cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18210384
title: Dataset for Evaluating Software Engineering Quality Metrics on LLM-Generated Code

description: This dataset supports the empirical study “From Correctness to Code Quality: Formalizing Software Engineering Metrics for Evaluating General LLMs,” accepted at ISEC 2026.

The dataset contains 240 code solutions generated by four general-purpose large language models (ChatGPT, Gemini, LLaMA, and DeepSeek) across 15 publicly available LeetCode problems. Each problem is solved in four programming languages: C++, Java, C#, and Python.

For each solution, the dataset provides:



Functional correctness results from the LeetCode online judge

Runtime and memory usage statistics

Five software engineering (SE) quality metrics:  (i) Error Handling Score (EHS),  (ii) Input Validation Score (IVS),  (iii) Maintainability Score (MS),  (iv) Style & Structure Score (S3),  (v) Documentation Score (DS)


All code solutions were generated using zero-shot prompting with fixed decoding parameters and without manual modification. The dataset is intended to support reproducible evaluation of LLM-generated code beyond correctness, emphasizing robustness, maintainability, and documentation quality.

This release is designed for research and academic use. Runtime and memory measurements depend on the execution environment of the LeetCode platform and may vary over time.
DOI: 10.15468/dl.ayfs7f
title: Occurrence Download

description: A dataset containing 177133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2012",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 177133 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003328-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjdp9g
title: Occurrence Download

description: A dataset containing 1022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amburana cearensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1022 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003382-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14788084
title: Indonesian Hoax News Dataset
DOI: 10.15468/dl.eahq57
title: Occurrence Download

description: A dataset containing 13145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tamarix ramosissima"
 ]
}

 The dataset includes 13145 records from 357 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003381-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brk7xf
title: Occurrence Download

description: A dataset containing 403 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna de Caño Cristales, Sierra de La Macarena, Meta - Colombia"
 ]
}

 The dataset includes 403 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003385-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tq77ye
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (University of British Columbia Herbarium (UBC) - Vascular Plant Collection, Royal BC Museum - Herbarium (V), A global database for the distributions of crop wild relatives, Phragmites of Canada, Canadian Museum of Nature Herbarium, International Barcode of Life project (iBOL), University of British Columbia Botanical Garden Collections (UBCBG), INSDC Sequences)",
 "GadmGid is CAN.2_1",
 "TaxonKey is one of (Genista monspessulana, Phragmites australis australis, Isatis tinctoria, Euphorbia oblongata)"
 ]
}

 The dataset includes 42 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003386-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfhv4g
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON (((-56.32584 47.0886, -56.34597 47.13444, -56.36112 47.13583, -56.37708 47.1293, -56.39028 47.11888, -56.39778 47.10665, -56.39695 47.09653, -56.38556 47.05305, -56.36611 47.00194, -56.35556 46.9886, -56.33084 46.94833, -56.32778 46.93777, -56.326 46.92791, -56.33049 46.89312, -56.3425 46.86305, -56.35084 46.85749, -56.37417 46.85222, -56.38903 46.84513, -56.39646 46.82958, -56.37139 46.78681, -56.33916 46.77985, -56.24639 46.83472, -56.23889 46.84138, -56.23264 46.85305, -56.23403 46.86777, -56.24014 46.87694, -56.25695 46.88555, -56.27306 46.88916, -56.28917 46.88972, -56.30937 46.89888, -56.31765 46.93076, -56.31414 46.94537, -56.30771 46.96435, -56.32699 46.97224, -56.33808 46.97575, -56.34562 46.98909, -56.29986 46.99055, -56.29515 46.98152, -56.28375 46.98277, -56.27334 46.99152, -56.24757 47.03861, -56.25973 47.05249, -56.28945 47.07083, -56.32584 47.0886)), ((-56.23559 46.76869, -56.22433 46.74719, -56.14652 46.7605, -56.1455 46.80452, -56.18747 46.80861, -56.23559 46.76869)))",
 "TaxonKey is Arthropoda",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 231 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003387-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.784ass
title: Occurrence Download

