## 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/GESAN.IS?
## period1=1599436800&period2=1668297600&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=1668297600&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=1668297600&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/SMRTG.IS?
## period1=1599436800&period2=1668297600&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/YEOTK.IS?
## period1=1599436800&period2=1668297600&interval=1d&events=history'
## ALMAD.IS.Close AYEN.IS.Close CANTE.IS.Close EMKEL.IS.Close
## 2022-11-04 5.61 30.58 146.1 3.89
## 2022-11-07 5.42 30.98 145.7 3.94
## 2022-11-08 5.19 30.34 144.0 3.88
## 2022-11-09 5.04 31.16 158.1 3.80
## 2022-11-10 5.15 34.54 150.2 3.62
## 2022-11-11 5.22 37.60 160.5 3.56
## ENJSA.IS.Close GWIND.IS.Close GEREL.IS.Close GESAN.IS.Close
## 2022-11-04 22.38 20.48 7.09 NA
## 2022-11-07 22.20 20.52 7.06 NA
## 2022-11-08 21.76 20.04 6.98 NA
## 2022-11-09 21.84 20.08 6.86 NA
## 2022-11-10 23.58 21.08 6.72 NA
## 2022-11-11 24.48 20.70 6.62 228.4
## GEREL.IS.Close.1 IEYHO.IS.Close IPEKE.IS.Close
## 2022-11-04 7.09 1.59 29.10
## 2022-11-07 7.06 1.62 29.92
## 2022-11-08 6.98 1.58 28.86
## 2022-11-09 6.86 1.57 30.18
## 2022-11-10 6.72 1.68 30.40
## 2022-11-11 6.62 1.70 29.72
## 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.:2021-03-19 1st Qu.:1.290 1st Qu.: 5.52 1st Qu.: 12.05
## Median :2021-10-12 Median :1.290 Median : 7.29 Median : 17.89
## Mean :2021-10-08 Mean :1.869 Mean :10.45 Mean : 36.34
## 3rd Qu.:2022-04-22 3rd Qu.:2.260 3rd Qu.:13.91 3rd Qu.: 40.89
## Max. :2022-11-11 Max. :5.720 Max. :37.60 Max. :160.50
## NA's :166
## EMKEL.IS.Close ENJSA.IS.Close GWIND.IS.Close GEREL.IS.Close
## Min. :1.596 Min. : 8.19 Min. : 6.80 Min. :3.950
## 1st Qu.:2.250 1st Qu.:10.61 1st Qu.: 7.34 1st Qu.:4.850
## Median :2.580 Median :12.20 Median :10.01 Median :5.630
## Mean :2.558 Mean :12.84 Mean :11.57 Mean :5.672
## 3rd Qu.:2.840 3rd Qu.:14.28 3rd Qu.:15.21 3rd Qu.:6.260
## Max. :3.980 Max. :24.48 Max. :21.08 Max. :8.320
## NA's :398
## GESAN.IS.Close GEREL.IS.Close.1 IEYHO.IS.Close IPEKE.IS.Close
## Min. :228.4 Min. :3.950 Min. :0.700 Min. :10.85
## 1st Qu.:228.4 1st Qu.:4.850 1st Qu.:0.860 1st Qu.:12.28
## Median :228.4 Median :5.630 Median :0.930 Median :13.63
## Mean :228.4 Mean :5.672 Mean :1.025 Mean :15.11
## 3rd Qu.:228.4 3rd Qu.:6.260 3rd Qu.:1.150 3rd Qu.:17.30
## Max. :228.4 Max. :8.320 Max. :1.860 Max. :30.40
## NA's :548
## KAREL.IS.Close IPEKE.IS.Close KONTR.IS.Close IPEKE.IS.Close.1
## 2022-11-04 24.82 29.10 121.8 29.10
## 2022-11-07 26.02 29.92 124.4 29.92
## 2022-11-08 27.30 28.86 136.8 28.86
## 2022-11-09 27.44 30.18 150.4 30.18
## 2022-11-10 27.18 30.40 147.3 30.40
## 2022-11-11 26.94 29.72 162.0 29.72
## MAGEN.IS.Close NATEN.IS.Close NTGAZ.IS.Close ORGE.IS.Close
## 2022-11-04 28.84 143.8 NA 23.28
## 2022-11-07 28.14 146.6 NA 23.48
## 2022-11-08 28.82 155.0 NA 23.20
## 2022-11-09 28.18 157.1 NA 25.44
## 2022-11-10 28.00 157.5 NA 24.80
## 2022-11-11 28.92 163.8 39.9 24.30
## PAMEL.IS.Close PRKME.IS.Close SANEL.IS.Close SAYAS.IS.Close
## 2022-11-04 143.2 15.63 11.37 30.00
## 2022-11-07 145.9 14.29 11.34 29.18
## 2022-11-08 145.9 13.89 11.33 28.52
## 2022-11-09 145.0 13.37 11.08 27.20
## 2022-11-10 147.7 12.81 11.01 27.14
## 2022-11-11 151.5 13.01 11.20 27.26
## SMRTG.IS.Close TRCAS.IS.Close YEOTK.IS.Close ZEDUR.IS.Close
## 2022-11-04 NA 21.46 NA 41.62
## 2022-11-07 NA 21.06 NA 41.00
## 2022-11-08 NA 20.00 NA 39.50
## 2022-11-09 NA 21.10 NA 36.50
## 2022-11-10 NA 20.46 NA 35.90
## 2022-11-11 106.5 20.60 82.1 35.74
## ZOREN.IS.Close
## 2022-11-04 5.84
## 2022-11-07 5.90
## 2022-11-08 5.81
## 2022-11-09 5.97
## 2022-11-10 6.21
## 2022-11-11 6.83
## Index KAREL.IS.Close IPEKE.IS.Close KONTR.IS.Close
## Min. :2020-09-07 Min. : 4.724 Min. :10.85 Min. : 1.444
## 1st Qu.:2021-03-19 1st Qu.: 8.451 1st Qu.:12.28 1st Qu.: 12.132
## Median :2021-10-12 Median : 9.687 Median :13.63 Median : 14.140
## Mean :2021-10-08 Mean :10.594 Mean :15.11 Mean : 22.793
## 3rd Qu.:2022-04-22 3rd Qu.:12.980 3rd Qu.:17.30 3rd Qu.: 28.566
## Max. :2022-11-11 Max. :27.440 Max. :30.40 Max. :162.000
## NA's :30
## IPEKE.IS.Close.1 MAGEN.IS.Close NATEN.IS.Close NTGAZ.IS.Close
## Min. :10.85 Min. : 8.42 Min. : 22.70 Min. :39.9
## 1st Qu.:12.28 1st Qu.: 9.35 1st Qu.: 36.12 1st Qu.:39.9
## Median :13.63 Median :10.03 Median : 41.00 Median :39.9
## Mean :15.11 Mean :12.11 Mean : 49.32 Mean :39.9
## 3rd Qu.:17.30 3rd Qu.:13.37 3rd Qu.: 58.35 3rd Qu.:39.9
## Max. :30.40 Max. :28.92 Max. :163.80 Max. :39.9
## NA's :288 NA's :548
## 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.: 4.130
## Median : 6.550 Median : 57.05 Median : 5.750 Median : 5.020
## Mean : 7.519 Mean : 68.70 Mean : 6.474 Mean : 5.973
## 3rd Qu.: 7.344 3rd Qu.:106.60 3rd Qu.: 6.380 3rd Qu.: 7.160
## Max. :25.440 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. :106.5 Min. : 3.330 Min. :82.1
## 1st Qu.: 6.590 1st Qu.:106.5 1st Qu.: 3.870 1st Qu.:82.1
## Median : 9.247 Median :106.5 Median : 4.780 Median :82.1
## Mean : 9.362 Mean :106.5 Mean : 6.214 Mean :82.1
## 