diff --git a/Coffee Sales Prediction/Dataset/index.csv b/Coffee Sales Prediction/Dataset/index.csv new file mode 100644 index 000000000..ef60e4907 --- /dev/null +++ b/Coffee Sales Prediction/Dataset/index.csv @@ -0,0 +1,897 @@ +date,datetime,cash_type,card,money,coffee_name +2024-03-01,2024-03-01 10:15:50.520,card,ANON-0000-0000-0001,38.7,Latte +2024-03-01,2024-03-01 12:19:22.539,card,ANON-0000-0000-0002,38.7,Hot Chocolate +2024-03-01,2024-03-01 12:20:18.089,card,ANON-0000-0000-0002,38.7,Hot Chocolate +2024-03-01,2024-03-01 13:46:33.006,card,ANON-0000-0000-0003,28.9,Americano +2024-03-01,2024-03-01 13:48:14.626,card,ANON-0000-0000-0004,38.7,Latte +2024-03-01,2024-03-01 15:39:47.726,card,ANON-0000-0000-0005,33.8,Americano with Milk +2024-03-01,2024-03-01 16:19:02.756,card,ANON-0000-0000-0006,38.7,Hot Chocolate +2024-03-01,2024-03-01 18:39:03.580,card,ANON-0000-0000-0007,33.8,Americano with Milk +2024-03-01,2024-03-01 19:22:01.762,card,ANON-0000-0000-0008,38.7,Cocoa +2024-03-01,2024-03-01 19:23:15.887,card,ANON-0000-0000-0008,33.8,Americano with Milk +2024-03-01,2024-03-01 19:29:17.391,card,ANON-0000-0000-0009,33.8,Americano with Milk +2024-03-02,2024-03-02 10:22:06.957,card,ANON-0000-0000-0010,28.9,Americano +2024-03-02,2024-03-02 10:30:35.668,cash,,40.0,Latte +2024-03-02,2024-03-02 10:41:41.249,card,ANON-0000-0000-0011,33.8,Americano with Milk +2024-03-02,2024-03-02 11:59:45.484,card,ANON-0000-0000-0012,33.8,Americano with Milk +2024-03-02,2024-03-02 14:38:35.535,card,ANON-0000-0000-0013,28.9,Americano +2024-03-02,2024-03-02 16:37:24.475,card,ANON-0000-0000-0014,33.8,Americano with Milk +2024-03-02,2024-03-02 17:34:54.969,card,ANON-0000-0000-0004,28.9,Americano +2024-03-03,2024-03-03 10:10:43.981,cash,,40.0,Latte +2024-03-03,2024-03-03 10:27:18.561,card,ANON-0000-0000-0015,38.7,Latte +2024-03-03,2024-03-03 11:33:56.118,card,ANON-0000-0000-0016,28.9,Cortado +2024-03-03,2024-03-03 12:26:56.098,card,ANON-0000-0000-0012,28.9,Americano 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11:03:58.976,card,ANON-0000-0000-0031,38.7,Latte +2024-03-07,2024-03-07 11:25:43.977,cash,,40.0,Latte +2024-03-07,2024-03-07 15:40:22.606,card,ANON-0000-0000-0032,28.9,Americano +2024-03-07,2024-03-07 15:41:28.784,card,ANON-0000-0000-0033,33.8,Americano with Milk +2024-03-08,2024-03-08 10:34:41.283,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-08,2024-03-08 12:22:28.653,card,ANON-0000-0000-0034,38.7,Cappuccino +2024-03-08,2024-03-08 13:53:02.042,card,ANON-0000-0000-0035,28.9,Americano +2024-03-08,2024-03-08 14:44:12.686,card,ANON-0000-0000-0012,28.9,Americano +2024-03-08,2024-03-08 14:45:11.048,card,ANON-0000-0000-0033,28.9,Americano +2024-03-08,2024-03-08 14:46:11.155,card,ANON-0000-0000-0012,33.8,Americano with Milk +2024-03-08,2024-03-08 18:57:51.451,card,ANON-0000-0000-0036,38.7,Latte +2024-03-08,2024-03-08 18:59:24.941,card,ANON-0000-0000-0037,38.7,Latte +2024-03-09,2024-03-09 11:49:37.292,cash,,40.0,Hot Chocolate +2024-03-09,2024-03-09 12:05:15.559,card,ANON-0000-0000-0038,24.0,Espresso +2024-03-09,2024-03-09 12:07:38.275,card,ANON-0000-0000-0039,28.9,Americano +2024-03-09,2024-03-09 12:09:47.714,card,ANON-0000-0000-0012,38.7,Cappuccino +2024-03-09,2024-03-09 12:13:03.521,card,ANON-0000-0000-0040,28.9,Americano +2024-03-09,2024-03-09 12:14:26.458,card,ANON-0000-0000-0040,28.9,Americano +2024-03-09,2024-03-09 13:09:22.229,card,ANON-0000-0000-0041,38.7,Latte +2024-03-09,2024-03-09 13:41:06.167,card,ANON-0000-0000-0042,33.8,Americano with Milk +2024-03-09,2024-03-09 13:53:10.408,card,ANON-0000-0000-0043,28.9,Cortado +2024-03-09,2024-03-09 13:54:36.828,card,ANON-0000-0000-0043,38.7,Cappuccino +2024-03-09,2024-03-09 14:08:01.829,card,ANON-0000-0000-0009,33.8,Americano with Milk +2024-03-09,2024-03-09 14:26:52.873,card,ANON-0000-0000-0044,38.7,Hot Chocolate +2024-03-09,2024-03-09 19:17:57.572,card,ANON-0000-0000-0009,38.7,Cappuccino +2024-03-09,2024-03-09 19:19:10.084,card,ANON-0000-0000-0009,38.7,Hot Chocolate 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+2024-03-12,2024-03-12 10:15:00.297,cash,,40.0,Latte +2024-03-12,2024-03-12 10:15:34.543,card,ANON-0000-0000-0033,28.9,Americano +2024-03-12,2024-03-12 10:16:24.886,card,ANON-0000-0000-0033,28.9,Cortado +2024-03-12,2024-03-12 11:20:45.632,card,ANON-0000-0000-0049,38.7,Hot Chocolate +2024-03-12,2024-03-12 12:46:23.275,card,ANON-0000-0000-0004,33.8,Americano with Milk +2024-03-12,2024-03-12 12:47:26.027,card,ANON-0000-0000-0004,28.9,Americano +2024-03-12,2024-03-12 16:15:43.325,card,ANON-0000-0000-0050,28.9,Americano +2024-03-13,2024-03-13 11:06:43.038,card,ANON-0000-0000-0048,38.7,Hot Chocolate +2024-03-13,2024-03-13 11:48:16.753,card,ANON-0000-0000-0004,28.9,Americano +2024-03-13,2024-03-13 12:18:06.336,card,ANON-0000-0000-0051,28.9,Americano +2024-03-13,2024-03-13 12:19:05.128,card,ANON-0000-0000-0051,28.9,Americano +2024-03-13,2024-03-13 12:34:30.315,cash,,25.0,Espresso +2024-03-13,2024-03-13 14:26:40.875,card,ANON-0000-0000-0052,33.8,Americano with Milk +2024-03-13,2024-03-13 15:40:22.261,card,ANON-0000-0000-0053,24.0,Espresso +2024-03-13,2024-03-13 15:41:20.424,card,ANON-0000-0000-0053,24.0,Espresso +2024-03-13,2024-03-13 16:47:09.373,card,ANON-0000-0000-0054,24.0,Espresso +2024-03-14,2024-03-14 10:02:12.241,cash,,40.0,Latte +2024-03-14,2024-03-14 10:28:33.017,card,ANON-0000-0000-0055,38.7,Latte +2024-03-14,2024-03-14 10:29:34.283,card,ANON-0000-0000-0055,38.7,Hot Chocolate +2024-03-14,2024-03-14 13:27:29.536,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-14,2024-03-14 13:28:24.527,card,ANON-0000-0000-0012,28.9,Americano +2024-03-14,2024-03-14 13:51:59.905,card,ANON-0000-0000-0056,33.8,Americano with Milk +2024-03-14,2024-03-14 13:52:56.248,card,ANON-0000-0000-0057,24.0,Espresso +2024-03-14,2024-03-14 15:20:38.367,card,ANON-0000-0000-0058,38.7,Latte +2024-03-14,2024-03-14 16:04:09.506,card,ANON-0000-0000-0059,33.8,Americano with Milk +2024-03-14,2024-03-14 16:54:38.202,card,ANON-0000-0000-0050,24.0,Espresso +2024-03-14,2024-03-14 18:58:55.854,card,ANON-0000-0000-0019,38.7,Hot Chocolate +2024-03-14,2024-03-14 19:00:08.663,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-15,2024-03-15 10:02:16.533,cash,,40.0,Latte +2024-03-15,2024-03-15 10:53:02.180,card,ANON-0000-0000-0060,38.7,Hot Chocolate +2024-03-15,2024-03-15 18:19:27.922,card,ANON-0000-0000-0012,28.9,Americano +2024-03-16,2024-03-16 12:06:55.209,card,ANON-0000-0000-0061,33.8,Americano with Milk +2024-03-16,2024-03-16 12:07:53.915,card,ANON-0000-0000-0061,28.9,Americano +2024-03-16,2024-03-16 15:58:18.458,card,ANON-0000-0000-0009,28.9,Cortado +2024-03-16,2024-03-16 16:03:21.738,card,ANON-0000-0000-0009,28.9,Cortado +2024-03-16,2024-03-16 16:04:11.444,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-16,2024-03-16 17:58:07.241,card,ANON-0000-0000-0062,33.8,Americano with Milk +2024-03-17,2024-03-17 10:10:21.399,cash,,40.0,Latte +2024-03-17,2024-03-17 12:55:26.065,card,ANON-0000-0000-0063,28.9,Cortado +2024-03-18,2024-03-18 11:17:59.671,card,ANON-0000-0000-0064,28.9,Cortado +2024-03-18,2024-03-18 15:31:39.725,card,ANON-0000-0000-0003,28.9,Americano +2024-03-18,2024-03-18 15:32:38.239,card,ANON-0000-0000-0003,28.9,Americano +2024-03-18,2024-03-18 15:33:36.708,card,ANON-0000-0000-0003,28.9,Americano +2024-03-19,2024-03-19 10:20:25.996,cash,,30.0,Cortado +2024-03-19,2024-03-19 14:02:21.536,card,ANON-0000-0000-0065,38.7,Latte +2024-03-19,2024-03-19 14:03:19.765,card,ANON-0000-0000-0065,38.7,Latte +2024-03-19,2024-03-19 15:04:36.309,card,ANON-0000-0000-0049,38.7,Hot Chocolate +2024-03-19,2024-03-19 16:53:48.706,card,ANON-0000-0000-0066,33.8,Americano with Milk +2024-03-19,2024-03-19 19:26:32.677,cash,,40.0,Hot Chocolate +2024-03-20,2024-03-20 11:41:16.403,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-20,2024-03-20 12:21:07.728,cash,,40.0,Latte +2024-03-20,2024-03-20 12:30:48.968,card,ANON-0000-0000-0049,28.9,Cortado +2024-03-20,2024-03-20 13:16:47.394,card,ANON-0000-0000-0067,38.7,Cappuccino 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17:20:49.490,card,ANON-0000-0000-0050,28.9,Americano +2024-03-23,2024-03-23 10:43:59.559,card,ANON-0000-0000-0072,38.7,Latte +2024-03-23,2024-03-23 10:45:07.157,card,ANON-0000-0000-0073,33.8,Americano with Milk +2024-03-23,2024-03-23 13:10:07.661,card,ANON-0000-0000-0074,38.7,Cappuccino +2024-03-23,2024-03-23 13:11:12.230,card,ANON-0000-0000-0074,38.7,Cocoa +2024-03-23,2024-03-23 14:44:41.276,card,ANON-0000-0000-0075,33.8,Americano with Milk +2024-03-23,2024-03-23 15:47:19.062,card,ANON-0000-0000-0076,38.7,Latte +2024-03-23,2024-03-23 15:49:33.813,card,ANON-0000-0000-0076,33.8,Americano with Milk +2024-03-23,2024-03-23 16:00:58.386,card,ANON-0000-0000-0009,28.9,Cortado +2024-03-24,2024-03-24 