cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18785450
title: Characterizing non-permanent aquatic habitats using a Bayesian-curated remote sensing approach: insights from a rotifer case study

description: Remote sensing is an indispensable tool for generating consistent, standardized time-series data across broad spatial scales. However, its usefulness for ecological and evolutionary research depends on how well it captures temporally relevant environmental variation. Non-permanent aquatic systems, such as Mediterranean shallow water bodies, are particularly challenging because their characteristic abrupt wet-dry transitions occurring over short timescales increase noise and misclassification of hydrological states. Organisms inhabiting these systems are tightly coupled to the timing, duration and predictability of inundation phases. Here, we developed a Bayesian state-space approach to curate Sentinel-2 time-series data, improving the reliability of hydrological state detection in a system of shallow ponds in eastern Iberian Peninsula. The curated hydrological-state data enabled the quantification of non-permanent regimes using ecologically meaningful metrics, revealing substantial differences in water availability and predictability among neighbouring ponds under similar climatic conditions. We further demonstrate how these metrics are relevant to evolutionary ecology by linking hydrological unpredictability to bet-hedging strategies in rotifer populations. Rotifer clones originating from more unpredictable ponds exhibited lower hatching fractions, which is consistent with an adaptive risk-spreading strategy. This study highlights the importance of characterizing environmental variability at temporal scales directly relevant to organismal life cycles when linking habitat dynamics to evolutionary responses.
DOI: 10.13018/bmr25965
title: Solution structure of N-terminal extramembrane domain of SH protein
DOI: 10.13018/bmr25966
title: Solution structure of C-terminal extramembrane domain of SH protein
DOI: 10.13018/bmr25967
title: Solution structure of ZitP zinc finger
DOI: 10.13018/bmr25968
title: NMR resonance assignments of the apple allergen Mal d 1.0101
DOI: 10.13018/bmr25969
title: Solution NMR structure of the DNA-binding type IV pilin ComP from Neisseri subflava
DOI: 10.13018/bmr25970
title: NMR structure of the Acidic domain of SYNCRIP (24-140)
DOI: 10.13018/bmr25971
title: Resonance assignments and structure determination of poneritoxin, omega-PONTX-Ae1a, from Anochetus emarginatus
DOI: 10.13018/bmr25972
title: Solution structure of V26A mutant of Ubiquitin at pH 6.0
DOI: 10.13018/bmr25973
title: Solution structure of V26A mutant of Ubiquitin at pH 2.0
DOI: 10.13018/bmr25974
title: Structure of calcium-bound form of Penicillium antifungal protein (PAF)
DOI: 10.15468/dl.gjdumn
title: Occurrence Download

description: A dataset containing 15 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",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Cheiloprion labiatus"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003351-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17556891
title: Archivio qualitativo e narrativo della ricerca dottorale "Un paese ci vuole: un modello di pratica laboratoriale-teatrale per il racconto e lo sviluppo delle culture locali"

description: L’archivio raccoglie i materiali prodotti e analizzati nel corso della ricerca di dottorato presso Università del Salento e Ces - Università di Coimbra, dedicata ai casi di studio di Condeixa-a-Velha e Conimbriga in Portogallo, di Muro Leccese in Puglia, Italia.

Il dataset comprende:

Appendice A – Consensi informati dei/delle partecipanti alle interviste (Restricted access)

Appendice B – Trascrizioni integrali delle interviste qualitative – Caso di studio Condeixa-a-Velha / Conímbriga (Restricted access)

Appendice C – Trascrizioni integrali delle interviste qualitative – Caso di studio Muro Leccese (Restricted access)

Appendice D – Estratti tematici dell’analisi qualitativa (QualCoder) – Condeixa-a-Velha / Conímbriga (Open access)

Appendice E – Estratti tematici dell’analisi qualitativa (QualCoder) – Muro Leccese (Open access)

Appendice F – Drammaturgie in lingua portoghese – Parco Narrativo Condeixa-a-Velha / Conímbriga (Open access)

Appendice G – Drammaturgia (selezione per la restituzione pubblica) – Parco Narrativo Muro Leccese (Open access)

Il materiale audiovisivo e testuale è stato raccolto con il consenso informato dei partecipanti, nel rispetto del GDPR e delle linee guida etiche della ricerca qualitativa dell’Università del Salento e dell’Università di Coimbra.

