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- OLS Regression Results
- ==============================================================================
- Dep. Variable: CUSTOMER_PURCHASE R-squared: 0.041
- Model: OLS Adj. R-squared: 0.039
- Method: Least Squares F-statistic: 1.134e+06
- Date: Sat, 16 Nov 2019 Prob (F-statistic): 0.00
- Time: 14:07:49 Log-Likelihood: 6347.7
- No. Observations: 23588 AIC: -1.260e+04
- Df Residuals: 23541 BIC: -1.222e+04
- Df Model: 46
- Covariance Type: HAC
- =============================================================================================
- coef std err t P>|t| [0.025 0.975]
- ---------------------------------------------------------------------------------------------
- const -0.0277 0.009 -3.169 0.002 -0.045 -0.011
- OPEN_PAST_EMAILS 0.0019 0.003 0.642 0.521 -0.004 0.008
- 2 0.0005 0.000 0.968 0.333 -0.000 0.001
- 3 0.0005 0.001 1.032 0.302 -0.000 0.002
- 4 0.0092 0.007 1.310 0.190 -0.005 0.023
- 5 0.0013 0.002 0.705 0.481 -0.002 0.005
- 6 0.0067 0.003 1.990 0.047 0.000 0.013
- 7 0.0094 0.003 3.240 0.001 0.004 0.015
- 8 0.0189 0.004 4.619 0.000 0.011 0.027
- 9 0.0143 0.004 3.771 0.000 0.007 0.022
- 10 0.0262 0.003 9.058 0.000 0.021 0.032
- 11 0.0319 0.003 11.337 0.000 0.026 0.037
- 12 0.0479 0.004 12.085 0.000 0.040 0.056
- GROCERY 0.0292 0.009 3.345 0.001 0.012 0.046
- BULK 0.0298 0.012 2.515 0.012 0.007 0.053
- SEAFOOD 0.0060 0.009 0.647 0.517 -0.012 0.024
- BEER -0.0094 0.009 -1.087 0.277 -0.026 0.008
- BUTCHERY 0.0079 0.010 0.834 0.404 -0.011 0.027
- DAIRY 0.0288 0.010 2.884 0.004 0.009 0.048
- PRODUCE 0.1151 0.011 10.041 0.000 0.093 0.138
- DELICATESSEN 0.0230 0.010 2.262 0.024 0.003 0.043
- BAKERY 0.1652 0.071 2.329 0.020 0.026 0.304
- FROZEN 0.0042 0.010 0.435 0.664 -0.015 0.023
- MALE -0.0052 0.002 -2.092 0.036 -0.010 -0.000
- ADVERTISING_STRICT -0.0183 0.011 -1.601 0.109 -0.041 0.004
- OPEN_PAST_EMAILS_X_ADVERT 0.0056 0.007 0.771 0.441 -0.009 0.020
- GROCERY_x_ADV 0.0162 0.011 1.504 0.133 -0.005 0.037
- BULK_x_ADV 0.0184 0.040 0.457 0.647 -0.060 0.097
- SEAFOOD_x_ADV -0.0040 0.010 -0.400 0.689 -0.024 0.016
- BEER_x_ADV 0.1921 0.116 1.651 0.099 -0.036 0.420
- BUTCHERY_x_ADV -0.0019 0.012 -0.155 0.877 -0.025 0.022
- DAIRY_x_ADV -7.664e-05 0.016 -0.005 0.996 -0.032 0.032
- PRODUCE_x_ADV 0.0208 0.016 1.284 0.199 -0.011 0.053
- DELICATESSEN_x_ADV -0.0124 0.016 -0.792 0.428 -0.043 0.018
- BAKERY_x_ADV 0.8385 0.071 11.764 0.000 0.699 0.978
- FROZEN_x_ADV 0.0182 0.015 1.240 0.215 -0.011 0.047
- 2_x_ADV -0.0085 0.006 -1.454 0.146 -0.020 0.003
- 3_x_ADV -0.0012 0.001 -0.928 0.354 -0.004 0.001
- 4_x_ADV -0.0101 0.007 -1.412 0.158 -0.024 0.004
- 5_x_ADV 0.0100 0.013 0.748 0.454 -0.016 0.036
- 6_x_ADV 0.0011 0.009 0.120 0.904 -0.017 0.020
- 7_x_ADV 0.0161 0.012 1.381 0.167 -0.007 0.039
- 8_x_ADV 0.0018 0.010 0.185 0.853 -0.017 0.021
- 9_x_ADV 0.0068 0.012 0.569 0.569 -0.017 0.030
- 10_x_ADV 0.0091 0.008 1.207 0.227 -0.006 0.024
- 11_x_ADV 0.0146 0.008 1.811 0.070 -0.001 0.030
- 12_x_ADV -0.0056 0.010 -0.587 0.557 -0.024 0.013
- ==============================================================================
- Omnibus: 21359.233 Durbin-Watson: 1.949
- Prob(Omnibus): 0.000 Jarque-Bera (JB): 499548.758
- Skew: 4.623 Prob(JB): 0.00
- Kurtosis: 23.561 Cond. No. 226.
- ==============================================================================
- Warnings:
- [1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 1 lags and without small sample correction
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