cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/kr0-krb-mxj
title: Xestia (Pachnobia) speciosa Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jpn-ca6-0xq
title: Xylena exsoleta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/8e7-sx7-xs5
title: Eudonia lacustrata Panzer, 1804

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g3v-rcz-csf
title: Xestia (Pachnobia) laetabilis Zetterstedt, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kkj-xy3-ed0
title: Plusia festucae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bd1-9cv-ks2
title: Axylia putris Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rjh-70l-78t
title: Plusia festucae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sle-g8r-ptf
title: Argynnis paphia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1w7-9nb-61v
title: Catocala fraxini Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s3e-mwe-8ex
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/77t-fle-dpl
title: Ipimorpha subtusa ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j6e-dj9-eth
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9zd-qfb-wjf
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ymh-nw9-y4y
title: Exaeretia ciniflonella Zeller, 1846

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cv8-3z5-bfk
title: Chilodes maritima (Tauscher, 1806)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r2f-571-442
title: Charanyca (Charanyca) trigrammica (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2ww-4cn-0a5
title: Amphipoea Billberg, 1820

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hd8-ep5-2e5
title: Pediasia aridella Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6dg-4jm-mtj
title: Mythimna (Mythimna) straminea Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7gn-b6l-zwt
title: Apomyelois bistriatella Hulst, 1887

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hnv-r3j-3ws
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/efh-6be-hz2
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wb5-6aa-pcf
title: Autographa Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/j2h-gkw-vkm
title: Parnassius apollo (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/s56-z1c-dyv
title: Mythimna (Mythimna) pallens Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wrs-qmh-xag
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4qy-8nh-4vm
title: Ipimorpha subtusa ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/62e-dtj-qb7
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d3j-jrg-b0q
title: Amphipoea crinanensis Burrows, 1908

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ab3-ld7-l76
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/vf2f2bsvd4
title: Predicting Gamow–Teller β-Decay Matrix Elements: Reproducible ML Benchmark (R Markdown Run-Book, RData Workspace, and Tab-Delimited Data)

description: This repository accompanies the manuscript submitted to the Nuclear Physics A and provides a fully scripted, reproducible workflow for predicting Gamow–Teller (M(GT)) β-decay matrix elements from tabulated nuclear data. The package contains:

a cache-aware R Markdown run-book that reproduces all offline analyses, tables, and figures from a clean R session (instant rendering when the workspace file is present),

a complementary non-cached R Markdown that retrains all models under the same protocol,

a pre-trained RData workspace (models, preprocessed test matrices/targets, theoretical baselines), and

the tab-delimited input table used in the study.

The online M(GT) calculator referenced in the manuscript is a demonstration layer built on the same code base provided here; it is not used to compute the reported benchmark metrics.

Methods (concise): We evaluate multiple learners (random forests, Cubist, kernel SVM, linear-XGBoost, BRNN) under a stratified 10-fold cross-validation and held-out testing protocol. Hyperparameters are tuned strictly within training folds; final metrics are reported exclusively on unseen test partitions. Post-hoc explanations (e.g., SHAP) are included for interpretability. A fixed random seed and a clean parallel backend are used for deterministic runs.

Data provenance: The tab-delimited TXT table aggregates observations from the databases cited in the article (as detailed in the manuscript’s Data section). Column names match those used in the paper (e.g., A1, Z1, A2, Z2, J, N, Time, QEN, IBE, LOGft, EXPT) alongside theoretical baselines (USDB, IMSRG, CCEI, CEFT). Please refer to the article for the exact sources and curation details.

Files and Descriptions (File manifest)
reproduce_cached.Rmd — Primary, cache-aware run-book.
Loads pre-trained objects from the accompanying .RData when present and reproduces all offline results (metrics, tables, Taylor diagrams) without retraining; otherwise falls back to training.
reproduce.Rmd — Full retraining run-book.
Regenerates all models and figures from scratch under the same protocol (use when the .RData is not available or to re-train deliberately).
RIMAGE_reduced.rdata — Pre-trained workspace (cache).
Contains model lists (RF, Cubist, SVM-Radial, XGBoost-Linear, BRNN), corresponding preprocessed test matrices/targets, and theoretical baselines for both Full and Reduced feature regimes.
veri.txt — Tab-delimited input table (as used in the manuscript).
Aggregated from the databases cited in the paper (NUBASE2016, NNDC); includes experimental target values and the theoretical baselines (USDB, IMSRG, CCEI, CEFT). Column names match those referenced in Methods.
Related Article
Manuscript submitted to the Journal of Computational Science (JoCS) for evaluation. The repository mirrors the exact workflow used for the offline results reported in the paper. The online M(GT) calculator derives from the same scripts but is not used to produce benchmark metrics.
DOI: 10.3535/30s-g25-79h
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/38q-xxh-4yg
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/aap-v2c-qbw
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mky-cqg-amx
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/vf2f2bsvd4.3
title: Predicting Gamow–Teller β-Decay Matrix Elements: Reproducible ML Benchmark (R Markdown Run-Book, RData Workspace, and Tab-Delimited Data)

description: This repository accompanies the manuscript submitted to the Nuclear Physics A and provides a fully scripted, reproducible workflow for predicting Gamow–Teller (M(GT)) β-decay matrix elements from tabulated nuclear data. The package contains:

a cache-aware R Markdown run-book that reproduces all offline analyses, tables, and figures from a clean R session (instant rendering when the workspace file is present),

a complementary non-cached R Markdown that retrains all models under the same protocol,

a pre-trained RData workspace (models, preprocessed test matrices/targets, theoretical baselines), and

the tab-delimited input table used in the study.

