Add K-line data visualization with OHLC, Volume, and Amount charts

[Copilot]

Visualize stock K-line data as three line charts: OHLC prices, Volume, and Amount.

Changes

• kline_data.csv: Raw K-line data (timestamps, OHLC, volume, amount) from Feb-Mar 2024
• kline_data_new.csv: Additional K-line data from Mar 13-26, 2024
• plot_kline.py: Python script using pandas/matplotlib to generate stacked line charts
• kline_charts.png: Generated visualization output for Feb-Mar 2024 data
• kline_charts_new.png: Generated visualization output for Mar 13-26, 2024 data

Usage

python plot_kline.py
# Outputs: kline_charts.png

Feb-Mar 2024 Data Visualization

Mar 13-26, 2024 Data Visualization

Original prompt

timestamps,open,high,low,close,volume,amount
2024-02-01 14:30:00,8.01,8.04,7.98,8.0,1207.0,967886.0
2024-02-01 14:45:00,8.0,8.05,8.0,8.01,1548.0,1242293.0
2024-02-01 15:00:00,8.01,8.05,8.01,8.01,1599.0,1284167.0
2024-02-02 09:45:00,8.01,8.14,7.93,7.98,5904.0,4745840.0
2024-02-02 10:00:00,7.97,7.97,7.84,7.87,5380.0,4245948.0
2024-02-02 10:15:00,7.87,7.93,7.83,7.83,2953.0,2326793.0
2024-02-02 10:30:00,7.83,7.85,7.78,7.78,3316.0,2589902.0
2024-02-02 10:45:00,7.79,7.81,7.76,7.79,1800.0,1401012.0
2024-02-02 11:00:00,7.79,7.79,7.73,7.78,2646.0,2053663.0
2024-02-02 11:15:00,7.78,7.79,7.7,7.71,1955.0,1512157.0
2024-02-02 11:30:00,7.7,7.72,7.66,7.66,1556.0,1197495.0
2024-02-02 13:15:00,7.65,7.66,7.54,7.56,4280.0,3251092.0
2024-02-02 13:30:00,7.55,7.6,7.48,7.52,3378.0,2544723.0
2024-02-02 13:45:00,7.52,7.52,7.39,7.42,3423.0,2547189.0
2024-02-02 14:00:00,7.43,7.48,7.35,7.35,2297.0,1703359.0
2024-02-02 14:15:00,7.34,7.37,7.29,7.34,3695.0,2710259.0
2024-02-02 14:30:00,7.34,7.37,7.19,7.35,3986.0,2895928.0
2024-02-02 14:45:00,7.36,7.56,7.36,7.54,3588.0,2681312.0
2024-02-02 15:00:00,7.54,7.55,7.43,7.47,2382.0,1786425.0
2024-02-05 09:45:00,7.35,7.35,6.91,6.92,12942.0,9149998.0
2024-02-05 10:00:00,6.93,6.93,6.82,6.82,5244.0,3600080.0
2024-02-05 10:15:00,6.82,6.86,6.67,6.7,5095.0,3439808.0
2024-02-05 10:30:00,6.69,6.69,6.6,6.62,5552.0,3688332.0
2024-02-05 10:45:00,6.63,6.64,6.46,6.46,3356.0,2198232.0
2024-02-05 11:00:00,6.47,6.58,6.41,6.57,3681.0,2392991.0
2024-02-05 11:15:00,6.56,6.7,6.56,6.67,1568.0,1042432.0
2024-02-05 11:30:00,6.66,6.7,6.63,6.64,1254.0,834982.0
2024-02-05 13:15:00,6.64,6.65,6.48,6.56,2667.0,1745880.0
2024-02-05 13:30:00,6.56,6.79,6.55,6.79,1928.0,1291601.0
2024-02-05 13:45:00,6.79,6.92,6.77,6.84,2369.0,1624006.0
2024-02-05 14:00:00,6.82,7.0,6.82,6.99,2158.0,1494234.0
2024-02-05 14:15:00,7.0,7.0,6.89,6.92,1314.0,909019.0
2024-02-05 14:30:00,6.91,6.91,6.79,6.8,1706.0,1170360.0
2024-02-05 14:45:00,6.79,6.81,6.7,6.7,1955.0,1321437.0
2024-02-05 15:00:00,6.71,6.71,6.64,6.64,2614.0,1745686.0
2024-02-06 09:45:00,6.3,6.47,6.08,6.14,13104.0,8193290.0
2024-02-06 10:00:00,6.15,6.4,6.15,6.35,6410.0,4052928.0
