Most Important MMD Chart Data Science
MM Dandytra, CFTe
Halo Investor dan Trader,
Halaman ini berisi Raw Information dari Technical Analysis ala Muhamad Makky Dandytra, CFTe untuk MMD Charts.
## [1] "Based on Trading Date 3 November 2022"Untuk informasi lengkap, silahkan kunjungi website https://www.mmdcharts.com.
Semoga berguna dan bermanfaat.
1 Graphic Stocks
1.1 Stocks with High Turnover (IDX Sector)
1.2 Stocks with High Turnover and Buy Signs
1.3 Stocks with Positive Change of Turnover
1.4 Stocks with Positive Change of Turnover (Trend)
1.5 Stocks with Trend and Momentum (Best Area only)
2 Graphic IDXSectors
2.1 IDXSector in Trend and Momentum
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Trend dan Stoch. Oscillator.
2.2 IDXIndustry in Trend and Momentum
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Trend dan Stoch. Oscillator.
2.3 IDXIndustry in Trend and Momentum (Best Area Only)
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Trend dan Stoch. Oscillator.
2.3.1 Table
2.4 IDXIndustry in Trend and Momentum (Infra Only)
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Trend dan Stoch. Oscillator.
2.5 IDXSector in Foreign Net Buy 5D Positive
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Net Buy Asing yang positif dalam 5 hari.
2.6 IDXIndustry in Foreign Net Buy 5D Positive
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Net Buy Asing yang positif dalam 5 hari.
2.7 IDXIndustry in Foreign Net Buy 5D Positive (Infra Only)
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Net Buy Asing yang positif dalam 5 hari.
2.8 IDXSector in 1D, 5D and 20D % Change
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
2.9 IDXIndustry in 1D, 5D and 20D % Change
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
2.10 IDXIndustry in 1D, 5D and 20D % Change (Infra Only)
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
2.11 IDXSector in Change Turnover 1D and 5D
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
2.12 IDXIndustry in Change Turnover 1D and 5D
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
2.13 IDXIndustry in Change Turnover 1D and 5D (Infra Only)
Grafik ini menampilkan Sektor dan Relasinya-nya dengan Rata - Rata Pergerakannya dalam 1D, 5D dan 20D.
3 SUPER QUADRANT STOCKS
3.1 SUPER QUADRANT STOCKS - Seluruh Sektor
Grafik Super Quadrant Stocks ini menampilkan Trend dan Sinyal dibagi per Sektor.
3.2 SUPER QUADRANT STOCKS - Seluruh Sektor dan sinyal Buy
Grafik Super Quadrant Stocks ini menampilkan Trend dan sinyal Buy dibagi per Sektor.
3.3 SUPER QUADRANT STOCKS - Outperform Trend dan Uptrend
Grafik Super Quadrant Stocks ini hanya menampilkan Saham dalam Outperform Trend dan Uptrend - dibagi berdasarkan Sektor.
3.4 SUPER QUADRANT STOCKS - Outperform Trend, Uptrend dan Sinyal Buy
Grafik Super Quadrant Stocks ini hanya menampilkan Saham dalam Outperform Trend dan Uptrend dengan sinyal Buy - dibagi berdasarkan Sektor.
3.5 SUPER QUADRANT STOCKS - Champion Quadrant dan Uptrend
Grafik Super Quadrant Stocks ini hanya menampilkan Saham dalam Champion Quadrant dan Uptrend - dibagi berdasarkan Sektor.
3.6 SUPER QUADRANT STOCKS - Champion Quadrant, Uptrend dan sinyal Buy
Grafik Super Quadrant Stocks ini hanya menampilkan Saham dalam Champion Quadrant dan Uptrend dengan sinyal Buy - dibagi berdasarkan Sektor.
3.7 SUPER QUADRANT STOCKS - TOP STOCKS FROM SUPER QUADRANT
4 Standard Graphic Stocks
4.1 1D and 5D Return Saham Outperform Trend dan Uptrend
4.2 5D and 20D Return Saham Outperform Trend dan Uptrend
4.3 5D and 20D Return TOP STOCKS FROM SUPER QUADRANT
4.4 1D and 5D Return Saham dalam Champion Quadrant and Uptrend
4.5 1D Change of Price and Turnover dari Saham Outperform Trend dan Uptrend
5 Ch Turnover
5.1 Consumer Related
5.2 Infrastructure Related
5.3 Multiple Line Chart (draft)
# TPT.IDX
#
# TPT %>%
# filter(KairiMABB20 > 0, KairiMABB60 > 0, KairiMABB200 > 0) %>%
# arrange(DateTime, Ticker) %>%
# select(Ticker, Close, Ch1D, Ch5D, Ch20D, YTDRet) %>%
# ggplot(aes(x = DateTime))+
# geom_bar(aes(y = Ch1D))+
# facet_wrap(~ Ticker, ncol = 5)6 Cluster
6.1 1D, 5D, 20D & YTD Return
Table dan Grafik ini menggolongkan saham pada return 1, 5, 20 hari dan YTD (dari sejak awal tahun 2020).
6.1.1 Graph YTD - 5D
6.1.2 Graph YTD - 60D
6.1.3 Graph 60D - 20D
6.1.4 Graph 20D - 5D
6.1.5 Graph 1D - 5D
6.1.6 Table
7 Data Explorer (Draft)
head(TPT)## Ticker Close DateTime Trend SO SOSignal Ch1D YestCh Ch5D
## 1 GGRM 23275 2022-11-03 Downtrend 10.22 Still Buy 0.11 0.76 -8.64
## 2 DMMX 1090 2022-11-03 Downtrend 14.56 Warning Sell -1.36 0.91 -11.74
## 3 BBTN 1525 2022-11-03 Uptrend 19.53 Alert Buy -0.65 -0.65 -1.61
## 4 BRMS 173 2022-11-03 Uptrend 17.99 Buy Now -0.57 -1.69 -4.42
## 5 HEAL 1550 2022-11-03 Uptrend 79.40 Sell Now -0.64 2.30 3.33
## 6 SIDO 740 2022-11-03 Uptrend 51.67 Still Sell -0.67 -0.67 0.00
## Ch20D Ch60D YTDRet Volume ChTurnover ChTurnover5D AvgCondition
## 1 2.08 -8.37 -23.94 --- -0.62 -0.87 Low TO
## 2 -7.23 -19.85 -59.93 --- -0.82 -0.84 Low TO
## 3 5.17 -0.33 -11.85 --- -0.53 -0.78 Low TO
## 4 8.12 -22.77 49.14 Above Previous 0.22 -0.76 Low TO
## 5 1.64 16.98 44.86 --- -0.78 -0.75 High TO
## 6 4.96 -3.90 -14.45 Above Previous 0.09 -0.75 Low TO
## RCTrend RCMomentum RCTrendSignal RCMomentumSignal KairiMABB20
## 1 U/P Trend U/P Momentum --- U/P Momentum Signal -1.49
## 2 U/P Trend U/P Momentum --- U/P Momentum Signal -8.33
## 3 O/P Trend U/P Momentum --- --- 0.32
## 4 O/P Trend U/P Momentum --- --- 0.35
## 5 O/P Trend U/P Momentum --- U/P Momentum Signal 1.82
## 6 O/P Trend U/P Momentum --- --- 5.27
## KairiMABB60 KairiMABB200 Prev.KairiMABB200 BB Bandwidth F1D F2D
## 1 -1.13 -19.27 -19.28 45.92 18.03 -1.50 1.27
## 2 -12.86 -35.56 -34.83 23.74 28.97 0.05 0.29
## 3 0.82 -5.51 -4.72 63.64 8.14 -1.02 -2.52
## 4 -10.97 -13.94 -13.09 53.82 29.05 1.93 -0.78
## 5 5.71 13.20 14.40 102.16 5.08 -0.64 14.73
## 6 4.30 -16.94 -16.28 78.40 21.32 0.85 2.16
## F1Wk F1Mo MTTrend WkESOValue WkESO PriceVolumeCond Last1DPVCond
## 1 -17.04 -61.11 Downtrend 72.32 Still Sell Fake + Fake +
## 2 0.40 -0.18 Downtrend 55.09 Still Sell fake - Real +
## 3 3.72 37.69 Uptrend 66.96 Warning Sell fake - Real -
## 4 7.64 -147.98 Downtrend 65.08 Warning Sell Real - fake -
## 5 41.39 5.18 Uptrend 27.16 Still Buy fake - Fake +
## 6 5.38 -13.69 Downtrend 72.65 Warning Sell Real - fake -
## Last2DPVCond RC.JKSE MA.RC RC.BB PrevRC.BB Corr20D Corr60D Corr5D KairiMA20
## 1 Fake + 3308.66 3358.69 39.69 41.90 0.77 0.41 0.62 -0.74
## 2 Real + 154.95 169.04 20.66 23.92 0.20 0.73 0.63 -8.23
## 3 Real - 216.79 216.09 57.38 74.41 0.88 0.67 0.65 1.10
## 4 fake - 24.59 24.51 51.32 55.85 0.56 0.67 0.81 1.10
## 5 Fake + 220.34 216.39 75.48 91.18 0.02 -0.36 -0.92 2.58
## 6 fake - 105.19 99.93 80.70 89.75 0.86 0.57 -0.31 5.71
## KairiMA60 KairiMA200 MA20Direction MA60Direction MA200Direction LTTrend
## 1 -2.11 -22.50 23.75 -35.42 -39.25 Downtrend
## 2 -15.93 -53.13 -4.25 -4.50 -7.95 Downtrend
## 3 -0.14 -4.80 3.75 -0.08 -0.97 Downtrend
## 4 -13.57 -15.38 0.65 -0.85 0.31 Uptrend
## 5 4.55 12.42 1.25 3.75 2.32 Uptrend
## 6 3.20 -19.05 1.75 -0.50 -1.05 Downtrend
## MoESOValue MoESO MarketCap Turnover AvgMOTurnover TurnoverRatio
## 1 16.18 Still Sell 44783.15 8.30 29.24 0.02
## 2 13.91 Buy Now 8384.62 0.60 5.13 0.01
## 3 42.58 Warning Sell 15988.25 8.98 19.04 0.06
## 4 18.99 Buy Now 24566.00 38.94 129.52 0.16
## 5 61.84 Alert Buy 23079.50 5.15 16.63 0.02
## 6 19.85 Warning Sell 22200.00 12.22 23.09 0.06
## AvgMOTurnoverRatio IDXSector IDXIndustry
## 1 0.06 Barang Konsumen Primer Rokok
## 2 0.05 Teknologi Jasa & Konsultan TI
## 3 0.12 Keuangan Bank
## 4 0.53 Barang Baku Logam & Mineral Lainnya
## 5 0.07 Kesehatan Penyedia Jasa Kesehatan
## 6 0.11 Kesehatan Farmasi
## Candle MA200
## 1 Hanging Man Below MA200
## 2 Marubozu - Opening Black Below MA200
## 3 Marubozu - Opening Black Below MA200
## 4 Black Candle Below MA200
## 5 Black Candle Above MA200
## 6 Marubozu - Opening Black Below MA200# value : SO, Ch1D, Ch5D, Ch20D, YTDRet, ChTurnover, KairiMABB20, KairiMABB60, KairiMABB200, BB, Bandwidth, F1D, F2D, F1Wk, F1Mo,KairiMA20, KairiMA60, KairiMA200, MA20Direction, MA60Direction, MA200Direction
# Discrete : Ticker, Trend, SOSignal, Volume, AvgCondition, RCTrend, RCMomentum, RCTrendSignal, RCMomentumSignal, PriceVolumeCond, MA200
TPT.value <- TPT %>%
select(c("SO", "Ch1D", "Ch5D", "Ch20D", "YTDRet", "ChTurnover", "KairiMABB20", "KairiMABB60", "KairiMABB200", "BB", "Bandwidth", "F1D", "F2D", "F1Wk", "F1Mo","KairiMA20", "KairiMA60", "KairiMA200", "MA20Direction", "MA60Direction", "MA200Direction"))
TPT.Discrete <- TPT %>%
select(c("Trend", "SOSignal", "Volume", "AvgCondition", "RCTrend", "RCMomentum", "RCTrendSignal", "RCMomentumSignal", "PriceVolumeCond", "MA200"))library(DataExplorer)##
## Attaching package: 'DataExplorer'## The following object is masked from 'package:expss':
##
## split_columnsplot_intro(TPT)
plot_intro(TPT.Discrete)
plot_intro(TPT.value)
plot_missing(TPT)
plot_missing(TPT.Discrete)
plot_missing(TPT.value)
plot_bar(TPT.Discrete)
plot_histogram(TPT.value)
8 Stock Insights
8.1 Select Stocks
single.stock <- "JSMR"8.2 Plot
TPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_time_series(DateTime, Close)## .date_var is missing. Using: DateTimeTPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_time_series(DateTime, Ch1D, .smooth = F)## .date_var is missing. Using: DateTime8.3 Seasonality
TPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_seasonal_diagnostics(DateTime, Ch1D, .feature_set = "wday.lbl")## .date_var is missing. Using: DateTime8.4 STL Decomposition
TPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_stl_diagnostics(DateTime, Close, .feature_set = c("observed", "season", "trend"))## .date_var is missing. Using: DateTime## frequency = 5 observations per 1 week## trend = 65 observations per 3 monthsTPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_stl_diagnostics(DateTime, Ch1D, .feature_set = c("observed", "season", "trend"))## .date_var is missing. Using: DateTime## frequency = 5 observations per 1 week## trend = 65 observations per 3 months8.5 ACF / PACF
TPT.IDX %>%
filter(Ticker == single.stock) %>%
arrange(DateTime) %>%
select(DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_acf_diagnostics(DateTime, Ch1D, .lags = 20)## .date_var is missing. Using: DateTime## Warning: `gather_()` was deprecated in tidyr 1.2.0.
