how to perform a two way anova with python
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showing results for - "how to perform a two way anova with python"
Giorgio
03 Jan 2017
1import statsmodels.api as sm
2from statsmodels.formula.api import ols
3
4#perform two-way ANOVA
5model = ols('height ~ C(water) + C(sun) + C(water):C(sun)', data=df).fit()
6sm.stats.anova_lm(model, typ=2)
7
8 sum_sq df F PR(>F)
9C(water) 8.533333 1.0 16.0000 0.000527
10C(sun) 24.866667 2.0 23.3125 0.000002
11C(water):C(sun) 2.466667 2.0 2.3125 0.120667
12Residual 12.800000 24.0 NaN NaN
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