Week 1 Discussion _ Gold Stock
Yuanye Gao
11/1/2020
For my intial G, I am looking at the stock price for Gilead Sciences, Inc. (GILD) for its past two-year historical data set.
library(forecast)## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoolibrary (fpp2)## ── Attaching packages ────────────────────────────────────────────────────── fpp2 2.4 ──## ✓ ggplot2 3.3.2 ✓ expsmooth 2.3
## ✓ fma 2.4## #library(knitr)
library(quantmod)## Loading required package: xts## Loading required package: zoo##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric## Loading required package: TTR## Version 0.4-0 included new data defaults. See ?getSymbols.GILD <- read.csv("~/Desktop/GILD.csv")
G =ts(GILD[,2],start=c(2018,10,27),end=c(2020,10,26),frequency=250)
summary(G)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 59.31 64.66 66.48 68.05 69.86 85.47Including Plots
You can also embed plots, for example:
Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.
fit = snaive(DQ)
print(summary(fit))##
## Forecast method: Seasonal naive method
##
## Model Information:
## Call: snaive(y = DQ)
##
## Residual sd: 2.128
##
## Error measures:
## ME RMSE MAE MPE MAPE MASE ACF1
## Training set 0.006759992 2.128015 1.47316 -Inf Inf 1 -0.08833474
##
## Forecasts:
## Point Forecast Lo 80 Hi 80 Lo 95 Hi 95
## 2020.040 1.060001 -1.66716024 3.78716224 -3.1108322 5.2308342
## 2020.044 1.190003 -1.53715824 3.91716424 -2.9808302 5.3608362
## 2020.048 0.250000 -2.47716124 2.97716124 -3.9208332 4.4208332
## 2020.052 0.219993 -2.50716824 2.94715424 -3.9508402 4.3908262
## 2020.056 -0.610000 -3.33716124 2.11716124 -4.7808332 3.5608332
## 2020.060 -1.489998 -4.21715924 1.23716324 -5.6608312 2.6808352
## 2020.064 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.068 -0.459999 -3.18716024 2.26716224 -4.6308322 3.7108342
## 2020.072 -0.409996 -3.13715724 2.31716524 -4.5808292 3.7608372
## 2020.076 -0.920002 -3.64716324 1.80715924 -5.0908352 3.2508312
## 2020.080 0.930004 -1.79715724 3.65716524 -3.2408292 5.1008372
## 2020.084 0.719993 -2.00716824 3.44715424 -3.4508402 4.8908262
## 2020.088 -0.149994 -2.87715524 2.57716724 -4.3208272 4.0208392
## 2020.092 0.049996 -2.67716524 2.77715724 -4.1208372 4.2208292
## 2020.096 0.319999 -2.40716224 3.04716024 -3.8508342 4.4908322
## 2020.100 0.690003 -2.03715824 3.41716424 -3.4808302 4.8608362
## 2020.104 -0.239998 -2.96715924 2.48716324 -4.4108312 3.9308352
## 2020.108 1.419998 -1.30716324 4.14715924 -2.7508352 5.5908312
## 2020.112 0.309998 -2.41716324 3.03715924 -3.8608352 4.4808312
## 2020.116 -0.239998 -2.96715924 2.48716324 -4.4108312 3.9308352
## 2020.120 0.209999 -2.51716224 2.93716024 -3.9608342 4.3808322
## 2020.124 -1.459999 -4.18716024 1.26716224 -5.6308322 2.7108342
## 2020.128 0.510002 -2.21715924 3.23716324 -3.6608312 4.6808352
## 2020.132 0.599999 -2.12716224 3.32716024 -3.5708342 4.7708322
## 2020.136 -0.470002 -3.19716324 2.25715924 -4.6408352 3.7008312
## 2020.140 0.750000 -1.97716124 3.47716124 -3.4208332 4.9208332
## 2020.144 -0.330002 -3.05716324 2.39715924 -4.5008352 3.8408312
## 2020.148 0.510003 -2.21715824 3.23716424 -3.6608302 4.6808362
## 2020.152 -0.199997 -2.92715824 2.52716424 -4.3708302 3.9708362
## 2020.156 -0.910004 -3.63716524 1.81715724 -5.0808372 3.2608292
## 2020.160 0.000000 -2.72716124 2.72716124 -4.1708332 4.1708332
## 2020.164 -0.070000 -2.79716124 2.65716124 -4.2408332 4.1008332
## 2020.168 0.129998 -2.59716324 2.85715924 -4.0408352 4.3008312
## 2020.172 -0.399994 -3.12715524 2.32716724 -4.5708272 3.7708392
## 2020.176 -0.320008 -3.04716924 2.40715324 -4.4908412 3.8508252
## 2020.180 1.110001 -1.61716024 3.83716224 -3.0608322 5.2808342
## 2020.184 0.110001 -2.61716024 2.83716224 -4.0608322 4.2808342
## 2020.188 -0.099999 -2.82716024 2.62716224 -4.2708322 4.0708342
## 2020.192 -0.330002 -3.05716324 2.39715924 -4.5008352 3.8408312
## 2020.196 -0.649994 -3.37715524 2.07716724 -4.8208272 3.5208392
## 2020.200 -1.069999 -3.79716024 1.65716224 -5.2408322 3.1008342
## 2020.204 0.869995 -1.85716624 3.59715624 -3.3008382 5.0408282
## 2020.208 -0.900002 -3.62716324 1.82715924 -5.0708352 3.2708312
## 2020.212 0.040001 -2.68716024 2.76716224 -4.1308322 4.2108342
## 2020.216 0.590004 -2.13715724 3.31716524 -3.5808292 4.7608372
## 2020.220 -0.150001 -2.87716224 2.57716024 -4.3208342 4.0208322
## 2020.224 0.699997 -2.02716424 3.42715824 -3.4708362 4.8708302
## 2020.228 0.190002 -2.53715924 2.91716324 -3.9808312 4.3608352
## 2020.232 -0.949997 -3.67715824 1.77716424 -5.1208302 3.2208362
## 2020.236 -0.639999 -3.36716024 2.08716224 -4.8108322 3.5308342
## 2020.240 -0.340004 -3.06716524 2.38715724 -4.5108372 3.8308292
## 2020.244 0.220001 -2.50716024 2.94716224 -3.9508322 4.3908342
## 2020.248 -0.790001 -3.51716224 1.93716024 -4.9608342 3.3808322
## 2020.252 -0.590000 -3.31716124 2.13716124 -4.7608332 3.5808332
## 2020.256 -0.110001 -2.83716224 2.61716024 -4.2808342 4.0608322
## 2020.260 0.450001 -2.27716024 3.17716224 -3.7208322 4.6208342
## 2020.264 0.820000 -1.90716124 3.54716124 -3.3508332 4.9908332
## 2020.268 -1.070000 -3.79716124 1.65716124 -5.2408332 3.1008332
## 2020.272 1.250000 -1.47716124 3.97716124 -2.9208332 5.4208332
## 2020.276 0.169998 -2.55716324 2.89715924 -4.0008352 4.3408312
## 2020.280 -0.519996 -3.24715724 2.20716524 -4.6908292 3.6508372
## 2020.284 -0.100003 -2.82716424 2.62715824 -4.2708362 4.0708302
## 2020.288 3.939999 1.21283776 6.66716024 -0.2308342 8.1108322
## 2020.292 0.260002 -2.46715924 2.98716324 -3.9108312 4.4308352
## 2020.296 -1.779999 -4.50716024 0.94716224 -5.9508322 2.3908342
## 2020.300 1.070000 -1.65716124 3.79716124 -3.1008332 5.2408332
## 2020.304 2.690002 -0.03715924 5.41716324 -1.4808312 6.8608352
## 2020.308 -0.660003 -3.38716424 2.06715824 -4.8308362 3.5108302
## 2020.312 -0.390000 -3.11716124 2.33716124 -4.5608332 3.7808332
## 2020.316 -1.430000 -4.15716124 1.29716124 -5.6008332 2.7408332
## 2020.320 -0.370003 -3.09716424 2.35715824 -4.5408362 3.8008302
## 2020.324 0.280007 -2.44715424 3.00716824 -3.8908262 4.4508402
## 2020.328 0.149994 -2.57716724 2.87715524 -4.0208392 4.3208272
## 2020.332 -0.360001 -3.08716224 2.36716024 -4.5308342 3.8108322
## 2020.336 0.060005 -2.66715624 2.78716624 -4.1108282 4.2308382
## 2020.340 -0.080002 -2.80716324 2.64715924 -4.2508352 4.0908312
## 2020.344 6.709999 3.98283776 9.43716024 2.5391658 10.8808322
## 2020.348 -0.159996 -2.88715724 2.56716524 -4.3308292 4.0108372
## 2020.352 -2.410003 -5.13716424 0.31715824 -6.5808362 1.7608302
## 2020.356 6.989998 4.26283676 9.71715924 2.8191648 11.1608312
## 2020.360 -8.140000 -10.86716124 -5.41283876 -12.3108332 -3.9691668
## 2020.364 0.150002 -2.57715924 2.87716324 -4.0208312 4.3208352
## 2020.368 3.949997 1.22283576 6.67715824 -0.2208362 8.1208302
## 2020.372 0.630005 -2.09715624 3.35716624 -3.5408282 4.8008382
## 2020.376 0.099998 -2.62716324 2.82715924 -4.0708352 4.2708312
## 2020.380 0.320000 -2.40716124 3.04716124 -3.8508332 4.4908332
## 2020.384 2.599998 -0.12716324 5.32715924 -1.5708352 6.7708312
## 2020.388 -2.409996 -5.13715724 0.31716524 -6.5808292 1.7608372
## 2020.392 -1.610000 -4.33716124 1.11716124 -5.7808332 2.5608332
## 2020.396 -3.460000 -6.18716124 -0.73283876 -7.6308332 0.7108332
## 2020.400 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.404 -4.690002 -7.41716324 -1.96284076 -8.8608352 -0.5191688
## 2020.408 2.760002 0.03284076 5.48716324 -1.4108312 6.9308352
## 2020.412 3.610001 0.88283976 6.33716224 -0.5608322 7.7808342
## 2020.416 7.370002 4.64284076 10.09716324 3.1991688 11.5408352
## 2020.420 -1.480003 -4.20716424 1.24715824 -5.6508362 2.6908302
## 2020.424 -4.199997 -6.92715824 -1.47283576 -8.3708302 -0.0291638
## 2020.428 -0.170006 -2.89716724 2.55715524 -4.3408392 4.0008272
## 2020.432 -1.259994 -3.98715524 1.46716724 -5.4308272 2.9108392
## 2020.436 -3.970001 -6.69716224 -1.24283976 -8.1408342 0.2008322
## 2020.440 3.809997 1.08283576 6.53715824 -0.3608362 7.9808302
## 2020.444 1.639999 -1.08716224 4.36716024 -2.5308342 5.8108322
## 2020.448 0.599999 -2.12716224 3.32716024 -3.5708342 4.7708322
## 2020.452 -1.629997 -4.35715824 1.09716424 -5.8008302 2.5408362
## 2020.456 -2.510002 -5.23716324 0.21715924 -6.6808352 1.6608312
## 2020.460 5.600006 2.87284476 8.32716724 1.4291728 9.7708392
## 2020.464 1.829994 -0.89716724 4.55715524 -2.3408392 6.0008272
## 2020.468 -1.939995 -4.66715624 0.78716624 -6.1108282 2.2308382
## 2020.472 -2.570000 -5.29716124 0.15716124 -6.7408332 1.6008332
## 2020.476 -0.360000 -3.08716124 2.36716124 -4.5308332 3.8108332
## 2020.480 1.430000 -1.29716124 4.15716124 -2.7408332 5.6008332
## 2020.484 0.180000 -2.54716124 2.90716124 -3.9908332 4.3508332
## 2020.488 0.180001 -2.54716024 2.90716224 -3.9908322 4.3508342
## 2020.492 -1.320008 -4.04716924 1.40715324 -5.4908412 2.8508252
## 2020.496 10.330002 7.60284076 13.05716324 6.1591688 14.5008352
## 2020.500 -2.180000 -4.90716124 0.54716124 -6.3508332 1.9908332
## 2020.504 -2.739998 -5.46715924 -0.01283676 -6.9108312 1.4308352
## 2020.508 -0.669998 -3.39715924 2.05716324 -4.8408312 3.5008352
## 2020.512 2.589996 -0.13716524 5.31715724 -1.5808372 6.7608292
## 2020.516 -5.070000 -7.79716124 -2.34283876 -9.2408332 -0.8991668
## 2020.520 2.800004 0.07284276 5.52716524 -1.3708292 6.9708372
## 2020.524 -0.010003 -2.73716424 2.71715824 -4.1808362 4.1608302
## 2020.528 4.080002 1.35284076 6.80716324 -0.0908312 8.2508352
## 2020.532 1.500000 -1.22716124 4.22716124 -2.6708332 5.6708332
## 2020.536 -4.270004 -6.99716524 -1.54284276 -8.4408372 -0.0991708
## 2020.540 0.420006 -2.30715524 3.14716724 -3.7508272 4.5908392
## 2020.544 -2.290001 -5.01716224 0.43716024 -6.4608342 1.8808322
## 2020.548 -0.430000 -3.15716124 2.29716124 -4.6008332 3.7408332
## 2020.552 -1.000000 -3.72716124 1.72716124 -5.1708332 3.1708332
## 2020.556 -0.140000 -2.86716124 2.58716124 -4.3108332 4.0308332
## 2020.560 0.009995 -2.71716624 2.73715624 -4.1608382 4.1808282
## 2020.564 2.440002 -0.28715924 5.16716324 -1.7308312 6.6108352
## 2020.568 -0.909996 -3.63715724 1.81716524 -5.0808292 3.2608372
## 2020.572 -2.750000 -5.47716124 -0.02283876 -6.9208332 1.4208332
## 2020.576 -0.080002 -2.80716324 2.64715924 -4.2508352 4.0908312
## 2020.580 -0.010002 -2.73716324 2.71715924 -4.1808352 4.1608312
## 2020.584 -2.790001 -5.51716224 -0.06283976 -6.9608342 1.3808322
## 2020.588 -0.860000 -3.58716124 1.86716124 -5.0308332 3.3108332
## 2020.592 0.660003 -2.06715824 3.38716424 -3.5108302 4.8308362
## 2020.596 -0.380005 -3.10716624 2.34715624 -4.5508382 3.7908282
## 2020.600 0.890007 -1.83715424 3.61716824 -3.2808262 5.0608402
## 2020.604 -1.600006 -4.32716724 1.12715524 -5.7708392 2.5708272
## 2020.608 2.610001 -0.11716024 5.33716224 -1.5608322 6.7808342
## 2020.612 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.616 -0.299996 -3.02715724 2.42716524 -4.4708292 3.8708372
## 2020.620 -1.099998 -3.82715924 1.62716324 -5.2708312 3.0708352
## 2020.624 0.009994 -2.71716724 2.73715524 -4.1608392 4.1808272
## 2020.628 -0.259994 -2.98715524 2.46716724 -4.4308272 3.9108392
## 2020.632 2.629997 -0.09716424 5.35715824 -1.5408362 6.8008302
## 2020.636 2.550003 -0.17715824 5.27716424 -1.6208302 6.7208362
## 2020.640 -2.300003 -5.02716424 0.42715824 -6.4708362 1.8708302
## 2020.644 0.800003 -1.92715824 3.52716424 -3.3708302 4.9708362
## 2020.648 -1.860001 -4.58716224 0.86716024 -6.0308342 2.3108322
## 2020.652 -2.610000 -5.33716124 0.11716124 -6.7808332 1.5608332
## 2020.656 -0.070000 -2.79716124 2.65716124 -4.2408332 4.1008332
## 2020.660 1.329994 -1.39716724 4.05715524 -2.8408392 5.5008272
## 2020.664 -0.059997 -2.78715824 2.66716424 -4.2308302 4.1108362
## 2020.668 -1.140000 -3.86716124 1.58716124 -5.3108332 3.0308332
## 2020.672 1.129998 -1.59716324 3.85715924 -3.0408352 5.3008312
## 2020.676 1.960006 -0.76715524 4.68716724 -2.2108272 6.1308392
## 2020.680 -0.810005 -3.53716624 1.91715624 -4.9808382 3.3608282
## 2020.684 -0.769996 -3.49715724 1.95716524 -4.9408292 3.4008372
## 2020.688 0.900001 -1.82716024 3.62716224 -3.2708322 5.0708342
## 2020.692 -0.700005 -3.42716624 2.02715624 -4.8708382 3.4708282
## 2020.696 1.430001 -1.29716024 4.15716224 -2.7408322 5.6008342
## 2020.700 -2.190003 -4.91716424 0.53715824 -6.3608362 1.9808302
## 2020.704 2.760002 0.03284076 5.48716324 -1.4108312 6.9308352
## 2020.708 -0.790000 -3.51716124 1.93716124 -4.9608332 3.3808332
## 2020.712 1.200004 -1.52715724 3.92716524 -2.9708292 5.3708372
## 2020.716 -1.020004 -3.74716524 1.70715724 -5.1908372 3.1508292
## 2020.720 0.209999 -2.51716224 2.93716024 -3.9608342 4.3808322
## 2020.724 -1.589996 -4.31715724 1.13716524 -5.7608292 2.5808372
## 2020.728 0.989997 -1.73716424 3.71715824 -3.1808362 5.1608302
## 2020.732 0.419999 -2.30716224 3.14716024 -3.7508342 4.5908322
## 2020.736 -0.309998 -3.03715924 2.41716324 -4.4808312 3.8608352
## 2020.740 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.744 -0.390000 -3.11716124 2.33716124 -4.5608332 3.7808332
## 2020.748 -0.069999 -2.79716024 2.65716224 -4.2408322 4.1008342
## 2020.752 1.220001 -1.50716024 3.94716224 -2.9508322 5.3908342
## 2020.756 -0.400002 -3.12716324 2.32715924 -4.5708352 3.7708312
## 2020.760 -0.479995 -3.20715624 2.24716624 -4.6508282 3.6908382
## 2020.764 -0.440003 -3.16716424 2.28715824 -4.6108362 3.7308302
## 2020.768 -0.959999 -3.68716024 1.76716224 -5.1308322 3.2108342
## 2020.772 -1.580002 -4.30716324 1.14715924 -5.7508352 2.5908312
## 2020.776 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.780 -0.820000 -3.54716124 1.90716124 -4.9908332 3.3508332
## 2020.784 -1.299995 -4.02715624 1.42716624 -5.4708282 2.8708382
## 2020.788 -2.820000 -5.54716124 -0.09283876 -6.9908332 1.3508332
## 2020.792 -0.010002 -2.73716324 2.71715924 -4.1808352 4.1608312
## 2020.796 2.299996 -0.42716524 5.02715724 -1.8708372 6.4708292
## 2020.800 -1.379998 -4.10715924 1.34716324 -5.5508312 2.7908352
## 2020.804 -1.620002 -4.34716324 1.10715924 -5.7908352 2.5508312
## 2020.808 0.340004 -2.38715724 3.06716524 -3.8308292 4.5108372
## 2020.812 -0.209999 -2.93716024 2.51716224 -4.3808322 3.9608342
## 2020.816 -0.700005 -3.42716624 2.02715624 -4.8708382 3.4708282
## 2020.820 0.240005 -2.48715624 2.96716624 -3.9308282 4.4108382
## 2020.824 0.279999 -2.44716224 3.00716024 -3.8908342 4.4508322
## 2020.828 -0.880005 -3.60716624 1.84715624 -5.0508382 3.2908282
## 2020.832 0.230004 -2.49715724 2.95716524 -3.9408292 4.4008372
## 2020.836 0.910003 -1.81715824 3.63716424 -3.2608302 5.0808362
## 2020.840 -3.040001 -5.76716224 -0.31283976 -7.2108342 1.1308322
## 2020.844 -0.350006 -3.07716724 2.37715524 -4.5208392 3.8208272
## 2020.848 -0.059997 -2.78715824 2.66716424 -4.2308302 4.1108362
## 2020.852 0.580002 -2.14715924 3.30716324 -3.5908312 4.7508352
## 2020.856 -0.449997 -3.17715824 2.27716424 -4.6208302 3.7208362
## 2020.860 -0.030007 -2.75716824 2.69715424 -4.2008402 4.1408262
## 2020.864 -0.290001 -3.01716224 2.43716024 -4.4608342 3.8808322
## 2020.868 -0.369995 -3.09715624 2.35716624 -4.5408282 3.8008382
## 2020.872 0.239998 -2.48716324 2.96715924 -3.9308352 4.4108312
## 2020.876 0.870003 -1.85715824 3.59716424 -3.3008302 5.0408362
## 2020.880 -1.010002 -3.73716324 1.71715924 -5.1808352 3.1608312
## 2020.884 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.888 -1.089997 -3.81715824 1.63716424 -5.2608302 3.0808362
## 2020.892 -0.599998 -3.32715924 2.12716324 -4.7708312 3.5708352
## 2020.896 -0.840004 -3.56716524 1.88715724 -5.0108372 3.3308292
## 2020.900 0.410003 -2.31715824 3.13716424 -3.7608302 4.5808362
## 2020.904 -0.319999 -3.04716024 2.40716224 -4.4908322 3.8508342
## 2020.908 0.069999 -2.65716224 2.79716024 -4.1008342 4.2408322
## 2020.912 2.599999 -0.12716224 5.32716024 -1.5708342 6.7708322
## 2020.916 -0.720001 -3.44716224 2.00716024 -4.8908342 3.4508322
## 2020.920 -1.500000 -4.22716124 1.22716124 -5.6708332 2.6708332
## 2020.924 0.129997 -2.59716424 2.85715824 -4.0408362 4.3008302
## 2020.928 -0.139999 -2.86716024 2.58716224 -4.3108322 4.0308342
## 2020.932 -0.729996 -3.45715724 1.99716524 -4.9008292 3.4408372
## 2020.936 -0.570004 -3.29716524 2.15715724 -4.7408372 3.6008292
## 2020.940 -0.809997 -3.53715824 1.91716424 -4.9808302 3.3608362
## 2020.944 -0.600003 -3.32716424 2.12715824 -4.7708362 3.5708302
## 2020.948 0.840001 -1.88716024 3.56716224 -3.3308322 5.0108342
## 2020.952 0.020000 -2.70716124 2.74716124 -4.1508332 4.1908332
## 2020.956 -0.610001 -3.33716224 2.11716024 -4.7808342 3.5608322
## 2020.960 0.980004 -1.74715724 3.70716524 -3.1908292 5.1508372
## 2020.964 -0.030003 -2.75716424 2.69715824 -4.2008362 4.1408302
## 2020.968 0.410000 -2.31716124 3.13716124 -3.7608332 4.5808332
## 2020.972 0.080002 -2.64715924 2.80716324 -4.0908312 4.2508352
## 2020.976 -1.060001 -3.78716224 1.66716024 -5.2308342 3.1108322
## 2020.980 0.600002 -2.12715924 3.32716324 -3.5708312 4.7708352
## 2020.984 1.279999 -1.44716224 4.00716024 -2.8908342 5.4508322
## 2020.988 -0.540001 -3.26716224 2.18716024 -4.7108342 3.6308322
## 2020.992 0.480003 -2.24715824 