cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vr6my2
title: Occurrence Download

description: A dataset containing 1885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.81173193397799",
 "DecimalLongitude is less than 6.81479148716239",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1885 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025823-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35fzn4
title: Occurrence Download

description: A dataset containing 1679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((82.605 42.11388,69.41883 36.55874,71.96251 31.67605,77.81003 27.14422,85.67495 24.98064,89.12499 22.29078,93.86148 20.33186,97.31152 18.75303,103.30523 21.82298,105.46881 24.10351,109.44513 28.78153,109.06504 32.90403,105.00101 36.20788,99.18273 38.72232,91.17162 42.14312,82.605 42.11388))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ephedra Tourn. ex L."
 ]
}

 The dataset includes 1679 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025824-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzcnbc
title: Occurrence Download

description: A dataset containing 71765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((82.605 42.11388,69.41883 36.55874,71.96251 31.67605,77.81003 27.14422,85.67495 24.98064,89.12499 22.29078,93.86148 20.33186,97.31152 18.75303,103.30523 21.82298,105.46881 24.10351,109.44513 28.78153,109.06504 32.90403,105.00101 36.20788,99.18273 38.72232,91.17162 42.14312,82.605 42.11388))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ranunculaceae"
 ]
}

 The dataset includes 71765 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025822-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chccdb
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((82.605 42.11388,69.41883 36.55874,71.96251 31.67605,77.81003 27.14422,85.67495 24.98064,89.12499 22.29078,93.86148 20.33186,97.31152 18.75303,103.30523 21.82298,105.46881 24.10351,109.44513 28.78153,109.06504 32.90403,105.00101 36.20788,99.18273 38.72232,91.17162 42.14312,82.605 42.11388))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nitraria L."
 ]
}

 The dataset includes 305 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025825-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zebcam
title: Occurrence Download

description: A dataset containing 776 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-107.91220 21.48204,-88.03152 21.48204,-88.03152 29.43842,-107.91220 29.43842,-107.91220 21.48204))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 776 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025826-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2epr2f
title: Occurrence Download

description: A dataset containing 1801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.81479148716239",
 "DecimalLongitude is less than 6.81785104034678",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1801 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025827-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpqurt
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenopus petersii Bocage, 1895"
 ]
}

 The dataset includes 280 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025828-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwnzpf
title: Occurrence Download

description: A dataset containing 775768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Geometry POLYGON((-114.82069 32.48536,-107.22086 31.3648,-107.22086 32.92915,-107.01006 33.17323,-106.59956 34.80414,-105.81184 37.54452,-114.72084 36.09112,-114.82069 32.48536))"
 ]
}

 The dataset includes 775768 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025810-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4fumn
title: Occurrence Download

description: A dataset containing 1669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.81785104034678",
 "DecimalLongitude is less than 6.82091059353118",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1669 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025831-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qruum
title: Occurrence Download

description: A dataset containing 58094 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ginkgo biloba L."
 ]
}

 The dataset includes 58094 records from 631 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025830-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/t4zzcc
title: PAN-00099472 - coin/coin-related, Filips de Schone (1482-1506), halve groot

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00099472&lt;/p&gt;
description: Modified: 2025-07-29T08:52:10+02:00
DOI: 10.15468/dl.fmjmhx
title: Occurrence Download

description: A dataset containing 5579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ciconia boyciana, Ciconia ciconia boyciana)",
 "Year 2015-2025"
 ]
}

 The dataset includes 5579 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055674-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/q28ml2
title: PDB:4U6V, Crystal structure of the Fab fragment of MEDI4893 bound to monomeric Alpha-hemolysin (310K, 37°C, 100 ns)

description: PDB:4U6V, Crystal structure of the Fab fragment of MEDI4893 bound to monomeric AT (310K, 37°C, 100 ns): random seed #1. PDBs obtained at every 50 ns.
DOI: 10.17026/ar/n0ex8h
title: PAN-00006337 - coin/coin-related, Gallische tegenkeizer ?, naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00006337&lt;/p&gt;
description: Modified: 2025-05-26T08:17:01+02:00
DOI: 10.7910/dvn/qswzqd
title: PDB: 2R29, Envelope protein E from Dengue virus 2 in complex with mAb 1A1D-2 (312K, 39°C, 500 ns)

description: Molecular Dynamics Simulations (500 nanoseconds) of Envelope protein E from Dengue virus 2 in complex with mAb 1A1D-2 at 312K (39°C). Includes PDB files obtained every 50 ns.
DOI: 10.17026/ar/86syob
title: PAN-00165664 - Bernard ring

