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You have been hired to build a model to forecast Sales. You have been provided a data set that
includes advertising between social media, newspaper, and sales. The client wants a model that
has a prediction error that is no more than 10% of actual sales. Can you build that model? The
data set is Marketing Data.
Youtube facebook newspaper sales 84.72 19.2 48.96 12.6 351.48 33.96 51.84 25.68 135.48
20.88 46.32 14.28 116.64 1.8 36 11.52 318.72 24 0.36 20.88 114.84 1.68 8.88 11.4 348.84 4.92
10.2 15.36 320.28 52.56 6 30.48 89.64 59.28 54.84 17.64 51.72 32.04 42.12 12.12 273.6 45.24
38.4 25.8 243 26.76 37.92 19.92 212.4 40.08 46.44 20.52 352.32 33.24 2.16 24.84 248.28 10.08
31.68 15.48 30.12 30.84 51.96 10.2 210.12 27 37.8 17.88 107.64 11.88 42.84 12.72 287.88 49.8
22.2 27.84 272.64 18.96 59.88 17.76 80.28 14.04 44.16 11.64 239.76 3.72 41.52 13.68 120.48
11.52 4.32 12.84 259.68 50.04 47.52 27.12 219.12 55.44 70.44 25.44 315.24 34.56 19.08 24.24
238.68 59.28 72 28.44 8.76 33.72 49.68 6.6 163.44 23.04 19.92 15.84 252.96 59.52 45.24 28.56
252.84 35.4 11.16 22.08 64.2 2.4 25.68 9.72 313.56 51.24 65.64 29.04 287.16 18.6 32.76 18.84
123.24 35.52 10.08 16.8 157.32 51.36 34.68 21.6 82.8 11.16 1.08 11.16 37.8 29.52 2.64 11.4
167.16 17.4 12.24 16.08 284.88 33 13.2 22.68 260.16 52.68 32.64 26.76 238.92 36.72 46.44
21.96 131.76 17.16 38.04 14.88 32.16 39.6 23.16 10.56 155.28 6.84 37.56 13.2 256.08 29.52
15.72 20.4 20.28 52.44 107.28 10.44 33 1.92 24.84 8.28 144.6 34.2 17.04 17.04 6.48 35.88
11.28 6.36 139.2 9.24 27.72 13.2 91.68 32.04 26.76 14.16 287.76 4.92 44.28 14.76 90.36 24.36
39 13.56 82.08 53.4 42.72 16.32 256.2 51.6 40.56 26.04 231.84 22.08 78.84 18.24 91.56 33 19.2
14.4 132.84 48.72 75.84 19.2 105.96 30.6 88.08 15.48 131.76 57.36 61.68 20.04 161.16 5.88
11.16 13.44 34.32 1.8 39.6 8.76 261.24 40.2 70.8 23.28 301.08 43.8 86.76 26.64 128.88 16.8
13.08 13.8 195.96 37.92 63.48 20.28 237.12 4.2 7.08 14.04 221.88 25.2 26.4 18.6 347.64 50.76
61.44 30.48 162.24 50.04 55.08 20.64 266.88 5.16 59.76 14.04 355.68 43.56 121.08 28.56
336.24 12.12 25.68 17.76 225.48 20.64 21.48 17.64 285.84 41.16 6.36 24.84 165.48 55.68 70.8
23.04 30 13.2 35.64 8.64 108.48 0.36 27.84 10.44 15.72 0.48 30.72 6.36 306.48 32.28 6.6 23.76
270.96 9.84 67.8 16.08 290.04 45.6 27.84 26.16 210.84 18.48 2.88 16.92 251.52 24.72 12.84
19.08 93.84 56.16 41.4 17.52 90.12 42 63.24 15.12 167.04 17.16 30.72 14.64 91.68 0.96 17.76
11.28 150.84 44.28 95.04 19.08 23.28 19.2 26.76 7.92 169.56 32.16 55.44 18.6 22.56 26.04
60.48 8.4 268.8 2.88 18.72 13.92 147.72 41.52 14.88 18.24 275.4 38.76 89.04 23.64 104.64
14.16 31.08 12.72 9.36 46.68 60.72 7.92 96.24 0 11.04 10.56 264.36 58.8 3.84 29.64 71.52 14.4
51.72 11.64 0.84 47.52 10.44 1.92 318.24 3.48 51.6 15.24 10.08 32.64 2.52 6.84 263.76 40.2
54.12 23.52 44.28 46.32 78.72 12.96 57.96 56.4 10.2 13.92 30.72 46.8 11.16 11.4 328.44 34.68