2024-02-06 10:15:00,6.35,6.48,6.34,6.42,4721.0,3027305.0
2024-02-06 10:30:00,6.42,6.46,6.28,6.29,2873.0,1833783.0
2024-02-06 10:45:00,6.3,6.42,6.3,6.36,1834.0,1169031.0
2024-02-06 11:00:00,6.35,6.39,6.32,6.32,1779.0,1130248.0
2024-02-06 11:15:00,6.31,6.32,6.28,6.29,2484.0,1565735.0
2024-02-06 11:30:00,6.28,6.28,6.24,6.27,1867.0,1168864.0
2024-02-06 13:15:00,6.28,6.58,6.28,6.57,6310.0,4062392.0
2024-02-06 13:30:00,6.57,6.7,6.56,6.68,4223.0,2806246.0
2024-02-06 13:45:00,6.69,6.99,6.69,6.99,4968.0,3400821.0
2024-02-06 14:00:00,6.99,7.01,6.83,6.83,3114.0,2156400.0
2024-02-06 14:15:00,6.83,6.85,6.76,6.79,1949.0,1325365.0
2024-02-06 14:30:00,6.78,6.81,6.72,6.72,3016.0,2040173.0
2024-02-06 14:45:00,6.72,6.76,6.66,6.7,3293.0,2209566.0
2024-02-06 15:00:00,6.71,6.83,6.69,6.8,2835.0,1916692.0
2024-02-07 09:45:00,6.74,6.82,6.56,6.6,13143.0,8730703.0
2024-02-07 10:00:00,6.61,6.71,6.53,6.68,8841.0,5850369.0
2024-02-07 10:15:00,6.68,6.78,6.66,6.72,5569.0,3734500.0
2024-02-07 10:30:00,6.72,6.8,6.71,6.72,3602.0,2434416.0
2024-02-07 10:45:00,6.74,6.75,6.64,6.67,3970.0,2656991.0
2024-02-07 11:00:00,6.67,6.7,6.64,6.64,2519.0,1680302.0
2024-02-07 11:15:00,6.66,6.67,6.64,6.65,1335.0,888323.0
2024-02-07 11:30:00,6.67,6.69,6.65,6.66,1451.0,966869.0
2024-02-07 13:15:00,6.66,6.66,6.59,6.6,3308.0,2186999.0
2024-02-07 13:30:00,6.59,6.59,6.46,6.48,4233.0,2763447.0
2024-02-07 13:45:00,6.49,6.5,6.39,6.42,3295.0,2123954.0
2024-02-07 14:00:00,6.42,6.45,6.3,6.33,5779.0,3685819.0
2024-02-07 14:15:00,6.33,6.33,6.24,6.31,3985.0,2505656.0
2024-02-07 14:30:00,6.31,6.31,6.24,6.25,4288.0,2691077.0
2024-02-07 14:45:00,6.25,6.36,6.25,6.35,2477.0,1561836.0
2024-02-07 15:00:00,6.35,6.36,6.31,6.34,4503.0,2855029.0
2024-02-08 09:45:00,6.3,6.45,6.16,6.36,16225.0,10213309.0
2024-02-08 10:00:00,6.36,6.44,6.32,6.44,5771.0,3678929.0
2024-02-08 10:15:00,6.44,6.53,6.39,6.52,7253.0,4681682.0
2024-02-08 10:30:00,6.5,6.56,6.5,6.51,4694.0,3062718.0
2024-02-08 10:45:00,6.51,6.51,6.41,6.46,2157.0,1390637.0
2024-02-08 11:00:00,6.46,6.56,6.45,6.55,3142.0,2049299.0
2024-02-08 11:15:00,6.54,6.59,6.51,6.58,2825.0,1850728.0
2024-02-08 11:30:00,6.57,6.68,6.57,6.66,2863.0,1901219.0
2024-02-08 13:15:00,6.7,6.97,6.7,6.93,6940.0,4751632.0
2024-02-08 13:30:00,6.92,6.92,6.81,6.88,3784.0,2598698.0
2024-02-08 13:45:00,6.87,6.91,6.78,6.91,5518.0,3775785.0
2024-02-08 14:00:00,6.9,6.91,6.85,6.86,2764.0,1903439.0
2024-02-08 14:15:00,6.86,6.98,6.84,6.94,2688.0,1861798.0
2024-02-08 14:30:00,6.93,6.98,6.9,6.93,2143.0,1485761.0
2024-02-08 14:45:00,6.93,6.99,6.91,6.99,2555.0,1776539.0
2024-02-08 15:00:00,6.99,7.05,6.99,7.04,4344.0,3050658.0
2024-02-19 09:45:00,7.06,7.5,7.06,7.41,19142.0,14081837.0
2024-02-19 10:00:00,7.41,7.54,7.4,7.51,7627.0,5701834.0
2024-02-19 10:15:00,7.51,7.56,7.48,7.48,5494.0,4133210.0
2024-02-19 10:30:00,7.48,7.55,7.46,7.55,3642.0,2735203.0
2024-02-19 10:45:00,7.55,7.56...