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00165664&lt;/p&gt;
description: Modified: 2025-05-07T12:56:49+02:00
DOI: 10.2908/hlth_rinpat2_reg
title: Hospital discharges of resident in-patients by diagnosis and NUTS 2 region of residence - per hundred thousand inhabitants
title: Sorties d'hôpital des patients résidents hospitalisés pour au moins une nuit, selon le diagnostic et la région NUTS 2 de résidence pour 100 000 habitants
title: Krankenhausentlassungen stationärer Patienten (Einwohner) nach Diagnose und NUTS-2-Region des Wohnsitzes – pro hunderttausend Einwohner
DOI: 10.2908/hlth_rdc1
title: Hospital discharge day cases of residents by diagnosis
title: Sorties - Hospitalisations de jour des résidents selon le diagnostic
title: Krankenhausentlassungen von Tagesklinikfällen (Einwohner) nach Diagnose
DOI: 10.2908/hlth_rdc2_reg
title: Hospital discharge day cases of residents by diagnosis and NUTS 2 region of residence - per hundred thousand inhabitants
title: Sorties - Hospitalisations de jour des résidents selon le diagnostic et la région NUTS 2 de résidence, pour 100 000 habitants
title: Krankenhausentlassungen von Tagesklinikfällen (Einwohner) nach Diagnose und NUTS-2-Region des Wohnsitzes – pro hunderttausend Einwohner
DOI: 10.2908/hlth_tinpat1
title: Hospital discharges of in-patients by diagnosis
title: Sorties d'hôpital des patients hospitalisés pour au moins une nuit selon le diagnostic
title: Krankenhausentlassungen von stationären Patienten nach Diagnose
DOI: 10.2908/hlth_nrdc3
title: Hospital discharge day cases of non-residents by diagnosis
title: Krankenhausentlassungen von nichtansässigen Tagesklinikfällen nach Diagnose
title: Sorties - Hospitalisations de jour des non-résidents selon le diagnostic
DOI: 10.2908/hlth_nrinpat3
title: Sorties d'hôpital des patients non-résidents, hospitalisés pour au moins une nuit, selon le diagnostic
title: Krankenhausentlassungen von nichtansässigen stationären Patienten nach Diagnose
title: Hospital discharges of non-resident in-patients by diagnosis
DOI: 10.2908/hlth_talos1
title: Durée moyenne de séjour des patients hospitalisés pour au moins une nuit
title: Durchschnittliche Krankenhausverweildauer stationärer Patienten
title: In-patients average length of stay in hospitals
DOI: 10.2908/hlth_nrdc3c
title: Sorties - Hospitalisations de jour des non-résidents selon le lieu de résidence
title: Krankenhausentlassungen von nichtansässigen Tagesklinikfällen nach Wohnsitzland
title: Hospital discharge day cases of non-residents by country of residence
DOI: 10.2908/hlth_ralos1
title: Durchschnittliche Krankenhausverweildauer stationärer Patienten (Einwohner)
title: In-patients average length of stay of residents in hospital
title: Durée moyenne de séjour des patients résidents hospitalisés pour au moins une nuit
DOI: 10.2908/hlth_nrhosday2
title: Jours d'hospitalisation des patients non-résidents hospitalisés pour au moins une nuit
title: Krankenhausbetttage von nicht ansässigen stationären Patienten
title: Hospital bed days of non-resident in-patients
DOI: 10.2908/hlth_rdc2
title: Hospital discharge day cases of residents by diagnosis - per hundred thousand inhabitants
title: Sorties - Hospitalisations de jour des résidents selon le diagnostic, pour 100 000 habitants
title: Krankenhausentlassungen von Tagesklinikfällen (Einwohner) nach Diagnose – pro hunderttausend Einwohner
DOI: 10.2908/hlth_rinpat2
title: Hospital discharges of resident in-patients by diagnosis - per hundred thousand inhabitants
title: Sorties d'hôpital des patients résidents, hospitalisés pour au moins une nuit, selon le diagnostic, pour 100 000 habitants
title: Krankenhausentlassungen stationärer Patienten (Einwohner) nach Diagnose – pro hunderttausend Einwohner
DOI: 10.2908/hlth_rhosday1