10:03:56.005,cash,,40.0,Latte +2024-03-24,2024-03-24 18:45:08.397,card,ANON-0000-0000-0077,38.7,Latte +2024-03-25,2024-03-25 10:31:47.250,card,ANON-0000-0000-0009,38.7,Latte +2024-03-25,2024-03-25 11:16:25.671,cash,,35.0,Americano with Milk +2024-03-25,2024-03-25 14:27:09.163,card,ANON-0000-0000-0078,38.7,Latte +2024-03-25,2024-03-25 14:29:25.343,card,ANON-0000-0000-0017,38.7,Latte +2024-03-25,2024-03-25 18:37:30.650,card,ANON-0000-0000-0024,33.8,Americano with Milk +2024-03-25,2024-03-25 19:34:24.542,card,ANON-0000-0000-0079,38.7,Cappuccino +2024-03-26,2024-03-26 10:35:49.679,card,ANON-0000-0000-0055,38.7,Cocoa +2024-03-26,2024-03-26 10:36:36.151,card,ANON-0000-0000-0055,38.7,Latte +2024-03-26,2024-03-26 10:42:30.170,card,ANON-0000-0000-0080,38.7,Latte +2024-03-26,2024-03-26 11:11:47.335,card,ANON-0000-0000-0009,28.9,Cortado +2024-03-26,2024-03-26 13:35:52.773,card,ANON-0000-0000-0003,28.9,Americano +2024-03-26,2024-03-26 13:36:49.644,card,ANON-0000-0000-0032,28.9,Cortado +2024-03-26,2024-03-26 13:37:59.723,card,ANON-0000-0000-0059,28.9,Cortado +2024-03-26,2024-03-26 13:57:53.677,card,ANON-0000-0000-0050,28.9,Americano +2024-03-26,2024-03-26 15:48:02.270,card,ANON-0000-0000-0081,38.7,Latte +2024-03-26,2024-03-26 18:33:38.568,card,ANON-0000-0000-0024,38.7,Latte +2024-03-26,2024-03-26 18:34:54.648,card,ANON-0000-0000-0009,38.7,Hot Chocolate +2024-03-27,2024-03-27 11:04:51.174,card,ANON-0000-0000-0003,28.9,Cortado +2024-03-27,2024-03-27 11:05:58.236,card,ANON-0000-0000-0003,33.8,Americano with Milk +2024-03-27,2024-03-27 12:57:00.462,card,ANON-0000-0000-0082,33.8,Americano with Milk +2024-03-27,2024-03-27 13:35:20.039,card,ANON-0000-0000-0083,38.7,Hot Chocolate +2024-03-27,2024-03-27 14:22:31.662,card,ANON-0000-0000-0012,38.7,Cappuccino +2024-03-27,2024-03-27 14:23:35.380,card,ANON-0000-0000-0012,28.9,Americano +2024-03-27,2024-03-27 18:30:11.833,card,ANON-0000-0000-0084,28.9,Cortado +2024-03-27,2024-03-27 19:31:12.442,cash,,40.0,Latte +2024-03-28,2024-03-28 14:24:47.092,card,ANON-0000-0000-0085,28.9,Cortado +2024-03-28,2024-03-28 17:24:46.244,card,ANON-0000-0000-0012,28.9,Cortado +2024-03-28,2024-03-28 17:27:05.304,card,ANON-0000-0000-0012,28.9,Americano +2024-03-28,2024-03-28 17:32:44.652,card,ANON-0000-0000-0086,38.7,Latte +2024-03-29,2024-03-29 10:56:19.495,card,ANON-0000-0000-0087,38.7,Latte +2024-03-29,2024-03-29 12:34:17.383,card,ANON-0000-0000-0088,38.7,Cappuccino +2024-03-29,2024-03-29 12:41:32.125,card,ANON-0000-0000-0088,38.7,Cappuccino +2024-03-29,2024-03-29 13:22:44.618,cash,,40.0,Cappuccino +2024-03-30,2024-03-30 11:59:19.854,card,ANON-0000-0000-0069,38.7,Latte +2024-03-30,2024-03-30 13:49:25.815,cash,,40.0,Cappuccino +2024-03-30,2024-03-30 16:12:31.786,card,ANON-0000-0000-0017,38.7,Latte +2024-03-30,2024-03-30 16:36:40.513,card,ANON-0000-0000-0009,38.7,Latte +2024-03-30,2024-03-30 16:37:57.553,card,ANON-0000-0000-0009,33.8,Americano with Milk +2024-03-31,2024-03-31 10:40:04.523,card,ANON-0000-0000-0089,38.7,Cappuccino +2024-03-31,2024-03-31 19:36:45.000,cash,,30.0,Americano +2024-04-01,2024-04-01 10:28:47.601,card,ANON-0000-0000-0004,28.9,Americano +2024-04-01,2024-04-01 10:29:42.318,card,ANON-0000-0000-0004,33.8,Americano with Milk 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10:44:55.988,card,ANON-0000-0000-0091,38.7,Latte +2024-04-04,2024-04-04 11:26:38.085,card,ANON-0000-0000-0092,38.7,Latte +2024-04-04,2024-04-04 11:27:48.411,card,ANON-0000-0000-0093,38.7,Cappuccino +2024-04-04,2024-04-04 12:23:02.216,card,ANON-0000-0000-0094,28.9,Cortado +2024-04-04,2024-04-04 19:42:07.740,cash,,40.0,Latte +2024-04-05,2024-04-05 10:40:42.728,card,ANON-0000-0000-0095,28.9,Americano +2024-04-05,2024-04-05 10:42:06.204,card,ANON-0000-0000-0012,28.9,Americano +2024-04-05,2024-04-05 11:06:14.643,card,ANON-0000-0000-0096,28.9,Cortado +2024-04-05,2024-04-05 12:14:27.975,card,ANON-0000-0000-0097,33.8,Americano with Milk +2024-04-05,2024-04-05 14:23:40.387,card,ANON-0000-0000-0098,38.7,Latte +2024-04-05,2024-04-05 14:24:50.417,card,ANON-0000-0000-0098,28.9,Cortado +2024-04-05,2024-04-05 15:30:50.383,cash,,40.0,Latte +2024-04-05,2024-04-05 15:54:15.768,cash,,40.0,Cappuccino +2024-04-05,2024-04-05 15:55:30.947,cash,,30.0,Americano +2024-04-05,2024-04-05 16:17:43.975,cash,,40.0,Cocoa +2024-04-05,2024-04-05 16:18:23.558,card,ANON-0000-0000-0003,24.0,Espresso +2024-04-06,2024-04-06 12:32:31.398,card,ANON-0000-0000-0099,33.8,Americano with Milk +2024-04-06,2024-04-06 14:13:18.733,card,ANON-0000-0000-0040,38.7,Cappuccino +2024-04-06,2024-04-06 14:14:27.029,card,ANON-0000-0000-0040,28.9,Americano +2024-04-06,2024-04-06 14:49:50.183,card,ANON-0000-0000-0009,38.7,Latte +2024-04-07,2024-04-07 10:12:53.204,card,ANON-0000-0000-0091,38.7,Latte +2024-04-07,2024-04-07 12:44:31.936,card,ANON-0000-0000-0040,38.7,Cappuccino +2024-04-07,2024-04-07 12:46:05.118,card,ANON-0000-0000-0040,38.7,Cappuccino +2024-04-07,2024-04-07 14:16:24.949,card,ANON-0000-0000-0100,28.9,Cortado +2024-04-07,2024-04-07 14:17:30.628,card,ANON-0000-0000-0100,24.0,Espresso +2024-04-07,2024-04-07 18:01:16.608,card,ANON-0000-0000-0101,38.7,Hot Chocolate +2024-04-07,2024-04-07 18:02:03.878,card,ANON-0000-0000-0101,33.8,Americano with Milk +2024-04-08,2024-04-08 10:58:21.106,card,ANON-0000-0000-0102,33.8,Americano with Milk +2024-04-08,2024-04-08 10:59:27.558,card,ANON-0000-0000-0103,38.7,Cappuccino +2024-04-08,2024-04-08 11:01:20.464,card,ANON-0000-0000-0012,28.9,Americano +2024-04-08,2024-04-08 11:04:47.030,card,ANON-0000-0000-0104,38.7,Cappuccino +2024-04-08,2024-04-08 12:54:25.897,cash,,25.0,Espresso +2024-04-08,2024-04-08 15:43:36.881,cash,,35.0,Americano with Milk +2024-04-08,2024-04-08 16:41:37.806,card,ANON-0000-0000-0017,38.7,Latte +2024-04-08,2024-04-08 18:18:09.713,card,ANON-0000-0000-0105,28.9,Americano +2024-04-08,2024-04-08 19:22:27.477,card,ANON-0000-0000-0024,33.8,Americano with Milk +2024-04-08,2024-04-08 19:23:59.268,card,ANON-0000-0000-0106,38.7,Cappuccino +2024-04-09,2024-04-09 10:22:27.359,cash,,40.0,Cappuccino +2024-04-09,2024-04-09 10:24:10.103,cash,,30.0,Americano +2024-04-09,2024-04-09 11:42:28.468,card,ANON-0000-0000-0091,38.7,Latte +2024-04-09,2024-04-09 15:11:48.720,card,ANON-0000-0000-0107,38.7,Hot Chocolate 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12:29:19.823,card,ANON-0000-0000-0009,38.7,Latte +2024-04-13,2024-04-13 12:43:02.389,card,ANON-0000-0000-0012,28.9,Americano +2024-04-13,2024-04-13 15:06:52.292,cash,,40.0,Hot Chocolate +2024-04-13,2024-04-13 15:07:55.966,cash,,40.0,Hot Chocolate +2024-04-13,2024-04-13 16:18:03.938,card,ANON-0000-0000-0111,38.7,Cappuccino +2024-04-13,2024-04-13 16:19:39.799,card,ANON-0000-0000-0111,38.7,Latte +2024-04-13,2024-04-13 17:51:26.026,card,ANON-0000-0000-0112,38.7,Cappuccino +2024-04-13,2024-04-13 17:53:19.237,card,ANON-0000-0000-0012,38.7,Cappuccino +2024-04-14,2024-04-14 10:55:27.406,cash,,40.0,Latte +2024-04-14,2024-04-14 12:24:39.028,card,ANON-0000-0000-0113,38.7,Cappuccino +2024-04-14,2024-04-14 12:27:08.951,cash,,30.0,Cortado +2024-04-14,2024-04-14 12:29:06.877,cash,,30.0,Cortado +2024-04-14,2024-04-14 12:31:36.036,cash,,35.0,Americano with Milk +2024-04-14,2024-04-14 13:21:49.808,card,ANON-0000-0000-0114,28.9,Cortado +2024-04-14,2024-04-14 14:23:31.631,card,ANON-0000-0000-0012,28.9,Americano +2024-04-14,2024-04-14 14:24:26.930,card,ANON-0000-0000-0012,28.9,Americano +2024-04-14,2024-04-14 14:25:18.122,card,ANON-0000-0000-0012,28.9,Americano +2024-04-14,2024-04-14 15:46:27.733,card,ANON-0000-0000-0017,38.7,Cappuccino +2024-04-14,2024-04-14 16:59:54.823,card,ANON-0000-0000-0012,28.9,Cortado +2024-04-14,2024-04-14 17:00:45.387,card,ANON-0000-0000-0019,38.7,Latte +2024-04-14,2024-04-14 18:38:19.649,card,ANON-0000-0000-0115,38.7,Cappuccino +2024-04-15,2024-04-15 11:45:24.619,card,ANON-0000-0000-0064,28.9,Americano +2024-04-15,2024-04-15 17:01:46.359,card,ANON-0000-0000-0003,28.9,Americano +2024-04-15,2024-04-15 17:02:49.748,card,ANON-0000-0000-0004,33.8,Americano with Milk +2024-04-15,2024-04-15 19:33:03.036,card,ANON-0000-0000-0009,33.8,Americano with Milk +2024-04-15,2024-04-15 19:41:58.112,cash,,25.0,Espresso +2024-04-16,2024-04-16 10:43:49.907,cash,,35.0,Americano with Milk +2024-04-16,2024-04-16 10:46:25.706,card,ANON-0000-0000-0116,33.8,Americano with Milk +2024-04-16,2024-04-16 12:40:47.675,card,ANON-0000-0000-0117,38.7,Cocoa +2024-04-16,2024-04-16 12:52:07.750,card,ANON-0000-0000-0064,28.9,Cortado +2024-04-16,2024-04-16 15:03:16.889,card,ANON-0000-0000-0118,28.9,Americano +2024-04-16,2024-04-16 17:42:04.208,card,ANON-0000-0000-0024,33.8,Americano with Milk +2024-04-16,2024-04-16 17:43:22.960,card,ANON-0000-0000-0009,38.7,Cappuccino +2024-04-16,2024-04-16 18:09:05.273,card,ANON-0000-0000-0050,38.7,Cocoa +2024-04-17,2024-04-17 13:32:59.792,card,ANON-0000-0000-0012,28.9,Americano +2024-04-17,2024-04-17 13:44:00.181,card,ANON-0000-0000-0119,24.0,Espresso +2024-04-17,2024-04-17 16:13:24.310,cash,,40.0,Cappuccino +2024-04-17,2024-04-17 17:01:35.149,card,ANON-0000-0000-0120,38.7,Cappuccino +2024-04-17,2024-04-17 17:02:40.687,card,ANON-0000-0000-0120,38.7,Cappuccino +2024-04-17,2024-04-17 18:14:03.229,card,ANON-0000-0000-0121,28.9,Cortado +2024-04-18,2024-04-18 11:19:01.693,card,ANON-0000-0000-0003,28.9,Americano +2024-04-18,2024-04-18 11:20:05.696,card,ANON-0000-0000-0003,28.9,Americano +2024-04-18,2024-04-18 13:49:12.720,card,ANON-0000-0000-0122,33.8,Americano with Milk +2024-04-18,2024-04-18 13:50:17.285,card,ANON-0000-0000-0122,28.9,Cortado +2024-04-18,2024-04-18 14:34:19.818,card,ANON-0000-0000-0123,38.7,Cappuccino +2024-04-18,2024-04-18 14:35:49.354,card,ANON-0000-0000-0123,38.7,Latte +2024-04-18,2024-04-18 17:44:15.791,card,ANON-0000-0000-0069,38.7,Latte +2024-04-18,2024-04-18 18:21:05.945,card,ANON-0000-0000-0085,38.7,Cappuccino +2024-04-18,2024-04-18 19:39:51.193,card,ANON-0000-0000-0024,38.7,Hot Chocolate +2024-04-18,2024-04-18 19:40:48.954,card,ANON-0000-0000-0009,38.7,Hot Chocolate +2024-04-19,2024-04-19 10:10:36.254,card,ANON-0000-0000-0001,38.7,Latte +2024-04-19,2024-04-19 13:11:47.848,card,ANON-0000-0000-0040,33.8,Americano with Milk +2024-04-19,2024-04-19 13:13:20.876,card,ANON-0000-0000-0040,38.7,Cappuccino 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15:22:40.717,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-04-20,2024-04-20 15:49:25.148,card,ANON-0000-0000-0126,32.82,Americano with Milk +2024-04-20,2024-04-20 17:07:57.969,cash,,39.0,Cocoa +2024-04-20,2024-04-20 18:27:41.496,card,ANON-0000-0000-0127,37.72,Cappuccino +2024-04-20,2024-04-20 18:28:46.900,card,ANON-0000-0000-0127,37.72,Cappuccino +2024-04-20,2024-04-20 19:30:55.317,card,ANON-0000-0000-0128,37.72,Latte +2024-04-21,2024-04-21 11:16:45.707,card,ANON-0000-0000-0001,37.72,Latte +2024-04-21,2024-04-21 14:15:37.541,card,ANON-0000-0000-0099,27.92,Americano +2024-04-21,2024-04-21 17:09:03.199,cash,,39.0,Cappuccino +2024-04-22,2024-04-22 11:09:16.412,card,ANON-0000-0000-0012,27.92,Americano +2024-04-22,2024-04-22 11:29:27.099,card,ANON-0000-0000-0129,32.82,Americano with Milk +2024-04-22,2024-04-22 18:40:33.024,cash,,39.0,Latte +2024-04-22,2024-04-22 19:39:04.759,card,ANON-0000-0000-0009,37.72,Latte +2024-04-22,2024-04-22 20:02:29.165,cash,,39.0,Cappuccino 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19:39:49.983,card,ANON-0000-0000-0134,32.82,Americano with Milk +2024-04-24,2024-04-24 19:40:54.031,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-04-25,2024-04-25 10:46:08.057,card,ANON-0000-0000-0135,27.92,Americano +2024-04-25,2024-04-25 15:18:26.971,card,ANON-0000-0000-0009,37.72,Latte +2024-04-25,2024-04-25 17:09:43.534,card,ANON-0000-0000-0012,27.92,Americano +2024-04-25,2024-04-25 17:10:49.153,card,ANON-0000-0000-0012,27.92,Americano +2024-04-26,2024-04-26 10:12:50.618,card,ANON-0000-0000-0001,37.72,Latte +2024-04-26,2024-04-26 12:01:30.580,card,ANON-0000-0000-0136,37.72,Latte +2024-04-26,2024-04-26 13:31:28.297,card,ANON-0000-0000-0137,37.72,Cappuccino +2024-04-26,2024-04-26 15:32:35.390,card,ANON-0000-0000-0012,27.92,Americano +2024-04-26,2024-04-26 15:33:33.132,card,ANON-0000-0000-0012,27.92,Americano +2024-04-26,2024-04-26 16:23:26.514,card,ANON-0000-0000-0138,27.92,Cortado +2024-04-26,2024-04-26 16:24:33.800,card,ANON-0000-0000-0139,27.92,Americano +2024-04-26,2024-04-26 19:32:07.112,card,ANON-0000-0000-0009,37.72,Hot Chocolate +2024-04-26,2024-04-26 19:33:30.220,card,ANON-0000-0000-0009,37.72,Cocoa +2024-04-27,2024-04-27 15:27:00.680,card,ANON-0000-0000-0009,37.72,Cappuccino +2024-04-28,2024-04-28 10:32:52.479,card,ANON-0000-0000-0001,37.72,Latte +2024-04-28,2024-04-28 12:30:09.749,card,ANON-0000-0000-0140,37.72,Cappuccino +2024-04-28,2024-04-28 18:27:08.230,card,ANON-0000-0000-0012,27.92,Americano +2024-04-28,2024-04-28 18:28:11.411,card,ANON-0000-0000-0012,27.92,Americano +2024-04-28,2024-04-28 18:29:02.374,card,ANON-0000-0000-0019,37.72,Latte +2024-04-29,2024-04-29 11:26:31.871,card,ANON-0000-0000-0141,27.92,Cortado +2024-04-29,2024-04-29 13:27:56.949,card,ANON-0000-0000-0003,27.92,Americano +2024-04-29,2024-04-29 13:28:53.899,card,ANON-0000-0000-0003,27.92,Cortado +2024-04-29,2024-04-29 13:53:35.730,card,ANON-0000-0000-0141,27.92,Cortado +2024-04-29,2024-04-29 13:54:24.357,card,ANON-0000-0000-0141,32.82,Americano with Milk +2024-04-29,2024-04-29 18:37:48.406,card,ANON-0000-0000-0140,37.72,Cappuccino +2024-04-29,2024-04-29 19:12:33.194,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-04-29,2024-04-29 19:13:37.878,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-04-30,2024-04-30 10:16:41.493,card,ANON-0000-0000-0142,37.72,Latte +2024-04-30,2024-04-30 10:34:52.250,card,ANON-0000-0000-0142,32.82,Americano with Milk +2024-04-30,2024-04-30 10:35:47.617,card,ANON-0000-0000-0142,32.82,Americano with Milk +2024-04-30,2024-04-30 13:41:52.325,card,ANON-0000-0000-0142,27.92,Americano +2024-04-30,2024-04-30 13:42:59.977,card,ANON-0000-0000-0142,32.82,Americano with Milk +2024-04-30,2024-04-30 19:19:18.139,card,ANON-0000-0000-0142,37.72,Cappuccino +2024-04-30,2024-04-30 19:30:04.003,card,ANON-0000-0000-0142,32.82,Americano with Milk +2024-04-30,2024-04-30 19:31:20.952,card,ANON-0000-0000-0142,37.72,Latte +2024-05-02,2024-05-02 10:33:55.746,card,ANON-0000-0000-0143,27.92,Americano +2024-05-02,2024-05-02 11:29:57.080,cash,,39.0,Latte +2024-05-02,2024-05-02 13:49:39.898,card,ANON-0000-0000-0133,32.82,Americano with Milk +2024-05-02,2024-05-02 18:36:22.138,card,ANON-0000-0000-0144,37.72,Cappuccino +2024-05-02,2024-05-02 18:41:11.220,card,ANON-0000-0000-0024,32.82,Americano with Milk +2024-05-02,2024-05-02 19:18:33.084,card,ANON-0000-0000-0145,37.72,Latte +2024-05-02,2024-05-02 19:19:56.359,card,ANON-0000-0000-0145,37.72,Cappuccino +2024-05-03,2024-05-03 10:11:53.399,cash,,39.0,Latte +2024-05-03,2024-05-03 14:30:00.923,card,ANON-0000-0000-0146,37.72,Latte +2024-05-03,2024-05-03 17:03:24.905,card,ANON-0000-0000-0147,37.72,Latte +2024-05-06,2024-05-06 10:05:17.920,card,ANON-0000-0000-0148,27.92,Americano +2024-05-06,2024-05-06 10:06:51.625,card,ANON-0000-0000-0149,37.72,Cappuccino +2024-05-06,2024-05-06 10:08:05.863,card,ANON-0000-0000-0149,32.82,Americano with Milk +2024-05-06,2024-05-06 10:09:07.977,card,ANON-0000-0000-0150,27.92,Americano +2024-05-06,2024-05-06 10:39:12.641,card,ANON-0000-0000-0141,27.92,Cortado +2024-05-06,2024-05-06 11:34:20.640,cash,,29.0,Americano +2024-05-06,2024-05-06 13:18:10.990,card,ANON-0000-0000-0148,27.92,Cortado +2024-05-06,2024-05-06 13:19:00.811,card,ANON-0000-0000-0148,27.92,Americano +2024-05-06,2024-05-06 19:18:12.989,card,ANON-0000-0000-0151,37.72,Cappuccino +2024-05-06,2024-05-06 19:19:49.548,card,ANON-0000-0000-0151,37.72,Cappuccino +2024-05-07,2024-05-07 10:44:55.582,card,ANON-0000-0000-0148,37.72,Cocoa +2024-05-07,2024-05-07 11:21:58.493,card,ANON-0000-0000-0141,27.92,Cortado +2024-05-07,2024-05-07 13:23:34.943,card,ANON-0000-0000-0077,27.92,Cortado +2024-05-07,2024-05-07 16:42:07.900,card,ANON-0000-0000-0148,37.72,Cocoa +2024-05-07,2024-05-07 16:55:38.805,card,ANON-0000-0000-0152,27.92,Americano +2024-05-07,2024-05-07 17:37:46.412,card,ANON-0000-0000-0153,37.72,Cappuccino +2024-05-07,2024-05-07 17:38:48.195,card,ANON-0000-0000-0153,37.72,Latte +2024-05-07,2024-05-07 18:35:37.235,cash,,34.0,Americano with Milk +2024-05-07,2024-05-07 19:12:12.524,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-05-07,2024-05-07 19:13:12.195,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-05-08,2024-05-08 10:07:28.863,card,ANON-0000-0000-0001,37.72,Latte +2024-05-09,2024-05-09 12:54:21.812,card,ANON-0000-0000-0155,37.72,Cappuccino +2024-05-09,2024-05-09 13:03:58.556,card,ANON-0000-0000-0156,27.92,Americano +2024-05-09,2024-05-09 13:04:57.647,card,ANON-0000-0000-0156,37.72,Latte +2024-05-09,2024-05-09 13:06:11.261,card,ANON-0000-0000-0156,37.72,Latte +2024-05-09,2024-05-09 13:07:16.409,card,ANON-0000-0000-0156,37.72,Latte +2024-05-09,2024-05-09 16:55:14.601,card,ANON-0000-0000-0118,27.92,Americano +2024-05-09,2024-05-09 16:56:14.989,card,ANON-0000-0000-0118,27.92,Americano +2024-05-09,2024-05-09 18:01:29.895,card,ANON-0000-0000-0157,27.92,Americano +2024-05-09,2024-05-09 18:13:56.226,card,ANON-0000-0000-0143,32.82,Americano with Milk +2024-05-10,2024-05-10 10:09:21.972,cash,,39.0,Latte +2024-05-10,2024-05-10 15:46:21.511,card,ANON-0000-0000-0158,37.72,Latte +2024-05-10,2024-05-10 15:47:32.508,card,ANON-0000-0000-0158,37.72,Latte +2024-05-10,2024-05-10 16:20:15.084,cash,,34.0,Americano with Milk +2024-05-11,2024-05-11 