text: import pathlib
  
  # import finrl
  
  import pandas as pd
  import datetime
  import os
  
  # pd.options.display.max_rows = 10
  # pd.options.display.max_columns = 10
  
  
  # PACKAGE_ROOT = pathlib.Path(finrl.__file__).resolve().parent
  # PACKAGE_ROOT = pathlib.Path().resolve().parent
  
  TRAINED_MODEL_DIR = f"trained_models"
  # DATASET_DIR = PACKAGE_ROOT / "data"
  
  # data
  # TRAINING_DATA_FILE = "data/ETF_SPY_2009_2020.csv"
  # TURBULENCE_DATA = "data/dow30_turbulence_index.csv"
  # TESTING_DATA_FILE = "test.csv"
  
  # now = datetime.datetime.now()
  # TRAINED_MODEL_DIR = f"trained_models/{now}"
  DATA_SAVE_DIR = f"datasets"
  TRAINED_MODEL_DIR = f"trained_models"
  TENSORBOARD_LOG_DIR = f"tensorboard_log"
  RESULTS_DIR = f"results"
  # os.makedirs(TRAINED_MODEL_DIR)
  
  
  ## time_fmt = '%Y-%m-%d'
  START_DATE = "2009-01-01"
  END_DATE = "2021-01-01"
  
  START_TRADE_DATE = "2019-01-01"
  
  ## dataset default columns
  DEFAULT_DATA_COLUMNS = ["date", "tic", "close"]
  
  ## stockstats technical indicator column names
  ## check https://pypi.org/project/stockstats/ for different names
  #TECHNICAL_INDICATORS_LIST = ["macd","boll_ub","boll_lb","rsi_30", "cci_30", "dx_30","close_30_sma","close_60_sma"]
  TECHNICAL_INDICATORS_LIST = ["macd","rsi_30", "cci_30", "dx_30"]
  
  
  ## Model Parameters
  A2C_PARAMS = {"n_steps": 5, "ent_coef": 0.01, "learning_rate": 0.0007}
  PPO_PARAMS = {
      "n_steps": 2048,
      "ent_coef": 0.01,
      "learning_rate": 0.00025,
      "batch_size": 64,
  }
  DDPG_PARAMS = {"batch_size": 128, "buffer_size": 50000, "learning_rate": 0.001}
  TD3_PARAMS = {"batch_size": 100, "buffer_size": 1000000, "learning_rate": 0.001}
  SAC_PARAMS = {
      "batch_size": 64,
      "buffer_size": 100000,
      "learning_rate": 0.0001,
      "learning_starts": 100,
      "batch_size": 64,
      "ent_coef": "auto_0.1",
  }
  
  ########################################################
  ############## Stock Ticker Setup starts ##############
  SINGLE_TICKER = ["AAPL"]
  
  # self defined
  SRI_KEHATI_TICKER = [
  		"AALI.JK",
  		"ADHI.JK",
  		"ASII.JK",
  		"BBCA.JK", 
  		"BBNI.JK",
  		"BBRI.JK",
  		"BBTN.JK",
  		"BMRI.JK",
  		"BSDE.JK",
  		"INDF.JK",
  		"JPFA.JK",
  		"JSMR.JK",
  		"KLBF.JK",
  		"PGAS.JK",
  		"PJAA.JK",
  		"PPRO.JK",
  		"SIDO.JK",
  		"SMGR.JK",
  		"TINS.JK",
  		"TLKM.JK",
  		"UNTR.JK",
  		"UNVR.JK",
  		"WIKA.JK",
  		"WSKT.JK",
  		"WTON.JK"
  ]
  
  # check https://wrds-www.wharton.upenn.edu/ for U.S. index constituents
  # Dow 30 constituents at 2019/01
  DOW_30_TICKER = [
      "AAPL",
      "MSFT",
      "JPM",
      "V",
      "RTX",
      "PG",
      "GS",
      "NKE",
      "DIS",
      "AXP",
      "HD",
      "INTC",
      "WMT",
      "IBM",
      "MRK",
      "UNH",
      "KO",
      "CAT",
      "TRV",
      "JNJ",
      "CVX",
      "MCD",
      "VZ",
      "CSCO",
      "XOM",
      "BA",
      "MMM",
      "PFE",
      "WBA",
      "DD",
  ]
  
