SIGNAL // Stock Intelligence Terminal

FSMART.BK$6.90+0.00%GULF.BK$60.75+0.83%WHA.BK$4.88+1.67%MBAX.BK$1.79-2.19%BTS.BK$2.02-0.98%EA.BK$2.94+5.00%PTTEP.BK$150.50-1.63%AOT.BK$52.75+0.48%ADVANC.BK$358.00-2.72%IVL.BK$24.30-0.82%TOP.BK$47.25-0.53%HANA.BK$34.50+0.00%TCAP.BK$59.50+0.00%KTB.BK$34.50+0.00%THAI.BK$6.10+2.52%FSMART.BK$6.90+0.00%GULF.BK$60.75+0.83%WHA.BK$4.88+1.67%MBAX.BK$1.79-2.19%BTS.BK$2.02-0.98%EA.BK$2.94+5.00%PTTEP.BK$150.50-1.63%AOT.BK$52.75+0.48%ADVANC.BK$358.00-2.72%IVL.BK$24.30-0.82%TOP.BK$47.25-0.53%HANA.BK$34.50+0.00%TCAP.BK$59.50+0.00%KTB.BK$34.50+0.00%THAI.BK$6.10+2.52%

หุ้นทั้งหมด

วิเคราะห์สำเร็จ 15/15

BUY Signal

0% ของพอร์ต

SELL Signal

100% ของพอร์ต

HOLD Signal

0% ของพอร์ต

Avg Accuracy

54.5%

TimeSeriesSplit CV

วันทำการ SET

เปิด

ตลาดเปิดทำการ

รายละเอียดการวิเคราะห์หุ้น

Symbol	Signal	ราคา (USD)	เปลี่ยนแปลง	โอกาสขึ้น	RSI	Stoch %K / %D	MACD	BB %	MA20	MA200	Vol ×	Williams %R	ROC10	Volatility	Accuracy
FSMART.BK FSMART.BK $5.2B	▼SELL	$6.90 H:7.10 L:6.90	+0.00%	1.69%	54.8	0 / 6.05	0.110	58.8%	$6.80	$6.68	0.52×	-68.0	-1.43%	2.92%	61.1%
GULF.BK GULF.BK $907.6B	▼SELL	$60.75 H:61.00 L:60.25	+0.83%	9.21%	65.1	83.14 / 82.41	0.734	78.4%	$58.94	$47.51	0.49×	-33.3	-1.62%	1.71%	61.1%
WHA.BK WHA.BK $72.9B	▼SELL	$4.88 H:4.96 L:4.80	+1.67%	6.03%	74.7	96.77 / 92.85	0.163	97.0%	$4.51	$3.59	1.43×	-11.5	+7.56%	2.02%	48.6%
MBAX.BK MBAX.BK $0.4B	▼SELL	$1.79 H:1.84 L:1.79	-2.19%	4.34%	60.6	67.1 / 71.06	0.008	66.3%	$1.75	$1.50	0.26×	-77.5	+1.70%	2.31%	62.5%
BTS.BK BTS.BK $32.5B	▼SELL	$2.02 H:2.06 L:2.02	-0.98%	3.64%	36.4	35.39 / 41.17	-0.020	1.6%	$2.07	$2.59	1.54×	-100.0	-2.88%	1.12%	57.4%
EA.BK EA.BK $21.8B	▼SELL	$2.94 H:2.98 L:2.78	+5.00%	14.5%	74.2	85.31 / 84.37	0.037	122.9%	$2.69	$2.85	4.05×	-10.5	+8.89%	2.16%	58.3%
PTTEP.BK PTTEP.BK $597.5B	▼SELL	$150.50 H:153.00 L:150.00	-1.63%	8.64%	43.1	16.56 / 38.22	0.650	39.8%	$151.45	$121.60	0.76×	-68.2	+2.03%	1.53%	50.0%
AOT.BK AOT.BK $753.6B	▼SELL	$52.75 H:53.50 L:52.50	+0.48%	10.64%	58.8	95.06 / 97.32	-0.012	61.6%	$52.26	$46.81	1.13×	-23.1	+0.00%	1.73%	47.7%
ADVANC.BK ADVANC.BK $1,064.8B	▼SELL	$358.00 H:370.00 L:358.00	-2.72%	13.84%	72.5	89.03 / 96.01	2.279	64.9%	$352.35	$312.93	1.14×	-38.9	+2.29%	1.19%	52.3%
IVL.BK IVL.BK $136.4B	▼SELL	$24.30 H:24.70 L:24.00	-0.82%	5.95%	39.1	3.15 / 5.45	0.121	31.8%	$24.79	$20.68	0.93×	-83.0	+0.83%	2.36%	53.2%
TOP.BK TOP.BK $105.6B	▼SELL	$47.25 H:47.75 L:46.75	-0.53%	8.76%	46.2	17.53 / 20.41	0.043	57.1%	$46.95	$39.68	0.55×	-41.2	+1.07%	2.26%	46.8%
HANA.BK HANA.BK $30.6B	▼SELL	$34.50 H:36.00 L:33.75	+0.00%	14.29%	53.7	14.85 / 7.43	1.320	66.9%	$33.26	$21.84	1.93×	-26.7	-2.13%	5.81%	55.1%
TCAP.BK TCAP.BK $62.4B	▼SELL	$59.50 H:59.75 L:59.00	+0.00%	7.83%	81.8	89.57 / 89.04	1.041	83.6%	$57.38	$52.74	0.55×	-6.7	+4.85%	1.05%	49.1%
KTB.BK KTB.BK $482.2B	▼SELL	$34.50 H:34.75 L:34.25	+0.00%	3.62%	71.4	75.89 / 83.93	0.558	88.8%	$33.17	$27.19	0.40×	-16.7	+6.15%	1.08%	48.2%
THAI.BK THAI.BK $172.7B	▼SELL	$6.10 H:6.10 L:5.95	+2.52%	4.39%	55.6	76.06 / 64.01	-0.007	98.7%	$6.00	$8.48	2.16×	-28.6	+0.00%	1.29%	65.9%