## Please use `gather()` instead.8.6 Joining
TPT.IDX %>%
filter(Ticker %in% c("ASII", "TLKM")) %>%
arrange(Ticker, DateTime) %>%
select(Ticker, DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
plot_time_series(DateTime, Close, .facet_vars = Ticker)## .date_var is missing. Using: DateTimeTPT.IDX %>%
filter(Ticker %in% c("ASII", "TLKM")) %>%
arrange(Ticker, DateTime) %>%
select(Ticker, DateTime, Close, Ch1D) %>%
filter_by_time(.start_date = "2021-12-31") %>%
pivot_wider(names_from = Ticker, values_from = c(Close, Ch1D)) %>%
drop_na() %>%
mutate(across(Close_ASII:Ch1D_TLKM, .fns = standardize_vec)) %>%
pivot_longer(Close_ASII:Ch1D_TLKM) %>%
filter(name == c("Close_ASII", "Close_TLKM")) %>%
plot_time_series(DateTime, value, .color_var = name, .smooth = FALSE)## .date_var is missing. Using: DateTime## Standardization Parameters
## mean: 6503.375
## standard deviation: 553.992348309004## Standardization Parameters
## mean: 4365.35
## standard deviation: 196.644917600457## Standardization Parameters
## mean: 0.0737
## standard deviation: 1.88349544343148## Standardization Parameters
## mean: 0.0077
## standard deviation: 1.569065499816239 Draft Top Stocks
10 Super Quadrant Consumer & Interest
# unique(dandy.rotation$IDXSector)
dandy.rotation## Ticker Close DateTime Trend SO SOSignal Ch1D YestCh Ch5D
## 1 GGRM 23275 2022-11-03 Downtrend 10.22 Still Buy 0.11 0.76 -8.64
## 2 DMMX 1090 2022-11-03 Downtrend 14.56 Warning Sell -1.36 0.91 -11.74
## 3 BBTN 1525 2022-11-03 Uptrend 19.53 Alert Buy -0.65 -0.65 -1.61
## 4 BRMS 173 2022-11-03 Uptrend 17.99 Buy Now -0.57 -1.69 -4.42
## 5 HEAL 1550 2022-11-03 Uptrend 79.40 Sell Now -0.64 2.30 3.33
## 6 SIDO 740 2022-11-03 Uptrend 51.67 Still Sell -0.67 -0.67 0.00
## 7 LPKR 98 2022-11-03 New Downtrend 15.76 Sell Now -2.00 0.00 -5.77
## 8 ISAT 6825 2022-11-03 Uptrend 83.33 Sell Now -1.44 0.00 7.06
## 9 BFIN 1110 2022-11-03 Uptrend 75.76 Warning Sell 0.45 3.27 1.83
## 10 LPPF 4770 2022-11-03 Uptrend 85.51 Still Buy 1.49 0.00 1.06
## 11 RALS 585 2022-11-03 Uptrend 56.67 Warning Sell 0.00 0.00 -0.85
## 12 TBIG 2450 2022-11-03 Downtrend 63.89 Warning Sell -0.81 3.78 -1.21
## 13 PTBA 3750 2022-11-03 Downtrend 17.46 Buy Now 0.27 -0.27 -1.06
## 14 MYOR 2340 2022-11-03 Uptrend 26.62 Buy Now 0.43 1.30 -4.10
## 15 ERAA 414 2022-11-03 New Downtrend 20.20 Alert Buy -0.96 0.00 -3.27
## 16 MEDC 1130 2022-11-03 Uptrend 50.88 Buy Now 1.80 0.45 -1.74
## 17 HMSP 975 2022-11-03 Uptrend 32.75 Buy Now -0.51 -0.51 -7.58
## 18 SMRA 570 2022-11-03 Downtrend 13.10 Alert Buy -0.87 -1.71 -4.20
## 19 INCO 6625 2022-11-03 Downtrend 68.78 Warning Sell 0.00 1.53 -1.85
## 20 ICBP 9550 2022-11-03 Uptrend 39.39 Still Sell -0.52 1.05 -2.80
## 21 WSKT 470 2022-11-03 Downtrend 27.27 Alert Buy 0.00 -0.42 -1.26
## 22 ARTO 4820 2022-11-03 Downtrend 26.51 Still Buy 0.00 -0.62 -3.60
## 23 DMAS 180 2022-11-03 Uptrend 49.17 Sell Now -0.55 0.56 6.51
## 24 ANTM 1830 2022-11-03 New Downtrend 40.74 Sell Now -1.88 3.04 -0.54
## 25 KLBF 1970 2022-11-03 Uptrend 46.34 Still Buy 0.00 -0.76 -1.99
## 26 ACES 580 2022-11-03 Uptrend 64.10 Sell Now -1.69 4.42 1.75
## 27 TINS 1340 2022-11-03 Downtrend 28.57 Warning Sell -1.11 2.26 -2.19
## 28 TAPG 680 2022-11-03 Uptrend 21.48 Buy Now 0.00 0.00 -4.23
## 29 UNVR 4510 2022-11-03 Downtrend 6.77 Still Buy 0.22 -0.66 -15.70
## 30 PTPP 890 2022-11-03 Uptrend 58.93 Warning Sell -0.56 0.56 -0.56
## 31 UNTR 31000 2022-11-03 Downtrend 23.74 Buy Now 0.98 -2.38 -5.34
## 32 MAPI 1335 2022-11-03 Uptrend 91.11 Sell Now -1.11 3.45 6.80
## 33 HRUM 1580 2022-11-03 Downtrend 46.72 Buy Now 3.27 1.66 -2.17
## 34 BACA 132 2022-11-03 Downtrend 5.80 Buy Now -1.49 -1.47 -8.97
## 35 WIKA 905 2022-11-03 Downtrend 22.22 Still Sell -0.55 -1.09 -0.55
## 36 ADRO 3750 2022-11-03 Downtrend 17.95 Buy Now 0.27 -0.27 -5.78
## 37 MDKA 3800 2022-11-03 Uptrend 62.00 Warning Sell -2.06 3.74 -1.30
## 38 CTRA 920 2022-11-03 Downtrend 19.05 Buy Now 0.55 -1.61 -0.54
## 39 ENRG 394 2022-11-03 Uptrend 96.49 Warning Sell 3.68 13.10 17.26
## 40 INDF 6375 2022-11-03 Uptrend 53.57 Still Sell -0.78 -0.39 1.19
## 41 INDY 3030 2022-11-03 Downtrend 16.61 Buy Now 2.36 -3.27 -7.06
## 42 CPIN 5750 2022-11-03 Uptrend 69.05 Sell Now -0.86 -0.85 0.44
## 43 DSNG 595 2022-11-03 Uptrend 96.30 Still Buy 2.59 3.57 7.21
## 44 JSMR 3330 2022-11-03 Downtrend 14.81 Alert Buy 0.00 -2.06 -3.20
## 45 ADHI 555 2022-11-03 Downtrend 30.56 Warning Sell -0.89 1.82 -5.93
## 46 AKRA 1550 2022-11-03 Uptrend 75.50 Buy Now 3.68 2.75 8.77
## 47 CMRY 4800 2022-11-03 Uptrend 42.11 Alert Buy 0.00 -1.03 7.87
## 48 PGAS 1940 2022-11-03 Uptrend 50.00 Alert Buy 0.00 -0.26 0.78
## 49 MNCN 815 2022-11-03 Uptrend 12.50 Alert Buy 0.00 0.00 -1.21
## 50 BSDE 920 2022-11-03 Uptrend 52.38 Still Sell -1.08 0.00 1.66
## 51 ASII 6375 2022-11-03 Downtrend 10.68 Alert Buy -0.78 -2.28 -4.14
## 52 SMGR 8025 2022-11-03 Uptrend 80.30 Still Sell -0.93 0.93 4.56
## 53 AVIA 775 2022-11-03 New Downtrend 73.33 Still Sell -1.90 0.64 3.33
## 54 BRPT 825 2022-11-03 Uptrend 48.48 Warning Sell -0.60 3.75 -2.37
## 55 BBCA 8800 2022-11-03 Uptrend 43.39 Alert Buy 0.57 -0.57 1.15
## 56 SCMA 238 2022-11-03 Uptrend 41.67 Still Sell -0.83 -0.83 0.00
## 57 TOWR 1155 2022-11-03 Downtrend 75.00 Warning Sell 0.00 0.87 2.67
## 58 MTEL 705 2022-11-03 Downtrend 16.67 Sell Now -0.70 0.00 -2.76
## 59 ASRI 172 2022-11-03 Uptrend 26.06 Alert Buy 1.18 -2.86 1.78
## 60 BBRI 4650 2022-11-03 Uptrend 58.54 Buy Now 0.87 -1.07 1.09
## 61 SRTG 2510 2022-11-03 New Uptrend 55.56 Buy Now 4.15 -0.41 -0.40
## 62 JPFA 1375 2022-11-03 Downtrend 8.33 Still Sell -1.08 -1.77 -1.79
## 63 BNGA 1135 2022-11-03 Uptrend 13.33 Sell Now -0.87 0.44 -0.44
## 64 LSIP 1130 2022-11-03 Uptrend 73.63 Sell Now -1.31 2.23 0.89
## 65 INKP 9725 2022-11-03 Uptrend 78.43 Sell Now -0.77 2.08 5.42
## 66 BMRI 10175 2022-11-03 Uptrend 28.41 Alert Buy 0.99 -3.13 -0.25
## 67 BBNI 9300 2022-11-03 Uptrend 42.22 Alert Buy 0.54 -1.60 -0.53
## 68 AMRT 2630 2022-11-03 Uptrend 31.29 Buy Now -0.75 -3.99 -3.31
## 69 TKIM 7975 2022-11-03 Uptrend 82.05 Sell Now -1.24 5.56 5.63
## 70 MIKA 2670 2022-11-03 Downtrend 9.88 Buy Now 0.75 -2.57 -9.80
## 71 BUKA 280 2022-11-03 Uptrend 57.62 Buy Now 1.45 0.73 -1.41
## 72 BTPS 3310 2022-11-03 Uptrend 95.57 Warning Sell 1.53 4.82 11.07
## 73 TPIA 2300 2022-11-03 Downtrend 0.00 Alert Buy -0.43 -4.15 -4.96
## 74 BJBR 1390 2022-11-03 Uptrend 71.43 Alert Buy 0.00 0.00 1.09
## 75 AGII 2000 2022-11-03 Downtrend 34.67 Buy Now 0.25 0.50 -2.91
## 76 GOTO 200 2022-11-03 Downtrend 70.33 Warning Sell 2.56 5.98 1.01
## 77 EXCL 2430 2022-11-03 Downtrend 26.74 Alert Buy 0.00 -1.62 0.41
## 78 AALI 8700 2022-11-03 Uptrend 77.78 Warning Sell -0.57 2.94 1.16
## 79 DOID 396 2022-11-03 New Uptrend 33.33 Buy Now 4.21 -1.04 0.00
## 80 TLKM 4130 2022-11-03 Downtrend 13.01 Alert Buy -2.13 -4.52 -5.49
## 81 PWON 448 2022-11-03 Uptrend 64.29 Still Buy 0.45 0.90 -0.44
## 82 BRIS 1390 2022-11-03 Uptrend 37.36 Sell Now -2.46 1.42 0.72
## 83 BDMN 3140 2022-11-03 Downtrend 11.91 Buy Now 2.28 -6.12 -15.14
## 84 EMTK 1670 2022-11-03 Uptrend 73.54 Warning Sell 1.21 2.48 3.41
