├── .gitignore ├── TODOS.org ├── backtest ├── backtest_cerebro.py ├── backtest_feeds.py ├── backtest_get.py └── backtest_strategy.py ├── backtest_161017.py ├── backtest_513050.py ├── backtest_run.py ├── bband_run.py ├── cal_atr.py ├── chart.py ├── datas ├── 002943.csv ├── 008099.csv ├── 161017.csv ├── all_fund.csv ├── etf_list.csv ├── etfs │ ├── sh510010.csv │ ├── sh510020.csv │ ├── sh510030.csv │ ├── sh510050.csv │ ├── sh510060.csv │ ├── sh510090.csv │ ├── sh510100.csv │ ├── sh510110.csv │ ├── sh510120.csv │ ├── sh510130.csv │ ├── sh510150.csv │ ├── sh510160.csv │ ├── sh510170.csv │ ├── sh510180.csv │ ├── sh510190.csv │ ├── sh510200.csv │ ├── sh510210.csv │ ├── sh510220.csv │ ├── sh510230.csv │ ├── sh510270.csv │ ├── sh510290.csv │ ├── sh510300.csv │ ├── sh510310.csv │ ├── sh510330.csv │ ├── sh510350.csv │ ├── sh510360.csv │ ├── sh510370.csv │ ├── sh510380.csv │ ├── sh510390.csv │ ├── sh510410.csv │ ├── sh510440.csv │ ├── sh510500.csv │ ├── sh510510.csv │ ├── sh510530.csv │ ├── sh510550.csv │ ├── sh510560.csv │ ├── sh510570.csv │ ├── sh510580.csv │ ├── sh510590.csv │ ├── sh510600.csv │ ├── sh510630.csv │ ├── sh510650.csv │ ├── sh510660.csv │ ├── sh510680.csv │ ├── sh510690.csv │ ├── sh510710.csv │ ├── sh510760.csv │ ├── sh510800.csv │ ├── sh510810.csv │ ├── sh510850.csv │ ├── sh510860.csv │ ├── sh510880.csv │ ├── sh510890.csv │ ├── sh510900.csv │ ├── sh510990.csv │ ├── sh511010.csv │ ├── sh511020.csv │ ├── sh511030.csv │ ├── sh511050.csv │ ├── sh511060.csv │ ├── sh511180.csv │ ├── sh511220.csv │ ├── sh511260.csv │ ├── sh511270.csv │ ├── sh511280.csv │ ├── sh511310.csv │ ├── sh511360.csv │ ├── sh511380.csv │ ├── sh511600.csv │ ├── sh511620.csv │ ├── sh511650.csv │ ├── sh511660.csv │ ├── sh511670.csv │ ├── sh511690.csv │ ├── sh511700.csv │ ├── sh511770.csv │ ├── sh511800.csv │ ├── sh511810.csv │ ├── sh511820.csv │ ├── sh511830.csv │ ├── sh511850.csv │ ├── sh511860.csv │ ├── sh511880.csv │ ├── sh511900.csv │ ├── sh511910.csv │ ├── sh511920.csv │ ├── sh511930.csv │ ├── sh511950.csv │ ├── sh511960.csv │ ├── sh511970.csv │ ├── sh511980.csv │ ├── sh511990.csv │ ├── sh512000.csv │ ├── sh512010.csv │ ├── sh512040.csv │ ├── sh512070.csv │ ├── sh512090.csv │ ├── sh512100.csv │ ├── sh512120.csv │ ├── sh512150.csv │ ├── sh512160.csv │ ├── sh512170.csv │ ├── sh512180.csv │ ├── sh512190.csv │ ├── sh512200.csv │ ├── sh512220.csv │ ├── sh512260.csv │ ├── sh512270.csv │ ├── sh512280.csv │ ├── sh512290.csv │ ├── sh512320.csv │ ├── sh512330.csv │ ├── sh512350.csv │ ├── sh512360.csv │ ├── sh512380.csv │ ├── sh512390.csv │ ├── sh512400.csv │ ├── sh512480.csv │ ├── sh512500.csv │ ├── sh512510.csv │ ├── sh512520.csv │ ├── sh512530.csv │ ├── sh512550.csv │ ├── sh512560.csv │ ├── sh512570.csv │ ├── sh512580.csv │ ├── sh512590.csv │ ├── sh512600.csv │ ├── sh512610.csv │ ├── sh512640.csv │ ├── sh512650.csv │ ├── sh512660.csv │ ├── sh512670.csv │ ├── sh512680.csv │ ├── sh512690.csv │ ├── sh512700.csv │ ├── sh512710.csv │ ├── sh512720.csv │ ├── sh512730.csv │ ├── sh512750.csv │ ├── sh512760.csv │ ├── sh512770.csv │ ├── sh512780.csv │ ├── sh512800.csv │ ├── sh512810.csv │ ├── sh512820.csv │ ├── sh512870.csv │ ├── sh512880.csv │ ├── sh512890.csv │ ├── sh512900.csv │ ├── sh512910.csv │ ├── sh512920.csv │ ├── sh512930.csv │ ├── sh512950.csv │ ├── sh512960.csv │ ├── sh512970.csv │ ├── sh512980.csv │ ├── sh512990.csv │ ├── sh513000.csv │ ├── sh513010.csv │ ├── sh513030.csv │ ├── sh513050.csv │ ├── sh513060.csv │ ├── sh513080.csv │ ├── sh513090.csv │ ├── sh513100.csv │ ├── sh513130.csv │ ├── sh513180.csv │ ├── sh513300.csv │ ├── sh513330.csv │ ├── sh513360.csv │ ├── sh513500.csv │ ├── sh513520.csv │ ├── sh513550.csv │ ├── sh513580.csv │ ├── sh513600.csv │ ├── sh513660.csv │ ├── sh513680.csv │ ├── sh513690.csv │ ├── sh513800.csv │ ├── sh513880.csv │ ├── sh513900.csv │ ├── sh513990.csv │ ├── sh515000.csv │ ├── sh515010.csv │ ├── sh515020.csv │ ├── sh515030.csv │ ├── sh515050.csv │ ├── sh515060.csv │ ├── sh515070.csv │ ├── sh515080.csv │ ├── sh515090.csv │ ├── sh515100.csv │ ├── sh515110.csv │ ├── sh515120.csv │ ├── sh515130.csv │ ├── sh515150.csv │ ├── sh515160.csv │ ├── sh515170.csv │ ├── sh515180.csv │ ├── sh515190.csv │ ├── sh515200.csv │ ├── sh515210.csv │ ├── sh515220.csv │ ├── sh515230.csv │ ├── sh515250.csv │ ├── sh515260.csv │ ├── sh515280.csv │ ├── sh515290.csv │ ├── sh515300.csv │ ├── sh515310.csv │ ├── sh515320.csv │ ├── sh515330.csv │ ├── sh515350.csv │ ├── sh515360.csv │ ├── sh515380.csv │ ├── sh515390.csv │ ├── sh515400.csv │ ├── sh515450.csv │ ├── sh515500.csv │ ├── sh515510.csv │ ├── sh515520.csv │ ├── sh515530.csv │ ├── sh515550.csv │ ├── sh515560.csv │ ├── sh515570.csv │ ├── sh515580.csv │ ├── sh515590.csv │ ├── sh515600.csv │ ├── sh515610.csv │ ├── sh515630.csv │ ├── sh515650.csv │ ├── sh515660.csv │ ├── sh515670.csv │ ├── sh515680.csv │ ├── sh515690.csv │ ├── sh515700.csv │ ├── sh515710.csv │ ├── sh515750.csv │ ├── sh515760.csv │ ├── sh515770.csv │ ├── sh515780.csv │ ├── sh515790.csv │ ├── sh515800.csv │ ├── sh515810.csv │ ├── sh515820.csv │ ├── sh515830.csv │ ├── sh515850.csv │ ├── sh515860.csv │ ├── sh515870.csv │ ├── sh515880.csv │ ├── sh515890.csv │ ├── sh515900.csv │ ├── sh515910.csv │ ├── sh515920.csv │ ├── sh515930.csv │ ├── sh515950.csv │ ├── sh515960.csv │ ├── sh515980.csv │ ├── sh515990.csv │ ├── sh516000.csv │ ├── sh516010.csv │ ├── sh516020.csv │ ├── sh516050.csv │ ├── sh516060.csv │ ├── sh516070.csv │ ├── sh516080.csv │ ├── sh516090.csv │ ├── sh516110.csv │ ├── sh516120.csv │ ├── sh516150.csv │ ├── sh516160.csv │ ├── sh516180.csv │ ├── sh516200.csv │ ├── sh516220.csv │ ├── sh516300.csv │ ├── sh516310.csv │ ├── sh516320.csv │ ├── sh516330.csv │ ├── sh516360.csv │ ├── sh516380.csv │ ├── sh516390.csv │ ├── sh516400.csv │ ├── sh516480.csv │ ├── sh516500.csv │ ├── sh516510.csv │ ├── sh516520.csv │ ├── sh516550.csv │ ├── sh516570.csv │ ├── sh516590.csv │ ├── sh516600.csv │ ├── sh516610.csv │ ├── sh516650.csv │ ├── sh516660.csv │ ├── sh516670.csv │ ├── sh516680.csv │ ├── sh516700.csv │ ├── sh516760.csv │ ├── sh516770.csv │ ├── sh516780.csv │ ├── sh516800.csv │ ├── sh516820.csv │ ├── sh516850.csv │ ├── sh516880.csv │ ├── sh516900.csv │ ├── sh516910.csv │ ├── sh516950.csv │ ├── sh516960.csv │ ├── sh516980.csv │ ├── sh517000.csv │ ├── sh517050.csv │ ├── sh517060.csv │ ├── sh517080.csv │ ├── sh517100.csv │ ├── sh517170.csv │ ├── sh517200.csv │ ├── sh517300.csv │ ├── sh517350.csv │ ├── sh518600.csv │ ├── sh518660.csv │ ├── sh518680.csv │ ├── sh518800.csv │ ├── sh518850.csv │ ├── sh518860.csv │ ├── sh518880.csv │ ├── sh518890.csv │ ├── sh561500.csv │ ├── sh588000.csv │ ├── sh588050.csv │ ├── sh588080.csv │ ├── sh588090.csv │ ├── sh588180.csv │ ├── sz159001.csv │ ├── sz159003.csv │ ├── sz159005.csv │ ├── sz159702.csv │ ├── sz159703.csv │ ├── sz159716.csv │ ├── sz159721.csv │ ├── sz159735.csv │ ├── sz159740.csv │ ├── sz159741.csv │ ├── sz159742.csv │ ├── sz159745.csv │ ├── sz159755.csv │ ├── sz159801.csv │ ├── sz159803.csv │ ├── sz159804.csv │ ├── sz159805.csv │ ├── sz159806.csv │ ├── sz159807.csv │ ├── sz159808.csv │ ├── sz159809.csv │ ├── sz159810.csv │ ├── sz159811.csv │ ├── sz159812.csv │ ├── sz159813.csv │ ├── sz159814.csv │ ├── sz159815.csv │ ├── sz159816.csv │ ├── sz159819.csv │ ├── sz159820.csv │ ├── sz159821.csv │ ├── sz159822.csv │ ├── sz159823.csv │ ├── sz159824.csv │ ├── sz159825.csv │ ├── sz159827.csv │ ├── sz159828.csv │ ├── sz159835.csv │ ├── sz159836.csv │ ├── sz159837.csv │ ├── sz159839.csv │ ├── sz159841.csv │ ├── sz159842.csv │ ├── sz159843.csv │ ├── sz159845.csv │ ├── sz159848.csv │ ├── sz159849.csv │ ├── sz159850.csv │ ├── sz159851.csv │ ├── sz159852.csv │ ├── sz159855.csv │ ├── sz159856.csv │ ├── sz159857.csv │ ├── sz159858.csv │ ├── sz159861.csv │ ├── sz159863.csv │ ├── sz159865.csv │ ├── sz159866.csv │ ├── sz159867.csv │ ├── sz159869.csv │ ├── sz159870.csv │ ├── sz159871.csv │ ├── sz159872.csv │ ├── sz159873.csv │ ├── sz159876.csv │ ├── sz159880.csv │ ├── sz159881.csv │ ├── sz159883.csv │ ├── sz159885.csv │ ├── sz159886.csv │ ├── sz159887.csv │ ├── sz159888.csv │ ├── sz159890.csv │ ├── sz159891.csv │ ├── sz159897.csv │ ├── sz159898.csv │ ├── sz159899.csv │ ├── sz159901.csv │ ├── sz159902.csv │ ├── sz159903.csv │ ├── sz159905.csv │ ├── sz159906.csv │ ├── sz159907.csv │ ├── sz159908.csv │ ├── sz159909.csv │ ├── sz159910.csv │ ├── sz159912.csv │ ├── sz159913.csv │ ├── sz159915.csv │ ├── sz159916.csv │ ├── sz159918.csv │ ├── sz159919.csv │ ├── sz159920.csv │ ├── sz159922.csv │ ├── sz159923.csv │ ├── sz159925.csv │ ├── sz159926.csv │ ├── sz159928.csv │ ├── sz159929.csv │ ├── sz159930.csv │ ├── sz159931.csv │ ├── sz159932.csv │ ├── sz159933.csv │ ├── sz159934.csv │ ├── sz159935.csv │ ├── sz159936.csv │ ├── sz159937.csv │ ├── sz159938.csv │ ├── sz159939.csv │ ├── sz159940.csv │ ├── sz159941.csv │ ├── sz159943.csv │ ├── sz159944.csv │ ├── sz159945.csv │ ├── sz159948.csv │ ├── sz159949.csv │ ├── sz159951.csv │ ├── sz159952.csv │ ├── sz159954.csv │ ├── sz159955.csv │ ├── sz159956.csv │ ├── sz159957.csv │ ├── sz159958.csv │ ├── sz159959.csv │ ├── sz159960.csv │ ├── sz159961.csv │ ├── sz159962.csv │ ├── sz159964.csv │ ├── sz159965.csv │ ├── sz159966.csv │ ├── sz159967.csv │ ├── sz159968.csv │ ├── sz159969.csv │ ├── sz159970.csv │ ├── sz159971.csv │ ├── sz159972.csv │ ├── sz159973.csv │ ├── sz159974.csv │ ├── sz159975.csv │ ├── sz159976.csv │ ├── sz159977.csv │ ├── sz159978.csv │ ├── sz159979.csv │ ├── sz159980.csv │ ├── sz159981.csv │ ├── sz159982.csv │ ├── sz159983.csv │ ├── sz159984.csv │ ├── sz159985.csv │ ├── sz159986.csv │ ├── sz159987.csv │ ├── sz159988.csv │ ├── sz159990.csv │ ├── sz159991.csv │ ├── sz159992.csv │ ├── sz159993.csv │ ├── sz159994.csv │ ├── sz159995.csv │ ├── sz159996.csv │ ├── sz159997.csv │ ├── sz159998.csv │ └── sz159999.csv ├── lof_list.csv └── lofs │ ├── sh501000.csv │ ├── sh501001.csv │ ├── sh501005.csv │ ├── sh501007.csv │ ├── sh501008.csv │ ├── sh501009.csv │ ├── sh501010.csv │ ├── sh501011.csv │ ├── sh501012.csv │ ├── sh501015.csv │ ├── sh501016.csv │ ├── sh501017.csv │ ├── sh501018.csv │ ├── sh501019.csv │ ├── sh501021.csv │ ├── sh501022.csv │ ├── sh501023.csv │ ├── sh501025.csv │ ├── sh501026.csv │ ├── sh501027.csv │ ├── sh501028.csv │ ├── sh501029.csv │ ├── sh501030.csv │ ├── sh501031.csv │ ├── sh501032.csv │ ├── sh501036.csv │ ├── sh501037.csv │ ├── sh501038.csv │ ├── sh501039.csv │ ├── sh501040.csv │ ├── sh501043.csv │ ├── sh501045.csv │ ├── sh501046.csv │ ├── sh501047.csv │ ├── sh501048.csv │ ├── sh501049.csv │ ├── sh501050.csv │ ├── sh501051.csv │ ├── sh501053.csv │ ├── sh501054.csv │ ├── sh501057.csv │ ├── sh501058.csv │ ├── sh501059.csv │ ├── sh501060.csv │ ├── sh501061.csv │ ├── sh501062.csv │ ├── sh501063.csv │ ├── sh501065.csv │ ├── sh501066.csv │ ├── sh501067.csv │ ├── sh501068.csv │ ├── sh501069.csv │ ├── sh501070.csv │ ├── sh501072.csv │ ├── sh501086.csv │ ├── sh501088.csv │ ├── sh501089.csv │ ├── sh501090.csv │ ├── sh501093.csv │ ├── sh501186.csv │ ├── sh501188.csv │ ├── sh501189.csv │ ├── sh501300.csv │ ├── sh501301.csv │ ├── sh501302.csv │ ├── sh501303.csv │ ├── sh501305.csv │ ├── sh501306.csv │ ├── sh501307.csv │ ├── sh501309.csv │ ├── sh501310.csv │ ├── sh501311.csv │ ├── sh502000.csv │ ├── sh502003.csv │ ├── sh502006.csv │ ├── sh502010.csv │ ├── sh502013.csv │ ├── sh502020.csv │ ├── sh502023.csv │ ├── sh502040.csv │ ├── sh502048.csv │ ├── sh502053.csv │ ├── sh502056.csv │ ├── sh506000.csv │ ├── sh506001.csv │ ├── sh506002.csv │ ├── sh506003.csv │ ├── sh506005.csv │ ├── sh506006.csv │ ├── sz160105.csv │ ├── sz160106.csv │ ├── sz160119.csv │ ├── sz160125.csv │ ├── sz160127.csv │ ├── sz160133.csv │ ├── sz160135.csv │ ├── sz160140.csv │ ├── sz160142.csv │ ├── sz160143.csv │ ├── sz160211.csv │ ├── sz160212.csv │ ├── sz160215.csv │ ├── sz160216.csv │ ├── sz160218.csv │ ├── sz160220.csv │ ├── sz160221.csv │ ├── sz160222.csv │ ├── sz160223.csv │ ├── sz160225.csv │ ├── sz160311.csv │ ├── sz160314.csv │ ├── sz160322.csv │ ├── sz160323.csv │ ├── sz160324.csv │ ├── sz160325.csv │ ├── sz160415.csv │ ├── sz160416.csv │ ├── sz160421.csv │ ├── sz160505.csv │ ├── sz160512.csv │ ├── sz160515.csv │ ├── sz160518.csv │ ├── sz160519.csv │ ├── sz160522.csv │ ├── sz160526.csv │ ├── sz160529.csv │ ├── sz160607.csv │ ├── sz160610.csv │ ├── sz160611.csv │ ├── sz160613.csv │ ├── sz160615.csv │ ├── sz160616.csv │ ├── sz160620.csv │ ├── sz160625.csv │ ├── sz160628.csv │ ├── sz160629.csv │ ├── sz160630.csv │ ├── sz160631.csv │ ├── sz160632.csv │ ├── sz160633.csv │ ├── sz160635.csv │ ├── sz160637.csv │ ├── sz160638.csv │ ├── sz160639.csv │ ├── sz160642.csv │ ├── sz160643.csv │ ├── sz160644.csv │ ├── sz160645.csv │ ├── sz160706.csv │ ├── sz160716.csv │ ├── sz160717.csv │ ├── sz160719.csv │ ├── sz160722.csv │ ├── sz160723.csv │ ├── sz160726.csv │ ├── sz160805.csv │ ├── sz160807.csv │ ├── sz160812.csv │ ├── sz160813.csv │ ├── sz160910.csv │ ├── sz160916.csv │ ├── sz160918.csv │ ├── sz160919.csv │ ├── sz160921.csv │ ├── sz160922.csv │ ├── sz160924.csv │ ├── sz160925.csv │ ├── sz160926.csv │ ├── sz161005.csv │ ├── sz161014.csv │ ├── sz161017.csv │ ├── sz161022.csv │ ├── sz161024.csv │ ├── sz161025.csv │ ├── sz161026.csv │ ├── sz161027.csv │ ├── sz161028.csv │ ├── sz161029.csv │ ├── sz161030.csv │ ├── sz161031.csv │ ├── sz161032.csv │ ├── sz161033.csv │ ├── sz161035.csv │ ├── sz161036.csv │ ├── sz161037.csv │ ├── sz161038.csv │ ├── sz161039.csv │ ├── sz161040.csv │ ├── sz161116.csv │ ├── sz161118.csv │ ├── sz161119.csv │ ├── sz161121.csv │ ├── sz161122.csv │ ├── sz161123.csv │ ├── sz161124.csv │ ├── sz161125.csv │ ├── sz161126.csv │ ├── sz161127.csv │ ├── sz161128.csv │ ├── sz161129.csv │ ├── sz161130.csv │ ├── sz161131.csv │ ├── sz161132.csv │ ├── sz161213.csv │ ├── sz161217.csv │ ├── sz161219.csv │ ├── sz161222.csv │ ├── sz161224.csv │ ├── sz161225.csv │ ├── sz161226.csv │ ├── sz161227.csv │ ├── sz161229.csv │ ├── sz161232.csv │ ├── sz161233.csv │ ├── sz161607.csv │ ├── sz161610.csv │ ├── sz161631.csv │ ├── sz161706.csv │ ├── sz161715.csv │ ├── sz161716.csv │ ├── sz161720.csv │ ├── sz161722.csv │ ├── sz161724.csv │ ├── sz161725.csv │ ├── sz161726.csv │ ├── sz161727.csv │ ├── sz161728.csv │ ├── sz161810.csv │ ├── sz161811.csv │ ├── sz161812.csv │ ├── sz161815.csv │ ├── sz161816.csv │ ├── sz161820.csv │ ├── sz161823.csv │ ├── sz161831.csv │ ├── sz161834.csv │ ├── sz161837.csv │ ├── sz161903.csv │ ├── sz161907.csv │ ├── sz161912.csv │ ├── sz161914.csv │ ├── sz162006.csv │ ├── sz162108.csv │ ├── sz162207.csv │ ├── sz162216.csv │ ├── sz162307.csv │ ├── sz162411.csv │ ├── sz162412.csv │ ├── sz162414.csv │ ├── sz162415.csv │ ├── sz162416.csv │ ├── sz162509.csv │ ├── sz162510.csv │ ├── sz162605.csv │ ├── sz162607.csv │ ├── sz162703.csv │ ├── sz162711.csv │ ├── sz162715.csv │ ├── sz162717.csv │ ├── sz162719.csv │ ├── sz162720.csv │ ├── sz163001.csv │ ├── sz163005.csv │ ├── sz163109.csv │ ├── sz163110.csv │ ├── sz163111.csv │ ├── sz163113.csv │ ├── sz163114.csv │ ├── sz163115.csv │ ├── sz163116.csv │ ├── sz163208.csv │ ├── sz163302.csv │ ├── sz163402.csv │ ├── sz163406.csv │ ├── sz163407.csv │ ├── sz163409.csv │ ├── sz163412.csv │ ├── sz163415.csv │ ├── sz163417.csv │ ├── sz163418.csv │ ├── sz163503.csv │ ├── sz163801.csv │ ├── sz163821.csv │ ├── sz163907.csv │ ├── sz164403.csv │ ├── sz164508.csv │ ├── sz164509.csv │ ├── sz164606.csv │ ├── sz164701.csv │ ├── sz164702.csv │ ├── sz164705.csv │ ├── sz164810.csv │ ├── sz164814.csv │ ├── sz164824.csv │ ├── sz164902.csv │ ├── sz164906.csv │ ├── sz165309.csv │ ├── sz165313.csv │ ├── sz165317.csv │ ├── sz165508.csv │ ├── sz165509.csv │ ├── sz165510.csv │ ├── sz165511.csv │ ├── sz165512.csv │ ├── sz165513.csv │ ├── sz165515.csv │ ├── sz165516.csv │ ├── sz165517.csv │ ├── sz165520.csv │ ├── sz165521.csv │ ├── sz165522.csv │ ├── sz165525.csv │ ├── sz165528.csv │ ├── sz166001.csv │ ├── sz166006.csv │ ├── sz166008.csv │ ├── sz166009.csv │ ├── sz166011.csv │ ├── sz166016.csv │ ├── sz166023.csv │ ├── sz166024.csv │ ├── sz166025.csv │ ├── sz166027.csv │ ├── sz166107.csv │ ├── sz166402.csv │ ├── sz166902.csv │ ├── sz167001.csv │ ├── sz167002.csv │ ├── sz167003.csv │ ├── sz167301.csv │ ├── sz167302.csv │ ├── sz167506.csv │ ├── sz167508.csv │ ├── sz168002.csv │ ├── sz168101.csv │ ├── sz168102.csv │ ├── sz168104.csv │ ├── sz168106.csv │ ├── sz168108.csv │ ├── sz168203.csv │ ├── sz168204.csv │ ├── sz168207.csv │ ├── sz168301.csv │ ├── sz168401.csv │ ├── sz168701.csv │ ├── sz169101.csv │ ├── sz169102.csv │ ├── sz169103.csv │ ├── sz169104.csv │ ├── sz169105.csv │ ├── sz169106.csv │ ├── sz169107.csv │ └── sz169201.csv ├── readme.org ├── requirement.txt ├── sss.csv └── views └── ss.csv /.gitignore: -------------------------------------------------------------------------------- 1 | **/.DS_Store 2 | .idea/ 3 | __pycache__/ 4 | -------------------------------------------------------------------------------- /TODOS.org: -------------------------------------------------------------------------------- 1 | #+title: 待实现回测方案 2 | #+author: Dylan Yang 3 | #+date: <2021-05-23 Sun> 4 | 5 | * TODO 动量回测 6 | 7 | * TODO 动量钟摆指标绘图 8 | 9 | * BUG 开放式基金数据，没有正常的开收盘价，无法发出买卖信号 -------------------------------------------------------------------------------- /backtest/backtest_cerebro.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | 4 | import backtrader as bt 5 | import backtrader.analyzers as btanalyzers 6 | from backtrader_plotting import Bokeh 7 | from backtrader_plotting.schemes import Tradimo 8 | 9 | from backtest.backtest_feeds import ETFCsvData 10 | 11 | 12 | def backtestopt(cash, funds, periods, start_date, end_date, strategy): 13 | 14 | cerebro = bt.Cerebro() 15 | cerebro.optstrategy(strategy, period=periods, printlog=False) 16 | 17 | modpath = os.path.dirname(os.path.abspath(sys.argv[0])) 18 | 19 | for fund in funds: 20 | datapath = os.path.join(modpath, f'datas/{fund}.csv') 21 | data = ETFCsvData(dataname=datapath, 22 | fromdate=start_date, 23 | todate=end_date) 24 | cerebro.adddata(data) 25 | 26 | cerebro.broker.setcash(cash) 27 | cerebro.broker.setcommission(commission=0.00015) 28 | 29 | print('period, Total ROI, Annual ROI') 30 | 31 | cerebro.run() 32 | 33 | 34 | def backtestrun(cash, funds, period, start_date, end_date, strategy): 35 | 36 | cerebro = bt.Cerebro() 37 | cerebro.addstrategy(strategy, period=period) 38 | 39 | modpath = os.path.dirname(os.path.abspath(sys.argv[0])) 40 | 41 | for fund in funds: 42 | datapath = os.path.join(modpath, f'datas/{fund}.csv') 43 | data = ETFCsvData(dataname=datapath, 44 | fromdate=start_date, 45 | todate=end_date) 46 | cerebro.adddata(data) 47 | 48 | cerebro.broker.setcash(cash) 49 | cerebro.broker.setcommission(commission=0.00015) 50 | 51 | cerebro.addanalyzer(btanalyzers.SharpeRatio_A, _name='sharp') 52 | cerebro.addanalyzer(btanalyzers.AnnualReturn, _name='annualreturn') 53 | cerebro.addanalyzer(btanalyzers.Returns, _name='return') 54 | cerebro.addanalyzer(btanalyzers.SQN, _name='SQN') 55 | 56 | cerebro.run() 57 | b = Bokeh(style='bar', scheme=Tradimo()) 58 | cerebro.plot(b) 59 | -------------------------------------------------------------------------------- /backtest/backtest_feeds.py: -------------------------------------------------------------------------------- 1 | """ 2 | 编写私有的数据文件类。 3 | """ 4 | from backtrader.feeds import GenericCSVData 5 | 6 | 7 | class ETFCsvData(GenericCSVData): 8 | params = ( 9 | ('nullvalue', 0.0), 10 | ('dtformat', '%Y-%m-%d'), 11 | ('datetime', 1), 12 | ('open', 2), 13 | ('high', 3), 14 | ('low', 4), 15 | ('close', 5), 16 | ('volume', 6), 17 | ('openinterest', -1), 18 | ) 19 | 20 | class OpenFundCsvData(GenericCSVData): 21 | params = ( 22 | ('nullvalue', 0.0), 23 | ('dtformat', '%Y-%m-%d'), 24 | ('datetime', 0), 25 | ('open', -1), 26 | ('high', -1), 27 | ('low', -1), 28 | ('close', 1), 29 | ('volume', 2), 30 | ('openinterest', -1), 31 | ) 32 | -------------------------------------------------------------------------------- /backtest/backtest_get.py: -------------------------------------------------------------------------------- 1 | import os 2 | 3 | import akshare as ak 4 | 5 | mainpath = os.path.dirname(os.path.dirname(__file__)) 6 | 7 | 8 | def get_all_fund_list(): 9 | """ 10 | 获取所有基金数据 11 | """ 12 | fund_em_fund_name_df = ak.fund_em_fund_name() 13 | path = os.path.join(mainpath, f'datas/all_fund.csv') 14 | fund_em_fund_name_df.to_csv(path) 15 | 16 | 17 | def get_etf_list(): 18 | """ 19 | 获取etf基金清单 20 | """ 21 | fund_list = ak.fund_etf_category_sina(symbol="ETF基金") 22 | path = os.path.join(mainpath, f'datas/etf_list.csv') 23 | fund_list.to_csv(path, encoding='utf-8') 24 | 25 | 26 | def get_lof_list(): 27 | """ 28 | 获取LOF基金清单 29 | """ 30 | fund_list = ak.fund_etf_category_sina(symbol="LOF基金") 31 | path = os.path.join(mainpath, f'datas/lof_list.csv') 32 | fund_list.to_csv(path, encoding='utf-8') 33 | 34 | 35 | def get_fund_detail(etf_fund_code, down_path=''): 36 | """ 37 | 获取 ETF 基金数据 38 | """ 39 | fund_detail = ak.fund_etf_hist_sina(symbol=etf_fund_code) 40 | path = '' 41 | if down_path == '': 42 | path = os.path.join(mainpath, f'datas/{etf_fund_code}.csv') 43 | if down_path == 'etfs': 44 | path = os.path.join(mainpath, f'datas/etfs/{etf_fund_code}.csv') 45 | if down_path == 'lofs': 46 | path = os.path.join(mainpath, f'datas/lofs/{etf_fund_code}.csv') 47 | 48 | fund_detail['fundname'] = etf_fund_code 49 | fund_detail.to_csv(path, encoding='utf-8') 50 | 51 | 52 | def get_open_fund_info(fund_code): 53 | """ 54 | 获取开放式基金数据 55 | """ 56 | fund_data = ak.fund_em_open_fund_info(fund=fund_code, indicator="单位净值走势") 57 | fund_data_new = fund_data.rename(columns={ 58 | '净值日期': 'datetime', 59 | '单位净值': 'open', 60 | '日增长率': 'rate', 61 | }) 62 | result_data = fund_data_new[['datetime', 'open', 'rate']] 63 | path = os.path.join(mainpath, f'datas/{fund_code}.csv') 64 | result_data.to_csv(path, index=None, encoding='utf-8') 65 | 66 | 67 | def download_open_fund(): 68 | """ 69 | 广发多因子混合 002943 70 | 广发价值领先混合 008099 71 | 富国中证 500 指数 161017 72 | """ 73 | fund_list = ['161017', '002943', '008099'] 74 | for fund in fund_list: 75 | get_open_fund_info(fund_code=fund) 76 | 77 | 78 | def download_etf_fund(): 79 | """ 80 | sh513050 中概互联 81 | sz159992 创新药 82 | 83 | sz159952 创业etf 84 | sh510500 500etf 85 | sz159949 创业板 50 86 | sh510310 沪深300 87 | 88 | sz159915 创业板 89 | sh518880 黄金ETF 90 | sh513100 纳指ETF 91 | """ 92 | funds = [ 93 | 'sh513050', 'sz159992', 'sz159952', 'sh510500', 'sz159949', 'sh510310', 94 | 'sz159915', 'sh518880', 'sh513100' 95 | ] 96 | for fund in funds: 97 | get_fund_detail(fund) 98 | 99 | 100 | def name_list(csv_name): 101 | import csv 102 | csv_f = os.path.join(mainpath, f'datas/{csv_name}') 103 | fund_list = [] 104 | with open(csv_f, 'r') as f: 105 | reader = csv.DictReader(f) 106 | for row in reader: 107 | if not row['name'].startswith('N'): 108 | fund_list.append(row['symbol']) 109 | else: 110 | print(row['name']) 111 | return fund_list 112 | 113 | 114 | def download_all_fund(csv_name, down_path=''): 115 | 116 | from progress.bar import IncrementalBar 117 | 118 | fund_list = name_list(csv_name) 119 | 120 | bar = IncrementalBar('Download', max=len(fund_list)) 121 | new_fund_list = [] 122 | for fund in fund_list: 123 | bar.next() 124 | try: 125 | get_fund_detail(fund, down_path) 126 | except KeyError: 127 | new_fund_list.append(fund) 128 | 129 | bar.finish() 130 | 131 | if len(new_fund_list) > 0: 132 | print(f'新基金有: {new_fund_list}') 133 | 134 | 135 | if __name__ == '__main__': 136 | #get_all_fund_list() 137 | # get_etf_list() 138 | # get_lof_list() 139 | 140 | # download_etf_fund() 141 | # download_open_fund() 142 | 143 | download_all_fund('etf_list.csv', 'etfs') 144 | download_all_fund('lof_list.csv', 'lofs') 145 | -------------------------------------------------------------------------------- /backtest_161017.py: -------------------------------------------------------------------------------- 1 | import datetime 2 | from backtest.backtest_feeds import OpenFundCsvData, ETFCsvData 3 | from backtest.backtest_strategy import DeclineStrategy 4 | 5 | import backtrader as bt 6 | import backtrader.analyzers as btanalyzers 7 | 8 | 9 | if __name__ == '__main__': 10 | cerebro = bt.Cerebro() 11 | start_date = datetime.datetime(2020, 7, 23) 12 | end_date = datetime.datetime(2021, 5, 20) 13 | 14 | data = OpenFundCsvData(dataname=r'datas/161017.csv', 15 | fromdate=start_date, 16 | todate=end_date,) 17 | 18 | data1 = ETFCsvData(dataname=r'datas/sh510500.csv', fromdate=start_date, todate=end_date) 19 | cerebro.adddata(data1) 20 | cerebro.addstrategy(DeclineStrategy) 21 | 22 | cash = 100000 23 | cerebro.broker.setcash(cash) 24 | cerebro.broker.setcommission(commission=0.00015) 25 | 26 | cerebro.addanalyzer(btanalyzers.SharpeRatio_A, _name='sharp') 27 | cerebro.addanalyzer(btanalyzers.AnnualReturn, _name='annualreturn') 28 | 29 | strats = cerebro.run() 30 | strat = strats[0] 31 | 32 | return_all = cerebro.broker.get_value() - cash 33 | used_cash = cash - cerebro.broker.get_cash() 34 | # roi = round(return_all/used_cash, 2) * 100 35 | print('夏普率:', strat.analyzers.sharp.get_analysis()) 36 | print('年化回报:', strat.analyzers.annualreturn.get_analysis()) 37 | # print(f'总收益: {roi}%') 38 | 39 | cerebro.plot() 40 | -------------------------------------------------------------------------------- /backtest_513050.py: -------------------------------------------------------------------------------- 1 | import datetime 2 | 3 | import backtrader as bt 4 | from backtest.backtest_feeds import ETFCsvData 5 | from backtest.backtest_strategy import WeekStrategy 6 | 7 | import backtrader.analyzers as btanalyzers 8 | 9 | if __name__ == '__main__': 10 | cerebro = bt.Cerebro() 11 | start_date = datetime.datetime(2018, 1, 1) 12 | end_date = datetime.datetime(2021, 5, 13) 13 | 14 | data = ETFCsvData(dataname=r'datas/sh513050.csv', 15 | fromdate=start_date, 16 | todate=end_date,) 17 | 18 | cerebro.adddata(data) 19 | cerebro.addstrategy(WeekStrategy) 20 | 21 | cash = 100000 22 | cerebro.broker.setcash(cash) 23 | cerebro.broker.setcommission(commission=0.00015) 24 | 25 | cerebro.addanalyzer(btanalyzers.SharpeRatio_A, _name='sharp') 26 | cerebro.addanalyzer(btanalyzers.AnnualReturn, _name='annualreturn') 27 | 28 | strats = cerebro.run() 29 | strat = strats[0] 30 | 31 | return_all = cerebro.broker.get_value() - cash 32 | used_cash = cash - cerebro.broker.get_cash() 33 | roi = round(return_all/used_cash, 2) * 100 34 | print('夏普率:', strat.analyzers.sharp.get_analysis()) 35 | print('年化回报:', strat.analyzers.annualreturn.get_analysis()) 36 | print(f'总收益: {roi}%') 37 | 38 | cerebro.plot() 39 | -------------------------------------------------------------------------------- /bband_run.py: -------------------------------------------------------------------------------- 1 | import datetime 2 | 3 | import backtrader as bt 4 | import backtrader.analyzers as btanalyzers 5 | from backtrader import dataseries 6 | from backtrader_plotting import Bokeh 7 | from backtrader_plotting.schemes import Tradimo 8 | 9 | 10 | class BBandStrategy(bt.Strategy): 11 | """ 12 | 如果跌破布林下线则买入，跌破中线买入一半，从中线上涨到上线则卖出二分之一，从下线上涨到布林中线卖出二分之一。 