Spreadsheet

Make a spreadsheet using pinkfish.  This is useful for developing trading strategies.
It can also be used as a tool for buy and sell signals that you then manually execute.

import datetime

import matplotlib.pyplot as plt
import pandas as pd

from talib.abstract import *

import pinkfish as pf
import pinkfish.itable as itable

# Format price data
pd.options.display.float_format = '{:0.2f}'.format

%matplotlib inline

# Set size of inline plots
'''note: rcParams can't be in same cell as import matplotlib
   or %matplotlib inline
   
   %matplotlib notebook: will lead to interactive plots embedded within
   the notebook, you can zoom and resize the figure
   
   %matplotlib inline: only draw static images in the notebook
'''
plt.rcParams["figure.figsize"] = (10, 7)

Some global data

symbol = 'SPY'
start = datetime.datetime(1900, 1, 1)
end = datetime.datetime.now()

Fetch symbol data from internet; do not use local cache.

ts = pf.fetch_timeseries(symbol, use_cache=False)
ts.tail()

	open	high	low	close	adj_close	volume
date
2023-12-21	471.33	472.98	468.84	472.70	472.70	86667500
2023-12-22	473.86	475.38	471.70	473.65	473.65	67126600
2023-12-26	474.07	476.58	473.99	475.65	475.65	55387000
2023-12-27	475.44	476.66	474.89	476.51	476.51	68000300
2023-12-28	476.88	477.55	476.26	476.69	476.69	77106300

Select timeseries between start and end. Back adjust prices relative to adj_close for dividends and splits.

ts = pf.select_tradeperiod(ts, start, end, use_adj=False)
ts.head()

	open	high	low	close	adj_close	volume
date
1993-01-29	43.97	43.97	43.75	43.94	24.84	1003200
1993-02-01	43.97	44.25	43.97	44.25	25.02	480500
1993-02-02	44.22	44.38	44.12	44.34	25.07	201300
1993-02-03	44.41	44.84	44.38	44.81	25.34	529400
1993-02-04	44.97	45.09	44.47	45.00	25.44	531500

Add technical indicators

# Add 200 day MA.
ts['sma200'] = pf.SMA(ts, timeperiod=200)

# Add ATR.
ts['atr'] = ATR(ts, timeperiod=14)

# Add 5 day high, and 5 day low
ts['high5'] = pd.Series(ts.high).rolling(window=5).max()
ts['low5'] = pd.Series(ts.low).rolling(window=5).min()

# Add RSI, and 2-period cumulative RSI
ts['rsi2'] = RSI(ts, timeperiod=2)
ts['c2rsi2'] = pd.Series(ts.rsi2).rolling(window=2).sum()

# Add midpoint
ts['mp'] = (ts.high + ts.low) / 2

# Add 10 day SMA of midpoint
ts['sma10'] = pd.Series(ts.mp).rolling(window=10).mean()

# Add temporary rolling 10 day Standard Deviation of midpoint
ts['__sd__'] = pd.Series(ts.mp).rolling(window=10).std()

# Add standard deviation envelope or channel around midpoint
ts['upper'] = ts.sma10 + ts['__sd__']*2
ts['lower'] = ts.sma10 - ts['__sd__']*2

# Drop temporary columns.
ts.drop(columns=['__sd__'], inplace=True)

Finalize timeseries

ts, start = pf.finalize_timeseries(ts, start, dropna=True)
ts.tail()

	open	high	low	close	adj_close	volume	sma200	atr	high5	low5	rsi2	c2rsi2	mp	sma10	upper	lower
date
2023-12-21	471.33	472.98	468.84	472.70	472.70	86667500	432.19	4.33	475.90	467.43	62.09	88.26	470.91	467.81	478.24	457.37
2023-12-22	473.86	475.38	471.70	473.65	473.65	67126600	432.60	4.28	475.90	467.82	68.63	130.72	473.54	469.26	478.18	460.35
2023-12-26	474.07	476.58	473.99	475.65	475.65	55387000	433.05	4.19	476.58	467.82	81.82	150.45	475.28	470.71	478.10	463.33
2023-12-27	475.44	476.66	474.89	476.51	476.51	68000300	433.50	4.01	476.66	467.82	86.65	168.47	475.78	472.05	477.27	466.82
2023-12-28	476.88	477.55	476.26	476.69	476.69	77106300	433.93	3.82	477.55	468.84	87.98	174.63	476.90	473.00	477.93	468.06

Select a smaller time from for use with itable

df = ts['2023-01-01':]
df.head()

	open	high	low	close	adj_close	volume	sma200	atr	high5	low5	rsi2	c2rsi2	mp	sma10	upper	lower
date
2023-01-03	384.37	386.43	377.83	380.82	375.12	74850700	399.62	6.96	386.43	376.42	38.39	96.67	382.13	381.28	384.29	378.27
2023-01-04	383.18	385.88	380.00	383.76	378.01	85934100	399.31	6.88	386.43	376.42	72.58	110.96	382.94	381.47	384.65	378.29
2023-01-05	381.72	381.84	378.76	379.38	373.70	76970500	398.99	6.75	386.43	377.83	27.35	99.93	380.30	381.50	384.63	378.37
2023-01-06	382.61	389.25	379.41	388.08	382.27	104189600	398.68	6.97	389.25	377.83	79.10	106.45	384.33	381.43	384.21	378.65
2023-01-09	390.37	393.70	387.67	387.86	382.05	73978100	398.40	6.90	393.70	377.83	76.35	155.44	390.69	382.45	388.83	376.06

Use itable to format the spreadsheet. New 5 day high has blue highlight; new 5 day low has red highlight.

pt = itable.PrettyTable(
    df, tstyle=itable.TableStyle(theme='theme1'), header_row=True, rpt_header=20)