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[Dingxingdi]

@copilot timestamps,open,high,low,close,volume,amount
2024-03-13 09:45:00,8.41,8.49,8.39,8.42,4413.0,3724653.0
2024-03-13 10:00:00,8.46,8.46,8.42,8.42,1473.0,1242994.0
2024-03-13 10:15:00,8.41,8.44,8.38,8.43,1611.0,1353716.0
2024-03-13 10:30:00,8.43,8.45,8.41,8.41,1113.0,938182.0
2024-03-13 10:45:00,8.4,8.42,8.38,8.42,890.0,747534.0
2024-03-13 11:00:00,8.43,8.44,8.42,8.43,936.0,788881.0
2024-03-13 11:15:00,8.44,8.44,8.41,8.41,718.0,604989.0
2024-03-13 11:30:00,8.41,8.45,8.39,8.44,476.0,400496.0
2024-03-13 13:15:00,8.44,8.45,8.42,8.44,618.0,520941.0
2024-03-13 13:30:00,8.43,8.47,8.42,8.46,992.0,838116.0
2024-03-13 13:45:00,8.47,8.52,8.46,8.51,2027.0,1721962.0
2024-03-13 14:00:00,8.51,8.52,8.49,8.52,1348.0,1146496.0
2024-03-13 14:15:00,8.52,8.52,8.49,8.49,1839.0,1564415.0
2024-03-13 14:30:00,8.49,8.5,8.46,8.46,1950.0,1653166.0
2024-03-13 14:45:00,8.47,8.47,8.42,8.45,826.0,697810.0
2024-03-13 15:00:00,8.44,8.46,8.43,8.46,1599.0,1350384.0
2024-03-14 09:45:00,8.56,8.63,8.54,8.6,6538.0,5613844.0
2024-03-14 10:00:00,8.6,8.61,8.52,8.56,4132.0,3536695.0
2024-03-14 10:15:00,8.56,8.67,8.55,8.6,3856.0,3323151.0
2024-03-14 10:30:00,8.6,8.61,8.54,8.55,2467.0,2113924.0
2024-03-14 10:45:00,8.56,8.57,8.54,8.55,823.0,703820.0
2024-03-14 11:00:00,8.57,8.62,8.56,8.59,1854.0,1592055.0
2024-03-14 11:15:00,8.58,8.6,8.57,8.57,411.0,352878.0
2024-03-14 11:30:00,8.57,8.6,8.56,8.58,1458.0,1251892.0
2024-03-14 13:15:00,8.58,8.58,8.53,8.55,3315.0,2832491.0
2024-03-14 13:30:00,8.57,8.57,8.52,8.52,1128.0,963297.0
2024-03-14 13:45:00,8.53,8.53,8.46,8.49,3815.0,3237426.0
2024-03-14 14:00:00,8.48,8.48,8.42,8.45,2040.0,1723509.0
2024-03-14 14:15:00,8.45,8.45,8.34,8.38,5734.0,4801796.0
2024-03-14 14:30:00,8.38,8.4,8.34,8.39,1251.0,1048133.0
2024-03-14 14:45:00,8.4,8.44,8.4,8.43,877.0,738532.0
2024-03-14 15:00:00,8.43,8.46,8.41,8.45,2360.0,1992195.0
2024-03-15 09:45:00,8.44,8.53,8.42,8.49,5922.0,5020195.0
2024-03-15 10:00:00,8.49,8.56,8.48,8.56,2645.0,2248980.0
2024-03-15 10:15:00,8.56,8.67,8.55,8.59,6898.0,5938294.0
2024-03-15 10:30:00,8.58,8.62,8.58,8.6,1767.0,1519226.0
2024-03-15 10:45:00,8.61,8.61,8.55,8.55,1677.0,1439567.0
2024-03-15 11:00:00,8.54,8.58,8.54,8.58,829.0,710214.0