11:39:52.878,card,ANON-0000-0000-0069,37.72,Latte +2024-05-11,2024-05-11 17:02:43.648,cash,,39.0,Latte +2024-05-11,2024-05-11 17:20:30.398,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-11,2024-05-11 17:21:56.117,card,ANON-0000-0000-0026,37.72,Cocoa +2024-05-11,2024-05-11 17:23:57.301,card,ANON-0000-0000-0040,37.72,Cappuccino +2024-05-11,2024-05-11 17:28:54.132,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-11,2024-05-11 18:35:40.257,card,ANON-0000-0000-0115,37.72,Cappuccino +2024-05-11,2024-05-11 19:38:16.096,card,ANON-0000-0000-0159,37.72,Latte +2024-05-12,2024-05-12 10:20:42.512,card,ANON-0000-0000-0001,37.72,Latte +2024-05-12,2024-05-12 13:24:03.465,card,ANON-0000-0000-0160,37.72,Latte +2024-05-12,2024-05-12 13:27:39.043,card,ANON-0000-0000-0161,27.92,Americano +2024-05-12,2024-05-12 15:16:19.815,card,ANON-0000-0000-0077,37.72,Latte +2024-05-12,2024-05-12 15:38:02.422,card,ANON-0000-0000-0162,32.82,Americano with Milk +2024-05-12,2024-05-12 15:52:14.871,card,ANON-0000-0000-0163,32.82,Americano with Milk +2024-05-12,2024-05-12 16:04:21.133,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-12,2024-05-12 19:41:30.569,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-13,2024-05-13 11:03:53.348,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-05-13,2024-05-13 15:31:10.763,cash,,29.0,Americano +2024-05-13,2024-05-13 15:31:50.907,cash,,29.0,Americano +2024-05-14,2024-05-14 08:38:14.581,card,ANON-0000-0000-0012,27.92,Americano +2024-05-14,2024-05-14 08:39:25.455,card,ANON-0000-0000-0012,27.92,Americano +2024-05-14,2024-05-14 08:40:17.484,card,ANON-0000-0000-0012,27.92,Americano +2024-05-14,2024-05-14 10:19:23.174,card,ANON-0000-0000-0012,37.72,Cappuccino +2024-05-14,2024-05-14 11:32:29.372,card,ANON-0000-0000-0165,37.72,Latte +2024-05-14,2024-05-14 11:34:12.851,card,ANON-0000-0000-0165,37.72,Cappuccino +2024-05-14,2024-05-14 14:04:54.580,card,ANON-0000-0000-0025,37.72,Cappuccino +2024-05-14,2024-05-14 14:06:00.378,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-14,2024-05-14 15:01:54.785,card,ANON-0000-0000-0040,27.92,Americano +2024-05-14,2024-05-14 16:57:57.224,card,ANON-0000-0000-0166,32.82,Americano with Milk +2024-05-14,2024-05-14 16:59:10.194,card,ANON-0000-0000-0166,37.72,Cappuccino +2024-05-14,2024-05-14 22:51:25.227,card,ANON-0000-0000-0167,37.72,Hot Chocolate +2024-05-15,2024-05-15 08:40:05.661,card,ANON-0000-0000-0168,37.72,Latte +2024-05-15,2024-05-15 11:14:19.353,card,ANON-0000-0000-0012,23.02,Espresso +2024-05-15,2024-05-15 11:19:10.049,card,ANON-0000-0000-0012,27.92,Americano +2024-05-15,2024-05-15 13:34:35.102,card,ANON-0000-0000-0003,27.92,Americano +2024-05-15,2024-05-15 13:35:29.171,card,ANON-0000-0000-0003,27.92,Americano +2024-05-15,2024-05-15 13:36:27.339,card,ANON-0000-0000-0003,27.92,Americano +2024-05-15,2024-05-15 13:55:28.999,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-05-15,2024-05-15 14:38:10.847,cash,,29.0,Americano +2024-05-15,2024-05-15 14:38:52.347,card,ANON-0000-0000-0169,27.92,Cortado +2024-05-15,2024-05-15 14:39:44.367,card,ANON-0000-0000-0012,27.92,Cortado +2024-05-15,2024-05-15 17:28:58.620,card,ANON-0000-0000-0170,23.02,Espresso +2024-05-15,2024-05-15 20:20:34.769,card,ANON-0000-0000-0171,37.72,Cappuccino +2024-05-16,2024-05-16 10:38:42.458,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-05-16,2024-05-16 10:39:49.431,card,ANON-0000-0000-0172,32.82,Americano with Milk +2024-05-16,2024-05-16 11:42:50.285,cash,,39.0,Latte +2024-05-16,2024-05-16 11:44:20.811,cash,,39.0,Cappuccino +2024-05-16,2024-05-16 12:14:00.097,card,ANON-0000-0000-0173,32.82,Americano with Milk +2024-05-16,2024-05-16 15:15:16.315,card,ANON-0000-0000-0174,37.72,Hot Chocolate +2024-05-16,2024-05-16 17:44:31.548,card,ANON-0000-0000-0069,37.72,Latte +2024-05-16,2024-05-16 18:12:56.934,card,ANON-0000-0000-0175,37.72,Hot Chocolate +2024-05-16,2024-05-16 18:13:58.191,card,ANON-0000-0000-0175,37.72,Latte +2024-05-17,2024-05-17 09:00:48.456,card,ANON-0000-0000-0033,27.92,Americano +2024-05-17,2024-05-17 11:30:27.553,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-05-17,2024-05-17 14:58:03.060,cash,,34.0,Americano with Milk +2024-05-17,2024-05-17 19:55:18.534,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-17,2024-05-17 19:56:46.751,card,ANON-0000-0000-0009,37.72,Cappuccino +2024-05-17,2024-05-17 20:37:52.930,card,ANON-0000-0000-0176,37.72,Cappuccino +2024-05-17,2024-05-17 22:34:50.797,card,ANON-0000-0000-0177,27.92,Americano +2024-05-17,2024-05-17 22:36:33.357,card,ANON-0000-0000-0178,37.72,Latte +2024-05-17,2024-05-17 22:37:42.821,card,ANON-0000-0000-0179,37.72,Latte +2024-05-18,2024-05-18 08:01:37.898,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-18,2024-05-18 08:02:39.959,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-18,2024-05-18 11:15:56.089,card,ANON-0000-0000-0181,32.82,Americano with Milk +2024-05-18,2024-05-18 16:48:29.374,card,ANON-0000-0000-0172,32.82,Americano with Milk +2024-05-18,2024-05-18 16:49:27.131,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-05-18,2024-05-18 19:58:44.210,card,ANON-0000-0000-0040,32.82,Americano with Milk +2024-05-18,2024-05-18 20:22:53.111,card,ANON-0000-0000-0009,37.72,Latte +2024-05-18,2024-05-18 22:05:27.473,cash,,39.0,Cappuccino +2024-05-19,2024-05-19 07:58:38.312,card,ANON-0000-0000-0182,27.92,Americano +2024-05-19,2024-05-19 07:59:33.549,card,ANON-0000-0000-0182,27.92,Americano +2024-05-19,2024-05-19 08:00:35.061,card,ANON-0000-0000-0183,37.72,Cappuccino +2024-05-19,2024-05-19 09:28:49.723,cash,,24.0,Espresso +2024-05-19,2024-05-19 12:14:26.676,card,ANON-0000-0000-0184,32.82,Americano with Milk +2024-05-19,2024-05-19 14:43:40.049,card,ANON-0000-0000-0012,27.92,Americano +2024-05-19,2024-05-19 15:58:58.192,card,ANON-0000-0000-0185,32.82,Americano with Milk +2024-05-19,2024-05-19 18:12:36.304,card,ANON-0000-0000-0186,32.82,Americano with Milk +2024-05-19,2024-05-19 18:13:47.762,card,ANON-0000-0000-0186,23.02,Espresso +2024-05-19,2024-05-19 18:16:30.022,card,ANON-0000-0000-0186,37.72,Hot Chocolate +2024-05-19,2024-05-19 19:51:06.979,card,ANON-0000-0000-0187,37.72,Cappuccino +2024-05-19,2024-05-19 21:15:41.761,card,ANON-0000-0000-0188,37.72,Cappuccino +2024-05-19,2024-05-19 21:18:36.101,card,ANON-0000-0000-0189,37.72,Cappuccino +2024-05-20,2024-05-20 10:05:59.163,card,ANON-0000-0000-0190,32.82,Americano with Milk +2024-05-20,2024-05-20 10:17:51.867,card,ANON-0000-0000-0191,37.72,Latte +2024-05-20,2024-05-20 10:58:48.379,card,ANON-0000-0000-0001,37.72,Latte +2024-05-20,2024-05-20 11:15:16.363,card,ANON-0000-0000-0143,27.92,Americano +2024-05-20,2024-05-20 11:16:19.637,card,ANON-0000-0000-0143,27.92,Americano +2024-05-20,2024-05-20 13:27:13.420,card,ANON-0000-0000-0003,27.92,Americano +2024-05-20,2024-05-20 13:28:10.440,card,ANON-0000-0000-0003,27.92,Americano +2024-05-20,2024-05-20 14:13:19.017,card,ANON-0000-0000-0192,32.82,Americano with Milk +2024-05-20,2024-05-20 14:14:31.354,card,ANON-0000-0000-0192,37.72,Cappuccino +2024-05-20,2024-05-20 14:32:21.252,cash,,29.0,Americano +2024-05-20,2024-05-20 17:12:51.121,card,ANON-0000-0000-0120,37.72,Latte +2024-05-20,2024-05-20 17:13:56.897,card,ANON-0000-0000-0193,37.72,Latte +2024-05-20,2024-05-20 20:36:48.320,card,ANON-0000-0000-0194,32.82,Americano with Milk +2024-05-20,2024-05-20 20:37:57.316,card,ANON-0000-0000-0194,37.72,Cocoa +2024-05-20,2024-05-20 20:46:52.085,card,ANON-0000-0000-0195,27.92,Cortado +2024-05-20,2024-05-20 21:36:53.986,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-20,2024-05-20 21:37:57.777,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-21,2024-05-21 08:27:38.230,card,ANON-0000-0000-0196,37.72,Latte +2024-05-21,2024-05-21 09:43:50.690,cash,,29.0,Americano +2024-05-21,2024-05-21 09:44:40.309,cash,,34.0,Americano with Milk +2024-05-21,2024-05-21 09:46:09.430,cash,,39.0,Cocoa +2024-05-21,2024-05-21 10:05:08.033,cash,,39.0,Latte +2024-05-21,2024-05-21 16:10:19.956,card,ANON-0000-0000-0197,37.72,Latte +2024-05-21,2024-05-21 18:13:23.998,card,ANON-0000-0000-0012,23.02,Espresso +2024-05-21,2024-05-21 19:11:09.212,card,ANON-0000-0000-0198,37.72,Cappuccino +2024-05-21,2024-05-21 20:13:48.358,card,ANON-0000-0000-0199,37.72,Cappuccino +2024-05-22,2024-05-22 09:34:41.818,card,ANON-0000-0000-0200,37.72,Cappuccino +2024-05-22,2024-05-22 10:49:47.044,card,ANON-0000-0000-0191,32.82,Americano with Milk +2024-05-22,2024-05-22 11:18:14.265,card,ANON-0000-0000-0141,27.92,Cortado +2024-05-22,2024-05-22 11:34:54.968,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-05-22,2024-05-22 12:29:50.841,card,ANON-0000-0000-0012,27.92,Americano +2024-05-22,2024-05-22 12:30:43.347,card,ANON-0000-0000-0012,27.92,Americano +2024-05-22,2024-05-22 14:00:20.499,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-22,2024-05-22 