13 | """ 14 | 15 | params = ( 16 | ('period', 20), 17 | ('printlog', True), 18 | ) 19 | 20 | def log(self, txt, dt=None): 21 | dt = dt or self.datas[0].datetime.date(0) 22 | print('%s, %s' % (dt.isoformat(), txt)) 23 | 24 | def __init__(self): 25 | self.dataprice = self.datas[0].close 26 | self.order = None 27 | self.mid = bt.indicators.BollingerBands(self.datas[0], 28 | period=self.params.period).mid 29 | self.bot = bt.indicators.BollingerBands(self.datas[0], 30 | period=self.params.period).bot 31 | self.top = bt.indicators.BollingerBands(self.datas[0], 32 | period=self.params.period).top 33 | self.buy_value = [] 34 | 35 | def next(self): 36 | 37 | position_size = self.broker.getposition(data=self.datas[0]).size 38 | self.log(f'{position_size}, {self.dataprice[0]}, {self.bot[0]}') 39 | 40 | if self.dataprice[0] <= self.bot[0] and position_size <= 0: 41 | self.order_target_percent(data=self.datas[0], target=0.3) 42 | self.buy_value.append(self.dataprice[0]) 43 | 44 | if self.dataprice[0] <= self.bot[0] and position_size > 0: 45 | if self.dataprice[0] < self.buy_value[-1]: 46 | self.order_target_percent(data=self.datas[0], target=0.7) 47 | self.buy_value.append(self.dataprice[0]) 48 | 49 | if self.dataprice[0] >= self.mid[0] and position_size > 0: 50 | self.order_target_percent(data=self.datas[0], 51 | target=position_size // 2) 52 | self.buy_value.append(self.dataprice[0]) 53 | 54 | if self.dataprice[0] >= self.top[0] and position_size > 0: 55 | self.order_target_percent(data=self.datas[0], target=0) 56 | self.buy_value.clear() 57 | 58 | if self.dataprice[0] <= self.mid[0] and position_size <= 0: 59 | self.order_target_percent(data=self.datas[0], target=0.3) 60 | self.buy_value.append(self.dataprice[0]) 61 | 62 | def stop(self): 63 | return_all = self.broker.getvalue() / 200000.0 64 | print('{0}, {1}%, {2}%'.format( 65 | self.params.period, round((return_all - 1.0) * 100, 2), 66 | round((pow(return_all, 1.0 / 8) - 1.0) * 100, 2))) 67 | 68 | 69 | if __name__ == '__main__': 70 | """ 71 | sz159915 创业板 72 | sz159992 创新药 73 | sh512690 酒ETF 74 | """ 75 | 76 | import os 77 | import sys 78 | 79 | from backtest.backtest_feeds import ETFCsvData 80 | 81 | cash = 200000.00 82 | periods = range(1, 60) 83 | 84 | opt_start_date = datetime.datetime(2020, 4, 10) 85 | run_start_date = datetime.datetime(2020, 1, 6) 86 | end_date = datetime.datetime.now() 87 | 88 | cerebro = bt.Cerebro() 89 | # cerebro.optstrategy(BBandStrategy, period=periods, printlog=False) 90 | cerebro.addstrategy(BBandStrategy, period=18) 91 | 92 | modpath = os.path.dirname(os.path.abspath(sys.argv[0])) 93 | 94 | datapath = os.path.join(modpath, f'datas/sz159915.csv') 95 | data = ETFCsvData(dataname=datapath, 96 | fromdate=opt_start_date, 97 | todate=end_date) 98 | cerebro.adddata(data) 99 | 100 | cerebro.broker.setcash(cash) 101 | cerebro.broker.setcommission(commission=0.00015) 102 | 103 | cerebro.addanalyzer(btanalyzers.SharpeRatio_A, _name='sharp') 104 | cerebro.addanalyzer(btanalyzers.AnnualReturn, _name='annualreturn') 105 | cerebro.addanalyzer(btanalyzers.Returns, _name='return') 106 | cerebro.addanalyzer(btanalyzers.SQN, _name='SQN') 107 | 108 | cerebro.run() 109 | b = Bokeh(style='bar', scheme=Tradimo()) 110 | cerebro.plot(b) 111 | -------------------------------------------------------------------------------- /cal_atr.py: -------------------------------------------------------------------------------- 1 | """ 2 | 计算所有基金的变动率，找出最高的三支基金。 3 | 计算动量最高的三支基金。 4 | 计算反转策略最好的三支基金，分别买入。 5 | 6 | ATR AverageTrueRange 7 | 8 | 将所有基金的数据循环加载，只计算出最近10个交易日的 ATR 的平均值。 9 | 10 | 或者利用 pandas 进行计算，取出每天数据中的最大值和最小值，计算其差值百分比。 11 | 或者找出五个交易日中的最高价和最低差，计算差值百分比。 12 | """ 13 | 14 | import os 15 | 16 | import pandas as pd 17 | 18 | from backtest.backtest_get import all_etf_name_list 19 | 20 | 21 | def cal_high_low(df): 22 | max = df['high'].max() 23 | min = df['low'].min() 24 | change = round((max - min) / min, 2) 25 | return change 26 | 27 | 28 | def atr_max_10(): 29 | datas = [] 30 | fund_name_list = all_etf_name_list() 31 | 32 | mainpath = os.path.dirname(os.path.dirname(__file__)) 33 | error_file_list = [] 34 | changaes = dict() 35 | for fund in fund_name_list: 36 | try: 37 | path = os.path.join(mainpath, f'datas/{fund}.csv') 38 | data = pd.read_csv(path, encoding='utf-8') 39 | changaes[fund] = cal_high_low(data.tail(5)) 40 | 41 | except FileNotFoundError: 42 | error_file_list.append(fund) 43 | 44 | changaes_df = pd.DataFrame.from_dict(changaes, 45 | orient='index', 46 | columns=['change']) 47 | 48 | changaes_df.sort_values(by='change', inplace=True, ascending=False) 49 | # print(changaes_df.head(10)) 50 | change_list = changaes_df.head(10).to_dict() 51 | 52 | return change_list['change'].keys() 53 | 54 | 55 | if __name__ == '__main__': 56 | print(atr_max_10()) 57 | -------------------------------------------------------------------------------- /chart.py: -------------------------------------------------------------------------------- 1 | import os 2 | 3 | import matplotlib.pyplot as plt 4 | import pandas as pd 5 | from pandas.core.frame import DataFrame 6 | 7 | mainpath = os.path.dirname(os.path.dirname(__file__)) 8 | 9 | csv = os.path.join(mainpath, f'views/ss.csv') 10 | data = pd.read_csv( 11 | csv, 12 | encoding='utf-8', 13 | ) 14 | datas_1 = pd.pivot_table(data, index=['日期'], columns=['基金代码'], values=['动量值']) 15 | 16 | print(datas_1.head()) 17 | 18 | datas_1.plot() 19 | plt.show() 20 | -------------------------------------------------------------------------------- /datas/etfs/sh510990.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.001,1.009,0.997,1.004,114540140,sh510990 3 | 1,2021-07-02,0.999,0.999,0.975,0.978,13633328,sh510990 4 | -------------------------------------------------------------------------------- /datas/etfs/sh511620.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-07,99.987,100.0,99.987,99.994,5592,sh511620 3 | 1,2021-04-08,99.992,99.999,99.99,99.996,3124,sh511620 4 | 2,2021-04-09,99.997,100.098,99.997,100.007,9202,sh511620 5 | 3,2021-04-12,100.001,100.001,99.991,100.0,7005,sh511620 6 | 4,2021-04-13,99.995,100.0,99.991,99.997,1601,sh511620 7 | 5,2021-04-14,99.989,99.998,99.989,99.996,1803,sh511620 8 | 6,2021-04-15,99.992,99.998,99.992,99.996,6136,sh511620 9 | 7,2021-04-16,99.996,100.008,99.996,100.006,10376,sh511620 10 | 8,2021-04-19,99.99,100.005,99.99,99.996,5105,sh511620 11 | 9,2021-04-20,99.984,99.993,99.984,99.992,3908,sh511620 12 | 10,2021-04-21,99.998,99.998,99.986,99.993,5902,sh511620 13 | 11,2021-04-22,99.993,99.995,99.989,99.994,3308,sh511620 14 | 12,2021-04-23,99.994,100.008,99.994,100.001,7098,sh511620 15 | 13,2021-04-26,100.0,100.0,99.994,99.994,4201,sh511620 16 | 14,2021-04-27,99.988,99.994,99.986,99.992,8803,sh511620 17 | 15,2021-04-28,99.992,100.0,99.987,99.996,2807,sh511620 18 | 16,2021-04-29,99.988,99.998,99.988,99.991,8477,sh511620 19 | 17,2021-04-30,100.001,100.119,100.001,100.1,23297,sh511620 20 | 18,2021-05-06,99.994,100.099,99.9,99.994,11124,sh511620 21 | 19,2021-05-07,99.997,100.006,99.997,100.0,6171,sh511620 22 | 20,2021-05-10,100.0,100.0,99.99,99.994,3584,sh511620 23 | 21,2021-05-11,99.994,99.999,99.99,99.999,3908,sh511620 24 | 22,2021-05-12,100.0,100.0,99.987,99.999,4516,sh511620 25 | 23,2021-05-13,99.99,100.103,99.99,99.997,5812,sh511620 26 | 24,2021-05-14,100.0,100.01,99.999,100.0,2955,sh511620 27 | 25,2021-05-17,99.991,99.995,99.947,99.989,6310,sh511620 28 | 26,2021-05-18,99.981,99.994,99.98,99.994,11315,sh511620 29 | 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-------------------------------------------------------------------------------- /datas/etfs/sh513010.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-25,0.994,0.996,0.982,0.993,400968200,sh513010 3 | 1,2021-05-26,1.0,1.002,0.993,0.996,217784501,sh513010 4 | 2,2021-05-27,0.999,1.001,0.993,0.999,213006100,sh513010 5 | 3,2021-05-28,1.001,1.003,0.982,0.985,243888399,sh513010 6 | 4,2021-05-31,0.99,0.994,0.983,0.992,192228900,sh513010 7 | 5,2021-06-01,0.997,1.021,0.996,1.02,443729201,sh513010 8 | 6,2021-06-02,1.026,1.027,1.014,1.014,160558600,sh513010 9 | 7,2021-06-03,1.015,1.025,1.008,1.01,164080600,sh513010 10 | 8,2021-06-04,1.008,1.013,0.999,1.004,133493400,sh513010 11 | 9,2021-06-07,1.006,1.007,0.992,0.998,127369100,sh513010 12 | 10,2021-06-08,1.0,1.003,0.984,0.986,153332100,sh513010 13 | 11,2021-06-09,0.987,0.992,0.983,0.985,63497600,sh513010 14 | 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-------------------------------------------------------------------------------- /datas/etfs/sh513060.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-29,0.995,1.003,0.981,0.983,164619800,sh513060 3 | 1,2021-03-30,0.994,1.028,0.994,1.022,139266920,sh513060 4 | 2,2021-03-31,1.025,1.027,1.0,1.013,31585800,sh513060 5 | 3,2021-04-01,1.018,1.047,1.018,1.044,39115200,sh513060 6 | 4,2021-04-02,1.045,1.045,1.036,1.039,17297400,sh513060 7 | 5,2021-04-06,1.037,1.045,1.034,1.041,7675700,sh513060 8 | 6,2021-04-07,1.042,1.05,1.023,1.033,17525300,sh513060 9 | 7,2021-04-08,1.033,1.053,1.026,1.051,23919200,sh513060 10 | 8,2021-04-09,1.051,1.054,1.023,1.028,22958700,sh513060 11 | 9,2021-04-12,1.027,1.036,1.008,1.01,16328700,sh513060 12 | 10,2021-04-13,1.011,1.032,1.01,1.015,13713400,sh513060 13 | 11,2021-04-14,1.026,1.034,1.019,1.031,13036400,sh513060 14 | 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-------------------------------------------------------------------------------- /datas/etfs/sh513180.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-25,0.991,1.004,0.987,1.003,604253800,sh513180 3 | 1,2021-05-26,1.005,1.009,1.001,1.004,450025400,sh513180 4 | 2,2021-05-27,1.001,1.009,1.0,1.005,343661900,sh513180 5 | 3,2021-05-28,1.01,1.01,0.988,0.991,317619300,sh513180 6 | 4,2021-05-31,0.995,1.001,0.99,0.998,267986200,sh513180 7 | 5,2021-06-01,1.009,1.033,1.003,1.03,886779700,sh513180 8 | 6,2021-06-02,1.035,1.039,1.021,1.022,298824500,sh513180 9 | 7,2021-06-03,1.024,1.032,1.014,1.016,247716500,sh513180 10 | 8,2021-06-04,1.009,1.02,1.005,1.01,328716000,sh513180 11 | 9,2021-06-07,1.014,1.014,0.997,1.004,212041000,sh513180 12 | 10,2021-06-08,1.006,1.009,0.99,0.993,274591700,sh513180 13 | 11,2021-06-09,0.993,0.998,0.989,0.992,137082400,sh513180 14 | 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-------------------------------------------------------------------------------- /datas/etfs/sh513360.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-17,0.95,0.955,0.898,0.899,96329820,sh513360 3 | 1,2021-06-18,0.881,0.888,0.855,0.885,44160400,sh513360 4 | 2,2021-06-21,0.888,0.899,0.888,0.898,21118800,sh513360 5 | 3,2021-06-22,0.908,0.926,0.907,0.924,15799400,sh513360 6 | 4,2021-06-23,0.924,0.925,0.899,0.912,11024100,sh513360 7 | 5,2021-06-24,0.921,0.922,0.917,0.917,7929100,sh513360 8 | 6,2021-06-25,0.929,0.947,0.929,0.935,10774600,sh513360 9 | 7,2021-06-28,0.933,0.936,0.924,0.935,6972800,sh513360 10 | 8,2021-06-29,0.94,0.941,0.931,0.932,5047900,sh513360 11 | 9,2021-06-30,0.937,0.937,0.931,0.935,4864400,sh513360 12 | 10,2021-07-01,0.929,0.936,0.929,0.93,2908800,sh513360 13 | 11,2021-07-02,0.917,0.926,0.9,0.905,31153400,sh513360 14 | -------------------------------------------------------------------------------- /datas/etfs/sh513580.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-27,0.99,0.995,0.987,0.993,85344100,sh513580 3 | 1,2021-05-28,0.996,0.998,0.972,0.975,75294200,sh513580 4 | 2,2021-05-31,0.979,0.987,0.978,0.987,44823500,sh513580 5 | 3,2021-06-01,0.988,1.012,0.988,1.01,162188900,sh513580 6 | 4,2021-06-02,1.013,1.017,1.005,1.007,71700500,sh513580 7 | 5,2021-06-03,1.007,1.017,1.0,1.002,97118100,sh513580 8 | 6,2021-06-04,0.999,1.007,0.994,0.999,54223100,sh513580 9 | 7,2021-06-07,1.0,1.002,0.985,0.991,47785000,sh513580 10 | 8,2021-06-08,0.992,0.997,0.977,0.979,42818100,sh513580 11 | 9,2021-06-09,0.979,0.985,0.976,0.98,37305700,sh513580 12 | 10,2021-06-10,0.981,0.989,0.977,0.978,43358500,sh513580 13 | 11,2021-06-11,0.98,0.99,0.977,0.977,40037700,sh513580 14 | 12,2021-06-15,0.985,0.986,0.968,0.976,48891700,sh513580 15 | 13,2021-06-16,0.973,0.974,0.964,0.966,34985700,sh513580 16 | 14,2021-06-17,0.965,0.972,0.958,0.971,37707100,sh513580 17 | 15,2021-06-18,0.972,0.998,0.972,0.992,56963200,sh513580 18 | 16,2021-06-21,0.992,0.992,0.978,0.984,61024200,sh513580 19 | 17,2021-06-22,0.984,0.986,0.97,0.973,47790900,sh513580 20 | 18,2021-06-23,0.975,0.997,0.973,0.996,56379500,sh513580 21 | 19,2021-06-24,0.997,1.004,0.997,0.999,40081600,sh513580 22 | 20,2021-06-25,1.0,1.02,1.0,1.019,70540100,sh513580 23 | 21,2021-06-28,1.03,1.03,1.017,1.021,43173700,sh513580 24 | 22,2021-06-29,1.025,1.03,1.01,1.011,61818800,sh513580 25 | 23,2021-06-30,1.016,1.022,1.009,1.011,37226300,sh513580 26 | 24,2021-07-01,1.01,1.012,1.003,1.007,8688200,sh513580 27 | 25,2021-07-02,1.003,1.007,0.977,0.979,26516600,sh513580 28 | -------------------------------------------------------------------------------- /datas/etfs/sh513690.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-20,0.992,0.992,0.976,0.98,38521950,sh513690 3 | 1,2021-05-21,0.981,0.985,0.974,0.98,29279600,sh513690 4 | 2,2021-05-24,0.98,0.986,0.98,0.985,7198400,sh513690 5 | 3,2021-05-25,0.985,0.99,0.982,0.986,16420200,sh513690 6 | 4,2021-05-26,0.986,0.995,0.985,0.995,31479700,sh513690 7 | 5,2021-05-27,0.99,0.997,0.989,0.996,26286200,sh513690 8 | 6,2021-05-28,0.995,1.0,0.994,0.996,6308700,sh513690 9 | 7,2021-05-31,0.991,0.996,0.982,0.986,11204400,sh513690 10 | 8,2021-06-01,0.986,0.986,0.981,0.984,6461400,sh513690 11 | 9,2021-06-02,0.984,0.995,0.984,0.99,9723800,sh513690 12 | 10,2021-06-03,0.99,0.994,0.987,0.988,3898300,sh513690 13 | 11,2021-06-04,0.985,0.989,0.984,0.988,7461600,sh513690 14 | 12,2021-06-07,0.987,0.988,0.985,0.987,8214700,sh513690 15 | 13,2021-06-08,0.991,0.991,0.983,0.988,8471000,sh513690 16 | 14,2021-06-09,0.989,0.993,0.988,0.992,7736200,sh513690 17 | 15,2021-06-10,0.99,0.994,0.989,0.989,6554200,sh513690 18 | 16,2021-06-11,0.99,0.99,0.984,0.988,15161000,sh513690 19 | 17,2021-06-15,0.987,0.99,0.976,0.981,17280600,sh513690 20 | 18,2021-06-16,0.979,0.981,0.977,0.979,14220900,sh513690 21 | 19,2021-06-17,0.974,0.98,0.974,0.977,7447200,sh513690 22 | 20,2021-06-18,0.976,0.977,0.971,0.972,2977700,sh513690 23 | 21,2021-06-21,0.971,0.971,0.961,0.965,10819600,sh513690 24 | 22,2021-06-22,0.964,0.975,0.964,0.974,10825400,sh513690 25 | 23,2021-06-23,0.974,0.978,0.971,0.977,18242100,sh513690 26 | 24,2021-06-24,0.979,0.985,0.979,0.982,5994300,sh513690 27 | 25,2021-06-25,0.984,0.989,0.983,0.987,9820800,sh513690 28 | 26,2021-06-28,0.987,0.987,0.977,0.978,2840100,sh513690 29 | 27,2021-06-29,0.98,0.981,0.971,0.971,3552000,sh513690 30 | 28,2021-06-30,0.974,0.977,0.969,0.97,4142600,sh513690 31 | 29,2021-07-01,0.97,0.973,0.962,0.97,12141600,sh513690 32 | 30,2021-07-02,0.971,0.971,0.963,0.966,17080500,sh513690 33 | -------------------------------------------------------------------------------- /datas/etfs/sh516070.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-23,0.999,1.023,0.999,1.018,140335000,sh516070 3 | 1,2021-04-26,1.018,1.035,0.999,1.001,44041800,sh516070 4 | 2,2021-04-27,1.001,1.005,0.981,0.998,12854700,sh516070 5 | 3,2021-04-28,0.998,1.021,0.978,1.013,20548700,sh516070 6 | 4,2021-04-29,1.014,1.024,1.008,1.02,29331800,sh516070 7 | 5,2021-04-30,1.02,1.051,1.013,1.042,36697500,sh516070 8 | 6,2021-05-06,1.046,1.053,1.02,1.035,17066900,sh516070 9 | 7,2021-05-07,1.035,1.048,1.013,1.016,15329100,sh516070 10 | 8,2021-05-10,1.011,1.029,0.999,1.022,10237100,sh516070 11 | 9,2021-05-11,1.005,1.028,0.991,1.012,12919400,sh516070 12 | 10,2021-05-12,1.004,1.02,1.003,1.011,7686700,sh516070 13 | 11,2021-05-13,1.005,1.007,0.991,0.995,11667800,sh516070 14 | 12,2021-05-14,0.995,1.014,0.983,1.011,17032200,sh516070 15 | 13,2021-05-17,1.014,1.045,1.011,1.04,34119000,sh516070 16 | 14,2021-05-18,1.04,1.049,1.033,1.037,21644700,sh516070 17 | 15,2021-05-19,1.037,1.061,1.03,1.057,27676800,sh516070 18 | 16,2021-05-20,1.056,1.065,1.044,1.05,13878900,sh516070 19 | 17,2021-05-21,1.05,1.071,1.043,1.053,15916100,sh516070 20 | 18,2021-05-24,1.053,1.057,1.04,1.056,15516400,sh516070 21 | 19,2021-05-25,1.056,1.07,1.046,1.068,18223000,sh516070 22 | 20,2021-05-26,1.068,1.072,1.055,1.057,13097700,sh516070 23 | 21,2021-05-27,1.059,1.065,1.052,1.062,14708200,sh516070 24 | 22,2021-05-28,1.062,1.109,1.062,1.089,26402500,sh516070 25 | 23,2021-05-31,1.089,1.139,1.089,1.136,24594800,sh516070 26 | 24,2021-06-01,1.136,1.136,1.109,1.125,16602600,sh516070 27 | 25,2021-06-02,1.138,1.141,1.114,1.118,17956400,sh516070 28 | 26,2021-06-03,1.114,1.12,1.096,1.1,14685800,sh516070 29 | 27,2021-06-04,1.083,1.134,1.083,1.118,18721900,sh516070 30 | 28,2021-06-07,1.118,1.12,1.086,1.097,19699300,sh516070 31 | 29,2021-06-08,1.097,1.116,1.086,1.094,13227900,sh516070 32 | 30,2021-06-09,1.094,1.101,1.087,1.099,13875000,sh516070 33 | 31,2021-06-10,1.099,1.151,1.099,1.143,25932900,sh516070 34 | 32,2021-06-11,1.15,1.178,1.141,1.166,24371600,sh516070 35 | 33,2021-06-15,1.177,1.181,1.141,1.15,18483700,sh516070 36 | 34,2021-06-16,1.137,1.144,1.1,1.104,20717500,sh516070 37 | 35,2021-06-17,1.101,1.125,1.1,1.123,15946500,sh516070 38 | 36,2021-06-18,1.12,1.158,1.103,1.151,22293300,sh516070 39 | 37,2021-06-21,1.151,1.172,1.136,1.164,20834300,sh516070 40 | 38,2021-06-22,1.164,1.174,1.152,1.173,16158000,sh516070 41 | 39,2021-06-23,1.174,1.21,1.174,1.201,21493200,sh516070 42 | 40,2021-06-24,1.203,1.22,1.192,1.213,23364800,sh516070 43 | 41,2021-06-25,1.215,1.232,1.213,1.228,22403300,sh516070 44 | 42,2021-06-28,1.229,1.26,1.229,1.251,27859000,sh516070 45 | 43,2021-06-29,1.257,1.282,1.257,1.27,27232000,sh516070 46 | 44,2021-06-30,1.268,1.293,1.251,1.292,26443300,sh516070 47 | 45,2021-07-01,1.294,1.3,1.258,1.273,26318400,sh516070 48 | 46,2021-07-02,1.272,1.276,1.241,1.249,22883800,sh516070 49 | -------------------------------------------------------------------------------- /datas/etfs/sh516090.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-19,0.976,0.991,0.966,0.974,74465479,sh516090 3 | 1,2021-03-22,0.97,0.998,0.97,0.988,28538576,sh516090 4 | 2,2021-03-23,0.99,0.99,0.951,0.96,5980200,sh516090 5 | 3,2021-03-24,0.956,0.963,0.935,0.942,3109900,sh516090 6 | 4,2021-03-25,0.942,0.945,0.921,0.939,7081300,sh516090 7 | 5,2021-03-26,0.939,0.99,0.939,0.989,16514779,sh516090 8 | 6,2021-03-29,0.99,0.99,0.969,0.98,3357200,sh516090 9 | 7,2021-03-30,0.985,0.996,0.968,0.995,7512879,sh516090 10 | 8,2021-03-31,0.993,0.997,0.982,0.99,3385300,sh516090 11 | 9,2021-04-01,0.99,1.011,0.99,1.002,8649300,sh516090 12 | 10,2021-04-02,1.003,1.011,0.994,1.002,13902200,sh516090 13 | 11,2021-04-06,1.002,1.028,1.002,1.017,27912900,sh516090 14 | 12,2021-04-07,1.017,1.02,0.993,1.001,5092000,sh516090 15 | 13,2021-04-08,1.0,1.0,0.986,0.996,2849900,sh516090 16 | 14,2021-04-09,0.998,0.998,0.976,0.978,3005500,sh516090 17 | 15,2021-04-12,0.978,0.982,0.947,0.96,8418100,sh516090 18 | 16,2021-04-13,0.96,0.967,0.947,0.955,1983500,sh516090 19 | 17,2021-04-14,0.956,0.983,0.956,0.981,4137100,sh516090 20 | 18,2021-04-15,0.98,0.987,0.972,0.985,1529200,sh516090 21 | 19,2021-04-16,0.995,0.996,0.962,0.977,2101500,sh516090 22 | 20,2021-04-19,0.977,1.023,0.972,1.021,17380100,sh516090 23 | 21,2021-04-20,1.02,1.048,1.015,1.026,12781100,sh516090 24 | 22,2021-04-21,1.023,1.031,1.011,1.022,5212000,sh516090 25 | 23,2021-04-22,1.035,1.036,1.016,1.028,3064800,sh516090 26 | 24,2021-04-23,1.027,1.047,1.016,1.044,8251000,sh516090 27 | 25,2021-04-26,1.054,1.063,1.025,1.027,5694400,sh516090 28 | 26,2021-04-27,1.025,1.03,1.01,1.02,2179000,sh516090 29 | 27,2021-04-28,1.02,1.049,1.016,1.044,3788400,sh516090 30 | 28,2021-04-29,1.044,1.055,1.035,1.049,4897200,sh516090 31 | 29,2021-04-30,1.05,1.081,1.047,1.079,6649900,sh516090 32 | 30,2021-05-06,1.079,1.085,1.049,1.07,5930000,sh516090 33 | 31,2021-05-07,1.07,1.083,1.042,1.046,8650200,sh516090 34 | 32,2021-05-10,1.045,1.063,1.016,1.059,5193700,sh516090 35 | 33,2021-05-11,1.026,1.063,1.018,1.045,4018600,sh516090 36 | 34,2021-05-12,1.04,1.045,1.03,1.043,3261700,sh516090 37 | 35,2021-05-13,1.04,1.04,1.017,1.02,4846400,sh516090 38 | 36,2021-05-14,1.029,1.045,1.01,1.041,5694200,sh516090 39 | 37,2021-05-17,1.04,1.078,1.038,1.076,6805400,sh516090 40 | 38,2021-05-18,1.075,1.083,1.06,1.072,2271600,sh516090 41 | 39,2021-05-19,1.072,1.104,1.061,1.092,3298400,sh516090 42 | 40,2021-05-20,1.091,1.104,1.084,1.094,2942800,sh516090 43 | 41,2021-05-21,1.094,1.119,1.09,1.099,5267100,sh516090 44 | 42,2021-05-24,1.104,1.113,1.089,1.101,4318900,sh516090 45 | 43,2021-05-25,1.105,1.115,1.093,1.114,3903300,sh516090 46 | 44,2021-05-26,1.115,1.119,1.098,1.102,3427000,sh516090 47 | 45,2021-05-27,1.106,1.106,1.094,1.103,3668200,sh516090 48 | 46,2021-05-28,1.105,1.156,1.105,1.149,8525500,sh516090 49 | 47,2021-05-31,1.142,1.199,1.142,1.196,6710400,sh516090 50 | 48,2021-06-01,1.189,1.191,1.16,1.188,7440100,sh516090 51 | 49,2021-06-02,1.19,1.21,1.166,1.167,7333300,sh516090 52 | 50,2021-06-03,1.168,1.176,1.148,1.16,4036800,sh516090 53 | 51,2021-06-04,1.16,1.186,1.141,1.176,8496400,sh516090 54 | 52,2021-06-07,1.175,1.175,1.142,1.158,8959300,sh516090 55 | 53,2021-06-08,1.158,1.173,1.134,1.144,6300600,sh516090 56 | 54,2021-06-09,1.133,1.148,1.132,1.146,6643900,sh516090 57 | 55,2021-06-10,1.15,1.205,1.144,1.194,12025100,sh516090 58 | 56,2021-06-11,1.213,1.231,1.195,1.229,6360500,sh516090 59 | 57,2021-06-15,1.232,1.274,1.195,1.22,6457000,sh516090 60 | 58,2021-06-16,1.221,1.221,1.138,1.142,19341700,sh516090 61 | 59,2021-06-17,1.14,1.165,1.137,1.163,6968000,sh516090 62 | 60,2021-06-18,1.165,1.215,1.165,1.206,11834700,sh516090 63 | 61,2021-06-21,1.205,1.241,1.186,1.224,8441300,sh516090 64 | 62,2021-06-22,1.224,1.234,1.206,1.23,6317000,sh516090 65 | 63,2021-06-23,1.24,1.266,1.23,1.255,10110100,sh516090 66 | 64,2021-06-24,1.27,1.284,1.241,1.262,8781900,sh516090 67 | 65,2021-06-25,1.263,1.286,1.263,1.281,9081100,sh516090 68 | 66,2021-06-28,1.288,1.314,1.288,1.304,10291300,sh516090 69 | 67,2021-06-29,1.306,1.333,1.306,1.319,9499500,sh516090 70 | 68,2021-06-30,1.319,1.346,1.303,1.344,12095400,sh516090 71 | 69,2021-07-01,1.344,1.349,1.305,1.317,16599000,sh516090 72 | 70,2021-07-02,1.31,1.329,1.29,1.304,11023400,sh516090 73 | -------------------------------------------------------------------------------- /datas/etfs/sh516110.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-07,0.999,0.999,0.969,0.97,97983487,sh516110 3 | 1,2021-05-10,0.97,0.992,0.96,0.985,31846961,sh516110 4 | 2,2021-05-11,0.982,0.993,0.961,0.982,30740612,sh516110 5 | 3,2021-05-12,0.982,1.011,0.976,1.01,31392300,sh516110 6 | 4,2021-05-13,1.01,1.01,0.977,0.978,16813000,sh516110 7 | 5,2021-05-14,0.974,1.003,0.974,1.003,24466100,sh516110 8 | 6,2021-05-17,1.003,1.042,0.997,1.034,34294800,sh516110 9 | 7,2021-05-18,1.034,1.039,1.02,1.035,33406687,sh516110 10 | 8,2021-05-19,1.037,1.068,1.02,1.058,37348700,sh516110 11 | 9,2021-05-20,1.058,1.07,1.05,1.05,29161400,sh516110 12 | 10,2021-05-21,1.05,1.055,1.029,1.044,34567100,sh516110 13 | 11,2021-05-24,1.044,1.044,1.021,1.028,23784200,sh516110 14 | 12,2021-05-25,1.023,1.04,1.023,1.038,21864800,sh516110 15 | 13,2021-05-26,1.032,1.062,1.032,1.045,22824100,sh516110 16 | 14,2021-05-27,1.045,1.052,1.038,1.045,16575400,sh516110 17 | 15,2021-05-28,1.044,1.072,1.039,1.058,21145700,sh516110 18 | 16,2021-05-31,1.056,1.063,1.034,1.062,27564700,sh516110 19 | 17,2021-06-01,1.054,1.081,1.05,1.074,24324090,sh516110 20 | 18,2021-06-02,1.07,1.084,1.065,1.068,23647600,sh516110 21 | 19,2021-06-03,1.078,1.078,1.054,1.058,20593800,sh516110 22 | 20,2021-06-04,1.058,1.076,1.043,1.07,23747800,sh516110 23 | 21,2021-06-07,1.07,1.076,1.062,1.07,18289900,sh516110 24 | 22,2021-06-08,1.075,1.095,1.07,1.086,31102800,sh516110 25 | 23,2021-06-09,1.091,1.095,1.072,1.091,27851500,sh516110 26 | 24,2021-06-10,1.088,1.121,1.088,1.117,20742000,sh516110 27 | 25,2021-06-11,1.112,1.146,1.102,1.133,35517461,sh516110 28 | 26,2021-06-15,1.142,1.246,1.138,1.153,38385961,sh516110 29 | 27,2021-06-16,1.15,1.15,1.082,1.083,38226261,sh516110 30 | 28,2021-06-17,1.081,1.109,1.08,1.105,22362100,sh516110 31 | 29,2021-06-18,1.11,1.172,1.105,1.162,40343200,sh516110 32 | 30,2021-06-21,1.152,1.183,1.134,1.169,28127400,sh516110 33 | 31,2021-06-22,1.145,1.197,1.145,1.184,36250900,sh516110 34 | 32,2021-06-23,1.183,1.227,1.183,1.209,81831300,sh516110 35 | 33,2021-06-24,1.209,1.227,1.198,1.207,34665300,sh516110 36 | 34,2021-06-25,1.2,1.215,1.189,1.203,30849900,sh516110 37 | 35,2021-06-28,1.203,1.233,1.202,1.219,33112200,sh516110 38 | 36,2021-06-29,1.22,1.231,1.182,1.195,29093100,sh516110 39 | 37,2021-06-30,1.194,1.196,1.176,1.196,30658900,sh516110 40 | 38,2021-07-01,1.196,1.203,1.166,1.171,29430700,sh516110 41 | 39,2021-07-02,1.157,1.174,1.151,1.159,28405400,sh516110 42 | -------------------------------------------------------------------------------- /datas/etfs/sh516150.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-17,0.983,0.999,0.971,0.993,48732300,sh516150 3 | 1,2021-03-18,0.993,0.999,0.971,0.971,29534100,sh516150 4 | 2,2021-03-19,0.968,0.978,0.951,0.967,31199900,sh516150 5 | 3,2021-03-22,0.964,0.986,0.958,0.977,30323300,sh516150 6 | 4,2021-03-23,0.98,0.985,0.929,0.936,41310800,sh516150 7 | 5,2021-03-24,0.921,0.933,0.904,0.907,29318400,sh516150 8 | 6,2021-03-25,0.907,0.923,0.903,0.911,29211400,sh516150 9 | 7,2021-03-26,0.915,0.938,0.91,0.932,37019700,sh516150 10 | 8,2021-03-29,0.93,0.939,0.92,0.927,30075100,sh516150 11 | 9,2021-03-30,0.929,0.961,0.915,0.954,46127300,sh516150 12 | 10,2021-03-31,0.949,0.949,0.921,0.929,32601500,sh516150 13 | 11,2021-04-01,0.924,0.935,0.921,0.93,26387300,sh516150 14 | 12,2021-04-02,0.931,0.931,0.914,0.921,29342700,sh516150 15 | 13,2021-04-06,0.919,0.938,0.918,0.931,35928800,sh516150 16 | 14,2021-04-07,0.931,0.947,0.918,0.945,40118700,sh516150 17 | 15,2021-04-08,0.944,0.956,0.93,0.943,37359500,sh516150 18 | 16,2021-04-09,0.945,0.956,0.935,0.947,34256700,sh516150 19 | 17,2021-04-12,0.95,0.954,0.918,0.92,34768200,sh516150 20 | 18,2021-04-13,0.919,0.919,0.897,0.903,44183600,sh516150 21 | 19,2021-04-14,0.901,0.911,0.9,0.91,26096400,sh516150 22 | 20,2021-04-15,0.909,0.918,0.898,0.915,34593800,sh516150 23 | 21,2021-04-16,0.915,0.919,0.909,0.915,36824000,sh516150 24 | 22,2021-04-19,0.916,0.939,0.908,0.937,48665100,sh516150 25 | 23,2021-04-20,0.93,0.965,0.93,0.949,52763500,sh516150 26 | 24,2021-04-21,0.947,0.949,0.935,0.94,27062500,sh516150 27 | 25,2021-04-22,0.943,0.947,0.936,0.942,34224600,sh516150 28 | 26,2021-04-23,0.942,0.944,0.928,0.941,28511100,sh516150 29 | 27,2021-04-26,0.939,0.955,0.933,0.935,32681900,sh516150 30 | 28,2021-04-27,0.935,0.94,0.914,0.926,45048100,sh516150 31 | 29,2021-04-28,0.924,0.937,0.917,0.937,31944100,sh516150 32 | 30,2021-04-29,0.937,0.937,0.919,0.928,30954300,sh516150 33 | 31,2021-04-30,0.933,0.935,0.911,0.92,37953200,sh516150 34 | 32,2021-05-06,0.921,0.935,0.919,0.934,34959200,sh516150 35 | 33,2021-05-07,0.935,0.975,0.934,0.96,52613300,sh516150 36 | 34,2021-05-10,0.96,0.994,0.96,0.991,57713000,sh516150 37 | 35,2021-05-11,0.982,0.982,0.947,0.966,33607000,sh516150 38 | 36,2021-05-12,0.967,0.979,0.96,0.974,29361500,sh516150 39 | 37,2021-05-13,0.97,0.97,0.934,0.938,37742500,sh516150 40 | 38,2021-05-14,0.939,0.946,0.928,0.945,33525300,sh516150 41 | 39,2021-05-17,0.941,0.957,0.938,0.954,37173700,sh516150 42 | 40,2021-05-18,0.953,0.958,0.949,0.955,30400600,sh516150 43 | 41,2021-05-19,0.953,0.964,0.94,0.96,39580500,sh516150 44 | 42,2021-05-20,0.947,0.948,0.933,0.941,29570300,sh516150 45 | 43,2021-05-21,0.943,0.949,0.934,0.94,32659300,sh516150 46 | 44,2021-05-24,0.945,0.945,0.923,0.928,34549600,sh516150 47 | 45,2021-05-25,0.926,0.939,0.921,0.938,31365000,sh516150 48 | 46,2021-05-26,0.935,0.958,0.935,0.951,42395500,sh516150 49 | 47,2021-05-27,0.943,0.959,0.943,0.955,36004300,sh516150 50 | 48,2021-05-28,0.954,0.969,0.952,0.956,41091100,sh516150 51 | 49,2021-05-31,0.959,0.992,0.959,0.989,67273700,sh516150 52 | 50,2021-06-01,0.98,0.99,0.974,0.989,34789500,sh516150 53 | 51,2021-06-02,0.99,1.001,0.98,0.982,40931700,sh516150 54 | 52,2021-06-03,0.982,1.024,0.98,1.006,80906800,sh516150 55 | 53,2021-06-04,0.997,1.015,0.991,1.009,44115300,sh516150 56 | 54,2021-06-07,1.008,1.017,0.997,1.007,28330300,sh516150 57 | 55,2021-06-08,1.007,1.013,0.988,0.992,29786300,sh516150 58 | 56,2021-06-09,0.991,0.997,0.987,0.991,27683400,sh516150 59 | 57,2021-06-10,0.989,0.997,0.985,0.992,33865900,sh516150 60 | 58,2021-06-11,0.992,0.992,0.969,0.976,31344600,sh516150 61 | 59,2021-06-15,0.976,0.981,0.951,0.954,32419700,sh516150 62 | 60,2021-06-16,0.961,0.961,0.923,0.926,34608800,sh516150 63 | 61,2021-06-17,0.926,0.936,0.925,0.935,28128100,sh516150 64 | 62,2021-06-18,0.933,0.954,0.92,0.954,33738937,sh516150 65 | 63,2021-06-21,0.948,0.969,0.94,0.961,33248300,sh516150 66 | 64,2021-06-22,0.964,0.989,0.957,0.982,49331800,sh516150 67 | 65,2021-06-23,0.985,0.994,0.971,0.988,42809700,sh516150 68 | 66,2021-06-24,0.988,1.007,0.984,0.999,41701500,sh516150 69 | 67,2021-06-25,0.999,1.005,0.987,1.001,37462200,sh516150 70 | 68,2021-06-28,0.999,1.006,0.991,0.996,31662600,sh516150 71 | 69,2021-06-29,0.998,1.008,0.995,0.996,31755400,sh516150 72 | 70,2021-06-30,0.996,1.015,0.992,1.012,49382700,sh516150 73 | 71,2021-07-01,1.012,1.015,0.981,0.982,34565300,sh516150 74 | 72,2021-07-02,0.977,1.027,0.977,1.008,50281000,sh516150 75 | -------------------------------------------------------------------------------- /datas/etfs/sh516200.