| Classical Decomposition by Moving Averages | |||||
| t | Observations | Fit | Trend | Seasonal | Random |
| 1 | 25 | NA | NA | -0.140046 | NA |
| 2 | 24 | NA | NA | 0.741898 | NA |
| 3 | 25 | NA | NA | -0.417824 | NA |
| 4 | 27 | NA | NA | -0.605324 | NA |
| 5 | 24 | NA | NA | -0.278935 | NA |
| 6 | 26 | NA | NA | 0.58912 | NA |
| 7 | 24 | 24.0822 | 24.0417 | 0.0405093 | -0.0821759 |
| 8 | 24 | 23.36 | 23.9583 | -0.59838 | 0.640046 |
| 9 | 21 | 23.7975 | 24.0417 | -0.244213 | -2.79745 |
| 10 | 23 | 24.3252 | 23.875 | 0.450231 | -1.32523 |
| 11 | 24 | 24.1377 | 23.6667 | 0.471065 | -0.137731 |
| 12 | 23 | 23.4919 | 23.5 | -0.00810185 | -0.491898 |
| 13 | 22 | 23.1516 | 23.2917 | -0.140046 | -1.15162 |
| 14 | 25 | 24.0336 | 23.2917 | 0.741898 | 0.966435 |
| 15 | 26 | 23.0405 | 23.4583 | -0.417824 | 2.95949 |
| 16 | 22 | 23.0197 | 23.625 | -0.605324 | -1.01968 |
| 17 | 24 | 23.2627 | 23.5417 | -0.278935 | 0.737269 |
| 18 | 22 | 23.9641 | 23.375 | 0.58912 | -1.96412 |
| 19 | 23 | 23.3322 | 23.2917 | 0.0405093 | -0.332176 |
| 20 | 25 | 22.485 | 23.0833 | -0.59838 | 2.51505 |
| 21 | 24 | 22.4225 | 22.6667 | -0.244213 | 1.57755 |
| 22 | 24 | 22.7836 | 22.3333 | 0.450231 | 1.21644 |
| 23 | 21 | 22.6377 | 22.1667 | 0.471065 | -1.63773 |
| 24 | 22 | 22.0336 | 22.0417 | -0.00810185 | -0.0335648 |
| 25 | 21 | 21.86 | 22 | -0.140046 | -0.859954 |
| 26 | 21 | 22.6169 | 21.875 | 0.741898 | -1.6169 |
| 27 | 20 | 21.3322 | 21.75 | -0.417824 | -1.33218 |
| 28 | 20 | 21.0197 | 21.625 | -0.605324 | -1.01968 |
| 29 | 22 | 21.2627 | 21.5417 | -0.278935 | 0.737269 |
| 30 | 21 | 22.0891 | 21.5 | 0.58912 | -1.08912 |
| 31 | 23 | 21.5405 | 21.5 | 0.0405093 | 1.45949 |
| 32 | 22 | 20.985 | 21.5833 | -0.59838 | 1.01505 |
| 33 | 24 | 21.3808 | 21.625 | -0.244213 | 2.61921 |
| 34 | 21 | 22.1586 | 21.7083 | 0.450231 | -1.15856 |
| 35 | 22 | 22.2211 | 21.75 | 0.471065 | -0.221065 |
| 36 | 20 | 21.8669 | 21.875 | -0.00810185 | -1.8669 |
| 37 | 23 | 21.7766 | 21.9167 | -0.140046 | 1.22338 |
| 38 | 21 | 22.6169 | 21.875 | 0.741898 | -1.6169 |
| 39 | 21 | 21.5405 | 21.9583 | -0.417824 | -0.540509 |
| 40 | 21 | 21.478 | 22.0833 | -0.605324 | -0.478009 |
| 41 | 22 | 21.9711 | 22.25 | -0.278935 | 0.0289352 |