3.20716424 -3.6908302 4.6508362
## 2020.996 -0.139999 -2.86716024 2.58716224 -4.3108322 4.0308342
## 2021.000 -0.930004 -3.65716524 1.79715724 -5.1008372 3.2408292
## 2021.004 -1.079998 -3.80715924 1.64716324 -5.2508312 3.0908352
## 2021.008 -0.400002 -3.12716324 2.32715924 -4.5708352 3.7708312
## 2021.012 -1.410000 -4.13716124 1.31716124 -5.5808332 2.7608332
## 2021.016 -0.349998 -3.07715924 2.37716324 -4.5208312 3.8208352
## 2021.020 -0.320004 -3.04716524 2.40715724 -4.4908372 3.8508292
## 2021.024 3.460003 0.73284176 6.18716424 -0.7108302 7.6308362
## 2021.028 -3.020000 -5.74716124 -0.29283876 -7.1908332 1.1508332
## 2021.032 -0.550000 -3.27716124 2.17716124 -4.7208332 3.6208332
## 2021.036 -0.500000 -3.22716124 2.22716124 -4.6708332 3.6708332
## 2021.040 1.060001 -2.79678742 4.91678942 -4.8384479 6.9584499
## 2021.044 1.190003 -2.66678542 5.04679142 -4.7084459 7.0884519
## 2021.048 0.250000 -3.60678842 4.10678842 -5.6484489 6.1484489
## 2021.052 0.219993 -3.63679542 4.07678142 -5.6784559 6.1184419
## 2021.056 -0.610000 -4.46678842 3.24678842 -6.5084489 5.2884489
## 2021.060 -1.489998 -5.34678642 2.36679042 -7.3884469 4.4084509
## 2021.064 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.068 -0.459999 -4.31678742 3.39678942 -6.3584479 5.4384499
## 2021.072 -0.409996 -4.26678442 3.44679242 -6.3084449 5.4884529
## 2021.076 -0.920002 -4.77679042 2.93678642 -6.8184509 4.9784469
## 2021.080 0.930004 -2.92678442 4.78679242 -4.9684449 6.8284529
## 2021.084 0.719993 -3.13679542 4.57678142 -5.1784559 6.6184419
## 2021.088 -0.149994 -4.00678242 3.70679442 -6.0484429 5.7484549
## 2021.092 0.049996 -3.80679242 3.90678442 -5.8484529 5.9484449
## 2021.096 0.319999 -3.53678942 4.17678742 -5.5784499 6.2184479
## 2021.100 0.690003 -3.16678542 4.54679142 -5.2084459 6.5884519
## 2021.104 -0.239998 -4.09678642 3.61679042 -6.1384469 5.6584509
## 2021.108 1.419998 -2.43679042 5.27678642 -4.4784509 7.3184469
## 2021.112 0.309998 -3.54679042 4.16678642 -5.5884509 6.2084469
## 2021.116 -0.239998 -4.09678642 3.61679042 -6.1384469 5.6584509
## 2021.120 0.209999 -3.64678942 4.06678742 -5.6884499 6.1084479
## 2021.124 -1.459999 -5.31678742 2.39678942 -7.3584479 4.4384499
## 2021.128 0.510002 -3.34678642 4.36679042 -5.3884469 6.4084509
## 2021.132 0.599999 -3.25678942 4.45678742 -5.2984499 6.4984479
## 2021.136 -0.470002 -4.32679042 3.38678642 -6.3684509 5.4284469
## 2021.140 0.750000 -3.10678842 4.60678842 -5.1484489 6.6484489
## 2021.144 -0.330002 -4.18679042 3.52678642 -6.2284509 5.5684469
## 2021.148 0.510003 -3.34678542 4.36679142 -5.3884459 6.4084519
## 2021.152 -0.199997 -4.05678542 3.65679142 -6.0984459 5.6984519
## 2021.156 -0.910004 -4.76679242 2.94678442 -6.8084529 4.9884449
## 2021.160 0.000000 -3.85678842 3.85678842 -5.8984489 5.8984489
## 2021.164 -0.070000 -3.92678842 3.78678842 -5.9684489 5.8284489
## 2021.168 0.129998 -3.72679042 3.98678642 -5.7684509 6.0284469
## 2021.172 -0.399994 -4.25678242 3.45679442 -6.2984429 5.4984549
## 2021.176 -0.320008 -4.17679642 3.53678042 -6.2184569 5.5784409
## 2021.180 1.110001 -2.74678742 4.96678942 -4.7884479 7.0084499
## 2021.184 0.110001 -3.74678742 3.96678942 -5.7884479 6.0084499
## 2021.188 -0.099999 -3.95678742 3.75678942 -5.9984479 5.7984499
## 2021.192 -0.330002 -4.18679042 3.52678642 -6.2284509 5.5684469
## 2021.196 -0.649994 -4.50678242 3.20679442 -6.5484429 5.2484549
## 2021.200 -1.069999 -4.92678742 2.78678942 -6.9684479 4.8284499
## 2021.204 0.869995 -2.98679342 4.72678342 -5.0284539 6.7684439
## 2021.208 -0.900002 -4.75679042 2.95678642 -6.7984509 4.9984469
## 2021.212 0.040001 -3.81678742 3.89678942 -5.8584479 5.9384499
## 2021.216 0.590004 -3.26678442 4.44679242 -5.3084449 6.4884529
## 2021.220 -0.150001 -4.00678942 3.70678742 -6.0484499 5.7484479
## 2021.224 0.699997 -3.15679142 4.55678542 -5.1984519 6.5984459
## 2021.228 0.190002 -3.66678642 4.04679042 -5.7084469 6.0884509
## 2021.232 -0.949997 -4.80678542 2.90679142 -6.8484459 4.9484519
## 2021.236 -0.639999 -4.49678742 3.21678942 -6.5384479 5.2584499
## 2021.240 -0.340004 -4.19679242 3.51678442 -6.2384529 5.5584449
## 2021.244 0.220001 -3.63678742 4.07678942 -5.6784479 6.1184499
## 2021.248 -0.790001 -4.64678942 3.06678742 -6.6884499 5.1084479
## 2021.252 -0.590000 -4.44678842 3.26678842 -6.4884489 5.3084489
## 2021.256 -0.110001 -3.96678942 3.74678742 -6.0084499 5.7884479
## 2021.260 0.450001 -3.40678742 4.30678942 -5.4484479 6.3484499
## 2021.264 0.820000 -3.03678842 4.67678842 -5.0784489 6.7184489
## 2021.268 -1.070000 -4.92678842 2.78678842 -6.9684489 4.8284489
## 2021.272 1.250000 -2.60678842 5.10678842 -4.6484489 7.1484489
## 2021.276 0.169998 -3.68679042 4.02678642 -5.7284509 6.0684469
## 2021.280 -0.519996 -4.37678442 3.33679242 -6.4184449 5.3784529
## 2021.284 -0.100003 -3.95679142 3.75678542 -5.9984519 5.7984459
## 2021.288 3.939999 0.08321058 7.79678742 -1.9584499 9.8384479
## 2021.292 0.260002 -3.59678642 4.11679042 -5.6384469 6.1584509
## 2021.296 -1.779999 -5.63678742 2.07678942 -7.6784479 4.1184499
## 2021.300 1.070000 -2.78678842 4.92678842 -4.8284489 6.9684489
## 2021.304 2.690002 -1.16678642 6.54679042 -3.2084469 8.5884509
## 2021.308 -0.660003 -4.51679142 3.19678542 -6.5584519 5.2384459
## 2021.312 -0.390000 -4.24678842 3.46678842 -6.2884489 5.5084489
## 2021.316 -1.430000 -5.28678842 2.42678842 -7.3284489 4.4684489
## 2021.320 -0.370003 -4.22679142 3.48678542 -6.2684519 5.5284459
## 2021.324 0.280007 -3.57678142 4.13679542 -5.6184419 6.1784559
## 2021.328 0.149994 -3.70679442 4.00678242 -5.7484549 6.0484429
## 2021.332 -0.360001 -4.21678942 3.49678742 -6.2584499 5.5384479
## 2021.336 0.060005 -3.79678342 3.91679342 -5.8384439 5.9584539
## 2021.340 -0.080002 -3.93679042 3.77678642 -5.9784509 5.8184469
## 2021.344 6.709999 2.85321058 10.56678742 0.8115501 12.6084479
## 2021.348 -0.159996 -4.01678442 3.69679242 -6.0584449 5.7384529
## 2021.352 -2.410003 -6.26679142 1.44678542 -8.3084519 3.4884459
## 2021.356 6.989998 3.13320958 10.84678642 1.0915491 12.8884469
## 2021.360 -8.140000 -11.99678842 -4.28321158 -14.0384489 -2.2415511
## 2021.364 0.150002 -3.70678642 4.00679042 -5.7484469 6.0484509
## 2021.368 3.949997 0.09320858 7.80678542 -1.9484519 9.8484459
## 2021.372 0.630005 -3.22678342 4.48679342 -5.2684439 6.5284539
## 2021.376 0.099998 -3.75679042 3.95678642 -5.7984509 5.9984469
## 2021.380 0.320000 -3.53678842 4.17678842 -5.5784489 6.2184489
## 2021.384 2.599998 -1.25679042 6.45678642 -3.2984509 8.4984469
## 2021.388 -2.409996 -6.26678442 1.44679242 -8.3084449 3.4884529
## 2021.392 -1.610000 -5.46678842 2.24678842 -7.5084489 4.2884489
## 2021.396 -3.460000 -7.31678842 0.39678842 -9.3584489 2.4384489
## 2021.400 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.404 -4.690002 -8.54679042 -0.83321358 -10.5884509 1.2084469
## 2021.408 2.760002 -1.09678642 6.61679042 -3.1384469 8.6584509
## 2021.412 3.610001 -0.24678742 7.46678942 -2.2884479 9.5084499
## 2021.416 7.370002 3.51321358 11.22679042 1.4715531 13.2684509
## 2021.420 -1.480003 -5.33679142 2.37678542 -7.3784519 4.4184459
## 2021.424 -4.199997 -8.05678542 -0.34320858 -10.0984459 1.6984519
## 2021.428 -0.170006 -4.02679442 3.68678242 -6.0684549 5.7284429
## 2021.432 -1.259994 -5.11678242 2.59679442 -7.1584429 4.6384549
## 2021.436 -3.970001 -7.82678942 -0.11321258 -9.8684499 1.9284479
## 2021.440 3.809997 -0.04679142 7.66678542 -2.0884519 9.7084459
## 2021.444 1.639999 -2.21678942 5.49678742 -4.2584499 7.5384479
## 2021.448 0.599999 -3.25678942 4.45678742 -5.2984499 6.4984479
## 2021.452 -1.629997 -5.48678542 2.22679142 -7.5284459 4.2684519
## 2021.456 -2.510002 -6.36679042 1.34678642 -8.4084509 3.3884469
## 2021.460 5.600006 1.74321758 9.45679442 -0.2984429 11.4984549
## 2021.464 1.829994 -2.02679442 5.68678242 -4.0684549 7.7284429
## 2021.468 -1.939995 -5.79678342 1.91679342 -7.8384439 3.9584539
## 2021.472 -2.570000 -6.42678842 1.28678842 -8.4684489 3.3284489
## 2021.476 -0.360000 -4.21678842 3.49678842 -6.2584489 5.5384489
## 2021.480 1.430000 -2.42678842 5.28678842 -4.4684489 7.3284489
## 2021.484 0.180000 -3.67678842 4.03678842 -5.7184489 6.0784489
## 2021.488 0.180001 -3.67678742 4.03678942 -5.7184479 6.0784499
## 2021.492 -1.320008 -5.17679642 2.53678042 -7.2184569 4.5784409
## 2021.496 10.330002 6.47321358 14.18679042 4.4315531 16.2284509
## 2021.500 -2.180000 -6.03678842 1.67678842 -8.0784489 3.7184489
## 2021.504 -2.739998 -6.59678642 1.11679042 -8.6384469 3.1584509
## 2021.508 -0.669998 -4.52678642 