  # Nasdaq 100 constituents at 2019/01
  NAS_100_TICKER = [
      "AMGN",
      "AAPL",
      "AMAT",
      "INTC",
      "PCAR",
      "PAYX",
      "MSFT",
      "ADBE",
      "CSCO",
      "XLNX",
      "QCOM",
      "COST",
      "SBUX",
      "FISV",
      "CTXS",
      "INTU",
      "AMZN",
      "EBAY",
      "BIIB",
      "CHKP",
      "GILD",
      "NLOK",
      "CMCSA",
      "FAST",
      "ADSK",
      "CTSH",
      "NVDA",
      "GOOGL",
      "ISRG",
      "VRTX",
      "HSIC",
      "BIDU",
      "ATVI",
      "ADP",
      "ROST",
      "ORLY",
      "CERN",
      "BKNG",
      "MYL",
      "MU",
      "DLTR",
      "ALXN",
      "SIRI",
      "MNST",
      "AVGO",
      "TXN",
      "MDLZ",
      "FB",
      "ADI",
      "WDC",
      "REGN",
      "LBTYK",
      "VRSK",
      "NFLX",
      "TSLA",
      "CHTR",
      "MAR",
      "ILMN",
      "LRCX",
      "EA",
      "AAL",
      "WBA",
      "KHC",
      "BMRN",
      "JD",
      "SWKS",
      "INCY",
      "PYPL",
      "CDW",
      "FOXA",
      "MXIM",
      "TMUS",
      "EXPE",
      "TCOM",
      "ULTA",
      "CSX",
      "NTES",
      "MCHP",
      "CTAS",
      "KLAC",
      "HAS",
      "JBHT",
      "IDXX",
      "WYNN",
      "MELI",
      "ALGN",
      "CDNS",
      "WDAY",
      "SNPS",
      "ASML",
      "TTWO",
      "PEP",
      "NXPI",
      "XEL",
      "AMD",
      "NTAP",
      "VRSN",
      "LULU",
      "WLTW",
      "UAL",
  ]
  
