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# https://plot.ly/python/anova/

import plotly as py
import plotly.graph_objs as go
import plotly.figure_factory as ff

import numpy as np
import pandas as pd
import scipy

import statsmodels
import statsmodels.api as sm
from statsmodels.formula.api import ols

import warnings
warnings.filterwarnings("ignore", message="numpy.dtype size changed")
warnings.filterwarnings("ignore", message="numpy.ufunc size changed")

py.offline.init_notebook_mode(connected=True)


    

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# 拉取数据
moore_dataset = sm.datasets.get_rdataset("Moore", "carData", cache=True)
print(moore_dataset.__doc__)
moore_df = moore_dataset.data
moore_df.rename(columns={"partner.status":"partner_status"}, inplace=True)
moore_df.head(n=10)