<b>Analysis of Cost Leadership Strategy in Low-Cost Airline Enterprises with Deep Learning Method</b> by ZEHRA YARDI (20284389)

“…The tweets of Ryanair were processed using a program called Knime, which is one of the useful programs. …”

Spectral inclusion and pollution for a class of dissipative perturbations - data by Alexei Stepanenko (19655629)

“…The datasets are numpy array (Python programming language) saved as pickle files and can be opened using the pickle package  (see https://docs.python.org/3/library/pickle.html).…”

Cheyenne River Flood Frequency by 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.…”

CpG Signature Profiling and Heatmap Visualization of SARS-CoV Genomes: Tracing the Genomic Divergence From SARS-CoV (2003) to SARS-CoV-2 (2019) by Tahir Bhatti (20961974)

“…</p><p dir="ltr">Tools and Libraries</p><p dir="ltr">The following tools and libraries were used in this analysis:</p><p dir="ltr">Programming Language :</p><p dir="ltr">Python 3.13</p><p dir="ltr">Libraries :</p><p dir="ltr">pandas: For data manipulation and cleaning.…”

The Improved Hydro-Sediment Numerical Model and Machine Learning Models by 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.…”

MPCID: A new high-resolution multi-precipitation concentration indicators dataset for mainland China by 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.…”

FANDANGO: Evolving Language-Based Testing by 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. …”

Tasiyagnunpa Migration 2023 by 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 by 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.…”

A multi-hop example from the BibSQL dataset. by 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. by 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. …”

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

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

Performance. by Aitor Oviedo-Madrid (22553399)

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

Building footprtints from 1970s Hexagon spy satellite images for four global urban growth hotspots by Franz Schug (10165159)

“…</p> <p><strong>Processing environment</strong></p> <p>This research has been conducted using Python for ESRI ArcGIS Pro version 3.2.1 and the TensorFlow package. …”

DevCMG: Developer-Centric Automated Commit Message Generation by 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. …”

AGU24 - EP11D-1300 - Revisiting Megacusp Embayment Occurrence in Monterey Bay and Beyond: High Spatiotemporal Resolution Satellite Imagery Provides New Insight into the Wave Condit... by Kelby Kramer (20706767)

“…D., Vos, K., & Splinter, K. D. (2022). A Python toolkit to monitor sandy shoreline change using high-resolution PlanetScope cubesats. …”

Data from: Dairy cows inoculated with highly pathogenic avian influenza virus H5N1 by AMY BAKER (17797757)

“…The pipeline uses Python v3.10, R v4.4 (R Development Core Team 2024), and SnakeMake to organize programs and script execution. …”

Methodological Approach Based on Structural Parameters, Vibrational Frequencies, and MMFF94 Bond Charge Increments for Platinum-Based Compounds by Gloria Castañeda-Valencia (20758502)

“…The developed bci optimization tool, based on MMFF94, was implemented using a Python code made available at https://github.com/molmodcs/bci_solver. …”

The perceived wealth and physical disorder scores prediction dataset for urban China by 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. …”

Analysis of Sensing Modalities for Electrode-Induction Gas Atomization of Metal Powders: Vibrometer and Acoustic Emission Data (TDMS) by David Miller (20697878)

“…Both sensors were recorded with a PXI system and a custom LABVIEW program.</p><p dir="ltr">The files can be read either in Python with the <a href="https://nptdms.readthedocs.io/en/stable/" rel="noreferrer" target="_blank">nptdms </a>or just with Matlab.…”