% String datetime information extracted to numeric columns.Trip Record Data provided by the New York City Taxi and Limousine Commission (TLC) [http://www.nyc.gov/html/tlc/html/about/trip_record_data.shtml]. The dataset includes TLC trips of the green line in December 2016. Data was downloaded on 03.11.2018. For a description of all variables in the dataset checkout the TLC homepage [http://www.nyc.gov/html/tlc/downloads/pdf/data_dictionary_trip_records_green.pdf]. The variable 'tip_amount' was chosen as target variable. The variable 'total_amount' is ignored by default, otherwise the target could be predicted deterministically. The date variables 'lpep_pickup_datetime' and 'lpep_dropoff_datetime' (ignored by default) could be used to compute additional time features. In this version, we chose only trips with 'payment_type' == 1 (credit card), as tips are not included for most other payment types. We also removed the variables 'trip_distance' and 'fare_amount' to increase the importance of the categorical features 'PULocationID' and 'DOLocationID'.
@RELATION nyc-taxi-green-dec-2016

@ATTRIBUTE VendorID {1, 2}
@ATTRIBUTE store_and_fwd_flag {N, Y}
@ATTRIBUTE RatecodeID {1, 2, 3, 4, 5}
@ATTRIBUTE PULocationID {1, 3, 5, 6, 7, 8, 9, 10, 11, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 85, 86, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 101, 102, 106, 107, 108, 111, 112, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 138, 139, 141, 142, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 177, 178, 179, 180, 181, 182, 183, 184, 185, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 200, 202, 203, 204, 205, 206, 207, 208, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 262, 263, 264, 265}
@ATTRIBUTE DOLocationID {1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 100, 101, 102, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265}
@ATTRIBUTE passenger_count REAL
@ATTRIBUTE extra {0, 0.22, 0.5, 1, 4.5}
@ATTRIBUTE mta_tax {-0.5, 0, 0.5}
@ATTRIBUTE tip_amount REAL
@ATTRIBUTE tolls_amount REAL
@ATTRIBUTE improvement_surcharge {-0.3, 0, 0.3}
@ATTRIBUTE total_amount REAL
@ATTRIBUTE trip_type {1, 2}
@ATTRIBUTE lpep_pickup_datetime_day INTEGER
@ATTRIBUTE lpep_pickup_datetime_hour INTEGER
@ATTRIBUTE lpep_pickup_datetime_minute INTEGER
@ATTRIBUTE lpep_dropoff_datetime_day INTEGER
@ATTRIBUTE lpep_dropoff_datetime_hour INTEGER
@ATTRIBUTE lpep_dropoff_datetime_minute INTEGER