description: A dataset containing 3245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria montana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3245 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003388-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh8fuy
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marcgravia punctifolia"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003389-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt7rfg
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-87.2668 40.07311,-86.45299 40.07311,-86.45299 40.67694,-87.2668 40.67694,-87.2668 40.07311))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Membracidae"
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003391-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62tdvs
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamotrygon rex",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 39 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003390-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptjrmx
title: Occurrence Download

description: A dataset containing 4666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Swainsona galegifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4666 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k427vw
title: Occurrence Download

description: A dataset containing 272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Assam",
 "TaxonKey is Elephas maximus",
 "Year 2000-2026"
 ]
}

 The dataset includes 272 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003394-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uksttx
title: Occurrence Download

description: A dataset containing 6430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glycine tomentella",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6430 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003395-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18563218
title: TABLE 2 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 2. Morphometric data of Oxynoemacheilus germencicus (data from Erk`akan et al. 2007, FSJF 2323 (n=8) and O. mesudae (data from Erk`akan 2007; FSJF 2536, n=13; FFR 1528, n=5).
O. germencicusO. mesudaeO. cinicusErk`akan et al. 2007FSJF 2323Erk`akan 2012FSJF 2536FFR 1528Erk`akan et al. 2007minmaxminmaxminmaxminmaxminmaxminmaxStandard length (mm)37.049.041.755.254.571.752.971.045.455.925.059.0In percent of standard lengthPredorsal length43.646.550.052.348.351.050.453.648.951.944.346.9Pre-anal length62.968.973.976.569.872.973.678.173.377.865.170.0Caudal peduncle length12.013.816.619.315.017.415.619.617.319.212.916.2Dorsal-fin base length14.917.912.115.810.613.911.314.811.013.514.016.3Anal-fin depth17.119.318.021.314.017.816.419.415.817.817.920.3In percent of head lengthEye diameter23.427.717.722.914.717.815.620.616.117.9--Interorbital distance26.432.624.733.523.126.727.633.226.930.327.031.3
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 467 in Zootaxa 5133 (4) on page 467, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.5281/zenodo.18563219
title: TABLE 2 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 2. Morphometric data of Oxynoemacheilus germencicus (data from Erk`akan et al. 2007, FSJF 2323 (n=8) and O. mesudae (data from Erk`akan 2007; FSJF 2536, n=13; FFR 1528, n=5).
O. germencicusO. mesudaeO. cinicusErk`akan et al. 2007FSJF 2323Erk`akan 2012FSJF 2536FFR 1528Erk`akan et al. 2007minmaxminmaxminmaxminmaxminmaxminmaxStandard length (mm)37.049.041.755.254.571.752.971.045.455.925.059.0In percent of standard lengthPredorsal length43.646.550.052.348.351.050.453.648.951.944.346.9Pre-anal length62.968.973.976.569.872.973.678.173.377.865.170.0Caudal peduncle length12.013.816.619.315.017.415.619.617.319.212.916.2Dorsal-fin base length14.917.912.115.810.613.911.314.811.013.514.016.3Anal-fin depth17.119.318.021.314.017.816.419.415.817.817.920.3In percent of head lengthEye diameter23.427.717.722.914.717.815.620.616.117.9--Interorbital distance26.432.624.733.523.126.727.633.226.930.327.031.3
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 467 in Zootaxa 5133 (4) on page 467, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.5281/zenodo.18563220
title: TABLE 3 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 3. Morphometric data of Oxynoemacheilus axylos (holotype FFR 15616, paratypes FFR 15602 n=10; Additional material, FFR 15604 n=9; FFR 15601 n=3; FFR 15603 n=2. The calculations include the holotype.
