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@joshparkerj
Created July 19, 2023 13:37
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pick some stock
from numpy import random
a = ["AAPL",
"MSFT",
"AMZN",
"NVDA",
"GOOGL",
"TSLA",
"GOOG",
"META",
"XOM",
"UNH",
"JNJ",
"BRK.B",
"JPM",
"V",
"PG",
"MA",
"HD",
"LLY",
"ABBV",
"CVX",
"MRK",
"AVGO",
"PEP",
"KO",
"PFE",
"TMO",
"COST",
"MCD",
"WMT",
"BAC",
"CSCO",
"CRM",
"DIS",
"ACN",
"ADBE",
"ABT",
"LIN",
"TXN",
"DHR",
"CMCSA",
"AMD",
"NEE",
"NFLX",
"BRK.A",
"NKE",
"PM",
"VZ",
"BMY",
"RTX",
"QCOM",
"WFC",
"UPS",
"ORCL",
"T",
"INTC",
"AMGN",
"HON",
"BA",
"UNP",
"LOW",
"COP",
"LMT",
"SBUX",
"INTU",
"IBM",
"CAT",
"PLD",
"MS",
"SPGI",
"DE",
"GS",
"ELV",
"MDT",
"GE",
"AMAT",
"GILD",
"BKNG",
"ADI",
"SYK",
"CVS",
"AMT",
"MDLZ",
"NOW",
"ADP",
"AXP",
"BLK",
"ISRG",
"TMUS",
"C",
"TJX",
"PYPL",
"REGN",
"PGR",
"MMC",
"VRTX",
"SCHW",
"CB",
"MO",
"TGT",
"CI",
"SO",
"DUK",
"BSX",
"LRCX",
"BDX",
"SLB",
"ZTS",
"CME",
"ETN",
"EOG",
"EQIX",
"ITW",
"WM",
"MU",
"FISV",
"APD",
"NOC",
"CL",
"BX",
"CSX",
"AON",
"HUM",
"UBER",
"PANW",
"ATVI",
"MPC",
"SNPS",
"FCX",
"ICE",
"CCI",
"MMM",
"CDNS",
"GD",
"KLAC",
"USB",
"HCA",
"ORLY",
"SHW",
"FDX",
"VLO",
"EL",
"PNC",
"GIS",
"EW",
"MRNA",
"EMR",
"F",
"MCK",
"GM",
"APH",
"NSC",
"MSI",
"MCO",
"SRE",
"CMG",
"DG",
"PSX",
"AEP",
"ROP",
"D",
"AZO",
"MAR",
"MCHP",
"ABNB",
"PXD",
"KMB",
"TFC",
"PSA",
"ADSK",
"DXCM",
"LULU",
"FTNT",
"ADM",
"PH",
"CTVA",
"MSCI",
"ECL",
"SNOW",
"TT",
"O",
"WDAY",
"EXC",
"TEL",
"IDXX",
"JCI",
"A",
"AJG",
"BIIB",
"CTAS",
"TRV",
"OXY",
"NUE",
"MNST",
"SYY",
"NEM",
"DOW",
"ANET",
"LNG",
"PCAR",
"TDG",
"CARR",
"HLT",
"HSY",
"LHX",
"PAYX",
"SQ",
"AIG",
"XEL",
"YUM",
"MRVL",
"IQV",
"ILMN",
"HES",
"COF",
"SPG",
"ROST",
"WMB",
"PCG",
"WCN",
"AFL",
"ON",
"STZ",
"WELL",
"OTIS",
"BK",
"CNC",
"ED",
"KKR",
"MTD",
"CMI",
"ODFL",
"ROK",
"MET",
"KMI",
"AME",
"DVN",
"EA",
"WBD",
"CHTR",
"VICI",
"AMP",
"CPRT",
"FIS",
"RMD",
"KR",
"PPG",
"PEG",
"GWW",
"CTSH",
"KHC",
"FAST",
"APTV",
"PRU",
"DHI",
"DLTR",
"VRSK",
"CRWD",
"WEC",
"GEHC",
"KDP",
"DD",
"VMW",
"BKR",
"ALL",
"ANSS",
"KEYS",
"ENPH",
"DLR",
"OKE",
"SGEN",
"AWK",
"SBAC",
"CSGP",
"RSG",
"FERG",
"ULTA",
"GPN",
"ABC",
"URI",
"ES",
"TTD",
"ZBH",
"EIX",
"GLW",
"LEN",
"CDW",
"HPQ",
"ALB",
"VEEV",
"DFS",
"TSCO",
"HAL",
"TEAM",
"WST",
"CEG",
"WBA",
"TROW",
"APO",
"WTW",
"HZNP",
"ALNY",
"EFX",
"FANG",
"ALGN",
"STT",
"LYB",
"IT",
"FTV",
"PWR",
"ACGL",
"EBAY",
"IR",
"GPC",
"AVB",
"IFF",
"VMC",
"ETR",
"MPWR",
"DAL",
"AEE",
"PODD",
"WY",
"MLM",
"FSLR",
"HIG",
"CBRE",
"EXR",
"FE",
"ARE",
"EQR",
"CHD",
"NDAQ",
"DOV",
"TDY",
"MKC",
"HPE",
"PPL",
"BAX",
"LH",
"TTWO",
"HUBS",
"MTB",
"BF.B",
"HOLX",
"LVS",
