Reproducible visualization strategies for spatially varying coefficient (SVC) models: incorporating uncertainty and assessing replicability حسب Victor Irekponor (22303109)

"…This study introduces <i>svc-viz</i>, an open-source Python tool that codifies best practices into a standardized framework for interpreting and communicating SVC model results. …"

AMBILE_Shah_Jo_Risalo_Labeled حسب Abdul Majid Bhurgri Institute of Language Engineering Hyderabad (22197295)

"…</li><li>Open the CSV file using <b>Python</b> or <b>Excel</b>:</li></ol><pre><pre>import pandas as pd <br>df = pd.read_csv("Bhittaipedia Risalo -(25-08-25).csv") <br>print(df.head()) <br></pre></pre><p dir="ltr">The dataset is sourced from the <a href="https://bhittaipedia.org/sur-kalyan/d-1/1" rel="noopener" target="_new"><b>AMBILE Bhittaipedia project</b></a>.…"

Mexico Foreign Trade by Country (1993-2025) حسب Montserrat Mora (20430644)

"…<p dir="ltr">This project features a Python script designed to visualize Mexico's trade relationships from 1993 to 2025. …"

End-to-end example-based sim-to-real RL policy transfer based on neural stylisation with application to robotic cutting حسب Jamie Hathaway (10285367)

"…<p dir="ltr">This repository contains the source datasets used to generate the variational autoencoder model and datasets for style transfer for the paper "End-to-end example-based sim-to-real RL policy transfer based on neural stylisation with application to robotic cutting" submitted to Nature Scientific Reports.…"

Can Large Language Models Replace Human Subjects? A Large-Scale Replication of Scenario-Based Experiments in Psychology and Management حسب Ning Li (18882138)

"…By presenting LLMs with identical experimental conditions used in the original studies, we compare LLM responses with human responses to assess their understanding of human psychology and potential utility as research tools. Models used in this research: - **GPT-4**: Default temperature of 1.0, with additional analyses at temperatures 0 and 0.5 - **Claude**: Default temperature settings - **DeepSeek**: Temperature set to 1.3 (optimized for conversational scenarios) ## Repository Structure The repository is organized into three main directories: ### 1. …"

<b>EEG dataset for multi-class Chinese character stroke and pinyin vowel handwriting imagery (16 subjects, CCS-HI & SV-HI)</b> حسب Fan Wang (22125886)

"…Split volumes: `CCS-SV-HI-EEG_BIDS.z01`, `CCS-SV-HI-EEG_BIDS.z02`, `CCS-SV-HI-EEG_BIDS.z03`</p><ul><li>Pre-Extraction Requirement: Download all 4 files and place them in the **same directory** (do not rename files or move them to subfolders).</li><li>Tool & Operation:</li></ul><p dir="ltr">1. Use split-volume compatible software (RECOMMENDED: 7-Zip, open-source & free: https://www.7-zip.org/; avoid default system extractors like Windows Explorer/macOS Archive Utility).…"

Spatiotemporal Soil Erosion Dataset for the Yarlung Tsangpo River Basin (1990–2100) حسب peng xin (21382394)

"…The corrected bias functions were then applied to adjust the years (2020–2100) of daily rainfall data using the "ibicus" package, an open-source Python tool for bias adjustment and climate model evaluation. …"

Landscape17 حسب Vlad Carare (22092515)

"…</p><p dir="ltr">We utilized TopSearch, an open-source Python package, to perform landscape exploration, at an estimated cost of 10⁵CPUh. …"

An Ecological Benchmark of Photo Editing Software: A Comparative Analysis of Local vs. Cloud Workflows حسب Pierre-Alexis DELAROCHE (22092572)

"…Special thanks to the open-source community for measurement tools and statistical packages that enabled this comprehensive analysis.…"

Streamlining a National Flood Assessment using a Flow Scheduler حسب eRNZ Admin (6438486)

"…In this workflow, cylc is principally used as a central tool to link the different models and loop through all the computational domains (based on flood plains and their catchments) and scenarios. …"

Supplementary Data: Biodiversity and Energy System Planning - Queensland 2025 حسب Andrew Rogers (17623239)

"…</p><ul><li>Spatial Resolution: The analysis uses a working spatial resolution of 250-meter grid cells to generate Candidate Project Areas (CPAs).</li><li>Core Tool: CPAs are generated using a custom fork of the source code (released with this Article) supplied by the Multi-criteria Analysis for Planning Renewable Energy (MapRE) initiative.…"

<b>AI for imaging plant stress in invasive species </b>(dataset from the article https://doi.org/10.1093/aob/mcaf043) حسب Erola Fenollosa (20977421)

"…We developed a scalable, non-destructive tool for betalain research that integrates digital imaging with machine learning. …"