DataCleanser / data /hard_sales_clean.csv
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transaction_id,product,quantity,unit_price,start_date,region,salesperson,customer_type,end_date,total_amount
TXN00001,Keyboard,8,575.29,2023-01-01,West,Salesperson 16,Individual,2023-01-16,4602.32
TXN00002,Monitor,6,139.1,2023-01-02,West,Salesperson 9,Business,2023-01-10,834.6
TXN00003,Phone,18,718.69,2023-01-03,South,Salesperson 13,Business,2023-01-14,12936.42
TXN00004,Mouse,14,249.83,2023-01-04,East,Salesperson 3,Government,2023-01-25,3497.62
TXN00005,Monitor,7,498.15,2023-01-05,East,Salesperson 11,Business,2023-01-21,3487.05
TXN00006,Monitor,1,905.57,2023-01-06,West,Salesperson 6,Business,2023-02-02,905.57
TXN00007,Laptop,6,264.58,2023-01-07,South,Salesperson 9,Individual,2023-02-05,1587.48
TXN00008,Keyboard,8,736.49,2023-01-08,East,Salesperson 8,Government,2023-02-05,5891.92
TXN00009,Monitor,16,708.22,2023-01-09,East,Salesperson 10,Government,2023-01-13,11331.52
TXN00010,Camera,10,449.34,2023-01-10,West,Salesperson 4,Government,2023-02-02,4493.4
TXN00011,Tablet,18,505.37,2023-01-11,North,Salesperson 14,Individual,2023-02-07,9096.66
TXN00012,Laptop,18,499.23,2023-01-12,West,Salesperson 11,Individual,2023-02-03,8986.14
TXN00013,Camera,2,691.64,2023-01-13,East,Salesperson 5,Business,2023-02-06,1383.28
TXN00014,Camera,5,149.33,2023-01-14,East,Salesperson 13,Business,2023-01-25,746.65
TXN00015,Headphones,17,382.78,2023-01-15,South,Salesperson 10,Business,2023-02-05,6507.26
TXN00016,Phone,19,718.02,2023-01-16,North,Salesperson 10,Individual,2023-01-31,13642.38
TXN00017,Monitor,17,157.32,2023-01-17,East,Salesperson 12,Government,2023-02-14,2674.44
TXN00018,Camera,7,593.43,2023-01-18,East,Salesperson 3,Government,2023-02-15,4154.01
TXN00019,Monitor,8,524.2,2023-01-19,Central,Salesperson 5,Government,2023-01-28,4193.6
TXN00020,Monitor,11,872.31,2023-01-20,Central,Salesperson 3,Individual,2023-02-18,9595.41
TXN00021,Headphones,17,235.45,2023-01-21,South,Salesperson 17,Business,2023-02-01,4002.65
TXN00022,Mouse,5,938.08,2023-01-22,South,Salesperson 18,Government,2023-01-27,4690.4
TXN00023,Mouse,3,887.24,2023-01-23,North,Salesperson 3,Business,2023-02-20,2661.72
TXN00024,Keyboard,5,571.6,2023-01-24,South,Salesperson 7,Government,2023-01-25,2858.0
TXN00025,Mouse,11,564.28,2023-01-25,West,Salesperson 19,Business,2023-02-05,6207.08
TXN00026,Phone,8,530.94,2023-01-26,North,Salesperson 6,Business,2023-02-07,4247.52
TXN00027,Phone,4,574.17,2023-01-27,West,Salesperson 6,Government,2023-02-22,2296.68
TXN00028,Headphones,1,955.1,2023-01-28,Central,Salesperson 5,Government,2023-02-12,955.1
TXN00029,Laptop,2,563.55,2023-01-29,West,Salesperson 3,Government,2023-02-08,1127.1
TXN00030,Camera,11,535.41,2023-01-30,South,Salesperson 14,Individual,2023-02-03,5889.51
TXN00031,Keyboard,7,591.15,2023-01-31,North,Salesperson 18,Government,2023-02-09,4138.05
TXN00032,Mouse,9,774.09,2023-02-01,East,Salesperson 6,Government,2023-02-12,6966.81
TXN00033,Mouse,11,373.7,2023-02-02,East,Salesperson 3,Individual,2023-02-19,4110.7
TXN00034,Monitor,18,106.37,2023-02-03,North,Salesperson 16,Government,2023-02-23,1914.66
TXN00035,Laptop,13,964.16,2023-02-04,East,Salesperson 7,Business,2023-02-21,12534.08
TXN00036,Tablet,3,857.39,2023-02-05,North,Salesperson 14,Government,2023-02-15,2572.17