# pt = itable.PrettyTable(
#      df, tstyle=itable.TableStyle(theme='theme1'), header_row=True, rpt_header=20)

pt.update_col_header_style(
    format_function=lambda x: x.upper(), text_align='right')
pt.update_row_header_style(
    format_function=lambda x: pd.to_datetime(str(x)).strftime('%Y/%m/%d'), text_align='right')

for col in range(pt.num_cols):
    if pt.df.columns[col] == 'volume':
        pt.update_cell_style(cols=[col], format_function=lambda x: format(x, '.0f'), text_align='right')
    else:
        pt.update_cell_style(cols=[col], format_function=lambda x: format(x, '.2f'), text_align='right')

for row in range(pt.num_rows):
    if row == 0:
        continue
    if (pt.df['high5'].iloc[row] == pt.df['high'].iloc[row]) and \
       (pt.df['high5'].iloc[row] > pt.df['high'].iloc[row-1]):
        col = df.columns.get_loc('high5')    
        pt.update_cell_style(rows=[row], cols=[col], color='blue')
    if (pt.df['low5'].iloc[row] == pt.df['low'].iloc[row]) and \
       (pt.df['low5'].iloc[row] < pt.df['low'].iloc[row-1]):
        col = df.columns.get_loc('low5')
        pt.update_cell_style(rows=[row], cols=[col], color='maroon')          