"CLX",
"CAH",
"LUV",
"OMC",
"DDOG",
"INVH",
"STE",
"DRI",
"XYL",
"STLD",
"VRSN",
"SWKS",
"CNP",
"COO",
"WAT",
"CTRA",
"DASH",
"FITB",
"RJF",
"BMRN",
"PFG",
"DTE",
"CAG",
"CMS",
"CINF",
"MAA",
"EXPD",
"NTRS",
"SUI",
"IEX",
"RF",
"VTR",
"BALL",
"WAB",
"BR",
"NVR",
"K",
"TSN",
"PKI",
"FICO",
"NET",
"TER",
"TRGP",
"EPAM",
"ZBRA",
"WPC",
"MKL",
"PINS",
"RBLX",
"HBAN",
"ATO",
"AES",
"SJM",
"LPLA",
"FDS",
"DGX",
"HWM",
"SPLK",
"PAYC",
"BBY",
"MOH",
"GRMN",
"MOS",
"ZM",
"IRM",
"FMC",
"MDB",
"LKQ",
"RS",
"MRO",
"LW",
"J",
"TYL",
"FLT",
"MKTX",
"CFG",
"FWONK",
"JBHT",
"TXT",
"AVY",
"UAL",
"AXON",
"PLTR",
"EXPE",
"IPG",
"BG",
"CBOE",
"CF",
"RCL",
"EVRG",
"RE",
"ETSY",
"NTAP",
"INCY",
"PTC",
"RPRX",
"AVTR",
"UDR",
"ESS",
"MGM",
"LNT",
"BURL",
"OKTA",
"PHM",
"LSCC",
"SNA",
"BLDR",
"HUBB",
"ARES",
"BRO",
"GLPI",
"STX",
"TRMB",
"SYF",
"POOL",
"IP",
"LDOS",
"PKG",
"WRB",
"AKAM",
"BAH",
"ENTG",
"GGG",
"SSNC",
"EXAS",
"KIM",
"WDC",
"PEAK",
"TRU",
"GDDY",
"SWK",
"TFX",
"DECK",
"HST",
"DOCU",
"DPZ",
"TECH",
"KEY",
"VTRS",
"TTC",
"TWLO",
"L",
"CHRW",
"CSL",
"NI",
"BWA",
"SRPT",
"NDSN",
"LYV",
"RPM",
"ELS",
"CTLT",
"APA",
"MAS",
"CPT",
"JBL",
"SNAP",
"JNPR",
"LSI",
"ACM",
"REXR",
"JKHY",
"HRL",
"PARA",
"FIVE",
"WYNN",
"MTCH",
"HSIC",
"CDAY",
"CPB",
"CE",
"RIVN",
"WSO",
"REG",
"TPL",
"CUBE",
"UTHR",
"EQT",
"WTRG",
"CRL",
"BJ",
"TPR",
"CCL",
"KMX",
"QRVO",
"FOXA",
"ZS",
"PEN",
"HEI.A",
"EMN",
"SCI",
"BIO",
"CZR",
"COIN",
"CCK",
"FND",
"FCNCA",
"LBRDK",
"NBIX",
"LECO",
"CHK",
"MANH",
"WSC",
"AAL",
"GL",
"VST",
"FHN",
"BSY",
"CLF",
"NLY",
"MTN",
"PFGC",
"ALLE",
"DAR",
"ARMK",
"GEN",
"TAP",
"DELL",
"ROL",
"EQH",
"DT",
"RRX",
"PNR",
"FNF",
"PNW",
"OVV",
"RGEN",
"AMH",
"RGA",
"AFG",
"TW",
"FFIV",
"RNR",
"JAZZ",
"MASI",
"LAMR",
"OC",
"KNX",
"CHDN",
"AOS",
"AGCO",
"RGLD",
"U",
"ZI",
"G",
"XRAY",
"PCTY",
"HII",
"LEA",
"RHI",
"BILL",
"CGNX",
"BRKR",
"WSM",
"BEN",
"BKI",
"WOLF",
"ROKU",
"IBKR",
"DKS",
"CASY",
"FRT",
"LII",
"WEX",
"VFC",
"NNN",
"CHE",
"DCI",
"BBWI",
"CG",
"MIDD",
"WCC",
"NRG",
"SWAV",
"CIEN",
"GPK",
"EWBC",
"TTEK",
"WRK",
"EME",
"UHS",
"ATR",
"COLD",
"BXP",
"ST",
"AA",
"OGE",
"FBIN",
"KBR",
"IVZ",
"USFD",
"DKNG",
"CROX",
"HR",
"PSTG",
"CLH",
"OLN",
"UGI",
"DINO",
"ARW",
"NOV",
"TXRH",
"SAIA",
"AAP",
"EGP",
"WHR",
"NVT",
"ITT",
"HAS",
"FR",
"IRDM",
"HEI",
"CACI",
"SEIC",
"VOYA",
"JLL",
"NATI",
"ALLY",
"WBS",
"ORI",
"PLUG",
"Z",
"VMI",
"INSP",
"BERY",
"RBC",
"CW",
"GWRE",
"AXTA",
"GNRC",
"NVST",
"AZPN",
"LFUS",
"UNM",
"SEE",
"NWSA",
"OLED",
"BLD",
"KNSL",
"ACHC",
"GNTX",
"CBSH",
"MAT",
"PLNT",
"BRX",
"TPX",
"LSTR",
"OHI",
"APLS",
"SKX",
"INGR",
"FCN",
"PRI",
"AIZ",
"NVCR",
"TOL",
"EXEL",
"LAD",
"MDU",
"ADC",
"NXST",
"WMS",
"SITE",
"AR",
"CFR",