## 85 SMDR 2470 2022-11-03 New Uptrend 54.00 Buy Now 6.93 -3.75 6.01
## 86 ESSA 1150 2022-11-03 Uptrend 87.82 Buy Now 5.02 -1.35 17.95
## 87 ITMG 43600 2022-11-03 Uptrend 37.33 Buy Now 4.00 -0.89 -2.68
## 88 INTP 10100 2022-11-03 Uptrend 86.67 Sell Now 0.00 -0.98 9.78
## 89 ASSA 990 2022-11-03 Downtrend 2.96 Alert Buy -4.81 -6.73 -15.74
## Ch20D Ch60D YTDRet Volume ChTurnover ChTurnover5D AvgCondition
## 1 2.08 -8.37 -23.94 --- -0.62 -0.87 Low TO
## 2 -7.23 -19.85 -59.93 --- -0.82 -0.84 Low TO
## 3 5.17 -0.33 -11.85 --- -0.53 -0.78 Low TO
## 4 8.12 -22.77 49.14 Above Previous 0.22 -0.76 Low TO
## 5 1.64 16.98 44.86 --- -0.78 -0.75 High TO
## 6 4.96 -3.90 -14.45 Above Previous 0.09 -0.75 Low TO
## 7 -6.67 -3.92 -30.50 --- -0.25 -0.74 Low TO
## 8 -3.53 -4.21 10.08 --- -0.69 -0.73 High TO
## 9 -0.45 -9.39 -5.53 --- -0.25 -0.72 High TO
## 10 18.66 5.30 14.94 Above Average -0.05 -0.69 Low TO
## 11 5.41 0.86 -10.69 Above Previous 0.36 -0.67 High TO
## 12 -12.19 -17.51 -16.95 --- -0.60 -0.67 Low TO
## 13 -11.35 -10.07 38.38 --- -0.50 -0.65 Low TO
## 14 15.84 22.83 14.71 --- -0.31 -0.64 Low TO
## 15 -4.61 -16.87 -31.00 --- -0.08 -0.64 Low TO
## 16 19.58 82.26 142.49 --- -0.09 -0.61 Low TO
## 17 8.33 5.98 1.04 Abv Prev&Avg 1.36 -0.60 High TO
## 18 -5.00 -7.32 -31.74 --- -0.36 -0.60 Low TO
## 19 -1.49 0.76 41.56 --- -0.74 -0.60 High TO
## 20 8.22 9.46 9.77 --- -0.20 -0.58 High TO
## 21 -7.84 -11.32 -25.98 --- -0.62 -0.58 Low TO
## 22 -30.65 -56.08 -69.88 --- -0.43 -0.58 Low TO
## 23 2.86 3.45 -5.76 --- -0.38 -0.56 High TO
## 24 -5.18 -13.68 -18.67 Above Average -0.52 -0.55 High TO
## 25 6.49 23.13 21.98 --- -0.58 -0.52 High TO
## 26 -5.69 -19.44 -54.69 Abv Prev&Avg 0.20 -0.50 Low TO
## 27 -2.55 -12.42 -7.90 --- -0.45 -0.47 Low TO
## 28 2.26 0.74 11.48 --- -0.51 -0.46 High TO
## 29 -7.96 -5.65 9.73 --- -0.59 -0.46 High TO
## 30 -2.73 -5.32 -10.10 --- -0.47 -0.43 Low TO
## 31 -5.63 -4.17 39.95 --- -0.58 -0.43 High TO
## 32 24.77 38.34 88.03 --- -0.35 -0.41 High TO
## 33 -13.42 -10.99 -23.49 --- -0.49 -0.41 High TO
## 34 12.82 -10.81 -50.38 Above Previous 0.61 -0.40 Low TO
## 35 -4.23 -7.18 -18.10 --- -0.41 -0.39 Low TO
## 36 -8.54 19.43 66.67 --- -0.45 -0.38 High TO
## 37 -2.31 -9.31 -2.31 --- -0.48 -0.37 High TO
## 38 -4.17 0.00 -5.15 --- -0.61 -0.37 Low TO
## 39 44.85 42.75 286.27 --- -0.47 -0.33 High TO
## 40 4.51 -3.77 0.79 --- -0.17 -0.32 High TO
## 41 -9.01 5.57 96.12 --- -0.56 -0.31 High TO
## 42 7.98 -0.86 -3.36 --- -0.40 -0.29 High TO
## 43 17.82 11.21 19.00 Abv Prev&Avg 0.15 -0.29 High TO
## 44 0.91 -3.48 -14.40 --- -0.53 -0.26 High TO
## 45 -25.00 -25.50 -37.99 --- -0.45 -0.26 High TO
## 46 10.32 31.36 88.56 Abv Prev&Avg 0.33 -0.21 High TO
## 47 7.87 11.11 41.18 --- -0.67 -0.20 High TO
## 48 9.92 21.25 41.09 --- -0.11 -0.20 Low TO
## 49 -3.55 -14.21 -9.44 Above Previous 0.89 -0.19 Low TO
## 50 0.00 -1.60 -8.91 --- -0.41 -0.18 High TO
## 51 -3.41 -6.93 11.84 --- -0.53 -0.17 Low TO
## 52 9.56 14.64 10.69 --- -0.25 -0.16 High TO
## 53 -5.49 -13.89 -16.22 --- -0.37 -0.16 High TO
## 54 1.85 -22.17 -3.51 Abv Prev&Avg 0.16 -0.13 High TO
## 55 4.45 11.39 20.55 Above Previous 0.23 -0.05 High TO
## 56 4.39 -3.25 -26.99 Abv Prev&Avg 0.82 -0.02 High TO
## 57 -4.55 -8.33 2.67 Above Previous 0.30 0.10 Low TO
## 58 -3.42 -7.84 -15.06 Above Previous 0.29 0.11 Low TO
## 59 -1.71 0.58 6.17 --- -0.22 0.14 High TO
## 60 3.10 7.89 13.14 Above Previous 0.01 0.14 High TO
## 61 -10.36 2.87 -10.36 Abv Prev&Avg 0.02 0.14 Low TO
## 62 -3.85 -8.33 -20.06 --- -0.32 0.15 High TO
## 63 4.61 4.13 17.62 Abv Prev&Avg 0.22 0.18 High TO
## 64 2.73 -6.61 -4.64 Above Average -0.12 0.20 High TO
## 65 2.10 25.08 24.28 Above Average -0.14 0.21 High TO
## 66 9.12 18.31 44.84 --- -0.09 0.23 High TO
## 67 4.49 9.73 37.78 --- -0.07 0.23 Low TO
## 68 10.04 42.93 116.46 --- -0.24 0.23 High TO
## 69 3.91 24.12 5.98 --- -0.50 0.27 High TO
## 70 -2.55 2.69 18.14 Above Previous 0.34 0.39 High TO
## 71 0.72 -9.09 -34.88 Abv Prev&Avg 0.75 0.44 Low TO
## 72 16.14 16.14 -7.54 Above Average -0.33 0.45 High TO
## 73 -6.12 -1.08 25.61 Abv Prev&Avg 0.03 0.56 Low TO
## 74 2.96 1.09 4.12 Abv Prev&Avg 1.05 0.67 Low TO
## 75 -9.91 -14.53 32.01 Abv Prev&Avg 0.10 0.82 High TO
## 76 -18.70 -28.57 NA Abv Prev&Avg 1.25 0.90 Low TO
## 77 -4.71 -10.66 -23.34 Abv Prev&Avg 0.05 0.91 High TO
## 78 2.65 -6.95 -8.42 Above Average -0.35 1.36 High TO
## 79 -1.49 7.61 50.00 Abv Prev&Avg 2.67 1.37 High TO
## 80 -6.77 -9.43 2.23 Abv Prev&Avg 0.09 1.52 High TO
## 81 -1.32 -4.27 -3.45 Abv Prev&Avg 0.83 1.58 High TO
## 82 -6.71 -9.74 -21.91 Abv Prev&Avg 0.32 1.69 High TO
## 83 21.24 23.62 33.62 --- -0.30 1.70 High TO
## 84 1.21 -23.39 -26.75 Above Average -0.08 1.75 High TO
## 85 -1.20 -10.18 148.24 Abv Prev&Avg 0.46 1.84 High TO
## 86 21.05 9.52 116.98 Abv Prev&Avg 1.07 1.85 High TO
## 87 0.69 8.19 113.73 Abv Prev&Avg 1.91 3.34 High TO
## 88 10.68 3.86 -16.53 Above Previous 0.30 3.52 High TO
## 89 -25.84 -38.70 -70.18 Above Average -0.14 4.39 High TO
## RCTrend RCMomentum RCTrendSignal RCMomentumSignal KairiMABB20
## 1 U/P Trend U/P Momentum --- U/P Momentum Signal -1.49
## 2 U/P Trend U/P Momentum --- U/P Momentum Signal -8.33
## 3 O/P Trend U/P Momentum --- --- 0.32
## 4 O/P Trend U/P Momentum --- --- 0.35
## 5 O/P Trend U/P Momentum --- U/P Momentum Signal 1.82
## 6 O/P Trend U/P Momentum --- --- 5.27
## 7 U/P Trend U/P Momentum --- U/P Momentum Signal -2.29
## 8 O/P Trend U/P Momentum --- U/P Momentum Signal 2.64
## 9 O/P Trend O/P Momentum --- --- 5.15
## 10 O/P Trend O/P Momentum --- --- 5.87
## 11 O/P Trend U/P Momentum --- U/P Momentum Signal 1.69
## 12 U/P Trend U/P Momentum --- U/P Momentum Signal -3.90
## 13 U/P Trend O/P Momentum --- --- -5.95
## 14 O/P Trend U/P Momentum --- U/P Momentum Signal 2.52
## 15 U/P Trend U/P Momentum --- U/P Momentum Signal -1.71
## 16 O/P Trend O/P Momentum --- --- 7.12
## 17 O/P Trend U/P Momentum --- --- 1.32
## 18 U/P Trend U/P Momentum --- --- -2.54
## 19 U/P Trend U/P Momentum --- U/P Momentum Signal -1.11
## 20 O/P Trend U/P Momentum --- U/P Momentum Signal 1.95
## 21 U/P Trend O/P Momentum --- --- -2.58
## 22 U/P Trend O/P Momentum --- --- -10.66
## 23 O/P Trend U/P Momentum --- U/P Momentum Signal 3.42
## 24 U/P Trend U/P Momentum U/P Trend Signal U/P Momentum Signal -1.11
## 25 O/P Trend U/P Momentum --- --- 0.15
## 26 O/P Trend U/P Momentum --- U/P Momentum Signal 4.54
## 27 U/P Trend U/P Momentum --- U/P Momentum Signal -1.65
## 28 U/P Trend U/P Momentum --- U/P Momentum Signal -0.41
## 29 U/P Trend O/P Momentum --- --- -9.71
## 30 U/P Trend U/P Momentum U/P Trend Signal U/P Momentum Signal -0.01
## 31 U/P Trend O/P Momentum --- O/P Momentum Signal -4.56
## 32 O/P Trend U/P Momentum --- U/P Momentum Signal 9.38
## 33 U/P Trend O/P Momentum --- --- -4.42
## 34 U/P Trend U/P Momentum --- --- -7.17
## 35 U/P Trend U/P Momentum --- --- -1.59
## 36 U/P Trend O/P Momentum --- --- -5.13
## 37 O/P Trend U/P Momentum --- U/P Momentum Signal 0.26
## 38 U/P Trend O/P Momentum --- O/P Momentum Signal -2.53
## 39 O/P Trend U/P Momentum --- U/P Momentum Signal 