TXN00037,Keyboard,6,384.89,2023-02-06,Central,Salesperson 6,Individual,2023-03-02,2309.34
TXN00038,Phone,7,241.72,2023-02-07,North,Salesperson 12,Business,2023-03-01,1692.04
TXN00039,Camera,9,881.43,2023-02-08,West,Salesperson 18,Government,2023-03-09,7932.87
TXN00040,Tablet,9,270.05,2023-02-09,North,Salesperson 4,Government,2023-02-10,2430.45
TXN00041,Laptop,18,948.62,2023-02-10,West,Salesperson 3,Business,2023-02-23,17075.16
TXN00042,Mouse,11,856.6,2023-02-11,East,Salesperson 12,Business,2023-02-15,9422.6
TXN00043,Mouse,2,811.89,2023-02-12,North,Salesperson 8,Individual,2023-02-17,1623.78
TXN00044,Laptop,19,619.02,2023-02-13,West,Salesperson 6,Government,2023-03-01,11761.38
TXN00045,Tablet,1,169.78,2023-02-14,East,Salesperson 19,Business,2023-03-07,169.78
TXN00046,Headphones,7,974.23,2023-02-15,South,Salesperson 19,Business,2023-03-08,6819.61
TXN00047,Tablet,5,703.42,2023-02-16,North,Salesperson 15,Government,2023-02-25,3517.1
TXN00048,Tablet,6,693.04,2023-02-17,Central,Salesperson 15,Business,2023-03-01,4158.24
TXN00049,Laptop,19,933.39,2023-02-18,East,Salesperson 11,Individual,2023-02-26,17734.41
TXN00050,Monitor,2,311.96,2023-02-19,North,Salesperson 16,Individual,2023-02-20,623.92
TXN00051,Keyboard,19,285.5,2023-02-20,West,Salesperson 5,Government,2023-03-14,5424.5
TXN00052,Laptop,16,512.49,2023-02-21,South,Salesperson 11,Business,2023-02-27,8199.84
TXN00053,Monitor,18,38.62,2023-02-22,East,Salesperson 6,Individual,2023-03-17,695.16
TXN00054,Tablet,19,70.74,2023-02-23,South,Salesperson 1,Business,2023-03-22,1344.06
TXN00055,Tablet,5,688.59,2023-02-24,South,Salesperson 12,Business,2023-02-28,3442.95
TXN00056,Keyboard,1,74.15,2023-02-25,Central,Salesperson 19,Government,2023-03-08,74.15
TXN00057,Mouse,16,13.33,2023-02-26,North,Salesperson 15,Business,2023-03-06,213.28
TXN00058,Phone,19,346.48,2023-02-27,Central,Salesperson 9,Government,2023-03-24,6583.12
TXN00059,Camera,18,195.59,2023-02-28,North,Salesperson 12,Government,2023-03-01,3520.62
TXN00060,Keyboard,13,188.64,2023-03-01,East,Salesperson 1,Business,2023-03-11,2452.32
TXN00061,Tablet,8,708.34,2023-03-02,North,Salesperson 15,Government,2023-03-25,5666.72
TXN00062,Monitor,17,665.4,2023-03-03,East,Salesperson 8,Individual,2023-03-12,11311.8
TXN00063,Mouse,14,838.87,2023-03-04,South,Salesperson 16,Government,2023-03-23,11744.18
TXN00064,Tablet,14,645.42,2023-03-05,South,Salesperson 16,Business,2023-03-30,9035.88
TXN00065,Phone,16,13.21,2023-03-06,East,Salesperson 18,Business,2023-03-14,211.36
TXN00066,Laptop,1,955.28,2023-03-07,Central,Salesperson 12,Government,2023-03-13,955.28
TXN00067,Phone,7,129.47,2023-03-08,North,Salesperson 12,Individual,2023-03-09,906.29
TXN00068,Laptop,2,709.97,2023-03-09,Central,Salesperson 18,Government,2023-03-16,1419.94
TXN00069,Phone,18,314.85,2023-03-10,East,Salesperson 15,Government,2023-03-26,5667.3
TXN00070,Keyboard,6,830.99,2023-03-11,East,Salesperson 11,Individual,2023-04-04,4985.94
TXN00071,Tablet,3,626.51,2023-03-12,East,Salesperson 4,Government,2023-04-01,1879.53
TXN00072,Tablet,10,196.82,2023-03-13,East,Salesperson 3,Business,2023-03-20,1968.2
TXN00073,Monitor,12,637.93,2023-03-14,Central,Salesperson 11,Government,2023-03-20,7655.16
TXN00074,Keyboard,1,473.15,2023-03-15,East,Salesperson 8,Individual,2023-03-25,473.15