19:24:58.098,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-05-22,2024-05-22 19:25:58.574,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-05-22,2024-05-22 21:23:53.000,card,ANON-0000-0000-0180,37.72,Hot Chocolate +2024-05-22,2024-05-22 21:24:49.584,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-23,2024-05-23 10:10:19.640,card,ANON-0000-0000-0201,37.72,Cappuccino +2024-05-23,2024-05-23 12:22:06.605,card,ANON-0000-0000-0202,23.02,Espresso +2024-05-23,2024-05-23 15:55:16.628,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-23,2024-05-23 15:56:27.237,card,ANON-0000-0000-0203,37.72,Cappuccino +2024-05-23,2024-05-23 16:18:14.053,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-23,2024-05-23 16:41:00.043,card,ANON-0000-0000-0077,37.72,Latte +2024-05-23,2024-05-23 17:14:33.237,card,ANON-0000-0000-0153,37.72,Cappuccino +2024-05-23,2024-05-23 17:15:44.861,card,ANON-0000-0000-0153,37.72,Latte +2024-05-23,2024-05-23 19:03:53.856,card,ANON-0000-0000-0204,27.92,Cortado +2024-05-23,2024-05-23 19:17:28.431,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-05-23,2024-05-23 19:18:26.418,card,ANON-0000-0000-0205,37.72,Cappuccino +2024-05-23,2024-05-23 19:42:31.546,card,ANON-0000-0000-0206,37.72,Cappuccino +2024-05-23,2024-05-23 20:15:01.429,card,ANON-0000-0000-0207,37.72,Cappuccino +2024-05-23,2024-05-23 20:16:24.205,card,ANON-0000-0000-0207,37.72,Latte +2024-05-23,2024-05-23 22:48:10.813,card,ANON-0000-0000-0208,32.82,Americano with Milk +2024-05-23,2024-05-23 22:55:36.926,cash,,39.0,Hot Chocolate +2024-05-24,2024-05-24 11:11:59.182,card,ANON-0000-0000-0141,27.92,Cortado +2024-05-24,2024-05-24 11:15:08.341,card,ANON-0000-0000-0012,27.92,Americano +2024-05-24,2024-05-24 11:16:13.016,card,ANON-0000-0000-0012,27.92,Americano +2024-05-24,2024-05-24 16:07:19.816,card,ANON-0000-0000-0081,37.72,Hot Chocolate +2024-05-24,2024-05-24 18:17:40.330,card,ANON-0000-0000-0209,27.92,Cortado +2024-05-24,2024-05-24 18:18:36.698,card,ANON-0000-0000-0209,27.92,Cortado +2024-05-24,2024-05-24 22:30:40.198,card,ANON-0000-0000-0210,32.82,Americano with Milk +2024-05-25,2024-05-25 07:40:58.818,cash,,29.0,Americano +2024-05-25,2024-05-25 12:13:53.388,card,ANON-0000-0000-0211,37.72,Latte +2024-05-25,2024-05-25 12:40:23.587,cash,,29.0,Americano +2024-05-25,2024-05-25 12:42:10.258,card,ANON-0000-0000-0212,32.82,Americano with Milk +2024-05-25,2024-05-25 12:43:13.275,card,ANON-0000-0000-0212,32.82,Americano with Milk +2024-05-25,2024-05-25 12:58:12.049,card,ANON-0000-0000-0213,32.82,Americano with Milk +2024-05-25,2024-05-25 16:47:09.557,card,ANON-0000-0000-0040,32.82,Americano with Milk +2024-05-25,2024-05-25 16:48:16.834,card,ANON-0000-0000-0040,27.92,Americano +2024-05-26,2024-05-26 10:20:02.233,card,ANON-0000-0000-0001,37.72,Latte +2024-05-26,2024-05-26 14:24:49.812,card,ANON-0000-0000-0214,32.82,Americano with Milk +2024-05-26,2024-05-26 14:26:05.248,card,ANON-0000-0000-0215,27.92,Cortado +2024-05-26,2024-05-26 14:40:58.882,card,ANON-0000-0000-0216,32.82,Americano with Milk +2024-05-26,2024-05-26 17:19:15.521,card,ANON-0000-0000-0217,37.72,Cappuccino +2024-05-26,2024-05-26 18:09:52.843,card,ANON-0000-0000-0218,37.72,Hot Chocolate +2024-05-26,2024-05-26 18:11:02.204,card,ANON-0000-0000-0218,37.72,Hot Chocolate +2024-05-26,2024-05-26 18:13:14.299,card,ANON-0000-0000-0218,27.92,Americano +2024-05-26,2024-05-26 18:39:18.794,card,ANON-0000-0000-0219,37.72,Latte +2024-05-26,2024-05-26 20:59:14.954,card,ANON-0000-0000-0220,37.72,Hot Chocolate +2024-05-26,2024-05-26 21:00:05.568,card,ANON-0000-0000-0220,37.72,Cappuccino +2024-05-26,2024-05-26 21:02:36.935,card,ANON-0000-0000-0221,27.92,Cortado +2024-05-26,2024-05-26 21:03:51.772,card,ANON-0000-0000-0222,37.72,Cappuccino +2024-05-26,2024-05-26 21:04:58.824,card,ANON-0000-0000-0221,37.72,Latte +2024-05-26,2024-05-26 21:06:02.621,card,ANON-0000-0000-0223,37.72,Cappuccino +2024-05-27,2024-05-27 11:34:55.252,card,ANON-0000-0000-0012,27.92,Americano +2024-05-27,2024-05-27 14:05:21.688,card,ANON-0000-0000-0224,32.82,Americano with Milk +2024-05-27,2024-05-27 14:06:43.564,card,ANON-0000-0000-0224,37.72,Cocoa +2024-05-27,2024-05-27 15:11:34.061,card,ANON-0000-0000-0225,27.92,Americano +2024-05-27,2024-05-27 15:14:05.788,card,ANON-0000-0000-0225,27.92,Americano +2024-05-27,2024-05-27 17:50:55.763,card,ANON-0000-0000-0203,37.72,Latte +2024-05-27,2024-05-27 18:00:50.983,card,ANON-0000-0000-0226,27.92,Americano +2024-05-27,2024-05-27 19:16:27.404,card,ANON-0000-0000-0227,37.72,Latte +2024-05-27,2024-05-27 19:17:38.729,card,ANON-0000-0000-0228,37.72,Latte +2024-05-27,2024-05-27 21:29:07.085,card,ANON-0000-0000-0192,32.82,Americano with Milk +2024-05-27,2024-05-27 21:30:19.772,card,ANON-0000-0000-0206,37.72,Cappuccino +2024-05-28,2024-05-28 08:37:09.028,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-05-28,2024-05-28 09:20:10.736,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-05-28,2024-05-28 11:48:18.494,card,ANON-0000-0000-0229,37.72,Cappuccino +2024-05-28,2024-05-28 13:14:40.435,card,ANON-0000-0000-0230,37.72,Cappuccino +2024-05-28,2024-05-28 14:10:53.691,card,ANON-0000-0000-0194,37.72,Cocoa +2024-05-28,2024-05-28 16:25:39.330,card,ANON-0000-0000-0141,27.92,Cortado +2024-05-28,2024-05-28 17:21:43.967,cash,,39.0,Cappuccino +2024-05-28,2024-05-28 19:09:29.069,card,ANON-0000-0000-0231,27.92,Americano +2024-05-28,2024-05-28 19:10:31.070,card,ANON-0000-0000-0231,37.72,Latte +2024-05-28,2024-05-28 20:24:32.205,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-28,2024-05-28 20:50:19.449,card,ANON-0000-0000-0012,27.92,Americano +2024-05-29,2024-05-29 09:14:43.704,card,ANON-0000-0000-0232,37.72,Latte +2024-05-29,2024-05-29 10:48:46.781,cash,,39.0,Latte +2024-05-29,2024-05-29 11:14:02.855,card,ANON-0000-0000-0233,37.72,Hot Chocolate +2024-05-29,2024-05-29 15:10:48.545,card,ANON-0000-0000-0234,27.92,Americano +2024-05-29,2024-05-29 15:22:56.321,card,ANON-0000-0000-0235,37.72,Latte +2024-05-29,2024-05-29 15:45:12.738,card,ANON-0000-0000-0236,37.72,Cappuccino +2024-05-29,2024-05-29 16:45:03.950,card,ANON-0000-0000-0237,37.72,Latte +2024-05-29,2024-05-29 18:24:03.334,card,ANON-0000-0000-0238,27.92,Cortado +2024-05-29,2024-05-29 18:24:59.311,card,ANON-0000-0000-0238,37.72,Latte +2024-05-29,2024-05-29 20:30:42.240,card,ANON-0000-0000-0239,37.72,Hot Chocolate +2024-05-29,2024-05-29 20:32:35.200,card,ANON-0000-0000-0240,37.72,Cocoa +2024-05-30,2024-05-30 08:29:06.277,card,ANON-0000-0000-0241,37.72,Cappuccino +2024-05-30,2024-05-30 08:30:21.586,card,ANON-0000-0000-0241,37.72,Latte +2024-05-30,2024-05-30 08:37:05.382,card,ANON-0000-0000-0242,32.82,Americano with Milk +2024-05-30,2024-05-30 09:47:59.092,card,ANON-0000-0000-0001,37.72,Latte +2024-05-30,2024-05-30 14:56:15.473,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-05-30,2024-05-30 15:16:15.665,card,ANON-0000-0000-0243,23.02,Espresso +2024-05-30,2024-05-30 15:17:38.656,card,ANON-0000-0000-0012,23.02,Espresso +2024-05-30,2024-05-30 19:53:11.189,card,ANON-0000-0000-0206,37.72,Cappuccino +2024-05-30,2024-05-30 20:31:05.430,card,ANON-0000-0000-0244,37.72,Latte +2024-05-30,2024-05-30 20:46:13.835,card,ANON-0000-0000-0009,37.72,Hot Chocolate +2024-05-30,2024-05-30 20:47:21.586,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-05-31,2024-05-31 07:53:57.274,card,ANON-0000-0000-0245,32.82,Americano with Milk +2024-05-31,2024-05-31 09:21:07.821,card,ANON-0000-0000-0246,37.72,Latte +2024-05-31,2024-05-31 09:23:58.791,cash,,39.0,Latte +2024-05-31,2024-05-31 10:38:07.861,card,ANON-0000-0000-0247,37.72,Hot Chocolate +2024-05-31,2024-05-31 10:39:06.136,card,ANON-0000-0000-0248,37.72,Cocoa +2024-05-31,2024-05-31 14:50:12.976,card,ANON-0000-0000-0249,32.82,Americano with Milk +2024-05-31,2024-05-31 18:23:44.636,card,ANON-0000-0000-0250,37.72,Latte +2024-05-31,2024-05-31 18:25:03.271,card,ANON-0000-0000-0250,37.72,Latte +2024-05-31,2024-05-31 20:06:39.166,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-05-31,2024-05-31 20:33:06.403,card,ANON-0000-0000-0134,32.82,Americano with Milk +2024-05-31,2024-05-31 20:34:32.903,card,ANON-0000-0000-0134,37.72,Latte +2024-05-31,2024-05-31 22:05:47.070,card,ANON-0000-0000-0206,37.72,Cappuccino +2024-05-31,2024-05-31 22:06:52.490,card,ANON-0000-0000-0206,32.82,Americano with Milk +2024-05-31,2024-05-31 22:07:55.368,card,ANON-0000-0000-0206,27.92,Cortado +2024-06-01,2024-06-01 08:27:01.745,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-01,2024-06-01 09:48:24.750,card,ANON-0000-0000-0232,37.72,Latte +2024-06-01,2024-06-01 11:38:09.371,card,ANON-0000-0000-0250,37.72,Latte +2024-06-01,2024-06-01 14:28:53.739,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-01,2024-06-01 18:20:12.780,card,ANON-0000-0000-0251,32.82,Americano