  # SP 500 constituents at 2019
  SP_500_TICKER = [
      "A",
      "AAL",
      "AAP",
      "AAPL",
      "ABBV",
      "ABC",
      "ABMD",
      "ABT",
      "ACN",
      "ADBE",
      "ADI",
      "ADM",
      "ADP",
      "ADS",
      "ADSK",
      "AEE",
      "AEP",
      "AES",
      "AFL",
      "AGN",
      "AIG",
      "AIV",
      "AIZ",
      "AJG",
      "AKAM",
      "ALB",
      "ALGN",
      "ALK",
      "ALL",
      "ALLE",
      "ALXN",
      "AMAT",
      "AMCR",
      "AMD",
      "AME",
      "AMG",
      "AMGN",
      "AMP",
      "AMT",
      "AMZN",
      "ANET",
      "ANSS",
      "ANTM",
      "AON",
      "AOS",
      "APA",
      "APD",
      "APH",
      "APTV",
      "ARE",
      "ARNC",
      "ATO",
      "ATVI",
      "AVB",
      "AVGO",
      "AVY",
      "AWK",
      "AXP",
      "AZO",
      "BA",
      "BAC",
      "BAX",
      "BBT",
      "BBY",
      "BDX",
      "BEN",
      "BF.B",
      "BHGE",
      "BIIB",
      "BK",
      "BKNG",
      "BLK",
      "BLL",
      "BMY",
      "BR",
      "BRK.B",
      "BSX",
      "BWA",
      "BXP",
      "C",
      "CAG",
      "CAH",
      "CAT",
      "CB",
      "CBOE",
      "CBRE",
      "CBS",
      "CCI",
      "CCL",
      "CDNS",
      "CE",
      "CELG",
      "CERN",
      "CF",
      "CFG",
      "CHD",
      "CHRW",
      "CHTR",
      "CI",
      "CINF",
      "CL",
      "CLX",
      "CMA",
      "CMCSA",
      "CME",
      "CMG",
      "CMI",
      "CMS",
      "CNC",
      "CNP",
      "COF",
      "COG",
      "COO",
      "COP",
      "COST",
      "COTY",
      "CPB",
      "CPRI",
      "CPRT",
      "CRM",
      "CSCO",
      "CSX",
      "CTAS",
      "CTL",
      "CTSH",
      "CTVA",
      "CTXS",
      "CVS",
      "CVX",
      "CXO",
      "D",
      "DAL",
      "DD",
      "DE",
      "DFS",
      "DG",
      "DGX",
      "DHI",
      "DHR",
      "DIS",
      "DISCK",
      "DISH",
      "DLR",
      "DLTR",
      "DOV",
      "DOW",
      "DRE",
      "DRI",
      "DTE",
      "DUK",
      "DVA",
      "DVN",
      "DXC",
      "EA",
      "EBAY",
      "ECL",
      "ED",
      "EFX",
      "EIX",
      "EL",
      "EMN",
      "EMR",
      "EOG",
      "EQIX",
      "EQR",
      "ES",
      "ESS",
      "ETFC",
      "ETN",
      "ETR",
      "EVRG",
      "EW",
      "EXC",
      "EXPD",
      "EXPE",
      "EXR",
      "F",
      "FANG",
      "FAST",
      "FB",
      "FBHS",
      "FCX",
      "FDX",
      "FE",
      "FFIV",
      "FIS",
      "FISV",
      "FITB",
      "FLIR",
      "FLS",
      "FLT",
      "FMC",
      "FOXA",
      "FRC",
      "FRT",
      "FTI",
      "FTNT",
      "FTV",
      "GD",
      "GE",
      "GILD",
      "GIS",
      "GL",
      "GLW",
      "GM",
      "GOOG",
      "GPC",
      "GPN",
      "GPS",
      "GRMN",
      "GS",
      "GWW",
      "HAL",
      "HAS",
      "HBAN",
      "HBI",
      "HCA",
      "HCP",
      "HD",
      "HES",
      "HFC",
      "HIG",
      "HII",
      "HLT",
      "HOG",
      "HOLX",
      "HON",
      "HP",
      "HPE",
      "HPQ",
      "HRB",
      "HRL",
      "HSIC",
      "HST",
      "HSY",
      "HUM",
      "IBM",
      "ICE",
      "IDXX",
      "IEX",
      "IFF",
      "ILMN",
      "INCY",
      "INFO",
      "INTC",
      "INTU",
      "IP",
      "IPG",
