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CS5617 - Data Science Project

Team : DS_G12

Team Members: Leelananda H.T.C (209351B), Jayasuriya D.P. (209337M)

Dataset : Elepahnt House Ice Cream Manufatcuring Dataset - (This is not shared with the project)

Summary of sample data

Date Product Planned start Time Actual Start Time Stop Time Total time Startup Delay BreakDowns Eff Prod time Operating Speed Produced Qty Rejects Qty Mix Usage Mix Wastage Mix yield AR PR QR OEE Mix Per Stick Efficiency Planned Qty
0 2018-07-02 00:00:00 WB Chocolate 06:30:00 10:30:00 20:30:00 14 4 5.15 4.85 28880 182640 26426.7 7840 991 0.873597 0.346429 1.49675 0.873597 0.452976 0.0375 0.499675 nan
1 2018-07-04 00:00:00 WB Vanilla 06:00:00 18:30:00 20:00:00 14 12.5 0 1.5 28880 29850 1083.33 1160 40.625 0.964978 0.107143 0.716049 0.964978 0.0740327 0.0375 0.0987103 nan
2 2018-07-05 00:00:00 WB Vanilla 06:00:00 09:00:00 18:00:00 12 3 3.9 5.1 28880 187410 21656.7 7840 812.125 0.896413 0.425 1.42338 0.896413 0.542274 0.0375 0.595438 nan
3 2018-07-06 00:00:00 JJ Necto 06:00:00 09:00:00 21:00:00 15 3 5.18 6.82 28880 226440 40226.7 16000 2413.6 0.84915 0.454667 1.35766 0.84915 0.524167 0.06 0.562595 nan
4 2018-07-07 00:00:00 WB Vanilla 06:00:00 10:30:00 18:00:00 12 4.5 5.1 2.4 28880 173100 13566.7 7000 508.75 0.927321 0.2 2.70062 0.927321 0.500868 0.0375 0.605216 nan
5 2018-07-09 00:00:00 MM Watermelon 06:00:00 15:00:00 20:30:00 14.5 9 0 5.5 28880 95050 4310 4968 215.5 0.956622 0.37931 0.627273 0.956622 0.22761 0.05 0.248302 nan

Distribution of some of the useful features