TXN00075,Headphones,9,347.79,2023-03-16,West,Salesperson 8,Individual,2023-03-26,3130.11
TXN00076,Camera,3,371.54,2023-03-17,East,Salesperson 1,Government,2023-04-02,1114.62
TXN00077,Mouse,4,553.17,2023-03-18,South,Salesperson 6,Government,2023-04-02,2212.68
TXN00078,Keyboard,8,642.85,2023-03-19,South,Salesperson 16,Individual,2023-03-22,5142.8
TXN00079,Mouse,9,358.29,2023-03-20,Central,Salesperson 3,Government,2023-03-26,3224.61
TXN00080,Mouse,6,597.49,2023-03-21,South,Salesperson 11,Individual,2023-03-30,3584.94
TXN00081,Monitor,17,275.84,2023-03-22,South,Salesperson 14,Individual,2023-04-05,4689.28
TXN00082,Headphones,17,282.14,2023-03-23,West,Salesperson 17,Business,2023-04-21,4796.38
TXN00083,Tablet,6,99.45,2023-03-24,Central,Salesperson 8,Business,2023-03-27,596.7
TXN00084,Mouse,10,399.07,2023-03-25,South,Salesperson 6,Business,2023-03-31,3990.7
TXN00085,Monitor,2,751.81,2023-03-26,West,Salesperson 19,Individual,2023-04-16,1503.62
TXN00086,Mouse,1,976.1,2023-03-27,South,Salesperson 2,Business,2023-03-31,976.1
TXN00087,Phone,10,377.98,2023-03-28,East,Salesperson 18,Individual,2023-04-25,3779.8
TXN00088,Monitor,16,122.96,2023-03-29,South,Salesperson 19,Government,2023-04-08,1967.36
TXN00089,Monitor,6,45.17,2023-03-30,East,Salesperson 5,Government,2023-04-06,271.02
TXN00090,Camera,1,368.64,2023-03-31,South,Salesperson 15,Individual,2023-04-18,368.64
TXN00091,Camera,13,909.67,2023-04-01,West,Salesperson 16,Government,2023-04-02,11825.71
TXN00092,Keyboard,9,233.82,2023-04-02,Central,Salesperson 18,Individual,2023-04-14,2104.38
TXN00093,Laptop,1,407.6,2023-04-03,Central,Salesperson 6,Individual,2023-04-29,407.6
TXN00094,Phone,3,778.91,2023-04-04,South,Salesperson 19,Government,2023-04-08,2336.73
TXN00095,Mouse,15,737.76,2023-04-05,Central,Salesperson 7,Business,2023-04-23,11066.4
TXN00096,Phone,16,422.24,2023-04-06,West,Salesperson 4,Government,2023-05-05,6755.84
TXN00097,Laptop,11,205.32,2023-04-07,West,Salesperson 11,Business,2023-04-24,2258.52
TXN00098,Tablet,1,672.76,2023-04-08,East,Salesperson 1,Government,2023-04-29,672.76
TXN00099,Laptop,7,50.18,2023-04-09,North,Salesperson 4,Individual,2023-05-02,351.26
TXN00100,Phone,14,346.09,2023-04-10,South,Salesperson 4,Business,2023-05-05,4845.26
TXN00101,Monitor,19,958.76,2023-04-11,North,Salesperson 3,Business,2023-04-23,18216.44
TXN00102,Headphones,6,713.65,2023-04-12,Central,Salesperson 19,Individual,2023-04-16,4281.9
TXN00103,Mouse,16,504.86,2023-04-13,East,Salesperson 11,Government,2023-05-02,8077.76
TXN00104,Phone,11,261.66,2023-04-14,South,Salesperson 6,Individual,2023-04-22,2878.26
TXN00105,Mouse,13,794.41,2023-04-15,West,Salesperson 3,Government,2023-05-07,10327.33
TXN00106,Laptop,11,674.59,2023-04-16,West,Salesperson 9,Government,2023-05-01,7420.49
TXN00107,Laptop,1,548.56,2023-04-17,East,Salesperson 3,Business,2023-04-26,548.56
TXN00108,Tablet,3,841.06,2023-04-18,South,Salesperson 13,Individual,2023-04-20,2523.18
TXN00109,Laptop,16,72.21,2023-04-19,West,Salesperson 16,Individual,2023-05-16,1155.36
TXN00110,Keyboard,1,946.43,2023-04-20,East,Salesperson 7,Business,2023-05-12,946.43
TXN00111,Headphones,10,439.75,2023-04-21,East,Salesperson 11,Individual,2023-05-19,4397.5
TXN00112,Tablet,17,241.59,2023-04-22,South,Salesperson 5,Government,2023-04-27,4107.03