      "IPGP",
      "IQV",
      "IR",
      "IRM",
      "ISRG",
      "IT",
      "ITW",
      "IVZ",
      "JBHT",
      "JCI",
      "JEC",
      "JEF",
      "JKHY",
      "JNJ",
      "JNPR",
      "JPM",
      "JWN",
      "K",
      "KEY",
      "KEYS",
      "KHC",
      "KIM",
      "KLAC",
      "KMB",
      "KMI",
      "KMX",
      "KO",
      "KR",
      "KSS",
      "KSU",
      "L",
      "LB",
      "LDOS",
      "LEG",
      "LEN",
      "LH",
      "LHX",
      "LIN",
      "LKQ",
      "LLY",
      "LMT",
      "LNC",
      "LNT",
      "LOW",
      "LRCX",
      "LUV",
      "LW",
      "LYB",
      "M",
      "MA",
      "MAA",
      "MAC",
      "MAR",
      "MAS",
      "MCD",
      "MCHP",
      "MCK",
      "MCO",
      "MDLZ",
      "MDT",
      "MET",
      "MGM",
      "MHK",
      "MKC",
      "MKTX",
      "MLM",
      "MMC",
      "MMM",
      "MNST",
      "MO",
      "MOS",
      "MPC",
      "MRK",
      "MRO",
      "MS",
      "MSCI",
      "MSFT",
      "MSI",
      "MTB",
      "MTD",
      "MU",
      "MXIM",
      "MYL",
      "NBL",
      "NCLH",
      "NDAQ",
      "NEE",
      "NEM",
      "NFLX",
      "NI",
      "NKE",
      "NKTR",
      "NLSN",
      "NOC",
      "NOV",
      "NRG",
      "NSC",
      "NTAP",
      "NTRS",
      "NUE",
      "NVDA",
      "NWL",
      "NWS",
      "O",
      "OI",
      "OKE",
      "OMC",
      "ORCL",
      "ORLY",
      "OXY",
      "PAYX",
      "PBCT",
      "PCAR",
      "PEG",
      "PEP",
      "PFE",
      "PFG",
      "PG",
      "PGR",
      "PH",
      "PHM",
      "PKG",
      "PKI",
      "PLD",
      "PM",
      "PNC",
      "PNR",
      "PNW",
      "PPG",
      "PPL",
      "PRGO",
      "PRU",
      "PSA",
      "PSX",
      "PVH",
      "PWR",
      "PXD",
      "PYPL",
      "QCOM",
      "QRVO",
      "RCL",
      "RE",
      "REG",
      "REGN",
      "RF",
      "RHI",
      "RJF",
      "RL",
      "RMD",
      "ROK",
      "ROL",
      "ROP",
      "ROST",
      "RSG",
      "RTN",
      "SBAC",
      "SBUX",
      "SCHW",
      "SEE",
      "SHW",
      "SIVB",
      "SJM",
      "SLB",
      "SLG",
      "SNA",
      "SNPS",
      "SO",
      "SPG",
      "SPGI",
      "SRE",
      "STI",
      "STT",
      "STX",
      "STZ",
      "SWK",
      "SWKS",
      "SYF",
      "SYK",
      "SYMC",
      "SYY",
      "T",
      "TAP",
      "TDG",
      "TEL",
      "TFX",
      "TGT",
      "TIF",
      "TJX",
      "TMO",
      "TMUS",
      "TPR",
      "TRIP",
      "TROW",
      "TRV",
      "TSCO",
      "TSN",
      "TSS",
      "TTWO",
      "TWTR",
      "TXN",
      "TXT",
      "UA",
      "UAL",
      "UDR",
      "UHS",
      "ULTA",
      "UNH",
      "UNM",
      "UNP",
      "UPS",
      "URI",
      "USB",
      "UTX",
      "V",
      "VAR",
      "VFC",
      "VIAB",
      "VLO",
      "VMC",
      "VNO",
      "VRSK",
      "VRSN",
      "VRTX",
      "VTR",
      "VZ",
      "WAB",
      "WAT",
      "WBA",
      "WCG",
      "WDC",
      "WEC",
      "WELL",
      "WFC",
      "WHR",
      "WLTW",
      "WM",
      "WMB",
      "WMT",
      "WRK",
      "WU",
      "WY",
      "WYNN",
      "XEC",
      "XEL",
      "XLNX",
      "XOM",
      "XRAY",
      "XRX",
      "XYL",
      "YUM",
      "ZBH",
      "ZION",
      "ZTS",
  ]
  