I file contenenti dati sensibili (consensi, video, trascrizioni) sono depositati in modalità “Restricted access”, mentre i prodotti narrativi e analitici sono open access.
DOI: 10.5281/zenodo.17556890
title: Archivio qualitativo e narrativo della ricerca dottorale "Un paese ci vuole: un modello di pratica laboratoriale-teatrale per il racconto e lo sviluppo delle culture locali"

description: L’archivio raccoglie i materiali prodotti e analizzati nel corso della ricerca di dottorato presso Università del Salento e Ces - Università di Coimbra, dedicata ai casi di studio di Condeixa-a-Velha e Conimbriga in Portogallo, di Muro Leccese in Puglia, Italia.

Il dataset comprende:

Appendice A – Consensi informati dei/delle partecipanti alle interviste (Restricted access)

Appendice B – Trascrizioni integrali delle interviste qualitative – Caso di studio Condeixa-a-Velha / Conímbriga (Restricted access)

Appendice C – Trascrizioni integrali delle interviste qualitative – Caso di studio Muro Leccese (Restricted access)

Appendice D – Estratti tematici dell’analisi qualitativa (QualCoder) – Condeixa-a-Velha / Conímbriga (Open access)

Appendice E – Estratti tematici dell’analisi qualitativa (QualCoder) – Muro Leccese (Open access)

Appendice F – Drammaturgie in lingua portoghese – Parco Narrativo Condeixa-a-Velha / Conímbriga (Open access)

Appendice G – Drammaturgia (selezione per la restituzione pubblica) – Parco Narrativo Muro Leccese (Open access)

Il materiale audiovisivo e testuale è stato raccolto con il consenso informato dei partecipanti, nel rispetto del GDPR e delle linee guida etiche della ricerca qualitativa dell’Università del Salento e dell’Università di Coimbra.

I file contenenti dati sensibili (consensi, video, trascrizioni) sono depositati in modalità “Restricted access”, mentre i prodotti narrativi e analitici sono open access.
DOI: 10.13018/bmr25975
title: Structure and Dynamics of the Geobacillus stearothermophilus IF2 G3-subdomain
DOI: 10.13018/bmr25976
title: Solution structure of the HYD1 hydrophobin from Schizophyllum commune
DOI: 10.13018/bmr25979
title: protein complex
DOI: 10.13018/bmr25982
title: Peptide model of 4-stranded beta-arch.
DOI: 10.13018/bmr25983
title: Solution NMR structure of ligand free sterol carrier protein 2 like 2 from Aedes aegypti
DOI: 10.13018/bmr25984
title: Solution NMR structure of palmitated SCP2L2 from Aedes aegypti
DOI: 10.13018/bmr25985
title: NMR Structure of the C-Terminal Domain of human APOBEC3B
DOI: 10.13018/bmr25986
title: Solution structure of the F87M/L110M variant of transthyretin in the monomeric state
DOI: 10.13018/bmr25987
title: Solution structure of the T119M variant of transthyretin in its monomeric state
DOI: 10.13018/bmr25988
title: BAZ2B PHD
DOI: 10.13018/bmr25989
title: 1H, 13C, and 15N Chemical Shift Assignments of HAdV E1A243 (E1A 12S)
DOI: 10.13018/bmr25990
title: 1H, 13C, and 15N Chemical Shift Assignments of HAdV E1A289 (E1A-13S)
DOI: 10.13018/bmr25991
title: 1H, 13C, and 15N Chemical Shift Assignments of HAdV E1ACR3 (E1A CR3)
DOI: 10.13018/bmr25992
title: Backbone and Side Chain Chemical Shift Assignments for the myosin IIA fragment 1893-1937 (MPT)
DOI: 10.13018/bmr25993
title: The Solution Structure of Human gammaC-crystallin
DOI: 10.13018/bmr25994
title: Backbone 1H, 13C, and 15N Chemical Shift Assignments for designed protein E_1r26
DOI: 10.13018/bmr25995
title: Protein complex
DOI: 10.13018/bmr25996
title: Solution structure of the J-K region of EMCV IRES
DOI: 10.13018/bmr25997
title: Solution structure of the J domain of EMCV IRES
DOI: 10.13018/bmr25998
title: Solution structure of the K domain of EMCV IRES
DOI: 10.5281/zenodo.18785697
title: Docking, QM and MD datasets for "Dibenzoacridinium derivatives as a new class of G-Quadruplex ligands with anti-HIV-1 properties"

