Python array of top 140 ETFs

Discussion in 'App Development' started by MoneyMatthew, Feb 17, 2020.

  1. I just started using Quantopian. It is too bad that they don't have an easier way to get lists of symbols. I wanted to share a Python array of the top 140 ETFs in-terms of volume to save you some time. Here you go, enjoy....

    Code:
    stockz=["EEM", "SPY", "GDX", "XLF", "XOP", "AMLP", "FXI", "QQQ", "EWZ", "EFA", "USO", "HYG", "IAU", "IWM", "XLE", "XLU", "IEMG", "GDXJ", "SLV", "VWO", "XLP", "XLI", "OIH", "LQD", "XLK", "VEA", "TLT", "IEFA", "XLV", "EWJ", "GLD", "IYR", "BKLN", "EWH", "ASHR", "XLB", "RSX", "JNK", "KRE", "XBI", "AGG", "VNQ", "GOVT", "UNG", "IVV", "XLY", "EWT", "PFF", "XLRE", "MCHI", "INDA", "BND", "USMV", "EZU", "SMH", "XRT", "EWY", "IEF", "SPLV", "XLC", "IJR", "VIXY", "EWG", "EWW", "VTI", "VGK", "IBB", "PGX", "VOO", "EMB", "SCHF", "VEU", "SJNK", "EMLC", "XME", "DIA", "EWA", "VCSH", "JPST", "MLPA", "VCIT", "ITB", "ACWI", "KWEB", "EWC", "EWU", "BNDX", "SHY", "VT", "IWD", "VXUS", "MBB", "ACWX", "XHB", "BSV", "SHV", "FEZ", "IWF", "IGSB", "SPYV", "ITOT", "FPE", "FVD", "SHYG", "VYM", "BBJP", "DGRO", "KBE", "VTV", "SPAB", "SPIB", "IWR", "DBC", "BIL", "SPSB", "FLOT", "GLDM", "VIG", "XES", "SCHE", "TIP", "PDBC", "SPYG", "MINT", "SCZ", "SPDW", "PCY", "USHY", "IXUS", "NEAR", "EPI", "SPLG", "HYLB", "AAXJ", "SPEM", "VMBS", "BIV", "QUAL", "ILF", "EWP"]
     
  2. jharmon

    jharmon

    Dollar volume probably somewhat better - the lower-priced ETFs weighting would be distorted.
     