pt

	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/01/03	384.37	386.43	377.83	380.82	375.12	74850700	399.62	6.96	386.43	376.42	38.39	96.67	382.13	381.28	384.29	378.27
2023/01/04	383.18	385.88	380.00	383.76	378.01	85934100	399.31	6.88	386.43	376.42	72.58	110.96	382.94	381.47	384.65	378.29
2023/01/05	381.72	381.84	378.76	379.38	373.70	76970500	398.99	6.75	386.43	377.83	27.35	99.93	380.30	381.50	384.63	378.37
2023/01/06	382.61	389.25	379.41	388.08	382.27	104189600	398.68	6.97	389.25	377.83	79.10	106.45	384.33	381.43	384.21	378.65
2023/01/09	390.37	393.70	387.67	387.86	382.05	73978100	398.40	6.90	393.70	377.83	76.35	155.44	390.69	382.45	388.83	376.06
2023/01/10	387.25	390.65	386.27	390.58	384.73	65358100	398.10	6.72	393.70	378.76	87.28	163.63	388.46	383.24	390.48	375.99
2023/01/11	392.23	395.60	391.38	395.52	389.60	68881100	397.82	6.60	395.60	378.76	95.25	182.53	393.49	384.45	394.00	374.89
2023/01/12	396.67	398.49	392.42	396.96	391.02	90157700	397.52	6.56	398.49	379.41	96.52	191.78	395.46	386.00	397.19	374.81
2023/01/13	393.62	399.10	393.34	398.50	392.53	63903900	397.21	6.51	399.10	386.27	97.79	194.31	396.22	387.45	399.86	375.04
2023/01/17	398.48	400.23	397.06	397.77	391.81	62677300	396.90	6.27	400.23	386.27	72.70	170.49	398.65	389.27	402.45	376.09
2023/01/18	399.01	400.12	391.28	391.49	385.63	99632300	396.60	6.45	400.23	391.28	13.43	86.13	395.70	390.62	403.32	377.92
2023/01/19	389.36	391.08	387.26	388.64	382.82	86958900	396.28	6.29	400.23	387.26	7.72	21.14	389.17	391.25	402.83	379.66
2023/01/20	390.10	396.04	388.38	395.88	389.95	91806400	395.97	6.39	400.23	387.26	70.80	78.52	392.21	392.44	401.10	383.77
2023/01/23	396.72	402.65	395.72	400.63	394.63	84178800	395.72	6.43	402.65	387.26	84.61	155.41	399.18	393.92	401.43	386.41
2023/01/24	398.88	401.15	397.64	400.20	394.21	59524900	395.49	6.22	402.65	387.26	77.94	162.55	399.40	394.79	402.64	386.94
2023/01/25	395.95	400.70	393.56	400.35	394.36	84800300	395.25	6.29	402.65	387.26	79.09	157.02	397.13	395.66	402.21	389.11
2023/01/26	403.13	404.92	400.03	404.75	398.69	72287400	395.04	6.19	404.92	388.38	94.85	173.94	402.48	396.56	404.17	388.95
2023/01/27	403.66	408.16	403.44	405.68	399.61	68346200	394.86	6.08	408.16	393.56	96.09	190.94	405.80	397.59	407.11	388.08
2023/01/30	402.80	405.13	400.28	400.59	394.59	74202000	394.68	6.03	408.16	393.56	26.36	122.46	402.71	398.24	408.21	388.27
2023/01/31	401.13	406.53	400.77	406.48	400.39	86811800	394.49	6.03	408.16	393.56	72.52	98.88	403.65	398.74	409.29	388.19
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/02/01	405.21	413.67	402.35	410.80	404.65	101459200	394.36	6.40	413.67	400.03	85.68	158.20	408.01	399.97	411.74	388.20
2023/02/02	414.86	418.31	412.88	416.78	410.54	101654500	394.25	6.48	418.31	400.28	93.84	179.53	415.60	402.62	415.43	389.80
2023/02/03	411.59	416.97	411.09	412.35	406.18	94736800	394.09	6.44	418.31	400.28	50.87	144.72	414.03	404.80	417.16	392.44
2023/02/06	409.79	411.29	408.10	409.83	403.69	60295300	393.91	6.28	418.31	400.77	33.45	84.32	409.70	405.85	417.87	393.83
2023/02/07	408.87	416.49	407.57	415.19	408.97	90990700	393.80	6.47	418.31	402.35	72.91	106.36	412.03	407.11	418.77	395.45
2023/02/08	413.13	414.53	409.93	410.65	404.50	76227500	393.72	6.39	418.31	407.57	36.37	109.29	412.23	408.62	418.27	398.97
2023/02/09	414.41	414.57	405.81	407.09	401.00	78694900	393.61	6.56	416.97	405.81	20.37	56.74	410.19	409.39	418.04	400.75
2023/02/10	405.86	408.44	405.01	408.04	401.93	70769700	393.57	6.33	416.49	405.01	35.51	55.88	406.73	409.49	417.98	400.99
2023/02/13	408.72	412.97	408.24	412.83	406.65	64913500	393.55	6.23	416.49	405.01	77.90	113.41	410.60	410.28	417.31	403.24
2023/02/14	411.24	415.05	408.51	412.64	406.46	88389300	393.48	6.25	415.05	405.01	74.04	151.94	411.78	411.09	416.39	405.79
2023/02/15	410.35	414.06	409.47	413.98	407.78	61555700	393.49	6.13	415.05	405.01	84.72	158.76	411.76	411.46	416.30	406.63
2023/02/16	408.79	412.91	408.14	408.28	402.17	76431500	393.45	6.11	415.05	405.01	18.83	103.55	410.53	410.96	414.84	407.07
2023/02/17	406.06	407.51	404.05	407.26	401.16	89257800	393.41	5.98	415.05	404.05	14.73	33.55	405.78	410.13	414.58	405.68
2023/02/21	403.06	404.16	398.82	399.09	393.12	82655900	393.26	6.16	415.05	398.82	3.28	18.01	401.49	409.31	416.38	402.25
2023/02/22	399.52	401.13	397.02	398.54	392.57	83742300	393.18	6.01	414.06	397.02	2.97	6.25	399.07	408.02	417.28	398.76
2023/02/23	401.56	402.20	396.25	400.66	394.66	96242400	393.13	6.00	412.91	396.25	43.92	46.89	399.23	406.72	416.95	396.48
2023/02/24	395.42	397.25	393.64	396.38	390.45	108194400	393.12	6.08	407.51	393.64	16.24	60.16	395.45	405.24	417.33	393.15
2023/02/27	399.87	401.29	396.75	397.73	391.78	80444700	393.11	5.99	404.16	393.64	40.07	56.31	399.02	404.47	417.11	391.83
2023/02/28	397.23	399.28	396.15	396.26	390.33	96438600	393.13	5.79	402.20	393.64	24.74	64.81	397.71	403.18	415.67	390.70
2023/03/01	395.41	396.69	393.38	394.74	388.83	99706800	393.14	5.61	402.20	393.38	13.81	38.55	395.04	401.51	413.34	389.67
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/03/02	392.68	398.69	392.33	397.81	391.85	85127800	393.12	5.67	401.29	392.33	69.04	82.86	395.51	399.88	409.76	390.01