description: This dataset contains input and output files for the docking, quantum mechanics and molecular dynamics experiments supporting the publication "Dibenzoacridinium derivatives as a new class of G-Quadruplex ligands with anti-HIV-1 properties".

It contains 3 zip files:



docking.zip: input and output files of the docking step

ligand_prep.zip: input and output files for QM calculations in Orca, RESP2 calculations in Multiwfn, and modified force field derived from RESP2 charges

amber.zip: antechamber-generated topology and coordinate files, pmemd input and output files from the 10-step MD calculation, cpptraj pre-processing and clustering results.
DOI: 10.5281/zenodo.18785696
title: Docking, QM and MD datasets for "Dibenzoacridinium derivatives as a new class of G-Quadruplex ligands with anti-HIV-1 properties"

description: This dataset contains input and output files for the docking, quantum mechanics and molecular dynamics experiments supporting the publication "Dibenzoacridinium derivatives as a new class of G-Quadruplex ligands with anti-HIV-1 properties".

It contains 3 zip files:



docking.zip: input and output files of the docking step

ligand_prep.zip: input and output files for QM calculations in Orca, RESP2 calculations in Multiwfn, and modified force field derived from RESP2 charges

amber.zip: antechamber-generated topology and coordinate files, pmemd input and output files from the 10-step MD calculation, cpptraj pre-processing and clustering results.
DOI: 10.13018/bmr25999
title: Solution structure of the St domain of EMCV IRES
DOI: 10.15468/dl.hjrnw9
title: Occurrence Download

description: A dataset listing the 4559 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is ECatSym: Electronic World Catalog of Symphyta"
 ]
}

