Table_1_XCast: A python climate forecasting toolkit.docx by Kyle Joseph Chen Hall (13049001)

“…Heavy data preprocessing is needed: gridded data must be aggregated, reshaped, or reduced in dimensionality in order to fit the strict formatting requirements of Python's data science tools. Efficiently implementing this gridpoint-wise workflow is a time-consuming logistical burden which presents a high barrier to entry to earth data science. …”

Table_2_XCast: A python climate forecasting toolkit.docx by Kyle Joseph Chen Hall (13049001)

“…Heavy data preprocessing is needed: gridded data must be aggregated, reshaped, or reduced in dimensionality in order to fit the strict formatting requirements of Python's data science tools. Efficiently implementing this gridpoint-wise workflow is a time-consuming logistical burden which presents a high barrier to entry to earth data science. …”

Table_1_XCast: A python climate forecasting toolkit.docx by Kyle Joseph Chen Hall (13049001)

“…Heavy data preprocessing is needed: gridded data must be aggregated, reshaped, or reduced in dimensionality in order to fit the strict formatting requirements of Python's data science tools. Efficiently implementing this gridpoint-wise workflow is a time-consuming logistical burden which presents a high barrier to entry to earth data science. …”

Environmental DNA sampling reveals high occupancy rates of invasive Burmese pythons at wading bird breeding aggregations in the central Everglades by Sophia C. M. Orzechowski (6577349)

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NLoed: A Python Package for Nonlinear Optimal Experimental Design in Systems Biology by Nathan Braniff (14149834)

“…To support OED investigations, the NLoed package implements maximum likelihood fitting and diagnostic tools, providing a comprehensive modeling workflow. …”

Codes and description of DCNN models by DQ Yang (7107140)

“…<div>1.We privoded codes of three DCNN model: AlexNet, Inception,and ResNet-18, which were implemented based on Python 3.5 and TensorFlow 1.14.…”

Python-Based Algorithm for Estimating the Parameters of Physical Property Models for Substances Not Available in Database by Jina Lee (3138492)

“…The parameters for estimating the enthalpy of vaporization using the current Python-based algorithm accurately represented the behavior of the actual substances, as determined using the Clausius–Claperyon equation. …”

Estimated relationship between detection probability and sample collection time (temperature proxy). by Sophia C. M. Orzechowski (6577349)

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Estimated posterior distributions of site occupancy (ψ) in colony versus control sites. by Sophia C. M. Orzechowski (6577349)

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Total concentration of Burmese python eDNA at colony (dark grey bars) and control (light grey bars) pairs with 95% confidence intervals. by Sophia C. M. Orzechowski (6577349)

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Burmese python eDNA detections in wading bird colony habitat in Water Conservation Area 3 (WCA-3; red boundary) of the central Everglades in southern Florida (upper inset). by Sophia C. M. Orzechowski (6577349)

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Implementation of the 1D heat model with array programming. by Xuzhen He (14676114)

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Validation of MCell4 simulation against BioNetGen/NFsim and MCell3R using a model of CaMKII. by Adam Husar (18437351)

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Tissue Forge performance metrics for windowless and real-time rendering modes. by T. J. Sego (9904909)

Comparative features of CF simulation tools. by Nassim Ataii (17382733)

“…<div><p>The Construction File (CF) specification establishes a standardized interface for molecular biology operations, laying a foundation for automation and enhanced efficiency in experiment design. It is implemented across three distinct software projects: PyDNA_CF_Simulator, a Python project featuring a ChatGPT plugin for interactive parsing and simulating experiments; ConstructionFileSimulator, a field-tested Java project that showcases ’Experiment’ objects expressed as flat files; and C6-Tools, a JavaScript project integrated with Google Sheets via Apps Script, providing a user-friendly interface for authoring and simulation of CF. …”

Segmentation module training details. by Khelina Fedorchuk (19130089)

Python code and Excel data for machine learning integrated life cycle sustainability analysis of pyrolysis and hydrothermal carbonization of animal manure by Mohammed Tamim Zaki (17551557)

“…The inventory data for the sustainability analysis embedded within the Python code represent organic waste management data from Hardy County, West Virginia, USA.…”

PTPC-UHT bounce by David Parry (22169299)

“…<br>It contains the full Python implementation of the PTPC bounce model (<code>PTPC_UHT_bounce.py</code>) and representative outputs used to generate the figures in the paper. …”

Secondary structure of RF00174 Cobalamin riboswitch (Acido bacterium) (A) and RF01055 MOCO riboswitch class (B). by Solomon Shiferaw Beyene (9143178)

Heat-map showed 156 features correlation. by Solomon Shiferaw Beyene (9143178)