Global Aridity Index and Potential Evapotranspiration (ET0) Database: Version 3.1 by 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 by 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. 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. …”

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.…”

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). …”

LAURA: Enhancing Code Review Generation with Context-Enriched Retrieval-Augmented LLM by 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.…”

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. …”

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. …”

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. …”

GeoGraphNetworks: Shapefile-Derived Datasets for Accurate and Scalable Graphical Representations by Harish Sharma (18881935)

“…</p><p dir="ltr">The JSON files contain graph objects created using the widely used Python library NetworkX, allowing for immediate use without the need for pre-processing. …”

USDA-ARS Tucson, Arizona 2014-2022 Data Reservoir of Field Experiments with Managed Honey Bee Colonies: Annotated Hive Frame Photos: Dataset I by Vladimir Kulyukin (21983990)

“…</p><p dir="ltr">SRC/ also contains the following Python scripts that we used for training YOLO networks:</p><p dir="ltr">(a) train_valid_split.py -- splits all alldata.txt in USDA_ARZ_DATA_YOLO_19june2025.zip into train.txt and valid.txt for YOLO training.…”

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.…”

PepENS by Abel Chandra (16854753)

“…To run the tool, execute the script PepENS_user.py (located in the Dataset1 directory). Before using the tool, users must generate three types of features: the PSSM (see <a href="https://www.ncbi.nlm.nih.gov/books/NBK2590/" rel="nofollow" target="_blank">PSI-BLAST tutorial</a>), the Transformer embeddings (see <a href="https://github.com/agemagician/ProtTrans" target="_blank">ProtTrans usage guide</a>), and the HSE features (via <a href="https://github.com/biopython/biopython/blob/master/Scripts/PDB/hsexpo.py" target="_blank">hsexpo program</a> with Exposure Types CN, HSEBD, and HSEBU). …”

Datasets by Rishabh Das (20960957)

“…The Python program also randomly opens and closes the valve. …”

Automatically Generated Chemical KG by Connor Oryan (19851477)

“…The files are in JSON format and are intended to be loaded within Python as dictionaries. The <i>Full_SSKG.json </i>file is approximately 11GB in size when extracted. …”

100-m resolution Age-Stratified Population Estimation from the 2020 China Census by Township (ASPECT) by Yang Ju (12472821)

“…Once uncompressed, the GEOTIFF files can processed by GIS software such as ArcGIS, and by programing language packages such as Rasterio in Python.…”

data for PONE-D-25-41664 by Ying Song (22646597)

“…Software Requirements</p><p dir="ltr">This dataset is provided in .xlsx format and can be opened with:</p><p><br></p><p dir="ltr">Statistical software: R, Stata, Python (pandas)</p><p dir="ltr">Spreadsheet programs: Microsoft Excel, Google Sheets, LibreOffice Calc</p><p><br></p><p dir="ltr">8. …”