 The dataset's 4559 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003329-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr26000
title: Solution structure of the delta-J-delta-K domain of EMCV IRES
DOI: 10.5281/zenodo.18786204
title: hypsolebias_hellneri_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18786205
title: hypsolebias_hellneri_decontaminated_FSCR.fasta.gz
DOI: 10.13018/bmr26001
title: Structure, Dynamics and functional Aspects of the antifungal protein sfPAFB
DOI: 10.13018/bmr26002
title: HIGH RESOLUTION SOLUTION NMR STRUCTURE OF THE SPIDER VENOM PEPTIDE U3-SCYTOTOXIN-STH1A
DOI: 10.13018/bmr26003
title: HIGH RESOLUTION SOLUTION NMR STRUCTURE OF THE SPIDER VENOM PEPTIDE U3-SCYTOTOXIN-STH1H
DOI: 10.13018/bmr26004
title: HIGH RESOLUTION SOLUTION NMR STRUCTURE OF THE SPIDER VENOM PEPTIDE U5-SCYTOTOXIN-STH1A
DOI: 10.13018/bmr26005
title: Solution Structure of N-Allosylated Pin1 WW Domain
DOI: 10.13018/bmr26006
title: Solution Structure of N-Galactosylated Pin1 WW Domain
DOI: 10.13018/bmr26007
title: Solution Structure of N-Xylosylated Pin1 WW Domain
DOI: 10.13018/bmr26008
title: Solution Structure of N-L-idosylated Pin1 WW Domain
DOI: 10.13018/bmr26009
title: Antimicrobial peptide protegrin PG-5
DOI: 10.13018/bmr26010
title: NMR structure of the Mycobacterium tuberculosis LppM (Rv2171) protein folded domain.
DOI: 10.13018/bmr26011
title: Apo solution structure of Hop TPR2A
DOI: 10.13018/bmr26012
title: Structural Model for the N-terminal Domain of Human Cdc37
DOI: 10.13018/bmr26016
title: Solution Structure of Ca2+-bound C2 domain from Protein Kinase C alpha in the form of complex with V5-pHM peptide
DOI: 10.13018/bmr26021
title: Sr33 Coiled-coil domain
DOI: 10.13018/bmr26022
title: Solution structure of translation initiation factor IF1 from wolbachia endosymbiont strain TRS of Brugia malayi
DOI: 10.13018/bmr26024
title: RNA Bulge Loop that Specifically Binds Metal Ions
DOI: 10.13018/bmr26025
title: 1H, 13C, and 15N Chemical Shift Assignments for Q4DY78
DOI: 10.13018/bmr26026
title: Solution Structure of the PriC DNA replication restart protein
DOI: 10.13018/bmr26027
title: Chemical shift assignment of the natively disordered N-terminus (= NORS, residues 1-75) of M. tuberculosis protein kinase G (PknG)
DOI: 10.13018/bmr26028
title: Chemical shift assignment of residues 1-147 of M. tuberculosis protein kinase G (PknG) including the natively disordered N-terminus and the reduced, metal bound rubredoxin-like domain
DOI: 10.13018/bmr26029
title: Chemical shift assignment of the oxidized, unfolded rubredoxin-like domain (= RD, residues 74-147) of M. tuberculosis protein kinase G (PknG)
DOI: 10.13018/bmr26030
title: Chemical shift assignment of the reduced, metal bound rubredoxin-like domain (= RD, residues 74-147) of M. tuberculosis protein kinase G (PknG)
DOI: 10.13018/bmr26031
title: Solution structure of BOLA3 from Homo sapiens
DOI: 10.13018/bmr26032
title: Structural insights of r(CGG) motif found in Fragile X Syndrome and Fragile-X associated tremor/ataxia syndrome (FXTAS) at 45 degree C
DOI: 10.15468/dl.e24nz6
title: Occurrence Download

description: A dataset containing 60 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)"
 ]
 }
 },
 "TaxonKey is one of (Knipowitschia milleri)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 60 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003358-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr26033
title: Structural insight for dynamics of r(CGG) motif RNA found in Fragile X syndrome/ Fragile X tremor ataxia at 25 degree C
DOI: 10.13018/bmr26034
title: NMR assignment and structure of a peptide derived from the membrane proximal external region of HIV-1 gp41 in the presence of dodecylphosphocholine micelles
DOI: 10.13018/bmr26035
title: NMR assignment and structure of a peptide derived from the membrane proximal external region of HIV-1 gp41 in the presence of hexafluoroisopropanol
DOI: 10.15468/dl.wyz2kz
title: Occurrence Download

description: A dataset containing 22 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)"
 ]
 }
 },
 "TaxonKey is one of (Salmo peristericus)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003356-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr26036
title: KYE21 structure in LPS micelles
DOI: 10.13018/bmr26037
title: RWS21 structure in LPS
DOI: 10.13018/bmr26038
title: WWWKYE21 structure in LPS
DOI: 10.13018/bmr26040
title: Solution structure of pseudin-2 analog (Ps-P)
DOI: 10.13018/bmr26041
title: Solution NMR structures of BRD4 ET domain in complex with NSD3_1 peptide
DOI: 10.13018/bmr26042
title: Solution NMR structures of BRD4 ET domain with LANA peptide
DOI: 10.15468/dl.4xrd6g
title: Occurrence Download

description: A dataset containing 1206 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)"
 ]
 }
 },
 "TaxonKey is Taralea"
 ]
}

