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

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((114.934 5.036153, 114.863467 5.030582, 114.794674 5.014009, 114.729319 4.986841, 114.669012 4.949749, 114.61524 4.903648, 114.569328 4.849675, 114.532406 4.789159, 114.50538 4.723594, 114.488914 4.654593, 114.483411 4.583858, 114.489002 4.513129, 114.505546 4.444149, 114.532635 4.378614, 114.569598 4.318137, 114.615523 4.264207, 114.669281 4.218149, 114.729548 4.181096, 114.794841 4.153959, 114.863555 4.137405, 114.934 4.131842, 115.004445 4.137405, 115.073159 4.153959, 115.138452 4.181096, 115.198719 4.218149, 115.252477 4.264207, 115.298402 4.318137, 115.335365 4.378614, 115.362454 4.444149, 115.378998 4.513129, 115.384589 4.583858, 115.379086 4.654593, 115.36262 4.723594, 115.335594 4.789159, 115.298672 4.849675, 115.25276 4.903648, 115.198988 4.949749, 115.138681 4.986841, 115.073326 5.014009, 115.004533 5.030582, 114.934 5.036153))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 73 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001711-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18322547
title: Stipa metatoris J.Everett & S.W.L.Jacobs. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18322548
title: Stipa metatoris J.Everett & S.W.L.Jacobs. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.nn7vqe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.991 1.042184, 100.920726 1.036616, 100.852182 1.02005, 100.787058 0.9928940000000001, 100.726957 0.955817, 100.673359 0.909732, 100.627585 0.855773, 100.59076 0.795271, 100.563792 0.729715, 100.547343 0.6607189999999999, 100.541819 0.589982, 100.547354 0.519246, 100.563813 0.450252, 100.59079 0.3847, 100.627619 0.324203, 100.673396 0.27025, 100.726992 0.22417, 100.787087 0.187098, 100.852203 0.159946, 100.920737 0.143382, 100.991 0.137815, 101.061263 0.143382, 101.129797 0.159946, 101.194913 0.187098, 101.255008 0.22417, 101.308604 0.27025, 101.354381 0.324203, 101.39121 0.3847, 101.418187 0.450252, 101.434646 0.519246, 101.440181 0.589982, 101.434657 0.6607189999999999, 101.418208 0.729715, 101.39124 0.795271, 101.354415 0.855773, 101.308641 0.909732, 101.255043 0.955817, 101.194942 0.9928940000000001, 101.129818 1.02005, 101.061274 1.036616, 100.991 1.042184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001712-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18322552
title: Verbena simplex Lehm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18322551
title: Verbena simplex Lehm. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.yksymq
title: Occurrence Download

description: A dataset containing 380952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Empetrum nigrum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is Europe"
 ]
}

 The dataset includes 380952 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001679-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18322555
title: Urtica L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18322556
title: Urtica L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.8kg8ve
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((118.194 5.039153, 118.123467 5.033582, 118.054674 5.017009, 117.989318 4.989841, 117.929011 4.952749, 117.875239 4.906648, 117.829327 4.852675, 117.792404 4.792159, 117.765378 4.726594, 117.748912 4.657593, 117.743409 4.586858, 117.749 4.516129, 117.765545 4.447149, 117.792633 4.381614, 117.829596 4.321137, 117.875522 4.267207, 117.92928 4.221149, 117.989547 4.184096, 118.05484 4.156959, 118.123554 4.140405, 118.194 4.134842, 118.264446 4.140405, 118.33316 4.156959, 118.398453 4.184096, 118.45872 4.221149, 118.512478 4.267207, 118.558404 4.321137, 118.595367 4.381614, 118.622455 4.447149, 118.639 4.516129, 118.644591 4.586858, 118.639088 4.657593, 118.622622 4.726594, 118.595596 4.792159, 118.558673 4.852675, 118.512761 4.906648, 118.458989 4.952749, 118.398682 4.989841, 118.333326 5.017009, 118.264533 5.033582, 118.194 5.039153))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001713-260120142942310/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.31101205.v1
title: Replication Package Accompanying Paper - On the Sustainability of Software Recommendations- Analysing the

