ARIMA Parameter Estimation and Backward Selection | ||||
Iteration | ar1 | ar2 | ar3 | ma1 |
Estimates ( 1 ) | -0.3049 | 0.2561 | 0.0092 | 0.7814 |
(p-val) | (0.15 ) | (0.0312 ) | (0.892 ) | (2e-04 ) |
Estimates ( 2 ) | -0.3166 | 0.2606 | 0 | 0.7947 |
(p-val) | (0.0538 ) | (0.0102 ) | (NA ) | (0 ) |
Estimates ( 3 ) | 0 | 0.1117 | 0 | 0.4867 |
(p-val) | (NA ) | (0.0586 ) | (NA ) | (0 ) |
Estimates ( 4 ) | 0 | 0 | 0 | 0.4498 |
(p-val) | (NA ) | (NA ) | (NA ) | (0 ) |
Estimates ( 5 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 6 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 7 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimated ARIMA Residuals |
Value |
0.299899812188875 |
35.1158479949783 |
17.6958673414598 |
6.34433450410502 |
-11.2873428264445 |
-4.16314083790895 |
-3.99374476507493 |
-3.41880184081738 |
-9.21026357377827 |
-0.125069753736144 |
-4.24384424614576 |
-0.942713537301115 |
-1.51587246071497 |
-10.8602413014214 |
0.175993355322484 |
-7.34570670701513 |
-1.22187311657464 |
-13.3450184270107 |
-1.30201273790276 |
-2.10254124585825 |
1.06126958562489 |
-1.52520440898148 |
-3.45718800845309 |
-2.24989562727427 |
-5.42482910104508 |
-0.40192391796694 |
-0.922746951460738 |
5.53991872239476 |
19.5158844495207 |
16.5768207116984 |
0.275500776734816 |
1.79569342958047 |
2.22008318492561 |
0.372341337566866 |
-12.5613666769152 |
11.4902826018774 |
-11.2635287839635 |
-0.443358834602293 |
2.99741939044947 |
-3.16703083875240 |
8.21806660832004 |
-6.8429030864346 |
-8.44003510078807 |
-1.44608791459041 |
-11.8679034335579 |
-3.36509225040857 |
-0.121270710813576 |
-14.446685855235 |
1.89967685171882 |
-1.48263739640203 |
-1.26425817689324 |
1.97213705966436 |
-4.0695152731825 |
0.257801269420071 |
-0.645819427203179 |
0.892979699226913 |
-3.5341163454199 |
10.6753867237961 |
-6.63838270369828 |
13.6259338904965 |
-5.33073912752857 |
1.62151494783870 |
-0.412018741768748 |
-1.63296952480931 |
-2.16106620749349 |
2.55278162176131 |
-2.31861580483201 |
-1.31669263430763 |
-0.102839314627886 |
0.806875396812501 |
1.40779055203353 |
0.858998212661334 |
-0.407899892077978 |
-4.08013532072746 |
1.56346622255472 |
-1.10312185220155 |
-0.718446476145118 |
1.93899728631746 |
-2.99854732605743 |
2.29189702632101 |
1.53019282736417 |
-3.05640609360825 |
5.61956065958083 |
3.01062150829742 |
-4.15658184013523 |
2.40886182196738 |
0.373266151700193 |
3.20666922549583 |
0.694155410744997 |
-1.42866339615807 |
1.72733954646662 |
0.137468876249272 |
-1.31206715080646 |
1.53808588428046 |
-0.625756541842748 |
2.19289279851182 |
-0.667279230617055 |
-0.698560567835102 |
-0.504676082158767 |
0.834955400741819 |
-0.0170422068707126 |
-5.24753678452907 |
1.32047337026268 |
1.03797125083008 |
-1.47118489348537 |
-7.20680411868369 |
23.9303746655414 |
73.1240720706958 |
-17.4561766406797 |
-7.67256993315505 |
-2.44367965056864 |
-1.25135849941847 |
-6.25548132037216 |
-10.0981423088547 |
-13.8701062246859 |
6.55801274531797 |
2.59680383117416 |
-1.67403629240522 |
-2.68723256679351 |
-6.52512852999627 |
-2.07807146297239 |
-7.50647105224272 |
-5.52129674844156 |
2.43683767399557 |
-3.09171522950584 |
-8.05010343176986 |
8.15296640070443 |
3.51508309329148 |
-14.1462716903164 |
3.0703399689516 |
9.9456170321945 |
-4.19437060136789 |
-5.58639358083087 |
10.3853947111926 |
-6.128757806502 |
0.62306100176761 |
6.09774906027144 |
-7.10027611565158 |
3.66339185248574 |
0.197178451673096 |
3.50353721572736 |
1.42733750390727 |
2.79216496024191 |
7.07256946258337 |
-5.17769755742916 |
9.13735204383698 |
0.498018975529362 |
-0.691019894937199 |
5.600339199855 |
-8.17034573201869 |
-3.97114112130095 |
-3.46427157950711 |
-10.9988059827571 |
9.42308493451543 |
-5.07876539353106 |
6.89217894131411 |
-10.5310933114651 |
3.98949532838725 |
4.18461766528475 |
1.93034727183709 |
6.16869061183627 |
