<b>Dataset for manuscript: </b><b>Phylogenetic and genomic insights into the evolution of terpenoid biosynthesis genes in diverse plant lineages</b> حسب Puguang Zhao (19023065)

"…After extracting the gene IDs, make sure to add a column header named "ID" in the output file (DXR.xlsx).</p><p dir="ltr"> Python Scripts (.py): These three scripts are executed in Visual Studio Code, using Python 3.10.4 as the runtime environment.…"

CompuCrawl: Full database and code حسب Richard Haans (6324669)

"…</li><li><i>02 Collect further pages.py</i>: Python script scraping the list of URLs one page deeper in the domains.…"

Bacterial persistence modulates the speed, magnitude and onset of antibiotic resistance evolution حسب Giorgio Boccarella (22810952)

"…<br><br><br>## System Requirements<br><br>### Python Environment<br>- Python 3.7+<br>- Required packages: <i>`numpy`</i>, <i>`pandas`</i>, <i>`matplotlib`</i>, <i>`seaborn`</i>, <i>`scipy`</i>, <i>`mpi4py`</i><br>- Optional: <i>`goatools`</i> (for gene ontology analysis in Fig_4_c)<br><br>### R Environment <br>- R 4.0+<br>- Required packages: <i>`dplyr`</i>, <i>`tidyr`</i>, <i>`ggplot2`</i>, <i>`readxl`</i>, <i>`cowplot`</i><br><br>## Citation<br><br>If you use these scripts in your research, please cite the original manuscript:<br><br>[Citation information will be added upon publication]<br><br><br></p>…"

Ambient Air Pollutant Dynamics (2010–2025) and the Exceptional Winter 2016–17 Pollution Episode: Implications for a Uranium/Arsenic Exposure Event حسب Thomas Clemens Carmine (19756929)

"…Includes imputation statistics, data dictionary, and the Python imputation code (Imputation_Air_Pollutants_NABEL.py). …"

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

"…</p><p dir="ltr">For optimal viewing of `collated-anonymized.txt`, a text editor that can handle long lines without word wrapping is recommended to preserve the indentation that represents the conversational branching structure.</p><p><br></p><p dir="ltr">### **Running Code/Software**</p><p dir="ltr">The provided scripts (`collator-ipynb.txt` and `sentence-ancestry-ipynb.txt`) are Jupyter Notebooks and require a Python 3 environment to run. …"

LGF v7HELLAS: A Dynamical Model of Ethical Convergence and Lambda-Zero Transition حسب heojeongbeom heo (22544705)

"…<h2><b>Description</b></h2><p dir="ltr"><b>LGF v7.Hellas</b> represents the final, validated form of the <i>Language Gravitational Field (LGF)</i> model, completing the transition from early unstable versions (v5.2) to the fully stable, reproducible, scientifically grounded system (v5.3 → v7.0 → v7.Hellas).…"

Methodological Approach Based on Structural Parameters, Vibrational Frequencies, and MMFF94 Bond Charge Increments for Platinum-Based Compounds حسب 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. …"

<b>Engineered Muscle-Derived Extracellular Vesicles Boost Insulin Sensitivity and Glucose Regulation</b> حسب Hagit Shoyhet (21090650)

"…Proteomic analyses were run with Python-V3.9.2 miRNA and protein figures were plotted using R</p>…"

6. Motif Code Theory حسب William Terry (22279591)

"…<p dir="ltr">The Motif Code Theory (MCT) simulation code, mct_unified_code.py, is a Python 3.9 script that models the universe as a time-dependent directed multigraph G(t) = (V(t), E(t)) with N=10^7 vertices (representing quantum fields/particles) and edges (interactions). …"

[ relative elevation model data visualization for Data Bloom 2024 ] حسب Rusmiya Aqid (22189850)

"…</p><p dir="ltr">This viz was created using QGIS and Python, based on the following dataset: U.S. Geological Survey, 20230418, USGS 1/3 Arc Second n37w113 20230418: U.S. …"

Building footprtints from 1970s Hexagon spy satellite images for four global urban growth hotspots حسب 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. …"

Warm-Rain Precipitation حسب Xiaojun Guan (22098905)

"…<p dir="ltr">(1) The RAR file named “vertical_profiles_of_polarimetric_variables” contains 9 .npy files generated using Python’s NumPy library. These files are described as follows:</p><p dir="ltr">“warm_rain_vertical_profile_of_XX.npy”, where XX represents ZH, ZDR, or KDP. …"

Data and Code repository for the paper: <b>Visual loom caused by self- or object-movement elicits distinct responses in mouse superior colliculus</b> حسب Stefano Zucca (21686006)

"…Each single .mat file represents a single recording session: the animal ID is specified as “MYYXXX” where YY represents the year of the recording (i.e. …"

End-to-end example-based sim-to-real RL policy transfer based on neural stylisation with application to robotic cutting حسب Jamie Hathaway (10285367)

"…Columns obs_0 through obs_12 were used for VAE training</p><p dir="ltr">NOTE: The reward columns in the real folders do not contain meaningful data!</p><h3>policy/</h3><p dir="ltr">This folder contains pickled trajectories, in the form of a Python list.…"

Daily histograms of wind speed (100m), wind direction (100m) and atmospheric stability derived from ERA5 حسب Marc Imberger (6226619)

"…The following bins (left edges) have been used to create the histograms:</p><p dir="ltr">Wind speed: [0, 40) m/s (bin width 1 m/s)<br>Wind direction: [0,360) deg (bin width 15 deg)<br>Stability: 5 discrete stability classes (1: very unstable, 2: unstable, 3: neutral, 4: stable, 5: very stable)</p><p><br></p><p dir="ltr"><b>Main Purpose:</b> The dataset serves as minimum input data for the CLIMatological REPresentative PERiods (climrepper) python package (https://gitlab.windenergy.dtu.dk/climrepper/climrepper) in preparation for public release).…"

Improving the calibration of an integrated CA-What If? digital planning framework حسب CA What If? (21381170)

"…planning support system (PSS) sub-model to generate and analyse three representative built-up development scenarios. …"

Audio Datasets of belt conveyor rollers in mines حسب Juan Liu (19687435)

"…<p dir="ltr">The dataset for this project comprises audio recordings of the operational states of belt conveyor rollers in a mining environment, covering three conditions: normal roller operation, roller shell cracking, and roller breakage. …"

<b>Challenges and Strategies for the Management of Quality-Oriented Education Bases in Universities under Informatization Background</b> حسب Yang Yanxi (21571568)

"…Final codes, together with basic demographic attributes supplied by the institutions’ HR offices, were exported to Excel and cleaned in Python 3.10 using pandas 2.2.1 and numpy 1.26. All processing was performed on a Lenovo ThinkPad X1 (Intel i7-1260P, Windows 10 Pro). …"

Table 1_MitoLandscape, a semi-automated pipeline for subcellular localization and quantification of mitochondria.xlsx حسب Enrico Negri (22579151)

"…MitoLandscape integrates Airyscan super-resolution microscopy, semi-automated segmentation (leveraging ImageJ and 3DSlicer), machine-learning-driven pixel classification (ilastik), and a modular custom Python script for robust and versatile analysis. …"

Data Sheet 1_MitoLandscape, a semi-automated pipeline for subcellular localization and quantification of mitochondria.pdf حسب Enrico Negri (22579151)

"…MitoLandscape integrates Airyscan super-resolution microscopy, semi-automated segmentation (leveraging ImageJ and 3DSlicer), machine-learning-driven pixel classification (ilastik), and a modular custom Python script for robust and versatile analysis. …"