  # Hang Seng Index constituents at 2019/01
  HSI_50_TICKER = [
      "0011.HK",
      "0005.HK",
      "0012.HK",
      "0006.HK",
      "0003.HK",
      "0016.HK",
      "0019.HK",
      "0002.HK",
      "0001.HK",
      "0267.HK",
      "0101.HK",
      "0941.HK",
      "0762.HK",
      "0066.HK",
      "0883.HK",
      "2388.HK",
      "0017.HK",
      "0083.HK",
      "0939.HK",
      "0388.HK",
      "0386.HK",
      "3988.HK",
      "2628.HK",
      "1398.HK",
      "2318.HK",
      "3328.HK",
      "0688.HK",
      "0857.HK",
      "1088.HK",
      "0700.HK",
      "0836.HK",
      "1109.HK",
      "1044.HK",
      "1299.HK",
      "0151.HK",
      "1928.HK",
      "0027.HK",
      "2319.HK",
      "0823.HK",
      "1113.HK",
      "1038.HK",
      "2018.HK",
      "0175.HK",
      "0288.HK",
      "1997.HK",
      "2007.HK",
      "2382.HK",
      "1093.HK",
      "1177.HK",
      "2313.HK",
  ]
  
  # www.csindex.com.cn, for SSE and CSI adjustments
  # SSE 50 Index constituents at 2019
  SSE_50_TICKER = [
      "600000.SS",
      "600036.SS",
      "600104.SS",
      "600030.SS",
      "601628.SS",
      "601166.SS",
      "601318.SS",
      "601328.SS",
      "601088.SS",
      "601857.SS",
      "601601.SS",
      "601668.SS",
      "601288.SS",
      "601818.SS",
      "601989.SS",
      "601398.SS",
      "600048.SS",
      "600028.SS",
      "600050.SS",
      "600519.SS",
      "600016.SS",
      "600887.SS",
      "601688.SS",
      "601186.SS",
      "601988.SS",
      "601211.SS",
      "601336.SS",
      "600309.SS",
      "603993.SS",
      "600690.SS",
      "600276.SS",
      "600703.SS",
      "600585.SS",
      "603259.SS",
      "601888.SS",
      "601138.SS",
      "600196.SS",
      "601766.SS",
      "600340.SS",
      "601390.SS",
      "601939.SS",
      "601111.SS",
      "600029.SS",
      "600019.SS",
      "601229.SS",
      "601800.SS",
      "600547.SS",
      "601006.SS",
      "601360.SS",
      "600606.SS",
      "601319.SS",
      "600837.SS",
      "600031.SS",
      "601066.SS",
      "600009.SS",
      "601236.SS",
      "601012.SS",
      "600745.SS",
      "600588.SS",
      "601658.SS",
      "601816.SS",
      "603160.SS",
  ]
  