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-22,1.001,1.022,1.0,1.015,171970900,sh516200 3 | 1,2021-03-23,1.015,1.03,1.005,1.019,29135800,sh516200 4 | 2,2021-03-24,1.02,1.05,1.018,1.028,9261100,sh516200 5 | 3,2021-03-25,1.033,1.033,1.017,1.02,4849200,sh516200 6 | 4,2021-03-26,1.023,1.026,1.015,1.026,17936800,sh516200 7 | 5,2021-03-29,1.024,1.029,1.019,1.02,12263700,sh516200 8 | 6,2021-03-30,1.02,1.023,1.016,1.018,7205800,sh516200 9 | 7,2021-03-31,1.016,1.016,1.002,1.003,4570700,sh516200 10 | 8,2021-04-01,1.004,1.013,1.003,1.013,4615800,sh516200 11 | 9,2021-04-02,1.014,1.017,1.011,1.011,4920200,sh516200 12 | 10,2021-04-06,1.017,1.021,1.011,1.012,3487900,sh516200 13 | 11,2021-04-07,1.011,1.014,1.005,1.009,8047300,sh516200 14 | 12,2021-04-08,1.008,1.024,1.006,1.014,8931900,sh516200 15 | 13,2021-04-09,1.009,1.011,1.003,1.003,2347900,sh516200 16 | 14,2021-04-12,1.001,1.002,0.983,0.983,1585100,sh516200 17 | 15,2021-04-13,0.984,0.986,0.976,0.982,1384800,sh516200 18 | 16,2021-04-14,0.984,0.996,0.984,0.994,4971200,sh516200 19 | 17,2021-04-15,0.988,0.988,0.981,0.984,4969500,sh516200 20 | 18,2021-04-16,0.986,0.995,0.984,0.993,3918400,sh516200 21 | 19,2021-04-19,0.993,1.018,0.991,1.018,1697800,sh516200 22 | 20,2021-04-20,1.012,1.019,1.005,1.005,709700,sh516200 23 | 21,2021-04-21,1.003,1.009,1.002,1.004,438900,sh516200 24 | 22,2021-04-22,1.008,1.015,1.004,1.006,973300,sh516200 25 | 23,2021-04-23,1.003,1.01,1.003,1.005,2279200,sh516200 26 | 24,2021-04-26,1.006,1.016,0.988,0.988,836100,sh516200 27 | 25,2021-04-27,0.988,0.992,0.975,0.985,7281700,sh516200 28 | 26,2021-04-28,0.984,0.991,0.975,0.987,5377400,sh516200 29 | 27,2021-04-29,0.987,1.019,0.986,1.01,5307700,sh516200 30 | 28,2021-04-30,1.009,1.009,0.993,0.997,6062400,sh516200 31 | 29,2021-05-06,1.011,1.014,0.99,0.99,4732000,sh516200 32 | 30,2021-05-07,0.995,0.995,0.977,0.978,4495100,sh516200 33 | 31,2021-05-10,0.977,0.977,0.964,0.965,3444100,sh516200 34 | 32,2021-05-11,0.968,0.992,0.964,0.984,6031100,sh516200 35 | 33,2021-05-12,0.98,0.982,0.974,0.982,5611000,sh516200 36 | 34,2021-05-13,0.982,0.984,0.974,0.978,4522800,sh516200 37 | 35,2021-05-14,0.984,1.053,0.983,1.052,14789200,sh516200 38 | 36,2021-05-17,1.055,1.055,1.024,1.031,6233500,sh516200 39 | 37,2021-05-18,1.031,1.049,1.026,1.033,6951800,sh516200 40 | 38,2021-05-19,1.03,1.045,1.029,1.033,5834000,sh516200 41 | 39,2021-05-20,1.028,1.056,1.028,1.043,9331200,sh516200 42 | 40,2021-05-21,1.043,1.044,1.026,1.027,3786000,sh516200 43 | 41,2021-05-24,1.036,1.058,1.036,1.046,6536800,sh516200 44 | 42,2021-05-25,1.047,1.099,1.047,1.09,9768300,sh516200 45 | 43,2021-05-26,1.09,1.111,1.088,1.093,16251500,sh516200 46 | 44,2021-05-27,1.077,1.099,1.077,1.089,5542600,sh516200 47 | 45,2021-05-28,1.084,1.124,1.084,1.106,8705000,sh516200 48 | 46,2021-05-31,1.103,1.109,1.095,1.107,5102700,sh516200 49 | 47,2021-06-01,1.102,1.102,1.078,1.09,5073700,sh516200 50 | 48,2021-06-02,1.09,1.095,1.068,1.07,1623900,sh516200 51 | 49,2021-06-03,1.074,1.091,1.068,1.07,2771200,sh516200 52 | 50,2021-06-04,1.064,1.098,1.063,1.077,5643800,sh516200 53 | 51,2021-06-07,1.075,1.095,1.073,1.082,2680000,sh516200 54 | 52,2021-06-08,1.087,1.098,1.08,1.087,3745700,sh516200 55 | 53,2021-06-09,1.089,1.089,1.072,1.075,4393000,sh516200 56 | 54,2021-06-10,1.079,1.094,1.076,1.079,4679100,sh516200 57 | 55,2021-06-11,1.084,1.084,1.06,1.061,1780500,sh516200 58 | 56,2021-06-15,1.063,1.063,1.046,1.048,3075100,sh516200 59 | 57,2021-06-16,1.048,1.052,1.034,1.039,2782400,sh516200 60 | 58,2021-06-17,1.041,1.048,1.037,1.042,6969200,sh516200 61 | 59,2021-06-18,1.042,1.057,1.042,1.05,2299000,sh516200 62 | 60,2021-06-21,1.054,1.062,1.048,1.051,4196500,sh516200 63 | 61,2021-06-22,1.055,1.057,1.044,1.049,2857000,sh516200 64 | 62,2021-06-23,1.044,1.058,1.041,1.051,3492600,sh516200 65 | 63,2021-06-24,1.046,1.066,1.046,1.055,2965300,sh516200 66 | 64,2021-06-25,1.057,1.096,1.055,1.089,5394000,sh516200 67 | 65,2021-06-28,1.089,1.094,1.073,1.077,3019400,sh516200 68 | 66,2021-06-29,1.081,1.081,1.061,1.062,1313300,sh516200 69 | 67,2021-06-30,1.061,1.077,1.058,1.072,1914900,sh516200 70 | 68,2021-07-01,1.087,1.095,1.041,1.045,1859300,sh516200 71 | 69,2021-07-02,1.041,1.041,1.016,1.016,2125600,sh516200 72 | -------------------------------------------------------------------------------- /datas/etfs/sh516300.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-24,0.994,0.998,0.98,0.981,98536654,sh516300 3 | 1,2021-03-25,0.974,0.986,0.971,0.982,10680254,sh516300 4 | 2,2021-03-26,0.983,1.0,0.983,0.998,15303688,sh516300 5 | 3,2021-03-29,1.002,1.007,0.998,1.003,41576966,sh516300 6 | 4,2021-03-30,1.0,1.0,0.992,0.998,13657600,sh516300 7 | 5,2021-03-31,0.998,0.998,0.99,0.997,20524900,sh516300 8 | 6,2021-04-01,0.997,1.003,0.996,1.003,6101066,sh516300 9 | 7,2021-04-02,1.006,1.009,1.002,1.004,9322900,sh516300 10 | 8,2021-04-06,1.004,1.015,1.004,1.014,10820400,sh516300 11 | 9,2021-04-07,1.016,1.016,1.006,1.012,2786600,sh516300 12 | 10,2021-04-08,1.011,1.013,1.006,1.011,2928800,sh516300 13 | 11,2021-04-09,1.01,1.013,1.006,1.011,7667900,sh516300 14 | 12,2021-04-12,1.01,1.012,0.992,0.992,3983800,sh516300 15 | 13,2021-04-13,0.992,0.993,0.985,0.986,77600,sh516300 16 | 14,2021-04-14,0.986,0.999,0.982,0.999,3431500,sh516300 17 | 15,2021-04-15,0.994,0.998,0.99,0.997,2908500,sh516300 18 | 16,2021-04-16,1.0,1.01,0.999,1.008,6057800,sh516300 19 | 17,2021-04-19,1.009,1.025,1.009,1.024,6208200,sh516300 20 | 18,2021-04-20,1.021,1.028,1.02,1.022,4074500,sh516300 21 | 19,2021-04-21,1.02,1.023,1.014,1.021,1809900,sh516300 22 | 20,2021-04-22,1.02,1.026,1.02,1.025,2766800,sh516300 23 | 21,2021-04-23,1.021,1.024,1.016,1.021,1606600,sh516300 24 | 22,2021-04-26,1.021,1.031,1.016,1.018,2081300,sh516300 25 | 23,2021-04-27,1.014,1.016,1.003,1.013,4405000,sh516300 26 | 24,2021-04-28,1.013,1.017,1.008,1.017,7603000,sh516300 27 | 25,2021-04-29,1.014,1.019,1.012,1.015,5213500,sh516300 28 | 26,2021-04-30,1.014,1.014,1.005,1.009,1362700,sh516300 29 | 27,2021-05-06,1.008,1.014,1.007,1.013,5028200,sh516300 30 | 28,2021-05-07,1.013,1.013,1.001,1.001,1771100,sh516300 31 | 29,2021-05-10,1.0,1.006,1.0,1.005,6185500,sh516300 32 | 30,2021-05-11,1.001,1.006,0.989,1.004,1733500,sh516300 33 | 31,2021-05-12,1.003,1.016,1.003,1.016,3522700,sh516300 34 | 32,2021-05-13,1.017,1.019,1.008,1.008,3005500,sh516300 35 | 33,2021-05-14,1.012,1.023,1.01,1.022,875500,sh516300 36 | 34,2021-05-17,1.022,1.026,1.019,1.02,352800,sh516300 37 | 35,2021-05-18,1.019,1.026,1.018,1.025,4902700,sh516300 38 | 36,2021-05-19,1.025,1.028,1.025,1.026,1180700,sh516300 39 | 37,2021-05-20,1.026,1.028,1.022,1.024,1669400,sh516300 40 | 38,2021-05-21,1.026,1.031,1.024,1.027,1364100,sh516300 41 | 39,2021-05-24,1.028,1.037,1.027,1.037,4117900,sh516300 42 | 40,2021-05-25,1.037,1.049,1.035,1.049,1288800,sh516300 43 | 41,2021-05-26,1.048,1.055,1.048,1.05,807300,sh516300 44 | 42,2021-05-27,1.056,1.061,1.052,1.06,246000,sh516300 45 | 43,2021-05-28,1.059,1.067,1.056,1.057,1322800,sh516300 46 | 44,2021-05-31,1.057,1.075,1.057,1.074,1960900,sh516300 47 | 45,2021-06-01,1.071,1.08,1.07,1.08,3294700,sh516300 48 | 46,2021-06-02,1.078,1.078,1.064,1.066,1178700,sh516300 49 | 47,2021-06-03,1.068,1.08,1.063,1.068,6680600,sh516300 50 | 48,2021-06-04,1.063,1.074,1.063,1.072,2497800,sh516300 51 | 49,2021-06-07,1.076,1.085,1.076,1.085,604700,sh516300 52 | 50,2021-06-08,1.085,1.087,1.074,1.075,1506400,sh516300 53 | 51,2021-06-09,1.075,1.081,1.074,1.08,727100,sh516300 54 | 52,2021-06-10,1.08,1.091,1.079,1.09,385300,sh516300 55 | 53,2021-06-11,1.09,1.091,1.085,1.085,122700,sh516300 56 | 54,2021-06-15,1.085,1.085,1.077,1.079,1398300,sh516300 57 | 55,2021-06-16,1.076,1.076,1.056,1.059,1041400,sh516300 58 | 56,2021-06-17,1.059,1.076,1.059,1.076,1705900,sh516300 59 | 57,2021-06-18,1.073,1.087,1.073,1.086,1288100,sh516300 60 | 58,2021-06-21,1.086,1.102,1.085,1.1,1398700,sh516300 61 | 59,2021-06-22,1.107,1.107,1.098,1.106,557500,sh516300 62 | 60,2021-06-23,1.106,1.114,1.106,1.113,612100,sh516300 63 | 61,2021-06-24,1.114,1.114,1.103,1.104,715900,sh516300 64 | 62,2021-06-25,1.105,1.109,1.1,1.106,621200,sh516300 65 | 63,2021-06-28,1.11,1.119,1.11,1.114,2363600,sh516300 66 | 64,2021-06-29,1.114,1.117,1.105,1.105,696200,sh516300 67 | 65,2021-06-30,1.105,1.118,1.105,1.117,948100,sh516300 68 | 66,2021-07-01,1.126,1.126,1.098,1.1,332600,sh516300 69 | 67,2021-07-02,1.102,1.102,1.088,1.092,370300,sh516300 70 | -------------------------------------------------------------------------------- /datas/etfs/sh516310.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-28,0.99,1.0,0.989,0.994,103868877,sh516310 3 | 1,2021-05-31,0.993,0.993,0.983,0.991,9527000,sh516310 4 | 2,2021-06-01,0.986,0.986,0.978,0.983,6899300,sh516310 5 | 3,2021-06-02,0.983,0.983,0.974,0.982,3573200,sh516310 6 | 4,2021-06-03,0.981,0.992,0.978,0.982,6767500,sh516310 7 | 5,2021-06-04,0.98,0.999,0.98,0.989,15458600,sh516310 8 | 6,2021-06-07,0.99,0.99,0.978,0.983,4374400,sh516310 9 | 7,2021-06-08,0.981,0.989,0.975,0.983,6710800,sh516310 10 | 8,2021-06-09,0.981,0.984,0.978,0.981,4767200,sh516310 11 | 9,2021-06-10,0.982,0.988,0.978,0.982,7286800,sh516310 12 | 10,2021-06-11,0.98,0.98,0.962,0.964,8030200,sh516310 13 | 11,2021-06-15,0.965,0.97,0.949,0.957,4659400,sh516310 14 | 12,2021-06-16,0.956,0.963,0.952,0.961,6952400,sh516310 15 | 13,2021-06-17,0.96,0.962,0.953,0.954,7519300,sh516310 16 | 14,2021-06-18,0.954,0.956,0.941,0.947,10384500,sh516310 17 | 15,2021-06-21,0.947,0.947,0.932,0.936,10700100,sh516310 18 | 16,2021-06-22,0.936,0.948,0.936,0.948,4765300,sh516310 19 | 17,2021-06-23,0.943,0.949,0.942,0.945,5854600,sh516310 20 | 18,2021-06-24,0.945,0.951,0.944,0.951,5259300,sh516310 21 | 19,2021-06-25,0.952,0.965,0.952,0.963,8825400,sh516310 22 | 20,2021-06-28,0.965,0.965,0.945,0.952,7449100,sh516310 23 | 21,2021-06-29,0.95,0.953,0.942,0.944,4267700,sh516310 24 | 22,2021-06-30,0.944,0.955,0.944,0.952,4925700,sh516310 25 | 23,2021-07-01,0.954,0.966,0.952,0.964,4903200,sh516310 26 | 24,2021-07-02,0.96,0.96,0.944,0.945,4245900,sh516310 27 | -------------------------------------------------------------------------------- /datas/etfs/sh516320.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-08,0.992,1.003,0.989,0.996,90383700,sh516320 3 | 1,2021-06-09,0.996,1.002,0.991,1.0,14106050,sh516320 4 | 2,2021-06-10,0.995,1.027,0.995,1.019,52033550,sh516320 5 | 3,2021-06-11,1.021,1.026,1.009,1.015,6806657,sh516320 6 | 4,2021-06-15,1.019,1.019,1.004,1.005,1554700,sh516320 7 | 5,2021-06-16,1.002,1.014,0.974,0.986,3916500,sh516320 8 | 6,2021-06-17,0.986,0.988,0.978,0.987,1530700,sh516320 9 | 7,2021-06-18,0.988,1.014,0.984,1.01,20469700,sh516320 10 | 8,2021-06-21,1.01,1.03,1.0,1.025,24413100,sh516320 11 | 9,2021-06-22,1.025,1.033,1.016,1.028,9602525,sh516320 12 | 10,2021-06-23,1.028,1.047,1.027,1.039,8578600,sh516320 13 | 11,2021-06-24,1.045,1.052,1.031,1.042,13515200,sh516320 14 | 12,2021-06-25,1.05,1.064,1.047,1.057,15717100,sh516320 15 | 13,2021-06-28,1.057,1.083,1.057,1.067,4744200,sh516320 16 | 14,2021-06-29,1.079,1.079,1.065,1.066,5857200,sh516320 17 | 15,2021-06-30,1.074,1.084,1.056,1.083,5933600,sh516320 18 | 16,2021-07-01,1.084,1.1,1.055,1.063,5459643,sh516320 19 | 17,2021-07-02,1.05,1.067,1.037,1.048,4108800,sh516320 20 | -------------------------------------------------------------------------------- /datas/etfs/sh516330.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-09,0.999,0.999,0.973,0.976,96535591,sh516330 3 | 1,2021-04-12,0.976,0.987,0.957,0.96,13804091,sh516330 4 | 2,2021-04-13,0.962,0.975,0.96,0.965,13818300,sh516330 5 | 3,2021-04-14,0.966,0.981,0.966,0.981,18866091,sh516330 6 | 4,2021-04-15,0.981,0.981,0.966,0.975,1681800,sh516330 7 | 5,2021-04-16,0.976,0.982,0.968,0.98,1574100,sh516330 8 | 6,2021-04-19,0.979,1.014,0.979,1.013,29035700,sh516330 9 | 7,2021-04-20,1.012,1.016,1.006,1.006,10871700,sh516330 10 | 8,2021-04-21,0.998,1.011,0.994,1.009,8867300,sh516330 11 | 9,2021-04-22,1.01,1.027,1.007,1.023,4732700,sh516330 12 | 10,2021-04-23,1.023,1.028,1.019,1.026,3500900,sh516330 13 | 11,2021-04-26,1.013,1.043,1.013,1.022,4476200,sh516330 14 | 12,2021-04-27,1.022,1.029,1.011,1.028,1151800,sh516330 15 | 13,2021-04-28,1.028,1.039,1.022,1.039,1172400,sh516330 16 | 14,2021-04-29,1.04,1.052,1.035,1.041,1132600,sh516330 17 | 15,2021-04-30,1.041,1.045,1.035,1.04,4326500,sh516330 18 | 16,2021-05-06,1.031,1.04,1.025,1.027,355900,sh516330 19 | 17,2021-05-07,1.027,1.028,0.99,0.991,485600,sh516330 20 | 18,2021-05-10,0.993,0.998,0.981,0.988,328400,sh516330 21 | 19,2021-05-11,0.983,0.997,0.968,0.993,491900,sh516330 22 | 20,2021-05-12,0.989,0.997,0.985,0.997,478100,sh516330 23 | 21,2021-05-13,0.997,0.997,0.981,0.99,1045200,sh516330 24 | 22,2021-05-14,0.989,1.004,0.979,1.004,1313000,sh516330 25 | 23,2021-05-17,0.99,1.028,0.99,1.019,1071000,sh516330 26 | 24,2021-05-18,1.025,1.025,1.01,1.02,493300,sh516330 27 | 25,2021-05-19,1.016,1.04,1.016,1.031,3579600,sh516330 28 | 26,2021-05-20,1.04,1.045,1.035,1.04,6412900,sh516330 29 | 27,2021-05-21,1.045,1.05,1.034,1.036,1189200,sh516330 30 | 28,2021-05-24,1.044,1.061,1.04,1.06,247400,sh516330 31 | 29,2021-05-25,1.11,1.118,1.062,1.086,6475500,sh516330 32 | 30,2021-05-26,1.086,1.091,1.08,1.082,7003300,sh516330 33 | 31,2021-05-27,1.085,1.103,1.082,1.095,7390400,sh516330 34 | 32,2021-05-28,1.1,1.1,1.086,1.091,2479400,sh516330 35 | 33,2021-05-31,1.088,1.107,1.058,1.102,1440600,sh516330 36 | 34,2021-06-01,1.1,1.11,1.097,1.103,655300,sh516330 37 | 35,2021-06-02,1.107,1.107,1.08,1.084,577200,sh516330 38 | 36,2021-06-03,1.07,1.096,1.07,1.083,516100,sh516330 39 | 37,2021-06-04,1.084,1.1,1.08,1.088,294100,sh516330 40 | 38,2021-06-07,1.09,1.105,1.09,1.102,497500,sh516330 41 | 39,2021-06-08,1.103,1.14,1.095,1.1,760700,sh516330 42 | 40,2021-06-09,1.1,1.111,1.099,1.111,4467200,sh516330 43 | 41,2021-06-10,1.111,1.128,1.11,1.127,3246200,sh516330 44 | 42,2021-06-11,1.128,1.132,1.104,1.105,2692500,sh516330 45 | 43,2021-06-15,1.104,1.119,1.097,1.113,11228900,sh516330 46 | 44,2021-06-16,1.113,1.117,1.083,1.084,1808500,sh516330 47 | 45,2021-06-17,1.09,1.128,1.09,1.128,5048600,sh516330 48 | 46,2021-06-18,1.157,1.157,1.135,1.153,3733100,sh516330 49 | 47,2021-06-21,1.153,1.172,1.14,1.167,3277200,sh516330 50 | 48,2021-06-22,1.16,1.173,1.154,1.163,2413000,sh516330 51 | 49,2021-06-23,1.164,1.197,1.157,1.188,2432900,sh516330 52 | 50,2021-06-24,1.187,1.196,1.173,1.18,3220600,sh516330 53 | 51,2021-06-25,1.18,1.195,1.17,1.186,2796500,sh516330 54 | 52,2021-06-28,1.187,1.218,1.187,1.213,1914700,sh516330 55 | 53,2021-06-29,1.219,1.228,1.188,1.196,3374900,sh516330 56 | 54,2021-06-30,1.196,1.225,1.195,1.222,2740100,sh516330 57 | 55,2021-07-01,1.222,1.25,1.213,1.222,2583300,sh516330 58 | 56,2021-07-02,1.222,1.222,1.173,1.18,4639500,sh516330 59 | -------------------------------------------------------------------------------- /datas/etfs/sh516360.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-13,0.985,0.995,0.976,0.977,49336480,sh516360 3 | 1,2021-05-14,0.978,1.006,0.974,1.003,122312366,sh516360 4 | 2,2021-05-17,1.004,1.04,1.003,1.038,65458800,sh516360 5 | 3,2021-05-18,1.038,1.051,1.03,1.037,24872200,sh516360 6 | 4,2021-05-19,1.031,1.059,1.031,1.057,30737186,sh516360 7 | 5,2021-05-20,1.044,1.062,1.043,1.047,9331086,sh516360 8 | 6,2021-05-21,1.047,1.067,1.037,1.042,7297400,sh516360 9 | 7,2021-05-24,1.041,1.045,1.028,1.045,5507100,sh516360 10 | 8,2021-05-25,1.044,1.066,1.041,1.056,18798700,sh516360 11 | 9,2021-05-26,1.065,1.073,1.057,1.06,12144100,sh516360 12 | 10,2021-05-27,1.059,1.071,1.055,1.069,4986700,sh516360 13 | 11,2021-05-28,1.068,1.108,1.068,1.089,11865500,sh516360 14 | 12,2021-05-31,1.089,1.133,1.089,1.132,9200300,sh516360 15 | 13,2021-06-01,1.132,1.137,1.111,1.133,7171800,sh516360 16 | 14,2021-06-02,1.132,1.145,1.113,1.121,6622400,sh516360 17 | 15,2021-06-03,1.121,1.121,1.1,1.109,24735800,sh516360 18 | 16,2021-06-04,1.108,1.135,1.098,1.125,10344900,sh516360 19 | 17,2021-06-07,1.126,1.136,1.099,1.113,12909300,sh516360 20 | 18,2021-06-08,1.113,1.126,1.092,1.1,4582300,sh516360 21 | 19,2021-06-09,1.1,1.112,1.094,1.112,4028500,sh516360 22 | 20,2021-06-10,1.117,1.15,1.109,1.143,13795200,sh516360 23 | 21,2021-06-11,1.145,1.156,1.13,1.149,12214100,sh516360 24 | 22,2021-06-15,1.149,1.155,1.128,1.142,2443200,sh516360 25 | 23,2021-06-16,1.141,1.141,1.09,1.091,9175600,sh516360 26 | 24,2021-06-17,1.088,1.123,1.087,1.123,5713000,sh516360 27 | 25,2021-06-18,1.123,1.153,1.121,1.149,8644800,sh516360 28 | 26,2021-06-21,1.149,1.163,1.135,1.158,6960400,sh516360 29 | 27,2021-06-22,1.158,1.163,1.142,1.159,6064900,sh516360 30 | 28,2021-06-23,1.159,1.196,1.159,1.191,4720400,sh516360 31 | 29,2021-06-24,1.191,1.215,1.178,1.198,6471400,sh516360 32 | 30,2021-06-25,1.2,1.221,1.193,1.221,3630110,sh516360 33 | 31,2021-06-28,1.221,1.243,1.221,1.237,3195700,sh516360 34 | 32,2021-06-29,1.233,1.255,1.233,1.24,3380700,sh516360 35 | 33,2021-06-30,1.241,1.268,1.228,1.266,6129702,sh516360 36 | 34,2021-07-01,1.275,1.312,1.235,1.243,7808900,sh516360 37 | 35,2021-07-02,1.25,1.253,1.212,1.219,6889400,sh516360 38 | -------------------------------------------------------------------------------- /datas/etfs/sh516380.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-18,1.013,1.044,1.013,1.04,193183059,sh516380 3 | 1,2021-06-21,1.041,1.054,1.02,1.044,49749560,sh516380 4 | 2,2021-06-22,1.042,1.049,1.025,1.043,21510950,sh516380 5 | 3,2021-06-23,1.043,1.077,1.043,1.066,28463549,sh516380 6 | 4,2021-06-24,1.066,1.079,1.048,1.051,6485199,sh516380 7 | 5,2021-06-25,1.055,1.066,1.045,1.064,4966500,sh516380 8 | 6,2021-06-28,1.065,1.098,1.063,1.092,8052800,sh516380 9 | 7,2021-06-29,1.091,1.109,1.079,1.088,8422000,sh516380 10 | 8,2021-06-30,1.09,1.127,1.08,1.125,10465300,sh516380 11 | 9,2021-07-01,1.131,1.142,1.1,1.112,15658600,sh516380 12 | 10,2021-07-02,1.11,1.11,1.08,1.089,8950400,sh516380 13 | -------------------------------------------------------------------------------- /datas/etfs/sh516390.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-18,0.99,1.03,0.99,1.028,151416600,sh516390 3 | 1,2021-06-21,1.028,1.045,1.014,1.031,63721900,sh516390 4 | 2,2021-06-22,1.04,1.041,1.013,1.033,28870900,sh516390 5 | 3,2021-06-23,1.033,1.063,1.033,1.058,39147000,sh516390 6 | 4,2021-06-24,1.058,1.08,1.045,1.05,16091500,sh516390 7 | 5,2021-06-25,1.051,1.075,1.048,1.07,21362500,sh516390 8 | 6,2021-06-28,1.071,1.11,1.071,1.102,22822400,sh516390 9 | 7,2021-06-29,1.103,1.132,1.094,1.106,25056100,sh516390 10 | 8,2021-06-30,1.107,1.14,1.095,1.139,20164600,sh516390 11 | 9,2021-07-01,1.15,1.155,1.112,1.12,30477800,sh516390 12 | 10,2021-07-02,1.123,1.136,1.098,1.121,18545400,sh516390 13 | -------------------------------------------------------------------------------- /datas/etfs/sh516400.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.0,1.006,0.993,1.005,102201866,sh516400 3 | 1,2021-07-02,1.003,1.003,0.961,0.974,41293633,sh516400 4 | -------------------------------------------------------------------------------- /datas/etfs/sh516480.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-11,1.001,1.011,0.99,1.001,105557063,sh516480 3 | 1,2021-06-15,1.001,1.013,0.998,1.007,14565696,sh516480 4 | 2,2021-06-16,1.003,1.003,0.958,0.959,5923340,sh516480 5 | 3,2021-06-17,0.959,0.975,0.959,0.975,3772900,sh516480 6 | 4,2021-06-18,0.978,1.006,0.975,0.997,17418440,sh516480 7 | 5,2021-06-21,0.997,1.019,0.995,1.008,38764100,sh516480 8 | 6,2021-06-22,1.012,1.021,1.004,1.019,13958400,sh516480 9 | 7,2021-06-23,1.021,1.05,1.015,1.042,35293400,sh516480 10 | 8,2021-06-24,1.048,1.054,1.035,1.045,14284300,sh516480 11 | 9,2021-06-25,1.045,1.069,1.045,1.066,21222600,sh516480 12 | 10,2021-06-28,1.068,1.094,1.066,1.082,13929300,sh516480 13 | 11,2021-06-29,1.082,1.105,1.082,1.091,11337500,sh516480 14 | 12,2021-06-30,1.091,1.119,1.081,1.113,11822700,sh516480 15 | 13,2021-07-01,1.11,1.13,1.092,1.092,17374100,sh516480 16 | 14,2021-07-02,1.08,1.092,1.051,1.074,10875700,sh516480 17 | -------------------------------------------------------------------------------- /datas/etfs/sh516500.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-17,0.978,0.993,0.962,0.988,36944012,sh516500 3 | 1,2021-03-18,0.988,1.011,0.988,1.008,47166300,sh516500 4 | 2,2021-03-19,1.002,1.006,0.978,0.987,6554500,sh516500 5 | 3,2021-03-22,0.987,1.008,0.982,0.99,13690200,sh516500 6 | 4,2021-03-23,0.99,1.01,0.985,0.994,9581300,sh516500 7 | 5,2021-03-24,0.993,1.008,0.99,0.995,6648100,sh516500 8 | 6,2021-03-25,0.995,1.013,0.985,1.007,20025900,sh516500 9 | 7,2021-03-26,1.006,1.046,1.006,1.039,36627300,sh516500 10 | 8,2021-03-29,1.034,1.057,1.033,1.045,19899200,sh516500 11 | 9,2021-03-30,1.044,1.075,1.044,1.066,18853600,sh516500 12 | 10,2021-03-31,1.066,1.066,1.045,1.056,15172300,sh516500 13 | 11,2021-04-01,1.06,1.077,1.06,1.075,19519000,sh516500 14 | 12,2021-04-02,1.097,1.097,1.069,1.077,10519200,sh516500 15 | 13,2021-04-06,1.078,1.08,1.061,1.064,7496300,sh516500 16 | 14,2021-04-07,1.063,1.07,1.052,1.065,7564400,sh516500 17 | 15,2021-04-08,1.051,1.089,1.051,1.088,10988800,sh516500 18 | 16,2021-04-09,1.088,1.088,1.065,1.066,3556500,sh516500 19 | 17,2021-04-12,1.066,1.08,1.042,1.046,5287100,sh516500 20 | 18,2021-04-13,1.047,1.068,1.046,1.056,4167900,sh516500 21 | 19,2021-04-14,1.066,1.07,1.047,1.062,3382000,sh516500 22 | 20,2021-04-15,1.048,1.065,1.045,1.06,3711100,sh516500 23 | 21,2021-04-16,1.065,1.066,1.045,1.055,3321700,sh516500 24 | 22,2021-04-19,1.056,1.087,1.048,1.083,11201800,sh516500 25 | 23,2021-04-20,1.083,1.1,1.075,1.093,9977100,sh516500 26 | 24,2021-04-21,1.092,1.116,1.09,1.115,7988900,sh516500 27 | 25,2021-04-22,1.116,1.126,1.108,1.115,6180500,sh516500 28 | 26,2021-04-23,1.113,1.146,1.113,1.143,5653700,sh516500 29 | 27,2021-04-26,1.144,1.184,1.144,1.15,9073200,sh516500 30 | 28,2021-04-27,1.149,1.18,1.139,1.178,5445900,sh516500 31 | 29,2021-04-28,1.178,1.208,1.173,1.208,20922512,sh516500 32 | 30,2021-04-29,1.207,1.21,1.181,1.199,6214100,sh516500 33 | 31,2021-04-30,1.197,1.233,1.197,1.223,8411900,sh516500 34 | 32,2021-05-06,1.22,1.22,1.147,1.172,11224312,sh516500 35 | 33,2021-05-07,1.168,1.18,1.135,1.137,7751300,sh516500 36 | 34,2021-05-10,1.136,1.176,1.136,1.164,7663512,sh516500 37 | 35,2021-05-11,1.151,1.182,1.147,1.182,5574800,sh516500 38 | 36,2021-05-12,1.183,1.21,1.17,1.208,13488000,sh516500 39 | 37,2021-05-13,1.18,1.22,1.18,1.216,5157500,sh516500 40 | 38,2021-05-14,1.22,1.252,1.21,1.241,5285100,sh516500 41 | 39,2021-05-17,1.25,1.28,1.25,1.265,7020800,sh516500 42 | 40,2021-05-18,1.264,1.278,1.235,1.248,4290600,sh516500 43 | 41,2021-05-19,1.248,1.253,1.232,1.242,4581000,sh516500 44 | 42,2021-05-20,1.233,1.255,1.23,1.248,4553600,sh516500 45 | 43,2021-05-21,1.248,1.259,1.225,1.227,7762812,sh516500 46 | 44,2021-05-24,1.227,1.227,1.183,1.217,5789600,sh516500 47 | 45,2021-05-25,1.219,1.253,1.219,1.25,6225800,sh516500 48 | 46,2021-05-26,1.25,1.256,1.23,1.247,2959200,sh516500 49 | 47,2021-05-27,1.247,1.257,1.231,1.25,3630300,sh516500 50 | 48,2021-05-28,1.26,1.26,1.22,1.228,6524300,sh516500 51 | 49,2021-05-31,1.228,1.257,1.228,1.247,7051200,sh516500 52 | 50,2021-06-01,1.252,1.272,1.243,1.272,6335000,sh516500 53 | 51,2021-06-02,1.275,1.28,1.248,1.254,6631600,sh516500 54 | 52,2021-06-03,1.247,1.251,1.232,1.237,6767400,sh516500 55 | 53,2021-06-04,1.238,1.248,1.218,1.24,3642100,sh516500 56 | 54,2021-06-07,1.241,1.253,1.23,1.247,2393500,sh516500 57 | 55,2021-06-08,1.247,1.262,1.227,1.238,4179700,sh516500 58 | 56,2021-06-09,1.228,1.243,1.224,1.23,2731400,sh516500 59 | 57,2021-06-10,1.232,1.267,1.232,1.265,19999700,sh516500 60 | 58,2021-06-11,1.268,1.268,1.243,1.256,3488300,sh516500 61 | 59,2021-06-15,1.256,1.266,1.23,1.237,4773500,sh516500 62 | 60,2021-06-16,1.241,1.241,1.206,1.206,5605800,sh516500 63 | 61,2021-06-17,1.206,1.222,1.206,1.214,2025900,sh516500 64 | 62,2021-06-18,1.214,1.244,1.214,1.232,3936700,sh516500 65 | 63,2021-06-21,1.233,1.253,1.222,1.243,6924300,sh516500 66 | 64,2021-06-22,1.265,1.279,1.233,1.273,9675100,sh516500 67 | 65,2021-06-23,1.273,1.298,1.273,1.284,6855500,sh516500 68 | 66,2021-06-24,1.276,1.279,1.254,1.264,8072400,sh516500 69 | 67,2021-06-25,1.264,1.282,1.252,1.277,4926100,sh516500 70 | 68,2021-06-28,1.272,1.3,1.272,1.296,7046600,sh516500 71 | 69,2021-06-29,1.291,1.302,1.283,1.284,3847500,sh516500 72 | 70,2021-06-30,1.286,1.295,1.278,1.285,4394100,sh516500 73 | 71,2021-07-01,1.3,1.326,1.285,1.325,7410500,sh516500 74 | 72,2021-07-02,1.329,1.329,1.249,1.249,17558600,sh516500 75 | -------------------------------------------------------------------------------- /datas/etfs/sh516510.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-07,1.002,1.003,0.984,0.991,36657500,sh516510 3 | 1,2021-04-08,0.99,0.996,0.984,0.99,13255800,sh516510 4 | 2,2021-04-09,0.989,0.989,0.978,0.979,16264500,sh516510 5 | 3,2021-04-12,0.981,0.985,0.961,0.964,16253400,sh516510 6 | 4,2021-04-13,0.963,0.974,0.937,0.961,12871500,sh516510 7 | 5,2021-04-14,0.962,0.979,0.959,0.976,7119300,sh516510 8 | 6,2021-04-15,0.97,0.98,0.97,0.977,5456500,sh516510 9 | 7,2021-04-16,0.971,0.984,0.971,0.982,6773700,sh516510 10 | 8,2021-04-19,0.981,1.005,0.979,1.004,21282000,sh516510 11 | 9,2021-04-20,1.003,1.008,0.999,1.002,9235800,sh516510 12 | 10,2021-04-21,1.001,1.001,0.992,0.996,2544700,sh516510 13 | 11,2021-04-22,0.996,1.001,0.993,1.0,4764700,sh516510 14 | 12,2021-04-23,1.0,1.0,0.99,0.99,4485100,sh516510 15 | 13,2021-04-26,0.99,1.0,0.978,0.98,3917700,sh516510 16 | 14,2021-04-27,0.98,0.982,0.971,0.977,3953700,sh516510 17 | 15,2021-04-28,0.975,0.976,0.967,0.975,3072600,sh516510 18 | 16,2021-04-29,0.975,0.98,0.971,0.975,2346900,sh516510 19 | 17,2021-04-30,0.975,0.975,0.954,0.961,5957100,sh516510 20 | 18,2021-05-06,0.961,0.961,0.942,0.947,4560500,sh516510 21 | 19,2021-05-07,0.947,0.947,0.928,0.931,8379400,sh516510 22 | 20,2021-05-10,0.928,0.931,0.917,0.92,6061900,sh516510 23 | 21,2021-05-11,0.918,0.933,0.915,0.932,7111300,sh516510 24 | 22,2021-05-12,0.932,0.939,0.926,0.936,6509900,sh516510 25 | 23,2021-05-13,0.936,0.94,0.93,0.931,4016400,sh516510 26 | 24,2021-05-14,0.929,0.951,0.929,0.95,7899200,sh516510 27 | 25,2021-05-17,0.95,0.98,0.95,0.97,10884200,sh516510 28 | 26,2021-05-18,0.97,0.977,0.962,0.975,5752099,sh516510 29 | 27,2021-05-19,0.975,0.975,0.966,0.969,931000,sh516510 30 | 28,2021-05-20,0.968,0.979,0.968,0.976,4837900,sh516510 31 | 29,2021-05-21,0.975,0.98,0.963,0.964,1595400,sh516510 32 | 30,2021-05-24,0.96,0.994,0.96,0.99,5860400,sh516510 33 | 31,2021-05-25,0.99,1.023,0.99,1.011,46588900,sh516510 34 | 32,2021-05-26,1.02,1.036,1.014,1.015,15897000,sh516510 35 | 33,2021-05-27,1.004,1.029,1.004,1.02,10798400,sh516510 36 | 34,2021-05-28,1.02,1.026,1.016,1.019,7056900,sh516510 37 | 35,2021-05-31,1.019,1.032,1.019,1.026,8137600,sh516510 38 | 36,2021-06-01,1.024,1.035,1.024,1.027,6568600,sh516510 39 | 37,2021-06-02,1.027,1.03,1.004,1.006,12335700,sh516510 40 | 38,2021-06-03,1.002,1.023,1.002,1.005,4016700,sh516510 41 | 39,2021-06-04,1.0,1.012,1.0,1.007,4912400,sh516510 42 | 40,2021-06-07,1.003,1.03,1.003,1.028,4795400,sh516510 43 | 41,2021-06-08,1.03,1.042,1.024,1.03,12781000,sh516510 44 | 42,2021-06-09,1.03,1.04,1.024,1.038,6194600,sh516510 45 | 43,2021-06-10,1.038,1.069,0.939,1.064,23827400,sh516510 46 | 44,2021-06-11,1.059,1.1,1.059,1.066,16938600,sh516510 47 | 45,2021-06-15,1.061,1.069,1.054,1.058,3635600,sh516510 48 | 46,2021-06-16,1.05,1.065,1.033,1.033,11254000,sh516510 49 | 47,2021-06-17,1.035,1.06,1.034,1.058,5498400,sh516510 50 | 48,2021-06-18,1.058,1.072,1.045,1.048,4088600,sh516510 51 | 49,2021-06-21,1.048,1.054,1.042,1.048,7569600,sh516510 52 | 50,2021-06-22,1.048,1.06,1.045,1.049,6463900,sh516510 53 | 51,2021-06-23,1.057,1.057,1.037,1.052,6391100,sh516510 54 | 52,2021-06-24,1.056,1.056,1.032,1.035,3107000,sh516510 55 | 53,2021-06-25,1.043,1.043,1.031,1.036,3666600,sh516510 56 | 54,2021-06-28,1.039,1.048,1.035,1.044,3024600,sh516510 57 | 55,2021-06-29,1.043,1.063,1.043,1.048,3983200,sh516510 58 | 56,2021-06-30,1.048,1.057,1.048,1.057,4740600,sh516510 59 | 57,2021-07-01,1.056,1.064,1.047,1.047,4129600,sh516510 60 | 58,2021-07-02,1.048,1.051,1.025,1.027,3044900,sh516510 61 | -------------------------------------------------------------------------------- /datas/etfs/sh516550.