description: Replication package accompanying the paper: On the Sustainability of Software Recommendations - Analysing theLeast Answered Site on the Stack Exchange Network
DOI: 10.15468/dl.mxsmeg
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.05299 9.64178,-84.56615 9.64178,-84.56615 9.83651,-85.05299 9.83651,-85.05299 9.64178))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon cancrivorus"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001714-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pep9r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.659 1.043184, 101.588726 1.037616, 101.520182 1.02105, 101.455058 0.9938940000000001, 101.394957 0.956817, 101.341359 0.910732, 101.295585 0.856773, 101.25876 0.796271, 101.231792 0.730715, 101.215343 0.6617189999999999, 101.209819 0.590982, 101.215354 0.520246, 101.231813 0.451252, 101.258789 0.3857, 101.295619 0.325202, 101.341396 0.27125, 101.394992 0.22517, 101.455087 0.188098, 101.520203 0.160946, 101.588737 0.144382, 101.659 0.138815, 101.729263 0.144382, 101.797797 0.160946, 101.862913 0.188098, 101.923008 0.22517, 101.976604 0.27125, 102.022381 0.325202, 102.059211 0.3857, 102.086187 0.451252, 102.102646 0.520246, 102.108181 0.590982, 102.102657 0.6617189999999999, 102.086208 0.730715, 102.05924 0.796271, 102.022415 0.856773, 101.976641 0.910732, 101.923043 0.956817, 101.862942 0.9938940000000001, 101.797818 1.02105, 101.729274 1.037616, 101.659 1.043184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001715-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18322565
title: Reframing Aspirations for Mathematics Learning: Exploring Underachieving Students' Voices Through Self-Determination Theory (Data set)
DOI: 10.5281/zenodo.18322566
title: Reframing Aspirations for Mathematics Learning: Exploring Underachieving Students' Voices Through Self-Determination Theory (Data set)
DOI: 10.5281/zenodo.18306483
title: Dataset for "JWST Advanced Deep Extragalactic Survey (JADES) Data Release 5: Photometrically Selected Galaxy Candidates at z > 8"

description: The updated JADES DR5 dataset of z > 8 galaxies and galaxy candidates accompanying the paper "JWST Advanced Deep Extragalactic Survey (JADES) Data Release 5: Photometrically Selected Galaxy Candidates at z > 8" (Hainline et al.). This paper was submitted to ApJ, January 2026. Please see the paper, as well as the README file, for a full description of the dataset.
DOI: 10.6084/m9.figshare.31101205
title: Replication Package Accompanying Paper - On the Sustainability of Software Recommendations- Analysing the

description: Replication package accompanying the paper: On the Sustainability of Software Recommendations - Analysing theLeast Answered Site on the Stack Exchange Network
DOI: 10.6084/m9.figshare.31101205.v2
title: Replication Package Accompanying Paper - On the Sustainability of Software Recommendations- Analysing the

description: Replication package accompanying the paper: On the Sustainability of Software Recommendations - Analysing theLeast Answered Site on the Stack Exchange Network
DOI: 10.6084/m9.figshare.31101205.v3
title: Replication Package Accompanying Paper - On the Sustainability of Software Recommendations- Analysing the

description: Replication package accompanying the paper: On the Sustainability of Software Recommendations - Analysing theLeast Answered Site on the Stack Exchange Network
DOI: 10.15468/dl.8n8y6a
title: Occurrence Download

description: A dataset containing 10671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Empetrum nigrum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 10671 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001716-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e94kn
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.732 5.045153, 100.661466 5.039582, 100.592672 5.023009, 100.527316 4.995841, 100.467008 4.958749, 100.413236 4.912648, 100.367323 4.858674, 100.3304 4.798159, 100.303374 4.732593, 100.286909 4.663593, 100.281405 4.592858, 100.286996 4.522129, 100.303541 4.453149, 100.33063 4.387614, 100.367593 4.327137, 100.41352 4.273207, 100.467278 4.227149, 100.527546 4.190096, 100.592839 4.162959, 100.661554 4.146405, 100.732 4.140842, 100.802446 4.146405, 100.871161 4.162959, 100.936454 4.190096, 100.996722 4.227149, 101.05048 4.273207, 101.096407 4.327137, 101.13337 4.387614, 101.160459 4.453149, 101.177004 4.522129, 101.182595 4.592858, 101.177091 4.663593, 101.160626 4.732593, 101.1336 4.798159, 101.096677 4.858674, 101.050764 4.912648, 100.996992 4.958749, 100.936684 4.995841, 100.871328 5.023009, 100.802534 5.039582, 100.732 5.045153))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 107 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001717-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up5e5t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.3 1.048184, 99.229725 1.042616, 99.161182 1.02605, 99.096058 0.9988939999999999, 99.035957 0.961817, 98.982359 0.915731, 98.936584 0.861773, 98.89976 0.801271, 98.87279100000001 0.735715, 98.856343 0.666718, 98.850818 0.595982, 98.856354 0.525246, 98.87281299999999 0.456252, 98.899789 0.3907, 98.93661899999999 0.330202, 98.98239599999999 0.27625, 99.035991 0.23017, 99.096087 0.193098, 99.161203 0.165946, 99.229737 0.149382, 99.3 0.143815, 99.37026299999999 0.149382, 99.43879699999999 0.165946, 99.503913 0.193098, 99.564009 0.23017, 99.617604 0.27625, 99.663381 0.330202, 99.700211 0.3907, 99.727187 0.456252, 99.743646 0.525246, 99.749182 0.595982, 99.743657 0.666718, 99.727209 0.735715, 99.70023999999999 0.801271, 99.663416 0.861773, 99.61764100000001 0.915731, 99.564043 0.961817, 99.503942 0.9988939999999999, 99.438818 1.02605, 99.37027500000001 1.042616, 99.3 1.048184))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001718-260120142942310/datasets/export for details.
DOI: 10.21227/epqt-kn70
title: "BVA-Dataset: A Brain-Visual-Audio Derivative Dataset for Neural Decoding (Under MIT License)"