The online M(GT) calculator referenced in the manuscript is a demonstration layer built on the same code base provided here; it is not used to compute the reported benchmark metrics.

Methods (concise): We evaluate multiple learners (random forests, Cubist, kernel SVM, linear-XGBoost, BRNN) under a stratified 10-fold cross-validation and held-out testing protocol. Hyperparameters are tuned strictly within training folds; final metrics are reported exclusively on unseen test partitions. Post-hoc explanations (e.g., SHAP) are included for interpretability. A fixed random seed and a clean parallel backend are used for deterministic runs.

Data provenance: The tab-delimited TXT table aggregates observations from the databases cited in the article (as detailed in the manuscript’s Data section). Column names match those used in the paper (e.g., A1, Z1, A2, Z2, J, N, Time, QEN, IBE, LOGft, EXPT) alongside theoretical baselines (USDB, IMSRG, CCEI, CEFT). Please refer to the article for the exact sources and curation details.

Files and Descriptions (File manifest)
reproduce_cached.Rmd — Primary, cache-aware run-book.
Loads pre-trained objects from the accompanying .RData when present and reproduces all offline results (metrics, tables, Taylor diagrams) without retraining; otherwise falls back to training.
reproduce.Rmd — Full retraining run-book.
Regenerates all models and figures from scratch under the same protocol (use when the .RData is not available or to re-train deliberately).
RIMAGE_reduced.rdata — Pre-trained workspace (cache).
Contains model lists (RF, Cubist, SVM-Radial, XGBoost-Linear, BRNN), corresponding preprocessed test matrices/targets, and theoretical baselines for both Full and Reduced feature regimes.
veri.txt — Tab-delimited input table (as used in the manuscript).
Aggregated from the databases cited in the paper (NUBASE2016, NNDC); includes experimental target values and the theoretical baselines (USDB, IMSRG, CCEI, CEFT). Column names match those referenced in Methods.
Related Article
Manuscript submitted to the Journal of Computational Science (JoCS) for evaluation. The repository mirrors the exact workflow used for the offline results reported in the paper. The online M(GT) calculator derives from the same scripts but is not used to produce benchmark metrics.
DOI: 10.3535/8t0-pp0-5z3
title: Charanyca (Charanyca) trigrammica (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yxb-fkw-lsm
title: Xestia (Pachnobia) speciosa Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/esy-24l-yr6
title: Caradrina (Caradrina) morpheus (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.nnpt2p
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepilemur sahamalaza",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029915-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7rf-mng-1a3
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ww1-166-tp6
title: Lateroligia ophiogramma (Esper, 1793)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/gdb-ave-jxf
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/m7wzrzyyjc
title: ESG-do file

description: This is the do file for our paper "The Impact of Digital Economy Development on Corporate ESG Performance".
DOI: 10.3535/08y-d6x-fp0
title: Tholera decimalis Poda, 1761

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/71b-ggf-6k1
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/m7wzrzyyjc.1
title: ESG-do file

description: This is the do file for our paper "The Impact of Digital Economy Development on Corporate ESG Performance".
DOI: 10.3535/5j4-hxj-zqe
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bzr-pbk-8bz
title: Xestia (Pachnobia) speciosa Hübner, 1813

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.48610/27cf21a
title: Intrusive thoughts better predict the strengths of people’s imagined experiences than semantic priming from imagery.

description: Data includes all raw information from the online study. Additional spreadsheets sort the data into trials and conditions after exclusions. The excel sheets include: demographics, response times, error-rates, intrusion rates, questionnaire scores. The sheets include averages of trials over conditions. Twenty-three participants failed to follow one or both of the attention-check instructions and were consequently excluded from analyses. We conducted a three-way repeated measures ANOVA to examine the impact of Modality, Imagination, and Priming on word completion response times. Analyses were corrected for multiple comparisons, so significance was evaluated against a Bonferroni adjusted alpha of p &lt; .008. Distributions of CAIS and VVIQ scores violated assumptions of normality. Therefore, all the following correlational analyses were calculated using Spearman’s rho. Results were evaluated against a Bonferroni adjusted alpha of p &lt; .008. Individual datapoints were excluded from analyses based on Mahalanobis distance calculations, using a significance level of .9. We conducted a second three-way repeated measures ANOVA to examine the impact of Modality, Imagination, and Priming on word completion error rates. To quantify how imagination modulates semantic priming, we first calculated individual priming effects: the difference in error rates and response times when words were positively primed, as opposed to negatively primed. This was done separately for Imagine and for Suppression trials. We then subtracted people’s average priming effects on Suppression trials from their average priming effects on Imagine trials. These estimates of how imagination instructions had modulated priming were calculated separately for cued Audio and for cued Visual trials. There was no evidence for a relationship between CAIS scores and audio imagination modulation of semantic priming for word completion error rates. There was also no evidence for an inter-relationship between CAIS scores and audio imagination modulations of semantic priming of response times. By contrast, there was some evidence for a weak inter-relationship between CAIS scores and Audio Intrusion rates. In relation to visualisations, there was no evidence for an inter-relationship between people’s VVIQ scores and visual imagination modulation of the semantic priming of word completion errors-rates. Similarly, there was no evidence for an inter-relationship between VVIQ scores and visual imagination modulation of semantic priming of word completion response times. By contrast, there was very strong evidence for a weak (i.e. rho &lt; 0.3) positive inter-relationship between people’s VVIQ scores and involuntary Visual Intrusions of cued visual scenarios.
DOI: 10.3535/hlv-7xq-r3m
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lv4-c4g-xal
title: Agrochola (Leptologia) Prout, 1901