 The dataset includes 1206 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003359-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13018/bmr26043
title: Solution NMR structures of BRD4 ET domain in complex with NSD3_3 peptide
DOI: 10.13018/bmr26044
title: 1HN, 13C, and 15N Resonance Assignments of the CDTb-Interacting Domain (CDTaBID) from the Clostridium difficile Binary Toxin Catalytic Component (CDTa, residues 1-216)
DOI: 10.13018/bmr26045
title: Solution structure of the de novo mini protein HHH_06
DOI: 10.15468/dl.ng3cck
title: Occurrence Download

description: A dataset containing 371 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)"
 ]
 }
 },
 "TaxonKey is one of (Telestes pleurobipunctatus)",
 "Geometry POLYGON((19.0 42.0, 19.0 34.5, 29.7 34.5, 29.7 42.0, 19.0 42.0))"
 ]
}

 The dataset includes 371 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003355-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18786220
title: hypsolebias_magnificus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18786221
title: hypsolebias_magnificus_decontaminated_FSCR.fasta.gz
DOI: 10.13018/bmr26046
title: Solution structure of the de novo mini protein EEH_04
DOI: 10.13018/bmr26047
title: Lysine dimethylated FKBP12
DOI: 10.13018/bmr26048
title: 1H, 13C, 15N backbone and side-chain resonance assignment of Nostoc sp. C139A variant of the heme nitric oxide/oxygen binding (H-NOX) domain
DOI: 10.13018/bmr26049
title: STRUCTURE OF DK17 IN GM1 LUVS
DOI: 10.13018/bmr26050
title: STRUCTURE OF DK17 IN POPC:POPG:CHOLESTEROL:GM1 LUVS
DOI: 10.13018/bmr26051
title: STRUCTURES OF DK17 IN TBLE LUVS
DOI: 10.13018/bmr26052
title: Solution structure of MapZ extracellular domain first subdomain
DOI: 10.13018/bmr26053
title: Solution structure of MapZ extracellular domain second subdomain
DOI: 10.13018/bmr26054
title: NMR structure of omega-agatoxin IVA in DPC micelles
DOI: 10.13018/bmr26055
title: Solution Structure of BMAP-28(1-18)
DOI: 10.13018/bmr26056
title: SOLUTION STRUCTURE OF HELATX1
DOI: 10.13018/bmr26057
title: Solution Structure of Mutant of BMAP-28(1-18)
DOI: 10.13018/bmr26058
title: Backbone 1H, 13C, and 15N Chemical Shift Assignments for a 58 truncated variant of the CI repressor from the temperated bacteriophage Tp901-1
DOI: 10.13018/bmr26059
title: Solution NMR structures of AF9 yeats domain in complex with histon H3 acetylation at K18
DOI: 10.13018/bmr26060
title: Solution NMR structures of AF9 yeats domain in complex with histone H3 crotonylation at K18
DOI: 10.13018/bmr26061
title: NMR solution structure of MAL/TIRAP TIR domain
DOI: 10.13018/bmr26062
title: Solution structure of the toxin ISTX-I from Ixodes scapularis
DOI: 10.13018/bmr26063
title: 20 lowest energy ensemble of dermcidin (DCD1L) NMR structure
DOI: 10.13018/bmr26064
title: NMR solution structure of PawS Derived Peptide 22 (PDP-22)
DOI: 10.13018/bmr26065
title: NMR solution structure of PawS Derived Peptide 21 (PDP-21)
DOI: 10.13018/bmr26066
title: NMR solution structure of PawS Derived Peptide 20 (PDP-20)
DOI: 10.13018/bmr26068
title: Structure of DNA-binding HU protein from micoplasma Mycoplasma gallisepticum
DOI: 10.13018/bmr26069
title: Toward the real-time monitoring of HPV-16 E7 phosphorylation events
DOI: 10.13018/bmr26300
title: The structure of SeviL, a GM1b/asialo-GM1 binding R-type lectin from the mussel Mytilisepta virgata
DOI: 10.13018/bmr26301
title: Crystal structure of higher plant heme oxygenase-1 and the mechanism of interaction with ferredoxin
DOI: 10.13018/bmr26307
title: Sensitivity-Enhanced Solid-state NMR Detection of Structural Differences and Unique Polymorphs in Pico- to Nanomolar Amounts of Brain-derived and Synthetic 42-residue Amyloid-b Fibrils.
DOI: 10.13018/bmr26308
title: Dual-Cex
DOI: 10.13018/bmr26309
title: Backbone 1H, 15N, and 13C resonance assignments of the Phafin2 PH domain
DOI: 10.13018/bmr26312
title: Ufm1
DOI: 10.13018/bmr26314
title: Backbone 1H, 13C, 15N and Side chain CB Chemical Shift Assignments for Paip2A
DOI: 10.13018/bmr26315
title: Backbone 1H, 15N and HA Chemical Shift Assignments for Paip2A(25-83)
DOI: 10.5281/zenodo.18786168
title: SCW Water Sensor EIS Dataset

