Changes in Customer Retention

Data/CustomerDataset.csv

-CustomerID,CustomerName,MobileNumber,NIC,VehicleNo,VehicleType,ServiceID,ServicePrice,InvoiceNo,InvoiceDate
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1104,7000,1001,12/2/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1107,8500,1002,12/2/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1102,8200,1003,13/2/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1115,9300,1004,13/2/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1101,7500,1005,13/2/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1108,10500,1006,14/2/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1103,6800,1007,14/2/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1106,9600,1008,14/2/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1109,7400,1009,15/2/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1110,8100,1010,15/2/2021
-1775,T.L. Jayarathne,768383393,678798771V,AP9840,Car,SID1113,9700,1011,15/2/2021
-1776,P.M. Wikramasinghe,758384949,987748728V,SR3823,Car,SID1119,10100,1012,17/2/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1116,7600,1013,17/2/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1112,8400,1014,17/2/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1104,7000,1015,18/2/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1105,11200,1016,18/2/2021
-1781,M.P. Kumararathne,758304811,642438728V,HE3920,Car,SID1114,9800,1017,19/2/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1118,7700,1018,19/2/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1107,8500,1019,19/2/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1111,6500,1020,22/2/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1117,7900,1021,22/2/2021
-1775,T.L. Jayarathne,768383393,678798771V,AP9840,Car,SID1102,8200,1022,23/2/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1108,10500,1023,23/2/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1120,8300,1024,23/2/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1115,9300,1025,23/2/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1106,9600,1026,24/2/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1101,7500,1027,24/2/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1109,7400,1028,25/2/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1103,6800,1029,25/2/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1110,8100,1030,25/2/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1113,9700,1031,26/2/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1104,7000,1032,26/2/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1117,7900,1033,26/2/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1119,10100,1034,26/2/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1112,8400,1035,1/3/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1107,8500,1036,1/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1118,7700,1037,1/3/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1104,7000,1038,2/3/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1116,7600,1039,2/3/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1101,7500,1040,2/3/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1106,9600,1041,2/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1110,8100,1042,3/3/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1107,8500,1043,3/3/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1113,9700,1044,3/3/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1105,11200,1045,4/3/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1111,6500,1046,4/3/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1108,10500,1047,4/3/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1120,8300,1048,4/3/2021
-1786,M.J. Padmasiri,729191108,679819183V,SDP612,Car,SID1115,9300,1049,5/3/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1103,6800,1050,5/3/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1109,7400,1051,8/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1107,8500,1052,8/3/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1104,7000,1053,8/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1110,8100,1054,9/3/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1112,8400,1055,9/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1106,9600,1056,9/3/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1102,8200,1057,9/3/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1119,10100,1058,10/3/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1104,7000,1059,10/3/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1118,7700,1060,10/3/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1113,9700,1061,11/3/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1101,7500,1062,11/3/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1114,9800,1063,11/3/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1117,7900,1064,11/3/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1120,8300,1065,12/3/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1105,11200,1066,12/3/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1108,10500,1067,12/3/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1111,6500,1068,12/3/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1121,8700,1069,12/3/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1107,8500,1070,15/3/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1116,7600,1071,15/3/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1104,7000,1072,15/3/2021
-1788,M.S. Weerarathne,712398938,786768782V,PB7658,Car,SID1122,10800,1073,16/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1106,9600,1074,16/3/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1123,7300,1075,16/3/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1103,6800,1076,16/3/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1118,7700,1077,17/3/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1110,8100,1078,17/3/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1115,9300,1079,18/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1109,7400,1080,18/3/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1107,8500,1081,18/3/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1121,8700,1082,19/3/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1118,7700,1083,19/3/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1113,9700,1084,19/3/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1108,10500,1085,19/3/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1119,10100,1086,19/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1102,8200,1087,22/3/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1111,6500,1088,22/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1104,7000,1089,22/3/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1112,8400,1090,22/3/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1122,10800,1091,23/3/2021
-1788,M.S. Weerarathne,712398938,786768782V,PB7658,Car,SID1101,7500,1092,23/3/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1114,9800,1093,23/3/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1106,9600,1094,24/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1110,8100,1095,24/3/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1117,7900,1096,25/3/2021
-1781,M.P. Kumararathne,758304811,642438728V,HE3920,Car,SID1105,11200,1097,25/3/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1109,7400,1098,25/3/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1116,7600,1099,26/3/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1108,10500,1100,26/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1123,7300,1101,26/3/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1103,6800,1102,26/3/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1114,9800,1103,29/3/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1121,8700,1104,29/3/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1107,8500,1105,30/3/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1113,9700,1106,30/3/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1104,7000,1107,30/3/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1122,10800,1108,31/3/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1115,9300,1109,31/3/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1106,9600,1110,31/3/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1111,6500,1111,31/3/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1102,8200,1112,1/4/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1117,7900,1113,1/4/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1119,10100,1114,2/4/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1110,8100,1115,2/4/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1115,9300,1116,2/4/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1118,7700,1117,5/4/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1101,7500,1118,5/4/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1120,8300,1119,6/4/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1113,9700,1120,6/4/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1116,7600,1121,6/4/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1109,7400,1122,6/4/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1123,7300,1123,7/4/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1122,10800,1124,7/4/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1104,7000,1125,7/4/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1121,8700,1126,8/4/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1106,9600,1127,8/4/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1117,7900,1128,9/4/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1108,10500,1129,9/4/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1119,10100,1130,9/4/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1110,8100,1131,12/4/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1102,8200,1132,12/4/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1111,6500,1133,12/4/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1103,6800,1134,12/4/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1118,7700,1135,13/4/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1101,7500,1136,13/4/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1105,11200,1137,13/4/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1109,7400,1138,14/4/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1113,9700,1139,14/4/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1120,8300,1140,15/4/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1123,7300,1141,15/4/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1112,8400,1142,15/4/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1109,7400,1143,16/4/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1114,9800,1144,16/4/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1122,10800,1145,16/4/2021