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-08,0.986,1.002,0.986,0.999,174641200,sh516550 3 | 1,2021-04-09,0.999,1.002,0.985,0.988,40581050,sh516550 4 | 2,2021-04-12,0.989,0.995,0.969,0.972,13825200,sh516550 5 | 3,2021-04-13,0.969,0.982,0.969,0.975,2252300,sh516550 6 | 4,2021-04-14,0.973,0.979,0.966,0.978,2286800,sh516550 7 | 5,2021-04-15,0.978,0.978,0.968,0.978,1677550,sh516550 8 | 6,2021-04-16,0.977,0.978,0.968,0.974,4323100,sh516550 9 | 7,2021-04-19,0.974,0.995,0.967,0.993,5961500,sh516550 10 | 8,2021-04-20,0.994,1.011,0.993,1.001,13025200,sh516550 11 | 9,2021-04-21,1.001,1.004,0.992,1.003,3786400,sh516550 12 | 10,2021-04-22,0.999,0.999,0.992,0.998,971500,sh516550 13 | 11,2021-04-23,1.0,1.008,0.998,1.006,2246200,sh516550 14 | 12,2021-04-26,1.006,1.009,0.991,0.992,4920900,sh516550 15 | 13,2021-04-27,0.993,0.993,0.981,0.987,3310800,sh516550 16 | 14,2021-04-28,0.985,0.992,0.979,0.992,2755000,sh516550 17 | 15,2021-04-29,0.989,0.999,0.988,0.998,1512400,sh516550 18 | 16,2021-04-30,0.997,1.003,0.992,1.001,715100,sh516550 19 | 17,2021-05-06,1.002,1.002,0.984,0.99,507200,sh516550 20 | 18,2021-05-07,0.991,0.998,0.984,0.984,2750300,sh516550 21 | 19,2021-05-10,0.984,0.993,0.967,0.973,2119300,sh516550 22 | 20,2021-05-11,0.968,0.987,0.965,0.986,3316700,sh516550 23 | 21,2021-05-12,0.986,0.998,0.98,0.997,1803700,sh516550 24 | 22,2021-05-13,0.992,0.992,0.978,0.985,2135700,sh516550 25 | 23,2021-05-14,0.99,0.996,0.98,0.995,2282200,sh516550 26 | 24,2021-05-17,1.0,1.013,1.0,1.012,6461400,sh516550 27 | 25,2021-05-18,1.008,1.012,1.003,1.007,1926000,sh516550 28 | 26,2021-05-19,1.01,1.01,1.0,1.005,2632400,sh516550 29 | 27,2021-05-20,1.004,1.009,1.0,1.008,3557300,sh516550 30 | 28,2021-05-21,1.008,1.012,0.995,0.998,1483500,sh516550 31 | 29,2021-05-24,1.002,1.02,0.982,0.999,2820800,sh516550 32 | 30,2021-05-25,0.999,1.011,0.993,1.009,4165500,sh516550 33 | 31,2021-05-26,1.008,1.011,1.002,1.009,1747100,sh516550 34 | 32,2021-05-27,1.007,1.014,1.004,1.007,1820200,sh516550 35 | 33,2021-05-28,1.005,1.005,0.993,0.998,2857600,sh516550 36 | 34,2021-05-31,0.998,1.01,0.986,0.999,3426000,sh516550 37 | 35,2021-06-01,0.998,1.008,0.992,1.006,4198800,sh516550 38 | 36,2021-06-02,1.008,1.014,1.002,1.005,5544500,sh516550 39 | 37,2021-06-03,1.005,1.007,0.997,0.999,3944500,sh516550 40 | 38,2021-06-04,0.999,1.004,0.991,1.0,2333300,sh516550 41 | 39,2021-06-07,1.0,1.0,0.985,0.993,2159800,sh516550 42 | 40,2021-06-08,0.996,0.998,0.976,0.986,4328400,sh516550 43 | 41,2021-06-09,0.982,0.983,0.973,0.977,4175500,sh516550 44 | 42,2021-06-10,0.977,0.981,0.975,0.98,4744100,sh516550 45 | 43,2021-06-11,0.975,0.976,0.967,0.975,3608500,sh516550 46 | 44,2021-06-15,0.975,0.975,0.956,0.958,7594600,sh516550 47 | 45,2021-06-16,0.958,0.958,0.944,0.947,6658200,sh516550 48 | 46,2021-06-17,0.949,0.949,0.937,0.943,3031700,sh516550 49 | 47,2021-06-18,0.941,0.942,0.932,0.94,3730600,sh516550 50 | 48,2021-06-21,0.94,0.94,0.924,0.928,4308700,sh516550 51 | 49,2021-06-22,0.93,0.939,0.928,0.938,7306700,sh516550 52 | 50,2021-06-23,0.94,0.941,0.929,0.939,11020600,sh516550 53 | 51,2021-06-24,0.94,0.94,0.93,0.939,8903100,sh516550 54 | 52,2021-06-25,0.939,0.95,0.936,0.95,8679000,sh516550 55 | 53,2021-06-28,0.96,0.969,0.957,0.968,11822400,sh516550 56 | 54,2021-06-29,0.968,0.968,0.957,0.967,9871700,sh516550 57 | 55,2021-06-30,0.968,0.972,0.956,0.963,8995800,sh516550 58 | 56,2021-07-01,0.963,0.969,0.954,0.961,7494000,sh516550 59 | 57,2021-07-02,0.958,0.966,0.944,0.949,9999600,sh516550 60 | -------------------------------------------------------------------------------- /datas/etfs/sh516570.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-18,0.985,0.985,0.973,0.978,128082195,sh516570 3 | 1,2021-06-21,0.979,0.98,0.967,0.973,14649500,sh516570 4 | 2,2021-06-22,0.973,0.993,0.973,0.987,11923396,sh516570 5 | 3,2021-06-23,0.987,0.997,0.982,0.994,26533200,sh516570 6 | 4,2021-06-24,0.99,0.999,0.987,0.994,5255300,sh516570 7 | 5,2021-06-25,0.999,1.026,0.999,1.025,78186800,sh516570 8 | 6,2021-06-28,1.025,1.025,1.013,1.02,13874900,sh516570 9 | 7,2021-06-29,1.02,1.028,1.015,1.016,13665600,sh516570 10 | 8,2021-06-30,1.016,1.023,1.013,1.02,9060500,sh516570 11 | 9,2021-07-01,1.02,1.024,1.002,1.007,4611500,sh516570 12 | 10,2021-07-02,1.008,1.008,0.992,0.995,8238900,sh516570 13 | -------------------------------------------------------------------------------- /datas/etfs/sh516590.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-12,0.983,0.992,0.976,0.987,36364600,sh516590 3 | 1,2021-05-13,0.981,0.981,0.965,0.968,19660600,sh516590 4 | 2,2021-05-14,0.965,0.999,0.962,0.994,28248500,sh516590 5 | 3,2021-05-17,0.995,1.041,0.994,1.034,134708500,sh516590 6 | 4,2021-05-18,1.038,1.048,1.03,1.034,27769100,sh516590 7 | 5,2021-05-19,1.035,1.076,1.027,1.068,49565200,sh516590 8 | 6,2021-05-20,1.067,1.081,1.064,1.075,26456600,sh516590 9 | 7,2021-05-21,1.07,1.09,1.058,1.069,24319300,sh516590 10 | 8,2021-05-24,1.066,1.081,1.066,1.079,19251200,sh516590 11 | 9,2021-05-25,1.078,1.1,1.077,1.097,32280000,sh516590 12 | 10,2021-05-26,1.108,1.11,1.085,1.088,19509400,sh516590 13 | 11,2021-05-27,1.082,1.091,1.079,1.09,16405200,sh516590 14 | 12,2021-05-28,1.09,1.151,1.088,1.131,37678200,sh516590 15 | 13,2021-05-31,1.131,1.18,1.131,1.18,21276300,sh516590 16 | 14,2021-06-01,1.18,1.184,1.144,1.171,23468000,sh516590 17 | 15,2021-06-02,1.171,1.184,1.151,1.159,20032200,sh516590 18 | 16,2021-06-03,1.16,1.172,1.14,1.149,21126500,sh516590 19 | 17,2021-06-04,1.15,1.193,1.143,1.179,31082700,sh516590 20 | 18,2021-06-07,1.179,1.179,1.145,1.156,21535100,sh516590 21 | 19,2021-06-08,1.156,1.189,1.144,1.159,23593400,sh516590 22 | 20,2021-06-09,1.15,1.165,1.15,1.157,15755500,sh516590 23 | 21,2021-06-10,1.156,1.208,1.155,1.2,35153700,sh516590 24 | 22,2021-06-11,1.2,1.23,1.197,1.223,27613700,sh516590 25 | 23,2021-06-15,1.228,1.236,1.203,1.224,20435100,sh516590 26 | 24,2021-06-16,1.224,1.224,1.152,1.156,32404900,sh516590 27 | 25,2021-06-17,1.155,1.2,1.153,1.2,21358100,sh516590 28 | 26,2021-06-18,1.202,1.243,1.2,1.235,24762700,sh516590 29 | 27,2021-06-21,1.234,1.252,1.21,1.234,27260600,sh516590 30 | 28,2021-06-22,1.236,1.24,1.217,1.237,18032900,sh516590 31 | 29,2021-06-23,1.237,1.279,1.237,1.266,17594000,sh516590 32 | 30,2021-06-24,1.265,1.271,1.245,1.252,20015900,sh516590 33 | 31,2021-06-25,1.252,1.269,1.243,1.262,21592500,sh516590 34 | 32,2021-06-28,1.263,1.304,1.262,1.295,22144600,sh516590 35 | 33,2021-06-29,1.299,1.316,1.282,1.295,22346100,sh516590 36 | 34,2021-06-30,1.298,1.338,1.284,1.335,23665800,sh516590 37 | 35,2021-07-01,1.352,1.353,1.309,1.318,24979500,sh516590 38 | 36,2021-07-02,1.317,1.321,1.285,1.296,22814800,sh516590 39 | -------------------------------------------------------------------------------- /datas/etfs/sh516610.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-13,1.008,1.035,1.002,1.029,241467826,sh516610 3 | 1,2021-05-14,1.029,1.047,1.021,1.038,76444000,sh516610 4 | 2,2021-05-17,1.031,1.068,1.031,1.058,52459126,sh516610 5 | 3,2021-05-18,1.055,1.06,1.04,1.052,24038226,sh516610 6 | 4,2021-05-19,1.051,1.056,1.04,1.044,19778626,sh516610 7 | 5,2021-05-20,1.046,1.062,1.046,1.057,24256700,sh516610 8 | 6,2021-05-21,1.064,1.068,1.046,1.062,17837400,sh516610 9 | 7,2021-05-24,1.062,1.062,1.031,1.056,10481100,sh516610 10 | 8,2021-05-25,1.057,1.086,1.056,1.083,11432500,sh516610 11 | 9,2021-05-26,1.085,1.09,1.07,1.079,7643100,sh516610 12 | 10,2021-05-27,1.079,1.1,1.072,1.098,8767500,sh516610 13 | 11,2021-05-28,1.099,1.105,1.074,1.082,9060000,sh516610 14 | 12,2021-05-31,1.082,1.095,1.078,1.091,5777100,sh516610 15 | 13,2021-06-01,1.099,1.116,1.085,1.115,9853500,sh516610 16 | 14,2021-06-02,1.119,1.12,1.08,1.085,7269200,sh516610 17 | 15,2021-06-03,1.086,1.094,1.066,1.079,6559800,sh516610 18 | 16,2021-06-04,1.079,1.096,1.077,1.088,5136100,sh516610 19 | 17,2021-06-07,1.088,1.09,1.071,1.09,6290600,sh516610 20 | 18,2021-06-08,1.091,1.103,1.061,1.076,7510100,sh516610 21 | 19,2021-06-09,1.076,1.086,1.068,1.08,7276700,sh516610 22 | 20,2021-06-10,1.08,1.09,1.079,1.083,6019100,sh516610 23 | 21,2021-06-11,1.083,1.084,1.07,1.075,7547300,sh516610 24 | 22,2021-06-15,1.078,1.078,1.062,1.066,5715200,sh516610 25 | 23,2021-06-16,1.064,1.065,1.031,1.032,7517100,sh516610 26 | 24,2021-06-17,1.037,1.053,1.034,1.047,6414300,sh516610 27 | 25,2021-06-18,1.051,1.065,1.048,1.064,6325600,sh516610 28 | 26,2021-06-21,1.062,1.078,1.042,1.072,5246800,sh516610 29 | 27,2021-06-22,1.071,1.094,1.065,1.094,8761200,sh516610 30 | 28,2021-06-23,1.096,1.096,1.085,1.088,6233300,sh516610 31 | 29,2021-06-24,1.083,1.085,1.064,1.075,6579800,sh516610 32 | 30,2021-06-25,1.076,1.106,1.07,1.103,6285600,sh516610 33 | 31,2021-06-28,1.103,1.121,1.103,1.117,9311600,sh516610 34 | 32,2021-06-29,1.118,1.12,1.107,1.114,5967000,sh516610 35 | 33,2021-06-30,1.118,1.124,1.112,1.121,6162600,sh516610 36 | 34,2021-07-01,1.129,1.138,1.121,1.125,6982900,sh516610 37 | 35,2021-07-02,1.125,1.125,1.084,1.084,8687100,sh516610 38 | -------------------------------------------------------------------------------- /datas/etfs/sh516650.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-21,0.982,0.989,0.97,0.976,67322559,sh516650 3 | 1,2021-06-22,0.976,0.99,0.972,0.983,18741710,sh516650 4 | 2,2021-06-23,0.983,1.003,0.98,0.997,29226769,sh516650 5 | 3,2021-06-24,0.996,1.0,0.988,0.989,5172700,sh516650 6 | 4,2021-06-25,0.989,1.025,0.989,1.021,33755059,sh516650 7 | 5,2021-06-28,1.021,1.025,1.007,1.007,9816659,sh516650 8 | 6,2021-06-29,1.008,1.012,0.993,0.994,4451900,sh516650 9 | 7,2021-06-30,0.999,1.012,0.993,1.008,12171200,sh516650 10 | 8,2021-07-01,1.008,1.008,0.998,0.998,2610600,sh516650 11 | 9,2021-07-02,1.0,1.015,0.993,0.999,5463200,sh516650 12 | -------------------------------------------------------------------------------- /datas/etfs/sh516670.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-26,0.99,0.999,0.985,0.993,193378571,sh516670 3 | 1,2021-03-29,0.993,1.001,0.987,0.988,30033622,sh516670 4 | 2,2021-03-30,0.988,0.997,0.984,0.994,11697900,sh516670 5 | 3,2021-03-31,0.994,0.994,0.98,0.984,10920800,sh516670 6 | 4,2021-04-01,0.984,0.987,0.978,0.983,13209762,sh516670 7 | 5,2021-04-02,0.984,0.994,0.886,0.993,12841000,sh516670 8 | 6,2021-04-06,0.993,0.993,0.983,0.989,9621900,sh516670 9 | 7,2021-04-07,0.989,0.992,0.979,0.988,7782500,sh516670 10 | 8,2021-04-08,0.987,0.987,0.981,0.981,10193000,sh516670 11 | 9,2021-04-09,0.98,0.982,0.968,0.974,9818900,sh516670 12 | 10,2021-04-12,0.975,0.982,0.96,0.964,5957000,sh516670 13 | 11,2021-04-13,0.965,0.979,0.965,0.975,6619100,sh516670 14 | 12,2021-04-14,0.975,0.977,0.95,0.956,9222933,sh516670 15 | 13,2021-04-15,0.956,0.956,0.946,0.954,3505000,sh516670 16 | 14,2021-04-16,0.954,0.954,0.949,0.952,4337700,sh516670 17 | 15,2021-04-19,0.952,0.969,0.945,0.969,2773600,sh516670 18 | 16,2021-04-20,0.969,0.993,0.966,0.985,4420000,sh516670 19 | 17,2021-04-21,0.984,0.985,0.973,0.985,3882200,sh516670 20 | 18,2021-04-22,0.984,0.984,0.976,0.98,7465400,sh516670 21 | 19,2021-04-23,0.981,0.984,0.975,0.98,5504500,sh516670 22 | 20,2021-04-26,0.981,0.982,0.967,0.967,5978100,sh516670 23 | 21,2021-04-27,0.966,0.967,0.96,0.965,3758200,sh516670 24 | 22,2021-04-28,0.966,0.971,0.965,0.971,6430000,sh516670 25 | 23,2021-04-29,0.969,0.985,0.966,0.981,6081500,sh516670 26 | 24,2021-04-30,0.98,0.983,0.974,0.98,5983600,sh516670 27 | 25,2021-05-06,0.98,0.98,0.958,0.958,8400900,sh516670 28 | 26,2021-05-07,0.958,0.966,0.95,0.957,8397300,sh516670 29 | 27,2021-05-10,0.956,0.956,0.921,0.923,6902320,sh516670 30 | 28,2021-05-11,0.923,0.933,0.923,0.933,3707600,sh516670 31 | 29,2021-05-12,0.937,0.954,0.935,0.952,8601300,sh516670 32 | 30,2021-05-13,0.952,0.952,0.937,0.94,8364900,sh516670 33 | 31,2021-05-14,0.94,0.955,0.94,0.951,4177760,sh516670 34 | 32,2021-05-17,0.954,0.959,0.952,0.958,6906300,sh516670 35 | 33,2021-05-18,0.955,0.959,0.949,0.954,5276500,sh516670 36 | 34,2021-05-19,0.948,0.948,0.942,0.944,3973200,sh516670 37 | 35,2021-05-20,0.944,0.95,0.939,0.949,6080400,sh516670 38 | 36,2021-05-21,0.953,0.953,0.939,0.94,5848100,sh516670 39 | 37,2021-05-24,0.94,0.94,0.918,0.923,5604600,sh516670 40 | 38,2021-05-25,0.922,0.934,0.916,0.932,5292300,sh516670 41 | 39,2021-05-26,0.932,0.934,0.926,0.933,8421500,sh516670 42 | 40,2021-05-27,0.932,0.935,0.927,0.931,5905100,sh516670 43 | 41,2021-05-28,0.936,0.936,0.919,0.922,5629300,sh516670 44 | 42,2021-05-31,0.927,0.927,0.91,0.917,5001800,sh516670 45 | 43,2021-06-01,0.918,0.928,0.917,0.927,6635600,sh516670 46 | 44,2021-06-02,0.927,0.945,0.926,0.937,4713900,sh516670 47 | 45,2021-06-03,0.937,0.946,0.929,0.929,4890500,sh516670 48 | 46,2021-06-04,0.93,0.939,0.923,0.935,3167500,sh516670 49 | 47,2021-06-07,0.93,0.93,0.92,0.923,7518500,sh516670 50 | 48,2021-06-08,0.923,0.929,0.921,0.924,7274700,sh516670 51 | 49,2021-06-09,0.922,0.929,0.917,0.922,7344800,sh516670 52 | 50,2021-06-10,0.922,0.922,0.909,0.91,9208900,sh516670 53 | 51,2021-06-11,0.91,0.91,0.901,0.902,6464200,sh516670 54 | 52,2021-06-15,0.92,0.92,0.881,0.883,6292200,sh516670 55 | 53,2021-06-16,0.885,0.887,0.878,0.879,8211600,sh516670 56 | 54,2021-06-17,0.885,0.885,0.859,0.868,5364210,sh516670 57 | 55,2021-06-18,0.868,0.873,0.858,0.871,6912600,sh516670 58 | 56,2021-06-21,0.871,0.871,0.85,0.854,8952200,sh516670 59 | 57,2021-06-22,0.854,0.867,0.849,0.861,6118800,sh516670 60 | 58,2021-06-23,0.861,0.866,0.852,0.865,6238100,sh516670 61 | 59,2021-06-24,0.866,0.87,0.855,0.857,5377200,sh516670 62 | 60,2021-06-25,0.862,0.867,0.859,0.867,4694600,sh516670 63 | 61,2021-06-28,0.875,0.912,0.874,0.911,13204400,sh516670 64 | 62,2021-06-29,0.925,0.925,0.883,0.892,15604000,sh516670 65 | 63,2021-06-30,0.888,0.89,0.883,0.886,7651200,sh516670 66 | 64,2021-07-01,0.887,0.893,0.882,0.887,8701400,sh516670 67 | 65,2021-07-02,0.887,0.894,0.877,0.879,7968100,sh516670 68 | -------------------------------------------------------------------------------- /datas/etfs/sh516700.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-19,0.999,0.999,0.99,0.992,31914399,sh516700 3 | 1,2021-05-20,0.991,1.003,0.99,0.999,57002538,sh516700 4 | 2,2021-05-21,0.992,1.002,0.98,0.982,12569500,sh516700 5 | 3,2021-05-24,0.982,1.014,0.982,1.014,89930500,sh516700 6 | 4,2021-05-25,1.014,1.051,1.014,1.051,41608700,sh516700 7 | 5,2021-05-26,1.052,1.06,1.043,1.045,35640500,sh516700 8 | 6,2021-05-27,1.045,1.055,1.04,1.047,12780100,sh516700 9 | 7,2021-05-28,1.047,1.051,1.04,1.046,11908000,sh516700 10 | 8,2021-05-31,1.041,1.056,1.041,1.053,9318100,sh516700 11 | 9,2021-06-01,1.052,1.059,1.044,1.058,11300300,sh516700 12 | 10,2021-06-02,1.058,1.058,1.026,1.031,11223700,sh516700 13 | 11,2021-06-03,1.031,1.045,1.026,1.026,5858200,sh516700 14 | 12,2021-06-04,1.026,1.034,1.023,1.026,3569400,sh516700 15 | 13,2021-06-07,1.029,1.049,1.028,1.048,6429000,sh516700 16 | 14,2021-06-08,1.049,1.054,1.038,1.046,9837900,sh516700 17 | 15,2021-06-09,1.046,1.051,1.041,1.051,8255277,sh516700 18 | 16,2021-06-10,1.053,1.083,1.053,1.079,15094400,sh516700 19 | 17,2021-06-11,1.079,1.086,1.061,1.063,5826877,sh516700 20 | 18,2021-06-15,1.065,1.072,1.057,1.065,7287977,sh516700 21 | 19,2021-06-16,1.068,1.075,1.051,1.052,2858200,sh516700 22 | 20,2021-06-17,1.049,1.077,1.049,1.072,5725000,sh516700 23 | 21,2021-06-18,1.072,1.084,1.065,1.067,7758100,sh516700 24 | 22,2021-06-21,1.064,1.078,1.058,1.072,4925400,sh516700 25 | 23,2021-06-22,1.069,1.07,1.06,1.064,2764100,sh516700 26 | 24,2021-06-23,1.065,1.071,1.052,1.069,5229000,sh516700 27 | 25,2021-06-24,1.069,1.069,1.043,1.043,3901500,sh516700 28 | 26,2021-06-25,1.04,1.049,1.038,1.044,2972100,sh516700 29 | 27,2021-06-28,1.044,1.055,1.042,1.052,2892300,sh516700 30 | 28,2021-06-29,1.056,1.066,1.052,1.054,3549000,sh516700 31 | 29,2021-06-30,1.053,1.067,1.049,1.066,1414500,sh516700 32 | 30,2021-07-01,1.068,1.068,1.05,1.051,612400,sh516700 33 | 31,2021-07-02,1.051,1.051,1.031,1.034,835600,sh516700 34 | -------------------------------------------------------------------------------- /datas/etfs/sh516760.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-12,0.981,0.985,0.961,0.984,26201179,sh516760 3 | 1,2021-03-15,0.97,0.976,0.953,0.964,15784479,sh516760 4 | 2,2021-03-16,0.963,0.97,0.953,0.963,12357800,sh516760 5 | 3,2021-03-17,0.963,0.989,0.963,0.987,13777300,sh516760 6 | 4,2021-03-18,0.986,0.986,0.973,0.98,9298200,sh516760 7 | 5,2021-03-19,0.981,0.981,0.96,0.964,4298500,sh516760 8 | 6,2021-03-22,0.963,0.98,0.956,0.979,6759500,sh516760 9 | 7,2021-03-23,0.979,0.982,0.966,0.97,6430900,sh516760 10 | 8,2021-03-24,0.971,0.982,0.963,0.969,12168500,sh516760 11 | 9,2021-03-25,0.968,0.974,0.965,0.968,11695800,sh516760 12 | 10,2021-03-26,0.969,0.969,0.957,0.965,6436100,sh516760 13 | 11,2021-03-29,0.965,0.972,0.957,0.959,4901800,sh516760 14 | 12,2021-03-30,0.956,0.968,0.953,0.963,5893800,sh516760 15 | 13,2021-03-31,0.963,0.963,0.951,0.955,4993500,sh516760 16 | 14,2021-04-01,0.958,0.959,0.947,0.956,5150500,sh516760 17 | 15,2021-04-02,0.955,0.967,0.954,0.964,8366500,sh516760 18 | 16,2021-04-06,0.964,0.964,0.953,0.96,1552600,sh516760 19 | 17,2021-04-07,0.959,0.962,0.95,0.959,4197900,sh516760 20 | 18,2021-04-08,0.952,0.956,0.951,0.953,5173400,sh516760 21 | 19,2021-04-09,0.953,0.953,0.94,0.946,8764400,sh516760 22 | 20,2021-04-12,0.945,0.955,0.934,0.937,8408300,sh516760 23 | 21,2021-04-13,0.937,0.952,0.937,0.947,11593800,sh516760 24 | 22,2021-04-14,0.947,0.947,0.922,0.929,7824200,sh516760 25 | 23,2021-04-15,0.936,0.936,0.918,0.927,8524800,sh516760 26 | 24,2021-04-16,0.926,0.928,0.916,0.925,3985000,sh516760 27 | 25,2021-04-19,0.924,0.943,0.92,0.942,10177900,sh516760 28 | 26,2021-04-20,0.942,0.967,0.942,0.958,9920300,sh516760 29 | 27,2021-04-21,0.957,0.96,0.947,0.96,7171300,sh516760 30 | 28,2021-04-22,0.96,0.96,0.948,0.953,2326300,sh516760 31 | 29,2021-04-23,0.956,0.958,0.949,0.952,2346600,sh516760 32 | 30,2021-04-26,0.952,0.955,0.941,0.942,10070600,sh516760 33 | 31,2021-04-27,0.942,0.946,0.936,0.942,850300,sh516760 34 | 32,2021-04-28,0.939,0.947,0.939,0.947,2662600,sh516760 35 | 33,2021-04-29,0.947,0.961,0.943,0.96,9791100,sh516760 36 | 34,2021-04-30,0.959,0.962,0.951,0.956,9799800,sh516760 37 | 35,2021-05-06,0.945,0.952,0.935,0.936,10373700,sh516760 38 | 36,2021-05-07,0.935,0.943,0.927,0.934,5835100,sh516760 39 | 37,2021-05-10,0.933,0.933,0.898,0.903,10057200,sh516760 40 | 38,2021-05-11,0.902,0.913,0.901,0.912,10509900,sh516760 41 | 39,2021-05-12,0.912,0.929,0.912,0.929,8227400,sh516760 42 | 40,2021-05-13,0.928,0.928,0.912,0.915,6845800,sh516760 43 | 41,2021-05-14,0.921,0.93,0.918,0.928,2000900,sh516760 44 | 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58,2021-06-08,0.904,0.91,0.903,0.906,4305600,sh516760 61 | 59,2021-06-09,0.905,0.911,0.898,0.904,6220000,sh516760 62 | 60,2021-06-10,0.905,0.905,0.89,0.892,8671000,sh516760 63 | 61,2021-06-11,0.892,0.895,0.883,0.884,6727500,sh516760 64 | 62,2021-06-15,0.884,0.89,0.863,0.864,7311100,sh516760 65 | 63,2021-06-16,0.864,0.869,0.857,0.859,4075600,sh516760 66 | 64,2021-06-17,0.859,0.864,0.841,0.848,5684900,sh516760 67 | 65,2021-06-18,0.848,0.856,0.841,0.853,3604100,sh516760 68 | 66,2021-06-21,0.85,0.85,0.834,0.837,3596500,sh516760 69 | 67,2021-06-22,0.837,0.845,0.837,0.844,2437400,sh516760 70 | 68,2021-06-23,0.849,0.853,0.839,0.851,2187500,sh516760 71 | 69,2021-06-24,0.852,0.856,0.844,0.844,3491500,sh516760 72 | 70,2021-06-25,0.849,0.853,0.845,0.853,4279900,sh516760 73 | 71,2021-06-28,0.861,0.89,0.86,0.89,10889000,sh516760 74 | 72,2021-06-29,0.89,0.89,0.866,0.873,4830800,sh516760 75 | 73,2021-06-30,0.873,0.876,0.866,0.869,2470600,sh516760 76 | 74,2021-07-01,0.87,0.877,0.869,0.874,3104700,sh516760 77 | 75,2021-07-02,0.874,0.878,0.864,0.87,2334200,sh516760 78 | -------------------------------------------------------------------------------- /datas/etfs/sh516820.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.015,1.029,1.011,1.022,318083900,sh516820 3 | 1,2021-07-02,1.023,1.026,0.978,0.98,75411200,sh516820 4 | -------------------------------------------------------------------------------- /datas/etfs/sh516850.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-19,0.989,0.989,0.957,0.978,88355800,sh516850 3 | 1,2021-03-22,0.974,0.991,0.96,0.982,27059900,sh516850 4 | 2,2021-03-23,0.984,0.986,0.944,0.955,12278900,sh516850 5 | 3,2021-03-24,0.955,0.959,0.926,0.935,9064400,sh516850 6 | 4,2021-03-25,0.932,0.94,0.915,0.932,9979100,sh516850 7 | 5,2021-03-26,0.936,0.981,0.936,0.978,11916600,sh516850 8 | 6,2021-03-29,0.978,0.981,0.963,0.967,8609900,sh516850 9 | 7,2021-03-30,0.966,0.99,0.959,0.988,10248300,sh516850 10 | 8,2021-03-31,0.989,0.992,0.973,0.984,5310000,sh516850 11 | 9,2021-04-01,0.984,1.008,0.984,0.999,29931400,sh516850 12 | 10,2021-04-02,0.999,1.007,0.987,0.996,22422300,sh516850 13 | 11,2021-04-06,1.0,1.022,1.0,1.013,22442800,sh516850 14 | 12,2021-04-07,1.014,1.03,0.987,0.998,9404500,sh516850 15 | 13,2021-04-08,0.998,0.998,0.98,0.987,10431900,sh516850 16 | 14,2021-04-09,0.988,0.988,0.971,0.975,2873800,sh516850 17 | 15,2021-04-12,0.979,0.982,0.941,0.949,4646000,sh516850 18 | 16,2021-04-13,0.943,0.962,0.943,0.95,2047300,sh516850 19 | 17,2021-04-14,0.953,0.977,0.953,0.976,2385700,sh516850 20 | 18,2021-04-15,0.975,0.984,0.966,0.981,3341700,sh516850 21 | 19,2021-04-16,0.982,0.982,0.959,0.972,3881300,sh516850 22 | 20,2021-04-19,0.972,1.021,0.966,1.02,14792100,sh516850 23 | 21,2021-04-20,1.019,1.038,1.008,1.022,11275900,sh516850 24 | 22,2021-04-21,1.018,1.024,1.004,1.016,4226100,sh516850 25 | 23,2021-04-22,1.021,1.034,1.01,1.023,3948200,sh516850 26 | 24,2021-04-23,1.021,1.043,1.016,1.035,6583900,sh516850 27 | 25,2021-04-26,1.035,1.055,1.02,1.025,5719100,sh516850 28 | 26,2021-04-27,1.025,1.026,1.007,1.021,3333600,sh516850 29 | 27,2021-04-28,1.021,1.048,1.021,1.041,4407100,sh516850 30 | 28,2021-04-29,1.04,1.05,1.031,1.046,4412000,sh516850 31 | 29,2021-04-30,1.046,1.077,1.045,1.07,5327200,sh516850 32 | 30,2021-05-06,1.072,1.084,1.05,1.068,3067600,sh516850 33 | 31,2021-05-07,1.068,1.079,1.041,1.044,4632900,sh516850 34 | 32,2021-05-10,1.044,1.06,1.036,1.053,2417200,sh516850 35 | 33,2021-05-11,1.038,1.041,1.017,1.038,1799000,sh516850 36 | 34,2021-05-12,1.038,1.047,1.032,1.04,1319400,sh516850 37 | 35,2021-05-13,1.04,1.04,1.018,1.02,1657000,sh516850 38 | 36,2021-05-14,1.028,1.047,1.012,1.038,3353200,sh516850 39 | 37,2021-05-17,1.038,1.076,1.038,1.071,5581500,sh516850 40 | 38,2021-05-18,1.073,1.081,1.065,1.071,5654600,sh516850 41 | 39,2021-05-19,1.072,1.097,1.062,1.093,5834400,sh516850 42 | 40,2021-05-20,1.1,1.104,1.085,1.091,2880800,sh516850 43 | 41,2021-05-21,1.094,1.117,1.084,1.096,4092800,sh516850 44 | 42,2021-05-24,1.097,1.103,1.087,1.102,1644500,sh516850 45 | 43,2021-05-25,1.102,1.114,1.093,1.113,3002400,sh516850 46 | 44,2021-05-26,1.11,1.112,1.096,1.1,5053900,sh516850 47 | 45,2021-05-27,1.095,1.105,1.095,1.099,3967800,sh516850 48 | 46,2021-05-28,1.1,1.15,1.1,1.134,5689600,sh516850 49 | 47,2021-05-31,1.15,1.189,1.135,1.189,6040900,sh516850 50 | 48,2021-06-01,1.186,1.186,1.156,1.182,4440000,sh516850 51 | 49,2021-06-02,1.18,1.194,1.162,1.172,2995400,sh516850 52 | 50,2021-06-03,1.18,1.18,1.146,1.149,5217000,sh516850 53 | 51,2021-06-04,1.149,1.182,1.138,1.165,4497800,sh516850 54 | 52,2021-06-07,1.167,1.17,1.138,1.15,3201200,sh516850 55 | 53,2021-06-08,1.154,1.171,1.131,1.14,3495100,sh516850 56 | 54,2021-06-09,1.14,1.145,1.133,1.143,1366100,sh516850 57 | 55,2021-06-10,1.133,1.2,1.133,1.191,4683700,sh516850 58 | 56,2021-06-11,1.191,1.225,1.187,1.212,3551900,sh516850 59 | 57,2021-06-15,1.201,1.226,1.187,1.199,1686700,sh516850 60 | 58,2021-06-16,1.199,1.199,1.132,1.136,5742200,sh516850 61 | 59,2021-06-17,1.135,1.161,1.134,1.157,4790400,sh516850 62 | 60,2021-06-18,1.157,1.214,1.157,1.205,4468100,sh516850 63 | 61,2021-06-21,1.211,1.231,1.188,1.219,3766800,sh516850 64 | 62,2021-06-22,1.219,1.226,1.201,1.224,3844900,sh516850 65 | 63,2021-06-23,1.228,1.259,1.225,1.247,3106600,sh516850 66 | 64,2021-06-24,1.249,1.27,1.236,1.258,3394200,sh516850 67 | 65,2021-06-25,1.26,1.28,1.256,1.276,3969500,sh516850 68 | 66,2021-06-28,1.282,1.305,1.281,1.295,4908400,sh516850 69 | 67,2021-06-29,1.299,1.325,1.299,1.313,3499100,sh516850 70 | 68,2021-06-30,1.316,1.341,1.295,1.341,6556000,sh516850 71 | 69,2021-07-01,1.341,1.4,1.3,1.306,4448900,sh516850 72 | 70,2021-07-02,1.306,1.323,1.283,1.295,4398800,sh516850 73 | -------------------------------------------------------------------------------- /datas/etfs/sh516900.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-28,0.992,1.013,0.986,1.012,173880700,sh516900 3 | 1,2021-04-29,1.013,1.029,1.007,1.022,57980800,sh516900 4 | 2,2021-04-30,1.015,1.023,1.008,1.013,15445800,sh516900 5 | 3,2021-05-06,1.004,1.009,0.979,0.985,7392600,sh516900 6 | 4,2021-05-07,0.984,0.992,0.968,0.968,7428100,sh516900 7 | 5,2021-05-10,0.959,0.976,0.948,0.954,7030900,sh516900 8 | 6,2021-05-11,0.952,0.99,0.952,0.988,8322100,sh516900 9 | 7,2021-05-12,0.986,0.998,0.978,0.996,5019200,sh516900 10 | 8,2021-05-13,0.996,1.001,0.981,1.0,6411500,sh516900 11 | 9,2021-05-14,1.0,1.026,0.996,1.018,13633200,sh516900 12 | 10,2021-05-17,1.009,1.047,1.009,1.038,14804300,sh516900 13 | 11,2021-05-18,1.04,1.041,1.028,1.037,7172400,sh516900 14 | 12,2021-05-19,1.037,1.041,1.027,1.033,5915400,sh516900 15 | 13,2021-05-20,1.06,1.06,1.039,1.046,6375900,sh516900 16 | 14,2021-05-21,1.047,1.056,1.032,1.037,6760900,sh516900 17 | 15,2021-05-24,1.04,1.06,1.035,1.058,8050000,sh516900 18 | 16,2021-05-25,1.041,1.098,1.041,1.097,6706200,sh516900 19 | 17,2021-05-26,1.096,1.1,1.077,1.086,6177300,sh516900 20 | 18,2021-05-27,1.086,1.109,1.075,1.095,11441700,sh516900 21 | 19,2021-05-28,1.098,1.098,1.078,1.084,4461700,sh516900 22 | 20,2021-05-31,1.084,1.086,1.067,1.086,5274800,sh516900 23 | 21,2021-06-01,1.086,1.093,1.074,1.092,7941600,sh516900 24 | 22,2021-06-02,1.093,1.093,1.072,1.077,5099500,sh516900 25 | 23,2021-06-03,1.078,1.105,1.074,1.084,5478900,sh516900 26 | 24,2021-06-04,1.087,1.102,1.078,1.096,5686600,sh516900 27 | 25,2021-06-07,1.098,1.1,1.087,1.1,5009200,sh516900 28 | 26,2021-06-08,1.1,1.1,1.041,1.051,8075000,sh516900 29 | 27,2021-06-09,1.055,1.066,1.04,1.058,5136600,sh516900 30 | 28,2021-06-10,1.057,1.074,1.057,1.07,3917400,sh516900 31 | 29,2021-06-11,1.064,1.064,1.043,1.051,5060300,sh516900 32 | 30,2021-06-15,1.051,1.051,1.021,1.043,5591100,sh516900 33 | 31,2021-06-16,1.035,1.047,1.028,1.035,5136700,sh516900 34 | 32,2021-06-17,1.038,1.051,1.034,1.045,3265100,sh516900 35 | 33,2021-06-18,1.045,1.046,1.02,1.03,5716100,sh516900 36 | 34,2021-06-21,1.029,1.035,1.011,1.027,12649500,sh516900 37 | 35,2021-06-22,1.029,1.035,1.021,1.035,9488900,sh516900 38 | 36,2021-06-23,1.026,1.029,1.009,1.011,6695000,sh516900 39 | 37,2021-06-24,1.01,1.021,0.995,1.017,6579300,sh516900 40 | 38,2021-06-25,1.02,1.039,1.008,1.035,8037600,sh516900 41 | 39,2021-06-28,1.035,1.043,1.03,1.042,6181900,sh516900 42 | 40,2021-06-29,1.041,1.042,1.02,1.021,16171700,sh516900 43 | 41,2021-06-30,1.021,1.037,1.021,1.03,6521800,sh516900 44 | 42,2021-07-01,1.038,1.038,1.014,1.036,5356300,sh516900 45 | 43,2021-07-02,1.037,1.037,1.002,1.003,2643100,sh516900 46 | -------------------------------------------------------------------------------- /datas/etfs/sh516910.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-11,1.001,1.017,1.0,1.013,138802399,sh516910 3 | 1,2021-06-15,1.011,1.014,0.994,1.001,20666079,sh516910 4 | 2,2021-06-16,1.001,1.001,0.974,0.975,4396100,sh516910 5 | 3,2021-06-17,0.979,0.984,0.979,0.979,2443700,sh516910 6 | 4,2021-06-18,0.985,1.007,0.985,1.007,13228200,sh516910 7 | 5,2021-06-21,1.01,1.032,1.005,1.026,33550500,sh516910 8 | 6,2021-06-22,1.025,1.029,1.018,1.022,12725000,sh516910 9 | 7,2021-06-23,1.022,1.032,1.019,1.029,10214800,sh516910 10 | 8,2021-06-24,1.034,1.041,1.028,1.035,10792300,sh516910 11 | 9,2021-06-25,1.036,1.036,1.018,1.023,4983600,sh516910 12 | 10,2021-06-28,1.023,1.023,1.01,1.011,2190100,sh516910 13 | 11,2021-06-29,1.012,1.012,1.001,1.001,3038100,sh516910 14 | 12,2021-06-30,1.0,1.006,0.997,1.003,4270200,sh516910 15 | 13,2021-07-01,1.003,1.006,0.993,0.995,3022200,sh516910 16 | 14,2021-07-02,0.99,0.996,0.989,0.991,2518300,sh516910 17 | -------------------------------------------------------------------------------- /datas/etfs/sh516950.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-14,0.991,1.005,0.991,1.004,128754900,sh516950 3 | 1,2021-05-17,1.004,1.014,1.003,1.006,72045300,sh516950 4 | 2,2021-05-18,1.001,1.007,1.0,1.005,18161000,sh516950 5 | 3,2021-05-19,1.004,1.006,0.997,0.999,11069900,sh516950 6 | 4,2021-05-20,0.999,1.003,0.992,0.997,7067000,sh516950 7 | 5,2021-05-21,0.997,0.997,0.989,0.991,28445100,sh516950 8 | 6,2021-05-24,0.991,0.995,0.987,0.995,10207500,sh516950 9 | 7,2021-05-25,0.994,1.004,0.986,1.003,11583300,sh516950 10 | 8,2021-05-26,1.0,1.012,1.0,1.006,14886700,sh516950 11 | 9,2021-05-27,1.006,1.011,1.001,1.01,13073500,sh516950 12 | 10,2021-05-28,1.01,1.01,0.999,1.002,6092100,sh516950 13 | 11,2021-05-31,1.002,1.002,0.995,0.999,5806400,sh516950 14 | 12,2021-06-01,0.999,1.006,0.996,1.005,9980900,sh516950 15 | 13,2021-06-02,1.005,1.007,0.998,0.999,3433800,sh516950 16 | 14,2021-06-03,0.994,1.003,0.994,0.996,5244100,sh516950 17 | 15,2021-06-04,0.997,0.998,0.989,0.993,8811100,sh516950 18 | 16,2021-06-07,0.993,0.996,0.991,0.994,3838200,sh516950 19 | 17,2021-06-08,0.994,0.995,0.99,0.992,5613100,sh516950 20 | 18,2021-06-09,0.993,0.993,0.988,0.991,6031500,sh516950 21 | 19,2021-06-10,0.99,0.996,0.99,0.991,7559300,sh516950 22 | 20,2021-06-11,0.992,0.992,0.983,0.984,9275600,sh516950 23 | 21,2021-06-15,0.984,0.984,0.969,0.972,9399700,sh516950 24 | 22,2021-06-16,0.971,0.984,0.967,0.974,7846000,sh516950 25 | 23,2021-06-17,0.974,0.974,0.966,0.968,4896200,sh516950 26 | 24,2021-06-18,0.968,0.971,0.962,0.971,10942900,sh516950 27 | 25,2021-06-21,0.971,0.974,0.967,0.97,11499600,sh516950 28 | 26,2021-06-22,0.966,0.991,0.966,0.987,14216400,sh516950 29 | 27,2021-06-23,0.987,0.988,0.98,0.987,5705200,sh516950 30 | 28,2021-06-24,0.987,0.997,0.986,0.991,6009400,sh516950 31 | 29,2021-06-25,0.992,1.004,0.99,1.003,11567500,sh516950 32 | 30,2021-06-28,1.003,1.006,0.998,1.001,6509800,sh516950 33 | 31,2021-06-29,1.004,1.004,0.993,0.993,2049200,sh516950 34 | 32,2021-06-30,0.993,0.998,0.99,0.998,3620700,sh516950 35 | 33,2021-07-01,0.992,1.003,0.992,0.997,5842600,sh516950 36 | 34,2021-07-02,0.995,0.995,0.981,0.985,2453900,sh516950 37 | -------------------------------------------------------------------------------- /datas/etfs/sh516960.