Code and data for evaluating oil spill amount from text-form incident information by Yiming Liu (18823387)

“…The code is written in Python and operated using Jupyter Lab and Anaconda. …”

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

Data and Code for Empirical Validation of Smart Elderly Care Service Platform Evolutionary Game Study by Yanyu Fu (22026817)

“…</li><li><b>Running Environment:</b></li><li><ul><li>Python 3.13</li><li>Jupyter Notebook environment</li><li>All necessary libraries (e.g., NLTK, Pandas, Matplotlib) are listed in the <code>requirements.txt</code> file.…”

R codes and curated dataset for “EnoLEX: A Diachronic Lexical Database for the Enggano Language” by Gede Primahadi Wijaya Rajeg (14592023)

“…</p><blockquote><b><i>EnoLEX</i></b><i> represents a network of independent research materials consisting of a </i><a href="https://doi.org/10.25446/oxford.28295648.v1" rel="noreferrer" target="_blank"><i>source dataset</i></a><i>, this repository of source R codes and the curated data, the </i><a href="https://enggano.shinyapps.io/enolex/" rel="noreferrer" target="_blank"><i>online database</i></a><i>, and a conference </i><a href="https://doi.org/10.25446/oxford.27013864.v1" rel="noreferrer" target="_blank"><i>paper</i></a><i>.…”

<b>VISION — an open-source software for automated multi-dimensional image analysis of cellular biophysics</b> by Erdinc Sezgin (10714689)

“…Here, we present VISION, a stand-alone software based on Python for spectral analysis with improved applicability. …”

Supplementary material for "Euler inversion: Locating sources of potential-field data through inversion of Euler's homogeneity equation" by Leonardo Uieda (97471)

“…</p><h2>License</h2><p dir="ltr">All Python source code (including <code>.py</code> and <code>.ipynb</code> files) is made available under the MIT license. …”

<b>MSLU-100K: A multi-source land use dataset of Chinese major cities</b> by Yao Yao (7903457)

“…<p dir="ltr">The project includes the code of a deep learning model related to the paper "MSLU-100K: A Multi-Source Land Use Dataset for Major Cities in China". …”

The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" by FirstName LastName (20554465)

“…The <b>innovations</b> and <b>steps</b> in Case 3, including data download, sample generation, and parallel computation optimization, were independently developed and are not dependent on the GeoCube’s code.</p><h2>Requirements</h2><p dir="ltr">The codes use the following dependencies with Python 3.8</p><ul><li>torch==2.0.0</li><li>torch_geometric==2.5.3</li><li>networkx==2.6.3</li><li>pyshp==2.3.1</li><li>tensorrt==8.6.1</li><li>matplotlib==3.7.2</li><li>scipy==1.10.1</li><li>scikit-learn==1.3.0</li><li>geopandas==0.13.2</li></ul><p><br></p>…”

The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" by FirstName LastName (20554465)

“…The <b>innovations</b> and <b>steps</b> in Case 3, including data download, sample generation, and parallel computation optimization, were independently developed and are not dependent on the GeoCube’s code.</p><h2>Requirements</h2><p dir="ltr">The codes use the following dependencies with Python 3.8</p><ul><li>torch==2.0.0</li><li>torch_geometric==2.5.3</li><li>networkx==2.6.3</li><li>pyshp==2.3.1</li><li>tensorrt==8.6.1</li><li>matplotlib==3.7.2</li><li>scipy==1.10.1</li><li>scikit-learn==1.3.0</li><li>geopandas==0.13.2</li></ul><p><br></p>…”

Fig 1 - by Yitong Ma (8144697)

Workflow of T cell activation analysis. by Yitong Ma (8144697)

<b>Data and Code from 'The Perfect and Legitimate Bribe': A Transparent Record of Human-AI Collaboration in Legal Scholarship</b> by Joshua Stern (21748181)

“…The code can be executed using free and open-source software such as **Jupyter Notebook**, **JupyterLab**, or a cloud-based service like **Google Colab**.…”

Data, Codes, and Supplementary Figures for <b><i>"Leveraging Vision Capabilities of Multimodal LLMs for Automated Data Extraction from Plots"</i></b> by Dane Morgan (796750)

“…These files contain the extracted data points in CSV-like format.</li><li><code><strong>*.out_code</strong></code> - Python code generated by the LLM to recreate the source plot using the extracted data.…”

Data and Code for Visualizing Compositional Analysis to Identify Reference Compositions, Thermoelectric Properties of Reference Materials, and Property Distributions in BiTe-Based... by Nirma Kumari (21679616)

Anisotropic Skyrmion and Multi-<i>q </i>Spin Dynamics in Centrosymmetric Gd₂PdSi₃: Data and Code by Matjaž Gomilšek (14278739)

“…Python script file<br>*.dat, [no extension] ... ASCII data file. …”

Pharos Data by Thomas Scherr (19953555)

“…Run the analysis<br><code>python</code><code> </code><code>_main.py</code><br><br>4. …”

SRL OF TIM by Jefferson Rodrigo Speck (21510347)

“…</li><li><code><strong>plot_scripts/</strong></code>: Includes data files and Python scripts used to generate the visualizations presented in the review (e.g., bar charts, pie charts, distribution graphs).…”

<b>Processed Temperature Data for China (1990–2022): NOAA-Derived Daily Records with Spatial Attributes​</b> by Javeed Iqbal (21523832)

“…</li><li>Integration with GIS platforms (e.g., QGIS, ArcGIS) or Python-based workflows.</li></ul><h4>​<b>​Technical Details​</b>​</h4><ul><li>​<b>​Software​</b>​: Processed using Python 3.x with <code>pandas</code>, <code>geopandas</code>, and <code>pyarrow</code>.…”

Age Distribution of Parents of Registered Births in Mexico (1985-2024) by Montserrat Mora (20430644)

“…</p><h3>Dataset Details</h3><p dir="ltr">The dataset includes detailed annual records with the following columns:</p><ul><li><code>REGISTRATION_YEAR</code> – Year when the birth was registered</li><li><code>BIRTH_YEAR</code> – Year of birth</li><li><code>REGISTRATION_STATE</code> – Numeric ID of the state where the birth was registered</li><li><code>RESIDENCE_STATE</code> – Numeric ID of the mother’s state of residence</li><li><code>MOTHER_AGE</code> – Age of the mother at the time of birth</li><li><code>FATHER_AGE</code> – Age of the father at the time of birth</li><li><code>COUNT</code> – Number of records for each combination of the above variables</li></ul><h3>Included Files</h3><ul><li>Dataset: Complete archive of births (1985–2024) with the fields listed above, sourced from INEGI microdata.…”

Calculation of slip behaviour and transient permeability evolution of a fracture by Supeng Zhang (15452711)

“…</p><h2>Required packages:</h2><ul><li>python==3.12.2</li><li>numpy==1.26.3</li><li>pandas==2.1.4</li><li>scikit-opt==0.6.6</li><li>matplotlib==3.8.0</li></ul><h2>Usage:</h2><ul><li>The file named "example.ipynb" is a jupyter-notebook file, which includes the source code of the inversion of consitutive parameters of both the rate-and-state friction law and the displacement- and velocity-dependent aperture model, as well as the source code of the calculation of slip behavior and permeability evolution based on these two models. …”