-1794,D.M. Jayawardena,763823109,783837`21V,KJS2349,Car,SID1118,7700,1146,16/4/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1106,9600,1147,19/4/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1111,6500,1148,19/4/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1103,6800,1149,19/4/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1107,8500,1150,20/4/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1104,7000,1151,20/4/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1119,10100,1152,20/4/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1117,7900,1153,20/4/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1103,6800,1154,21/4/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1121,8700,1155,21/4/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1102,8200,1156,22/4/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1116,7600,1157,22/4/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1105,11200,1158,22/4/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1101,7500,1159,23/4/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1123,7300,1160,23/4/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1104,7000,1161,23/4/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1101,7500,1162,23/4/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1115,9300,1163,23/4/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1110,8100,1164,26/4/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1113,9700,1165,26/4/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1122,10800,1166,26/4/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1108,10500,1167,27/4/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1105,11200,1168,27/4/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1109,7400,1169,28/4/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1121,8700,1170,28/4/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1114,9800,1171,28/4/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1120,8300,1172,29/4/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1106,9600,1173,29/4/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1123,7300,1174,29/4/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1118,7700,1175,29/4/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1110,8100,1176,30/4/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1107,8500,1177,30/4/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1116,7600,1178,30/4/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1117,7900,1179,3/5/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1103,6800,1180,3/5/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1121,8700,1181,4/5/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1119,10100,1182,4/5/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1103,6800,1183,4/5/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1115,9300,1184,5/5/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1111,6500,1185,5/5/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1105,11200,1186,6/5/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1113,9700,1187,6/5/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1102,8200,1188,6/5/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1110,8100,1189,6/5/2021
-1788,M.S. Weerarathne,712398938,786768782V,PB7658,Car,SID1122,10800,1190,7/5/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1104,7000,1191,7/5/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1109,7400,1192,7/5/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1123,7300,1193,10/5/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1108,10500,1194,10/5/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1120,8300,1195,11/5/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1113,9700,1196,11/5/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1105,11200,1197,11/5/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1102,8200,1198,12/5/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1118,7700,1199,12/5/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1106,9600,1200,13/5/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1114,9800,1201,13/5/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1101,7500,1202,13/5/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1111,6500,1203,14/5/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1119,10100,1204,14/5/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1117,7900,1205,17/5/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1106,9600,1206,17/5/2021
-1785,L.M. Peiris,766427387,908623872V,ABC293,Car,SID1113,9700,1207,17/5/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1103,6800,1208,18/5/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1122,10800,1209,18/5/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1110,8100,1210,18/5/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1123,7300,1211,19/5/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1121,8700,1212,19/5/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1107,8500,1213,20/5/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1119,10100,1214,20/5/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1120,8300,1215,20/5/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1103,6800,1216,20/5/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1118,7700,1217,21/5/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1103,6800,1218,21/5/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1109,7400,1219,21/5/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1122,10800,1220,24/5/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1104,7000,1221,24/5/2021
-1775,T.L. Jayarathne,768383393,678798771V,AP9840,Car,SID1117,7900,1222,25/5/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1105,11200,1223,25/5/2021
-1800,S.K. Peiris,775876467,983231983V,SW237,Car,SID1108,10500,1224,25/5/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1114,9800,1225,26/5/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1123,7300,1226,26/5/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1102,8200,1227,27/5/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1118,7700,1228,27/5/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1122,10800,1229,27/5/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1119,10100,1230,28/5/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1123,7300,1231,28/5/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1101,7500,1232,31/5/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1116,7600,1233,31/5/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1107,8500,1234,31/5/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1103,6800,1235,1/6/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1116,7600,1236,1/6/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1104,7000,1237,2/6/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1113,9700,1238,2/6/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1121,8700,1239,2/6/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1103,6800,1240,3/6/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1114,9800,1241,3/6/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1118,7700,1242,4/6/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1105,11200,1243,4/6/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1111,6500,1244,4/6/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1115,9300,1245,7/6/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1123,7300,1246,7/6/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1110,8100,1247,8/6/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1117,7900,1248,8/6/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1106,9600,1249,8/6/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1117,7900,1250,9/6/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1119,10100,1251,9/6/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1104,7000,1252,9/6/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1121,8700,1253,9/6/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1109,7400,1254,10/6/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1120,8300,1255,10/6/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1101,7500,1256,10/6/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1118,7700,1257,11/6/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1102,8200,1258,11/6/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1114,9800,1259,14/6/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1122,10800,1260,14/6/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1105,11200,1261,14/6/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1116,7600,1262,15/6/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1102,8200,1263,15/6/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1107,8500,1264,16/6/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1120,8300,1265,16/6/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1111,6500,1266,16/6/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1123,7300,1267,17/6/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1110,8100,1268,17/6/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1123,7300,1269,17/6/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1117,7900,1270,18/6/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1108,10500,1271,18/6/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1121,8700,1272,21/6/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1118,7700,1273,21/6/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1112,8400,1274,21/6/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1104,7000,1275,22/6/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1110,8100,1276,22/6/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1119,10100,1277,23/6/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1114,9800,1278,23/6/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1109,7400,1279,23/6/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1113,9700,1280,24/6/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1122,10800,1281,24/6/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1103,6800,1282,25/6/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1120,8300,1283,25/6/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1111,6500,1284,25/6/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1123,7300,1285,28/6/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1106,9600,1286,28/6/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1123,7300,1287,29/6/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1115,9300,1288,29/6/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1108,10500,1289,29/6/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1121,8700,1290,30/6/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1107,8500,1291,30/6/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1116,7600,1292,1/7/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1122,10800,1293,1/7/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1103,6800,1294,1/7/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1119,10100,1295,2/7/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1112,8400,1296,2/7/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1105,11200,1297,5/7/2021
-1803,D.P. Jayawardena,779283986,929178161V,HKL239,Car,SID1109,7400,1298,5/7/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1123,7300,1299,5/7/2021
-1804,B.P. Ariyadasa,765543516,867354217V,AK9766,Car,SID1105,11200,1300,6/7/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1118,7700,1301,6/7/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1122,10800,1302,7/7/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1102,8200,1303,7/7/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1120,8300,1304,7/7/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1102,8200,1305,8/7/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1114,9800,1306,8/7/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1111,6500,1307,9/7/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1122,10800,1308,9/7/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1121,8700,1309,9/7/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1103,6800,1310,12/7/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1122,10800,1311,12/7/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1110,8100,1312,12/7/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1106,9600,1313,12/7/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1111,6500,1314,13/7/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1123,7300,1315,13/7/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1108,10500,1316,13/7/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1112,8400,1317,14/7/2021
-1780,W.J. Rathnasiri,763949203,673838219V,SH2923,Car,SID1120,8300,1318,14/7/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1101,7500,1319,15/7/2021
-1803,D.P. Jayawardena,779283986,929178161V,HKL239,Car,SID1109,7400,1320,15/7/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1117,7900,1321,15/7/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1122,10800,1322,16/7/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1113,9700,1323,16/7/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1107,8500,1324,19/7/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1111,6500,1325,19/7/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1104,7000,1326,19/7/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1122,10800,1327,20/7/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1115,9300,1328,20/7/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1102,8200,1329,21/7/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1123,7300,1330,21/7/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1118,7700,1331,21/7/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1112,8400,1332,22/7/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1110,8100,1333,22/7/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1114,9800,1334,23/7/2021