  3. Here is another list, this time it is a mix of US equities and ETFs. I can't remember what the filter is, I think it is minimum daily volume of 200K or 400K shares traded. I will put it into Python array format in a few minutes...
    Code:
    A,Agilent Technologies,
    AA,Alcoa Corp,
    AAN,Aaron's Inc,
    AAP,Advance Auto Parts Inc,
    ABB,Abb Ltd,
    ABBV,Abbvie Inc,
    ABC,Amerisourcebergen Corp,
    ABT,Abbott Laboratories,
    ACC,American Campus Communities Inc,
    ACM,Aecom Technology Corp,
    ACN,Accenture Plc,
    ADM,Archer Daniels Midland Company,
    ADNT,Adient Plc,
    ADS,Alliance Data Systems Corp,
    ADSW,Advanced Disposal Services Inc,
    AEE,Ameren Corp,
    AEL,American Equity Investment Life,
    AEM,Agnico-Eagle Mines Ltd,
    AEO,American Eagle Outfitters,
    AEP,American Electric Power Company,
    AER,Aercap Holdings N.V.,
    AES,The Aes Corp,
    AFL,Aflac Incorporated,
    AGCO,Agco Corp,
    AGN,Allergan Plc,
    AGO,Assured Guaranty Ltd,
    AGR,Avangrid Inc,
    AIG,American International Group,
    AIV,Apartment Investment and Management,
    AIZ,Assurant Inc,
    AJG,Arthur J. Gallagher & CO,
    AJRD,Aerojet Rocketdyne Holdings,
    AL,Air Lease Corporation Class A C,
    ALB,Albemarle Corp,
    ALK,Alaska Air Group,
    ALL,Allstate Corp,
    ALLE,Allegion Plc Ordinary Shares Wh,
    ALLY,Ally Financial,
    ALSN,Allison Transmission Holdings,
    ALV,Autoliv Inc,
    AME,Amtek Inc,
    AMG,Affiliated Managers Group,
    AMH,American Homes 4 Rent,
    AMP,Ameriprise Financial Services,
    AMT,American Tower Corp,
    AN,Autonation Inc,
    ANET,Arista Networks Inc,
    ANTM,Anthem Inc,
    AON,AON Plc,
    AOS,Smith [A.O.] Corp,
    APA,Apache Corp,
    APD,Air Products and Chemicals,
    APH,Amphenol Corp,
    APLE,Apple Hospitality REIT Inc,
    APO,Apollo Global Management Llc C,
    APTV,Aptiv Plc,
    APY,Apergy Corp,
    AQUA,Evoqua Water Technologies Corp,
    ARE,Alexandria Real Estate Equities,
    ARI,Apollo Commercial Real Estate,
    ARMK,Aramark Holdings Corp,
    ARNC,Arconic Inc,
    ARR,Armour Residential R,
    ARW,Arrow Electronics,
    ASB,Associated Banc-Corp,
    ASH,Ashland Global Holdings Inc,
    ATGE,Adtalem Global Education Inc,
    ATH,Athene Holding Ltd,
    ATHM,Autohome Inc,
    ATI,Allegheny Technologies Inc,
    ATO,Atmos Energy Corp,
    ATUS,Altice USA Inc Class A,
    AU,Anglogold Ashanti Ltd,
    AVB,Avalonbay Communities,
    AVLR,Avalara Inc,
    AVY,Avery Dennison Corp,
    AWK,American Water Works,
    AXP,American Express Company,
    AXS,Axis Capital Holdings,
    AXTA,Axalta Coating Systems Ltd,
    AYX,Alteryx Inc,
    AZN,Astrazeneca Plc,
    BA,Boeing Company,
    BABA,Alibaba Group Holding,
    BAC,Bank of America Corp,
    BAH,Booz Allen Hamilton Holding Corp,
    BAM,Brookfield Asset Management Inc,
    BAX,Baxter International Inc,
    BBL,Bhp Billiton Plc,
    BBT,BB&T Corp,
    BBY,Best Buy CO,
    BC,Brunswick Corp,
    BCE,BCE Inc,
    BDC,Belden Inc,
    BDX,Becton Dickinson and Company,
    BEN,Franklin Resources,
    BERY,Berry Global Group,
    BG,Bunge Ltd,
    BGS,B&G Foods Holdings,
    BHC,Bausch Health Companies Inc,
    BHGE,Baker Hughes A Ge Co. Cl. A,
    BHP,Bhp Billiton Ltd,
    BHVN,Biohaven Pharmaceutical Holding Company Ltd,
    BID,Sotheby's Holdings,
    BIG,Big Lots,
    BIP,Brookfield Infrastructure Partners LP,
    BJ,Bj's Wholesale Club Holdings Inc,
    BK,Bank of New York Mellon Corp,
    BKE,Buckle Inc,
    BKI,Black Knight Inc,
    BKU,BankUnited Inc,
    BLK,Blackrock,
    BLL,Ball Corp,
    BMA,Banco Macro S.A.,
    BMY,Bristol-Myers Squibb Company,
    BNS,Bank of Nova Scotia,
    BOOT,Boot Barn Holdings Inc,
    BP,BP Plc,
    BPL,Buckeye Partners LP,
    BR,Broadridge Financial Solutions Llc,
    BRO,Brown & Brown,
    BRX,Brixmor Property Group Inc,
    BSX,Boston Scientific Corp,
    BTI,British American Tobacco Industries,
    BTU,Peabody Energy Corp,
    BUD,Anheuser-Busch Inbev S.A.,
    BURL,Burlington Stores Inc,
    BVN,Compania Mina Buenaventura S.A.,
    BWA,Borgwarner Inc,
    BWXT,Bwx Technologies Inc,
    BX,The Blackstone Group LP,
    BXMT,Blackstone Mortgage Trust Inc Cl A,
    BXP,Boston Properties,
    BYD,Boyd Gaming Corp,
    C,Citigroup Inc,
    CADE,Cadence Bancorporation Class A,
    CAG,Conagra Brands Inc,
    CAH,Cardinal Health,
    CAL,Caleres Inc,
    CAT,Caterpillar Inc,
    CB,Chubb Ltd,
    CBRE,CBRE Group Inc,
    CBS,CBS Corp,
    CBT,Cabot Corp,
    CCEP,Coca Cola European Partners,
    CCI,Crown Castle International Corp,
    CCK,Crown Cork & Seal Company,
    CCL,Carnival Corp,
    CDAY,Ceridian Hcm Holding Inc,
    CE,Celanese Corp,
    CEIX,Consol Energy Inc,
    CF,Cf Industries Holdings,
    CFG,Citizens Financial Group Inc/Ri,
    CFX,Colfax Corp,
    CGC,Canopy Growth Corp,
    CHD,Church & Dwight Company,
    CHGG,Chegg Inc,
    CHL,China Mobile [Hong Kong] Ltd,
    CI,Cigna Corp,
    CIEN,Ciena Corp,
    CIM,Chimera Investment Corp,
    CIT,Cit Group Inc [Del],
    CL,Colgate-Palmolive Company,
    CLB,Core Laboratories N.V.,
    CLGX,Corelogic,
    CLH,Clean Harbors,
    CLI,Mack-Cali Realty Corp,
    CLR,Continental Resources,
    CLX,Clorox Company,
    CMA,Comerica Inc,
    CMC,Commercial Metals Company,
    CMG,Chipotle Mexican Grill,
    CMI,Cummins Inc,
    CMS,Cms Energy Corp,
    CNC,Centene Corp,
    CNI,Canadian National Railway,
    CNK,Cinemark Holdings Inc,
    CNP,Centerpoint Energy Inc,
    CNQ,Canadian Natural Resources,
    COF,Capital One Financial Corp,
    COG,Cabot Oil & Gas Corp,
    COLD,Americold Realty Trust,
    COP,Conocophillips,
    CPA,Copa Holdings S.A.,
    CPB,Campbell Soup Company,
    CPRI,Capri Holdings Ltd.,
    CPT,Camden Property Trust,
    CRH,CRH Plc,
    CRI,Carter's Inc,
    CRM,Salesforce.com Inc,
    CTB,Cooper Tire & Rubber Company,
    CTLT,Catalent Inc,
    CUBE,Cubesmart,
    CUK,Carnival Plc ADR,
    CUZ,Cousins Properties Inc,
    CVA,Covanta Holding Corp,
    CVI,Cvr Energy Inc,
    CVNA,Carvana Co. Class A,
    CVS,CVS Corp,
    CVX,Chevron Corp,
    CWEN,Clearway Energy Inc. Cl. C,
    CXO,Concho Resources Inc,
    CXW,Corecivic Inc,
    D,Dominion Resources,
    DAL,Delta Air Lines Inc,
    DAR,Darling International Inc,
    DCI,Donaldson Company,
    DCP,Dcp Midstream LP,
    DDS,Dillard's,
    DE,Deere & Company,
    DEA,Easterly Government Properties,
    DECK,Deckers Outdoor Corp,
    DEI,Douglas Emmett,
    DELL,Dell Technologies Inc.,
    DFS,Discover Financial Services,
    DG,Dollar General Corp,
    DGX,Quest Diagnostics Inc,
    DHI,D.R. Horton,
    DHR,Danaher Corp,
    DIN,Dineequity Inc,
    DIS,Walt Disney Company,
    DK,Delek US Holdings,
    DKS,Dick's Sporting Goods Inc,
    DLB,Dolby Laboratories,
    DLR,Digital Realty Trust,
    DOC,Physicians Realty Trust,
    DOV,Dover Corp,
    DPZ,Domino's Pizza Inc,
    DRE,Duke Realty Corp,
    DRI,Darden Restaurants,
    DSL,Doubleline Income Solutions Fun,
    DTE,Dte Energy Company,
    DUK,Duke Energy Corp,
    DVA,Davita Healthcare Partners Inc,
    DVN,Devon Energy Corp,
    DXC,Dxc Technology Company,
    DY,Dycom Industries,
    EAT,Brinker International,
    EB,Eventbrite Inc,
    EC,Ecopetrol S.A.,
    ECL,Ecolab Inc,
    ED,Consolidated Edison Company of New York,
    EDU,New Oriental Education & Technology Group,
    EFX,Equifax Inc,
    EGHT,8X8 Inc,
    EHC,Encompass Health Corp,
    EIX,Edison International,
    EL,Estee Lauder Companies,
    ELAN,Elanco Animal Health Inc,
    ELF,E.L.F. Beauty Inc,
    ELS,Equity Lifestyle Properties,
    ELY,Callaway Golf Company,
    EME,Emcor Group,
    EMN,Eastman Chemical Company,
    EMR,Emerson Electric Company,
    ENB,Enbridge Inc,
    ENR,Energizer Holdings Inc,
    ENV,Envestnet Inc,
    EOG,Eog Resources,
    EPC,Edgewell Personal Care,
    EPD,Enterprise Products Partners LP,
    EPR,Entertainment Properties Trust,
    EPRT,Essential Properties Realty Trust Inc,
    EQC,Equity Commonwealth,
    EQH,Axa Equitable Holdings Inc,
    EQM,Eqm Midstream Partners LP,
    EQNR,Equinor ASA,
    EQR,Equity Residential,
    ERJ,Embraer-Empresa Brasileira DE Aeronautica,
    ES,Eversource Energy,
    ESNT,Essent Group Ltd,
    ESTC,Elastic N.V. Ordinary Shares,
    ETN,Eaton Corp,
    ETR,Entergy Corp,
    EV,Eaton Vance Corp,
    EVRG,Evergy Inc,
    EW,Edwards Lifesciences Corp,
    EXC,Exelon Corp,
    EXP,Eagle Materials Inc,
    EXR,Extra Space Storage Inc,
    FAF,First American Corp,
    FBHS,Fortune Brands Home & Security,
    FDX,Fedex Corp,
    FE,Firstenergy Corp,
    FHN,First Horizon National Corp,
    FII,Federated Investors,
    FIS,Fidelity National Information Services,
    FIX,Comfort Systems USA,
    FL,Footlocker Inc,
    FLO,Flowers Foods,
    FLR,Fluor Corp,
    FLS,Flowserve Corp,
    FLT,Fleetcor Technologies,
    FMC,FMC Corp,
    FND,Floor & Decor Holdings Inc,
    FNF,Fidelity National Financial,
    FNV,Franco Nev Corp,
    FR,First Industrial Realty Trust,
    FRC,First Republic Bank,
    FRT,Federal Realty Investment Trust,
    FSS,Federal Signal Corp,
    FTI,Technipfmc Plc,
    FTS,Fortis Inc,
