First congrats to the 1k+ people who attempted this competeion and also to the top performers. In the selection of the final winners post code review , I hope Zindi takes into account the following to preserve the integrity & goal of the competetion;

1. Use of generlisable ML MODELs as requested in the Info page

2. Selections outside the 15mins window that gave advantage to a few people

I would be sharing my full code where applicable once the selections are finalised. So no need to send private messages :-)