-1788,M.S. Weerarathne,712398938,786768782V,PB7658,Car,SID1105,11200,1335,23/7/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1120,8300,1336,23/7/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1106,9600,1337,23/7/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1122,10800,1338,26/7/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1102,8200,1339,26/7/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1105,11200,1340,26/7/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1122,10800,1341,27/7/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1116,7600,1342,27/7/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1103,6800,1343,28/7/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1121,8700,1344,28/7/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1118,7700,1345,28/7/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1103,6800,1346,29/7/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1116,7600,1347,29/7/2021
-1803,D.P. Jayawardena,779283986,929178161V,HKL239,Car,SID1109,7400,1348,30/7/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1112,8400,1349,30/7/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1114,9800,1350,30/7/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1113,9700,1351,2/8/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1102,8200,1352,2/8/2021
-1805,M.U. Kodikara,718256172,957281711V,LR4829,Car,SID1108,10500,1353,3/8/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1114,9800,1354,3/8/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1122,10800,1355,3/8/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1110,8100,1356,4/8/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1123,7300,1357,4/8/2021
-1775,T.L. Jayarathne,768383393,678798771V,AP9840,Car,SID1111,6500,1358,5/8/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1107,8500,1359,5/8/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1102,8200,1360,5/8/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1118,7700,1361,6/8/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1107,8500,1362,6/8/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1110,8100,1363,9/8/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1103,6800,1364,9/8/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1117,7900,1365,9/8/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1102,8200,1366,9/8/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1121,8700,1367,10/8/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1106,9600,1368,10/8/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1118,7700,1369,10/8/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1120,8300,1370,11/8/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1116,7600,1371,11/8/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1123,7300,1372,12/8/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1111,6500,1373,12/8/2021
-1799,K.D. Fernando,785676528,937268177V,PLA298,Car,SID1104,7000,1374,12/8/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1118,7700,1375,12/8/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1105,11200,1376,13/8/2012
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1114,9800,1377,13/8/2012
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1109,7400,1378,13/8/2012
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1122,10800,1379,16/8/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1110,8100,1380,16/8/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1106,9600,1381,17/8/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1101,7500,1382,17/8/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1117,7900,1383,17/8/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1103,6800,1384,18/8/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1115,9300,1385,18/8/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1121,8700,1386,18/8/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1113,9700,1387,18/8/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1106,9600,1388,19/8/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1111,6500,1389,19/8/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1112,8400,1390,20/8/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1103,6800,1391,20/8/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1122,10800,1392,20/8/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1119,10100,1393,23/8/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1111,6500,1394,23/8/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1118,7700,1395,24/8/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1102,8200,1396,24/8/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1123,7300,1397,24/8/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1114,9800,1398,25/8/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1123,7300,1399,25/8/2021
-1766,A.L. Perera,763838383,806576578V,KD9372,Car,SID1110,8100,1400,26/8/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1117,7900,1401,26/8/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1122,10800,1402,26/8/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1103,6800,1403,27/8/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1107,8500,1404,27/8/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1120,8300,1405,30/8/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1113,9700,1406,30/8/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1109,7400,1407,30/8/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1118,7700,1408,30/8/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1121,8700,1409,31/8/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1103,6800,1410,31/8/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1118,7700,1411,1/9/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1107,8500,1412,1/9/2021
-1806,D.D. Rathdeniya,752718916,948237181V,PMY829,Car,SID1111,6500,1413,1/9/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1105,11200,1414,2/9/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1117,7900,1415,2/9/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1122,10800,1416,3/9/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1106,9600,1417,3/9/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1122,10800,1418,6/9/2021
-1769,W.A. Rathnayaka,729494949,904774488V,PR3535,Car,SID1114,9800,1419,6/9/2021
-1802,P.A. Wimalasooriya,762812917,852398171V,HAP239,Car,SID1117,7900,1420,7/9/2021
-1806,D.D. Rathdeniya,752718916,948237181V,PMY829,Car,SID1105,11200,1421,7/9/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1118,7700,1422,7/9/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1112,8400,1423,8/9/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1120,8300,1424,8/9/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1101,7500,1425,8/9/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1118,7700,1426,8/9/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1102,8200,1427,9/9/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1123,7300,1428,9/9/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1121,8700,1429,9/9/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1110,8100,1430,10/9/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1117,7900,1431,10/9/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1122,10800,1432,13/9/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1108,10500,1433,13/9/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1103,6800,1434,13/9/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1111,6500,1435,14/9/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1102,8200,1436,14/9/2021
-1806,D.D. Rathdeniya,752718916,948237181V,PMY829,Car,SID1104,7000,1437,15/9/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1118,7700,1438,15/9/2021
-1791,A.P. Perera,777981678,907289167V,AS8728,Car,SID1106,9600,1439,15/9/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1121,8700,1440,15/9/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1102,8200,1441,16/9/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1117,7900,1442,16/9/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1103,6800,1443,16/9/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1114,9800,1444,17/9/2021
-1793,J.A. Perera,771892938,681298127V,ALP1289,Car,SID1108,10500,1445,17/9/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1122,10800,1446,20/9/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1106,9600,1447,20/9/2021
-1807,B.A. Jayawardena,762572516,972361572V,YGF284,Car,SID1118,7700,1448,20/9/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1102,8200,1449,21/9/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1113,9700,1450,21/9/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1101,7500,1451,21/9/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1103,6800,1452,21/9/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1122,10800,1453,22/9/2021
-1808,F.P. De Silva,773273618,792386151V,SUE727,Car,SID1110,8100,1454,22/9/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1124,,1455,22/9/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1102,8200,1456,23/9/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1111,6500,1457,23/9/2021
-1809,U.L. Jayawardena,743492831,993732938V,EDI248,Car,SID1115,9300,1458,23/9/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1109,7400,1459,23/9/2021
-1806,D.D. Rathdeniya,752718916,948237181V,PMY829,Car,SID1117,7900,1460,24/9/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1105,11200,1461,24/9/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1121,8700,1462,24/9/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1116,7600,1463,24/9/2021
-1798,A.N. Weerakon,119849372,874218723V,BHP283,Car,SID1101,7500,1464,27/9/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1118,7700,1465,27/9/2021
-1796,S.P. De Silva,757312989,962498416V,AL3498,Car,SID1122,10800,1466,28/9/2021
-1787,M.A. Jayawardena,725273789,907875758V,PD8769,Car,SID1115,9300,1467,28/9/2021
-1774,D.H. Siriwardena,113784802,929872764V,RMO39,Car,SID1112,8400,1468,28/9/2021
-1807,B.A. Jayawardena,762572516,972361572V,YGF284,Car,SID1120,8300,1469,29/9/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1113,9700,1470,29/9/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1109,7400,1471,29/9/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1102,8200,1472,29/9/2021
-1808,F.P. De Silva,773273618,792386151V,SUE727,Car,SID1117,7900,1473,30/9/2021
-1772,W.L. Fernando,728383849,828798793V,SK3902,Car,SID1102,8200,1474,30/9/2021
-1767,T.M. Jayawardena,707374774,937867861V,PTA830,Car,SID1114,9800,1475,30/9/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1120,8300,1476,30/9/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1116,7600,1477,30/9/2021
-1809,U.L. Jayawardena,743492831,993732938V,EDI248,Car,SID1108,10500,1478,1/10/2021
-1792,D.L. Apuhamy,772928190,958282018V,AGB279,Car,SID1111,6500,1479,1/10/2021
-1770,T.S. Peiris,318484848,583899874V,SM3423,Car,SID1102,8200,1480,1/10/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1110,8100,1481,4/10/2021
-1790,D.B. Kumarasiri,786587658,896876845V,ALD980,Car,SID1108,10500,1482,4/10/2021
-1797,R.T. Gajanayaka,119440934,873249816V,DPS980,Car,SID1120,8300,1483,4/10/2021
-1794,J.D. Jayakody,792329020,914394884V,ES4834,Car,SID1115,9300,1484,4/10/2021
-1789,P.D. Peiris,726738794,921273870V,GDA82,Car,SID1121,8700,1485,4/10/2021
-1777,L.N. Rodrigo,773833930,837483474V,TLR938,Car,SID1118,7700,1486,5/10/2021
-1806,D.D. Rathdeniya,752718916,948237181V,PMY829,Car,SID1103,6800,1487,5/10/2021
-1765,S.D. Weerarathne,785587847,673710286V,BGA124,Car,SID1117,7900,1488,5/10/2021
-1778,S.R. Kasthuriarachchi,118484491,706388391V,MD924,Car,SID1122,10800,1489,6/10/2021
-1801,A.B. Miranda,116876895,978798443V,ADC876,Car,SID1111,6500,1490,6/10/2021
-1779,G.M. Perera,773940272,893738389V,SP3892,Car,SID1104,7000,1491,6/10/2021
-1795,J.W. Fernando,773294891,934248489V,DSP324,Car,SID1119,10100,1492,6/10/2021
-1771,P.N. De Silva,773737335,787287362V,BL8392,Car,SID1114,9800,1493,6/10/2021
-1783,S.S. Somarathne,117658787,755887945V,ALU875,Car,SID1105,11200,1494,7/10/2021
-1793,J.A. Perera,771892938,681298127V,ALP128,Car,SID1110,8100,1495,7/10/2021
-1784,A.M. Fernando,774654656,857865534V,SLP987,Car,SID1112,8400,1496,7/10/2021
-1768,P.T. Kumarasiri,117448489,683536637V,ADL392,Car,SID1108,10500,1497,8/10/2021
-1782,L.D. Peiris,779798745,826768532V,KB8769,Car,SID1101,7500,1498,8/10/2021
-1775,T.L. Jayarathne,768383393,678798771V,AP9840,Car,SID1113,9700,1499,8/10/2021
-1773,C.A. Wanigasinghe,313748484,758989802V,PXG384,Car,SID1107,8500,1500,8/10/2021

