Question
a. Provide a correlation table indicating overall relationships between the various prices. (10) b. Can you identify those variants, whose prices match each other relatively
a. Provide a correlation table indicating overall relationships between the various prices. (10) b. Can you identify those variants, whose prices match each other relatively closely. Explain using the correlation table. (10) c. Please propose methods for detecting and solving multicollinearity (10) d. Conduct an exploratory factor analysis of distribution variants and generate an aggregated index (or indices). Please present results in tables. (10)
In this question there is a very long excel data so i can't post the whole data in one shot as your website allows only 16000 characters so i am sending this data in two question files.please refer the data.
Sales Volume | |||||||||||||
Weeks | Variant 1 | Variant 2 | Variant 3 | Variant 4 | Variant 5 | Variant 6 | Variant 7 | Variant 8 | Variant 9 | Variant 10 | Variant 11 | Variant 12 | Variant 13 |
1 | 358336.81 | 174545.94 | 38914.38 | 9611.87 | 53858.81 | 22131.23 | 50029.65 | 0 | 183790.88 | 153163.85 | 21187.54 | 8589.04 | 850.45 |
2 | 366630.87 | 167909.7 | 40672.97 | 8175.71 | 57484.51 | 22998.11 | 38578.4 | 0 | 198721.17 | 170770.46 | 18767.03 | 8402.53 | 781.14 |
3 | 357282.91 | 174148.04 | 54303.25 | 7742.58 | 39079.43 | 28201.1 | 44821.68 | 0 | 183134.87 | 155469.5 | 18190.49 | 8596.86 | 878.03 |
4 | 407163.85 | 217760.93 | 99840.32 | 11955.44 | 37219.77 | 23131.68 | 45613.72 | 0 | 189402.92 | 162645.62 | 17577.02 | 8352.36 | 827.93 |
5 | 387225.99 | 218480.28 | 89358.64 | 10969.62 | 32636.61 | 17330.27 | 68185.13 | 0 | 168745.72 | 143560.5 | 15995.8 | 8302.59 | 886.83 |
6 | 321516.97 | 160741.61 | 79199.78 | 8981.05 | 23858.28 | 13252.9 | 35449.59 | 0 | 160775.36 | 136951.47 | 14402.9 | 8502.57 | 918.43 |
7 | 350335.72 | 160111.01 | 69704.54 | 8168.07 | 20491.85 | 16520.96 | 45225.59 | 0 | 190224.7 | 164872.57 | 16110.36 | 8407.09 | 834.69 |
8 | 381877.95 | 170462.79 | 59737.2 | 8821.95 | 21214 | 40236.19 | 40453.45 | 0 | 211415.16 | 184367.44 | 18109.56 | 8044.06 | 894.11 |
9 | 334165.11 | 153532.03 | 56101.34 | 7365.66 | 16468.2 | 32332.63 | 41264.21 | 0 | 180633.08 | 157020.08 | 14405.79 | 8339.62 | 867.59 |
10 | 337385.65 | 148836.25 | 46053.27 | 9036.33 | 10720.71 | 48861.42 | 34164.51 | 0 | 188549.4 | 164190.01 | 15075.68 | 8371.72 | 912 |
11 | 384001.29 | 142244.71 | 55394.21 | 9990.17 | 10981.95 | 29746.59 | 36131.78 | 0 | 241756.59 | 210299.18 | 20881.01 | 9729.1 | 847.3 |
12 | 317641.4 | 116473.02 | 42689.96 | 6106.28 | 11093.79 | 22007.7 | 34575.29 | 0 | 201168.38 | 173551.09 | 18823.6 | 7999.21 | 794.47 |
13 | 305531.32 | 107701.3 | 39294.89 | 6682.82 | 7527.34 | 20827.7 | 33368.55 | 0 | 197830.01 | 167783.32 | 21298.72 | 8054.76 | 693.23 |