TXN00113,Camera,5,845.14,2023-04-23,West,Salesperson 4,Individual,2023-04-25,4225.7
TXN00114,Phone,16,385.12,2023-04-24,West,Salesperson 2,Individual,2023-05-03,6161.92
TXN00115,Camera,10,597.66,2023-04-25,South,Salesperson 5,Government,2023-04-29,5976.6
TXN00116,Camera,9,916.59,2023-04-26,North,Salesperson 18,Government,2023-05-25,8249.31
TXN00117,Headphones,9,481.19,2023-04-27,North,Salesperson 12,Business,2023-05-05,4330.71
TXN00118,Headphones,11,197.06,2023-04-28,North,Salesperson 11,Business,2023-05-26,2167.66
TXN00119,Mouse,9,387.65,2023-04-29,West,Salesperson 11,Government,2023-05-20,3488.85
TXN00120,Headphones,2,33.48,2023-04-30,East,Salesperson 8,Business,2023-05-19,66.96
TXN00121,Tablet,5,676.95,2023-05-01,West,Salesperson 16,Government,2023-05-16,3384.75
TXN00122,Mouse,3,80.63,2023-05-02,East,Salesperson 13,Individual,2023-05-17,241.89
TXN00123,Laptop,18,841.18,2023-05-03,Central,Salesperson 5,Government,2023-05-09,15141.24
TXN00124,Keyboard,2,84.4,2023-05-04,East,Salesperson 18,Individual,2023-05-21,168.8
TXN00125,Tablet,4,507.48,2023-05-05,South,Salesperson 8,Individual,2023-05-13,2029.92
TXN00126,Monitor,12,956.54,2023-05-06,East,Salesperson 10,Government,2023-05-12,11478.48
TXN00127,Laptop,9,471.38,2023-05-07,East,Salesperson 6,Government,2023-05-11,4242.42
TXN00128,Mouse,8,409.11,2023-05-08,Central,Salesperson 9,Government,2023-05-30,3272.88
TXN00129,Monitor,16,104.67,2023-05-09,West,Salesperson 18,Individual,2023-05-18,1674.72
TXN00130,Laptop,19,657.09,2023-05-10,East,Salesperson 18,Government,2023-05-11,12484.71
TXN00131,Keyboard,17,251.3,2023-05-11,Central,Salesperson 11,Government,2023-06-01,4272.1
TXN00132,Tablet,2,664.97,2023-05-12,North,Salesperson 4,Business,2023-06-07,1329.94
TXN00133,Keyboard,17,289.48,2023-05-13,Central,Salesperson 2,Individual,2023-05-20,4921.16
TXN00134,Laptop,14,646.15,2023-05-14,West,Salesperson 4,Government,2023-05-18,9046.1
TXN00135,Tablet,8,924.26,2023-05-15,Central,Salesperson 9,Business,2023-05-20,7394.08
TXN00136,Phone,12,845.76,2023-05-16,South,Salesperson 9,Government,2023-06-04,10149.12
TXN00137,Phone,1,595.72,2023-05-17,West,Salesperson 13,Business,2023-06-13,595.72
TXN00138,Tablet,4,805.2,2023-05-18,South,Salesperson 6,Government,2023-06-08,3220.8
TXN00139,Tablet,1,607.77,2023-05-19,North,Salesperson 18,Individual,2023-05-30,607.77
TXN00140,Keyboard,19,503.76,2023-05-20,East,Salesperson 7,Individual,2023-05-22,9571.44
TXN00141,Headphones,18,390.5,2023-05-21,West,Salesperson 7,Government,2023-06-02,7029.0
TXN00142,Headphones,15,140.84,2023-05-22,South,Salesperson 16,Government,2023-05-27,2112.6
TXN00143,Keyboard,18,71.25,2023-05-23,South,Salesperson 2,Business,2023-06-12,1282.5
TXN00144,Headphones,7,771.28,2023-05-24,North,Salesperson 19,Individual,2023-05-27,5398.96
TXN00145,Phone,1,875.24,2023-05-25,West,Salesperson 1,Individual,2023-06-03,875.24
TXN00146,Monitor,11,23.7,2023-05-26,East,Salesperson 6,Individual,2023-06-09,260.7
TXN00147,Monitor,2,600.14,2023-05-27,North,Salesperson 17,Government,2023-06-15,1200.28
TXN00148,Monitor,14,488.19,2023-05-28,North,Salesperson 8,Business,2023-06-01,6834.66
TXN00149,Tablet,14,813.1,2023-05-29,Central,Salesperson 11,Individual,2023-06-25,11383.4
TXN00150,Keyboard,9,38.16,2023-05-30,North,Salesperson 19,Individual,2023-06-23,343.44