holotypeholotype, paratypes & additional materialsMeanMinMaxSDStandard length (mm)664479In percent of standard lengthHead length25.025.323.026.71.0Body depth at dorsal-fin origin18.919.817.124.61.8Body width at dorsal-fin origin10.713.610.718.72.0Predorsal length52.452.049.554.91.4Postdorsal length35.638.035.641.41.3Preanal length78.776.773.079.21.6Prepelvic length54.953.450.257.11.7Distance between pectoral- and pelvic-fin origins28.728.325.631.91.3Distance between pelvic- and anal-fin origins25.124.622.427.11.2Distance between vent and anal-fin origin3.03.01.75.60.7Depth of caudal peduncle11.011.39.913.41.0Length of caudal peduncle14.315.914.118.50.9Dorsal-fin length21.120.518.622.41.0Anal-fin height13.815.713.417.61.0Pectoral-fin length18.820.117.522.61.3Pelvic-fin length17.216.913.718.51.1In percent of head lengthSnout length3938.634432.4Eye diameter1516.614191.4Postorbital distance4949.046541.7Maximum head width6661.449724.8Head depth at eye5147.943552.9Interorbital width3030.627352.2Length of inner rostral barbel4033.526465.8Length of outer rostral barbel2525.220323.0Length of maxillary barbel4034.321476.9
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 475 in Zootaxa 5133 (4) on page 475, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.5281/zenodo.18563221
title: TABLE 3 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 3. Morphometric data of Oxynoemacheilus axylos (holotype FFR 15616, paratypes FFR 15602 n=10; Additional material, FFR 15604 n=9; FFR 15601 n=3; FFR 15603 n=2. The calculations include the holotype.
holotypeholotype, paratypes & additional materialsMeanMinMaxSDStandard length (mm)664479In percent of standard lengthHead length25.025.323.026.71.0Body depth at dorsal-fin origin18.919.817.124.61.8Body width at dorsal-fin origin10.713.610.718.72.0Predorsal length52.452.049.554.91.4Postdorsal length35.638.035.641.41.3Preanal length78.776.773.079.21.6Prepelvic length54.953.450.257.11.7Distance between pectoral- and pelvic-fin origins28.728.325.631.91.3Distance between pelvic- and anal-fin origins25.124.622.427.11.2Distance between vent and anal-fin origin3.03.01.75.60.7Depth of caudal peduncle11.011.39.913.41.0Length of caudal peduncle14.315.914.118.50.9Dorsal-fin length21.120.518.622.41.0Anal-fin height13.815.713.417.61.0Pectoral-fin length18.820.117.522.61.3Pelvic-fin length17.216.913.718.51.1In percent of head lengthSnout length3938.634432.4Eye diameter1516.614191.4Postorbital distance4949.046541.7Maximum head width6661.449724.8Head depth at eye5147.943552.9Interorbital width3030.627352.2Length of inner rostral barbel4033.526465.8Length of outer rostral barbel2525.220323.0Length of maxillary barbel4034.321476.9
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 475 in Zootaxa 5133 (4) on page 475, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.5281/zenodo.18563222
title: TABLE 4 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 4. Morphometric data of Oxynoemacheilus eliasi (holotype FFR 15619, paratypes FFR 15581 n=21; the calculations include the holotype.)
holotypeholotype & paratypesMeanMinMaxSDStandard length (mm)513551In percent of standard lengthHead length24.125.324.126.40.6Body depth at dorsal-fin origin17.519.517.521.10.9Body width at dorsal-fin origin14.514.413.116.30.9Predorsal length52.652.150.354.11.0Postdorsal length37.439.136.841.11.2Preanal length78.975.371.678.91.7Prepelvic length55.854.351.755.81.0Distance between pectoral- and pelvic-fin origins32.229.026.032.31.6Distance between pelvic- and anal-fin origins24.923.020.524.91.3Distance between vent and anal-fin origin2.12.92.13.60.4Depth of caudal peduncle12.112.711.913.60.5Length of caudal peduncle16.318.016.119.51.0Dorsal-fin length20.522.120.123.41.0Anal-fin height17.417.816.019.51.0Pectoral-fin length24.023.121.025.51.5Pelvic-fin length17.218.116.519.30.7In percent of head lengthSnout length3939.136431.8Eye diameter1819.318221.1Postorbital distance4746.642492.1Maximum head width6060.156672.9Head depth at eye4947.243501.7Interorbital width3129.024322.0Length of inner rostral barbel2628.022353.0Length of outer rostral barbel1921.319241.7Length of maxillary barbel2525.321312.8
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 482 in Zootaxa 5133 (4) on page 482, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.5281/zenodo.18563223
title: TABLE 4 in Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae)