3.18679042 -6.5684469 5.2284509
## 2021.512 2.589996 -1.26679242 6.44678442 -3.3084529 8.4884449
## 2021.516 -5.070000 -8.92678842 -1.21321158 -10.9684489 0.8284489
## 2021.520 2.800004 -1.05678442 6.65679242 -3.0984449 8.6984529
## 2021.524 -0.010003 -3.86679142 3.84678542 -5.9084519 5.8884459
## 2021.528 4.080002 0.22321358 7.93679042 -1.8184469 9.9784509
## 2021.532 1.500000 -2.35678842 5.35678842 -4.3984489 7.3984489
## 2021.536 -4.270004 -8.12679242 -0.41321558 -10.1684529 1.6284449
## 2021.540 0.420006 -3.43678242 4.27679442 -5.4784429 6.3184549
## 2021.544 -2.290001 -6.14678942 1.56678742 -8.1884499 3.6084479
## 2021.548 -0.430000 -4.28678842 3.42678842 -6.3284489 5.4684489
## 2021.552 -1.000000 -4.85678842 2.85678842 -6.8984489 4.8984489
## 2021.556 -0.140000 -3.99678842 3.71678842 -6.0384489 5.7584489
## 2021.560 0.009995 -3.84679342 3.86678342 -5.8884539 5.9084439
## 2021.564 2.440002 -1.41678642 6.29679042 -3.4584469 8.3384509
## 2021.568 -0.909996 -4.76678442 2.94679242 -6.8084449 4.9884529
## 2021.572 -2.750000 -6.60678842 1.10678842 -8.6484489 3.1484489
## 2021.576 -0.080002 -3.93679042 3.77678642 -5.9784509 5.8184469
## 2021.580 -0.010002 -3.86679042 3.84678642 -5.9084509 5.8884469
## 2021.584 -2.790001 -6.64678942 1.06678742 -8.6884499 3.1084479
## 2021.588 -0.860000 -4.71678842 2.99678842 -6.7584489 5.0384489
## 2021.592 0.660003 -3.19678542 4.51679142 -5.2384459 6.5584519
## 2021.596 -0.380005 -4.23679342 3.47678342 -6.2784539 5.5184439
## 2021.600 0.890007 -2.96678142 4.74679542 -5.0084419 6.7884559
## 2021.604 -1.600006 -5.45679442 2.25678242 -7.4984549 4.2984429
## 2021.608 2.610001 -1.24678742 6.46678942 -3.2884479 8.5084499
## 2021.612 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.616 -0.299996 -4.15678442 3.55679242 -6.1984449 5.5984529
## 2021.620 -1.099998 -4.95678642 2.75679042 -6.9984469 4.7984509
## 2021.624 0.009994 -3.84679442 3.86678242 -5.8884549 5.9084429
## 2021.628 -0.259994 -4.11678242 3.59679442 -6.1584429 5.6384549
## 2021.632 2.629997 -1.22679142 6.48678542 -3.2684519 8.5284459
## 2021.636 2.550003 -1.30678542 6.40679142 -3.3484459 8.4484519
## 2021.640 -2.300003 -6.15679142 1.55678542 -8.1984519 3.5984459
## 2021.644 0.800003 -3.05678542 4.65679142 -5.0984459 6.6984519
## 2021.648 -1.860001 -5.71678942 1.99678742 -7.7584499 4.0384479
## 2021.652 -2.610000 -6.46678842 1.24678842 -8.5084489 3.2884489
## 2021.656 -0.070000 -3.92678842 3.78678842 -5.9684489 5.8284489
## 2021.660 1.329994 -2.52679442 5.18678242 -4.5684549 7.2284429
## 2021.664 -0.059997 -3.91678542 3.79679142 -5.9584459 5.8384519
## 2021.668 -1.140000 -4.99678842 2.71678842 -7.0384489 4.7584489
## 2021.672 1.129998 -2.72679042 4.98678642 -4.7684509 7.0284469
## 2021.676 1.960006 -1.89678242 5.81679442 -3.9384429 7.8584549
## 2021.680 -0.810005 -4.66679342 3.04678342 -6.7084539 5.0884439
## 2021.684 -0.769996 -4.62678442 3.08679242 -6.6684449 5.1284529
## 2021.688 0.900001 -2.95678742 4.75678942 -4.9984479 6.7984499
## 2021.692 -0.700005 -4.55679342 3.15678342 -6.5984539 5.1984439
## 2021.696 1.430001 -2.42678742 5.28678942 -4.4684479 7.3284499
## 2021.700 -2.190003 -6.04679142 1.66678542 -8.0884519 3.7084459
## 2021.704 2.760002 -1.09678642 6.61679042 -3.1384469 8.6584509
## 2021.708 -0.790000 -4.64678842 3.06678842 -6.6884489 5.1084489
## 2021.712 1.200004 -2.65678442 5.05679242 -4.6984449 7.0984529
## 2021.716 -1.020004 -4.87679242 2.83678442 -6.9184529 4.8784449
## 2021.720 0.209999 -3.64678942 4.06678742 -5.6884499 6.1084479
## 2021.724 -1.589996 -5.44678442 2.26679242 -7.4884449 4.3084529
## 2021.728 0.989997 -2.86679142 4.84678542 -4.9084519 6.8884459
## 2021.732 0.419999 -3.43678942 4.27678742 -5.4784499 6.3184479
## 2021.736 -0.309998 -4.16678642 3.54679042 -6.2084469 5.5884509
## 2021.740 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.744 -0.390000 -4.24678842 3.46678842 -6.2884489 5.5084489
## 2021.748 -0.069999 -3.92678742 3.78678942 -5.9684479 5.8284499
## 2021.752 1.220001 -2.63678742 5.07678942 -4.6784479 7.1184499
## 2021.756 -0.400002 -4.25679042 3.45678642 -6.2984509 5.4984469
## 2021.760 -0.479995 -4.33678342 3.37679342 -6.3784439 5.4184539
## 2021.764 -0.440003 -4.29679142 3.41678542 -6.3384519 5.4584459
## 2021.768 -0.959999 -4.81678742 2.89678942 -6.8584479 4.9384499
## 2021.772 -1.580002 -5.43679042 2.27678642 -7.4784509 4.3184469
## 2021.776 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.780 -0.820000 -4.67678842 3.03678842 -6.7184489 5.0784489
## 2021.784 -1.299995 -5.15678342 2.55679342 -7.1984439 4.5984539
## 2021.788 -2.820000 -6.67678842 1.03678842 -8.7184489 3.0784489
## 2021.792 -0.010002 -3.86679042 3.84678642 -5.9084509 5.8884469
## 2021.796 2.299996 -1.55679242 6.15678442 -3.5984529 8.1984449
## 2021.800 -1.379998 -5.23678642 2.47679042 -7.2784469 4.5184509
## 2021.804 -1.620002 -5.47679042 2.23678642 -7.5184509 4.2784469
## 2021.808 0.340004 -3.51678442 4.19679242 -5.5584449 6.2384529
## 2021.812 -0.209999 -4.06678742 3.64678942 -6.1084479 5.6884499
## 2021.816 -0.700005 -4.55679342 3.15678342 -6.5984539 5.1984439
## 2021.820 0.240005 -3.61678342 4.09679342 -5.6584439 6.1384539
## 2021.824 0.279999 -3.57678942 4.13678742 -5.6184499 6.1784479
## 2021.828 -0.880005 -4.73679342 2.97678342 -6.7784539 5.0184439
## 2021.832 0.230004 -3.62678442 4.08679242 -5.6684449 6.1284529
## 2021.836 0.910003 -2.94678542 4.76679142 -4.9884459 6.8084519
## 2021.840 -3.040001 -6.89678942 0.81678742 -8.9384499 2.8584479
## 2021.844 -0.350006 -4.20679442 3.50678242 -6.2484549 5.5484429
## 2021.848 -0.059997 -3.91678542 3.79679142 -5.9584459 5.8384519
## 2021.852 0.580002 -3.27678642 4.43679042 -5.3184469 6.4784509
## 2021.856 -0.449997 -4.30678542 3.40679142 -6.3484459 5.4484519
## 2021.860 -0.030007 -3.88679542 3.82678142 -5.9284559 5.8684419
## 2021.864 -0.290001 -4.14678942 3.56678742 -6.1884499 5.6084479
## 2021.868 -0.369995 -4.22678342 3.48679342 -6.2684439 5.5284539
## 2021.872 0.239998 -3.61679042 4.09678642 -5.6584509 6.1384469
## 2021.876 0.870003 -2.98678542 4.72679142 -5.0284459 6.7684519
## 2021.880 -1.010002 -4.86679042 2.84678642 -6.9084509 4.8884469
## 2021.884 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.888 -1.089997 -4.94678542 2.76679142 -6.9884459 4.8084519
## 2021.892 -0.599998 -4.45678642 3.25679042 -6.4984469 5.2984509
## 2021.896 -0.840004 -4.69679242 3.01678442 -6.7384529 5.0584449
## 2021.900 0.410003 -3.44678542 4.26679142 -5.4884459 6.3084519
## 2021.904 -0.319999 -4.17678742 3.53678942 -6.2184479 5.5784499
## 2021.908 0.069999 -3.78678942 3.92678742 -5.8284499 5.9684479
## 2021.912 2.599999 -1.25678942 6.45678742 -3.2984499 8.4984479
## 2021.916 -0.720001 -4.57678942 3.13678742 -6.6184499 5.1784479
## 2021.920 -1.500000 -5.35678842 2.35678842 -7.3984489 4.3984489
## 2021.924 0.129997 -3.72679142 3.98678542 -5.7684519 6.0284459
## 2021.928 -0.139999 -3.99678742 3.71678942 -6.0384479 5.7584499
## 2021.932 -0.729996 -4.58678442 3.12679242 -6.6284449 5.1684529
## 2021.936 -0.570004 -4.42679242 3.28678442 -6.4684529 5.3284449
## 2021.940 -0.809997 -4.66678542 3.04679142 -6.7084459 5.0884519
## 2021.944 -0.600003 -4.45679142 3.25678542 -6.4984519 5.2984459
## 2021.948 0.840001 -3.01678742 4.69678942 -5.0584479 6.7384499
## 2021.952 0.020000 -3.83678842 3.87678842 -5.8784489 5.9184489
## 2021.956 -0.610001 -4.46678942 3.24678742 -6.5084499 5.2884479
## 2021.960 0.980004 -2.87678442 4.83679242 -4.9184449 6.8784529
## 2021.964 -0.030003 -3.88679142 3.82678542 -5.9284519 5.8684459
## 2021.968 0.410000 -3.44678842 4.26678842 -5.4884489 6.3084489
## 2021.972 0.080002 -3.77678642 3.93679042 -5.8184469 5.9784509
## 2021.976 -1.060001 -4.91678942 2.79678742 -6.9584499 4.8384479
## 2021.980 0.600002 -3.25678642 4.45679042 -5.2984469 6.4984509
## 2021.984 1.279999 -2.57678942 5.13678742 -4.6184499 7.1784479
## 2021.988 -0.540001 -4.39678942 3.31678742 -6.4384499 5.3584479
## 2021.992 0.480003 -3.37678542 4.33679142 -5.4184459 6.3784519
## 2021.996 -0.139999 -3.99678742 3.71678942 -6.0384479 5.7584499
## 2022.000 -0.930004 -4.78679242 2.92678442 -6.8284529 4.9684449
## 2022.004 -1.079998 -4.93678642 2.77679042 -6.9784469 4.8184509
## 2022.008 -0.400002 -4.25679042 3.45678642 -6.2984509 5.4984469
## 2022.012 -1.410000 -5.26678842 2.44678842 -7.3084489 4.4884489
## 2022.016 -0.349998 -4.20678642 3.50679042 -6.2484469 5.5484509
## 2022.020 -0.320004 -4.17679242 3.53678442 -6.2184529 5.5784449
## 2022.024 3.460003 -0.39678542 7.31679142 -2.4384459 