    FTV,Fortive Corp,
    G,Genpact Ltd,
    GBX,Greenbrier Companies,
    GCO,Genesco Inc,
    GD,General Dynamics Corp,
    GDDY,Godaddy Inc,
    GDI,Gardner Denver Holdings Inc,
    GDOT,Green Dot Corp,
    GEL,Genesis Energy LP,
    GEO,Geo Group Inc,
    GES,Guess Inc,
    GGG,Graco Inc,
    GIL,Gildan Activewear,
    GIS,General Mills,
    GKOS,Glaukos Corp,
    GLOB,Globant S.A.,
    GLW,Corning Inc,
    GM,General Motors Company,
    GMED,Globus Medical Inc,
    GMS,Gms Inc,
    GNL,Global Net Lease Inc,
    GNRC,Generac Holdings Inc,
    GOL,Gol Linhas Aereas Inteligentes S.A.,
    GOLD,Barrick Gold Corp.,
    GOOS,Canada Goose Holdings Inc Subordinate Voting Sh,
    GPC,Genuine Parts Company,
    GPN,Global Payments Inc,
    GPS,Gap Inc,
    GRA,W.R. Grace & Company,
    GRUB,Grubhub Inc,
    GS,Goldman Sachs Group,
    GSK,Glaxosmithkline Plc,
    GTN,Gray Television,
    GVA,Granite Construction Inc,
    GWR,Genesee & Wyoming,
    GWRE,Guidewire Software Inc,
    GWW,W.W. Grainger,
    H,Hyatt Hotels Corp,
    HAL,Halliburton Company,
    HCA,Hca Holdings Inc,
    HCC,Warrior Met Coal Inc,
    HCP,HCP Inc,
    HD,Home Depot,
    HDB,Hdfc Bank Ltd,
    HE,Hawaiian Electric Industries,
    HEI,Heico Corp,
    HES,Hess Corp,
    HFC,Hollyfrontier Corp,
    HGV,Hilton Grand Vacations Inc,
    HI,Hillenbrand Inc,
    HIG,Hartford Financial Services Group,
    HLF,Herbalife Ltd,
    HLT,Hilton Inc,
    HMC,Honda Motor Company,
    HOG,Harley-Davidson Inc,
    HON,Honeywell International Inc,
    HP,Helmerich & Payne,
    HPP,Hudson Pacific Properties,
    HPQ,Hewlett-Packard Company,
    HR,Healthcare Realty Trust Inc,
    HRB,H&R Block,
    HRC,Hill-Rom Holdings Inc,
    HRL,Hormel Foods Corp,
    HSBC,HSBC Holdings Plc,
    HSC,Harsco Corp,
    HST,Host Marriott Financial Trust,
    HSY,Hershey Foods Corp,
    HTA,Healthcare Trust of America I,
    HTH,Hilltop Holdings Inc,
    HUBS,Hubspot Inc,
    HUM,Humana Inc,
    HUN,Huntsman Corp,
    HUYA,Huya Inc,
    HXL,Hexcel Corp,
    I,Intelsat S.A.,
    IBM,International Business Machines,
    ICE,Intercontinental Exchange,
    IEX,Idex Corp,
    IFF,International Flavors & Fragrances,
    INGR,Ingredion Inc,
    INT,World Fuel Services Corp,
    INVH,Invitation Homes Inc,
    IP,International Paper Company,
    IPG,Interpublic Group of Companies,
    IPHI,Inphi Corp,
    IQV,Iqvia Holdings Inc,
    IR,Ingersoll-Rand Plc [Ireland],
    IRM,Iron Mountain Inc,
    IT,Gartner Inc,
    ITT,ITT Inc. Common Stock,
    ITW,Illinois Tool Works Inc,
    IVR,Invesco Mortgage Capital Inc,
    IVZ,Invesco Plc,
    JBGS,Jbg Smith Properties,
    JBL,Jabil Circuit,
    JCI,Johnson Controls Intl,
    JEC,Jacobs Engineering Group Inc,
    JEF,Jefferies Financial Group Inc,
    JHG,Janus Henderson Group Plc,
    JKS,Jinkosolar Holding Company Ltd,
    JNJ,Johnson & Johnson,
    JNPR,Juniper Networks,
    JPM,JP Morgan Chase & CO,
    JWN,Nordstrom,
    K,Kellogg Company,
    KAR,Kar Auction Services Inc,
    KBH,KB Home,
    KBR,KBR Inc,
    KDP,Keurig Dr Pepper Inc,
    KEM,Kemet Corp,
    KEY,Keycorp,
    KEYS,Keysight Technologies Inc Comm,
    KIM,Kimco Realty Corp,
    KKR,KKR & Co. LP,
    KL,Kirkland Lake Gold Ltd,
    KMB,Kimberly-Clark Corp,
    KMI,Kinder Morgan,
    KMT,Kennametal Inc,
    KMX,Carmax Inc,
    KN,Knowles Corp,
    KNX,Knight-Swift Transporation Inc,
    KO,Coca-Cola Company,
    KR,Kroger Company,
    KRC,Kilroy Realty Corp,
    KSS,Kohl's Corp,
    KSU,Kansas City Southern,
    L,Loews Corp,
    LADR,Ladder Capital Corp,
    LAZ,Lazard Ltd,
    LB,L Brands Inc,
    LDOS,Leidos Holdings Inc,
    LEA,Lear Corp,
    LEG,Leggett & Platt Inc,
    LEN,Lennar Corp,
    LH,Laboratory Corporation of America Holdings,
    LIN,Linde Plc,
    LLY,Eli Lilly and Company,
    LM,Legg Mason Inc,
    LMT,Lockheed Martin Corp,
    LNC,Lincoln National Corp,
    LOW,Lowe's Companies,
    LPT,Liberty Property Trust,
    LPX,Louisiana-Pacific Corp,
    LUV,Southwest Airlines Company,
    LVS,Las Vegas Sands,
    LW,Lamb Weston Holdings Inc,
    LYB,Lyondellbasell Industries NV,
    LYV,Live Nation Entertainment,
    MA,Mastercard Inc,
    MAA,Mid-America Apartment Communities,
    MAC,Macerich Company,
    MAS,Masco Corp,
    MCD,McDonald's Corp,
    MCK,Mckesson Corp,
    MCO,Moody's Corp,
    MCRN,Milacron Holdings Corp,
    MD,Mednax Inc,
    MDP,Meredith Corp,
    MDT,Medtronic Inc,
    MDU,Mdu Res Group Inc,
    MET,Metlife Inc,
    MFC,Manulife Financial Corp,
    MGA,Magna International,
    MGM,MGM Resorts International,
    MGP,MGM Growth Properties Llc,
    MHK,Mohawk Industries,
    MIC,Macquarie Infrastructure Company Trust,
    MKC,Mccormick & Company Inc,
    MLM,Martin Marietta Materials,
    MMC,Marsh & Mclennan Companies,
    MMM,3M Company,
    MMP,Magellan Midstream Partners LP,
    MO,Altria Group,
    MOH,Molina Healthcare Inc,
    MOS,Mosaic Company,
    MPC,Marathon Petroleum Corp,
    MPLX,Mplx LP,
    MPW,Medical Properties Trust,
    MRK,Merck & Company,
    MS,Morgan Stanley,
    MSCI,MSCI Inc,
    MSGN,Msg Networks Inc,
    MSI,Motorola Solutions,
    MSM,Msc Industrial Direct Company,
    MTB,M&T Bank Corp,
    MTDR,Matador Resources Company,
    MTH,Meritage Corp,
    MTOR,Meritor Inc,
    MTZ,Mastec Inc,
    MUR,Murphy Oil Corp,
    MUSA,Murphy USA Inc,
    MXL,Maxlinear Inc,
    NAV,Navistar International Corp,
    NBL,Noble Energy Inc,
    NCI,Navigant Consulting,
    NCLH,Norwegian Cruise Ord,
    NCR,NCR Corp,
    NEE,Nextera Energy,
    NEM,Newmont Mining Corp,
    NEWR,New Relic Inc,
    NFG,National Fuel Gas Company,
    NGG,National Grid Transco Plc,
    NI,NiSource Inc,
    NKE,Nike Inc,
    NLSN,Nielsen Holdings Plc,
    NNN,National Retail Properties,
    NOC,Northrop Grumman Corp,
    NOMD,Nomad Foods Limited Ordinary Sh,
    NOV,National-Oilwell,
    NOW,Servicenow Inc,
    NRE,Northstar Realty Europe Corp C,
    NRG,NRG Energy,
    NSA,National Storage Affiliates Tru,
    NSC,Norfolk Southern Corp,
    NSP,Insperity Inc,
    NTR,Nutrien Ltd,
    NUE,Nucor Corp,
    NUS,Nu Skin Enterprises,
    NVO,Novo Nordisk A/S,
    NVS,Novartis Ag,
    NVT,Nvent Electric Plc,
    NVTA,Invitae Corp,
    NYT,New York Times Company,
    O,Realty Income Corp,
    OAK,Oaktree Capital Group Llc,
    OC,Owens Corning Inc,
    OFC,Corporate Office Properties,
    OGE,Oge Energy Corp,
    OHI,Omega Healthcare Investors,
    OKE,Oneok Inc,
    OLN,Olin Corp,
    OMC,Omnicom Group Inc,
    OMF,Onemain Holdings Inc,
    ORAN,Orange ADR,
    ORCL,Oracle Corp,
    ORI,Old Republic International Corp,
    OSK,Oshkosh Truck Corp,
    OUT,Outfront Media Inc,
    OXY,Occidental Petroleum Corp,
    PAA,Plains All American Pipeline LP,
    PAG,Penske Automotive Group,
    PAGP,Plains Gp Holdings LP,
    PAGS,Pagseguro Digital Ltd. Class A,
    PANW,Palo Alto Networks Inc,
    PAYC,Paycom Software Inc,
    PB,Prosperity Bancshares,
    PBA,Pembina Pipeline Cor,
    PBF,PBF Energy Inc,
    PCI,Pimco Dynamic Credit Income Fun,
    PDM,Piedmont Office Realty Trust,
    PE,Parsley Energy,
    PEB,Pebblebrook Hotel Trust,
    PEG,Public Service Enterprise Group Inc,
    PFE,Pfizer Inc,
    PFGC,Performance Food Group CO,
    PG,Procter & Gamble Company,
    PGR,Progressive Corp,
    PGTI,Pgt Inc,
    PH,Parker-Hannifin Corp,
    PHG,Koninklijke Philips Electronics,
    PHM,Pultegroup,
    PII,Polaris Industries Inc,
    PK,Park Hotels & Resorts Inc,
    PKG,Packaging Corporation of America,
    PKI,Perkinelmer,
    PLAN,Anaplan Inc.,
    PLD,Prologis Inc,
    PLNT,Planet Fitness,
    PLT,Plantronics,
    PM,Philip Morris International Inc,
    PMT,Pennymac Mortgage Investment Trust,
    PNC,PNC Bank,
    PNR,Pentair Ltd,
    PNW,Pinnacle West Capital Corp,
    POL,Polyone Corp,
    POR,Portland General Electric Company,
    POST,Post Holdings Inc,
    PPG,PPG Industries,
    PPL,PPL Corp,
    PRGO,Perrigo Company,
    PRSP,Perspecta Inc,
    PRU,Prudential Financial Inflation Retail,
    PSA,Public Storage,
    PSTG,Pure Storage Inc,
    PSX,Phillips 66,
    PSXP,Phillips 66 Partners LP,
    PUK,Prudential Public Limited Company,
    PVH,Phillips-Van Heusen Corp,
    PWR,Quanta Services,
    PXD,Pioneer Natural Resources CO,
    QGEN,Qiagen N.V.,
    QSR,Restaurant Brands International,
    R,Ryder System,
    RAMP,Liveramp Holdings Inc.,
    RCL,Royal Caribbean Cruises Ltd,
    RDN,Radian Group Inc,
    REXR,Rexford Industrial Realty Inc,
    RH,Restoration Hardware Holdings,
    RHI,Robert Half International Inc,
    RIO,Rio Tinto Plc,
    RJF,Raymond James Financial,
    RL,Ralph Lauren Corp,
    RLJ,Rlj Lodging Trust,
    RMD,Resmed Inc,
    RNG,Ringcentral Inc,
    ROK,Rockwell Automation Inc,
    ROL,Rollins Inc,
    ROP,Roper Industries,
    RPM,RPM International Inc,
    RQI,Cohen & Steers Quality Income Realty Fund Inc,
    RS,Reliance Steel & Aluminum Company,
    RSG,Republic Services,
    RTN,Raytheon Company,
    RWT,Redwood Trust,
    RXN,Rexnord Corp,
    RY,Royal Bank of Canada,
    RYN,Rayonier Inc REIT,
    SA,Seabridge Gold,
    SAIL,Sailpoint Technologies Holdings Inc,
    SAP,SAP Ag,
    SAVE,Spirit Airlines Inc,