"NYT",
"THC",
"RRC",
"AQUA",
"STAG",
"CRUS",
"VVV",
"PII",
"GXO",
"SF",
"OGN",
"NTNX",
"SMAR",
"GME",
"SON",
"HOOD",
"CPRI",
"MKSI",
"ERIE",
"SAIC",
"WH",
"AYI",
"NYCB",
"BC",
"NTRA",
"DXC",
"WWD",
"AGNC",
"BWXT",
"HXL",
"SIGI",
"RLI",
"CMC",
"CMA",
"PDCE",
"DBX",
"NCLH",
"PVH",
"TOST",
"LNW",
"FYBR",
"LNTH",
"SRC",
"ATKR",
"MTZ",
"UNVR",
"SPSC",
"RMBS",
"SWN",
"WING",
"AIT",
"CIVI",
"IDA",
"MUR",
"FAF",
"OSK",
"AIRC",
"CR",
"MHK",
"EHC",
"SSB",
"NOVT",
"CHX",
"MTDR",
"KRTX",
"TENB",
"PATH",
"HRB",
"ALK",
"TREX",
"GTLS",
"PB",
"TKR",
"X",
"SLAB",
"CHRD",
"NFG",
"EEFT",
"TRNO",
"EXP",
"FIX",
"STWD",
"MORN",
"OSH",
"HALO",
"NJR",
"TXG",
"OPCH",
"FOXF",
"LCID",
"EXLS",
"AMG",
"ATI",
"DLB",
"ASO",
"FIVN",
"CNXC",
"ENSG",
"JEF",
"EXPO",
"AN",
"MUSA",
"PBF",
"UHAL.B",
"H",
"ASH",
"HOG",
"HUN",
"MSA",
"HQY",
"OWL",
"FLO",
"MPW",
"AGL",
"RYN",
"SMCI",
"IONS",
"NSIT",
"PRGO",
"POWI",
"WK",
"DTM",
"MMS",
"POST",
"PCOR",
"UBSI",
"M",
"RHP",
"BYD",
"SSD",
"GBCI",
"UFPI",
"ABG",
"ALKS",
"NWL",
"ITCI",
"WTS",
"KRG",
"SNX",
"BRBR",
"VAC",
"SOFI",
"PENN",
"COHR",
"OMF",
"ELAN",
"COLB",
"ZION",
"BFAM",
"QDEL",
"CC",
"WTFC",
"FLS",
"SLGN",
"ESTC",
"VC",
"HLI",
"GMED",
"FLR",
"RIG",
"OGS",
"MEDP",
"SYNA",
"NSP",
"ACLS",
"POR",
"ONTO",
"FN",
"QLYS",
"FFIN",
"VRT",
"CBT",
"RL",
"AJRD",
"ORA",
"LSXMK",
"SNV",
"VNT",
"NE",
"ONB",
"RH",
"MMSI",
"WFRD",
"APG",
"HE",
"ESI",
"CWST",
"KEX",
"FNB",
"PNM",
"SWX",
"MAN",
"HAE",
"BKH",
"ELF",
"WU",
"ALSN",
"AXS",
"DEN",
"NEWR",
"AL",
"AVT",
"BPOP",
"THG",
"AAON",
"COTY",
"ESNT",
"RUN",
"TDC",
"FOX",
"CABO",
"SKY",
"IAC",
"BCPC",
"MTH",
"THO",
"DVA",
"SRCL",
"LEG",
"DUOL",
"PNFP",
"DIOD",
"IART",
"VLY",
"HOMB",
"MLI",
"SMPL",
"WWE",
"PCH",
"TMHC",
"R",
"WMG",
"ASGN",
"LANC",
"MTG",
"LTHM",
"GATX",
"PINC",
"CAR",
"HGV",
"PECO",
"SHLS",
"FOUR",
"EPRT",
"OZK",
"LNC",
"TDOC",
"KRC",
"RITM",
"CADE",
"MGY",
"ALTR",
"MSM",
"TGNA",
"RXDX",
"ALGM",
"ICUI",
"MTSI",
"CHH",
"AVNT",
"BDC",
"WEN",
"SFM",
"FL",
"WAL",
"FELE",
"WLK",
"ALE",
"FUL",
"BLKB",
"SYNH",
"AEIS",
"HL",
"BOX",
"SPR",
"BL",
"MAXR",
"NSA",
"OLLI",
"NEOG",
"IRT",
"EVR",
"PTCT",
"BMI",
"TRTN",
"IPGP",
"ENS",
"IRTC",
"LAZ",
"CELH",
"LOPE",
"FCFS",
"JHG",
"PTON",
"MDGL",
"LITE",
"OI",
"LPX",
"SR",
"XPO",
"ZD",
"KMPR",
"DOC",
"JBT",
"RDN",
"DOCS",
"NWE",
"YETI",
"AYX",
"SM",
"BE",
"AMN",
"MSGS",
"FHI",
"RYAN",
"SANM",
"SUM",
"WTM",
"ESAB",
"HP",
"KD",
"SIG",
"CHWY",
"S",
"TWNK",
"ISEE",
"BF.A",
"ALIT",
"FSS",
"AWR",
"AM",
"ENV",
"DV",
"CUZ",
"AWI",
"AI",
"SXT",
"WIRE",
"APLE",
"CWT",
"AVA",
"BNL",
"CNMD",
"CYTK",
"BTU",
"ARRY",
"GT",
"EDR",
"NTLA",
"FOLD",
"PBH",
"JXN",
"TEX",
"NCR",
"STAA",
"AGR",
"AZTA",
"ROG",
"UCBI",
"DNB",
"GPI",
"ACA",
"KBH",