Top Feature Importance — XGBoost

FSMART.BK ▼SELL

ma20

7.9%

ma10

5.7%

ema9

3.7%

p_ma200

3.6%

3.4%

GULF.BK ▼SELL

ma5

16.7%

bb_up

9.5%

ema9

8.7%

ma10

8.6%

p_ma200

6.2%

WHA.BK ▼SELL

ema9

4.7%

ema50

4.0%

bb_up

3.9%

p_ma20

3.7%

ma50

3.7%

MBAX.BK ▼SELL

ema9

4.5%

rsi_ma

4.1%

roc20

3.7%

bb_up

3.5%

ema21

3.4%

BTS.BK ▼SELL

roc20

5.9%

ema9

4.3%

rsi_ma

3.4%

cdir

3.4%

p_ma50

3.3%

EA.BK ▼SELL

ema50

5.4%

p_ma200

4.7%

p_ma20

4.0%

ma20

3.9%

ema9

3.7%

PTTEP.BK ▼SELL

ema9

5.7%

gold_x

3.8%

ma20

3.7%

3.5%

bb_width

3.2%

AOT.BK ▼SELL

ema9

5.7%

macd_sig

3.8%

bb_lo

3.7%

vol20

3.5%

ema21

3.4%

ADVANC.BK ▼SELL

ema9

6.2%

ema50

4.5%

ema21

4.1%

p_ma200

3.9%

ma50

3.8%

IVL.BK ▼SELL

ma50

4.8%

ema21

3.9%

atr14

3.3%

p_ma50

3.1%

ema50

3.1%

TOP.BK ▼SELL

ema9

5.4%

bb_lo

4.5%

ma5

4.0%

ema21

3.8%

roc20

3.6%

HANA.BK ▼SELL

ema50

4.8%

ema21

4.2%

vol5

3.8%

atr14

3.6%

roc5

3.2%

TCAP.BK ▼SELL

gold_x

4.8%

cdir

3.6%

ma50

3.6%

ma20

3.4%

macd

3.4%

KTB.BK ▼SELL

ema50

5.0%

bb_width

4.0%

p_ma50

3.4%

ma20

3.2%

vol20

3.2%

THAI.BK ▼SELL

ema21

4.2%

atr_pct

4.0%

ema50

3.9%

ret3

3.5%

ma20

3.4%

LEGEND RSI ≤ 30 / Stoch ≤ 20 = Oversold RSI ≥ 70 / Stoch ≥ 80 = Overbought Golden Cross = MA50 > MA200 Death Cross = MA50 < MA200 Vol ≥ 2× = Volume สูงผิดปกติ Williams %R: ≥ -20 overbought · ≤ -80 oversold Accuracy = 3-fold TimeSeriesSplit CV

SIGNAL//