2023/03/03	399.71	404.45	399.03	404.19	398.14	90120000	393.14	5.74	404.45	392.33	91.55	160.59	401.74	399.00	405.73	392.27
2023/03/06	405.05	407.45	404.01	404.47	398.41	72795900	393.12	5.57	407.45	392.33	92.06	183.61	405.73	399.00	405.71	392.29
2023/03/07	404.42	404.67	397.63	398.27	392.31	108310600	393.16	5.68	407.45	392.33	25.18	117.23	401.15	398.96	405.62	392.31
2023/03/08	398.39	399.71	396.59	398.92	392.95	74746600	393.20	5.49	407.45	392.33	35.07	60.24	398.15	398.87	405.55	392.20
2023/03/09	399.74	401.48	390.53	391.56	385.70	111945300	393.21	5.88	407.45	390.53	8.78	43.85	396.01	398.55	405.46	391.64
2023/03/10	390.99	393.16	384.32	385.91	380.13	189253000	393.16	6.09	407.45	384.32	4.08	12.86	388.74	397.88	407.05	388.71
2023/03/13	381.81	390.39	380.65	385.36	379.59	157790000	393.12	6.35	404.67	380.65	3.70	7.78	385.52	396.53	408.50	384.56
2023/03/14	390.50	393.45	387.05	391.73	385.87	149752400	393.09	6.48	401.48	380.65	69.77	73.46	390.25	395.78	408.35	383.22
2023/03/15	385.89	389.49	383.71	389.28	383.45	172996900	393.01	6.59	401.48	380.65	45.67	115.43	386.60	394.94	408.79	381.09
2023/03/16	386.82	396.47	386.29	396.11	390.18	143254200	392.91	6.85	396.47	380.65	81.43	127.10	391.38	394.53	408.55	380.50
2023/03/17	393.22	394.40	388.55	389.99	385.62	140553400	392.80	6.90	396.47	380.65	37.36	118.79	391.47	393.50	406.65	380.35
2023/03/20	390.80	394.17	390.07	393.74	389.33	93055800	392.72	6.70	396.47	383.71	62.34	99.70	392.12	392.14	402.09	382.19
2023/03/21	397.24	399.41	395.58	398.91	394.44	91524200	392.63	6.63	399.41	383.71	82.06	144.40	397.49	391.77	400.44	383.11
2023/03/22	398.73	402.49	392.07	392.11	387.71	111746600	392.53	6.90	402.49	386.29	34.51	116.58	397.28	391.69	400.08	383.29
2023/03/23	395.09	399.29	390.35	393.17	388.76	119351300	392.44	7.05	402.49	388.55	44.53	79.05	394.82	391.57	399.72	383.41
2023/03/24	391.84	395.84	389.40	395.75	391.31	107682400	392.34	7.00	402.49	389.40	68.21	112.74	392.62	391.96	399.88	384.03
2023/03/27	398.12	398.92	395.56	396.49	392.04	74010400	392.27	6.74	402.49	389.40	74.46	142.67	397.24	393.13	400.25	386.01
2023/03/28	395.77	396.49	393.69	395.60	391.16	62871700	392.24	6.46	402.49	389.40	50.55	125.01	395.09	393.61	400.52	386.71
2023/03/29	399.93	401.60	398.68	401.35	396.85	77497900	392.30	6.43	401.60	389.40	90.40	140.95	400.14	394.97	401.02	388.92
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/03/30	404.09	404.35	401.76	403.70	399.17	69840000	392.44	6.18	404.35	389.40	94.21	184.61	403.06	396.13	403.48	388.79
2023/03/31	404.66	409.70	404.55	409.39	404.80	112062600	392.62	6.17	409.70	393.69	98.02	192.23	407.13	397.70	407.03	388.37
2023/04/03	408.85	411.37	408.44	410.95	406.34	67391100	392.78	5.94	411.37	393.69	98.54	196.56	409.90	399.48	410.68	388.28
2023/04/04	411.62	411.92	407.24	408.67	404.09	66601500	392.99	5.85	411.92	398.68	55.52	154.06	409.58	400.69	413.43	387.94
2023/04/05	407.91	408.70	405.88	407.60	403.03	65200200	393.19	5.63	411.92	401.76	39.38	94.90	407.29	401.69	414.81	388.56
2023/04/06	406.77	409.48	405.68	409.19	404.60	63743300	393.36	5.50	411.92	404.55	67.48	106.86	407.58	402.96	415.59	390.33
2023/04/10	406.61	409.69	405.97	409.61	405.02	63681000	393.54	5.37	411.92	405.68	73.87	141.35	407.83	404.48	415.08	393.89
2023/04/11	410.26	411.18	408.92	409.72	405.13	59297900	393.70	5.15	411.92	405.68	76.31	150.19	410.05	405.76	415.53	396.00
2023/04/12	411.87	412.17	407.44	408.05	403.48	86420400	393.79	5.12	412.17	405.68	19.89	96.21	409.81	407.24	413.75	400.72
2023/04/13	409.18	413.84	407.99	413.47	408.83	85814800	393.91	5.17	413.84	405.68	86.19	106.08	410.91	408.31	412.89	403.74
2023/04/14	412.81	415.09	410.06	412.46	407.84	78161500	394.07	5.16	415.09	405.97	65.87	152.06	412.57	409.27	412.82	405.71
2023/04/17	412.37	413.96	411.09	413.94	409.30	66436400	394.24	5.00	415.09	407.44	79.81	145.68	412.52	409.81	413.55	406.06
2023/04/18	415.58	415.72	412.78	414.21	409.57	63560000	394.43	4.85	415.72	407.44	82.43	162.25	414.25	410.24	414.93	405.55
2023/04/19	412.22	415.08	412.16	414.14	409.50	55227300	394.59	4.71	415.72	407.99	77.24	159.67	413.62	410.64	415.76	405.53
2023/04/20	411.21	413.70	410.27	411.88	407.26	75840400	394.74	4.65	415.72	410.06	15.23	92.47	411.99	411.11	415.69	406.54
2023/04/21	412.19	412.68	410.17	412.20	407.58	73457400	394.88	4.50	415.72	410.17	30.94	46.17	411.43	411.50	415.34	407.65
2023/04/24	411.99	413.07	410.60	412.63	408.00	64332100	395.00	4.36	415.72	410.17	53.89	84.82	411.84	411.90	414.75	409.04
2023/04/25	410.58	411.16	406.02	406.08	401.53	97766700	395.09	4.52	415.08	406.02	4.84	58.73	408.59	411.75	415.13	408.38
2023/04/26	406.72	407.84	403.78	404.36	399.83	80447000	395.19	4.48	413.70	403.78	3.28	8.12	405.81	411.35	416.32	406.38
2023/04/27	407.00	412.69	406.74	412.41	407.79	92968400	395.35	4.76	413.07	403.78	75.98	79.26	409.71	411.23	416.31	406.16
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/04/28	411.49	415.94	411.43	415.93	411.27	89335600	395.53	4.74	415.94	403.78	85.51	161.49	413.68	411.34	416.59	406.09
2023/05/01	415.47	417.62	415.27	415.51	410.85	62122300	395.72	4.57	417.62	403.78	78.12	163.62	416.44	411.74	417.89	405.59
2023/05/02	414.77	414.82	407.82	410.84	406.23	103998500	395.85	4.79	417.62	403.78	26.73	104.84	411.32	411.44	417.33	405.55