"ACIW",
"SPXC",
"SAM",
"FRPT",
"LYFT",
"LXP",
"PI",
"CALX",
"OTTR",
"ZWS",
"MP",
"MODG",
"SLM",
"BHF",
"HRI",
"ABM",
"HI",
"HWC",
"CFLT",
"EVH",
"BCO",
"AEL",
"PAG",
"SMG",
"BXMT",
"VSH",
"TNET",
"MOG.A",
"TNL",
"BECN",
"EPR",
"FWRD",
"AGO",
"CHPT",
"AMBA",
"INDB",
"AZEK",
"PD",
"THS",
"CRC",
"MRCY",
"CBU",
"MGEE",
"COLM",
"MSTR",
"CACC",
"ACI",
"AIN",
"VSCO",
"SPT",
"CCOI",
"LUMN",
"KFY",
"SPB",
"PLXS",
"AXNX",
"BPMC",
"CERT",
"KTB",
"RARE",
"SFBS",
"OFC",
"KWR",
"UNF",
"VRNS",
"SBRA",
"GTLB",
"LCII",
"VNO",
"RVNC",
"NARI",
"SEM",
"DY",
"FHB",
"CVCO",
"RNG",
"TNDM",
"OMCL",
"WHD",
"AUB",
"ARWR",
"ENOV",
"PK",
"CRI",
"ARNC",
"FLYW",
"HUBG",
"HASI",
"KSS",
"FRC",
"HHC",
"AMC",
"CNX",
"WERN",
"RPD",
"IBP",
"CWEN",
"ITGR",
"ASB",
"FOCS",
"TPH",
"COOP",
"AMKR",
"REZI",
"IOSP",
"NGVT",
"APP",
"PACB",
"VRRM",
"CVLT",
"SHOO",
"CBRL",
"PCVX",
"ETRN",
"ITRI",
"PRFT",
"PTEN",
"SONO",
"BCC",
"MXL",
"FIBK",
"IPAR",
"PRGS",
"GNW",
"ENR",
"NEU",
"GO",
"EXTR",
"DOCN",
"ESE",
"COKE",
"MC",
"VSAT",
"FORM",
"RETA",
"HIW",
"VIAV",
"KAI",
"FRSH",
"W",
"WDFC",
"CNO",
"ABCB",
"OUT",
"GMS",
"ESGR",
"IBOC",
"AMED",
"SGRY",
"PGNY",
"CATY",
"ALRM",
"MTRN",
"GPS",
"HLNE",
"MAC",
"FTAI",
"TCBI",
"CBZ",
"BRC",
"JBLU",
"PIPR",
"DNLI",
"PRMW",
"PZZA",
"PDCO",
"VRNT",
"INSM",
"VIR",
"DISH",
"WSFS",
"SIRI",
"FULT",
"APPF",
"FCPT",
"RUSHA",
"DORM",
"ARCH",
"TMDX",
"GH",
"RXO",
"ACAD",
"BOOT",
"CALM",
"HELE",
"PPBI",
"MGRC",
"GKOS",
"FTDR",
"AEO",
"WD",
"LGIH",
"MDC",
"AFRM",
"MQ",
"UMBF",
"IOT",
"BLMN",
"KMT",
"CVBF",
"RRR",
"SITC",
"AVAV",
"EVTC",
"MWA",
"SCL",
"ADT",
"GHC",
"CRS",
"IDCC",
"NPO",
"CPK",
"NUVA",
"EQC",
"SEAS",
"CSWI",
"ARCB",
"AXSM",
"RVMD",
"MATX",
"SITM",
"AMR",
"SAGE",
"HLIO",
"PR",
"YOU",
"NHI",
"IIPR",
"SFNC",
"SJW",
"AX",
"HTZ",
"NEO",
"FBP",
"BOH",
"EPC",
"SHAK",
"ICFI",
"LSXMA",
"APAM",
"CPE",
"DEI",
"SHO",
"BEAM",
"TRIP",
"YELP",
"LBRT",
"NWS",
"DOOR",
"NOG",
"THRM",
"TDW",
"EBC",
"PEGA",
"PRVB",
"SBCF",
"MYRG",
"BOKF",
"CORT",
"XM",
"TRN",
"STRA",
"WAFD",
"TGTX",
"MTX",
"FSLY",
"FFBC",
"CHGG",
"ODP",
"FRME",
"SKT",
"CTRE",
"KW",
"DAN",
"B",
"NTCT",
"WOR",
"MRTX",
"LESL",
"HCP",
"DBRG",
"BMBL",
"HCC",
"RLAY",
"QS",
"SIX",
"ALG",
"PSN",
"SAVE",
"NMIH",
"SUPN",
"ABR",
"BBIO",
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"NUS",
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"JACK",
"GVA",
"UAA",
"MYGN",
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"PCRX",
"DRVN",
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"TPG",
"PEB",
"SHC",
"OII",
"ENVX",
"ZG",
"VIRT",
"KRYS",
"MHO",
"GPRE",
"TOWN",
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"PRK",
"VRTV",
"WSBC",
"STR",
"COHU",