Data/CustomerDatasetNew_4.csv

-CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceID,ServicePrice,ServiceQualityRating,ResponseTimeRating,CustomerServiceRating,InvoiceNo,InvoiceDate
-1765,S.D. Weerarathne,785587847,673710286V,3,BGA124,Car,SID1104,7000,4,4,5,1001,12/2/2021
-1766,A.L. Perera,763838383,806576578V,2,KD9372,Car,SID1107,7500,5,4,5,1002,12/2/2021
+CustomerID,CustomerName,MobileNumber,NIC,Distance(km),VehicleNo,VehicleType,ServiceID,ServicePrice,ServiceQualityRating,ResponseTimeRating,CustomerServiceRating,InvoiceNo,InvoiceDate
+1765,S.D. Weerarathne,785587847,673710286V,3,BGA124,Car,SID1104,7000,4,4,5,1001,13/2/2021
+1766,A.L. Perera,763838383,806576578V,2,KD9372,Car,SID1107,7500,5,4,5,1002,13/2/2021
 1767,T.M. Jayawardena,707374774,937867861V,3.5,PTA830,Car,SID1102,7100,5,5,4,1003,13/2/2021
 1768,P.T. Kumarasiri,117448489,683536637V,4,ADL392,Car,SID1115,13000,1,1,1,1004,13/2/2021
 1769,W.A. Rathnayaka,729494949,904774488V,2.5,PR3535,Car,SID1101,7500,4,5,5,1005,13/2/2021
@@ -11,6 +11,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1774,D.H. Siriwardena,113784802,929872764V,6,RMO39,Car,SID1110,7200,4,4,5,1010,15/2/2021
 1775,T.L. Jayarathne,768383393,678798771V,4,AP9840,Car,SID1113,15000,1,1,1,1011,15/2/2021
 1776,L.N. Rodrigo,773833930,837483474V,3,TLR938,Car,SID1116,7600,4,4,5,1012,17/2/2021
+1767,T.M. Jayawardena,707374774,937867861V,3.5,PTA830,Car,SID1102,10000000,5,5,4,1003,17/2/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,1.5,MD924,Car,SID1112,7400,4,5,4,1013,17/2/2021
 1778,G.M. Perera,773940272,893738389V,2,SP3892,Car,SID1104,7000,5,4,4,1014,17/2/2021
 1779,W.J. Rathnasiri,763949203,673838219V,3,SH2923,Car,SID1105,7100,4,5,4,1015,18/2/2021
@@ -21,17 +22,20 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1769,W.A. Rathnayaka,729494949,904774488V,4,PR3535,Car,SID1120,7200,5,5,5,1020,22/2/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,2.7,PXG384,Car,SID1115,7300,4,4,5,1021,22/2/2021
 1766,A.L. Perera,763838383,806576578V,3,KD9372,Car,SID1106,7400,4,4,5,1022,23/2/2021
+1769,W.A. Rathnayaka,729494949,904774488V,2.5,PR3535,Car,SID1101,800000,4,5,5,1005,23/2/2021
 1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,7500,4,5,4,1023,23/2/2021
 1774,D.H. Siriwardena,113784802,929872764V,6,RMO39,Car,SID1109,7100,5,4,4,1024,23/2/2021
 1776,L.N. Rodrigo,773833930,837483474V,4.5,TLR938,Car,SID1103,7600,4,5,5,1025,23/2/2021
 1772,W.L. Fernando,728383849,828798793V,3,SK3902,Car,SID1110,7100,5,4,4,1026,24/2/2021
 1768,P.T. Kumarasiri,117448489,683536637V,2.5,ADL392,Car,SID1113,15000,1,1,1,1027,24/2/2021
+1771,P.N. De Silva,773737335,787287362V,4,BL8392,Car,SID1103,140000,5,4,4,1007,24/2/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,6,MD924,Car,SID1104,7400,5,4,4,1028,25/2/2021
 1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1117,7000,5,4,4,1029,25/2/2021
 1780,P.M. Wikramasinghe,758384949,987748728V,5.2,SR3823,Car,SID1119,13500,1,1,1,1030,25/2/2021
 1769,W.A. Rathnayaka,729494949,904774488V,2,PR3535,Car,SID1119,7000,4,4,5,1031,26/2/2021
 1779,W.J. Rathnasiri,763949203,673838219V,5,SH2923,Car,SID1112,7300,5,4,4,1032,26/2/2021
 1781,L.D. Peiris,779798745,826768532V,7,KB8769,Car,SID1107,7500,4,5,5,1033,26/2/2021
+1776,L.N. Rodrigo,773833930,837483474V,3,TLR938,Car,SID1116,1500000,4,4,5,1012,26/2/2021
 1767,T.M. Jayawardena,707374774,937867861V,4,PTA830,Car,SID1118,7700,5,4,5,1034,26/2/2021
 1782,S.S. Somarathne,110665878,755887945V,2,ALU875,Car,SID1104,7000,4,5,5,1035,1/3/2021
 1771,P.N. De Silva,773737335,787287362V,3,BL8392,Car,SID1116,7100,4,5,5,1036,1/3/2021
@@ -39,12 +43,15 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1773,C.A. Wanigasinghe,313748484,758989802V,1.5,PXG384,Car,SID1106,7400,5,4,4,1038,2/3/2021
 1766,A.L. Perera,763838383,806576578V,3,KD9372,Car,SID1110,7100,5,4,4,1039,2/3/2021
 1769,W.A. Rathnayaka,729494949,904774488V,6,PR3535,Car,SID1107,7600,4,5,4,1040,2/3/2021
+1770,T.S. Peiris,318484848,583899874V,5,SM3423,Car,SID1108,7200,4,5,4,1006,14/2/2021
 1774,D.H. Siriwardena,113784802,929872764V,4,RMO39,Car,SID1113,7500,4,5,4,1041,2/3/2021
 1783,A.M. Fernando,774654656,857865534V,3,SLP987,Car,SID1105,7100,5,4,5,1042,3/3/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,200000,4,5,4,1023,3/3/2021
 1784,L.M. Peiris,766427387,908623872V,2.5,ABC293,Car,SID1111,13000,1,1,1,1043,3/3/2021
 1776,L.N. Rodrigo,773833930,837483474V,4,TLR938,Car,SID1108,7200,4,5,4,1044,3/3/2021
 1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10000,3,2,1,1045,4/3/2021
 1778,G.M. Perera,773940272,893738389V,2,SP3892,Car,SID1103,7200,4,4,5,1046,4/3/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1117,300000,5,4,4,1029,4/3/2021
 1767,T.M. Jayawardena,707374774,937867861V,6,PTA830,Car,SID1107,7500,5,4,4,1047,4/3/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,3,PXG384,Car,SID1104,7000,4,5,4,1048,4/3/2021
 1779,W.J. Rathnasiri,763949203,673838219V,6,SH2923,Car,SID1112,7200,4,5,5,1049,5/3/2021
@@ -77,6 +84,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1773,C.A. Wanigasinghe,313748484,758989802V,3,PXG384,Car,SID1121,7200,4,5,4,1076,16/3/2021
 1769,W.A. Rathnayaka,729494949,904774488V,1.5,PR3535,Car,SID1118,7500,4,5,5,1077,17/3/2021
 1788,J.A. Perera,771892938,681298127V,3,ALP128,Car,SID1122,7200,5,4,4,1078,17/3/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,1000000,4,5,4,1023,17/3/2021
 1765,S.D. Weerarathne,785587847,673710286V,4,BGA124,Car,SID1113,7100,4,4,5,1079,18/3/2021
 1782,S.S. Somarathne,110665878,755887945V,2,ALU875,Car,SID1108,7400,4,5,4,1080,18/3/2021
 1770,T.S. Peiris,318484848,583899874V,3.5,SM3423,Car,SID1119,7100,5,4,4,1081,18/3/2021
@@ -99,12 +107,14 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1771,P.N. De Silva,773737335,787287362V,3.5,BL8392,Car,SID1103,7200,4,5,4,1098,25/3/2021
 1778,G.M. Perera,773940272,893738389V,4,SP3892,Car,SID1114,7000,5,5,4,1099,26/3/2021
 1784,L.M. Peiris,766427387,908623872V,4,ABC293,Car,SID1108,14000,1,1,1,1100,26/3/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1101,1005000,5,5,4,1057,26/3/2021
 1782,S.S. Somarathne,110665878,755887945V,3,ALU875,Car,SID1121,7200,5,4,4,1101,26/3/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,2,PXG384,Car,SID1107,7500,4,4,5,1102,26/3/2021
 1781,L.D. Peiris,779798745,826768532V,4,KB8769,Car,SID1113,7200,4,5,4,1103,29/3/2021
 1765,S.D. Weerarathne,785587847,673710286V,5,BGA124,Car,SID1104,7000,5,5,4,1104,29/3/2021
 1767,T.M. Jayawardena,707374774,937867861V,4.2,PTA830,Car,SID1122,7500,4,5,5,1105,30/3/2021