2023/05/03	411.36	413.87	407.77	408.02	403.45	91531800	395.98	4.89	417.62	406.74	14.89	41.62	410.82	411.16	416.86	405.47
2023/05/04	406.93	407.27	403.74	405.13	400.59	94901900	396.04	4.84	417.62	403.74	7.81	22.70	405.50	410.51	417.19	403.84
2023/05/05	408.91	413.72	408.64	412.63	408.00	87844000	396.13	5.11	417.62	403.74	73.43	81.23	411.18	410.49	417.15	403.83
2023/05/08	412.97	413.24	411.28	412.74	408.11	50046800	396.20	4.89	414.82	403.74	73.97	147.40	412.26	410.53	417.23	403.83
2023/05/09	411.13	412.09	410.69	410.93	406.32	49220100	396.28	4.68	413.87	403.74	44.21	118.18	411.39	410.81	417.39	404.24
2023/05/10	413.88	414.54	408.87	412.85	408.22	96142900	396.37	4.75	414.54	403.74	69.90	114.11	411.71	411.40	416.96	405.85
2023/05/11	411.95	412.43	409.97	412.13	407.51	70157100	396.48	4.62	414.54	408.64	51.96	121.86	411.20	411.55	416.99	406.12
2023/05/12	413.42	413.64	409.07	411.59	406.98	70439400	396.53	4.62	414.54	408.87	37.51	89.47	411.36	411.32	416.54	406.09
2023/05/15	412.22	413.43	410.23	413.01	408.38	54289400	396.56	4.52	414.54	408.87	74.62	112.13	411.83	410.86	414.70	407.01
2023/05/16	411.86	412.82	410.24	410.25	405.65	57705500	396.55	4.39	414.54	408.87	22.55	97.18	411.53	410.88	414.74	407.02
2023/05/17	412.35	415.86	410.64	415.23	410.57	87287000	396.58	4.48	415.86	409.07	77.99	100.54	413.25	411.12	415.26	406.98
2023/05/18	414.90	419.67	414.67	419.23	414.53	97177200	396.63	4.51	419.67	409.07	89.76	167.75	417.17	412.29	415.94	408.64
2023/05/19	420.17	420.72	417.35	418.62	413.93	103679700	396.65	4.43	420.72	410.23	77.17	166.93	419.04	413.07	418.57	407.57
2023/05/22	418.64	420.39	417.35	418.79	414.09	60745400	396.68	4.33	420.72	410.24	78.83	156.00	418.87	413.73	420.29	407.18
2023/05/23	417.08	418.72	413.68	414.09	409.45	86383500	396.68	4.39	420.72	410.64	15.74	94.56	416.20	414.21	420.71	407.72
2023/05/24	412.42	412.82	409.88	411.09	406.48	89213700	396.67	4.38	420.72	409.88	7.78	23.52	411.35	414.18	420.74	407.62
2023/05/25	414.74	416.16	412.41	414.65	410.00	90961600	396.69	4.43	420.72	409.88	58.07	65.86	414.29	414.49	420.71	408.27
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/05/26	415.33	420.77	415.25	420.02	415.31	93830000	396.69	4.55	420.77	409.88	84.15	142.22	418.01	415.15	421.31	409.00
2023/05/30	422.03	422.58	418.74	420.18	415.47	72216000	396.69	4.50	422.58	409.88	84.72	168.87	420.66	416.04	422.59	409.48
2023/05/31	418.28	419.22	416.22	417.85	413.17	110811800	396.64	4.46	422.58	409.88	41.51	126.23	417.72	416.66	422.44	410.87
2023/06/01	418.09	422.92	416.79	421.82	417.09	88865000	396.61	4.58	422.92	412.41	78.64	120.15	419.86	417.32	422.88	411.75
2023/06/02	424.50	428.74	423.95	427.92	423.12	91366700	396.60	4.74	428.74	415.25	92.76	171.40	426.35	418.23	426.20	410.27
2023/06/05	428.28	429.62	426.37	427.10	422.31	65460200	396.60	4.64	429.62	416.22	78.76	171.52	427.99	419.13	429.23	409.03
2023/06/06	426.67	428.58	425.99	428.03	423.23	64022200	396.60	4.49	429.62	416.22	84.18	162.94	427.28	419.97	431.30	408.64
2023/06/07	428.44	429.62	426.11	426.55	421.77	85373300	396.62	4.42	429.62	416.79	46.46	130.64	427.86	421.14	433.12	409.15
2023/06/08	426.62	429.60	425.82	429.13	424.32	61952800	396.70	4.38	429.62	423.95	79.10	125.57	427.71	422.77	433.19	412.36
2023/06/09	429.96	431.99	428.87	429.90	425.08	85742800	396.79	4.29	431.99	425.82	84.68	163.78	430.43	424.39	433.92	414.86
2023/06/12	430.92	433.88	430.17	433.80	428.94	76104300	396.89	4.26	433.88	425.82	95.86	180.54	432.03	425.79	435.28	416.30
2023/06/13	435.32	437.33	434.63	436.66	431.76	95899700	396.98	4.21	437.33	425.82	98.00	193.86	435.98	427.32	438.00	416.64
2023/06/14	437.01	439.06	433.59	437.18	432.28	100612100	397.13	4.30	439.06	425.82	98.32	196.32	436.32	429.18	438.86	419.50
2023/06/15	436.33	443.90	436.23	442.60	437.64	110303100	397.33	4.54	443.90	428.87	99.61	197.93	440.07	431.20	440.66	421.74
2023/06/16	443.02	443.61	438.97	439.46	436.15	114121300	397.54	4.55	443.90	430.17	52.73	152.34	441.29	432.70	443.39	422.00
2023/06/20	437.45	438.37	435.03	437.18	433.88	76160400	397.75	4.54	443.90	433.59	31.32	84.05	436.70	433.57	443.97	423.16
2023/06/21	436.16	436.99	434.33	434.94	431.66	76982300	397.94	4.42	443.90	433.59	17.42	48.74	435.66	434.40	443.87	424.94
2023/06/22	433.95	436.62	433.60	436.51	433.22	70637200	398.16	4.32	443.90	433.60	49.09	66.51	435.11	435.13	443.40	426.86
2023/06/23	432.93	435.06	432.47	433.21	429.94	92074500	398.38	4.30	443.61	432.47	18.79	67.88	433.76	435.73	442.31	429.16
2023/06/26	432.62	434.61	431.19	431.44	428.19	72823600	398.55	4.24	438.37	431.19	11.31	30.10	432.90	435.98	441.81	430.15
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/06/27	432.35	436.81	431.88	436.17	432.88	72813700	398.72	4.32	436.99	431.19	71.65	82.96	434.35	436.21	441.50	430.93
2023/06/28	435.05	437.44	434.41	436.39	433.10	75636000	398.87	4.23	437.44	431.19	73.34	145.00	435.93	436.21	441.50	430.92
2023/06/29	435.96	438.28	435.54	438.11	434.81	67882300	399.01	4.12	438.28	431.19	86.19	159.53	436.91	436.27	441.57	430.96
2023/06/30	441.44	444.30	441.11	443.28	439.94	104921500	399.26	4.27	444.30	431.19	96.46	182.65	442.70	436.53	442.84	430.22
