H Reeza,
The binning is a bit manual and is based on median , something like this below...
So the final model looks like the file attached..Obviously something is wrong with the model..What do you think is the problem looking at the lift..?
And the final equation looks like that...the variables have been regrouped by Variable Selection Node, that's why they have a G Prefixe.
Your help would be much appreciated..
Thank you
Parameter | | DF | Estimate | Standard Error | aldChi-Square | Pr > ChiSq | Exp(Est) |
Intercept | | 1 | -7.2641 | 0.788 | 84.97 | <.0001 | 0.001 |
G_bin_aip_mth_03 | 0 | 1 | 0.2125 | 0.0048 | 1963.51 | <.0001 | 1.237 |
G_bin_aip_mth_03 | 1 | 1 | -0.3749 | 0.00515 | 5297.46 | <.0001 | 0.687 |
G_bin_aip_mth_03 | 2 | 1 | -0.0866 | 0.00307 | 795.05 | <.0001 | 0.917 |
G_bin_aip_mth_03 | 3 | 1 | 0.0814 | 0.00281 | 841.56 | <.0001 | 1.085 |
G_bin_prodosales_pfe_543 | 0 | 1 | -0.2261 | 0.00367 | 3796.88 | <.0001 | 0.798 |
G_bin_prodosales_pfe_543 | 1 | 1 | -0.0544 | 0.00454 | 143.35 | <.0001 | 0.947 |
G_bin_prodosales_pfe_543 | 2 | 1 | 0.0712 | 0.00357 | 397.86 | <.0001 | 1.074 |
G_bin_prodosales_pfe_543 | 3 | 1 | 0.1613 | 0.00356 | 2052.07 | <.0001 | 1.175 |
G_bin_prodosales_pfe_543 | 4 | 1 | 0.1879 | 0.00328 | 3272.51 | <.0001 | 1.207 |
G_bin_prodosales_frt_43 | 0 | 1 | 0.1862 | 0.00407 | 2088.31 | <.0001 | 1.205 |
G_bin_prodosales_frt_43 | 1 | 1 | 0.2896 | 0.00391 | 5484.97 | <.0001 | 1.336 |
G_bin_prodosales_frt_43 | 2 | 1 | 0.2691 | 0.00415 | 4201.51 | <.0001 | 1.309 |
G_bin_prodosales_frt_43 | 3 | 1 | 0.1832 | 0.00339 | 2928.51 | <.0001 | 1.201 |
G_bin_prodosales_frt_43 | 4 | 1 | -0.0497 | 0.00429 | 134.47 | <.0001 | 0.951 |
G_bin_prodosales_frt_43 | 5 | 1 | -0.3143 | 0.00507 | 3839.66 | <.0001 | 0.73 |
G_bin_trans_34_pen | 0 | 1 | -0.6339 | 0.00267 | 56480.32 | <.0001 | 0.531 |
G_bin_trans_34_pen | 1 | 1 | 0.1799 | 0.00309 | 3382.14 | <.0001 | 1.197 |
G_bin_wtr_trans_54_3 | 0 | 1 | -0.2524 | 0.0037 | 4643.1 | <.0001 | 0.777 |
G_bin_wtr_trans_54_3 | 1 | 1 | 0.2173 | 0.00492 | 1948.88 | <.0001 | 1.243 |
G_bin_units_bst_543 | 0 | 1 | -0.2345 | 0.00215 | 11879.58 | <.0001 | 0.791 |
G_bin_units_bst_543 | 1 | 1 | 0.1112 | 0.00243 | 2095.4 | <.0001 | 1.118 |
G_bin_sales_change | 0 | 1 | -7.9832 | 0.788 | 102.63 | <.0001 | 0 |
/*Binning to normalize the variable*/
data &init._base_&model._&vers.;
set &init._base_&model._&vers.;
if &in_name. = 0 or missing(&in_name.)= 1 then &out_name. = 0;
else if &in_name. < 0 then &out_name. = -1;
else if &in_name. < 0.2 * &med. then &out_name. = 1;
else if &in_name. < 0.6 * &med. then &out_name. = 2;
else if &in_name. < 0.9 * &med. then &out_name. = 3;
else if &in_name. < 1.3 * &med. then &out_name. = 4;
else if &in_name. < 2.0 * &med. then &out_name. = 5;
else if &in_name. < 2.9 * &med. then &out_name. = 6;
else if &in_name. < 3.9 * &med. then &out_name. = 7;
else if &in_name. < 5.0 * &med. then &out_name. = 8;
else if &in_name. < 6.2 * &med. then &out_name. = 9;
else &out_name. = 10;
run;