    SC,Santander Consumer USA Holdings,
    SCCO,Southern Peru Copper Corp,
    SCHW,The Charles Schwab Corp,
    SCI,Service Corporation International,
    SCS,Steelcase Inc,
    SE,Sea Limited ADR,
    SEAS,Seaworld Entertainment Inc CO,
    SEE,Sealed Air Corp,
    SEM,Select Medical Holdings Corp,
    SERV,Servicemaster Global Holdings I,
    SHAK,Shake Shack Inc,
    SHLX,Shell Midstream Partners LP,
    SHOP,Shopify Inc,
    SHW,Sherwin-Williams Company,
    SIX,Six Flags Entertainment Corp,
    SJI,South Jersey Industries,
    SJM,J.M. Smucker Company,
    SJR,Shaw Communications Inc,
    SKM,Sk Telecom Corp,
    SKX,Skechers U.S.A.,
    SKY,Skyline Corp,
    SLB,Schlumberger N.V.,
    SLF,Sun Life Financial Inc,
    SLG,SL Green Realty Corp,
    SMAR,Smartsheet Inc. Class A,
    SMG,Scotts Miracle-Gro Company,
    SNAP,Snap Inc,
    SNDR,Schneider National Inc,
    SNE,Sony Corp,
    SNN,Smith & Nephew Snats,
    SNV,Synovus Financial Corp,
    SO,Southern Company,
    SON,Sonoco Products Company,
    SPG,Simon Property Group,
    SPGI,S&P Global Inc,
    SPOT,Spotify Technology S.A.,
    SPR,Spirit Aerosystems Holdings,
    SQ,Square,
    SQM,Sociedad Quimica Y Minera S.A.,
    SRC,Spirit Realty Capital Inc,
    SRE,Sempra Energy,
    ST,Sensata Technologies Holding N.V.,
    STAG,STI Inc,
    STI,Suntrust Banks,
    STL,Sterling Bancorp,
    STM,Stmicroelectronics N.V.,
    STNG,Scorpio Tankers Inc,
    STOR,Store Capital Corpstore Capital,
    STT,State Street Corp,
    STWD,Starwood Property Trust,
    STZ,Constellation Brands Inc,
    SU,Suncor Energy Inc,
    SUI,Sun Communities,
    SUM,Summit Materials Inc,
    SWCH,Switch Inc,
    SWI,Solarwinds Corporation,
    SWK,Stanley Black & Decker Inc,
    SYF,Synchrony Financial,
    SYK,Stryker Corp,
    SYY,Sysco Corp,
    T,AT&T Inc,
    TAK,Takeda Pharmaceutical CO Ltd.,
    TAL,Tal Education Group,
    TAP,Molson Coors Brewing Company,
    TCF,TCF Financial Corp,
    TCO,Taubman Centers,
    TD,Toronto Dominion Bank,
    TDC,Teradata Corp,
    TDG,Transdigm Group Inc,
    TDOC,Teladoc Health Inc,
    TDS,Telephone and Data Systems,
    TECK,Teck Resources Ltd,
    TEL,Te Connectivity Ltd,
    TEX,Terex Corp,
    TGE,Tallgrass Energy Gp LP,
    TGT,Target Corp,
    THC,Tenet Healthcare Corp,
    THO,Thor Industries,
    THS,Treehouse Foods,
    TIF,Tiffany & CO,
    TJX,TJX Companies,
    TKR,Timken Company,
    TMHC,Taylor Morrison Home Corporatio,
    TMO,Thermo Fisher Scientific Inc,
    TOL,Toll Brothers Inc,
    TOT,Totalfinaelf S.A.,
    TOWR,Tower International,
    TPR,Tapestry Inc,
    TPX,Tempur-Pedic International Inc,
    TRCO,Tribune Media Corp,
    TREX,Trex Company,
    TRGP,Targa Resources,
    TRI,Thomson Reuters Corp,
    TRN,Trinity Industries,
    TRP,Transcananda Pipelines,
    TRTN,Triton International Ltd,
    TRU,Transunion,
    TRV,The Travelers Companies Inc,
    TS,Tenaris S.A.,
    TSE,Trinseo S.A.,
    TSM,Taiwan Semiconductor Manufacturing,
    TSN,Tyson Foods,
    TSS,Total System Services,
    TTC,Toro Company,
    TU,Telus Corp Non Voting Shares,
    TWLO,Twilio,
    TWTR,Twitter Inc,
    TXT,Textron Inc,
    UA,Under Armour Inc Class C Comm,
    UAA,Under Armour,
    UDR,United Dominion Realty Trust,
    UE,Urban Edge Properties,
    UFS,Domtar Corp,
    UGI,Ugi Corp,
    UHS,Universal Health Services,
    UL,Unilever Plc,
    UN,Unilever NV,
    UNH,Unitedhealth Group Inc,
    UNM,Unumprovident Corp,
    UNP,Union Pacific Corp,
    UNVR,Univar Inc,
    UPS,United Parcel Service,
    URI,United Rentals,
    USB,U.S. Bancorp,
    USFD,US Foods Holding,
    UTX,United Technologies Corp,
    V,Visa Inc,
    VAC,Marriot Vacations Worldwide Cor,
    VAR,Varian Medical Systems,
    VEEV,Veeva Systems Inc,
    VFC,V.F. Corp,
    VICI,Vici Properties Inc,
    VLO,Valero Energy Corp,
    VMC,Vulcan Materials Company,
    VMW,Vmware Inc,
    VNO,Vornado Realty Trust,
    VOYA,VOYA Financial Inc,
    VSH,Vishay Intertechnology,
    VSM,Versum Materials Inc,
    VST,Vistra Energy Corp,
    VTR,Ventas Inc,
    VVV,Valvoline Inc,
    VZ,Verizon Communications Inc,
    W,Wayfair Inc,
    WAB,Wabtec Corp,
    WAL,Western Alliance Bancorporation,
    WAT,Waters Corp,
    WBS,Webster Financial Corp,
    WBT,Welbilt Inc,
    WCG,Wellcare Group,
    WCN,Waste Connections Inc,
    WDR,Waddell & Reed Financial,
    WEC,Wisconsin Energy Corp,
    WELL,Welltower Inc,
    WES,Western Midstream Partners LP,
    WFC,Wells Fargo & Company,
    WH,Wyndham Hotels & Resorts Inc,
    WHD,Cactus Inc. Class A,
    WHR,Whirlpool Corp,
    WK,Workiva Llc,
    WLK,Westlake Chemical Corp,
    WM,Waste Management,
    WMB,Williams Companies,
    WMT,Wal-Mart Stores,
    WPC,W.P. Carey & Co. Llc,
    WPM,Wheaton Precious Metals,
    WRB,W.R. Berkley Corp,
    WRI,Weingarten Realty Investors,
    WRK,Westrock Company,
    WSM,Williams-Sonoma,
    WTR,Aqua America,
    WU,Western Union Company,
    WUBA,58.com Inc,
    WWE,World Wrestling Entertainment,
    WWW,Wolverine World Wide,
    WY,Weyerhaeuser Company,
    WYND,Wyndham Destinations Inc,
    XEC,Cimarex Energy CO,
    XHR,Xenia Hotels & Resorts Inc,
    XOM,Exxon Mobil Corp,
    XPO,Xpo Logistics Inc,
    XRX,Xerox Corp,
    XYL,Xylem Inc,
    YELP,Yelp Inc,
    YETI,Yeti Holdings Inc.,
    YEXT,Yext Inc,
    YUM,Yum! Brands,
    YUMC,Yum China Holdings Inc,
    ZAYO,Zayo Group Holdings Inc,
    ZBH,Zimmer Biomet Holdings,
    ZEN,Zendesk Inc,
    ZTO,Zto Express [Cayman] Inc,
    ZTS,Zoetis Inc Class A,
    ZUO,Zuora Inc,
    AABA,Altaba Inc,
    AAL,American Airlines Gp,
    AAPL,Apple Inc,
    AAWW,Atlas Air Ww,
    AAXJ,All Country Asia Ex Japan Ishares MSCI ETF,
    AAXN,Axon Inc,
    ABMD,Abiomed Inc,
    ACAD,Acadia Pharmaceutica,
    ACGL,Arch Capital Grp Ltd,
    ACHC,Acadia Healthcr CO,
    ACIA,Acacia Communica,
    ACIW,Aci Worldwide Inc,
    ACWI,ACWI Ishares MSCI ETF,
    ACWX,ACWI Ex US Ishares MSCI ETF,
    ADBE,Adobe Systems Inc,
    ADI,Analog Devices,
    ADP,Automatic Data Procs,
    ADSK,Autodesk Inc,
    AERI,Aerie Pharmaceutical,
    AGIO,Agios Pharmaceutical,
    AIMC,Altra Indtl Mtn,
    AIMT,Aimmune Therap,
    AKAM,Akamai Technologies,
    ALGN,Align Technology I,
    ALKS,Alkermes Plc,
    ALNY,Alnylam Pharmaceut,
    ALRM,Alarm.com,
    ALXN,Alexion Pharm Inc,
    AMAT,Applied Materials,
    AMCX,Amc Networks Cl A,
    AMD,Adv Micro Devices,
    AMGN,Amgen Inc,
    AMTD,TD Ameritrade HD,
    AMZN,Amazon.com Inc,
    ANSS,Ansys Inc,
    APPN,Appian Corporation Class A,
    ARCC,Ares Capital Corp,
    ARLP,Alliance Resource Pt,
    ARNA,Arena Pharmaceutical,
    ARWR,Arrowhead Pharma,
    ASML,Asml Hldg NY Reg,
    ATRO,Astronics Cp,
    ATSG,Air Transport,
    ATVI,Activision Blizzard,
    AVGO,Broadcom Ltd,
    AVT,Avnet Inc,
    AXGN,Axogen Inc,
    AXSM,Axsome Thera,
    AY,Atlantica Yield Plc,
    BCOR,Blucora Inc,
    BECN,Beacon Roofing Suppl,
    BHF,Brighthouse Financial Inc,
    BIDU,Baidu Inc,
    BIIB,Biogen Inc,
    BJRI,Bj's Restaurants Inc,
    BKNG,Booking Holdings Inc,
    BL,Blackline Inc,
    BLDR,Builders Firstsource,
    BLMN,Bloomin' Brands Inc,
    BLUE,Bluebird Bio,
    BMCH,Bmc Stock Holdings,
    BMRN,Biomarin Pharmaceut,
    BND,Total Bond Market ETF Vanguard,
    BNDX,Total Intl Bond ETF Vanguard,
    BOTZ,G-X Robotics & Artificial Intel Thmtc ETF,
    BPOP,Popular Inc,
    BPR,Brookfield Property REIT Inc,
    BPY,Brookfield Property Partners L,
    BRKR,Bruker Corp,
    BRKS,Brooks Automation,
    BZUN,Baozun Inc Ads,
    CAKE,Cheesecake Fact,
    CAR,Avis Budget Group I,
    CARA,Cara Therapeutics,
    CARG,Cargurus Inc Class A,
    CATM,Cardtronics Inc,
    CATY,Cathay Genl Bncp,
    CBLK,Carbon Black Inc,
    CBSH,Commerce Bancshares,
    CDK,Cdk Global Inc,
    CDNA,Caredx Inc,
    CDNS,Cadence Design Sys,
    CDW,CDW Corp,
    CELG,Celgene Corp,
    CERN,Cerner Corp,
    CG,The Carlyle Group,
    CGNX,Cognex Cp,
    CHKP,Check Point Software,
    CHRS,Coherus Bio,
    CHRW,C.H. Robinson Ww,
    CHTR,Charter Communicatio,
    CINF,Cincinnati Financial,
    CMCSA,Comcast Corp A,
    CME,CME Group Inc,
    CONE,Cyrusone Inc,
    CONN,Conn's Inc,
    COST,Costco Wholesale,
    COUP,Coupa Software Inc,
    CPRT,Copart Inc,
    CRAY,Cray Inc,
    CREE,Cree Inc,
    CROX,Crocs Inc,
    CRUS,Cirrus Logic Inc,
    CSCO,Cisco Systems Inc,
    CSFL,Centerstate Bank Corp,
    CSIQ,Canadian Solar Inc,
    CSOD,Cornerstone Ondemand,
    CSX,CSX Corp,
    CTAS,Cintas Corp,
    CTRE,Caretrust REIT Inc,
    CTRP,Ctrip.com Intl Ltd,
    CTSH,Cognizant Tech Sol,
    CTXS,Citrix Systems Inc,
    CVBF,Cvb Financial Corp,
    CVLT,Commvault Systems,
    CY,Cypress Semiconductr,
    CYBR,Cyberark Soft Ord,
    CYRX,Cryoport Inc,
    DBX,Dropbox Inc,
    DCPH,Deciphera Pharmaceuticals Inc,
    DENN,Dennys Corp,
    DIOD,Diodes Inc,
    DISCA,Discovery Comm A,
    DISCK,Discovery Comm Inc,
    DISH,Dish Network Corp,
    DLTR,Dollar Tree Inc,
    DNKN,Dunkin' Brands Group,
    DOCU,Docusign Inc,
    DOMO,Domo Inc. Class B,
    DOX,Amdocs Ltd Ord,
    DVY,Select Dividend Ishares ETF,
    DXCM,Dexcom,
    EA,Electronic Arts Inc,
