## 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
## Warning: package 'TTR' was built under R version 4.0.5
## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo
## Warning: GWIND.IS contains missing values. Some functions will not work if
## objects contain missing values in the middle of the series. Consider using
## na.omit(), na.approx(), na.fill(), etc to remove or replace them.
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query1.finance.yahoo.com/v7/finance/download/HUNER.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query2.finance.yahoo.com/v7/finance/download/HUNER.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query1.finance.yahoo.com/v7/finance/download/KARYE.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query1.finance.yahoo.com/v7/finance/download/MANAS.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query2.finance.yahoo.com/v7/finance/download/GESAN.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query1.finance.yahoo.com/v7/finance/download/NTGAZ.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query2.finance.yahoo.com/v7/finance/download/GESAN.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query1.finance.yahoo.com/v7/finance/download/SMRTG.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query2.finance.yahoo.com/v7/finance/download/YEOTK.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## Warning in read.table(file = file, header = header, sep = sep,
## quote = quote, : incomplete final line found by readTableHeader
## on 'https://query2.finance.yahoo.com/v7/finance/download/HUNER.IS?
## period1=1599436800&period2=1667865600&interval=1d&events=history'
## ALMAD.IS.Close AYEN.IS.Close CANTE.IS.Close EMKEL.IS.Close
## 2022-10-31 5.72 27.22 143.0 3.86
## 2022-11-01 5.54 28.20 149.0 3.76
## 2022-11-02 5.45 28.42 147.9 3.92
## 2022-11-03 5.57 28.46 149.2 3.98
## 2022-11-04 5.61 30.58 146.1 3.89
## 2022-11-07 5.42 30.98 145.7 3.94
## ENJSA.IS.Close GWIND.IS.Close GEREL.IS.Close GESAN.IS.Close
## 2022-10-31 20.50 18.40 7.20 NA
## 2022-11-01 21.10 19.96 7.18 NA
## 2022-11-02 21.72 20.20 7.02 NA
## 2022-11-03 21.94 20.80 7.20 NA
## 2022-11-04 22.38 20.48 7.09 NA
## 2022-11-07 22.20 20.52 7.06 187.1
## HUNER.IS.Close IEYHO.IS.Close IPEKE.IS.Close
## 2022-10-31 NA 1.61 27.36
## 2022-11-01 NA 1.58 26.94
## 2022-11-02 NA 1.57 27.98
## 2022-11-03 NA 1.63 28.30
## 2022-11-04 NA 1.59 29.10
## 2022-11-07 9.2 1.62 29.92
## Index ALMAD.IS.Close AYEN.IS.Close CANTE.IS.Close
## Min. :2020-09-07 Min. :1.117 Min. : 4.24 Min. : 4.29
## 1st Qu.:2021-03-18 1st Qu.:1.290 1st Qu.: 5.52 1st Qu.: 12.04
## Median :2021-10-08 Median :1.290 Median : 7.22 Median : 17.88
## Mean :2021-10-05 Mean :1.845 Mean :10.28 Mean : 35.10
## 3rd Qu.:2022-04-19 3rd Qu.:2.060 3rd Qu.:13.90 3rd Qu.: 39.76
## Max. :2022-11-07 Max. :5.720 Max. :31.90 Max. :154.80
## NA's :166
## EMKEL.IS.Close ENJSA.IS.Close GWIND.IS.Close GEREL.IS.Close
## Min. :1.596 Min. : 8.19 Min. : 6.800 Min. :3.950
## 1st Qu.:2.233 1st Qu.:10.61 1st Qu.: 7.335 1st Qu.:4.840
## Median :2.580 Median :12.18 Median : 9.680 Median :5.630
## Mean :2.549 Mean :12.77 Mean :11.324 Mean :5.663
## 3rd Qu.:2.830 3rd Qu.:14.23 3rd Qu.:14.965 3rd Qu.:6.240
## Max. :3.980 Max. :22.38 Max. :20.800 Max. :8.320
## NA's :398
## GESAN.IS.Close HUNER.IS.Close IEYHO.IS.Close IPEKE.IS.Close
## Min. :187.1 Min. :9.2 Min. :0.70 Min. :10.85
## 1st Qu.:187.1 1st Qu.:9.2 1st Qu.:0.86 1st Qu.:12.27
## Median :187.1 Median :9.2 Median :0.93 Median :13.63
## Mean :187.1 Mean :9.2 Mean :1.02 Mean :15.00
## 3rd Qu.:187.1 3rd Qu.:9.2 3rd Qu.:1.14 3rd Qu.:17.23
## Max. :187.1 Max. :9.2 Max. :1.86 Max. :29.92
## NA's :544 NA's :544
## KAREL.IS.Close KARYE.IS.Close KONTR.IS.Close MANAS.IS.Close
## 2022-10-31 19.28 NA 98.15 NA
## 2022-11-01 19.93 NA 107.90 NA
## 2022-11-02 21.20 NA 114.40 NA
## 2022-11-03 23.32 NA 123.20 NA
## 2022-11-04 24.82 NA 121.80 NA
## 2022-11-07 26.02 28.34 124.40 37.14
## MAGEN.IS.Close NATEN.IS.Close NTGAZ.IS.Close ORGE.IS.Close
## 2022-10-31 24.12 125.6 NA 22.50
## 2022-11-01 24.32 122.7 NA 22.52
## 2022-11-02 26.28 129.7 NA 23.78
## 2022-11-03 27.04 139.8 NA 23.70
## 2022-11-04 28.84 143.8 NA 23.28
## 2022-11-07 28.14 146.6 36.1 23.48
## PAMEL.IS.Close PRKME.IS.Close SANEL.IS.Close SAYAS.IS.Close
## 2022-10-31 