@DATA
2,N,1,92,171,1.0,0.5,0.5,1.06,0.0,0.3,6.36,1,1,0,52,1,0,54
2,N,1,75,238,2.0,0.5,0.5,1.7,0.0,0.3,8.5,1,1,0,10,1,0,14
2,N,1,166,151,1.0,0.5,0.5,1.74,0.0,0.3,7.54,1,1,0,12,1,0,15
2,N,1,166,42,1.0,0.5,0.5,2.16,0.0,0.3,12.96,1,1,0,29,1,0,39
2,N,1,42,151,1.0,0.5,0.5,0.0,0.0,0.3,12.3,1,1,0,42,1,0,52
2,N,1,65,49,1.0,0.5,0.5,2.16,0.0,0.3,12.96,1,1,0,10,1,0,19
2,N,1,256,37,1.0,0.5,0.5,3.99,0.0,0.3,17.29,1,1,0,59,1,1,11
2,N,1,95,10,1.0,0.5,0.5,2.86,0.0,0.3,17.16,1,1,0,52,1,1,2
2,N,1,244,238,1.0,0.5,0.5,0.0,0.0,0.3,15.8,1,1,0,0,1,0,13
2,N,1,92,73,1.0,0.5,0.5,1.56,0.0,0.3,9.36,1,1,0,33,1,0,39
2,N,1,223,223,1.0,0.5,0.5,0.0,5.54,0.3,60.34,1,1,0,4,1,0,51
2,N,1,223,129,1.0,0.5,0.5,0.0,0.0,0.3,11.3,1,1,0,59,1,1,10
2,N,1,25,17,1.0,0.5,0.5,2.06,0.0,0.3,12.36,1,1,0,16,1,0,26
2,N,1,7,224,1.0,0.5,0.5,3.66,0.0,0.3,21.96,1,1,0,43,1,1,0
2,N,1,74,247,1.0,0.5,0.5,3.32,0.0,0.3,16.62,1,1,0,19,1,0,30
2,N,1,41,42,1.0,0.5,0.5,0.0,0.0,0.3,6.3,1,1,0,56,1,0,58
2,N,1,7,193,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,50,1,0,54
2,N,1,74,24,1.0,0.5,0.5,1.96,0.0,0.3,11.76,1,1,0,9,1,0,17
2,N,1,41,116,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,34,1,0,38
2,N,1,255,256,1.0,0.5,0.5,1.74,0.0,0.3,7.54,1,1,0,1,1,0,4
2,N,1,255,255,1.0,0.5,0.5,1.0,0.0,0.3,6.8,1,1,0,8,1,0,11
2,N,1,255,33,1.0,0.5,0.5,3.06,0.0,0.3,18.36,1,1,0,40,1,0,53
2,N,1,166,116,1.0,0.5,0.5,1.96,0.0,0.3,11.76,1,1,0,34,1,0,43
2,N,1,82,82,1.0,0.5,0.5,0.2,0.0,0.3,6.0,1,1,0,38,1,0,42
2,N,1,82,129,1.0,0.5,0.5,3.0,0.0,0.3,11.8,1,1,0,52,1,0,58
2,N,1,7,7,1.0,0.5,0.5,2.36,0.0,0.3,14.16,1,1,0,49,2,0,0
2,N,1,255,80,1.0,0.5,0.5,2.08,0.0,0.3,10.38,1,1,0,5,1,0,12
2,N,1,255,255,1.0,0.5,0.5,1.59,0.0,0.3,6.89,1,1,0,21,1,0,24
2,N,1,255,249,1.0,0.5,0.5,3.96,0.0,0.3,23.76,1,1,0,34,1,0,55
2,N,1,255,225,1.0,0.5,0.5,1.0,0.0,0.3,17.8,1,1,0,14,1,0,32
2,N,1,255,255,1.0,0.5,0.5,1.59,0.0,0.3,6.89,1,1,0,58,1,1,1
2,N,1,168,159,1.0,0.5,0.5,1.46,0.0,0.3,8.76,1,1,0,5,1,0,10
2,N,1,7,226,1.0,0.5,0.5,1.46,0.0,0.3,8.76,1,1,0,0,1,0,6
2,N,1,49,37,1.0,0.5,0.5,3.26,0.0,0.3,19.56,1,1,0,2,1,0,20
2,N,1,225,17,1.0,0.5,0.5,1.46,0.0,0.3,8.76,1,1,0,22,1,0,26
2,N,1,7,42,1.0,0.5,0.5,2.0,0.0,0.3,30.8,1,1,0,27,1,0,54
2,N,1,223,223,5.0,0.5,0.5,1.16,0.0,0.3,6.96,1,1,0,21,1,0,24
2,N,1,223,223,5.0,0.5,0.5,1.58,0.0,0.3,7.88,1,1,0,39,1,0,44
2,N,1,255,80,1.0,0.5,0.5,1.46,0.0,0.3,8.76,1,1,0,9,1,0,15
2,N,1,255,80,1.0,0.5,0.5,2.04,0.0,0.3,8.84,1,1,0,24,1,0,28
2,N,1,255,48,1.0,0.5,0.5,6.7,0.0,0.3,33.5,1,1,0,47,1,1,15
