The Improved Hydro-Sediment Numerical Model and Machine Learning Models حسب Yuning Tan (20580932)

"…The hydro-sediment model was implemented in the C# programming language using Visual Studio, while the machine learning models were developed in Python.…"

ML-UrineQuant حسب Warren Hill (20108487)

"…<p dir="ltr">ML-UrineQuant is a machine learning program written in Python for identifying and quantifying mouse urine on absorbent paper. …"

MPCID: A new high-resolution multi-precipitation concentration indicators dataset for mainland China حسب 栋洋 张 (20515496)

"…</li><li>Data Format<br>CSV files: The station - based annual data in CSV format can be easily opened and analyzed using spreadsheet software like Microsoft Excel or programming languages such as Python with libraries like Pandas.…"

software code of NeoDesign حسب Wenqian Yu (19730101)

"…Before running the program, it is necessary to check or download python packages and local functions as follow:</p><ul><li>gor4</li><li>mhcflurry</li><li>NetMHCpan4.1</li><li>NetChop3.1</li><li>pepsickle</li><li>hmmer(>3.4)</li></ul><h3>See the read.md file for instructions on how to use the code.…"

Fuzzing: On Benchmarking Outcome as a Function of Benchmark Properties حسب Dylan Wolff (13565191)

"…Also contains some pre- and post-processing scripts for gathering data</p><p dir="ltr"><code>final-data-analysis</code> -- An R Jupyter notebook and Python scripts used to generate the figures in the paper, along with the cleaned and aggregated data in CSV files</p><p dir="ltr"><code>delay</code> -- Python scripts used to generate the figures for e0 (injecting delays) in the paper</p><p dir="ltr"><code>raw-data</code> -- The raw files output by Fuzzbench for our experiments</p><p dir="ltr">The notebook and scripts should be runnable on the CSV files in that directory without modification. …"

Projected HST/STIS images of Jupiter's FUV aurora حسب Jonathan Nichols (17840543)

"…The images are in kR projected onto a stereographic projection and, like the NIRCam images, can be read using the accompanying Python code in hstimage.py:</p><p dir="ltr">im = HSTProjImage(filename)</p><p dir="ltr">im.readHSTFile()</p><p dir="ltr">im.tvPolar()</p>…"

Cheyenne River Flood Frequency حسب Earth Lab (3386570)

"…<p dir="ltr">Streamflow data retrieved from the USGS National Water Information Service (NWIS) with the <code>dataretrievals</code> library with the following query: </p><ul><li>Cheyenne River near Wasta site (site number 06423500)</li><li>Starting 1934-10-01</li><li>Ending 2024-09-30</li></ul><p dir="ltr">Data used in the ESIIL Stars program flood frequency coding challenge and published online on the ESIIL Environmental Data Science Learning Portal.…"

DevCMG: Developer-Centric Automated Commit Message Generation حسب ZN (21452111)

"…<br><br>---<br><br>## **Datasets**<br>The `dataset` folder contains all 2,683 commits used in this study, covering the following five programming languages:<br>- C++<br>- C#<br>- Java<br>- JavaScript<br>- Python<br><br>---<br><br>## **Baselines**<br>### **State-of-the-Art (SOTA):**<br>- KADEL<br>- OMEGA<br>- DeepSeek-V3<br><br>### **Other Tools:**<br>- GPT-3.5<br>- CmtGen<br>- CoRec<br>- NMT<br>- NNGen<br>- Ptr-net<br><br>---<br><br>## **Experiments**<br><br>### **RQ1: Effectiveness of DevCMG**<br>Commands to run the experiments:<br>python message_generation.py<br>python llm_judge_metrics.py<br><br>## **RQ2: Ablation Study Results**<br><br>| **Approach**                  | **Reasonableness** | **Comprehensiveness** | **Succinctness** | **Normativity** | **Weighted Average** |<br>|-------------------------------|--------------------|-----------------------|------------------|-----------------|-----------------------|<br>| Baseline                      | 3.36              | 2.99                 | 3.32             | 2.18            | 2.9445                |<br>| Without behavior clustering   | 3.39              | 3.37                 | 2.61             | 2.22            | 2.919                 |<br>| Without CCS classification    | 3.59              | 3.18                 | 3.33             | 3.20            | 3.3725                |<br>| **Our approach**              | **3.99**          | **3.91**             | **3.65**         | **3.87**        | **3.891**             |<br><br>---<br><br># **RQ3: Rankings from Different Evaluators**<br><br>| **Evaluator**     | **Ranking**                                                                                                  |<br>|-------------------|------------------------------------------------------------------------------------------------------------|<br>| **Gemini-2.5**    | DevCMG, Zero-Shot, GPT-3.5, OMEGA, KADEL, NNgen, Ptr-net, CmtGen, CoRec, NMT                               |<br>| **GPT-4o**        | DevCMG, Zero-Shot, OMEGA, GPT-3.5, NNgen, KADEL, Ptr-net, CoRec, CmtGen, NMT                               |<br>| **DeepSeek-R1**   | DevCMG, Zero-Shot, OMEGA, GPT-3.5, KADEL, NNgen, Ptr-net, CoRec, CmtGen, NMT                               |<br>| **Qwen-3**        | DevCMG, Zero-Shot, GPT-3.5, OMEGA, KADEL, NNgen, Ptr-net, CoRec, NMT, CmtGen                               |<br>| **ChatGLM-4**     | DevCMG, OMEGA, Zero-Shot, GPT-3.5, NNgen, KADEL, Ptr-net, CoRec, CmtGen, NMT                               |<br>| **Human**         | DevCMG, Zero-Shot, OMEGA, GPT-3.5, NNgen, KADEL, Ptr-net, CoRec, CmtGen, NMT                               |<br><br>## **RQ4: User Study Results**<br><br>The user study results are available in the `/experiments/RQ4` folder. …"