148.2 14.69 11.30 29.44
## 2022-11-01 149.5 15.10 11.32 28.58
## 2022-11-02 142.3 15.70 11.81 28.86
## 2022-11-03 142.8 15.92 11.43 28.70
## 2022-11-04 143.2 15.63 11.37 30.00
## 2022-11-07 145.9 14.29 11.34 29.18
## SMRTG.IS.Close TRCAS.IS.Close YEOTK.IS.Close ZEDUR.IS.Close
## 2022-10-31 NA 23.82 NA 33.00
## 2022-11-01 NA 21.86 NA 34.16
## 2022-11-02 NA 21.62 NA 37.50
## 2022-11-03 NA 21.00 NA 40.58
## 2022-11-04 NA 21.46 NA 41.62
## 2022-11-07 76.9 21.06 62.6 41.00
## ZOREN.IS.Close
## 2022-10-31 4.73
## 2022-11-01 4.68
## 2022-11-02 4.92
## 2022-11-03 5.41
## 2022-11-04 5.84
## 2022-11-07 5.90
## Index KAREL.IS.Close KARYE.IS.Close KONTR.IS.Close
## Min. :2020-09-07 Min. : 4.724 Min. :28.34 Min. : 1.444
## 1st Qu.:2021-03-18 1st Qu.: 8.439 1st Qu.:28.34 1st Qu.: 12.094
## Median :2021-10-08 Median : 9.658 Median :28.34 Median : 14.112
## Mean :2021-10-05 Mean :10.472 Mean :28.34 Mean : 21.812
## 3rd Qu.:2022-04-19 3rd Qu.:12.950 3rd Qu.:28.34 3rd Qu.: 28.537
## Max. :2022-11-07 Max. :26.020 Max. :28.34 Max. :124.400
## NA's :544 NA's :30
## MANAS.IS.Close MAGEN.IS.Close NATEN.IS.Close NTGAZ.IS.Close
## Min. :37.14 Min. : 8.42 Min. : 22.70 Min. :36.1
## 1st Qu.:37.14 1st Qu.: 9.33 1st Qu.: 36.12 1st Qu.:36.1
## Median :37.14 Median :10.00 Median : 40.96 Median :36.1
## Mean :37.14 Mean :11.86 Mean : 48.52 Mean :36.1
## 3rd Qu.:37.14 3rd Qu.:13.30 3rd Qu.: 58.10 3rd Qu.:36.1
## Max. :37.14 Max. :28.84 Max. :146.60 Max. :36.1
## NA's :544 NA's :288 NA's :544
## ORGE.IS.Close PAMEL.IS.Close PRKME.IS.Close SANEL.IS.Close
## Min. : 4.237 Min. : 4.96 Min. : 4.200 Min. : 3.140
## 1st Qu.: 5.860 1st Qu.: 28.00 1st Qu.: 5.050 1st Qu.: 4.110
## Median : 6.540 Median : 53.30 Median : 5.740 Median : 5.010
## Mean : 7.395 Mean : 68.12 Mean : 6.424 Mean : 5.935
## 3rd Qu.: 7.320 3rd Qu.:105.80 3rd Qu.: 6.370 3rd Qu.: 7.110
## Max. :25.120 Max. :209.00 Max. :15.920 Max. :14.650
##
## SAYAS.IS.Close SMRTG.IS.Close TRCAS.IS.Close YEOTK.IS.Close
## Min. : 1.903 Min. :76.9 Min. : 3.330 Min. :62.6
## 1st Qu.: 6.563 1st Qu.:76.9 1st Qu.: 3.860 1st Qu.:62.6
## Median : 9.240 Median :76.9 Median : 4.770 Median :62.6
## Mean : 9.229 Mean :76.9 Mean : 6.109 Mean :62.6
## 3rd Qu.:11.260 3rd Qu.:76.9 3rd Qu.: 5.990 3rd Qu.:62.6
## Max. :30.000 Max. :76.9 Max. :24.520 Max. :62.6
## NA's :544 NA's :544
## ZEDUR.IS.Close ZOREN.IS.Close
## Min. : 7.70 Min. :1.440
## 1st Qu.:12.40 1st Qu.:1.720
## Median :20.00 Median :2.060
## Mean :21.41 Mean :2.291
## 3rd Qu.:25.74 3rd Qu.:2.700
## Max. :47.00 Max. :5.900
##
## [1] "************************************************************"
## [1] "********[Mavi Veri ortalama Fiyati, Kirmizi ciktigi en yuksek deger, Yesil son deger]********"
## Warning in periodicity(x): can not calculate periodicity of 1 observation
## Warning in periodicity(x): can not calculate periodicity of 1 observation
## [1] "********[ORGE=Momentum Increase]********"
## [1] "********[ORGE=Momentum Increase]********"
## [1] "********[IEYHO=Momentum Increase]********"
## [1] "********[ENJSA=Momentum Increase]********"
## [1] "********[NATEN=Momentum Decrease]********"
## [1] "********[KAREL=Momentum Decrease]********"
## [1] "********[KONTR=Momentum Increase]********"
## [1] "*****************************************************************"
## [1] "********[Siyah= Fiyat, Mavi= fiyat yuzde buyume, Kirmizi= fiyat degisim. Son 6 gun]********"
## [1] "*****************************************************************"
## [1] "********[Mavi, Kirmizi ve Yesil cizgi sonlar<fd> yukari ise artis demek hepsi yukari ise kesin artis bir iki yukar<fd> ise belirsiz bir durum********"
## [1] "*****************************************************************"
## [1] "*****************************************************************"
## [1] "*****************************************************************"
## [1] "********AKSUE Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 45.81589
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 47.0688
## Model3: Maximum value in this day
## Forecasts 50.82755
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 48.32172
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.578487 47.1