  # CSI 300 Index constituents at 2019
  CSI_300_TICKER = [
      "600000.SS",
      "600004.SS",
      "600009.SS",
      "600010.SS",
      "600011.SS",
      "600015.SS",
      "600016.SS",
      "600018.SS",
      "600019.SS",
      "600025.SS",
      "600027.SS",
      "600028.SS",
      "600029.SS",
      "600030.SS",
      "600031.SS",
      "600036.SS",
      "600038.SS",
      "600048.SS",
      "600050.SS",
      "600061.SS",
      "600066.SS",
      "600068.SS",
      "600085.SS",
      "600089.SS",
      "600104.SS",
      "600109.SS",
      "600111.SS",
      "600115.SS",
      "600118.SS",
      "600170.SS",
      "600176.SS",
      "600177.SS",
      "600183.SS",
      "600188.SS",
      "600196.SS",
      "600208.SS",
      "600219.SS",
      "600221.SS",
      "600233.SS",
      "600271.SS",
      "600276.SS",
      "600297.SS",
      "600299.SS",
      "600309.SS",
      "600332.SS",
      "600340.SS",
      "600346.SS",
      "600352.SS",
      "600362.SS",
      "600369.SS",
      "600372.SS",
      "600383.SS",
      "600390.SS",
      "600398.SS",
      "600406.SS",
      "600436.SS",
      "600438.SS",
      "600482.SS",
      "600487.SS",
      "600489.SS",
      "600498.SS",
      "600516.SS",
      "600519.SS",
      "600522.SS",
      "600547.SS",
      "600570.SS",
      "600583.SS",
      "600585.SS",
      "600588.SS",
      "600606.SS",
      "600637.SS",
      "600655.SS",
      "600660.SS",
      "600674.SS",
      "600690.SS",
      "600703.SS",
      "600705.SS",
      "600741.SS",
      "600745.SS",
      "600760.SS",
      "600795.SS",
      "600809.SS",
      "600837.SS",
      "600848.SS",
      "600867.SS",
      "600886.SS",
      "600887.SS",
      "600893.SS",
      "600900.SS",
      "600919.SS",
      "600926.SS",
      "600928.SS",
      "600958.SS",
      "600968.SS",
      "600977.SS",
      "600989.SS",
      "600998.SS",
      "600999.SS",
      "601006.SS",
      "601009.SS",
      "601012.SS",
      "601018.SS",
      "601021.SS",
      "601066.SS",
      "601077.SS",
      "601088.SS",
      "601100.SS",
      "601108.SS",
      "601111.SS",
      "601117.SS",
      "601138.SS",
      "601155.SS",
      "601162.SS",
      "601166.SS",
      "601169.SS",
      "601186.SS",
      "601198.SS",
      "601211.SS",
      "601212.SS",
      "601216.SS",
      "601225.SS",
      "601229.SS",
      "601231.SS",
      "601236.SS",
      "601238.SS",
      "601288.SS",
      "601298.SS",
      "601318.SS",
      "601319.SS",
      "601328.SS",
      "601336.SS",
      "601360.SS",
      "601377.SS",
      "601390.SS",
      "601398.SS",
      "601555.SS",
      "601577.SS",
      "601600.SS",
      "601601.SS",
      "601607.SS",
      "601618.SS",
      "601628.SS",
      "601633.SS",
      "601658.SS",
      "601668.SS",
      "601669.SS",
      "601688.SS",
      "601698.SS",
      "601727.SS",
      "601766.SS",
      "601788.SS",
      "601800.SS",
      "601808.SS",
      "601816.SS",
      "601818.SS",
      "601828.SS",
      "601838.SS",
      "601857.SS",
      "601877.SS",
      "601878.SS",
      "601881.SS",
      "601888.SS",
      "601898.SS",
      "601899.SS",
      "601901.SS",
      "601916.SS",
      "601919.SS",
      "601933.SS",
      "601939.SS",
      "601985.SS",
      "601988.SS",
      "601989.SS",
      "601992.SS",
      "601997.SS",
      "601998.SS",
      "603019.SS",
      "603156.SS",
      "603160.SS",
      "603259.SS",
      "603260.SS",
      "603288.SS",
      "603369.SS",
      "603501.SS",
      "603658.SS",
      "603799.SS",
      "603833.SS",
      "603899.SS",
      "603986.SS",
      "603993.SS",
      "000001.SZ",
      "000002.SZ",
      "000063.SZ",
      "000066.SZ",
      "000069.SZ",
      "000100.SZ",
      "000157.SZ",
      "000166.SZ",
      "000333.SZ",
      "000338.SZ",
      "000425.SZ",
      "000538.SZ",
      "000568.SZ",
      "000596.SZ",
      "000625.SZ",
      "000627.SZ",
      "000651.SZ",
      "000656.SZ",
      "000661.SZ",
      "000671.SZ",
      "000703.SZ",
      "000708.SZ",
      "000709.SZ",
      "000723.SZ",
      "000725.SZ",
      "000728.SZ",
      "000768.SZ",
      "000776.SZ",
      "000783.SZ",
      "000786.SZ",
      "000858.SZ",
      "000860.SZ",
      "000876.SZ",
      "000895.SZ",
      "000938.SZ",
      "000961.SZ",
      "000963.SZ",
      "000977.SZ",
      "001979.SZ",
      "002001.SZ",
      "002007.SZ",
      "002008.SZ",
      "002024.SZ",
      "002027.SZ",
      "002032.SZ",
      "002044.SZ",
      "002050.SZ",
      "002120.SZ",
      "002129.SZ",
      "002142.SZ",
      "002146.SZ",
      "002153.SZ",
      "002157.SZ",
      "002179.SZ",
      "002202.SZ",
      "002230.SZ",
      "002236.SZ",
      "002241.SZ",
      "002252.SZ",
      "002271.SZ",
      "002304.SZ",
      "002311.SZ",
      "002352.SZ",
      "002371.SZ",
      "002410.SZ",
      "002415.SZ",
      "002422.SZ",
      "002456.SZ",
      "002460.SZ",
      "002463.SZ",
      "002466.SZ",
      "002468.SZ",
      "002475.SZ",
      "002493.SZ",
      "002508.SZ",
      "002555.SZ",
      "002558.SZ",
      "002594.SZ",
      "002601.SZ",
      "002602.SZ",
      "002607.SZ",
      "002624.SZ",
      "002673.SZ",
      "002714.SZ",
      "002736.SZ",
      "002739.SZ",
      "002773.SZ",
      "002841.SZ",
      "002916.SZ",
      "002938.SZ",
      "002939.SZ",
      "002945.SZ",
      "002958.SZ",
      "003816.SZ",
      "300003.SZ",
      "300014.SZ",
      "300015.SZ",
      "300033.SZ",
      "300059.SZ",
      "300122.SZ",
      "300124.SZ",
      "300136.SZ",
      "300142.SZ",
      "300144.SZ",
      "300347.SZ",
      "300408.SZ",
      "300413.SZ",
      "300433.SZ",
      "300498.SZ",
      "300601.SZ",
      "300628.SZ",
  ]
  
