A functional shunt in the umbilical cord: the role of coiling in solute and heat transfer حسب Tianran Wan (20699285)

"…<p dir="ltr">The Python notebook ‘angle_estimation_tool.ipynb’ contains the semi-automated Python tool used to extract the outline of the umbilical cord and each vessel.…"

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). …"

Data and code for: A century of reforestation reduced anthropogenic warming in the eastern United States حسب Mallory Barnes (9756051)

"…</p><p>All the data can be processed using open-source programs such as R or Python. </p>…"

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>…"

Discover simulation errors with the harmonic oscillator. حسب Franz Chouly (18546820)

"…It is made using simply basic Python librairies (NumPy, etc). …"

PepENS حسب 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). …"

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.…"

Flow patterns in synthetic fractures under varying matrix permeability for "On the influence of matrix flow in the hydraulic permeability of rough-walled fractures" حسب Carlos Augusto Soares Ferreira (9407516)

"…</p><p dir="ltr">The mesh files in this dataset are in VTK format and may be read using the Python library <b>meshio </b>(https://github.com/nschloe/meshio). …"

Vector-to-Image Converted Building Footprints or Building Change Detection حسب anonymous (20480480)

"…<p dir="ltr">We present a challenging change detection problem in vector building footprints, which is critical when detected changes are used to update existing vector databases. …"

Automatically Generated Chemical KG حسب 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. …"

Datasets حسب Rishabh Das (20960957)

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

GeoGraphNetworks: Shapefile-Derived Datasets for Accurate and Scalable Graphical Representations حسب 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. …"

Sample subject data. حسب Julia Jurkowska (22192327)

"…<p dir="ltr">Sample subject data used as a use-case in "Multi-Source Neural Activity Indices and Spatial Filters for EEG/MEG Inverse Problem: An Extension to MNE-Python". …"

USDA-ARS Tucson, Arizona 2014-2022 Data Reservoir of Field Experiments with Managed Honey Bee Colonies: Annotated Hive Frame Photos: Dataset I حسب 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.…"

Behavioural machine activity for benign and malicious Win7 64-bit executables حسب Peter Burnap (19078697)

"…</li></ul><p><br></p><p><strong>Dataset 2:</strong></p><ul><li>filename = "data_2.csv"</li><li>2345 benign samples </li><li>2286 malicious samples</li><li>Up to 20 seconds execution per file</li><li>The data was collected in a VirtualBox[1] virtual machine using Cuckoo Sandbox[2] with a custom package written in the python library, Psutil[4] to collect the machine activity data. …"

Voxel Dataset حسب David Towers (12857447)

"…<p>The Voxel dataset is a constructed dataset of 3D shapes designed to present a unique problem for ML and NAS tools. Instead of a photo of a 3D object, we exploit ML's ability to work across N number of 'colour' channels and use this dimension as a third dimension for images.…"

Mechanomics Code - JVT حسب Carlo Vittorio Cannistraci (5854046)

"…At the beginning of the code, there is a help section that explains how to use it.<br></li><li>Python (written by Syed Shafat Ali and tested by Yan Ge): analogous functions of the MATLAB folder. …"

ImproBR Replication Package حسب Anonymus (18533633)

"…**Preprocess**: Extract structured sections (LLM + heuristic fallback)<br>3. **Improve**: Enhance using knowledge retrieval and LLM generation<br><br>## RQ2 Evaluation Pipeline<br>To run the RQ2 evaluation pipeline that compares ImproBR-improved, ChatBR-improved, and raw bug reports against ground truth using similarity analysis on 37 duplicate pairs:<br>```bash<br>cd Modified_ChatBR_Similarity_Codes/RQ2/<br>```<br>Then follow the steps in: [`Modified_ChatBR_Similarity_Codes/RQ2/README.md`](<u>Modified_ChatBR_Similarity_Codes/RQ2/README.md</u>)<br><br><br>## Troubleshooting<br><br>### API Configuration Issues<br><br>**LLM Connection Errors:**<br>- Ensure `AZURE_API_KEY` is valid and not expired<br>- Verify `AZURE_RESOURCE_NAME` matches your Azure OpenAI resource<br>- Check that your deployment name is exactly "gpt-4o-mini"<br>- Confirm you have sufficient quota/credits in your Azure account<br><br>**Knowledge Base Missing:**<br>If you see "Vector store not found" error:<br>```bash<br>python data/build_full_knowledge_base.py<br>```<br><br>### Common Installation Issues<br><br>**ChromaDB Installation Problems:**<br>If ChromaDB fails to install, try:<br>```bash<br>pip install --upgrade pip<br>pip install chromadb==0.4.15 --no-cache-dir<br>```<br><br>Alternative: Install without ChromaDB and use local embeddings<br>```bash<br>pip install -r requirements.txt --exclude chromadb<br>```<br><br>**Requirements Installation Failures:**<br>If requirements.txt fails, install core dependencies first:<br>```bash<br>pip install torch==2.8.0 transformers==4.30.2 sentence-transformers==2.2.2<br>pip install azure-ai-inference==1.0.0b1 openai==1.107.0<br>pip install requests==2.32.5 tqdm==4.67.1 colorama==0.4.6<br>```<br><br>Then install remaining packages:<br>```bash<br>pip install -r requirements.txt<br>```<br><br>**Python Version Compatibility:**<br>- **Minimum**: Python 3.8<br>- **Maximum**: Python 3.11.x<br>- **Recommended**: Python 3.9-3.11<br>- **Known Issues**: Python 3.12+ not supported due to package conflicts<br><br>### Configuration Issues<br><br>**Missing config.py:**<br>Copy template and edit with your API keys:<br>```bash<br>cp config.py.template config.py<br>```<br>Edit config.py with your Azure OpenAI credentials.…"

Coverage Optimized Stochastic Reinforcement Learning for Lines حسب Gusiyuan Wang (21196376)

"…</p><p dir="ltr">We use Python API provided by the IBM ILOG CPLEX 22.1.0 to solve MILP models. …"