3rd Qu.:11.307 3rd Qu.:106.5 3rd Qu.: 6.130 3rd Qu.:82.1
## Max. :30.000 Max. :106.5 Max. :24.520 Max. :82.1
## NA's :548 NA's :548
## ZEDUR.IS.Close ZOREN.IS.Close
## Min. : 7.70 Min. :1.440
## 1st Qu.:12.41 1st Qu.:1.720
## Median :20.00 Median :2.070
## Mean :21.53 Mean :2.319
## 3rd Qu.:26.00 3rd Qu.:2.700
## Max. :47.00 Max. :6.830
##
## [1] "************************************************************"
## [1] "********[Mavi Veri ortalama Fiyati, Kirmizi ciktigi en yuksek deger, Yesil son deger]********"
## [1] "********[ORGE=Momentum Decrease]********"
## [1] "********[ORGE=Momentum Decrease]********"
## [1] "********[IEYHO=Momentum Decrease]********"
## [1] "********[ENJSA=Momentum Decrease]********"
## [1] "********[NATEN=Momentum Decrease]********"
## [1] "********[KAREL=Momentum Decrease]********"
## [1] "********[KONTR=Momentum Decrease]********"
## [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] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 47.05393
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 47.84409
## Model3: Maximum value in this day
## Forecasts 50.21458
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 48.63426
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.70247 48.26
## [1] "*****************************************************************"
## [1] "********ALMAD Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 5.038118
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 5.084537
## Model3: Maximum value in this day
## Forecasts 5.223797
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 5.130957
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.539559 5.22
## [1] "*****************************************************************"
## [1] "********AYEN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 35.56124
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 36.49032
## Model3: Maximum value in this day
## Forecasts 39.27755
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 37.4194
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.864358 37.6
## [1] "*****************************************************************"
## [1] "********CANTE Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 152.8496
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 157.5691
## Model3: Maximum value in this day
## Forecasts 171.7276
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 162.2886
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.321305 160.5
## [1] "*****************************************************************"
## [1] "******** EMKEL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 3.466318
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 3.479045
## Model3: Maximum value in this day
## Forecasts 3.517227
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 3.491773
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.389381 3.56
## [1] "*****************************************************************"
## [1] "********ENJSA Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 23.09773
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 24.32276
## Model3: Maximum value in this day
## Forecasts 27.99788
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 25.5478
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.6657 24.48
## [1] "*****************************************************************"
## [1] "********GWIND Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 20.13787
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 20.82272
## Model3: Maximum value in this day
## Forecasts 22.87728
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 21.50757
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.379329 20.7
## [1] "*****************************************************************"
## [1] "********GEREL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 6.449063
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 6.476158
## Model3: Maximum value in this day
## Forecasts 6.557442
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 6.503252
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.120133 6.62
## [1] "*****************************************************************"
## [1] "********IEYHO Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 1.634904
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 1.729283
## Model3: Maximum value in this day
## Forecasts 2.01242
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 1.823662
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.41237 1.7
## [1] "*****************************************************************"
## [1] "********IPEKE Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 28.62509
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 28.85267
## Model3: Maximum value in this day
## Forecasts 29.5354
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 29.08024
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.501254 29.72
## [1] "*****************************************************************"
## [1] "********KAREL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 25.51795
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 25.95715