with Milk +2024-06-01,2024-06-01 18:21:15.363,card,ANON-0000-0000-0251,32.82,Americano with Milk +2024-06-01,2024-06-01 20:50:10.488,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-01,2024-06-01 20:51:13.565,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-01,2024-06-01 20:54:59.267,cash,,39.0,Cocoa +2024-06-01,2024-06-01 20:59:09.689,card,ANON-0000-0000-0252,37.72,Cocoa +2024-06-01,2024-06-01 21:51:04.971,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-02,2024-06-02 20:03:25.799,card,ANON-0000-0000-0009,37.72,Latte +2024-06-02,2024-06-02 20:24:02.449,card,ANON-0000-0000-0040,32.82,Americano with Milk +2024-06-02,2024-06-02 20:25:07.238,card,ANON-0000-0000-0040,37.72,Cappuccino +2024-06-02,2024-06-02 21:07:20.531,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-02,2024-06-02 21:30:12.430,card,ANON-0000-0000-0253,37.72,Latte +2024-06-02,2024-06-02 22:43:10.636,cash,,34.0,Americano with Milk +2024-06-03,2024-06-03 10:12:04.141,card,ANON-0000-0000-0001,37.72,Latte +2024-06-03,2024-06-03 10:27:49.797,card,ANON-0000-0000-0191,37.72,Latte +2024-06-03,2024-06-03 14:31:42.338,card,ANON-0000-0000-0025,37.72,Cappuccino +2024-06-03,2024-06-03 14:33:00.952,card,ANON-0000-0000-0024,32.82,Americano with Milk +2024-06-03,2024-06-03 14:34:06.922,card,ANON-0000-0000-0009,37.72,Latte +2024-06-03,2024-06-03 21:42:51.734,cash,,34.0,Americano with Milk +2024-06-03,2024-06-03 21:43:37.471,cash,,34.0,Americano with Milk +2024-06-04,2024-06-04 09:23:42.898,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-04,2024-06-04 10:27:13.975,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-04,2024-06-04 12:02:10.213,card,ANON-0000-0000-0254,37.72,Latte +2024-06-04,2024-06-04 12:05:29.186,card,ANON-0000-0000-0254,37.72,Hot Chocolate +2024-06-04,2024-06-04 15:30:32.455,card,ANON-0000-0000-0255,37.72,Latte +2024-06-04,2024-06-04 17:46:36.661,card,ANON-0000-0000-0192,27.92,Cortado +2024-06-04,2024-06-04 17:47:28.847,card,ANON-0000-0000-0192,37.72,Cappuccino +2024-06-04,2024-06-04 20:13:01.204,card,ANON-0000-0000-0256,37.72,Hot Chocolate +2024-06-04,2024-06-04 20:50:33.896,card,ANON-0000-0000-0257,37.72,Cappuccino +2024-06-04,2024-06-04 21:31:58.908,card,ANON-0000-0000-0258,27.92,Cortado +2024-06-04,2024-06-04 21:33:02.621,card,ANON-0000-0000-0259,32.82,Americano with Milk +2024-06-04,2024-06-04 21:34:55.667,card,ANON-0000-0000-0260,32.82,Americano with Milk +2024-06-04,2024-06-04 21:36:06.924,card,ANON-0000-0000-0260,32.82,Americano with Milk +2024-06-04,2024-06-04 21:37:15.164,card,ANON-0000-0000-0260,32.82,Americano with Milk +2024-06-05,2024-06-05 08:21:48.964,card,ANON-0000-0000-0261,37.72,Cappuccino +2024-06-05,2024-06-05 08:23:06.723,card,ANON-0000-0000-0261,37.72,Cappuccino +2024-06-05,2024-06-05 09:22:43.108,card,ANON-0000-0000-0262,27.92,Americano +2024-06-05,2024-06-05 10:28:50.620,card,ANON-0000-0000-0001,37.72,Latte +2024-06-05,2024-06-05 10:40:53.188,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-05,2024-06-05 19:43:57.675,card,ANON-0000-0000-0263,32.82,Americano with Milk +2024-06-05,2024-06-05 19:59:53.527,card,ANON-0000-0000-0264,37.72,Latte +2024-06-05,2024-06-05 20:10:47.623,card,ANON-0000-0000-0220,37.72,Cocoa +2024-06-05,2024-06-05 20:12:01.658,card,ANON-0000-0000-0220,27.92,Cortado +2024-06-06,2024-06-06 08:52:56.351,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-06,2024-06-06 08:54:08.455,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-06,2024-06-06 10:36:09.667,card,ANON-0000-0000-0001,37.72,Latte +2024-06-06,2024-06-06 12:17:41.474,card,ANON-0000-0000-0265,27.92,Americano +2024-06-06,2024-06-06 15:11:14.185,card,ANON-0000-0000-0224,32.82,Americano with Milk +2024-06-06,2024-06-06 15:24:06.221,card,ANON-0000-0000-0266,37.72,Cappuccino +2024-06-06,2024-06-06 21:14:05.102,card,ANON-0000-0000-0267,37.72,Latte +2024-06-06,2024-06-06 21:15:42.227,card,ANON-0000-0000-0267,37.72,Latte +2024-06-06,2024-06-06 21:18:26.713,card,ANON-0000-0000-0206,37.72,Cappuccino +2024-06-06,2024-06-06 21:19:30.436,card,ANON-0000-0000-0206,32.82,Americano with Milk +2024-06-06,2024-06-06 21:21:04.440,card,ANON-0000-0000-0267,37.72,Latte +2024-06-07,2024-06-07 08:18:04.296,card,ANON-0000-0000-0268,37.72,Cappuccino +2024-06-07,2024-06-07 10:35:28.104,card,ANON-0000-0000-0269,23.02,Espresso +2024-06-07,2024-06-07 13:34:18.297,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-06-07,2024-06-07 16:45:42.218,card,ANON-0000-0000-0270,27.92,Cortado +2024-06-07,2024-06-07 16:47:15.481,card,ANON-0000-0000-0270,27.92,Cortado +2024-06-08,2024-06-08 09:04:20.016,card,ANON-0000-0000-0271,27.92,Cortado +2024-06-08,2024-06-08 09:26:11.160,card,ANON-0000-0000-0097,32.82,Americano with Milk +2024-06-08,2024-06-08 20:24:54.320,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-06-08,2024-06-08 20:25:56.316,card,ANON-0000-0000-0134,37.72,Cappuccino +2024-06-09,2024-06-09 08:15:52.760,card,ANON-0000-0000-0097,37.72,Latte +2024-06-09,2024-06-09 10:30:04.461,card,ANON-0000-0000-0272,37.72,Latte +2024-06-09,2024-06-09 10:52:05.797,card,ANON-0000-0000-0273,37.72,Cappuccino +2024-06-09,2024-06-09 11:04:41.306,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-09,2024-06-09 11:07:08.108,card,ANON-0000-0000-0274,23.02,Espresso +2024-06-09,2024-06-09 11:52:49.616,card,ANON-0000-0000-0275,37.72,Cappuccino +2024-06-09,2024-06-09 12:11:23.640,card,ANON-0000-0000-0276,32.82,Americano with Milk +2024-06-09,2024-06-09 12:13:08.067,card,ANON-0000-0000-0276,37.72,Latte +2024-06-09,2024-06-09 12:14:10.783,card,ANON-0000-0000-0276,37.72,Latte +2024-06-09,2024-06-09 15:10:30.692,card,ANON-0000-0000-0277,27.92,Cortado +2024-06-09,2024-06-09 16:17:28.189,card,ANON-0000-0000-0278,37.72,Cappuccino +2024-06-09,2024-06-09 19:21:19.277,card,ANON-0000-0000-0279,32.82,Americano with Milk +2024-06-09,2024-06-09 21:05:08.844,card,ANON-0000-0000-0280,27.92,Americano +2024-06-10,2024-06-10 12:47:49.861,card,ANON-0000-0000-0281,37.72,Cappuccino +2024-06-10,2024-06-10 12:56:48.268,card,ANON-0000-0000-0097,37.72,Latte +2024-06-10,2024-06-10 19:04:28.106,card,ANON-0000-0000-0282,37.72,Hot Chocolate +2024-06-10,2024-06-10 19:05:22.770,card,ANON-0000-0000-0282,37.72,Hot Chocolate +2024-06-10,2024-06-10 19:37:23.602,card,ANON-0000-0000-0283,37.72,Latte +2024-06-10,2024-06-10 19:38:19.678,card,ANON-0000-0000-0283,37.72,Latte +2024-06-11,2024-06-11 10:38:03.953,card,ANON-0000-0000-0284,32.82,Americano with Milk +2024-06-11,2024-06-11 18:48:25.292,card,ANON-0000-0000-0285,37.72,Latte +2024-06-11,2024-06-11 18:49:36.428,card,ANON-0000-0000-0285,37.72,Latte +2024-06-11,2024-06-11 21:17:03.344,card,ANON-0000-0000-0286,37.72,Hot Chocolate +2024-06-11,2024-06-11 21:27:41.900,card,ANON-0000-0000-0287,32.82,Americano with Milk +2024-06-11,2024-06-11 21:28:50.220,card,ANON-0000-0000-0287,32.82,Americano with Milk +2024-06-12,2024-06-12 10:18:18.786,card,ANON-0000-0000-0288,37.72,Hot Chocolate +2024-06-12,2024-06-12 11:51:43.858,card,ANON-0000-0000-0289,37.72,Cappuccino +2024-06-12,2024-06-12 17:41:17.179,card,ANON-0000-0000-0283,37.72,Latte +2024-06-12,2024-06-12 17:47:27.878,card,ANON-0000-0000-0290,37.72,Latte +2024-06-12,2024-06-12 20:16:33.648,card,ANON-0000-0000-0256,37.72,Hot Chocolate +2024-06-12,2024-06-12 20:25:34.239,card,ANON-0000-0000-0291,32.82,Americano with Milk +2024-06-13,2024-06-13 08:54:24.207,card,ANON-0000-0000-0292,27.92,Americano +2024-06-13,2024-06-13 08:57:25.592,card,ANON-0000-0000-0097,37.72,Latte +2024-06-13,2024-06-13 09:50:25.038,card,ANON-0000-0000-0293,32.82,Americano with Milk +2024-06-13,2024-06-13 09:57:11.518,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-13,2024-06-13 17:04:58.601,card,ANON-0000-0000-0294,32.82,Americano with Milk +2024-06-13,2024-06-13 17:27:46.626,card,ANON-0000-0000-0295,37.72,Hot Chocolate +2024-06-13,2024-06-13 19:22:19.083,card,ANON-0000-0000-0296,37.72,Latte +2024-06-13,2024-06-13 20:20:51.762,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-13,2024-06-13 20:43:45.991,card,ANON-0000-0000-0012,23.02,Espresso +2024-06-13,2024-06-13 20:45:00.615,card,ANON-0000-0000-0295,23.02,Espresso +2024-06-13,2024-06-13 20:48:17.902,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-13,2024-06-13 21:02:28.377,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-14,2024-06-14 07:46:13.238,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-14,2024-06-14 10:30:31.584,card,ANON-0000-0000-0297,27.92,Americano +2024-06-14,2024-06-14 12:14:41.696,card,ANON-0000-0000-0097,37.72,Latte +2024-06-14,2024-06-14 18:29:53.399,card,ANON-0000-0000-0298,32.82,Americano with Milk +2024-06-15,2024-06-15 11:26:01.974,card,ANON-0000-0000-0299,37.72,Cappuccino +2024-06-15,2024-06-15 12:21:28.135,card,ANON-0000-0000-0300,37.72,Latte +2024-06-15,2024-06-15 12:22:46.942,card,ANON-0000-0000-0300,32.82,Americano with Milk +2024-06-15,2024-06-15 12:23:52.166,card,ANON-0000-0000-0300,23.02,Espresso +2024-06-15,2024-06-15 12:24:35.130,card,ANON-0000-0000-0300,37.72,Cocoa +2024-06-15,2024-06-15 12:25:23.960,card,ANON-0000-0000-0300,32.82,Americano with Milk +2024-06-15,2024-06-15 16:03:29.909,card,ANON-0000-0000-0301,32.82,Americano with Milk +2024-06-15,2024-06-15 18:14:04.623,card,ANON-0000-0000-0302,27.92,Americano +2024-06-16,2024-06-16 10:43:51.456,card,ANON-0000-0000-0059,32.82,Americano with Milk +2024-06-16,2024-06-16 10:58:41.366,card,ANON-0000-0000-0303,37.72,Latte +2024-06-16,2024-06-16 11:00:38.191,card,ANON-0000-0000-0303,37.72,Hot Chocolate +2024-06-16,2024-06-16 11:01:41.488,card,ANON-0000-0000-0303,37.72,Hot Chocolate +2024-06-16,2024-06-16 12:49:27.624,card,ANON-0000-0000-0276,32.82,Americano with Milk +2024-06-16,2024-06-16 14:00:38.992,card,ANON-0000-0000-0274,23.02,Espresso +2024-06-16,2024-06-16 15:02:36.332,card,ANON-0000-0000-0304,32.82,Americano with Milk +2024-06-16,2024-06-16 15:05:10.421,card,ANON-0000-0000-0304,32.82,Americano with Milk +2024-06-16,2024-06-16 15:43:59.593,card,ANON-0000-0000-0305,37.72,Hot Chocolate +2024-06-16,2024-06-16 16:47:36.521,card,ANON-0000-0000-0306,37.72,Hot Chocolate +2024-06-16,2024-06-16 17:45:17.267,card,ANON-0000-0000-0059,32.82,Americano with Milk +2024-06-16,2024-06-16 17:46:16.554,card,ANON-0000-0000-0059,32.82,Americano with Milk +2024-06-17,2024-06-17 08:57:24.044,card,ANON-0000-0000-0307,27.92,Americano +2024-06-17,2024-06-17 10:12:05.139,card,ANON-0000-0000-0308,27.92,Cortado +2024-06-17,2024-06-17 10:13:37.575,card,ANON-0000-0000-0308,27.92,Cortado +2024-06-17,2024-06-17 10:55:51.608,card,ANON-0000-0000-0042,37.72,Cappuccino +2024-06-17,2024-06-17 14:51:35.381,card,ANON-0000-0000-0164,37.72,Cappuccino +2024-06-17,2024-06-17 16:50:13.441,card,ANON-0000-0000-0012,37.72,Cappuccino +2024-06-17,2024-06-17 16:51:11.038,card,ANON-0000-0000-0012,37.72,Cappuccino +2024-06-17,2024-06-17 16:52:36.336,card,ANON-0000-0000-0012,27.92,Americano +2024-06-17,2024-06-17 18:51:19.631,card,ANON-0000-0000-0309,27.92,Americano +2024-06-17,2024-06-17 21:16:11.485,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-18,2024-06-18 14:04:06.125,card,ANON-0000-0000-0299,27.92,Americano +2024-06-18,2024-06-18 14:05:12.313,card,ANON-0000-0000-0299,37.72,Cappuccino +2024-06-18,2024-06-18 19:20:40.571,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-18,2024-06-18 19:21:38.892,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-18,2024-06-18 20:35:49.497,card,ANON-0000-0000-0310,27.92,Cortado +2024-06-18,2024-06-18 21:20:49.526,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-18,2024-06-18 21:22:18.518,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-19,2024-06-19 07:47:19.833,card,ANON-0000-0000-0311,37.72,Latte +2024-06-19,2024-06-19 08:17:54.508,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-19,2024-06-19 10:54:00.492,card,ANON-0000-0000-0312,27.92,Americano +2024-06-19,2024-06-19 11:11:27.807,card,ANON-0000-0000-0313,37.72,Latte +2024-06-19,2024-06-19 11:12:31.412,card,ANON-0000-0000-0313,37.72,Cocoa +2024-06-19,2024-06-19 14:21:36.258,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-06-19,2024-06-19 18:28:43.437,card,ANON-0000-0000-0153,37.72,Cappuccino +2024-06-19,2024-06-19 18:29:58.961,card,ANON-0000-0000-0153,37.72,Latte +2024-06-19,2024-06-19 19:31:31.293,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-19,2024-06-19 21:28:59.485,card,ANON-0000-0000-0192,37.72,Cappuccino +2024-06-19,2024-06-19 21:30:03.484,card,ANON-0000-0000-0192,32.82,Americano with Milk +2024-06-20,2024-06-20 10:50:06.453,card,ANON-0000-0000-0097,37.72,Latte +2024-06-20,2024-06-20 18:59:02.082,card,ANON-0000-0000-0314,37.72,Latte +2024-06-20,2024-06-20 19:00:00.237,card,ANON-0000-0000-0314,37.72,Latte +2024-06-20,2024-06-20 21:39:10.013,card,ANON-0000-0000-0257,37.72,Latte +2024-06-20,2024-06-20 21:57:40.554,card,ANON-0000-0000-0009,37.72,Latte +2024-06-20,2024-06-20 21:59:17.598,card,ANON-0000-0000-0009,32.82,Americano with Milk +2024-06-21,2024-06-21 09:59:55.930,card,ANON-0000-0000-0311,37.72,Latte +2024-06-21,2024-06-21 10:01:40.183,card,ANON-0000-0000-0315,27.92,Americano +2024-06-21,2024-06-21 13:19:19.416,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-21,2024-06-21 13:20:31.513,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-21,2024-06-21 18:12:16.064,card,ANON-0000-0000-0316,23.02,Espresso +2024-06-21,2024-06-21 19:30:26.651,card,ANON-0000-0000-0009,37.72,Latte +2024-06-21,2024-06-21 19:47:06.201,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-21,2024-06-21 19:48:06.713,card,ANON-0000-0000-0154,37.72,Cappuccino +2024-06-21,2024-06-21 19:49:54.505,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-06-21,2024-06-21 19:51:00.211,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-06-21,2024-06-21 19:52:18.775,card,ANON-0000-0000-0180,27.92,Americano +2024-06-21,2024-06-21 19:55:37.142,card,ANON-0000-0000-0311,32.82,Americano with Milk +2024-06-22,2024-06-22 08:39:50.273,card,ANON-0000-0000-0141,27.92,Cortado +2024-06-22,2024-06-22 09:37:48.779,card,ANON-0000-0000-0311,32.82,Americano with Milk +2024-06-22,2024-06-22 12:53:15.541,card,ANON-0000-0000-0317,32.82,Americano with Milk +2024-06-22,2024-06-22 15:37:20.137,card,ANON-0000-0000-0009,37.72,Latte +2024-06-22,2024-06-22 22:10:22.998,card,ANON-0000-0000-0318,37.72,Cappuccino +2024-06-23,2024-06-23 18:12:01.406,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-23,2024-06-23 18:13:50.638,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-23,2024-06-23 21:06:46.956,card,ANON-0000-0000-0319,37.72,Cappuccino +2024-06-23,2024-06-23 21:29:07.823,card,ANON-0000-0000-0320,37.72,Latte +2024-06-23,2024-06-23 21:30:36.375,card,ANON-0000-0000-0320,37.72,Cappuccino +2024-06-24,2024-06-24 11:44:39.939,card,ANON-0000-0000-0164,32.82,Americano with Milk +2024-06-24,2024-06-24 11:49:36.044,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-06-24,2024-06-24 11:50:44.080,card,ANON-0000-0000-0180,37.72,Cappuccino +2024-06-24,2024-06-24 15:02:28.995,card,ANON-0000-0000-0321,37.72,Latte +2024-06-24,2024-06-24 16:46:00.573,card,ANON-0000-0000-0203,37.72,Cappuccino +2024-06-24,2024-06-24 16:47:00.409,card,ANON-0000-0000-0203,37.72,Cappuccino +2024-06-25,2024-06-25 08:19:24.244,card,ANON-0000-0000-0322,37.72,Latte +2024-06-25,2024-06-25 10:28:26.408,card,ANON-0000-0000-0012,32.82,Americano with Milk +2024-06-25,2024-06-25 10:29:42.410,card,ANON-0000-0000-0040,32.82,Americano with Milk +2024-06-25,2024-06-25 11:34:52.296,card,ANON-0000-0000-0203,37.72,Cappuccino +2024-06-26,2024-06-26 09:33:01.706,card,ANON-0000-0000-0323,37.72,Latte +2024-06-26,2024-06-26 16:32:29.453,card,ANON-0000-0000-0324,23.02,Espresso 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21:04:09.746,card,ANON-0000-0000-0097,32.82,Americano with Milk diff --git a/Coffee Sales Prediction/Model/Coffee_Sales.ipynb b/Coffee Sales Prediction/Model/Coffee_Sales.ipynb new file mode 100644 index 000000000..d81862650 --- /dev/null +++ b/Coffee Sales Prediction/Model/Coffee_Sales.ipynb @@ -0,0 +1,525 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "lgORAEN6Q7Pr" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import mean_squared_error, accuracy_score\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.svm import SVR, SVC\n", + "from sklearn.cluster import KMeans\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import LSTM, Dense\n", + "from tensorflow.keras.preprocessing.sequence import TimeseriesGenerator" + ] + }, + { + "cell_type": "code", + "source": [ + "# Load the dataset\n", + "df = pd.read_csv('/content/index.csv')" + ], + "metadata": { + "id": "dPF4BVL9VFI4" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.columns" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "x8z7W54-mgfz", + "outputId": "aba6c0e7-ff88-4067-af53-66d3b6d67878" + }, + "execution_count": 29, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['cash_type', 'money', 'coffee_name', 'year', 'month', 'day', 'hour',\n", + " 'minute', 'second'],\n", + " dtype='object')" + ] + }, + "metadata": {}, + "execution_count": 29 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Convert datetime column to datetime type\n", + "df['datetime'] = pd.to_datetime(df['datetime'])" + ], + "metadata": { + "id": "k8a-ijqageB3" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Extract features from datetime\n", + "df['year'] = df['datetime'].dt.year\n", + "df['month'] = df['datetime'].dt.month\n", + "df['day'] = df['datetime'].dt.day\n", + "df['hour'] = df['datetime'].dt.hour\n", + "df['minute'] = df['datetime'].dt.minute\n", + "df['second'] = df['datetime'].dt.second" + ], + "metadata": { + "id": "-f7T1i_Ggg7G" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Drop