Data_Sheet_1_A new technique for stain-marking of seeds with safranine to track seed dispersal and seed bank dynamics.docx by Zheng Zhang (88857)

“…Identifying and counting the stained seeds/fruits can be executed by specially complied Python-based program, based on OpenCV library for image processing and Numpy for data handling. …”

Code and parameter package for long-term mapping and object-based typing of freeze–thaw colluvial deposits (1990–2024) along the Yunnan–Tibet corridor by Hui Ye (22308559)

“…Tested with Python 3.x/ArcGIS Pro (ArcPy) and the GEE Code Editor. …”

Data_Sheet_2_A new technique for stain-marking of seeds with safranine to track seed dispersal and seed bank dynamics.docx by Zheng Zhang (88857)

“…Identifying and counting the stained seeds/fruits can be executed by specially complied Python-based program, based on OpenCV library for image processing and Numpy for data handling. …”

OHID-FF dataset for forest fire detection and classification by xin chen (20496938)

“…If you add scripts or tools that change dataset paths or formats, please update `YOLODataset/dataset.yaml` and this README accordingly.…”

Indirect Reciprocity and the Evolution of Prejudicial Groups by Gualtiero Colombo (19078925)

“…This is conducted through an agent based model over a population of agents that interact through a `donation game' in which resources are donated to third parties at a cost without receiving a direct benefit. …”

Research Bazaar 2018 – Highlights, insights, and what can we learn from each other? by Dharani Sontam (3798478)

“…As an example, instead of fullfledged software carpentry lessons in core digital tools (such as R programming language, Python and Git) we offered close to 40 “taster sessions” where audience had the chance to learn about the digital tools they were interested in. …”

Data for "Elementary Decomposition Mechanisms of Lithium Hexafluorophosphate in Battery Electrolytes and Interphases" by Evan Walter Clark Spotte-Smith (10313582)

“…</p> <p><br></p> <p>All structures were optimized in Jaguar using the range-separated hybrid generalized gradient approximation (GGA) density functional ωB97X-D, def2-SVPD basis set, and Conductor-like Screening Model (COSMO) implementation of the polarizable continuum model (PCM) with water as the solvent. …”

Poplar_Isoform Expression_matrix_AND_Isoform_GTF by William Barbazuk (5623997)

“…Additionally, the assemblies generated by PASA were filtered by requiring that (i) all splice junctions be supported by at least 2 reads, and (ii) retained introns be supported by a median read coverage of at least 2 (Python scripts stored in github.com/jdLikesPlants/poplar_AS). …”

Using Containers in HPC for Research Workflows by Mark Gray (6681822)

“…</div><div><br></div><div>Mark represents Pawsey Supercomputing Centre both nationally and internationally, with respect to the use of Nimbus. …”

Reduced global fire activity due to human demography slows global warming by enhanced land carbon uptake by Chao Wu (12050357)

“…</p><p>Each column in “CO2.dat” represents “year” and annual atmospheric “co2” concentration.…”

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. …”

EllipSys3D large eddy simulation data of single wind turbine wakes in neutral atmospheric conditions by Paul van der Laan (6222017)

“…<br><div>- Inflow turbulence is modeled by the Mann model.</div><div>- Each case corresponds to 1 hour LES. …”

Gladier - A programmable data capture, storage, and analysis architecture for experimental facilities by Kyle Chard (5131859)

“…Each service can be accessed via REST APIs, and/or from Python via a simple client library (which calls the REST APIs). …”

Landscape Change Monitoring System (LCMS) Conterminous United States Cause of Change (Image Service) by U.S. Forest Service (17476914)

“…Scikit-learn: Machine Learning in Python. In Journal of Machine Learning Research (Vol. 12, pp. 2825-2830).Pengra, B. …”

Supplemental Data for Kogay and Zhaxybayeva (2022) by Olga Zhaxybayeva (3818761)

“…</p> <p><br></p> <p><u><strong>Code:</strong></u></p> <p><strong>exp_enc_deviation.py: </strong>Python script that calculates the expected effective number of codons (ENC) based on the GC3s content and the deviation from the expectations under the null model of no codon bias.…”

Earthquake Early Warning Dataset by Kevin Fauvel (7335443)

“…P-waves follow a propagation model (IASP91 [7]). Therefore, each MTS is labeled based on the P-wave arrival time on each sensor (seismometers, GPS stations) calculated with the propagation model.…”

Nucleotide analogue tolerant synthetic RdRp mutant construct for Surveillance and Therapeutic Resistance Monitoring in SARS-CoV-2 by Tahir Bhatti (20961974)

“…From that massive dataset all publicly available sequences were extracted then a representative consensus genome was built.</p><p dir="ltr">A local custom AI model was trained on 10 Million historical genomes and data for Q1 of 2025 simulating remdesivir pressure to predict which mutations are likely to emerge under therapeutic selection.…”

Decoding fairness motivations - repository by Sebastian Speer (6489207)

“…</div><div>We selected faces which were categorized as neutral and most representative of our participant population in terms of age and ethnicity. …”