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"JBGS",
"JJSF",
"KTOS",
"DRH",
"CLDX",
"BGCP",
"SSTK",
"BKU",
"UE",
"EAT",
"WGO",
"SBH",
"MIR",
"XNCR",
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"XRX",
"ATGE",
"TROX",
"SLVM",
"CWK",
"AGYS",
"LNN",
"LAUR",
"URBN",
"ROIC",
"NCNO",
"SVC",
"TVTX",
"CPRX",
"PYCR",
"DNA",
"CRVL",
"RLJ",
"RNST",
"WLY",
"CAKE",
"IBTX",
"FWONA",
"PHR",
"ASAN",
"EMBC",
"AKRO",
"GOLF",
"LRN",
"HLIT",
"CNK",
"HURN",
"VCYT",
"DK",
"UA",
"CSGS",
"VGR",
"TALO",
"CNM",
"PJT",
"AMRC",
"PARR",
"LEVI",
"TRUP",
"OXM",
"NEX",
"EFSC",
"FGEN",
"PRVA",
"UNFI",
"HLF",
"VSTO",
"MRVI",
"ELME",
"ACVA",
"BRP",
"JWN",
"RCM",
"NAVI",
"CNS",
"GFF",
"AMLX",
"BCRX",
"MSGE",
"OSIS",
"MNRO",
"AMEH",
"KN",
"MLKN",
"GEF",
"SMTC",
"PAYO",
"EVRI",
"HAIN",
"CERE",
"NWBI",
"CENTA",
"NOVA",
"CEIX",
"GTY",
"ATSG",
"SLG",
"LKFN",
"BFH",
"MEI",
"RIOT",
"INT",
"BANF",
"IVT",
"CTS",
"CNNE",
"ROCK",
"XHR",
"KAR",
"EYE",
"PATK",
"LAZR",
"SXI",
"NVEE",
"AROC",
"INFN",
"LTC",
"EPAC",
"SYBT",
"REYN",
"PRAA",
"ALGT",
"VKTX",
"UCTT",
"PGTI",
"ZETA",
"PLAY",
"TWO",
"SILK",
"SQSP",
"SABR",
"CMP",
"XPEL",
"TBBK",
"CCCS",
"SDGR",
"VCEL",
"AVNS",
"HTLF",
"EVBG",
"CMTG",
"IRWD",
"MSEX",
"GTES",
"NBTB",
"ALEX",
"HAYW",
"PFS",
"HMN",
"WMK",
"SNDX",
"HEES",
"FBNC",
"ANF",
"AMPH",
"TRMK",
"MDRX",
"QTWO",
"UPWK",
"LBRDA",
"RAMP",
"PDFS",
"HTH",
"PFSI",
"DDD",
"JOE",
"GNL",
"BATRK",
"AKR",
"PLUS",
"PLRX",
"ENVA",
"ANDE",
"ARI",
"PLMR",
"HLMN",
"PRIM",
"VRTS",
"CIM",
"JAMF",
"BROS",
"STEP",
"FROG",
"LEN.B",
"CXM",
"LGF.B",
"BRZE",
"WWW",
"MGPI",
"IMKTA",
"USPH",
"CHCO",
"AGIO",
"TNC",
"VRE",
"COMM",
"NBHC",
"KDNY",
"LZB",
"DEA",
"TCBK",
"KFRC",
"SUMO",
"NSSC",
"TTMI",
"ZUO",
"ARVN",
"UVV",
"VTYX",
"ETWO",
"FIZZ",
"DNOW",
"RDNT",
"NVRO",
"FCF",
"JOBY",
"CARS",
"DDS",
"COUR",
"TFIN",
"SPWR",
"SWTX",
"CWAN",
"MODN",
"DVAX",
"KALU",
"MRTN",
"MGNI",
"OFG",
"HIMS",
"MNTV",
"LGND",
"MATV",
"MD",
"AGM",
"CHEF",
"CODI",
"PACW",
"CDMO",
"ERII",
"STBA",
"APPS",
"DO",
"FCEL",
"MBUU",
"TRS",
"FDP",
"KYMR",
"DGII",
"SNDR",
"CASH",
"PRG",
"MOD",
"ADPT",
"IRBT",
"EIG",
"WABC",
"PRO",
"MED",
"SKYW",
"RADI",
"ECPG",
"CYRX",
"HLX",
"MORF",
"HOPE",
"BGS",
"TA",
"WNC",
"ADTN",
"PWSC",
"AIV",
"SASR",
"UPST",
"PMT",
"NBR",
"STC",
"HNI",
"NNI",
"VECO",
"UPBD",
"STRL",
"FBK",
"SKIN",
"ATEN",
"NXT",
"GSHD",
"LADR",
"PTGX",
"CRNC",
"BKE",
"RVLV",
"HRMY",
"MODV",
"BUSE",
"UEC",
"UTZ",
"TMCI",
"CDE",
"VICR",
"ROAD",
"BHLB",
"OMI",
"RKLB",
"EGBN",
"TDS",
"RKT",
"CRK",
"AVID",
"SAFT",
"DNUT",
"STEL",
"MATW",
"ESRT",
"CWEN.A",
"OCFC",
"CRBG",
"HCSG",
"MBC",
"CLB",
"MNKD",
"PLL",
"PTLO",
"DICE",
"LMAT",
"JELD",
"PRCT",
"ARR",
"RC",
"RCKT",
"RGR",
"CMCO",
"MFA",
"NTST",
"DIN",
"AVDX",
"RYTM",