-6.13778041918545 |
1.92745230038901 |
-0.136600992681565 |
-8.41118391703372 |
3.63788549976738 |
-0.421425433231775 |
2.84977240347996 |
-9.13164699754884 |
7.15404322789419 |
-7.12206662413502 |
1.83131704217362 |
-6.48881966838962 |
-4.79673532626191 |
-0.184291819055488 |
2.39416034373880 |
-4.10791622331618 |
-2.95700774588863 |
6.10765939381912 |
-0.436613458596639 |
-5.96764900269079 |
0.781125304708951 |
5.05630275103277 |
-5.74874003090088 |
4.96192768199649 |
-5.92414787470022 |
-5.01821035949393 |
-1.62215743066895 |
-8.461862787553 |
1.92086300133730 |
-1.0070920269429 |
10.7916394639481 |
-4.11828767628216 |
2.38774316100711 |
2.42622482162534 |
0.551664613691997 |
0.818354279289082 |
-5.41045100648859 |
1.76576868394145 |
-8.12341860501951 |
5.83182525702972 |
2.73262208331369 |
3.46904257511048 |
-2.31319374720417 |
-0.832482525056378 |
0.516334844385881 |
1.80502762784755 |
5.41032820555813 |
71.4546388317525 |
78.4196092032173 |
-48.6632815233162 |
10.1660310932332 |
-1.50214213876495 |
-9.17957864023651 |
5.71037406522055 |
-18.0626103763198 |
-3.98760136960334 |
1.37202630640655 |
-0.960817564375247 |
-0.0643810092947206 |
-2.9788396868106 |
3.93912891537309 |
-7.05985123335421 |
-9.93196568431284 |
0.348023372151033 |
-4.90660491406163 |
-14.5424808024575 |
9.07012121649188 |
-6.46032851714165 |
0.699075742527953 |
-8.19358991616434 |
3.64463746296656 |
-6.64704409388156 |
4.30210868054456 |
-7.14619089468113 |
4.46638315978663 |
-7.63730939948448 |
5.99424391390488 |
-2.93625307720072 |
2.76108227933594 |
18.3343470869207 |
29.098027556475 |
5.14942890488408 |
25.1282722237115 |
5.36934714687385 |
-2.07528852533380 |
-6.42320721605574 |
-19.8316459613177 |
1.33269138555329 |
-12.3362152625843 |
-6.60217796441145 |
-0.401118624305013 |
7.71383313020635 |
-10.5736720042718 |
-3.62377656699095 |
-6.61000878590704 |
2.62155182644068 |
-6.94861292090843 |
-4.85062182015912 |
-8.59106784797945 |
3.0192304692805 |
-3.76300674187405 |
0.965943570113382 |
-0.768139252400715 |
5.29668145019099 |
-3.49972707031111 |
4.06733481185933 |
-9.26790628326779 |
4.08686178890105 |
-0.362770515813565 |
-3.31227362757249 |
10.4227510736789 |
-19.1819263999275 |
9.34203315791342 |
16.3723448704029 |
5.61992997537527 |
-9.29030041553682 |
-1.90819321463295 |
-3.87996915855979 |
-7.5644761167706 |
5.77343554357759 |
-1.89330234910943 |
-9.7460248499517 |
2.56571524922759 |
-7.47627614696665 |
0.784355163067744 |
1.64455690717722 |
-1.15425105263904 |
-0.772221816822082 |
-7.24599653961548 |
0.560615829214441 |
6.48694939615012 |
-8.71103973537089 |
-1.51915201034529 |
-0.701821571745654 |
-0.0889456061834153 |
-2.4222191457298 |
-6.20944538649991 |
5.62362082425631 |
-0.899543708199076 |
-8.51901635413049 |
15.734536250137 |
-3.18652352114009 |
-7.05557185905099 |
6.94312287794202 |
-7.3640768235444 |
2.34860703502767 |
-5.50708558014185 |
3.76962423811591 |
-5.68752731219513 |
18.7564527212804 |
-16.1374363682760 |
6.95631273834118 |
4.95183616696886 |
-9.6105510204473 |
3.23997955403814 |
0.515907685452873 |
-2.48409441574131 |
0.863845677758832 |
-9.56360944203766 |
0.0769338111456932 |
10.6121831863216 |
-2.95129419320079 |
-3.23556669473271 |
8.98492168453566 |
-6.37096970453393 |
-5.44788841192513 |
-5.18052709489126 |
16.1811592212088 |
-6.9708920321948 |
1.56344870157051 |
-4.16092927499864 |
-4.13021396619627 |
2.18982419741116 |
26.9265213018819 |
-23.9827846264886 |
15.5240184924571 |
16.7615926480152 |
-0.028324935869648 |
6.13438366325602 |
-12.1793953882671 |
19.7562392106773 |
-12.1997144579642 |
4.28498768217321 |
-17.0946816998486 |
2.51996837448655 |
0.193134713379891 |
-5.24635643981082 |
15.286896353534 |
-7.69247856732807 |
8.02581055334866 |
-22.9056596106788 |
10.1116910003538 |
1.41140015688273 |
-2.94226239502922 |
-2.53698535872127 |
3.49157239564096 |
-5.80852709295465 |