    EBAY,Ebay Inc,
    EDIT,Editas Medicine,
    EEFT,Euronet Worldwide,
    EHTH,Ehealth Inc,
    EMB,USD Emrg Mkts Bond Ishares JPM ETF,
    ENPH,Enphase Energy Inc,
    ENTG,Entegris Inc,
    EOLS,Evolus Inc,
    ERI,Eldorado Resorts,
    ESPR,Esperion Theraptc,
    ETFC,E*Trade Finl Corp,
    ETSY,Etsy Inc,
    EUFN,Europe Financials Ishares MSCI ETF,
    EVBG,Everbridge Inc,
    EWBC,East West Bancorp,
    EXAS,Exact Sciences Cor,
    EXEL,Exelixis Inc,
    EXPD,Expeditors Intl,
    EXPE,Expedia Group Inc,
    EYE,National Vision Holdings Inc,
    FANG,Diamondback Energy,
    FAST,Fastenal CO,
    FATE,Fate Therapeutics,
    FB,Facebook Inc,
    FFBC,First Finl Bncp [Oh],
    FFIV,F5 Networks Inc,
    FGEN,Fibrogen Inc CS,
    FHB,First Hawaiian Inc,
    FISV,Fiserv Inc,
    FITB,Fifth Third Bncp,
    FIVE,Five Below Inc,
    FIVN,Five9 Inc,
    FLIR,Flir Systems Inc,
    FMBI,First Midwest Bncp,
    FNKO,Funko Inc Class A,
    FNSR,Finisar Corp,
    FOX,21st Centry Fox Class B,
    FOXA,21st Centry Fox Class A,
    FRPT,Freshpet Inc CS,
    FSCT,Forescout Technologies Inc,
    FSLR,First Solar Inc,
    FTDR,Frontdoor Inc,
    FTNT,Fortinet Inc,
    FTSM,Enhanced Short Maturity ETF FT,
    FULT,Fulton Financial Cor,
    FWONK,Liberty Media F1 Series K,
    GBCI,Glacier Bancorp Inc,
    GBT,Global Blood Ther,
    GDS,Gds Holdings Ltd,
    GH,Guardant Health Inc.,
    GIII,G-III Apparel Gp I,
    GILD,Gilead Sciences Inc,
    GLPI,Gaming & Leisure,
    GNTX,Gentex Corp,
    GOOG,Alphabet Class C,
    GOOGL,Alphabet Class A,
    GRFS,Grifols S.A.,
    GRMN,Garmin Ltd,
    GTHX,G1 Therapeutics Inc,
    GTLS,Chart Industries IN,
    GWPH,Gw Pharma ADR,
    HA,Hawaiian Hldgs Inc,
    HAIN,Hain Celestial Grp,
    HALO,Halozyme Therapeutic,
    HAS,Hasbro Inc,
    HCSG,Healthcare Svcs Gp,
    HDS,HD Supply Hlds Cmm,
    HIBB,Hibbett Sports Inc,
    HMSY,Hms Hldgs Cp,
    HOLX,Hologic Inc,
    HOMB,Home Bancshares Inc,
    HPT,Hospitality Properites Trust,
    HQY,Healthequity,
    HRTX,Heron Therapeutics,
    HSIC,Henry Schein Inc,
    HTHT,Huazhu Group Ltd,
    HZNP,Horizon Pharma Ord,
    IAC,Iac/Interactive,
    IART,Integra Lifesciences,
    IBB,Nasdaq Biotechnology Ishares ETF,
    ICPT,Intercept Pharmaceut,
    IDCC,Interdigital Inc,
    IEF,7-10 Year Treas Bond Ishares ETF,
    IEI,3-7 Year Treas Bond Ishares ETF,
    IGIB,Intermediate-Term Corp Bond Ishares ETF,
    IGSB,Short-Term Corp Bond Ishares ETF,
    IIVI,I I V I Inc,
    ILMN,Illumina Inc,
    INCY,Incyte Corp,
    INFO,IHS Markit Ltd,
    INGN,Inogen Inc,
    INSM,Insmed Inc,
    INTC,Intel Corp,
    INTU,Intuit Inc,
    IONS,Ionis Pharmaceutical,
    IOVA,Iovance Biotherapeutics Inc,
    IPGP,Ipg Photonics Corp,
    IQ,Iqiyi Inc. ADR,
    IRBT,Irobot Corp,
    IRDM,Iridium Comm Inc,
    ISRG,Intuitive Surg Inc,
    IUSG,S&P US Growth Ishares Core ETF,
    IUSV,S&P US Value Ishares Core ETF,
    IXUS,Total Intl Stock Ishares Core MSCI ETF,
    JACK,Jack IN The Box Inc,
    JAZZ,Jazz Pharma Plc,
    JBHT,J B Hunt Transport,
    JBLU,Jetblue Airways Cp,
    JD,Jd.com Inc Ads,
    JKHY,Jack Henry & Assoc,
    KBWB,KBW Bank Invesco ETF,
    KHC,Kraft Heinz CO,
    KLAC,K L A-Tencor Corp,
    KLIC,Kulicke and Soffa,
    KTOS,Kratos Defns,
    LAUR,Laureate Education Inc,
    LBRDK,Liberty Broadbd C,
    LBTYA,Liberty Global Ord A,
    LBTYK,Liberty Global Ord C,
    LGND,Ligand Pharm,
    LITE,Lumentum Hld,
    LIVN,Livanova Plc OR Sh,
    LKQ,LKQ Corp,
    LMBS,Low Duration Opportunities ETF FT,
    LNT,Alliant Energy Corp,
    LPLA,Lpl Financial Hld,
    LPSN,Liveperson Inc,
    LRCX,Lam Research Corp,
    LSCC,Lattice Semicond,
    LSXMK,Liberty Srs XM CS C,
    LULU,Lululemon Athletica,
    MANH,Manhattan Assoc,
    MAR,Marriot Int Class A,
    MBB,MBS Ishares ETF,
    MCHI,China Ishares MSCI ETF,
    MCHP,Microchip Technology,
    MDB,Mongodb Inc Class A,
    MDCO,Medicines CO,
    MDLZ,Mondelez Intl Cmn A,
    MDSO,Medidata Solutions,
    MELI,Mercadolibre Inc,
    MIME,Mimecast Limited Ord,
    MKSI,Mks Instruments Inc,
    MLCO,Melco Resorts & Entertainment,
    MMSI,Merit Medical Sys,
    MNST,Monster Beverage Cp,
    MOMO,Momo Inc Ads,
    MRCY,Mercury Sys Inc,
    MRNA,Moderna Inc.,
    MRTX,Mirati Therapeutics,
    MRVL,Marvell Tech Group,
    MSFT,Microsoft Corp,
    MTCH,Match Group Inc CS,
    MTSI,Macom Technology S,
    MU,Micron Technology,
    MXIM,Maxim Integrated,
    MYGN,Myriad Genetics Inc,
    MYL,Mylan NV Ord Shs,
    NBIX,Neurocrine Bioscienc,
    NDAQ,Nasdaq Inc,
    NEO,Neogenomics Inc,
    NFLX,Netflix Inc,
    NKTR,Nektar Therapeutics,
    NSTG,Nanostring Tech,
    NTAP,Netapp Inc,
    NTCT,Netscout Systems I,
    NTES,Netease Inc Ads,
    NTNX,Nutanix Inc,
    NTRA,Natera Inc,
    NTRS,Northern Trust Corp,
    NUAN,Nuance Communicatns,
    NVCR,Novocure Ltd Ord Sh,
    NVDA,Nvidia Corp,
    NWBI,Northwest Bancshares,
    NWL,Newell Rubbermaid Inc,
    NXPI,Nxp Semiconductors,
    NXST,Nexstar Broadcasting,
    ODFL,Old Dominion Freig,
    OKTA,Okta Inc Class A,
    OLED,Universal Display,
    OLLI,Ollies Bargain CS,
    OMER,Omeros Corp,
    ON,On Semiconductor,
    ONB,Old National Bncp,
    ORLY,O'Reilly Automotive,
    OSTK,Overstock.com Inc,
    OTEX,Open Text Cp,
    OZK,Bank Ozk,
    PAAS,Pan Amer Silver Corp,
    PACW,Pacwest Bancorp,
    PAYX,Paychex Inc,
    PCAR,Paccar Inc,
    PCRX,Pacira Pharm Inc,
    PCTY,Paylocity Hldng Corp,
    PDBC,Optimum Yield Diversified Commodity Strategy No,
    PDCE,Pdc Energy Inc,
    PDCO,Patterson Companies,
    PDD,Pinduoduo Inc. ADR,
    PEGI,Pattern Energy Cl A,
    PENN,Penn Natl Gaming Inc,
    PEP,Pepsico Inc,
    PETS,Petmed Express Inc,
    PFF,US Preferred Stock Ishares ETF,
    PFG,Principal Financial Group Inc,
    PFPT,Proofpoint Inc,
    PLAY,Dave & Buster's Ente,
    PLCE,Children's Place Inc,
    PNFP,Pinnacle Finl Ptnrs,
    PODD,Insulet Corp,
    PPC,Pilgrim's Pride,
    PRAH,Pra Health,
    PS,Pluralsight Inc. Class A,
    PTC,Ptc Inc,
    PTLA,Portola Pharma,
    PYPL,Paypal Holdings,
    PZZA,Papa John's Intl,
    QCOM,Qualcomm Inc,
    QQQ,Nasdaq QQQ Invesco ETF,
    QRVO,Qorvo Inc,
    QURE,Uniqure N.V.,
    RARE,Ultragenyx Pharmaceu,
    RARX,Ra Pharmaceuticals Inc,
    RCII,Rent-A-Center Inc,
    RDFN,Redfin Corp,
    RDUS,Radius Health,
    REG,Regency Centers Corp,
    REGN,Regeneron Pharmaceutical,
    RGEN,Repligen Cp,
    RGLD,Royal Gold Inc,
    RGNX,Regenxbio Inc,
    ROIC,Retail Opp Invts Cp,
    ROKU,Roku Inc,
    ROST,Ross Stores Inc,
    RPD,Rapid7 Inc,
    RRR,Rd Rock Rsrts Cla,
    RUN,Sunrun Inc,
    RYAAY,Ryanair Hldgs Plc,
    SABR,Sabre Corp,
    SANM,Sanmina Corp,
    SATS,Echostar Corp,
    SBAC,SBA Communications,
    SBGI,Sinclair Brdcst A,
    SBNY,Signature Bank,
    SBRA,Sabra REIT,
    SBUX,Starbucks Corp,
    SCZ,EAFE Small-Cap Ishares MSCI ETF,
    SEDG,Solaredge Tech,
    SFIX,Stitch Fix Inc,
    SFLY,Shutterfly Inc,
    SFM,Sprouts Farmers Mark,
    SGEN,Seattle Genetics Inc,
    SGMS,Scientific Games,
    SHOO,Steven Maddens Ltd,
    SHV,Short Treasury Bond Ishares ETF,
    SHY,1-3 Year Treasury Bond Ishares ETF,
    SINA,Sina Corp,
    SIVB,Svb Financial Grp,
    SMPL,The Simply Good Foods Company,
    SMTC,Semtech Corp,
    SNBR,Sleep Number Corporation,
    SNPS,Synopsys Inc,
    SNY,Sanofi-Aventis S.A.,
    SOXX,PHLX Semiconductor Ishares ETF,
    SPLK,Splunk Inc,
    SQQQ,Ultrapro Short QQQ Proshares,
    SRCL,Stericycle Inc,
    SRPT,Sarepta Therapeutics,
    SSNC,SS&C Technologies,
    SSRM,Silver Standard Resources Inc,
    SSYS,Stratasys Ltd,
    STLD,Steel Dynamics Inc,
    STMP,Stamps.com Inc,
    STNE,Stoneco Ltd. Class A,
    STX,Seagate Tech Ord Shs,
    SUPN,Supernus Pharm,
    SVMK,Svmk Inc.,
    SWKS,Skyworks Solutions,
    SYMC,Symantec Corp,
    SYNA,Synaptics Inc,
    TCBI,Texas Capital Bncsh,
    TEAM,Atlassian Cls A Ord,
    TECD,Tech Data Cp,
    TENB,Tenable Holdings Inc,
    TER,Teradyne Inc,
    TERP,Terraform Power Inc,
    TLRY,Tilray Inc,
    TLT,20+ Year Treas Bond Ishares ETF,
    TMUS,T-Mobile US,
    TNDM,Tandem Diabetes Care,
    TPIC,Tpi Composites Inc,
    TQQQ,Ultrapro QQQ Proshares,
    TRIP,Tripadvisor Inc,
    TRMB,Trimble Navigation,
    TROW,T Rowe Price Group,
    TSCO,Tractor Supply CO,
    TSG,The Stars Group Inc,
    TSLA,Tesla Inc,
    TTD,Trade Desk Inc,
    TTWO,Take-Two Interacti,
    TVIX,VS 2X VIX Short Term,
    TVTY,Tivity Health,
    TWOU,2U Inc,
    TXN,Texas Instruments,
    TXRH,Texas Roadhouse Inc,
    UAL,United Continental Holdings,
    UBSI,United Bkshs Inc,
    ULTA,Ulta Beauty Inc.,
    UMPQ,Umpqua Holdings Corp,
    URBN,Urban Outfitters Inc,
    UTHR,United Therapeutic,
    VC,Visteon Corp,
    VCEL,Vericel Corproation,
    VCIT,Interm Corp Bond Vanguard,
    VCLT,Long-Term Corp Bond Vanguard,
    VCSH,Sht-Term Corp Bond Vanguard,
    VCYT,Veracyte Inc,
    VGSH,Sht-Term Govt Bond Vanguard,
    VIAB,Viacom Inc Cl B,
    VIRT,Virtu Financial Cm A,
    VMBS,Mortgage-Backed Securities Vanguard,
    VOD,Vodafone Grp Plc Ads,
    VRSK,Verisk Analytics Inc,
    VRSN,Verisign Inc,
    VRTX,Vertex Pharmaceutic,