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/m5wk5hhfyz
title: Differential response to Janus Kinase inhibitors in refractory livedoid vasculopathy: Biomarker-guided therapy may improve clinical response_Supplemental Material

description: This dataset functions as supplementary material for the article "Differential response to Janus Kinase inhibitors in refractory livedoid vasculopathy: Biomarker-guided therapy may improve clinical response" (Authors: Guoqun Yu, Jinjin Zhu, Yuan Zhang, Fan Yang, Jing Yang, Juan Tao, Published in JAAD International): it comprises two supplementary figures (including a composite panel of clinical photographs showing the patient’s condition before and after treatment, as well as a microscopic image of immunohistochemical staining results) alongside detailed experimental procedures。
DOI: 10.3535/7zf-ttx-62g
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7b3-a9q-n6x
title: Glaucopsyche alexis (Poda, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mx1-9e2-8cs
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/m5wk5hhfyz.1
title: Differential response to Janus Kinase inhibitors in refractory livedoid vasculopathy: Biomarker-guided therapy may improve clinical response_Supplemental Material

description: This dataset functions as supplementary material for the article "Differential response to Janus Kinase inhibitors in refractory livedoid vasculopathy: Biomarker-guided therapy may improve clinical response" (Authors: Guoqun Yu, Jinjin Zhu, Yuan Zhang, Fan Yang, Jing Yang, Juan Tao, Published in JAAD International): it comprises two supplementary figures (including a composite panel of clinical photographs showing the patient’s condition before and after treatment, as well as a microscopic image of immunohistochemical staining results) alongside detailed experimental procedures。
DOI: 10.3535/y11-ebp-z1z
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zjj-xjs-hhb
title: Charanyca (Rusina) Stephens, 1829

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qaz-12d-8l1
title: Agriphila tristellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17823211
title: Cleaned Airbnb Listings Dataset

description: This dataset contains a cleaned and pre-processed version of the publicly available Airbnb Listings dataset originally published on Kaggle. The raw dataset is available from:

Airbnb Listings (Kaggle):https://www.kaggle.com/datasets/ulrikthygepedersen/airbnb-listings

The original dataset is licensed under Creative Commons Attribution 4.0 (CC BY 4.0), which permits sharing, adaptation, and redistribution with attribution. This cleaned dataset is a derived work and continues to follow the CC BY 4.0 licensing requirements.

Purpose of This Cleaned Dataset

The goal of this dataset is to provide a well-structured, analysis-ready version of the original Airbnb listings data. It was created as part of a data-cleaning and analysis workflow for a practical portfolio project involving Python, SQL, and visualisation tools.

The cleaned dataset is intended for:





Exploratory data analysis (EDA)




Machine learning or statistical modelling




Data visualisation projects




Demonstrating real-world data cleaning workflows




Teaching or portfolio examples



Cleaning and Transformation Steps

The following steps were applied to prepare the dataset for analysis:

1. Data Type Standardisation





Converted host_since to datetime format




Normalised boolean-like fields (e.g., t/f, yes/no) into proper Boolean types




Treated categorical text fields appropriately



2. Missing Value Handling





Imputed missing bedroom values using the median per property type




Created a has_reviews flag for entries with missing review scores




Preserved NA values in cases where imputation would distort meaning



3. Amenities Processing





Cleaned and standardised amenity strings




Extracted amenity indicators (e.g., WiFi)




Created an amenities_count feature



4. Column Normalisation and Cleanup





Removed unused or low-utility fields (e.g., district)




Standardised formatting for categorical and text fields



Relationship to Original Dataset

This cleaned dataset is derived from the Kaggle dataset listed above.Users wishing to reproduce the cleaning process should download the raw dataset from Kaggle and place it into the appropriate directory as described in the accompanying GitHub repository.

Associated GitHub Repository

The complete cleaning workflow, code, and project context are available here:

GitHub Repository:https://github.com/stephenjpdelta/portfolio-2025

License

This derived dataset is released under the CC BY 4.0 license, consistent with the original data.Users should attribute the data creator as:



Airbnb Listings dataset by Ulrik Thyge Pedersen, used under CC BY 4.0.