cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18647272
title: Learning to detect optical nonclassicality

description: This repository includes the datasets used for training and testing as well as the saved parameters.

datasets:



ds12_fixed: Single-mode dataset, simulated with a perfect photon-number-resolving (PNR) detector with a cutoff at $n=29$ photons

ds14_PNR: Single-mode dataset, simulated with the experimentally reconstructed POVM of a detector with finite photon-number resolution. Coherent states were measured experimentally.

ds15_8Bin: Single-mode dataset, simulated with the experimentally reconstructed POVM of a time-bin multiplexing scheme with $N=8$ bins in total. Coherent states were measured experimentally.

ds16_6modes: 6-mode dataset, simulated with the experimentally reconstructed POVM of a detector with finite photon-number resolution.

code used for data simulation


Each folder contains a file state_configs.txt that lists the amplitudes of the simulated states.

saved_params:



contains the parameters after training on the different datasets

the subfolders 1el and 2el represent the training with one and two encoding layers

the subfolders 1kshots, 10kshots etc. represent the number of samples per state

the subfolder dense_decoder represents the training with a model whose algebraic decoder is replaced with a dense feed-forward neural network


code:



PolynomialRegression



EncoderOutputsAndModelsPrediction: tuples of encoder outputs and predicted labels that are used as input for the polynomial regression

ResultsPolyRegression: results of the polynomial regression

code used to perform the polynomial regression



tests: test functions

code used for set-up and training of the algebraic classifier

.yaml file that allows to create the environment for the code
DOI: 10.15468/dl.yxsyqe
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Ariomma regulus"
 ]
}

 The dataset includes 96 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002913-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4b6ub
title: Occurrence Download

description: A dataset containing 11607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Auxis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11607 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002914-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghqgj9
title: Occurrence Download

description: A dataset containing 3345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Polyplectron bicalcaratum",
 "Year 2001-2026"
 ]
}

 The dataset includes 3345 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002915-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umwc92
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sylvia curruca"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002916-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksgtyj
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Caulolatilus chrysops"
 ]
}

 The dataset includes 55 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002917-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5878/t5h5-w009
title: Original research data for: Experimental and economic-environmental analysis of bipolar membrane electrodialysis in lithium-ion battery recycling
title: Original research data for: Experimental and economic-environmental analysis of bipolar membrane electrodialysis in lithium-ion battery recycling

description: This dataset contains experimental and calculated data from a study on electrodialytic processes. The experimental data include parameters such as current density, voltage, concentration, flow rate and recovery measured under various operating conditions. The dataset also contains experimental data from leaching of NMC 811-type black mass.
description: Detta datamaterial innehåller experimentella och beräknade data från en studie av elektrodialysprocesser. De experimentella data omfattar parametrar som strömtäthet, spänning, koncentration och flödeshastighet uppmätta under olika driftsförhållanden. Datamaterialet innehåller också data från lakning av batterimassa av typen NMC 811.
DOI: 10.5878/z6s6-9j24
title: Original research data for: Experimental and economic-environmental analysis of bipolar membrane electrodialysis in lithium-ion battery recycling
title: Original research data for: Experimental and economic-environmental analysis of bipolar membrane electrodialysis in lithium-ion battery recycling

description: This dataset contains experimental and calculated data from a study on electrodialytic processes. The experimental data include parameters such as current density, voltage, concentration, flow rate and recovery measured under various operating conditions. The dataset also contains experimental data from leaching of NMC 811-type black mass.
description: Detta datamaterial innehåller experimentella och beräknade data från en studie av elektrodialysprocesser. De experimentella data omfattar parametrar som strömtäthet, spänning, koncentration och flödeshastighet uppmätta under olika driftsförhållanden. Datamaterialet innehåller också data från lakning av batterimassa av typen NMC 811.
DOI: 10.58132/xcjj6z
title: Electrically tunable momentum space polarization singularities in liquid crystal microcavities