2023/07/03	442.92	444.08	442.63	443.79	440.44	32793400	399.51	4.07	444.30	431.88	96.91	193.37	443.35	436.74	443.83	429.64
2023/07/05	441.91	443.89	441.90	443.13	439.79	58418400	399.77	3.92	444.30	434.41	72.81	169.72	442.90	437.36	445.45	429.27
2023/07/06	439.42	440.10	437.06	439.66	436.35	80658300	400.04	4.07	444.30	435.54	20.14	92.94	438.58	437.65	445.68	429.62
2023/07/07	438.63	442.64	438.30	438.55	435.24	86076100	400.29	4.09	444.30	437.06	13.77	33.90	440.47	438.18	446.18	430.19
2023/07/10	438.18	439.84	437.59	439.66	436.35	62443500	400.57	3.96	444.08	437.06	47.19	60.95	438.71	438.68	446.04	431.32
2023/07/11	440.45	442.97	439.44	442.46	439.12	64463800	400.89	3.93	443.89	437.06	82.13	129.31	441.21	439.51	445.77	433.26
2023/07/12	446.39	447.48	444.91	446.02	442.66	91924500	401.25	4.01	447.48	437.06	93.34	175.47	446.20	440.70	447.09	434.30
2023/07/13	447.90	450.38	447.45	449.56	446.17	72425200	401.66	4.03	450.38	437.59	97.04	190.37	448.92	441.99	449.29	434.69
2023/07/14	450.48	451.36	448.49	449.28	445.89	69761800	402.09	3.95	451.36	437.59	89.20	186.24	449.92	443.30	451.18	435.41
2023/07/17	449.13	451.93	449.08	450.84	447.44	52680200	402.52	3.87	451.93	439.44	94.32	183.52	450.50	444.08	453.16	434.99
2023/07/18	450.50	454.86	450.05	454.19	450.77	80744400	402.94	3.94	454.86	444.91	98.13	192.44	452.45	444.99	455.46	434.51
2023/07/19	455.01	456.43	454.11	455.20	451.77	65891700	403.40	3.82	456.43	447.45	98.67	196.79	455.27	446.22	458.39	434.06
2023/07/20	454.17	455.10	451.44	452.18	448.77	70591600	403.88	3.82	456.43	448.49	36.25	134.92	453.27	447.69	459.29	436.09
2023/07/21	453.96	454.17	452.17	452.18	448.77	71245400	404.31	3.69	456.43	449.08	36.25	72.51	453.17	448.96	459.80	438.12
2023/07/24	453.37	455.04	452.30	454.20	450.78	54023400	404.69	3.63	456.43	450.05	76.32	112.58	453.67	450.46	458.87	442.05
2023/07/25	453.92	456.74	453.87	455.44	452.01	55191200	405.08	3.57	456.74	451.44	86.64	162.96	455.30	451.87	457.72	446.01
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/07/26	454.47	456.99	453.38	455.51	452.08	71052900	405.49	3.58	456.99	451.44	87.26	173.90	455.18	452.77	457.38	448.15
2023/07/27	459.02	459.44	451.55	452.49	449.08	92194400	405.94	3.89	459.44	451.55	17.30	104.56	455.49	453.42	457.44	449.41
2023/07/28	455.88	457.78	452.49	456.92	453.48	80011800	406.42	3.99	459.44	451.55	75.33	92.63	455.13	453.95	457.22	450.67
2023/07/31	457.41	458.16	456.05	457.79	454.34	62040400	406.92	3.85	459.44	451.55	80.66	155.99	457.10	454.61	457.43	451.78
2023/08/01	456.27	457.25	455.49	456.48	453.04	55291500	407.42	3.74	459.44	451.55	48.87	129.52	456.37	455.00	457.57	452.43
2023/08/02	453.25	453.52	449.35	450.13	446.74	93933400	407.84	3.98	459.44	449.35	10.13	59.00	451.43	454.61	458.02	451.21
2023/08/03	448.04	450.79	447.37	448.84	445.46	64276100	408.30	3.94	458.16	447.37	7.67	17.80	449.08	454.19	459.05	449.34
2023/08/04	450.72	452.90	446.27	446.81	443.44	100052300	408.70	4.13	458.16	446.27	4.34	12.01	449.58	453.84	459.49	448.18
2023/08/07	448.71	450.87	447.99	450.71	447.31	58357500	409.10	4.13	457.25	446.27	64.14	68.48	449.43	453.41	459.72	447.10
2023/08/08	448.08	450.70	445.27	448.75	445.37	71361300	409.50	4.22	453.52	445.27	39.39	103.53	447.99	452.68	459.68	445.68
2023/08/09	449.03	449.20	444.96	445.75	442.39	78789600	409.90	4.22	452.90	444.96	18.06	57.45	447.08	451.87	459.43	444.31
2023/08/10	448.19	451.70	444.70	445.91	442.55	93005500	410.26	4.42	452.90	444.70	22.53	40.59	448.20	451.14	458.55	443.73
2023/08/11	443.97	446.70	443.35	445.65	442.29	68664600	410.59	4.35	451.70	443.35	19.14	41.67	445.03	450.13	457.87	442.39
2023/08/14	444.70	448.11	444.38	448.11	444.73	47867400	410.91	4.30	451.70	443.35	79.01	98.15	446.24	449.04	455.35	442.74
2023/08/15	446.27	446.64	442.30	442.89	439.55	75707500	411.21	4.41	451.70	442.30	19.07	98.08	444.47	447.85	452.20	443.50
2023/08/16	442.46	444.18	439.53	439.64	436.33	80107200	411.51	4.43	451.70	439.53	9.81	28.88	441.85	446.90	451.91	441.88
2023/08/17	441.16	441.43	435.75	436.29	433.00	95711300	411.75	4.52	448.11	435.75	4.90	14.71	438.59	445.85	452.83	438.86
2023/08/18	433.37	437.57	433.01	436.50	433.21	98758400	412.00	4.52	448.11	433.01	10.51	15.42	435.29	444.42	453.53	435.31
2023/08/21	437.55	440.11	435.32	439.34	436.03	68719000	412.27	4.54	446.64	433.01	65.54	76.05	437.71	443.25	452.50	433.99
2023/08/22	441.18	441.18	437.57	438.15	434.85	65062900	412.59	4.47	444.18	433.01	43.25	108.79	439.38	442.38	451.28	433.49
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/08/23	439.25	443.67	439.10	443.03	439.69	68441000	412.95	4.55	443.67	433.01	85.02	128.27	441.39	441.82	450.08	433.55
2023/08/24	444.69	445.22	436.86	436.89	433.60	88517300	413.25	4.82	445.22	433.01	29.81	114.83	441.04	441.10	448.04	434.16
2023/08/25	438.68	441.30	435.00	439.97	436.65	102325100	413.55	4.93	445.22	435.00	57.50	87.31	438.15	440.41	446.98	433.85
2023/08/28	442.24	443.40	439.97	442.76	439.42	61595400	413.86	4.82	445.22	435.00	75.21	132.71	441.68	439.96	445.22	434.69
2023/08/29	442.65	449.45	442.46	449.16	445.77	83081900	414.23	4.97	449.45	435.00	91.49	166.70	445.96	440.10	445.99	434.22
2023/08/30	449.51	451.67	448.78	451.01	447.61	69053900	414.51	4.82	451.67	435.00	93.83	185.32	450.23	440.94	449.64	432.24