"HSKA",
"GBX",
"ASIX",
"PRA",
"CXW",
"SCHL",
"ECVT",
"SBSI",
"AVTA",
"FSR",
"MCRI",
"FBRT",
"CVI",
"PLAB",
"AZZ",
"GERN",
"DRQ",
"VRDN",
"RNA",
"EXPI",
"MARA",
"LBAI",
"APOG",
"SAVA",
"MEG",
"TTGT",
"NXRT",
"DFIN",
"RDFN",
"ACCD",
"OBNK",
"YEXT",
"HPP",
"AMSF",
"VBTX",
"ASTE",
"EAF",
"GABC",
"CVNA",
"BYND",
"GEO",
"ARGO",
"GOGO",
"IONQ",
"AHCO",
"NXGN",
"UTL",
"COMP",
"OSTK",
"NYMT",
"SHEN",
"NMRK",
"MGI",
"CHCT",
"OPEN",
"PLYM",
"LZ",
"PDM",
"ATEC",
"ICHR",
"ETNB",
"OM",
"FORG",
"BRKL",
"GRBK",
"MLAB",
"UFPT",
"PRLB",
"ADEA",
"PAR",
"DCPH",
"MCY",
"IAS",
"SEB",
"CFFN",
"EVA",
"GDEN",
"AMWD",
"WRBY",
"IMXI",
"SLCA",
"RCUS",
"PRDO",
"ARDX",
"AXL",
"GPOR",
"IMGN",
"AAT",
"RTL",
"UNIT",
"CBAY",
"PGRE",
"BLFS",
"UUUU",
"GSAT",
"NABL",
"CWH",
"THR",
"ATRI",
"SPCE",
"STEM",
"HWKN",
"OSCR",
"SPTN",
"FLNC",
"KROS",
"ESTE",
"RPT",
"PPC",
"CSR",
"IOVA",
"MMI",
"TWST",
"OLO",
"BDN",
"QNST",
"ACLX",
"IMVT",
"SGH",
"LOB",
"NRC",
"NHC",
"REPL",
"CCF",
"KURA",
"BHE",
"CSII",
"DCOM",
"VCTR",
"FIGS",
"NIC",
"SAH",
"MYE",
"BSIG",
"CCRN",
"ROCC",
"CRNX",
"COLL",
"AEHR",
"LTH",
"TMST",
"RYI",
"MRC",
"EFC",
"SCSC",
"WINA",
"TMP",
"GDOT",
"SNCY",
"RWT",
"ZIP",
"CRDO",
"SCHN",
"ENTA",
"VERX",
"LPRO",
"HTLD",
"HFWA",
"SXC",
"BMEA",
"ACT",
"PCT",
"ATUS",
"CTKB",
"FA",
"VTLE",
"UMH",
"CRSR",
"SCS",
"PL",
"PFC",
"RGNX",
"ZNTL",
"SAFE",
"BFC",
"CAL",
"LC",
"WT",
"VREX",
"NUVL",
"CLNE",
"RXRX",
"INDI",
"USNA",
"BRSP",
"SHYF",
"AHH",
"WOOF",
"NX",
"INTA",
"SLP",
"ARKO",
"EQRX",
"INN",
"GTN",
"PFBC",
"SBGI",
"TFSL",
"INVA",
"TTEC",
"PUMP",
"QCRH",
"CLBK",
"AMK",
"AMBC",
"EB",
"TWKS",
"ADMA",
"JBSS",
"KOP",
"PLOW",
"IDT",
"LGF.A",
"CRAI",
"PEBO",
"LMND",
"EHAB",
"DLX",
"CMPR",
"UDMY",
"STGW",
"FBMS",
"COGT",
"TGI",
"SMP",
"FRG",
"HIBB",
"MTTR",
"CEVA",
"RES",
"DCGO",
"HSTM",
"AMTB",
"DRS",
"UVSP",
"SPNT",
"CNOB",
"KIDS",
"MCW",
"SP",
"CHS",
"SG",
"DX",
"AMRK",
"BOWL",
"JBI",
"RICK",
"BJRI",
"CHUY",
"SIBN",
"TR",
"TRNS",
"THRY",
"NAPA",
"KAMN",
"ESMT",
"DAWN",
"YORW",
"SNBR",
"UFCS",
"VTNR",
"AVXL",
"GIII",
"IDYA",
"ETD",
"ME",
"OSPN",
"TELL",
"BANC",
"TITN",
"TBPH",
"OPK",
"MIRM",
"JRVR",
"SATS",
"AMPL",
"INBX",
"GPRO",
"PNT",
"CVT",
"PBI",
"CCSI",
"HCAT",
"DENN",
"XMTR",
"HCCI",
"CLFD",
"CIR",
"HAYN",
"CNDT",
"DCO",
"UHT",
"FLGT",
"OPI",
"HZO",
"VRAY",
"AOSL",
"OSBC",
"CYH",
"GDYN",
"BRMK",
"PROK",
"HROW",
"LWLG",
"INFA",
"SOVO",
"NVAX",
"BBSI",
"BXC",
"ROVR",
"AVD",
"XPOF",
"CTBI",
"VERV",
"TRST",
"AVPT",
"HSII",
"SSP",
"NRDS",
"CBL",
"MTW",
"CUBI",
"CSTL",
"OFIX",
"GMRE",
"PUBM",
"HAFC",
"KE",
"SWBI",
"WASH",
"LAND",
"CASS",
"NVTS",
"CLW",
"LFST",
"FNA",
"TBI",
"GRC",
"BALY",
"ALDX",
"WOW",
"KREF",
"LXU",
"DM",
"HOUS",
"RGP",
"HSC",
"ZYME",
"ARCT",