14 | 300607.57 | 100590.15 | 41484.56 | 4498.86 | 6170.04 | 17331.07 | 31105.62 | 0 | 200017.41 | 175314.75 | 16008.32 | 8139.86 | 554.49 |
15 | 299077.64 | 99255.29 | 38544.02 | 4219.63 | 4531.26 | 22019.85 | 29940.53 | 0 | 199822.35 | 176253.52 | 15662.75 | 7321.06 | 585.02 |
16 | 276408.09 | 83408.94 | 31752.24 | 2994.35 | 3818.86 | 18913.84 | 25929.65 | 0 | 192999.15 | 169571.91 | 15149.71 | 7697.98 | 579.55 |
17 | 318413.26 | 76989.89 | 26301.01 | 3637.48 | 3914.65 | 18886 | 24250.74 | 0 | 241423.37 | 216007.03 | 16091.41 | 8381.07 | 943.86 |
18 | 284511.59 | 78388.6 | 24423.15 | 2782.29 | 3552.01 | 14145.88 | 33485.27 | 0 | 206123 | 180094.28 | 17104.67 | 8013.18 | 910.86 |
19 | 284575.56 | 68353.76 | 20526.11 | 2766.42 | 3269.33 | 12494.67 | 29297.24 | 0 | 216221.79 | 192390.49 | 15524.6 | 7630.61 | 676.09 |
20 | 286035.29 | 65999.89 | 16825.46 | 2137.11 | 7822.12 | 12809.14 | 26406.06 | 0 | 220035.4 | 197242.9 | 14865.42 | 7309.55 | 617.52 |
21 | 328282.39 | 67253.44 | 15215.7 | 1380.71 | 7545.68 | 19623.2 | 23488.15 | 0 | 261028.95 | 237085.63 | 15530.43 | 7648.17 | 764.72 |
22 | 324792.75 | 63859 | 15437.91 | 1997.64 | 6441.9 | 23342.01 | 16639.54 | 0 | 260933.75 | 233032.43 | 18652.37 | 8539.97 | 708.98 |
23 | 330527.48 | 67062.86 | 11316.38 | 1632.86 | 4111.03 | 35850.43 | 14152.17 | 0 | 263464.62 | 236278.55 | 18238.64 | 8195.71 | 751.72 |
24 | 342021.21 | 74485.68 | 9855.32 | 1668.78 | 3179.48 | 43964.17 | 15817.93 | 0 | 267535.53 | 236428.87 | 21458.08 | 9022.81 | 625.76 |
25 | 373017.86 | 87792.87 | 13307.29 | 1619.44 | 2792.85 | 58942.75 | 11130.54 | 0 | 285224.99 | 252682.27 | 22410.25 | 9347.98 | 784.49 |
26 | 378303.11 | 111627.64 | 40953.16 | 2652.05 | 2174.96 | 38154.55 | 27692.92 | 0 | 266675.47 | 236264.29 | 21086.61 | 8640.69 | 683.88 |
27 | 401596.21 | 161613.98 | 71331.96 | 2948.24 | 1073.29 | 34856.12 | 51404.37 | 0 | 239982.23 | 211226.11 | 19282.96 | 8737.78 | 735.37 |
28 | 362824.17 | 144129.43 | 72664.71 | 1063.77 | 690.24 | 25561.68 | 44149.03 | 0 | 218694.73 | 190319.44 | 18789.87 | 8781.23 | 804.2 |
29 | 353502.52 | 138365.18 | 77003.45 | 1009.83 | 473.49 | 18470.19 | 41408.22 | 0 | 215137.34 | 185274.49 | 20435.97 | 8559.46 | 867.42 |
30 | 376133.43 | 141266.35 | 83181.61 | 1143.03 | 575.77 | 16022.22 | 40343.72 | 0 | 234867.08 | 203002.75 | 21218.91 | 9660.99 | 984.43 |
31 | 334856.82 | 110005.43 | 63822.88 | 885.05 | 513.28 | 13820.89 | 30963.32 | 0 | 224851.39 | 194254.82 | 20229.93 | 9057.23 | 1309.41 |
32 | 310152.92 | 89975.28 | 52972.4 | 643.22 | 191.71 | 10326.1 | 25043.28 | 798.58 | 220177.64 | 185180.71 | 22901.56 | 10779.97 | 1315.4 |
33 | 362124.9 | 112134.58 | 56294.97 | 1050.7 | 219.48 | 8039.79 | 42799.25 | 3730.39 | 249990.32 | 196873.43 | 43192.98 | 9097.98 | 825.94 |