2023/08/31	451.65	452.83	450.16	450.35	446.95	66084600	414.77	4.67	452.83	435.00	78.43	172.26	451.49	442.23	452.97	431.49
2023/09/01	453.17	453.67	449.68	451.19	447.79	58875700	415.05	4.62	453.67	439.97	84.79	163.22	451.68	443.87	454.90	432.84
2023/09/05	450.73	451.06	449.17	449.24	445.85	55166200	415.31	4.44	453.67	442.46	35.81	120.59	450.12	445.11	455.85	434.37
2023/09/06	448.40	448.51	443.81	446.22	442.86	70758500	415.56	4.51	453.67	443.81	12.84	48.64	446.16	445.79	455.74	435.84
2023/09/07	443.11	445.55	442.75	444.85	441.50	70355400	415.81	4.43	453.67	442.75	8.11	20.95	444.15	446.06	455.62	436.51
2023/09/08	444.90	447.11	444.53	445.52	442.16	61659700	416.06	4.30	453.67	442.75	32.43	40.54	445.82	446.54	455.44	437.65
2023/09/11	448.24	448.77	446.47	448.45	445.07	60180100	416.33	4.23	451.06	442.75	79.61	112.04	447.62	447.49	454.15	440.83
2023/09/12	446.95	448.53	445.39	445.99	442.63	67565400	416.56	4.15	448.77	442.75	36.64	116.26	446.96	448.02	453.33	442.70
2023/09/13	446.22	447.71	445.08	446.51	443.14	60199300	416.78	4.04	448.77	442.75	48.42	85.06	446.39	448.06	453.31	442.82
2023/09/14	449.07	451.08	447.72	450.36	446.96	83430800	417.02	4.08	451.08	444.53	86.25	134.66	449.40	447.98	453.10	442.86
2023/09/15	447.14	447.48	442.92	443.37	441.58	111761400	417.26	4.32	451.08	442.92	23.54	109.79	445.20	447.35	452.08	442.62
2023/09/18	443.05	444.97	442.56	443.63	441.84	55752200	417.50	4.18	451.08	442.56	27.47	51.01	443.76	446.56	450.68	442.44
2023/09/19	442.68	443.29	439.94	442.71	440.92	66514600	417.68	4.15	451.08	439.94	20.15	47.62	441.62	445.71	450.07	441.35
2023/09/20	444.01	444.44	438.43	438.64	436.87	82562600	417.83	4.28	451.08	438.43	6.00	26.15	441.43	445.24	450.34	440.13
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/09/21	435.70	435.97	431.23	431.39	429.65	103976100	417.96	4.50	447.48	431.23	1.71	7.72	433.60	444.18	453.17	435.20
2023/09/22	432.45	434.10	429.99	430.42	428.68	100829700	418.11	4.48	444.97	429.99	1.44	3.15	432.04	442.80	454.49	431.12
2023/09/25	429.17	432.27	428.72	432.23	430.48	70874500	418.30	4.41	444.44	428.72	38.36	39.80	430.49	441.09	454.53	427.65
2023/09/26	429.09	429.82	425.02	425.88	424.16	96168400	418.46	4.61	444.44	425.02	10.57	48.93	427.42	439.14	454.35	423.93
2023/09/27	427.09	427.67	422.29	426.05	424.33	104705800	418.61	4.66	435.97	422.29	13.91	24.48	424.98	437.00	453.63	420.36
2023/09/28	425.48	430.25	424.87	428.52	426.79	92258300	418.79	4.72	434.10	422.29	58.71	72.62	427.56	434.81	449.87	419.76
2023/09/29	431.67	431.85	425.91	427.48	425.75	115078500	418.93	4.80	432.27	422.29	40.82	99.53	428.88	433.18	446.69	419.67
2023/10/02	426.62	428.60	424.46	427.31	425.58	83798600	419.06	4.76	431.85	422.29	37.12	77.95	426.53	431.46	443.25	419.66
2023/10/03	425.06	427.37	420.18	421.59	419.89	103760600	419.17	4.93	431.85	420.18	5.23	42.36	423.77	429.67	439.93	419.41
2023/10/04	422.07	425.43	420.56	424.66	422.95	87453000	419.35	4.93	431.85	420.18	50.70	55.93	422.99	427.83	434.79	420.86
2023/10/05	424.36	425.37	421.17	424.50	422.79	70142700	419.55	4.87	431.85	420.18	48.28	98.98	423.27	426.79	432.97	420.62
2023/10/06	421.97	431.13	420.60	429.54	427.81	113202700	419.80	5.28	431.13	420.18	87.07	135.35	425.87	426.18	431.14	421.21
2023/10/09	427.58	432.88	427.01	432.29	430.54	80374400	420.06	5.32	432.88	420.18	92.89	179.96	429.95	426.12	430.88	421.36
2023/10/10	432.94	437.22	432.53	434.54	432.79	78607300	420.30	5.29	437.22	420.56	95.91	188.80	434.88	426.87	434.18	419.56
2023/10/11	435.64	436.58	433.18	436.32	434.56	62451700	420.58	5.16	437.22	420.60	97.55	193.46	434.88	427.86	436.58	419.14
2023/10/12	436.95	437.34	431.23	433.66	431.91	81154200	420.83	5.22	437.34	420.60	44.34	141.89	434.29	428.53	438.14	418.92
2023/10/13	435.21	436.45	429.88	431.50	429.76	95143100	421.08	5.32	437.34	427.01	23.51	67.85	433.17	428.96	439.01	418.91
2023/10/16	433.82	437.14	433.57	436.04	434.28	75433200	421.38	5.34	437.34	429.88	74.29	97.80	435.36	429.84	440.48	419.20
2023/10/17	432.81	438.14	432.45	436.02	434.26	75324700	421.64	5.37	438.14	429.88	73.85	148.14	435.30	430.99	441.20	420.79
2023/10/18	434.19	435.18	429.09	430.21	428.47	93559800	421.88	5.48	438.14	429.09	16.87	90.72	432.13	431.91	440.43	423.39
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/10/19	430.95	432.82	425.73	426.43	424.71	121323000	422.11	5.59	438.14	425.73	8.42	25.29	429.28	432.51	438.90	426.11
2023/10/20	425.98	426.54	421.08	421.19	419.49	123845800	422.30	5.59	438.14	421.08	3.52	11.94	423.81	432.30	439.70	424.91
2023/10/23	419.61	424.45	417.80	420.46	418.76	92035100	422.50	5.66	438.14	417.80	3.03	6.56	421.13	431.42	441.63	421.21
2023/10/24	422.65	424.82	420.74	423.63	421.92	78564200	422.68	5.57	435.18	417.80	56.14	59.17	422.78	430.21	441.42	419.00
2023/10/25	421.89	421.92	417.02	417.55	415.86	94223200	422.83	5.64	432.82	417.02	18.10	74.24	419.47	428.67	441.19	416.15
2023/10/26	416.45	417.33	411.60	412.55	410.88	115156800	422.94	5.66	426.54	411.60	8.56	26.67	414.46	426.69	441.35	412.03
2023/10/27	414.19	414.60	409.21	410.68	409.02	107367700	423.01	5.65	424.82	409.21	6.14	14.70	411.90	424.56	441.09	408.03
2023/10/30	413.56	416.68	412.22	415.59	413.91	86562700	423.11	5.67	424.82	409.21	62.23	68.37	414.45	422.47	438.20	406.74