"EVGO",
"HONE",
"IIIV",
"ARQT",
"ALHC",
"VTOL",
"KELYA",
"WTTR",
"AGTI",
"CNXN",
"AUR",
"MCRB",
"GES",
"RAPT",
"BIGC",
"TWI",
"AMCX",
"UHAL",
"BKD",
"TPIC",
"FPI",
"AMOT",
"AGX",
"ANIP",
"AMWL",
"EBF",
"TWOU",
"IIIN",
"MCFT",
"BFS",
"VMEO",
"ARLO",
"ACMR",
"BOC",
"NTGR",
"CENX",
"RPAY",
"CTIC",
"OIS",
"CHRS",
"GOOD",
"AORT",
"NKLA",
"NFBK",
"FDMT",
"CAC",
"CERS",
"UVE",
"EDIT",
"RUTH",
"VPG",
"GSBC",
"ASPN",
"ZEUS",
"COCO",
"KRNY",
"EGY",
"VSEC",
"CLDT",
"BY",
"VZIO",
"ACRS",
"SRI",
"CVGW",
"MXCT",
"UBA",
"BRY",
"HTBK",
"ACEL",
"DHIL",
"ACCO",
"FMBH",
"BZH",
"ICPT",
"TSVT",
"WTI",
"ACRE",
"AVO",
"FATE",
"PLCE",
"EBS",
"CDNA",
"ALKT",
"FARO",
"NSTG",
"CPF",
"XPER",
"NWLI",
"ORGN",
"CATC",
"FC",
"FMNB",
"CRMT",
"ARTNA",
"MNTK",
"MSBI",
"SD",
"ATNI",
"HVT",
"TRTX",
"TILE",
"PGC",
"EGHT",
"HA",
"REX",
"HCKT",
"RILY",
"MVIS",
"GCO",
"MGNX",
"BLNK",
"DBI",
"LASR",
"GDRX",
"CRGY",
"MBWM",
"ATEX",
"EGLE",
"VTS",
"MBI",
"WSR",
"EZPW",
"DXPE",
"IVR",
"MOV",
"CCO",
"IHRT",
"KBAL",
"SHCR",
"HY",
"VVX",
"DOMO",
"SOUN",
"ANIK",
"ORC",
"CTOS",
"SCVL",
"SWI",
"CPSI",
"OSUR",
"CUTR",
"AGEN",
"FFIC",
"OLPX",
"PX",
"HBNC",
"RMR",
"VVI",
"BFST",
"BOOM",
"MITK",
"EE",
"CFB",
"OCUL",
"CSV",
"AMSWA",
"ANAB",
"NVEC",
"NRIX",
"KPTI",
"ALX",
"LOVE",
"MBIN",
"SFIX",
"CENT",
"TRC",
"EWCZ",
"UWMC",
"CCNE",
"ANGO",
"ALEC",
"CECO",
"MLR",
"TH",
"THFF",
"HTBI",
"PNTG",
"NPK",
"ACHR",
"RYAM",
"LEU",
"AMAL",
"AXGN",
"ONL",
"SMRT",
"CCB",
"ONTF",
"FFWM",
"POWL",
"TASK",
"LUNG",
"HIFS",
"QTRX",
"CTO",
"VITL",
"RBCAA",
"AVNW",
"CCBG",
"LYTS",
"MPLN",
"MCS",
"STAR",
"FORR",
"BELFB",
"MRSN",
"MDXG",
"PWP",
"VNDA",
"BTAI",
"ATXS",
"SCPL",
"OLP",
"CDRE",
"SES",
"BLBD",
"VLD",
"BHB",
"NEXT",
"REVG",
"SLGC",
"SBOW",
"ALLO",
"IBCP",
"ABUS",
"MAX",
"TCMD",
"APEN",
"SMR",
"RCEL",
"MCB",
"AROW",
"TPB",
"OABI",
"EQBK",
"BW",
"IESC",
"GEVO",
"ASLE",
"AMRS",
"FCBC",
"ATRO",
"SYM",
"FG",
"GLDD",
"ITOS",
"BATRA",
"INDT",
"OFLX",
"WRLD",
"KNTK",
"BLUE",
"HDSN",
"SSTI",
"EVC",
"DMRC",
"KNSA",
"DJCO",
"EOLS",
"MCBC",
"SMBK",
"QRTEA",
"CTLP",
"DYN",
"LIND",
"BNGO",
"CMTL",
"MRNS",
"HCI",
"FRPH",
"NVTA",
"UTMD",
"EBIX",
"DH",
"PETS",
"GCMG",
"LYEL",
"DHC",
"RXST",
"ATCX",
"TERN",
"ULCC",
"HMST",
"SRCE",
"AMNB",
"CARE",
"RMAX",
"BASE",
"SLDP",
"SMBC",
"TIPT",
"BMRC",
"LPSN",
"CZFS",
"CZNC",
"DSKE",
"EGRX",
"LQDT",
"SANA",
"PAHC",
"SRRK",
"BVH",
"BBW",
"EXFY",
"ASTS",
"TTI",
"EVCM",
"ALTG",
"SRDX",
"SENS",
"MPB",
"USLM",
"SPWH",
"FLWS",
"BAND",
"HBT",
"BIG",
"MCBS",
"RLGT",
"PETQ",
"FIP",
"BRDG",
"FMAO",
"DNMR",
"AESI",
"TRDA",
"FISI",
"NUTX",
"NWPX",
"NR",
"MYPS",
"SENEA",
"ASRT",
"CLOV",
"PTRA",
"BWMN",
"TREE",
"LQDA",
"NXDT",
"FNKO",
"RUSHB",
"ALRS",
"FLIC",
"ZUMZ",
"RBBN",
