TS DecompositionForecasting
Navin Manaswi
July 27, 2015
NW Availability records and then TS decomposition and then Forecasting
## [1] "Time Series Decomposition and then Forecasting"## 'data.frame': 480 obs. of 5 variables:
## $ Month : Factor w/ 31 levels "1","10","11",..: 1 12 23 25 26 27 28 29 30 2 ...
## $ Date : Factor w/ 30 levels "1/1/2013","1/1/2014",..: 1 10 13 16 19 22 25 27 29 4 ...
## $ Client: int 1 1 1 1 1 1 1 1 1 1 ...
## $ Type : Factor w/ 4 levels "Original","Remainder",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Value : Factor w/ 362 levels "-0.00016","-0.00019",..: 220 222 217 218 215 289 293 284 259 223 ...## Month Date Client Type Value
## 1 1 1/1/2013 1 Original 0.98
## 2 2 1/2/2013 1 Original 0.9807
## 3 3 1/3/2013 1 Original 0.9778
## 4 4 1/4/2013 1 Original 0.9781
## 5 5 1/5/2013 1 Original 0.9771
## 6 6 1/6/2013 1 Original 0.9867## [1] "For Client 1"
## [1] "For Client 2"## [1] "For Client 2"
## Warning in HoltWinters(Fsts): optimization difficulties: ERROR:
## ABNORMAL_TERMINATION_IN_LNSRCH
## [1] "For Client 3"## [1] 0.975 0.9577 0.9573 0.9327 0.9596 0.9523 0.9634 0.9646 0.975 0.9771
## [11] 0.924 0.8741 0.941 0.9364 0.9436 0.9453 0.9673 0.9669 0.9516 0.9624
## [21] 0.9726 0.9718 0.9644 0.9524 0.9379 0.9589 0.959 0.956 0.9424 0.9664
## 362 Levels: -0.00016 -0.00019 -0.00023 -0.00026 -0.00027 ... 0.9948
## Month Date Client Type Value Client.N
## 301 null 1/1/2013 3 Seasonal -0.00484 3
## 302 null 1/2/2013 3 Seasonal -0.00452 3
## 303 null 1/3/2013 3 Seasonal -0.0016 3
## 304 null 1/4/2013 3 Seasonal -0.00998 3
## 305 null 1/5/2013 3 Seasonal 0.00203 3
## 306 null 1/6/2013 3 Seasonal 0.00742 3
## 307 null 1/7/2013 3 Seasonal 0.00446 3
## 308 null 1/8/2013 3 Seasonal 0.01061 3
## 309 null 1/9/2013 3 Seasonal 0.02106 3
## 310 null 1/10/2013 3 Seasonal 0.02206 3
## 311 null 1/11/2013 3 Seasonal -0.00783 3
## 312 null 1/12/2013 3 Seasonal -0.03885 3
## 313 null 1/1/2014 3 Seasonal -0.00484 3
## 314 null 1/2/2014 3 Seasonal -0.00452 3
## 315 null 1/3/2014 3 Seasonal -0.0016 3
## 316 null 1/4/2014 3 Seasonal -0.00998 3
## 317 null 1/5/2014 3 Seasonal 0.00203 3
## 318 null 1/6/2014 3 Seasonal 0.00742 3
## 319 null 1/7/2014 3 Seasonal 0.00446 3
## 320 null 1/8/2014 3 Seasonal 0.01061 3
## 321 null 1/9/2014 3 Seasonal 0.02106 3
## 322 null 1/10/2014 3 Seasonal 0.02206 3
## 323 null 1/11/2014 3 Seasonal -0.00783 3
## 324 null 1/12/2014 3 Seasonal -0.03885 3
## 325 null 1/1/2015 3 Seasonal -0.00484 3
## 326 null 1/2/2015 3 Seasonal -0.00452 3
## 327 null 1/3/2015 3 Seasonal -0.0016 3
## 328 null 1/4/2015 3 Seasonal -0.00998 3
## 329 null 1/5/2015 3 Seasonal 0.00203 3
## 330 null 1/6/2015 3 Seasonal 0.00742 3## Warning in HoltWinters(Fsts): optimization difficulties: ERROR:
## ABNORMAL_TERMINATION_IN_LNSRCH
## [1] "For Client 4"
## Warning in HoltWinters(Fsts): optimization difficulties: ERROR:
## ABNORMAL_TERMINATION_IN_LNSRCH
