cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7522975
title: DATA: molecularly enhanced proof of concept for targeting cocrystals at molecular scale in continuous pharmaceuticals cocrystallization - part 2

description: This is the cleansed files for CoCryM project carried out at the University of Limerick, Ireland for a MSCA postdoctoral fellowship. Link to PNAS paper https://www.pnas.org/doi/10.1073/pnas.2114277119 (molecularly enhanced proof of concept for targeting cocrystals at molecular scale in continuous pharmaceuticals cocrystallization) Original uploaded files on 10 September 2021: https://doi.org/10.5281/zenodo.6164838 https://doi.org/10.5281/zenodo.6189068 https://doi.org/10.5281/zenodo.6189100 https://doi.org/10.5281/zenodo.6189715 https://doi.org/10.5281/zenodo.6189885 Inhouse: https://sites.google.com/view/makhansary/publications
DOI: 10.5281/zenodo.7522976
title: DATA: molecularly enhanced proof of concept for targeting cocrystals at molecular scale in continuous pharmaceuticals cocrystallization - part 2

description: This is the cleansed files for CoCryM project carried out at the University of Limerick, Ireland for a MSCA postdoctoral fellowship. Link to PNAS paper https://www.pnas.org/doi/10.1073/pnas.2114277119 (molecularly enhanced proof of concept for targeting cocrystals at molecular scale in continuous pharmaceuticals cocrystallization) Original uploaded files on 10 September 2021: https://doi.org/10.5281/zenodo.6164838 https://doi.org/10.5281/zenodo.6189068 https://doi.org/10.5281/zenodo.6189100 https://doi.org/10.5281/zenodo.6189715 https://doi.org/10.5281/zenodo.6189885 Inhouse: https://sites.google.com/view/makhansary/publications
DOI: 10.5066/p9srf5n2
title: Isotope data from Shimada 2018 research expedition

description: Stable isotope data of fauna, particulate organic matter, and rocks collected during the 2018 research cruise aboard the NOAA Ship Bell M. Shimada that examined benthic communities off the western U.S. coast.
DOI: 10.35077/act-ash
title: Neuron Morphology data in .swc format from Patch-seq experiments in mouse cortex, Cell ID 9941868688

description: Mouse cortical neurons display diverse morphology, physiology and gene expression profiles. We use a method called Patch-seq, where these three data modalities are assayed simultaneously from the same neuron, to understand how the genetic profile of mouse cortical neuron types corresponds to their morphological and electrophysiological phenotypes. This collection may contain image stacks (TIFF), reconstruction files in image space (.swc, µm), a transformed file (.swc, µm) oriented so that the y axis extends vertically towards the pia surface, and a marker file (.marker, µm) indicating nodes where dendrites were truncated (10), reconstruction was not continued (20), or surface of tissue was closest to soma (30).
description: manual tracing
description: DATASET METADATA: title:'Neuron Morphology data in .swc format from Patch-seq experiments in mouse cortex, Cell ID 9941868688', GeneralModality:'cell morphology', Technique:'PATCH-Seq' SPECIMEN METADATA: LocalID:'941868688.0', Species:'mouse', NCBITaxonomy:'NCBI:txid10090', SampleLocalID:'941868688.0', Locations:'VISp1' INSTRUMENT METADATA: MicroscopeType:'NA', MicroscopeManufacturerAndModel:'NA' IMAGE METADATA: xAxis:'NA', yAxis:'NA', zAxis:'NA', stepSizeX:'0.114', stepSizeY:'0.114', stepSizeZ:'0.28'
DOI: 10.6084/m9.figshare.21890505
title: cullingData_byYear_andSp.RDS