title: Jours d'hospitalisation des patients résidents hospitalisés pour au moins une nuit
title: Krankenhausbetttage stationärer Patienten (Einwohner)
title: Hospital bed days of resident in-patients
DOI: 10.2908/hlth_thosday1
title: Krankenhausbetttage von stationären Patienten
title: Jours d'hospitalisations des patients hospitalisés pour au moins une nuit
title: Hospital bed days of in-patients
DOI: 10.2908/hlth_nralos2
title: In-patient average length of stay of non-residents
title: Durchschnittliche Krankenhausverweildauer von nichtansässigen stationären Patienten
title: Durée moyenne de séjour des patients non-résidents hospitalisés pour au moins une nuit
DOI: 10.2908/hlth_nrinpat3c
title: Krankenhausentlassungen von nichtansässigen stationären Patienten nach Wohnsitzland
title: Hospital discharges of non-resident in-patients by country of residence
title: Sorties d'hôpital des patients non-résidents, hospitalisés pour au moins une nuit, selon le lieu de résidence
DOI: 10.2908/hlth_rinpat1
title: Hospital discharges of resident in-patients by diagnosis
title: Sorties d'hôpital des patients résidents, hospitalisés pour au moins une nuit, selon le diagnostic
title: Krankenhausentlassungen stationärer Patienten (Einwohner) nach Diagnose
DOI: 10.2908/hlth_nrhosday2c
title: Jours d'hospitalisation des patients non-résidents, hospitalisés pour au moins une nuit, selon le lieu de résidence
title: Krankenhausbetttage von nicht ansässigen stationären Patienten nach Wohnsitzland
title: Hospital bed days of non-resident in-patients by country of residence
DOI: 10.2908/hlth_ralos1_reg
title: In-patients average length of stay of residents in hospital by NUTS 2 region of residence
title: Durchschnittliche Krankenhausverweildauer stationärer Patienten (Einwohner) nach NUTS-2-Region des Wohnsitzes
title: Durée moyenne de séjour des patients résidents hospitalisés pour au moins une nuit selon la région NUTS 2 de résidence
DOI: 10.2908/hlth_nrdisch1
title: Sorties d'hôpital des non-résidents - % du total des sorties d'hôpital
title: Krankenhausentlassungen von Nichtansässigen – % der gesamten Krankenhausentlassungen
title: Hospital discharges of non-residents - % of total hospital discharges
DOI: 10.2908/hlth_rhosday1_reg
title: Hospital bed days of resident in-patients by NUTS 2 region of residence
title: Jours d'hospitalisation des patients résidents hospitalisés pour au moins une nuit selon la région NUTS 2 de résidence
title: Krankenhausbetttage stationärer Patienten (Einwohner) nach NUTS-2-Region des Wohnsitzes
DOI: 10.2908/hlth_tdc1
title: Krankenhausentlassungen von Tagesklinikfällen nach Diagnose
title: Sorties - Hospitalisations de jour selon le diagnostic
title: Hospital discharge day cases by diagnosis
DOI: 10.2908/hlth_nralos2c
title: Durée moyenne de séjour des patients non-résidents hospitalisés pour au moins une nuit selon le lieu de résidence
title: Durchschnittliche Krankenhausverweildauer von nichtansässigen stationären Patienten nach Wohnsitzland
title: In-patient average length of stay of non-residents by country of residence
DOI: 10.2908/hlth_rdc1_reg
title: Hospital discharge day cases of residents by diagnosis and NUTS 2 region of residence
title: Sorties - Hospitalisations de jour des résidents selon le diagnostic et la région NUTS 2 de résidence
title: Krankenhausentlassungen von Tagesklinikfällen (Einwohner) nach Diagnose und NUTS-2-Region des Wohnsitzes
DOI: 10.2908/hlth_rinpat1_reg
title: Hospital discharges of resident in-patients by diagnosis and NUTS 2 region of residence
title: Sorties d'hôpital des patients résidents, hospitalisés pour au moins une nuit, selon le diagnostic et la région NUTS 2 de résidence
title: Krankenhausentlassungen stationärer Patienten (Einwohner) nach Diagnose und NUTS-2-Region des Wohnsitzes
DOI: 10.15468/dl.477v4p
title: Occurrence Download