 1776,L.N. Rodrigo,773833930,837483474V,5,TLR938,Car,SID1115,7300,5,4,4,1106,30/3/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,600000,4,5,4,1023,30/3/2021
 1766,A.L. Perera,763838383,806576578V,1.5,KD9372,Car,SID1106,7200,4,5,4,1107,30/3/2021
 1779,W.J. Rathnasiri,763949203,673838219V,2,SH2923,Car,SID1111,7500,5,4,5,1108,31/3/2021
 1783,A.M. Fernando,774654656,857865534V,4,SLP987,Car,SID1102,7200,4,5,5,1109,31/3/2021
@@ -113,7 +123,8 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1786,M.A. Jayawardena,725273789,907875758V,6,PD8769,Car,SID1117,7300,4,5,5,1112,1/4/2021
 1774,D.H. Siriwardena,113784802,929872764V,6,RMO39,Car,SID1110,7000,4,4,5,1113,1/4/2021
 1770,T.S. Peiris,318484848,583899874V,3.5,SM3423,Car,SID1119,7500,5,4,4,1114,2/4/2021
-1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10200,2,3,2,1045,4/3/2021
+1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10200,2,3,2,1045,2/4/2021
+1776,L.N. Rodrigo,773833930,837483474V,4,TLR938,Car,SID1108,1620000,4,5,4,1044,2/4/2021
 1792,S.P. De Silva,757312989,962498416V,4,AL3498,Car,SID1103,7100,4,5,5,1115,2/4/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,4,PXG384,Car,SID1118,7200,5,4,4,1116,2/4/2021
 1791,J.W. Fernando,773294891,934248489V,5,DSP324,Car,SID1106,7400,5,5,5,1117,5/4/2021
@@ -131,6 +142,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1765,S.D. Weerarathne,785587847,673710286V,4,BGA124,Car,SID1119,7100,4,5,5,1129,9/4/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,2.5,PXG384,Car,SID1110,7000,4,4,5,1130,9/4/2021
 1791,J.W. Fernando,773294891,934248489V,5,DSP324,Car,SID1106,7600,5,4,4,1131,12/4/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,300000,4,5,4,1023,12/4/2021
 1769,W.A. Rathnayaka,729494949,904774488V,3,PR3535,Car,SID1102,7200,5,5,4,1132,12/4/2021
 1783,A.M. Fernando,774654656,857865534V,6,SLP987,Car,SID1111,7500,5,4,5,1133,12/4/2021
 1766,A.L. Perera,763838383,806576578V,2.5,KD9372,Car,SID1103,7100,5,5,4,1134,12/4/2021
@@ -138,6 +150,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1772,W.L. Fernando,728383849,828798793V,2.5,SK3902,Car,SID1109,7400,4,5,5,1136,13/4/2021
 1787,P.D. Peiris,726738794,921273870V,7,GDA82,Car,SID1120,7200,5,4,4,1137,13/4/2021
 1792,S.P. De Silva,757312989,962498416V,4,AL3498,Car,SID1103,7100,4,5,5,1138,14/4/2021
+1770,T.S. Peiris,318484848,583899874V,3.5,SM3423,Car,SID1119,120000,5,4,4,1081,14/4/2021
 1774,D.H. Siriwardena,113784802,929872764V,4,RMO39,Car,SID1123,7300,4,5,4,1139,14/4/2021
 1765,S.D. Weerarathne,785587847,673710286V,5,BGA124,Car,SID1112,7600,5,5,4,1140,15/4/2021
 1780,P.M. Wikramasinghe,758384949,987748728V,5.2,SR3823,Car,SID1119,14500,1,1,1,1141,15/4/2021
@@ -159,6 +172,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1778,G.M. Perera,773940272,893738389V,3.5,SP3892,Car,SID1105,7300,5,5,4,1157,22/4/2021
 1783,A.M. Fernando,774654656,857865534V,2,SLP987,Car,SID1101,7100,5,5,4,1158,22/4/2021
 1786,M.A. Jayawardena,725273789,907875758V,3,PD8769,Car,SID1105,7400,5,5,4,1159,23/4/2021
+1776,L.N. Rodrigo,773833930,837483474V,6,TLR938,Car,SID1121,100000,5,4,4,1125,23/4/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,4,PXG384,Car,SID1104,7000,4,5,5,1160,23/4/2021
 1792,S.P. De Silva,757312989,962498416V,5,AL3498,Car,SID1103,7400,5,4,4,1161,23/4/2021
 1767,T.M. Jayawardena,707374774,937867861V,6,PTA830,Car,SID1101,7500,4,4,5,1162,23/4/2021
@@ -184,6 +198,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1773,C.A. Wanigasinghe,313748484,758989802V,6,PXG384,Car,SID1103,7300,4,4,5,1182,4/5/2021
 1780,P.M. Wikramasinghe,758384949,987748728V,5.2,SR3823,Car,SID1119,13500,1,1,1,1183,4/5/2021
 1792,S.P. De Silva,757312989,962498416V,4,AL3498,Car,SID1103,7400,4,5,4,1184,5/5/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,4000000,4,5,4,1023,5/5/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,4,MD924,Car,SID1115,7000,5,5,4,1185,5/5/2021
 1767,T.M. Jayawardena,707374774,937867861V,5,PTA830,Car,SID1111,7200,4,5,4,1186,6/5/2021
 1781,L.D. Peiris,779798745,826768532V,3,KB8769,Car,SID1105,7500,5,4,5,1187,6/5/2021
@@ -204,6 +219,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1776,L.N. Rodrigo,773833930,837483474V,5,TLR938,Car,SID1118,7000,4,5,5,1201,13/5/2021
 1765,S.D. Weerarathne,785587847,673710286V,2,BGA124,Car,SID1106,7100,5,4,4,1202,13/5/2021
 1790,J.D. Jayakody,792329020,914394884V,1.5,ES4834,Car,SID1114,7200,4,5,5,1203,14/5/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1106,3000000,4,4,5,1126,14/5/2021
 1771,P.N. De Silva,773737335,787287362V,4,BL8392,Car,SID1101,7500,5,5,4,1204,14/5/2021
 1795,D.L. Apuhamy,772928190,958282018V,5,AGB279,Car,SID1120,14300,1,1,1,1205,17/5/2021
 1792,S.P. De Silva,757312989,962498416V,2,AL3498,Car,SID1111,7100,4,4,5,1206,17/5/2021
@@ -215,6 +231,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1789,M.P. Kumararathne,758304811,642438728V,6,HE3920,Car,SID1105,13200,1,1,1,1212,19/5/2021
 1791,J.W. Fernando,773294891,934248489V,3,DSP324,Car,SID1106,7100,5,4,4,1213,20/5/2021
 1782,S.S. Somarathne,110665878,755887945V,3,ALU875,Car,SID1104,7500,4,5,4,1214,20/5/2021
+1776,L.N. Rodrigo,773833930,837483474V,6,TLR938,Car,SID1121,200000,5,4,4,1125,20/5/2021
 1784,L.M. Peiris,766427387,908623872V,4,ABC293,Car,SID1113,15000,1,1,1,1215,20/5/2021
 1788,J.A. Perera,771892938,681298127V,3,ALP128,Car,SID1123,7300,4,5,5,1216,20/5/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,2.5,MD924,Car,SID1121,7100,5,4,4,1217,21/5/2021
@@ -245,6 +262,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1780,P.M. Wikramasinghe,758384949,987748728V,5.2,SR3823,Car,SID1119,15000,1,1,1,1242,4/6/2021
 1767,T.M. Jayawardena,707374774,937867861V,2,PTA830,Car,SID1101,7500,4,5,5,1243,4/6/2021
 1778,G.M. Perera,773940272,893738389V,5,SP3892,Car,SID1117,7500,5,4,5,1244,4/6/2021
+1776,L.N. Rodrigo,773833930,837483474V,5,TLR938,Car,SID1118,1400000,4,5,5,1201,7/6/2021
 1783,A.M. Fernando,774654656,857865534V,5,SLP987,Car,SID1116,7100,4,5,5,1245,7/6/2021
 1793,R.T. Gajanayaka,119849372,874218723V,1,BHP283,Car,SID1107,7500,5,4,4,1246,7/6/2021
 1788,J.A. Perera,771892938,681298127V,5,ALP128,Car,SID1103,7200,4,5,5,1247,8/6/2021
@@ -296,12 +314,14 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1773,C.A. Wanigasinghe,313748484,758989802V,6.4,PXG384,Car,SID1122,7200,4,4,5,1292,1/7/2021
 1790,J.D. Jayakody,792329020,914394884V,2,ES4834,Car,SID1103,7000,4,4,4,1293,1/7/2021
 1783,A.M. Fernando,774654656,857865534V,3,SLP987,Car,SID1111,7500,5,5,4,1294,1/7/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,130000,4,5,4,1023,2/7/2021
 1787,P.D. Peiris,726738794,921273870V,4,GDA82,Car,SID1109,7100,4,4,5,1295,2/7/2021