## [1] "*****************************************************************"
## [1] "********ALMAD Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 5.213207
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 5.278333
## Model3: Maximum value in this day
## Forecasts 5.473713
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 5.34346
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.636492 5.42
## [1] "*****************************************************************"
## [1] "********AYEN Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 29.81171
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 31.07572
## Model3: Maximum value in this day
## Forecasts 34.86775
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 32.33973
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.298916 30.98
## [1] "*****************************************************************"
## [1] "********CANTE Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 140.7405
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 142.7541
## Model3: Maximum value in this day
## Forecasts 148.7952
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 144.7678
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.50733 145.7
## [1] "*****************************************************************"
## [1] "******** EMKEL Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 3.823993
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 3.954383
## Model3: Maximum value in this day
## Forecasts 4.345554
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 4.084773
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.597222 3.94
## [1] "*****************************************************************"
## [1] "********ENJSA Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 21.5302
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 22.32124
## Model3: Maximum value in this day
## Forecasts 24.69436
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 23.11228
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.621737 22.2
## [1] "*****************************************************************"
## [1] "********GWIND Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 19.98539
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 20.6206
## Model3: Maximum value in this day
## Forecasts 22.52623
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 21.25581
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.416902 20.52
## [1] "*****************************************************************"
## [1] "********GEREL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 6.882358
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 6.88651
## Model3: Maximum value in this day
## Forecasts 6.898969
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 6.890663
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.297009 7.06
## [1] "*****************************************************************"
## [1] "********IEYHO Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 1.574821
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 1.654789
## Model3: Maximum value in this day
## Forecasts 1.894693
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 1.734757
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.498931 1.62
## [1] "*****************************************************************"
## [1] "********IPEKE Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 28.48059
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 29.33711
## Model3: Maximum value in this day
## Forecasts 31.90667
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 30.19363
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.388063 29.92
## [1] "*****************************************************************"
## [1] "********KAREL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 23.76635
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 25.03388
## Model3: Maximum value in this day
## Forecasts 28.83647
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 26.30141
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.727582 26.02
## [1] "*****************************************************************"
## [1] "********KONTRL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 116.9854
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 119.3897