description: A dataset containing 113992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagopus muta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 113992 records from 314 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055670-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17959165
title: THE COMMONS INITIATIVE ENGINEERING LAB BOOK MASTER COMPENDIUM VOLUME SET v0.1

description: This document establishes the foundational engineering frameworkfor Commons laboratories, research nodes, and educational replication.

Licensed under CERL-1.0© 2025 The Commons Initiative
DOI: 10.5281/zenodo.17959166
title: THE COMMONS INITIATIVE ENGINEERING LAB BOOK MASTER COMPENDIUM VOLUME SET v0.1

description: This document establishes the foundational engineering frameworkfor Commons laboratories, research nodes, and educational replication.

Licensed under CERL-1.0© 2025 The Commons Initiative
DOI: 10.7910/dvn/2nuvc4
title: PDB: 2GHW, Crystal structure of SARS spike protein receptor binding domain in complex with a neutralizing antibody, 80R (312K, 39°C, 100 ns)

description: Molecular Dynamics Simulations (100 nanoseconds) of SARS spike protein receptor binding domain in complex with a neutralizing antibody, 80R at 312K (39°C). Includes PDB files obtained every 50 ns.
DOI: 10.15468/dl.33fhy3
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bidens alba"
 ]
}

 The dataset includes 460 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055675-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/4nwwf2
title: PAN-00134866 - arrowhead (stone)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00134866&lt;/p&gt;
description: Modified: 2025-08-29T16:28:58+02:00
DOI: 10.17605/osf.io/naxsq
title: Seshoene, M. L. (2025, December 14). A comparative study of outcomes of incisional hernia repairs in Pelonomi Hospital. Supplementary Full Table and figures

description: supplementary
DOI: 10.7910/dvn/ocu25l
title: PDB: 2ghw, Crystal structure of SARS spike protein receptor binding domain in complex with a neutralizing antibody, 80R (310K, 37°C, 100 ns)

description: Molecular Dynamics Simulations (100 nanoseconds) of SARS spike protein receptor binding domain in complex with a neutralizing antibody, 80R at 310K (37°C). Includes PDB files obtained every 50 ns.
DOI: 10.17026/ar/gveeus
title: PAN-00002709 - coin/coin-related, Tetricus I (271-274) ?, naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00002709&lt;/p&gt;
description: Modified: 2025-08-19T09:47:12+02:00
DOI: 10.7910/dvn/plc5oh
title: PDB: 6UMT, Crystal structure of human PD-1 PD-L2 complex (313K, 40°C, 500 ns) - random seed #1

description: PDB: 6UMT, Crystal structure of human PD-1 PD-L2 complex (313K, 40°C, 500 ns): random seed #1. PDBs obtained at every 50 ns and free energy calculations.
DOI: 10.17026/ar/ai1ejb
title: PAN-00110087 - finger ring group 4

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00110087&lt;/p&gt;
description: Modified: 2025-05-26T16:36:46+02:00
DOI: 10.7910/dvn/l89797
title: PDB - 4G3Y: TNF-alpha in complex with Infliximab Fab fragment (310K, 37°C, 200 ns) - random seed #5

description: 4G3Y: Crystal structure of TNFalpha in complex with Infliximab Fab fragment (310K, 37°C, 200 ns) - random seed #5. Contains PDBs obtained every 50 ns and free binding energy calculations
DOI: 10.17026/ar/s51m9p
title: PAN-00087516 - element of jewelry (unspecified jewellery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00087516&lt;/p&gt;
description: Modified: 2025-06-19T20:27:31+02:00
DOI: 10.7910/dvn/mxkmci
title: PDB: 6RP8, Crystal Structure of Ipilimumab Fab complexed with CTLA-4 (313K, 40°C, 200 ns)

description: Molecular Dynamics Simulations (200 nanoseconds) of Crystal Structure of Ipilimumab Fab complexed with CTLA-4 (313K, 40°C, 200 ns). Includes PDB files obtained every 50ns and free energy calculation.
DOI: 10.17026/ar/e6su0p
title: PAN-00178774 - one-ribbed La Tène bracelet variant H3b

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178774&lt;/p&gt;
description: Modified: 2025-08-27T14:13:59+02:00
DOI: 10.7910/dvn/ymq3mq
title: PDB: 6RP8, Crystal Structure of Ipilimumab Fab complexed with CTLA-4 (312K, 39°C, 200 ns)

description: Molecular Dynamics Simulations (200 nanoseconds) of Crystal Structure of Ipilimumab Fab complexed with CTLA-4 (312K, 39°C, 200 ns). Includes PDB files obtained every 50ns and free energy calculation.
DOI: 10.5281/zenodo.17959208
title: Data set of "Composite N–Q–S: data and code for bipartite mixing-rate bounds"

description: This archive contains the data and code accompanying the manuscript“Composite N–Q–S: Serial/Parallel Instrument Axioms, Bipartite Order-EffectBounds, and a Monitored Lindblad Limit”.

The file `sim_nqs_bipartite.py` is a minimal simulation script for thebipartite toy example discussed in the paper, and `results_ZZ.csv` containsthe raw ZZ-coupling data used to generate Fig. 1 (order-effect trend).The README explains how these files relate to the data-to-rate pipelinedescribed in Section 4.1. The dephasing example in Table 2 uses analyticallycomputed Doeblin constants and does not require additional data files.
DOI: 10.5281/zenodo.17959209
title: Data set of "Composite N–Q–S: data and code for bipartite mixing-rate bounds"

description: This archive contains the data and code accompanying the manuscript“Composite N–Q–S: Serial/Parallel Instrument Axioms, Bipartite Order-EffectBounds, and a Monitored Lindblad Limit”.

The file `sim_nqs_bipartite.py` is a minimal simulation script for thebipartite toy example discussed in the paper, and `results_ZZ.csv` containsthe raw ZZ-coupling data used to generate Fig. 1 (order-effect trend).The README explains how these files relate to the data-to-rate pipelinedescribed in Section 4.1. The dephasing example in Table 2 uses analyticallycomputed Doeblin constants and does not require additional data files.