2023/10/31	416.18	418.53	414.21	418.20	416.51	79665200	423.20	5.57	421.92	409.21	76.90	139.13	416.37	420.58	433.81	407.35
2023/11/01	419.20	423.50	418.65	422.66	420.95	98068100	423.33	5.55	423.50	409.21	90.08	166.98	421.07	419.47	429.98	408.97
2023/11/02	426.58	430.92	426.56	430.76	429.02	94938900	423.53	5.75	430.92	409.21	96.77	186.85	428.74	419.42	429.71	409.13
2023/11/03	433.14	436.29	433.01	434.69	432.93	100110800	423.76	5.73	436.29	412.22	98.05	194.82	434.65	420.50	434.47	406.53
2023/11/06	435.47	436.15	433.68	435.69	433.93	67831700	423.95	5.50	436.29	414.21	98.37	196.42	434.91	421.88	438.58	405.18
2023/11/07	435.69	437.59	434.51	436.93	435.17	64256100	424.14	5.33	437.59	418.65	98.85	197.23	436.05	423.21	442.18	404.24
2023/11/08	437.55	438.09	434.87	437.25	435.48	61746000	424.32	5.18	438.09	426.56	99.00	197.85	436.48	424.91	445.38	404.44
2023/11/09	438.43	438.47	433.40	433.84	432.09	83174400	424.49	5.17	438.47	433.01	26.02	125.03	435.93	427.06	447.16	406.95
2023/11/10	435.98	440.93	433.83	440.61	438.83	89462200	424.67	5.31	440.93	433.40	81.16	107.18	437.38	429.60	447.51	411.70
2023/11/13	439.23	441.33	438.42	440.19	438.41	52236100	424.84	5.14	441.33	433.40	74.29	155.45	439.88	432.15	447.53	416.76
2023/11/14	446.32	450.06	446.09	448.73	446.92	97176900	425.08	5.47	450.06	433.40	94.21	168.50	448.07	435.32	449.25	421.38
2023/11/15	450.11	451.38	448.80	449.68	447.86	77327600	425.30	5.27	451.38	433.40	95.06	189.28	450.09	438.22	451.01	425.43
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/11/16	449.22	450.56	448.12	450.23	448.41	66665800	425.49	5.07	451.38	433.83	95.78	190.85	449.34	440.28	452.92	427.64
2023/11/17	450.24	451.42	449.29	450.79	448.97	83133200	425.66	4.86	451.42	438.42	96.75	192.53	450.36	441.85	455.26	428.44
2023/11/20	450.53	455.13	450.52	454.26	452.43	69936200	425.87	4.84	455.13	446.09	99.15	195.90	452.82	443.64	457.70	429.58
2023/11/21	453.18	454.13	451.96	453.27	451.44	49244600	426.09	4.66	455.13	448.12	69.74	168.89	453.04	445.34	459.43	431.25
2023/11/22	454.98	456.38	453.89	455.02	453.18	59394900	426.29	4.55	456.38	448.12	85.23	154.97	455.14	447.21	461.02	433.39
2023/11/24	455.07	455.50	454.73	455.30	453.46	29737400	426.51	4.28	456.38	449.29	87.31	172.54	455.12	449.12	461.20	437.05
2023/11/27	454.65	455.49	454.08	454.48	452.64	50506000	426.75	4.07	456.38	450.52	47.86	135.17	454.78	450.86	460.10	441.63
2023/11/28	454.08	456.27	453.50	454.93	453.09	62115000	426.99	3.98	456.38	451.96	65.14	113.00	454.88	452.36	457.74	446.99
2023/11/29	457.15	458.32	454.20	454.61	452.77	63146000	427.19	3.99	458.32	453.50	44.27	109.41	456.26	453.18	458.13	448.24
2023/11/30	455.48	456.76	453.34	456.40	454.56	79752700	427.41	3.95	458.32	453.34	87.84	132.11	455.05	453.68	458.22	449.14
2023/12/01	455.77	459.65	455.16	459.10	457.25	89097900	427.64	3.99	459.65	453.34	96.38	184.23	457.40	454.49	458.43	450.54
2023/12/04	455.60	459.12	454.34	456.69	454.85	72430900	427.88	4.05	459.65	453.34	42.77	139.15	456.73	455.12	458.02	452.23
2023/12/05	455.26	457.59	454.87	456.60	454.76	69793500	428.13	3.95	459.65	453.34	41.06	83.83	456.23	455.46	457.93	453.00
2023/12/06	458.81	458.84	454.31	454.76	452.92	69124700	428.41	3.99	459.65	453.34	15.61	56.67	456.57	455.82	457.68	453.96
2023/12/07	456.91	458.90	456.29	458.23	456.38	66995400	428.70	4.00	459.65	454.31	74.72	90.32	457.60	456.06	458.16	453.97
2023/12/08	457.46	460.75	457.21	460.20	458.34	83080900	429.00	3.97	460.75	454.31	85.92	160.64	458.98	456.45	459.11	453.78
2023/12/11	459.69	462.17	459.47	461.99	460.12	65002200	429.33	3.88	462.17	454.31	92.20	178.12	460.82	457.05	460.62	453.48
2023/12/12	461.63	464.20	460.60	464.10	462.23	68327600	429.66	3.86	464.20	454.31	96.20	188.40	462.40	457.80	462.37	453.24
2023/12/13	464.49	470.76	464.12	470.50	468.60	93278000	430.03	4.06	470.76	456.29	99.07	195.27	467.44	458.92	466.37	451.47
2023/12/14	472.50	473.73	469.25	472.01	470.10	119026000	430.42	4.09	473.73	457.21	99.32	198.39	471.49	460.57	470.91	450.22
	OPEN	HIGH	LOW	CLOSE	ADJ_CLOSE	VOLUME	SMA200	ATR	HIGH5	LOW5	RSI2	C2RSI2	MP	SMA10	UPPER	LOWER
2023/12/15	469.49	470.70	467.43	469.33	469.33	141319300	430.78	4.12	473.73	459.47	51.36	150.67	469.07	461.73	473.07	450.39
2023/12/18	470.98	472.98	469.89	471.97	471.97	70375300	431.12	4.09	473.73	460.60	75.07	126.43	471.44	463.20	475.44	450.97
2023/12/19	472.53	474.92	472.45	474.84	474.84	55761800	431.47	4.01	474.92	464.12	87.90	162.97	473.69	464.95	477.73	452.16
2023/12/20	473.96	475.90	467.82	468.26	468.26	102921000	431.82	4.30	475.90	467.43	26.16	114.06	471.86	466.48	478.44	454.51
2023/12/21	471.33	472.98	468.84	472.70	472.70	86667500	432.19	4.33	475.90	467.43	62.09	88.26	470.91	467.81	478.24	457.37
2023/12/22	473.86	475.38	471.70	473.65	473.65	67126600	432.60	4.28	475.90	467.82	68.63	130.72	473.54	469.26	478.18	460.35
2023/12/26	474.07	476.58	473.99	475.65	475.65	55387000	433.05	4.19	476.58	467.82	81.82	150.45	475.28	470.71	478.10	463.33
2023/12/27	475.44	476.66	474.89	476.51	476.51	68000300	433.50	4.01	476.66	467.82	86.65	168.47	475.78	472.05	477.27	466.82
2023/12/28	476.88	477.55	476.26	476.69	476.69	77106300	433.93	3.82	477.55	468.84	87.98	174.63	476.90	473.00	477.93	468.06