
    M/Ph                     T    d dl Zd dlmZ d dlmZ d dlmZ d dlm	Z	m
Z
 d dlmZ d ZdS )    N)assert_almost_equal)
statecrime)OLS)reset_ramseyvariance_inflation_factor)add_constantc                  |   t          j                    j        } t          | j        t          | ddg                             }|                                }t          |d          }t          |j	        dd           t          |j
        dd           t          | j                                      d	          }t          j        |           }t!          ||          }t          |d
d           t          | j                                      d	          }t!          | |          }t          |d
d           d S )Nmurderhs_grad   )degreegRQ?   )decimalgY8m?urbangܵ|p0@)r   load_pandasdatar   violentr   fitr   r   fvaluepvaluelistcolumnsindexnpasarrayr   )r   modresstatexog_idxdata_arrvifvif_dfs           o/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/stats/tests/test_outliers_influence.pytest_reset_statar$      s   !##(D
dlLx.C)DEE
F
FC
''))CA&&&DT15555VQ7777DL!!''00Hz$H
#Hh
7
7CWa0000DL!!''00H&tX66F333333    )numpyr   numpy.testingr   statsmodels.datasetsr   #statsmodels.regression.linear_modelr   $statsmodels.stats.outliers_influencer   r   statsmodels.toolsr   r$    r%   r#   <module>r-      s        - - - - - - + + + + + + 3 3 3 3 3 3        + * * * * *4 4 4 4 4r%   