28.91
## 40 O/P Trend U/P Momentum --- U/P Momentum Signal 1.32
## 41 U/P Trend O/P Momentum --- O/P Momentum Signal -5.18
## 42 O/P Trend U/P Momentum --- --- 2.96
## 43 O/P Trend U/P Momentum --- U/P Momentum Signal 13.27
## 44 U/P Trend U/P Momentum --- --- -1.73
## 45 U/P Trend O/P Momentum --- --- -13.95
## 46 O/P Trend O/P Momentum --- --- 7.06
## 47 O/P Trend U/P Momentum --- --- 5.59
## 48 O/P Trend U/P Momentum --- U/P Momentum Signal 2.95
## 49 O/P Trend U/P Momentum --- U/P Momentum Signal 0.73
## 50 O/P Trend U/P Momentum --- U/P Momentum Signal 0.04
## 51 U/P Trend U/P Momentum --- --- -2.70
## 52 O/P Trend U/P Momentum --- U/P Momentum Signal 4.51
## 53 U/P Trend U/P Momentum --- U/P Momentum Signal -1.99
## 54 O/P Trend U/P Momentum --- U/P Momentum Signal 0.96
## 55 O/P Trend O/P Momentum --- O/P Momentum Signal 2.53
## 56 O/P Trend U/P Momentum --- --- 5.31
## 57 U/P Trend U/P Momentum --- U/P Momentum Signal -1.36
## 58 U/P Trend U/P Momentum --- U/P Momentum Signal -1.98
## 59 U/P Trend O/P Momentum --- O/P Momentum Signal -0.07
## 60 O/P Trend O/P Momentum --- O/P Momentum Signal 3.24
## 61 O/P Trend O/P Momentum O/P Trend Signal --- 0.04
## 62 U/P Trend U/P Momentum --- --- -3.34
## 63 O/P Trend U/P Momentum --- U/P Momentum Signal 2.11
## 64 O/P Trend U/P Momentum --- U/P Momentum Signal 2.82
## 65 O/P Trend U/P Momentum --- U/P Momentum Signal 5.46
## 66 O/P Trend O/P Momentum --- O/P Momentum Signal 2.37
## 67 O/P Trend O/P Momentum --- O/P Momentum Signal 2.49
## 68 O/P Trend U/P Momentum --- --- 0.70
## 69 O/P Trend U/P Momentum --- U/P Momentum Signal 5.44
## 70 U/P Trend O/P Momentum --- O/P Momentum Signal -6.18
## 71 O/P Trend O/P Momentum --- --- 4.07
## 72 O/P Trend U/P Momentum --- U/P Momentum Signal 15.34
## 73 U/P Trend O/P Momentum --- O/P Momentum Signal -5.96
## 74 O/P Trend U/P Momentum --- U/P Momentum Signal 1.01
## 75 U/P Trend O/P Momentum --- --- -3.08
## 76 U/P Trend O/P Momentum --- --- -3.30
## 77 U/P Trend U/P Momentum --- --- -1.95
## 78 O/P Trend U/P Momentum --- U/P Momentum Signal 3.64
## 79 O/P Trend O/P Momentum O/P Trend Signal O/P Momentum Signal 0.17
## 80 U/P Trend U/P Momentum --- --- -5.43
## 81 O/P Trend O/P Momentum --- --- 0.23
## 82 O/P Trend U/P Momentum --- U/P Momentum Signal 0.44
## 83 U/P Trend O/P Momentum --- O/P Momentum Signal -3.28
## 84 O/P Trend O/P Momentum --- --- 5.21
## 85 O/P Trend O/P Momentum O/P Trend Signal O/P Momentum Signal 4.47
## 86 O/P Trend O/P Momentum --- O/P Momentum Signal 14.47
## 87 O/P Trend O/P Momentum O/P Trend Signal --- 0.26
## 88 O/P Trend U/P Momentum --- --- 7.14
## 89 U/P Trend U/P Momentum --- --- -14.76
## KairiMABB60 KairiMABB200 Prev.KairiMABB200 BB Bandwidth F1D F2D
## 1 -1.13 -19.27 -19.28 45.92 18.03 -1.50 1.27
## 2 -12.86 -35.56 -34.83 23.74 28.97 0.05 0.29
## 3 0.82 -5.51 -4.72 63.64 8.14 -1.02 -2.52
## 4 -10.97 -13.94 -13.09 53.82 29.05 1.93 -0.78
## 5 5.71 13.20 14.40 102.16 5.08 -0.64 14.73
## 6 4.30 -16.94 -16.28 78.40 21.32 0.85 2.16
## 7 -8.07 -17.90 -16.15 35.57 10.44 -0.47 -1.55
## 8 -1.66 7.80 9.69 74.48 14.09 -5.27 -12.22
## 9 -0.47 -7.54 -7.76 83.79 17.66 -5.20 -4.90
## 10 17.16 0.84 -0.32 81.78 20.97 0.07 -0.41
## 11 1.93 -7.11 -6.94 80.87 8.09 -0.54 -0.60
## 12 -10.38 -15.75 -14.91 28.70 14.58 -0.98 -2.63
## 13 -8.93 -1.08 -0.97 26.35 21.76 9.52 39.40
## 14 18.89 24.76 24.58 61.53 28.52 1.78 2.44
## 15 -7.65 -19.17 -18.32 39.50 8.89 -1.14 -0.71
## 16 23.07 64.47 62.72 80.60 25.91 -1.35 -4.30
## 17 6.97 1.08 1.84 61.27 18.58 -19.73 -18.85
## 18 -7.05 -14.42 -13.59 29.16 8.48 -2.02 -1.26
## 19 3.23 5.45 5.90 45.60 6.84 -7.29 -12.03
## 20 8.17 10.46 11.35 67.24 15.83 5.50 42.17
## 21 -8.94 -14.40 -14.32 36.58 13.23 0.00 0.06
## 22 -31.82 -56.31 -56.49 26.21 41.79 -0.43 -2.16
## 23 3.29 0.99 1.76 84.86 12.13 -1.84 -6.93
## 24 -5.20 -14.34 -12.57 46.50 8.94 -43.65 -9.97
## 25 10.15 15.51 15.90 56.70 13.96 -0.40 28.46
## 26 -8.25 -35.82 -34.86 75.34 21.15 -16.22 -14.14
## 27 -4.88 -14.47 -13.32 40.49 9.14 -4.21 -5.41
## 28 -0.94 -1.51 -1.21 52.76 13.38 1.37 4.07
## 29 -5.01 1.54 1.59 14.09 25.01 -13.73 -49.68
## 30 -5.32 -6.76 -6.10 60.09 7.86 0.01 0.61
## 31 -5.27 5.41 4.81 6.02 8.59 -5.59 -37.04
## 32 22.66 42.03 44.42 96.59 21.98 -3.25 -0.93
## 33 -8.28 -20.73 -23.16 31.72 19.86 -0.75 12.50
## 34 -3.39 -23.17 -22.10 29.21 30.70 -0.01 -0.06
## 35 -7.31 -9.03 -8.43 39.09 7.29 -0.50 0.23
## 36 -0.40 18.45 18.68 5.50 9.80 4.55 -20.31
## 37 -4.36 -11.37 -9.30 62.73 8.25 -9.53 39.36
## 38 -4.46 -4.79 -5.09 26.13 7.27 -0.79 -0.90
## 39 41.85 75.90 71.20 109.66 49.98 12.64 23.73
## 40 2.18 -1.90 -0.89 74.73 8.58 -4.98 -2.92
## 41 -0.13 15.45 13.36 9.37 10.87 5.32 -7.74
## 42 2.39 0.88 1.96 83.76 11.16 -8.86 -15.72
## 43 17.49 6.12 3.76 102.99 26.64 4.38 9.77
## 44 -1.62 -7.60 -7.46 38.51 8.28 -1.58 -3.93
## 45 -24.38 -27.51 -26.86 18.45 41.78 -0.02 1.98
## 46 17.55 44.81 40.47 102.36 15.13 42.75 61.11
## 47 10.09 20.20 20.72 94.49 14.43 -1.99 -5.54
## 48 7.88 20.24 20.75 79.46 12.75 6.97 13.22
## 49 -4.45 -11.48 -11.28 67.09 8.93 -6.04 -4.36
## 50 -0.71 -3.09 -1.86 71.50 3.95 -0.42 1.25
## 51 -5.03 -2.76 -1.70 22.12 6.90 -17.39 -106.60
## 52 13.40 15.76 17.20 89.74 13.42 4.54 49.55
## 53 -4.56 -6.31 -4.35 41.89 14.54 -2.31 -0.20
## 54 -1.01 -5.12 -4.32 72.73 7.73 4.94 19.48
## 55 6.25 10.87 10.59 79.66 11.23 152.08 168.07
## 56 7.71 -2.78 -1.86 79.84 20.47 2.10 2.77
## 57 -3.22 4.62 4.92 45.20 11.65 -19.90 -12.04
## 58 -5.32 -7.04 -6.23 20.02 3.97 -3.98 -7.24
## 59 -1.84 2.87 1.95 60.92 6.70 0.33 0.49
## 60 5.30 4.17 3.58 84.02 11.87 257.79 315.74
## 61 -4.51 -11.15 -14.54 54.32 19.55 24.73 27.41
## 62 -6.48 -10.76 -9.68 16.14 7.54 -3.49 -6.60
## 63 3.00 6.81 8.09 71.99 13.19 -3.55 -4.03
## 64 0.11 -11.18 -9.80 79.88 12.12 -4.55 -3.90
## 65 10.21 18.54 19.83 97.28 13.29 -22.80 -22.86
## 66 10.80 22.20 21.52 68.35 17.20 -77.29 -183.44
## 67 6.41 11.27 11.09 72.71 14.43 30.97 14.50
## 68 14.82 46.12 48.22 56.80 21.86 11.76 29.05
## 69 11.14 13.61 15.32 99.53 12.64 -9.63 5.86
## 70 -0.62 3.79 3.36 7.58 12.78 -26.45 -36.88
## 71 -0.95 -10.61 -11.95 81.13 15.64 -6.07 -12.01
## 72 15.81 6.16 4.75 113.63 25.49 -15.24 -22.11
## 73 -3.94 -4.07 -3.32 -17.10 7.74 -1.90 -12.23
## 74 1.75 -1.14 -0.89 92.83 4.23 -2.66 -1.82
## 75 -7.75 1.60 1.72 38.96 20.68 1.09 2.31
## 76 -21.18 NA NA 42.20 31.89 29.97 104.94
## 77 -3.87 -10.24 -10.12 35.02 7.74 7.71 19.96
## 78 0.25 -16.33 -15.70 82.42 13.70 -7.19 -0.83
## 79 0.79 -0.96 -4.54 61.23 8.86 7.20 6.16
## 80 -6.36 -6.24 -3.97 -13.44 7.37 -458.02 -708.93
## 81 -4.29 -6.91 -7.13 70.98 4.94 -5.38 0.08
## 82 -4.69 -9.26 -6.86 58.69 14.03 -1.48 5.42
## 83 11.46 22.78 20.51 43.53 39.79 -4.56 -2.96
## 84 -2.38 -15.48 -16.47 91.82 14.42 0.02 24.71
## 85 2.10 12.13 5.47 95.19 11.75 14.05 8.59
## 86 8.89 19.80 14.76 114.73 23.75 -2.52 -2.12
## 87 5.36 31.51 27.23 59.67 10.88 13.82 -23.08
## 88 7.33 0.39 0.59 105.09 14.51 -9.70 -10.93
## 89 -26.53 -51.55 -49.30 -1.03 27.59 -4.35 -10.76
## F1Wk F1Mo MTTrend WkESOValue WkESO PriceVolumeCond
## 1 -17.04 -61.11 Downtrend 72.32 