```text usage: normality [--export {csv,json,xlsx}] [-h] ``` Normality tests To learn more about this subject, visit the Wiki page: https://en.wikipedia.org/wiki/Normality_test A 2011 study concludes that Shapiro–Wilk has the best power for a given significance, followed closely by Anderson–Darling when comparing the Shapiro–Wilk, Kolmogorov–Smirnov, Lilliefors, and Anderson–Darling tests. ``` optional arguments: --export {csv,json,xlsx} Export dataframe data to csv,json,xlsx file (default: ) -h, --help show this help message (default: False) ``` Example: ``` 2022 Feb 16, 11:11 (✨) /stocks/qa/ $ normality Normality Statistics ┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━┓ ┃ ┃ Statistic ┃ p-value ┃ ┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━┩ │ Kurtosis │ 10.2422 │ 0.0000 │ ├────────────────────┼───────────┼─────────┤ │ Skewness │ -0.2238 │ 0.8229 │ ├────────────────────┼───────────┼─────────┤ │ Jarque-Bera │ 1155.1958 │ 0.0000 │ ├────────────────────┼───────────┼─────────┤ │ Shapiro-Wilk │ 0.9265 │ 0.0000 │ ├────────────────────┼───────────┼─────────┤ │ Kolmogorov-Smirnov │ 0.4680 │ 0.0000 │ └────────────────────┴───────────┴─────────┘ ```