description: Data for an article. Momentum space polarization singularities of light appear as vectorial twists in the scattered and radiated far field patterns of exotic photonic structures. They relate to important concepts such as bound states in the continuum, spatiotemporal light steering, Berry curvature and associated topological photonic phenomena. Polarization singularities, such as completely circularly polarized C-points, are readily designed in real space through interference of differently polarized beams. In momentum space, they require instead sophisticated patterning of photonic crystal slabs of reduced symmetries in order to appear in the corresponding band structure with scarce in-situ tunability. Here, we show that momentum space singularities can be generated and, importantly, electrically tuned in the band structure of a highly birefringent planar liquid crystal microcavity that retains many symmetries. Our results agree with theoretical predictions and offer exciting possibilities for integration of momentum space polarization singularities in spinoptronic technologies.
DOI: 10.15468/dl.kvzvrj
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Specimens of marine invertebrates collected in coastal areas by environmental monitoring (1973–2000), housed at the University Museum of Bergen",
 "Issue is Coordinate invalid"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002920-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5b6mx
title: Occurrence Download

description: A dataset containing 249819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Loweia tityrus"
 ]
}

 The dataset includes 249819 records from 2150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002874-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc59k44
title: CCDC 158135: Experimental Crystal Structure Determination

description: Related Article: S.Destri, M.Pasini, C.Botta, W.Porzio, F.Bertini, L.Marchio|2002|J.Mater.Chem.|12|924|doi:10.1039/b109089p
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/cc59k55
title: CCDC 158136: Experimental Crystal Structure Determination

description: Related Article: S.Destri, M.Pasini, C.Botta, W.Porzio, F.Bertini, L.Marchio|2002|J.Mater.Chem.|12|924|doi:10.1039/b109089p
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/cc59k66
title: CCDC 158137: Experimental Crystal Structure Determination

description: Related Article: S.Destri, M.Pasini, C.Botta, W.Porzio, F.Bertini, L.Marchio|2002|J.Mater.Chem.|12|924|doi:10.1039/b109089p
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/cc59k77
title: CCDC 158138: Experimental Crystal Structure Determination

description: Related Article: S.Destri, M.Pasini, C.Botta, W.Porzio, F.Bertini, L.Marchio|2002|J.Mater.Chem.|12|924|doi:10.1039/b109089p
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/cc5v97j
title: CCDC 174227: Experimental Crystal Structure Determination

description: Related Article: K.Barthelet, C.Merlier, C.Serre, M.Riou-Cavellec, D.Riou, G.Ferey|2002|J.Mater.Chem.|12|1132|doi:10.1039/b108301p
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/cc6qq8w
title: CCDC 200578: Experimental Crystal Structure Determination

description: Related Article: K.Barthelet, C.Merlier, C.Serre, M.Riou-Cavellec, D.Riou, G.Ferey|2002|J.Mater.Chem.|12|1132|doi:10.1039/b108301p
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/cc5v98k
title: CCDC 174228: Experimental Crystal Structure Determination

description: Related Article: K.Barthelet, C.Merlier, C.Serre, M.Riou-Cavellec, D.Riou, G.Ferey|2002|J.Mater.Chem.|12|1132|doi:10.1039/b108301p
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/cc5x87k
title: CCDC 176118: Experimental Crystal Structure Determination

description: Related Article: N.A.Bell, D.J.Crouch, D.J.Simmonds, A.E.Goeta, T.Gelbrich, M.B.Hursthouse|2002|J.Mater.Chem.|12|1274|doi:10.1039/b111392p
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/cc6qq9x
title: CCDC 200579: Experimental Crystal Structure Determination

description: Related Article: K.Barthelet, C.Merlier, C.Serre, M.Riou-Cavellec, D.Riou, G.Ferey|2002|J.Mater.Chem.|12|1132|doi:10.1039/b108301p
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/cc5x86j
title: CCDC 176117: Experimental Crystal Structure Determination

description: Related Article: N.A.Bell, D.J.Crouch, D.J.Simmonds, A.E.Goeta, T.Gelbrich, M.B.Hursthouse|2002|J.Mater.Chem.|12|1274|doi:10.1039/b111392p
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/cc5s558
title: CCDC 172179: Experimental Crystal Structure Determination

description: Related Article: Yun Chi, Huan-Li Yu, Wei-Li Ching, Chao-Shiuan Liu, Yao-Lun Chen, Tsung-Yi Chou, Shie-Ming Peng, Gene-Hsiang Lee|2002|J.Mater.Chem.|12|1363|doi:10.1039/b109150f
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/cc5s569
title: CCDC 172180: Experimental Crystal Structure Determination