Still Sell Fake +
## 2 0.40 -0.18 Downtrend 55.09 Still Sell fake -
## 3 3.72 37.69 Uptrend 66.96 Warning Sell fake -
## 4 7.64 -147.98 Downtrend 65.08 Warning Sell Real -
## 5 41.39 5.18 Uptrend 27.16 Still Buy fake -
## 6 5.38 -13.69 Downtrend 72.65 Warning Sell Real -
## 7 -2.22 -2.77 Downtrend 36.37 Warning Sell fake -
## 8 -1.99 -67.59 New Uptrend 17.74 Still Buy fake -
## 9 10.38 1.94 Downtrend 58.80 Warning Sell Fake +
## 10 -3.16 -11.81 Uptrend 75.71 Warning Sell Fake +
## 11 0.15 4.21 New Uptrend 64.96 Warning Sell ---
## 12 -42.58 -183.02 Downtrend 23.19 Still Sell fake -
## 13 95.29 207.16 Downtrend 17.49 Alert Buy Fake +
## 14 24.71 18.05 Uptrend 87.78 Still Sell Fake +
## 15 -2.13 37.22 Downtrend 45.92 Still Sell fake -
## 16 16.95 -20.14 Uptrend 90.73 Still Sell Fake +
## 17 -23.83 0.44 Uptrend 75.06 Alert Buy Real -
## 18 -2.84 10.82 Downtrend 31.45 Warning Sell fake -
## 19 -1.72 46.90 Uptrend 46.67 Still Buy ---
## 20 182.39 571.12 Uptrend 92.88 Still Sell fake -
## 21 -1.01 -5.05 Downtrend 15.11 Buy Now ---
## 22 -1.48 21.26 Downtrend 20.61 Still Sell ---
## 23 -7.38 -4.27 Uptrend 76.55 Still Sell fake -
## 24 -13.35 60.19 Downtrend 24.32 Buy Now fake -
## 25 76.42 -254.91 Uptrend 76.79 Buy Now ---
## 26 -28.93 -271.03 Downtrend 36.76 Still Buy Real -
## 27 -20.87 -26.94 Downtrend 54.76 Still Sell fake -
## 28 5.57 25.17 Uptrend 58.66 Still Sell ---
## 29 -272.52 36.17 Downtrend 54.19 Still Sell Fake +
## 30 2.02 0.57 Downtrend 30.88 Still Buy fake -
## 31 -27.06 361.53 New Downtrend 26.39 Still Sell Fake +
## 32 13.05 -30.80 Uptrend 75.25 Still Buy fake -
## 33 5.32 14.37 Downtrend 10.39 Buy Now Fake +
## 34 -0.39 -1.06 New Downtrend 47.62 Buy Now Real -
## 35 1.67 2.90 Downtrend 28.44 Buy Now fake -
## 36 -170.10 121.22 Uptrend 28.15 Still Sell Fake +
## 37 11.65 -153.29 Downtrend 42.42 Warning Sell fake -
## 38 -5.77 -3.80 Downtrend 13.24 Still Buy Fake +
## 39 48.24 112.12 Uptrend 75.33 Still Buy Fake +
## 40 31.39 23.69 Downtrend 90.48 Still Sell fake -
## 41 -17.34 49.89 Uptrend 59.09 Buy Now Fake +
## 42 -15.73 -45.13 New Uptrend 74.39 Warning Sell fake -
## 43 17.12 25.36 Uptrend 71.65 Warning Sell Real +
## 44 9.36 25.41 Downtrend 59.71 Still Sell ---
## 45 5.13 9.73 Downtrend 1.89 Still Buy fake -
## 46 121.21 159.31 Uptrend 75.76 Still Buy Real +
## 47 7.47 49.79 Uptrend 40.91 Still Buy ---
## 48 141.85 555.29 Uptrend 86.65 Still Sell ---
## 49 -4.61 -33.41 Downtrend 45.35 Warning Sell ---
## 50 4.35 3.23 Downtrend 35.90 Warning Sell fake -
## 51 -55.10 -1229.78 Downtrend 39.36 Still Sell fake -
## 52 53.33 133.19 Uptrend 85.60 Warning Sell fake -
## 53 4.13 -19.39 Downtrend 13.49 Still Buy fake -
## 54 29.03 71.32 Downtrend 61.90 Warning Sell Real -
## 55 570.88 636.68 Uptrend 81.76 Still Sell Real +
## 56 1.03 9.44 Uptrend 75.44 Warning Sell Real -
## 57 -33.02 -316.07 Downtrend 35.35 Warning Sell ---
## 58 -19.56 -26.78 Downtrend 29.37 Still Sell Real -
## 59 -0.03 -4.77 New Downtrend 49.32 Warning Sell Fake +
## 60 806.14 -1079.95 Uptrend 75.83 Warning Sell Real +
## 61 15.74 2.64 Downtrend 19.98 Buy Now Real +
## 62 3.07 1.21 Downtrend 22.58 Still Sell fake -
## 63 -1.43 0.29 Uptrend 77.78 Warning Sell Real -
## 64 -6.22 -42.61 Downtrend 45.76 Still Buy fake -
## 65 -3.47 -22.17 Uptrend 53.49 Warning Sell fake -
## 66 -162.59 1018.86 Uptrend 84.87 Still Sell Fake +
## 67 68.87 433.22 Uptrend 75.32 Still Sell Fake +
## 68 39.75 -63.10 Uptrend 93.67 Still Sell fake -
## 69 2.03 -2.05 Uptrend 72.22 Buy Now fake -
## 70 -83.19 -155.19 New Downtrend 53.78 Still Sell Real +
## 71 -51.91 -38.08 Downtrend 52.56 Warning Sell Real +
## 72 -13.73 -40.30 Uptrend 61.38 Still Buy Fake +
## 73 -17.11 -11.10 New Downtrend 43.83 Still Sell Real -
## 74 -1.22 -28.41 New Uptrend 60.32 Warning Sell ---
## 75 -1.10 -16.15 Downtrend 14.83 Buy Now Real +
## 76 114.07 381.11 Downtrend 4.82 Buy Now Real +
## 77 18.91 6.44 Downtrend 54.32 Still Sell ---
## 78 -5.69 -70.98 Downtrend 54.97 Still Buy fake -
## 79 3.65 20.53 Uptrend 23.13 Still Buy Real +
## 80 -582.82 -1287.58 New Downtrend 63.83 Still Sell Real -
## 81 -9.92 -22.28 Downtrend 14.61 Still Buy Real +
## 82 14.33 14.88 Downtrend 34.75 Warning Sell Real -
## 83 19.06 2.55 Uptrend 78.51 Still Sell Fake +
## 84 70.07 92.50 Downtrend 43.55 Warning Sell Fake +
## 85 -1.21 13.49 Downtrend 53.98 Buy Now Real +
## 86 1.29 43.80 New Uptrend 27.18 Still Buy Real +
## 87 -108.06 -91.63 Uptrend 77.70 Still Sell Real +
## 88 -17.67 -151.96 New Uptrend 22.41 Still Buy ---
## 89 -6.82 3.26 Downtrend 15.24 Buy Now fake -
## Last1DPVCond Last2DPVCond RC.JKSE MA.RC RC.BB PrevRC.BB Corr20D Corr60D
## 1 Fake + Fake + 3308.66 3358.69 39.69 41.90 0.77 0.41
## 2 Real + Real + 154.95 169.04 20.66 23.92 0.20 0.73
## 3 Real - Real - 216.79 216.09 57.38 74.41 0.88 0.67
## 4 fake - fake - 24.59 24.51 51.32 55.85 0.56 0.67
## 5 Fake + Fake + 220.34 216.39 75.48 91.18 0.02 -0.36
## 6 fake - fake - 105.19 99.93 80.70 89.75 0.86 0.57
## 7 --- --- 13.93 14.26 27.86 46.77 0.27 0.78
## 8 --- --- 970.21 945.30 70.37 81.10 0.39 0.67
## 9 Fake + Fake + 157.79 150.06 84.92 83.77 0.66 0.71
## 10 --- --- 678.08 640.50 84.78 79.26 0.86 -0.47
## 11 --- --- 83.16 81.78 80.26 85.19 0.73 0.73
## 12 Fake + Fake + 348.28 362.42 27.29 31.02 -0.39 0.63
## 13 fake - fake - 533.08 566.79 26.33 23.86 -0.56 0.50
## 14 Fake + Fake + 332.64 324.48 59.79 61.16 0.62 -0.60
## 15 --- --- 58.85 59.88 24.36 39.69 0.67 0.71
## 16 Fake + Fake + 160.64 149.95 81.87 77.56 0.73 -0.29
## 17 fake - fake - 138.60 136.80 58.59 65.38 0.70 -0.31
## 18 Real - Real - 81.03 83.14 6.46 20.55 0.74 0.74
## 19 Real + Real + 941.78 952.30 37.92 40.28 -0.14 -0.34
## 20 Fake + Fake + 1357.58 1331.65 66.34 74.44 0.83 -0.40
## 21 fake - fake - 66.81 68.58 33.22 32.90 -0.24 0.74
## 22 fake - fake - 685.19 766.94 24.52 23.83 0.03 0.66
## 23 Real + Real + 25.59 24.74 85.87 99.41 0.65 0.71
## 24 Real + Real + 260.14 263.07 38.84 57.79 0.07 0.68
## 25 Real - Real - 280.05 279.62 51.33 55.91 0.63 -0.51
## 26 Real + Real + 82.45 78.87 73.44 80.23 0.44 0.72
## 27 Real + Real + 190.49 193.69 29.41 45.16 0.49 0.74
## 28 --- --- 96.67 97.06 46.09 50.00 0.71 0.62
## 29 fake - fake - 641.12 710.03 11.02 7.16 0.10 -0.46
## 30 Fake + Fake + 126.52 126.53 49.86 58.27 0.23 0.83
## 31 fake - fake - 4406.81 4617.31 8.92 -3.32 -0.24 0.57
## 32 Fake + Fake + 189.78 173.50 95.59 105.72 0.36 -0.55
## 33 Real + Real + 224.60 235.00 30.01 16.03 -0.34 0.53
## 34 fake - fake - 18.76 20.21 28.15 36.24 -0.32 -0.02
## 35 Real - Real - 128.65 130.73 32.32 39.31 -0.01 0.80
## 36 fake - fake - 533.08 561.92 5.05 -1.85 -0.08 -0.16
## 37 Real + Real + 540.19 538.80 54.61 93.54 0.74 0.81
## 38 Real - Real - 130.78 134.18 23.74 18.26 -0.18 0.59
## 39 Real + Real + 56.01 43.45 111.95 117.78 0.66 -0.11
## 40 fake - fake - 906.24 894.42 71.08 88.31 0.69 0.35
## 41 fake - fake - 430.73 454.25 2.36 -24.13 0.23 -0.30
## 42 fake - fake - 817.39 793.93 82.89 97.09 0.60 0.60
## 43 Real + Real + 84.58 74.67 107.30 108.08 0.73 0.03
## 44 Real - Real - 473.38 481.73 24.81 30.83 0.56 