A preview of normalized training data frame
| payables_turnover | cash_ROA | ROA | cash_flow_on_revenue | book_value_per_share | cash_ratio | reinvestment | cash_ROE | net_profit_margin | |
|---|---|---|---|---|---|---|---|---|---|
| AAA | |||||||||
| Q1 2011 | 1.569563 | −0.605933 | 1.465270 | −0.532049 | 0.377707 | −1.009985 | 0.485990 | −0.633468 | 1.589029 |
| Q1 2012 | 0.403633 | 0.111815 | 0.589110 | 0.143790 | 1.468297 | −0.933268 | −0.480826 | 0.205800 | 0.486731 |
| Q1 2013 | −1.212642 | −0.483559 | 0.668519 | −0.405450 | −0.120294 | 0.341740 | 0.450969 | −0.502922 | 0.983711 |
| Q1 2014 | −1.056517 | −1.235540 | −0.122068 | −1.185015 | 0.063304 | −0.552369 | 1.290759 | −1.277581 | −0.001672 |
| Q1 2015 | −0.854412 | −1.615856 | −2.420690 | −1.920006 | −1.299141 | 0.885708 | 0.702198 | −1.571438 | −2.592306 |
| Q2 2011 | 2.857911 | 0.130310 | −0.135469 | 0.225825 | 0.519688 | −0.869617 | −2.771562 | 0.230875 | −0.022633 |
| Q2 2012 | 0.555663 | 0.583030 | −0.082492 | 0.761017 | 1.445435 | −0.763903 | −0.319130 | 0.675693 | 0.141685 |
| Q2 2013 | 0.596634 | 0.005349 | 0.026183 | 0.080237 | −0.252724 | −0.561752 | 0.377966 | −0.065049 | 0.085655 |
| Q2 2014 | −0.565054 | 0.684313 | −0.010287 | 0.584314 | 0.122422 | −0.485738 | −0.110050 | 0.662314 | −0.217191 |
| Q2 2015 | −0.369197 | −0.538192 | −1.328244 | −0.468264 | −1.269048 | 1.017459 | 0.470866 | −0.553311 | −1.178309 |
| Q3 2011 | 0.863739 | 0.260351 | 1.325117 | 0.366799 | 0.803063 | −0.539378 | 0.113013 | 0.435657 | 1.526498 |
| Q3 2012 | 0.229783 | 1.131976 | 0.118419 | 1.066416 | 1.637285 | −0.953882 | −1.936275 | 1.147646 | 0.012660 |
| payables_turnover | cash_ROA | ROA | cash_flow_on_revenue | book_value_per_share | cash_ratio | reinvestment | cash_ROE | net_profit_margin | |
|---|---|---|---|---|---|---|---|---|---|
| Q1 2011 | 1.569563 | −0.605933 | 1.465270 | −0.532049 | 0.377707 | −1.009985 | 0.485990 | −0.633468 | 1.589029 |
| Q1 2012 | 0.403633 | 0.111815 | 0.589110 | 0.143790 | 1.468297 | −0.933268 | −0.480826 | 0.205800 | 0.486731 |
| Q1 2013 | −1.212642 | −0.483559 | 0.668519 | −0.405450 | −0.120294 | 0.341740 | 0.450969 | −0.502922 | 0.983711 |
| Q1 2014 | −1.056517 | −1.235540 | −0.122068 | −1.185015 | 0.063304 | −0.552369 | 1.290759 | −1.277581 | −0.001672 |
| Q1 2015 | −0.854412 | −1.615856 | −2.420690 | −1.920006 | −1.299141 | 0.885708 | 0.702198 | −1.571438 | −2.592306 |
| Q2 2011 | 2.857911 | 0.130310 | −0.135469 | 0.225825 | 0.519688 | −0.869617 | −2.771562 | 0.230875 | −0.022633 |
| Q2 2012 | 0.555663 | 0.583030 | −0.082492 | 0.761017 | 1.445435 | −0.763903 | −0.319130 | 0.675693 | 0.141685 |
| Q2 2013 | 0.596634 | 0.005349 | 0.026183 | 0.080237 | −0.252724 | −0.561752 | 0.377966 | −0.065049 | 0.085655 |
| Q2 2014 | −0.565054 | 0.684313 | −0.010287 | 0.584314 | 0.122422 | −0.485738 | −0.110050 | 0.662314 | −0.217191 |
| Q2 2015 | −0.369197 | −0.538192 | −1.328244 | −0.468264 | −1.269048 | 1.017459 | 0.470866 | −0.553311 | −1.178309 |
| Q3 2011 | 0.863739 | 0.260351 | 1.325117 | 0.366799 | 0.803063 | −0.539378 | 0.113013 | 0.435657 | 1.526498 |
| Q3 2012 | 0.229783 | 1.131976 | 0.118419 | 1.066416 | 1.637285 | −0.953882 | −1.936275 | 1.147646 | 0.012660 |