9.3584519
## 2022.028 -3.020000 -6.87678842 0.83678842 -8.9184489 2.8784489
## 2022.032 -0.550000 -4.40678842 3.30678842 -6.4484489 5.3484489
## 2022.036 -0.500000 -4.35678842 3.35678842 -6.3984489 5.3984489
## Point Forecast Lo 80 Hi 80 Lo 95 Hi 95
## 2020.040 1.060001 -1.66716024 3.78716224 -3.1108322 5.2308342
## 2020.044 1.190003 -1.53715824 3.91716424 -2.9808302 5.3608362
## 2020.048 0.250000 -2.47716124 2.97716124 -3.9208332 4.4208332
## 2020.052 0.219993 -2.50716824 2.94715424 -3.9508402 4.3908262
## 2020.056 -0.610000 -3.33716124 2.11716124 -4.7808332 3.5608332
## 2020.060 -1.489998 -4.21715924 1.23716324 -5.6608312 2.6808352
## 2020.064 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.068 -0.459999 -3.18716024 2.26716224 -4.6308322 3.7108342
## 2020.072 -0.409996 -3.13715724 2.31716524 -4.5808292 3.7608372
## 2020.076 -0.920002 -3.64716324 1.80715924 -5.0908352 3.2508312
## 2020.080 0.930004 -1.79715724 3.65716524 -3.2408292 5.1008372
## 2020.084 0.719993 -2.00716824 3.44715424 -3.4508402 4.8908262
## 2020.088 -0.149994 -2.87715524 2.57716724 -4.3208272 4.0208392
## 2020.092 0.049996 -2.67716524 2.77715724 -4.1208372 4.2208292
## 2020.096 0.319999 -2.40716224 3.04716024 -3.8508342 4.4908322
## 2020.100 0.690003 -2.03715824 3.41716424 -3.4808302 4.8608362
## 2020.104 -0.239998 -2.96715924 2.48716324 -4.4108312 3.9308352
## 2020.108 1.419998 -1.30716324 4.14715924 -2.7508352 5.5908312
## 2020.112 0.309998 -2.41716324 3.03715924 -3.8608352 4.4808312
## 2020.116 -0.239998 -2.96715924 2.48716324 -4.4108312 3.9308352
## 2020.120 0.209999 -2.51716224 2.93716024 -3.9608342 4.3808322
## 2020.124 -1.459999 -4.18716024 1.26716224 -5.6308322 2.7108342
## 2020.128 0.510002 -2.21715924 3.23716324 -3.6608312 4.6808352
## 2020.132 0.599999 -2.12716224 3.32716024 -3.5708342 4.7708322
## 2020.136 -0.470002 -3.19716324 2.25715924 -4.6408352 3.7008312
## 2020.140 0.750000 -1.97716124 3.47716124 -3.4208332 4.9208332
## 2020.144 -0.330002 -3.05716324 2.39715924 -4.5008352 3.8408312
## 2020.148 0.510003 -2.21715824 3.23716424 -3.6608302 4.6808362
## 2020.152 -0.199997 -2.92715824 2.52716424 -4.3708302 3.9708362
## 2020.156 -0.910004 -3.63716524 1.81715724 -5.0808372 3.2608292
## 2020.160 0.000000 -2.72716124 2.72716124 -4.1708332 4.1708332
## 2020.164 -0.070000 -2.79716124 2.65716124 -4.2408332 4.1008332
## 2020.168 0.129998 -2.59716324 2.85715924 -4.0408352 4.3008312
## 2020.172 -0.399994 -3.12715524 2.32716724 -4.5708272 3.7708392
## 2020.176 -0.320008 -3.04716924 2.40715324 -4.4908412 3.8508252
## 2020.180 1.110001 -1.61716024 3.83716224 -3.0608322 5.2808342
## 2020.184 0.110001 -2.61716024 2.83716224 -4.0608322 4.2808342
## 2020.188 -0.099999 -2.82716024 2.62716224 -4.2708322 4.0708342
## 2020.192 -0.330002 -3.05716324 2.39715924 -4.5008352 3.8408312
## 2020.196 -0.649994 -3.37715524 2.07716724 -4.8208272 3.5208392
## 2020.200 -1.069999 -3.79716024 1.65716224 -5.2408322 3.1008342
## 2020.204 0.869995 -1.85716624 3.59715624 -3.3008382 5.0408282
## 2020.208 -0.900002 -3.62716324 1.82715924 -5.0708352 3.2708312
## 2020.212 0.040001 -2.68716024 2.76716224 -4.1308322 4.2108342
## 2020.216 0.590004 -2.13715724 3.31716524 -3.5808292 4.7608372
## 2020.220 -0.150001 -2.87716224 2.57716024 -4.3208342 4.0208322
## 2020.224 0.699997 -2.02716424 3.42715824 -3.4708362 4.8708302
## 2020.228 0.190002 -2.53715924 2.91716324 -3.9808312 4.3608352
## 2020.232 -0.949997 -3.67715824 1.77716424 -5.1208302 3.2208362
## 2020.236 -0.639999 -3.36716024 2.08716224 -4.8108322 3.5308342
## 2020.240 -0.340004 -3.06716524 2.38715724 -4.5108372 3.8308292
## 2020.244 0.220001 -2.50716024 2.94716224 -3.9508322 4.3908342
## 2020.248 -0.790001 -3.51716224 1.93716024 -4.9608342 3.3808322
## 2020.252 -0.590000 -3.31716124 2.13716124 -4.7608332 3.5808332
## 2020.256 -0.110001 -2.83716224 2.61716024 -4.2808342 4.0608322
## 2020.260 0.450001 -2.27716024 3.17716224 -3.7208322 4.6208342
## 2020.264 0.820000 -1.90716124 3.54716124 -3.3508332 4.9908332
## 2020.268 -1.070000 -3.79716124 1.65716124 -5.2408332 3.1008332
## 2020.272 1.250000 -1.47716124 3.97716124 -2.9208332 5.4208332
## 2020.276 0.169998 -2.55716324 2.89715924 -4.0008352 4.3408312
## 2020.280 -0.519996 -3.24715724 2.20716524 -4.6908292 3.6508372
## 2020.284 -0.100003 -2.82716424 2.62715824 -4.2708362 4.0708302
## 2020.288 3.939999 1.21283776 6.66716024 -0.2308342 8.1108322
## 2020.292 0.260002 -2.46715924 2.98716324 -3.9108312 4.4308352
## 2020.296 -1.779999 -4.50716024 0.94716224 -5.9508322 2.3908342
## 2020.300 1.070000 -1.65716124 3.79716124 -3.1008332 5.2408332
## 2020.304 2.690002 -0.03715924 5.41716324 -1.4808312 6.8608352
## 2020.308 -0.660003 -3.38716424 2.06715824 -4.8308362 3.5108302
## 2020.312 -0.390000 -3.11716124 2.33716124 -4.5608332 3.7808332
## 2020.316 -1.430000 -4.15716124 1.29716124 -5.6008332 2.7408332
## 2020.320 -0.370003 -3.09716424 2.35715824 -4.5408362 3.8008302
## 2020.324 0.280007 -2.44715424 3.00716824 -3.8908262 4.4508402
## 2020.328 0.149994 -2.57716724 2.87715524 -4.0208392 4.3208272
## 2020.332 -0.360001 -3.08716224 2.36716024 -4.5308342 3.8108322
## 2020.336 0.060005 -2.66715624 2.78716624 -4.1108282 4.2308382
## 2020.340 -0.080002 -2.80716324 2.64715924 -4.2508352 4.0908312
## 2020.344 6.709999 3.98283776 9.43716024 2.5391658 10.8808322
## 2020.348 -0.159996 -2.88715724 2.56716524 -4.3308292 4.0108372
## 2020.352 -2.410003 -5.13716424 0.31715824 -6.5808362 1.7608302
## 2020.356 6.989998 4.26283676 9.71715924 2.8191648 11.1608312
## 2020.360 -8.140000 -10.86716124 -5.41283876 -12.3108332 -3.9691668
## 2020.364 0.150002 -2.57715924 2.87716324 -4.0208312 4.3208352
## 2020.368 3.949997 1.22283576 6.67715824 -0.2208362 8.1208302
## 2020.372 0.630005 -2.09715624 3.35716624 -3.5408282 4.8008382
## 2020.376 0.099998 -2.62716324 2.82715924 -4.0708352 4.2708312
## 2020.380 0.320000 -2.40716124 3.04716124 -3.8508332 4.4908332
## 2020.384 2.599998 -0.12716324 5.32715924 -1.5708352 6.7708312
## 2020.388 -2.409996 -5.13715724 0.31716524 -6.5808292 1.7608372
## 2020.392 -1.610000 -4.33716124 1.11716124 -5.7808332 2.5608332
## 2020.396 -3.460000 -6.18716124 -0.73283876 -7.6308332 0.7108332
## 2020.400 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.404 -4.690002 -7.41716324 -1.96284076 -8.8608352 -0.5191688
## 2020.408 2.760002 0.03284076 5.48716324 -1.4108312 6.9308352
## 2020.412 3.610001 0.88283976 6.33716224 -0.5608322 7.7808342
## 2020.416 7.370002 4.64284076 10.09716324 3.1991688 11.5408352
## 2020.420 -1.480003 -4.20716424 1.24715824 -5.6508362 2.6908302
## 2020.424 -4.199997 -6.92715824 -1.47283576 -8.3708302 -0.0291638
## 2020.428 -0.170006 -2.89716724 2.55715524 -4.3408392 4.0008272
## 2020.432 -1.259994 -3.98715524 1.46716724 -5.4308272 2.9108392
## 2020.436 -3.970001 -6.69716224 -1.24283976 -8.1408342 0.2008322
## 2020.440 3.809997 1.08283576 6.53715824 -0.3608362 7.9808302
## 2020.444 1.639999 -1.08716224 4.36716024 -2.5308342 5.8108322
## 2020.448 0.599999 -2.12716224 3.32716024 -3.5708342 4.7708322
## 2020.452 -1.629997 -4.35715824 1.09716424 -5.8008302 2.5408362
## 2020.456 -2.510002 -5.23716324 0.21715924 -6.6808352 1.6608312
## 2020.460 5.600006 2.87284476 8.32716724 1.4291728 9.7708392
## 2020.464 1.829994 -0.89716724 4.55715524 -2.3408392 6.0008272
## 2020.468 -1.939995 -4.66715624 0.78716624 -6.1108282 2.2308382
## 2020.472 -2.570000 -5.29716124 0.15716124 -6.7408332 1.6008332
## 2020.476 -0.360000 -3.08716124 2.36716124 -4.5308332 3.8108332
## 2020.480 1.430000 -1.29716124 4.15716124 -2.7408332 5.6008332
## 2020.484 0.180000 -2.54716124 2.90716124 -3.9908332 4.3508332
## 2020.488 0.180001 -2.54716024 2.90716224 -3.9908322 4.3508342
## 2020.492 -1.320008 -4.04716924 1.40715324 -5.4908412 2.8508252
## 2020.496 10.330002 7.60284076 13.05716324 6.1591688 14.5008352
## 2020.500 -2.180000 -4.90716124 0.54716124 -6.3508332 1.9908332
## 2020.504 -2.739998 -5.46715924 -0.01283676 -6.9108312 1.4308352
## 2020.508 -0.669998 -3.39715924 2.05716324 -4.8408312 3.5008352
## 2020.512 2.589996 -0.13716524 5.31715724 -1.5808372 6.7608292
## 2020.516 -5.070000 -7.79716124 -2.34283876 -9.2408332 -0.8991668
## 2020.520 2.800004 0.07284276 5.52716524 -1.3708292 6.9708372
## 2020.524 -0.010003 -2.73716424 2.71715824 -4.1808362 4.1608302
## 2020.528 4.080002 1.35284076 6.80716324 -0.0908312 8.2508352
## 2020.532 1.500000 -1.22716124 4.22716124 -2.6708332 5.6708332
## 2020.536 -4.270004 -6.99716524 -1.54284276 -8.4408372 -0.0991708
## 2020.540 0.420006 -2.30715524 3.14716724 -3.7508272 4.5908392
## 2020.544 -2.290001 -5.01716224 0.43716024 -6.4608342 1.8808322
## 2020.548 -0.430000 -3.15716124 2.29716124 -4.6008332 3.7408332
## 2020.552 -1.000000 -3.72716124 1.72716124 -5.1708332 3.1708332
## 2020.556 -0.140000 -2.86716124 2.58716124 -4.3108332 4.0308332
## 2020.560 0.009995 -2.71716624 2.73715624 -4.1608382 4.1808282
## 2020.564 2.440002 -0.28715924 5.16716324 -1.7308312 6.6108352
## 2020.568 -0.909996 -3.63715724 1.81716524 -5.0808292 3.2608372
## 2020.572 -2.750000 -5.47716124 -0.02283876 -6.9208332 1.4208332
## 2020.576 -0.080002 -2.80716324 2.64715924 -4.2508352 4.0908312
## 2020.580 -0.010002 -2.73716324 2.71715924 -4.1808352 4.1608312
## 2020.584 -2.790001 -5.51716224 -0.06283976 -6.9608342 1.3808322
## 2020.588 -0.860000 -3.58716124 1.86716124 -5.0308332 3.3108332
## 2020.592 0.660003 -2.06715824 3.38716424 -3.5108302 4.8308362
## 2020.596 -0.380005 -3.10716624 2.34715624 -4.5508382 3.7908282
## 2020.600 0.890007 -1.83715424 3.61716824 -3.2808262 5.0608402
## 2020.604 -1.600006 -4.32716724 1.12715524 -5.7708392 2.5708272
## 2020.608 2.610001 -0.11716024 5.33716224 -1.5608322 6.7808342
## 2020.612 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.616 -0.299996 -3.02715724 2.42716524 -4.4708292 3.8708372
## 2020.620 -1.099998 -3.82715924 1.62716324 -5.2708312 3.0708352
## 2020.624 0.009994 -2.71716724 2.73715524 -4.1608392 4.1808272
## 2020.628 -0.259994 -2.98715524 2.46716724 -4.4308272 3.9108392
## 2020.632 2.629997 -0.09716424 5.35715824 -1.5408362 6.8008302
## 2020.636 2.550003 -0.17715824 5.27716424 -1.6208302 6.7208362
## 2020.640 -2.300003 -5.02716424 0.42715824 -6.4708362 1.8708302
## 2020.644 0.800003 -1.92715824 3.52716424 -3.3708302 4.9708362
## 2020.648 -1.860001 -4.58716224 0.86716024 -6.0308342 2.3108322
## 2020.652 -2.610000 -5.33716124 0.11716124 -6.7808332 1.5608332
## 2020.656 -0.070000 -2.79716124 2.65716124 -4.2408332 4.1008332
## 2020.660 1.329994 -1.39716724 4.05715524 -2.8408392 5.5008272
## 2020.664 -0.059997 -2.78715824 2.66716424 -4.2308302 4.1108362
## 2020.668 -1.140000 -3.86716124 1.58716124 -5.3108332 3.0308332
## 2020.672 1.129998 -1.59716324 3.85715924 -3.0408352 5.3008312
## 2020.676 1.960006 -0.76715524 4.68716724 -2.2108272 6.1308392
## 2020.680 -0.810005 -3.53716624 1.91715624 -4.9808382 3.3608282
## 2020.684 -0.769996 -3.49715724 1.95716524 -4.9408292 3.4008372
## 2020.688 0.900001 -1.82716024 3.62716224 -3.2708322 5.0708342
## 2020.692 -0.700005 -3.42716624 2.02715624 -4.8708382 3.4708282
## 2020.696 1.430001 -1.29716024 4.15716224 -2.7408322 5.6008342
## 2020.700 -2.190003 -4.91716424 0.53715824 -6.3608362 1.9808302
## 2020.704 2.760002 0.03284076 5.48716324 -1.4108312 6.9308352
## 2020.708 -0.790000 -3.51716124 1.93716124 -4.9608332 3.3808332
## 2020.712 1.200004 -1.52715724 3.92716524 -2.9708292 5.3708372
## 2020.716 -1.020004 -3.74716524 1.70715724 -5.1908372 3.1508292
## 2020.720 0.209999 -2.51716224 2.93716024 -3.9608342 4.3808322
## 2020.724 -1.589996 -4.31715724 1.13716524 -5.7608292 2.5808372
## 2020.728 0.989997 -1.73716424 3.71715824 -3.1808362 5.1608302
## 2020.732 0.419999 -2.30716224 3.14716024 -3.7508342 4.5908322
## 2020.736 -0.309998 -3.03715924 2.41716324 -4.4808312 3.8608352
## 2020.740 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.744 -0.390000 -3.11716124 2.33716124 -4.5608332 3.7808332
## 2020.748 -0.069999 -2.79716024 2.65716224 -4.2408322 4.1008342
## 2020.752 1.220001 -1.50716024 3.94716224 -2.9508322 5.3908342
## 2020.756 -0.400002 -3.12716324 2.32715924 -4.5708352 3.7708312
## 2020.760 -0.479995 -3.20715624 2.24716624 -4.6508282 3.6908382
## 2020.764 -0.440003 -3.16716424 2.28715824 -4.6108362 3.7308302
## 2020.768 -0.959999 -3.68716024 1.76716224 -5.1308322 3.2108342
## 2020.772 -1.580002 -4.30716324 1.14715924 -5.7508352 2.5908312
## 2020.776 0.779999 -1.94716224 3.50716024 -3.3908342 4.9508322
## 2020.780 -0.820000 -3.54716124 1.90716124 -4.9908332 3.3508332
## 2020.784 -1.299995 -4.02715624 1.42716624 -5.4708282 2.8708382
## 2020.788 -2.820000 -5.54716124 -0.09283876 -6.9908332 1.3508332
## 2020.792 -0.010002 -2.73716324 2.71715924 -4.1808352 4.1608312
## 2020.796 2.299996 -0.42716524 5.02715724 -1.8708372 6.4708292
## 2020.800 -1.379998 -4.10715924 1.34716324 -5.5508312 2.7908352
## 2020.804 -1.620002 -4.34716324 1.10715924 -5.7908352 2.5508312
## 2020.808 0.340004 -2.38715724 3.06716524 -3.8308292 4.5108372
## 2020.812 -0.209999 -2.93716024 2.51716224 -4.3808322 3.9608342
## 2020.816 -0.700005 -3.42716624 2.02715624 -4.8708382 3.4708282
## 2020.820 0.240005 -2.48715624 2.96716624 -3.9308282 4.4108382
## 2020.824 0.279999 -2.44716224 3.00716024 -3.8908342 4.4508322
## 2020.828 -0.880005 -3.60716624 1.84715624 -5.0508382 3.2908282
## 2020.832 0.230004 -2.49715724 2.95716524 -3.9408292 4.4008372
## 2020.836 0.910003 -1.81715824 3.63716424 -3.2608302 5.0808362
## 2020.840 -3.040001 -5.76716224 -0.31283976 -7.2108342 1.1308322
## 2020.844 -0.350006 -3.07716724 2.37715524 -4.5208392 3.8208272
## 2020.848 -0.059997 -2.78715824 2.66716424 -4.2308302 4.1108362
## 2020.852 0.580002 -2.14715924 3.30716324 -3.5908312 4.7508352
## 2020.856 -0.449997 -3.17715824 2.27716424 -4.6208302 3.7208362
## 2020.860 -0.030007 -2.75716824 2.69715424 -4.2008402 4.1408262
## 2020.864 -0.290001 -3.01716224 2.43716024 -4.4608342 3.8808322
## 2020.868 -0.369995 -3.09715624 2.35716624 -4.5408282 3.8008382
## 2020.872 0.239998 -2.48716324 2.96715924 -3.9308352 4.4108312
## 2020.876 0.870003 -1.85715824 3.59716424 -3.3008302 5.0408362
## 2020.880 -1.010002 -3.73716324 1.71715924 -5.1808352 3.1608312
## 2020.884 1.489998 -1.23716324 4.21715924 -2.6808352 5.6608312
## 2020.888 -1.089997 -3.81715824 1.63716424 -5.2608302 3.0808362
## 2020.892 -0.599998 -3.32715924 2.12716324 -4.7708312 3.5708352
## 2020.896 -0.840004 -3.56716524 1.88715724 -5.0108372 3.3308292
## 2020.900 0.410003 -2.31715824 3.13716424 -3.7608302 4.5808362
## 2020.904 -0.319999 -3.04716024 2.40716224 -4.4908322 3.8508342
## 2020.908 0.069999 -2.65716224 2.79716024 -4.1008342 4.2408322
## 2020.912 2.599999 -0.12716224 5.32716024 -1.5708342 6.7708322
## 2020.916 -0.720001 -3.44716224 2.00716024 -4.8908342 3.4508322
## 2020.920 -1.500000 -4.22716124 1.22716124 -5.6708332 2.6708332
## 2020.924 0.129997 -2.59716424 2.85715824 -4.0408362 4.3008302
## 2020.928 -0.139999 -2.86716024 2.58716224 -4.3108322 4.0308342
## 2020.932 -0.729996 -3.45715724 1.99716524 -4.9008292 3.4408372
## 2020.936 -0.570004 -3.29716524 2.15715724 -4.7408372 3.6008292
## 2020.940 -0.809997 -3.53715824 1.91716424 -4.9808302 3.3608362
## 2020.944 -0.600003 -3.32716424 2.12715824 -4.7708362 3.5708302
## 2020.948 0.840001 -1.88716024 3.56716224 -3.3308322 5.0108342
## 2020.952 0.020000 -2.70716124 2.74716124 -4.1508332 4.1908332
## 2020.956 -0.610001 -3.33716224 2.11716024 -4.7808342 3.5608322
## 2020.960 0.980004 -1.74715724 3.70716524 -3.1908292 5.1508372
## 2020.964 -0.030003 -2.75716424 2.69715824 -4.2008362 4.1408302
## 2020.968 0.410000 -2.31716124 3.13716124 -3.7608332 4.5808332
## 2020.972 0.080002 -2.64715924 2.80716324 -4.0908312 4.2508352
## 2020.976 -1.060001 -3.78716224 1.66716024 -5.2308342 3.1108322
## 2020.980 0.600002 -2.12715924 3.32716324 -3.5708312 4.7708352
## 2020.984 1.279999 -1.44716224 4.00716024 -2.8908342 5.4508322
## 2020.988 -0.540001 -3.26716224 2.18716024 -4.7108342 3.6308322
## 2020.992 0.480003 -2.24715824 3.20716424 -3.6908302 4.6508362
## 2020.996 -0.139999 -2.86716024 2.58716224 -4.3108322 4.0308342
## 2021.000 -0.930004 -3.65716524 1.79715724 -5.1008372 3.2408292
## 2021.004 -1.079998 -3.80715924 1.64716324 -5.2508312 3.0908352
## 2021.008 -0.400002 -3.12716324 2.32715924 -4.5708352 3.7708312
## 2021.012 -1.410000 -4.13716124 1.31716124 -5.5808332 2.7608332
## 2021.016 -0.349998 -3.07715924 2.37716324 -4.5208312 3.8208352
## 2021.020 -0.320004 -3.04716524 2.40715724 -4.4908372 3.8508292
## 2021.024 3.460003 0.73284176 6.18716424 -0.7108302 7.6308362
## 2021.028 -3.020000 -5.74716124 -0.29283876 -7.1908332 1.1508332
## 2021.032 -0.550000 -3.27716124 2.17716124 -4.7208332 3.6208332
## 2021.036 -0.500000 -3.22716124 2.22716124 -4.6708332 3.6708332
## 2021.040 1.060001 -2.79678742 4.91678942 -4.8384479 6.9584499
## 2021.044 1.190003 -2.66678542 5.04679142 -4.7084459 7.0884519
## 2021.048 0.250000 -3.60678842 4.10678842 -5.6484489 6.1484489
## 2021.052 0.219993 -3.63679542 4.07678142 -5.6784559 6.1184419
## 2021.056 -0.610000 -4.46678842 3.24678842 -6.5084489 5.2884489
## 2021.060 -1.489998 -5.34678642 2.36679042 -7.3884469 4.4084509
## 2021.064 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.068 -0.459999 -4.31678742 3.39678942 -6.3584479 5.4384499
## 2021.072 -0.409996 -4.26678442 3.44679242 -6.3084449 5.4884529
## 2021.076 -0.920002 -4.77679042 2.93678642 -6.8184509 4.9784469
## 2021.080 0.930004 -2.92678442 4.78679242 -4.9684449 6.8284529
## 2021.084 0.719993 -3.13679542 4.57678142 -5.1784559 6.6184419
## 2021.088 -0.149994 -4.00678242 3.70679442 -6.0484429 5.7484549
## 2021.092 0.049996 -3.80679242 3.90678442 -5.8484529 5.9484449
## 2021.096 0.319999 -3.53678942 4.17678742 -5.5784499 6.2184479
## 2021.100 0.690003 -3.16678542 4.54679142 -5.2084459 6.5884519
## 2021.104 -0.239998 -4.09678642 3.61679042 -6.1384469 5.6584509
## 2021.108 1.419998 -2.43679042 5.27678642 -4.4784509 7.3184469
## 2021.112 0.309998 -3.54679042 4.16678642 -5.5884509 6.2084469
## 2021.116 -0.239998 -4.09678642 3.61679042 -6.1384469 5.6584509
## 2021.120 0.209999 -3.64678942 4.06678742 -5.6884499 6.1084479
## 2021.124 -1.459999 -5.31678742 2.39678942 -7.3584479 4.4384499
## 2021.128 0.510002 -3.34678642 4.36679042 -5.3884469 6.4084509
## 2021.132 0.599999 -3.25678942 4.45678742 -5.2984499 6.4984479
## 2021.136 -0.470002 -4.32679042 3.38678642 -6.3684509 5.4284469
## 2021.140 0.750000 -3.10678842 4.60678842 -5.1484489 6.6484489
## 2021.144 -0.330002 -4.18679042 3.52678642 -6.2284509 5.5684469
## 2021.148 0.510003 -3.34678542 4.36679142 -5.3884459 6.4084519
## 2021.152 -0.199997 -4.05678542 3.65679142 -6.0984459 5.6984519
## 2021.156 -0.910004 -4.76679242 2.94678442 -6.8084529 4.9884449
## 2021.160 0.000000 -3.85678842 3.85678842 -5.8984489 5.8984489
## 2021.164 -0.070000 -3.92678842 3.78678842 -5.9684489 5.8284489
## 2021.168 0.129998 -3.72679042 3.98678642 -5.7684509 6.0284469
## 2021.172 -0.399994 -4.25678242 3.45679442 -6.2984429 5.4984549
## 2021.176 -0.320008 -4.17679642 3.53678042 -6.2184569 5.5784409
## 2021.180 1.110001 -2.74678742 4.96678942 -4.7884479 7.0084499
## 2021.184 0.110001 -3.74678742 3.96678942 -5.7884479 6.0084499
## 2021.188 -0.099999 -3.95678742 3.75678942 -5.9984479 5.7984499
## 2021.192 -0.330002 -4.18679042 3.52678642 -6.2284509 5.5684469
## 2021.196 -0.649994 -4.50678242 3.20679442 -6.5484429 5.2484549
## 2021.200 -1.069999 -4.92678742 2.78678942 -6.9684479 4.8284499
## 2021.204 0.869995 -2.98679342 4.72678342 -5.0284539 6.7684439
## 2021.208 -0.900002 -4.75679042 2.95678642 -6.7984509 4.9984469
## 2021.212 0.040001 -3.81678742 3.89678942 -5.8584479 5.9384499
## 2021.216 0.590004 -3.26678442 4.44679242 -5.3084449 6.4884529
## 2021.220 -0.150001 -4.00678942 3.70678742 -6.0484499 5.7484479
## 2021.224 0.699997 -3.15679142 4.55678542 -5.1984519 6.5984459
## 2021.228 0.190002 -3.66678642 4.04679042 -5.7084469 6.0884509
## 2021.232 -0.949997 -4.80678542 2.90679142 -6.8484459 4.9484519
## 2021.236 -0.639999 -4.49678742 3.21678942 -6.5384479 5.2584499
## 2021.240 -0.340004 -4.19679242 3.51678442 -6.2384529 5.5584449
## 2021.244 0.220001 -3.63678742 4.07678942 -5.6784479 6.1184499
## 2021.248 -0.790001 -4.64678942 3.06678742 -6.6884499 5.1084479
## 2021.252 -0.590000 -4.44678842 3.26678842 -6.4884489 5.3084489
## 2021.256 -0.110001 -3.96678942 3.74678742 -6.0084499 5.7884479
## 2021.260 0.450001 -3.40678742 4.30678942 -5.4484479 6.3484499
## 2021.264 0.820000 -3.03678842 4.67678842 -5.0784489 6.7184489
## 2021.268 -1.070000 -4.92678842 2.78678842 -6.9684489 4.8284489
## 2021.272 1.250000 -2.60678842 5.10678842 -4.6484489 7.1484489
## 2021.276 0.169998 -3.68679042 4.02678642 -5.7284509 6.0684469
## 2021.280 -0.519996 -4.37678442 3.33679242 -6.4184449 5.3784529
## 2021.284 -0.100003 -3.95679142 3.75678542 -5.9984519 5.7984459
## 2021.288 3.939999 0.08321058 7.79678742 -1.9584499 9.8384479
## 2021.292 0.260002 -3.59678642 4.11679042 -5.6384469 6.1584509
## 2021.296 -1.779999 -5.63678742 2.07678942 -7.6784479 4.1184499
## 2021.300 1.070000 -2.78678842 4.92678842 -4.8284489 6.9684489
## 2021.304 2.690002 -1.16678642 6.54679042 -3.2084469 8.5884509
## 2021.308 -0.660003 -4.51679142 3.19678542 -6.5584519 5.2384459
## 2021.312 -0.390000 -4.24678842 3.46678842 -6.2884489 5.5084489
## 2021.316 -1.430000 -5.28678842 2.42678842 -7.3284489 4.4684489
## 2021.320 -0.370003 -4.22679142 3.48678542 -6.2684519 5.5284459
## 2021.324 0.280007 -3.57678142 4.13679542 -5.6184419 6.1784559
## 2021.328 0.149994 -3.70679442 4.00678242 -5.7484549 6.0484429
## 2021.332 -0.360001 -4.21678942 3.49678742 -6.2584499 5.5384479
## 2021.336 0.060005 -3.79678342 3.91679342 -5.8384439 5.9584539
## 2021.340 -0.080002 -3.93679042 3.77678642 -5.9784509 5.8184469
## 2021.344 6.709999 2.85321058 10.56678742 0.8115501 12.6084479
## 2021.348 -0.159996 -4.01678442 3.69679242 -6.0584449 5.7384529
## 2021.352 -2.410003 -6.26679142 1.44678542 -8.3084519 3.4884459
## 2021.356 6.989998 3.13320958 10.84678642 1.0915491 12.8884469
## 2021.360 -8.140000 -11.99678842 -4.28321158 -14.0384489 -2.2415511
## 2021.364 0.150002 -3.70678642 4.00679042 -5.7484469 6.0484509
## 2021.368 3.949997 0.09320858 7.80678542 -1.9484519 9.8484459
## 2021.372 0.630005 -3.22678342 4.48679342 -5.2684439 6.5284539
## 2021.376 0.099998 -3.75679042 3.95678642 -5.7984509 5.9984469
## 2021.380 0.320000 -3.53678842 4.17678842 -5.5784489 6.2184489
## 2021.384 2.599998 -1.25679042 6.45678642 -3.2984509 8.4984469
## 2021.388 -2.409996 -6.26678442 1.44679242 -8.3084449 3.4884529
## 2021.392 -1.610000 -5.46678842 2.24678842 -7.5084489 4.2884489
## 2021.396 -3.460000 -7.31678842 0.39678842 -9.3584489 2.4384489
## 2021.400 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.404 -4.690002 -8.54679042 -0.83321358 -10.5884509 1.2084469
## 2021.408 2.760002 -1.09678642 6.61679042 -3.1384469 8.6584509
## 2021.412 3.610001 -0.24678742 7.46678942 -2.2884479 9.5084499
## 2021.416 7.370002 3.51321358 11.22679042 1.4715531 13.2684509
## 2021.420 -1.480003 -5.33679142 2.37678542 -7.3784519 4.4184459
## 2021.424 -4.199997 -8.05678542 -0.34320858 -10.0984459 1.6984519
## 2021.428 -0.170006 -4.02679442 3.68678242 -6.0684549 5.7284429
## 2021.432 -1.259994 -5.11678242 2.59679442 -7.1584429 4.6384549
## 2021.436 -3.970001 -7.82678942 -0.11321258 -9.8684499 1.9284479
## 2021.440 3.809997 -0.04679142 7.66678542 -2.0884519 9.7084459
## 2021.444 1.639999 -2.21678942 5.49678742 -4.2584499 7.5384479
## 2021.448 0.599999 -3.25678942 4.45678742 -5.2984499 6.4984479
## 2021.452 -1.629997 -5.48678542 2.22679142 -7.5284459 4.2684519
## 2021.456 -2.510002 -6.36679042 1.34678642 -8.4084509 3.3884469
## 2021.460 5.600006 1.74321758 9.45679442 -0.2984429 11.4984549
## 2021.464 1.829994 -2.02679442 5.68678242 -4.0684549 7.7284429
## 2021.468 -1.939995 -5.79678342 1.91679342 -7.8384439 3.9584539
## 2021.472 -2.570000 -6.42678842 1.28678842 -8.4684489 3.3284489
## 2021.476 -0.360000 -4.21678842 3.49678842 -6.2584489 5.5384489
## 2021.480 1.430000 -2.42678842 5.28678842 -4.4684489 7.3284489
## 2021.484 0.180000 -3.67678842 4.03678842 -5.7184489 6.0784489
## 2021.488 0.180001 -3.67678742 4.03678942 -5.7184479 6.0784499
## 2021.492 -1.320008 -5.17679642 2.53678042 -7.2184569 4.5784409
## 2021.496 10.330002 6.47321358 14.18679042 4.4315531 16.2284509
## 2021.500 -2.180000 -6.03678842 1.67678842 -8.0784489 3.7184489
## 2021.504 -2.739998 -6.59678642 1.11679042 -8.6384469 3.1584509
## 2021.508 -0.669998 -4.52678642 3.18679042 -6.5684469 5.2284509
## 2021.512 2.589996 -1.26679242 6.44678442 -3.3084529 8.4884449
## 2021.516 -5.070000 -8.92678842 -1.21321158 -10.9684489 0.8284489
## 2021.520 2.800004 -1.05678442 6.65679242 -3.0984449 8.6984529
## 2021.524 -0.010003 -3.86679142 3.84678542 -5.9084519 5.8884459
## 2021.528 4.080002 0.22321358 7.93679042 -1.8184469 9.9784509
## 2021.532 1.500000 -2.35678842 5.35678842 -4.3984489 7.3984489
## 2021.536 -4.270004 -8.12679242 -0.41321558 -10.1684529 1.6284449
## 2021.540 0.420006 -3.43678242 4.27679442 -5.4784429 6.3184549
## 2021.544 -2.290001 -6.14678942 1.56678742 -8.1884499 3.6084479
## 2021.548 -0.430000 -4.28678842 3.42678842 -6.3284489 5.4684489
## 2021.552 -1.000000 -4.85678842 2.85678842 -6.8984489 4.8984489
## 2021.556 -0.140000 -3.99678842 3.71678842 -6.0384489 5.7584489
## 2021.560 0.009995 -3.84679342 3.86678342 -5.8884539 5.9084439
## 2021.564 2.440002 -1.41678642 6.29679042 -3.4584469 8.3384509
## 2021.568 -0.909996 -4.76678442 2.94679242 -6.8084449 4.9884529
## 2021.572 -2.750000 -6.60678842 1.10678842 -8.6484489 3.1484489
## 2021.576 -0.080002 -3.93679042 3.77678642 -5.9784509 5.8184469
## 2021.580 -0.010002 -3.86679042 3.84678642 -5.9084509 5.8884469
## 2021.584 -2.790001 -6.64678942 1.06678742 -8.6884499 3.1084479
## 2021.588 -0.860000 -4.71678842 2.99678842 -6.7584489 5.0384489
## 2021.592 0.660003 -3.19678542 4.51679142 -5.2384459 6.5584519
## 2021.596 -0.380005 -4.23679342 3.47678342 -6.2784539 5.5184439
## 2021.600 0.890007 -2.96678142 4.74679542 -5.0084419 6.7884559
## 2021.604 -1.600006 -5.45679442 2.25678242 -7.4984549 4.2984429
## 2021.608 2.610001 -1.24678742 6.46678942 -3.2884479 8.5084499
## 2021.612 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.616 -0.299996 -4.15678442 3.55679242 -6.1984449 5.5984529
## 2021.620 -1.099998 -4.95678642 2.75679042 -6.9984469 4.7984509
## 2021.624 0.009994 -3.84679442 3.86678242 -5.8884549 5.9084429
## 2021.628 -0.259994 -4.11678242 3.59679442 -6.1584429 5.6384549
## 2021.632 2.629997 -1.22679142 6.48678542 -3.2684519 8.5284459
## 2021.636 2.550003 -1.30678542 6.40679142 -3.3484459 8.4484519
## 2021.640 -2.300003 -6.15679142 1.55678542 -8.1984519 3.5984459
## 2021.644 0.800003 -3.05678542 4.65679142 -5.0984459 6.6984519
## 2021.648 -1.860001 -5.71678942 1.99678742 -7.7584499 4.0384479
## 2021.652 -2.610000 -6.46678842 1.24678842 -8.5084489 3.2884489
## 2021.656 -0.070000 -3.92678842 3.78678842 -5.9684489 5.8284489
## 2021.660 1.329994 -2.52679442 5.18678242 -4.5684549 7.2284429
## 2021.664 -0.059997 -3.91678542 3.79679142 -5.9584459 5.8384519
## 2021.668 -1.140000 -4.99678842 2.71678842 -7.0384489 4.7584489
## 2021.672 1.129998 -2.72679042 4.98678642 -4.7684509 7.0284469
## 2021.676 1.960006 -1.89678242 5.81679442 -3.9384429 7.8584549
## 2021.680 -0.810005 -4.66679342 3.04678342 -6.7084539 5.0884439
## 2021.684 -0.769996 -4.62678442 3.08679242 -6.6684449 5.1284529
## 2021.688 0.900001 -2.95678742 4.75678942 -4.9984479 6.7984499
## 2021.692 -0.700005 -4.55679342 3.15678342 -6.5984539 5.1984439
## 2021.696 1.430001 -2.42678742 5.28678942 -4.4684479 7.3284499
## 2021.700 -2.190003 -6.04679142 1.66678542 -8.0884519 3.7084459
## 2021.704 2.760002 -1.09678642 6.61679042 -3.1384469 8.6584509
## 2021.708 -0.790000 -4.64678842 3.06678842 -6.6884489 5.1084489
## 2021.712 1.200004 -2.65678442 5.05679242 -4.6984449 7.0984529
## 2021.716 -1.020004 -4.87679242 2.83678442 -6.9184529 4.8784449
## 2021.720 0.209999 -3.64678942 4.06678742 -5.6884499 6.1084479
## 2021.724 -1.589996 -5.44678442 2.26679242 -7.4884449 4.3084529
## 2021.728 0.989997 -2.86679142 4.84678542 -4.9084519 6.8884459
## 2021.732 0.419999 -3.43678942 4.27678742 -5.4784499 6.3184479
## 2021.736 -0.309998 -4.16678642 3.54679042 -6.2084469 5.5884509
## 2021.740 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.744 -0.390000 -4.24678842 3.46678842 -6.2884489 5.5084489
## 2021.748 -0.069999 -3.92678742 3.78678942 -5.9684479 5.8284499
## 2021.752 1.220001 -2.63678742 5.07678942 -4.6784479 7.1184499
## 2021.756 -0.400002 -4.25679042 3.45678642 -6.2984509 5.4984469
## 2021.760 -0.479995 -4.33678342 3.37679342 -6.3784439 5.4184539
## 2021.764 -0.440003 -4.29679142 3.41678542 -6.3384519 5.4584459
## 2021.768 -0.959999 -4.81678742 2.89678942 -6.8584479 4.9384499
## 2021.772 -1.580002 -5.43679042 2.27678642 -7.4784509 4.3184469
## 2021.776 0.779999 -3.07678942 4.63678742 -5.1184499 6.6784479
## 2021.780 -0.820000 -4.67678842 3.03678842 -6.7184489 5.0784489
## 2021.784 -1.299995 -5.15678342 2.55679342 -7.1984439 4.5984539
## 2021.788 -2.820000 -6.67678842 1.03678842 -8.7184489 3.0784489
## 2021.792 -0.010002 -3.86679042 3.84678642 -5.9084509 5.8884469
## 2021.796 2.299996 -1.55679242 6.15678442 -3.5984529 8.1984449
## 2021.800 -1.379998 -5.23678642 2.47679042 -7.2784469 4.5184509
## 2021.804 -1.620002 -5.47679042 2.23678642 -7.5184509 4.2784469
## 2021.808 0.340004 -3.51678442 4.19679242 -5.5584449 6.2384529
## 2021.812 -0.209999 -4.06678742 3.64678942 -6.1084479 5.6884499
## 2021.816 -0.700005 -4.55679342 3.15678342 -6.5984539 5.1984439
## 2021.820 0.240005 -3.61678342 4.09679342 -5.6584439 6.1384539
## 2021.824 0.279999 -3.57678942 4.13678742 -5.6184499 6.1784479
## 2021.828 -0.880005 -4.73679342 2.97678342 -6.7784539 5.0184439
## 2021.832 0.230004 -3.62678442 4.08679242 -5.6684449 6.1284529
## 2021.836 0.910003 -2.94678542 4.76679142 -4.9884459 6.8084519
## 2021.840 -3.040001 -6.89678942 0.81678742 -8.9384499 2.8584479
## 2021.844 -0.350006 -4.20679442 3.50678242 -6.2484549 5.5484429
## 2021.848 -0.059997 -3.91678542 3.79679142 -5.9584459 5.8384519
## 2021.852 0.580002 -3.27678642 4.43679042 -5.3184469 6.4784509
## 2021.856 -0.449997 -4.30678542 3.40679142 -6.3484459 5.4484519
## 2021.860 -0.030007 -3.88679542 3.82678142 -5.9284559 5.8684419
## 2021.864 -0.290001 -4.14678942 3.56678742 -6.1884499 5.6084479
## 2021.868 -0.369995 -4.22678342 3.48679342 -6.2684439 5.5284539
## 2021.872 0.239998 -3.61679042 4.09678642 -5.6584509 6.1384469
## 2021.876 0.870003 -2.98678542 4.72679142 -5.0284459 6.7684519
## 2021.880 -1.010002 -4.86679042 2.84678642 -6.9084509 4.8884469
## 2021.884 1.489998 -2.36679042 5.34678642 -4.4084509 7.3884469
## 2021.888 -1.089997 -4.94678542 2.76679142 -6.9884459 4.8084519
## 2021.892 -0.599998 -4.45678642 3.25679042 -6.4984469 5.2984509
## 2021.896 -0.840004 -4.69679242 3.01678442 -6.7384529 5.0584449
## 2021.900 0.410003 -3.44678542 4.26679142 -5.4884459 6.3084519
## 2021.904 -0.319999 -4.17678742 3.53678942 -6.2184479 5.5784499
## 2021.908 0.069999 -3.78678942 3.92678742 -5.8284499 5.9684479
## 2021.912 2.599999 -1.25678942 6.45678742 -3.2984499 8.4984479
## 2021.916 -0.720001 -4.57678942 3.13678742 -6.6184499 5.1784479
## 2021.920 -1.500000 -5.35678842 2.35678842 -7.3984489 4.3984489
## 2021.924 0.129997 -3.72679142 3.98678542 -5.7684519 6.0284459
## 2021.928 -0.139999 -3.99678742 3.71678942 -6.0384479 5.7584499
## 2021.932 -0.729996 -4.58678442 3.12679242 -6.6284449 5.1684529
## 2021.936 -0.570004 -4.42679242 3.28678442 -6.4684529 5.3284449
## 2021.940 -0.809997 -4.66678542 3.04679142 -6.7084459 5.0884519
## 2021.944 -0.600003 -4.45679142 3.25678542 -6.4984519 5.2984459
## 2021.948 0.840001 -3.01678742 4.69678942 -5.0584479 6.7384499
## 2021.952 0.020000 -3.83678842 3.87678842 -5.8784489 5.9184489
## 2021.956 -0.610001 -4.46678942 3.24678742 -6.5084499 5.2884479
## 2021.960 0.980004 -2.87678442 4.83679242 -4.9184449 6.8784529
## 2021.964 -0.030003 -3.88679142 3.82678542 -5.9284519 5.8684459
## 2021.968 0.410000 -3.44678842 4.26678842 -5.4884489 6.3084489
## 2021.972 0.080002 -3.77678642 3.93679042 -5.8184469 5.9784509
## 2021.976 -1.060001 -4.91678942 2.79678742 -6.9584499 4.8384479
## 2021.980 0.600002 -3.25678642 4.45679042 -5.2984469 6.4984509
## 2021.984 1.279999 -2.57678942 5.13678742 -4.6184499 7.1784479
## 2021.988 -0.540001 -4.39678942 3.31678742 -6.4384499 5.3584479
## 2021.992 0.480003 -3.37678542 4.33679142 -5.4184459 6.3784519
## 2021.996 -0.139999 -3.99678742 3.71678942 -6.0384479 5.7584499
## 2022.000 -0.930004 -4.78679242 2.92678442 -6.8284529 4.9684449
## 2022.004 -1.079998 -4.93678642 2.77679042 -6.9784469 4.8184509
## 2022.008 -0.400002 -4.25679042 3.45678642 -6.2984509 5.4984469
## 2022.012 -1.410000 -5.26678842 2.44678842 -7.3084489 4.4884489
## 2022.016 -0.349998 -4.20678642 3.50679042 -6.2484469 5.5484509
## 2022.020 -0.320004 -4.17679242 3.53678442 -6.2184529 5.5784449
## 2022.024 3.460003 -0.39678542 7.31679142 -2.4384459 9.3584519
## 2022.028 -3.020000 -6.87678842 0.83678842 -8.9184489 2.8784489
## 2022.032 -0.550000 -4.40678842 3.30678842 -6.4484489 5.3484489
## 2022.036 -0.500000 -4.35678842 3.35678842 -6.3984489 5.3984489checkresiduals(fit)
##
## Ljung-Box test
##
## data: Residuals from Seasonal naive method
## Q* = 165.67, df = 100, p-value = 4.043e-05
##
## Model df: 0. Total lags used: 100FQ = forecast(fit, h=1)
autoplot(FQ, include=24)
accuracy(FQ)## ME RMSE MAE MPE MAPE MASE ACF1
## Training set 0.006759992 2.128015 1.47316 -Inf Inf 1 -0.08833474print(summary(FQ))##
## Forecast method: Seasonal naive method
##
## Model Information:
## Call: snaive(y = DQ)
##
## Residual sd: 2.128
##
## Error measures:
## ME RMSE MAE MPE MAPE MASE ACF1
## Training set 0.006759992 2.128015 1.47316 -Inf Inf 1 -0.08833474
##
## Forecasts:
## Point Forecast Lo 80 Hi 80 Lo 95 Hi 95
## 2020.040 1.060001 -1.66716 3.787162 -3.110832 5.230834
## Point Forecast Lo 80 Hi 80 Lo 95 Hi 95
## 2020.040 1.060001 -1.66716 3.787162 -3.110832 5.230834