collected by Bernie O' Shea, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant John O' Dea.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925644
title: Folklore

description: Story collected by Pamela Mulligan, a student at Roxboro school (Roxborough, Co. Roscommon) from informant Mrs Mulligan.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Donncha Ó Ruairc.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651058
title: Festival Customs and Beliefs

description: Story collected by a student at Ceis Carraigín school (Keshcarrigan, Co. Leitrim) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Mag Fhionnáin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058137
title: Story

description: Story collected by Christy O' Shea, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Mrs Mary O' Shea.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925647
title: Local Place Names

description: Story collected by a student at Carniska school (Carrownaskeagh, Co. Roscommon) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Richard Healy.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058138
title: Story

description: Story collected by Vincent Walle, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Lot Malone.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925648
title: John Clabby Cloonafill Roosky told me the way he saw Mrs C. Shanahan of Cloonaffil Rooskey making candles.

description: Story collected by Thomas Caslin, a student at Rooskey school (Roosky, Co. Roscommon) from informant John Clabby.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Luke Caslin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_5058139
title: Bread

description: Story collected by C. O' Shea, a student at Baile Aodha (B.), Inis school (Ballyea, Co. Clare) from informant Mrs Mary O' Shea.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Ó Mathúna.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651059
title: Local Heroes

description: Story collected by Liam Costello, a student at Druim Snámha school (Drumsna, Co. Leitrim) from informant Willie Costello.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Seán Ó Haodha.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4925649
title: Story of a Witch Hare

description: Story collected by Raymond Boyd, a student at Roxboro school (Roxborough, Co. Roscommon) from informant Michael Boyd.
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Donncha Ó Ruairc.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.
DOI: 10.7925/drs1.duchas_4651061
title: Festival Customs

description: Story collected by Bridgie Doran, a student at Ceis Carraigín school (Keshcarrigan, Co. Leitrim) (no informant identified).
description: Collected as part of the Schools' Folklore scheme, 1937-1938, under the supervision of teacher Tomás Mag Fhionnáin.
description: Supported by funding from the Department of Arts, Heritage and the Gaeltacht (Ireland), University College Dublin, and the National Folklore Foundation (Fondúireacht Bhéaloideas Éireann), 2014-2016.