MCCN Case Study 2 - Spatial projection via modelled data حسب Donald Hobern (21435904)

"…</p><p dir="ltr">The dataset contains input files for the case study (source_data), RO-Crate metadata (ro-crate-metadata.json), results from the case study (results), and Jupyter Notebook (MCCN-CASE 2.ipynb)</p><h4><b>Research Activity Identifier (RAiD)</b></h4><p dir="ltr">RAiD: https://doi.org/10.26292/8679d473</p><h4><b>Case Studies</b></h4><p dir="ltr">This repository contains code and sample data for the following case studies. …"

Advancing Solar Magnetic Field Modeling حسب Carlos António (21257432)

"…<br><br>We developed a significantly faster Python code built upon a functional optimization framework previously proposed and implemented by our team. …"

Skyeye: Detecting Imminent Attacks via Analyzing Adversarial Smart Contracts حسب Hao Wu (18777114)

"…<h2>Description:</h2><p dir="ltr">This is a repository that contains the source code of <i>SKYEYE</i>, dataset collected for analysis and experiment results in support of the ASE2024 submission for <i>SKYEYE</i>.…"

Honeybee flight data after encountering a detour حسب Anna Hadjitofi (17540058)

"…Our exploration of the data suggests that bees exhibit immediate corrective turns consistent with using path integration to fly towards the food; and that the communicated or recalled vector provides an approximate location rather than pinpoint accuracy.</p><h3>Data & Code</h3><ul><li>A python script has been provided (<i>generate_plots_JEB.py</i>) that can be used to reproduce the figures in the paper. …"

A Quick Guide to Prompt Engineering: Using Generative AI Wisely in Learning and Work حسب Uce Indahyanti (21324434)

"…</i>This version includes enhanced sections on LLMs, Python-based code examples, and expanded ethical guidance.…"

Ultra-AV: A unified longitudinal trajectory dataset for automated vehicle حسب Hang Zhou (19180441)

"…The obtained datasets are provided in this repo. The Python code used to analyze the datasets can be found at <a href="https://github.com/CATS-Lab/Filed-Experiment-Data-ULTra-AV" rel="noreferrer" target="_blank"><u>https://github.com/CATS-Lab/Filed-Experiment-Data-ULTra-AV</u></a>. …"

Processed .h5ad Anndata file from Downsampled data (to use for "Visualization") حسب Daniel Tyrrell (18848821)

"…To address this gap, we developed CAFE as an open-source Python-based web application with a graphical user interface. …"

Neural-Signal Tokenization and Real-Time Contextual Foundation Modelling for Sovereign-Scale AGI Systems حسب Lakshit Mathur (20894549)

"…</p><p dir="ltr"><b>Availability</b> — The repository includes LaTeX sources, trained model checkpoints, Python/PyTorch code, and synthetic datasets. …"

Numerical analysis and modeling of water quality indicators in the Ribeirão João Leite reservoir (Goiás, Brazil) حسب Amanda Bueno de Moraes (22559249)

"…<p dir="ltr">This deposit provides the Python notebook and the input dataset used in the study “Numerical analysis and modeling of water quality indicators in the Ribeirão João Leite reservoir (Goiás, Brazil).” …"

Downsampled data from FlowRepository: FR-FCM-Z3WR حسب Daniel Tyrrell (18848821)

"…To address this gap, we developed CAFE as an open-source Python-based web application with a graphical user interface. …"

Data from: Circadian activity predicts breeding phenology in the Asian burying beetle <i>Nicrophorus nepalensis</i> حسب Hao Chen (20313552)

"…</p><p dir="ltr">The dataset includes:</p><ol><li>Raw locomotor activity measurements (.txt files) with 1-minute resolution</li><li>Breeding experiment data (Pair_breeding.csv) documenting nest IDs, population sources, photoperiod treatments, and breeding success</li><li>Activity measurement metadata (Loc_metadataset.csv) containing detailed experimental parameters and daily activity metrics extracted using tsfresh</li></ol><p dir="ltr">The repository also includes complete analysis pipelines implemented in both Python (3.8.8) and R (4.3.1), featuring:</p><ul><li>Data preprocessing and machine learning model development</li><li>Statistical analyses</li><li>Visualization scripts for generating Shapley plots, activity pattern plots, and other figures</li></ul><p></p>…"

