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statsmodels

Building multi-regression model throws error: `Pandas data cast to numpy dtype of object. Check input data with np.asarray(data).`

If X is your dataframe, try using the .astype method to convert to float when running the model:

Categories Python Tags numpy, pandas, python, statsmodels

How to iterate over columns of pandas dataframe to run regression

Categories Python Tags pandas, python, statsmodels

Why am I getting “LinAlgError: Singular matrix” from grangercausalitytests?

The problem arises due to the perfect correlation between the two series in your data. From the traceback, you can see, that internally a wald test is used to compute the maximum likelihood estimates for the parameters of the lag-time series. To do this an estimate of the parameters covariance matrix (which is then near-zero) … Read more

Categories Python Tags python, statsmodels

Why am I getting “LinAlgError: Singular matrix” from grangercausalitytests?

The problem arises due to the perfect correlation between the two series in your data. From the traceback, you can see, that internally a wald test is used to compute the maximum likelihood estimates for the parameters of the lag-time series. To do this an estimate of the parameters covariance matrix (which is then near-zero) … Read more

Categories Python Tags python, statsmodels

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