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Compression of Text in Selected Languages-Efficiency, Volume, and Time Comparison
Beniamin Stecuła1, Kinga Stecuła2, Adrian Kapczyński1
1Faculty of Applied Mathematics, Silesian University of Technology, Akademicka 2A, 44-100 Gliwice, Poland.
Sensors (Basel, Switzerland)
|September 9, 2022
Summary
Esperanto, a planned language, demonstrates superior text compression efficiency compared to natural languages like Polish and English. This study confirms Esperanto
Area of Science:
- Computational Linguistics
- Data Compression
- Natural Language Processing
Background:
- The efficiency of text compression algorithms is crucial for data storage and transmission.
- Natural languages possess inherent complexities that can impact compression ratios.
- Planned languages, like Esperanto, offer a structured linguistic framework that may influence compression performance.
Purpose of the Study:
- To investigate the effectiveness of Esperanto for text compression.
- To compare Esperanto's compression performance against natural languages (Polish and English).
- To evaluate the impact of different compression algorithms on Esperanto text.
Main Methods:
- Text compression was performed using Python with four algorithms: zlib, lzma, bz2, and zl4.
- Four text versions were compressed: Polish, English, Esperanto, and Esperanto in x-notation (ASCII-compatible).
- Analysis focused on compression time and the resulting file sizes before and after compression.
Main Results:
- Esperanto consistently yielded better text compression results than Polish and English across the tested algorithms.
- Compression ratios for Esperanto were significantly more favorable compared to natural languages.
- The study analyzed both compression speed and data reduction effectiveness.
Conclusions:
- The hypothesis that Esperanto offers superior text compression is scientifically confirmed.
- Esperanto's structured nature makes it a more optimal language for data compression tasks.
- This research provides empirical evidence for Esperanto's utility in computational linguistics and data compression.
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