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-07,0.997,1.009,0.971,0.973,111940987,sh516960 3 | 1,2021-05-10,0.969,0.982,0.955,0.97,24529500,sh516960 4 | 2,2021-05-11,0.965,0.965,0.939,0.962,24229300,sh516960 5 | 3,2021-05-12,0.956,0.966,0.95,0.958,23047500,sh516960 6 | 4,2021-05-13,0.958,0.958,0.938,0.94,21559000,sh516960 7 | 5,2021-05-14,0.94,0.968,0.933,0.966,22338900,sh516960 8 | 6,2021-05-17,0.966,0.997,0.966,0.992,22326700,sh516960 9 | 7,2021-05-18,0.986,0.996,0.98,0.986,27196800,sh516960 10 | 8,2021-05-19,0.989,1.005,0.98,0.996,26525500,sh516960 11 | 9,2021-05-20,0.998,1.009,0.99,0.997,20821700,sh516960 12 | 10,2021-05-21,0.997,1.013,0.985,0.989,21774260,sh516960 13 | 11,2021-05-24,0.99,0.994,0.978,0.994,24880100,sh516960 14 | 12,2021-05-25,0.985,1.013,0.978,1.012,29770200,sh516960 15 | 13,2021-05-26,1.012,1.018,0.999,1.003,16031745,sh516960 16 | 14,2021-05-27,0.999,1.012,0.996,1.01,24556400,sh516960 17 | 15,2021-05-28,1.0,1.045,1.0,1.029,40118800,sh516960 18 | 16,2021-05-31,1.03,1.062,1.03,1.061,20713000,sh516960 19 | 17,2021-06-01,1.061,1.061,1.033,1.052,18071700,sh516960 20 | 18,2021-06-02,1.052,1.065,1.037,1.041,19831800,sh516960 21 | 19,2021-06-03,1.031,1.045,1.02,1.023,21109300,sh516960 22 | 20,2021-06-04,1.018,1.046,1.014,1.035,25405100,sh516960 23 | 21,2021-06-07,1.031,1.031,1.0,1.012,21077100,sh516960 24 | 22,2021-06-08,1.012,1.031,1.009,1.014,20658500,sh516960 25 | 23,2021-06-09,1.014,1.018,1.007,1.014,15371900,sh516960 26 | 24,2021-06-10,1.014,1.06,1.008,1.052,19383700,sh516960 27 | 25,2021-06-11,1.042,1.078,1.042,1.064,14922417,sh516960 28 | 26,2021-06-15,1.074,1.074,1.037,1.046,11267500,sh516960 29 | 27,2021-06-16,1.04,1.04,1.0,1.001,14066600,sh516960 30 | 28,2021-06-17,1.001,1.025,1.001,1.023,11782900,sh516960 31 | 29,2021-06-18,1.023,1.06,1.023,1.053,19321200,sh516960 32 | 30,2021-06-21,1.053,1.071,1.038,1.061,15628900,sh516960 33 | 31,2021-06-22,1.06,1.068,1.048,1.066,18342000,sh516960 34 | 32,2021-06-23,1.09,1.091,1.065,1.08,15357100,sh516960 35 | 33,2021-06-24,1.07,1.1,1.07,1.095,23648340,sh516960 36 | 34,2021-06-25,1.091,1.114,1.055,1.11,15564700,sh516960 37 | 35,2021-06-28,1.11,1.131,1.11,1.123,18150100,sh516960 38 | 36,2021-06-29,1.123,1.15,1.123,1.138,22082700,sh516960 39 | 37,2021-06-30,1.133,1.193,1.1,1.162,13683600,sh516960 40 | 38,2021-07-01,1.162,1.18,1.13,1.134,16350100,sh516960 41 | 39,2021-07-02,1.133,1.133,1.109,1.112,17571200,sh516960 42 | -------------------------------------------------------------------------------- /datas/etfs/sh516980.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-24,1.0,1.016,0.999,1.003,92433000,sh516980 3 | 1,2021-06-25,1.003,1.043,1.002,1.033,114413600,sh516980 4 | 2,2021-06-28,1.036,1.036,1.02,1.026,13327400,sh516980 5 | 3,2021-06-29,1.026,1.029,1.01,1.014,8643200,sh516980 6 | 4,2021-06-30,1.012,1.026,1.01,1.023,5749100,sh516980 7 | 5,2021-07-01,1.034,1.043,0.993,1.0,10356400,sh516980 8 | 6,2021-07-02,0.998,0.998,0.969,0.979,7969200,sh516980 9 | -------------------------------------------------------------------------------- /datas/etfs/sh517060.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-26,0.961,0.99,0.961,0.985,58353400,sh517060 3 | 1,2021-03-29,0.986,0.996,0.976,0.985,20513100,sh517060 4 | 2,2021-03-30,0.984,0.995,0.982,0.994,21560400,sh517060 5 | 3,2021-03-31,0.993,0.993,0.981,0.989,20490000,sh517060 6 | 4,2021-04-01,0.99,1.003,0.99,1.001,19399100,sh517060 7 | 5,2021-04-02,1.009,1.01,1.002,1.01,24218500,sh517060 8 | 6,2021-04-06,1.009,1.01,0.999,1.006,17093700,sh517060 9 | 7,2021-04-07,1.005,1.005,0.988,0.994,5712000,sh517060 10 | 8,2021-04-08,0.994,1.002,0.989,1.001,15539800,sh517060 11 | 9,2021-04-09,0.994,0.996,0.983,0.988,4972900,sh517060 12 | 10,2021-04-12,0.987,0.991,0.97,0.977,2746700,sh517060 13 | 11,2021-04-13,0.98,0.987,0.972,0.98,2715000,sh517060 14 | 12,2021-04-14,0.981,0.989,0.98,0.988,2057100,sh517060 15 | 13,2021-04-15,0.987,0.987,0.969,0.978,2868900,sh517060 16 | 14,2021-04-16,0.98,0.99,0.974,0.99,14855800,sh517060 17 | 15,2021-04-19,0.99,1.003,0.979,1.002,6792000,sh517060 18 | 16,2021-04-20,1.001,1.002,0.992,1.002,5497000,sh517060 19 | 17,2021-04-21,1.001,1.001,0.986,0.996,718300,sh517060 20 | 18,2021-04-22,0.995,0.997,0.991,0.996,4335600,sh517060 21 | 19,2021-04-23,0.997,1.007,0.997,1.005,12287700,sh517060 22 | 20,2021-04-26,1.007,1.01,0.993,0.997,3649500,sh517060 23 | 21,2021-04-27,0.994,0.998,0.988,0.998,6580100,sh517060 24 | 22,2021-04-28,0.999,1.002,0.993,1.002,4788800,sh517060 25 | 23,2021-04-29,1.002,1.011,1.0,1.01,6757800,sh517060 26 | 24,2021-04-30,1.009,1.009,0.995,0.998,1962700,sh517060 27 | 25,2021-05-06,0.995,0.997,0.982,0.988,1640600,sh517060 28 | 26,2021-05-07,0.993,1.001,0.98,0.98,968400,sh517060 29 | 27,2021-05-10,0.98,0.981,0.97,0.98,2843500,sh517060 30 | 28,2021-05-11,0.963,0.973,0.958,0.973,1466100,sh517060 31 | 29,2021-05-12,0.973,0.976,0.967,0.976,1070800,sh517060 32 | 30,2021-05-13,0.968,0.971,0.963,0.967,1400600,sh517060 33 | 31,2021-05-14,0.967,0.982,0.965,0.982,817400,sh517060 34 | 32,2021-05-17,0.986,0.996,0.986,0.992,1731799,sh517060 35 | 33,2021-05-18,0.999,0.999,0.994,0.998,462900,sh517060 36 | 34,2021-05-19,0.995,1.0,0.995,0.997,261100,sh517060 37 | 35,2021-05-20,0.997,0.998,0.993,0.998,764700,sh517060 38 | 36,2021-05-21,0.998,0.998,0.988,0.991,1280800,sh517060 39 | 37,2021-05-24,0.988,0.994,0.982,0.993,3572100,sh517060 40 | 38,2021-05-25,0.993,1.018,0.993,1.017,7272700,sh517060 41 | 39,2021-05-26,1.017,1.02,1.015,1.019,6116300,sh517060 42 | 40,2021-05-27,1.009,1.022,1.008,1.017,5039000,sh517060 43 | 41,2021-05-28,1.016,1.022,1.012,1.013,5959800,sh517060 44 | 42,2021-05-31,1.013,1.015,1.008,1.015,990400,sh517060 45 | 43,2021-06-01,1.015,1.023,1.012,1.022,1472500,sh517060 46 | 44,2021-06-02,1.022,1.024,1.016,1.018,2838400,sh517060 47 | 45,2021-06-03,1.018,1.023,1.011,1.011,1274600,sh517060 48 | 46,2021-06-04,1.01,1.022,1.008,1.013,1311100,sh517060 49 | 47,2021-06-07,1.012,1.012,1.006,1.01,856500,sh517060 50 | 48,2021-06-08,1.01,1.018,1.002,1.007,2151500,sh517060 51 | 49,2021-06-09,1.008,1.01,1.005,1.008,720000,sh517060 52 | 50,2021-06-10,1.017,1.019,1.011,1.013,917600,sh517060 53 | 51,2021-06-11,1.015,1.015,1.007,1.01,946100,sh517060 54 | 52,2021-06-15,1.006,1.006,0.996,1.0,331900,sh517060 55 | 53,2021-06-16,0.999,0.999,0.988,0.989,2281300,sh517060 56 | 54,2021-06-17,0.984,0.996,0.984,0.994,660500,sh517060 57 | 55,2021-06-18,1.003,1.003,0.994,1.0,1973200,sh517060 58 | 56,2021-06-21,0.992,0.998,0.989,0.991,2285700,sh517060 59 | 57,2021-06-22,0.992,0.997,0.992,0.996,1106500,sh517060 60 | 58,2021-06-23,0.998,1.007,0.996,1.006,3061400,sh517060 61 | 59,2021-06-24,1.007,1.01,1.004,1.008,3216800,sh517060 62 | 60,2021-06-25,1.008,1.025,1.008,1.025,2789800,sh517060 63 | 61,2021-06-28,1.022,1.026,1.019,1.022,3146700,sh517060 64 | 62,2021-06-29,1.021,1.021,1.011,1.013,3758200,sh517060 65 | 63,2021-06-30,1.012,1.017,1.012,1.017,2364900,sh517060 66 | 64,2021-07-01,1.016,1.02,1.007,1.017,851400,sh517060 67 | 65,2021-07-02,1.003,1.004,0.991,0.991,1082700,sh517060 68 | -------------------------------------------------------------------------------- /datas/etfs/sh517170.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-20,0.991,1.002,0.991,1.0,94626250,sh517170 3 | 1,2021-04-21,1.0,1.0,0.988,0.996,7108900,sh517170 4 | 2,2021-04-22,0.996,0.999,0.991,0.997,6934100,sh517170 5 | 3,2021-04-23,0.999,1.009,0.999,1.006,42082700,sh517170 6 | 4,2021-04-26,1.006,1.011,0.999,1.001,20421500,sh517170 7 | 5,2021-04-27,1.0,1.0,0.992,0.999,2352400,sh517170 8 | 6,2021-04-28,0.995,1.005,0.993,1.003,7283700,sh517170 9 | 7,2021-04-29,1.005,1.012,1.002,1.011,14543650,sh517170 10 | 8,2021-04-30,1.01,1.01,0.998,1.002,1109700,sh517170 11 | 9,2021-05-06,0.996,1.0,0.984,0.99,1679000,sh517170 12 | 10,2021-05-07,0.99,0.996,0.98,0.981,2434100,sh517170 13 | 11,2021-05-10,0.982,0.985,0.972,0.975,4309200,sh517170 14 | 12,2021-05-11,0.966,0.975,0.96,0.975,4833900,sh517170 15 | 13,2021-05-12,0.97,0.976,0.969,0.975,1992800,sh517170 16 | 14,2021-05-13,0.974,0.974,0.963,0.966,1020400,sh517170 17 | 15,2021-05-14,0.965,0.975,0.961,0.975,950700,sh517170 18 | 16,2021-05-17,0.977,0.99,0.977,0.988,1908600,sh517170 19 | 17,2021-05-18,0.991,0.994,0.987,0.993,1879500,sh517170 20 | 18,2021-05-19,0.994,0.997,0.984,0.994,1924500,sh517170 21 | 19,2021-05-20,0.991,0.996,0.99,0.996,572400,sh517170 22 | 20,2021-05-21,0.993,0.993,0.987,0.99,668700,sh517170 23 | 21,2021-05-24,0.986,0.99,0.979,0.99,499700,sh517170 24 | 22,2021-05-25,0.99,1.007,0.97,1.006,4837000,sh517170 25 | 23,2021-05-26,1.01,1.016,1.01,1.014,16456500,sh517170 26 | 24,2021-05-27,1.003,1.016,1.003,1.014,2596800,sh517170 27 | 25,2021-05-28,1.013,1.019,1.007,1.012,5300900,sh517170 28 | 26,2021-05-31,1.01,1.015,1.006,1.014,3536100,sh517170 29 | 27,2021-06-01,1.014,1.023,1.012,1.021,11262500,sh517170 30 | 28,2021-06-02,1.021,1.024,1.016,1.018,1922100,sh517170 31 | 29,2021-06-03,1.017,1.021,1.01,1.01,918000,sh517170 32 | 30,2021-06-04,1.005,1.017,1.005,1.01,630600,sh517170 33 | 31,2021-06-07,1.01,1.01,1.004,1.009,556300,sh517170 34 | 32,2021-06-08,1.006,1.011,0.999,0.999,261300,sh517170 35 | 33,2021-06-09,1.006,1.006,1.001,1.003,705300,sh517170 36 | 34,2021-06-10,1.011,1.011,1.007,1.007,934100,sh517170 37 | 35,2021-06-11,1.012,1.012,1.004,1.004,386000,sh517170 38 | 36,2021-06-15,1.005,1.005,0.996,0.999,691600,sh517170 39 | 37,2021-06-16,0.994,0.998,0.989,0.991,1075900,sh517170 40 | 38,2021-06-17,0.99,0.994,0.989,0.994,1502800,sh517170 41 | 39,2021-06-18,0.993,1.002,0.993,1.002,3969296,sh517170 42 | 40,2021-06-21,0.998,1.0,0.991,0.993,1458750,sh517170 43 | 41,2021-06-22,0.993,0.995,0.993,0.993,190800,sh517170 44 | 42,2021-06-23,0.995,1.001,0.993,0.999,1797200,sh517170 45 | 43,2021-06-24,1.003,1.007,1.003,1.004,417200,sh517170 46 | 44,2021-06-25,1.003,1.015,1.003,1.012,2344000,sh517170 47 | 45,2021-06-28,1.014,1.02,1.008,1.019,2826500,sh517170 48 | 46,2021-06-29,1.019,1.019,1.012,1.013,3598700,sh517170 49 | 47,2021-06-30,1.015,1.017,1.011,1.016,2894400,sh517170 50 | 48,2021-07-01,1.011,1.012,1.003,1.012,296500,sh517170 51 | 49,2021-07-02,0.996,1.009,0.996,0.999,186600,sh517170 52 | -------------------------------------------------------------------------------- /datas/etfs/sh517350.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-03,1.002,1.016,1.002,1.004,92627900,sh517350 3 | 1,2021-06-04,0.999,1.011,0.996,1.006,11924500,sh517350 4 | 2,2021-06-07,1.007,1.007,0.997,1.004,4798000,sh517350 5 | 3,2021-06-08,1.001,1.009,0.993,0.997,17779100,sh517350 6 | 4,2021-06-09,0.997,1.002,0.993,0.996,7640900,sh517350 7 | 5,2021-06-10,0.996,1.008,0.996,1.005,13353800,sh517350 8 | 6,2021-06-11,1.006,1.009,0.997,0.999,4459200,sh517350 9 | 7,2021-06-15,0.999,1.006,0.993,1.0,5907000,sh517350 10 | 8,2021-06-16,0.997,0.997,0.974,0.976,5280800,sh517350 11 | 9,2021-06-17,0.981,0.987,0.972,0.987,3693400,sh517350 12 | 10,2021-06-18,0.987,1.006,0.987,1.001,5148400,sh517350 13 | 11,2021-06-21,1.0,1.001,0.988,0.995,6180700,sh517350 14 | 12,2021-06-22,0.995,1.0,0.987,0.999,6369400,sh517350 15 | 13,2021-06-23,0.999,1.017,0.996,1.015,32081600,sh517350 16 | 14,2021-06-24,1.015,1.019,1.008,1.015,12632400,sh517350 17 | 15,2021-06-25,1.015,1.03,1.012,1.029,18265200,sh517350 18 | 16,2021-06-28,1.028,1.032,1.025,1.029,6797700,sh517350 19 | 17,2021-06-29,1.029,1.032,1.021,1.022,8375400,sh517350 20 | 18,2021-06-30,1.022,1.027,1.02,1.025,5459400,sh517350 21 | 19,2021-07-01,1.025,1.027,1.017,1.024,5975300,sh517350 22 | 20,2021-07-02,1.025,1.025,0.997,0.999,3737100,sh517350 23 | -------------------------------------------------------------------------------- /datas/etfs/sh561500.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-28,1.006,1.007,0.996,1.004,55462339,sh561500 3 | 1,2021-06-29,1.005,1.006,0.993,0.995,17350939,sh561500 4 | 2,2021-06-30,0.997,0.998,0.99,0.996,16912500,sh561500 5 | 3,2021-07-01,0.996,1.002,0.987,0.999,17967000,sh561500 6 | 4,2021-07-02,0.998,0.998,0.963,0.964,13856100,sh561500 7 | -------------------------------------------------------------------------------- /datas/etfs/sh588180.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.011,1.022,1.004,1.011,158655991,sh588180 3 | 1,2021-07-02,1.011,1.011,0.984,0.99,23646218,sh588180 4 | -------------------------------------------------------------------------------- /datas/etfs/sz159702.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-18,1.016,1.02,1.001,1.018,149934126,sz159702 3 | 1,2021-05-19,1.017,1.024,1.009,1.019,29637404,sz159702 4 | 2,2021-05-20,1.019,1.03,1.019,1.026,16892145,sz159702 5 | 3,2021-05-21,1.021,1.032,1.018,1.019,14437565,sz159702 6 | 4,2021-05-24,1.025,1.048,1.015,1.046,11525582,sz159702 7 | 5,2021-05-25,1.043,1.068,1.043,1.067,6537513,sz159702 8 | 6,2021-05-26,1.057,1.072,1.057,1.06,2157213,sz159702 9 | 7,2021-05-27,1.06,1.08,1.06,1.074,2746847,sz159702 10 | 8,2021-05-28,1.074,1.082,1.067,1.073,2199888,sz159702 11 | 9,2021-05-31,1.075,1.087,1.075,1.083,2310749,sz159702 12 | 10,2021-06-01,1.083,1.098,1.079,1.089,3814786,sz159702 13 | 11,2021-06-02,1.09,1.091,1.064,1.066,1937921,sz159702 14 | 12,2021-06-03,1.066,1.075,1.06,1.062,8058670,sz159702 15 | 13,2021-06-04,1.062,1.071,1.06,1.065,1944782,sz159702 16 | 14,2021-06-07,1.069,1.086,1.069,1.086,1980600,sz159702 17 | 15,2021-06-08,1.085,1.093,1.078,1.082,3377112,sz159702 18 | 16,2021-06-09,1.085,1.089,1.075,1.083,738017,sz159702 19 | 17,2021-06-10,1.083,1.114,1.083,1.111,5211820,sz159702 20 | 18,2021-06-11,1.111,1.112,1.097,1.097,1169799,sz159702 21 | 19,2021-06-15,1.098,1.103,1.089,1.094,1251068,sz159702 22 | 20,2021-06-16,1.1,1.103,1.077,1.077,643008,sz159702 23 | 21,2021-06-17,1.06,1.112,1.06,1.11,1467647,sz159702 24 | 22,2021-06-18,1.108,1.116,1.104,1.108,360207,sz159702 25 | 23,2021-06-21,1.108,1.118,1.098,1.115,797625,sz159702 26 | 24,2021-06-22,1.115,1.115,1.105,1.111,602117,sz159702 27 | 25,2021-06-23,1.113,1.133,1.106,1.124,963722,sz159702 28 | 26,2021-06-24,1.117,1.12,1.105,1.106,1240623,sz159702 29 | 27,2021-06-25,1.111,1.114,1.1,1.108,539328,sz159702 30 | 28,2021-06-28,1.108,1.121,1.108,1.118,1533562,sz159702 31 | 29,2021-06-29,1.128,1.128,1.106,1.109,1192600,sz159702 32 | 30,2021-06-30,1.111,1.136,1.111,1.136,1182322,sz159702 33 | 31,2021-07-01,1.14,1.141,1.118,1.119,580809,sz159702 34 | 32,2021-07-02,1.119,1.119,1.1,1.1,824330,sz159702 35 | -------------------------------------------------------------------------------- /datas/etfs/sz159703.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-08,0.999,1.015,0.988,0.995,101765007,sz159703 3 | 1,2021-06-09,0.995,1.003,0.988,1.002,48459630,sz159703 4 | 2,2021-06-10,1.001,1.036,1.0,1.032,98018694,sz159703 5 | 3,2021-06-11,1.032,1.04,1.017,1.032,63890632,sz159703 6 | 4,2021-06-15,1.032,1.038,1.015,1.025,52228402,sz159703 7 | 5,2021-06-16,1.03,1.035,0.982,0.984,44851131,sz159703 8 | 6,2021-06-17,0.984,1.008,0.98,1.008,38631378,sz159703 9 | 7,2021-06-18,1.007,1.032,1.007,1.028,48652657,sz159703 10 | 8,2021-06-21,1.026,1.046,1.022,1.038,46013731,sz159703 11 | 9,2021-06-22,1.038,1.045,1.029,1.043,38630023,sz159703 12 | 10,2021-06-23,1.05,1.075,1.046,1.068,49489051,sz159703 13 | 11,2021-06-24,1.07,1.081,1.062,1.078,29819516,sz159703 14 | 12,2021-06-25,1.077,1.1,1.075,1.097,31134646,sz159703 15 | 13,2021-06-28,1.097,1.121,1.097,1.114,37204683,sz159703 16 | 14,2021-06-29,1.114,1.133,1.112,1.121,24293168,sz159703 17 | 15,2021-06-30,1.12,1.145,1.111,1.143,25156011,sz159703 18 | 16,2021-07-01,1.149,1.16,1.118,1.119,23000576,sz159703 19 | 17,2021-07-02,1.119,1.121,1.098,1.105,22131524,sz159703 20 | -------------------------------------------------------------------------------- /datas/etfs/sz159716.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-28,1.016,1.029,1.012,1.023,323896470,sz159716 3 | 1,2021-06-29,1.03,1.032,1.016,1.019,63653937,sz159716 4 | 2,2021-06-30,1.02,1.034,1.013,1.031,54671327,sz159716 5 | 3,2021-07-01,1.032,1.037,1.021,1.026,43884779,sz159716 6 | 4,2021-07-02,1.02,1.02,0.997,1.006,24323411,sz159716 7 | -------------------------------------------------------------------------------- /datas/etfs/sz159721.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-25,1.002,1.012,0.999,1.012,175720591,sz159721 3 | 1,2021-06-28,1.014,1.028,1.01,1.024,69023391,sz159721 4 | 2,2021-06-29,1.025,1.028,1.012,1.016,20670566,sz159721 5 | 3,2021-06-30,1.01,1.031,1.01,1.029,28317144,sz159721 6 | 4,2021-07-01,1.031,1.033,1.016,1.024,20440080,sz159721 7 | 5,2021-07-02,1.024,1.024,0.995,0.997,19430980,sz159721 8 | -------------------------------------------------------------------------------- /datas/etfs/sz159735.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-04,0.988,0.996,0.977,0.988,54981114,sz159735 3 | 1,2021-06-07,0.992,0.992,0.971,0.98,16233299,sz159735 4 | 2,2021-06-08,0.982,0.99,0.969,0.971,20589586,sz159735 5 | 3,2021-06-09,0.972,0.975,0.967,0.972,13336575,sz159735 6 | 4,2021-06-10,0.973,0.981,0.97,0.973,18223926,sz159735 7 | 5,2021-06-11,0.975,0.983,0.972,0.978,17006415,sz159735 8 | 6,2021-06-15,0.979,0.987,0.969,0.98,8224017,sz159735 9 | 7,2021-06-16,0.98,0.98,0.97,0.971,13812474,sz159735 10 | 8,2021-06-17,0.971,0.976,0.967,0.974,16752388,sz159735 11 | 9,2021-06-18,0.979,0.992,0.979,0.992,29632814,sz159735 12 | 10,2021-06-21,0.989,0.99,0.977,0.984,9959640,sz159735 13 | 11,2021-06-22,0.986,0.991,0.975,0.979,11905509,sz159735 14 | 12,2021-06-23,0.977,0.993,0.977,0.992,21751841,sz159735 15 | 13,2021-06-24,0.992,0.994,0.985,0.992,10657467,sz159735 16 | 14,2021-06-25,0.994,1.005,0.993,1.003,21326388,sz159735 17 | 15,2021-06-28,1.003,1.013,0.999,1.006,23290382,sz159735 18 | 16,2021-06-29,1.008,1.012,1.0,1.002,18412225,sz159735 19 | 17,2021-06-30,1.003,1.008,0.995,1.001,16365064,sz159735 20 | 18,2021-07-01,0.996,1.001,0.994,0.995,3810854,sz159735 21 | 19,2021-07-02,0.996,0.996,0.973,0.975,8759775,sz159735 22 | -------------------------------------------------------------------------------- /datas/etfs/sz159740.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-27,0.998,0.998,0.984,0.995,101809821,sz159740 3 | 1,2021-05-28,0.998,0.999,0.972,0.977,29466360,sz159740 4 | 2,2021-05-31,0.981,0.992,0.98,0.991,25723974,sz159740 5 | 3,2021-06-01,0.993,1.015,0.993,1.015,92607503,sz159740 6 | 4,2021-06-02,1.018,1.022,1.007,1.009,46451147,sz159740 7 | 5,2021-06-03,1.01,1.02,0.999,1.001,40393900,sz159740 8 | 6,2021-06-04,0.998,1.009,0.993,0.999,24822702,sz159740 9 | 7,2021-06-07,1.0,1.003,0.985,0.992,14353515,sz159740 10 | 8,2021-06-08,0.993,0.996,0.979,0.981,18618750,sz159740 11 | 9,2021-06-09,0.981,0.988,0.979,0.981,14241552,sz159740 12 | 10,2021-06-10,0.985,0.991,0.978,0.98,13295928,sz159740 13 | 11,2021-06-11,0.981,0.992,0.979,0.981,12468093,sz159740 14 | 12,2021-06-15,0.985,0.989,0.97,0.979,8424086,sz159740 15 | 13,2021-06-16,0.979,0.979,0.967,0.968,8217990,sz159740 16 | 14,2021-06-17,0.966,0.975,0.959,0.975,11676879,sz159740 17 | 15,2021-06-18,0.978,1.001,0.978,0.993,14234861,sz159740 18 | 16,2021-06-21,0.989,0.992,0.981,0.988,16515189,sz159740 19 | 17,2021-06-22,0.987,0.99,0.973,0.976,13727334,sz159740 20 | 18,2021-06-23,0.976,0.999,0.976,0.995,17366051,sz159740 21 | 19,2021-06-24,0.999,1.007,0.997,1.002,14098757,sz159740 22 | 20,2021-06-25,1.006,1.023,1.006,1.022,44710056,sz159740 23 | 21,2021-06-28,1.023,1.027,1.019,1.022,19211569,sz159740 24 | 22,2021-06-29,1.024,1.031,1.01,1.012,14738342,sz159740 25 | 23,2021-06-30,1.021,1.024,1.011,1.015,8772239,sz159740 26 | 24,2021-07-01,1.015,1.015,1.006,1.007,5844888,sz159740 27 | 25,2021-07-02,1.007,1.007,0.978,0.981,11930424,sz159740 28 | -------------------------------------------------------------------------------- /datas/etfs/sz159741.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-03,1.0,1.012,0.97,0.996,101926086,sz159741 3 | 1,2021-06-04,0.998,1.002,0.986,0.993,27795194,sz159741 4 | 2,2021-06-07,0.993,0.993,0.979,0.985,23243037,sz159741 5 | 3,2021-06-08,0.987,0.989,0.971,0.972,19697576,sz159741 6 | 4,2021-06-09,0.972,0.979,0.97,0.974,12623161,sz159741 7 | 5,2021-06-10,0.975,0.982,0.97,0.971,11893431,sz159741 8 | 6,2021-06-11,0.975,0.983,0.972,0.973,10056309,sz159741 9 | 7,2021-06-15,0.977,0.981,0.963,0.97,12414351,sz159741 10 | 8,2021-06-16,0.97,0.97,0.958,0.959,9353571,sz159741 11 | 9,2021-06-17,0.957,0.968,0.954,0.967,11255630,sz159741 12 | 10,2021-06-18,0.969,0.994,0.969,0.988,22237571,sz159741 13 | 11,2021-06-21,0.988,0.988,0.976,0.979,14203006,sz159741 14 | 12,2021-06-22,0.98,0.981,0.968,0.969,7641120,sz159741 15 | 13,2021-06-23,0.969,0.995,0.969,0.994,17021451,sz159741 16 | 14,2021-06-24,0.994,1.0,0.99,0.995,13028962,sz159741 17 | 15,2021-06-25,0.997,1.016,0.997,1.014,34184121,sz159741 18 | 16,2021-06-28,1.013,1.023,1.009,1.017,22213966,sz159741 19 | 17,2021-06-29,1.018,1.027,1.006,1.008,14109632,sz159741 20 | 18,2021-06-30,1.012,1.017,1.005,1.008,7971256,sz159741 21 | 19,2021-07-01,1.005,1.007,0.999,1.001,9548871,sz159741 22 | 20,2021-07-02,1.005,1.005,0.976,0.977,11206308,sz159741 23 | -------------------------------------------------------------------------------- /datas/etfs/sz159742.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-25,0.999,1.003,0.983,1.002,85352895,sz159742 3 | 1,2021-05-26,1.007,1.008,1.0,1.004,43985808,sz159742 4 | 2,2021-05-27,1.005,1.008,0.999,1.007,60330476,sz159742 5 | 3,2021-05-28,1.008,1.009,0.986,0.99,38059620,sz159742 6 | 4,2021-05-31,0.992,1.001,0.99,1.001,30535499,sz159742 7 | 5,2021-06-01,1.003,1.027,1.003,1.026,90291563,sz159742 8 | 6,2021-06-02,1.026,1.035,1.019,1.022,25744965,sz159742 9 | 7,2021-06-03,1.02,1.031,1.013,1.015,24764354,sz159742 10 | 8,2021-06-04,1.014,1.019,1.005,1.011,14312546,sz159742 11 | 9,2021-06-07,1.014,1.014,0.998,1.005,17284743,sz159742 12 | 10,2021-06-08,1.001,1.007,0.991,0.993,12465950,sz159742 13 | 11,2021-06-09,0.993,0.998,0.99,0.991,8025925,sz159742 14 | 12,2021-06-10,0.994,0.999,0.989,0.991,13335920,sz159742 15 | 13,2021-06-11,0.994,1.003,0.992,0.993,12475018,sz159742 16 | 14,2021-06-15,0.994,1.001,0.983,0.991,15009058,sz159742 17 | 15,2021-06-16,0.991,0.991,0.98,0.981,8804724,sz159742 18 | 16,2021-06-17,0.981,0.986,0.974,0.986,13187487,sz159742 19 | 17,2021-06-18,0.99,1.011,0.98,1.004,17061437,sz159742 20 | 18,2021-06-21,1.003,1.003,0.99,0.998,7472831,sz159742 21 | 19,2021-06-22,0.997,0.998,0.986,0.988,5443119,sz159742 22 | 20,2021-06-23,0.99,1.01,0.99,1.008,14020427,sz159742 23 | 21,2021-06-24,1.007,1.016,1.007,1.012,10889917,sz159742 24 | 22,2021-06-25,1.014,1.037,1.014,1.034,20248967,sz159742 25 | 23,2021-06-28,1.036,1.043,1.032,1.036,8915908,sz159742 26 | 24,2021-06-29,1.036,1.045,1.026,1.027,9904684,sz159742 27 | 25,2021-06-30,1.03,1.036,1.024,1.027,6170538,sz159742 28 | 26,2021-07-01,1.024,1.028,1.019,1.019,2589720,sz159742 29 | 27,2021-07-02,1.018,1.018,0.993,0.995,11666116,sz159742 30 | -------------------------------------------------------------------------------- /datas/etfs/sz159745.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-18,0.975,0.979,0.961,0.966,36764082,sz159745 3 | 1,2021-06-21,0.966,0.966,0.947,0.948,43964284,sz159745 4 | 2,2021-06-22,0.948,0.96,0.948,0.956,33925072,sz159745 5 | 3,2021-06-23,0.956,0.963,0.951,0.962,33956718,sz159745 6 | 4,2021-06-24,0.964,0.969,0.961,0.967,26683258,sz159745 7 | 5,2021-06-25,0.972,0.973,0.968,0.972,37199984,sz159745 8 | 6,2021-06-28,0.972,0.975,0.964,0.97,34379290,sz159745 9 | 7,2021-06-29,0.969,0.969,0.956,0.957,30848151,sz159745 10 | 8,2021-06-30,0.957,0.961,0.949,0.956,33708626,sz159745 11 | 9,2021-07-01,0.951,0.968,0.945,0.96,40784852,sz159745 12 | 10,2021-07-02,0.955,0.955,0.94,0.942,34821948,sz159745 13 | -------------------------------------------------------------------------------- /datas/etfs/sz159755.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-24,1.041,1.045,1.018,1.025,284549871,sz159755 3 | 1,2021-06-25,1.03,1.049,1.02,1.045,172959646,sz159755 4 | 2,2021-06-28,1.047,1.08,1.047,1.069,128456101,sz159755 5 | 3,2021-06-29,1.082,1.096,1.066,1.074,102027703,sz159755 6 | 4,2021-06-30,1.075,1.103,1.063,1.099,119432097,sz159755 7 | 5,2021-07-01,1.1,1.108,1.067,1.077,112904656,sz159755 8 | 6,2021-07-02,1.069,1.092,1.061,1.08,93879595,sz159755 9 | -------------------------------------------------------------------------------- /datas/etfs/sz159835.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-29,1.025,1.051,1.025,1.037,135377116,sz159835 3 | 1,2021-03-30,1.033,1.067,1.033,1.054,33319181,sz159835 4 | 2,2021-03-31,1.054,1.056,1.038,1.047,16802615,sz159835 5 | 3,2021-04-01,1.045,1.068,1.045,1.066,19853222,sz159835 6 | 4,2021-04-02,1.067,1.079,1.061,1.067,13112024,sz159835 7 | 5,2021-04-06,1.067,1.07,1.053,1.056,7397565,sz159835 8 | 6,2021-04-07,1.056,1.06,1.041,1.054,4562870,sz159835 9 | 7,2021-04-08,1.054,1.077,1.051,1.073,12621029,sz159835 10 | 8,2021-04-09,1.073,1.073,1.05,1.052,4974952,sz159835 11 | 9,2021-04-12,1.056,1.061,1.026,1.03,3093722,sz159835 12 | 10,2021-04-13,1.03,1.046,1.03,1.036,2261795,sz159835 13 | 11,2021-04-14,1.03,1.048,1.028,1.04,1249486,sz159835 14 | 12,2021-04-15,1.037,1.044,1.025,1.037,1852720,sz159835 15 | 13,2021-04-16,1.035,1.041,1.023,1.037,4384715,sz159835 16 | 14,2021-04-19,1.025,1.065,1.025,1.065,6668874,sz159835 17 | 15,2021-04-20,1.065,1.078,1.045,1.068,7130663,sz159835 18 | 16,2021-04-21,1.06,1.09,1.06,1.089,8295879,sz159835 19 | 17,2021-04-22,1.089,1.098,1.083,1.093,6294248,sz159835 20 | 18,2021-04-23,1.093,1.113,1.093,1.111,7801697,sz159835 21 | 19,2021-04-26,1.112,1.151,1.11,1.11,8452189,sz159835 22 | 20,2021-04-27,1.102,1.143,1.102,1.142,3868076,sz159835 23 | 21,2021-04-28,1.145,1.166,1.122,1.164,4887210,sz159835 24 | 22,2021-04-29,1.164,1.171,1.145,1.16,3806680,sz159835 25 | 23,2021-04-30,1.16,1.196,1.16,1.187,8463361,sz159835 26 | 24,2021-05-06,1.18,1.18,1.119,1.137,5969278,sz159835 27 | 25,2021-05-07,1.137,1.16,1.1,1.101,5314771,sz159835 28 | 26,2021-05-10,1.1,1.143,1.1,1.13,2301258,sz159835 29 | 27,2021-05-11,1.13,1.151,1.107,1.144,3065046,sz159835 30 | 28,2021-05-12,1.142,1.177,1.137,1.177,4519198,sz159835 31 | 29,2021-05-13,1.177,1.194,1.153,1.184,3396140,sz159835 32 | 30,2021-05-14,1.184,1.228,1.18,1.211,8256531,sz159835 33 | 31,2021-05-17,1.211,1.25,1.211,1.234,5149470,sz159835 34 | 32,2021-05-18,1.233,1.237,1.197,1.212,2622470,sz159835 35 | 33,2021-05-19,1.22,1.228,1.197,1.209,1318005,sz159835 36 | 34,2021-05-20,1.206,1.222,1.2,1.21,1888146,sz159835 37 | 35,2021-05-21,1.21,1.228,1.184,1.187,1698618,sz159835 38 | 36,2021-05-24,1.187,1.19,1.147,1.177,2569520,sz159835 39 | 37,2021-05-25,1.18,1.22,1.18,1.21,3146625,sz159835 40 | 38,2021-05-26,1.21,1.212,1.184,1.207,3039717,sz159835 41 | 39,2021-05-27,1.207,1.215,1.16,1.207,2170146,sz159835 42 | 40,2021-05-28,1.208,1.208,1.174,1.183,3526866,sz159835 43 | 41,2021-05-31,1.183,1.218,1.183,1.21,2473656,sz159835 44 | 42,2021-06-01,1.233,1.233,1.18,1.227,2613620,sz159835 45 | 43,2021-06-02,1.227,1.236,1.2,1.204,1668417,sz159835 46 | 44,2021-06-03,1.202,1.204,1.182,1.183,1729021,sz159835 47 | 45,2021-06-04,1.192,1.198,1.166,1.195,1263633,sz159835 48 | 46,2021-06-07,1.195,1.204,1.18,1.199,966809,sz159835 49 | 47,2021-06-08,1.196,1.214,1.177,1.186,1513336,sz159835 50 | 48,2021-06-09,1.186,1.194,1.175,1.183,629814,sz159835 51 | 49,2021-06-10,1.183,1.205,1.183,1.199,1086425,sz159835 52 | 50,2021-06-11,1.197,1.203,1.18,1.197,1375242,sz159835 53 | 51,2021-06-15,1.188,1.197,1.123,1.174,1059809,sz159835 54 | 52,2021-06-16,1.166,1.172,1.138,1.138,1319403,sz159835 55 | 53,2021-06-17,1.154,1.195,1.14,1.144,923602,sz159835 56 | 54,2021-06-18,1.144,1.165,1.144,1.154,814704,sz159835 57 | 55,2021-06-21,1.155,1.172,1.145,1.169,1280031,sz159835 58 | 56,2021-06-22,1.169,1.186,1.155,1.186,856707,sz159835 59 | 57,2021-06-23,1.177,1.201,1.177,1.19,1230118,sz159835 60 | 58,2021-06-24,1.19,1.209,1.158,1.168,1493305,sz159835 61 | 59,2021-06-25,1.175,1.189,1.163,1.185,973811,sz159835 62 | 60,2021-06-28,1.185,1.209,1.185,1.209,1895019,sz159835 63 | 61,2021-06-29,1.21,1.21,1.19,1.191,715529,sz159835 64 | 62,2021-06-30,1.191,1.197,1.186,1.193,1456434,sz159835 65 | 63,2021-07-01,1.199,1.226,1.195,1.211,3702537,sz159835 66 | 64,2021-07-02,1.202,1.202,1.16,1.165,2428308,sz159835 67 | -------------------------------------------------------------------------------- /datas/etfs/sz159836.