2024-03-15 11:15:00,8.58,8.62,8.57,8.62,869.0,747514.0
2024-03-15 11:30:00,8.61,8.65,8.61,8.65,1245.0,1075521.0
2024-03-15 13:15:00,8.65,8.66,8.61,8.62,1742.0,1504904.0
2024-03-15 13:30:00,8.62,8.62,8.59,8.62,864.0,743362.0
2024-03-15 13:45:00,8.61,8.63,8.6,8.61,839.0,723176.0
2024-03-15 14:00:00,8.61,8.7,8.61,8.66,4907.0,4252393.0
2024-03-15 14:15:00,8.65,8.68,8.64,8.65,1248.0,1081037.0
2024-03-15 14:30:00,8.64,8.64,8.62,8.64,858.0,740810.0
2024-03-15 14:45:00,8.64,8.67,8.64,8.66,1308.0,1131789.0
2024-03-15 15:00:00,8.67,8.7,8.65,8.69,3669.0,3183411.0
2024-03-18 09:45:00,8.7,8.87,8.69,8.69,9598.0,8400948.0
2024-03-18 10:00:00,8.69,8.77,8.68,8.72,3471.0,3028297.0
2024-03-18 10:15:00,8.72,8.74,8.7,8.74,2337.0,2036959.0
2024-03-18 10:30:00,8.74,8.78,8.74,8.77,1945.0,1702978.0
2024-03-18 10:45:00,8.77,8.78,8.72,8.73,1865.0,1632320.0
2024-03-18 11:00:00,8.73,8.76,8.72,8.75,991.0,866090.0
2024-03-18 11:15:00,8.73,8.74,8.71,8.73,1291.0,1126299.0
2024-03-18 11:30:00,8.74,8.75,8.71,8.74,1177.0,1027672.0
2024-03-18 13:15:00,8.75,8.78,8.74,8.77,1926.0,1687234.0
2024-03-18 13:30:00,8.77,8.78,8.76,8.78,958.0,840191.0
2024-03-18 13:45:00,8.78,8.8,8.78,8.8,1286.0,1130222.0
2024-03-18 14:00:00,8.79,8.8,8.78,8.8,1387.0,1219605.0
2024-03-18 14:15:00,8.79,8.79,8.78,8.79,999.0,877494.0
2024-03-18 14:30:00,8.79,8.8,8.76,8.8,1929.0,1693713.0
2024-03-18 14:45:00,8.79,8.82,8.79,8.81,1478.0,1300437.0
2024-03-18 15:00:00,8.81,8.84,8.8,8.83,2220.0,1958299.0
2024-03-19 09:45:00,8.86,8.89,8.78,8.87,4249.0,3754344.0
2024-03-19 10:00:00,8.88,8.93,8.85,8.91,5447.0,4842909.0
2024-03-19 10:15:00,8.92,8.96,8.9,8.96,3036.0,2709123.0
2024-03-19 10:30:00,8.96,8.99,8.94,8.96,3390.0,3038628.0
2024-03-19 10:45:00,8.95,8.95,8.88,8.9,2510.0,2234757.0
2024-03-19 11:00:00,8.91,8.91,8.89,8.9,1147.0,1020573.0
2024-03-19 11:15:00,8.89,8.9,8.86,8.89,910.0,808155.0
2024-03-19 11:30:00,8.88,8.88,8.83,8.85,1223.0,1083293.0
2024-03-19 13:15:00,8.84,8.91,8.84,8.9,811.0,719569.0
2024-03-19 13:30:00,8.91,8.93,8.88,8.89,1363.0,1214354.0
2024-03-19 13:45:00,8.88,8.91,8.88,8.9,1446.0,1286156.0
2024-03-19 14:00:00,8.9,8.91,8.89,8.9,670.0,596511.0
2024-03-19 14:15:00,8.91,8.91,8.83,8.86,2123.0,1882354.0
2024-03-19 14:30:00,8.86,8.89,8.86,8.87,1012.0,898119.0
2024-03-19 14:45:00,8.87,8.87,8.84,8.86,1638.0,1450828.0