2,N,1,95,135,1.0,0.5,0.5,3.0,0.0,0.3,12.8,1,1,0,3,1,0,13
2,N,1,247,119,2.0,0.5,0.5,1.16,0.0,0.3,6.96,1,1,0,37,1,0,41
2,N,1,255,256,1.0,0.5,0.5,1.7,0.0,0.3,8.5,1,1,0,19,1,0,25
2,N,1,166,238,5.0,0.5,0.5,1.86,0.0,0.3,11.16,1,1,0,51,1,0,58
2,N,1,130,134,1.0,0.5,0.5,0.0,0.0,0.3,8.3,1,1,0,20,1,0,25
2,N,1,130,205,1.0,0.5,0.5,2.66,0.0,0.3,15.96,1,1,0,38,1,0,49
2,N,1,256,106,1.0,0.5,0.5,4.36,0.0,0.3,26.16,1,1,0,14,1,0,36
2,N,1,41,116,1.0,0.5,0.5,2.34,0.0,0.3,10.14,1,1,0,48,1,0,55
2,N,1,127,153,1.0,0.5,0.5,0.96,0.0,0.3,5.76,1,1,0,22,1,0,25
2,N,1,82,129,4.0,0.5,0.5,0.0,0.0,0.3,9.3,1,1,0,14,1,0,23
2,N,1,43,234,1.0,0.5,0.5,2.86,0.0,0.3,17.16,1,1,0,15,1,0,26
2,N,1,256,36,1.0,0.5,0.5,3.7,0.0,0.3,18.5,1,1,0,53,1,1,10
2,N,1,7,260,1.0,0.5,0.5,0.0,0.0,0.3,11.8,1,1,0,11,1,0,18
2,N,1,80,36,1.0,0.5,0.5,3.16,0.0,0.3,18.96,1,1,0,11,1,0,28
2,N,1,255,112,2.0,0.5,0.5,3.0,0.0,0.3,10.8,1,1,0,19,1,0,24
2,N,1,25,255,2.0,0.5,0.5,2.5,0.0,0.3,19.8,1,1,0,52,1,1,6
2,N,1,260,7,1.0,0.5,0.5,1.2,0.0,0.3,9.0,1,1,0,37,1,0,42
2,N,1,41,74,1.0,0.5,0.5,1.06,0.0,0.3,6.36,1,1,0,3,1,0,6
2,N,1,74,59,1.0,0.5,0.5,0.0,0.0,0.3,21.8,1,1,0,42,1,1,0
2,N,1,244,41,1.0,0.5,0.5,2.0,0.0,0.3,16.3,1,1,0,9,1,0,22
2,N,5,129,129,1.0,0,0,0.0,0.0,0,12.0,2,1,0,7,1,0,7
2,N,1,129,260,1.0,0.5,0.5,1.86,0.0,0.3,11.16,1,1,0,33,1,0,41
2,N,1,129,70,1.0,0.5,0.5,1.46,0.0,0.3,8.76,1,1,0,55,1,1,0
2,N,1,75,43,1.0,0.5,0.5,1.56,0.0,0.3,9.36,1,1,0,5,1,0,11
2,N,1,250,213,1.0,0.5,0.5,0.0,0.0,0.3,7.8,1,1,0,38,1,0,45
2,N,1,17,48,1.0,0.5,0.5,5.86,0.0,0.3,35.16,1,1,0,22,1,0,50
2,N,1,256,144,3.0,0.5,0.5,2.82,0.0,0.3,14.12,1,1,0,42,1,0,50
2,N,1,82,129,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,44,1,0,48
2,N,1,7,7,1.0,0.5,0.5,1.66,0.0,0.3,9.96,1,1,0,30,1,0,37
2,N,1,78,248,1.0,0.5,0.5,2.0,0.0,0.3,7.3,1,1,0,25,1,0,27
2,N,1,42,41,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,15,1,0,20
2,N,1,166,75,2.0,0.5,0.5,2.0,0.0,0.3,12.3,1,1,0,17,1,0,27
2,N,1,41,168,2.0,0.5,0.5,1.0,0.0,0.3,10.8,1,1,0,40,1,0,50
2,N,1,25,17,1.0,0.5,0.5,0.0,0.0,0.3,12.8,1,1,0,27,1,0,40
2,N,1,255,181,1.0,0.5,0.5,2.0,0.0,0.3,27.8,1,1,0,2,1,0,25
2,N,1,97,255,1.0,0.5,0.5,3.2,0.0,0.3,18.0,1,1,0,45,1,0,56
2,N,1,189,49,1.0,0.5,0.5,1.56,0.0,0.3,11.31,1,1,0,58,1,1,4
2,N,1,7,7,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,4,1,0,8
2,N,1,7,223,1.0,0.5,0.5,1.1,0.0,0.3,8.4,1,1,0,19,1,0,25
2,N,1,181,61,1.0,0.5,0.5,2.36,0.0,0.3,14.16,1,1,0,0,1,0,13
2,N,1,25,37,1.0,0.5,0.5,2.96,0.0,0.3,17.76,1,1,0,40,1,0,56