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-25,1.006,1.031,1.006,1.03,208419879,sz159836 3 | 1,2021-05-26,1.028,1.028,1.017,1.021,19716366,sz159836 4 | 2,2021-05-27,1.022,1.034,1.014,1.031,15838726,sz159836 5 | 3,2021-05-28,1.03,1.049,1.03,1.036,23898827,sz159836 6 | 4,2021-05-31,1.036,1.058,1.036,1.058,15508672,sz159836 7 | 5,2021-06-01,1.059,1.059,1.041,1.058,10931935,sz159836 8 | 6,2021-06-02,1.057,1.059,1.035,1.039,11563984,sz159836 9 | 7,2021-06-03,1.039,1.044,1.028,1.029,11045615,sz159836 10 | 8,2021-06-04,1.029,1.053,1.027,1.044,12549731,sz159836 11 | 9,2021-06-07,1.044,1.046,1.034,1.045,12291929,sz159836 12 | 10,2021-06-08,1.045,1.058,1.034,1.04,17692783,sz159836 13 | 11,2021-06-09,1.04,1.043,1.033,1.038,10591641,sz159836 14 | 12,2021-06-10,1.042,1.067,1.042,1.063,18438436,sz159836 15 | 13,2021-06-11,1.063,1.074,1.06,1.067,15425462,sz159836 16 | 14,2021-06-15,1.069,1.071,1.055,1.061,9344464,sz159836 17 | 15,2021-06-16,1.06,1.06,1.022,1.024,17664224,sz159836 18 | 16,2021-06-17,1.023,1.046,1.023,1.044,14908202,sz159836 19 | 17,2021-06-18,1.047,1.065,1.047,1.06,14163583,sz159836 20 | 18,2021-06-21,1.056,1.077,1.053,1.073,17572771,sz159836 21 | 19,2021-06-22,1.075,1.078,1.058,1.075,15147218,sz159836 22 | 20,2021-06-23,1.075,1.095,1.073,1.088,15053786,sz159836 23 | 21,2021-06-24,1.09,1.09,1.072,1.075,12681952,sz159836 24 | 22,2021-06-25,1.079,1.093,1.076,1.089,16552002,sz159836 25 | 23,2021-06-28,1.089,1.112,1.089,1.107,15530002,sz159836 26 | 24,2021-06-29,1.114,1.119,1.102,1.105,14081579,sz159836 27 | 25,2021-06-30,1.105,1.13,1.103,1.127,12455931,sz159836 28 | 26,2021-07-01,1.13,1.133,1.114,1.115,12463950,sz159836 29 | 27,2021-07-02,1.106,1.106,1.083,1.085,14759673,sz159836 30 | -------------------------------------------------------------------------------- /datas/etfs/sz159842.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-19,0.97,0.978,0.967,0.975,56063480,sz159842 3 | 1,2021-03-22,0.973,0.997,0.973,0.99,26361095,sz159842 4 | 2,2021-03-23,0.99,1.003,0.978,0.994,28869864,sz159842 5 | 3,2021-03-24,0.993,1.023,0.987,1.0,93022595,sz159842 6 | 4,2021-03-25,0.998,1.004,0.988,0.991,7607377,sz159842 7 | 5,2021-03-26,0.99,1.0,0.987,0.996,6815095,sz159842 8 | 6,2021-03-29,0.996,1.004,0.99,0.996,4935606,sz159842 9 | 7,2021-03-30,0.991,0.997,0.99,0.993,4760558,sz159842 10 | 8,2021-03-31,0.992,0.992,0.978,0.98,7443062,sz159842 11 | 9,2021-04-01,0.982,0.988,0.977,0.987,6291122,sz159842 12 | 10,2021-04-02,0.99,0.994,0.984,0.989,4642530,sz159842 13 | 11,2021-04-06,0.993,0.996,0.985,0.987,5586308,sz159842 14 | 12,2021-04-07,0.982,0.989,0.979,0.984,6241559,sz159842 15 | 13,2021-04-08,0.98,0.998,0.978,0.989,7334886,sz159842 16 | 14,2021-04-09,0.986,0.987,0.977,0.979,5454024,sz159842 17 | 15,2021-04-12,0.979,0.98,0.958,0.96,6440959,sz159842 18 | 16,2021-04-13,0.96,0.962,0.951,0.958,5243034,sz159842 19 | 17,2021-04-14,0.958,0.97,0.956,0.968,3241443,sz159842 20 | 18,2021-04-15,0.964,0.964,0.955,0.96,3902315,sz159842 21 | 19,2021-04-16,0.962,0.969,0.958,0.964,3236229,sz159842 22 | 20,2021-04-19,0.964,0.991,0.96,0.989,10344214,sz159842 23 | 21,2021-04-20,0.972,0.995,0.972,0.979,10578655,sz159842 24 | 22,2021-04-21,0.975,0.984,0.974,0.978,5563279,sz159842 25 | 23,2021-04-22,0.979,0.99,0.978,0.981,6882023,sz159842 26 | 24,2021-04-23,0.98,0.984,0.975,0.978,3759916,sz159842 27 | 25,2021-04-26,0.988,0.988,0.958,0.96,8240671,sz159842 28 | 26,2021-04-27,0.965,0.965,0.944,0.955,11152431,sz159842 29 | 27,2021-04-28,0.949,0.961,0.949,0.958,7248061,sz159842 30 | 28,2021-04-29,0.959,0.989,0.958,0.982,12971319,sz159842 31 | 29,2021-04-30,0.982,0.982,0.965,0.97,8099415,sz159842 32 | 30,2021-05-06,0.975,0.982,0.961,0.962,4938104,sz159842 33 | 31,2021-05-07,0.962,0.962,0.945,0.945,8782133,sz159842 34 | 32,2021-05-10,0.945,0.945,0.934,0.942,9339412,sz159842 35 | 33,2021-05-11,0.938,0.959,0.934,0.955,9259938,sz159842 36 | 34,2021-05-12,0.954,0.954,0.946,0.952,9696877,sz159842 37 | 35,2021-05-13,0.949,0.954,0.943,0.948,5128972,sz159842 38 | 36,2021-05-14,0.948,1.019,0.948,1.015,66593609,sz159842 39 | 37,2021-05-17,1.007,1.01,0.991,1.002,23997899,sz159842 40 | 38,2021-05-18,1.002,1.016,0.995,1.002,16293168,sz159842 41 | 39,2021-05-19,0.996,1.014,0.996,1.001,13756023,sz159842 42 | 40,2021-05-20,0.999,1.027,0.999,1.015,42984718,sz159842 43 | 41,2021-05-21,1.016,1.017,0.995,0.998,12329878,sz159842 44 | 42,2021-05-24,0.998,1.027,0.998,1.014,27458405,sz159842 45 | 43,2021-05-25,1.015,1.065,1.015,1.06,60038236,sz159842 46 | 44,2021-05-26,1.066,1.078,1.055,1.055,35615846,sz159842 47 | 45,2021-05-27,1.054,1.068,1.048,1.058,19198555,sz159842 48 | 46,2021-05-28,1.058,1.092,1.052,1.073,26135253,sz159842 49 | 47,2021-05-31,1.075,1.077,1.062,1.074,14704915,sz159842 50 | 48,2021-06-01,1.07,1.07,1.047,1.059,25604125,sz159842 51 | 49,2021-06-02,1.059,1.063,1.035,1.038,14432430,sz159842 52 | 50,2021-06-03,1.047,1.056,1.037,1.037,11947110,sz159842 53 | 51,2021-06-04,1.03,1.085,1.027,1.047,30686171,sz159842 54 | 52,2021-06-07,1.044,1.064,1.04,1.053,19814294,sz159842 55 | 53,2021-06-08,1.05,1.067,1.047,1.054,14745954,sz159842 56 | 54,2021-06-09,1.054,1.058,1.039,1.044,13818901,sz159842 57 | 55,2021-06-10,1.047,1.06,1.042,1.046,11449878,sz159842 58 | 56,2021-06-11,1.048,1.051,1.029,1.031,12934816,sz159842 59 | 57,2021-06-15,1.032,1.032,1.013,1.014,14540003,sz159842 60 | 58,2021-06-16,1.014,1.019,1.002,1.009,14213108,sz159842 61 | 59,2021-06-17,1.01,1.018,1.006,1.013,11777540,sz159842 62 | 60,2021-06-18,1.013,1.026,1.008,1.021,14069303,sz159842 63 | 61,2021-06-21,1.032,1.032,1.017,1.02,18698034,sz159842 64 | 62,2021-06-22,1.02,1.027,1.011,1.018,15525812,sz159842 65 | 63,2021-06-23,1.023,1.026,1.009,1.019,13542731,sz159842 66 | 64,2021-06-24,1.019,1.033,1.019,1.024,16014135,sz159842 67 | 65,2021-06-25,1.025,1.066,1.021,1.055,39445450,sz159842 68 | 66,2021-06-28,1.06,1.063,1.041,1.047,25162813,sz159842 69 | 67,2021-06-29,1.043,1.049,1.029,1.034,21141917,sz159842 70 | 68,2021-06-30,1.034,1.047,1.028,1.045,19959922,sz159842 71 | 69,2021-07-01,1.07,1.07,1.011,1.016,34704425,sz159842 72 | 70,2021-07-02,1.007,1.008,0.986,0.987,25782029,sz159842 73 | -------------------------------------------------------------------------------- /datas/etfs/sz159845.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-31,0.631,0.635,0.63,0.633,127998504,sz159845 3 | 1,2021-04-01,0.634,0.64,0.634,0.639,87988447,sz159845 4 | 2,2021-04-02,0.64,0.644,0.638,0.641,62942787,sz159845 5 | 3,2021-04-06,0.644,0.649,0.638,0.647,63595552,sz159845 6 | 4,2021-04-07,0.647,0.647,0.642,0.646,40204303,sz159845 7 | 5,2021-04-08,0.647,0.65,0.643,0.646,48741221,sz159845 8 | 6,2021-04-09,0.647,0.647,0.643,0.646,46256590,sz159845 9 | 7,2021-04-12,0.649,0.649,0.631,0.633,69759670,sz159845 10 | 8,2021-04-13,0.633,0.633,0.627,0.628,49544471,sz159845 11 | 9,2021-04-14,0.628,0.638,0.628,0.638,67066778,sz159845 12 | 10,2021-04-15,0.636,0.636,0.631,0.634,56751629,sz159845 13 | 11,2021-04-16,0.634,0.643,0.634,0.642,53798880,sz159845 14 | 12,2021-04-19,0.641,0.653,0.641,0.652,71794665,sz159845 15 | 13,2021-04-20,0.651,0.656,0.644,0.652,71600973,sz159845 16 | 14,2021-04-21,0.651,0.653,0.645,0.651,73193931,sz159845 17 | 15,2021-04-22,0.652,0.654,0.651,0.652,81275864,sz159845 18 | 16,2021-04-23,0.652,0.653,0.648,0.652,76423031,sz159845 19 | 17,2021-04-26,0.652,0.658,0.649,0.65,72310542,sz159845 20 | 18,2021-04-27,0.65,0.65,0.64,0.644,78238751,sz159845 21 | 19,2021-04-28,0.644,0.65,0.643,0.648,80707567,sz159845 22 | 20,2021-04-29,0.647,0.651,0.646,0.647,71124944,sz159845 23 | 21,2021-04-30,0.646,0.646,0.641,0.645,82700252,sz159845 24 | 22,2021-05-06,0.646,0.648,0.641,0.647,78047347,sz159845 25 | 23,2021-05-07,0.647,0.648,0.639,0.64,70374946,sz159845 26 | 24,2021-05-10,0.64,0.643,0.637,0.638,79772667,sz159845 27 | 25,2021-05-11,0.638,0.643,0.632,0.642,80768831,sz159845 28 | 26,2021-05-12,0.641,0.651,0.638,0.65,82039645,sz159845 29 | 27,2021-05-13,0.644,0.651,0.642,0.646,74096304,sz159845 30 | 28,2021-05-14,0.646,0.655,0.645,0.653,85730966,sz159845 31 | 29,2021-05-17,0.654,0.657,0.651,0.652,89925846,sz159845 32 | 30,2021-05-18,0.653,0.657,0.651,0.657,73108581,sz159845 33 | 31,2021-05-19,0.657,0.658,0.652,0.657,89685539,sz159845 34 | 32,2021-05-20,0.658,0.659,0.653,0.657,89732330,sz159845 35 | 33,2021-05-21,0.658,0.66,0.656,0.657,73792468,sz159845 36 | 34,2021-05-24,0.655,0.665,0.655,0.665,77273455,sz159845 37 | 35,2021-05-25,0.665,0.672,0.664,0.67,74899597,sz159845 38 | 36,2021-05-26,0.671,0.677,0.67,0.676,74542720,sz159845 39 | 37,2021-05-27,0.676,0.682,0.674,0.682,74774797,sz159845 40 | 38,2021-05-28,0.683,0.686,0.679,0.683,92734657,sz159845 41 | 39,2021-05-31,0.683,0.693,0.683,0.693,80219190,sz159845 42 | 40,2021-06-01,0.693,0.7,0.689,0.698,81811095,sz159845 43 | 41,2021-06-02,0.698,0.698,0.689,0.691,79187020,sz159845 44 | 42,2021-06-03,0.687,0.696,0.687,0.691,82552246,sz159845 45 | 43,2021-06-04,0.69,0.695,0.686,0.694,87028264,sz159845 46 | 44,2021-06-07,0.693,0.703,0.692,0.702,79794868,sz159845 47 | 45,2021-06-08,0.703,0.706,0.695,0.697,71274174,sz159845 48 | 46,2021-06-09,0.693,0.699,0.693,0.699,74454163,sz159845 49 | 47,2021-06-10,0.699,0.708,0.696,0.708,75099174,sz159845 50 | 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/datas/etfs/sz159848.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-12,0.805,0.816,0.795,0.808,105957254,sz159848 3 | 1,2021-03-15,0.806,0.807,0.788,0.792,15001398,sz159848 4 | 2,2021-03-16,0.793,0.797,0.788,0.795,10492300,sz159848 5 | 3,2021-03-17,0.795,0.802,0.791,0.797,9939198,sz159848 6 | 4,2021-03-18,0.797,0.806,0.796,0.8,15966956,sz159848 7 | 5,2021-03-19,0.798,0.798,0.787,0.793,8125999,sz159848 8 | 6,2021-03-22,0.793,0.81,0.793,0.804,17067194,sz159848 9 | 7,2021-03-23,0.804,0.815,0.796,0.81,30194794,sz159848 10 | 8,2021-03-24,0.81,0.83,0.808,0.811,32785499,sz159848 11 | 9,2021-03-25,0.81,0.815,0.804,0.806,7089628,sz159848 12 | 10,2021-03-26,0.805,0.812,0.803,0.81,8144132,sz159848 13 | 11,2021-03-29,0.808,0.816,0.807,0.808,7216253,sz159848 14 | 12,2021-03-30,0.806,0.81,0.804,0.806,7701268,sz159848 15 | 13,2021-03-31,0.805,0.805,0.795,0.797,4803533,sz159848 16 | 14,2021-04-01,0.797,0.803,0.794,0.802,11676964,sz159848 17 | 15,2021-04-02,0.802,0.806,0.8,0.802,12067239,sz159848 18 | 16,2021-04-06,0.802,0.809,0.801,0.802,4358553,sz159848 19 | 17,2021-04-07,0.803,0.803,0.795,0.798,8853110,sz159848 20 | 18,2021-04-08,0.798,0.811,0.796,0.804,17181687,sz159848 21 | 19,2021-04-09,0.805,0.805,0.795,0.796,5068100,sz159848 22 | 20,2021-04-12,0.795,0.795,0.78,0.78,9717876,sz159848 23 | 21,2021-04-13,0.78,0.783,0.773,0.778,8602536,sz159848 24 | 22,2021-04-14,0.78,0.79,0.78,0.788,12479263,sz159848 25 | 23,2021-04-15,0.789,0.789,0.777,0.781,9246686,sz159848 26 | 24,2021-04-16,0.781,0.788,0.778,0.785,7349105,sz159848 27 | 25,2021-04-19,0.786,0.808,0.782,0.806,15731834,sz159848 28 | 26,2021-04-20,0.808,0.809,0.797,0.797,7530560,sz159848 29 | 27,2021-04-21,0.797,0.801,0.795,0.796,4541045,sz159848 30 | 28,2021-04-22,0.797,0.806,0.797,0.798,2880879,sz159848 31 | 29,2021-04-23,0.798,0.802,0.794,0.798,10364135,sz159848 32 | 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62,2021-06-15,0.85,0.851,0.836,0.837,3774097,sz159848 65 | 63,2021-06-16,0.837,0.84,0.825,0.831,6293482,sz159848 66 | 64,2021-06-17,0.831,0.838,0.828,0.835,3770200,sz159848 67 | 65,2021-06-18,0.834,0.845,0.833,0.84,5339081,sz159848 68 | 66,2021-06-21,0.845,0.849,0.838,0.84,4966025,sz159848 69 | 67,2021-06-22,0.845,0.846,0.835,0.838,4811278,sz159848 70 | 68,2021-06-23,0.838,0.847,0.833,0.843,8486193,sz159848 71 | 69,2021-06-24,0.845,0.857,0.844,0.846,4925449,sz159848 72 | 70,2021-06-25,0.847,0.881,0.845,0.875,7834213,sz159848 73 | 71,2021-06-28,0.876,0.88,0.86,0.865,6885712,sz159848 74 | 72,2021-06-29,0.865,0.867,0.853,0.854,4124031,sz159848 75 | 73,2021-06-30,0.855,0.865,0.85,0.864,6372749,sz159848 76 | 74,2021-07-01,0.868,0.88,0.84,0.841,7467701,sz159848 77 | 75,2021-07-02,0.839,0.839,0.816,0.816,7714156,sz159848 78 | -------------------------------------------------------------------------------- /datas/etfs/sz159851.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-19,0.975,0.995,0.975,0.979,62582905,sz159851 3 | 1,2021-03-22,0.982,1.002,0.98,1.0,24145228,sz159851 4 | 2,2021-03-23,1.0,1.013,0.995,1.009,46863311,sz159851 5 | 3,2021-03-24,1.009,1.018,1.001,1.006,20546663,sz159851 6 | 4,2021-03-25,1.006,1.048,0.999,1.037,35799829,sz159851 7 | 5,2021-03-26,1.037,1.048,1.03,1.041,19279270,sz159851 8 | 6,2021-03-29,1.041,1.055,1.028,1.031,15229651,sz159851 9 | 7,2021-03-30,1.021,1.052,1.021,1.026,8827734,sz159851 10 | 8,2021-03-31,1.029,1.042,1.028,1.031,13922461,sz159851 11 | 9,2021-04-01,1.038,1.038,1.024,1.033,10183944,sz159851 12 | 10,2021-04-02,1.031,1.052,1.031,1.041,6827174,sz159851 13 | 11,2021-04-06,1.043,1.05,1.038,1.045,8887872,sz159851 14 | 12,2021-04-07,1.036,1.042,1.027,1.035,4721644,sz159851 15 | 13,2021-04-08,1.035,1.035,1.026,1.028,4227038,sz159851 16 | 14,2021-04-09,1.034,1.034,1.018,1.023,7755500,sz159851 17 | 15,2021-04-12,1.021,1.025,1.006,1.011,5858422,sz159851 18 | 16,2021-04-13,1.015,1.026,1.008,1.02,3574126,sz159851 19 | 17,2021-04-14,1.028,1.034,1.017,1.033,5457549,sz159851 20 | 18,2021-04-15,1.032,1.046,1.025,1.033,7058652,sz159851 21 | 19,2021-04-16,1.033,1.059,1.032,1.057,13484672,sz159851 22 | 20,2021-04-19,1.057,1.079,1.048,1.076,7821215,sz159851 23 | 21,2021-04-20,1.078,1.087,1.067,1.068,7431398,sz159851 24 | 22,2021-04-21,1.083,1.083,1.06,1.067,4167422,sz159851 25 | 23,2021-04-22,1.067,1.082,1.066,1.08,5246122,sz159851 26 | 24,2021-04-23,1.08,1.08,1.065,1.069,5538235,sz159851 27 | 25,2021-04-26,1.074,1.077,1.049,1.052,3520247,sz159851 28 | 26,2021-04-27,1.051,1.054,1.037,1.054,4364714,sz159851 29 | 27,2021-04-28,1.056,1.056,1.038,1.048,3616615,sz159851 30 | 28,2021-04-29,1.047,1.054,1.044,1.051,2903619,sz159851 31 | 29,2021-04-30,1.05,1.051,1.036,1.042,4222005,sz159851 32 | 30,2021-05-06,1.033,1.048,1.024,1.038,2384801,sz159851 33 | 31,2021-05-07,1.038,1.047,1.032,1.033,2451306,sz159851 34 | 32,2021-05-10,1.045,1.06,1.035,1.055,5332420,sz159851 35 | 33,2021-05-11,1.056,1.064,1.044,1.057,8621023,sz159851 36 | 34,2021-05-12,1.057,1.064,1.044,1.062,4679018,sz159851 37 | 35,2021-05-13,1.051,1.073,1.048,1.06,2593408,sz159851 38 | 36,2021-05-14,1.065,1.105,1.061,1.104,9513044,sz159851 39 | 37,2021-05-17,1.104,1.105,1.091,1.094,4663625,sz159851 40 | 38,2021-05-18,1.09,1.105,1.088,1.098,3971430,sz159851 41 | 39,2021-05-19,1.099,1.101,1.088,1.091,1958547,sz159851 42 | 40,2021-05-20,1.088,1.097,1.08,1.092,2410509,sz159851 43 | 41,2021-05-21,1.092,1.093,1.073,1.074,2034902,sz159851 44 | 42,2021-05-24,1.078,1.107,1.078,1.099,5781107,sz159851 45 | 43,2021-05-25,1.099,1.139,1.096,1.135,4415060,sz159851 46 | 44,2021-05-26,1.15,1.154,1.129,1.133,7998314,sz159851 47 | 45,2021-05-27,1.12,1.158,1.12,1.135,3918057,sz159851 48 | 46,2021-05-28,1.134,1.138,1.125,1.13,2831022,sz159851 49 | 47,2021-05-31,1.13,1.148,1.128,1.148,3361382,sz159851 50 | 48,2021-06-01,1.152,1.16,1.134,1.142,5796018,sz159851 51 | 49,2021-06-02,1.144,1.144,1.114,1.118,7215701,sz159851 52 | 50,2021-06-03,1.118,1.137,1.111,1.112,6603501,sz159851 53 | 51,2021-06-04,1.098,1.12,1.098,1.105,5795901,sz159851 54 | 52,2021-06-07,1.099,1.127,1.099,1.127,4106810,sz159851 55 | 53,2021-06-08,1.129,1.149,1.129,1.133,3781120,sz159851 56 | 54,2021-06-09,1.114,1.14,1.114,1.137,2090028,sz159851 57 | 55,2021-06-10,1.123,1.193,1.123,1.191,9317998,sz159851 58 | 56,2021-06-11,1.216,1.22,1.195,1.205,7840502,sz159851 59 | 57,2021-06-15,1.193,1.223,1.19,1.203,6574306,sz159851 60 | 58,2021-06-16,1.19,1.208,1.173,1.184,5032104,sz159851 61 | 59,2021-06-17,1.184,1.219,1.172,1.21,6302920,sz159851 62 | 60,2021-06-18,1.21,1.229,1.198,1.218,3251903,sz159851 63 | 61,2021-06-21,1.203,1.24,1.203,1.24,5303022,sz159851 64 | 62,2021-06-22,1.237,1.253,1.232,1.237,3262646,sz159851 65 | 63,2021-06-23,1.243,1.243,1.221,1.236,3258300,sz159851 66 | 64,2021-06-24,1.237,1.24,1.214,1.215,2798216,sz159851 67 | 65,2021-06-25,1.215,1.239,1.2,1.219,4608702,sz159851 68 | 66,2021-06-28,1.215,1.231,1.205,1.221,3906801,sz159851 69 | 67,2021-06-29,1.21,1.245,1.206,1.209,8266617,sz159851 70 | 68,2021-06-30,1.208,1.23,1.208,1.229,2875701,sz159851 71 | 69,2021-07-01,1.229,1.239,1.18,1.186,6818706,sz159851 72 | 70,2021-07-02,1.186,1.186,1.162,1.17,3976012,sz159851 73 | -------------------------------------------------------------------------------- /datas/etfs/sz159858.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-25,0.975,1.005,0.975,1.001,158156701,sz159858 3 | 1,2021-03-26,1.003,1.038,1.003,1.031,91967725,sz159858 4 | 2,2021-03-29,1.015,1.044,1.015,1.034,42999902,sz159858 5 | 3,2021-03-30,1.034,1.064,1.033,1.054,30288412,sz159858 6 | 4,2021-03-31,1.051,1.052,1.033,1.045,18748277,sz159858 7 | 5,2021-04-01,1.044,1.064,1.044,1.062,8544807,sz159858 8 | 6,2021-04-02,1.083,1.083,1.048,1.062,16447763,sz159858 9 | 7,2021-04-06,1.063,1.08,1.048,1.052,7675081,sz159858 10 | 8,2021-04-07,1.045,1.056,1.038,1.05,11523930,sz159858 11 | 9,2021-04-08,1.048,1.07,1.043,1.067,8362773,sz159858 12 | 10,2021-04-09,1.057,1.067,1.042,1.046,2420717,sz159858 13 | 11,2021-04-12,1.037,1.056,1.02,1.025,6743637,sz159858 14 | 12,2021-04-13,1.026,1.041,1.024,1.032,7064939,sz159858 15 | 13,2021-04-14,1.031,1.043,1.021,1.035,6124514,sz159858 16 | 14,2021-04-15,1.034,1.038,1.019,1.033,3948338,sz159858 17 | 15,2021-04-16,1.033,1.037,1.018,1.03,6952803,sz159858 18 | 16,2021-04-19,1.029,1.06,1.021,1.058,11915491,sz159858 19 | 17,2021-04-20,1.058,1.07,1.045,1.061,10675338,sz159858 20 | 18,2021-04-21,1.058,1.085,1.057,1.085,9182072,sz159858 21 | 19,2021-04-22,1.082,1.092,1.078,1.086,5839425,sz159858 22 | 20,2021-04-23,1.09,1.108,1.088,1.103,8536038,sz159858 23 | 21,2021-04-26,1.104,1.146,1.103,1.104,6674524,sz159858 24 | 22,2021-04-27,1.104,1.133,1.097,1.132,4976823,sz159858 25 | 23,2021-04-28,1.132,1.162,1.125,1.16,9940111,sz159858 26 | 24,2021-04-29,1.162,1.162,1.134,1.153,5068514,sz159858 27 | 25,2021-04-30,1.154,1.189,1.154,1.177,10557221,sz159858 28 | 26,2021-05-06,1.173,1.173,1.102,1.124,6630331,sz159858 29 | 27,2021-05-07,1.122,1.135,1.09,1.092,5850305,sz159858 30 | 28,2021-05-10,1.092,1.131,1.092,1.119,4803810,sz159858 31 | 29,2021-05-11,1.119,1.136,1.1,1.133,6047117,sz159858 32 | 30,2021-05-12,1.133,1.164,1.126,1.162,10631506,sz159858 33 | 31,2021-05-13,1.164,1.179,1.151,1.172,12344328,sz159858 34 | 32,2021-05-14,1.174,1.214,1.166,1.199,13560081,sz159858 35 | 33,2021-05-17,1.199,1.233,1.199,1.218,7225418,sz159858 36 | 34,2021-05-18,1.218,1.223,1.187,1.2,6815111,sz159858 37 | 35,2021-05-19,1.2,1.206,1.184,1.196,4404620,sz159858 38 | 36,2021-05-20,1.195,1.207,1.193,1.198,10560919,sz159858 39 | 37,2021-05-21,1.202,1.209,1.174,1.174,5347601,sz159858 40 | 38,2021-05-24,1.178,1.182,1.136,1.165,10047903,sz159858 41 | 39,2021-05-25,1.171,1.198,1.171,1.198,7900202,sz159858 42 | 40,2021-05-26,1.197,1.201,1.173,1.194,12739788,sz159858 43 | 41,2021-05-27,1.19,1.2,1.175,1.195,6049400,sz159858 44 | 42,2021-05-28,1.183,1.192,1.16,1.169,12140602,sz159858 45 | 43,2021-05-31,1.17,1.2,1.17,1.195,10592806,sz159858 46 | 44,2021-06-01,1.195,1.213,1.185,1.212,8784430,sz159858 47 | 45,2021-06-02,1.21,1.22,1.187,1.191,6904702,sz159858 48 | 46,2021-06-03,1.192,1.192,1.169,1.169,10721000,sz159858 49 | 47,2021-06-04,1.17,1.186,1.152,1.178,8648100,sz159858 50 | 48,2021-06-07,1.169,1.191,1.168,1.185,6664104,sz159858 51 | 49,2021-06-08,1.185,1.202,1.164,1.175,6696368,sz159858 52 | 50,2021-06-09,1.17,1.176,1.161,1.17,8186501,sz159858 53 | 51,2021-06-10,1.165,1.193,1.165,1.185,10484403,sz159858 54 | 52,2021-06-11,1.196,1.196,1.17,1.185,13238800,sz159858 55 | 53,2021-06-15,1.182,1.186,1.159,1.162,10804800,sz159858 56 | 54,2021-06-16,1.166,1.167,1.128,1.128,15401005,sz159858 57 | 55,2021-06-17,1.129,1.142,1.129,1.133,10479504,sz159858 58 | 56,2021-06-18,1.134,1.154,1.134,1.145,13756902,sz159858 59 | 57,2021-06-21,1.143,1.159,1.134,1.156,12209503,sz159858 60 | 58,2021-06-22,1.156,1.174,1.144,1.172,8131905,sz159858 61 | 59,2021-06-23,1.173,1.189,1.172,1.178,12595500,sz159858 62 | 60,2021-06-24,1.178,1.178,1.147,1.155,10764604,sz159858 63 | 61,2021-06-25,1.155,1.177,1.151,1.175,9095900,sz159858 64 | 62,2021-06-28,1.175,1.197,1.173,1.197,14025100,sz159858 65 | 63,2021-06-29,1.197,1.197,1.18,1.182,8590301,sz159858 66 | 64,2021-06-30,1.182,1.187,1.175,1.183,14633600,sz159858 67 | 65,2021-07-01,1.183,1.215,1.183,1.207,17183702,sz159858 68 | 66,2021-07-02,1.208,1.211,1.151,1.156,14543900,sz159858 69 | -------------------------------------------------------------------------------- /datas/etfs/sz159861.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-02,1.003,1.011,0.991,1.001,49885019,sz159861 3 | 1,2021-04-06,1.001,1.022,1.001,1.012,45105681,sz159861 4 | 2,2021-04-07,1.007,1.013,0.987,0.997,33704036,sz159861 5 | 3,2021-04-08,0.99,0.995,0.985,0.989,28526830,sz159861 6 | 4,2021-04-09,0.988,0.988,0.967,0.972,28418901,sz159861 7 | 5,2021-04-12,0.976,0.98,0.947,0.952,28202630,sz159861 8 | 6,2021-04-13,0.951,0.965,0.946,0.958,27264907,sz159861 9 | 7,2021-04-14,0.959,0.981,0.959,0.98,25525767,sz159861 10 | 8,2021-04-15,0.981,0.981,0.964,0.976,24844104,sz159861 11 | 9,2021-04-16,0.975,0.977,0.958,0.973,21909906,sz159861 12 | 10,2021-04-19,0.96,1.013,0.96,1.011,33809923,sz159861 13 | 11,2021-04-20,1.011,1.026,1.002,1.014,37545308,sz159861 14 | 12,2021-04-21,1.014,1.018,0.999,1.011,29595830,sz159861 15 | 13,2021-04-22,1.01,1.023,1.005,1.016,33645723,sz159861 16 | 14,2021-04-23,1.016,1.033,1.014,1.027,30963559,sz159861 17 | 15,2021-04-26,1.027,1.046,1.015,1.018,25293784,sz159861 18 | 16,2021-04-27,1.018,1.021,1.0,1.009,29504508,sz159861 19 | 17,2021-04-28,1.01,1.033,1.01,1.03,26746118,sz159861 20 | 18,2021-04-29,1.03,1.033,1.018,1.03,27794909,sz159861 21 | 19,2021-04-30,1.028,1.059,1.021,1.049,31261450,sz159861 22 | 20,2021-05-06,1.049,1.056,1.026,1.039,27581509,sz159861 23 | 21,2021-05-07,1.035,1.049,1.016,1.019,29537503,sz159861 24 | 22,2021-05-10,1.018,1.034,1.01,1.028,27084902,sz159861 25 | 23,2021-05-11,1.026,1.026,0.998,1.017,29860702,sz159861 26 | 24,2021-05-12,1.017,1.023,1.007,1.015,27542323,sz159861 27 | 25,2021-05-13,1.016,1.019,0.996,1.001,25457016,sz159861 28 | 26,2021-05-14,1.001,1.02,0.993,1.019,29711812,sz159861 29 | 27,2021-05-17,1.018,1.055,1.013,1.051,31689159,sz159861 30 | 28,2021-05-18,1.051,1.057,1.041,1.044,27685610,sz159861 31 | 29,2021-05-19,1.045,1.073,1.037,1.072,31877927,sz159861 32 | 30,2021-05-20,1.072,1.078,1.058,1.064,27027911,sz159861 33 | 31,2021-05-21,1.064,1.086,1.058,1.068,29105703,sz159861 34 | 32,2021-05-24,1.068,1.072,1.058,1.072,24928102,sz159861 35 | 33,2021-05-25,1.071,1.085,1.063,1.084,28894062,sz159861 36 | 34,2021-05-26,1.084,1.085,1.069,1.069,27098463,sz159861 37 | 35,2021-05-27,1.069,1.078,1.066,1.076,28565008,sz159861 38 | 36,2021-05-28,1.075,1.124,1.075,1.108,37085712,sz159861 39 | 37,2021-05-31,1.109,1.156,1.109,1.153,30377808,sz159861 40 | 38,2021-06-01,1.153,1.153,1.126,1.144,32712202,sz159861 41 | 39,2021-06-02,1.143,1.158,1.13,1.136,30857502,sz159861 42 | 40,2021-06-03,1.136,1.139,1.115,1.12,28233319,sz159861 43 | 41,2021-06-04,1.118,1.151,1.11,1.134,26637401,sz159861 44 | 42,2021-06-07,1.128,1.129,1.107,1.118,26604919,sz159861 45 | 43,2021-06-08,1.117,1.14,1.101,1.11,28239200,sz159861 46 | 44,2021-06-09,1.11,1.122,1.103,1.121,27436300,sz159861 47 | 45,2021-06-10,1.122,1.17,1.121,1.162,24402412,sz159861 48 | 46,2021-06-11,1.161,1.194,1.16,1.183,28118220,sz159861 49 | 47,2021-06-15,1.184,1.187,1.157,1.167,26631900,sz159861 50 | 48,2021-06-16,1.167,1.167,1.113,1.116,27195400,sz159861 51 | 49,2021-06-17,1.116,1.135,1.116,1.135,28613900,sz159861 52 | 50,2021-06-18,1.139,1.172,1.136,1.162,28409003,sz159861 53 | 51,2021-06-21,1.164,1.194,1.156,1.184,22849508,sz159861 54 | 52,2021-06-22,1.184,1.194,1.17,1.19,23781700,sz159861 55 | 53,2021-06-23,1.2,1.226,1.19,1.219,25442404,sz159861 56 | 54,2021-06-24,1.211,1.232,1.202,1.219,28656800,sz159861 57 | 55,2021-06-25,1.341,1.341,1.216,1.23,21277201,sz159861 58 | 56,2021-06-28,1.231,1.257,1.231,1.251,22932602,sz159861 59 | 57,2021-06-29,1.255,1.282,1.255,1.273,22088005,sz159861 60 | 58,2021-06-30,1.274,1.295,1.253,1.295,25415920,sz159861 61 | 59,2021-07-01,1.295,1.299,1.259,1.265,26697603,sz159861 62 | 60,2021-07-02,1.264,1.269,1.241,1.245,24202012,sz159861 63 | -------------------------------------------------------------------------------- /datas/etfs/sz159866.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-08,0.99,0.997,0.986,0.994,63982736,sz159866 3 | 1,2021-04-09,1.004,1.011,1.0,1.001,38652656,sz159866 4 | 2,2021-04-12,1.002,1.002,0.991,0.992,7058515,sz159866 5 | 3,2021-04-13,0.995,1.002,0.995,1.001,8709985,sz159866 6 | 4,2021-04-14,1.001,1.003,0.997,1.002,16942865,sz159866 7 | 5,2021-04-15,1.003,1.004,1.001,1.002,2034033,sz159866 8 | 6,2021-04-16,1.002,1.005,1.002,1.004,3222207,sz159866 9 | 7,2021-04-19,1.002,1.006,1.002,1.003,1734670,sz159866 10 | 8,2021-04-20,1.0,1.0,0.983,0.983,1085332,sz159866 11 | 9,2021-04-21,0.98,0.98,0.97,0.972,953619,sz159866 12 | 10,2021-04-22,0.981,0.994,0.98,0.993,1292800,sz159866 13 | 11,2021-04-23,0.99,0.99,0.984,0.988,85451,sz159866 14 | 12,2021-04-26,0.988,0.996,0.988,0.992,450700,sz159866 15 | 13,2021-04-27,0.99,0.99,0.982,0.983,540949,sz159866 16 | 14,2021-04-28,0.984,0.984,0.977,0.978,197798,sz159866 17 | 15,2021-04-29,0.978,0.981,0.977,0.979,119300,sz159866 18 | 16,2021-04-30,0.978,0.978,0.967,0.968,761905,sz159866 19 | 17,2021-05-06,0.979,0.984,0.975,0.98,332232,sz159866 20 | 18,2021-05-07,0.982,0.983,0.98,0.98,91301,sz159866 21 | 19,2021-05-10,0.987,0.993,0.982,0.982,130300,sz159866 22 | 20,2021-05-11,0.982,0.982,0.95,0.955,2548568,sz159866 23 | 21,2021-05-12,0.956,0.956,0.938,0.948,2020253,sz159866 24 | 22,2021-05-13,0.935,0.939,0.922,0.924,1164500,sz159866 25 | 23,2021-05-14,0.928,0.938,0.927,0.937,896414,sz159866 26 | 24,2021-05-17,0.938,0.938,0.929,0.933,738100,sz159866 27 | 25,2021-05-18,0.95,0.953,0.942,0.951,866501,sz159866 28 | 26,2021-05-19,0.911,0.952,0.911,0.94,503200,sz159866 29 | 27,2021-05-20,0.939,0.944,0.938,0.942,306600,sz159866 30 | 28,2021-05-21,0.946,0.952,0.945,0.949,371300,sz159866 31 | 29,2021-05-24,0.949,0.952,0.947,0.949,379200,sz159866 32 | 30,2021-05-25,0.95,0.955,0.95,0.953,358300,sz159866 33 | 31,2021-05-26,0.954,0.955,0.951,0.952,101100,sz159866 34 | 32,2021-05-27,0.951,0.951,0.944,0.948,158500,sz159866 35 | 33,2021-05-28,0.958,0.96,0.953,0.954,332500,sz159866 36 | 34,2021-05-31,0.953,0.953,0.944,0.948,242900,sz159866 37 | 35,2021-06-01,0.948,0.949,0.942,0.948,221202,sz159866 38 | 36,2021-06-02,0.954,0.954,0.948,0.951,146602,sz159866 39 | 37,2021-06-03,0.954,0.959,0.953,0.959,272901,sz159866 40 | 38,2021-06-04,0.958,0.96,0.948,0.949,772201,sz159866 41 | 39,2021-06-07,0.951,0.956,0.95,0.956,62401,sz159866 42 | 40,2021-06-08,0.955,0.96,0.953,0.954,252816,sz159866 43 | 41,2021-06-09,0.954,0.955,0.95,0.95,71600,sz159866 44 | 42,2021-06-10,0.952,0.954,0.951,0.954,88700,sz159866 45 | 43,2021-06-11,0.955,0.958,0.955,0.955,94601,sz159866 46 | 44,2021-06-15,0.961,0.972,0.96,0.964,544201,sz159866 47 | 45,2021-06-16,0.962,0.964,0.958,0.96,37100,sz159866 48 | 46,2021-06-17,0.965,0.965,0.948,0.95,67300,sz159866 49 | 47,2021-06-18,0.949,0.959,0.949,0.958,126300,sz159866 50 | 48,2021-06-21,0.955,0.955,0.923,0.932,859957,sz159866 51 | 49,2021-06-22,0.941,0.957,0.941,0.952,474553,sz159866 52 | 50,2021-06-23,0.956,0.956,0.951,0.951,361253,sz159866 53 | 51,2021-06-24,0.953,0.953,0.949,0.95,123200,sz159866 54 | 52,2021-06-25,0.952,0.957,0.952,0.956,133800,sz159866 55 | 53,2021-06-28,0.956,0.956,0.952,0.954,313628,sz159866 56 | 54,2021-06-29,0.952,0.952,0.946,0.949,45000,sz159866 57 | 55,2021-06-30,0.95,0.951,0.949,0.949,43700,sz159866 58 | 56,2021-07-01,0.949,0.949,0.941,0.941,112800,sz159866 59 | 57,2021-07-02,0.941,0.942,0.938,0.939,102100,sz159866 60 | -------------------------------------------------------------------------------- /datas/etfs/sz159871.