2024-03-19 15:00:00,8.85,8.87,8.84,8.84,2169.0,1919829.0
2024-03-20 09:45:00,8.84,8.87,8.75,8.84,4040.0,3559328.0
2024-03-20 10:00:00,8.84,8.88,8.83,8.85,1000.0,886186.0
2024-03-20 10:15:00,8.86,8.87,8.82,8.82,1893.0,1675719.0
2024-03-20 10:30:00,8.82,8.82,8.79,8.81,2774.0,2441418.0
2024-03-20 10:45:00,8.81,8.91,8.8,8.88,2329.0,2066294.0
2024-03-20 11:00:00,8.89,8.91,8.87,8.91,1635.0,1453355.0
2024-03-20 11:15:00,8.9,8.9,8.84,8.88,1299.0,1151551.0
2024-03-20 11:30:00,8.88,8.89,8.85,8.89,604.0,536170.0
2024-03-20 13:15:00,8.89,8.92,8.88,8.91,738.0,656953.0
2024-03-20 13:30:00,8.91,8.92,8.88,8.9,1304.0,1159969.0
2024-03-20 13:45:00,8.9,8.94,8.9,8.93,1065.0,949664.0
2024-03-20 14:00:00,8.93,8.94,8.91,8.92,722.0,644421.0
2024-03-20 14:15:00,8.92,8.94,8.91,8.93,725.0,646826.0
2024-03-20 14:30:00,8.93,8.94,8.9,8.9,1275.0,1138173.0
2024-03-20 14:45:00,8.9,8.93,8.89,8.91,1642.0,1462431.0
2024-03-20 15:00:00,8.92,8.96,8.91,8.96,1721.0,1538295.0
2024-03-21 09:45:00,8.95,9.01,8.86,8.92,3048.0,2725697.0
2024-03-21 10:00:00,8.92,8.93,8.89,8.9,1462.0,1302222.0
2024-03-21 10:15:00,8.91,8.92,8.85,8.87,3076.0,2730234.0
2024-03-21 10:30:00,8.87,8.87,8.75,8.77,4174.0,3676673.0
2024-03-21 10:45:00,8.78,8.86,8.77,8.84,2019.0,1780271.0
2024-03-21 11:00:00,8.85,8.85,8.78,8.8,1202.0,1058228.0
2024-03-21 11:15:00,8.8,8.83,8.79,8.81,748.0,658210.0
2024-03-21 11:30:00,8.83,8.85,8.82,8.83,613.0,541734.0
2024-03-21 13:15:00,8.83,8.86,8.81,8.85,1077.0,951545.0
2024-03-21 13:30:00,8.85,8.89,8.84,8.88,1516.0,1344210.0
2024-03-21 13:45:00,8.87,8.93,8.87,8.92,1023.0,910723.0
2024-03-21 14:00:00,8.92,8.93,8.91,8.92,1133.0,1010789.0
2024-03-21 14:15:00,8.92,8.92,8.9,8.92,1109.0,988184.0
2024-03-21 14:30:00,8.91,8.92,8.89,8.92,1778.0,1585035.0
2024-03-21 14:45:00,8.94,8.94,8.92,8.94,1027.0,917822.0
2024-03-21 15:00:00,8.94,8.95,8.92,8.92,1976.0,1765582.0
2024-03-22 09:45:00,8.88,8.92,8.8,8.82,3752.0,3321368.0
2024-03-22 10:00:00,8.82,8.82,8.74,8.75,3112.0,2733900.0
2024-03-22 10:15:00,8.75,8.79,8.72,8.75,2376.0,2079497.0
2024-03-22 10:30:00,8.75,8.76,8.71,8.71,1862.0,1625988.0
2024-03-22 10:45:00,8.71,8.72,8.67,8.7,3030.0,2634529.0
2024-03-22 11:00:00,8.7,8.71,8.64,8.64,2615.0,2264520.0
2024-03-22 11:15:00,8.66,8.7,8.64,8.67,1014.0,880062.0