description: "This dataset is a multimodal derivative of the Brain-Visual-Linguistic dataset originally developed by Changde Du (2022\/2023). While the original dataset paired brain activities with visual stimuli and text descriptions, this version\u2014the Brain-Visual-Audio (BVA) dataset\u2014replaces the linguistic modality with synthetic audio features to facilitate research in cross-modal auditory neural decoding. "
DOI: 10.5281/zenodo.18322585
title: Taraxacum officinale F.H.Wigg. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.5281/zenodo.18322586
title: Taraxacum officinale F.H.Wigg. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.15468/dl.mp6qu5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.2 5.045153, 103.129466 5.039582, 103.060672 5.023009, 102.995316 4.995841, 102.935008 4.958749, 102.881236 4.912648, 102.835323 4.858674, 102.7984 4.798159, 102.771374 4.732593, 102.754909 4.663593, 102.749405 4.592858, 102.754996 4.522129, 102.771541 4.453149, 102.79863 4.387614, 102.835593 4.327137, 102.88152 4.273207, 102.935278 4.227149, 102.995546 4.190096, 103.060839 4.162959, 103.129554 4.146405, 103.2 4.140842, 103.270446 4.146405, 103.339161 4.162959, 103.404454 4.190096, 103.464722 4.227149, 103.51848 4.273207, 103.564407 4.327137, 103.60137 4.387614, 103.628459 4.453149, 103.645004 4.522129, 103.650595 4.592858, 103.645091 4.663593, 103.628626 4.732593, 103.6016 4.798159, 103.564677 4.858674, 103.518764 4.912648, 103.464992 4.958749, 103.404684 4.995841, 103.339328 5.023009, 103.270534 5.039582, 103.2 5.045153))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001720-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18322500
title: Code and Data for "Reproducible Adaptive MCMC via Sharing a Pretrained Generator Matrix Across Runs and Structures"

description: This repository contains all code, data, and figure-generation scripts for reproducing the results in:

"Reproducible Adaptive MCMC via Sharing a Pretrained Generator Matrix Across Runs and Structures"Masato Tanigawa and Takafumi IwakiJournal of Chemical Information and Modeling, 2026

KEY FINDINGS

- Shared-M protocol reduces cross-run variability by 68%- Two failure modes identified: Freezing (25K steps, Acc < 5%) and Over-adaptation (100K steps, variance doubles)- Optimal training length: ~50K steps (healthy acceptance 10-30%, lowest cross-seed variance)- Transferability: Pretrained M transfers across structures (gap < 1 Å)- Critical insight: Minimizing apparent reproducibility metrics can select for over-adaptation

CONTENTS

- scripts/: Core GM-MCMC implementation and all experiment scripts (Exp1-Exp5)- data/: Raw results (CSV), including individual seed-level data- figures/: Publication-quality figure generation scripts (matplotlib)- structures/: PDB files (1BNA, 1NAJ) used as test systems

REPRODUCTION

pip install numpy matplotlibpython scripts/run_all_experiments_fast.py  # ~5 minpython figures/plot_all_figures.py

LICENSE

MIT License
DOI: 10.5281/zenodo.18322501
title: Code and Data for "Reproducible Adaptive MCMC via Sharing a Pretrained Generator Matrix Across Runs and Structures"

description: This repository contains all code, data, and figure-generation scripts for reproducing the results in:

"Reproducible Adaptive MCMC via Sharing a Pretrained Generator Matrix Across Runs and Structures"Masato Tanigawa and Takafumi IwakiJournal of Chemical Information and Modeling, 2026

KEY FINDINGS

- Shared-M protocol reduces cross-run variability by 68%- Two failure modes identified: Freezing (25K steps, Acc < 5%) and Over-adaptation (100K steps, variance doubles)- Optimal training length: ~50K steps (healthy acceptance 10-30%, lowest cross-seed variance)- Transferability: Pretrained M transfers across structures (gap < 1 Å)- Critical insight: Minimizing apparent reproducibility metrics can select for over-adaptation

CONTENTS

- scripts/: Core GM-MCMC implementation and all experiment scripts (Exp1-Exp5)- data/: Raw results (CSV), including individual seed-level data- figures/: Publication-quality figure generation scripts (matplotlib)- structures/: PDB files (1BNA, 1NAJ) used as test systems

REPRODUCTION

pip install numpy matplotlibpython scripts/run_all_experiments_fast.py  # ~5 minpython figures/plot_all_figures.py

LICENSE

MIT License
DOI: 10.5281/zenodo.18322600
title: Tomostima Raf. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55
DOI: 10.25612/837.9pmgkm30nap9
title: FEMA Individuals and Households Program (Valid Registrations) - Hurricane Beryl - Aggregated Data

description: Aggregated data from the FEMA IHP dataset for Hurricane Beryl (June/July 2024). Aggregation is done at four geographic levels: overall, county, ZCTA, and City of Houston.
DOI: 10.5281/zenodo.18322599
title: Tomostima Raf. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:55