 1793,R.T. Gajanayaka,119440934,873249816V,7,DPS980,Car,SID1123,7300,5,5,4,1296,2/7/2021
 1791,J.W. Fernando,773294891,934248489V,4,DSP324,Car,SID1123,7200,4,5,5,1297,5/7/2021
 1794,A.B. Miranda,116876895,978798443V,1,ADC876,Car,SID1115,7300,5,4,4,1298,5/7/2021
 1766,A.L. Perera,763838383,806576578V,5,KD9372,Car,SID1108,7100,4,5,4,1299,5/7/2021
 1772,W.L. Fernando,728383849,828798793V,1.5,SK3902,Car,SID1106,7500,5,4,4,1300,6/7/2021
+1776,L.N. Rodrigo,773833930,837483474V,4,TLR938,Car,SID1118,1050000,4,5,4,1224,6/7/2021
 1774,D.H. Siriwardena,113784802,929872764V,6,RMO39,Car,SID1110,7200,4,5,5,1301,6/7/2021
 1795,D.L. Apuhamy,772928190,958282018V,5,AGB279,Car,SID1120,15000,1,1,1,1302,7/7/2021
 1786,M.A. Jayawardena,725273789,907875758V,2,PD8769,Car,SID1105,7500,5,4,4,1303,7/7/2021
@@ -345,6 +365,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1766,A.L. Perera,763838383,806576578V,4,KD9372,Car,SID1122,7500,4,5,5,1341,27/7/2021
 1781,L.D. Peiris,779798745,826768532V,2,KB8769,Car,SID1115,7300,5,4,4,1342,27/7/2021
 1769,W.A. Rathnayaka,729494949,904774488V,5,PR3535,Car,SID1102,7200,4,4,5,1343,28/7/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1116,400000,5,5,4,1179,28/7/2021
 1778,G.M. Perera,773940272,893738389V,7,SP3892,Car,SID1123,7300,4,5,5,1344,28/7/2021
 1791,J.W. Fernando,773294891,934248489V,5,DSP324,Car,SID1118,7600,5,4,4,1345,28/7/2021
 1794,A.B. Miranda,762812917,852398171V,3,HAP239,Car,SID1122,7000,4,5,5,1346,29/7/2021
@@ -435,12 +456,14 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1792,S.P. De Silva,757312989,962498416V,4.5,AL3498,Car,SID1122,7400,4,5,4,1429,9/9/2021
 1787,P.D. Peiris,726738794,921273870V,1,GDA82,Car,SID1103,7100,5,4,4,1430,10/9/2021
 1782,S.S. Somarathne,110665878,755887945V,3,ALU875,Car,SID1107,7500,4,5,5,1431,10/9/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1116,1500000,5,5,4,1179,10/9/2021
 1774,D.H. Siriwardena,113784802,929872764V,6,RMO39,Car,SID1110,7200,4,4,5,1432,13/9/2021
 1765,S.D. Weerarathne,785587847,673710286V,6,BGA124,Car,SID1120,7300,5,5,4,1433,13/9/2021
 1771,P.N. De Silva,773737335,787287362V,2,BL8392,Car,SID1113,7300,4,4,5,1434,13/9/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,6,MD924,Car,SID1109,7400,5,4,4,1435,14/9/2021
 1788,J.A. Perera,771892938,681298127V,4,ALP1289,Car,SID1118,7100,5,5,4,1436,14/9/2021
 1794,A.B. Miranda,116876895,978798443V,2,ADC876,Car,SID1121,7600,4,4,5,1437,15/9/2021
+1767,T.M. Jayawardena,707374774,937867861V,1,PTA830,Car,SID1111,7500,5,4,4,1415,2/9/2021
 1791,J.W. Fernando,773294891,934248489V,5,DSP324,Car,SID1103,7200,5,5,4,1438,15/9/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,1,PXG384,Car,SID1118,7600,5,4,4,1439,15/9/2021
 1781,L.D. Peiris,779798745,826768532V,6,KB8769,Car,SID1107,7500,4,5,5,1440,15/9/2021
@@ -462,6 +485,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1778,G.M. Perera,773940272,893738389V,6,SP3892,Car,SID1112,7100,4,5,5,1455,22/9/2021
 1792,S.P. De Silva,757312989,962498416V,2,AL3498,Car,SID1120,7300,5,4,5,1456,23/9/2021
 1787,P.D. Peiris,726738794,921273870V,4,GDA82,Car,SID1101,7500,4,5,4,1457,23/9/2021
+1777,S.R. Kasthuriarachchi,118484491,706388391V,6,MD924,Car,SID1122,20000000,4,5,4,1371,11/8/2021
 1779,W.J. Rathnasiri,763949203,673838219V,3,SH2923,Car,SID1105,7100,4,5,5,1458,23/9/2021
 1765,S.D. Weerarathne,785587847,673710286V,3,BGA124,Car,SID1118,7400,5,5,4,1459,23/9/2021
 1788,J.A. Perera,771892938,681298127V,5,ALP1289,Car,SID1102,7200,5,4,5,1460,24/9/2021
@@ -498,6 +522,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1772,W.L. Fernando,728383849,828798793V,1.5,SK3902,Car,SID1106,7000,4,4,5,1490,6/10/2021
 1778,G.M. Perera,773940272,893738389V,6,SP3892,Car,SID1111,7500,5,4,5,1491,6/10/2021
 1777,S.R. Kasthuriarachchi,118484491,706388391V,5,MD924,Car,SID1109,7400,4,5,5,1492,6/10/2021
+1770,T.S. Peiris,318484848,583899874V,4,SM3423,Car,SID1116,200000,5,5,4,1179,6/10/2021
 1779,W.J. Rathnasiri,763949203,673838219V,3,SH2923,Car,SID1105,7300,5,5,4,1493,6/10/2021
 1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10500,3,1,2,1045,4/3/2021
 1782,S.S. Somarathne,110665878,755887945V,5,ALU875,Car,SID1104,7300,4,5,5,1494,7/10/2021
@@ -524,6 +549,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1790,J.D. Jayakody,792329020,914394884V,5,ES4834,Car,SID1115,7300,4,5,4,1515,14/10/2021
 1792,S.P. De Silva,757312989,962498416V,4,AL3498,Car,SID1103,7400,5,4,5,1516,15/10/2021
 1787,P.D. Peiris,726738794,921273870V,1,GDA82,Car,SID1121,7100,5,4,5,1517,15/10/2021
+1771,P.N. De Silva,773737335,787287362V,5,BL8392,Car,SID1101,120000,4,5,4,1023,15/10/2021
 1772,W.L. Fernando,728383849,828798793V,1.5,SK3902,Car,SID1106,7500,5,4,4,1518,15/10/2021
 1786,M.A. Jayawardena,725273789,907875758V,2.5,PD8769,Car,SID1105,7100,4,5,5,1519,15/10/2021
 1776,L.N. Rodrigo,773833930,837483474V,4,TLR938,Car,SID1118,7200,4,5,4,1520,18/10/2021
@@ -540,7 +566,8 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1788,J.A. Perera,771892938,681298127V,4,ALP128,Car,SID1110,7100,4,4,5,1531,20/10/2021
 1793,R.T. Gajanayaka,119849372,874218723V,3,BHP283,Car,SID1121,7000,5,5,4,1532,21/10/2021
 1783,A.M. Fernando,774654656,857865534V,2,SLP987,Car,SID1112,7400,5,4,4,1533,21/10/2021
-1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10100,2,1,3,1045,4/3/2021
+1767,T.M. Jayawardena,707374774,937867861V,3.5,PTA830,Car,SID1102,17000000,5,5,4,1003,21/10/2021
+1785,M.J. Padmasiri,729191108,679819183V,5,SDP612,Car,SID1115,10100,2,1,3,1045,21/10/2021
 1781,L.D. Peiris,779798745,826768532V,4,KB8769,Car,SID1101,7500,4,5,4,1534,21/10/2021
 1786,M.A. Jayawardena,725273789,907875758V,2,PD8769,Car,SID1105,7400,4,5,4,1535,22/10/2021
 1779,W.J. Rathnasiri,763949203,673838219V,3,SH2923,Car,SID1105,7100,4,4,4,1536,22/10/2021
@@ -550,6 +577,7 @@ CustomerID,CustomerName,MobileNumber,NIC,Distance,VehicleNo,VehicleType,ServiceI
 1770,T.S. Peiris,318484848,583899874V,5,SM3423,Car,SID1108,7200,4,5,4,1540,23/10/2021
 1775,T.L. Jayarathne,768383393,678798771V,2,AP9840,Car,SID1113,13000,1,1,1,1541,23/10/2021
 1794,A.B. Miranda,116876895,978798443V,4,ADC876,Car,SID1117,7100,4,5,5,1542,23/10/2021
+1769,W.A. Rathnayaka,729494949,904774488V,2,PR3535,Car,SID1118,1600000,5,4,4,1238,24/10/2021
 1773,C.A. Wanigasinghe,313748484,758989802V,6,PXG384,Car,SID1107,7500,4,4,5,1543,24/10/2021
 1791,J.W. Fernando,773294891,934248489V,5,DSP324,Car,SID1106,7200,5,5,4,1544,24/10/2021
-1793,R.T. Gajanayaka,119849372,874218723V,1,BHP283,Car,SID1106,7600,4,5,5,1545,24/10/2021
+1793,R.T. Gajanayaka,119849372,874218723V,1,BHP283,Car,SID1106,7600,4,5,5,1545,24/10/2021
\ No newline at end of file