2024-03-22 11:30:00,8.67,8.68,8.65,8.66,845.0,732253.0
2024-03-22 13:15:00,8.66,8.7,8.66,8.67,540.0,468484.0
2024-03-22 13:30:00,8.67,8.75,8.67,8.75,896.0,781110.0
2024-03-22 13:45:00,8.75,8.77,8.73,8.73,488.0,426876.0
2024-03-22 14:00:00,8.74,8.78,8.74,8.76,574.0,503018.0
2024-03-22 14:15:00,8.76,8.82,8.75,8.8,742.0,652303.0
2024-03-22 14:30:00,8.81,8.83,8.8,8.81,867.0,764513.0
2024-03-22 14:45:00,8.81,8.82,8.74,8.77,729.0,639911.0
2024-03-22 15:00:00,8.78,8.79,8.72,8.72,2163.0,1891441.0
2024-03-25 09:45:00,8.5,8.78,8.5,8.69,4942.0,4298843.0
2024-03-25 10:00:00,8.69,8.71,8.61,8.65,2008.0,1736078.0
2024-03-25 10:15:00,8.64,8.66,8.61,8.66,1067.0,921350.0
2024-03-25 10:30:00,8.66,8.71,8.66,8.67,701.0,608627.0
2024-03-25 10:45:00,8.68,8.7,8.65,8.69,677.0,586980.0
2024-03-25 11:00:00,8.69,8.7,8.67,8.68,380.0,329952.0
2024-03-25 11:15:00,8.68,8.7,8.66,8.7,447.0,387973.0
2024-03-25 11:30:00,8.7,8.71,8.69,8.69,345.0,300156.0
2024-03-25 13:15:00,8.7,8.77,8.69,8.74,1048.0,914110.0
2024-03-25 13:30:00,8.73,8.74,8.7,8.72,1093.0,952495.0
2024-03-25 13:45:00,8.71,8.73,8.71,8.71,718.0,626080.0
2024-03-25 14:00:00,8.72,8.72,8.7,8.72,886.0,771752.0
2024-03-25 14:15:00,8.71,8.72,8.64,8.67,1407.0,1220149.0
2024-03-25 14:30:00,8.67,8.67,8.6,8.61,1742.0,1503190.0
2024-03-25 14:45:00,8.61,8.68,8.58,8.58,1244.0,1072145.0
2024-03-25 15:00:00,8.58,8.6,8.52,8.52,2029.0,1733877.0
2024-03-26 09:45:00,8.54,8.58,8.52,8.52,2705.0,2310384.0
2024-03-26 10:00:00,8.52,8.52,8.41,8.46,3319.0,2806633.0
2024-03-26 10:15:00,8.46,8.48,8.4,8.44,2562.0,2161759.0
2024-03-26 10:30:00,8.44,8.48,8.42,8.45,584.0,493426.0
2024-03-26 10:45:00,8.45,8.49,8.44,8.48,1224.0,1036350.0
2024-03-26 11:00:00,8.48,8.54,8.46,8.54,1573.0,1337274.0
2024-03-26 11:15:00,8.54,8.56,8.48,8.48,2756.0,2350680.0
2024-03-26 11:30:00,8.49,8.54,8.49,8.53,1128.0,960592.0
2024-03-26 13:15:00,8.53,8.57,8.5,8.56,2366.0,2021859.0

使用你生成的代码，再对上面的K线进行画图

[Copilot]

@copilot timestamps,open,high,low,close,volume,amount
2024-03-13 09:45:00,8.41,8.49,8.39,8.42,4413.0,3724653.0
2024-03-13 10:00:00,8.46,8.46,8.42,8.42,1473.0,1242994.0...

Generated charts for the new K-line data (March 13-26, 2024) in commit f382467. The new data is saved in kline_data_new.csv and the visualization in kline_charts_new.png.