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