DataFrame vs pandas-ta

A DataFrame is pandas' core two-dimensional data structure — a labelled table of rows and columns used to store, process, and analyse OHLCV price series throughout a trading bot's pipeline.

pandas-ta is a Python technical analysis library that computes over 130 indicators as single-function calls directly on pandas DataFrames, eliminating the need to write indicator formulas from scratch.