    VSAT,Viasat Inc,
    VTIP,Sht-Term Infl Protected Vanguard,
    VXUS,Total Intl Stock ETF Vanguard,
    VYGR,Voyager Therapeut,
    WAFD,Washington Federal,
    WB,Weibo Corp Ads,
    WBA,Walgreens Boots Alliance,
    WDAY,Workday Inc,
    WDC,Western Digital Cp,
    WEN,Wendys Company,
    WERN,Werner Enterprise,
    WING,Wingstop Inc,
    WIX,Wix.com Ltd,
    WLTW,Willis Towers Wts,
    WMGI,Wright Med Grp NV,
    WYNN,Wynn Resorts Ltd,
    XEL,XCEL Energy Inc,
    XLNX,Xilinx Inc,
    XNCR,Xencor Inc,
    XRAY,Dentsply Sirona Inc,
    YNDX,Yandex N.V.,
    YY,YY Inc,
    Z,Zillow Group Cl C,
    ZBRA,Zebra Technologies,
    ZG,Zillow Grp Inc Cl A,
    ZGNX,Zogenix Inc,
    ZION,Zions Bancorporation,
    ZS,Zscaler Inc,
    ZUMZ,Zumiez Inc,
    AGG,US Aggregate Bond Ishares Core ETF,
    AMJ,Alerian MLP Index ETN JP Morgan,
    ASHR,Db-Xt Harvest CSI 300 China A,
    BBEU,Jpmorgan Betabuilders Europe ETF,
    BIL,1-3 Month T-Bill Barclays Capital SPDR,
    BIV,Interm Term Bond ETF Vanguard,
    BKLN,Senior Loan Invesco ETF,
    BNO,US Brent Oil,
    BRZU,Direxion Brazil Bull 3X,
    BSV,Short-Term Bond ETF Vanguard,
    CBOE,CBOE Global Markets Inc,
    CHAU,Direxion CSI 300 China A 2X,
    CWB,Convertible Secs Barclays Capital SPDR,
    DBEF,Db-Xt MSCI EAFE Hgd Eq,
    DDM,Ultra Dow 30 Proshares,
    DGAZ,Natural Gas -3X Inverse ETN Velocityshares,
    DGRO,Dividend Growth Ishares Core ETF,
    DIA,Dow Industrials SPDR,
    DXD,Ultrashort Dow 30 Proshares,
    DXJ,Japan Hedged Equity Wisdomtree,
    EEM,Emerging Markets Ishares MSCI ETF,
    EEMV,Emrg Mkts Min Vol Ishares Edge MSCI ETF,
    EFA,EAFE Ishares MSCI ETF,
    EFAV,EAFE Min Vol Ishares Edge MSCI ETF,
    EFV,EAFE Value Ishares MSCI ETF,
    EIDO,Indonesia Ishares MSCI ETF,
    EMLC,Emrg Mkts Local Curr Bond ETF Vaneck,
    EMLP,North American Energy Infr Fund FT,
    EPI,India Earnings Wisdomtree,
    EPP,Pacific Ex Japan Ishares MSCI ETF,
    EWA,Australia Ishares MSCI ETF,
    EWC,Canada Ishares MSCI ETF,
    EWD,Sweden Ishares MSCI ETF,
    EWG,Germany Ishares MSCI ETF,
    EWH,Hong Kong Ishares MSCI ETF,
    EWI,Italy Ishares MSCI ETF,
    EWJ,Japan Ishares MSCI ETF,
    EWL,Switzerland Ishares MSCI ETF,
    EWM,Malaysia Ishares MSCI ETF,
    EWP,Spain Ishares MSCI ETF,
    EWQ,France Ishares MSCI ETF,
    EWS,Singapore Ishares MSCI ETF,
    EWT,Taiwan Ishares MSCI ETF,
    EWU,United Kingdom Ishares MSCI ETF,
    EWW,Mexico Ishares MSCI ETF,
    EWY,South Korea Ishares MSCI ETF,
    EWZ,Brazil Ishares MSCI ETF,
    EZA,South Africa Ishares MSCI ETF,
    EZU,Eurozone Ishares MSCI ETF,
    FAS,Financial Bull 3X Direxion,
    FAZ,Financial Bear 3X Direxion,
    FDN,DJ Internet Index First Trust,
    FEZ,Euro Stoxx 50 ETF SPDR,
    FLOT,Floating Rate Bond Ishares ETF,
    FLRN,Inv Growth Floating Rate ETF SPDR,
    FNDF,Schwab Fundamental Intl Large Company,
    FNDX,Schwab Fundamental US Largecap,
    FPE,Preferred Securities and Income ETF FT,
    FVD,Value Line Dividend Idx First Trust,
    FXI,China Large-Cap Ishares ETF,
    GDX,Gold Miners Vaneck ETF,
    GDXJ,Junior Gold Miners ETF Vaneck,
    GLD,Gold SPDR,
    GLDM,SPDR Gold Minishares Trust,
    GOVT,US Treasury Bond Ishares ETF,
    GSY,Ultra Short Duration Invesco ETF,
    GUNR,Mstar Global Upstream Natural Resources ETF,
    HEDJ,Intl Hedged Equity Wisdomtree,
    HEZU,Eurozone Curr Hedged Ishares MSCI ETF,
    HYG,High Yield Corp Bond Ishares Iboxx $ ETF,
    IBKR,Interactive Brokers,
    IDV,Intl Select Dividend Ishares ETF,
    IEFA,EAFE Ishares Core MSCI ETF,
    IEMG,Emrg Mkts Ishares Core MSCI ETF,
    IEUR,Europe Ishares Core MSCI ETF,
    IEV,Europe 350 Ishares ETF,
    IJH,S&P Mid-Cap 400 Ishares Core ETF,
    IJR,S&P Small-Cap Ishares Core ETF,
    ILF,Latin America 40 Ishares ETF,
    INDA,India MSCI Ishares ETF,
    ITB,US Home Construction Ishares ETF,
    ITOT,S&P Total US Stock Market Ishares Core ETF,
    IVE,S&P 500 Value Ishares ETF,
    IVV,S&P 500 Ishares Core ETF,
    IVW,S&P 500 Growth Ishares ETF,
    IWB,Russell 1000 Ishares ETF,
    IWD,Russell 1000 Value Ishares ETF,
    IWF,Russell 1000 Growth Ishares ETF,
    IWM,Russell 2000 Ishares ETF,
    IWN,Russell 2000 Value Ishares ETF,
    IWR,Russell Mid-Cap Ishares ETF,
    IYE,US Energy Ishares ETF,
    IYR,US Real Estate Ishares ETF,
    JNK,High Yield Bond ETF SPDR,
    JNUG,Direxion Junior Gold Mine Bull 3X,
    JPST,JPM Ultra-Short Income ETF,
    KBE,S&P Bank ETF SPDR,
    KRE,S&P Regional Banking ETF SPDR,
    KSA,Saudi Arabia Ishares MSCI ETF,
    KWEB,Kranes CSI China ETF,
    LABD,Direxion S&P Biotech Bear 3X,
    LABU,Direxion S&P Biotech Bull 3X,
    LNG,Cheniere Energy,
    LQD,Invst Grade Corp Bond Ishares Iboxx $ ETF,
    MDY,S&P Midcap 400 SPDR,
    MINT,Enhanced Short-Maturity Strgy ETF Pimco,
    MJ,Alternative Harvest ETF,
    MTUM,USA Momentum Factor Ishares Edge MSCI ETF,
    MUB,Natl Muni Bond Ishares ETF,
    NEAR,Short Maturity Bond Ishares ETF,
    NOBL,S&P 500 Aristocrats Proshares,
    NUGT,Gold Miners Bull 3X Direxion ETF,
    OILD,Ultrapro Short Crude Oil Proshares,
    OILU,Ultrapro Crude Oil Proshares,
    PCY,Emerging Markets Sovereign Debt Invesco ETF,
    PSQ,QQQ Short Proshares,
    PTLC,Pacer Trendpilot 750 ETF,
    QID,Ultrashort QQQ Proshares,
    QLD,Ultra QQQ Proshares,
    QUAL,USA Quality Factor Ishares Edge MSCI ETF,
    RSP,S&P 500 EW Invesco ETF,
    RSX,Russia Vaneck ETF,
    SCHA,Schwab US Smallcap ETF,
    SCHB,Schwab US Broad Market ETF,
    SCHD,Schwab US Dividend Equity ETF,
    SCHE,Schwab EM Mkts Equity ETF,
    SCHF,Schwab Intl Equity ETF,
    SCHG,Schwab US Largecap Growth ETF,
    SCHH,Schwab US REIT ETF,
    SCHO,Schwab Short-Term US Trsy ETF,
    SCHP,Schwab US TIPS ETF,
    SCHR,Schwab Interm-Term US Treasury,
    SCHX,Schwab US Largecap ETF,
    SCHZ,Schwab US Aggregate Bond ETF,
    SCO,Ultrashort DJ-UBS Crude Oil Proshares,
    SDIV,G-X Superdividend ETF,
    SDOW,Ultrapro Short Dow 30 Proshares,
    SDS,Ultrashort S&P 500 Proshares,
    SDY,S&P Dividend SPDR,
    SH,S&P 500 Short Proshares,
    SHYG,0-5 Year High Yield Corp Bond Ishares ETF,
    SJNK,ST High Yield Bond ETF SPDR,
    SLV,Silver Trust Ishares,
    SMH,Semiconductor Vaneck ETF,
    SOXL,Semiconductor Bull 3X Direxion,
    SOXS,Semiconductor Bear 3X Direxion,
    SPAB,SPDR Aggregate Bond Portfolio ETF,
    SPDW,SPDR World Ex-US Portfolio ETF,
    SPEM,SPDR Emerging Markets Portfolio ETF,
    SPHD,S&P 500 High Dividend Low Vol Invesco ETF,
    SPHQ,S&P 500 Quality Invesco ETF,
    SPIB,SPDR Intermediate Term Corporate Bond Portfolio,
    SPLG,SPDR Large Cap Portfolio ETF,
    SPLV,S&P 500 Low Vol Invesco ETF,
    SPSB,SPDR Short Term Corporate Bond Portfolio ETF,
    SPTL,SPDR Long Term Treasury Portfolio ETF,
    SPTM,SPDR Total Stock Market Portfolio ETF,
    SPXL,Direxion S&P 500 Bull 3X,
    SPXS,Direxion S&P 500 Bear 3X,
    SPXU,Ultrapro Short S&P 500 Proshares,
    SPY,S&P 500 SPDR,
    SPYD,SPDR S&P 500 High Dividend Portfolio ETF,
    SPYG,SPDR S&P 500 Growth Portfolio ETF,
    SPYV,SPDR S&P 500 Value Portfolio ETF,
    SRTY,Ultrapro Short Russell 2000 Proshares,
    SSO,Ultra S&P 500 Proshares,
    SVXY,VIX Short-Term Fut Short Proshares,
    TBF,20+ Year Short Treasury Proshares,
    TBT,Ultrashort 20+ Year Treasury Proshares,
    TIP,TIPS Bond Ishares ETF,
    TMF,20+ Year Trsy Bull 3X Direxion,
    TNA,Smallcap Bull 3X Direxion,
    TWM,Ultrashort Russell 2000 Proshares,
    TZA,Smallcap Bear 3X Direxion,
    UCO,Ultra DJ-UBS Crude Oil Proshares,
    UDOW,Ultrapro Dow 30 Proshares,
    UNG,US Natural Gas Fund,
    UPRO,Ultrapro S&P 500 Proshares,
    USFR,Wisdomtree Floating Rate Treasury Fund,
    USMV,USA Min Vol Ishares Edge MSCI ETF,
    UUP,DB US Dollar Index Bullish Fund Invesco,
    UVXY,Ultra VIX Short-Term Fut Proshares,
    VB,Smallcap ETF Vanguard,
    VEA,FTSE Developed Markets Vanguard,
    VEU,FTSE All-World Ex-US ETF Vanguard,
    VFH,Financial ETF Vanguard,
    VGK,Europe ETF FTSE Vanguard,
    VGT,Information Technology ETF Vanguard,
    VIG,Dividend Appreciation ETF Vanguard,
    VIXY,VIX Short-Term Futures Proshares,
    VNQ,Real Estate Vanguard ETF,
    VO,Midcap ETF Vanguard,
    VOO,S&P 500 ETF Vanguard,
    VT,Total World Stock Index ETF Vanguard,
    VTEB,Tax-Exempt Bond Vanguard,
    VTI,Total Stock Market ETF Vanguard,
    VTV,Value ETF Vanguard,
    VUG,Growth ETF Vanguard,
    VWO,Emrg Mkts ETF MSCI Vanguard,
    VYM,High Dividend Yield Vanguard ETF,
    XBI,S&P Biotech SPDR,
    XHB,S&P Homebuilders SPDR,
    XLB,S&P 500 Materials Sector SPDR,
    XLC,S&P 500 Communication Sector SPDR,
    XLE,S&P 500 Energy Sector SPDR,
    XLF,S&P 500 Financials Sector SPDR,
    XLI,S&P 500 Industrial Sector SPDR,
    XLK,S&P 500 Info Tech Sector SPDR,
    XLP,S&P 500 Cons Staples Sector SPDR,
    XLRE,S&P 500 Real Estate Sector SPDR,
    XLU,S&P 500 Utilities Sector SPDR,
    XLV,S&P 500 Healthcare Sector SPDR,
    XLY,S&P 500 Cons Disc Sector SPDR,
    XME,S&P Metals & Mining SPDR,
    XOP,S&P Oil & Gas Expl & Prod SPDR,
    XRT,S&P Retail SPDR,
    YANG,Direxion FTSE China Bear 3X,
    YINN,Direxion FTSE China Bull 3X,
    