0.65
## 45 Real + Real + 78.90 91.69 19.08 17.99 -0.62 0.64
## 46 Fake + Fake + 220.34 205.81 96.85 79.31 0.16 -0.52
## 47 fake - fake - 682.34 646.21 96.09 106.21 0.58 -0.34
## 48 fake - fake - 275.78 267.87 79.77 83.22 0.68 -0.02
## 49 --- --- 115.86 115.01 62.91 62.94 0.80 0.80
## 50 --- --- 130.78 130.72 50.95 80.02 0.48 0.71
## 51 fake - fake - 906.24 931.35 -6.21 5.94 0.72 0.84
## 52 Fake + Fake + 1140.79 1091.61 87.48 101.74 0.44 -0.66
## 53 Real + Real + 110.17 112.40 38.04 49.56 -0.27 0.40
## 54 Fake + Fake + 117.28 116.17 66.33 83.15 0.65 0.38
## 55 fake - fake - 1250.96 1220.09 82.41 82.00 0.79 -0.08
## 56 fake - fake - 33.83 32.13 82.30 92.85 0.83 0.28
## 57 Fake + Fake + 164.19 166.46 39.71 40.28 -0.11 0.49
## 58 --- --- 100.22 102.24 10.45 25.34 0.43 0.79
## 59 fake - fake - 24.45 24.47 48.85 32.37 0.56 0.83
## 60 fake - fake - 661.02 640.29 91.94 89.41 0.88 0.29
## 61 Real - Real - 356.81 356.65 50.23 30.39 0.17 0.69
## 62 fake - fake - 195.46 202.22 16.74 27.14 -0.23 0.56
## 63 Real + Real + 161.35 158.01 73.44 88.74 0.88 0.70
## 64 Real + Real + 160.64 156.23 83.32 107.42 0.82 0.76
## 65 Real + Real + 1382.46 1310.86 103.03 121.57 0.70 -0.05
## 66 Real - Real - 1446.43 1412.92 67.61 64.45 0.79 -0.40
## 67 Real - Real - 1322.04 1289.95 74.45 74.29 0.88 -0.04
## 68 Real - Real - 373.87 371.26 53.52 60.39 0.46 -0.57
## 69 Real + Real + 1133.69 1075.22 105.47 135.62 0.69 -0.20
## 70 fake - fake - 379.55 404.55 4.49 -1.83 0.03 -0.62
## 71 Fake + Fake + 39.80 38.25 84.01 75.12 0.79 0.58
## 72 Real + Real + 470.53 407.95 116.86 131.31 0.55 0.47
## 73 Real - Real - 326.96 347.69 -6.39 -11.48 -0.32 0.07
## 74 --- --- 197.60 195.63 80.93 88.51 0.78 0.77
## 75 Real + Real + 284.31 293.35 36.23 34.48 -0.20 0.35
## 76 Real + Real + 28.43 29.40 40.20 32.34 -0.31 0.64
## 77 Real - Real - 345.44 352.31 28.26 28.89 0.07 0.64
## 78 Real + Real + 1236.75 1193.31 86.77 100.15 0.83 0.85
## 79 Real - Real - 56.29 56.20 51.33 20.89 -0.54 0.32
## 80 Real - Real - 587.10 620.81 -30.04 -23.93 0.45 0.71
## 81 Real + Real + 63.69 63.54 54.04 50.26 0.36 0.79
## 82 Fake + Fake + 197.60 196.74 53.88 72.71 0.67 0.74
## 83 Real - Real - 446.37 461.52 41.05 39.44 0.61 -0.40
## 84 Fake + Fake + 237.40 225.65 91.88 86.30 0.53 0.66
## 85 fake - fake - 351.12 336.10 88.37 32.58 0.23 0.64
## 86 fake - fake - 163.48 142.81 113.64 104.24 0.27 0.72
## 87 fake - fake - 6197.96 6181.59 53.34 9.11 0.72 -0.10
## 88 fake - fake - 1435.77 1340.10 101.40 113.27 0.28 0.39
## 89 Real - Real - 140.73 165.10 -4.66 5.40 0.19 0.69
## Corr5D KairiMA20 KairiMA60 KairiMA200 MA20Direction MA60Direction
## 1 0.62 -0.74 -2.11 -22.50 23.75 -35.42
## 2 0.63 -8.23 -15.93 -53.13 -4.25 -4.50
## 3 0.65 1.10 -0.14 -4.80 3.75 -0.08
## 4 0.81 1.10 -13.57 -15.38 0.65 -0.85
## 5 -0.92 2.58 4.55 12.42 1.25 3.75
## 6 -0.31 5.71 3.20 -19.05 1.75 -0.50
## 7 0.31 -1.53 -9.90 -20.56 -0.35 -0.07
## 8 -0.27 3.33 -2.69 8.02 -12.50 -5.00
## 9 -0.07 5.63 -1.48 -7.10 -0.25 -1.92
## 10 -0.46 6.25 13.91 1.71 37.50 4.00
## 11 -0.90 2.44 0.95 -6.65 1.50 0.08
## 12 -0.02 -3.20 -12.69 -17.54 -17.00 -8.67
## 13 0.93 -5.43 -10.87 -0.32 -24.00 -7.00
## 14 0.54 3.18 15.20 20.68 16.00 7.25
## 15 0.86 -0.94 -9.38 -22.44 -1.00 -1.40
## 16 0.73 7.35 18.05 39.61 9.25 8.50
## 17 0.90 2.05 5.67 2.07 3.75 0.92
## 18 0.77 -1.80 -8.67 -15.71 -1.50 -0.75
## 19 -0.82 -0.30 2.26 5.82 -5.00 0.83
## 20 0.49 2.66 6.72 10.39 36.25 13.75
## 21 0.80 -1.81 -10.93 -15.64 -2.00 -1.00
## 22 0.88 -11.04 -48.37 -125.83 -106.50 -102.58
## 23 0.55 4.06 2.26 1.96 0.25 0.10
## 24 -0.21 -0.31 -6.53 -15.81 -5.00 -4.83
## 25 0.93 0.93 8.43 14.26 6.00 6.17
## 26 -0.75 5.09 -10.16 -53.86 -1.75 -2.33
## 27 0.14 -0.88 -6.17 -15.97 -1.75 -3.17
## 28 0.86 0.37 -1.92 -0.63 0.75 0.08
## 29 0.35 -9.87 -6.20 2.47 -19.50 -4.50
## 30 -0.84 0.79 -6.69 -6.25 -1.25 -0.83
## 31 0.88 -3.93 -6.58 5.84 -92.50 -22.50
## 32 -0.92 9.29 17.78 30.15 13.25 6.17
## 33 0.59 -3.77 -10.10 -24.99 -12.25 -3.25
## 34 0.65 -6.82 -4.46 -28.60 0.75 -0.27
## 35 0.14 -0.80 -8.99 -8.85 -2.00 -1.17
## 36 0.87 -4.56 -1.31 16.14 -17.50 10.17
## 37 -0.58 1.04 -5.61 -11.92 -4.50 -6.50
## 38 0.92 -1.77 -5.68 -4.10 -2.00 0.00
## 39 -0.67 22.97 28.87 43.49 6.10 1.97
## 40 0.39 2.08 1.21 -0.91 13.75 -4.17
## 41 0.91 -4.62 -1.03 13.96 -15.00 2.67
## 42 -0.76 3.63 1.40 1.90 21.25 -0.83
## 43 -0.71 12.37 14.10 6.65 4.50 1.00
## 44 0.85 -0.96 -2.62 -7.20 1.50 -2.00
## 45 -0.42 -15.18 -33.63 -36.54 -9.25 -3.17
## 46 0.29 7.34 14.20 31.42 7.25 6.17
## 47 -0.49 6.03 8.34 17.50 17.50 8.00
## 48 0.53 3.62 6.45 17.52 8.75 5.67
## 49 0.31 1.50 -5.71 -11.93 -1.50 -2.25
## 50 0.18 0.84 -1.68 -2.20 0.00 -0.25
## 51 0.87 -1.96 -6.33 -2.01 -11.25 -7.92
## 52 -0.45 5.06 11.06 14.46 35.00 17.08
## 53 -0.09 -1.19 -5.78 -5.64 -2.25 -2.08
## 54 -0.09 1.73 -2.00 -4.37 0.75 -3.92
## 55 0.46 3.22 5.01 10.62 18.75 15.00
## 56 -0.68 5.76 6.27 -1.77 0.50 -0.13
## 57 -0.08 -0.56 -4.31 5.28 -2.75 -1.75
## 58 0.52 -1.21 -6.65 -6.54 -1.25 -1.00
## 59 0.57 0.73 -2.87 3.60 -0.15 0.02
## 60 0.54 3.88 4.14 4.86 7.00 5.67
## 61 0.18 0.84 -5.77 -11.59 -14.50 1.17
## 62 0.02 -2.62 -7.96 -10.91 -2.75 -2.08
## 63 -0.22 2.82 1.98 7.16 2.50 0.75
## 64 -0.29 3.50 -0.87 -11.53 1.50 -1.33
## 65 -0.45 5.91 8.43 16.38 10.00 32.50
## 66 0.91 3.06 8.95 18.84 42.50 26.25
## 67 0.83 3.17 5.16 10.86 20.00 13.75
## 68 0.90 1.46 12.19 32.01 12.00 13.17
## 69 -0.59 5.89 9.21 12.82 15.00 25.83
## 70 0.45 -5.73 -1.50 4.53 -3.50 1.17
## 71 -0.26 4.64 -1.96 -10.72 0.10 -0.47
## 72 -0.78 13.96 12.82 6.78 23.00 7.67
## 73 0.86 -5.48 -5.07 -3.36 -7.50 -0.42
## 74 -0.66 1.78 0.79 -0.22 2.00 0.25
## 75 0.67 -2.34 -9.45 2.27 -11.00 -5.67
## 76 -0.67 -2.55 -28.28 NA -2.30 -1.33
## 77 0.95 -1.17 -5.03 -10.28 -6.00 -4.83
## 78 -0.75 4.25 -0.75 -18.40 11.25 -10.83
## 79 0.41 0.98 -0.16 -0.28 -0.30 0.47
## 80 0.62 -4.90 -7.81 -5.70 -15.00 -7.17
## 81 -0.90 1.03 -5.52 -6.49 -0.30 -0.33
## 82 -0.44 1.21 -5.97 -9.14 -5.00 -2.50
## 83 0.81 -2.64 9.52 19.28 27.50 10.00
## 84 -0.91 5.69 -3.50 -17.31 1.00 -8.50
## 85 0.07 5.04 1.10 11.35 -1.50 -4.67
## 86 -0.35 13.33 7.22 16.90 10.00 1.67
## 87 0.78 1.04 4.21 24.45 15.00 55.00
## 88 -0.73 7.40 5.95 1.41 48.75 6.25
## 89 0.87 -16.39 -37.58 -103.80 -17.25 -10.42
## MA200Direction LTTrend MoESOValue MoESO MarketCap Turnover
## 1 -39.25 Downtrend 16.18 Still Sell 44783.15 8.30
## 2 -7.95 Downtrend 13.91 Buy Now 8384.62 0.60
## 3 -0.97 Downtrend 42.58 Warning Sell 15988.25 8.98
## 4 0.31 Uptrend 18.99 Buy Now 24566.00 38.94
## 5 2.32 Uptrend 61.84 Alert Buy 23079.50 5.15
## 6 -1.05 Downtrend 19.85 Warning Sell 22200.00 12.22
## 7 -0.18 Downtrend 15.35 Still Buy 6948.01 2.08
## 8 2.63 Uptrend 68.47 Still Sell 55027.95 8.55
## 9 -0.42 Uptrend 48.05 Alert Buy 17723.50 15.87
## 10 3.75 Uptrend 41.27 Buy Now 12526.73 7.73
## 11 -0.35 Downtrend 18.29 Buy Now 4151.16 3.13
## 12 -1.90 Downtrend 12.35 Alert Buy 55509.65 16.09
## 13 4.80 Uptrend 38.15 Alert Buy 43202.47 69.61
## 14 0.85 Uptrend 71.97 Warning Sell 52319.36 12.36
## 15 -0.80 Downtrend 15.31 Buy Now 6603.30 6.61
## 16 3.19 Uptrend 90.32 Warning