The perceived wealth and physical disorder scores prediction dataset for urban China حسب Yanji Zhang (22363905)

"…They can be processed using GIS software such as ArcGIS and QGIS, as well as Python programming language packages such as Rasterio. …"

HISTORECO: Historical Spanish transition database on climate, geography, and economics of the 20th-21st Century حسب Guillermo Rodríguez López (19872589)

"…</p><p dir="ltr">The dataset combines information from twenty sources (databases/articles), harmonizing and downscaling them to the municipal level using GIS and programming tools (mainly QGIS, R, and Python). …"

FANDANGO: Evolving Language-Based Testing حسب José Antonio Zamudio Amaya (17288821)

"…In FANDANGO, constraints can use the whole Python language and library. This expressiveness gives testers unprecedented flexibility in shaping test inputs. …"

Global Aridity Index and Potential Evapotranspiration (ET0) Database: Version 3.1 حسب Robert Zomer (12796235)

"…</p><p dir="ltr">The Python programming source code used to run the calculation of ET0 and AI is provided and available online on Figshare at:</p><p dir="ltr">https://figshare.com/articles/software/Global_Aridity_Index_and_Potential_Evapotranspiration_Climate_Database_v3_-_Algorithm_Code_Python_/20005589</p><p dir="ltr">Peer-Review Reference and Proper Citation:</p><p dir="ltr">Zomer, R.J.; Xu, J.; Trabuco, A. 2022. …"

ChatbotDjango حسب Muammar, SST, M.Kom (21435692)

"…</li></ul><h3>Technologies Commonly Used:</h3><ul><li>Programming languages: Python, JavaScript</li><li>NLP libraries/frameworks: spaCy, NLTK, Rasa, Dialogflow, BERT, GPT</li><li>Integration platforms: Telegram Bot API, Facebook Messenger, Web-based chat UI</li></ul><p></p>…"

A multi-hop example from the BibSQL dataset. حسب Zhenyu Wang (580934)

"…We further refined SQL generation using a Program-of-Thoughts (PoT) prompting strategy, which guides the LLM to produce more accurate output by first creating Python pseudocode. …"

Detailed statistics of the BibSQL dataset. حسب Zhenyu Wang (580934)

"…We further refined SQL generation using a Program-of-Thoughts (PoT) prompting strategy, which guides the LLM to produce more accurate output by first creating Python pseudocode. …"

Tasiyagnunpa Migration 2023 حسب Earth Lab (3386570)

"…<p dir="ltr">This data snippet contains:</p><ol><li>World Wildlife Fund (WWF) ecoregions</li><li>Occurrence data from the Global Biodiversity Information Facility (GBIF) on Tasiyagnunpa (Lakota name for the western meadowlark) in 2023, accessed with the pygbif library</li></ol><p dir="ltr">Data used in the ESIIL Stars program migration coding challenge and published online on the ESIIL Environmental Data Science Learning Portal.…"

Veery Migration 2023 حسب Earth Lab (3386570)

"…<p dir="ltr">This data snippet contains:</p><ol><li>World Wildlife Fund (WWF) ecoregions for the Veery </li><li>Occurrence data from the Global Biodiversity Information Facility (GBIF) on Veery thrushes (catharus fuscescens) in 2023, accessed with the pygbif library</li></ol><p dir="ltr">Data used in the University of Colorado Boulder Earth Data Analytics -- Foundations graduate certificate program migration coding challenge and published online on the ESIIL Environmental Data Science Learning Portal.…"

RNACOREX package workflow. حسب Aitor Oviedo-Madrid (22553399)

"…In this work, we introduce a new Python package called RNACOREX (RNA CORegulatory network EXplorer and classifier). …"

Performance. حسب Aitor Oviedo-Madrid (22553399)

"…In this work, we introduce a new Python package called RNACOREX (RNA CORegulatory network EXplorer and classifier). …"

LAURA: Enhancing Code Review Generation with Context-Enriched Retrieval-Augmented LLM حسب Yuxin Zhang (19985913)

"…The dataset section contains 301k entries from 1,807 high-quality projects sourced from GitHub, covering four programming languages: C, C++, Java, and Python. We also provide the time-split dataset used as the retrieval database (which is also used for fine-tuning CodeReviewer) and the human-annotated evaluation dataset.…"