User/views.py

@@ -654,18 +654,28 @@ def Customer_Frequency(request):
             # Loading the data
             df = pd.read_csv('Data/CustomerDatasetNew_4.csv')
 
+            # Data pre processing
+
             # Drop the missing data in dataframe
             df_data = df.dropna()
 
             # Convert the date field, InvoiceDate to datetime object
             df_data.InvoiceDate = pd.to_datetime(df_data.InvoiceDate)
 
-            ctm_bhvr_dt = df_data[(df_data.InvoiceDate < pd.Timestamp(2021, 12, 1))  # dataset End date
-                                  & (df_data.InvoiceDate >= pd.Timestamp(2021, 5, 1))].reset_index(
+            # Get least recent date
+            least_recent_date = pd.Timestamp((df_data.InvoiceDate).iloc[0])
+            updated_least_recent_date = least_recent_date.strftime('%Y,%d,%m')
+
+            # Get most recent date
+            most_recent_date = pd.Timestamp((df_data.InvoiceDate).iloc[-1])
+            updated_most_recent_date = most_recent_date.strftime('%Y,%d,%m')
+
+            ctm_bhvr_dt = df_data[(df_data.InvoiceDate < pd.Timestamp(updated_most_recent_date))  # dataset End date
+                                  & (df_data.InvoiceDate >= pd.Timestamp(updated_least_recent_date))].reset_index(
                 drop=True)  # dataset start date
 
-            ctm_next_quarter = df_data[(df_data.InvoiceDate < pd.Timestamp(2022, 3, 1))  # predict date Till
-                                       & (df_data.InvoiceDate >= pd.Timestamp(2021, 12, 1))].reset_index(
+            ctm_next_quarter = df_data[(df_data.InvoiceDate < pd.Timestamp(2022, 12, 1))  # predict date Till
+                                       & (df_data.InvoiceDate >= pd.Timestamp(updated_most_recent_date))].reset_index(
                 drop=True)  # dataset End date
 
             # Get the distinct customers in the dataframe ctm_bhvr_dt
@@ -674,44 +684,47 @@ def Customer_Frequency(request):
             # Rename the column to CustomerID.
             ctm_dt.columns = ['CustomerID']
 