Sell 28403.94 48.86
## 17 -0.05 Downtrend 33.33 Buy Now 113099.99 45.27
## 18 -1.00 Downtrend 28.33 Still Sell 9409.88 4.98
## 19 10.58 Uptrend 49.32 Still Buy 65828.25 26.54
## 20 3.38 Uptrend 80.03 Warning Sell 111371.22 40.82
## 21 -0.78 Downtrend 19.08 Alert Buy 13539.20 3.20
## 22 -69.90 Downtrend 8.12 Alert Buy 66119.25 23.95
## 23 -0.07 Downtrend 69.19 Warning Sell 8675.66 9.37
## 24 -2.00 Downtrend 32.06 Still Buy 43976.30 98.09
## 25 1.58 Uptrend 87.78 Still Sell 92343.99 61.19
## 26 -4.00 Downtrend 10.21 Buy Now 9947.00 60.95
## 27 -0.35 Downtrend 11.32 Still Buy 9979.99 10.30
## 28 0.40 New Downtrend 54.70 Still Buy 13499.73 14.15
## 29 1.45 Uptrend 37.73 Alert Buy 172056.50 64.35
## 30 -0.88 Downtrend 19.56 Still Buy 5517.91 4.33
## 31 44.13 Uptrend 63.03 Alert Buy 115634.19 94.79
## 32 2.85 Uptrend 73.53 Still Buy 22161.00 25.27
## 33 -2.72 Downtrend 29.22 Still Buy 4271.72 57.14
## 34 -0.61 Downtrend 33.10 Buy Now 925.01 1.70
## 35 -1.33 Downtrend 17.45 Alert Buy 8117.81 3.62
## 36 6.60 Uptrend 83.67 Still Sell 119947.37 201.58
## 37 -0.70 Uptrend 22.86 Still Buy 87038.44 79.28
## 38 -0.15 Downtrend 45.36 Still Sell 17075.48 4.43
## 39 1.46 Uptrend 72.80 Buy Now 9779.56 90.23
## 40 -0.25 Uptrend 23.80 Buy Now 55975.22 36.78
## 41 6.77 Uptrend 82.77 Still Sell 15786.88 27.90
## 42 -2.00 Downtrend 61.56 Alert Buy 94288.50 24.36
## 43 0.33 Uptrend 56.07 Buy Now 6306.91 16.14
## 44 -3.10 Downtrend 15.26 Buy Now 24168.71 12.40
## 45 -1.90 Downtrend 10.43 Alert Buy 1976.27 21.57
## 46 3.46 Uptrend 93.75 Buy Now 31113.88 107.71
## 47 7.15 --- 81.13 Buy Now 38086.48 2.78
## 48 2.93 Uptrend 83.68 Buy Now 47028.52 83.10
## 49 -0.18 Downtrend 10.71 Buy Now 12265.58 11.28
## 50 -0.60 Downtrend 31.11 Buy Now 19477.66 8.71
## 51 3.38 Uptrend 48.76 Still Sell 258082.66 166.14
## 52 4.38 Uptrend 95.95 Still Sell 47600.45 57.93
## 53 -0.70 --- 30.35 Alert Buy 48014.00 17.24
## 54 -0.10 Downtrend 33.33 Buy Now 77341.45 77.99
## 55 5.75 Uptrend 90.71 Warning Sell 1073600.00 631.71
## 56 -0.33 Downtrend 44.03 Buy Now 17605.00 55.36
## 57 0.43 Downtrend 73.33 Still Sell 58921.89 58.31
## 58 -0.55 --- 35.84 Alert Buy 58878.39 9.91
## 59 0.04 Uptrend 47.93 Still Buy 3379.70 1.70
## 60 2.30 Uptrend 84.25 Warning Sell 697499.94 682.78
## 61 -1.95 Uptrend 27.03 Still Buy 34047.73 46.76
## 62 -2.00 Downtrend 26.28 Alert Buy 16124.04 21.09
## 63 0.80 Uptrend 73.87 Buy Now 28239.13 8.25
## 64 -0.30 Downtrend 17.71 Buy Now 7709.84 12.87
## 65 6.13 Uptrend 82.31 Still Buy 53205.31 82.54
## 66 15.63 Uptrend 97.59 Still Sell 470085.00 530.29
## 67 11.13 Uptrend 86.75 Still Sell 171698.17 187.22
## 68 7.38 Uptrend 96.83 Still Sell 109209.45 89.65
## 69 0.88 Uptrend 89.29 Warning Sell 24827.96 37.58
## 70 2.20 Uptrend 51.66 Still Sell 38037.75 60.53
## 71 -0.96 --- 26.49 Buy Now 28840.00 73.76
## 72 -1.75 New Uptrend 49.95 Buy Now 25244.25 47.41
## 73 2.44 Uptrend 57.94 Still Sell 49744.14 35.09
## 74 0.15 Uptrend 37.25 Still Buy 13539.16 4.81
## 75 2.45 Uptrend 38.51 Alert Buy 6133.32 16.71
## 76 NA --- 10.08 Alert Buy 236000.02 327.25
## 77 -2.95 Downtrend 45.12 Still Sell 26060.96 38.64
## 78 -6.25 Downtrend 10.90 Buy Now 16744.79 28.01
## 79 0.75 Uptrend 39.01 Buy Now 3413.98 36.78
## 80 -0.20 Uptrend 61.65 Still Sell 409126.97 885.79
## 81 -0.16 Downtrend 10.22 Still Buy 21575.50 18.43
## 82 -1.77 Downtrend 43.79 Alert Buy 56597.92 22.99
## 83 3.70 Uptrend 61.23 Buy Now 30382.07 53.60
## 84 -4.00 Downtrend 7.55 Still Buy 102273.73 75.14
## 85 7.08 Uptrend 12.36 Still Buy 8089.55 32.57
## 86 3.30 Uptrend 57.36 Buy Now 18010.02 62.83
## 87 117.88 Uptrend 90.50 Buy Now 49264.73 439.12
## 88 -4.25 Downtrend 26.77 Still Buy 37180.44 58.68
## 89 -12.35 Downtrend 8.60 Buy Now 3529.84 20.74
## AvgMOTurnover TurnoverRatio AvgMOTurnoverRatio IDXSector
## 1 29.24 0.02 0.06 Barang Konsumen Primer
## 2 5.13 0.01 0.05 Teknologi
## 3 19.04 0.06 0.12 Keuangan
## 4 129.52 0.16 0.53 Barang Baku
## 5 16.63 0.02 0.07 Kesehatan
## 6 23.09 0.06 0.11 Kesehatan
## 7 3.01 0.03 0.04 Properti & Real Estat
## 8 29.66 0.02 0.06 Infrastruktur
## 9 20.95 0.09 NA Keuangan
## 10 19.89 0.06 0.17 Barang Konsumen Non-Primer
## 11 3.78 0.08 0.09 Barang Konsumen Non-Primer
## 12 51.03 0.03 0.09 Infrastruktur
## 13 176.87 0.16 0.40 Energi
## 14 26.87 0.02 0.05 Barang Konsumen Primer
## 15 10.00 0.10 0.15 Barang Konsumen Non-Primer
## 16 79.18 0.17 0.30 Energi
## 17 33.75 0.04 0.03 Barang Konsumen Primer
## 18 10.04 0.05 0.10 Properti & Real Estat
## 19 73.64 0.04 0.11 Barang Baku
## 20 69.85 0.04 0.06 Barang Konsumen Primer
## 21 10.09 0.02 0.07 Infrastruktur
## 22 106.12 0.04 0.15 Keuangan
## 23 13.08 0.11 0.15 Properti & Real Estat
## 24 95.19 0.22 0.22 Barang Baku
## 25 106.94 0.07 0.12 Kesehatan
## 26 50.49 0.61 0.54 Barang Konsumen Non-Primer
## 27 13.91 0.10 0.14 Barang Baku
## 28 14.24 0.10 0.10 Barang Konsumen Primer
## 29 146.24 0.04 0.08 Barang Konsumen Primer
## 30 10.22 0.08 0.19 Infrastruktur
## 31 172.78 0.08 0.14 Perindustrian
## 32 37.20 0.11 0.19 Barang Konsumen Non-Primer
## 33 54.41 1.34 1.24 Energi
## 34 14.78 0.18 1.40 Keuangan
## 35 10.54 0.04 0.13 Infrastruktur
## 36 294.01 0.17 0.24 Energi
## 37 108.57 0.09 0.13 Barang Baku
## 38 10.49 0.03 0.06 Properti & Real Estat
## 39 47.01 0.92 0.57 Energi
## 40 53.57 0.07 0.10 Barang Konsumen Primer
## 41 43.30 0.18 0.26 Energi
## 42 36.29 0.03 0.04 Barang Konsumen Primer
## 43 11.68 0.26 0.21 Barang Konsumen Primer
## 44 16.66 0.05 0.07 Infrastruktur
## 45 15.95 1.09 0.75 Infrastruktur
## 46 96.28 0.35 0.33 Energi
## 47 6.23 0.01 0.02 Barang Konsumen Primer
## 48 149.05 0.18 0.33 Energi
## 49 15.65 0.09 0.13 Barang Konsumen Non-Primer
## 50 10.82 0.04 0.06 Properti & Real Estat
## 51 266.05 0.06 0.10 Perindustrian
## 52 73.56 0.12 0.16 Barang Baku
## 53 19.28 0.04 0.04 Barang Baku
## 54 63.87 0.10 0.08 Barang Baku
## 55 688.23 0.06 0.07 Keuangan
## 56 32.58 0.31 0.19 Barang Konsumen Non-Primer
## 57 63.63 0.10 0.11 Infrastruktur
## 58 14.46 0.02 0.02 Infrastruktur
## 59 2.88 0.05 0.09 Properti & Real Estat
## 60 723.24 0.10 0.11 Keuangan
## 61 45.53 0.14 0.14 Keuangan
## 62 15.33 0.13 0.09 Barang Konsumen Primer
## 63 6.33 0.03 0.02 Keuangan
## 64 11.18 0.17 0.15 Barang Konsumen Primer
## 65 53.34 0.16 0.11 Barang Baku
## 66 454.33 0.11 0.10 Keuangan
## 67 230.18 0.11 0.14 Keuangan
## 68 83.40 0.08 0.08 Barang Konsumen Primer
## 69 22.83 0.15 0.10 Barang Baku
## 70 47.56 0.16 0.12 Kesehatan
## 71 58.00 0.26 0.21 Teknologi
## 72 17.22 0.19 0.08 Keuangan
## 73 41.31 0.07 0.08 Barang Baku
## 74 5.83 0.04 0.04 Keuangan
## 75 11.68 0.27 0.19 Barang Baku
## 76 178.95 0.14 0.08 Teknologi
## 77 24.35 0.15 0.09 Infrastruktur
## 78 17.45 0.17 0.11 Barang Konsumen Primer
## 79 13.54 1.08 0.40 Energi
## 80 442.63 0.22 0.10 Infrastruktur
## 81 12.57 0.09 0.06 Properti & Real Estat
## 82 16.49 0.04 0.03 Keuangan
## 83 50.65 0.18 0.16 Keuangan
## 84 44.22 0.07 0.05 Perindustrian
## 85 13.19 0.40 0.17 Transportasi & Logistik
## 86 36.84 0.35 0.23 Barang Baku
## 87 142.97 0.89 0.29 Energi
## 88 39.38 0.16 0.11 Barang Baku