unnecessary columns\n", + "df.drop(['date', 'datetime', 'card'], axis=1, inplace=True)" + ], + "metadata": { + "id": "UgsIlFtVgkC6" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Encode categorical variables\n", + "le_cash_type = LabelEncoder()\n", + "df['cash_type'] = le_cash_type.fit_transform(df['cash_type'])" + ], + "metadata": { + "id": "zN-2Mb6rgnnk" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "le_coffee_name = LabelEncoder()\n", + "df['coffee_name'] = le_coffee_name.fit_transform(df['coffee_name'])" + ], + "metadata": { + "id": "GrCfV0Y9gsGM" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Define feature columns and target column\n", + "features = df.drop('money', axis=1)\n", + "target = df['money']" + ], + "metadata": { + "id": "7abOmqhpgtx9" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Standardize features\n", + "scaler = StandardScaler()\n", + "features_scaled = scaler.fit_transform(features)" + ], + "metadata": { + "id": "44BspKlDgxKE" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Split the data into training and testing sets\n", + "X_train, X_test, y_train, y_test = train_test_split(features_scaled, target, test_size=0.2, random_state=42)" + ], + "metadata": { + "id": "1u5TKdoPgzaM" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Support Vector Machine (SVM) - Regression**" + ], + "metadata": { + "id": "21CyjTmxg3uU" + } + }, + { + "cell_type": "code", + "source": [ + "# Train an SVR model\n", + "svr_model = SVR()\n", + "svr_model.fit(X_train, y_train)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "kEa-2Y23g4tS", + "outputId": "73f5b93e-c81b-4cd3-d2c7-4d4cf35566f3" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SVR()" + ], + "text/html": [ + "
SVR()
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On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Predict and evaluate the SVR model\n", + "y_pred_svr = svr_model.predict(X_test)\n", + "mse_svr = mean_squared_error(y_test, y_pred_svr)\n", + "print(\"SVR Mean Squared Error:\", mse_svr)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9tX_8HZMg7bw", + "outputId": "e8aacf48-c78f-47e8-df38-193fe97e2478" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "SVR Mean Squared Error: 18.665746527673885\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Long Short-Term Memory (LSTM)**" + ], + "metadata": { + "id": "3GFHo-OEhAhS" + } + }, + { + "cell_type": "code", + "source": [ + "# Prepare data for LSTM\n", + "time_steps = 10\n", + "generator = TimeseriesGenerator(features_scaled, target, length=time_steps, batch_size=32)\n", + "\n", + "# Define the LSTM model\n", + "lstm_model = Sequential([\n", + " LSTM(50, activation='relu', input_shape=(time_steps, features_scaled.shape[1])),\n", + " Dense(1)\n", + "])\n", + "lstm_model.compile(optimizer='adam', loss='mse')" + ], + "metadata": { + "id": "f8aCxZykhBuZ" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Train the LSTM model\n", + "lstm_model.fit(generator, epochs=20)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Gs9xxZLshbBQ", + "outputId": "56f5e463-25e2-4e9f-d116-da063231abc3" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/20\n", + "28/28 [==============================] - 4s 14ms/step - loss: 1143.7573\n", + "Epoch 2/20\n", + "28/28 [==============================] - 1s 19ms/step - loss: 638.4385\n", + "Epoch 3/20\n", + "28/28 [==============================] - 1s 23ms/step - loss: 343.6633\n", + "Epoch 4/20\n", + "28/28 [==============================] - 1s 21ms/step - loss: 209.5866\n", + "Epoch 5/20\n", + "28/28 [==============================] - 0s 15ms/step - loss: 135.7025\n", + "Epoch 6/20\n", + "28/28 [==============================] - 0s 14ms/step - loss: 105.4109\n", + "Epoch 7/20\n", + "28/28 [==============================] - 0s 14ms/step - loss: 94.8103\n", + "Epoch 8/20\n", + "28/28 [==============================] - 0s 11ms/step - loss: 87.2621\n", + "Epoch 9/20\n", + "28/28 [==============================] - 0s 11ms/step - loss: 74.7468\n", + "Epoch 10/20\n", + "28/28 [==============================] - 0s 9ms/step - loss: 57.9783\n", + "Epoch 11/20\n", + "28/28 [==============================] - 0s 9ms/step - loss: 52.4388\n", + "Epoch 12/20\n", + "28/28 [==============================] - 0s 8ms/step - loss: 49.9945\n", + "Epoch 13/20\n", + "28/28 [==============================] - 0s 7ms/step - loss: 45.6005\n", + "Epoch 14/20\n", + "28/28 [==============================] - 0s 7ms/step - loss: 40.8274\n", + "Epoch 15/20\n", + "28/28 [==============================] - 0s 8ms/step - loss: 42.0723\n", + "Epoch 16/20\n", + "28/28 [==============================] - 0s 10ms/step - loss: 41.5035\n", + "Epoch 17/20\n", + "28/28 [==============================] - 0s 9ms/step - loss: 40.1569\n", + "Epoch 18/20\n", + "28/28 [==============================] - 0s 7ms/step - loss: 33.9661\n", + "Epoch 19/20\n", + "28/28 [==============================] - 0s 8ms/step - loss: 31.4893\n", + "Epoch 20/20\n", + "28/28 [==============================] - 0s 7ms/step - loss: 30.4265\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Evaluate the LSTM model\n", + "# Calculate the correct start index to ensure consistent number of samples\n", + "start_index = len(features_scaled) - len(X_test) # Correct start index\n", + "X_test_lstm = TimeseriesGenerator(features_scaled, target, length=time_steps, start_index=start_index)[0][0]\n", + "# Slice target to match X_test_lstm, accounting for time_steps\n", + "y_test_lstm = target[start_index + time_steps - 1: start_index + time_steps - 1 + len(X_test_lstm)]\n", + "y_pred_lstm = lstm_model.predict(X_test_lstm)\n", + "mse_lstm = mean_squared_error(y_test_lstm, y_pred_lstm)\n", + "print(\"LSTM Mean Squared Error:\", mse_lstm)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MGT8U2RbhcpC", + "outputId": "924498ae-c45d-40c2-86d0-79168e4a07a6" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "4/4 [==============================] - 0s 11ms/step\n", + "LSTM Mean Squared Error: 33.18220780405984\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Support Vector Machine (SVM) - Classification**" + ], + "metadata": { + "id": "qxdlJDbbmJhT" + } + }, + { + "cell_type": "code", + "source": [ + "# Convert y_train to discrete labels\n", + "from sklearn.preprocessing import LabelEncoder\n", + "\n", + "le = LabelEncoder()\n", + "y_train_encoded = le.fit_transform(y_train)\n", + "\n", + "# Train an SVC model using the encoded labels\n", + "svc_model = SVC()\n", + "svc_model.fit(X_train, y_train_encoded)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "ZG9KrXE-mMee", + "outputId": "2557e952-8d41-4e4e-bedb-d21ceb25a509" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SVC()" + ], + "text/html": [ + "
SVC()
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" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**K-Means Clustering**" + ], + "metadata": { + "id": "Yd4Yb_IsmXld" + } + }, + { + "cell_type": "code", + "source": [ + "# Apply K-Means Clustering\n", + "kmeans = KMeans(n_clusters=3, random_state=42)\n", + "kmeans.fit(X_train)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 129 + }, + "id": "uHPC1_QQmOUN", + "outputId": "9451c6e7-ff84-4db7-a20a-c6664567a0c9" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "KMeans(n_clusters=3, random_state=42)" + ], + "text/html": [ + "
KMeans(n_clusters=3, random_state=42)
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" + ] + }, + "metadata": {}, + "execution_count": 25 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Predict cluster for test data\n", + "y_pred_kmeans = kmeans.predict(X_test)" + ], + "metadata": { + "id": "rywk_cgFma_1" + }, + "execution_count": 26, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot the clusters\n", + "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_pred_kmeans, cmap='viridis')\n", + "plt.title('K-Means Clustering')\n", + "plt.xlabel('cash_type')\n", + "plt.ylabel('coffee_name')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "BPc7I7Cqmcud", + "outputId": "3accc337-e622-410a-f740-06c8f91f9967" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/Coffee Sales Prediction/requirements.txt b/Coffee Sales Prediction/requirements.txt new file mode 100644 index 000000000..f4710ca53 --- /dev/null +++ b/Coffee Sales Prediction/requirements.txt @@ -0,0 +1,5 @@ +**Requirements For Project :-** + +1. NumPy: Fundamental package for numerical computing. +2. pandas: Data analysis and manipulation library. +3. scikit-learn: Machine learning library for classification, regression, and clustering. \ No newline at end of file