An Empirical Study on the Energy Usage and Performance of Pandas and Polars Data Analysis Python Libraries

Author:

Nahrstedt Felix1ORCID,Karmouche Mehdi1,Bargieł Karolina1,Banijamali Pouyeh1,Nalini Pradeep Kumar Apoorva1,Malavolta Ivano2

Affiliation:

1. Vrije Universiteit Amsterdam, Netherlands

2. Computer Science, Vrije Universiteit Amsterdam, Netherlands

Funder

European Cooperation in Science and Technology

Individual Travel Grant of the Amsterdam University Fund

Dutch Prize for ICT Research

Publisher

ACM

Reference14 articles.

1. Promise R. Agbedanu Richard Musabe James Rwigema Ignace Gatare and Yanis Pavlidis. 2022. IPCA-SAMKNN: A Novel Network IDS for Resource Constrained Devices. In International Seminar on Machine Learning Optimization and Data Science (ISMODE). 540–545.

2. Green AI

3. Pramod Gupta and Anupam Bagchi. 2024. Introduction to Pandas. Springer Nature Switzerland, Cham, 161–196.

4. Cliff´s Delta Calculator: A non-parametric effect size program for two groups of observations

5. A framework for the automatic execution of measurement-based experiments on Android devices

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