Python Programming Learning Circle
Jul 17, 2021 · Big Data
Analyzing 1.4 Billion Google Ngram Records with Python, PyTubes, and NumPy
This article demonstrates how to download the 1.4‑billion‑row Google Books Ngram dataset, load it efficiently with the PyTubes library, use NumPy for aggregation and percentage calculations, and visualize word‑frequency trends such as Python, Pascal, and Perl over centuries.
Google NgramsNumPyPyTubes
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