Classical Decomposition by Moving Averages
tObservationsFitTrendSeasonalRandom
11.894NANA-1.31918NA
21.757NANA-1.70951NA
33.582NANA-0.464672NA
45.321NANA1.82413NA
55.561NANA2.45268NA
65.907NANA1.69658NA
74.9445.205373.521251.68412-0.26137
84.9664.65983.530751.129050.306201
93.2583.127523.53083-0.4033130.13048
101.9642.317233.54404-1.22681-0.353233
111.7432.098953.58046-1.4815-0.355953
121.2621.379313.56088-2.18156-0.117312
132.0862.202233.52142-1.31918-0.116233
141.7931.821033.53054-1.70951-0.0280285
153.5483.071413.53608-0.4646720.476588
165.6725.367513.543381.824130.304492
176.0846.025643.572962.452680.0583632
184.9145.297663.601081.69658-0.383662
194.995.297663.613541.68412-0.307662
205.1394.757223.628171.129050.381784
213.2183.233813.63712-0.403313-0.0158118
222.1792.380653.60746-1.22681-0.201649
232.2382.176753.65825-1.48150.0612549
241.4421.555023.73658-2.18156-0.11302
252.2052.426023.74521-1.31918-0.221024
262.0252.048363.75788-1.70951-0.0233618
273.5313.299373.76404-0.4646720.23163
284.9775.612723.788581.82413-0.635716
297.9986.260763.808082.452681.73724
304.885.500413.803831.69658-0.620412
315.2315.494253.810121.68412-0.263245
325.2024.947053.8181.129050.254951
333.3033.398193.8015-0.403313-0.0951868
342.6832.600483.82729-1.226810.0825174
352.2022.289373.77088-1.4815-0.0873701
361.3761.555733.73729-2.18156-0.179728
372.4222.522773.84196-1.31918-0.100774
381.9972.14393.85342-1.70951-0.146903
393.1633.344333.809-0.464672-0.181328
405.9645.618763.794621.824130.345242
415.6576.243433.790752.45268-0.586428
426.4155.4883.791421.696580.927005
436.2085.486163.802041.684120.721838
444.54.933633.804581.12905-0.433633
452.9393.392273.79558-0.403313-0.45327
462.7022.572523.79933-1.226810.129476
472.092.333293.81479-1.4815-0.243287
481.5041.605193.78675-2.18156-0.101187
492.5492.408483.72767-1.319180.140517
501.9311.99873.70821-1.70951-0.0676951
513.0133.272623.73729-0.464672-0.25962
526.2045.575423.751291.824130.628576
535.7886.190933.738252.45268-0.402928
545.6115.430873.734291.696580.18013
555.5945.408413.724291.684120.185588
564.6474.846173.717121.12905-0.199174
573.493.319353.72267-0.4033130.170647
582.4872.462073.68888-1.226810.024934
591.9922.16273.64421-1.4815-0.170703
601.5071.462773.64433-2.181560.0442299
612.3062.303653.62283-1.319180.00235069
622.0021.884153.59367-1.709510.117847
633.0753.134373.59904-0.464672-0.0593701
645.3315.415513.591381.82413-0.0845076
655.5896.036723.584042.45268-0.44772
665.8135.288623.592041.696580.52438
674.8765.278453.594331.68412-0.402453
684.6654.722263.593211.12905-0.0572576
693.6013.19593.59921-0.4033130.405105
702.1922.364983.59179-1.22681-0.172983
712.1112.091953.57346-1.48150.0190465
721.581.385563.56712-2.181560.194438
732.2882.249733.56892-1.319180.0382674
741.9931.863823.57333-1.709510.12918
753.2283.109753.57442-0.4646720.118255
7655.400053.575921.82413-0.400049
775.486.044683.5922.45268-0.564678
785.775.3043.607421.696580.466005
794.9625.289623.60551.68412-0.32762
804.6854.728593.599541.12905-0.043591
813.6073.189813.59312-0.4033130.417188
822.2222.35543.58221-1.22681-0.133399
832.4672.124793.60629-1.48150.342213
841.5941.408313.58987-2.181560.185688
852.2282.222773.54196-1.319180.00522569
861.911.837113.54662-1.709510.0728882
873.1573.061953.52662-0.4646720.0950465
884.8095.336593.512461.82413-0.527591
896.2495.964723.512042.452680.28428
904.6075.188123.491541.69658-0.58112
914.9755.158953.474831.68412-0.183953
924.7844.596343.467291.129050.187659
933.0283.057483.46079-0.403313-0.0294785
942.4612.219573.44638-1.226810.241434
952.2181.96223.44371-1.48150.255797
961.3511.262193.44375-2.181560.0888132
972.072.135363.45454-1.31918-0.0653576
981.8871.744283.45379-1.709510.142722
993.0242.95723.42187-0.4646720.0667965
1004.5965.222973.398831.82413-0.626966
1016.3985.840013.387332.452680.557988
1024.4595.073663.377081.69658-0.614662
1035.3825.068583.384461.684120.313422
1044.3594.523263.394211.12905-0.164258
1052.6872.978273.38158-0.403313-0.29127
1062.2492.190323.41712-1.226810.058684
1072.1541.951543.43304-1.48150.202463
1081.1691.226233.40779-2.18156-0.0572285
1092.4292.104483.42367-1.319180.324517
1101.7621.730073.43958-1.709510.0319299
1112.8462.984253.44892-0.464672-0.138245
1125.6275.296633.47251.824130.330367
1135.7495.93733.484622.45268-0.188303
1144.5025.19153.494921.69658-0.689495
1155.725.190373.506251.684120.52963
1164.4034.631513.502461.12905-0.228508
1172.8673.101233.50454-0.403313-0.234228
1182.6352.306613.53342-1.226810.328392
1192.0592.078293.55979-1.4815-0.0192868
1201.5111.451523.63308-2.181560.0594799
1212.3592.362323.6815-1.31918-0.00331597
1221.7411.96543.67492-1.70951-0.224403
1232.9173.262583.72725-0.464672-0.345578
1246.2495.578673.754541.824130.670326
1255.766.203643.750962.45268-0.443637
1266.255.4543.757421.696580.796005
1275.134NANA1.68412NA
1284.831NANA1.12905NA
1293.695NANA-0.403313NA
1302.462NANA-1.22681NA
1312.146NANA-1.4815NA
1321.579NANA-2.18156NA