Use NumPy to calculate the likelihood ratio for the following data with the formula: likelihood_ratio=tp*n*log tp/ep+(n-tp*n)*log(1-tp)/(1-ep)

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Use NumPy to calculate the likelihood ratio for the following data with the formula:

likelihood_ratio=tp*n*log tp/ep+(n-tp*n)*log(1-tp)/(1-ep)

n	tp	ep
1000	0.5	0.3
8000	0.2	0.6
3000	0.8	0.7
5000	0.6	0.4

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