## 89 10.54 0.59 0.26 Transportasi & Logistik
## IDXIndustry Candle MA200
## 1 Rokok Hanging Man Below MA200
## 2 Jasa & Konsultan TI Marubozu - Opening Black Below MA200
## 3 Bank Marubozu - Opening Black Below MA200
## 4 Logam & Mineral Lainnya Black Candle Below MA200
## 5 Penyedia Jasa Kesehatan Black Candle Above MA200
## 6 Farmasi Marubozu - Opening Black Below MA200
## 7 Pengembang & Operator Real Estat Black Candle Below MA200
## 8 Jasa Telekomunikasi Nirkabel Marubozu - Opening Black Above MA200
## 9 Pembiayaan Konsumen Marubozu - Closing White Below MA200
## 10 Department Store Marubozu - Closing White Above MA200
## 11 Department Store Doji Below MA200
## 12 Jasa Telekomunikasi Nirkabel Marubozu - Opening Black Below MA200
## 13 Produksi Batu Bara Doji Below MA200
## 14 Makanan Olahan White Candle - Small Above MA200
## 15 Ritel Elektronik Marubozu - Opening Black Below MA200
## 16 Produksi & Penyulingan Minyak & Gas Three Inside Up Above MA200
## 17 Rokok Hammer Above MA200
## 18 Pengembang & Operator Real Estat Black Candle Below MA200
## 19 Logam & Mineral Lainnya Hammer - Inverted Above MA200
## 20 Makanan Olahan Harami - Bearish Above MA200
## 21 Konstruksi Bangunan Hammer Below MA200
## 22 Bank White Candle - Small Below MA200
## 23 Pengembang & Operator Real Estat Marubozu - Opening Black Above MA200
## 24 Logam & Mineral Lainnya Black Candle - Long Below MA200
## 25 Farmasi Hammer Above MA200
## 26 Ritel Barang Rumah Tangga Harami - Bearish Below MA200
## 27 Logam & Mineral Lainnya Harami - Bearish Below MA200
## 28 Perkebunan & Tanaman Pangan Hammer - Inverted Below MA200
## 29 Produk Perawatan Tubuh Hammer - Inverted Above MA200
## 30 Konstruksi Bangunan Marubozu - Opening White Below MA200
## 31 Mesin Konstruksi & Kendaraan Berat Marubozu - Closing White Above MA200
## 32 Ritel Pakaian & Tekstil Harami - Bearish Above MA200
## 33 Produksi Batu Bara Marubozu - Opening White Below MA200
## 34 Bank Black Candle Below MA200
## 35 Konstruksi Bangunan Marubozu - Closing Black Below MA200
## 36 Produksi Batu Bara Hammer - Inverted Above MA200
## 37 Emas Harami - Bearish Below MA200
## 38 Pengembang & Operator Real Estat Harami - Bullish Below MA200
## 39 Produksi & Penyulingan Minyak & Gas White Candle - Small Above MA200
## 40 Makanan Olahan Black Candle Below MA200
## 41 Produksi Batu Bara Harami - Bullish Above MA200
## 42 Ikan Marubozu - Opening Black Above MA200
## 43 Perkebunan & Tanaman Pangan Marubozu - Closing White Above MA200
## 44 Operator Jalan Tol & Rel Hammer Below MA200
## 45 Konstruksi Bangunan Marubozu - Opening Black Below MA200
## 46 Penyimpanan & Distribusi Minyak & Gas Marubozu - Opening White Above MA200
## 47 Produk Susu Olahan Hammer - Inverted Above MA200
## 48 Penyimpanan & Distribusi Minyak & Gas Doji Above MA200
## 49 Penyiaran Hammer - Inverted Below MA200
## 50 Pengembang & Operator Real Estat Black Candle Below MA200
## 51 Perusahaan Holding Multi-sektor Hammer - Inverted Below MA200
## 52 Material Konstruksi Marubozu - Opening Black Above MA200
## 53 Barang Kimia Khusus Marubozu - Opening Black Below MA200
## 54 Barang Kimia Dasar Harami - Bearish Below MA200
## 55 Bank Marubozu - Opening White Above MA200
## 56 Penyiaran Three Inside Down Below MA200
## 57 Jasa Telekomunikasi Nirkabel Marubozu - Closing White Above MA200
## 58 Jasa Telekomunikasi Nirkabel Doji Below MA200
## 59 Pengembang & Operator Real Estat Harami - Bullish Above MA200
## 60 Bank Harami - Bullish Above MA200
## 61 Perusahaan Investasi Marubozu - White Below MA200
## 62 Ikan Marubozu - Closing Black Below MA200
## 63 Bank Marubozu - Closing Black Above MA200
## 64 Perkebunan & Tanaman Pangan Marubozu - Closing Black Below MA200
## 65 Kertas Harami - Bearish Above MA200
## 66 Bank Marubozu - Opening White Above MA200
## 67 Bank Harami - Bullish Above MA200
## 68 Supermarket Hammer Above MA200
## 69 Kertas Harami - Bearish Above MA200
## 70 Penyedia Jasa Kesehatan Hammer - Inverted Above MA200
## 71 Aplikasi & Jasa Internet Marubozu - Opening White Below MA200
## 72 Bank Hanging Man Above MA200
## 73 Barang Kimia Dasar Marubozu - Closing Black Below MA200
## 74 Bank Hammer Below MA200
## 75 Barang Kimia Dasar Hammer - Inverted Above MA200
## 76 Aplikasi & Jasa Internet Spinning Top - Whaite <NA>
## 77 Jasa Telekomunikasi Nirkabel Marubozu - Closing White Below MA200
## 78 Perkebunan & Tanaman Pangan Black Candle Below MA200
## 79 Jasa & Perlengkapan Minyak White Candle Below MA200
## 80 Jasa Telekomunikasi Terintegrasi Hammer Below MA200
## 81 Pengembang & Operator Real Estat White Candle - Small Below MA200
## 82 Bank Marubozu - Opening Black Below MA200
## 83 Bank Harami - Bullish Above MA200
## 84 Perusahaan Holding Multi-sektor White Candle - Small Below MA200
## 85 Logistik & Pengantaran White Candle - Long Above MA200
## 86 Barang Kimia Dasar Marubozu - Opening White Above MA200
## 87 Produksi Batu Bara Hammer - Inverted Above MA200
## 88 Material Konstruksi White Candle Above MA200
## 89 Transportasi Jalanan Black Candle - Long Below MA200
## RCBB kairiRC
## 1 -2.21 -1.49
## 2 -3.26 -8.34
## 3 -17.03 0.32
## 4 -4.53 0.33
## 5 -15.70 1.83
## 6 -9.05 5.26
## 7 -18.91 -2.31
## 8 -10.73 2.64
## 9 1.15 5.15
## 10 5.52 5.87
## 11 -4.93 1.69
## 12 -3.73 -3.90
## 13 2.47 -5.95
## 14 -1.37 2.51
## 15 -15.33 -1.72
## 16 4.31 7.13
## 17 -6.79 1.32
## 18 -14.09 -2.54
## 19 -2.36 -1.10
## 20 -8.10 1.95
## 21 0.32 -2.58
## 22 0.69 -10.66
## 23 -13.54 3.44
## 24 -18.95 -1.11
## 25 -4.58 0.15
## 26 -6.79 4.54
## 27 -15.75 -1.65
## 28 -3.91 -0.40
## 29 3.86 -9.71
## 30 -8.41 -0.01
## 31 12.24 -4.56
## 32 -10.13 9.38
## 33 13.98 -4.43
## 34 -8.09 -7.17
## 35 -6.99 -1.59
## 36 6.90 -5.13
## 37 -38.93 0.26
## 38 5.48 -2.53
## 39 -5.83 28.91
## 40 -17.23 1.32
## 41 26.49 -5.18
## 42 -14.20 2.95
## 43 -0.78 13.27
## 44 -6.02 -1.73
## 45 1.09 -13.95
## 46 17.54 7.06
## 47 -10.12 5.59
## 48 -3.45 2.95
## 49 -0.03 0.74
## 50 -29.07 0.05
## 51 -12.15 -2.70
## 52 -14.26 4.51
## 53 -11.52 -1.98
## 54 -16.82 0.96
## 55 0.41 2.53
## 56 -10.55 5.29
## 57 -0.57 -1.36
## 58 -14.89 -1.98
## 59 16.48 -0.08
## 60 2.53 3.24
## 61 19.84 0.04
## 62 -10.40 -3.34
## 63 -15.30 2.11
## 64 -24.10 2.82
## 65 -18.54 5.46
## 66 3.16 2.37
## 67 0.16 2.49
## 68 -6.87 0.70
## 69 -30.15 5.44
## 70 6.32 -6.18
## 71 8.89 4.05
## 72 -14.45 15.34
## 73 5.09 -5.96
## 74 -7.58 1.01
## 75 1.75 -3.08
## 76 7.86 -3.30
## 77 -0.63 -1.95
## 78 -13.38 3.64
## 79 30.44 0.16
## 80 -6.11 -5.43
## 81 3.78 0.24
## 82 -18.83 0.44
## 83 1.61 -3.28
## 84 5.58 5.21
## 85 55.79 4.47
## 86 9.40 14.47
## 87 44.23 0.26
## 88 -11.87 7.14
## 89 -10.06 -14.76dandy.rotation.consumer.interest <- dandy.rotation %>%
filter(IDXSector %in% c("Barang Konsumen Non-Primer", "Barang Konsumen Primer", "Kesehatan", "Keuangan", "Properti & Real Estat"))
dandy.rotation.commodity.infrastructure <- dandy.rotation %>%
filter(IDXSector %in% c("Barang Baku", "Energi", "Infrastruktur", "Perindustrian", "Teknologi", "Transportasi & Logistik"))10.1 Cons Interest
10.2 Comdty Infra
10.2.1 Draft