     
  4. ph1l

    ph1l

    Attached is a tab-separated list of ETFs ordered highest-to-lowest dollar volume. The dollar volume is the median daily adjusted close price from the last 63 trading days times the median daily adjusted volume from the last 63 trading days.
     
    MoneyMatthew likes this.
  5. traider

    traider


    Please share your money making strategies as well. =p
     
    MoneyMatthew likes this.
  6. Code:
    stock_array=["A", "AA", "AAN", "AAP", "ABB", "ABBV", "ABC", "ABT", "ACC", "ACM",
    
    "ACN", "ADM", "ADNT", "ADS", "ADSW", "AEE", "AEL", "AEM", "AEO",
    
    "AEP", "AER", "AES", "AFL", "AGCO", "AGN", "AGO", "AGR", "AIG",
    
    "AIV", "AIZ", "AJG", "AJRD", "AL", "ALB", "ALK", "ALL", "ALLE",
    
    "ALLY", "ALSN", "ALV", "AME", "AMG", "AMH", "AMP", "AMT", "AN",
    
    "ANET", "ANTM", "AON", "AOS", "APA", "APD", "APH", "APLE", "APO",
    
    "APTV", "APY", "AQUA", "ARE", "ARI", "ARMK", "ARNC", "ARR", "ARW",
    
    "ASB", "ASH", "ATGE", "ATH", "ATHM", "ATI", "ATO", "ATUS", "AU",
    
    "AVB", "AVLR", "AVY", "AWK", "AXP", "AXS", "AXTA", "AYX", "AZN",
    
    "BA", "BABA", "BAC", "BAH", "BAM", "BAX", "BBL", "BBT", "BBY", "BC",
    
    "BCE", "BDC", "BDX", "BEN", "BERY", "BG", "BGS", "BHC", "BHGE",
    
    "BHP", "BHVN", "BID", "BIG", "BIP", "BJ", "BK", "BKE", "BKI", "BKU",
    
    "BLK", "BLL", "BMA", "BMY", "BNS", "BOOT", "BP", "BPL", "BR", "BRO",
    
    "BRX", "BSX", "BTI", "BTU", "BUD", "BURL", "BVN", "BWA", "BWXT",
    
    "BX", "BXMT", "BXP", "BYD", "C", "CADE", "CAG", "CAH", "CAL", "CAT",
    
    "CB", "CBRE", "CBS", "CBT", "CCEP", "CCI", "CCK", "CCL", "CDAY",
    
    "CE", "CEIX", "CF", "CFG", "CFX", "CGC", "CHD", "CHGG", "CHL", "CI",
    
    "CIEN", "CIM", "CIT", "CL", "CLB", "CLGX", "CLH", "CLI", "CLR",
    
    "CLX", "CMA", "CMC", "CMG", "CMI", "CMS", "CNC", "CNI", "CNK",
    
    "CNP", "CNQ", "COF", "COG", "COLD", "COP", "CPA", "CPB", "CPRI",
    
    "CPT", "CRH", "CRI", "CRM", "CTB", "CTLT", "CUBE", "CUK", "CUZ",
    
    "CVA", "CVI", "CVNA", "CVS", "CVX", "CWEN", "CXO", "CXW", "D",
    
    "DAL", "DAR", "DCI", "DCP", "DDS", "DE", "DEA", "DECK", "DEI",
    
    "DELL", "DFS", "DG", "DGX", "DHI", "DHR", "DIN", "DIS", "DK", "DKS",
    
    "DLB", "DLR", "DOC", "DOV", "DPZ", "DRE", "DRI", "DSL", "DTE",
    
    "DUK", "DVA", "DVN", "DXC", "DY", "EAT", "EB", "EC", "ECL", "ED",
    
    "EDU", "EFX", "EGHT", "EHC", "EIX", "EL", "ELAN", "ELF", "ELS",
    
    "ELY", "EME", "EMN", "EMR", "ENB", "ENR", "ENV", "EOG", "EPC",
    
    "EPD", "EPR", "EPRT", "EQC", "EQH", "EQM", "EQNR", "EQR", "ERJ",
    
    "ES", "ESNT", "ESTC", "ETN", "ETR", "EV", "EVRG", "EW", "EXC",
    
    "EXP", "EXR", "FAF", "FBHS", "FDX", "FE", "FHN", "FII", "FIS",
    
    "FIX", "FL", "FLO", "FLR", "FLS", "FLT", "FMC", "FND", "FNF", "FNV",
    
    "FR", "FRC", "FRT", "FSS", "FTI", "FTS", "FTV", "G", "GBX", "GCO",
    
    "GD", "GDDY", "GDI", "GDOT", "GEL", "GEO", "GES", "GGG", "GIL",
    
    "GIS", "GKOS", "GLOB", "GLW", "GM", "GMED", "GMS", "GNL", "GNRC",
    
    "GOL", "GOLD", "GOOS", "GPC", "GPN", "GPS", "GRA", "GRUB", "GS",
    
    "GSK", "GTN", "GVA", "GWR", "GWRE", "GWW", "H", "HAL", "HCA", "HCC",
    
    "HCP", "HD", "HDB", "HE", "HEI", "HES", "HFC", "HGV", "HI", "HIG",
    
    "HLF", "HLT", "HMC", "HOG", "HON", "HP", "HPP", "HPQ", "HR", "HRB",
    
    "HRC", "HRL", "HSBC", "HSC", "HST", "HSY", "HTA", "HTH", "HUBS",
    
    "HUM", "HUN", "HUYA", "HXL", "I", "IBM", "ICE", "IEX", "IFF",
    
    "INGR", "INT", "INVH", "IP", "IPG", "IPHI", "IQV", "IR", "IRM",
    
    "IT", "ITT", "ITW", "IVR", "IVZ", "JBGS", "JBL", "JCI", "JEC",
    
    "JEF", "JHG", "JKS", "JNJ", "JNPR", "JPM", "JWN", "K", "KAR", "KBH",
    
    "KBR", "KDP", "KEM", "KEY", "KEYS", "KIM", "KKR", "KL", "KMB",
    
    "KMI", "KMT", "KMX", "KN", "KNX", "KO", "KR", "KRC", "KSS", "KSU",
    
    "L", "LADR", "LAZ", "LB", "LDOS", "LEA", "LEG", "LEN", "LH", "LIN",
    
    "LLY", "LM", "LMT", "LNC", "LOW", "LPT", "LPX", "LUV", "LVS", "LW",
    
    "LYB", "LYV", "MA", "MAA", "MAC", "MAS", "MCD", "MCK", "MCO",
    
    "MCRN", "MD", "MDP", "MDT", "MDU", "MET", "MFC", "MGA", "MGM",
    
    "MGP", "MHK", "MIC", "MKC", "MLM", "MMC", "MMM", "MMP", "MO", "MOH",
    
    "MOS", "MPC", "MPLX", "MPW", "MRK", "MS", "MSCI", "MSGN", "MSI",
    
    "MSM", "MTB", "MTDR", "MTH", "MTOR", "MTZ", "MUR", "MUSA", "MXL",
    
    "NAV", "NBL", "NCI", "NCLH", "NCR", "NEE", "NEM", "NEWR", "NFG",
    
    "NGG", "NI", "NKE", "NLSN", "NNN", "NOC", "NOMD", "NOV", "NOW",
    
    "NRE", "NRG", "NSA", "NSC", "NSP", "NTR", "NUE", "NUS", "NVO",
    
    "NVS", "NVT", "NVTA", "NYT", "O", "OAK", "OC", "OFC", "OGE", "OHI",
    
    "OKE", "OLN", "OMC", "OMF", "ORAN", "ORCL", "ORI", "OSK", "OUT",
    
    "OXY", "PAA", "PAG", "PAGP", "PAGS", "PANW", "PAYC", "PB", "PBA",
    
    "PBF", "PCI", "PDM", "PE", "PEB", "PEG", "PFE", "PFGC", "PG", "PGR",
    
    "PGTI", "PH", "PHG", "PHM", "PII", "PK", "PKG", "PKI", "PLAN",
    
    "PLD", "PLNT", "PLT", "PM", "PMT", "PNC", "PNR", "PNW", "POL",
    
    "POR", "POST", "PPG", "PPL", "PRGO", "PRSP", "PRU", "PSA", "PSTG",
    
    "PSX", "PSXP", "PUK", "PVH", "PWR", "PXD", "QGEN", "QSR", "R",
    
    "RAMP", "RCL", "RDN", "REXR", "RH", "RHI", "RIO", "RJF", "RL",
    
    "RLJ", "RMD", "RNG", "ROK", "ROL", "ROP", "RPM", "RQI", "RS", "RSG",
    
    "RTN", "RWT", "RXN", "RY", "RYN", "SA", "SAIL", "SAP", "SAVE", "SC",
    
    "SCCO", "SCHW", "SCI", "SCS", "SE", "SEAS", "SEE", "SEM", "SERV",
    
    "SHAK", "SHLX", "SHOP", "SHW", "SIX", "SJI", "SJM", "SJR", "SKM",
    
    "SKX", "SKY", "SLB", "SLF", "SLG", "SMAR", "SMG", "SNAP", "SNDR",
    
    "SNE", "SNN", "SNV", "SO", "SON", "SPG", "SPGI", "SPOT", "SPR",
    
    "SQ", "SQM", "SRC", "SRE", "ST", "STAG", "STI", "STL", "STM",
    
    "STNG", "STOR", "STT", "STWD", "STZ", "SU", "SUI", "SUM", "SWCH",
    
    "SWI", "SWK", "SYF", "SYK", "SYY", "T", "TAK", "TAL", "TAP", "TCF",
    
    "TCO", "TD", "TDC", "TDG", "TDOC", "TDS", "TECK", "TEL", "TEX",
    
    "TGE", "TGT", "THC", "THO", "THS", "TIF", "TJX", "TKR", "TMHC",
    
    "TMO", "TOL", "TOT", "TOWR", "TPR", "TPX", "TRCO", "TREX", "TRGP",
    
    "TRI", "TRN", "TRP", "TRTN", "TRU", "TRV", "TS", "TSE", "TSM",
    
    "TSN", "TSS", "TTC", "TU", "TWLO", "TWTR", "TXT", "UA", "UAA",
    
    "UDR", "UE", "UFS", "UGI", "UHS", "UL", "UN", "UNH", "UNM", "UNP",
    
    "UNVR", "UPS", "URI", "USB", "USFD", "UTX", "V", "VAC", "VAR",
    
    "VEEV", "VFC", "VICI", "VLO", "VMC", "VMW", "VNO", "VOYA", "VSH",
    
    "VSM", "VST", "VTR", "VVV", "VZ", "W", "WAB", "WAL", "WAT", "WBS",
    
    "WBT", "WCG", "WCN", "WDR", "WEC", "WELL", "WES", "WFC", "WH",
    