71.64 24.96 51.6 31.08 24.6 11.52 221.88 52.68 2.04 24.84 88.08 20.4 15.48 13.08 232.44 42.48
90.72 23.04 264.6 39.84 45.48 24.12 125.52 6.84 41.28 12.48 115.44 17.76 46.68 13.68 168.36
2.28 10.8 12.36 288.12 8.76 10.44 15.84 291.84 58.8 53.16 30.48 45.6 48.36 14.28 13.08 53.64
30.96 24.72 12.12 336.84 16.68 44.4 19.32 145.2 10.08 58.44 13.92 237.12 27.96 17.04 19.92
205.56 47.64 45.24 22.8 225.36 25.32 11.4 18.72 4.92 13.92 6.84 3.84 112.68 52.2 60.6 18.36
179.76 1.56 29.16 12.12 14.04 44.28 54.24 8.76 158.04 22.08 41.52 15.48 207 21.72 36.84
17.28 102.84 42.96 59.16 15.96 226.08 21.72 30.72 17.88 196.2 44.16 8.88 21.6 140.64 17.64
6.48 14.28 281.4 4.08 101.76 14.28 21.48 45.12 25.92 9.6 248.16 6.24 23.28 14.64 258.48 28.32
69.12 20.52 341.16 12.72 7.68 18 60 13.92 22.08 10.08 197.4 25.08 56.88 17.4 23.52 24.12 20.4
9.12 202.08 8.52 15.36 14.04 266.88 4.08 15.72 13.8 332.28 58.68 50.16 32.4 298.08 36.24
24.36 24.24 204.24 9.36 42.24 14.04 332.04 2.76 28.44 14.16 198.72 12 21.12 15.12 187.92
3.12 9.96 12.6 262.2 6.48 32.88 14.64 67.44 6.84 35.64 10.44 345.12 51.6 86.16 31.44 304.56
25.56 36 21.12 246 54.12 23.52 27.12 167.4 2.52 31.92 12.36 229.32 34.44 21.84 20.76 343.2
16.68 4.44 19.08 22.44 14.52 28.08 8.04 47.4 49.32 6.96 12.96 90.6 12.96 7.2 11.88 20.64 4.92
37.92 7.08 200.16 50.4 4.32 23.52 179.64 42.72 7.2 20.76 45.84 4.44 16.56 9.12 113.04 5.88
9.72 11.64 212.4 11.16 7.68 15.36 340.32 50.4 79.44 30.6 278.52 10.32 10.44 16.08

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You have been hired to build a model to forecast Sales. You have bee.pdf

  • 1. You have been hired to build a model to forecast Sales. You have been provided a data set that includes advertising between social media, newspaper, and sales. The client wants a model that has a prediction error that is no more than 10% of actual sales. Can you build that model? The data set is Marketing Data. Youtube facebook newspaper sales 84.72 19.2 48.96 12.6 351.48 33.96 51.84 25.68 135.48 20.88 46.32 14.28 116.64 1.8 36 11.52 318.72 24 0.36 20.88 114.84 1.68 8.88 11.4 348.84 4.92 10.2 15.36 320.28 52.56 6 30.48 89.64 59.28 54.84 17.64 51.72 32.04 42.12 12.12 273.6 45.24 38.4 25.8 243 26.76 37.92 19.92 212.4 40.08 46.44 20.52 352.32 33.24 2.16 24.84 248.28 10.08 31.68 15.48 30.12 30.84 51.96 10.2 210.12 27 37.8 17.88 107.64 11.88 42.84 12.72 287.88 49.8 22.2 27.84 272.64 18.96 59.88 17.76 80.28 14.04 44.16 11.64 239.76 3.72 41.52 13.68 120.48 11.52 4.32 12.84 259.68 50.04 47.52 27.12 219.12 55.44 70.44 25.44 315.24 34.56 19.08 24.24 238.68 59.28 72 28.44 8.76 33.72 49.68 6.6 163.44 23.04 19.92 15.84 252.96 59.52 45.24 28.56 252.84 35.4 11.16 22.08 64.2 2.4 25.68 9.72 313.56 51.24 65.64 29.04 287.16 18.6 32.76 18.84 123.24 35.52 10.08 16.8 157.32 51.36 34.68 21.6 82.8 11.16 1.08 11.16 37.8 29.52 2.64 11.4 167.16 17.4 12.24 16.08 284.88 33 13.2 22.68 260.16 52.68 32.64 26.76 238.92 36.72 46.44 21.96 131.76 17.16 38.04 14.88 32.16 39.6 23.16 10.56 155.28 6.84 