## Model3: Maximum value in this day
## Forecasts 27.27476
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 26.39635
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.844775 26.94
## [1] "*****************************************************************"
## [1] "********KONTRL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 150.1603
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 152.1761
## Model3: Maximum value in this day
## Forecasts 158.2235
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 154.1919
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.989475 162
## [1] "*****************************************************************"
## [1] "********MAGEN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 27.62097
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 27.72993
## Model3: Maximum value in this day
## Forecasts 28.05682
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 27.83889
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.854989 28.92
## [1] "*****************************************************************"
## [1] "********NATEN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 155.1625
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 156.2894
## Model3: Maximum value in this day
## Forecasts 159.6703
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 157.4164
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.860654 163.8
## [1] "*****************************************************************"
## [1] "********ORGE Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 23.4512
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 23.56313
## Model3: Maximum value in this day
## Forecasts 23.89894
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 23.67507
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.765303 24.3
## [1] "*****************************************************************"
## [1] "********PAMEL Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 147.7803
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 150.7505
## Model3: Maximum value in this day
## Forecasts 159.661
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 153.7207
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 2.652178 151.5
## [1] "*****************************************************************"
## [1] "********PRKME Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 12.90484
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 13.30791
## Model3: Maximum value in this day
## Forecasts 14.51713
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 13.71099
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.600607 13.01
## [1] "*****************************************************************"
## [1] "********SANEL Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 10.99126
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 11.01548
## Model3: Maximum value in this day
## Forecasts 11.08815
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 11.0397
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.415504 11.2
## [1] "*****************************************************************"
## [1] "********SAYAS Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 26.4104
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 26.56528
## Model3: Maximum value in this day
## Forecasts 27.02991
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 26.72015
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.2487 27.26
## [1] "*****************************************************************"
## [1] "********TRCAS Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 20.27257
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 21.13737
## Model3: Maximum value in this day
## Forecasts 23.73176
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 22.00217
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.275077 20.6
## [1] "*****************************************************************"
## [1] "********ZEDUR Ongoru Performans********"
## [1] "********[INCREASE: Look Model 3 and The short Run increase]********"
## Model1: Minumum Value in this day
## Forecasts 35.03617
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 35.62427
## Model3: Maximum value in this day
## Forecasts 37.3886
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 36.21238
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.624937 35.74
## [1] "*****************************************************************"
## [1] "********ZOREN Ongoru Performans********"
## [1] "********[DECREASE: Look Model 1 and The short Run decrease]********"
## Model1: Minumum Value in this day
## Forecasts 6.338193
## Short run 10 minute or 1 hour in this day in decrease
## Forecasts 6.479452
## Model3: Maximum value in this day
## Forecasts 6.90323
## Short run 10 minute or 1 hour in this day in increase
## Forecasts 6.620711
## Selecting date range: ideal 4.000000 Last Price
## Forecasts 3.891862 6.83
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