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

"…**Statistical Analysis and Visualization**: Generate results and figures - Input: Enhanced datasets - Output: Statistical results and visualizations - Code: Visualization and analysis scripts ## Key Variables The datasets contain the following key variables: - **effect_id**: Unique identifier for each effect - **journal, paper, study**: Source information - **human_size**: Sample size in the original human study - **human_direction/LLM_direction**: Effect direction (pos, neg, multi-group) - **direction**: Whether human and LLM directions match (1=same, 0=different, /=multiplegroup) - **human_effsize/LLM_effsize**: Effect sizes before standardization - **human_p_value/LLM_p_value**: p-values from statistical tests - **human_sig/LLM_sig**: Significance status (sig/nonsig at p < 0.05) - **strict_direction**: Filtered directional variable (1, 0, or NaN) - **Study metadata**: Sample type, platform, variable types, etc. ## Reproduction Instructions To reproduce the analyses: 1. …"

ImproBR Replication Package حسب Anonymus (18533633)

"…**Setup Virtual Environment**<br> Create virtual environment:<br> ```bash<br> python -m venv improbr_env<br> ```<br> <br> Activate virtual environment:<br> ```bash<br> source improbr_env/bin/activate # Linux/Mac<br> # improbr_env\Scripts\activate # Windows<br> ```<br><br>3. …"

Labor Space : A Unifying Representation of the Labor Market via Large Language Models حسب Seongwoon Kim (20224218)

"…</p><p dir="ltr">Below is the Python code for loading data from a local source.</p><p dir="ltr">pip install transformers</p><p dir="ltr"><br>from transformers import AutoModel<br>data_path = "config.json and pytorch_model.bin path"<br>model = AutoModel.from_pretrained(data_path)</p><p dir="ltr"><br></p><p dir="ltr"><b>Citation</b></p><p dir="ltr"><b>bibtex</b><br>@inproceedings{kim2024labor,<br>title={Labor Space: A Unifying Representation of the Labor Market via Large Language Models},<br>author={Kim, Seongwoon and Ahn, Yong-Yeol and Park, Jaehyuk},<br>booktitle={Proceedings of the ACM on Web Conference 2024},<br>pages={2441--2451},<br>year={2024}<br>}</p><p dir="ltr"><br></p><p dir="ltr"><b>APA</b></p><p dir="ltr">Kim, S., Ahn, Y. …"

Phylogenomics of aquatic bacteria حسب Krzysztof Jurdzinski (12519700)

"…It contains names of the MAGs in format {data source 2-letter code}_{name of the MAG as in  ENA}, the biome of origin and taxonomic classification. …"

MCCN Case Study 1 - Evaluate impact from environmental events/pressures حسب Donald Hobern (21435904)

"…</p><p dir="ltr">The dataset contains input files for the case study (source_data), RO-Crate metadata (ro-crate-metadata.json), results from the case study (results), and Jupyter Notebook (MCCN-CASE 1.ipynb)</p><h4><b>Research Activity Identifier (RAiD)</b></h4><p dir="ltr">RAiD: https://doi.org/10.26292/8679d473</p><h4><b>Case Studies</b></h4><p dir="ltr">This repository contains code and sample data for the following case studies. …"

Murakami et al. Supplemental Data for "Microstructural Analysis of Li-Ion Conductors with Deep Learning and SEM Images" حسب Kento Murakami (21260244)

"…</p><h2><b>SEM_images.zip</b>: </h2><p dir="ltr">These files consists of SEM images and numerical datasets (descriptors and objective variables) of composition, sintering temperature, and ionic conductivities for 52 samples (1-3 SEM images are included per 1 sample, total 130 images)</p><h2><b>python_codes.zip</b>: </h2><p dir="ltr">Python codes for four convolutional neural network (CNN) models used to investigate the relationship between these image data and ionic conductivity are provided.…"

Social media images of China's terraces حسب Song Chen (19488280)

"…Geo-tagged images were collected using Weibo cookies and Python-based scraping tools (available at: https://github.com/dataabc/weibo-search). …"

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>.…"

Aluminum alloy industrial materials defect حسب Ying Han (20349093)

"…The following instructions allow users to run the code in this repository based on a Windows+CUDA GPU system already in use.…"