description: TABLE 4. Morphometric data of Oxynoemacheilus eliasi (holotype FFR 15619, paratypes FFR 15581 n=21; the calculations include the holotype.)
holotypeholotype & paratypesMeanMinMaxSDStandard length (mm)513551In percent of standard lengthHead length24.125.324.126.40.6Body depth at dorsal-fin origin17.519.517.521.10.9Body width at dorsal-fin origin14.514.413.116.30.9Predorsal length52.652.150.354.11.0Postdorsal length37.439.136.841.11.2Preanal length78.975.371.678.91.7Prepelvic length55.854.351.755.81.0Distance between pectoral- and pelvic-fin origins32.229.026.032.31.6Distance between pelvic- and anal-fin origins24.923.020.524.91.3Distance between vent and anal-fin origin2.12.92.13.60.4Depth of caudal peduncle12.112.711.913.60.5Length of caudal peduncle16.318.016.119.51.0Dorsal-fin length20.522.120.123.41.0Anal-fin height17.417.816.019.51.0Pectoral-fin length24.023.121.025.51.5Pelvic-fin length17.218.116.519.30.7In percent of head lengthSnout length3939.136431.8Eye diameter1819.318221.1Postorbital distance4746.642492.1Maximum head width6060.156672.9Head depth at eye4947.243501.7Interorbital width3129.024322.0Length of inner rostral barbel2628.022353.0Length of outer rostral barbel1921.319241.7Length of maxillary barbel2525.321312.8
description: Published as part of Yoğurtçuoğlu, Baran, Kaya, Cüneyt & Freyhof, Jörg, 2022, Revision of the Oxynoemacheilus angorae group with the description of two new species (Teleostei: Nemacheilidae), pp. 482 in Zootaxa 5133 (4) on page 482, DOI: 10.11646/zootaxa.5133.4.1, http://zenodo.org/record/6530889
DOI: 10.15468/dl.q4jmcx
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamotrygon scobina",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 94 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25135094
title: Effects of lipid composition on the permeability of aquaporin , using molecular dynamics simulations.

description: In this study, we analyzed the effects of lipid composition on the permeability of aquaporin , using molecular dynamics simulations. Three different lipid environments mimics were characterized: a normal mammalian cell membrane (N), a cancerous mammalian cell membrane (C), and a lipid bilayer of 1,2-dipalmitoyl-sn-glycero-3-phosphocholine (DPPC). Results revealed that the lipid environment played a critical role in aquaporin permeability, with distinct behaviors observed in the different lipid systems. In pore length, the N and DPPC systems exhibited a homogeneity greater than C system, that showed sudden changes at around 250 ns. When studying the kinetics of water diffusion in AQP monomers, similar behavior was observed between monomer pairwise for system N. These findings highlight the significance of considering realistic lipid environments in future studies on aquaporin regulation as they can influence the protein's structure and behavior in subtle but important ways.
DOI: 10.6084/m9.figshare.25135094.v3
title: Effects of lipid composition on the permeability of aquaporin , using molecular dynamics simulations.

description: In this study, we analyzed the effects of lipid composition on the permeability of aquaporin , using molecular dynamics simulations. Three different lipid environments mimics were characterized: a normal mammalian cell membrane (N), a cancerous mammalian cell membrane (C), and a lipid bilayer of 1,2-dipalmitoyl-sn-glycero-3-phosphocholine (DPPC). Results revealed that the lipid environment played a critical role in aquaporin permeability, with distinct behaviors observed in the different lipid systems. In pore length, the N and DPPC systems exhibited a homogeneity greater than C system, that showed sudden changes at around 250 ns. When studying the kinetics of water diffusion in AQP monomers, similar behavior was observed between monomer pairwise for system N. These findings highlight the significance of considering realistic lipid environments in future studies on aquaporin regulation as they can influence the protein's structure and behavior in subtle but important ways.