## Model3: Maximum value in this day
## Forecasts 126.6025
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 121.7939
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.882363 124.4
## [1] "*****************************************************************"
## [1] "********MAGEN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 26.6215
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 27.08617
## Model3: Maximum value in this day
## Forecasts 28.48018
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 27.55084
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.806825 28.14
## [1] "*****************************************************************"
## [1] "********NATEN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 140
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 140.1949
## Model3: Maximum value in this day
## Forecasts 140.7798
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 140.3899
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.706042 146.6
## [1] "*****************************************************************"
## [1] "********ORGE Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 22.62044
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 23.46657
## Model3: Maximum value in this day
## Forecasts 26.00498
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 24.31271
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.095465 23.48
## [1] "*****************************************************************"
## [1] "********PAMEL Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 142.4156
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 147.9281
## Model3: Maximum value in this day
## Forecasts 164.4658
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 153.4407
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.330198 145.9
## [1] "*****************************************************************"
## [1] "********PRKME Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 13.98855
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 14.34247
## Model3: Maximum value in this day
## Forecasts 15.40424
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 14.69639
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.8237 14.29
## [1] "*****************************************************************"
## [1] "********SANEL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 11.13928
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 11.18863
## Model3: Maximum value in this day
## Forecasts 11.3367
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 11.23799
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.6599 11.34
## [1] "*****************************************************************"
## [1] "********SAYAS Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 28.34295
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 29.25868
## Model3: Maximum value in this day
## Forecasts 32.00587
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 30.17441
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.651619 29.18
## [1] "*****************************************************************"
## [1] "********TRCAS Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 20.77266
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 21.86116
## Model3: Maximum value in this day
## Forecasts 25.12668
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 22.94967
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.03409 21.06
## [1] "*****************************************************************"
## [1] "********ZEDUR Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 40.20626
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 40.54191
## Model3: Maximum value in this day
## Forecasts 41.54886
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 40.87756
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.87763 41
## [1] "*****************************************************************"
## [1] "********ZOREN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 5.467329
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 5.682584
## Model3: Maximum value in this day
## Forecasts 6.328348
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 5.897838
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.785931 5.9
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