-            # Create a dataframe with CustomerID and customers first purchase
-            ctm_1st_purchase_in_next_quarter = ctm_next_quarter.groupby('CustomerID').InvoiceDate.min().reset_index()
-            ctm_1st_purchase_in_next_quarter.columns = ['CustomerID', 'MinPurchaseDate']
+            # Create a dataframe with CustomerID and customers first service
+            ctm_1st_service_in_next_quarter = ctm_next_quarter.groupby('CustomerID').InvoiceDate.min().reset_index()
+            ctm_1st_service_in_next_quarter.columns = ['CustomerID', 'MinServiceDate']
 
-            # Create a dataframe with CustomerID and customers last purchase
-            ctm_last_purchase_bhvr_dt = ctm_bhvr_dt.groupby('CustomerID').InvoiceDate.max().reset_index()
-            ctm_last_purchase_bhvr_dt.columns = ['CustomerID', 'MaxPurchaseDate']
+            # Create a dataframe with CustomerID and customers last service
+            ctm_last_service_bhvr_dt = ctm_bhvr_dt.groupby('CustomerID').InvoiceDate.max().reset_index()
+            ctm_last_service_bhvr_dt.columns = ['CustomerID', 'MaxServiceDate']
 
             # Merge two dataframes
-            ctm_purchase_dates = pd.merge(ctm_last_purchase_bhvr_dt, ctm_1st_purchase_in_next_quarter, on='CustomerID',
+            ctm_service_dates = pd.merge(ctm_last_service_bhvr_dt, ctm_1st_service_in_next_quarter, on='CustomerID',
                                           how='left')
 
-            # Get the difference in days from MinPurchaseDate and MaxPurchaseDate for each customer
-            ctm_purchase_dates['NextPurchaseDay'] = (
-                    ctm_purchase_dates['MinPurchaseDate'] - ctm_purchase_dates['MaxPurchaseDate']).dt.days
+            # Get the difference in days from MinServiceDate and MaxServiceDate for each customer
+            ctm_service_dates['NextServiceDay'] = (
+                    ctm_service_dates['MinServiceDate'] - ctm_service_dates['MaxServiceDate']).dt.days
 
-            # Update the dataframe ctm_dt by merging it with the NextPurchaseDay column of the dataframe ctm_purchase_dates
-            ctm_dt = pd.merge(ctm_dt, ctm_purchase_dates[['CustomerID', 'NextPurchaseDay']], on='CustomerID',
+            # Update the dataframe ctm_dt by merging it with the NextServiceDay column of the dataframe ctm_service_dates
+            ctm_dt = pd.merge(ctm_dt, ctm_service_dates[['CustomerID', 'NextServiceDay']], on='CustomerID',
                               how='left')
-            # Fill all missing values in the dataset ctm_dt with the number 9999
+
+            # Fill all missing values in the dataset ctm_dt with 'Will not return' value
             ctm_dt = ctm_dt.fillna('Will not return')
 
             # Feature Engineering
+            # RFM Model
+
             # Recency
-            # Get the maximum purchase date of each customer and create a dataframe with it together with the customer's id.
-            ctm_max_purchase = ctm_bhvr_dt.groupby('CustomerID').InvoiceDate.max().reset_index()
-            ctm_max_purchase.columns = ['CustomerID', 'MaxPurchaseDate']
+            # Get the maximum service date of each customer and create a dataframe with it together with the customer's id.
+            ctm_max_service = ctm_bhvr_dt.groupby('CustomerID').InvoiceDate.max().reset_index()
+            ctm_max_service.columns = ['CustomerID', 'MaxServiceDate']
 
             # Find the recency of each customer in days
-            ctm_max_purchase['Recency'] = (
-                    ctm_max_purchase['MaxPurchaseDate'].max() - ctm_max_purchase['MaxPurchaseDate']).dt.days
+            ctm_max_service['Recency'] = (
+                    ctm_max_service['MaxServiceDate'].max() - ctm_max_service['MaxServiceDate']).dt.days
 
             # Find the recency in days
-            ctm_max_purchase['Recency'] = (
-                    ctm_max_purchase['MaxPurchaseDate'].max() - ctm_max_purchase['MaxPurchaseDate']).dt.days
+            ctm_max_service['Recency'] = (
+                    ctm_max_service['MaxServiceDate'].max() - ctm_max_service['MaxServiceDate']).dt.days
 
-            # Merge the dataframes ctm_dt and ctm_max_purchase[['CustomerID', 'Recency']] on the CustomerID column.
-            ctm_dt = pd.merge(ctm_dt, ctm_max_purchase[['CustomerID', 'Recency']], on='CustomerID')
+            # Merge the dataframes ctm_dt and ctm_max_service[['CustomerID', 'Recency']] on the CustomerID column.
+            ctm_dt = pd.merge(ctm_dt, ctm_max_service[['CustomerID', 'Recency']], on='CustomerID')
             Recency = ctm_dt.head()
 
             # Frequency
@@ -722,7 +735,7 @@ def Customer_Frequency(request):
             # Update the dataframe ctm_dt by merging it with the dataframe ctm_frequency
             ctm_dt = pd.merge(ctm_dt, ctm_frequency, on='CustomerID')
             Frequency = ctm_dt.head()
-            print(Frequency)
+            #print(Frequency)
             df_data['Revenue'] = df_data.ServicePrice
 
             # df_data['Revenue'] = df_data.UnitPrice * df_data.Quantity
@@ -736,7 +749,7 @@ def Customer_Frequency(request):
             pntge = (singlecustoemrvalue / totalALlcustomervalue) * 100
             sss = pd.DataFrame(pntge, columns=['persontageImpact'])
             xxx = sss.head()
-            print(xxx)
+            #print(xxx)
             ctm_dt = pd.merge(ctm_dt, sss, on='CustomerID')
             Frequency = ctm_dt.head()
             df2 = pd.read_csv('Data/CustomerDatasetNew_4.csv')
@@ -746,7 +759,7 @@ def Customer_Frequency(request):
             df0 = df0.groupby('CustomerID')[
                 'ServicePrice', 'ServiceQualityRating', 'ResponseTimeRating', 'CustomerServiceRating'].sum()
             df0 = pd.merge(df0, Frequency, on='CustomerID')
-            print(df0)
+            #print(df0)
             x = df0[['ServicePrice', 'ServiceQualityRating', 'ResponseTimeRating', 'CustomerServiceRating']]
             y = df0[['Frequency']]
             # split dataset for train and test
@@ -760,7 +773,7 @@ def Customer_Frequency(request):
             customerid = myForm.cleaned_data['customerid']
             dfz = ctm_dt[(ctm_dt["CustomerID"] == customerid)]
             Frequency = dfz.head(1)
-            print(Frequency)
+            #print(Frequency)
             df = Frequency
             json_records = df.reset_index().to_json(orient='records')
             arr = json.loads(json_records)

templates/Admin/Customer_Frequency.html

@@ -86,7 +86,7 @@
                                 <tr>
                                     <th>Customer ID  </th>
                                     <th>Customer Name  </th>
-                                    <th>Next Purchase In </th>
+                                    <th>Next Service In </th>
                                     <th>Purchased Frequency </th>
                                     <th>Impact on Profitability </th>
                                 </tr>
@@ -97,7 +97,7 @@
                                 <tr>
                                     <td>{{i.CustomerID}} </td>
                                     <td>{{i.CustomerName}} </td>
-                                    <td>{{i.NextPurchaseDay}} </td>
+                                    <td>{{i.NextServiceDay}} </td>
                                     <td>{{i.Frequency}} </td>
                                     <td>{{i.persontageImpact}} % </td>
                                 </tr>