Data Sheet 3_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 10_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 14_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Table 2_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.xlsx by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 11_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 1_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 12_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 7_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Data Sheet 6_From rocks to pixels: a comprehensive framework for grain shape characterization through the image analysis of size, orientation, and form descriptors.csv by A. L. Back (20719049)

“…This article presents a method for quantitatively describing grain shapes at a micrometer-to-centimeter scale using various image analysis techniques. …”

Physics-Informed Neural Networks to Develop Site-specific Pedotransfer Functions by Pengfei Qi (21994133)

“…(python>=3.11, pytorch>=2.0.0)</p>…”

<b>Challenges and Strategies for the Management of Quality-Oriented Education Bases in Universities under Informatization Background</b> by 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). …”

Quetzal: Comprehensive Peptide Fragmentation Annotation and Visualization by Eric W. Deutsch (13887)

“…We describe how Quetzal annotates spectra using the new Human Proteome Organization (HUPO) Proteomics Standards Initiative (PSI) mzPAF standard for fragment ion peak annotation, including the Python-based code, a web-service end point that provides annotation services, and a web-based application for annotating spectra and producing publication-quality figures. …”

Quetzal: Comprehensive Peptide Fragmentation Annotation and Visualization by Eric W. Deutsch (13887)

“…We describe how Quetzal annotates spectra using the new Human Proteome Organization (HUPO) Proteomics Standards Initiative (PSI) mzPAF standard for fragment ion peak annotation, including the Python-based code, a web-service end point that provides annotation services, and a web-based application for annotating spectra and producing publication-quality figures. …”

Leue Modulation Coefficients (LMC): A Smooth Continuum Embedding of Bounded Arithmetic Data by Jeanette Leue (22470409)

“…<p dir="ltr">This repository contains a complete and self-contained presentation of the Leue Modulation Coefficients (LMC), a bounded arithmetic sequence derived from the local trace of an elliptic curve. …”

<b>Myelin oligodendrocyte glycoprotein (MOG) Degradome Foundation Atlas</b> by Axel Petzold (7076261)

“…</li></ul><h3>Reproducibility and Code Availability</h3><p dir="ltr">Dataset generation is fully reproducible using open-source tools:</p><ul><li>Python</li><li>SAS</li></ul><p dir="ltr">All required scripts are included in the repository and are well documented to support local replication and custom adaptations. …”

Table 1_AgriLink: an innovative real-time data monitoring and connectivity platform for an orange orchard in Morocco.docx by Kamal Baraka (20778785)

“…The data is then processed and transferred to a server using Python, SQLite, and InfluxDB. Once the server confirms the receipt of the data, it is promptly deleted from the gateway. …”

Galaxy Zoo: Cosmic Dawn -- morphological classifications for over 41,000 galaxies in the Euclid Deep Field North from the Hawaii Two-0 Cosmic Dawn survey by James Pearson (554629)

“…Most files are given in .parquet format, which is a fast csv-like format that can be read in with the pandas Python package as DataFrames using pd.read_parquet(loc, columns=[]). …”

Stage-dependent PSI analysis revealed the dynamic TMS-evoked activity propagation. by Jinming Xiao (12517096)

“…All elements in this figure were created by the authors using hand-drawing and open-source Python software.…”

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

“…Thus, the monthly zip folders are intended to be used in connection with the xarray python package (no unzipping of the monthly files needed).…”

Datasets and Trajectories for Online Test-time Adaptation for Better Generalization of Interatomic Potentials to Out-of-distribution Data by Cui Taoyong (18076012)

“…The MD simulations for evaluating the performance of TAIP are conducted using the Atomic Simulation Environment (ASE) Python library. …”