2,N,1,166,47,1.0,0.5,0.5,0.0,0.0,0.3,17.8,1,1,0,36,1,0,53
2,N,1,223,223,5.0,0.5,0.5,2.49,0.0,0.3,10.79,1,1,0,28,1,0,34
2,N,1,223,223,5.0,0.5,0.5,1.45,0.0,0.3,7.25,1,1,0,43,1,0,46
2,N,1,223,263,5.0,0.5,0.5,2.0,0.0,0.3,21.3,1,1,0,50,1,1,6
2,N,1,25,25,1.0,0.5,0.5,1.86,0.0,0.3,11.16,1,1,0,9,1,0,18
2,N,1,25,33,1.0,0.5,0.5,0.0,0.0,0.3,7.3,1,1,0,57,1,1,3
2,N,1,41,263,1.0,0.5,0.5,2.56,0.0,0.3,15.36,1,1,0,41,1,0,53
2,N,1,193,179,1.0,0.5,0.5,1.7,0.0,0.3,8.5,1,1,0,32,1,0,35
2,N,1,168,94,2.0,0.5,0.5,3.06,0.0,0.3,18.36,1,1,0,47,1,1,0
2,N,1,25,61,1.0,0.5,0.5,3.56,0.0,0.3,23.31,1,1,0,35,1,0,53
2,N,1,223,129,1.0,0.5,0.5,0.0,0.0,0.3,14.3,1,1,0,24,1,0,39
2,N,1,75,182,1.0,0.5,0.5,1.5,0.0,0.3,24.8,1,1,0,1,1,0,17
2,N,1,82,82,1.0,0.5,0.5,1.56,0.0,0.3,9.36,1,1,0,27,1,0,33
2,N,1,82,129,1.0,0.5,0.5,1.36,0.0,0.3,8.16,1,1,0,57,1,1,3
2,N,1,7,7,5.0,0.5,0.5,1.16,0.0,0.3,6.96,1,1,0,16,1,0,19
2,N,1,63,82,1.0,0.5,0.5,4.58,0.0,0.3,22.88,1,1,0,16,1,0,34
2,N,1,82,129,5.0,0.5,0.5,1.7,0.0,0.3,8.5,1,1,0,47,1,0,53
2,N,1,223,142,1.0,0.5,0.5,2.63,0.0,0.3,28.93,1,1,0,48,2,0,0
2,N,1,75,237,5.0,0.5,0.5,1.0,0.0,0.3,11.3,1,1,0,28,1,0,36
2,N,1,75,263,5.0,0.5,0.5,1.0,0.0,0.3,10.3,1,1,0,51,1,0,58
2,N,1,95,216,1.0,0.5,0.5,0.0,0.0,0.3,14.3,1,1,0,47,1,0,58
2,N,1,116,116,1.0,0.5,0.5,1.26,0.0,0.3,7.56,1,1,0,51,1,0,54
2,N,1,223,223,1.0,0.5,0.5,2.7,0.0,0.3,10.0,1,1,0,42,1,0,48
2,N,1,75,75,1.0,0.5,0.5,5.0,0.0,0.3,10.3,1,1,0,6,1,0,8
2,N,1,166,41,1.0,0.5,0.5,9.8,0.0,0.3,14.6,1,1,0,50,1,0,52
2,N,1,17,256,1.0,0.5,0.5,0.0,0.0,0.3,6.3,1,1,0,7,1,0,10
2,N,1,112,80,1.0,0.5,0.5,0.0,0.0,0.3,9.8,1,1,0,53,1,1,1
2,N,1,33,61,1.0,0.5,0.5,3.76,0.0,0.3,22.56,1,1,0,14,1,0,33
2,N,1,255,49,6.0,0.5,0.5,2.46,0.0,0.3,14.76,1,1,0,8,1,0,19
2,N,1,95,197,5.0,0.5,0.5,2.46,0.0,0.3,14.76,1,1,0,25,1,0,37
2,N,1,130,205,1.0,0.5,0.5,1.2,0.0,0.3,11.0,1,1,0,0,1,0,8
2,N,1,130,215,1.0,0.5,0.5,1.16,0.0,0.3,6.96,1,1,0,4,1,0,7
2,N,1,130,130,1.0,0.5,0.5,0.0,0.0,0.3,8.8,1,1,0,38,1,0,45
2,N,1,112,116,2.0,0.5,0.5,3.3,0.0,0.3,37.1,1,1,0,50,1,1,18
2,N,1,95,121,2.0,0.5,0.5,1.96,0.0,0.3,11.76,1,1,0,20,1,0,26
2,N,1,112,256,4.0,0.5,0.5,3.95,0.0,0.3,19.75,1,1,0,10,1,0,24
2,N,1,75,141,1.0,0.5,0.5,1.0,0.0,0.3,10.3,1,1,0,1,1,0,9
2,N,5,53,53,1.0,0,0,2.0,0.0,0,12.0,2,1,0,36,1,0,36
2,N,1,181,249,1.0,0.5,0.5,3.82,0.0,0.3,19.12,1,1,0,10,1,0,24
2,N,1,256,232,1.0,0.5,0.5,1.96,0.0,0.3,11.76,1,1,0,38,1,0,45
2,N,1,256,36,1.0,0.5,0.5,2.96,0.0,0.3,17.76,1,1,0,53,1,1,10
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