description: Irish deer culling returns by species 2000-2019
DOI: 10.5281/zenodo.8103143
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anton Reichenow, http://www.wikidata.org/entity/Q62349. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q62349
DOI: 10.5281/zenodo.8103142
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Anton Reichenow, http://www.wikidata.org/entity/Q62349. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q62349
DOI: 10.5281/zenodo.8103145
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Léopold Reichling, http://www.wikidata.org/entity/Q445172. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q445172
DOI: 10.5281/zenodo.8103144
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Léopold Reichling, http://www.wikidata.org/entity/Q445172. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q445172
DOI: 10.5281/zenodo.8103147
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Hermann Reimers, http://www.wikidata.org/entity/Q1612440. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q1612440
DOI: 10.5281/zenodo.8103146
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Hermann Reimers, http://www.wikidata.org/entity/Q1612440. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q1612440
DOI: 10.5281/zenodo.8103149
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Siegfried Reisseck, http://www.wikidata.org/entity/Q7510683. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q7510683
DOI: 10.5281/zenodo.8103148
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Siegfried Reisseck, http://www.wikidata.org/entity/Q7510683. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q7510683
DOI: 10.5281/zenodo.8103151
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Oddvin Reisæter, http://www.wikidata.org/entity/Q21607101. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607101
DOI: 10.5281/zenodo.8103150
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Oddvin Reisæter, http://www.wikidata.org/entity/Q21607101. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607101
DOI: 10.5281/zenodo.8103156
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Blas Pablo Reko, http://www.wikidata.org/entity/Q67037657. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q67037657
DOI: 10.5281/zenodo.8103155
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Blas Pablo Reko, http://www.wikidata.org/entity/Q67037657. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q67037657
DOI: 10.5281/zenodo.8103158
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Esprit Requien, http://www.wikidata.org/entity/Q663914. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q663914
DOI: 10.5281/zenodo.8103157
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Esprit Requien, http://www.wikidata.org/entity/Q663914. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q663914
DOI: 10.5281/zenodo.8103160
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Thekla Resvoll, http://www.wikidata.org/entity/Q500677. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q500677
DOI: 10.5281/zenodo.8103159
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Thekla Resvoll, http://www.wikidata.org/entity/Q500677. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q500677
DOI: 10.5281/zenodo.8103162
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Louis Reverdin, http://www.wikidata.org/entity/Q21607138. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607138
DOI: 10.5281/zenodo.8103161
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Louis Reverdin, http://www.wikidata.org/entity/Q21607138. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607138
DOI: 10.5281/zenodo.8103164
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Pierre Revilliod, http://www.wikidata.org/entity/Q7192418. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q7192418
DOI: 10.5281/zenodo.8103163
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Pierre Revilliod, http://www.wikidata.org/entity/Q7192418. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q7192418
DOI: 10.5281/zenodo.8103166
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Mary Richards, http://www.wikidata.org/entity/Q32904744. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q32904744
DOI: 10.5281/zenodo.8103170
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Diana Richardson Bunbury, http://www.wikidata.org/entity/Q97959274. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q97959274
DOI: 10.5281/zenodo.8103169
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Diana Richardson Bunbury, http://www.wikidata.org/entity/Q97959274. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q97959274
DOI: 10.5281/zenodo.8103174
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Harriet Richardson, http://www.wikidata.org/entity/Q16750599. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16750599
DOI: 10.5281/zenodo.8103173
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Harriet Richardson, http://www.wikidata.org/entity/Q16750599. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16750599
DOI: 10.5281/zenodo.8103176
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Ingolf Riddervold, http://www.wikidata.org/entity/Q107036077. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q107036077
DOI: 10.5281/zenodo.8103175
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Ingolf Riddervold, http://www.wikidata.org/entity/Q107036077. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q107036077
DOI: 10.5281/zenodo.8103178
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Henry Nicholas Ridley, http://www.wikidata.org/entity/Q733709. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q733709
DOI: 10.5281/zenodo.8103190
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sidney Dillon Ripley, http://www.wikidata.org/entity/Q249244. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q249244
DOI: 10.5281/zenodo.8103189
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sidney Dillon Ripley, http://www.wikidata.org/entity/Q249244. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q249244
DOI: 10.5281/zenodo.8103192
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Domenico Riva, http://www.wikidata.org/entity/Q21607246. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607246
DOI: 10.5281/zenodo.8103191
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Domenico Riva, http://www.wikidata.org/entity/Q21607246. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21607246
DOI: 10.5281/zenodo.8067506
title: Continuous Wave Analysis of the NANOGrav 15-Year Dataset

