Aluminum alloy industrial materials defect by Ying Han (20349093)

“…<p dir="ltr">The dataset used in this study experiment was from the preliminary competition dataset of the 2018 Guangdong Industrial Intelligent Manufacturing Big Data Intelligent Algorithm Competition organized by Tianchi Feiyue Cloud (https://tianchi.aliyun.com/competition/entrance/231682/introduction). …”

<b>The abundance of ground-level atmospheric ice-nucleating particles and aerosol properties </b><b>in the North Slope of Alaska</b> by Aidan Pantoya (19416546)

“…All Python codes used for processing input data and generating output data are paired with the readme files and archived in folders. …”

ImproBR Replication Package by Anonymus (18533633)

“…**Build Knowledge Base**<br> This downloads and processes Minecraft Wiki pages for RAG (takes 10-15 minutes) and creates: [`data/knowledge_base/vector_store/`](<u>data/knowledge_base/vector_store/</u>)<br> ```bash<br> python data/build_full_knowledge_base.py<br> ```<br><br>## Usage<br><br>**Run ImproBR Pipeline on Sample (5 of 139 bug reports):**<br>This command runs the ImproBR pipeline on 5 of the 139 bug reports located in [`RQ1-RQ2/RQ1/dataset/RQ1_139_raw_reports/raw/`](<u>RQ1-RQ2/RQ1/dataset/RQ1_139_raw_reports/raw/</u>) that were used in the manual evaluation described in the paper.…”

DMP4P: Tailoring Daily Meal Plans to Personalized Nutrient Requirements for Chronic Disease Prevention by LEI ZHAO (22266391)

“…</p><p dir="ltr">NHANES original data is uploaded to NHANES_raw_data folder for replay the data generation process only so it is not mandatory for usage.…”

Catalogue of compact radio sources in Messier-82 from e-MERLIN observations by Sibongumusa Shungube (21197363)

“…</p><p dir="ltr">The data were processed using the e-MERLIN CASA pipeline for initial calibration. …”

Integrating drought warning water level with analytical hedging for reservoir water supply operation by Wenhua Wan (8051543)

“…</p><p dir="ltr">2. R codes for the HR-based DP algorithm, the processes deriving seasonal DWWL, and the statistical performance of HR with DWWL during typical drought years.…”

JAG2025-cloud-top-properties by Chuanye Shi (18154549)

“…The meaning of each colomn of the LUTs can be found in this file. And the key code is: Xdata = Xdata[[0,1,5,6,19,21,22,23,28,30,32,33,36],:,:] and LUT[line] = np.hstack((data,doy,dem,sza, CTH,CTT,CTP))<br><br>ApplyLUT.py provides a way to apply the propsed LUT algorithm.…”

Structure of optimized model parameters in the high-dimensional cases. by Kevin J. Wischnewski (21354521)

“…The number and size of the clusters were determined with help of the -means clustering method. Both were set to zero if the absolute mean value of the off-diagonal elements in the correlation matrix (cf. …”

Feature selection, Random Forest, and SEM workflow for simulated stand dataset by yang guo (22176595)

“…The R script demonstrates the following steps:</p><ol><li>Feature selection with the Boruta algorithm</li><li>Random Forest modeling with cross-validation and stepwise variable elimination</li><li>Multicollinearity diagnostics using VIF</li><li>Structural Equation Modeling (SEM) and effect decomposition with <code>piecewiseSEM</code> and <code>semEff</code><b>Notes</b></li><li>The dataset is simulated for reproducibility and does not include raw inventory data.…”

<b>AutoMated tool for Antimicrobial resistance Surveillance System version 3.1 (AMASS3.1)</b> by Chalida Rangsiwutisak (10501496)

“…</li><li>We have left processed (i.e. de-duplicated and/or merged) data files in the folder “Report_with_patient_identifiers” so that users can use the processed data files (e.g. deduplicated and merged data files for each AMR pathogen) for any further analysis and internal use after using the AMASS.…”

BJSP-AGV.cs by shining chen (21391865)

“…<p dir="ltr">the source code of the algorithm, the benchmark data and the optimal solutions.…”

BJSP.xlsx by shining chen (21391865)

“…<p dir="ltr">the source code of the algorithm, the benchmark data and the optimal solutions.…”

Supplement Number 7 by Mees Flapper (21494918)

“…Code and sample data for the orientation tracking algorithm.…”

Single neurons in the human substantia nigra encode social learning signals by Arianna Davis (21370643)

“…Next, analyze the neural data by identifying putative units using the OSORT offline sorting algorithm (linked in related works and cited in the paper). …”

Additional file 1 of The origin and evolution of cultivated rice and genomic signatures of heterosis for yield traits in super-hybrid rice by Yiyong Zhao (21466062)

“…Each gene's expression data is associated with a specific tissue sample, using a naming convention that includes the gene identifier, variety code, and tissue type, separated by underscores. …”

Table & Figure.pdfBrainwaves and Higher-Order Thinking: An EEG Study of Cognitive Engagement in Mathematics Tasks by NORLIZA BINTI MOHAMED (20739875)

“…Supplementary Materials</p> <p><br></p> <p>Experimental protocols and study design details</p> <p><br></p> <p>Questionnaires, surveys, or rubrics used in the study</p> <p><br></p> <p>Educational materials related to HOTS-based mathematics tasks</p> <p><br></p> <p><br></p> <p><br></p> <p>3. Code and Algorithms (if applicable)</p> <p><br></p> <p>Scripts for EEG signal processing and analysis</p> <p><br></p> <p>Machine learning or statistical modeling scripts</p> <p><br></p> <p>Any software implementation used to analyze brainwave patterns</p> <p><br></p> <p><br></p> <p><br></p> <p>4. …”

Synthetic dataset of 100 fundus auto fluorescence of inherited retinal disease by Nikolas Pontikos (6779939)

“…</p><h2>Code/software</h2><p dir="ltr">No software is needed to view the data. …”

Institutions in the Complexity-Relatedness Framework by İbrahim Tuğrul Çınar (12058328)

“…</p><p dir="ltr"><br></p><p dir="ltr">Files</p><ul><li><code>data_regional_performance models.csv</code> </li></ul><p dir="ltr">Geographic coverage<br>EU NUTS‑2 regions (excludes FRY overseas regions; Azores/Madeira and Spanish islands excluded for geographic/institutional consistency; countries where NUTS‑0 ≡ NUTS‑2—LV, EE, LU, CY, MT are omitted).…”

archive.zip by Tasneem Fatima (21976946)

“…The structured dataset suggests an intent to train and evaluate deep learning algorithms on real-world image data for practical deployment in grain procurement or quality monitoring systems.…”

Brain-in-the-Loop Learning for Intelligent Vehicle Decision-Making by Xiaofei Zhang (16483224)

“…Both human subject studies, control groups and ablation studies data are included in this repository. Detailed description of file organization, data structures, requirements could be found in the README.md document.…”