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-31,0.978,0.978,0.949,0.957,32510639,sz159871 3 | 1,2021-04-01,0.959,0.968,0.953,0.965,12632723,sz159871 4 | 2,2021-04-02,0.969,0.976,0.958,0.973,12246683,sz159871 5 | 3,2021-04-06,0.973,0.99,0.973,0.979,14572452,sz159871 6 | 4,2021-04-07,0.96,0.99,0.96,0.989,19617850,sz159871 7 | 5,2021-04-08,0.986,1.018,0.984,1.005,60068446,sz159871 8 | 6,2021-04-09,1.006,1.015,0.994,1.002,15103562,sz159871 9 | 7,2021-04-12,1.002,1.002,0.957,0.963,7105495,sz159871 10 | 8,2021-04-13,0.962,0.963,0.945,0.956,9090913,sz159871 11 | 9,2021-04-14,0.957,0.976,0.957,0.976,2705524,sz159871 12 | 10,2021-04-15,0.977,0.996,0.969,0.995,11325843,sz159871 13 | 11,2021-04-16,1.0,1.01,0.985,0.989,8350029,sz159871 14 | 12,2021-04-19,0.989,1.023,0.978,1.022,37564270,sz159871 15 | 13,2021-04-20,1.018,1.03,1.005,1.016,16897873,sz159871 16 | 14,2021-04-21,1.01,1.012,0.995,1.008,4627333,sz159871 17 | 15,2021-04-22,1.009,1.025,1.008,1.012,19990083,sz159871 18 | 16,2021-04-23,1.012,1.022,1.003,1.018,11117635,sz159871 19 | 17,2021-04-26,1.02,1.051,1.02,1.027,23602882,sz159871 20 | 18,2021-04-27,1.027,1.041,1.015,1.03,4602827,sz159871 21 | 19,2021-04-28,1.027,1.032,1.005,1.025,9845135,sz159871 22 | 20,2021-04-29,1.026,1.047,1.02,1.04,14691187,sz159871 23 | 21,2021-04-30,1.039,1.045,1.024,1.035,12572636,sz159871 24 | 22,2021-05-06,1.038,1.071,1.038,1.065,11435094,sz159871 25 | 23,2021-05-07,1.06,1.115,1.06,1.092,13593646,sz159871 26 | 24,2021-05-10,1.105,1.154,1.105,1.154,21979619,sz159871 27 | 25,2021-05-11,1.12,1.12,1.072,1.1,14995182,sz159871 28 | 26,2021-05-12,1.071,1.11,1.071,1.106,8378868,sz159871 29 | 27,2021-05-13,1.088,1.088,1.047,1.052,7407814,sz159871 30 | 28,2021-05-14,1.039,1.059,1.034,1.055,6940269,sz159871 31 | 29,2021-05-17,1.053,1.088,1.04,1.083,5827622,sz159871 32 | 30,2021-05-18,1.096,1.109,1.09,1.096,10011831,sz159871 33 | 31,2021-05-19,1.078,1.1,1.078,1.099,10838674,sz159871 34 | 32,2021-05-20,1.074,1.077,1.045,1.067,8622432,sz159871 35 | 33,2021-05-21,1.068,1.088,1.059,1.077,6513534,sz159871 36 | 34,2021-05-24,1.076,1.079,1.063,1.068,9725620,sz159871 37 | 35,2021-05-25,1.069,1.079,1.054,1.078,8044321,sz159871 38 | 36,2021-05-26,1.078,1.093,1.06,1.088,7237287,sz159871 39 | 37,2021-05-27,1.086,1.091,1.08,1.086,8814803,sz159871 40 | 38,2021-05-28,1.12,1.12,1.098,1.102,13812989,sz159871 41 | 39,2021-05-31,1.102,1.135,1.102,1.13,10388455,sz159871 42 | 40,2021-06-01,1.131,1.135,1.107,1.135,5881116,sz159871 43 | 41,2021-06-02,1.136,1.142,1.114,1.119,4883224,sz159871 44 | 42,2021-06-03,1.115,1.14,1.108,1.121,5200611,sz159871 45 | 43,2021-06-04,1.11,1.128,1.089,1.117,2957530,sz159871 46 | 44,2021-06-07,1.117,1.126,1.108,1.115,1719715,sz159871 47 | 45,2021-06-08,1.115,1.127,1.087,1.091,3731418,sz159871 48 | 46,2021-06-09,1.099,1.103,1.086,1.098,2752415,sz159871 49 | 47,2021-06-10,1.098,1.109,1.089,1.1,1851146,sz159871 50 | 48,2021-06-11,1.102,1.114,1.083,1.106,5172710,sz159871 51 | 49,2021-06-15,1.107,1.107,1.067,1.072,5539918,sz159871 52 | 50,2021-06-16,1.072,1.072,1.023,1.025,8751506,sz159871 53 | 51,2021-06-17,1.025,1.034,1.021,1.027,4491001,sz159871 54 | 52,2021-06-18,1.027,1.047,1.005,1.046,7272521,sz159871 55 | 53,2021-06-21,1.046,1.052,1.031,1.04,3848544,sz159871 56 | 54,2021-06-22,1.041,1.053,1.033,1.046,3146301,sz159871 57 | 55,2021-06-23,1.046,1.07,1.043,1.064,5867716,sz159871 58 | 56,2021-06-24,1.064,1.069,1.05,1.057,1659816,sz159871 59 | 57,2021-06-25,1.06,1.088,1.059,1.084,4124904,sz159871 60 | 58,2021-06-28,1.084,1.09,1.068,1.074,1592416,sz159871 61 | 59,2021-06-29,1.074,1.081,1.054,1.055,5946801,sz159871 62 | 60,2021-06-30,1.055,1.077,1.055,1.073,2590250,sz159871 63 | 61,2021-07-01,1.073,1.074,1.055,1.056,1577400,sz159871 64 | 62,2021-07-02,1.055,1.081,1.05,1.065,2285134,sz159871 65 | -------------------------------------------------------------------------------- /datas/etfs/sz159872.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.031,1.038,1.009,1.01,52637482,sz159872 3 | 1,2021-07-02,1.01,1.01,0.994,1.0,9528583,sz159872 4 | -------------------------------------------------------------------------------- /datas/etfs/sz159873.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-29,1.027,1.042,1.011,1.031,129867283,sz159873 3 | 1,2021-03-30,1.023,1.053,1.023,1.046,67468408,sz159873 4 | 2,2021-03-31,1.045,1.047,1.033,1.041,16979217,sz159873 5 | 3,2021-04-01,1.04,1.075,1.04,1.075,16224436,sz159873 6 | 4,2021-04-02,1.075,1.091,1.071,1.081,14462868,sz159873 7 | 5,2021-04-06,1.081,1.081,1.06,1.064,12494202,sz159873 8 | 6,2021-04-07,1.065,1.071,1.036,1.045,14136962,sz159873 9 | 7,2021-04-08,1.045,1.063,1.037,1.061,13200780,sz159873 10 | 8,2021-04-09,1.06,1.066,1.044,1.05,13233826,sz159873 11 | 9,2021-04-12,1.039,1.066,1.011,1.014,13526036,sz159873 12 | 10,2021-04-13,1.014,1.044,1.014,1.03,16208721,sz159873 13 | 11,2021-04-14,1.03,1.045,1.029,1.04,10363352,sz159873 14 | 12,2021-04-15,1.04,1.044,1.026,1.04,17011415,sz159873 15 | 13,2021-04-16,1.039,1.045,1.024,1.037,11211109,sz159873 16 | 14,2021-04-19,1.037,1.065,1.029,1.065,16215518,sz159873 17 | 15,2021-04-20,1.065,1.081,1.055,1.074,17756674,sz159873 18 | 16,2021-04-21,1.075,1.098,1.069,1.098,16327962,sz159873 19 | 17,2021-04-22,1.098,1.1,1.082,1.097,14514723,sz159873 20 | 18,2021-04-23,1.097,1.141,1.097,1.135,7252626,sz159873 21 | 19,2021-04-26,1.145,1.165,1.129,1.132,12453987,sz159873 22 | 20,2021-04-27,1.123,1.163,1.12,1.159,10233219,sz159873 23 | 21,2021-04-28,1.162,1.166,1.145,1.161,11778647,sz159873 24 | 22,2021-04-29,1.162,1.168,1.145,1.157,12152522,sz159873 25 | 23,2021-04-30,1.162,1.174,1.158,1.165,11400502,sz159873 26 | 24,2021-05-06,1.165,1.165,1.13,1.14,8851414,sz159873 27 | 25,2021-05-07,1.14,1.15,1.1,1.101,12039047,sz159873 28 | 26,2021-05-10,1.1,1.128,1.1,1.111,11113815,sz159873 29 | 27,2021-05-11,1.1,1.139,1.1,1.138,16092422,sz159873 30 | 28,2021-05-12,1.137,1.168,1.125,1.165,11481007,sz159873 31 | 29,2021-05-13,1.165,1.171,1.142,1.17,11989019,sz159873 32 | 30,2021-05-14,1.17,1.191,1.16,1.178,11842425,sz159873 33 | 31,2021-05-17,1.18,1.213,1.18,1.202,12095608,sz159873 34 | 32,2021-05-18,1.203,1.208,1.187,1.199,15308239,sz159873 35 | 33,2021-05-19,1.199,1.2,1.185,1.19,10673404,sz159873 36 | 34,2021-05-20,1.184,1.205,1.18,1.2,11205611,sz159873 37 | 35,2021-05-21,1.201,1.212,1.188,1.207,10364514,sz159873 38 | 36,2021-05-24,1.207,1.207,1.172,1.2,7623716,sz159873 39 | 37,2021-05-25,1.201,1.234,1.198,1.232,11591954,sz159873 40 | 38,2021-05-26,1.222,1.234,1.218,1.229,13386612,sz159873 41 | 39,2021-05-27,1.226,1.253,1.213,1.251,10814708,sz159873 42 | 40,2021-05-28,1.251,1.256,1.222,1.231,11853610,sz159873 43 | 41,2021-05-31,1.231,1.244,1.225,1.244,6321302,sz159873 44 | 42,2021-06-01,1.244,1.269,1.236,1.267,6438304,sz159873 45 | 43,2021-06-02,1.267,1.277,1.23,1.233,14849311,sz159873 46 | 44,2021-06-03,1.233,1.241,1.209,1.223,10832113,sz159873 47 | 45,2021-06-04,1.207,1.243,1.207,1.235,10035215,sz159873 48 | 46,2021-06-07,1.235,1.24,1.215,1.235,10817903,sz159873 49 | 47,2021-06-08,1.235,1.252,1.207,1.223,12361003,sz159873 50 | 48,2021-06-09,1.223,1.24,1.213,1.226,13386702,sz159873 51 | 49,2021-06-10,1.222,1.239,1.222,1.23,11956111,sz159873 52 | 50,2021-06-11,1.23,1.232,1.216,1.223,11249606,sz159873 53 | 51,2021-06-15,1.226,1.227,1.203,1.206,11255205,sz159873 54 | 52,2021-06-16,1.208,1.209,1.165,1.166,10907406,sz159873 55 | 53,2021-06-17,1.155,1.19,1.155,1.182,8911608,sz159873 56 | 54,2021-06-18,1.182,1.204,1.182,1.201,12372800,sz159873 57 | 55,2021-06-21,1.201,1.224,1.193,1.217,12509409,sz159873 58 | 56,2021-06-22,1.217,1.252,1.212,1.251,13227905,sz159873 59 | 57,2021-06-23,1.25,1.253,1.236,1.239,8985914,sz159873 60 | 58,2021-06-24,1.239,1.244,1.211,1.224,9283205,sz159873 61 | 59,2021-06-25,1.224,1.263,1.224,1.26,10622702,sz159873 62 | 60,2021-06-28,1.259,1.282,1.257,1.278,9818803,sz159873 63 | 61,2021-06-29,1.294,1.294,1.268,1.279,10940706,sz159873 64 | 62,2021-06-30,1.274,1.289,1.272,1.283,9078302,sz159873 65 | 63,2021-07-01,1.283,1.304,1.28,1.289,5833012,sz159873 66 | 64,2021-07-02,1.288,1.288,1.238,1.239,8565213,sz159873 67 | -------------------------------------------------------------------------------- /datas/etfs/sz159876.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-24,0.967,0.983,0.937,0.944,87972960,sz159876 3 | 1,2021-03-25,0.936,0.966,0.936,0.955,64483180,sz159876 4 | 2,2021-03-26,0.955,0.99,0.936,0.983,21708085,sz159876 5 | 3,2021-03-29,0.983,0.99,0.97,0.982,17235688,sz159876 6 | 4,2021-03-30,0.98,1.0,0.965,0.995,12286492,sz159876 7 | 5,2021-03-31,1.0,1.0,0.958,0.973,5929140,sz159876 8 | 6,2021-04-01,0.973,0.983,0.968,0.981,7590566,sz159876 9 | 7,2021-04-02,0.981,0.993,0.973,0.988,6688204,sz159876 10 | 8,2021-04-06,0.996,1.007,0.993,0.994,12025895,sz159876 11 | 9,2021-04-07,0.986,1.006,0.981,1.005,11418669,sz159876 12 | 10,2021-04-08,1.005,1.029,0.997,1.019,30672963,sz159876 13 | 11,2021-04-09,1.02,1.031,1.01,1.017,16086410,sz159876 14 | 12,2021-04-12,1.012,1.018,0.971,0.976,7175829,sz159876 15 | 13,2021-04-13,0.971,0.979,0.96,0.971,5330920,sz159876 16 | 14,2021-04-14,0.971,0.993,0.971,0.993,5955515,sz159876 17 | 15,2021-04-15,0.994,1.012,0.985,1.011,8361348,sz159876 18 | 16,2021-04-16,1.012,1.022,0.999,1.004,4186099,sz159876 19 | 17,2021-04-19,1.003,1.039,0.995,1.037,13764411,sz159876 20 | 18,2021-04-20,1.034,1.047,1.02,1.031,10772750,sz159876 21 | 19,2021-04-21,1.031,1.031,1.01,1.023,4067014,sz159876 22 | 20,2021-04-22,1.025,1.04,1.024,1.029,9089116,sz159876 23 | 21,2021-04-23,1.022,1.038,1.011,1.035,4406758,sz159876 24 | 22,2021-04-26,1.035,1.066,1.035,1.042,9041984,sz159876 25 | 23,2021-04-27,1.05,1.058,1.026,1.047,5783645,sz159876 26 | 24,2021-04-28,1.027,1.049,1.021,1.043,3356017,sz159876 27 | 25,2021-04-29,1.044,1.067,1.036,1.06,9339190,sz159876 28 | 26,2021-04-30,1.06,1.065,1.043,1.054,7337699,sz159876 29 | 27,2021-05-06,1.065,1.092,1.065,1.085,6467845,sz159876 30 | 28,2021-05-07,1.091,1.138,1.091,1.116,10391515,sz159876 31 | 29,2021-05-10,1.116,1.179,1.116,1.177,12106317,sz159876 32 | 30,2021-05-11,1.177,1.177,1.078,1.124,11070953,sz159876 33 | 31,2021-05-12,1.118,1.135,1.11,1.129,6656266,sz159876 34 | 32,2021-05-13,1.11,1.11,1.071,1.076,8142001,sz159876 35 | 33,2021-05-14,1.07,1.083,1.056,1.079,7373018,sz159876 36 | 34,2021-05-17,1.093,1.114,1.077,1.107,9500278,sz159876 37 | 35,2021-05-18,1.12,1.137,1.116,1.123,7353118,sz159876 38 | 36,2021-05-19,1.123,1.13,1.1,1.128,8099115,sz159876 39 | 37,2021-05-20,1.099,1.105,1.028,1.096,7662820,sz159876 40 | 38,2021-05-21,1.092,1.116,1.086,1.105,5256815,sz159876 41 | 39,2021-05-24,1.103,1.106,1.085,1.097,4293610,sz159876 42 | 40,2021-05-25,1.097,1.108,1.082,1.104,13708795,sz159876 43 | 41,2021-05-26,1.104,1.124,1.1,1.118,8664516,sz159876 44 | 42,2021-05-27,1.112,1.117,1.108,1.115,7497768,sz159876 45 | 43,2021-05-28,1.135,1.147,1.129,1.133,5126912,sz159876 46 | 44,2021-05-31,1.152,1.17,1.135,1.159,4358216,sz159876 47 | 45,2021-06-01,1.159,1.167,1.14,1.166,3427605,sz159876 48 | 46,2021-06-02,1.168,1.174,1.145,1.151,2795511,sz159876 49 | 47,2021-06-03,1.148,1.171,1.125,1.153,1780010,sz159876 50 | 48,2021-06-04,1.145,1.159,1.12,1.148,1728500,sz159876 51 | 49,2021-06-07,1.141,1.158,1.14,1.147,1338806,sz159876 52 | 50,2021-06-08,1.147,1.159,1.119,1.123,3155211,sz159876 53 | 51,2021-06-09,1.123,1.136,1.118,1.128,1940907,sz159876 54 | 52,2021-06-10,1.128,1.141,1.126,1.133,3586200,sz159876 55 | 53,2021-06-11,1.132,1.147,1.115,1.141,4215706,sz159876 56 | 54,2021-06-15,1.138,1.138,1.095,1.1,4061907,sz159876 57 | 55,2021-06-16,1.1,1.1,1.055,1.056,4291108,sz159876 58 | 56,2021-06-17,1.048,1.069,1.039,1.061,1868400,sz159876 59 | 57,2021-06-18,1.036,1.083,1.036,1.081,3250902,sz159876 60 | 58,2021-06-21,1.079,1.084,1.062,1.071,3525737,sz159876 61 | 59,2021-06-22,1.071,1.086,1.064,1.08,3694102,sz159876 62 | 60,2021-06-23,1.08,1.104,1.073,1.1,4010221,sz159876 63 | 61,2021-06-24,1.102,1.102,1.082,1.09,1981812,sz159876 64 | 62,2021-06-25,1.093,1.125,1.092,1.121,3326101,sz159876 65 | 63,2021-06-28,1.12,1.125,1.101,1.106,1752801,sz159876 66 | 64,2021-06-29,1.106,1.113,1.087,1.089,2548519,sz159876 67 | 65,2021-06-30,1.088,1.114,1.088,1.109,1801992,sz159876 68 | 66,2021-07-01,1.109,1.11,1.088,1.088,1914400,sz159876 69 | 67,2021-07-02,1.088,1.117,1.08,1.104,2043001,sz159876 70 | -------------------------------------------------------------------------------- /datas/etfs/sz159880.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-25,0.93,0.953,0.93,0.946,36247812,sz159880 3 | 1,2021-03-26,0.946,0.977,0.932,0.973,12044487,sz159880 4 | 2,2021-03-29,0.974,0.981,0.963,0.972,6034362,sz159880 5 | 3,2021-03-30,0.966,0.99,0.956,0.985,6958392,sz159880 6 | 4,2021-03-31,0.97,0.986,0.953,0.961,6718006,sz159880 7 | 5,2021-04-01,0.962,0.972,0.959,0.97,5733366,sz159880 8 | 6,2021-04-02,0.975,0.984,0.964,0.98,4308750,sz159880 9 | 7,2021-04-06,0.985,0.999,0.985,0.985,7157437,sz159880 10 | 8,2021-04-07,0.977,0.999,0.973,0.999,5151022,sz159880 11 | 9,2021-04-08,0.998,1.024,0.992,1.01,30090954,sz159880 12 | 10,2021-04-09,1.011,1.022,1.002,1.008,7942026,sz159880 13 | 11,2021-04-12,1.008,1.008,0.96,0.966,8849339,sz159880 14 | 12,2021-04-13,0.961,0.969,0.949,0.962,5902207,sz159880 15 | 13,2021-04-14,0.96,0.982,0.96,0.981,3755923,sz159880 16 | 14,2021-04-15,0.981,1.001,0.976,1.0,7819293,sz159880 17 | 15,2021-04-16,0.996,1.016,0.991,0.994,8352230,sz159880 18 | 16,2021-04-19,0.985,1.034,0.983,1.034,25762899,sz159880 19 | 17,2021-04-20,1.034,1.039,1.014,1.024,12588612,sz159880 20 | 18,2021-04-21,1.024,1.024,1.003,1.016,6086553,sz159880 21 | 19,2021-04-22,1.027,1.035,1.001,1.021,11931197,sz159880 22 | 20,2021-04-23,1.014,1.035,1.014,1.033,6737092,sz159880 23 | 21,2021-04-26,1.025,1.067,1.025,1.041,20083070,sz159880 24 | 22,2021-04-27,1.041,1.059,1.026,1.044,6073303,sz159880 25 | 23,2021-04-28,1.044,1.047,1.018,1.04,9276236,sz159880 26 | 24,2021-04-29,1.04,1.06,1.033,1.053,7736224,sz159880 27 | 25,2021-04-30,1.055,1.059,1.037,1.048,3520092,sz159880 28 | 26,2021-05-06,1.058,1.089,1.057,1.076,12467413,sz159880 29 | 27,2021-05-07,1.08,1.132,1.08,1.109,27417470,sz159880 30 | 28,2021-05-10,1.15,1.2,1.12,1.2,18745078,sz159880 31 | 29,2021-05-11,1.175,1.175,1.088,1.117,26070293,sz159880 32 | 30,2021-05-12,1.116,1.126,1.103,1.122,11155055,sz159880 33 | 31,2021-05-13,1.105,1.105,1.01,1.068,12017522,sz159880 34 | 32,2021-05-14,1.065,1.073,1.048,1.07,10560825,sz159880 35 | 33,2021-05-17,1.07,1.108,1.069,1.099,15546625,sz159880 36 | 34,2021-05-18,1.106,1.132,1.106,1.115,10561737,sz159880 37 | 35,2021-05-19,1.1,1.122,1.09,1.121,12048198,sz159880 38 | 36,2021-05-20,1.092,1.098,1.069,1.086,11186927,sz159880 39 | 37,2021-05-21,1.086,1.106,1.078,1.095,5405018,sz159880 40 | 38,2021-05-24,1.095,1.097,1.072,1.085,7115339,sz159880 41 | 39,2021-05-25,1.085,1.096,1.069,1.095,10889452,sz159880 42 | 40,2021-05-26,1.09,1.11,1.088,1.106,7535339,sz159880 43 | 41,2021-05-27,1.105,1.107,1.098,1.106,7078131,sz159880 44 | 42,2021-05-28,1.118,1.142,1.118,1.122,7235450,sz159880 45 | 43,2021-05-31,1.122,1.154,1.122,1.148,9834157,sz159880 46 | 44,2021-06-01,1.156,1.16,1.124,1.151,5241818,sz159880 47 | 45,2021-06-02,1.142,1.159,1.13,1.134,4561316,sz159880 48 | 46,2021-06-03,1.134,1.155,1.125,1.136,3552209,sz159880 49 | 47,2021-06-04,1.135,1.144,1.104,1.132,5059303,sz159880 50 | 48,2021-06-07,1.129,1.136,1.119,1.127,3600112,sz159880 51 | 49,2021-06-08,1.13,1.138,1.099,1.103,6138804,sz159880 52 | 50,2021-06-09,1.11,1.118,1.101,1.112,3126918,sz159880 53 | 51,2021-06-10,1.119,1.124,1.108,1.117,3719312,sz159880 54 | 52,2021-06-11,1.117,1.129,1.098,1.122,5310441,sz159880 55 | 53,2021-06-15,1.123,1.123,1.076,1.082,7185407,sz159880 56 | 54,2021-06-16,1.087,1.087,1.035,1.036,5919315,sz159880 57 | 55,2021-06-17,1.036,1.049,1.03,1.041,2030105,sz159880 58 | 56,2021-06-18,1.039,1.06,1.0,1.058,7824712,sz159880 59 | 57,2021-06-21,1.058,1.069,1.042,1.047,4904612,sz159880 60 | 58,2021-06-22,1.05,1.06,1.04,1.054,2309004,sz159880 61 | 59,2021-06-23,1.055,1.076,1.051,1.073,2855701,sz159880 62 | 60,2021-06-24,1.076,1.076,1.059,1.066,1500200,sz159880 63 | 61,2021-06-25,1.066,1.1,1.066,1.095,4764812,sz159880 64 | 62,2021-06-28,1.095,1.103,1.079,1.082,2938913,sz159880 65 | 63,2021-06-29,1.082,1.088,1.065,1.066,4975931,sz159880 66 | 64,2021-06-30,1.066,1.085,1.06,1.085,5237308,sz159880 67 | 65,2021-07-01,1.09,1.093,1.063,1.064,2076220,sz159880 68 | 66,2021-07-02,1.064,1.094,1.061,1.078,4187519,sz159880 69 | -------------------------------------------------------------------------------- /datas/etfs/sz159881.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-07-01,1.005,1.005,0.985,0.987,58175080,sz159881 3 | 1,2021-07-02,0.988,1.01,0.98,0.994,59758225,sz159881 4 | -------------------------------------------------------------------------------- /datas/etfs/sz159883.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-30,0.999,1.015,0.995,1.015,97994375,sz159883 3 | 1,2021-05-06,1.013,1.015,0.988,0.996,49492158,sz159883 4 | 2,2021-05-07,1.0,1.002,0.957,0.957,22927947,sz159883 5 | 3,2021-05-10,0.963,0.975,0.954,0.964,18355228,sz159883 6 | 4,2021-05-11,0.965,0.977,0.955,0.975,19432321,sz159883 7 | 5,2021-05-12,0.976,0.996,0.962,0.992,21714509,sz159883 8 | 6,2021-05-13,0.978,1.005,0.978,1.004,26616454,sz159883 9 | 7,2021-05-14,1.009,1.022,0.998,1.013,29446300,sz159883 10 | 8,2021-05-17,1.019,1.047,1.017,1.035,25035696,sz159883 11 | 9,2021-05-18,1.035,1.037,1.018,1.025,15590673,sz159883 12 | 10,2021-05-19,1.024,1.029,1.013,1.017,16757111,sz159883 13 | 11,2021-05-20,1.023,1.035,1.017,1.029,18339356,sz159883 14 | 12,2021-05-21,1.032,1.038,1.016,1.019,15409337,sz159883 15 | 13,2021-05-24,1.019,1.019,0.984,1.012,22440229,sz159883 16 | 14,2021-05-25,1.008,1.033,1.008,1.032,17791747,sz159883 17 | 15,2021-05-26,1.033,1.038,1.02,1.036,15540234,sz159883 18 | 16,2021-05-27,1.032,1.052,1.026,1.051,19320947,sz159883 19 | 17,2021-05-28,1.057,1.057,1.031,1.037,20085828,sz159883 20 | 18,2021-05-31,1.037,1.043,1.028,1.043,10209211,sz159883 21 | 19,2021-06-01,1.046,1.051,1.031,1.05,14056416,sz159883 22 | 20,2021-06-02,1.048,1.048,1.019,1.021,35816407,sz159883 23 | 21,2021-06-03,1.021,1.022,1.0,1.008,19393704,sz159883 24 | 22,2021-06-04,1.007,1.023,1.003,1.018,13719201,sz159883 25 | 23,2021-06-07,1.02,1.02,1.005,1.018,6878812,sz159883 26 | 24,2021-06-08,1.019,1.029,1.005,1.012,22173000,sz159883 27 | 25,2021-06-09,1.012,1.013,1.002,1.008,12734500,sz159883 28 | 26,2021-06-10,1.009,1.013,1.005,1.008,15481503,sz159883 29 | 27,2021-06-11,1.01,1.01,0.992,0.998,15889300,sz159883 30 | 28,2021-06-15,0.999,1.004,0.984,0.988,13582000,sz159883 31 | 29,2021-06-16,0.988,0.99,0.956,0.958,25359508,sz159883 32 | 30,2021-06-17,0.958,0.972,0.954,0.969,17087202,sz159883 33 | 31,2021-06-18,0.977,0.994,0.972,0.991,25939700,sz159883 34 | 32,2021-06-21,0.984,1.014,0.982,1.009,23510101,sz159883 35 | 33,2021-06-22,1.009,1.032,1.005,1.03,24575233,sz159883 36 | 34,2021-06-23,1.032,1.032,1.017,1.021,17336100,sz159883 37 | 35,2021-06-24,1.02,1.021,0.998,1.008,15917304,sz159883 38 | 36,2021-06-25,1.008,1.04,1.008,1.038,27778817,sz159883 39 | 37,2021-06-28,1.048,1.065,1.043,1.063,23425789,sz159883 40 | 38,2021-06-29,1.068,1.068,1.051,1.06,15977314,sz159883 41 | 39,2021-06-30,1.061,1.067,1.056,1.064,10907901,sz159883 42 | 40,2021-07-01,1.059,1.094,1.059,1.077,15742619,sz159883 43 | 41,2021-07-02,1.065,1.065,1.03,1.034,23577706,sz159883 44 | -------------------------------------------------------------------------------- /datas/etfs/sz159885.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-14,0.977,1.01,0.977,1.009,101958505,sz159885 3 | 1,2021-04-15,1.004,1.011,0.996,1.009,28891009,sz159885 4 | 2,2021-04-16,1.01,1.013,0.986,1.002,19395184,sz159885 5 | 3,2021-04-19,0.998,1.051,0.998,1.049,80952101,sz159885 6 | 4,2021-04-20,1.045,1.062,1.027,1.049,65739855,sz159885 7 | 5,2021-04-21,1.048,1.054,1.035,1.047,32123247,sz159885 8 | 6,2021-04-22,1.047,1.062,1.041,1.055,19821753,sz159885 9 | 7,2021-04-23,1.055,1.076,1.051,1.072,20168116,sz159885 10 | 8,2021-04-26,1.074,1.088,1.048,1.05,24273297,sz159885 11 | 9,2021-04-27,1.041,1.052,1.029,1.042,14632066,sz159885 12 | 10,2021-04-28,1.043,1.073,1.042,1.067,16899663,sz159885 13 | 11,2021-04-29,1.067,1.075,1.058,1.072,11116974,sz159885 14 | 12,2021-04-30,1.063,1.105,1.063,1.096,20714850,sz159885 15 | 13,2021-05-06,1.097,1.118,1.072,1.087,16361540,sz159885 16 | 14,2021-05-07,1.097,1.1,1.063,1.068,20705021,sz159885 17 | 15,2021-05-10,1.065,1.08,1.05,1.072,11249143,sz159885 18 | 16,2021-05-11,1.073,1.073,1.042,1.063,14082281,sz159885 19 | 17,2021-05-12,1.062,1.069,1.051,1.061,7942787,sz159885 20 | 18,2021-05-13,1.056,1.056,1.039,1.043,11540849,sz159885 21 | 19,2021-05-14,1.043,1.063,1.031,1.061,16009947,sz159885 22 | 20,2021-05-17,1.061,1.097,1.057,1.093,22947545,sz159885 23 | 21,2021-05-18,1.097,1.102,1.084,1.089,12000133,sz159885 24 | 22,2021-05-19,1.094,1.115,1.08,1.109,13564579,sz159885 25 | 23,2021-05-20,1.11,1.119,1.096,1.104,6879734,sz159885 26 | 24,2021-05-21,1.105,1.126,1.095,1.107,12075908,sz159885 27 | 25,2021-05-24,1.107,1.113,1.094,1.109,10336118,sz159885 28 | 26,2021-05-25,1.11,1.126,1.098,1.126,9762922,sz159885 29 | 27,2021-05-26,1.126,1.126,1.109,1.109,12551958,sz159885 30 | 28,2021-05-27,1.109,1.121,1.106,1.116,7036176,sz159885 31 | 29,2021-05-28,1.118,1.168,1.118,1.147,20462156,sz159885 32 | 30,2021-05-31,1.169,1.197,1.149,1.193,14133784,sz159885 33 | 31,2021-06-01,1.193,1.193,1.165,1.184,16896037,sz159885 34 | 32,2021-06-02,1.185,1.204,1.17,1.179,10650064,sz159885 35 | 33,2021-06-03,1.176,1.176,1.151,1.158,13491729,sz159885 36 | 34,2021-06-04,1.144,1.193,1.144,1.177,15148937,sz159885 37 | 35,2021-06-07,1.178,1.181,1.141,1.152,21116004,sz159885 38 | 36,2021-06-08,1.152,1.177,1.141,1.15,14950109,sz159885 39 | 37,2021-06-09,1.149,1.159,1.144,1.157,8223917,sz159885 40 | 38,2021-06-10,1.158,1.208,1.158,1.203,24974589,sz159885 41 | 39,2021-06-11,1.203,1.241,1.2,1.227,22992643,sz159885 42 | 40,2021-06-15,1.231,1.245,1.202,1.212,13548930,sz159885 43 | 41,2021-06-16,1.212,1.217,1.158,1.162,21950114,sz159885 44 | 42,2021-06-17,1.154,1.185,1.154,1.185,9616914,sz159885 45 | 43,2021-06-18,1.185,1.225,1.178,1.217,15830040,sz159885 46 | 44,2021-06-21,1.217,1.237,1.2,1.232,16601614,sz159885 47 | 45,2021-06-22,1.232,1.24,1.214,1.234,12251308,sz159885 48 | 46,2021-06-23,1.24,1.273,1.24,1.264,14964812,sz159885 49 | 47,2021-06-24,1.268,1.287,1.256,1.278,12467067,sz159885 50 | 48,2021-06-25,1.286,1.299,1.28,1.294,15054707,sz159885 51 | 49,2021-06-28,1.293,1.335,1.29,1.319,24832922,sz159885 52 | 50,2021-06-29,1.322,1.353,1.322,1.34,19068681,sz159885 53 | 51,2021-06-30,1.341,1.364,1.32,1.364,19849534,sz159885 54 | 52,2021-07-01,1.373,1.388,1.327,1.337,25511833,sz159885 55 | 53,2021-07-02,1.336,1.34,1.305,1.314,17418342,sz159885 56 | -------------------------------------------------------------------------------- /datas/etfs/sz159886.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-28,1.012,1.033,1.005,1.028,109872834,sz159886 3 | 1,2021-04-29,1.033,1.038,1.02,1.032,27675374,sz159886 4 | 2,2021-04-30,1.034,1.053,1.024,1.044,18386554,sz159886 5 | 3,2021-05-06,1.05,1.053,1.02,1.035,12076519,sz159886 6 | 4,2021-05-07,1.03,1.047,1.009,1.01,12358821,sz159886 7 | 5,2021-05-10,1.009,1.019,0.995,1.007,8810466,sz159886 8 | 6,2021-05-11,0.997,1.0,0.977,0.998,6013369,sz159886 9 | 7,2021-05-12,0.993,1.005,0.989,0.997,10304325,sz159886 10 | 8,2021-05-13,0.998,0.998,0.979,0.979,7640243,sz159886 11 | 9,2021-05-14,0.981,1.005,0.971,1.002,10621440,sz159886 12 | 10,2021-05-17,1.003,1.035,0.989,1.032,15655590,sz159886 13 | 11,2021-05-18,1.064,1.064,1.02,1.024,6564422,sz159886 14 | 12,2021-05-19,1.023,1.046,1.014,1.036,12117038,sz159886 15 | 13,2021-05-20,1.036,1.05,1.015,1.036,8752440,sz159886 16 | 14,2021-05-21,1.038,1.053,1.025,1.029,9905711,sz159886 17 | 15,2021-05-24,1.033,1.044,1.016,1.033,12096506,sz159886 18 | 16,2021-05-25,1.027,1.051,1.027,1.051,6850089,sz159886 19 | 17,2021-05-26,1.051,1.057,1.043,1.043,9122667,sz159886 20 | 18,2021-05-27,1.039,1.053,1.035,1.051,7018512,sz159886 21 | 19,2021-05-28,1.051,1.084,1.051,1.067,11894055,sz159886 22 | 20,2021-05-31,1.067,1.101,1.067,1.1,10242607,sz159886 23 | 21,2021-06-01,1.101,1.101,1.075,1.093,5380535,sz159886 24 | 22,2021-06-02,1.088,1.107,1.08,1.088,5524240,sz159886 25 | 23,2021-06-03,1.088,1.09,1.067,1.067,6425852,sz159886 26 | 24,2021-06-04,1.067,1.095,1.062,1.081,7682198,sz159886 27 | 25,2021-06-07,1.08,1.08,1.052,1.061,9938682,sz159886 28 | 26,2021-06-08,1.062,1.08,1.058,1.063,10495906,sz159886 29 | 27,2021-06-09,1.067,1.068,1.055,1.066,5007668,sz159886 30 | 28,2021-06-10,1.067,1.108,1.067,1.1,15643378,sz159886 31 | 29,2021-06-11,1.099,1.125,1.095,1.114,11579046,sz159886 32 | 30,2021-06-15,1.118,1.123,1.094,1.101,7604168,sz159886 33 | 31,2021-06-16,1.101,1.101,1.056,1.057,7132322,sz159886 34 | 32,2021-06-17,1.061,1.076,1.061,1.074,9060105,sz159886 35 | 33,2021-06-18,1.069,1.11,1.069,1.105,7322620,sz159886 36 | 34,2021-06-21,1.096,1.124,1.094,1.119,7380205,sz159886 37 | 35,2021-06-22,1.13,1.13,1.107,1.123,7440710,sz159886 38 | 36,2021-06-23,1.125,1.15,1.124,1.139,7577891,sz159886 39 | 37,2021-06-24,1.13,1.156,1.13,1.153,6269922,sz159886 40 | 38,2021-06-25,1.153,1.174,1.153,1.172,7098928,sz159886 41 | 39,2021-06-28,1.171,1.193,1.163,1.187,6796413,sz159886 42 | 40,2021-06-29,1.187,1.215,1.187,1.2,4625536,sz159886 43 | 41,2021-06-30,1.2,1.227,1.189,1.226,6911754,sz159886 44 | 42,2021-07-01,1.22,1.23,1.198,1.203,5977520,sz159886 45 | 43,2021-07-02,1.203,1.203,1.173,1.176,4285947,sz159886 46 | -------------------------------------------------------------------------------- /datas/etfs/sz159887.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-20,0.986,0.998,0.979,0.997,54209536,sz159887 3 | 1,2021-05-21,0.997,1.0,0.982,0.987,27131540,sz159887 4 | 2,2021-05-24,0.985,0.992,0.982,0.987,11959665,sz159887 5 | 3,2021-05-25,0.991,1.018,0.985,1.016,175405620,sz159887 6 | 4,2021-05-26,1.021,1.034,1.019,1.026,95599606,sz159887 7 | 5,2021-05-27,1.026,1.03,1.014,1.021,25620247,sz159887 8 | 6,2021-05-28,1.021,1.029,1.016,1.021,26483626,sz159887 9 | 7,2021-05-31,1.019,1.023,1.01,1.017,19696277,sz159887 10 | 8,2021-06-01,1.017,1.017,1.006,1.011,13292470,sz159887 11 | 9,2021-06-02,1.007,1.013,1.001,1.009,16256448,sz159887 12 | 10,2021-06-03,1.006,1.02,1.004,1.004,19459644,sz159887 13 | 11,2021-06-04,1.005,1.027,1.005,1.019,25296652,sz159887 14 | 12,2021-06-07,1.018,1.018,1.007,1.012,5394037,sz159887 15 | 13,2021-06-08,1.011,1.018,1.004,1.011,7540679,sz159887 16 | 14,2021-06-09,1.013,1.014,1.005,1.009,6380160,sz159887 17 | 15,2021-06-10,1.008,1.017,1.007,1.009,10178986,sz159887 18 | 16,2021-06-11,1.009,1.009,0.992,0.992,17616994,sz159887 19 | 17,2021-06-15,0.994,0.994,0.979,0.984,10742134,sz159887 20 | 18,2021-06-16,0.981,0.992,0.981,0.989,17768506,sz159887 21 | 19,2021-06-17,0.989,0.991,0.983,0.984,9121781,sz159887 22 | 20,2021-06-18,0.984,0.985,0.971,0.975,15324064,sz159887 23 | 21,2021-06-21,0.976,0.976,0.962,0.966,17673812,sz159887 24 | 22,2021-06-22,0.967,0.98,0.967,0.978,14852411,sz159887 25 | 23,2021-06-23,0.978,0.98,0.973,0.976,11791528,sz159887 26 | 24,2021-06-24,0.978,0.981,0.973,0.981,12363128,sz159887 27 | 25,2021-06-25,0.982,0.993,0.98,0.992,16454389,sz159887 28 | 26,2021-06-28,0.992,0.993,0.974,0.978,21349412,sz159887 29 | 27,2021-06-29,0.978,0.981,0.97,0.975,12916421,sz159887 30 | 28,2021-06-30,0.975,0.984,0.974,0.981,13100819,sz159887 31 | 29,2021-07-01,0.981,0.996,0.98,0.993,24579155,sz159887 32 | 30,2021-07-02,0.988,0.988,0.975,0.978,13387375,sz159887 33 | -------------------------------------------------------------------------------- /datas/etfs/sz159888.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-05-21,1.01,1.015,0.997,0.998,143322084,sz159888 3 | 1,2021-05-24,0.996,1.009,0.991,1.008,59667465,sz159888 4 | 2,2021-05-25,1.003,1.031,1.003,1.028,148031730,sz159888 5 | 3,2021-05-26,1.028,1.045,1.024,1.025,66960655,sz159888 6 | 4,2021-05-27,1.025,1.043,1.024,1.039,47009927,sz159888 7 | 5,2021-05-28,1.039,1.052,1.035,1.042,37916128,sz159888 8 | 6,2021-05-31,1.042,1.066,1.037,1.065,53777436,sz159888 9 | 7,2021-06-01,1.062,1.071,1.052,1.065,30146838,sz159888 10 | 8,2021-06-02,1.065,1.07,1.047,1.05,18205924,sz159888 11 | 9,2021-06-03,1.05,1.063,1.047,1.047,25298824,sz159888 12 | 10,2021-06-04,1.046,1.064,1.041,1.058,19370459,sz159888 13 | 11,2021-06-07,1.058,1.064,1.055,1.062,19820091,sz159888 14 | 12,2021-06-08,1.063,1.077,1.058,1.063,20826014,sz159888 15 | 13,2021-06-09,1.064,1.068,1.056,1.06,13574399,sz159888 16 | 14,2021-06-10,1.064,1.089,1.064,1.086,29348533,sz159888 17 | 15,2021-06-11,1.087,1.092,1.079,1.08,15603808,sz159888 18 | 16,2021-06-15,1.08,1.09,1.071,1.075,13863781,sz159888 19 | 17,2021-06-16,1.071,1.081,1.039,1.04,18057132,sz159888 20 | 18,2021-06-17,1.04,1.068,1.04,1.065,14814117,sz159888 21 | 19,2021-06-18,1.066,1.092,1.066,1.087,24517113,sz159888 22 | 20,2021-06-21,1.086,1.112,1.072,1.106,30906990,sz159888 23 | 21,2021-06-22,1.105,1.11,1.088,1.103,16057218,sz159888 24 | 22,2021-06-23,1.1,1.135,1.1,1.124,21101182,sz159888 25 | 23,2021-06-24,1.124,1.131,1.115,1.119,14394452,sz159888 26 | 24,2021-06-25,1.118,1.13,1.114,1.12,11267556,sz159888 27 | 25,2021-06-28,1.12,1.156,1.12,1.15,21160985,sz159888 28 | 26,2021-06-29,1.15,1.158,1.135,1.138,14195529,sz159888 29 | 27,2021-06-30,1.139,1.173,1.139,1.172,17588071,sz159888 30 | 28,2021-07-01,1.17,1.177,1.158,1.158,18229925,sz159888 31 | 29,2021-07-02,1.158,1.16,1.135,1.136,15361476,sz159888 32 | -------------------------------------------------------------------------------- /datas/etfs/sz159890.