description: This repository contains the data used in the analysis detailed within "<em>The NANOGrav 15-year Data Set: Bayesian Limits on Gravitational Waves from Individual Supermassive Black Hole Binaries</em>" (DOI arXiv:2306.16222). It also provides instruction on how one could reproduce those results on their own. <code>jar</code> folder: contains pickled <code>enterprise</code> pulsar objects that contain each pulsar's TOA data and timing model information <code>v1p1_all_dict.json</code>: dictionary with measured white noise and red noise parameters for each pulsar - used to fix white noise parameters when running QuickCW <code>emp_dist_15yr_v1p1_bence_my_run_v4.3.pkl</code>: <code>enterprise_extension</code> <code>EmpiricalDistribution2D</code> objects for the amplitude and spectral index of each pulsar's red noise - used to make informed red noise proposals when running QuickCW <code>pulsar_distances_15yr.pkl</code>: dictionary containing 3 element list for each pulsar specifying its distance [kpc], statistical error of distance [kpc], and method of distance measurement [PX for parallax or DM for dispersion measure] <code>15yr_quickCW_detection.h5</code>: HDF5 file containing results from QuickCW detection runs (log uniform amplitude prior). Includes the following data: MCMC samples (<code>samples_cold</code>) log likelihood values corresponding to those samples (<code>log_likelihood</code> ) temperature ladder used for the parallel tempering (<code>Ts</code>) names of parameters corresponding to each column in the samples array (<code>par_names</code>) rate of different MCMC jumps being accepted (<code>acc_fraction</code>) diagonal fisher matrix used for some proposals (<code>fisher_diag</code>) <code>15yr_quickCW_UL.h5</code>: Same as <code>15yr_quickCW_detection.h5</code> but for upper limits based on runs with uniform amplitude prior. <code>15yr_cw_3d_limits_v4.npz</code>: npz file containing limits as a function of frequency and sky location. Specifically it has the following arrays: <code>F_edges</code>: array specifying the edges of the frequency bins <code>strain_limit_skies</code>: 2D array containing the strain upper limits as a function of frequency bin and sky pixel <code>strain_limit_sky_sigmas</code>: 2D array containing 1-sigma statistical errors on the strain upper limits <code>dist_limit_skies</code>: 2D array containing the luminosity distance limits in Mpc as a function of frequency bin and sky pixel <code>dist_limit_sky_sigmas</code>: 2D array containing 1-sigma statistical errors on the distance limits in Mpc
description: For a full authorship list, see the accompanying publication: https://arxiv.org/abs/2306.16222
description: {"references": ["arXiv:2306.16222"]}
DOI: 10.5281/zenodo.8067505
title: Continuous Wave Analysis of the NANOGrav 15-Year Dataset

description: This repository contains the data used in the analysis detailed within "<em>The NANOGrav 15-year Data Set: Bayesian Limits on Gravitational Waves from Individual Supermassive Black Hole Binaries</em>" (DOI arXiv:2306.16222). It also provides instruction on how one could reproduce those results on their own. <code>jar</code> folder: contains pickled <code>enterprise</code> pulsar objects that contain each pulsar's TOA data and timing model information <code>v1p1_all_dict.json</code>: dictionary with measured white noise and red noise parameters for each pulsar - used to fix white noise parameters when running QuickCW <code>emp_dist_15yr_v1p1_bence_my_run_v4.3.pkl</code>: <code>enterprise_extension</code> <code>EmpiricalDistribution2D</code> objects for the amplitude and spectral index of each pulsar's red noise - used to make informed red noise proposals when running QuickCW <code>pulsar_distances_15yr.pkl</code>: dictionary containing 3 element list for each pulsar specifying its distance [kpc], statistical error of distance [kpc], and method of distance measurement [PX for parallax or DM for dispersion measure] <code>15yr_quickCW_detection.h5</code>: HDF5 file containing results from QuickCW detection runs (log uniform amplitude prior). Includes the following data: MCMC samples (<code>samples_cold</code>) log likelihood values corresponding to those samples (<code>log_likelihood</code> ) temperature ladder used for the parallel tempering (<code>Ts</code>) names of parameters corresponding to each column in the samples array (<code>par_names</code>) rate of different MCMC jumps being accepted (<code>acc_fraction</code>) diagonal fisher matrix used for some proposals (<code>fisher_diag</code>) <code>15yr_quickCW_UL.h5</code>: Same as <code>15yr_quickCW_detection.h5</code> but for upper limits based on runs with uniform amplitude prior. <code>15yr_cw_3d_limits_v4.npz</code>: npz file containing limits as a function of frequency and sky location. Specifically it has the following arrays: <code>F_edges</code>: array specifying the edges of the frequency bins <code>strain_limit_skies</code>: 2D array containing the strain upper limits as a function of frequency bin and sky pixel <code>strain_limit_sky_sigmas</code>: 2D array containing 1-sigma statistical errors on the strain upper limits <code>dist_limit_skies</code>: 2D array containing the luminosity distance limits in Mpc as a function of frequency bin and sky pixel <code>dist_limit_sky_sigmas</code>: 2D array containing 1-sigma statistical errors on the distance limits in Mpc
description: For a full authorship list, see the accompanying publication: https://arxiv.org/abs/2306.16222
description: {"references": ["arXiv:2306.16222"]}
DOI: 10.5281/zenodo.8103194
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Håkon Robak, http://www.wikidata.org/entity/Q16010100. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16010100
DOI: 10.5281/zenodo.8103193
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Håkon Robak, http://www.wikidata.org/entity/Q16010100. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q16010100