์™œ๋„(Skewness)

: ์‹ค์ˆ˜ ๊ฐ’ ํ™•๋ฅ  ๋ณ€์ˆ˜์˜ ํ™•๋ฅ  ๋ถ„ํฌ ๋น„๋Œ€์นญ์„ฑ์„ ๋‚˜ํƒ€๋‚ด๋Š” ์ง€ํ‘œ

์™œ๋„ < 0:

ํ™•๋ฅ ๋ฐ€๋„ํ•จ์ˆ˜์˜ ์™ผ์ชฝ ๋ถ€๋ถ„์— ๊ธด ๊ผฌ๋ฆฌ๋ฅผ ๊ฐ€์ง€๋ฉฐ ์ค‘์•™๊ฐ’์„ ํฌํ•จํ•œ ์ž๋ฃŒ๊ฐ€ ์˜ค๋ฅธ์ชฝ์— ๋” ๋งŽ์ด ๋ถ„ํฌ

์™œ๋„ > 0:

ํ™•๋ฅ ๋ฐ€๋„ํ•จ์ˆ˜์˜ ์˜ค๋ฅธ์ชฝ ๋ถ€๋ถ„์— ๊ธด ๊ผฌ๋ฆฌ๋ฅผ ๊ฐ€์ง€๋ฉฐ ์ค‘์•™๊ฐ’์„ ํฌํ•จํ•œ ์ž๋ฃŒ๊ฐ€ ์™ผ์ชฝ์— ๋” ๋งŽ์ด ๋ถ„ํฌ

 

์ฒจ๋„(Kurtosis):

ํ™•๋ฅ ๋ถ„ํฌ์˜ ๊ผฌ๋ฆฌ๊ฐ€ ๋‘๊บผ์šด ์ •๋„๋ฅผ ๋‚˜ํƒ€๋‚ด๋Š” ์ฒ™๋„

k = 3:

์‚ฐํฌ๋„๊ฐ€ ์ •๊ทœ๋ถ„ํฌ์— ๊ฐ€๊นŒ์›€

k < 3:

์ •๊ทœ๋ถ„ํฌ๋ณด๋‹ค ๊ผฌ๋ฆฌ๊ฐ€ ์–‡์€ ๋ถ„ํฌ

k > 3:

์ •๊ทœ๋ถ„ํฌ๋ณด๋‹ค ๊ผฌ๋ฆฌ๊ฐ€ ๋‘๊บผ์šด ๋ถ„ํฌ

์ˆซ์ž ์˜ˆ์‹œ

df.skew() # ์™œ๋„
df.kurt() # ์ฒจ๋„
๋”๋ณด๊ธฐ

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