    "WHD", "WHR", "WK", "WLK", "WM", "WMB", "WMT", "WPC", "WPM", "WRB",
    
    "WRI", "WRK", "WSM", "WTR", "WU", "WUBA", "WWE", "WWW", "WY",
    
    "WYND", "XEC", "XHR", "XOM", "XPO", "XRX", "XYL", "YELP", "YETI",
    
    "YEXT", "YUM", "YUMC", "ZAYO", "ZBH", "ZEN", "ZTO", "ZTS", "ZUO",
    
    "AABA", "AAL", "AAPL", "AAWW", "AAXJ", "AAXN", "ABMD", "ACAD",
    
    "ACGL", "ACHC", "ACIA", "ACIW", "ACWI", "ACWX", "ADBE", "ADI",
    
    "ADP", "ADSK", "AERI", "AGIO", "AIMC", "AIMT", "AKAM", "ALGN",
    
    "ALKS", "ALNY", "ALRM", "ALXN", "AMAT", "AMCX", "AMD", "AMGN",
    
    "AMTD", "AMZN", "ANSS", "APPN", "ARCC", "ARLP", "ARNA", "ARWR",
    
    "ASML", "ATRO", "ATSG", "ATVI", "AVGO", "AVT", "AXGN", "AXSM", "AY",
    
    "BCOR", "BECN", "BHF", "BIDU", "BIIB", "BJRI", "BKNG", "BL", "BLDR",
    
    "BLMN", "BLUE", "BMCH", "BMRN", "BND", "BNDX", "BOTZ", "BPOP",
    
    "BPR", "BPY", "BRKR", "BRKS", "BZUN", "CAKE", "CAR", "CARA", "CARG",
    
    "CATM", "CATY", "CBLK", "CBSH", "CDK", "CDNA", "CDNS", "CDW",
    
    "CELG", "CERN", "CG", "CGNX", "CHKP", "CHRS", "CHRW", "CHTR",
    
    "CINF", "CMCSA", "CME", "CONE", "CONN", "COST", "COUP", "CPRT",
    
    "CRAY", "CREE", "CROX", "CRUS", "CSCO", "CSFL", "CSIQ", "CSOD",
    
    "CSX", "CTAS", "CTRE", "CTRP", "CTSH", "CTXS", "CVBF", "CVLT", "CY",
    
    "CYBR", "CYRX", "DBX", "DCPH", "DENN", "DIOD", "DISCA", "DISCK",
    
    "DISH", "DLTR", "DNKN", "DOCU", "DOMO", "DOX", "DVY", "DXCM", "EA",
    
    "EBAY", "EDIT", "EEFT", "EHTH", "EMB", "ENPH", "ENTG", "EOLS",
    
    "ERI", "ESPR", "ETFC", "ETSY", "EUFN", "EVBG", "EWBC", "EXAS",
    
    "EXEL", "EXPD", "EXPE", "EYE", "FANG", "FAST", "FATE", "FB", "FFBC",
    
    "FFIV", "FGEN", "FHB", "FISV", "FITB", "FIVE", "FIVN", "FLIR",
    
    "FMBI", "FNKO", "FNSR", "FOX", "FOXA", "FRPT", "FSCT", "FSLR",
    
    "FTDR", "FTNT", "FTSM", "FULT", "FWONK", "GBCI", "GBT", "GDS", "GH",
    
    "GIII", "GILD", "GLPI", "GNTX", "GOOG", "GOOGL", "GRFS", "GRMN",
    
    "GTHX", "GTLS", "GWPH", "HA", "HAIN", "HALO", "HAS", "HCSG", "HDS",
    
    "HIBB", "HMSY", "HOLX", "HOMB", "HPT", "HQY", "HRTX", "HSIC",
    
    "HTHT", "HZNP", "IAC", "IART", "IBB", "ICPT", "IDCC", "IEF", "IEI",
    
    "IGIB", "IGSB", "IIVI", "ILMN", "INCY", "INFO", "INGN", "INSM",
    
    "INTC", "INTU", "IONS", "IOVA", "IPGP", "IQ", "IRBT", "IRDM",
    
    "ISRG", "IUSG", "IUSV", "IXUS", "JACK", "JAZZ", "JBHT", "JBLU",
    
    "JD", "JKHY", "KBWB", "KHC", "KLAC", "KLIC", "KTOS", "LAUR",
    
    "LBRDK", "LBTYA", "LBTYK", "LGND", "LITE", "LIVN", "LKQ", "LMBS",
    
    "LNT", "LPLA", "LPSN", "LRCX", "LSCC", "LSXMK", "LULU", "MANH",
    
    "MAR", "MBB", "MCHI", "MCHP", "MDB", "MDCO", "MDLZ", "MDSO", "MELI",
    
    "MIME", "MKSI", "MLCO", "MMSI", "MNST", "MOMO", "MRCY", "MRNA",
    
    "MRTX", "MRVL", "MSFT", "MTCH", "MTSI", "MU", "MXIM", "MYGN", "MYL",
    
    "NBIX", "NDAQ", "NEO", "NFLX", "NKTR", "NSTG", "NTAP", "NTCT",
    
    "NTES", "NTNX", "NTRA", "NTRS", "NUAN", "NVCR", "NVDA", "NWBI",
    
    "NWL", "NXPI", "NXST", "ODFL", "OKTA", "OLED", "OLLI", "OMER", "ON",
    
    "ONB", "ORLY", "OSTK", "OTEX", "OZK", "PAAS", "PACW", "PAYX",
    
    "PCAR", "PCRX", "PCTY", "PDBC", "PDCE", "PDCO", "PDD", "PEGI",
    
    "PENN", "PEP", "PETS", "PFF", "PFG", "PFPT", "PLAY", "PLCE", "PNFP",
    
    "PODD", "PPC", "PRAH", "PS", "PTC", "PTLA", "PYPL", "PZZA", "QCOM",
    
    "QQQ", "QRVO", "QURE", "RARE", "RARX", "RCII", "RDFN", "RDUS",
    
    "REG", "REGN", "RGEN", "RGLD", "RGNX", "ROIC", "ROKU", "ROST",
    
    "RPD", "RRR", "RUN", "RYAAY", "SABR", "SANM", "SATS", "SBAC",
    
    "SBGI", "SBNY", "SBRA", "SBUX", "SCZ", "SEDG", "SFIX", "SFLY",
    
    "SFM", "SGEN", "SGMS", "SHOO", "SHV", "SHY", "SINA", "SIVB", "SMPL",
    
    "SMTC", "SNBR", "SNPS", "SNY", "SOXX", "SPLK", "SQQQ", "SRCL",
    
    "SRPT", "SSNC", "SSRM", "SSYS", "STLD", "STMP", "STNE", "STX",
    
    "SUPN", "SVMK", "SWKS", "SYMC", "SYNA", "TCBI", "TEAM", "TECD",
    
    "TENB", "TER", "TERP", "TLRY", "TLT", "TMUS", "TNDM", "TPIC",
    
    "TQQQ", "TRIP", "TRMB", "TROW", "TSCO", "TSG", "TSLA", "TTD",
    
    "TTWO", "TVIX", "TVTY", "TWOU", "TXN", "TXRH", "UAL", "UBSI",
    
    "ULTA", "UMPQ", "URBN", "UTHR", "VC", "VCEL", "VCIT", "VCLT",
    
    "VCSH", "VCYT", "VGSH", "VIAB", "VIRT", "VMBS", "VOD", "VRSK",
    
    "VRSN", "VRTX", "VSAT", "VTIP", "VXUS", "VYGR", "WAFD", "WB", "WBA",
    
    "WDAY", "WDC", "WEN", "WERN", "WING", "WIX", "WLTW", "WMGI", "WYNN",
    
    "XEL", "XLNX", "XNCR", "XRAY", "YNDX", "YY", "Z", "ZBRA", "ZG",
    
    "ZGNX", "ZION", "ZS", "ZUMZ", "AGG", "AMJ", "ASHR", "BBEU", "BIL",
    
    "BIV", "BKLN", "BNO", "BRZU", "BSV", "CBOE", "CHAU", "CWB", "DBEF",
    
    "DDM", "DGAZ", "DGRO", "DIA", "DXD", "DXJ", "EEM", "EEMV", "EFA",
    
    "EFAV", "EFV", "EIDO", "EMLC", "EMLP", "EPI", "EPP", "EWA", "EWC",
    
    "EWD", "EWG", "EWH", "EWI", "EWJ", "EWL", "EWM", "EWP", "EWQ",
    
    "EWS", "EWT", "EWU", "EWW", "EWY", "EWZ", "EZA", "EZU", "FAS",
    
    "FAZ", "FDN", "FEZ", "FLOT", "FLRN", "FNDF", "FNDX", "FPE", "FVD",
    
    "FXI", "GDX", "GDXJ", "GLD", "GLDM", "GOVT", "GSY", "GUNR", "HEDJ",
    
    "HEZU", "HYG", "IBKR", "IDV", "IEFA", "IEMG", "IEUR", "IEV", "IJH",
    
    "IJR", "ILF", "INDA", "ITB", "ITOT", "IVE", "IVV", "IVW", "IWB",
    
    "IWD", "IWF", "IWM", "IWN", "IWR", "IYE", "IYR", "JNK", "JNUG",
    
    "JPST", "KBE", "KRE", "KSA", "KWEB", "LABD", "LABU", "LNG", "LQD",
    
    "MDY", "MINT", "MJ", "MTUM", "MUB", "NEAR", "NOBL", "NUGT", "OILD",
    
    "OILU", "PCY", "PSQ", "PTLC", "QID", "QLD", "QUAL", "RSP", "RSX",
    
    "SCHA", "SCHB", "SCHD", "SCHE", "SCHF", "SCHG", "SCHH", "SCHO",
    
    "SCHP", "SCHR", "SCHX", "SCHZ", "SCO", "SDIV", "SDOW", "SDS", "SDY",
    
    "SH", "SHYG", "SJNK", "SLV", "SMH", "SOXL", "SOXS", "SPAB", "SPDW",
    
    "SPEM", "SPHD", "SPHQ", "SPIB", "SPLG", "SPLV", "SPSB", "SPTL",
    
    "SPTM", "SPXL", "SPXS", "SPXU", "SPY", "SPYD", "SPYG", "SPYV",
    
    "SRTY", "SSO", "SVXY", "TBF", "TBT", "TIP", "TMF", "TNA", "TWM",
    
    "TZA", "UCO", "UDOW", "UNG", "UPRO", "USFR", "USMV", "UUP", "UVXY",
    
    "VB", "VEA", "VEU", "VFH", "VGK", "VGT", "VIG", "VIXY", "VNQ", "VO",
    
    "VOO", "VT", "VTEB", "VTI", "VTV", "VUG", "VWO", "VYM", "XBI",
    
    "XHB", "XLB", "XLC", "XLE", "XLF", "XLI", "XLK", "XLP", "XLRE",
    
    "XLU", "XLV", "XLY", "XME", "XOP", "XRT", "YANG", "YINN"]
     
  7. you can just use IB's scanner to get this in a more up-to-date fashion.
     
    djames likes this.
  8. 2rosy

    2rosy

  9. jharmon

    jharmon

    Better to program this sort of stuff yourself. Simple with Python.
     
  10. jj1111

    jj1111

    #10     Feb 18, 2020