| 42 | 24 | 23.1308 | 22.5417 | 0.58912 | 0.869213 |
| 43 | 21 | 22.9988 | 22.9583 | 0.0405093 | -1.99884 |
| 44 | 23 | 22.7766 | 23.375 | -0.59838 | 0.22338 |
| 45 | 25 | 23.5058 | 23.75 | -0.244213 | 1.49421 |
| 46 | 23 | 24.4919 | 24.0417 | 0.450231 | -1.4919 |
| 47 | 24 | 24.7627 | 24.2917 | 0.471065 | -0.762731 |
| 48 | 25 | 24.4919 | 24.5 | -0.00810185 | 0.508102 |
| 49 | 28 | 24.5683 | 24.7083 | -0.140046 | 3.43171 |
| 50 | 26 | 25.4919 | 24.75 | 0.741898 | 0.508102 |
| 51 | 25 | 24.1238 | 24.5417 | -0.417824 | 0.876157 |
| 52 | 24 | 23.8947 | 24.5 | -0.605324 | 0.105324 |
| 53 | 25 | 24.4294 | 24.7083 | -0.278935 | 0.570602 |
| 54 | 26 | 25.4641 | 24.875 | 0.58912 | 0.53588 |
| 55 | 24 | 24.7905 | 24.75 | 0.0405093 | -0.790509 |
| 56 | 21 | 24.0266 | 24.625 | -0.59838 | -3.02662 |
| 57 | 22 | 24.3391 | 24.5833 | -0.244213 | -2.33912 |
| 58 | 25 | 24.9086 | 24.4583 | 0.450231 | 0.0914352 |
| 59 | 27 | 24.8044 | 24.3333 | 0.471065 | 2.1956 |
| 60 | 26 | 24.2002 | 24.2083 | -0.00810185 | 1.79977 |
| 61 | 24 | 24.11 | 24.25 | -0.140046 | -0.109954 |
| 62 | 27 | 25.1169 | 24.375 | 0.741898 | 1.8831 |
| 63 | 23 | 24.0405 | 24.4583 | -0.417824 | -1.04051 |
| 64 | 23 | 23.978 | 24.5833 | -0.605324 | -0.978009 |
| 65 | 23 | 24.3044 | 24.5833 | -0.278935 | -1.3044 |
| 66 | 25 | 25.0058 | 24.4167 | 0.58912 | -0.00578704 |
| 67 | 26 | 24.2488 | 24.2083 | 0.0405093 | 1.75116 |
| 68 | 22 | 23.36 | 23.9583 | -0.59838 | -1.35995 |
| 69 | 23 | 23.5475 | 23.7917 | -0.244213 | -0.547454 |
| 70 | 27 | 24.3252 | 23.875 | 0.450231 | 2.67477 |
| 71 | 25 | 24.4294 | 23.9583 | 0.471065 | 0.570602 |
| 72 | 24 | 23.9086 | 23.9167 | -0.00810185 | 0.0914352 |
| 73 | 21 | 23.5266 | 23.6667 | -0.140046 | -2.52662 |
| 74 | 24 | 24.1169 | 23.375 | 0.741898 | -0.116898 |
| 75 | 22 | 22.9155 | 23.3333 | -0.417824 | -0.915509 |
| 76 | 26 | 22.603 | 23.2083 | -0.605324 | 3.39699 |
| 77 | 22 | 22.7627 | 23.0417 | -0.278935 | -0.762731 |
| 78 | 25 | 23.3391 | 22.75 | 0.58912 | 1.66088 |
| 79 | 20 | NA | NA | 0.0405093 | NA |
| 80 | 21 | NA | NA | -0.59838 | NA |
| 81 | 23 | NA | NA | -0.244213 | NA |
| 82 | 24 | NA | NA | 0.450231 | NA |
| 83 | 24 | NA | NA | 0.471065 | NA |
| 84 | 18 | NA | NA | -0.00810185 | NA |