  # Check https://www.bnains.org/archives/histocac/compocac.php for CAC 40 constituents
  # CAC 40 constituents at 2019/01
  CAC_40_TICKER = [
      "AC.PA",
      "AI.PA",
      "AIR.PA",
      "MT.AS",
      "ATO.PA",
      "CS.PA",
      "BNP.PA",
      "EN.PA",
      "CAP.PA",
      "CA.PA",
      "ACA.PA",
      "BN.PA",
      "DSY.PA",
      "ENGI.PA",
      "EL.PA",
      "RMS.PA",
      "KER.PA",
      "OR.PA",
      "LR.PA",
      "MC.PA",
      "ML.PA",
      "ORA.PA",
      "RI.PA",
      "PUGOY",
      "PUB.PA",
      "RNO.PA",
      "SAF.PA",
      "SGO.PA",
      "SAN.PA",
      "SU.PA",
      "GLE.PA",
      "SW.PA",
      "STM.PA",
      "FTI.PA",
      "FP.PA",
      "URW.AS",
      "FR.PA",
      "VIE.PA",
      "DG.PA",
      "VIV.PA",
  ]
  
  # DAX 30 constituents at 2021/02
  DAX_30_TICKER = [
  	"DHER.DE", 
  	"RWE.DE", 
  	"FRE.DE",
  	"MTX.DE",
  	"MRK.DE", 
  	"LIN.DE", 
  	"ALV.DE", 
  	"VNA.DE", 
  	"EOAN.DE", 
  	"HEN3.DE", 
  	"DAI.DE", 
  	"DB1.DE", 
  	"DPW.DE", 
  	"DWNI.DE", 
  	"BMW.DE", 
  	"DTE.DE", 
  	"VOW3.DE", 
  	"MUV2.DE", 
  	"1COV.DE", 
  	"SAP.DE", 
  	"FME.DE", 
  	"BAS.DE", 
  	"BAYN.DE", 
  	"BEI.DE", 
  	"CON.DE", 
  	"SIE.DE", 
  	"ADS.DE", 
  	"HEI.DE", 
  	"DBK.DE", 
  	"IFX.DE"
  ]
  
  # TecDAX constituents at 2021/02
  TECDAX_TICKER = [
  	'ADV.DE',
  	'AFX.DE',
  	'AM3D.DE',
  	'BC8.DE',
  	'COK.DE',
  	'DLG.DE',
  	'DRI.DE',
  	'DRW3.DE',
  	'EVT.DE',
  	'FNTN.DE',
  	'GFT.DE',
  	'JEN.DE',
  	'MDG1.DE',
  	'MOR.DE',
  	'NDX1.DE',
  	'NEM.DE',
  	'O2D.DE',
  	'PFV.DE',
  	'QIA.DE',
  	'RIB.DE',
  	'S92.DE',
  	'SANT.DE',
  	'SOW.DE',
  	'SRT3.DE',
  	'UTDI.DE',
  	'WAF.DE',
  	'WDI.DE'
  ]
  
  # MDAX 50 constituents at 2021/02
  MDAX_50_TICKER = [
  	'1COV.DE',
  	 'AIR.DE',
  	 'AOX.DE',
  	 'ARL.DE',
  	 'BNR.DE',
  	 'BOSS.DE',
  	 'DEQ.DE',
  	 'DUE.DE',
  	 'DWNI.DE',
  	 'EVD.DE',
  	 'EVK.DE',
  	 'FIE.DE',
  	 'FPE3.DE',
  	 'FRA.DE',
  	 'G1A.DE',
  	 'GBF.DE',
  	 'GXI.DE',
  	 'HLE.DE',
  	 'HNR1.DE',
  	 'HOT.DE',
  	 'JUN3.DE',
  	 'KGX.DE',
  	 'KRN.DE',
  	 'LEG.DE',
  	 'LEO.DE',
  	 'LXS.DE',
  	 'MTX.DE',
  	 'NDA.DE',
  	 'NOEJ.DE',
  	 'OSR.DE',
  	 'PBB.DE',
  	 'RAA.DE',
  	 'RHM.DE',
  	 'RRTL.DE',
  	 'SAX.DE',
  	 'SDF.DE',
  	 'SHA.DE',
  	 'SNH.DE',
  	 'SY1.DE',
  	 'SZG.DE',
  	 'SZU.DE',
  	 'TEG.DE',
  	 'TLX.DE',
  	 'UN01.DE',
  	 'WCH.DE',
  	 'ZAL.DE'
  ]
  