description: This dataset was acquired using the Sensichips SCW water sensor and contains Electrical Impedance Spectroscopy (EIS) measurements saved as CSV. Data include 10 impedance-related channels measured on five interdigitated electrodes (IDEs) (Platinum, Gold, Silver, Nickel) at 78,125 Hz and 200 Hz AC frequencies, including in-phase and (where available) quadrature components.

The dataset is organized into:



TRAINING measurements for ML development



RAW: ADC output values (16-bit, two’s complement integer range −32768 to 32767)

NORMALIZED: same signals after baseline normalization using a difference vs. backround-water reference



TEST measurements to evaluate model generalization on unseen data.


It contains three measurement campaigns (Set 1–Set 3) featuring multiple substances dissolved in tap water, including repeated experiments and procedures designed to capture concentration changes, sensor drift (multiple sensors), and turbulence events for robustness testing and data augmentation studies.

 

More information is available at: https://sensichips.com/water-sensor/
DOI: 10.13018/bmr26316
title: Backbone 1H, 13C, 15N, HA and Side chain 13C Chemical Shift Assignments for RRM2 of PABPC1
DOI: 10.5281/zenodo.18697383
title: SCW Water Sensor EIS Dataset

description: This dataset was acquired using the Sensichips SCW water sensor and contains Electrical Impedance Spectroscopy (EIS) measurements saved as CSV. Data include 10 impedance-related channels measured on five interdigitated electrodes (IDEs) (Platinum, Gold, Silver, Nickel) at 78,125 Hz and 200 Hz AC frequencies, including in-phase and (where available) quadrature components.

The dataset is organized into:



TRAINING measurements for ML development



RAW: ADC output values (16-bit, two’s complement integer range −32768 to 32767)

NORMALIZED: same signals after baseline normalization using a difference vs. backround-water reference



TEST measurements to evaluate model generalization on unseen data.


It contains three measurement campaigns (Set 1–Set 3) featuring multiple substances dissolved in tap water, including repeated experiments and procedures designed to capture concentration changes, sensor drift (multiple sensors), and turbulence events for robustness testing and data augmentation studies.

 

More information is available at: https://sensichips.com/water-sensor/
DOI: 10.13018/bmr26317
title: Backbone 1H, 13C, 15N, HA and Side Chain 13C Chemical Shift Assignments for RRM3 of PABPC1