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-02,1.009,1.021,1.008,1.012,112983226,sz159890 3 | 1,2021-04-06,1.012,1.027,1.012,1.024,34032750,sz159890 4 | 2,2021-04-07,1.024,1.024,1.009,1.016,11969157,sz159890 5 | 3,2021-04-08,1.016,1.021,1.01,1.014,15264439,sz159890 6 | 4,2021-04-09,1.014,1.015,1.002,1.006,10366561,sz159890 7 | 5,2021-04-12,1.006,1.008,0.987,0.99,13203139,sz159890 8 | 6,2021-04-13,0.992,0.999,0.986,0.99,9691901,sz159890 9 | 7,2021-04-14,0.988,1.002,0.988,1.0,14999435,sz159890 10 | 8,2021-04-15,0.999,1.004,0.994,1.002,12886115,sz159890 11 | 9,2021-04-16,1.002,1.007,0.999,1.005,5692116,sz159890 12 | 10,2021-04-19,1.004,1.031,1.004,1.029,17882622,sz159890 13 | 11,2021-04-20,1.029,1.032,1.024,1.024,10635014,sz159890 14 | 12,2021-04-21,1.024,1.024,1.015,1.017,3775518,sz159890 15 | 13,2021-04-22,1.019,1.025,1.017,1.022,7373709,sz159890 16 | 14,2021-04-23,1.019,1.022,1.013,1.015,5394523,sz159890 17 | 15,2021-04-26,1.015,1.023,1.002,1.002,6097314,sz159890 18 | 16,2021-04-27,1.0,1.006,0.995,1.001,6895801,sz159890 19 | 17,2021-04-28,0.995,0.998,0.989,0.998,6133409,sz159890 20 | 18,2021-04-29,0.998,1.002,0.993,0.998,10616502,sz159890 21 | 19,2021-04-30,0.997,0.997,0.977,0.981,6978746,sz159890 22 | 20,2021-05-06,0.983,0.987,0.967,0.967,6885609,sz159890 23 | 21,2021-05-07,0.969,0.969,0.953,0.954,4273710,sz159890 24 | 22,2021-05-10,0.954,0.954,0.941,0.945,4874402,sz159890 25 | 23,2021-05-11,0.94,0.956,0.94,0.956,5463700,sz159890 26 | 24,2021-05-12,0.956,0.964,0.95,0.963,8127423,sz159890 27 | 25,2021-05-13,0.957,0.963,0.95,0.957,7400669,sz159890 28 | 26,2021-05-14,0.958,0.976,0.957,0.975,9952346,sz159890 29 | 27,2021-05-17,0.975,1.004,0.97,0.993,11572406,sz159890 30 | 28,2021-05-18,0.993,0.998,0.985,0.997,6344001,sz159890 31 | 29,2021-05-19,0.995,0.999,0.957,0.991,5660508,sz159890 32 | 30,2021-05-20,0.995,1.002,0.993,0.999,5831611,sz159890 33 | 31,2021-05-21,0.999,1.003,0.985,0.987,6619800,sz159890 34 | 32,2021-05-24,0.987,1.016,0.985,1.016,13733318,sz159890 35 | 33,2021-05-25,1.016,1.049,1.014,1.046,18602183,sz159890 36 | 34,2021-05-26,1.052,1.062,1.04,1.04,8070323,sz159890 37 | 35,2021-05-27,1.041,1.054,1.038,1.048,15759016,sz159890 38 | 36,2021-05-28,1.041,1.052,1.041,1.048,6011516,sz159890 39 | 37,2021-05-31,1.048,1.058,1.048,1.054,7959754,sz159890 40 | 38,2021-06-01,1.054,1.061,1.05,1.054,10756739,sz159890 41 | 39,2021-06-02,1.059,1.059,1.031,1.033,4043702,sz159890 42 | 40,2021-06-03,1.033,1.049,1.028,1.031,7038502,sz159890 43 | 41,2021-06-04,1.03,1.038,1.029,1.031,9603405,sz159890 44 | 42,2021-06-07,1.032,1.055,1.032,1.055,9884906,sz159890 45 | 43,2021-06-08,1.06,1.068,1.05,1.055,8121420,sz159890 46 | 44,2021-06-09,1.055,1.065,1.051,1.064,6188804,sz159890 47 | 45,2021-06-10,1.065,1.095,1.065,1.093,10497916,sz159890 48 | 46,2021-06-11,1.097,1.108,1.091,1.099,9656116,sz159890 49 | 47,2021-06-15,1.103,1.108,1.086,1.089,6592737,sz159890 50 | 48,2021-06-16,1.088,1.091,1.067,1.067,8855710,sz159890 51 | 49,2021-06-17,1.067,1.09,1.065,1.088,8219201,sz159890 52 | 50,2021-06-18,1.083,1.094,1.078,1.08,5881608,sz159890 53 | 51,2021-06-21,1.08,1.09,1.073,1.082,6586615,sz159890 54 | 52,2021-06-22,1.082,1.087,1.076,1.079,3584801,sz159890 55 | 53,2021-06-23,1.079,1.086,1.069,1.084,3484214,sz159890 56 | 54,2021-06-24,1.082,1.082,1.065,1.066,6568701,sz159890 57 | 55,2021-06-25,1.067,1.067,1.056,1.062,6436303,sz159890 58 | 56,2021-06-28,1.062,1.074,1.061,1.071,4016002,sz159890 59 | 57,2021-06-29,1.074,1.088,1.07,1.07,7128135,sz159890 60 | 58,2021-06-30,1.074,1.083,1.073,1.083,4657117,sz159890 61 | 59,2021-07-01,1.08,1.086,1.074,1.074,4506906,sz159890 62 | 60,2021-07-02,1.079,1.079,1.049,1.05,5096530,sz159890 63 | -------------------------------------------------------------------------------- /datas/etfs/sz159891.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-15,0.989,0.992,0.961,0.975,15351479,sz159891 3 | 1,2021-06-16,0.975,0.976,0.944,0.945,5520851,sz159891 4 | 2,2021-06-17,0.945,0.964,0.942,0.955,4298591,sz159891 5 | 3,2021-06-18,0.955,0.974,0.955,0.971,8370149,sz159891 6 | 4,2021-06-21,0.97,0.992,0.96,0.985,8171192,sz159891 7 | 5,2021-06-22,0.985,1.009,0.97,1.008,34411936,sz159891 8 | 6,2021-06-23,1.009,1.01,0.999,1.003,13474213,sz159891 9 | 7,2021-06-24,1.003,1.003,0.982,0.989,3931565,sz159891 10 | 8,2021-06-25,0.989,1.019,0.989,1.014,41722392,sz159891 11 | 9,2021-06-28,1.014,1.037,1.014,1.033,23496037,sz159891 12 | 10,2021-06-29,1.035,1.038,1.022,1.032,11504916,sz159891 13 | 11,2021-06-30,1.032,1.041,1.025,1.038,7243104,sz159891 14 | 12,2021-07-01,1.038,1.047,1.03,1.034,10151301,sz159891 15 | 13,2021-07-02,1.034,1.036,1.007,1.012,3418908,sz159891 16 | -------------------------------------------------------------------------------- /datas/etfs/sz159897.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-21,1.022,1.048,1.006,1.045,175298870,sz159897 3 | 1,2021-06-22,1.045,1.051,1.03,1.041,60371677,sz159897 4 | 2,2021-06-23,1.039,1.074,1.039,1.069,61691531,sz159897 5 | 3,2021-06-24,1.068,1.085,1.053,1.06,30038928,sz159897 6 | 4,2021-06-25,1.06,1.074,1.052,1.067,17880801,sz159897 7 | 5,2021-06-28,1.067,1.095,1.066,1.086,15374343,sz159897 8 | 6,2021-06-29,1.081,1.085,1.067,1.072,6953689,sz159897 9 | 7,2021-06-30,1.075,1.095,1.075,1.092,12451141,sz159897 10 | 8,2021-07-01,1.092,1.109,1.083,1.086,11472726,sz159897 11 | 9,2021-07-02,1.08,1.08,1.056,1.06,5664997,sz159897 12 | -------------------------------------------------------------------------------- /datas/etfs/sz159898.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-04,0.971,1.0,0.97,0.981,16156785,sz159898 3 | 1,2021-06-07,0.978,0.983,0.968,0.98,17803186,sz159898 4 | 2,2021-06-08,0.981,0.992,0.961,0.97,14690188,sz159898 5 | 3,2021-06-09,0.966,0.976,0.961,0.969,7220417,sz159898 6 | 4,2021-06-10,0.969,0.973,0.966,0.972,7858301,sz159898 7 | 5,2021-06-11,0.968,0.976,0.956,0.959,5161394,sz159898 8 | 6,2021-06-15,0.959,0.966,0.949,0.952,4007557,sz159898 9 | 7,2021-06-16,0.952,0.952,0.921,0.922,6498338,sz159898 10 | 8,2021-06-17,0.92,0.938,0.92,0.934,3471760,sz159898 11 | 9,2021-06-18,0.934,0.956,0.934,0.954,4249687,sz159898 12 | 10,2021-06-21,0.95,0.977,0.945,0.975,10410443,sz159898 13 | 11,2021-06-22,0.975,0.992,0.966,0.989,7501243,sz159898 14 | 12,2021-06-23,0.989,0.994,0.976,0.985,4792382,sz159898 15 | 13,2021-06-24,0.995,0.995,0.961,0.97,3569613,sz159898 16 | 14,2021-06-25,0.97,0.996,0.968,0.991,11458754,sz159898 17 | 15,2021-06-28,0.996,1.015,0.996,1.014,73394752,sz159898 18 | 16,2021-06-29,1.014,1.02,1.006,1.019,39798099,sz159898 19 | 17,2021-06-30,1.015,1.018,1.007,1.011,16551113,sz159898 20 | 18,2021-07-01,1.015,1.029,1.01,1.02,42659527,sz159898 21 | 19,2021-07-02,1.02,1.02,0.981,0.982,15323076,sz159898 22 | -------------------------------------------------------------------------------- /datas/etfs/sz159899.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-28,0.977,1.0,0.977,0.993,15314903,sz159899 3 | 1,2021-06-29,1.001,1.01,0.994,0.996,13451174,sz159899 4 | 2,2021-06-30,0.996,1.008,0.992,1.007,17230976,sz159899 5 | 3,2021-07-01,1.005,1.009,0.996,0.998,13549931,sz159899 6 | 4,2021-07-02,0.998,0.998,0.975,0.976,7089207,sz159899 7 | -------------------------------------------------------------------------------- /datas/lofs/sz160143.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-17,0.873,0.992,0.873,0.927,1038953,sz160143 3 | 1,2021-03-18,0.935,0.935,0.91,0.921,754711,sz160143 4 | 2,2021-03-19,0.911,0.912,0.893,0.904,640893,sz160143 5 | 3,2021-03-22,0.904,0.912,0.904,0.908,260715,sz160143 6 | 4,2021-03-23,0.905,0.905,0.893,0.897,240006,sz160143 7 | 5,2021-03-24,0.895,0.895,0.86,0.879,450013,sz160143 8 | 6,2021-03-25,0.878,0.879,0.864,0.864,549326,sz160143 9 | 7,2021-03-26,0.87,0.887,0.87,0.885,1063914,sz160143 10 | 8,2021-03-29,0.886,0.897,0.873,0.885,607196,sz160143 11 | 9,2021-03-30,0.887,0.902,0.887,0.897,824565,sz160143 12 | 10,2021-03-31,0.892,0.896,0.891,0.896,387639,sz160143 13 | 11,2021-04-01,0.893,0.91,0.893,0.91,1395738,sz160143 14 | 12,2021-04-02,0.915,0.93,0.915,0.93,2855946,sz160143 15 | 13,2021-04-06,0.937,0.937,0.926,0.928,492712,sz160143 16 | 14,2021-04-07,0.935,0.935,0.924,0.932,804413,sz160143 17 | 15,2021-04-08,0.931,0.94,0.931,0.94,973974,sz160143 18 | 16,2021-04-09,0.94,0.946,0.933,0.938,464851,sz160143 19 | 17,2021-04-12,0.935,0.945,0.92,0.92,688217,sz160143 20 | 18,2021-04-13,0.92,0.932,0.92,0.926,479870,sz160143 21 | 19,2021-04-14,0.935,0.939,0.933,0.939,842021,sz160143 22 | 20,2021-04-15,0.938,0.938,0.926,0.938,485921,sz160143 23 | 21,2021-04-16,0.931,0.941,0.931,0.938,809006,sz160143 24 | 22,2021-04-19,0.939,0.963,0.936,0.963,1381104,sz160143 25 | 23,2021-04-20,0.957,0.968,0.957,0.963,519629,sz160143 26 | 24,2021-04-21,0.959,0.967,0.955,0.965,1505754,sz160143 27 | 25,2021-04-22,0.968,0.972,0.964,0.971,1701115,sz160143 28 | 26,2021-04-23,0.971,0.988,0.971,0.988,4361812,sz160143 29 | 27,2021-04-26,0.99,0.998,0.979,0.981,2019812,sz160143 30 | 28,2021-04-27,0.98,0.988,0.973,0.988,1345792,sz160143 31 | 29,2021-04-28,0.987,1.011,0.987,1.01,4929064,sz160143 32 | 30,2021-04-29,1.014,1.015,1.006,1.015,6269785,sz160143 33 | 31,2021-04-30,1.012,1.018,1.011,1.017,15474115,sz160143 34 | 32,2021-05-06,1.015,1.016,0.995,1.009,3179722,sz160143 35 | 33,2021-05-07,1.015,1.015,0.999,1.001,5061237,sz160143 36 | 34,2021-05-10,0.999,1.012,0.999,1.01,29268335,sz160143 37 | 35,2021-05-11,1.008,1.009,0.991,1.008,1587303,sz160143 38 | 36,2021-05-12,0.999,1.009,0.999,1.008,13017716,sz160143 39 | 37,2021-05-13,1.004,1.009,0.996,1.003,5813719,sz160143 40 | 38,2021-05-14,1.009,1.031,1.004,1.03,8751010,sz160143 41 | 39,2021-05-17,1.03,1.051,1.029,1.043,10545146,sz160143 42 | 40,2021-05-18,1.043,1.048,1.039,1.048,14160930,sz160143 43 | 41,2021-05-19,1.04,1.052,1.04,1.05,7057946,sz160143 44 | 42,2021-05-20,1.05,1.064,1.046,1.062,2243417,sz160143 45 | 43,2021-05-21,1.07,1.07,1.055,1.059,5413284,sz160143 46 | 44,2021-05-24,1.052,1.071,1.052,1.069,9044144,sz160143 47 | 45,2021-05-25,1.065,1.098,1.065,1.094,10056637,sz160143 48 | 46,2021-05-26,1.094,1.096,1.084,1.094,14928875,sz160143 49 | 47,2021-05-27,1.1,1.1,1.076,1.093,3449378,sz160143 50 | 48,2021-05-28,1.093,1.107,1.09,1.1,6895578,sz160143 51 | 49,2021-05-31,1.1,1.132,1.1,1.129,5247234,sz160143 52 | 50,2021-06-01,1.129,1.135,1.118,1.131,4682972,sz160143 53 | 51,2021-06-02,1.129,1.129,1.106,1.122,4185765,sz160143 54 | 52,2021-06-03,1.114,1.126,1.111,1.118,4529885,sz160143 55 | 53,2021-06-04,1.118,1.128,1.117,1.122,2197598,sz160143 56 | 54,2021-06-07,1.121,1.121,1.113,1.12,2977521,sz160143 57 | 55,2021-06-08,1.128,1.139,1.12,1.13,6841607,sz160143 58 | 56,2021-06-09,1.13,1.132,1.122,1.129,1399431,sz160143 59 | 57,2021-06-10,1.129,1.158,1.129,1.149,2588591,sz160143 60 | 58,2021-06-11,1.141,1.16,1.13,1.159,5380170,sz160143 61 | 59,2021-06-15,1.159,1.159,1.135,1.137,3074915,sz160143 62 | 60,2021-06-16,1.132,1.135,1.093,1.098,7694900,sz160143 63 | 61,2021-06-17,1.1,1.1,1.089,1.096,4706582,sz160143 64 | 62,2021-06-18,1.105,1.12,1.101,1.118,2684896,sz160143 65 | 63,2021-06-21,1.121,1.13,1.108,1.127,3162363,sz160143 66 | 64,2021-06-22,1.129,1.138,1.12,1.133,3236788,sz160143 67 | 65,2021-06-23,1.139,1.153,1.134,1.145,9826103,sz160143 68 | 66,2021-06-24,1.143,1.145,1.123,1.129,4962000,sz160143 69 | 67,2021-06-25,1.133,1.153,1.129,1.149,9101599,sz160143 70 | 68,2021-06-28,1.155,1.17,1.152,1.167,7512266,sz160143 71 | 69,2021-06-29,1.168,1.175,1.156,1.161,5571240,sz160143 72 | 70,2021-06-30,1.166,1.19,1.164,1.19,4438521,sz160143 73 | 71,2021-07-01,1.191,1.21,1.185,1.187,4706041,sz160143 74 | 72,2021-07-02,1.19,1.19,1.149,1.159,5543026,sz160143 75 | -------------------------------------------------------------------------------- /datas/lofs/sz160529.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-17,0.995,0.995,0.862,0.893,4117009,sz160529 3 | 1,2021-03-18,0.904,0.906,0.888,0.903,2875593,sz160529 4 | 2,2021-03-19,0.895,0.895,0.882,0.887,1803438,sz160529 5 | 3,2021-03-22,0.881,0.91,0.881,0.889,645621,sz160529 6 | 4,2021-03-23,0.889,0.889,0.88,0.88,1202940,sz160529 7 | 5,2021-03-24,0.878,0.879,0.863,0.871,581990,sz160529 8 | 6,2021-03-25,0.865,0.882,0.865,0.871,264604,sz160529 9 | 7,2021-03-26,0.876,0.894,0.876,0.894,1392324,sz160529 10 | 8,2021-03-29,0.894,0.899,0.892,0.896,2216617,sz160529 11 | 9,2021-03-30,0.896,0.905,0.892,0.902,1858746,sz160529 12 | 10,2021-03-31,0.902,0.902,0.892,0.898,1474692,sz160529 13 | 11,2021-04-01,0.902,0.917,0.898,0.917,1511825,sz160529 14 | 12,2021-04-02,0.929,0.935,0.919,0.93,1854958,sz160529 15 | 13,2021-04-06,0.93,0.933,0.926,0.93,1116812,sz160529 16 | 14,2021-04-07,0.939,0.939,0.924,0.932,1145231,sz160529 17 | 15,2021-04-08,0.932,0.942,0.928,0.937,559208,sz160529 18 | 16,2021-04-09,0.936,0.941,0.932,0.935,1069618,sz160529 19 | 17,2021-04-12,0.946,0.956,0.936,0.938,2688312,sz160529 20 | 18,2021-04-13,0.927,0.95,0.927,0.949,842538,sz160529 21 | 19,2021-04-14,0.948,0.96,0.948,0.959,368600,sz160529 22 | 20,2021-04-15,0.956,0.956,0.947,0.956,124501,sz160529 23 | 21,2021-04-16,0.949,0.959,0.942,0.957,465322,sz160529 24 | 22,2021-04-19,0.955,0.979,0.948,0.979,1219131,sz160529 25 | 23,2021-04-20,0.967,0.987,0.967,0.98,1150405,sz160529 26 | 24,2021-04-21,0.978,0.987,0.975,0.985,1439132,sz160529 27 | 25,2021-04-22,0.983,0.994,0.983,0.993,475505,sz160529 28 | 26,2021-04-23,0.993,1.0,0.99,1.0,2679833,sz160529 29 | 27,2021-04-26,1.0,1.02,1.0,1.017,26371252,sz160529 30 | 28,2021-04-27,1.033,1.033,1.015,1.015,21143545,sz160529 31 | 29,2021-04-28,1.017,1.028,1.012,1.028,31151592,sz160529 32 | 30,2021-04-29,1.03,1.04,1.022,1.039,14066678,sz160529 33 | 31,2021-04-30,1.037,1.05,1.029,1.048,13314948,sz160529 34 | 32,2021-05-06,1.04,1.048,1.02,1.023,9435436,sz160529 35 | 33,2021-05-07,1.024,1.03,0.999,0.999,8151119,sz160529 36 | 34,2021-05-10,0.999,1.018,0.999,1.01,9800467,sz160529 37 | 35,2021-05-11,1.001,1.007,0.99,1.006,3443023,sz160529 38 | 36,2021-05-12,1.005,1.016,1.001,1.013,6012584,sz160529 39 | 37,2021-05-13,1.004,1.012,0.999,1.009,5561745,sz160529 40 | 38,2021-05-14,1.005,1.029,1.005,1.028,6327645,sz160529 41 | 39,2021-05-17,1.031,1.053,1.03,1.053,11742282,sz160529 42 | 40,2021-05-18,1.052,1.053,1.046,1.05,9435637,sz160529 43 | 41,2021-05-19,1.048,1.052,1.043,1.048,4700255,sz160529 44 | 42,2021-05-20,1.048,1.058,1.045,1.056,5943218,sz160529 45 | 43,2021-05-21,1.061,1.065,1.049,1.051,5178982,sz160529 46 | 44,2021-05-24,1.046,1.06,1.046,1.06,5746040,sz160529 47 | 45,2021-05-25,1.059,1.084,1.059,1.084,5642950,sz160529 48 | 46,2021-05-26,1.084,1.089,1.078,1.084,11151107,sz160529 49 | 47,2021-05-27,1.077,1.1,1.077,1.095,9452755,sz160529 50 | 48,2021-05-28,1.092,1.109,1.091,1.098,9919759,sz160529 51 | 49,2021-05-31,1.098,1.116,1.098,1.116,7543092,sz160529 52 | 50,2021-06-01,1.116,1.116,1.096,1.111,7656212,sz160529 53 | 51,2021-06-02,1.111,1.111,1.087,1.092,5100980,sz160529 54 | 52,2021-06-03,1.09,1.092,1.082,1.083,6436268,sz160529 55 | 53,2021-06-04,1.076,1.099,1.076,1.094,6238485,sz160529 56 | 54,2021-06-07,1.094,1.099,1.087,1.097,7169600,sz160529 57 | 55,2021-06-08,1.1,1.112,1.094,1.102,5754097,sz160529 58 | 56,2021-06-09,1.096,1.113,1.096,1.109,4922884,sz160529 59 | 57,2021-06-10,1.11,1.128,1.11,1.126,6868643,sz160529 60 | 58,2021-06-11,1.133,1.14,1.126,1.136,8421309,sz160529 61 | 59,2021-06-15,1.136,1.138,1.125,1.129,3495824,sz160529 62 | 60,2021-06-16,1.129,1.13,1.093,1.096,6633200,sz160529 63 | 61,2021-06-17,1.096,1.115,1.096,1.114,6617651,sz160529 64 | 62,2021-06-18,1.116,1.125,1.109,1.118,4691124,sz160529 65 | 63,2021-06-21,1.112,1.119,1.108,1.116,6122905,sz160529 66 | 64,2021-06-22,1.12,1.12,1.108,1.115,3157143,sz160529 67 | 65,2021-06-23,1.119,1.132,1.119,1.13,8532954,sz160529 68 | 66,2021-06-24,1.13,1.13,1.117,1.121,3389955,sz160529 69 | 67,2021-06-25,1.123,1.13,1.119,1.128,3948179,sz160529 70 | 68,2021-06-28,1.131,1.144,1.122,1.144,4699153,sz160529 71 | 69,2021-06-29,1.15,1.155,1.142,1.149,2690966,sz160529 72 | 70,2021-06-30,1.149,1.164,1.141,1.162,3904312,sz160529 73 | 71,2021-07-01,1.163,1.166,1.153,1.158,3173061,sz160529 74 | 72,2021-07-02,1.157,1.157,1.126,1.134,7762253,sz160529 75 | -------------------------------------------------------------------------------- /datas/lofs/sz162720.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-03-25,0.796,0.8,0.758,0.78,12065322,sz162720 3 | 1,2021-03-26,0.782,0.816,0.777,0.816,4942027,sz162720 4 | 2,2021-03-29,0.815,0.822,0.8,0.82,5166917,sz162720 5 | 3,2021-03-30,0.82,0.833,0.809,0.829,5120163,sz162720 6 | 4,2021-03-31,0.821,0.821,0.811,0.82,2220859,sz162720 7 | 5,2021-04-01,0.82,0.827,0.819,0.826,3885005,sz162720 8 | 6,2021-04-02,0.825,0.83,0.82,0.822,2633750,sz162720 9 | 7,2021-04-06,0.823,0.827,0.82,0.824,1890043,sz162720 10 | 8,2021-04-07,0.825,0.825,0.813,0.819,3193526,sz162720 11 | 9,2021-04-08,0.819,0.825,0.814,0.82,2251070,sz162720 12 | 10,2021-04-09,0.822,0.826,0.817,0.823,1746357,sz162720 13 | 11,2021-04-12,0.816,0.829,0.809,0.81,2923721,sz162720 14 | 12,2021-04-13,0.802,0.821,0.802,0.81,2732109,sz162720 15 | 13,2021-04-14,0.804,0.826,0.804,0.825,2190099,sz162720 16 | 14,2021-04-15,0.825,0.825,0.816,0.825,958618,sz162720 17 | 15,2021-04-16,0.821,0.831,0.821,0.827,976022,sz162720 18 | 16,2021-04-19,0.822,0.843,0.82,0.841,2549870,sz162720 19 | 17,2021-04-20,0.841,0.849,0.837,0.844,1310533,sz162720 20 | 18,2021-04-21,0.841,0.845,0.835,0.843,878219,sz162720 21 | 19,2021-04-22,0.841,0.843,0.835,0.841,3369224,sz162720 22 | 20,2021-04-23,0.842,0.848,0.838,0.842,5292789,sz162720 23 | 21,2021-04-26,0.844,0.856,0.839,0.842,2645757,sz162720 24 | 22,2021-04-27,0.843,0.844,0.836,0.844,4355913,sz162720 25 | 23,2021-04-28,0.844,0.861,0.844,0.861,7048796,sz162720 26 | 24,2021-04-29,0.866,0.877,0.865,0.872,6753007,sz162720 27 | 25,2021-04-30,0.872,0.886,0.871,0.882,7188219,sz162720 28 | 26,2021-05-06,0.885,0.888,0.868,0.874,6038023,sz162720 29 | 27,2021-05-07,0.876,0.879,0.862,0.868,2993168,sz162720 30 | 28,2021-05-10,0.869,0.875,0.864,0.87,2325196,sz162720 31 | 29,2021-05-11,0.87,0.877,0.859,0.876,2743943,sz162720 32 | 30,2021-05-12,0.876,0.885,0.871,0.884,1892476,sz162720 33 | 31,2021-05-13,0.881,0.881,0.874,0.878,1490427,sz162720 34 | 32,2021-05-14,0.878,0.894,0.873,0.892,1923871,sz162720 35 | 33,2021-05-17,0.89,0.907,0.89,0.903,3046449,sz162720 36 | 34,2021-05-18,0.903,0.91,0.9,0.905,1898870,sz162720 37 | 35,2021-05-19,0.905,0.911,0.9,0.908,2876472,sz162720 38 | 36,2021-05-20,0.907,0.921,0.906,0.918,2506128,sz162720 39 | 37,2021-05-21,0.918,0.924,0.915,0.918,3888818,sz162720 40 | 38,2021-05-24,0.915,0.935,0.915,0.935,3123613,sz162720 41 | 39,2021-05-25,0.935,0.95,0.933,0.947,5663902,sz162720 42 | 40,2021-05-26,0.947,0.955,0.94,0.952,3794397,sz162720 43 | 41,2021-05-27,0.952,0.971,0.951,0.967,7055687,sz162720 44 | 42,2021-05-28,0.967,0.986,0.964,0.971,7773839,sz162720 45 | 43,2021-05-31,0.975,0.989,0.973,0.989,4766050,sz162720 46 | 44,2021-06-01,0.99,0.997,0.981,0.99,5148601,sz162720 47 | 45,2021-06-02,0.99,0.992,0.964,0.965,7263380,sz162720 48 | 46,2021-06-03,0.966,0.97,0.955,0.958,5645194,sz162720 49 | 47,2021-06-04,0.956,0.98,0.955,0.975,7821633,sz162720 50 | 48,2021-06-07,0.975,0.985,0.973,0.983,5218878,sz162720 51 | 49,2021-06-08,0.983,0.991,0.974,0.98,7483619,sz162720 52 | 50,2021-06-09,0.98,0.986,0.973,0.981,5416882,sz162720 53 | 51,2021-06-10,0.982,1.0,0.982,0.999,8810291,sz162720 54 | 52,2021-06-11,0.998,1.0,0.989,0.994,4380928,sz162720 55 | 53,2021-06-15,0.99,0.994,0.98,0.989,5979416,sz162720 56 | 54,2021-06-16,0.988,0.988,0.948,0.952,8847824,sz162720 57 | 55,2021-06-17,0.953,0.971,0.953,0.971,4695845,sz162720 58 | 56,2021-06-18,0.969,0.989,0.967,0.977,6474374,sz162720 59 | 57,2021-06-21,0.972,0.992,0.962,0.99,12633419,sz162720 60 | 58,2021-06-22,0.994,0.997,0.982,0.991,6934761,sz162720 61 | 59,2021-06-23,0.996,0.996,0.985,0.989,7861619,sz162720 62 | 60,2021-06-24,0.99,0.992,0.975,0.98,5883349,sz162720 63 | 61,2021-06-25,0.98,0.983,0.971,0.982,11454132,sz162720 64 | 62,2021-06-28,0.98,0.985,0.975,0.98,9763137,sz162720 65 | 63,2021-06-29,0.981,0.986,0.977,0.98,3659589,sz162720 66 | 64,2021-06-30,0.979,0.992,0.977,0.991,8366450,sz162720 67 | 65,2021-07-01,0.99,0.992,0.982,0.983,7226233,sz162720 68 | 66,2021-07-02,0.981,0.981,0.959,0.961,10956375,sz162720 69 | -------------------------------------------------------------------------------- /datas/lofs/sz163418.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-04-15,0.918,0.945,0.917,0.942,3980352,sz163418 3 | 1,2021-04-16,0.937,0.958,0.935,0.956,2306149,sz163418 4 | 2,2021-04-19,0.956,0.967,0.955,0.966,2395083,sz163418 5 | 3,2021-04-20,0.966,0.966,0.958,0.962,1135304,sz163418 6 | 4,2021-04-21,0.962,0.962,0.955,0.958,1856008,sz163418 7 | 5,2021-04-22,0.967,0.967,0.958,0.963,1579841,sz163418 8 | 6,2021-04-23,0.963,0.965,0.957,0.964,1642687,sz163418 9 | 7,2021-04-26,0.964,0.969,0.961,0.964,1960036,sz163418 10 | 8,2021-04-27,0.961,0.966,0.955,0.962,1664633,sz163418 11 | 9,2021-04-28,0.962,0.964,0.959,0.964,1861769,sz163418 12 | 10,2021-04-29,0.963,0.968,0.962,0.966,1556907,sz163418 13 | 11,2021-04-30,0.967,0.967,0.96,0.966,1945938,sz163418 14 | 12,2021-05-06,0.966,0.967,0.961,0.963,1723052,sz163418 15 | 13,2021-05-07,0.962,0.968,0.957,0.959,1612813,sz163418 16 | 14,2021-05-10,0.959,0.959,0.948,0.953,1863077,sz163418 17 | 15,2021-05-11,0.951,0.955,0.941,0.953,1370289,sz163418 18 | 16,2021-05-12,0.948,0.954,0.946,0.953,1008138,sz163418 19 | 17,2021-05-13,0.95,0.95,0.944,0.944,1700530,sz163418 20 | 18,2021-05-14,0.946,0.952,0.944,0.951,2636300,sz163418 21 | 19,2021-05-17,0.95,0.96,0.945,0.956,2292287,sz163418 22 | 20,2021-05-18,0.958,0.96,0.954,0.958,2118502,sz163418 23 | 21,2021-05-19,0.959,0.961,0.956,0.959,1463158,sz163418 24 | 22,2021-05-20,0.958,0.959,0.954,0.959,1296693,sz163418 25 | 23,2021-05-21,0.957,0.961,0.956,0.959,1646011,sz163418 26 | 24,2021-05-24,0.956,0.96,0.952,0.96,1727575,sz163418 27 | 25,2021-05-25,0.96,0.975,0.959,0.975,5080532,sz163418 28 | 26,2021-05-26,0.975,0.981,0.975,0.979,2440719,sz163418 29 | 27,2021-05-27,0.978,0.983,0.973,0.98,3242349,sz163418 30 | 28,2021-05-28,0.98,0.984,0.975,0.978,2439500,sz163418 31 | 29,2021-05-31,0.977,0.978,0.974,0.978,2140848,sz163418 32 | 30,2021-06-01,0.977,0.981,0.975,0.981,2179469,sz163418 33 | 31,2021-06-02,0.98,0.981,0.973,0.975,2693246,sz163418 34 | 32,2021-06-03,0.973,0.976,0.973,0.975,2680941,sz163418 35 | 33,2021-06-04,0.974,0.98,0.966,0.976,2394583,sz163418 36 | 34,2021-06-07,0.974,0.976,0.973,0.975,1391055,sz163418 37 | 35,2021-06-08,0.974,0.977,0.971,0.972,1042717,sz163418 38 | 36,2021-06-09,0.97,0.974,0.97,0.972,1112984,sz163418 39 | 37,2021-06-10,0.968,0.977,0.968,0.974,2324426,sz163418 40 | 38,2021-06-11,0.973,0.977,0.971,0.972,2078286,sz163418 41 | 39,2021-06-15,0.971,0.971,0.962,0.966,1878383,sz163418 42 | 40,2021-06-16,0.966,0.966,0.956,0.956,1968614,sz163418 43 | 41,2021-06-17,0.956,0.962,0.956,0.958,1286335,sz163418 44 | 42,2021-06-18,0.959,0.968,0.959,0.968,1732095,sz163418 45 | 43,2021-06-21,0.968,0.97,0.962,0.969,3878032,sz163418 46 | 44,2021-06-22,0.968,0.971,0.966,0.969,2018708,sz163418 47 | 45,2021-06-23,0.968,0.976,0.968,0.974,2472530,sz163418 48 | 46,2021-06-24,0.974,0.978,0.972,0.974,1628232,sz163418 49 | 47,2021-06-25,0.972,0.982,0.972,0.982,3098716,sz163418 50 | 48,2021-06-28,0.988,0.99,0.981,0.988,5311666,sz163418 51 | 49,2021-06-29,0.987,0.992,0.98,0.984,3539378,sz163418 52 | 50,2021-06-30,0.983,1.001,0.983,1.0,4445254,sz163418 53 | 51,2021-07-01,1.0,1.009,0.999,1.0,5438620,sz163418 54 | 52,2021-07-02,1.0,1.002,0.985,0.986,2764018,sz163418 55 | -------------------------------------------------------------------------------- /datas/lofs/sz168203.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-11,1.182,1.197,1.181,1.186,66627,sz168203 3 | 1,2021-06-15,1.186,1.186,1.16,1.16,1016,sz168203 4 | 2,2021-06-16,1.151,1.157,1.141,1.142,41623,sz168203 5 | 3,2021-06-17,1.135,1.236,1.135,1.166,124214,sz168203 6 | 4,2021-06-18,1.166,1.189,1.111,1.164,114578,sz168203 7 | 5,2021-06-21,1.164,1.252,1.115,1.158,47091,sz168203 8 | 6,2021-06-22,1.137,1.168,1.137,1.151,22734,sz168203 9 | 7,2021-06-23,1.153,1.179,1.15,1.165,36770,sz168203 10 | 8,2021-06-24,1.179,1.188,1.157,1.177,57868,sz168203 11 | 9,2021-06-25,1.176,1.215,1.168,1.192,83054,sz168203 12 | 10,2021-06-28,1.211,1.211,1.175,1.188,13614,sz168203 13 | 11,2021-06-29,1.154,1.2,1.154,1.176,10435,sz168203 14 | 12,2021-06-30,1.176,1.176,1.173,1.173,40361,sz168203 15 | 13,2021-07-01,1.186,1.19,1.184,1.184,91284,sz168203 16 | 14,2021-07-02,1.17,1.173,1.17,1.173,28470,sz168203 17 | -------------------------------------------------------------------------------- /datas/lofs/sz168204.csv: -------------------------------------------------------------------------------- 1 | ,date,open,high,low,close,volume,fundname 2 | 0,2021-06-11,1.178,1.337,1.178,1.215,43821,sz168204 3 | 1,2021-06-15,1.194,1.206,1.194,1.206,2409,sz168204 4 | 2,2021-06-16,1.206,1.206,1.195,1.195,20244,sz168204 5 | 3,2021-06-17,1.288,1.288,1.204,1.242,39727,sz168204 6 | 4,2021-06-18,1.239,1.239,1.178,1.201,35578,sz168204 7 | 5,2021-06-21,1.178,1.185,1.146,1.175,63312,sz168204 8 | 6,2021-06-22,1.175,1.182,1.154,1.182,31415,sz168204 9 | 7,2021-06-23,1.182,1.217,1.162,1.203,107279,sz168204 10 | 8,2021-06-24,1.223,1.254,1.222,1.222,232284,sz168204 11 | 9,2021-06-25,1.237,1.296,1.222,1.247,87614,sz168204 12 | 10,2021-06-28,1.223,1.28,1.186,1.213,259046,sz168204 13 | 11,2021-06-29,1.199,1.201,1.18,1.199,71515,sz168204 14 | 12,2021-06-30,1.202,1.208,1.179,1.198,91479,sz168204 15 | 13,2021-07-01,1.179,1.2,1.179,1.187,7555,sz168204 16 | 14,2021-07-02,1.152,1.207,1.152,1.19,7327,sz168204 17 | -------------------------------------------------------------------------------- /readme.org: -------------------------------------------------------------------------------- 1 | #+title: Backtrader 回测笔记 2 | #+author: Dylan Yang 3 | #+date: <2021-05-23 Sun> 4 | 5 | * MomentumOscillator 回测 6 | 7 | | 数据组 | 周期 | 总回报 | 年化 | 8 | |---------------------------------+------+----------+--------| 9 | | 创业板 + 沪深300 + 中证500 | 13 | 3222.39% | 54.95% | 10 | -------------------------------------------------------------------------------- /requirement.txt: -------------------------------------------------------------------------------- 1 | akshare==0.9.23 2 | appnope==0.1.2 3 | backcall==0.2.0 4 | backtrader==1.9.76.123 5 | backtrader-plotting==1.1.0 6 | beautifulsoup4==4.9.3 7 | bokeh==2.0.2 8 | certifi==2020.12.5 9 | chardet==4.0.0 10 | cycler==0.10.0 11 | decorator==5.0.7 12 | demjson==2.2.4 13 | empyrical==0.5.5 14 | et-xmlfile==1.1.0 15 | html5lib==1.1 16 | idna==2.10 17 | ipython==7.23.1 18 | ipython-genutils==0.2.0 19 | jedi==0.18.0 20 | Jinja2==3.0.1 21 | joblib==1.0.1 22 | jsonpath==0.82 23 | kiwisolver==1.3.1 24 | lxml==4.6.3 25 | markdown2==2.4.0 26 | MarkupSafe==2.0.1 27 | matplotlib==3.2.2 28 | matplotlib-inline==0.1.2 29 | numpy==1.20.3 30 | openpyxl==3.0.7 31 | packaging==20.9 32 | pandas==1.2.4 33 | pandas-datareader==0.9.0 34 | parso==0.8.2 35 | pexpect==4.8.0 36 | pickleshare==0.7.5 37 | Pillow==8.2.0 38 | progress==1.5 39 | prompt-toolkit==3.0.18 40 | ptyprocess==0.7.0 41 | py-mini-racer==0.6.0 42 | pyfolio==0.9.2 43 | Pygments==2.9.0 44 | pyparsing==2.4.7 45 | pypinyin==0.41.0 46 | python-dateutil==2.8.1 47 | pytz==2021.1 48 | PyYAML==5.4.1 49 | requests==2.25.1 50 | scikit-learn==0.24.2 51 | scipy==1.6.3 52 | seaborn==0.11.1 53 | six==1.16.0 54 | soupsieve==2.2.1 55 | tabulate==0.8.9 56 | threadpoolctl==2.1.0 57 | tornado==6.1 58 | tqdm==4.60.0 59 | traitlets==5.0.5 60 | typing-extensions==3.10.0.0 61 | urllib3==1.26.4 62 | wcwidth==0.2.5 63 | webencodings==0.5.1 64 | websocket-client==0.59.0 65 | wrapt==1.12.1 66 | xlrd==1.2.0 67 | --------------------------------------------------------------------------------