description: Related Article: Yun Chi, Huan-Li Yu, Wei-Li Ching, Chao-Shiuan Liu, Yao-Lun Chen, Tsung-Yi Chou, Shie-Ming Peng, Gene-Hsiang Lee|2002|J.Mater.Chem.|12|1363|doi:10.1039/b109150f
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/cc62xz4
title: CCDC 181566: Experimental Crystal Structure Determination

description: Related Article: Niu Li, Shouhe Xiang|2002|J.Mater.Chem.|12|1397|doi:10.1039/b200507g
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/cc6b3l6
title: CCDC 188467: Experimental Crystal Structure Determination

description: Related Article: T.Aviles, A.Dinis, J.O.Goncalves, V.Felix, M.J.Calhorda, A.Prazeres, M.G.B.Drew, H.Alves, R.T.Henriques, V.da Gama, P.Zanello, M.Fontani|2002|J.Chem.Soc.,Dalton Trans.||4595|doi:10.1039/b205942h
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/cc6b3m7
title: CCDC 188468: Experimental Crystal Structure Determination

description: Related Article: T.Aviles, A.Dinis, J.O.Goncalves, V.Felix, M.J.Calhorda, A.Prazeres, M.G.B.Drew, H.Alves, R.T.Henriques, V.da Gama, P.Zanello, M.Fontani|2002|J.Chem.Soc.,Dalton Trans.||4595|doi:10.1039/b205942h
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/cc6b3n8
title: CCDC 188469: Experimental Crystal Structure Determination

description: Related Article: T.Aviles, A.Dinis, J.O.Goncalves, V.Felix, M.J.Calhorda, A.Prazeres, M.G.B.Drew, H.Alves, R.T.Henriques, V.da Gama, P.Zanello, M.Fontani|2002|J.Chem.Soc.,Dalton Trans.||4595|doi:10.1039/b205942h
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/cc6d6zr
title: CCDC 190494: Experimental Crystal Structure Determination

description: Related Article: M.A.Haj, M.Quiros, J.M.Salas|2002|J.Chem.Soc.,Dalton Trans.||4740|doi:10.1039/b207263g
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/cc6d70t
title: CCDC 190495: Experimental Crystal Structure Determination

description: Related Article: M.A.Haj, M.Quiros, J.M.Salas|2002|J.Chem.Soc.,Dalton Trans.||4740|doi:10.1039/b207263g
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/cc6d71v
title: CCDC 190496: Experimental Crystal Structure Determination

description: Related Article: M.A.Haj, M.Quiros, J.M.Salas|2002|J.Chem.Soc.,Dalton Trans.||4740|doi:10.1039/b207263g
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/cc5zzvy
title: CCDC 178741: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, A.M.Garcia-Deibe, M.R.Bermejo, J.Sanmartin, A.L.Llamas-Saiz|2002|J.Chem.Soc.,Dalton Trans.||4746|doi:10.1039/b209328f
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/cc6bqx4
title: CCDC 189066: Experimental Crystal Structure Determination

description: Related Article: M.Fondo, A.M.Garcia-Deibe, M.R.Bermejo, J.Sanmartin, A.L.Llamas-Saiz|2002|J.Chem.Soc.,Dalton Trans.||4746|doi:10.1039/b209328f
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/cc68pfk
title: CCDC 187098: Experimental Crystal Structure Determination

description: Related Article: G.R.Julius, S.Cronje, A.Neveling, C.Esterhuysen, H.G.Raubenheimer|2002|Helv.Chim.Acta|85|3737|doi:10.1002/1522-2675(200211)85:11<3737::AID-HLCA3737>3.0.CO;2-8
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/cc68pgl
title: CCDC 187099: Experimental Crystal Structure Determination

description: Related Article: G.R.Julius, S.Cronje, A.Neveling, C.Esterhuysen, H.G.Raubenheimer|2002|Helv.Chim.Acta|85|3737|doi:10.1002/1522-2675(200211)85:11<3737::AID-HLCA3737>3.0.CO;2-8
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/cc68phm
title: CCDC 187100: Experimental Crystal Structure Determination

description: Related Article: G.R.Julius, S.Cronje, A.Neveling, C.Esterhuysen, H.G.Raubenheimer|2002|Helv.Chim.Acta|85|3737|doi:10.1002/1522-2675(200211)85:11<3737::AID-HLCA3737>3.0.CO;2-8
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.