  # SDAX 50 constituents at 2021/02
  SDAX_50_TICKER = [
  	'AAD.DE',
  	 'ACX.DE',
  	 'ADJ.DE',
  	 'ADL.DE',
  	 'BDT.DE',
  	 'BIO3.DE',
  	 'BVB.DE',
  	 'BYW6.DE',
  	 'CWC.DE',
  	 'DBAN.DE',
  	 'DEZ.DE',
  	 'DIC.DE',
  	 'G24.DE',
  	 'GIL.DE',
  	 'GLJ.DE',
  	 'GMM.DE',
  	 'HBH.DE',
  	 'HDD.DE',
  	 'HHFA.DE',
  	 'HLAG.DE',
  	 'HYQ.DE',
  	 'INH.DE',
  	 'KCO.DE',
  	 'KWS.DE',
  	 'PUM.DE',
  	 'RHK.DE',
  	 'SFQ.DE',
  	 'SGL.DE',
  	 'SIX2.DE',
  	 'SKB.DE',
  	 'STM.DE',
  	 'TC1.DE',
  	 'TLG.DE',
  	 'TTK.DE',
  	 'VOS.DE',
  	 'WAC.DE',
  	 'WCMK.DE',
  	 'WSU.DE',
  	 'WUW.DE',
  	 'ZIL2.DE',
  	 'ZO1.DE'
  ]
  
  ############## Stock Ticker Setup ends ##############
  
  ###Jan 20,2020, added by YuQing Huang###################
  ################FX Ticker Setup Start###################
  FX_TICKER = ["AUDCAD=X",
              "AUDCHF=X",
              "AUDJPY=X",
              "AUDNZD=X",
              "AUDSGD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "AUDUSD=X",
              "CADCHF=X",
              "CADHKD=X",
              "CADJPY=X",
              "CHFJPY=X",
              "CHFSGD=X",
              "EURAUD=X",
              "EURCAD=X",
              "EURCHF=X",
              "EURCHF=X",
              "EURCHF=X",
              "EURCZK=X",
              "EURGBP=X",
              "EURHKD=X",
              "EURHUF=X",
              "EURJPY=X",
              "EURNOK=X",
              "EURNZD=X",
              "EURPLN=X",
              "EURRUB=X",
              "EURSEK=X",
              "EURSGD=X",
              "EURTRY=X",
              "EURTRY=X",
              "EURUSD=X",
              "GBPAUD=X",
              "GBPAUD=X",
              "GBPAUD=X",
              "GBPCAD=X",
              "GBPCHF=X",
              "GBPJPY=X",
              "GBPNZD=X",
              "GBPUSD=X",
              "HKDJPY=X",
              "NZDCAD=X",
              "NZDCHF=X",
              "NZDJPY=X",
              "NZDUSD=X",
              "SGDJPY=X",
              "TRYJPY=X",
              "USDCAD=X",
              "USDCHF=X",
              "USDCNH=X",
              "USDCZK=X",
              "USDHKD=X",
              "USDHUF=X",
              "USDILS=X",
              "USDJPY=X",
              "USDMXN=X",
              "USDNOK=X",
              "USDPLN=X",
              "USDRON=X",
              "USDRUB=X",
              "USDSEK=X",
              "USDSGD=X",
              "USDTHB=X",
              "USDTRY=X",
              "USDZAR=X",
              "XAGUSD=X",
              "XAUUSD=X",
              "ZARJPY=X",
              "EURDKK=X"
  ]
  ################FX Ticker Setup End###################
  
  # LQ45 constituents at 2021/10
  LQ45_TICKER = [
  		"ACES.JK",
  		"ADRO.JK",
  		"AKRA.JK",
  		"ANTM.JK",
  		"ASII.JK",
  		"BBCA.JK",
  		"BBNI.JK",
  		"BBRI.JK",
  		"BBTN.JK",
  		"BMRI.JK",
  		"BRPT.JK",
  		"BSDE.JK",
  		"CPIN.JK",
  		"ERAA.JK",
  		"EXCL.JK",
  		"GGRM.JK",
  		"HMSP.JK",
  		"ICBP.JK",
  		"INCO.JK",
  		"INDF.JK",
  		"INKP.JK",
  		"INTP.JK",
  		"ITMG.JK",
  		"JPFA.JK",
  		"JSMR.JK",
  		"KLBF.JK",
  		"MDKA.JK",
  		"MEDC.JK",
  		"MIKA.JK",
  		"MNCN.JK",
  		"PGAS.JK",
  		"PTBA.JK",
  		"PTPP.JK",
  		"PWON.JK",
  		"SMGR.JK",
  		"SMRA.JK",
  		"TBIG.JK",
  		"TINS.JK",
  		"TKIM.JK",
  		"TLKM.JK",
  		"TOWR.JK",
  		"TPIA.JK",
  		"UNTR.JK",
  		"UNVR.JK",
  		"WIKA.JK"
  ]
  