34 | 363517.79 | 129035.96 | 67334.06 | 383.05 | 235.88 | 9659.12 | 46807.52 | 4616.33 | 234481.83 | 185670.2 | 40380.65 | 7813.41 | 617.57 |
35 | 381385.87 | 177118.76 | 94140.52 | 343.17 | 214.41 | 5843.52 | 71377.25 | 5199.88 | 204267.11 | 165319.41 | 32490.24 | 5765.09 | 692.37 |
36 | 371487.06 | 183811.16 | 109833.68 | 3896.79 | 159.83 | 3980.25 | 60782.61 | 5157.99 | 187675.89 | 148911.68 | 33522.99 | 4421.36 | 819.86 |
37 | 318665.85 | 154958.19 | 97175.51 | 403.64 | 338.02 | 4091.93 | 48046.66 | 4902.42 | 163707.66 | 132821.1 | 26698.46 | 3152.9 | 1035.2 |
38 | 344543.68 | 161619.82 | 102024.26 | 339.93 | 209.57 | 5455.25 | 49289.42 | 4301.38 | 182923.86 | 152906.4 | 26711.57 | 2308.82 | 997.06 |
39 | 342223.98 | 137891.93 | 84185.02 | 403.46 | 148.9 | 2117.42 | 46762.86 | 4274.27 | 204332.04 | 174392.93 | 27127.17 | 2064.42 | 747.52 |
40 | 296050.09 | 114660.79 | 72176.75 | 281.46 | 120.01 | 948.38 | 37652.88 | 3481.31 | 181389.3 | 154292.77 | 24687.22 | 1429.81 | 979.5 |
41 | 333673.03 | 119665.44 | 71078.22 | 246.35 | 163.03 | 1759.56 | 43141.88 | 3276.39 | 214007.59 | 183831.05 | 28287.08 | 1086.75 | 802.71 |
42 | 352507.09 | 136176.1 | 57590.97 | 274.56 | 140.45 | 34520.31 | 41135.43 | 2514.38 | 216331 | 188636.86 | 25922.38 | 1026.67 | 745.09 |
43 | 407128.5 | 171553.3 | 57809.91 | 360.01 | 34.75 | 68557.38 | 42216.71 | 2574.53 | 235575.2 | 207641.21 | 26210.16 | 983.06 | 740.77 |
44 | 345227.2 | 151483.42 | 43181.23 | 281.44 | 52.85 | 55451.64 | 49805.97 | 2710.29 | 193743.78 | 168321.91 | 24020.38 | 671.04 | 730.45 |
45 | 318928.11 | 120173.38 | 36835.03 | 212.33 | 259.96 | 49193.98 | 31705.36 | 1966.72 | 198754.73 | 173634.3 | 23504.76 | 847.11 | 768.55 |
46 | 298483.25 | 112262.43 | 31326.77 | 111.66 | 115.25 | 41600.2 | 36703.46 | 2405.09 | 186220.82 | 162310.47 | 22626.12 | 482.18 | 802.05 |
47 | 326155.05 | 115731.89 | 31668.58 | 155.42 | 130.2 | 43805.36 | 38310.75 | 1661.59 | 210423.16 | 184910.99 | 24027.09 | 600.72 | 884.36 |
48 | 298220.46 | 101777.04 | 29332.87 | 207.63 | 73.07 | 36313.36 | 34405.65 | 1444.47 | 196443.42 | 172140.99 | 23124.39 | 408.53 | 769.51 |
49 | 335483.68 | 116297.36 | 27691.9 | 131.21 | 84.51 | 47638.9 | 39496.1 | 1254.75 | 219186.32 | 194420.49 | 23788.3 | 248.08 | 729.45 |
50 | 348269.95 | 126501.17 | 37161.89 | 275.4 | 64.64 | 36022.89 | 51980.12 | 996.23 | 221768.78 | 197401.51 | 23410.49 | 225.29 | 731.48 |
51 | 352969.78 | 148754.79 | 63737.6 | 58.62 | 15.6 | 33274.91 | 50833.12 | 834.94 | 204214.99 | 177892.83 | 25267.41 | 205.03 | 849.72 |
52 | 353097.67 | 153178.52 | 69061.23 | 49.27 | 31.57 | 31860.88 | 51328.18 | 847.39 | 199919.15 | 171452.16 | 27101.6 | 331.83 | 1033.56 |
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