This moldule provides functions for calculation of one-way and two-way analysis of variance
Project description
fmanova - Package for Analysis of Variance
fmanova package provides functions to perform, one-way and two-way analysis of variance. The package contains two functions:
- anova1w(data): Performs one-way analysis of variance.
- anova2w(data): Performs two-way analysis of variance. Parameters: data: List, DataFrame, or ndarray, Returns: DataFrame
Dependencies:
- Numpy
- Pandas
- SciPy
Installation:
In oder to perform analysis of variance, we must install fmanova . Use the package installer (PIP) or package management system (conda) to install fmanova.
pip install fmanova
python -m pip install fmanova
conda install fmanova
How to use:
import required function from fmanova
provide input
execute the code
Example:
Five different brands of headache tablets and their relief time in hours.
A | B | C | D | E |
---|---|---|---|---|
5 | 9 | 3 | 2 | 7 |
4 | 7 | 5 | 3 | 6 |
8 | 8 | 2 | 4 | 9 |
6 | 6 | 3 | 1 | 4 |
3 | 9 | 7 | 4 | 7 |
from fmanova.anova import anova1w
mydata=[[5,4,8,6,3],[9,7,8,6,9],[3,5,2,3,7],[2,3,4,1,4],[7,6,9,4,7]]
anova1w(mydata)
Source Sum_Sq Dof Mean_Sq F P_value
0 Column means 79.44 4 19.86 6.895833 0.00117
1 Residual 57.60 20 2.88
Version History
1.0.0 (Initial release)
License
This project is licensed under the MIT License - see the LICENSE.txt file for details
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