"VMD",
"SRG",
"HOV",
"EBTC",
"GNE",
"QUOT",
"FWRG",
"WSBF",
"TARS",
"JOUT",
"PTVE",
"AAN",
"LMNR",
"ONEW",
"MLNK",
"PFIS",
"OOMA",
"DFH",
"RUM",
"OMER",
"CVLG",
"KODK",
"ACDC",
"DXLG",
"PSTL",
"IMMR",
"EWTX",
"IRMD",
"INGN",
"FOR",
"SLQT",
"EVER",
"ESQ",
"OUST",
"ZYXI",
"ARAY",
"SCWO",
"NRIM",
"USM",
"HYLN",
"CSTR",
"ALLK",
"ATRA",
"ACNB",
"ASUR",
"CLAR",
"CIO",
"PKE",
"CGEM",
"IPI",
"URG",
"KRUS",
"GPMT",
"GCI",
"JMSB",
"WTBA",
"CDXS",
"FNLC",
"SOI",
"WISH",
"AGS",
"SHBI",
"RELL",
"TPC",
"HT",
"VYGR",
"SGHT",
"CIVB",
"SGMO",
"AVIR",
"VUZI",
"UIS",
"GEF.B",
"TG",
"MOFG",
"PRTS",
"OSG",
"FET",
"BFLY",
"CRCT",
"JYNT",
"CRBU",
"KALV",
"STRO",
"UTI",
"AMPY",
"TYRA",
"BV",
"FLL",
"BLFY",
"NUVB",
"RBB",
"BSRR",
"SFST",
"MVBF",
"GNTY",
"BHR",
"HBCP",
"CVGI",
"CPS",
"EHTH",
"SIGA",
"ULH",
"GOEV",
"CABA",
"GLRE",
"KIND",
"PACK",
"TNGX",
"GLUE",
"DGICA",
"OPRX",
"FRST",
"LUNA",
"RRBI",
"HIPO",
"FUBO",
"CARA",
"BRT",
"SKYT",
"AVTE",
"LEGH",
"FSBC",
"DSGR",
"WE",
"STHO",
"MBCN",
"WW",
"PMVP",
"ORIC",
"CMBM",
"AMPS",
"INTT",
"RIGL",
"ATNM",
"RRGB",
"FBIZ",
"STER",
"SCPH",
"CLMB",
"METC",
"SPRY",
"BLND",
"SKWD",
"PINE",
"OPY",
"KRO",
"ALPN",
"SMMF",
"HNRG",
"NDLS",
"SVRA",
"HRT",
"BWB",
"XERS",
"INOD",
"PARAA",
"AKTS",
"STKS",
"GRTS",
"BCML",
"CMAX",
"TSP",
"ZOM",
"ALT",
"WKHS",
"LXRX",
"CMPX",
"DAKT",
"CVCY",
"GBIO",
"VERA",
"PMTS",
"INO",
"MASS",
"PBPB",
"NWFL",
"NBN",
"DOUG",
"PFMT",
"ODC",
"ILPT",
"ITI",
"ITIC",
"SPFI",
"NECB",
"RMNI",
"TSBK",
"AFCG",
"GRWG",
"FSBW",
"CNTY",
"CLPT",
"BRCC",
"ARIS",
"HOFT",
"III",
"CLSK",
"MULN",
"NRDY",
"KOD",
"LOCO",
"FF",
"CNSL",
"FDBC",
"KZR",
"CCRD",
"SEER",
"MVST",
"TCBX",
"LCTX",
"EOSE",
"REFI",
"ORRF",
"PTSI",
"AMRX",
"BCBP",
"CVLY",
"ZIMV",
"ATLO",
"WLDN",
"ERAS",
"RM",
"KVHI",
"DC",
"RGCO",
"NGM",
"SMHI",
"MG",
"TRUE",
"HGTY",
"PCYO",
"ENFN",
"EPM",
"STOK",
"EVLV",
"PKBK",
"VERI",
"WEAV",
"IVAC",
"HRTX",
"IMRX",
"PLBC",
"TCX",
"BCOV",
"CATX",
"SNPO",
"OCGN",
"FRBA",
"VOR",
"NKSH",
"ARHS",
"VLGEA",
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1.507779283,
1.504412446,
1.50144045,
1.500798171,
1.498394731,
1.495358521,
1.487066758,
1.486726501,
1.470033538,
1.459415409,
1.447470631,
1.439654394,
1.422752959,
1.405026054,
1.401975051,
1.401900166,
1.390744679,
1.372449312,
1.372188804,
1.367692492,
1.365937377,
1.359159174,
1.339105791,
1.332286057,
1.318987945,
1.311310524,
1.278473532,
1.259864386,
1.257862428,
1.223014823,
1.208538049,
1.206788833,
1.199752102,
1.148272466,
1.117797029,
1.083581426,
1.071546818,
1.046482121,
1.042148563,
1]
sum_p = sum(p)
print(random.choice(a, size=2, replace=False, p=[x / sum_p for x in p]))
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