37.56 13.2 256.08 29.52 15.72 20.4 20.28 52.44 107.28 10.44 33 1.92 24.84 8.28 144.6 34.2 17.04 17.04 6.48 35.88 11.28 6.36 139.2 9.24 27.72 13.2 91.68 32.04 26.76 14.16 287.76 4.92 44.28 14.76 90.36 24.36 39 13.56 82.08 53.4 42.72 16.32 256.2 51.6 40.56 26.04 231.84 22.08 78.84 18.24 91.56 33 19.2 14.4 132.84 48.72 75.84 19.2 105.96 30.6 88.08 15.48 131.76 57.36 61.68 20.04 161.16 5.88 11.16 13.44 34.32 1.8 39.6 8.76 261.24 40.2 70.8 23.28 301.08 43.8 86.76 26.64 128.88 16.8 13.08 13.8 195.96 37.92 63.48 20.28 237.12 4.2 7.08 14.04 221.88 25.2 26.4 18.6 347.64 50.76 61.44 30.48 162.24 50.04 55.08 20.64 266.88 5.16 59.76 14.04 355.68 43.56 121.08 28.56 336.24 12.12 25.68 17.76 225.48 20.64 21.48 17.64 285.84 41.16 6.36 24.84 165.48 55.68 70.8 23.04 30 13.2 35.64 8.64 108.48 0.36 27.84 10.44 15.72 0.48 30.72 6.36 306.48 32.28 6.6 23.76 270.96 9.84 67.8 16.08 290.04 45.6 27.84 26.16 210.84 18.48 2.88 16.92 251.52 24.72 12.84 19.08 93.84 56.16 41.4 17.52 90.12 42 63.24 15.12 167.04 17.16 30.72 14.64 91.68 0.96 17.76 11.28 150.84 44.28 95.04 19.08 23.28 19.2 26.76 7.92 169.56 32.16 55.44 18.6 22.56 26.04 60.48 8.4 268.8 2.88 18.72 13.92 147.72 41.52 14.88 18.24 275.4 38.76 89.04 23.64 104.64 14.16 31.08 12.72 9.36 46.68 60.72 7.92 96.24 0 11.04 10.56 264.36 58.8 3.84 29.64 71.52 14.4 51.72 11.64 0.84 47.52 10.44 1.92 318.24 3.48 51.6 15.24 10.08 32.64 2.52 6.84 263.76 40.2 54.12 23.52 44.28 46.32 78.72 12.96 57.96 56.4 10.2 13.92 30.72 46.8 11.16 11.4 328.44 34.68 71.64 24.96 51.6 31.08 24.6 11.52 221.88 52.68 2.04 24.84 88.08 20.4 15.48 13.08 232.44 42.48 90.72 23.04 264.6 39.84 45.48 24.12 125.52 6.84 41.28 12.48 115.44 17.76 46.68 13.68 168.36 2.28 10.8 12.36 288.12 8.76 10.44 15.84 291.84 58.8 53.16 30.48 45.6 48.36 14.28 13.08 53.64
  • 2. 30.96 24.72 12.12 336.84 16.68 44.4 19.32 145.2 10.08 58.44 13.92 237.12 27.96 17.04 19.92 205.56 47.64 45.24 22.8 225.36 25.32 11.4 18.72 4.92 13.92 6.84 3.84 112.68 52.2 60.6 18.36 179.76 1.56 29.16 12.12 14.04 44.28 54.24 8.76 158.04 22.08 41.52 15.48 207 21.72 36.84 17.28 102.84 42.96 59.16 15.96 226.08 21.72 30.72 17.88 196.2 44.16 8.88 21.6 140.64 17.64 6.48 14.28 281.4 4.08 101.76 14.28 21.48 45.12 25.92 9.6 248.16 6.24 23.28 14.64 258.48 28.32 69.12 20.52 341.16 12.72 7.68 18 60 13.92 22.08 10.08 197.4 25.08 56.88 17.4 23.52 24.12 20.4 9.12 202.08 8.52 15.36 14.04 266.88 4.08 15.72 13.8 332.28 58.68 50.16 32.4 298.08 36.24 24.36 24.24 204.24 9.36 42.24 14.04 332.04 2.76 28.44 14.16 198.72 12 21.12 15.12 187.92 3.12 9.96 12.6 262.2 6.48 32.88 14.64 67.44 6.84 35.64 10.44 345.12 51.6 86.16 31.44 304.56 25.56 36 21.12 246 54.12 23.52 27.12 167.4 2.52 31.92 12.36 229.32 34.44 21.84 20.76 343.2 16.68 4.44 19.08 22.44 14.52 28.08 8.04 47.4 49.32 6.96 12.96 90.6 12.96 7.2 11.88 20.64 4.92 37.92 7.08 200.16 50.4 4.32 23.52 179.64 42.72 7.2 20.76 45.84 4.44 16.56 9.12 113.04 5.88 9.72 11.64 212.4 11.16 7.68 15.36 340.32 50.4 79.44 30.6 278.52 10.32 10.44 16.08